From 70dab03925244d0693d743b69b03088ada78ad1d Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 23 Sep 2022 14:43:30 -0700
Subject: [PATCH 01/25] fixing clustering instance

---
 .../dimensionality_reduction/clustering/processing.py        | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/processing.py b/visual_behavior/dimensionality_reduction/clustering/processing.py
index 02d2a7123..6ba94aa9e 100644
--- a/visual_behavior/dimensionality_reduction/clustering/processing.py
+++ b/visual_behavior/dimensionality_reduction/clustering/processing.py
@@ -748,6 +748,8 @@ def get_labels_for_coclust_matrix(X, model=SpectralClustering, nboot=np.arange(1
     ___________
     :return: labels: matrix of labels, n repeats by n observations
     '''
+    if model is SpectralClustering:
+        model = model()
     labels = []
     if n_clusters is not None:
         model.n_clusters = n_clusters
@@ -767,6 +769,7 @@ def get_coClust_matrix(X, model=SpectralClustering, nboot=np.arange(150), n_clus
     ______________
     returns: coClust_matrix: (ndarray) probability matrix of co-clustering together.
     '''
+    model = model()
     labels = get_labels_for_coclust_matrix(X=X,
                                            model=model,
                                            nboot=nboot,
@@ -1588,7 +1591,7 @@ def shuffle_dropout_score(df_dropout, shuffle_type='all'):
     Returns:
         df_shuffled (pd. Dataframe) of shuffled dropout scores
     '''
-    df_shuffled = df_dropout.copy(deep=True)
+    df_shuffled = df_dropout.copy()
     regressors = df_dropout.columns.levels[0].values
     experience_levels = df_dropout.columns.levels[1].values
     if shuffle_type == 'all':

From f131e21b62b61dde96dd64a899d6cacfe4148eba Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 23 Sep 2022 14:43:50 -0700
Subject: [PATCH 02/25] adding option to edit abbreviations in plot

---
 .../dimensionality_reduction/clustering/plotting.py           | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/plotting.py b/visual_behavior/dimensionality_reduction/clustering/plotting.py
index 2f88db8b1..7f523f5f8 100644
--- a/visual_behavior/dimensionality_reduction/clustering/plotting.py
+++ b/visual_behavior/dimensionality_reduction/clustering/plotting.py
@@ -1611,7 +1611,7 @@ def plot_population_average_response_for_cluster(cluster_mdf, cre_line, cluster_
 
 
 def plot_clusters_row(cluster_meta, feature_matrix, cre_line,
-                      sort_order=None, rename_clusters=False, save_dir=None, folder=None, suffix='', formats=['.png', '.pdf']):
+                      sort_order=None, rename_clusters=False, save_dir=None, folder=None, suffix='', abbreviate_experience=True, formats=['.png', '.pdf']):
     """
     For each cluster in a given cre_line, plots dropout heatmaps, fraction cells per area/depth relative to chance,
     fraction cells per cluster per area/depth, and population average omission response.
@@ -1649,7 +1649,7 @@ def plot_clusters_row(cluster_meta, feature_matrix, cre_line,
     for i, cluster_id in enumerate(cluster_ids):
         # plot mean dropout heatmap for this cluster
         ax[i] = plot_dropout_heatmap(cluster_meta, feature_matrix, cre_line, cluster_id,
-                                     abbreviate_experience=True, abbreviate_features=True, ax=ax[i])
+                                     abbreviate_experience=abbreviate_experience, abbreviate_features=True, ax=ax[i])
 
         # # population average for this cluster
         # ax[i + (n_clusters * 1)] = plot_population_average_response_for_cluster(cluster_mdf, cre_line, cluster_id,

From 64cfac6b88aa4e02bec236328b2dfcb768f15046 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 23 Sep 2022 14:44:17 -0700
Subject: [PATCH 03/25] quick notebook to check familiar clsuters

---
 .../220922_figure4_familiar_control.ipynb     | 923 ++++++++++++++++++
 1 file changed, 923 insertions(+)
 create mode 100644 notebooks/220922_figure4_familiar_control.ipynb

diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
new file mode 100644
index 000000000..6b2a17490
--- /dev/null
+++ b/notebooks/220922_figure4_familiar_control.ipynb
@@ -0,0 +1,923 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d7613928-f970-469a-a53a-f9f79aeca193",
+   "metadata": {},
+   "source": [
+    "This notebook is for control clusteirng analysis of matched cells in the familiar sessions in visual behavior dataset.\n",
+    "Comparing clusters in just familiar sessions and familia+novel+novel+ should give us more information about representaitonal drift"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "532eb2da-1cd0-4cd2-a9b6-59ed70949d53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import seaborn as sns\n",
+    "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "id": "7e799adc-7f56-4c67-a6be-c040ac8417a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.data_access.utilities as utilities\n",
+    "from visual_behavior.data_access import loading as loading\n",
+    "import visual_behavior.dimensionality_reduction.clustering as vba_clust"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "20a8c91a-08b1-468f-a4fc-7ffbcf81b47a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior_glm.GLM_params as glm_params\n",
+    "import visual_behavior_glm.GLM_analysis_tools as gat\n",
+    "import visual_behavior_glm.GLM_visualization_tools as gvt\n",
+    "import visual_behavior_glm.GLM_fit_dev as glm_fit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "6a24680f-f3b5-44bd-91b6-ea0d8217b086",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.visualization.utils as utils\n",
+    "from visual_behavior.dimensionality_reduction.clustering import plotting\n",
+    "from visual_behavior.dimensionality_reduction.clustering import processing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "id": "9c74732a-38c6-408a-8e66-9b666c32b51d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from sklearn.cluster import AgglomerativeClustering as ac"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "532d01d9-77cd-4c59-b852-535388a739e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "%matplotlib inline\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "glm_version = '24_events_all_L2_optimize_by_session'\n",
+    "model_output_type = 'adj_fraction_change_from_full'\n",
+    "\n",
+    "base_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4'\n",
+    "base_dir = os.path.join(base_dir, glm_version)\n",
+    "if not os.path.exists(base_dir):\n",
+    "    os.mkdir(base_dir)\n",
+    "    \n",
+    "folder = '220922_familiar_control'\n",
+    "save_dir = os.path.join(base_dir, folder)\n",
+    "if not os.path.exists(save_dir):\n",
+    "    os.mkdir(save_dir)\n",
+    "    \n",
+    "folder = '220226_across_session_norm'\n",
+    "load_from_dir = os.path.join(base_dir, folder)\n",
+    "if not os.path.exists(load_from_dir):\n",
+    "    os.mkdir(load_from_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Iterating Sessions: 100%|██████████████████████████████████████████████████████████| 1248/1248 [02:28<00:00,  8.39it/s]\n",
+      "Interpolating kernels: 100%|███████████████████████████████████████████████████████████| 16/16 [00:56<00:00,  3.56s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Computing average kernels\n"
+     ]
+    }
+   ],
+   "source": [
+    "run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e8615b13-094a-4fce-8207-47e6f0e20b62",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "familiar_only = results_pivoted[results_pivoted.experience_level == 'Familiar']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "8fb84a96-ac1e-445d-bf23-fd825dc4af6a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['OPHYS_1_images_B', 'OPHYS_2_images_B_passive', 'OPHYS_3_images_B',\n",
+       "       'OPHYS_1_images_A', 'OPHYS_3_images_A', 'OPHYS_2_images_A_passive'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "familiar_only.session_type.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "496b47a7-dabe-48bb-8125-9e1ee3d15fd6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "active_only = familiar_only[familiar_only.session_type.isin(['OPHYS_1_images_B','OPHYS_3_images_B','OPHYS_1_images_A','OPHYS_3_images_A'])]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "9406e561-e818-4f82-a253-e5308377c848",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1450"
+      ]
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
+    "matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
+    "len(matched_cell_ids)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "selected_sessions = active_only[active_only.cell_specimen_id.isin(matched_cell_ids)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "3815f893-eee2-46e4-ae21-cb4b4d588352",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "776352f7-799b-4c13-bb6b-36c0a02e8252",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "selected_sessions = selected_sessions.sort_values('date_of_acquisition')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "616fa180-5f61-49e6-a574-f6bc65d9b225",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "### rename session numbers to be sequential\n",
+    "for cid in matched_cell_ids:\n",
+    "    tmp = selected_sessions[selected_sessions.cell_specimen_id == cid]\n",
+    "    count = 1\n",
+    "    for index in tmp.index.values:\n",
+    "        selected_sessions.at[index, 'session_number'] = count\n",
+    "        count =count+1\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "153a232a-14bb-4e2c-9bc7-7806d1cd486a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "feature_matrix = selected_sessions.groupby(['cell_specimen_id', 'session_number']).sum()[dropout_features].unstack()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "id": "b7183775-7918-41b3-8cb9-eb95fe4f680e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "feature_matrix = feature_matrix.dropna(axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "id": "fd462635-abb9-467b-a2c7-0a83c186854a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"3\" halign=\"left\">all-images</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">omissions</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">behavioral</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">task</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>session_number</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
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+       "      <th>1</th>\n",
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+       "      <td>-0.103167</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.012695</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.031747</td>\n",
+       "      <td>-0.011487</td>\n",
+       "      <td>-0.064083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1120096160</th>\n",
+       "      <td>-0.851505</td>\n",
+       "      <td>-0.841903</td>\n",
+       "      <td>-0.738572</td>\n",
+       "      <td>-0.086735</td>\n",
+       "      <td>-0.051908</td>\n",
+       "      <td>-0.073044</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.041561</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.083353</td>\n",
+       "      <td>-0.033368</td>\n",
+       "      <td>-0.218811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1120096389</th>\n",
+       "      <td>-0.368728</td>\n",
+       "      <td>-0.552267</td>\n",
+       "      <td>-0.588819</td>\n",
+       "      <td>-0.117173</td>\n",
+       "      <td>-0.147310</td>\n",
+       "      <td>-0.131869</td>\n",
+       "      <td>-0.018986</td>\n",
+       "      <td>-0.025121</td>\n",
+       "      <td>-0.040870</td>\n",
+       "      <td>-0.456873</td>\n",
+       "      <td>-0.330928</td>\n",
+       "      <td>-0.260504</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1450 rows × 12 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 all-images                     omissions                      \\\n",
+       "session_number            1         2         3         1         2         3   \n",
+       "cell_specimen_id                                                                \n",
+       "1086491395        -0.744411 -0.372261 -0.980643  0.000000  0.000000  0.000000   \n",
+       "1086491508         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1086491716         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1086491863         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "1086492072         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
+       "...                     ...       ...       ...       ...       ...       ...   \n",
+       "1120095573        -0.831220 -0.819324 -0.764064 -0.032262 -0.029959  0.000000   \n",
+       "1120095819        -0.780581 -0.919207 -0.842481  0.000000  0.000000  0.000000   \n",
+       "1120095948        -0.760145 -0.764788 -0.676987  0.000000 -0.103167  0.000000   \n",
+       "1120096160        -0.851505 -0.841903 -0.738572 -0.086735 -0.051908 -0.073044   \n",
+       "1120096389        -0.368728 -0.552267 -0.588819 -0.117173 -0.147310 -0.131869   \n",
+       "\n",
+       "                 behavioral                          task                      \n",
+       "session_number            1         2         3         1         2         3  \n",
+       "cell_specimen_id                                                               \n",
+       "1086491395        -0.213908 -0.614764 -0.092488  0.000000  0.000000  0.000000  \n",
+       "1086491508         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
+       "1086491716         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
+       "1086491863         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
+       "1086492072         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
+       "...                     ...       ...       ...       ...       ...       ...  \n",
+       "1120095573        -0.001734 -0.017151 -0.002389 -0.151166 -0.128497 -0.125826  \n",
+       "1120095819         0.000000  0.000000 -0.003087 -0.237847  0.000000 -0.192262  \n",
+       "1120095948         0.000000 -0.012695  0.000000 -0.031747 -0.011487 -0.064083  \n",
+       "1120096160         0.000000 -0.041561  0.000000 -0.083353 -0.033368 -0.218811  \n",
+       "1120096389        -0.018986 -0.025121 -0.040870 -0.456873 -0.330928 -0.260504  \n",
+       "\n",
+       "[1450 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "feature_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3672\n",
+      "460\n",
+      "478\n"
+     ]
+    }
+   ],
+   "source": [
+    "cre_lines = np.sort(selected_sessions['cre_line'].unique())\n",
+    "cre_line_dfs = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    cids = selected_sessions[selected_sessions['cre_line']==cre_line]['cell_specimen_id'].values\n",
+    "    print(len(cids))\n",
+    "    df_cre = feature_matrix.loc[cids].copy()\n",
+    "    cre_line_dfs[cre_line] = df_cre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 168,
+   "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimal number of clusters [   2    1    4    6    5    3    9   10   11   13    8    7   15   16\n",
+      "   12   14   21 3669 3658   19   20 3666   22   34   29]\n",
+      "Optimal number of clusters [  1   2   3   4   7   6   5 456   9   8 458  11  17  14  10  13  22  15\n",
+      "  20 453  16 433 454  21  23]\n",
+      "Optimal number of clusters [ 1  3  4  5 11  6  9  7  2 21 15 12 18 13 14  8 20 10 28 16 19 24 29 17\n",
+      " 25]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qlv22GRIFt8aNglxLgFtb38Tahpa0Rp55dynrGjcOcLUNTZx/9zSuenRmCGItway5Jbi1BLoNQS9TkFvX2Mx1j8/K+Jkq+hRTUVpMRZ9i+paGn+ubUg+iaDY4YsdNKYp+qRcXhV/yxet/FsVFbLT/148nd1nZ4Fdf3I2SIlFSLEqKiuhTLEqKi0JaUfi5T8K+4iLx1ZtfZMmq1kFz+IBynr7gkI2Ca1sOuPIpFlS3rsOMGFjBMxce2ub52eb16LkHxcqrrfzuPHWfWHm9/uEnKfNqrzjB93uEhQX+AlwpqeVf4xhgGDAvOqbTmdkCSUuBPVPs3ht4I+H9G8BpkrZL6nS1T8J+53qcXD9v3BAwxYLqWi7+13QWr6xl79GDqalrpGZdIzV1jayOXmvWNVCzrpHVCftq1jUya0kNTUnRbl1jM1c88i7wbsZy9C3dENz69ilpFXhbNJlx4LZDKC6KamottZmEoFIUM8j94/R9w3WjINvyc3lJccoglekX/xXHfapVeib/fGVe2rxO2CN+d5RLPrPjRn8AQfgD4qJP70B5n+IMZ7Z24VHbp8zrwqO2j12uXObVWWXryBCdRFkHXzObL2ksYVKMiYQgB/ABoYn26qjGmHPRvMokzaP5L+AbkkYkjPM9HNgOuCbhuEmEjmBnAedGxwk4kzDZxkudUWbn2iOXzbHZdDRpajZW1jawYk39+u2TtdHrmnpWrA2vz76/jIamjQNmXWMzVz6aPlhW9CmmqryEfmUlVJWXUFVWwpaVfZm5OP2vr1tO2nNDcC0tWR9s+5aWUN6nqFULVKYAd80Xd2v7RiXJFOT222ZwrLy6clBq+TeQi39rXTWvzirb5XetYEEbx2Yj6w5XnUXSj6IfdwS+RhifOweoNrPfRcfMhY2HP0naAphKWN7wt0AVYRWmj4C9zaw+4dirgQuAPxGGJx1DWIXpy2Z2d5blHAXMmTNnjj/zLaCu+My3swImhF+wVxzX+vmlmbGusTk0v0bNsC3PIGsbmjjvn1NZsab18trlJUXsMmLA+qBaXduQtsm1ok8xgypLGVRZypsLVqYt919O2WujANuvrA+VZcWUFKeeQC9TwHzu4sPSXieVOPesUPnlvrfzWkYM7NvhITiufebOncvWW28NHexw1RWCb7oCfNgSbFMF3yh9Z+DXwIFAPfAQ8D0zW5p0XBGhxv4twrPe94Bfmtk/YpRzFB58C66rBd/Uv6yLuOwLO3P4jsOobWiirqGJ2vrm9YGxtj5Ka9gQMOsamvjLc3OoWdd6rvY+xWLU4MqNjq9taMr4nDKT/bcZzCaVpQzqWxq99gmvlaVs0nfDa0XphubHrh4wu+q40M7Q1f4P9Da5Cr5xnvm21DYvI0xisSnwaTN7StJQwtzJfzCzV+LkaZaiH3jrY0alSX8LOCqL85uBK6LNuZxY19jE5Q+9vVEQAahtaOb7/3oTeDPrvCTSBtOGJmPbTatadeopLy2mb0taaUnYH73/9l9f4+PVrTvUjBhYwd9P3zfOxwRy2+zZGU2LuQyOuc7PuVSyDr6StibMBFUeva7vaWxmSyXtCZwGxAq+znUny2vW8fS7S3nynSX8772lrKlPv6rYzybuTHlLQIyCYnnCzy3p5aVFlBYXceBVT6etXf7hxD1ilfMHR6fuUJOLZ4S5aPb0AOd6uzg1318Qxh7vQhgb+3HS/ocJqwo512OYGbM+ruGJd5bw5Dsf8/pHn2AGw/qXMXHcCB6bsZjla+pbnTdiYAUn7Tcq1rW6cu2yJc9jxo2Imj3jNTU75zYWJ/geAfzWzOZJStXt70N8CkbXA9Q3NvPynBUh4M5cwrwVoTa664gBnHP4GI7YcRg7b94fSew9alCXDZheu3Su64oTfPuTei7lFqUx83OuIFJ1qDl4u6E8/e7HPPnOx/zvvaWsXtdIWUkRB247hG8fvC2H7bApmw0ob5WXB0znXHvECZbzyDyF5L7A+x0rjnOdK9X41+/d/QbNUWenTfuV8bndhnP4DsM4YNshG/X4TccDpnMurjjB9z7gTEl/ZkMNuGWKyeOBL5JmMQLnCqWuoYkPl6/l/Y9rmL20hj88M7tV7+Rmg37lJfzttH3YZfMBWU2p55xzHRG3w9XnCDNC/Y8QeC+W9Es2TOl4ba4L6By0Pa9w9dr69QF29tI163+et2Lt+lptJjV1jXxq5MDO+wDOOZcgzvSSqyTtB1xOmIlKwJGEBQhuBH5oZrlZ6NC5BKnmFb7w3mn885WPaGqG2UtrNupxXFpSxOghlewyYgATx45gm6GVbLtpFaOHVHHEr/+bcjjP5gMr8viJnHO9XawOUma2CjgHOCeaWEPAUiv0NFmuR/vlw++0aipuaDJemrOCPbbahCN3GsY2Q6vYdtMqthlaxYhNKihO03Sc6zlynXOuPeJMsvET4D4zmwFhYo2k/TsTFrf/WW6L6HqjxSvr+Pe0Bdz3+oKUMzVBmBHqnjP3j5VvZ4x/dc65uOLUfC8l9GaekWb/LoQOVx58XbvUrGvksRmLuX/qAp6bvQwz2G2LgQyo6MPK2taLBLS3qdh7JzvnCi2X43LLgcYc5ud6gcamZqa8v4wHpi7gsbcWU9fQzBaDKjj70G05ZtwIRg+tSjsRvzcVO+e6q4zBV1J/YGBC0mBJW6Y4dBDwdcJYYOcyMjNmLFjFfVPn8+C0hSyrqWdARR+O330kx44bwR5bbbLRuq25nlfYOecKra2a73nAT6KfDbg+2lIR8P2clMr1CMkzSZ164ChqG5q57/X5zF66htLiIg7bYVOO3X0Eh2w/lLKS9BNa+LzCzrmepK3g+0z0KkIQvh+YnnSMATXAi2b2fE5L57qtVDNJ/eyhdwDYe9QgTj1wNJ/ddTgD+vYpZDGdc64gMgZfM/sv8F8ASVsBN5nZS/komMu/9i4iXrOukQ+Xr2HusrXMXb6GD5ev4YGpC6lvam517LD+Zdx95n6dUXznnOs2supwJakK2IrQo9mDbw+UqqZ6yX1hMfhjxo1gdV0DHy4PwXXusjXMXb6WD5evYc6ytSyr2Xgo0NB+ZSkDL8DHq1IPG3LOud4kq+BrZjWS9gL+1snlcQVyzWPvtprIorahie/fO52f/+dtltVsvGbtsP5lbDW4ksN32JSthvRl1OBKRg2uZKvBfaksK+GAK5/ymaSccy6NOEON3gB27KRyuAJbmCJQAtQ3NXPkTsPYanAlowb3ZasowPYtzfxPx2eScs659OIE358C90v6j5k93VkFcoWx+cCKlDXVEQMruOK4T8XOz2eScs659OIE3xOBj4AnJE0D3gPWJh1jZnZqrgrn8ifUVKdT27DhWW1Ha6o+k5RzzqUWJ/ienPDz2GhLZoAH327omHEj+HDFGq57fBYQarxeU3XOuc4RZ0nBos4siCu8IoQEr/3oSAZVlha6OM4512N5QHXrTZm1jF02H+CB1znnOlnshRUUJt0dB4yOkj4Apvqavt1bzbpGXv/oE04/aHTbBzvnnOuQWDVfSZ8GZgOvAP+MtleA9yUdFffiksokXSVpoaRaSS9KOjyL8+ZKsjTbrKRj0x13Ztzy9mQvzl5OY7MxfsyQQhfFOed6vKxrvpIOAP4NrAFuAN6Kdu1M6Iz1b0mHxpzf+TbgeMJiDe9H+Twi6WAzeyHDeecCVUlpWwE/ByanOP4x4K9JaT5TV4Ips5ZS0aeYPbbapNBFcc65Hi9Os/NPgMXAPma2KHGHpGsIwewnwKezyUzS3sBXgPPM7Poo7Q5gBnAVcFC6c83sgRT5/Sj6MdUsXDPNLDn4ugRTZi1j39GDMq4s5JxzLjfiNDvvA/wpOfACRGk3A/vGyO8EoAG4JSGfOuDPwIGShsfIC+BrwJx0NW9JFZLKY+bZK8xbsZYPlq1h/JihhS6Kc871CnGCbymwOsP+VdEx2RpHqJHWJKW/TFjCcGy2GUkaR5j68u9pDjmN0FxeK2m6pGNjlLPHe/b9ZQActJ0/73XOuXyIE3zfAb4iqVVTdZT25eiYbA0HWtWiE9I2j5HX16PXVE3OzwM/ACYC/weUAfdJ+mq6zCQNlDQqcQNGxihPtzJl1lKGDyhnm6HJj9Gdc851BmU7QkjSacCfgCnA1cDb0a6dgQuBA4EzzOzPWeY3G3jLzL6QlD6a0KP6bDP7XRb5FBGmvfzYzHbP4vhKwnPlEmDLVEOkJF1KmMu6lT/+8Y8MGzasrct0G80GP3ylmF0HGV/bNvUygM4554IlS5bwrW99C2BrM5vb3nzizHB1i6QxwAWEQJvsmmwDb6SWUAtNVp6wPxsHAyOA67I52MzWSLoJuBLYHpiZ4rDrCT2xE40EpkyYMIFRo0ZlWbSu74151ax98Tm+fsTufGG3OI0NhTFp0iQmTpxY6GL0av4dFJbf/8KaO3duTvKJNcmGmV0k6c+EJtyto+QPgH+b2Xsxr72I0PScrCVtYZb5fB1oBv4R49rzotdBqXaaWTVQnZgW5hbpeaa8txQJDtzWn/c651y+xJ7hKgqy1+Tg2m8A50iqSup0tU/0Oq2tDCSVEcYJP2Nm2QZr2DA719IY5/RIPqWkc87lX4fmdpZUIul4SadL2izm6fcCfQg9kVvyKwNOAZ5rCaaStpS0Q5o8jgYGkrqjFZJaVeckDQbOIgxLmtX6rN5jdV0Dr3/0ic9q5ZxzeRZnhqurgUPNbK/ovYAngPGEoUG/lLSvmc3OJj8ze0nSPcDV0Zje2cA3CTNVnZxw6B2E57qp2n2/DqwD/pXmMt+RNBF4iNApawRwBrApcEw25ezJXvxgRTSlpI/vdc65fIpT8/00oadzi88TZqG6hjDBBcDFMa9/EmGqypOA3xBqwkeb2XNtnSipP/BZ4D9mtjLNYc8Dy4DTgd8D3wWmAgeb2UMxy9rjPBtNKbn7VgMLXRTnnOtV4jzz3QJIbKb9PKHp9mIASTuzYbxtVqIZrS6MtnTHHJImfRVQ0Ub+k0k917PDp5R0zrlCiTvDVWPC+0MJzc4tPiB172XXBfmUks45Vzhxgu88YD9YX8sdDfw3Yf+mQPJUka6L8iklnXOucOI0O98F/FjSpoRZrVYBDyfsH0foNOW6AZ9S0jnnCidOzfcKwqxP+wEGnBRNRoGkAcAXgCdzXD7XCZqajefeX874MUN67OQhzjnXlcWZXnIdcGq0JVtNeN67Nkflcp3ozQUrWVnbwIH+vNc55woi9gxXqZhZM5BuuI/rYnxKSeecK6y0zc6SDm9vppKOaO+5rvP5lJLOOVdYmZ75PirpKUmfk9TmQFBJfSQdK+m/bNwRy3UhPqWkc84VXqZm53HAr4F/A0slPQG8TOjRvIIw3eMgYAywL3A4YZ7lycDYTiux6xCfUtI55wovbfA1sxnABEn7ERYimAh8ldDTOZEIw47uA/5gZq90UlldDkyZtZS+pT6lpHPOFVKbHa7M7AXghajpeQ9gJ2AoIQgvBWYAU6NOV66LmzJrGfts7VNKOudcIcUZatREaHZ+ufOK4zrTvBVrmbNsDd/Yd6tCF8U553q1Dq3n67oXn1LSOee6Bg++vYhPKemcc12DB99eoqnZeHbWMp9S0jnnugAPvr3E9PnVrKpr9CFGzjnXBXjw7SWmzFqGBAf4lJLOOVdwHnx7iWd9SknnnOsy2hV8JW0r6YBoKUHXxfmUks4517XECr7RPM+zgXeB/xEm3UDSppLel3RCJ5TRdZBPKemcc11L1sFX0iHA/YR5nS8jTCsJgJl9TJjz+Su5LZ7LBZ9S0jnnupY4Nd+fANOAfYDfp9j/ArB7LgrlcmvKrGXsO3qwTynpnHNdRJzguxfwtwxzOM8HNut4kVwutUwp6c97nXOu64gTfIuAdRn2DwHqO1Ycl2tTZoUpJT34Oudc1xEn+L4DjM+w/3OEZmnXhTz7vk8p6ZxzXU2c4Ptn4ARJpyacZ5L6SvoNsB/wpzgXl1Qm6SpJCyXVSnpR0uFZnHepJEuxLU5z/KmS3pFUJ+k9Sf8Xp5zdlU8p6ZxzXVOcJQX/IOkA4GbgWsJ6vv8ABgPFwF/M7G8xr38bcDxwPfA+cDLwiKSDo3WE2/ItYG3C+9rkAyR9C7gJuAf4NaH2/jtJ5WZ2bczydis+paRzznVNWQdfADM7UdK/gBOBHQjDjV4C7jCzf8XJS9LehKFJ55nZ9VHaHcAM4CrgoCyyudvMqjNcowL4BTDJzL4UJd8sqQj4qaRbzGxlnHJ3Jz6lpHPOdU2xZ7gys/vN7Hgz29nMdjKziXEDb+QEoAG4JSHvOkLz9oGShmeRhyT1V/o21UMJNfMbk9J/D/QDPhO71N3IlFlL2XWETynpnHNdTSHndh4HzDSzmqT0lwk16rFZ5PERsBJYKelWSYNSXAPg1aT014DmhP09TphSspoDvdbrnHNdTtbNzpJ+ksVhZmaXZ5nlcGBBivRF0evmGc79BPgt8CJheNNhhOe/u0vax8xahkQNB9aZ2YqkQtZLWp7uGpIGAgOTkkdmKE+X8+IHK2jyKSWdc65LivPM99IM+4xQWzUg2+BbQepxw3UJ+1NfzOyGpKR7Jc0gNCefROgU1pJHurHHdRmucS7w01Q7Jk+ezLBhw9IVrcu494MiSovEwunPMmlGoUuTW5MmTSp0EXo9/w4Ky+9/4SxZsiQn+cQJvlunOX8b4DxgAPDNGPnVAmUp0ssT9sdxE3ANcDgbgm+6a7RcJ901rif0xE40EpgyYcIERo0aFbNo+Xf9r57hwO0qOf7YvQpdlJyaNGkSEydOLHQxejX/DgrL739hzZ07Nyf5xBlq9GGaXbMlPU5Y5egU4AdZZrmI0CycrCVtYbZli8rXLGkBkPjcdxFQKmlQYtOzpFJCR6yU14h6UFcnpnWncbItU0qetN9WhS6Kc865FHLS4crMDLiX0OSbrTeAHSQlT720T/Qaa7YsSX2ALYClSdcA2DPp8D0Jn/0NeqANU0r6817nnOuKctnbuaU2ma17gT7AaS0JksoItefnzGxhlLalpB0ST5SUKqpcSGhKfiwh7SnCEohnJR37baAGeCRGebuNKbOWsvmAcrYZWlnoojjnnEsh1iQb6UjaEziHMP9zVszsJUn3AFdHY3pnE54Zb0WY6arFHcDBJKwfDHwo6S7ChBzrCON5jweeBf6ecI1aST8Gfi/pbmAyYYarE4GLMk3Q0V01NRvPvb+MT++yWbdqKnfOud4kzlCjD9LsGkSYsKKRhFpslk4i9I4+CdgEmA4cbWbPtXHe34ADgC8Satxzo3yuMLPGxAPN7EZJDcD5wERgHnCOmf0mZlm7BZ9S0jnnur44Nd+PCEOJEhnwOvAe8Cczmxvn4tGMVhdGW7pjDkmRdnrM69zMhh7QPZpPKemcc11fnN7Oh3RiOVyO+JSSzjnX9RVyekmXYy1TSo4f47Ve55zryjz49iAvzF7uU0o651w3kLbZWVIzrZ/xtsXMLCc9qF18U2Yto29pMbtvuUmhi+Kccy6DTIHyDuIHX1dAz76/jH1HD6a0xBs0nHOuK0sbfM3s5DyWw3WQTynpnHPdh1eRegifUtI557oPD749hE8p6Zxz3Ues4CvpAEkPSVoqqVFSU9LW2HYuLpcemLqA/a98kkdmLKa6toFJb8RaDMo551wBxJle8iDgCWAl8BJwNGHhgipgb+BNwmxXLk8emLqAS+57k9qGJgDW1jdxyX1vAnDMuBGFLJpzzrkM4tR8f0hYH3cnNix88Esz2xf4NLA1cEtOS+cyuuaxd9cH3ha1DU1c89i7BSqRc865bMQJvnsDt5jZUqA58XwzmwzcSVjcwOXJwuraWOnOOee6hjjBtwxYEP28Lnrtl7D/DWCPHJTJZWnzgRWx0p1zznUNcYLvImAkgJmtAaqBXRL2jyQsK+jy5MKjtqdP8cZr9lb0KebCo7YvUImcc85lI07wfYWwhm6LycB5kk6SdDLwHUJHLJcnx4wbwYiBFZQUCQEjBlZwxXG7emcr55zr4uLMw/xn4GRJFWZWC/wAGA/cFu1fDHw/t8VzmSxeWcfc5Ws5/8jtOPvwMYUujnPOuSzFWc/3ceDxhPcfSNoOOBxoAp41s5W5L6JL57G3FgPwmV2HF7gkzjnn4ujQCkTRs99/56gsLqaH31zEmE2r2HbTqkIXxTnnXAxZP/OV9Lqk70ryldq7gKWr1/HK3BVe63XOuW4oToerTYHrgQWSHpB0nKQ+nVMs15bJby+m2eDoXTcrdFGcc87FFCf4bgEcBdxNeM57D7BI0u8k7dUZhXPpPTpjMVsPqWT7Yf3aPtg551yXknXwteBxM/sGsBnw/4BpwJnAi5LekXRxJ5XTJfhkTT3Pz17OZ3bZDEltn+Ccc65LadeSgma2xsxuN7PDgVHAj4DhwM9zWDaXxuNvL6Gp2fjMLv681znnuqMO9XaWNBo4CTgR6A805KJQLrNHZixi5CYV7DKif6GL4pxzrh1i13wlDZB0hqRngVnAT4Aa4HzCc2HXiVbWNvDs+8s4etfh3uTsnHPdVJz1fD9HqOV+DigHPgZuAG43s2mdUzyX7Ml3ltDQZHx6F+/l7Jxz3VWcmu+/gc8DD0WvI8zsex0JvJLKJF0laaGkWkkvSjo8i/OOk/RPSXMkrZU0U9I1kgakONbSbGe2t9yF9MiMxQwfUM7YkQMLXRTnnHPtFOeZ71nAXWZWncPr3wYcTxg//D5wMvCIpIPN7IUM5/0JWEhYQ/gjYFfgu8BnJO1pZnVJxz8G/DUprdstAlGzrpH/vreUr++zJUVF3uTsnHPdVZy5nW/K5YUl7Q18BTjPzK6P0u4AZgBXAQdlOP0EM3smKb/XgNujPG9LOn6mmSUH327n6ZkfU9/Y7L2cnXOum2vXUKMcOYHQO/qWloSoxvpn4EBJaSNMcuCN3B+97pjqHEkVksrbXdou4JEZixjar4w9ttqk0EVxzjnXAYUMvuMINdKapPSXAQFjY+bX0gNpWYp9pwFrgFpJ0yUdmykjSQMljUrcgJExy5NTtfVNPD1zKUftPIxib3J2zrlurUPjfDtoOLAgRfqi6HXzmPldRFja8L6k9OeBfwJzCEOhzgHuk/Q1M/tHmrzOBX6aasfkyZMZNmxYzKJ13LTlorahmAGr5jBp0gd5v35XMmnSpEIXodfz76Cw/P4XzpIlS3KSTyGDbwWwLkV6XcL+rEj6GnAqcIWZzU7cZ2YHJB17O+G58tWS7jIzS5Hl9bR+bjwSmDJhwgRGjRqVbdFy5sl/TGVQ5TLO+/rhlBQXssGisCZNmsTEiRMLXYxezb+DwvL7X1hz587NST6F/C1eC5SlSC9P2N8mSeMJz4n/A/y4reOjNYhvIgTT7dMcU21mcxM3YH425ekMdQ1NPPnOEibsNKxXB17nnOspCvmbfBGh6TlZS9rCtjKQtBth/PF04Mtm1pTltedFr4OyPL6gnp21jDX1Tb52r3PO9RCxmp0lVQJfA8YAgwkdoxKZmZ2aZXZvAOdIqkrqdLVP9Jpx8g5J2wCPEmba+mxUo83W6Oh1aYxzCubhGYsYUNGH/bcZXOiiOOecy4E400vuTZjdakiGw4zw7DUb9wIXEHoiXx9doww4BXjOzBZGaVsCfc1sZkJZNgMmA83AUWaWqoczkoYk75M0mDBhyBwzm5VlWQumvrGZJ95ewpE7bUYfb3J2zrkeIU7N99dAKfAl4CkzW9GRC5vZS5LuIXR8Gg7MBr4JbEWY6arFHcDBbFzLfpRQe72aMCb4wIR9sxNmx/qOpImEPxo+AkYAZwCbAsd0pPz58vzsZayqa+ToXX0uZ+ec6yniBN89gF+a2b05vP5JwOXR6yaEZ7dHm9lzbZy3W/T6/RT7bgdagu/zwAHA6YTnuzXRvl9mcY0u4ZE3F1NVVsKBYzI1ODjnnOtO4gTfVcDyXF48mtHqwmhLd8whKdKymmXCzCYTmqe7pcamZia/vZjDd9yUspLiQhfHOedcjsR5iHgfcFRnFcS19tKcFXyytsHncnbOuR4mTvC9CNhU0m8lbSNfyb3TPfzmIir6FHPwdkMLXRTnnHM5FKfZuZrQm3lvQm9hUsRfM7NCzprVYzQ1G4+9tYTDdtiUilJvcnbOuZ4kTqC8gxB8XR68OncFy2rW8Rnv5eyccz1OnPV8T+7Ecrgkj8xYTFlJEYduv2mhi+Kccy7HfNaGLqi52Xh0xmIO3m4olWXeiu+ccz1NrOArqVjSSZL+KulxSeOi9E2i9BGdU8zeZeq8ahavqvMmZ+ec66HiTC/ZlzBmdn/CwvR9CRNjQBgDfCVwK/CjHJex13l0xiL6FIvDd8z/usHOOec6X5ya76XAnsCxhKkd13d1jlYT8nHAOWBmPPzmYsaPGUr/8j6FLo5zzrlOECf4fhH4k5lNIixokOx9YFQuCtWbvblgJQuqa/n0Lt7k7JxzPVWc4Ls5mZf5Wwv061hx3CMzFlNSJCbs5E3OzjnXU8UJvssJqwKlszOwsGPF6d3MjEfeXMR+2wxmYN/SQhfHOedcJ4kTfJ8ETok6Xm1E0tbA/yMs9efaaebi1cxdvtbncnbOuR4uTvC9jNC7+RXg24TZrj4t6QrgdWAdcEXOS9iLPPLmIooEE3b2JmfnnOvJsg6+ZvY+cDjQCPyM0Nv5AsKCC/OAw81sXmcUsrd4eMZi9t56EEOqygpdFOecc50o1vRJZvYasJukXYAdCQF4lplN7YzC9Sazlqzm/Y9rOGm/nQtdFOecc52sXXMXmtkMYEaOy9KrPTJjMRIctbMPMXLOuZ7O53buIh5+cxF7bLkJw/qXF7oozjnnOlnWwVdSs6SmNrYaSW9Lul7S5p1Z8J5kzrI1zFy8ms/s6r2cnXOuN4hT870DeJPwnHcmMCna3o3SpgOPEDpkfReYKml0TkvbQz0yYxGAz2rlnHO9RNzguzVwtJntbGbHRdtOwOeifb83s08BnwcGEnpFuzY8OmMxu20xkBEDKwpdFOecc3kQJ/j+HPijmbWaSMPMHgZuJhrna2b/Af5CGJrkMpi3Yi3T56/kaK/1OudcrxEn+I4F5mTY/wHwqYT3U4FB7ShTr/LojMUAPquVc871InGCbzWZa7JHENb1bTEAWNmOMvUqj8xYxM6b92fLwa1m7XTOOddDxQm+dwHHSrpJ0vaSiiUVRT/fBBwD/CPh+EOBt3NY1h5n0cpaXv+omqO9l7NzzvUqcYLvDwkLJ5xBCKp1hPmc347SJkfHIKmc0Ox8VaYMJZVJukrSQkm1kl6UlNVzYkkjJN0tqVrSKkkPRAs8pDr2VEnvSKqT9J6k/8vyM3eqliZn7+XsnHO9S9YzXJlZLfBZSUezoXczwFzgwajTVcuxdcAPssj2NuB44HrgfeBk4BFJB5vZC+lOklQFPE1YP/gXhOFN5wHPSBprZp8kHPst4CbgHuDXwHjgd5LKzezaLMrYaR6ZsZjth/Vjm6FVhSyGc865PIs9vWQUZB9u88A2SNob+ApwnpldH6XdQZi28irgoAynnwVsC+zRMq+0pEeic88DfhKlVRCC8yQz+1J07s2SioCfSrrFzPL+XPqBqQu48pGZLF5VR7/yEh6YuoBjxmVaKtk551xPUsjpJU8AGoBbWhKiGvOfgQMlZXoQegLwYuKCDmY2k7Dm8JcSjjsUGAzcmHT+7wm15s905AO0xwNTF3DJfW+yeFUdAKvrGrnkvjd5YOqCfBfFOedcgaSt+Ur6CWHN3l+YWXP0vi1mZpdnee1xwEwzq0lKf5kwY9ZYYFGKchURhjT9KUWeLwNHSuprZmujawC8mnTca0BztP+uFNcYSJgkJNHI9B8le9c89i61DU0bpdU2NHHNY+967dc553qJTM3OlxKC71VAffS+LQZkG3yHA6mqey0BN93c0IOAMlIE5ihNUd6zo9d1ZrZio0Ka1UtanuEa5wI/TbVj8uTJDBvW/sXuF1QXR0VMTl/LpEmT2p1vb+L3qfD8Oygsv/+Fs2TJkpzkkyn4bg0hUCW+z6EKQm/pZHUJ+9OdR5bnVhD+cEilLsM1rid0Bks0EpgyYcIERo0alea0tl39zlMsqK5tlT5iYF8mTjys3fn2FpMmTWLixImFLkav5t9BYfn9L6y5c+fmJJ+0wdfMPsz0PgdqCTXYZOUJ+9OdR5bnprtGy7Epr2Fm1YRJRdaTWtdW2+PCo7bnkvve3KjpuaJPMRcetX1O8nfOOdf1xe7tDGF8LjAEWJpQM45rEaFZOFlL2sI0560g1HrTnWtsaJJeBJRKGpTY9CyplNARK901Ok3Lc91rHnuXhdW1bD6wgguP2t6f9zrnXC8SK/hK2h34FXAgUAwcCTwlaVPC7FZXmNkTWWb3BnCOpKqkTlf7RK/TUp0Udf56E9gzxe59gFlRZ6uWaxAdOznhuD0JPb3foACOGTfCg61zzvViWQ81kjQWmAJsQ1hecD0z+5jw/PSbMa59L9AHOC3hGmXAKcBzZrYwSttS0g4pzt1X0riEc7cHDiNMptHiKUJN+ayk878N1BDWH3bOOefyKk7N92eEZtpxhOel/y9pf/IY24zM7CVJ9wBXR2N6ZxOC91aEma5a3AEczMZdhG8ETgcelnQtYYar7xGama9LuEatpB8Dv5d0N6H2Ox44EbgoerbrnHPO5VWc4Due0KxcE9VQk31E+qE76ZxEGJp0ErAJMB042syey3SSma2WdAgh0P6YUIN/GjjXzJYnHXujpAbgfGAiMA84x8x+E7OsxQDz58+PeZrLpSVLluSst6FrH/8OCsvvf2ElxIDijuQTJ/iWk3mJwP5xLx7NaHVhtKU75pA06fOBL2Z5nZuBm+OWL8kYgPHjx3cwG+eccz3AGEKLbbvECb6zgT0y7D+Mnr2E4AfR68GEWr7Lv5GEfgfjAW+CKAz/DgrL73/hbQn8lw0xoV3iBN+/Az+Onp22zKlsAJLOBz4NnNORwnRxLUOqPjKzuYUsSG+VMNZ6vn8HheHfQWH5/S+8hO+gvcNsgXjB91eEoUWPATMJgfc6SUOBzYDHab2AgXPOOeeSZD3UKJpM40jgAsLMUHXAdsAy4PvA58ysuTMK6ZxzzvUksZYUNLNGM7vOzPY0s0oz62tmu5nZtWbW2FmFdK67kzRKkkm6tNBl6SkkHRLd05MLXRbn4irker7dTTVwGUlzPru8qsa/g0Krxr+DQqrG73+hVZOD70BmlovCOOcyUOilUQY0eitRbkRj/Z8GTjGz2wpaGOdiatfCCs65eCz8lVvX5oGuy5JUATT4H08uF7zZ2bkOkFQm6QeS3pJUJ6la0oOJ845Hx6V85iupr6RfS1okqVbSi5IOl3SbpFbNUpLGSLozOr5e0lxJ10iqTDrutuh6AyT9QdLHUfmek7RPcr5pPtulUR7bS/qlpPmS1kmaJunopGPTPn9N9VkkPROVfZSk+6P79kl0bJWkoui+zonK/bqkAzKU9WxJ70XHvifp7DTHxb1/QyXdKmkJsIYwzta5DvOar3PtJKkP8CiwP3An8DtgAGHe8eckHWRmr7aRzT3A0cADwBPA1sD9wJwU19uDsFhINfBHYAGwG/Bd4ABJB5tZQ9JpjwFLCXOzDybMgf4fSVub2eosP+rtQANhuGEpcC7wgKTtOjjWtDL6PP8FLgb2IswZXw4sJ6xS9lvCAiwXAA9K2ipFuc8mDHf8I7Aa+Crwm2gp0ctaDmrn/XscWEyYBreSsCCLcx1nZr755ls7NuA8wnj3o5LS+xNmQXsmIW1UdOylCWlHR2k3J53fkm5J6dMIY+z7JaUfGx1/ckLabVHajUnHfjFK/1YWn+/S6NiHiPqHROl7RelXJKQdklyG5LIkpT0THX9hUvp9QDPwKtAnIf0LyeVOuOZqYGRCeinwMuEPhsT09ty/vxb635lvPXPzZmfn2u9Ewi/z1yQNadkIv/wfBw6MnhOm8/no9deJiWb2MPBOYpqkXYFPEWaaK0u63rOEJtEJKa5xXdL7p6LXMW1+ug1uMLP1zcZm9gqhBhgnj1SaCDXbRFMIK5jdZBvXQqdEr6mu+TcLc723lK+e8LlLiO5xB+7fr2J/Kuey4M3OzrXfjoR1rJdmOGYIYSWtVLYm1PLeT7Hv3Sj/xGtBGOJwWevDARiWIm2j+WfNbHk0Pd7gNHmkkmoO2+Ux80hlkYXFVRJ9Er1u1OxuZp9kKPc7KdJa5pkfHb229/69l+ZY5zrEg69z7SfgTcJz1HQyBeYW2Yz3a5lQ9lrCc+ZUPklOMLOmNvLLRjZ5ZPoM6X7PpMs322vG0d77t7ad13MuIw++zrXfLGAo8JS1b2rVuYQRB2NoXXvbPsW1AJrM7Il2XKuzrYheB6XYNzpFWi7tmCJtp+i1pdbe1e+f62X8ma9z7XcHoZdtypqvpFTNmIkejF7PSzrvaFoHlKnADOBMSa2CmaQSSakCX77MARqBIxITJe0P7NvJ1/66pPVDgCSVEu5pE6GzGHT9++d6Ga/5Otd+NxAWG7lG0mGEzkyrCOt9Hk6YVOPQDOc/TBgKdHrU8adlqNEZwHRCByEgdBWW9I3oGtMl3Qq8BfQFtgWOAy4h9NLNOzOrkXQbcJqkfxB6M48BTiF8lt068fLvAS9JuonQ8/lrhB7Zl5vZvKh8Xfr+ud7Hg69z7WRmDZI+C5wFfIMNHXkWEoa63N7G+SbpeOAXhLGpnyEEqmOjPMckHf9GNHnHJYShN2cSgs1cQtB4MhefqwPOIzxbPRaYCLxG6G18Bp0bfH9LGN51NuEPn4+Ac83shsSDusH9c72Iz+3sXBck6U3CONcdCl0W51zu+TNf5woo1TjgqDa9C2GssHOuB/Kar3MFJOkKYBxhdZ6VwFjCFIurgLGJk0c453oOD77OFVDUs/liwtCYAYQhO08BPzazVJNvOOd6AA++zjnnXJ75M1/nnHMuzzz4Ouecc3nmwdc555zLMw++zjnnXJ558HXOOefyzIOvc845l2cefJ1zzrk88+DrnHPO5ZkHX+eccy7PPPg655xzeebB1znnnMszD77OOedcnnnwdc455/LMg69zzjmXZ+0KvpLKJJXmujDOOedcb5DVer6SxgJfAg4Bdgaqol01wAzgGeBeM5vaGYV0zjnnepKMwVfS54AfA3sCAuYCs4Hl0ftBwLbAVoABrwI/M7P/dGqpnXPOuW4sbfCV9BRwMKFWeyfwiJktSXPsMOCzwInROU+b2RGdUWDnnHOuuyvJsK8aGGdm09vKJArKtwK3Rk3UP81J6ZxzzrkeKG2HKzM7LpvAm+K8N8zs2GyOjTpuXSVpoaRaSS9KOjyL846T9E9JcyStlTRT0jWSBqQ5/lRJ70iqk/SepP+L+7mcc865XMmqw1WnXVz6B3A8cD3wPnAy4fnywWb2QobzlgELgQeAj4BdgTOBWcCeZlaXcOy3gJuAe4DHgfHAN4ALzOzaXH8m55xzri2xg6+kg4AJwDDgWjObKakK2B2YbmbVWeazN/AScJ6ZXR+llRN6Ty80s4MynHuImT2TlHYScDtwipndFqVVAPOAZ83smIRj/wp8AdjCzFZmU17nnHMuV7Ie5yupWNI/gaeBHwD/D9g82t1IqIWeFePaJwANwC0tCVGN9c/AgZKGpzsxOfBG7o9ed0xIOxQYDNyYdOzvgX7AZ2KU1znnnMuJOJNsXERoIv4eIcCpZUcUNO8Hjo6R3zhgppnVJKW/HOU9NkZeAJtFr8uSrgFhCFSi14DmhP3OOedc3mTq7ZzsJOAOM7tB0uAU+98hXvAdDixIkb4oet08xb5MLgKagPuSrrHOzFYkHmhm9ZKWp7uGpIHAwKTkUmA04blyU8yyOeec6xmKCbHlFTNb195M4gTfUUCmDkrVwCYx8qsAUhW8LmF/ViR9DTgVuMLMZiddoz7NaXUZrnEuPlzKOedceuOBZ9t7cpzgu5owo1U62wJLY+RXC5SlSC9P2N8mSeMJz4n/Q5iNK5trtFwn3TWuB25LStsKeGbKlCmMHDkym6J1SQ9NX8iVj8zk7m/tx+YDs/77psuYPHkyEyZMKHQxejX/DgrL739hzZ8/n/Hjx8OGVtp2iRN8nwVOlHR18g5JmxA6YD0aI79FhKp7spa0hW1lIGk34N/AdODLZpbcHLwIKJU0KLHpOVoUYnC6a0Q9tquTrgXAyJEjGTVqVFtF67JGry6jZMAnDNpsBKM261/o4sQ2bNiwbn3/ewL/DgrL73+X0aHHj3E6XP0CGAM8BXwuStstGkf7OlAJXBkjvzeAHaJhSon2iV6nZTpZ0jaEYP8x8FkzW5PmGhDGDifak/DZ36CXqSwLf2+tWddY4JI451zvlXXwNbNXCb2ddwD+EiX/CvgD4dnpsWb2doxr3wv0AU5rSZBUBpwCPGdmC6O0LSXtkHiipM2AyYQey0eZWWIP50RPAStoPQTq24QVmR6JUd4eoaqsGICadd5nzDnnCiVOszNm9h9Jo4Aj2TDcaBbwmJmtjZnXS5LuAa6OxvTOBr5JeLZ6csKhdxAWa1BC2qOEnsdXE8YEH5iwb3bL7FhmVivpx8DvJd1NCNjjCQtAXJTthCA9idd8nXOu8GIFX4Coa/VD0dZRJwGXR6+bEJ7dHm1mz7Vx3m7R6/dT7LsdWD81pZndKKkBOB+YSJjx6hwz+00Hy94tVZaGr7zGg69zzhVM1sFX0jhgfzP7fZr9/0doLn4j2zyjyTkujLZ0xxySIk0pDs10nZuBm+Oc01P1K/ear3POFVqcDlc/JazZm85ngJ90rDius7U0O9fUefB1zrlCiRN89wL+m2H/f4G9O1Yc19n6FBdRWlJETb0HX+ecK5Q4wXcIoedwOtXRMa6Lqyor8WZn55wroDjB92Ng5wz7dyFzcHZdRGVZMWt8qJFzzhVMnOD7BHCapFYBWNJOhLmVn8hVwVznqSwt8d7OzjlXQHGGGv0cOA54RdKtbJgdaixhasl6wrAh18V5s7NzzhVW1sHXzGZLOpyw4EDyjFFvAaeY2awcls11ksqyEqrXplvsyTnnXGeLO8PVq8AuksYS5nkGeM/MMs7D7LqWqvIS5n8Sa0Iy55xzORR7hiuAaCKNN3JaEpc3Vf7M1znnCqpdwVdSX8KSfK1mmjKzjzpaKNe5KstKvLezc84VUJzpJYsIcymfDWyW4dDijhbKda6qsmLW1DdiZuvXKXbOOZc/cWq+VwIXEDpX/QtY3iklcp2usqwEM1hb37R+uknnnHP5E+c374nAo2Z2dGcVxuVH4rKCHnydcy7/4kyysQkwqbMK4vKnqsyXFXTOuUKKE3zfBIZ3VkFc/myo+XqnK+ecK4Q4wfcy4ExJW3RWYVx+eM3XOecKK84Dvz2AD4G3Jd0PzAGSq05mZj7FZBfnwdc55worTvC9NOHnE9McY/j8zl1eZVkYDebzOzvnXGHECb5bd1opXF55zdc55worzsIKH3ZmQVz+JA41cs45l39xOlytJ2lbSQdIGpDrArnO17e0GMmDr3POFUqs4Cvpc5JmA+8C/yN0wkLSppLel3RCJ5TR5ZgkKktLqPGhRs45VxBZB19JhwD3AysIw47WTwpsZh8Ds4Gv5LZ4rrNUlhV7zdc55wokTs33J8A0YB/g9yn2vwDsnotCuc5XVVZCTb0HX+ecK4Q4wXcv4G9m1pxm/3wyr3bkupCqshJq6jz4OudcIcQJvkXAugz7hwD1HSuOy5ewpq8HX+ecK4Q4wfcdYHyG/Z8jNEu7bqCyrMTH+TrnXIHECb5/Bk6QdGrCeSapr6TfAPsBf8p1AV3nqCorYY0/83XOuYKIM8nGHyQdANwMXEuYSvIfwGCgGPiLmf2tU0rpci70dvahRs45VwixVlI3sxMl/Yswt/MOhOFGLwF3mNm/OqF8rpN4s7NzzhVOVs3OkioknSRpHzO738yON7OdzWwnM5vY3sArqUzSVZIWSqqV9KKkw7M4b29JN0p6TVK9JEtz3ChJlmb7dHvK3FNUlZZQ39hMQ1O6zuvOOec6S7bPfNcRmpvH5fj6twHnAX8FzgGagUck7dfGeUcDp0c/z87iOn8FvpG09erOYVXlPr+zc84VSlbNzmbWLGke0D9XF5a0N2FGrPPM7Poo7Q5gBnAVcFCG0/8AXGVmtZKuJzSBZ/Kamf21w4XuQVoWV1hd18jAvqUFLo1zzvUucXo73w58Q1JZjq59AtAA3NKSYGZ1hF7VB0oanu5EM1tiZrVxLiapUpJHmUjLsoLe49k55/IvToer54HjgDck3QjMAtYmH2Rm/8syv3HATDOrSUp/mdCRayywKEb5MrkcuI4wNOol4KJM5ZQ0EBiYlDwyR2XpEnxZQeecK5w4wffxhJ9vIAw1SqQorTjL/IYDC1KktwTczWOULZ1m4DHCghALgTHABcATkg43sylpzjsX+GmqHZMnT2bYsGE5KFphzVkNUMLjzzzL/IEp+6t1WZMmTSp0EXo9/w4Ky+9/4SxZsiQn+cQJvqfk5IobVJB6usq6hP0dYmYfARv1apZ0F/A2cCVwQJpTryd0Bks0EpgyYcIERo0a1dGiFdzMxau4fsYUPrX7Xhy9a9oW/i5n0qRJTJw4sdDF6NX8Oygsv/+FNXfu3JzkE2eSjdtzcsUNaoFUz4/LE/bnnJktlPQP4AxJfc0sVdN5NVCdmCYp+bBurbI0fPU+1tc55/IvToerXFtEaHpO1pK2sBOvPY/w2Qd24jW6tCp/5uuccwUTK/hK2kLSrZLmR5NbHBalD43S94qR3RvADpKqktL3iV47cxzuaKAJ+KQTr9GleYcr55wrnKyDr6StgVeB44G3SOhYZWZLgT2B02Jc+16gT+I50TCmU4DnzGxhlLalpLbG8aYr89AUadsCXwX+F3e4Uk9SWlJEaUkRqz34Oudc3sXpcPULQu/hXQjPYz9O2v8w8PlsMzOzlyTdA1wdjemdDXwT2Ao4OeHQO4CDCb2pAZC0FWGWKoC9o7QfRe+nmdmD0c9XSxoNPElo5t4GODPad0G2Ze2pqnxNX+ecK4g4wfcI4LdmNk/S4BT7PyT+WNiTCGNwTwI2AaYDR5vZc22ct3V0XqKW97cDLcF3MiHYnk14vvtJlHaZmb0Vs6w9jq9s5JxzhREn+PYn86QXpTHza5nR6sJoS3fMISnSniGhJpzh3H8Qlj10KVSW+spGzjlXCHE6XM0Dds6wf1/g/Y4Vx+WTNzs751xhxAm+9wH/T9IuCWkGIOl44IvA3Tksm+tklR58nXOuIOIE318A84GXCEv0GXCxpBcIQXcacG3OS+g6TVWZNzs751whZB18zWwVsB9hFaI9Cc9cjwS2B24EDo2e4bpuwoOvc84VRtoOUpIOAt6JxvAC6wPwOcA50RhaAUvNrHvNzO+AlmZn7+3snHP5lqnm+zShZguApA8kfaHlvZktNbOPPfB2X1Vlxaypb8S/Quecy69MwXcdGy98MApIngrSdWOVZSWYwdp6r/0651w+ZRqX+x7wTUmvs2EO5MGStsyUYbSMn+sGEud3bvnZOedc58v0G/fnwN+B16P3Rljn9vo28ixuY7/rIlpWNqpZ18imBS6Lc871JmmDr5ndK2kacAhhmb9LgfsJU0C6HmBDzdebnZ1zLp8ytjWa2SxgFoCkS4F/mdnf81AulweVZaGRwocbOedcfqXtcCWpSdLXEpJuJ6w85HqIfmV9AA++zjmXb5l6Ozez8fPbkwhL8rkeoqXm61NMOudcfmUKvh8B4xPei2guZ9czJHa4cs45lz+ZnvneCfxE0glAdZR2vaRfZDjHzMxrx91E4lAj55xz+ZMp+F4GfAgcAWwGbAUsB5bkoVwuD/qWFiN58HXOuXzLNNTIgL9EG5KagZ97b+eeQxKVpSXU+FAj55zLqzjTGh0KvNNZBXGFUVlW7DVf55zLs6yDr5n9tzML4gqjsqyEmnoPvs45l0+ZlhS8ldC7+Qwza4ret8XM7NSclc51un5lJdTUefB1zrl8ylTzPZkQfL8NNEXv22KAB99uJKzp68HXOefyKVOHq6JM713PUFlWwoo1awtdDOec61U8oPZyVWUlrPFnvs45l1cefHu50NvZhxo551w+tdXhKi7vcNXNVJaV+PSSzjmXZ211uErWMrezUqS3zP3swbcbqSotob6xmYamZvoUe0OIc87lQ9rftmZWlLgBw4A3gEnA/sDAaDsA+DfwenSM60Z8fmfnnMu/OFWdXwMfm9lxZvaima2KthfM7FhgWXSM60aqykPwXe1jfZ1zLm/iBN+jgQcz7H8wOsZ1Iy3LCnqPZ+ecy584wbcMGJlh/8jomKxJKpN0laSFkmolvSjp8CzO21vSjZJek1QvKe06w5KKJH1f0hxJdZKmS/pynHL2ZN7s7Jxz+Rcn+D4LnC3poOQdkg4Gzgaei3n924DzgL8C5wDNwCOS9mvjvKOB06OfZ7dx7C+Aq4DJURk/Au6K1inu9arKigF8ZSPnnMujOMH3e0AD8LSklyTdHm0vAU9F+87PNjNJewNfAb5vZt83sz8BhxGC41VtnP4HoL+Z7QE8luEaI6Iy3WBm3zKzm4HPA1OAX0nq9d17vebrnHP5l3XwMbO3gd2BfwI7At+Ith2jtD3M7K0Y1z6BELBvSbhGHfBn4EBJwzOUZYmZ1WZxjYlAH+DGhHONELy3AvaOUd4eqbI0BF8f6+ucc/kTZz1fzGwu8DVJAjaNkpeaWXM7rj0OmGlmNUnpLxPGDI8FFrUj3+RrrDKz91Jco2X/ix28RrdW5TVf55zLu1jBt0VUe1zSwWsPBxakSG8JuJt3MP+WayyOew1JAwljmBNl6mzWbXmzs3PO5V+m6SW3S1FjzIqk7c3s3TYOqwDWpUivS9jfUe29xrnAT1PtmDx5MsOG9ay5REpUzNQZM5m0+u1CFyUrkyZNKnQRej3/DgrL73/hLFnS0XpnkKnm+5akO4Ffm9mMbDKTNI7QMesrhGetmdSSemhSecL+jmrvNa4n9MRONBKYMmHCBEaNGpWDonUdl01/nOFbbsbEibsWuihtmjRpEhMnTix0MXo1/w4Ky+9/Yc2dOzcn+WQKvl8AfgVMkzQd+A/wCmFozwrCc9lBwBhgX8Lwnx2Bt4HPZXHtRYRm4WQtaQuzyCOba4yPew0zqwaqE9PCY+6eyVc2cs65/EobfM3sEUmTgS8BZwE/YMPCColaotIzwGXAv7LsgPUGcI6kqqROV/tEr9OyyCOba5yWogl9n4T9vV5lqa9s5Jxz+ZSxw5WZNQH/AP4haRhwMLATMJQQiJcCM4D/mtmymNe+F7gAOI3QzIukMuAU4DkzWxilbQn0NbOZMfOHsAjEdYQ/Hs6N8hNwJmE88UvtyLPHqSor8Q5XzjmXR1n3djazJcDdubqwmb0k6R7g6mhM72zgm4TxtycnHHoHIeivb/eVtBVhjDFEY3Ul/Sh6P83MHoyuMV/S9cAFksqBV4FjCE3RX27nEKkep7KshOq19YUuhnPO9RrtGmqUQycBl0evmwDTgaPNrK1pKreOzkvU8v52Nl4A4mLgE+BbhFr1e8DXzCxnf0h0d1VlJcz/ZG2hi+Gcc71GQYNvNKPVhdGW7phDUqQ9Q0JNuI1rNANXRJtLwTtcOedcfvX6uY0dVJX18Q5XzjmXRx58HVVlxaypbyRMXOacc66zefB1VJaVYAZr673p2Tnn8sGDr/P5nZ1zLs/aFXwllUkaIak01wVy+deyspE/93XOufyIFXwl7S7pKWA1YZKKA6P0TSU9KemITiij62Qbar7e7Oycc/mQdfCVNBaYAmxDmPhiPTP7mLBC0DdzWTiXH5VlxYDXfJ1zLl/i1Hx/RliIYGfCxBXJ42yfJJptynUv3uzsnHP5FSf4jgdujhZBSDUm5SPSLE7vurYq73DlnHN5FSf4lgMrM+zv38GyuALxmq9zzuVXnOA7G9gjw/7DCGv5um7Ghxo551x+xQm+fwe+kdSj2QAknQ98Grgzh2VzedK3tBjJg69zzuVLnIUVfgUcCTwGzCQE3uskDQU2Ax4Hbsx5CV2nk0RlaQk1PtTIOefyIuuar5nVE4LvBUAtUAdsBywDvg98ztfH7b7CykZe83XOuXyItaSgmTUC10Wb60Eqy0qoqffg65xz+eBzOzsg9HiuqfPg65xz+ZB1zVfSSdkcZ2Z3tH2U62qqykq82dk55/IkTrPzbYROVskzWyVPuOHBtxuqLCthxZq1hS6Gc871CnGC76Fpzt8GOAtYC/wwF4Vy+VdVVsIaf+brnHN5kXXwNbP/ptn1pKTbgZeB3YGnc1Ewl1+ht7MPNXLOuXzISYcrM1sH/JVQA3bdUGVZiU8v6ZxzeZLL3s7rgBE5zM/lUVVpCfWNzTQ0+VBt55zrbDkJvpKGA2cCc3KRn8s/n9/ZOefyJ85Qo6fS7BoE7ACUAt/MRaFc/rWsbLS6rpGBfUsLXBrnnOvZ4vR2Hk3rYUUGrADuA35nZs/nqmAuv6rKo5qv93h2zrlOF6e386hOLIcrMG92ds65/PHpJR0AVWXFAL6ykXPO5YEHXwd4zdc55/IpbbOzpA/akZ+Z2TYdKI8rkMrS8E/Bx/o651zny1Tz/Qj4MOb2UZyLSyqTdJWkhZJqJb0o6fAszx0h6W5J1ZJWSXpA0tYpjrM025lxytrTVXnN1znn8iZtzdfMDsnD9W8DjgeuB94HTgYekXSwmb2Q7iRJVYRpLPsBvwAagfOAZySNNbNPkk55jDADV6KXclD+HsObnZ1zLn/iDDXKKUl7A18BzjOz66O0O4AZwFXAQRlOPwvYFtjDzKZG5z4SnXse8JOk42eaWXLwdQlKS4ooLS5itQdf55zrdIXscHUC0ADc0pJgZnXAn4EDo1mzMp37Ykvgjc6dCTwJfCnVCZIqJJXnouA9VVW5r+nrnHP5ECv4StpG0u8kvSLpfUkfJG2zY2Q3jlAjrUlKf5mwZvDYNGUoAj4FvJpi98vAdpL6JqWfBqwBaiVNl3RsjHL2Gr6ykXPO5Uec6SV3BZ4FyoB3CTNevQUMBjYDZgPzY1x7OLAgRfqi6HXzNOcNisqwKMW+RYTAPTwqD8DzwD8J805vAZwD3Cfpa2b2j1QXkDQQGJiUPDJNeXqMylJf2cg55/IhzjPfnwH1wN7AcuBj4Bwze0rS6cAvgYkx8qsgrISUrC5hf7rzyPZcMzsg8YBo7eEZwNWS7jKz5CkzAc4Ffprq4pMnT2bYsGFpita9rVtTzNy1K5k0aVKhi5JRVy9fb+DfQWH5/S+cJUuW5CSfOMH3QOBPZvaupMFRmgDM7GZJ44ErgS9kmV8toQabrDxhf7rzaOe5mNkaSTcRyro9MDPFYdcTemInGglMmTBhAqNGjUqXfbd23/KXqV5bz8SJBxa6KGlNmjSJiRPj/I3ncs2/g8Ly+19Yc+fOzUk+cYJvPzY05dZHr5UJ+58DroiR3yJC83CylrSFac5bQaj1pjvXSN0knWhe9Doo1U4zqwaqE9MktZFl91dVVsL8T9bmLL8Hpi7gmsfeZWF1LZsPrODCo7bnmHG+5LNzzsXpcLWE8GwXM1tN6MC0XcL+TYDiGPm9AewQjdlNtE/0Oi3VSWbWDLwJ7Jli9z7ALDNrK4KMjl6XZlfU3iGXHa4emLqAS+57kwXVtRiwoLqWS+57kwempnrM75xzvUuc4PsGGwe8/wLnSDpI0iHAd0gTMNO4F+hD6IkMhBmvgFOA58xsYZS2paQdUpy7r6RxCeduDxwG3JOQNiT5olGT+VnAHDObFaO8PV5lWe46XF3z2LvUNmwcyGsbmrjmsXdzkr9zznVncZqd/w78n6QKM6sFfkwIwE9H+2uBH2SbmZm9JOkeQsenlt7J3wS2Isx01eIO4GCi58uRG4HTgYclXUuY4ep7hObm6xKO+46kicBDhKkvRwBnAJsCx2Rb1t6iX1kJa+obMbMON7MvrE792D1dunPO9SZx1vP9J2HITsv7qZJ2Bo4FmoBHzCzuYgwnAZdHr5sA04Gjzey5NsqyOqptX0f4I6CI8EfAuWa2POHQ54EDCIF6EFADvAD8sq1r9EaVZSWYwdr6pvXTTbZHQ1MzpSVFrGtsbrVv84HpOrE751zv0aHpJc1sHvCbDpxfB1wYbemOOSRN+nzgi23kPxmY3N7y9TaJ8zt3JPhe/tDbrGtspk+xaGjaeCTXxLHphm8751zvkfUzX0n3SfqCpILNB+06V8vKRh157vu3lz7kjhc+5PTxW3PNCbsxYmBFmPVkQDmb9S/jzhc+5J1Fq3JU4vZ5YOoCDrjyKba++D8ccOVT3gnMOZd3cQLpZwiTaCyX9HfgTjN7rXOK5QphQ823fT2eX5i9nJ9OeotDth/KxZ/ZkeIibTS0aGF1Lcfd+Dyn/OUV7jtr/4I0Qbf0wm7pDNbSCxvwYVDOubyJ09t5GHAmYWrJs4GXJc2QdEEbiyC4bqKyLIwUa0/N96Plaznrb6+x1eC+/Oar4yguat1ha/OBFdz2//ZizbpGTv7Ly6ysbehwmePyXtjOua4g6+BrZqvM7GYzGw9sQ5husgy4GvhI0iOSvtJJ5XR5UNXONX1r1jVy+h2v0mxwyzf3on95n7TH7rBZf/540h7MWbaGM+54lXWN+V3IwXthO+e6gnYtKWhmc83sMjMbQ5h28s+EXsW+Zm43VtmOZ77NzcZ5/3yD95fW8Puv7c7WQyrbPGf/bYbwqy/uxktzVvC9u6fR3Jxqeu3ca2xqTtuRzHthO+fyqUOdpyRVEma52o6Np5p03VC/dgTfax9/l8ffXsKln9+JA8e0mtMkrYljR7B4ZR1XPDKT4f3L+dHndopd3jhWrKnnu/+YSs26RoqLRFNCwBdwzuHbdur1nXMuUezgqzD7wpGEsbnHAH2BZcDvgNtzWTiXX5Uxm50nvbGA3z89m6/uvQXf3H9U7OudcdBoFlbXcsuzcxg+sIJTD9w6dh7ZmLFgJd+68zWW1qzj6uM/RWlJ0fo5pwdXlbKspp4ZC1fxpU65unPOtRZnPd9dCAH3a4QFDBqAhwkB9z9m5gvBdnN9S4uRsgu+0+ZV8/17p7P3qEFc9oVd2jUjliR+8vmdWbyqjp//522GDyjn6F1z23fvX6/N5wf3v8ngylLu+dZ+7LbFQGDjns2XP/Q2f352DkfsOIyDthua0+s751wqcZ75TgcuIKw29F1gczM7zswmeeDtGSRRWVpCTRtDjZasquOMO19lSFUZfzhxd0pL2tV1AIDiInHDV8axx5abcO4/3+DlOSvanVeihqZmfjppBuffM41xWw7k32cfuD7wJrvwqO0Zs2kVF947jeq19SmPcc65XIrzW/NqYGcz29vMfm9mufkt6bqUsLJR+r+l6hqaOOPO11hd18gt39yTwVWpllWOp7xPMTeftCcjN6ngtNtfYdaS1R3K7+PVdXzt5he5/YUPOe3ArfnrqfswJEM5y/sUc92Xx7K8pp4fT3qrQ9d2zrlsxBlqdLGZvdOZhXGFV1lWQk196uBrZlz8r+lMm1fNr780lh2H98/ZdTepLOX2U/amrE8xJ//lFZasqmtXPq99+Amf/+2zvLlgJTd8ZSw/+txOlBS3/c98lxEDOPeIMTw4bSH/npZuKWnnnMuN9rcXuh6pqqyEmrrUwfeP//uAB95YyPlHbsend9ks59feYlBf/nLyXlSvreebt77M6rrsJ+EwM/720od85U8vUFZSzP1nHcDEsfFmrDrz4G0Yt+VAfnT/myxe2b7g75xz2fDg6zZSWVqSstn5yXeWcNWjM/ncp4bzncM6b1jOLiMG8IcT9+D9j2s486+vUZ9iZaRkdQ1NXPyvN/nh/TPYf5sh/Ps7B7SrVl5SXMSvvzSWhibjwnunYZaf8cfOud7Hg6/bSFV5Satxvu8tWc05d73BLpsP4JoTduvwWr9tOWi7oVxx3K489/5yLvrX9IxBcGF1LV/+4wv889V5fOfQbbn15L0Y2Le03dfeekglP/jsjkyZtYy/vvhhu/NxzrlMfIUit5GqshLWJDzz/WRNPafd/irlfYr500l7UFFanJdyfHHPLVi8so5rH3+PzQaUc9Gnd2h1zAuzl/Odv7/OusZm/viNPThq59w0hZ+4z5Y88fYSfvHwOxyw7RBGD63KSb7OOdfCg6/bSOjtHIYaNTQ1c9bfXmfxyjru+ta+DB+Q3ykYv3PYtixcWccfnpnN0lV1vPDBChZUF3P1O0+y16hBPDh9EaMG9+WP39iTbTfNXYCUxNUnfIoJ1/2P8+6exr/O3C+rTlvOOZct/43iNlJZtqHZ+WcPvs0LHyzniuN2ZfctN8l7WSRx+cSd2Xnzftz7+gIWVNcCYkF1HQ+8sZCdhvfjgf87IKeBt8Ww/uX8/JhdmDavmhufmZ3z/J1zvVusmq+kcsIEG8cCo6PkD4D7gd+amS8N0409MHUBf3/pI+obm9ntssdYWdvIGQeN5vg9RhasTCXFRaxYk7rX8/I19fTLsIJSR31+t815/O0l/ObJWRy6/absOnJAp13LOde7ZF3zlTQUeAW4EtgRWBBtO0Zpr0THuG6oZZH51dEwo5W1jRQJdhjWr8AlI+2wn0XVnT8c6PKJuzCkqozz7n6Duob8Ln/onOu54jQ7XwPsBHwP2NTMdjez3YFNgfMJQfia3BfR5UOqReabDa59/L0ClWiDdMv95WMZwAF9+3DNFz/F+x/XcPWj73b69ZxzvUOc4Pt54M9mdr2ZrZ8A18zqzew64C/RMa4b6sqLzF941PZU9Nm4l3VFn2IuPGr7vFx//JihfHO/rbj1uTk8//6yvFzTOdezxQm+pcDrGfa/Gh3juqFC1i7bcsy4EVxx3K6MGFgBGCMGVnDFcbtutDJRZ7v4MzsyekglF9wzjZW12c+85ZxzqcQJvq8Au2fYvwfwcseK4wql0LXLthwzbgTPXXwYN+zXxHMXH5bXwAtQUVrMr788liWr13HZg774gnOuY+IE3/OBEySdLWl9L2lJJZLOAY6LjnHdUGLtUlCQ2mVXN3aLgfzfodty3+sLeHTGokIXxznXjcUZanQtsBy4HviZpA+i9NFAf2A28OukqQfNzA7PQTldHhwzboQH2zacfdi2PPPux1xy35vsvtUmbNqvvNBFSuuBqQu45rF3WVhdy+YDK7jwqO39+3Wui4hT8x1NCNYfAdXAoGirjtL6AFsnbaNT5ONct9WnuIhff2k31taHxRy66uILLUPHFlTXYsCC6louue9NHpi6oNBFc84Ro+ZrZqM6sRzOdRvbbtqPiz69Az976G3uemUeX917y0IXaSPVa+u5/KG3Ww0dq21o4qf/nkG/8hK2HNSXkZv0jTVXd0tNOkzx+ZTXpJ3rAJ/b2bl2OHn/UTw5cwmXP/Q2+28zmK0GVxakHHUNTby1cCVvzFvJ9PnVTJtXzdzla9Mev7K2kVNvf3X9+037lbHloL5sEW1bJmyb9iujqCg8RmqpSYeArvU1acADsHPt4MHXuXYoKhLXnLAbR13/P06+9WXWNTWzqLquw89WMz2nbWxqZtbHNUybV820+dVMm7eSd5espqk5NH1v1r+c3bYYwJf22oJbn53Dspr6VvlvNqCcG7++O/NWrGXeirV8FG0vz1nBA28sILEVvbSkiC02qWDLQX15ec6KlDXpqx6dycSxm8deZrIrP4/uymVzPUfcuZ23Ac4D9gE2ofUzYzOzbXJUNue6tM0HVvCFscP524vz1qd1pEa4ce0y5HXhvdO4f+p81tY3MWPBqvX7+peXsNsWA/n2DtvwqZED2G2LgQzrv6Hz1+YDKjbKC8LQsYs/vQO7b7lJyoUy1jU2sbC6bn1AnrdiLR8tDz+vqU89teailXWM+eEj9K/oQ//ykui1D/0rSuhf3ocBFX1a7Xtj3ifc9N8PWNfY3OF7lmupvoOuUjbXs2QdfCXtCjwLlAHvEjpTvQUMBjYj9HaeH+fiksqAnwHfIATzacAPzezJLM4dAVwHTCD8EfAUcJ6ZzUlx7KnABYROYB8BN5jZ7+OU1blUnpm5tFVabUMTl9w3nclvL6ap2Wg2MLP1Pzebha0ZmszW73tzwUoamjbuwNXQZPz3vWXsvuVAvrL3Fuw2ciC7bTGQUYP7ZqxttgSKODW4spJith5SydZDWjehH3DlkyxIMZd2//ISTtx3K1bVNbCqtjF6bWDxqjpW1Tawqq6BuobmtNdMvGc//fcMhvYrY4fN+jG4qqzNc3Jl5doG3l2ymneXrObKh99JWcP/+X/eZvyYIXktVzJ/5t6zxKn5/gyoB/YmDDn6GDjHzJ6SdDrwS2BizOvfBhxPGL70PnAy8Iikg83shXQnSaoCngb6Ab8AGgk18mckjTWzTxKO/RZwE3AP8GtgPPA7SeVmdm3M8jq3kYVpFneobWhm1pIaiiSKikSRaPVzsYQUVm4qK1GrwNtCwH1nHRC7bLkcOnbhUTukrEn/bOIubV5jXWMTq+saWVXbwMraBo698fmUx62sbeTrt7wEsD4I7zS8PzsM78cOm/Vnm6FVlJa0HqCRbTNxXUMT739cw8zFq3lvyWreXRy2xavaXqBjWU09e/z8CYZUhXLtsFk/tt8slGvMsCrK+6TuuJarJuzOeObuzeuFFSf4Hgj8yczelTQ4ShOAmd0saTxhdaMvZJOZpL2BrxBqq9dHaXcAM4CrgIMynH4WsC2wh5lNjc59JDr3POAnUVoFIThPMrMvRefeLKkI+KmkW8xsZTbldS6VzQdWROsMb2zEwAoe/97BsfI64MqnUubVVab4BKKa11pGDOyb9S/rspJiyqqKGRLVGkekuWebDSjn2i/uxjuLVvHOotXMXLyKvzw3l/qmUHPuUyy2GVrFjsP7s8Nm/dhxeH/mLq/hiodnUtuwoQn74vums2R1HVts0nd9gH1vyWrmLl9D9Hic0pIith1axf7bDGa7KJBuP6wfX7zp+ZQ1/MGVpXz7kG2YGeV354sfrm82LxKMGly5PhhvHwXnqR9+wg8emJF1E7aZUdvQxJp1Taytb6RmXSNr65uoWdfIZQ++lbJGftmDb9GvvISKPsWUlxZT0SfaSosp71NM39Ji+hSn/oMll83ruQzkuf6jINdlu/yu1H88xqVsxylKqgPOMrNbJfUDVgLHmNm/o/3fAq4ws0FZ5nc1cC4wyMxqEtIvIQTMEWaWchohSS8DjWa2f1L6Y8BWZrZD9P5o4D/AUWY2OeG4/YDnga+a2V1ZlncUMGfOnDmMGjUqm1NcJ5g0aRITJ8ZtYOk8yb/EINQI2zM7WC7z6kwd/Q7ifM6GpmbmLFvDO4tWMXPx6vC6KLvaKoBaAuOwfmwXBcXthvVj1OC+lGQRlNKVranZmLt8De8uXh0F5FW8u3g1H65Yu77TmoBUv13LSooYu8VA1tY3sWZdI2vqG1mzrok19Y10xrDxkiK1Cs4fLKtJ2dLSv7yE7x25Hf3K+9CvvISq8vDsvl95CVVlJfQr79Oq9aFQ/wdaHtc0Nm/82rT+fTOPzljMNY+9u/4PJQj3//wJ23HkTptRJBChBQpCR0oR/t2I0EpF9POjby3iF/95h5pli1hw06kAW5vZ3FgfMEGcmu8SwrNdzGy1pDXAdgn7NwGyHzQI44CZiYE38jLh3+1YoFXwjWqtnwL+lCLPl4EjJfU1s7XRNSAs+pDoNaA52t8q+EoaCAxMSt4KYP78WI+1XY4tWbKEuXPnFroY643dBM7bdyB//N8HLFlVx7D+5Xxr39GM3aQhdjlzmVdn6uh3EPdzlgK7DYTdBpbDDuXApqxcW8/spWv47l1T017nz9/ck1GDKynbqEl4Haxdx/w0o7HilK0Y2Kkf7NSvFMYMAYZQW9/InGVrmb10NVelWYKyEaipqKWitIhNSkvo27eYitIS+paW07e0hIrSUGOt6FNCRWkRfUtL+OH9b7J8Teve64MrS7ny+E9R19DEuoYm1jU2U9fYRF19M3WNzaxrbKKuvom6xmbqGhtZV19PXWMTb61o3VcBYMVK+NFfM0/EUlpcRGVZMZVlfagqK+aDpWvWt060WA2cf+sS7t1mEM0tAdFaAiNR/4eNg2WzGR8uX0tT0l8gq4Hv/GkhF5UW09gMzVFgbe/fKY3Az/6xiJ+19/xV61c2ixPvWrOow0dbGzAJuC/h/UPAPELz8CGEzlb/i5HfDOCxFOk7Ef5gPDXNeUOi/Zek2HdWtG+b6P3vgLo0+XwM3Jlm36VRPr755ptvvvmWavt0tvEu1Ran5vt34P8kVZhZLfBj4L+Ejk8AtcAPYuRXAaxLkV6XsD/deWR5bgWhk1gqdRmucT2hM1ii0cCTwMGEHtMu/0YCUwid5rwJojD8Oygsv/+FtyUh9n3Q1oGZxJle8p/APxPeT5W0M3As0AQ8YmZxClNLGLaUrDxhf7rzyPLcdNdoOTblNcysmjBn9XoJwzo+6kg7v2u/hO9gvn8HheHfQWH5/S+8hO8gXcUuKx2a4crM5gG/aefpi4DhKdJb0hamOW8Fodab7lxjw7PiRUCppEFmtqLlIEmlhPHJ6a7hnHPOdZo4qxrl2hvADtGY3UT7RK/TUp1kZs3Am8CeKXbvA8yKOlu1XIMUx+5J+Oxv4JxzzuVZnBmunmrjECM0434ETCaMrbUMx99LmHXqNMIz1pYZr04BnjOzhVHalkBfM5uZdO4VksYljPPdHjiMMNa4xVOEmvJZUZlafBuoAR5p4zM555xzORen2Xk0oYPS0Oh9dfQ6MHpdSqhNHg18C3hO0mfMbE2qzMzsJUn3AFdLGk6YnvKbhCE9Jyccegehk1PiXHo3AqcDD0u6ltB7/HuEZubrEq5RK+nHwO8l3U0IwOOBE4GLome72aoGLiPpWbDLq2r8Oyi0avw7KKRq/P4XWjU5+A7iTLIxitCz+W7gV2a2NEofClwInAAcShiWdQlwPnCNmV2UIc9y4HJCMNwEmA78wMyeSDjmGeBgM1PSuSPZeG7np4FzU3X6iqa/PJ8wt/M84Ddm1t5n1c4551yHxAm+9wNrzOzENPv/BlSY2XHR+weBHc1s21wV1jnnnOsJ4nS4OowwviydKdExLZ4gjElzzjnnXIK4vZ13aGNfYtNwM+nH6jrnnHO9Vpzg+wTwbUlfSd4h6avAmcDjCcm7A3M7VLouQFKZpKskLZRUK+lFSYcXuly9haRDJFmaLdMfg64dJA2XdKWkpyWtju7zIWmO/YKk1yXVSfpI0k8ldWjuAJf9dyBpbpr/F1e2ztVlS9Jekn4v6W1Ja6J/23dJavUIVdL+kp6VtFbSYkk3SOqbzXXi/Ef5HmEt379J+hVh/V0IS/sNJ/Q0Pj8qUDmh1/IdMfLvqm6jHWsOu5y7nrAgRiKfJCX3tgcuIvxbnw7sn+ogSZ8BHiAM5zsb2JWwlOeQ6L1rv6y+g8hrREM1E8zonGL1GhcBBxDWgJ9OWFDoO8BUSXub2TsAksYSphx+ixAfRxKGz44GPt/mVeJMBA0MAq4G3iY0KdcC70RpgzsyyXRX3Ah/bBihF3VLWjnhP0XWi0j41qHv4JDoOzim0GXpDRvQr+X/MnBMdO8PSXHcW4Rf/MUJaT8nTDU7ptCfoztvMb6DucADhS5vT9sIf+yUJqWNIawHcFtC2sOE+bWrEtJOi76vw9q6Tqxnvma2wsy+b2Y7mVlFtO0YpS2Pk1c3cQLQANzSkmBmdcCfgQOj8ckuTyT182bNzmVmq9v6vyxpJ8LqY380s8QV3m8kPMo6vhOL2ONl8x0kih6NZdXU6dpmZs+bWX1S2izCH5w7AkjqDxwJ3GEbL4t7B2ECpy+1dZ1CTi/ZHWSz5rDLjzuBVUCtpMmSdi10gXqxlOtkW5iVbn7Cftf5JgBrgDWSZks6o9AF6okUVlMYBrQs5rsr4bFt8v+BesK0xW3+H/BaRGbDgVQrS7cs3LB5HsvSW9UTphN9hPAP/1OE5yrPStrLzN4rZOF6qZYWn0Up9i3C/1/ky3TCEM/3CDMPng78MVpIxjtd5dbXgRHAD6P3bf0f2K+tDD34ZtbeNYddjpjZ88DzCUn/jiZweRX4KeE/hcuvttbU9ibQPDCzLyS+l/QX4Fngx5L+YGYrC1OyniUaVfF7wr29M0pu6/9Am7HBm50za++aw64Tmdk0wtA3H/JVGG2tqe3/Lwogev5+PeGPnzZrXq5tkjYD/gN8AnzRwqp6kIP/Ax58M2vvmsOu880j9L53+dfS1Jbu/4b/vyicedGr/9/oIEkDCI+7BgBHmdnihN0d/j/gwTezN2jHmsMuL0YTVtJy+fdG9LrROtmSNieMdXwDVyijo1f/v9EB0VwVDwLbAZ8zs3eTDplBWE0v+f9AKaEj7httXcODb2b3An0IY7eA1GsOu84TrZqVnHYgYQWtx/JfImdmbwEzgTMkFSfs+jZhWtl/FaRgvYikQZKKktLKCSvMrQZ8AqB2iv5N/5PQdP9FM3sx+ZjoefoTwDeSKmffAKoIE3Rk5B2uMrDs1xx2neefktYSOl0tA3YBzoh+vrSA5eqxJP0o+nHH6PUb0R881Wb2uyjtQuDfwGOS/kn4Xr5DGPvrPdA7KIvv4AvADyXdS5hsYzDhd9N2wLdTDI902buWcH8fBAZJSlzJr8bMHoh+/iHh99Izkm4htPqcDzxiCcvippP1koK9VTZrDrvOI+m7hB7N2wL9gY8JNd5LzeyjQpatp5KU7pfCh2Y2KuG4Ywg9znckNHPeClxuZo2dXcaerq3vQNIehD8+xxGGGa0DXiestf5QfkrZM7WsIZ9md/L/gQOBqwhrGawi1JgvMbM1bV7Hg69zzjmXX/7M1znnnMszD77OOedcnnnwdc455/LMg69zzjmXZx58nXPOuTzz4Oucc87lmQdf55xzLs88+DqXB5JGSTJJlxa6LD2FpEOie3pyocviXFwefJ1zzrk887mdncuPDwkLbPvUi845D77O5YOFeVzrCl0O136SKoAGn7va5YI3OzvXAZLKJP1A0luS6iRVS3pQ0rik41I+85XUV9KvJS2SVCvpRUmHS7ot1eT6ksZIujM6vl7SXEnXSKpMOu626HoDJP1B0sdR+Z6TtE9yvmk+26VRHttL+qWk+ZLWSZom6eikY9M+f031WSQ9E5V9lKT7o/v2SXRslaSi6L7Oicr9uqQDMpT1bEnvRce+J+nsNMfFvX9DJd0qaQmwhrByjXMd5jVf59pJUh/gUWB/4E7gd8AA4HTgOUkHmdmrbWRzD3A08ABhfdCtgfuBOSmutwfwFFAN/BFYAOwGfBc4QNLBZtaQdNpjhBWHfkZYdu57wH8kbW1mq7P8qLcDDcCvgFLgXOABSduZ2dws80ilMvo8/wUuBvYC/h9QDiwH9gF+S1hT+wLgQUlbpSj32cBmhHuyGvgq8BtJg8zsspaD2nn/HgcWE1Y2qwR8qT6XG2bmm2++tWMDzgMMOCopvT/wEfBMQtqo6NhLE9KOjtJuTjq/Jd2S0qcRFrHvl5R+bHT8yQlpt0VpNyYd+8Uo/VtZfL5Lo2MfIloBLUrfK0q/IiHtkOQyJJclKe2Z6PgLk9LvA5qBV4E+CelfSC53wjVXAyMT0kuBlwl/MCSmt+f+/bXQ/85865mbNzs7134nEn6ZvyZpSMtG+OX/OHBg9Jwwnc9Hr79OTDSzh4F3EtMk7Qp8Cvg7UJZ0vWcJTaITUlzjuqT3T0WvY9r8dBvcYGbrm43N7BVCDTBOHqk0EWq2iaYAAm6yjWuhU6LXVNf8m5nNTyhfPeFzlxDd4w7cv1/F/lTOZcGbnZ1rvx0JPZiXZjhmCDAvzb6tCbW891PsezfKP/FaAJdFWyrDUqR9kPjGzJZLgtAEna0PUqQtj5lHKovMLLkT2ifR60bN7mb2SYZyv5Mi7e3odXT02t77916aY53rEA++zrWfgDcJz1HTyRSYW7TqWJXmWgDXEp4zp/JJcoKZNbWRXzayySPTZ0j3eyZdvtleM4723r+17byecxl58HWu/WYBQ4GnzKy5HefPJYw4GEPr2tv2Ka4F0GRmT7TjWp1tRfQ6KMW+0SnScmnHFGk7Ra8ttfaufv9cL+PPfJ1rvzsIvWxT1nwlpWrGTPRg9Hpe0nlH0zqgTAVmAGdKahXMJJVIShX48mUOYQKRIxITJe0P7NvJ1/66pPVDgCSVEu5pE6GzGHT9++d6Ga/5Otd+NwBHAtdIOozQmWkVsCVwOGFSjUMznP8wYSjQ6VHHn5ahRmcA0wkdhIDQVVjSN6JrTJd0K/AW0BfYFjgOuITQSzfvzKxG0m3AaZL+QejNPAY4hfBZduvEy78HvCTpJkLP568RemRfbmbzovJ16fvneh8Pvs61k5k1SPoscBbwDTZ05FlIGOpyexvnm6TjgV8QxqZ+hhCojo3yHJN0/BvR5B2XEIbenEkINnMJQePJXHyuDjiP8Gz1WGAi8Bqht/EZdG7w/S1heNfZhD98PgLONbMbEg/qBvfP9SJKGEHgnOsiJL1JGOe6Q6HL4pzLPX/m61wBpRoHHNWmdyGMFXbO9UBe83WugCRdAYwDngZWAmMJUyyuAsYmTh7hnOs5PPg6V0BRz+aLCUNjBhCG7DwF/NjMUk2+4ZzrATz4Ouecc3nmz3ydc865PPPg65xzzuWZB1/nnHMuzzz4Ouecc3nmwdc555zLMw++zjnnXJ79f1u02cHZBLp2AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 504x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "eigenGap_df = {}\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    X = cre_line_dfs[cre_line].values\n",
+    "    sc = SpectralClustering()\n",
+    "    sc.fit(X)\n",
+    "    A = sc.affinity_matrix_\n",
+    "    \n",
+    "    eigenvalues, eigenvectors, nb_clusters = vba_clust.get_eigenDecomposition(A)\n",
+    "    \n",
+    "    fig, ax = plt.subplots(2,1, figsize = (7,7), sharex=True)\n",
+    "    ax[0].plot(np.arange(1,len(eigenvalues)+1), eigenvalues, '-o')\n",
+    "    ax[0].grid()\n",
+    "    ax[0].set_title(cre_line)\n",
+    "    ax[0].set_ylabel('eigen value (sorted)')\n",
+    "    ax[0].set_xlabel('eigen number')\n",
+    "    ax[0].set_xlim([0, 20])\n",
+    "    #ax[0].set_xticks([np.arange(2,20,step = 2)])\n",
+    "    \n",
+    "    ax[1].plot(np.arange(1,len(eigenvalues)), np.diff(eigenvalues), '-o')\n",
+    "    ax[1].set_ylabel('gap value (difference)')\n",
+    "    ax[1].set_xlabel('eigen number')\n",
+    "    ax[1].set_xlim([0, 20])\n",
+    "    ax[1].set_ylim([0, 0.20])\n",
+    "    ax[1].grid()\n",
+    "    plt.tight_layout()\n",
+    "    fig.savefig(os.path.join(save_dir, f'eigenGap_{cre_line}.png'))\n",
+    "    eigenGap_df[cre_line] = [ eigenvalues, eigenvectors, nb_clusters]\n",
+    "    print(f'Optimal number of clusters {nb_clusters}')\n",
+    "        \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "89f8e499-1254-418b-888a-40b386f2b256",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "distance_metrics = ['euclidean']\n",
+    "shuffle_types=['all']\n",
+    "\n",
+    "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_version, shuffle_type))\n",
+    "if os.path.exists(gap_filename):\n",
+    "    print('file exists...')\n",
+    "else:\n",
+    "    gap_df = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        X = cre_line_dfs[cre_line]\n",
+    "        sc = SpectralClustering()\n",
+    "        shuffled_df = vba_clust.shuffle_dropout_score(cre_line_dfs[cre_line], shuffle_type=shuffle_type)\n",
+    "        reference = shuffled_df.values\n",
+    "        gap_statistics = vba_clust.compute_gap(sc, X, k_max = 25)\n",
+    "        gap_df[cre_line]= gap_statistics\n",
+    "    vba_clust.save_clustering_results(gap_df, gap_filename)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_filename[:-3], shuffle_type))        \n",
+    "\n",
+    "if os.path.exists(gap_filename):\n",
+    "    print('loading file...')\n",
+    "with open(gap_filename, 'rb') as f:\n",
+    "    gap_df  = pkl.load(f)\n",
+    "    f.close()\n",
+    "    print('done.')\n",
+    "\n",
+    "for cre_line in cre_lines:\n",
+    "    fig, ax = plt.subplots(1,2, figsize = (10,3))\n",
+    "    x = len(gap_df[cre_line][0])\n",
+    "    ax[0].plot(np.arange(2,x+2), gap_df[cre_line][0], 'o-')\n",
+    "    ax[0].set_ylabel('gap value')\n",
+    "    ax[0].grid()\n",
+    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line][1], 'o-')\n",
+    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line][2], 'o-')\n",
+    "    ax[1].legend(['reference inertia', 'ondata intertia'])\n",
+    "    ax[1].grid()\n",
+    "    plt.suptitle(cre_line + ' ' + metric + ' ' + shuffle_type)\n",
+    "    fig.savefig(os.path.join(fig_path, 'Gap_nb20_{}_{}_unshuffled_to_{}.png'.format(cre_line, metric, shuffle_type)))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [01:59<00:00,  2.39s/it]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 14.59it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:05<00:00,  9.36it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "filename = os.path.join(save_dir, 'coClustering_matrix.pkl')\n",
+    "if os.path.exists(filename):\n",
+    "    print('loading file...')\n",
+    "    with open(filename, 'rb') as f:\n",
+    "        coclustering_matrices  = pkl.load(f)\n",
+    "        f.close()\n",
+    "        print('done.')\n",
+    "else:\n",
+    "    n_clusters_cre = [10,5,10] # these n clusters are based on old sil plots\n",
+    "    coclustering_matrices = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        X = cre_line_dfs[cre_line].values\n",
+    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
+    "        coclustering_matrices[cre_line]=m\n",
+    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "id": "b8c53087-753a-4442-83cf-da261ff24aff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labels_cre={}\n",
+    "for i,cre_line in enumerate(cre_lines):\n",
+    "    X = coclustering_matrices[cre_line]\n",
+    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
+    "    labels_cre[cre_line] = cluster.fit_predict(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
+      "  warnings.warn(msg)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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z9m4xmchKkiSpn24Afge8nTJ0YCHwJ2DPzPxea8XM/G1EbEWZ6usjwFMpPb/7UJLcrkxkJUmStMgyc9u2x3MpsxPUPf8i4I2Lcm1v9pIkSVIjmchKkiSpkUxkJUmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJEnSIomIz0ZERsSlbeUHR8QfIuKuiHgwIq6KiP0j4ilt9TaLiKMi4s8RcX9E3BgRJ0bEhnWu78pekiRJGrOIWBfYD7i/w+GXARcCPwAeBF5MWXb21RHx6szMqt7ewNbAj4HLgXWBvYBLImLzzLyqWwwmspIkSVoUhwJDlE/4p7YeyMx/aa8cEX8FDqckuUNV8VeB3TLz4ZZ6c4ArKEnunt0CcGiBJEmSxiQiNgd2Bz45htNuqPZTRwoy84LWJLYquxa4EtikV4P2yEqSJA2oiJhKW29qZTgzh0c5J4BvAN/LzEvLw471JgBrABOBFwJfAu7h8d7Y0c4LYB3gsl7x2yMrSZI0uGYBcztss7qcswfwfMr42G42Ae4AbgbOAALYcbQEucUMYD3gpB717JGVJEkaYLOB4zqUD3eqHBGrUsbGHpqZ83q0PRd4HfAU4OXV16t2OyEiNgaOAs6n3CjWlYmsJEnSgKp6R4fHcMp+wMOUm7R6tX0/cHb18GcRcUm1f2lmPmnYQDULwi+Au4GdM3Nhr2s4tECSJEk9RcQ0ypCDo4B1ImL9iFgfmAxMrB6v0aWJU4GFwK4d2l4dOB1YHdg+M2+tE5OJrCRJkupYh3Lj1mE8cTztFpTxsHMpU2aNZiIwgZKs/p+ImAycBmwEvDkzr64bkEMLJEmSVMdc4K0dyr9EGQf7CeCaiFgNeCgzH2qr917KDV8XjxRUMxvMAbak3Ah24VgCMpGVJElST5l5D2V4wBNExCzg0cw8tXq8LfCjamGDayj55jbAO4A/Ase3nH44sAOlR3bNiNi95dj8kTZHYyIrSZKkfroO+CXwJuD9lOEE1wMHA4e19dRuWu3fUm2tbqBD4tzKRFaSJEmLLDO3bXv8d8owgjGfO1be7CVJkqRGMpGVJElSI5nISpIkqZFMZCVJktRIJrKSJElqJBNZSZIkNZKJrCRJkhrJRFaSJEmNZCIrSZKkRRIRn42IjIhLOxzbKiLOj4gHIuLWiPhaRKzcVmdaRBwaEb+JiPuqtrate30TWUmSJI1ZRKwL7Afc3+HYpsA5wGTgk8B3gA8Cc9qqPg/YG3g6cPlYY3CJWkmSJC2KQ4EhSsfo1LZjhwB3Adtm5nyAiPgbcExEvCYzf13VuxhYKzPvioidgFPGEoA9spIkSRqTiNgc2J3S29p+bDXgdcD3R5LYyveB+cAuIwWZeV9m3rWocdgjK0mSNKAiYipP7k0FGM7M4VHOCeAbwPcy89Ly8AleRMkxh1oLM/PhaiztSxYr6Bb2yEqSJA2uWcDcDtusLufsATyfMj62k2nVfl6HY/OApy1CnB3ZIytJkjS4ZgPHdSgf7lQ5IlaljI09NDM7JaoAU6r9Qx2OLWg5vthMZCVJkgZUNXxgeAyn7Ac8DHy1S50Hq/2kDscmtxxfbCaykiRJ6ikiplGGHHwBWKdlbOxkYGJErA/cw+NDCqbxZNOAW/oVk2NkJUmSVMc6wETgMJ44nnYLYJPq672BPwGPAtNbT46IicCmwKX9CsgeWUmSJNUxF3hrh/IvAU8BPgFck5n3RMTZwMyIOKRlCq6ZwCrAj/sVkImsJEmSesrMe4BT28sjYhbwaGa2HtsXuAA4NyK+Q1m561PA6Zl5dtv5I7MfbFLtZ0bENpQpwI7sFpOJrCRJkvoqM/8YEa+lDEM4ArgXOAbYp0P1g9oev6fa3wCYyEqSJGl8ZOa2o5SfD2xd4/wnrahQlzd7SZIkqZFMZCVJktRIJrKSJElqJBNZSZIkNZKJrCRJkhrJRFaSJEmNZCIrSZKkRjKRlSRJUiOZyEqSJKmniJgeEadExA0R8WBE3BoRv4qIrVrqrB8R2WU7pqXutl3qbVwnJlf2kiRJUh0bUHLHY4B5wFRgBvDbiHhDZp4F3AHM7HDuv1R1z+xwbDZwcVvZLXUCMpGVJElST5k5B5jTWhYR3wT+CnwcOCsz7weObz83IvYE7gVO69D0eZl56qLE5NACSZIkLZLMfIDSCzt1tDoRMQ14NfDTzFwwSp1VI2LMHaz2yEqSJA2oiJhK5yR0ODOHRzlnVWAS8FTgXcALgS92ucyulM7TH45y/AfAKsCjEfEb4FOZeUWN8E1kJUmSBtgsYP8O5QcCB4xyzn8Bb6++fhj4FnBIl2vMoIyp/XVb+cPAycDpwJ3APwOfBs6PiM0y85pewZvISpIkDa7ZwHEdyoe7nHMgcDTwdMqNXZOAlYCH2itGxEbAy4AjMnNh67HMvAC4oKXo5xFxGjBESa5n9AreRFaSJGlAVcMHhsd4zhXAFQARcTwl8TwOeEeH6iPJ6GjDCtrbviwizga2q1Pfm70kSZK0SDLzEeBnwNsiYkqHKrsBV2dm+/Ra3dwErFmnoomsJEmSFscUIIBVWwsjYgtgQ2r2xrZ4DmUmhJ5MZCVJktRTRKzdoWw1YGfgpsy8ve3wbtX+hDG0tw1lqq4z6sTkGFlJkiTVMSciFlBu0LoVeAbwbspNX7u2VoyICcA7gQsz8/ou7T1QtXcnZRqvD1RfH1AnIBNZSZIk1XE8sAfwMWANyk1iFwIzM/O8trqvBdYBDu7S3qmUm8E+BawG3E7pvT0gM2+sE5CJrCRJknrKzGOBY2vWPYMybrZbna8DX1+cmBwjK0mSpEYykZUkSVIjmchKkiSpkUxkJUmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqSeImJ6RJwSETdExIMRcWtE/Coitmqrd25EZIftxA5tToqIwyLilqrNCyNiu7oxubKXJEmS6tiAkjseA8wDplKWmP1tRLwhM89qqXsjsG/b+X/r0OZxwNuB2cB1wJ7A6RHxqsz8fa+ATGQlSZLUU2bOAea0lkXEN4G/Ah8HWhPZuzPz+G7tRcTmwK7AJzJzdlX2feBPwGHAK3vF5NACSZIkLZLMfAC4g9I7+wQRsWJErNLl9HcAjwDfaWlvAfBdYJuImNbr+vbISpIkDaiImEqHJBQYzszhUc5ZFZgEPBV4F/BC4Itt1TYB7gcmRsQ84Ejg0Mxc2FLnJcBfMnN+27kXAQFsShnCMCoTWUmSpME1C9i/Q/mBwAGjnPNflHGtAA8D3wIOaTl+PfBr4ApgNeBfgYOBZwIfaqk3Dbi5Q/sjyevTegVvIitJkjS4ZlNuuGo33OWcA4GjgacDMym9sysBDwFk5nvb6n8vIk4CPhARR2Tm1VX5lJFz2ixoOd6ViawkSdKAqoYPDI/xnCsova1ExPHAECUZfkeX0w4HdgZeDYwksg9SkuB2k1uOd+XNXpIkSVokmfkI8DPgbRHRrQf1pmq/ZkvZPMrwgnYjZbf0ur6JrCRJkhbHFMrNWat2qfOcan9HS9mlwMYdZjbYotpf1uvCJrKSJEnqKSLW7lC2GmXIwE2ZeXtErBYRk9rqTAA+DywEzm45dDJlbO37WupOAt4N/C4ze/bIOkZWkiRJdcyJiAXABcCtwDMoSefTKQsbALwUOCEifkRZqWsVYBdgOnBYZs4daSwz/zcifgz8ezVn7PWU6byeRVnhqycTWUmSJNVxPLAH8DFgDcpNYhcCMzPzvKrODcDvKNNzrUPphf0TsGdmfq9Dm3sAB1X7NYDLgTdm5u/qBGQiK0mSpJ4y81jg2B515lKGGtRtcwHwmWobM8fISpIkqZFMZCVJktRIJrKSJElqJBNZSZIkNZKJrCRJkhrJRFaSJEmNZCIrSZKkRjKRlSRJUiOZyEqSJKmniJgeEadExA0R8WBE3BoRv4qIrVrqrBwRH4mIsyJiXkTcFxF/jIgPRcSEHu1/NiIyIi6tG5OJrCRJkurYgLIq7DHAXsBXgH8CfhsRr6vqPAf4RvX1V4FPA38Dvgl8e7SGI2JdYD/g/rEE5BK1kiRJ6ikz5wBzWssi4pvAX4GPA2cBtwIvyswrW6odHRHHAu+JiC9Vy9i2OxQYonSyTq0bkz2ykiRJWiSZ+QBwB1XymZl3tiWxI06p9hu3H4iIzYHdgU+O9fr2yEqSJA2oiJhK5x7Q4cwcHuWcVYFJwFOBdwEvBL7Y41LrVvs729oKylCE72XmpeVhfSaykiRJg2sWsH+H8gOBA0Y557+At1dfPwx8CzhktAtExMTqOtcDF7cd3gN4PrBTvXCfyERWkiRpcM0GjutQPtzlnAOBo4GnAzMpvbMrAQ+NUv9IYBPgDZm5cKSw6tk9FDg0M+eNMW7ARFaSJGlgVcMHhsd4zhXAFQARcTzlJq3jgHe0142IzwDvB/bJzDPaDu9H6dH96hjD/j/e7CVJkqRFkpmPAD8D3hYRU1qPRcSewGHAUZl5aNuxaZThBkcB60TE+hGxPjAZmFg9XqPX9U1kJUmStDimAAGsOlIQETsC3wF+AnyswznrABMpie7clm0LyjCEucDevS7s0AJJkiT1FBFrZ+YdbWWrATsDN2Xm7VXZK4ETgd8Cu7eOi20xF3hrh/IvAU8BPgFc0ysmE1lJkiTVMSciFgAXUBY+eAbwbspNX7sCRMSzgJ8DCZwM7Nw2pdYFmfnXzLwHOLX9AhExC3g0M590rBMTWUmSJNVxPGW6rI8Ba1BuErsQmJmZ51V1ng2sXn19VIc23k1ZCawvTGQlSZLUU2YeCxzbo865lPGyi3qNbcdS35u9JEmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSI5nISpIkqZFMZCVJktRTRGwWEUdFxJ8j4v6IuDEiToyIDdvqTYqIgyPibxHxUERcExEfi7a1aqu6L4uIX0TEbRFxX0RcEhEfiohaOaore0mSJKmOvYGtgR8DlwPrAnsBl0TE5pl5VVXvRGAH4LvAH4GXA18DpgJfHGksIl4KXABcAxwKPAi8GfgmsB7whV4BmchKkiSpjq8Cu2XmwyMFETEHuIKS5O4ZEVsAOwH7Z+ZI0vqtiLgT+HxEfDszb63K31/tX5WZ/6jaOxq4CNiDGomsQwskSZLUU2Ze0JrEVmXXAlcCm1RFW1f7E9tOPxGYBOzYUrYasAAYbmkvgdsovbM92SMrSZI0oCJiKuUj/3bDmTlc4/wA1gEuq4omVfv2RPSBav/SlrLzgN2AoyPicEpS+xZge+ADvaO3R1aSJGmQzQLmdthm1Tx/BmU860nV46ur/dZt9V5R7Z/WUvZd4EjgXcBV1XUPBz6Qmf9V5+L2yEqSJA2u2cBxHcqHe50YERsDRwHnAz+oin8J3AAcERELgEuALYCDgUeBKSPnZ+ZjEXE98CvgZEqP7L9SemjvzMzTesVgIitJkjSgquEDw2M9LyLWBX4B3A3snJkLq/YWRMSbKD20p1TVHwI+C+wLzG9pY2/go8BGmTky9OCkiPgNcFRE/DIzH+sWh0MLJEmSVFtErA6cDqwObN8yCwEAmXkl8MJqewVlOMExwFrAtS1VPwKc05LEjvg58Ixq68oeWUmSJNUSEZOB04CNgO0y8+pO9arZB65sOe+NlA7Uc1qqrQNM6HD6StW+Z55qj6wkSZJ6iogJwBxgS8pwggtrnjcFOAj4M3BWy6FrgO0jYo22a+xCGe4wt1fb9shKkiSpjsMpK3adBqwZEbu3HJufmacCRMRPgJsoievqwLuBpwPbto15PRQ4HrgoIr7N4zd7vQz4XK/xsWAiK0mSpHo2rfZvqbZWNwCnVl8PUabU+iBl/thzgLe2D0PIzB9WK37tQ7kZbDXgL5Tpt46pE5CJrCRJknrKzG1r1vsy8OWadc8AzljUmBwjK0mSpEYykZUkSVIjmchKkiSpkUxkJUmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqSeImKziDgqIv4cEfdHxI0RcWJEbNhSZ/2IyC7bMS11p0fEKRFxQ0Q8GBG3RsSvImKrujG5spckSZLq2BvYGvgxcDmwLrAXcElEbJ6ZVwF3ADM7nPsvwAzgzJayDSi56DHAPGBqVee3EfGGzDyrV0AmspIkSarjq8BumfnwSEFEzAGuoCS5e2bm/cDx7SdGxJ7AvcBpI2WZOQeY01bvm8BfgY8DPRNZhxZIkiSpp8y8oDWJrcquBa4ENhntvIiYBrwa+GlmLuhxjQcovbpT68Rkj6wkSdKAioipdE4ahzNzuMb5AawDXNal2q6UztMfjtLGqsAk4KnAu4AXAl/sdW2wR1aSJGmQzQLmdthm1Tx/BrAecFKPOvOAX49y/L8ovbB/AT4FfAs4pM7F7ZGVJEkaXLOB4zqUD/c6MSI2Bo4Czgd+MEqdjYCXAUdk5sJRmjoQOBp4OuVGsUnASsBDvWIwkZUkSRpQ1fCB4bGeFxHrAr8A7gZ27pKkzqj2HYcVVDFcQblhjIg4HhiiJNfv6BWHQwskSZJUW0SsDpwOrA5sn5m3dqm+G3B1Zl5cp+3MfAT4GfC2iJjSq76JrCRJkmqJiMmUKbQ2At6cmVd3qbsFsCFdemNHMQUIYNVeFU1kJUmS1FNETKDM+7olZTjBhT1O2a3anzBKe2t3KFsN2Bm4KTNv7xWTY2QlSZJUx+HADpQe2TUjYveWY/Mz89SRB1XS+07gwsy8fpT25kTEAuAC4FbgGcC7KTd97VonIBNZSZIk1bFptX9LtbW6ATi15fFrKfPLHtylveOBPYCPAWtQbjq7EJiZmefVCchEVpIkST1l5rZjqHsGZZxrtzrHAscuTkyOkZUkSVIjmchKkiSpkUxkJUmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSTxGxWUQcFRF/joj7I+LGiDgxIjbscs5qEXFrRGRE7NR27LiqfLRtvV4xubKXJEmS6tgb2Br4MXA5sC6wF3BJRGyemVd1OOcLwCqjtHc0cHZbWQDfAv6WmTf3CshEVpIkSXV8FdgtMx8eKYiIOcAVlCR3z9bKEbER8DHgEOCA9sYy8/fA79vO2QZYGfhhnYBMZCVJktRTZl7QoezaiLgS2KTDKUcA/w2cN4bL7AYkcEKdyiaykiRJAyoipgJTOxwazszhGucHsA5wWVv5G4HXAs8HnlEzlpWAXYALMvNvdc7xZi9JkqTBNQuY22GbVfP8GcB6wEkjBVVCegTwjcy8fgyxbA88lZrDCsAeWUmSpEE2GziuQ/lwrxMjYmPgKOB84Acthz4OrAl8aYyx7AY8QktS3IuJrCRJ0oCqhg8Mj/W8iFgX+AVwN7BzZi6sytehzFSwT52hCS3trQLsCJyRmXfVPc9EVpIkSbVFxOrA6cDqwNaZeWvL4X2Be4AzI2L9qmzdav9PVdkNmZltze7EGGYrGGEiK0mSpFoiYjJwGrARsF1mXt1W5ZmUm7uu7XD60dV+CrCg7dgMYD7w87HEYyIrSZKkniJiAjAH2BLYMTMv7FDtyzx5zO0LgYOAQ4H/BR5uPRgRa1NmOPhRZj4wlphMZCVJklTH4cAOlB7ZNSNi95Zj8zPz1Mz83/aTImK4+vJ/M/PUDu2+k5KTjmlYAZjISpIkqZ5Nq/1bqq3VDcCpi9juDOB2nrxcbU+LlMhOnz79c8DkRTlXS9z6SzsASZLUfJm57SKedy4QXY5vuYghLXKP7OShoaEDFvWiWnKmT59+wNKOQZIkaTy4spckSZIayURWkiRJjWQiK0mSpEYykZUkSVIjmchKkiSpkUxkJUmS1EgmspIkSWokE1lJkiT1FBGbRcRREfHniLg/Im6MiBMjYsOWOitHxEci4qyImBcR90XEHyPiQxExoa296RFxSkTcEBEPRsStEfGriNiqbkwuUStJkqQ69ga2Bn4MXA6sC+wFXBIRm2fmVcBzgG8A5wBfBe4Ftge+CWwGvLelvQ0ouegxwDxgKmW52t9GxBsy86xeAZnISpIkqY6vArtl5sMjBRExB7iCkuTuCdwKvCgzr2w57+iIOBZ4T0R8KTPnAmTmHGBO6wUi4pvAX4GPAz0TWYcWSJIkqafMvKA1ia3KrgWuBDapHt/ZlsSOOKXab9zjGg8Ad1B6Z3uyR1aSJGlARcRUOieNw5k5XOP8ANYBLutRdd1qf2eHNlYFJgFPBd4FvBD4Yq9rgz2ykiRJg2wWMLfDNqvm+TOA9YCTRqsQEROr9q4HLu5Q5b8ovbB/AT4FfAs4pM7F7ZGVJEkaXLOB4zqUD/c6MSI2Bo4Czgd+0KXqkZShB2/IzIUdjh8IHA08HZhJ6Z1dCXioVwwmspIkSQOqGj4wPNbzImJd4BfA3cDOoySoRMRngPcD+2TmGaPEcAXlhjEi4nhgiJJcv6NXHA4tkCRJUm0RsTpwOrA6sH1m3jpKvT2Bw4CjMvPQOm1n5iPAz4C3RcSUXvVNZCVJklRLREwGTgM2At6cmVePUm9H4DvAT4CPjfEyU4AAVu1V0URWkiRJPVUrc80BtqQMJ7hwlHqvBE4Efgvs3mXYwdodylYDdgZuyszbe8XkGFlJkiTVcTiwA6VHds2I2L3l2PzMPDUingX8HEjgZGDnMkPX/7kgM/9afT0nIhYAF1AWUngG8G7KTV+71gnIRFaSJEl1bFrt31JtrW4ATgWeTRk7C2VGg3bvpqzcBXA8sAdl6MEalJvOLgRmZuZ5dQIykZUkSVJPmbltjTrnUsa31mnvWODYxYnJMbKSJElqJBNZSZIkNZKJrCRJkhrJRFaSJEmNZCIrSZKkRjKRlSRJUiOZyEqSJKmRTGQlSZLUSCaykiRJqiUipkXEoRHxm4i4LyIyIrbtUG/1iDgqIuZFxIKIuCwidutQ729VG522a3vF48pekiRJqut5wN7AdcDlwFbtFSJiReAs4MXAkVXd7YEfRsSKmfn9luqzgFXamngW8CXgzF7BmMhKkiSprouBtTLzrojYCTilQ523A5sB72pJWr8ZEScDX4mIEzPzYYDMPLX95IjYr/ryh72CcWiBJEmSasnM+zLzrh7VtgYSOKmt/ETgn4BX9zh/N2BuZl7QKx57ZCVJkgZUREwFpnY4NJyZw4vY7CTgUeDhtvIHqv1LgTNGieclwCbAwXUuZI+sJEnS4JoFzO2wzVqMNq8GVgI2byt/RbV/WpdzZ1T7nsMKwB5ZSZKkQTYbOK5D+fBitHkC8G/AcRGxF+Vmr9cDH66OT+l0UkSsAOwKXJKZV9W5kImsJEnSgKqGDwz3uc1bI2IH4AeU2QsA7gU+CnwPmD/Kqa8C1gOOqHstE1lJkiT1VWb+NiKeA7wIeApwGY8PKRhtftgZwELgR3WvYyIrSZKkvsvMx4BLRx5HxGurL3/dXjciJlGm7To3M2+pew1v9pIkSdK4ioi1KQspnDHK+Nc3UmZPqHWT1wh7ZCVJklRby4IFm1T7mRGxDWXKriOrOucD51Nu9FoX+CClA/WDozQ7A3gI+MlYYjGRlSRJ0lgc1Pb4PdX+BsqStFBWANuFcvPW3cAvgC90GjYQEasBbwJ+kZn3jCUQE1lJkiTVlplRo87HgY/XbO9eRpmSqxfHyEqSJKmRTGQlSZLUSCaykiRJaiQTWUmSJDWSiawkSZIayURWkiRJjWQiK0mSpEYykZUkSVIjmchKkiSploiYFhGHRsRvIuK+iMiI2LatzrZV+Wjbvi11t4+I0yPi5ohYEBF/j4iTI+IFdeJxZS9JkiTV9Txgb+A64HJgqw51rgJmdiifCbweOLOl7PnAfOAbwO3AupQlby+KiC0y80/dgjGRlSRJUl0XA2tl5l0RsRNwSnuFzLwNOL69PCL2B67NzD+01D0COKKt3neAm4EPAXt1C8ahBZIkSaolM+/LzLvGel5EbA5sCPywRvU7gAeAqb0q2iMrSZI0oCJiKp0TxuHMHO7jpWZU+46JbESsDkykDC2YBawGnNOrUXtkJUmSBtcsYG6HbVa/LhARE4B3Ahdl5nWjVDuHMkb2cmAX4CDguF5t2yMrSZI0uGbTOWEc7uM1tgPWAQ7pUufDlJ7h5wB7AitT8tRHujVsIitJkjSgquEDw+N8mRnAY8CcLnFcNPJ1RJwI/Ll6+OluDTu0QJIkSeMiIqYAbwXOrmYz6KlKrs/m8XG1ozKRlSRJ0njZAViVerMVtJoCrN6rkomsJEmSxstulKm0njTfLEBErN2h7JnA6yhz1nblGFlJkiTVFhH7VV9uUu1nRsQ2lCm7jmyptybwBuAnmTl/lOYuiIhLKUnrXZS5Zt8LTAb26RWLiawkSZLG4qC2x++p9jcAR7aU7wysBJzQpa1jgLcBr6HMHXsnZSquQzLzsl6BmMhKkiSptsyMmvWOBo7uUeffgX9f1FgcIytJkqRGMpGVJElSI5nISpIkqZFMZCVJktRIJrKSJElqJBNZSZIkNZKJrCRJkhrJRFaSJEmNZCIrSZKkWiJiWkQcGhG/iYj7IiIjYtu2OhERR0fE5RExHBHzI+KyiPhYRKzUVne7iPiviLgmIh6IiOsj4tsRsW6deFzZS5IkSXU9D9gbuA64HNiqQ50VgJcCZwJzgUeBLYHZwHRgj5a6hwFrAj8GrgWeA+wFvDkiNs3M27sFYyIrSZKkui4G1srMuyJiJ+CU9gqZ+RiwWVvx0RFxL7BXRHwqM++oyj8JnJ+ZC0cqRsSvgPOADwMHdAvGRFaSJEm1ZOZ9i3H6DUAAqwN3VO39tsM1fhsR/wA26dWgiawkSdKAioipwNQOh4Yzc3gx216JkrROoQwp+DTwV8pwg27nrQKsAtzZ6xre7CVJkjS4ZlESy/ZtVh/a3p7S83oj8FPg78CO1dCDXjFNBE7qdQF7ZCVJkgbXbOC4DuXDfWj7QuB1lF7Z1wCbUnpaRxURrwT2B36Umef1uoCJrCRJ0oCqhg8Mj1PbdwJnVw9/EhGfBc6KiOdm5q3t9SNiY8rNY5cB769zDYcWSJIkaUk4mdIju2P7gYh4BmW6rmHgTZl5f50G7ZGVJEnSkjCl2q/eWhgRT6UksZOA12TmbXUbtEdWkiRJfRMRa0bEhA6H3lftL26p+xTgl8B6wBsz87qxXMseWUmSJNUWEftVX47M8zozIrahTNl1JLADsF9E/BS4HngK8HrKLAa/yMxzWpr7IbA5cCywSUS0zh17W2ae1S0WE1lJkiSNxUFtj99T7W8AjgSGgIuAnYF1gYXA1ZR5ZL/edu6mLW28p+3YeYCJrCRJkvojM6PH8T8Bu9Vsa/3FicUxspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSI5nISpIkqZFMZCVJktRIJrKSJEmqJSJeHhHnRMT8iLgnIk6NiA3a6jw1Ij4TEf8TEXdExHBE/D4idu53PCaykiRJ6ikiNqMsG/t0YH/gS8CLgf+JiHVaqm4JHAzcVdXZF3gQOCkivtDPmFyiVpIkSXV8EbgPeHlm3g0QEccD1wD7ALOqelcCz83MG0ZOjIj/BM4G9omI/8jMB/sRkD2ykiRJqmNr4MyRJBYgM+dReml3aSmb25rEVmUJnApMAdbvV0D2yEqSJA2oiJgKTO1waDgzh9vKJlGGCLR7AJgWEdOqxHY061b7O8cY5qjskZUkSRpcs4C5HbZZHepeDWwZEf+XP0bERGCL6uHTRrtIRKwJvA84NzPv6EfgYI+sJEnSIJsNHNehfLhD2X8C3wSOiYjDKR2i+wHTquNTOl2gSnx/CKwOfGyxom1jIitJkjSgquEDwzXrfisingF8BnhPVTwE/DtlZoL5o5z6DWB7YEZmXrE48bZzaIEkSZJqycx9gXWAVwD/nJmbUfLJBK5vrx8R+wMfBj6bmT/qdzz2yEqSJKm2ataC81uKXgtclJn3tdaLiI8ABwBHZOZ/jEcsJrKSJElaJBHxTmAz4F87lH+dMjb2U+N1fRNZSZIk9RQRrwE+D5xJWbVrS2BP4IeZeWJLvc2B71d1zgFmRERrU2dl5m39iMlEVpIkSXXcBCyk3Oy1KnAt8EngyLZ6zwcmAmsDx3Zo59WAiawkSZKWjMy8Fnh9jXrH0XlKr75z1gJJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSI5nISpIkqZFMZCVJktRIJrKSJElqJBNZSZIk9RQR20ZEjrJt3FZ3UkR8ISKuiYiHImJeRJwSEWv0MyZX9pIkSdJYzAYubiu7ZeSLiJgInA68GPg2ZSnbtYCtgZWBu/sViImsJEmSxuK8zDy1y/FPAS8BXpaZfx3PQBxaIEmSpDGJiFUj4kkdohGxAvBR4NuZ+deImBgRk8crDhNZSZKkARURUyNi/Q7b1C6n/QC4F3gwIs6MiBe1HHsBMA24LiJOBh6o6l0YES/rd/wmspIkSYNrFjC3wzarQ92HgZOBjwM7AgcCmwPnR8RGVZ0Nq/2XgWcC7wI+CDwd+HVEPKufwTtGVpIkaXDNBo7rUD7cXpCZFwAXtBT9PCJOA4aA/YEZwCoj1YHXZOZ8gIi4ALickiB/oi+RYyIrSZI0sDJzmA5J6xjOvywizga2q4oerPanjSSxVb0/RcRllJkL+sahBZIkSVocNwFrVl/Pq/a3dah3G9DXeWRNZCVJkrQ4ngPcUX19BfAIsF6Hek9vqdcXJrKSJEnqKSLW7lC2DfBq4AyAzLy3+nrHiFirpd6WlBkNzu5nTI6RlSRJUh1zIuIByg1fdwIvBD5QfX1AS719gP8FLoiIbwFPodzgdRPl5rK+sUdWkiRJdZwKrE1Zueso4O3ACcBmmXnjSKXM/BOwLXAzcBDwaeAc4BWZ+Y9+BmSPrCRJknrKzK8DX69Z9w+UIQfjyh5ZSZIkNZKJrCRJkhrJRFaSJEmNZCIrSZKkRjKRlSRJUiOZyEqSJKmRTGQlSZLUSCaykiRJaiQTWUmSJPUUEZtFxFER8eeIuD8iboyIEyNiw7Z6K0TEhyLisoiYHxHzIuLnETG93zGZyEqSJKmOvYG3AWcDHwe+TVmK9pKI2KSl3mHAN4HLgU8CXwP+GTg/Il7Qz4BcolaSJEl1fBXYLTMfHimIiDnAFZQkd8+IWAH4f8DJmTmzpd5/V/V2AfbvV0AmspIkSeopMy/oUHZtRFwJjPTIrgisDNzWVvXWav9gP2MykZUkSRpQETEVmNrh0HBmDtc4P4B1gMsAMvPhiLiQ0jv7e+C3wJrAF4F5wPf6EnjFMbKSJEmDaxYwt8M2q+b5M4D1gJNayvYArgaOB24ELgU2BrbJzHl9iPn/2CMrSZI0uGYDx3UoH+51YkRsDBwFnA/8oOXQvcCfgN8BvwHWBT4HnBYRr8jMfyxWxC1MZCVJkgZUNXxgeKznRcS6wC+Au4GdM3NhVb4icA5wdmZ+oqX+2cCVwKeAfRc78IpDCyRJklRbRKwOnA6sDmyfmbe2HH4l8ELg563nZOa1wFXA1v2MxR5ZSZIk1RIRk4HTgI2A7TLz6rYq61T7CR1OX4k+5572yEqSJKmniJgAzAG2pAwnuLBDtWuq/a5t574UeB5wST9jskdWkiRJdRwO7EDpkV0zInZvOTY/M0/NzIsj4izgvdXUXmcD04CPAvdTVvnqGxNZSZIk1bFptX9LtbW6ATi1+npH4NOUXtk3Ag8B/wPsl5nX9TMgE1lJkiT1lJnb1qz3IHBQtY0rx8hKkiSpkUxkJUmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSI5nISpIkaZFExGcjIiPi0g7HtoqI8yPigYi4NSK+FhErd6j33IiYExF/j4j7I+LPEfG5iJjU6/qu7CVJkqQxi4h1gf2A+zsc2xQ4B7gS+CTwdMqytc+hZXnbiFgPuAi4BzgS+AfwCuDLwAuAmd1iMJGVJEnSojgUGKJ8wj+17dghwF3Atpk5HyAi/gYcExGvycxfV/V2r87dJjOvrMq+HRFTgF0j4j2Z+choAZjISq1Wmry0I5CkZcMjC5Z2BOri0cfy/75ecULUP29h9q5UQ0RsTklCpwOz246tBrwO+MpIElv5PnAEsAswksiuVu1va7vErcAjwGPd4nCM7ACYPn3656ZPn37A0o5DkiQtWyJiakSs32Gb2uWcAL4BfC8zL+1Q5UWUztKh1sLMfBi4FHhJS/F51f67EfHiiHhGRMwA9gQOy8yF3eI3kR0Mk4eGhg5Y2kFIkqRlzixgbodtVpdz9gCeTxkf28m0aj+vw7F5wNNGHmTmmcAXKD24lwI3AsdTktgDewXv0AJJkqTBNRs4rkP5cKfKEbEqZWzsoZnZKVEFmFLtH+pwbEHL8RFzgXOBUyjjat8EHBgRd2Tmt0YP3URWkiRpYGXmMKMkraPYD3gY+GqXOg9W+07TZ01uOU5E7AocDWyUmbdUxT+NiBWA/4iIOZl592gXcmiBJEmSeoqIaZQhB0cB64yMp6UkpxOrx2vw+JCCaR2amQbc0vL4w8DFLUnsiJ8DTwFe3C0mE1lJkiTVsQ4wETiMJ46n3QLYpPp6b+BPwKOUGQ3+T0RMBDaljIVtbXNCh2utVO27jh5waIEkSZLqmAu8tUP5lyi9p58ArsnMeyLibGBmRBzSMgXXTGAV4Mct514DvC4iNsjM61vK/5Uy9dbl3QIykZUkSVJPmXkPcGp7eUTMAh7NzNZj+wIXAOdGxHcoK3t9Cjg9M89uqfcV4A3A7yJiZGWvN1dl38rM27vF5NACSZIk9VVm/hF4LWXmgiOA9wPHADu31fstsBXwR+AjlFkUNgD2AfbqdR17ZCVJkrTIMnPbUcrPB7aucf5FwBsX5dr2yEqSJKmRTGQlSZLUSCaykiRJaiQTWUmSJDWSiawkSZIayUR2+bcAWH9pByFJktRvJrLLuaGhoUOBvy3tOCRJkvrNRFaSJEmNZCIrSZKkWiLi5RFxTkTMj4h7IuLUiNigrc62EZFdtn37FY8re0mSJKmniNgMOI8yZHF/Sofoh4H/iYiXZOZtVdWrgJkdmpgJvB44s18xmchKkiSpji8C9wEvz8y7ASLieOAaYB9gFkCV0B7ffnJE7A9cm5l/6FdADi2QJElSHVsDZ44ksQCZOY/SS7tLtxMjYnNgQ+CH/QzIHllJkqQBFRFTgakdDg1n5nBb2STgwQ51HwCmRcS0KrHtZEa172sia4+sJEnS4JoFzO2wzepQ92pgy4j4v/wxIiYCW1QPn9bpAhExAXgncFFmXtevwMEeWUmSpEE2GziuQ/lwh7L/BL4JHBMRh1M6RPcDplXHp4xyje2AdYBDFiPOjkxkJUmSBlQ1fGC4Zt1vRcQzgM8A76mKh4B/B/YF5o9y6gzgMWDO4sTaiUMLJEmSVEtm7kvpXX0F8M+ZuRkln0zg+vb6ETEFeCtwdsv0XH1jj6wkSZJqq2YtOL+l6LWU8a/3dai+A7Aqfb7Ja4SJrNRqpUlLOwJJGjyPLFjaETTOowsX/t/XK06YsNTiiIh3ApsB/zpKld0osxqcMh7XN5GVJElSTxHxGuDzlJW57gK2BPYEfpiZJ3aovybwBuAnmTna+NnF4hjZwbBg+vTpByztICRJUqPdBCyk3Ox1FGXarU8Ce4xSf2dgJeCE8QrIHtkBMDQ0dOjSjkGSJDVbZl4LvH4M9Y8Gjh6/iOyRlSRJUkOZyEqSJKmRTGQlSZLUSCaykiRJaiQTWUmSJDWSiawkSZIayURWkiRJjWQiK0mSpEYykZUkSVItETEtIg6NiN9ExH0RkRGx7Sh1V4+IwyPihoh4KCJuiogftdX5W9VGp+3aXvG4spckSZLqeh6wN3AdcDmwVadKETEV+B9gKvAdyvK204BXtVWdBazSVvYs4EvAmb2CMZGVJElSXRcDa2XmXRGxE3DKKPUOA54CbJqZd7WUH9xaKTNPbT8xIvarvvxhr2BMZCVJklRLZt7Xq07VG/su4BNVwjsZWJiZD9e8zG7A3My8oFdFx8hKkiQNqIiYGhHrd9imLkazrwAmAbdFxNnAA8ADEXFmRGzQI56XAJsAJ9S5kImsJEnS4JoFzO2wzVqMNjes9t8GHgV2BT4NbA78OiJW63LujGrfc1gBOLRAkiRpkM0GjutQPrwYbY7cvHUr8MbMXAgQEdcAvwDeDXyt/aSIWIGS9F6SmVfVuZCJrCRJ0oDKzGEWL2nt5MFqf9JIEltd65cRcTewNR0SWcqMBusBR9S9kEMLJEmS1E/zqv1tHY7dDqwxynkzgIXAj0Y5/iQmspIkSeqni6v9eq2F1dCBacAd7SdExCTg7cC5mXlL3QuZyEqSJKlvMvMvwJ+AGdXUWyPeCawGnN3htDdSFk+odZPXCMfISpIkqbaWBQs2qfYzI2IbYDgzj6zKPgmcDvxPRPyA0hM7C7gEOL5DszOAh4CfjCUWE1lJkiSNxUFtj99T7W8AjgTIzLMi4s3AgZRVvuZTelv3bl8YoZqO603ALzLznrEEYiIrSZKk2jIzatb7FfCrGvXuBaYsSiyOkZUkSVIjmchKkiSpkUxkJUmS1EgmspIkSWokE1lJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSTxGxWUQcFRF/joj7I+LGiDgxIjbsUHeriDg/Ih6IiFsj4msRsXK/Y3JlL0mSJNWxN7A18GPgcmBdYC/gkojYPDOvAoiITYFzgCuBTwJPBz4NPAd4Sz8DMpGVJElSHV8FdsvMh0cKImIOcAUlyd2zKj4EuAvYNjPnV/X+BhwTEa/JzF/3KyCHFkiSJKmnzLygNYmtyq6l9LxuAhARqwGvA74/ksRWvg/MB3bpZ0z2yEqSJA2oiJgKTO1waDgzh2ucH8A6wGVV0Yso+eVQa73MfDgiLgVesujRPpk9spIkSYNrFjC3wzar5vkzgPWAk6rH06r9vA515wFPW8Q4O7JHVuPm0PfttdhtbNeHOMbi7vMOXsJXlCQti9bYbPH/hnVz9x+OXKzzJ680YZHOe9ZaT5o4YDZwXIeqw73aioiNgaOA84EfVMVTqv1DHU5Z0HK8L0xkJUmSBlQ1fGB4rOdFxLrAL4C7gZ0zc2F16MFqP6nDaZNbjveFiew4mz59+ucoP7ilbmho6IClHYMkSWq2iFgdOB1YHdg6M29tOTwypGDak04sZbf0MxYT2fE32QRSkiQtDyJiMnAasBGwXWZe3VblT8CjwHTgpy3nTQQ2BU7oZzze7CVJkqSeImICMAfYkjKc4ML2Opl5D3A2MDMiVmk5NBNYhbKYQt/YIytJkqQ6Dgd2oPTIrhkRu7ccm5+Zp1Zf7wtcAJwbEd+hrOz1KeD0zDy7nwGZyEqSJKmOTav9W3jyUrM3AKcCZOYfI+K1wGHAEcC9wDHAPv0OyERWkiRJPWXmtmOoez6w9fhFUzhGVpIkSY1kIitJkqRGMpGVJElSI5nISpIkqZFMZCVJktRIJrKSJElqJBNZSZIkNZKJrCRJkhrJRFaSJEk9RcRxEZFdtvUiYv0edY7pZ0yu7CVJkqQ6jgbObisL4FvA3zLz5oh4CjCzw7n/AswAzuxnQCaykiRJ6ikzfw/8vrUsIrYBVgZ+WNW5Hzi+/dyI2BO4FzitnzE5tECSJEmLajcggRNGqxAR04BXAz/NzAX9vPii9sgumD59+gH9DGQ5tv7SDkCSJKmTiJgKTO1waDgzh3ucuxKwC3BBZv6tS9VdKZ2nP1ykILtYpER2aGjo0H4Hsrwy4ZckScuwWcD+HcoPBA7oce72wFPpnaDOAOYBvx5jbD05RlaSJGlwzQaO61A+XOPc3YBHgJNGqxARGwEvA47IzIVjD687E1lJkqQBVQ0fGB7reRGxCrAjcEZm3tWl6oxq3/dhBeDNXpIkSRq7nWiZraCL3YCrM/Pi8QjCRFaSJEljNQOYD/x8tAoRsQWwIePUGwsOLdA4+vxfV178RtZf/CYkSRqru/9w5Li2v8Zmey3W+eMdXzcRsTbwWuBHmflAl6q7VftRp+ZaXPbISpIkaSzeSekMHbWnNSImVPUuzMzrxysQe2SXgunTp38OmLykrzs0NHTAkr6mJEla7swAbufJy9W2ei2wDnDweAZiIrt0TDaplCRJTZSZW9aocwYQ4x2LQwskSZLUSCaykiRJaiQTWUmSJDWSiawkSZIayURWkiRJjWQiK0mSpEYykZUkSVIjmchKkiSpkVwQYfwtmD59+gFtZesvhTgkSZIWS0RMAz4ObAFMB1YBXp2Z57bUCeBbwJbAMyn55vXAd4FvZuYjHdrdHtgHeGlVdBVwYGb+sls8JrLjbGho6ND2sg6JrSRJUhM8D9gbuA64HNiqQ50VKAnpmcBc4FFKUjubkvzu0Vo5It4PHA38FPgMJT99PvD0XsGYyEqSJKmui4G1MvOuiNgJOKW9QmY+BmzWVnx0RNwL7BURn8rMOwAi4tnA14FPZeYRYw3GMbKSJEmqJTPvy8y7FvH0G4AAVm8p+xBwN/C1KFYdS4MmspIkSQMqIqZGxPodtql9aHuliFgrIp4REW8FPg38lTLcYMRrgT8AHwPuAO6NiFsj4pN1ruHQAo2b+MPVi9/Ia169+G1Iksbs0cdyyV1r4cIldq26Jq80YVzbv/sPRy7W+WtsttcitdXh5zoL2L9D1QOBA8Yc2BNtD5zW8ngIeHc19GDEhsCzgO2qa84FZgKHR8TCzJzd7QImssuQ6dOnfw6YPF7tDw0NHTBebUuSpEaaDRzXoXy4D21fCLyOMpTgNcCmlFkOWq1CGSGwa2bOAYiIn1Tn7hsR32hLfJ/ARHbZMtlkU5IkLSmZOUx/ktZObd8JnF09/ElEfBY4KyKem5m3VuUPAhOBk1vOy4g4gZJkPw/482jXMJHVuLn5mrN7V+rpQ31oQ5I0VitOiCV4rfH9GH951DqcoHWYQS8TN9niCY/vOWFm32Kq4WTgMGBHynRbAPOAVTr0ut5W7dfo1qA3e0mSJGlJmFLtW2ctuBhYOyImttUdmUP2jm4N2iPbIIs7htZhC5IkabxFxJrAPR16Wd9X7S9uKfsx8E7gXcAx1fkrVY9vAK7tdi0T2aWj07K10HvpWsfQSpKkpSoi9qu+3KTaz4yIbYDhzDwS2AHYLyJ+Slma9inA6ymzGPwiM89pae6nwHnAURGxMWXWgl2BF1BuAOs6fYaJ7FLQadlacOlaSZLUCAe1PX5Ptb8BOJIyzdZFwM7AusBC4GrKPLJfbz2xurFrB+AQYHdgKnAl8PbMfNKqYe1MZCVJklRbZna9EzAz/wTsNob27gX2qrYx8WYvSZIkNZKJrCRJkhrJoQXLltFuAhux/hKKQ5IkaZlnIrsMGe0msBHeDCZJkvQ4hxZIkiSpkUxkJUmS1EgmspIkSWokx8hKLW7+x4NLOwRJWiY8urDrgkrLvWettfLSDqGrRx97/OczcZMtap/38FX/21Yys08RLR0mss3Sa1aDrlzeVpIkLU9MZBuk16wGkiRJg8QxspIkSWqmzHRzc6s2YCpwADB1ENozxmWzvSbE6Pc8GN9zE2L0e+7P99zULaonRBIQEesDc4FnZ+bflvf2xqPNQYzR79nveVlpcxBj9Hvuz/fcVA4tkCRJUiOZyEqSJKmRTGQlSZLUSCaykiRJaiQTWemJhoEDq/0gtDcebfa7vfFoc1lvbzzaXNbbG482l/X2xqPNfrc3Hm0u6+2NR5vLenuN5awFkiRJaiR7ZCVJktRIJrKSJElqJBNZSZIkNZKJrCRJkhppxaUdgLS0RMSEzHysrWx14MWU343LM/POpRKcJC1hvieqieyR1cCJiIkR8T3ggYiYHxH7VeUfAG4CfgOcBdwSEUdGRNRo83kRcWxE/D4iTouI3Uept2NE/LWP38tH+tneIsawTkRsHxHvjogPV/vtI2LdPl9nakQcEhEb96GtiIhnRsRz6vx8x9DupIhYawz1p/Xr2jWvN6b4Bln1XD0vIp7apc7aEfHKJRnXeBin98R9IuKl4xr4AKvewzaOiC0jYsOlHc9SlZlubgO1AXsDC4EfA0cC9wL7Ao8BxwI7ATsDp1Rln+nR3gZVGw8CQ5Q3/oXAucA/tdWdATzWx+9l3zrtARsBq7SVbQj8ALgFWFDFfQzw9JrX3qL6Hh+tnqeFbdtjwHnAy/v0vT6ravMtNesHZZ7FucCfgT2q8jcBf6vaegy4C/j0GOLYDvg58Fvg34CVgKcAJ7U8F3OBt9do6zHg8uo1+cw+PU99i69q72rg68AWfXzdPr9q8/stP5cVgX8HbgbmV6+tLcfQ5lrV9/sj4BvANqPUey3w6x5t7VvFMPIaORt4fod6tX6fgdWBaW1lzwAOBy6snuPzgf2BqTW/302q+p8B1qnKpgIHAb+ufv6zgefUaKuv74lVmyPvAX8B9qsTx9J4LVbtbgv8J/B74Abg9mr/e+CbwKtrtnM08DZgYh9j+xfgfW1lHwNua3l9Pgb8te7v9PK2LfUA3NyW9AZcCXyv5fGM6o3gmA51fwlc1aO9HwHzgA1bynanTFR9fVt5zz98wCvHsH2n5h/Sx4DdWh6/ELgbeLj6Ho+m9Lg8SklsuyazwGuAh4Brgc9VjzcBnl3tXwN8HriGkiT3/EMA/LHH9qfqj+P11eOLe7T3war+RcBpVbzvqva/BmZRkoCh6vl5T40YtwQeqX7el1fnHVX9HC6lJM5foSTKjzJKMtXS3kJKwrSwqn8e8AFgjUV8bfc1vpYYR5KS66o2nrcYv3/Pr77nh6vfkceAA3g8if0eJem+G3gAeFGNNtcB/l7FeWf1mnuM8o/alLa6XX8HgXdU7ZwN7AUcDNxaxbLLWNpqqfdT4JSWxy+tvr/Hqtfy6cAV1XXnAs/o0d7LqnhGfjY3AetXvyMPVT/rK6uf8d3AC3u019f3xJbXza8o7wEjr5/fAx8B1l7E106/X4tTgJ9V7d1LSf7nVK/BOdXje6vjp7W/lkaJ77HqOf8ONRPgHm1eCHyj5fEnqutcSElo3wl8unr9PArssLjXbNq21ANwc1vSW/VH9H0tj59evTHs1KHu/wMW9GjvBuDzHco3piRdtwObVWV1EtmRN8M628Kaf0gX8sRE9gzgH8A/t9XbhtKz/KQ/YG31fk/pQZrUo94k4HfAhTVjvJfyMWan7fdVnStGynq090fg5y2PP0pJcH7SVm8F4ALgkhoxnk5JfKdUjw+p2jwbWLGl3mrV6+LUGt/zDGBrSo/QHVXZAuBUSi/Y5DG8tvsaX0uM+1B61a5seX0OUf4ZWHeMv38/piQ3a1N6zb8L3FP9DFZvqffM6vk4oUabR1dtvKJ6/JQq3oeB/6UlcaJ3InsBcHZb2RrVc/so8Im6bbXUu4WWXv/qtXwT8IK2eltSPiE4sUd7P6MkvC+g9ET/DLiqKmv9x/mlVXun9Givr++JLa+b3aqvNwe+RvkHa2H1c/kFsBuw8hheO/1+Lc6mvN+9F1hplDorVccfAI6oEd8PeLxT4DHKP1hfAV4yltha2rwH+H8tj+d1+nlSPtE4HxhalOs0eVvqAbi5Lemt+gPy2ZbH/1y9AT2pR47y8drNPdqb3+nc6tg6wCXAfcD2df7wUZK5/wF2rLEdX/MPaesflQnVH5InJd/V8a8DN/Vo7wHaPu7qUvf9wAM16n22etM+m7YEuzq+fvV91OpxqJ7HD7Q8flZ1/js61N0LeLBGm/N4YiKzUdXmuzrUPRC4re7PpXq8IvBm4AQe/2j7HuC/KB+Jx5KMb5QYNwX+g8eH0DwCnEnp7V61Rns3AZ9refzCqp0PdKh7WK/fv6redcCXOpS/ktJDew3w7KqsVyJ7Ny2JQ0t5UHq3HwO+UqetlnMXAHtWX0+qvt+Ovz/AF4C7e7R3C098D3tx1eYHR/k531XjZ9K398ROr5uqbAXg9ZQez3uqOvdR3sfeuBRei/OAL/aqV9X9EjCvbnzAupTe0yEeT7j/TPmk6tl1rlm1cw/w/urrVaq23jZK3Y9Q431sedu82UuD6ALgQ9VA+TUpb/QPAm+LiHVGKkXEsykJziU92ruB8sb/JJl5G/Cqqo2fU3rYehmijK39Wa+N0gszVlOo7kAe5fgVwD/1aONuytjgOjao6neVmf9OSbz+DgxFxLcjojWOrHm9EQ9QvtcRk6v9pA51J1MS315W54lrm99V7f/eoe6NlDGLtWXmo5n535m5G+WfoHdRXq8zKL3oNy/N+KoYL83MT1N6TLejJCXTKcn2bRFxUo8m1qJ8VD9i5OtONy1eW9XvZVqn8zPzt5RPGSYDv4uITWu09QgdZvTJ4iPAF4FPVTdHrVSjPSjvEc+tvh5JauaPUnd+p+u3WZXyicqIkZ/zrR3q3kLn13yrfr8ndpSZCzPzzMx8F+X1/a+UYT47Uz66H2t7i/taXI3Ovxud3FTVrxvbrZl5RGZOB55HSYRXrPbXRcTvIuLDNZr6I/C6qs35lJ/1+qPUfTZP/P0fCCayGkT7Uj4qvJLy0eWOlI9gT6C8wfwmIn5bHX8qZfxeN+cCO0dExz8+mXkv5Y3oV8AONeK7CNgwItaoUTeqrY6XRsQOlPGr9zF6grAWvZO644FPRMRHI2LljoFFrBwRH6N85Hd8nQAz87bM3JOSfPwzcG1EfC4iev0h7uRi4D3V9EEAn6IkKTtHxEhSOzK90AcoP+9ebqckTSMeAn5C5wRiXWok8KPJzPsz8/jMfAPwNODjlLGty0p8mZm/ycz3VW29nTJ+8k09Tr2LJ/6j9DDlZzXcoe5TqfcPxt95PFFsj/MvlKEb91B+V7ft0dZfgFePdjAzD6QMU5kBHFojNiiv/w9ExLMy8xHKUIBZEdH6jxZVEvkhyntAN9dTfkdGjMyc0Cnu11KGHHTT7/fEnjJzQWbOycwdKa+f/7cYbS3qa/ES4L3tP4d21Xvc+yhJ5aLEd21m7p+ZG1GGjxwJPIdyU2IvhwJvr95LoSTCB0TEO0Zmj4iIFSPivZR/Mn68KDE22tLuEnZzWxobJTHYm/Km8LqW8l0pN9z8hdKD+ooabU2nvHl0vTuf8o/jbHqP7VyX0ov7lD5+v+0zCiwE5oxS9zTg9z3am0i5yW1kPOellDGEp1b7S6vyhZSbJhbpLl5Kj+QtlD/En6b0ZNUdWvCyKoYHefzGmq9TEsIbKb023+fxu39fV6PNnwI/q3n9X9D77vgnffy6mD/nvsa3KDHS4yNdSoLR8bXXoe5JwAU16h0LXNejzpqU8bJdx5VTbgBcQO8brt5J+UehztCCiZSex7soCeJ7KQnjbZSbgg4Gjqtep/cBL+vR3oeq7+PE6jV9L+WTnOMoMyG8ivIP67er1/a+NWLs23vieLy2x+m1uBXlk5sbKbM97ESZjWXTar9T9XzcUNXbql/xUQ2zqFn3/dX1/06ZOeKO6ue6gPIpzcPVtX9D2+w0g7At9QDc3NzGf6v+sLVvT5raiNIbew6wV812N6fcbX4mZUjCddX+zKp88z7EvgplrORIYlz7rlzgJZTpc46v/hisUJXvXf1xWkAZYlH3j8/LaLtzfZR6I8/jnj3q/Rf9ndaqr/FVdeeO5Tmv0d7rgVk1Y7yGGlOjVUnbH+g9S8TKlH+25napsyalJ+9ZNa67GR3GH49SdyXKjUo30/kfy4coieILarQVlBuI7qsSmt9RevjW5vHZKkZuBj2DHjdljsdWvcf8U5/b7OtrsWpzU8o/VyPJYPvNtCMzu/S8WYtxSN5b2l6/eh8conx68Wj187+G0qnQcdzsIGxRPUGStEyrFlhYh5KE1Pm4WVrmVB8Hv4Ayj/MqlE8M5gFXZOZ9i9DWilmGK4yUTaAMNVgHuCYzF+nj8EETEasCL6IMzZnC4z+XP9V9v4mIZwF3ZOYD4xaonsREVqpExHMpY8zWpHx0c3Zm3jCG819KuXlmaOSNLyJeRPlobnXKf9I/bP2j06O9bYFdKL2KT+PxN9dbKB/dn5SZv6kbn5opIiZm5sNLO45BVd3sNPL7Nx+4PjPvX7pRjY/xfM8ZhOcxIqZl5rylHcegMZHVwImIE4AjM/OC6vHItDof4Ik3QD4G/Htm7tujvZWB/6Z8lAblY58dKcnrzygfN02ojl0MbNvtP/bqxoMTKdMw3U/5AzKP8jH4ZEqPwaaUuTJ/Sfko+cEeMR5N+Yjxv8czKVrcfwaqNp5FmYP3zsy8eJQ6z6aM1ft+jfb+ifLzeClP/EN6LeXj9bOy5hvhknoeW673LMrd+G/NzJ+P8by+PYdV/RUpP9tOz+OvM/Pqmu3sA5w5WlyLo1pOdnVKr31WZSM//9Upi2j0TMQiYm3KMIBdeOLNc1Bmz7iIMqdorRtrImIj4JYsd52PlG1IWZlrOx7/ffkVcGBm9ryTPiKeRxkiswllirE5mfmkmyojYscq1ud0aavv7zlVu319Hke5xirAuyk39K1BeR7PonQaPFrj/H4+jwspi1L8EPhRZt449u9o1Lb78tpeLi3tsQ1ubkt648lzEe7D4zclbU55w92G8ob9GLB7j/b+jdJr8QnK3bJ/rraLKNPKjCwR+vGqvQN6tDebPk7S3fI9923FGcrdzFu1PA7KhP6P8sRxf48AB9dscwXKErmtY9SuBl7boW7d+Tv344krII2MRbyVxycsvxx48RheO/18Hnfosb2vuubBI2VL+jms6u5OSWxalyJu//oX9LhBqu057OfSpStSbnQa+ZleQ1lBbAvKjVCtcf4MmNClredQbqq5l3Lj4xzKeOqHKFNvHUy5aewxWlbD6hFfv1fW6+uy2IzPe854PI8nAL9qu8bc6nu/izId4XD1+A/0WCFvHJ7HhfRxpb5+v7aX122pB+DmtqQ3npzI3gz8skO9FSjJaK87+P8MfL3l8eurazwpgaPchX1Fj/b6Okl3y/fctxVnOjyHi/XPQNXGyJKy36X0DL2fx5fZ/Exb3Tp/VD5atfcVyk1Qm1TXuIMyTc1k4I08PvXTc5fS89h6Y0mnrfYqbv1+Dqt6/1q1+WPKP2pvAL5cPWe7U6a9+jBlarAb6bG6EuOzdOlHq3a+Rplm7RZKkvQ/lFkInk35439Edc1ZXdo6hTK91botZStReiz/t6XsnZR/1D6yCL8vi7uyXr+XxR6P95zxeB5vBPZpex7vBt7QUhbVa/YB4Ogl/DwupI8r9fX7tb28bks9ADe3Jb21/lGh9JQuBGaOUvfTwH092nsAeG/L42lVm2/pUPej9FjlivLR3pNWORql7geB+8f4PS/2ijP0+Z+Bqu7FwMltZStRphBaCHytpbzOH5WrgWM7lO9S/cymVo+nUJK9Hy2F5/FWSq/KF+g8s8SuVdufHylbks9hVe9S4Kcdyj9ASSJWrh6vTUk0vj2G57BfS5de2vqzBt5atfeNDnVPp8synpQk5lMdyl9Y/Yxf0FL2HeCyMb5u+rGyXr+XxR6P95zxeB5bV0hbiZIAf2yUul+m98p647G8eN9W6uv3a3t53VwQQYMqq/0Cyh+V0e5KnU/vhUPaV5AaGTvZ6UaGkV68bi5hHCfpzv6tODMSx1MoyfuPOlxrIaUX+oU1mnoupYel9fxHMvMDlDFse0XEiRFRdzWlZwEXdii/kNIb+/zqGg/y+B+W2vr0PD6X8rHyvpQeyRsy87yRjdJTCeXO6ZGyXu318zmk+t7O6FB+BmVs3our69xBSZjfXLfhzLwoMz8OrAf8C+U1tA1lurTbIuL4iHhjjaY24PHnCsrHylDmbm13JuV7Gs0EOv+OPkbp7Vu9pewCRlmIoYt+rKz3VDoscpFl8YetKP9Y/joitq8Z03i854zH83gr8Izq6xWq7ZZR6t5CmRWim34/j+3tLO5KfdDf1/ZyyURWg+qQiPgj5U0hKdOudLIhZdLybv7KE9+E767a65REbcTob7wjPludf3VEHBQRO0XEFhGxabXfKSK+RBkP9gJKgrJIcvFWnOnnPwMj9VYbJc6vUMbnjazY07Fem3mUu6/bvYQS+90tZfdQ5hhdJIv6PGbmfZn5GcoqZk8BroqIwyKizvfXSb+fQxh9OeINKc9j6z9s8yg33IxJLv7SpY/yxGVdR25EuqdD3fvp/nq8CPhgh5/Bpyiv89YV4J5Kmcuzjn6urNfvZbHH4z1nPJ7HnwDvi4ipmfkQZQGA97RXioiJwExG/2dhRL+fx1Hloq3UB/19bS+flnaXsJvbkt4oA/l/07Y9aUwaZTWem+mxChHlpoUnfaw+Snu3dLpWh7qb0qdJuqv2+rriTNXeXErPzB8pb677jVL3P4C/1rjumcAZPersSOkBn0/vj/kOpnz0uC8l6VqPMqzgZtrGKVPGl/15ST+PHc55I+UmqNsoH+FuwBgWgej3c1jVP6r6+c6gWqGNMiTgquo1EC11v0zvFbbG8hyuQY2PvIHLKDOMjDxekbKowZod6h5GmfpptLZeTvnn7HZKz/AxlDvRHwMOaqt7Fi03H/X4ntu3xVlZ76jqdbxilzqTeHzWlDo/503p73vOeDyPq/H4wisfoHzMfkf189+PMib8AMpMGg/3+v3r9/M4ltd23a2fr+3ldVvqAbi5LasbsCrlP/L1+9zeemM8ZytKL9ru1X4rYLUxXruvb7D0+Z+Bqu5Hqj9ym/So90rK+Ltef1QmUm44ab9ham77NYCTgb2X9PM4yjVWpIzNHqb02IxlWd6+PodV3dUovWsjd2Iv4PGZG7Zpq/s/9LijfZz+2B9Nyw1EXeqtUCU5x/eotxllvOE91fd7GfDBDvVeTcsNQV3ae1WHbZFX1qPPy2K3ndOX95zxeB6ruqtXP+8HW36n27fL6TBTx3g/j/R5pb7xeG0vj5vzyEptImIq5aO272cZK9X49pbWijPVajkvpYz9/FuPulMoH8ffmpl39aj7TMoNVb3GjBIRW1DuIp5IuQHsl1k+lhyzJfk8VhPI70sZE3hIZv6hxynj+RxOAN5BSWgmUZ7HE7J8/DomEfEq4KrMvH2s5/Zod4UsY7K71VmDMo3ZUGZe2a2uHtfv97B+iIjVgVfw5BXSLs6acxo3ha/t7kxkpTYtk9DvlJl1xuc1ur2qzUnAqpl557LY3ni1Kam38XjPkfrFRFYDp7rJq5uJlDva51I+EsvMfFlT22tpdzvKDQZTgbMp4xknUj4OexvlTuIbgU9n5k+WdHvjFGPfVu0ZrzaX9fbGIiI+QplyqS9t9ru98Wqz6cbrPWdpGsSf8yB+z/DEO+GkQbEp5UaX0ZbInFztH6DznaFNa4+I2JIyCf2dlJsj9qfcHT6JMpPCwZS79ncG5kTEtpl5/pJqb5xi3IAyK8VKlDukNwXeFBHvoyyx2frR9iqU6bq66neby3p7i2Bqn9vsd3vj1WbTbUqf33OWAVMZvJ/zVAbvezaR1UD6HGXs4WPAJzPzCVO0RMT6lI/R9s1669sv6+1BWUb3MuAVmflgRBwCfBI4H5ie1ZrkEXEQ5a7gT1fHllR749HmlyjT0bwiM6+rzt2dMjXW7yNi+5HyMeh3m8t6e0TEK8dQ/dlLur3xanPAjMd7Tt8N4s95EL/nMVvad5u5uS2NjdLTdxxlipZv07KuNuU/2tpTHjWkvXnAJ1oeb1S18a4OdQ+k94o4fW1vnGLs66o949Hmst5eVa99KqZuW90pivrW3ni1OWhbv99zxinGgfs5D+L3PNbNHlkNpCx3W+8ZEf9JWRLy2oj4MmU+0eWuPcqUNcMtj0fuaP97h7o3Uj6iWpLtjUebo67aExFbUYYx/Doi3lEjtvFqc1lvD8pHzpdR5gPuZWfKYgZLsr3xanOgjMN7zngYxJ/zIH7PY2Iiq4GWmRcBL4+Id1FuLPogZZLsRboLchlu73bKMrIjHqKskvOkpAdYlyeuerUk2huPNruu2lNNA/XflFV7Tq8R33i0uay3BzBEmfv4Z70qRkSdpYj73d54tTmQ+v0e1meD+HMexO95TAZvKTOpg8z8HuWj7JMo4wxjOWvvj8AWLe3Nz8yds/N8g1sBf17C7Y1Hm+cCO0dEx3/YM/Ne4HWUXsodasQ3Hm0u6+1BWQxhw2qeyl6C3q/Nfrc3Xm0OtH6/h/XJIP6cB/F7HhOn35LaRMS6lPFic6s//I1vLyJeBmyQmSf1qLcWMAf4QWYet6TaG6cYp1OmoTo8My/sUm8F4KvAizPz1T2u3dc2l/X2qrrrAs+jTLR+f7e6dfS7vfFqU4/r93vYYsYxUD/nQfyex8pEVpIkSY3k0AJJkiQ1komsJEmSGslEVpIkSY1kIitJkqRGMpGVJElSI/1/MfqU1HLsxsAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
+    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
+    "    plt.tight_layout()\n",
+    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
+    "                                                                    glm_version,\n",
+    "                                                                    n_clusters_cre[i])))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plotclusters\n",
+    "sort_order = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
+    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
+    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix='_familiar_only',\n",
+    "                                 abbreviate_experience=False)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a492205d-56f6-4955-b8cb-67ae5c18d042",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "vba",
+   "language": "python",
+   "name": "vba"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 50033fe9ac50f863c9f17a1c80e00212970b8a60 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 27 Sep 2022 17:01:22 -0700
Subject: [PATCH 04/25] updated

---
 .../220922_figure4_familiar_control.ipynb     | 1138 ++++++++++-------
 1 file changed, 665 insertions(+), 473 deletions(-)

diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
index 6b2a17490..61c5259a8 100644
--- a/notebooks/220922_figure4_familiar_control.ipynb
+++ b/notebooks/220922_figure4_familiar_control.ipynb
@@ -5,13 +5,16 @@
    "id": "d7613928-f970-469a-a53a-f9f79aeca193",
    "metadata": {},
    "source": [
-    "This notebook is for control clusteirng analysis of matched cells in the familiar sessions in visual behavior dataset.\n",
-    "Comparing clusters in just familiar sessions and familia+novel+novel+ should give us more information about representaitonal drift"
+    "This notebook is a summary of Familiar session clustering control. I use the same steps as in original clustering analysis to examine clusters in the data from 3 Familiar sessions only in cells that were matched across at least 3 matched sessions. \n",
+    "\n",
+    "Two interesting questions that we can answer by looking at these clusters:\n",
+    "* Are the clusters from Familiar sessions only different from F/N/N+ dataset?\n",
+    "* What are the rates of represetional drift across Familiar sessions in three cre lines?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 1,
    "id": "532eb2da-1cd0-4cd2-a9b6-59ed70949d53",
    "metadata": {},
    "outputs": [],
@@ -20,14 +23,13 @@
     "import numpy as np\n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
-    "\n",
     "import seaborn as sns\n",
     "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 2,
    "id": "7e799adc-7f56-4c67-a6be-c040ac8417a5",
    "metadata": {},
    "outputs": [],
@@ -39,20 +41,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 3,
    "id": "20a8c91a-08b1-468f-a4fc-7ffbcf81b47a",
    "metadata": {},
    "outputs": [],
    "source": [
     "import visual_behavior_glm.GLM_params as glm_params\n",
     "import visual_behavior_glm.GLM_analysis_tools as gat\n",
-    "import visual_behavior_glm.GLM_visualization_tools as gvt\n",
     "import visual_behavior_glm.GLM_fit_dev as glm_fit"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "id": "6a24680f-f3b5-44bd-91b6-ea0d8217b086",
    "metadata": {},
    "outputs": [],
@@ -64,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
+   "execution_count": 5,
    "id": "9c74732a-38c6-408a-8e66-9b666c32b51d",
    "metadata": {},
    "outputs": [],
@@ -75,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "id": "532d01d9-77cd-4c59-b852-535388a739e4",
    "metadata": {},
    "outputs": [],
@@ -87,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
    "metadata": {},
    "outputs": [],
@@ -104,86 +105,104 @@
     "save_dir = os.path.join(base_dir, folder)\n",
     "if not os.path.exists(save_dir):\n",
     "    os.mkdir(save_dir)\n",
-    "    \n",
-    "folder = '220226_across_session_norm'\n",
-    "load_from_dir = os.path.join(base_dir, folder)\n",
-    "if not os.path.exists(load_from_dir):\n",
-    "    os.mkdir(load_from_dir)"
+    "    "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
-   "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
+   "execution_count": 9,
+   "id": "909924f7-7fad-431f-a5f9-60542ac0bcba",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Iterating Sessions: 100%|██████████████████████████████████████████████████████████| 1248/1248 [02:28<00:00,  8.39it/s]\n",
-      "Interpolating kernels: 100%|███████████████████████████████████████████████████████████| 16/16 [00:56<00:00,  3.56s/it]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Computing average kernels\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)"
+    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "e8615b13-094a-4fce-8207-47e6f0e20b62",
+   "cell_type": "markdown",
+   "id": "c86f86ae-b6cb-4b8b-8413-6546d511a48e",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "familiar_only = results_pivoted[results_pivoted.experience_level == 'Familiar']"
+    "## Load GLM results and select familiar sessions only"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "id": "8fb84a96-ac1e-445d-bf23-fd825dc4af6a",
+   "execution_count": 17,
+   "id": "d7a6f09c-09f2-47e0-8687-f6aa037c425b",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "array(['OPHYS_1_images_B', 'OPHYS_2_images_B_passive', 'OPHYS_3_images_B',\n",
-       "       'OPHYS_1_images_A', 'OPHYS_3_images_A', 'OPHYS_2_images_A_passive'],\n",
-       "      dtype=object)"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1248 expts in cells table\n",
+      "28806 unique cell_specimen_ids in cells table\n"
+     ]
     }
    ],
    "source": [
-    "familiar_only.session_type.unique()"
+    "cells_table = loading.get_cell_table(platform_paper_only=True, limit_to_closest_active=False, limit_to_matched_cells=False, add_extra_columns=True)\n",
+    "print(len(cells_table.ophys_experiment_id.unique()), 'expts in cells table')\n",
+    "print(len(cells_table.cell_specimen_id.unique()), 'unique cell_specimen_ids in cells table')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
-   "id": "496b47a7-dabe-48bb-8125-9e1ee3d15fd6",
+   "execution_count": 27,
+   "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loaded feature matrix...\n"
+     ]
+    }
+   ],
    "source": [
-    "active_only = familiar_only[familiar_only.session_type.isin(['OPHYS_1_images_B','OPHYS_3_images_B','OPHYS_1_images_A','OPHYS_3_images_A'])]"
+    "filename = os.path.join(save_dir, 'feature_matrix_familiar_only.h5')\n",
+    "if os.path.exists(filename):\n",
+    "    feature_matrix = pd.read_hdf(filename, key = 'df')\n",
+    "    print('loaded feature matrix...')\n",
+    "# load and reshape file\n",
+    "else:\n",
+    "    run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)\n",
+    "    # select correct sessions\n",
+    "    active_only = results_pivoted[results_pivoted.session_type.isin(['OPHYS_1_images_B','OPHYS_3_images_B','OPHYS_1_images_A','OPHYS_3_images_A'])]\n",
+    "    # count how many cells have >= 3 sessions\n",
+    "    tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
+    "    matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
+    "    print('found {} cells...'.format(len(matched_cell_ids)))\n",
+    "    \n",
+    "    # drop cells that do not have at least 3 imaging sessions\n",
+    "    selected_sessions = active_only[active_only.cell_specimen_id.isin(matched_cell_ids)]\n",
+    "    # sort by date of imaging\n",
+    "    selected_sessions = selected_sessions.sort_values('date_of_acquisition')\n",
+    "    \n",
+    "    # rename session numbers to be sequential. Since there shouldnt be any difference among the sessions, we can just enumerate them.\n",
+    "    # I'm not going to create another column for this, since we already have \"session_number\" column. I will just replace those values\n",
+    "    for cid in matched_cell_ids:\n",
+    "        tmp = selected_sessions[selected_sessions.cell_specimen_id == cid]\n",
+    "        count = 1\n",
+    "        for index in tmp.index.values:\n",
+    "            selected_sessions.at[index, 'session_number'] = count\n",
+    "            count =count+1\n",
+    "    \n",
+    "    # group by cell id and session number\n",
+    "    feature_matrix = selected_sessions.groupby(['cell_specimen_id', 'session_number']).sum()[dropout_features].unstack()\n",
+    "    # drop cells with nan\n",
+    "    feature_matrix = feature_matrix.dropna(axis=1)\n",
+    "    \n",
+    "    # save\n",
+    "    feature_matrix.to_hdf(filename, key = 'df')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
-   "id": "9406e561-e818-4f82-a253-e5308377c848",
+   "execution_count": 72,
+   "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
    "metadata": {},
    "outputs": [
     {
@@ -192,368 +211,29 @@
        "1450"
       ]
      },
-     "execution_count": 125,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
-    "matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
-    "len(matched_cell_ids)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "selected_sessions = active_only[active_only.cell_specimen_id.isin(matched_cell_ids)]"
+    "len(np.unique(feature_matrix.index.values))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
-   "id": "3815f893-eee2-46e4-ae21-cb4b4d588352",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 86,
-   "id": "776352f7-799b-4c13-bb6b-36c0a02e8252",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "selected_sessions = selected_sessions.sort_values('date_of_acquisition')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 119,
-   "id": "616fa180-5f61-49e6-a574-f6bc65d9b225",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### rename session numbers to be sequential\n",
-    "for cid in matched_cell_ids:\n",
-    "    tmp = selected_sessions[selected_sessions.cell_specimen_id == cid]\n",
-    "    count = 1\n",
-    "    for index in tmp.index.values:\n",
-    "        selected_sessions.at[index, 'session_number'] = count\n",
-    "        count =count+1\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 123,
-   "id": "153a232a-14bb-4e2c-9bc7-7806d1cd486a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "feature_matrix = selected_sessions.groupby(['cell_specimen_id', 'session_number']).sum()[dropout_features].unstack()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 131,
-   "id": "b7183775-7918-41b3-8cb9-eb95fe4f680e",
+   "execution_count": 101,
+   "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
    "metadata": {},
    "outputs": [],
    "source": [
-    "feature_matrix = feature_matrix.dropna(axis=1)"
+    "cre_lines = np.sort(cells_table.cre_line.unique())\n",
+    "cells_table_sel = cells_table[cells_table.cell_specimen_id.isin(feature_matrix.index.values)]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
-   "id": "fd462635-abb9-467b-a2c7-0a83c186854a",
-   "metadata": {},
-   "outputs": [
-    {
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-       "      <th>1120096160</th>\n",
-       "      <td>-0.851505</td>\n",
-       "      <td>-0.841903</td>\n",
-       "      <td>-0.738572</td>\n",
-       "      <td>-0.086735</td>\n",
-       "      <td>-0.051908</td>\n",
-       "      <td>-0.073044</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.041561</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.083353</td>\n",
-       "      <td>-0.033368</td>\n",
-       "      <td>-0.218811</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1120096389</th>\n",
-       "      <td>-0.368728</td>\n",
-       "      <td>-0.552267</td>\n",
-       "      <td>-0.588819</td>\n",
-       "      <td>-0.117173</td>\n",
-       "      <td>-0.147310</td>\n",
-       "      <td>-0.131869</td>\n",
-       "      <td>-0.018986</td>\n",
-       "      <td>-0.025121</td>\n",
-       "      <td>-0.040870</td>\n",
-       "      <td>-0.456873</td>\n",
-       "      <td>-0.330928</td>\n",
-       "      <td>-0.260504</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1450 rows × 12 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 all-images                     omissions                      \\\n",
-       "session_number            1         2         3         1         2         3   \n",
-       "cell_specimen_id                                                                \n",
-       "1086491395        -0.744411 -0.372261 -0.980643  0.000000  0.000000  0.000000   \n",
-       "1086491508         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "1086491716         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "1086491863         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "1086492072         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
-       "...                     ...       ...       ...       ...       ...       ...   \n",
-       "1120095573        -0.831220 -0.819324 -0.764064 -0.032262 -0.029959  0.000000   \n",
-       "1120095819        -0.780581 -0.919207 -0.842481  0.000000  0.000000  0.000000   \n",
-       "1120095948        -0.760145 -0.764788 -0.676987  0.000000 -0.103167  0.000000   \n",
-       "1120096160        -0.851505 -0.841903 -0.738572 -0.086735 -0.051908 -0.073044   \n",
-       "1120096389        -0.368728 -0.552267 -0.588819 -0.117173 -0.147310 -0.131869   \n",
-       "\n",
-       "                 behavioral                          task                      \n",
-       "session_number            1         2         3         1         2         3  \n",
-       "cell_specimen_id                                                               \n",
-       "1086491395        -0.213908 -0.614764 -0.092488  0.000000  0.000000  0.000000  \n",
-       "1086491508         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "1086491716         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "1086491863         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "1086492072         0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
-       "...                     ...       ...       ...       ...       ...       ...  \n",
-       "1120095573        -0.001734 -0.017151 -0.002389 -0.151166 -0.128497 -0.125826  \n",
-       "1120095819         0.000000  0.000000 -0.003087 -0.237847  0.000000 -0.192262  \n",
-       "1120095948         0.000000 -0.012695  0.000000 -0.031747 -0.011487 -0.064083  \n",
-       "1120096160         0.000000 -0.041561  0.000000 -0.083353 -0.033368 -0.218811  \n",
-       "1120096389        -0.018986 -0.025121 -0.040870 -0.456873 -0.330928 -0.260504  \n",
-       "\n",
-       "[1450 rows x 12 columns]"
-      ]
-     },
-     "execution_count": 132,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "feature_matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 73,
    "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
    "metadata": {},
    "outputs": [
@@ -561,25 +241,41 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "3672\n",
-      "460\n",
-      "478\n"
+      "Slc17a7-IRES2-Cre 1163\n",
+      "Sst-IRES-Cre 149\n",
+      "Vip-IRES-Cre 138\n"
      ]
     }
    ],
    "source": [
-    "cre_lines = np.sort(selected_sessions['cre_line'].unique())\n",
+    "# separate feature matrix by cre line\n",
     "cre_line_dfs = {}\n",
     "for cre_line in cre_lines:\n",
-    "    cids = selected_sessions[selected_sessions['cre_line']==cre_line]['cell_specimen_id'].values\n",
-    "    print(len(cids))\n",
+    "    cids = np.unique(cells_table_sel[cells_table_sel['cre_line']==cre_line]['cell_specimen_id'].values)\n",
+    "    print(cre_line,len(cids))\n",
     "    df_cre = feature_matrix.loc[cids].copy()\n",
     "    cre_line_dfs[cre_line] = df_cre"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "fcacf668-4294-4931-8451-f9469c45595c",
+   "metadata": {},
+   "source": [
+    "## Find optimal number of clusters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fa451da0-b860-4962-ac76-b9959a7cac15",
+   "metadata": {},
+   "source": [
+    "### Compute eigen gap"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 74,
    "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
    "metadata": {},
    "outputs": [
@@ -587,19 +283,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Optimal number of clusters [   2    1    4    6    5    3    9   10   11   13    8    7   15   16\n",
-      "   12   14   21 3669 3658   19   20 3666   22   34   29]\n",
-      "Optimal number of clusters [  1   2   3   4   7   6   5 456   9   8 458  11  17  14  10  13  22  15\n",
-      "  20 453  16 433 454  21  23]\n",
-      "Optimal number of clusters [ 1  3  4  5 11  6  9  7  2 21 15 12 18 13 14  8 20 10 28 16 19 24 29 17\n",
-      " 25]\n"
+      "Optimal number of clusters [   2    1    4    6    5    3    9   10    8    7 1160   13   11 1162\n",
+      "   15   12 1161 1158   16 1159   20   14   21   18   17]\n",
+      "Optimal number of clusters [  1   2   3   5 148   4   8   6   7 145 144   9 141 138 137  12 140  15\n",
+      "  19  16  13 130  18 127  11]\n",
+      "Optimal number of clusters [  1   3   4   2   5   7 137  10  13 136  12  11  16 135   8  18  15  23\n",
+      "   6  14 128  22  21  20 134]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 504x504 with 2 Axes>"
+       "<Figure size 360x360 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -609,9 +305,9 @@
     },
     {
      "data": {
-      "image/png": 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IHvVs2tqQtpWWi7qGJtZu3kZxlHyKi0RZafFOr0uKRXFR0fbX976a+c7UDWceRI+yEnqUheTao6x4++tEWVlx0fYEmu0X/x/OPzL2+8lW388/Ny5WXfe9tixjXZ8+Yo9YdX3j5P12+rcBUFlazJUfHUufitSRlc27/KQxaeu7/KQxWY7qXHW1VWyt6SWcLFbylbQH8F1Ch6bdgI+a2ROSBhHG0f7azPLbNk/DzJZJWgMcnmbzeGBm0uuZwAWS9k3pdHVk0nbnWqw1rVUzY+3mbayoruN7D72dNmFece8sfvOfd6Pk2sDmrY0ZW3zN2drQRElREXv270HvilJ6V5Rsf/QqT36988+Tbnya5dW7djQZVlXJP/5nQqwYnl+wNmNS+tTh8ZJSZ/hlnY+6Ev+eQm/nLQyr6tGq2wjJ9bX2KktHrautYvv+3etY1sy+uYjT4WokoVdwRfT8YeAjZvZEtH0W8LyZfalFgWTpcBWtpUvy2onRUKGzgTGJ4UaSTgQeAy40s9uisuGE+9I3R5OBJHpoPw3sRbhp3pRDfCOAhQsXLvR7vgXU0e75prZWIfyCvfb0cC9009YGVlTXsqy6lhUb6lheXcvy6vC8YkMtyzfUsa2h2X9+fOQDg+lZVkyP8hJ6lhXTs7yEnmUl9CgvpmdZSfR6x/azbn+RVRt3vUw5rKqSZ686Ie/vs1B1Jerr6r2dk3W0/wPdzaJFixg5ciS0V4crwixRTcABhPukq1O2/4sweUUskv4v+jExhvhsSROAajP7ZVT2ePQ8IunQHwGfAp6U9AugF6GX8+vAXYmdoo5iU4DLJFUQhiedSrgU/ZlcEq/rWvLxC7GpyVi/ZRs/+tc7aVurl93zOt+e+iYb63bu2FIkGNyngqFVlRwwrC+T9t+doX0rGFJVyf898CZr0tzXG1ZVya3npLvIk9nVH0t/mbKlLcJ8trzaonXT2oTWVvXlOzbXdcRJvh8GfmFmSyQNSLP9PVo2Fvb7Ka//O6m+X5JBFMexwM+AHwPbgIeA/zWzbSm7XwWsJ4xFPg+YSxim9LcWxOs6sWz3VScfMpSNdQ2sqdnKmpqtvL8pPK/ZtJX3o+fEtrWbt9GY5UZpQ5Nx6rhhDK2qZEjfCoZVVTKkqpLBvcspKU4/qVrttsY2uUyZr1ZXIpGEllf81nO6upzrruIk3z7s6OiUTlnM+gAwa37Al5mNyFD+FnBSDsc3AddGD9cJtWR2HzNj09YG1m+uZ92Wbazfso3vPpi+I9LX//Y6V/x9VtpLwCVFYlDvcgb2KmdwnwoOGNqXgb3LGNSrnJsen8f6LfW7HDOsqpLvTT4g1nvs6C1C51z+xEmWS8g+heRRQOa+9c61ULrZfa64dxYvv7eWfQb2Zv2WbazbvG3H8+Z61kfJNtPQkVSNZlxw9EgG9SpnUO/y7c8De5XTt7I047CNqh5leb+86wnTua4vTvK9D/iypNvZ0QJOTDF5BuH+a9pZoVz3FOfeqpmxsbaBpdVbWLY+dFBaHnVUevTtVbsk0W2NTfzphSVAuI/ar0cZ/XqW0b9HGSMG9mBcj6rtr/v1LKN/z1L69Sjjy398NWNHpKs/lm3q8vTa4vKuc67ri9vh6hTgRcJSfgZcJelH7Bje89N8B+g6p3T3Vq/6+ywWvr+JvQf12pFco0S7bH0tm7ftfDm4vKSIYf0qM7ZeBcz49kfoU5G5ZZoq3x2RwFurzrn44kwvuVHSBwkdpD5P+N33EcJMUDcD3zSz/Mw47Tq96x+Zvcu91bqGJm56fMediaoepQyrqmSvAT350D4DGd6vkmFVlQytqmRYv0oG9CxDUsaJD4ZWVVLVoyxWXN5Sdc51BHGnl9wIXAxcHE2sIWCN5TpY2HV5G7bU87dXlqSdkCFh2qXHMLSqkl4Zpv9Lle+JFLyl6pwrtJyTr6RvA/eZ2ZsAZrYmZfv+wBlm9r38hug6g3mrarjjuUXc99oyausbKSsuYlvjrj2Hh1VVsu/g3rHqzvfsPs45V2hxWr7XEHozZ1p24gBChytPvt1EY5Px5OzV3PHcIp6Z/z5lJUWceshQvvChEcxbtalNWqv5GGPqnHOFls+FFSqA9OtUuS5lQ20997yyhLuef4/F67awe58KLj9pDJ8bvyf9e4Z7sPsPDcu5+b1V55zbVdbkK6kPUJVUNEDSnml27Q/8F2EssOui5q+u4c7n3uPvry1ly7ZGjhjRjys/OpZJ+w+mNM2sTX5v1Tnn0muu5Xsp8O3oZyMsMj8lw74CrshLVK4g0o3L/eTBQ3lq7mp+/+wips8Ll5YnHxwuLR8wrG+hQ3bOuU6pueT7VPQsQhK+H5iVso8Bm4AXzOy5vEbn2k26cbmX3/s633/oLdZurt9+afmzR+zBgF7lBY7WOec6t6zJ18yeJiy9h6S9gFvM7MX2CMy1rxsembPLuNz6RqOmrpFffn4cJ+2/e9pLy8455+LL6beppF6EtW/jzRTvOo3laSaxAKhvbOKUg4Z64nXOuTzK6TeqmW0CjmjjWFwBDelbkbZ8aFVlO0finHNdX5zmzEx2LHjvupCmJmNwn12Tb2vnPHbOOZdenOT7HeBCSce3VTCu/ZkZ1zz4FjOWVPPJg4YwrKoSEWaiuvb0A32okHPOtYE4k2ycBSwGHpP0OjAX2JKyj5nZ+fkKzrW9KY/N467n3+NLx+7doiX1nHPOxRcn+Z6b9PMh0SOVAZ58O4k7nl3ITY/P49OHD+eqj44tdDjOOddtxFlS0Lu7diEPzFjGNQ++zaQPDOZHpx2IlNt6uM4551rPE2o39OTs1Vx2z+sctXd/fv65cZT4MCLnnGtXsRdWUGgijQP2joreBWb4mr6dwyuL1vGVP73K2CG9ufWcw6koLS50SM451+3ESr6SPgrcTJhwI9kiSV81s0fyFpnLu9krN/Lfd7zM0L6V3HHeeHpXlBY6JOec65ZyTr6Sjgb+AWwGbgLeijbtT+iM9Q9Jx/v8zh3T4rVbOOf2l+hRVsJd549noM/P7JxzBROn5fttYCVwpJmtSN4g6QbgxWifj+YvPJcPq2vqOPt3L7KtsYl7vvRBhvfrUeiQnHOuW4vT0+ZI4LepiRcgKrsVOCrOySWVS7pO0nJJtZJekHRiDsctkmQZHvNS9s2035fjxNpZbait5wu/e5k1NVv5/blHMHpw70KH5Jxz3V6clm8ZUJNl+8ZonzjuAM4grBE8n3D5+mFJx5rZ81mOuwTolVK2F/ADYFqa/R8B/phS1uVXZ6rd1sgFd77M/NU13P6FIxi3Z79Ch+Scc454yfcd4LOSfmVmDckbJJUAn4n2yYmk8cBngUvNbEpUdhfwJnAdcEymY83sgTT1/V/045/SHDLbzFKTb5dW39jE//z5NV55bz0//+w4jtl3UKFDcs45F4lz2fnXhEvPj0v6uKSR0eMU4PFo280x6jsTqAduSxSYWR1wOzBB0pAYdQF8HliYqcOXpEpJ6Zfu6WKamowr753F47NX873JB/CJg4cWOiTnnHNJ4sxwdZuk0cBlwIQ0u9xgZrfHOPc4Qot0U0r5S4AI01fucn85HUnjCCsu/TDDLhcAXwu76g3gO2Z2f5b6qoCqlOLhucRSaGbGD/75DvfNWMbXP7IvZx+VOirMOedcoSnu3BiS9gUmAyOjoneBf5jZ3Jj1vAksM7OTUso/QBjGdEGuyVzST4CvAx8ws3dStj0L/BVYCOwBXAzsC3zezP6Sob5rCKs47eI3v/kNgwcPziWsgpi2VPxzSTHH7N7E6SOa8FkjnXMuf1atWsWXvvQlgJFmtqil9cROvvkiaQHwlpl9MqV8b2ABcJGZ/TKHeooIqy2tNrNDc9i/J+G+cgmwZ7qZubK0fKcvXLiQESNGNHeadvPAjGXc8MgcllfX0reylOraek49ZCg/+/QhFBV1vcw7depUJk+eXOgwujX/DgrLP//CWrRoESNHjoRWJt/Y00smizpaTQb6Aw+a2coYh9cC6WZ6qEjanotjgWHAjbnsbGabJd0C/BgYA8xOs081UJ1c1hEXHnhgxjKuvu8NausbAaiuradIMHH0wC6ZeJ1zrqvIucOVpOslvZz0WsBjwN+A3wBvSNonxrlXAOk6VSXKludYz38BTUDaS8gZLIme+8c4psO54ZE52xNvQpPBzx6dl+EI55xzHUGc3s4fBaYnvf4EYTjQDYSexgBXxahvJjBWUup43SOj59ebq0BSOWGc8FNmlmuyhh2LQqyJcUyHs7w6/cWBTOXOOec6hjjJdw8guUn1CcLQnqvM7G7gFqDZ2amS3AuUEnoiA9uT6XnAs4lkKmlPSZlWej+ZcG823dheJA1MUzYA+GoUe6duIg6tqoxV7pxzrmOIO8NV8uQaxxMuOye8S/rLyGmZ2YuS7gGuj8b0LgC+QJip6tykXe8i3NdNdxPzv4CtwN8znOZ/JE0GHiJ0yhoGfBHYDTg111g7qstPGsNV982irr5pe1llaTGXnzSmgFE555xrTpyW7xLggwCS9idcun06aftuQOqY3eacQ1gh6Rzg54SW8Mlm9mxzB0rqA3wc+KeZbciw23PA+8CFwK8IY31nAMea2UMxY+1wTh03jAsmjNz+elhVJdeefiCnjhtWwKicc841J07L927gW5J2IywjuBH4V9L2cYTWa86iGa0ujx6Z9jkuQ/lGIOv1VTObRvq5nruMwX1C5/Dnrz6BIX39crNzznUGcVq+1xIWQvggYMA50ZAcJPUFPkmYZtK1o9kra+hdUcLufbrFzJnOOdclxJlecitwfvRIVUO437slT3G5HM1dVcPY3Xt3yHHIzjnn0ovT8s3IzJrMbIOZ1eejPpcbM2P2yhr29TV6nXOuU8mYfHNZ1D7LsR9u6bEudys31lFT18DY3T35OudcZ5Kt5ftvSU9IOkVScXMVSSqVdJqkp9m5I5ZrI7NX1gB4y9c55zqZbPd8xwE/A/4BrJH0GGG5vwXAOsK42/7AaOAowgQbVYTexYe0WcRuu7lR8h3jLV/nnOtUMiZfM3sTmCTpg4QZoSYDnyP0dE4mwrCj+4Bfm9nLuHYxZ2UNg/uUU9WjrNChOOeci6HZ3s5m9jzwfHTp+TDgA8AgQhJeQ1ieb4aZNWWuxbWFOatqGLN7n0KH4ZxzLqY4Q40aCZedX2q7cFyuGhqbmLd6Ex/aZ0ChQ3HOORdTXoYaufb33rotbGto8pavc851Qp58O6k5ic5W3tPZOec6HU++ndSclTVIMHpw6nLIzjnnOjpPvp3UnJU1jBjQk4rSZodgO+ec62A8+XZSc1fV+CVn55zrpDz5dkJ19Y0sWruZfX1yDeec65RalHwljZJ0dLSUoGtn81dvosnwOZ2dc66TipV8o3meFwBzgP8QJt1A0m6S5ks6sw1idCl8TmfnnOvcck6+ko4D7ifM6/xdwrSSAJjZasKcz5/Nb3gunbmraigrKWLEgB6FDsU551wLxGn5fht4HTgS+FWa7c8Dh+YjKJfd7JU1jBrUi5Jiv2XvnHOdUZzf3kcAf8oyh/NSYPfWh+SaM3dljd/vdc65TixO8i0CtmbZPhDY1rpwXHM2bKln5cY67+nsnHOdWJzk+w4wMcv2UwiXpV0bmrPK1/B1zrnOLk7yvR04U9L5SceZpB6Sfg58EPhtvgN0O5uzciPgczo751xnFmdJwV9LOhq4FfgpYT3fvwADgGLg92b2pzaJ0m03Z1UNvStKGNK3otChOOeca6FY3WXN7CzgDOBxYDZh2NG/gE+Z2flxTy6pXNJ1kpZLqpX0gqQTczjuGkmW5rEyw/7nS3pHUp2kuZL+X9xYO4o5K8O0kpKa39k551yHlHPLN8HM7ieM982HOwjJfAowHzgXeFjSsWb2fA7HfwnYkvS6NnUHSV8CbgHuAX5GuG/9S0kVZvbT1gTf3syMOStr+MTBQwsdinPOuVaInXzzRdJ4wqQcl5rZlKjsLuBN4DrgmByq+ZuZVWc5RyXwQ2CqmX06Kr5VUhHwHUm3mdmGlr+L9rVyYx0b6xq8s5VzznVyOSdfSd/OYTczs+/nWOWZQD1wW9LBdZJuB34oaYiZrWg+LPUBaszM0mw/nnBP+uaU8l8B/wV8DLg7x3gLbk40raR3tnLOuc4tTsv3mizbjDDdpAG5Jt9xwGwz25RS/lJU1yFAc8l3MdALqJF0L3CZma1LOQfAKynHvQo0Rds7X/L1lq9zznVqcZLvyAzH7wNcCvQFvhCjviHAsjTliYSb7cbmeuAXwAuEiT1OINz/PVTSkWaWmAxkCLA1JSFjZtskrc10DklVQFVK8fAs8bSLOatqGNynnKoeZYUOxTnnXCvEGWr0XoZNCyQ9Sljl6DzgGzlWWUn6GbPqkrZniuWmlKJ7Jb1JuJx8DmE4VKKOTLNu1WU5xyXAd9JtmDZtGoMHD84UWpt6aU4x/UqMqVOnFuT8HUV3f/8dgX8HheWff+GsWrUqL/XkpcOVmVl02fdyck++tUB5mvKKpO1x3ALcAJzIjuSb6RyJ82Q6xxRCT+xkw4HpkyZNYsSIETFDa73GJuPyl//Nxw7di8kf/0C7n7+jmDp1KpMnTy50GN2afweF5Z9/YS1atCgv9eSzt3MZoXNTrlYQLgunSpQtj3NyM2uStAzon3KOMkn9ky89S0rEmvYcUQ/q6uSyQo+rXbR2M9samnwNX+ec6wLysiadpMOBiwnzP+dqJjBWUq+U8iOj51jzREsqBfYA1qScA+DwlN0PJ7z3mXQSc6POVmN371PgSJxzzrVWzslX0rsZHtXAi8Agcr/kDHAvUApckHSOcsJ942fNbHlUtqeksSmxDEpT3+WES8mPJJU9QZiF66sp+34F2AQ8HCPegpq9sgYJRg9O/VvFOedcZxPnsvNiwlCiZAa8BswFfmtmi3KtzMxelHQPcL2kIcACQm/pvQgzXSXcBRxLGH6U8J6kuwkTcmwljOc9A3gG+HPSOWolfQv4laS/AdMIM1ydBVyZbYKOjmbuqhpGDOhJRWlxoUNxzjnXSnF6Ox/XBuc/hzAu+BygHzALONnMnm3muD8BRwOfItxrXhTVc62ZNSTvaGY3S6oHvg5MBpYAF5vZz/P4PtpcYk5n55xznV/BppeEMKMV4XLx5Vn2OS5N2YUxz3MrO3pAdzp19Y0sWruZU3xOZ+ec6xLy0uHKta35qzfRZDDWZ7ZyzrkuIWPLV1ITu97jbY6ZWUFb011RYlpJH2bknHNdQ7ZEeRfxk69rA3NW1VBWUsSIAT0KHYpzzrk8yJh8zezcdozDZTFnZQ2jBvWipNjvEjjnXFfgv807gTkra/x+r3POdSGefDu4DVvqWbmxjn09+TrnXJcRK/lKOlrSQ5LWSGqQ1JjyaGi+FhfHnFW+hq9zznU1caaXPAZ4kjD38ovRsU8CLxNmn3oT+EMbxNitbU++3tPZOee6jDgt328SVgn6ADumf/yRmR0FfBQYCdyW1+gcc1ZupHdFCUP6VjS/s3POuU4hTvIdD9xmZmuApuTjzWwaodX7/fyG5+au3MSYwb0LvqShc865/ImTfMuBZdHPW6Pn5GuhM4HD8hCTi5gZs1du9Pu9zjnXxcRJviuA4QBmtpmw2PwBSduHA97hKo9WbdzKxroGT77OOdfFxJkK8mXCSkIJ04BLJb1HSOL/Q+iI5fJk9sqNgHe2cs65riZOy/d24H1JldHrbwC1wB3A7wiXoq/Ia3Td3FwfZuScc11SnPV8HwUeTXr9rqR9gROBRuAZM9uQ/xC7r9kraxjcp5yqHmWFDsU551wetWoFouje7z/yFItLMXdVja9k5JxzXVCcSTZek/Q1SQPbMiAXNDYZ81Zt8jmdnXOuC4pzz3c3YAqwTNIDkk6XVNo2Ybn31m5ma0OTt3ydc64LipN89wBOAv5GuM97D7BC0i8lHdEWwXVnc1aGzlZjd+9T4Eicc87lW87J14JHzexsYHfgv4HXgS8DL0h6R9JVbRRntzNnVQ0SjNqtV6FDcc45l2ctWlLQzDab2Z1mdiIwAvg/YAjwgzzG1q3NWVnDiAE9qSwrLnQozjnn8qxVvZ0l7Q2cA5wF9AHq8xGUCy3ffQd7q9c557qi2C1fSX0lfVHSM8A84NvAJuDrhPvCrpXq6htZ9P5mxvj9Xuec65JybvlKOoXQyj0FqABWAzcBd5rZ620TXvc0f/UmmsynlXTOua4qzmXnfxCmkHwQuBP4t5k1tklU3Vyip7NPK+mcc11TnMvOXwWGmNmnzeyf+Ui8ksolXSdpuaRaSS9IOjGH406X9FdJCyVtkTRb0g2S+qbZ1zI8vtza+NvK3FU1lJUUMWJAj0KH4pxzrg3Emdv5ljY4/x3AGYTJO+YD5wIPSzrWzJ7PctxvgeXAH4DFwIHA14CPSTrczOpS9n8E+GNKWYddgWn2yhpGDepFSXGLOqM755zr4FrV27k1JI0HPgtcamZTorK7gDeB64Bjshx+ppk9lVLfq4TL4Z8lJPVks80sNfl2WHNX1XDU3gMKHYZzzrk2Usim1ZmEoUm3JQqiFuvtwARJQzIdmJp4I/dHz/ulO0ZSpaSKFkfbTjZsqWfFhjq/3+ucc11YIZPvOEKLdFNK+UuAgENi1rd79Px+mm0XAJuBWkmzJJ2WrSJJVZJGJD+A4THjaZG5q6POVt7T2TnnuqyCXXYmzIi1LE35iuh5aMz6riSsK3xfSvlzwF+BhYRxyBcD90n6vJn9JUNdlwDfSbdh2rRpDB48OGZouXtmpYBi3pv1PFPntNlpOrWpU6cWOoRuz7+DwvLPv3BWrVqVl3oKmXwrCUOXUtUlbc+JpM8D5wPXmtmC5G1mdnTKvncS7itfL+luM7M0VU5h1/vGw4HpkyZNYsSIEbmGFtsrD7xJ7xXL+MKnTkZSm52ns5o6dSqTJ08udBjdmn8HheWff2EtWrQoL/UUMvnWAuVpyiuStjdL0kTCfeJ/At9qbn8z2yzpFuDHwBhgdpp9qoHqlPPkEk6rzVlZw5jBvT3xOudcFxYr+UrqCXweGA0MINybTWZmdn6O1a0gXHpOlShbnkM8BxMm/5gFfCbG2OMl0XP/HPdvF2bGnFU1fPygjH3NnHPOdQFxppccDzwEDMyymxEu/+ZiJnCxpF4pna6OjJ6zTlkpaR/g34RpLj9uZptzPC/A3tHzmhjHtLlVG7eyobaesd7T2TnnurQ4vZ1/BpQBnwYGmllRmkec9e/uBUoJPZGBMOMVcB7wrJktj8r2lDQ2+UBJuwPTgCbgJDNL18MZSbv8oSBpAGG2roVmNi9GvG1uzqrQ03lf7+nsnHNdWpzLzocBPzKze/NxYjN7UdI9hI5PQ4AFwBeAvQgzXSXcBRzLzpe4/01ovV5PGBM8IWnbgqTZsf5H0mRCi30xMAz4IrAbcGo+3kc+zVm5EfBhRs4519XFSb4bgbV5Pv85wPej536Ee7cnm9mzzRx3cPR8RZptdwKJ5PsccDRwIeH+7qZo249yOEe7m7NyE7v1Lqdfz7JCh+Kcc64NxUm+9wEnATfn6+TRjFaXR49M+xyXpiynrsBmNo1webpTmLNqo89s5Zxz3UCce75XArtJ+oWkfeRjYfKqscmYt2qTX3J2zrluIE7Lt5rQm3k8ocNSurGoZmaFHDvcab23djNbG5q85eucc91AnER5FyH5ujYwN+rp7MnXOee6vjjr+Z7bhnF0e7NX1iDB6N08+TrnXFfnq7V3EHNX1bBX/x5UlsUZKu2cc64zipV8JRVLOkfSHyU9KmlcVN4vKh/WNmF2fbNX1vglZ+ec6yZyTr6SegBPE1b7mQycQBibC2EM8I+Br+Q5vm6hrr6RRe9v9p7OzjnXTcRp+V4DHA6cRphdantX52hBg8Q4YBfT/NWbaDIYs3ufQofinHOuHcRJvp8CfmtmUwlzKqeaD4zIR1DdzY6ezr0KHIlzzrn2ECf5DiX7SkNbAL9u2gJzVtZQVlzEiAE9Cx2Kc865dhAn+a4lLEyQyf7ksAav29WcVTXss1svSoq987lzznUHcX7bPw6cF3W82omkkcB/E1YbcjHNWVnja/g651w3Eif5fpfQu/llQq9mAz4q6VrgNWArcG3eI+ziNtTWs2JDna/h65xz3UjOydfM5gMnAg3A9wi9nS8jLLiwBDjRzJa0RZBdWaKzlbd8nXOu+4i1CIKZvQocLOkAYD9CAp5nZjPaIrjuYM7KkHz39eTrnHPdRotWIDKzN4E38xxLtzRnZQ29y0sY2rei0KE455xrJ969tsDmrKph3917p1ue0TnnXBcVZ3rJJkmNzTw2SXpb0hRJQ9sy8K7AzJjjczo751y3E6flexfwBuE+72xgavSYE5XNAh4mdMj6GjBD0t55jbaLWV2zlQ219T6ns3POdTNxk+9I4GQz29/MTo8eHwBOibb9yswOAj4BVBF6RbsMZq9MTCvpydc557qTOMn3B8BvzGyXiTTM7F/ArUTjfM3sn8DvCUOTXAZzVm4E8Javc851M3GS7yHAwizb3wUOSno9A+jfgpi6jTkrN7Fb73L69SwrdCjOOefaUZzkW032luyHCev6JvQFNrQgpm5jzqqNfsnZOee6oTjJ927gNEm3SBojqVhSUfTzLcCpwF+S9j8eeDuPsXYpjU3GvFWb/JKzc851Q3GS7zcJCyd8kZBU6wjzOb8dlU2L9kFSBeGy83XZKpRULuk6Scsl1Up6QVJO94klDZP0N0nVkjZKeiBa4CHdvudLekdSnaS5kv5fju+5zby3djNbG5q85eucc91QzjNcmVkt8HFJJ7OjdzPAIuDBqNNVYt864Bs5VHsHcAYwBZgPnAs8LOlYM3s+00GSegFPEtYP/iFheNOlwFOSDjGz9Un7fgm4BbgH+BkwEfilpAoz+2kOMbaJxJzOnnydc677iT29ZJRk/9Xsjs2QNB74LHCpmU2Jyu4iTFt5HXBMlsO/CowCDkvMKy3p4ejYS4FvR2WVhOQ81cw+HR17q6Qi4DuSbjOzdr8v/cCMZXxrapid88t/eJUrPjqWU8dlWyrZOedcV1LI6SXPBOqB2xIFUYv5dmCCpCHNHPtC8oIOZjabsObwp5P2Ox4YANyccvyvCK3mj7XmDbTEAzOWcfV9b1BT1wDA8g11XH3fGzwwY1l7h+Kcc65AMrZ8JX2bsGbvD82sKXrdHDOz7+d47nHAbDPblFL+EmHGrEOAFWniKiIMafptmjpfAj4iqYeZbYnOAfBKyn6vAk3R9rvTnKOKMElIsuGZ30rubnhkDrX1jTuV1dY3csMjc7z165xz3US2y87XEJLvdcC26HVzDMg1+Q4B0jX3Egk309zQ/YFy0iTmqExR3Qui561mtm6nIM22SVqb5RyXAN9Jt2HatGkMHjw4w2HNW1ZdHIWYWr6FqVOntrje7sQ/p8Lz76Cw/PMvnFWrVuWlnmzJdySERJX8Oo8qCb2lU9Ulbc90HDkeW0n4wyGduiznmELoDJZsODB90qRJjBgxIsNhzbv+nSdYVl27S/mwqh5MnnxCi+vtLqZOncrkyZMLHUa35t9BYfnnX1iLFi3KSz0Zk6+ZvZftdR7UElqwqSqStmc6jhyPzXSOxL5pz2Fm1YRJRbbL15J/l580hqvve2OnS8+VpcVcftKYvNTvnHOu44vd2xnC+FxgILAmqWUc1wrCZeFUibLlGY5bR2j1ZjrW2HFJegVQJql/8qVnSWWEjliZztFmEvd1b3hkDsuraxlaVcnlJ43x+73OOdeNxEq+kg4FfgJMAIqBjwBPSNqNMLvVtWb2WI7VzQQultQrpdPVkdHz6+kOijp/vQEcnmbzkcC8qLNV4hxE+05L2u9wQk/vmRTAqeOGebJ1zrluLOehRpIOAaYD+xCWF9zOzFYT7p9+Ica57wVKgQuSzlEOnAc8a2bLo7I9JY1Nc+xRksYlHTsGOIEwmUbCE4SW8ldTjv8KsImw/rBzzjnXruK0fL9HuEw7jnC/9L9TtqeOsc3KzF6UdA9wfTSmdwEhee9FmOkq4S7gWHbuInwzcCHwL0k/Jcxw9b+Ey8w3Jp2jVtK3gF9J+huh9TsROAu4Mrq365xzzrWrOMl3IuGy8qaohZpqMZmH7mRyDmFo0jlAP2AWcLKZPZvtIDOrkXQcIdF+i9CCfxK4xMzWpux7s6R64OvAZGAJcLGZ/TxmrMUAS5cujXmYy6dVq1blrbehaxn/DgrLP//CSsoBxa2pJ07yrSD7EoF94p48mtHq8uiRaZ/jMpQvBT6V43luBW6NG1+K0QATJ05sZTXOOee6gNGEK7YtEif5LgAOy7L9BLr2EoLvRs/HElr5rv0NJ/Q7mAj4JYjC8O+gsPzzL7w9gafZkRNaJE7y/TPwrejeaWJOZQOQ9HXgo8DFrQmmg0sMqVpsZosKGUh3lTTWeql/B4Xh30Fh+edfeEnfQUuH2QLxku9PCEOLHgFmExLvjZIGAbsDj7LrAgbOOeecS5HzUKNoMo2PAJcRZoaqA/YF3geuAE4xs6a2CNI555zrSmItKWhmDWZ2o5kdbmY9zayHmR1sZj81s4a2CtK5zk7SCEkm6ZpCx9JVSDou+kzPLXQszsVVyPV8O5tq4LukzPns2lU1/h0UWjX+HRRSNf75F1o1efgOZGb5CMY5l4VCL41yoMGvEuVHNNb/SeA8M7ujoME4F1OLFlZwzsVj4a/cumZ3dB2WpEqg3v94cvngl52dawVJ5ZK+IektSXWSqiU9mDzveLRf2nu+knpI+pmkFZJqJb0g6URJd0ja5bKUpNGS/hDtv03SIkk3SOqZst8d0fn6Svq1pNVRfM9KOjK13gzv7ZqojjGSfiRpqaStkl6XdHLKvhnvv6Z7L5KeimIfIen+6HNbH+3bS1JR9LkujOJ+TdLRWWK9SNLcaN+5ki7KsF/cz2+QpN9JWgVsJoyzda7VvOXrXAtJKgX+DXwI+APwS6AvYd7xZyUdY2avNFPNPcDJwAPAY8BI4H5gYZrzHUZYLKQa+A2wDDgY+BpwtKRjzaw+5bBHgDWEudkHEOZA/6ekkWZWk+NbvROoJww3LAMuAR6QtG8rx5r2jN7P08BVwBGEOeMrgLWEVcp+QViA5TLgQUl7pYn7IsJwx98ANcDngJ9HS4l+N7FTCz+/R4GVhGlwexIWZHGu9czMH/7wRwsewKWE8e4npZT3IcyC9lRS2Yho32uSyk6Oym5NOT5RbinlrxPG2PdOKT8t2v/cpLI7orKbU/b9VFT+pRze3zXRvg8R9Q+Jyo+Iyq9NKjsuNYbUWFLKnor2vzyl/D6gCXgFKE0q/2Rq3EnnrAGGJ5WXAS8R/mBILm/J5/fHQv8780fXfPhlZ+da7izCL/NXJQ1MPAi//B8FJkT3CTP5RPT8s+RCM/sX8E5ymaQDgYMIM82Vp5zvGcIl0UlpznFjyusnoufRzb67HW4ys+2Xjc3sZUILME4d6TQSWrbJphNWMLvFdm6FTo+e053zTxbmek/Et43wvkuIPuNWfH4/if2unMuBX3Z2ruX2I6xjvSbLPgMJK2mlM5LQypufZtucqP7kc0EY4vDdXXcHYHCasp3mnzWztdH0eAMy1JFOujls18asI50VFhZXSbY+et7psruZrc8S9ztpyhLzzO8dPbf085ubYV/nWsWTr3MtJ+ANwn3UTLIl5oRcxvslJpT9KeE+czrrUwvMrLGZ+nKRSx3Z3kOm3zOZ6s31nHG09PPb0sLzOZeVJ1/nWm4eMAh4wlo2teoiwoiD0ezaehuT5lwAjWb2WAvO1dbWRc/902zbO01ZPu2XpuwD0XOi1d7RPz/Xzfg9X+da7i5CL9u0LV9J6S5jJnswer405biT2TWhzADeBL4saZdkJqlEUrrE114WAg3Ah5MLJX0IOKqNz/1fkrYPAZJURvhMGwmdxaDjf36um/GWr3MtdxNhsZEbJJ1A6My0kbDe54mESTWOz3L8vwhDgS6MOv4khhp9EZhF6CAEhK7Cks6OzjFL0u+At4AewCjgdOBqQi/ddmdmmyTdAVwg6S+E3syjgfMI7+XgNjz9XOBFSbcQej5/ntAj+/tmtiSKr0N/fq778eTrXAuZWb2kjwNfBc5mR0ee5YShLnc2c7xJOgP4IWFs6scIieq0qM7RKfvPjCbvuJow9ObLhGSziJA0Hs/H+2qFSwn3Vk8DJgOvEnobf5G2Tb6/IAzvuojwh89i4BIzuyl5p07w+bluxOd2dq4DkvQGYZzr2ELH4pzLP7/n61wBpRsHHLWmDyCMFXbOdUHe8nWugCRdC4wjrM6zATiEMMXiRuCQ5MkjnHNdhydf5woo6tl8FWFoTF/CkJ0ngG+ZWbrJN5xzXYAnX+ecc66d+T1f55xzrp158nXOOefamSdf55xzrp158nXOOefamSdf55xzrp158nXOOefamSdf55xzrp158nXOOefamSdf55xzrp158nXOOefamSdf55xzrp158nXOOefamSdf55xzrp158nXOOefaWYuSr6RySWX5DsY555zrDnJaz1fSIcCngeOA/YFe0aZNwJvAU8C9ZjajLYJ0zjnnupKsyVfSKcC3gMMBAYuABcDa6HV/YBSwF2DAK8D3zOyfbRq1c84514llTL6SngCOJbRq/wA8bGarMuw7GPg4cFZ0zJNm9uG2CNg555zr7EqybKsGxpnZrOYqiZLy74DfRZeov5OX6JxzzrkuKGOHKzM7PZfEm+a4mWZ2Wi77Rh23rpO0XFKtpBcknZjDcadL+qukhZK2SJot6QZJfTPsf76kdyTVSZor6f/FfV/OOedcvuTU4arNTi79BTgDmALMB84l3F8+1syez3Lc+8By4AFgMXAg8GVgHnC4mdUl7fsl4BbgHuBRYCJwNnCZmf003+/JOeeca07s5CvpGGASMBj4qZnNltQLOBSYZWbVOdYzHngRuNTMpkRlFYTe08vN7Jgsxx5nZk+llJ0D3AmcZ2Z3RGWVwBLgGTM7NWnfPwKfBPYwsw25xOucc87lS87jfCUVS/or8CTwDeC/gaHR5gZCK/SrMc59JlAP3JYoiFqstwMTJA3JdGBq4o3cHz3vl1R2PDAAuDll318BvYGPxYjXOeecy4s4k2xcSbhE/L+EBKfEhihp3g+cHKO+ccBsM9uUUv5SVPchMeoC2D16fj/lHBCGQCV7FWhK2u6cc861m2y9nVOdA9xlZjdJGpBm+zvES75DgGVpyldEz0PTbMvmSqARuC/lHFvNbF3yjma2TdLaTOeQVAVUpRSXAXsT7is3xozNOedc11BMyC0vm9nWllYSJ/mOALJ1UKoG+sWorxJIF3hd0vacSPo8cD5wrZktSDnHtgyH1WU5xyX4cCnnnHOZTQSeaenBcZJvDWFGq0xGAWti1FcLlKcpr0ja3ixJEwn3if9JmI0rl3MkzpPpHFOAO1LK9gKemj59OsOHD88ltDb3zfveYMn6Ldx1/pGFDqXdTJs2jUmTJhU6jG7Nv4PC8s+/sJYuXcrEiRNhx1XaFomTfJ8BzpJ0feoGSf0IHbD+HaO+FYSme6pE2fLmKpB0MPAPYBbwGTNLvRy8AiiT1D/50nO0KMSATOeIemxXp5wLgOHDhzNixIjmQmsXuw2rZknD+g4TT3sYPHhwt3q/HZF/B4Xln3+H0arbj3E6XP0QGA08AZwSlR0cjaN9DegJ/DhGfTOBsdEwpWSJZtzr2Q6WtA8h2a8GPm5mmzOcA8LY4WSHE977TDqxitIiauv99rNzznU2OSdfM3uF0Nt5LPD7qPgnwK8J905PM7O3Y5z7XqAUuCBRIKkcOA941syWR2V7ShqbfKCk3YFphB7LJ5lZcg/nZE8A69h1CNRXCCsyPRwj3g6norSYOk++zjnX6cS57IyZ/VPSCOAj7BhuNA94xMy2xKzrRUn3ANdHY3oXAF8g3Fs9N2nXuwiLNSip7N+EnsfXE8YET0jatiAxO5aZ1Ur6FvArSX8jJOyJhAUgrsx1QpCOqtKTr3POdUqxki9A1LX6oejRWucA34+e+xHu3Z5sZs82c9zB0fMVabbdCWyfmtLMbpZUD3wdmEyY8epiM/t5K2MvuIrSYuobjYbGJkqK49xBcM45V0g5J19J44APmdmvMmz/f4TLxTNzrTOanOPy6JFpn+PSlCnNrtnOcytwa5xjOoPK0mIA6hqa6OXJ1znnOo04v7G/Q1izN5OPAd9uXTgujoqykHxrt/mlZ+ec60ziJN8jgKezbH8aGN+6cFwcFSXh6/P7vs4517nESb4DCT2HM6mO9nHtpDJq+Xrydc65ziVO8l0N7J9l+wFkT84uzxL3fH2sr3POdS5xku9jwAWSdknAkj5AmFv5sXwF5ppXUer3fJ1zrjOKM9ToB8DpwMuSfseO2aEOIUwtuY0wbMi1k4qk3s7OOec6j5yTr5ktkHQiYcGB1Bmj3gLOM7N5eYzNNaPSW77OOdcpxZ3h6hXgAEmHEOZ5BphrZlnnYXZto6LUezs751xnFHuGK4BoIo2ZeY3Exea9nZ1zrnNqUfKV1IOwJN8uM02Z2eLWBuVy472dnXOuc4ozvWQRYS7li4Dds+xa3NqgXG4qPPk651ynFKfl+2PgMkLnqr8Da9skIpez8sQMV97hyjnnOpU4yfcs4N9mdnJbBePikRSWFfShRs4516nEmWSjHzC1rQJxLVNRWuRDjZxzrpOJk3zfAIa0VSCuZSpLi/2er3POdTJxku93gS9L2qOtgnHxVZQV+1Aj55zrZOLc8z0MeA94W9L9wEIg9be+mZlPMdmOKks9+TrnXGcTJ/lek/TzWRn2MXx+53ZV4ZednXOu04mTfEe2WRSuxfyer3POdT5xFlZ4ry0DcS1TUVrMus3bCh2Gc865GOJ0uNpO0ihJR0vqm++AXDwVpUV+z9c55zqZWMlX0imSFgBzgP8QOmEhaTdJ8yWd2QYxuiy8w5VzznU+OSdfSccB9wPrCMOOti+qYGargQXAZ/MbnmtOZZnf83XOuc4mTsv328DrwJHAr9Jsfx44NB9Budx5b2fnnOt84iTfI4A/mVmmiYSXkn21I9cGKkqLqatvwswKHYpzzrkcxUm+RcDWLNsHAt7ttp0l1vTd6osrOOdcpxEn+b4DTMyy/RTCZWnXjipKw1foiys451znESf53g6cKen8pONMUg9JPwc+CPw23wG67BItX7/v65xznUecSTZ+Lelo4Fbgp4SpJP8CDACKgd+b2Z/aJEqXUWVZSL4+3Mg55zqPONNLYmZnSfo7YW7nsYThRi8Cd5nZ39sgPteM8hJv+TrnXGeT02VnSZWSzpF0pJndb2ZnmNn+ZvYBM5vc0sQrqVzSdZKWS6qV9IKkE3M4brykmyW9KmmbpLRdfSWNkGQZHh9tScwdjbd8nXOu88m15buVcLn5YkJLN1/uAM4ApgDzgXOBhyUda2bPZznuZOBCYBZhco+xzZznj8AjKWVdonNY4p5vXb33dnbOuc4ip+RrZk2SlgB98nViSeMJM2JdamZTorK7gDeB64Bjshz+a+A6M6uVNIXmk++rZvbHVgfdAXlvZ+ec63zi9Ha+EzhbUnmezn0mUA/cligwszpCr+oJkoZkOtDMVplZbZyTSeopqaylwXZU3tvZOec6nzgdrp4DTgdmSroZmAdsSd3JzP6TY33jgNlmtiml/CVCR65DgBUx4svm+8CNhKFRLwJXZotTUhVQlVI8PE+x5FVFqd/zdc65ziZO8n006eebCEONkikqK86xviHAsjTliYQ7NEZsmTQR7vXeDywHRgOXAY9JOtHMpmc47hLgO+k2TJs2jcGDB+chtPzYuA2ghBdfnUHZstcKHU67mDp1aqFD6Pb8Oygs//wLZ9WqVXmpJ07yPS8vZ9yhkvTTVdYlbW8VM1sM7NSrWdLdwNvAj4GjMxw6hdAZLNlwYPqkSZMYMWJEa0PLm01bG/jWq4+w7377M/mYfQodTpubOnUqkydPLnQY3Zp/B4Xln39hLVq0KC/1xJlk4868nHGHWiDd/eOKpO15Z2bLJf0F+KKkHmaW7tJ5NVCdXCYpdbcOoaIk3Lb33s7OOdd5xOlwlW8rCJeeUyXKlrfhuZcQ3ntVG56jXZQUF1FaLO9w5ZxznUis5CtpD0m/k7Q0mtzihKh8UFR+RIzqZgJjJfVKKT8yem7Lcbh7A43A+jY8R7upKC32oUbOOdeJ5Jx8JY0EXiFMivEWSR2rzGwNcDhwQYxz3wuUJh8TDWM6D3jWzJZHZXtKam4cb6aYB6UpGwV8DvhP3OFKHVVlaTFbGzz5OudcZxGnw9UPCb2HDyDcj12dsv1fwCdyrczMXpR0D3B9NKZ3AfAFYC/CTFcJdwHHEnpTAyBpL+Ds6OX4qOz/otevm9mD0c/XS9obeJxwmXsf4MvRtstyjbWjqyzzlq9zznUmcZLvh4FfmNkSSQPSbH+P+GNhzyGMwT0H6EeYLvJkM3u2meNGRsclS7y+E0gk32mEZHsR4f7u+qjsu2b2VsxYO6yKkmK/5+ucc51InOTbh+yTXpTFrC8xo9Xl0SPTPselKXuKpJZwlmP/Qlj2sEurKCum1ns7O+dcpxGnw9USYP8s248iLI7g2tEDM5bxzoqN/GfuGo7+8RM8MCPdvCXOOec6kjjJ9z7gvyUdkFRmAJLOAD4F/C2PsblmPDBjGVff9wbbGkKrd1l1LVff94YnYOec6+DiJN8fAksJSwr+kZB4r5L0PCHpvg78NO8RuoxueGTOLvd6a+sbueGROQWKyDnnXC5yTr5mthH4IGEVosMJ91w/AowBbgaOj+7hunayvDr9SKlM5c455zqGjMlX0jGp42TNbKOZXWxmg4DBwO7AADO7KErOrh0NrUo//XWmcueccx1Dtpbvk4SWLQCS3pX0ycRrM1tjZqvNLHV1I9dOLj9pzPb1fBMqS4u5/KQxBYrIOedcLrINDdrKzgsfjABSp4J0BXTquGFAuPe7rLqWIsGPTjtge7lzzrmOKVvynQt8QdJr7JgDeYCkPbNVGC3j59rJqeOGceq4YfztlSVcce8s9hvap9AhOeeca0a25PsD4M9AYoV2I6xzO6WZOoub2e7awMTRAwF4Zt77jN3dE7BzznVkGZOvmd0r6XXgOMIyf9cA9xOmgHQdzJC+lewzqCfT573PBRP3LnQ4zjnnssg6HaSZzQPmAUi6Bvi7mf25HeJyLTBx9CDufnkxWxsaKS/xCxDOOddRZRtq1Cjp80lFdxJWHnId1IRRA6mrb+LV97rEMsXOOddlZRtq1MTO92/PISzJ5zqoo/YZQEmReGbe+4UOxTnnXBbZku9iYGLSaxHN5ew6pl7lJYzbs4pn5nvydc65jixb8v0DcIGkdZLejcqmRJNtZHr4ZekCmzBqEG8s28D6zdsKHYpzzrkMsiXf7wLnAw8DCwmt3rXAe1kePsa3wCaMHogZPLdgbaFDcc45l0G2oUYG/D56IKkJ+IH3du7YDh7el94VJTwzfw0fP2hIocNxzjmXRtahRimOB95pq0BcfpQUF/HBvQcwfd77mBmSCh2Sc865FHGWFHzazFa3ZTAuPyaMHsjS9bW8t3ZLoUNxzjmXRsaWr6TfEe7zftHMGqPXzTEzOz9v0bkWmTAqTDU5ff77jBjYs8DROOecS5XtsvO5hOT7FaAxet0cI3TScgU0cmBPhlVV8sy8NZx91F6FDsc551yKbB2uirK9dh2XJCaMGsi/3lxBY5NRXOT3fZ1zriPxhNpFTRg9kJq6BmYtrS50KM4551J48u2ijh41EAmfatI55zqg5jpcxeUdrjqI/j3L2H9oH6bPf5+LThxd6HCcc84laa7DVarE3M6pNxGNHXM/e/LtICaMGsTtz7zL5q0N9CyPM6TbOedcW8p42dnMipIfwGBgJjAV+BBQFT2OBv4BvBbt4zqIiaMHUt9ovLjQp5p0zrmOJM49358Bq83sdDN7wcw2Ro/nzew04P1oH9dBHLZXP8pLipju932dc65DiZN8TwYezLL9wWgf10FUlBYzfmR/73TlnHMdTJzkWw4Mz7J9eLRPziSVS7pO0nJJtZJekHRiDseNl3SzpFclbZOUcZ1hSUWSrpC0UFKdpFmSPhMnzs5s4uiBzFu9iZUb6godinPOuUic5PsMcJGkY1I3SDoWuAh4Nub57wAuBf4IXAw0AQ9L+mAzx50MXBj93Nwawj8ErgOmRTEuBu6WdGbMWDulo6OpJp+Z761f55zrKOIk3/8F6oEnJb0o6c7o8SLwRLTt67lWJmk88FngCjO7wsx+C5xASI7XNXP4r4E+ZnYY8EiWcwyLYrrJzL5kZrcCnwCmAz+R1OXHOe+3ex8G9CzjmXlrCh2Kc865SJxVjd4GDgX+CuwHnB099ovKDjOzt2Kc+0xCwr4t6Rx1wO3ABEkZF6M1s1VmVpvDOSYDpcDNSccaIXnvBYyPEW+nVFQkjh41kGfmryW8deecc4UWq+VnZovM7PNAX2BI9Kgys8+b2bsxzz0OmG1mm1LKXyKMGT4kZn2ZzrHRzOamOUdie5c3YfRA3t+0ldkrawodinPOObJPspFR1Hpc1cpzDwGWpSlfET0PbWX9iXOsjHsOSVWEMczJsnU269Amjo7u+857n/2G9ClwNM4557JNL7lvmhZjTiSNMbM5zexWCWxNU16XtL21WnqOS4DvpNswbdo0Bg/ufHOJDK4s5u/PvsVu698odCitNnXq1EKH0O35d1BY/vkXzqpVrW13Btlavm9J+gPwMzN7M5fKJI0jdMz6LOFeaza1pB+aVJG0vbVaeo4phJ7YyYYD0ydNmsSIESPyEFr7mqG3uPvlxZx08iQqSosLHU6LTZ06lcmTJxc6jG7Nv4PC8s+/sBYtWpSXerIl308CPwFelzQL+CfwMmFozzrCfdn+wGjgKMLwn/2At4FTcjj3CsJl4VSJsuU51JHLOSbGPYeZVQPVyWVS514Td8Kogdzx3CJeW7yeD+0zsNDhOOdct5ZtbueHgYOAs4BNwDeA+4DXgSWEIUEzgXuBy4DVhBbvwWaWcfhPkpnAWEm9UsqPjJ5fz/VNNHOOPpL2zXCOmXk4R6dw1D4DKCmSz3blnHMdQNbezmbWaGZ/MbOJhNbi54DvA7cQhut8D/gUsJuZnWBm95hZU47nvpdwafqCRIGkcuA84FkzWx6V7SlpbMz3lTCVMJzpq0nnEPBlwh8PL7aw3k6nV3kJ4/as8sk2nHOuA8i5t7OZrQL+lq8Tm9mLku4Bro/G9C4AvkAYf3tu0q53AceStIyhpL0IY4whGqsr6f+i16+b2YPROZZKmgJcJqkCeAU4lXAp+jMx/lDoEiaMGsSUx+eyfvM2+vUsK3Q4zjnXbRV6hqdzgJui558TWsInm1lz01SOJLTAvw8kpqJMvD4jZd+rgG8CHwV+RUjunzezvP0h0VlMGD0QM3hugS8x6JxzhVTQFdajGa0ujx6Z9jkuTdlTJLWEmzlHE3Bt9OjWDh7el97lJTwzfw0fPyjjBGLOOefaWKFbvq4dlRQXcdQ+A5g+732fatI55wrIk283M3H0QJaur+W9tVsKHYpzznVbnny7mQnREoPTvdezc84VjCffbmbkwJ4Mq6r0JQadc66AWpR8JZVLGibJx6t0MpKYMGogzy1YS0Njtxpp5ZxzHUas5CvpUElPADWESSomROW7SXpc0ofbIEaXZxNGD6SmroFZyzYUOhTnnOuWck6+kg4BpgP7ECa+2M7MVhNWCPpCPoNzbePoUQOR8KkmnXOuQOK0fL9HWIhgf8LEFanjbB8nmm3KdWz9e5ax/9A+nnydc65A4iTficCtZrYJSDdIdDEZFqd3Hc+EUYN4bfF6Nm1tKHQozjnX7cRJvhVAtpuEfVoZi2tHE0cPpKHJeGmhTzXpnHPtLU7yXQAclmX7CYS1fF0ncNhe/SgvKWK6X3p2zrl2Fyf5/hk4O6VHswFI+jph4YI/5DE214YqSosZP7K/3/d1zrkCiJN8fwK8ADwC/IeQeG+UtAy4HngUuDnvEbo2M2HUQOat3sTKDXWFDsU557qVnJOvmW0DPgJcBtQCdcC+wPvAFcAp3W193M5uwugw1eQzPtWkc861q1iTbJhZg5ndaGaHm1lPM+thZgeb2U/NzLvNdjL77d6HAT3LfKpJ55xrZz63czdWVCSOHjWQZ+av9SUGnXOuHZXkuqOkc3LZz8zuan4v11FMGD2Qf7y+nNkra9hviI8Wc8659pBz8gXuIHSySp3ZKrXJ5Mm3E5mYuO87731Pvs45107iJN/jMxy/D/BVYAvwzXwE5drPkL6V7DOoJ9Pnv8+Fx+xd6HCcc65byDn5mtnTGTY9LulO4CXgUODJfATm2s/E0YO4++XF1NU3UlFaXOhwnHOuy8tLhysz2wr8kdACdp3MhFEDqatv4rX31hc6FOec6xby2dt5KzAsj/W5dnLUPgMoLhLTfbyvc861i7wkX0lDgC8DC/NRn2tfvcpLGLdHlU816Zxz7STOUKMnMmzqD4wFyoAv5CMo1/4mjB7ITY/PY/3mbfTrWVbocJxzrkuL0/LdGxiZ8hgBNAD3ARPMzBdW6KQmjh6IGTy7wFu/zjnX1uL0dh7RhnG4Ajt4eBW9y0t4dv77nHLQ0EKH45xzXZpPL+kAKCku4qh9BjB93vs+1aRzzrUxT75uu4mjB7J0fS3vrd1S6FCcc65Ly3jZWdK7LajPzGyfVsTjCqiuvhGA437yFMOqKrn8pDGcOs5HjznnXL5la/kuBt6L+Vgc5+SSyiVdJ2m5pFpJL0g6Mcdjh0n6m6RqSRslPSBpZJr9LMPjy3Fi7eoemLGMGx+du/31suparr7vDR6YsayAUTnnXNeUseVrZse1w/nvAM4ApgDzgXOBhyUda2bPZzpIUi/CNJa9gR8SelxfCjwl6RAzS52q6RHCDFzJXsxD/F3GDY/Moba+aaey2vpGbnhkjrd+nXMuz+IsrJBXksYDnwUuNbMpUdldwJvAdcAxWQ7/KjAKOMzMZkTHPhwdeynw7ZT9Z5tZavJ1SZZX18Yqd84513KF7HB1JlAP3JYoMLM64HZgQjRrVrZjX0gk3ujY2cDjwKfTHSCpUlJFPgLvioZWVcYqd84513Kxkq+kfST9UtLLkuZLejflsSBGdeMILdJNKeUvEdYMPiRDDEXAQcAraTa/BOwrqUdK+QXAZqBW0ixJp8WIs1u4/KQxVKasaFRSJC4/aUyBInLOua4rzvSSBwLPAOXAHMKMV28BA4DdgQXA0hjnHgKk682zInrONNND/yiGFWm2rSAk7iFRPADPAX8lzDu9B3AxcJ+kz5vZX9KdQFIVUJVSPDxDPF1C4r7uDY/MYXl1LeWlRTQ2GkftPaDAkTnnXNcT557v94BtwHhgLbAauNjMnpB0IfAjYHKM+ioJKyGlqkvanuk4cj3WzI5O3iFae/hN4HpJd1v6GSUuAb6T7uTTpk1j8ODBGULr3ARcsV/4eW0d/HBmMRfd+ihnjW7Kelx7mzp1aqFD6Pb8Oygs//wLZ9WqVXmpJ07ynQD81szmSEo0hwRgZrdKmgj8GPhkjvXVElqwqSqStmc6jhYei5ltlnQLIdYxwOw0u00h9MRONhyYPmnSJEaMGJGp+i5lTd/Z/PqpBXzzMxM5ZI+qQocDhF86kyfH+RvP5Zt/B4Xln39hLVq0KC/1xLnn25sdl3K3Rc89k7Y/S0jQuVpBuDycKlG2PMNx6wit3kzHGukvSSdbEj33T7fRzKrNbFHyg3iX1LuE/3f8KAb2Kud7D77lU04651wexUm+qwj3djGzGkIHpn2TtvcDitMcl8lMYGw0ZjfZkdHz6+kOMrMm4A3g8DSbjwTmmVlz8yPuHT2vyS3U7qlXeQlXnDSG1xZX84/XM/0t5JxzLq44yXcmOye8p4GLJR0j6Tjgf8iQMDO4Fygl9EQGwoxXwHnAs2a2PCrbU9LYNMceJWlc0rFjgBOAe5LKBqaeNLpk/lVgoZnNixFvt3TmYcPZf2gfrnt4NrXbGgsdjnPOdQlxku+fgYGSEp2ZvgX0Jcw09Tihd/A3cq3MzF4kJMrroykmvwg8AewFXJm0613AOymH3wy8C/xL0mWSLgEeJVxuvjFpv/+RNEPS9yVdKOkaQqt5N+BrucbanRUViW+f8gGWb6jjt/9pyXTfzjnnUsVZz/evhCE7idczJO0PnAY0Ag+bWdzfzucA34+e+wGzgJPN7NlmYqmJWts3Ev4IKCL8EXCJma1N2vU54GjgQsL93U3A88CPmjuH2+HIvQdw8oG7c8vTC/j0EcMZ0tcn3nDOudZo1fSSZrYE+Hkrjq8DLo8emfY5LkP5UuBTzdQ/DZjW0vjcDld/bD8ee2c11/97Djd+5pBCh+Occ51azpedJd0n6ZOSCjYftCucPfr34IIJI7l/xjJmLE5dt8I551wcce75fgy4H1guaYqkw9ooJtdBffX4UQzqXc73Hnrbhx4551wrxEm+g4EvE6aWvAh4SdKbUYenbIsguC6iV3kJl580hhk+9Mg551ol5+RrZhvN7FYzmwjsQ5hushy4Hlgs6WFJn22jOF0HceahwzlgWB9+7EOPnHOuxVq0pGA069N3zWw0YVar2wm9in3N3C4uDD3anxU+9Mg551qsVev5SupJmOVqX8JUk8pHUK5jGz+yPx8/cAi3PL2AFRsyTqPtnHMug9jJV8EkSX8kTDn5O+AA4JfAEXmOz3VQV31sLI1mXP/vOYUOxTnnOp04Q40OkHQ9YVGCh4EzCWNoTwOGmtnFZvZa24TpOpo9+vfgwok+9Mg551oiTst3FnAZYbWhrxES7ulmNtXMGtokOtehfeU4H3rknHMtESf5Xg/sb2bjzexXZraurYJynUNi1SMfeuScc/HEGWp0lZmlLnDgurkzDh3OgcP68uOHZ7Nlm18Acc65XLSqt7NzRUXi25/4gA89cs65GDz5ulY7YkR/Pn6QDz1yzrlcefJ1eXHVR8fSZHDdw7MLHYpzznV4nnxdXuzRvwdfnLg3D8xczms+9Mg557Ly5Ovy5ivH7ROGHj3oQ4+ccy4bT74ub3pGQ49mLqlm6kwfeuScc5nESr6SKiRdIel5Sauix/NRWWVbBek6Dx965JxzzYszveQg4GXgx8B+wLLosV9U9nK0j+vGEkOPVm6s4zdP+9Aj55xLpyTGvjcAHwD+F7jZzLYBSCoD/h/wk2ifc/Mco+tkjhjRn1MOGsKvnpzH3S8vZvXGrQytquTyk8Zw6rhhhQ7POecKLk7y/QRwu5lNSS6MkvCNkvYnLLLgHIfuWcVDs1awauNWAJZV13L1fW8AdLkE/MCMZdzwyByWV9f6HxnOuZzEuedbBmRbteiVaB/nuP2ZRbuU1dY3csMjXWsJwgdmLOPq+95gWXUtxo4/Mh6YsazQoTnnOrA4Ld+XgUOzbD8MeKl14biuYnl1+pmullXXcsvTCxg/sj8HDutLaXH7d7hvSUu1vrGJFdV1LFm/hSXrtkTPtTz85grqG3ceVpX4I8Nbv865TOIk368Dj0t6A/h1YhlBSSWEe76nAyfmP0TXGQ2tqmRZmgRcUiR+HM2CVVlazKF7VTF+xADGj+zPuD2rqCgtbtO4Ei3V2vpGYEdL1ZqMD44auCO5rqvd/vPS9bWs2FBLU1KOLS4SQ6sqdkm8Ccuqa3lu/vsctfcAiorUpu/JOdf5xEm+PwXWAlOA70lKdGXdG+gDLAB+Ju30i8bMzBNyN3T5SWN2SnIQku21px/IhNEDeWXROl54dx0vLVzHlMfnYgalxeLg4VWMH9mfI/cewGF79aNXefgnmmitLqsu5vp3nsj5vqqZsaG2nvc3bWPtpq1878G3dooJQkv10nte3+XYwX3K2aNfD8aP7M/wfpXs0a8Hw/uH5yF9KygpLuLoHz+R9o8MAZ+/7UWG96vkU4ftwRmHDWN4vx4xP0XnXFcVJ/nuDRiwOHrdP3qujh6lwMh8BeY6t0RizHR596MHDOGjBwwBYENtPa++t44XF4Zk/Nv/vMvNTy2gSHDAsL7071HKcwvWsq3RALGsupYr/z6L99Zt5oChfVm7aRvvb97K2ijBrt28bXuyXbd5Gw1Nuc229f1TD2CPfpXs0b8Hw6oqc2qFZ/oj43uT96espIh7XlnKjY/NZcrjc5kwaiBnHjack/bfvc1b+M65ji3n5GtmI9owDtcFnTpuWE6t076VpZwwdjAnjB0MwJZtDcxYXB0l47U8Nff9XY7Z2tDEjY/O26msZ1kxA3qV079nGcOqKjhoWF8G9CpjQK9yBvYqY0DPcv73bzNZXbN1l/qGVVVy9lF7teg9QuY/MiYfMowl67bw99eWcs8rS7n47pn0qShh8iHD+PThe3DAsD6kXC3KG++F7VzHFafl61y76FFWwtGjBnL0qIEAjLzqn2Rqu079f0eHBNuznMqy5luT3zh5v7Qt1ctPGtPieJv7I2OP/j245MP78rUTRvP8u2v52ytL+NsrS/jDC+8xdvfefPrwPTh13DD69yzLW8LMdG87Ea9zrrA8+boOL1PnrWFVlRy8R1WsupprqbaloiJt/6NiQ209D76+nHteWcL3Hnqbax9+h/2G9Gb2ik1sa2wC0ifMrQ2N1NQ1sKmugU1bG9hYV7/955qksj88/17ae9vX/3t2h0i+3ip33V2s5CtpH+BS4EigH7uOEzYz2ydPsTkHZL6v2tLWaq6Xw9tS38pSzjpqL846ai9mr9zIPa8s5ffPLiT19nRtfSNfv+d1vvfQ22yqa9iemLMpKy7KuN/yDXWcdvOzjB/RnyNG9OfwEf2o6tG+w/NDq3wWtfWZ/8hwrqvLOflKOhB4BigH5hA6YL0FDAB2J/R2Xhrn5JLKge8BZxOS+evAN83s8RyOHQbcCEwi/BHwBHCpmS1Ms+/5wGWEDmGLgZvM7FdxYnWFk9xaXVa9hWFVPbpUS2ns7n341ikf4HfP7PJPF4DGJuNjB+xO74pSeleU0LuihF7l4ZEoCz+X0KuihPKS4oy9sHuVl1Ak8btnF/Kb/4QBC2MG9+aIkf04IkrIQ6vyt0ZKXX0ji9ZuZsHqzSxYs4kFazbxrzfSj43+7oNvMX5kfs9faN2lhd9d3mc+Kdd1VyXdD0yIHmuB1cCHzewJSRcCPwKONbO3cz659BfgDMLwpfmEeaEPj+p5PstxvQizbfUGfgY0EFrkBhxiZuuT9v0ScAtwD/AoMJGQ7C8zs5/GiHUEsHDhwoWMGDEi18Ncnk2dOpXJkycXOow2kSlhDquq5NmrTohVV+o9X9gx1OvUccOoq29k5pJqXl64jpcWreO199azeVvj9vONHxkS8fiR/dhnUC8kJQ332vkPIDNj3eZtLFgTJdjVm6JEu5kl67eQ/CtmeL9Klq5PPwFL8vtNd/720lb33WHn76ClceXrD9CO+j47sgdmLOP7dz/Na9f/F8BIM1vU0rriJN81wG/N7JuSBgBrgI8kWqmS7gKqzOyTOdY3HniR0FqdEpVVAG8Cy83smCzHXkFYSekwM5sRlY2Njv2RmX07KqsElgDPmNmpScf/EfgksIeZbcgx3hF48i24rpx82+qXdS6/XBsam5i9soaXFq7j5UXh8f6mbQD061HKsKpKZq+s2WnYVnGR2KNfJdW19VRvqd9eXlFaxN4De7HPbr3YZ1BP9hnUi30G9WLkwJ5UlmVulQ/qXc5Xj9uHlxet46WF63l/09bt5z98RP9wqXxkf/Yf2menmdHy2erK9h188uChbG1ooq6+kdr6xqTnUJb8ura+kZ88MpsNtbsuq1nVo5RrTzuQHuUl9CgrpkdZMT3Lop/LS+hRWrzLxCxt8W8j1/oam4xNdaEvwca6emrqGthYW8/GugZq6ur52aNzqanb9X0O7FXG/V89msF9KigryX0mu3y3ovP9R0bN+8tZdsv50I7Jtw74qpn9TlJvYANwqpn9I9r+JeBaM+ufrZ6k+q4HLgH6m9mmpPKrgR8Cw8xsRYZjXwIazOxDKeWPAHuZ2djo9cnAP4GTzGxa0n4fBJ4DPmdmd+cY7wg8+RZcV06+0HEu35kZi9Zu2d4yvn/GMhrTjJcuKyniU4cNDwk2SrZD+1ZmndUrl1/8qed/edE63lu7BYAeZcWM27OKI0b0Z1tDE797diF19U1Z66qtb2RjbQMbakMC2bAleq6t36n8odeXU9fQ/H31tlZRWhQScnlIzAvWbEo7m1qPsmI+cdBQiopEkcIfREVKPMJrSRQXsb28uEjcNv1dNqZJmOUlRRw0vC8ba0Ni3Rh14mutgb3KGdK3gt37Vuz0PKRvJUP6VjC4TwUVpcUF+SPDzKirb2LT1gY2b23Y/rx5WwObtjaGn7c2cNPj86ipa6Bhw6q8JN84Ha5WEe7tYmY1kjYD+yZt7wfEmTlgHDA7OfFGXiJMEHQIsEvylVQEHAT8Nk2dLwEfkdTDzLZE54Cw6EOyV4GmaPsuyVdSFVCVUrwXwNKlsW5ruzxbtWoVixYtKnQYbeaQfvCnz+6dVFJfsPcrYPwgGD+oL3c/8WrafRqAC8ftF73aTMOGzSxu5lrSIf3g0qOq+M1/3mXVxjoG96ngS0ftzSH9dn6vyefniL6sqdnKrKXVzFpSzczFi3n61fR3uGqAS25bwXV9K6mpq2fT1oZmJ1rpUVZMr/ISNqUZA55w3odGUFFaTHlJEeWlRZSXFlNeXBx+Linavq2itJiykiIuvOsV1qSpb2CvMn766YPZsrWJ2voGarc1UdfQwJZtjdRuS7Sgm9iyrYHabfXU1Tfw5rpdx7oDbAQeefF9mgyamowmCw8zaIzKws+hvDkNQF2POvqXF7NnnxJ6DSqlV3klvSpK6VleTO/yUnqVF9OrooRe0c/n3fkyqzfu+j6rKkv58rH7sLpmK2s21bGmZhNz12zlmY1bqUmT0PtWlrKproHGlDhrgCvuWMVzM4dhRO8JwvuxkDybAMNoil5jYfvjs9dQl9Lrvwa4+NYVfLdXGVu2NbBla2PGoYxpP6ON27+L1s2UY2Y5PYCpwH1Jrx8iXNI9BjiO0NnqPzHqexN4JE35Bwj3bs/PcNzAaPvVabZ9Ndq2T/T6l0BdhnpWA3/IsO2aqB5/+MMf/vCHP9I9Ppprvkv3iNPy/TPw/yRVmlkt8C3gaeDJaHst8I0Y9VUC6f7MrEvanuk4cjy2EtiWoZ66LOeYAtyRUrY38DhwLDum2HTtazgwndBpzi9BFIZ/B4Xln3/h7UnIfe82t2M2caaX/Cvw16TXMyTtD5wGNAIPm1mcYGoJw5ZSVSRtz3QcOR6b6RyJfdOew8yqCfNVb5fU23Jxa67zu5ZL+g6W+ndQGP4dFJZ//oWX9B1katjlpFUzXJnZEuDnLTx8BTAkTXmibHmG49YRWr2ZjjV23CteAZRJ6m9m6xI7SSojjE/OdA7nnHOuzbT/SuY7zATGRmN2kx0ZPe+6xhtgZk3AG4TxwKmOBOZFna0S5yDNvocT3vtMnHPOuXYWZ4arJ5rZxQiXcRcD04Cpln0c072EWacuINxjTcx4dR7wrJktj8r2BHqY2eyUY6+VNC5pnO8Y4ATC+N+EJwgt5a9GMSV8BdgEPNzMe3LOOefyLu56vpXAoOh1dfRcFT2vIbQmTwa+BDwr6WNmtjldZWb2oqR7gOslDSFMT/kFwpCec5N2vYvQySl54ODNwIXAvyT9lNBD/n8Jl5lvTDpHraRvAb+S9DdCAp4InAVcGd3bzVU18F1S7gW7dlWNfweFVo1/B4VUjX/+hVZNHr6DOJNsjCD0bP4b8BMzWxOVDwIuB84EjicMo7oa+Dpwg5ldmaXOCuD7hGTYD5gFfMPMHkva5ynCdJNKOXY4O8/t/CRwSbpOX9H0l18nzO28BPi5mbX0XrVzzjnXKnHndt5sZmdl2P4noNLMTo9ePwjsZ2aj8hWsc8451xXE6XB1AmF8WSbTo30SHiOMSXPOOedckri9ncc2sy350nATmcfqOuecc91WnOT7GPAVSZ9N3SDpc8CXCUv2JRwKLGpVdB2ApHJJ10laLqlW0guSTix0XN2FpOMkWYZHtj8GXQtIGiLpx5KelFQTfc7HZdj3k5Jek1QnabGk70hq1dwBLvfvQNKiDP8vfrxrrS5Xko6Q9CtJb0vaHP3bvlvSLrdQJX1I0jOStkhaKekmST1yOU+c/yj/C4wH/iTpJ4T1dwFGESa3WEHo1JToSLUXoadyZ3cHu645/LCkYy3LmsMu76YQFsRI5pOk5N8Y4ErCv/VZwIfS7STpY8ADhOF8FwEHAt8mzL1+UXsE2oXl9B1EXiUaqpnkzbYJq9u4EjiasAb8LMKCQv8DzJA03szeAZB0CGHK4bcI+XE4Yfjs3sAnmj1LnImggf7A9cDbhEvKtcA7UdmA1kwy3REfhD82jNCLOlFWQfhPkfMiEv5o1XdwXPQdnFroWLrDA+id+L8MnBp99sel2e8twi/+4qSyHxCmmh1d6PfRmR8xvoNFwAOFjrerPQh/7JSllI0mrAdwR1LZvwjza/dKKrsg+r5OaO48se75mtk6M7vCzD5gZpXRY7+obG2cujqJM4F64LZEgZnVAbcDE6Lxya6dSOrtlzXblpnVNPd/WdIHCKuP/cbMktdru5lwK+uMNgyxy8vlO0gW3RrL6VKna56ZPWdm21LK5hH+4NwPQFIf4CPAXbbzsrh3ESZw+nRz5ynk9JKdQS5rDrv28QfC8qW1kqZJOrDQAXVjadfJtjAr3dKk7a7tTQI2A5slLZD0xUIH1BUprKYwGEgs5nsg4bZt6v+BbYRpi5v9P+CtiOyGAMvSlCcWbhjajrF0V9sI04k+TPiHfxDhvsozko4ws7mFDK6bSlzxWZFm2wr8/0V7mUUY4jmXMPPghcBvooVkvNNVfv0XMAz4ZvS6uf8DH2yuQk++2bV0zWGXJ2b2HPBcUtE/oglcXgG+Q/hP4dpXc2tq+yXQdmBmn0x+Len3wDPAtyT92sw2FCayriUaVfErwmf7h6i4uf8DzeYGv+ycXUvXHHZtyMxeJwx98yFfhdHcmtr+/6IAovvvUwh//DTb8nLNk7Q78E9gPfApC6vqQR7+D3jyza6law67treE0Pvetb/EpbZM/zf8/0XhLIme/f9GK0nqS7jd1Rc4ycxWJm1u9f8BT77ZzaQFaw67drE3YSUt1/5mRs87rZMtaShhrONMXKHsHT37/41WiOaqeBDYFzjFzOak7PImYTW91P8DZYSOuDObO4cn3+zuBUoJY7eA9GsOu7YTrZqVWjaBsILWI+0fkTOzt4DZwBclFSdt+gphWtm/FySwbkRSf0lFKWUVhBXmagCfAKiFon/TfyVcuv+Umb2Quk90P/0x4OyUxtnZQC/CBB1ZeYerLCz3NYdd2/mrpC2ETlfvAwcAX4x+vqaAcXVZkv4v+nG/6Pns6A+eajP7ZVR2OfAP4BFJfyV8L/9DGPvrPdBbKYfv4JPANyXdS5hsYwDhd9O+wFfSDI90ufsp4fN9EOgvKXklv01m9kD08zcJv5eeknQb4arP14GHLWlZ3ExyXlKwu8plzWHXdiR9jdCjeRTQB1hNaPFeY2aLCxlbVyUp0y+F98xsRNJ+pxJ6nO9HuMz5O+D7ZtbQ1jF2dc19B5IOI/zxOY4wzGgr8BphrfWH2ifKrimxhnyGzan/ByYA1xHWMthIaDFfbWabmz2PJ1/nnHOuffk9X+ecc66defJ1zjnn2pknX+ecc66defJ1zjnn2pknX+ecc66defJ1zjnn2pknX+ecc66defJ1rh1IGiHJJF1T6Fi6CknHRZ/puYWOxbm4PPk655xz7czndnaufbxHWGDbp150znnyda49WJjHta7QcbiWk1QJ1Pvc1S4f/LKzc60gqVzSNyS9JalOUrWkByWNS9kv7T1fST0k/UzSCkm1kl6QdKKkO9JNri9ptKQ/RPtvk7RI0g2Seqbsd0d0vr6Sfi1pdRTfs5KOTK03w3u7JqpjjKQfSVoqaauk1yWdnLJvxvuv6d6LpKei2EdIuj/63NZH+/aSVBR9rgujuF+TdHSWWC+SNDfad66kizLsF/fzGyTpd5JWAZsJK9c412re8nWuhSSVAv8GPgT8Afgl0Be4EHhW0jFm9koz1dwDnAw8QFgfdCRwP7AwzfkOA54AqoHfAMuAg4GvAUdLOtbM6lMOe4Sw4tD3CMvO/S/wT0kjzawmx7d6J1AP/AQoAy4BHpC0r5ktyrGOdHpG7+dp4CrgCOC/gQpgLXAk8AvCmtqXAQ9K2itN3BcBuxM+kxrgc8DPJfU3s+8mdmrh5/cosJKwsllPwJfqc/lhZv7whz9a8AAuBQw4KaW8D7AYeCqpbES07zVJZSdHZbemHJ8ot5Ty1wmL2PdOKT8t2v/cpLI7orKbU/b9VFT+pRze3zXRvg8RrYAWlR8RlV+bVHZcagypsaSUPRXtf3lK+X1AE/AKUJpU/snUuJPOWQMMTyovA14i/MGQXN6Sz++Phf535o+u+fDLzs613FmEX+avShqYeBB++T8KTIjuE2byiej5Z8mFZvYv4J3kMkkHAgcBfwbKU873DOGS6KQ057gx5fUT0fPoZt/dDjeZ2fbLxmb2MqEFGKeOdBoJLdtk0wEBt9jOrdDp0XO6c/7JzJYmxbeN8L5LiD7jVnx+P4n9rpzLgV92dq7l9iP0YF6TZZ+BwJIM20YSWnnz02ybE9WffC6A70aPdAanKXs3+YWZrZUE4RJ0rt5NU7Y2Zh3prDCz1E5o66PnnS67m9n6LHG/k6bs7eh57+i5pZ/f3Az7OtcqnnydazkBbxDuo2aSLTEn7NKxKsO5AH5KuM+czvrUAjNrbKa+XORSR7b3kOn3TKZ6cz1nHC39/La08HzOZeXJ17mWmwcMAp4ws6YWHL+IMOJgNLu23sakORdAo5k91oJztbV10XP/NNv2TlOWT/ulKftA9JxotXf0z891M37P17mWu4vQyzZty1dSusuYyR6Mni9NOe5kdk0oM4A3gS9L2iWZSSqRlC7xtZeFhAlEPpxcKOlDwFFtfO7/krR9CJCkMsJn2kjoLAYd//Nz3Yy3fJ1ruZuAjwA3SDqB0JlpI7AncCJhUo3jsxz/L8JQoAujjj+JoUZfBGYROggBoauwpLOjc8yS9DvgLaAHMAo4Hbia0Eu33ZnZJkl3ABdI+guhN/No4DzCezm4DU8/F3hR0i2Ens+fJ/TI/r6ZLYni69Cfn+t+PPk610JmVi/p48BXgbPZ0ZFnOWGoy53NHG+SzgB+SBib+jFCojotqnN0yv4zo8k7riYMvfkyIdksIiSNx/PxvlrhUsK91dOAycCrhN7GX6Rtk+8vCMO7LiL84bMYuMTMbkreqRN8fq4bUdIIAudcByHpDcI417GFjsU5l39+z9e5Ako3DjhqTR9AGCvsnOuCvOXrXAFJuhYYBzwJbAAOIUyxuBE4JHnyCOdc1+HJ17kCino2X0UYGtOXMGTnCeBbZpZu8g3nXBfgydc555xrZ37P1znnnGtnnnydc865dubJ1znnnGtnnnydc865dubJ1znnnGtnnnydc865dvb/ASR3rF52GqWRAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
-       "<Figure size 504x504 with 2 Axes>"
+       "<Figure size 360x360 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -621,9 +317,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 504x504 with 2 Axes>"
+       "<Figure size 360x360 with 2 Axes>"
       ]
      },
      "metadata": {
@@ -633,6 +329,8 @@
     }
    ],
    "source": [
+    "from sklearn.cluster import SpectralClustering\n",
+    "\n",
     "eigenGap_df = {}\n",
     "for i, cre_line in enumerate(cre_lines):\n",
     "    X = cre_line_dfs[cre_line].values\n",
@@ -642,17 +340,17 @@
     "    \n",
     "    eigenvalues, eigenvectors, nb_clusters = vba_clust.get_eigenDecomposition(A)\n",
     "    \n",
-    "    fig, ax = plt.subplots(2,1, figsize = (7,7), sharex=True)\n",
+    "    fig, ax = plt.subplots(2,1, figsize = (5,5), sharex=True)\n",
     "    ax[0].plot(np.arange(1,len(eigenvalues)+1), eigenvalues, '-o')\n",
     "    ax[0].grid()\n",
     "    ax[0].set_title(cre_line)\n",
-    "    ax[0].set_ylabel('eigen value (sorted)')\n",
+    "    ax[0].set_ylabel('eigen value \\n(sorted)')\n",
     "    ax[0].set_xlabel('eigen number')\n",
     "    ax[0].set_xlim([0, 20])\n",
     "    #ax[0].set_xticks([np.arange(2,20,step = 2)])\n",
     "    \n",
     "    ax[1].plot(np.arange(1,len(eigenvalues)), np.diff(eigenvalues), '-o')\n",
-    "    ax[1].set_ylabel('gap value (difference)')\n",
+    "    ax[1].set_ylabel('gap value \\n(difference)')\n",
     "    ax[1].set_xlabel('eigen number')\n",
     "    ax[1].set_xlim([0, 20])\n",
     "    ax[1].set_ylim([0, 0.20])\n",
@@ -665,26 +363,56 @@
     "    "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "5ca6ca90-ba59-4721-a362-7e5574d27515",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Compute Gap statistic"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "89f8e499-1254-418b-888a-40b386f2b256",
+   "execution_count": 41,
+   "id": "956771c4-0b4d-4a46-88a0-3dacbb833511",
    "metadata": {},
    "outputs": [],
    "source": [
-    "distance_metrics = ['euclidean']\n",
-    "shuffle_types=['all']\n",
+    "gap_df_copy = gap_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "89f8e499-1254-418b-888a-40b386f2b256",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loaded file\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pickle\n",
+    "\n",
+    "metric = 'euclidean' # default distance metric\n",
+    "shuffle_type ='all' # default shuffle type is all shuffle (cell id and regressors\n",
     "\n",
     "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_version, shuffle_type))\n",
     "if os.path.exists(gap_filename):\n",
-    "    print('file exists...')\n",
+    "    with open(gap_filename, 'rb') as f:\n",
+    "        gap_df = pickle.load(f)\n",
+    "        print('loaded file')\n",
     "else:\n",
     "    gap_df = {}\n",
     "    for i, cre_line in enumerate(cre_lines):\n",
     "        X = cre_line_dfs[cre_line]\n",
     "        sc = SpectralClustering()\n",
-    "        shuffled_df = vba_clust.shuffle_dropout_score(cre_line_dfs[cre_line], shuffle_type=shuffle_type)\n",
-    "        reference = shuffled_df.values\n",
     "        gap_statistics = vba_clust.compute_gap(sc, X, k_max = 25)\n",
     "        gap_df[cre_line]= gap_statistics\n",
     "    vba_clust.save_clustering_results(gap_df, gap_filename)"
@@ -692,38 +420,122 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
+   "id": "ff6d618c-0794-4bad-b476-9d954bf95db8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['gap', 'reference_inertia', 'ondata_inertia', 'reference_sem', 'ondata_sem', 'gap_mean', 'gap_sem'])"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gap_df[cre_line].keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
    "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "\n",
-    "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_filename[:-3], shuffle_type))        \n",
-    "\n",
-    "if os.path.exists(gap_filename):\n",
-    "    print('loading file...')\n",
-    "with open(gap_filename, 'rb') as f:\n",
-    "    gap_df  = pkl.load(f)\n",
-    "    f.close()\n",
-    "    print('done.')\n",
+    "# plot gap statistic\n",
     "\n",
     "for cre_line in cre_lines:\n",
     "    fig, ax = plt.subplots(1,2, figsize = (10,3))\n",
-    "    x = len(gap_df[cre_line][0])\n",
-    "    ax[0].plot(np.arange(2,x+2), gap_df[cre_line][0], 'o-')\n",
+    "    x = len(gap_df[cre_line]['gap'])\n",
+    "    ax[0].plot(np.arange(2,x+2), gap_df[cre_line]['gap'], 'o-')\n",
     "    ax[0].set_ylabel('gap value')\n",
     "    ax[0].grid()\n",
-    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line][1], 'o-')\n",
-    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line][2], 'o-')\n",
-    "    ax[1].legend(['reference inertia', 'ondata intertia'])\n",
+    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['reference_inertia'], 'o-')\n",
+    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['ondata_inertia'], 'o-')\n",
+    "    ax[1].legend(['shuffled/reference', 'data'])\n",
     "    ax[1].grid()\n",
     "    plt.suptitle(cre_line + ' ' + metric + ' ' + shuffle_type)\n",
-    "    fig.savefig(os.path.join(fig_path, 'Gap_nb20_{}_{}_unshuffled_to_{}.png'.format(cre_line, metric, shuffle_type)))\n"
+    "    fig.savefig(os.path.join(save_dir, 'Gap_nb20_{}_{}_unshuffled_to_{}.png'.format(cre_line, metric, shuffle_type)))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "40abe702-b0b9-43b1-af7a-1a80090c0762",
+   "metadata": {},
+   "source": [
+    "**Discussion**: From examining the plots above, it seems like the original number of clusters: 10, 5, 10 for threee cre lines may not the the most optimal. We can first cluster familiar sessions with ogiinal number of N for easy comparison and then cluster with a different more optimal number."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8fd72858-acf2-484b-af15-fdb2af7aa477",
+   "metadata": {},
+   "source": [
+    "## Cluster the data, 10 - 5 - 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14cd6d8a-52f2-4c6c-8857-7ce5cd4ed78f",
+   "metadata": {},
+   "source": [
+    "### Compute coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_cre = [10,5,10]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
+   "execution_count": 76,
    "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
    "metadata": {},
    "outputs": [
@@ -731,9 +543,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [01:59<00:00,  2.39s/it]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 14.59it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:05<00:00,  9.36it/s]\n"
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:12<00:00,  3.92it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 25.39it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 17.39it/s]\n"
      ]
     }
    ],
@@ -742,7 +554,7 @@
     "if os.path.exists(filename):\n",
     "    print('loading file...')\n",
     "    with open(filename, 'rb') as f:\n",
-    "        coclustering_matrices  = pkl.load(f)\n",
+    "        coclustering_matrices  = pickle.load(f)\n",
     "        f.close()\n",
     "        print('done.')\n",
     "else:\n",
@@ -755,9 +567,17 @@
     "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "cc1e3e93-e7fa-4ba9-924b-311e8f3a5e5a",
+   "metadata": {},
+   "source": [
+    "#### Assign labels based on agglomerative clustering"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 197,
+   "execution_count": 77,
    "id": "b8c53087-753a-4442-83cf-da261ff24aff",
    "metadata": {},
    "outputs": [],
@@ -769,9 +589,17 @@
     "    labels_cre[cre_line] = cluster.fit_predict(X)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "888a542b-7e75-4fda-a19a-2cfa2153bf1a",
+   "metadata": {},
+   "source": [
+    "#### Plot Coclustering matrix"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 198,
+   "execution_count": 78,
    "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
    "metadata": {},
    "outputs": [
@@ -785,7 +613,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -797,7 +625,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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wvE7dtwEf6zn+lsCH2+OnZYIsSZKkcTsV2LKqLk3yNODo3gpVdQOwU0/xEUkuB/ZJ8rqqurit+53e45M8t/3xMzMFY4IsSZKksaqqK1bh8HOAAJsDF09Tb3fgKuArMzVogixJkqQ1RjveeHNgE5qhFa8Hfk8z7GKqY24LPBE4sqqumukcJsiSJEkauiQLgYV9dk1U1cQqNL0L8LXO9nLgBe0QjKk8mybvnXF4BTiLhSRJkkZjMU2vbu+yeBXbPZmmN/iZwAeBa4FNZzhmd5rhFzcbm9yPPciSJEkahaXAsj7lE6vSaFVdAhzXbn4pyRuA7yS5W1Vd2Fs/yV1oZrs4vKquH+Qc9iBLkiRp6Kpqoqr+0GeZGPKpjqLpQX7qFPt3b9cDDa8AE2RJkiSt2TZp15tPsX934KyqOnnQBk2QJUmSNO8luXWS9fvselG7PrXPMQ8EdgQ+O5tzOQZZkiRJY5fkwPbHHdv1nkkeSTPrxeHArsCBSb4MnEVzZ7wn0cxq8fWqOr5Ps3u064GHV4AJsiRJkuaHQ3q2927X5wCH00zndgqwG7A1sBI4g2Ye5Pf1NpZkPeA5wE+q6ozZBGKCLEmSpLGrqsyw/xfceMHdIO2tBLadSyyOQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkjVWSbZIcmuSEJFckqSQ799S5TZL9kvxvkouTTCT5UZLd+rS3S5JvJvlTkhVJ/pjkqCT3HiQeE2RJkiSN2z2A/YFtgdOnqPMw4G3ApcBbgTcB1wBfSPLmnrr3Aq4E3g+8Avgg8ADglCT3mSmYDWYfvyRJkjRUpwJbVtWlSZ4GHN2nzi+Bu1XVOZMFST4IHAe8Mck7q+oagKp6D/Ce7sFJPgb8CXgZsM90wdiDLEmSpLGqqiuq6tIZ6pzdTY7bsgKOATYBtp/hNBcDVwMLZ4rHHmRJkiQNXZKF9E9GJ6pqYoin2rpdX9Inhs2Bjdo6i4FbAcfP1KA9yJIkSRqFxcDZfZbFwzpBklsDLwJOrKqL+1Q5HvgzzbjmZwGHAMtmatceZEmSJI3CUvonoxPDaDzJesBngM2Bfaeo9gqaXuy7AHsBt6DJf6+brm0TZEmSJA1dO4xiYoSneD+wC7BHVf18ihhOmfw5yeeBX7Wbr5+uYYdYSJIkaY2S5CCa3uE3VNXnBjmmTdiPA/aYqa4JsiRJktYYSV4JLAHeU1XvnOXhm9AMyZiWCbIkSZLWCEmeDbyPZuzx66apd9s+ZXcEnkgz5/K0HIMsSZKksUtyYPvjju16zySPpJkW7vAkDwE+RXMnveOBPZJ0m/hOVV3U/nxSktNokuFLgR2AFwILgDfOFIsJsiRJkuaDQ3q2927X5wCH09w+eiPgtsAn+hz/WGAyQf4o8HTgcTRzH19Ck1S/vap+NlMgJsiSJEkau6rKDPuXMcAcxm3d/wT+c66xOAZZkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkjRWSbZJcmiSE5JckaSS7DxF3V2T/CTJiiTnJjkoyQZ96j04ydeTXNS2+dMkL0syY/5rgixJkqRxuwewP7AtcPpUlZI8GTgG+AvwqvbntwDv6an3IOAk4I7AocB+wJ+ADwEHzxTMzbJtSZIkaTU7Fdiyqi5N8jTg6CnqvRP4KbBLVd0AkORy4I1J3ldVv23rvbhdP6aq/tLWOwI4BXge8ObpgrEHWZIkSWNVVVdU1aXT1UlyL+BewBGTyXHrgzQ57TM6ZbcCVgATnXMUcBFwzUzx2IMsSZKkoUuyEFjYZ9dEVU3MockHtuvl3cKqOj/JHzv7Ab4H7A4ckeRdNMnyPwO7AC+Z6UQmyJIkSRqFxcBBfcoPBpbMob1t2vUFffZdANy+s/1x4L7AS4EXtWXXAS+pqv+a6UQmyJIkSRqFpcCyPuUTc2xvk3b9tz77VgC3mNyoqhuSnAV8Cziq3f+vND3Kl1TV16Y7kQmyJEmShq4dRjExxCYnxw5v3Gffgs5+kuxPM8vF3avq6rb4C0lOAD6Q5Bs945hvwov0JEmStCaYHFqxTZ992wDnd7ZfCRzfSY4nfRXYrl2mZIIsSZKkNcFp7XpRtzDJ7WnmTz6tU7wVsH6fNjZs19OOojBBliRJ0rxXVb8EfgO8JEk3+X05sBL4UqfsTGCXJFtMFrTHPItm2MfZ053LMciSJEkauyQHtj/u2K73TPJImmnhDm/L9qMZJnFskiOB+wD70MyNfGanuUOBTwOnJPkIN16k92DggOnGH4MJsiRJkuaHQ3q2927X5wCHA1TV/yR5Os30ce8HLgbe2ntsVX0mySXAG4E30Nw45Dc007x9dKZATJAlSZI0dlWVAesdAxwzQL1jgWPnEotjkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSNVZK7JTkyyR+TXJXkV0kOSLJxp86JSarP8vlhx+OtpiVJkjQ2Se4AnAL8FTgc+AvwKOA/gHsDe3aqnwu8qaeJPww7JhNkSZIkjdNzgYXAI6vql23ZR5JsAjwnyd5VdV1bfllVfXrUATnEQpIkSeN0q3Z9UU/5hcB1wA3dwiQbJNl0lAGZIEuSJGmcvteuP57k/km2S7IHsBdwWFWt7NTdEbgKuCLJ+Un+LcnQ81mHWEiSJGnokiykGTrRa6KqJiY3qurbSd4M/Buwa6feW6rqkM72WcB3gZ/T9Dr/K/A24I7Ay4YZuwmyJEmSRmExcFCf8oOBJT1lZwMnAkcDlwL/CByc5OKq+jBAVb2w55hPJvkC8JIk76mqM4YVuAmyJEmSRmEpsKxP+UR3I8lzgCOAu1fV+W3xl9uhE+9McmRVXTbFOd4F7AY8FjBBliRJ0vzVDqOYGKDqK4BTO8nxpK/SjEO+P03vcj/ntetbzzrAaXiRniRJksZpK2D9PuUbtuvpOnTv0q4vHmZAJsiSJEkapzOBRUnu2lP+rzRTvJ2e5Fbdu+oBJFmf5sK+lcBxwwzIIRaSJEkap3cATwZ+mGTyTnr/1JZ9uKr+nGRn4LNJPgf8DtgUeBawiGYquLOHGZAJsiRJksamqr6f5OE0M1u8ErgNzawWb6RJngHOAX4IPINmSMZK4BfAXlX1yWHHZIIsSZKksaqqU4CnTLP/bJrZKlYLxyBLkiRJHSbIkiRJUocJsiRJktRhgixJkiR1mCBLkiRJHSbIkiRJUocJsiRJktRhgixJkiR1mCBLkiRJHSbIkiRJUocJsiRJksYqybIkNc1yhyS3SPLKJN9JckGSK5L8JMnLkqw/zHg2GGZjkiRJ0hwcARzXUxbgw8AfqupPSe4DvB84Hng3cDmwC/AhYCfghcMKxgRZkiRJY1VVPwJ+1C1L8kjgFsBn2qILgftW1S871Y5I8glg7yRvraqzhxGPQywkSZI0H+0OFPBZgKq6pCc5nnR0u77nsE5sgixJkqR5JcmGwLOAk6rqDzNU37pdXzKs8zvEQpIkSUOXZCGwsM+uiaqamOHwXYDbcOPwiqnOsRGwGDgLOHW2MU7FHmRJkiSNwmLg7D7L4gGO3R24DvjCDPUOB3YEXllVK+caaC97kCVJkjQKS4FlfconpjsoyabAU4Fjq+rSaertB7wYeGNVHTvnKPswQZYkSdLQtcMoJuZw6NO46ewVN5NkL+Aw4ANVdegczjEth1hIkiRpPtkDuBL4ar+dSZ4KfAz4ErDvKAIwQZYkSdK8kOS2wBOAo6vq6j77Hw18Hvg+8NxhjjvucoiFJEmS5otn0+SnNxtekeRONL3KBRwF7JakW+Wkqvr9MIIwQZYkSdJ8sQfwZ25+22mAOwObtz9/oM/+FwAmyJIkSVp7VNXDptl3IpCp9g+TY5AlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSWOTZOckNcVyz7bO9tPUqSQfHWZMGwyzMUmSJGmOlgKn9pSd364vBvbsc8z/A/YAvj3MQEyQJUmSNB98r6qO6bejqq4CPt1bnmQv4HLga8MMxCEWkiRJmheSbJZkoA7cJNsAjwW+XFUrhhmHCbIkSZLmg/+m6Q2+Jsm3k9x3hvrPocllPzPsQBxiIUmSpKFLshBY2GfXRFVNdLavBY4CvglcAtwPeD3wgyQ7VdWZU5xiD+AC4LtDCvnv7EGWJEnSKCwGzu6zLO5WqqqTqmq3qvpEVX21qt4KPAa4BXBQv4aT3B14MPD5qlo57MDtQZYkSdIoLAWW9SmfmOnAqvpZkuOAx09RZY92PfThFWCCLEmSpBFoh1FMrEIT5zF1grw7cEZV9U4LNxQOsZAkSdJ8dBea+Y9vIslDgR0YUe8xmCBLkiRpjJLctk/ZI2mmcDu2zyG7t+vPjiomh1hIkiRpnI5McjVwEs0sFvcBXtL+vKRbMcn6wLOBk6vqrFEFZA+yJEmSxukY4LbA64APAM+g6R3eqarO7an7BGArRth7DPYgS5IkaYyq6n3A+waseyyQ0UZkD7IkSZJ0EybIkiRJUocJsiRJktRhgixJkiR1mCBLkiRJHSbIkiRJUocJsiRJktRhgixJkiR1mCBLkiRJHSbIkiRJUocJsiRJkuaVJG9IUklO65Rt35ZNtXx0WOffYFgNSZIkSasqydbAgcBVPbsuBvbsc8j/A/YAvj2sGEyQJUmSNJ8cCiynGemwcLKwqq4CPt1bOclewOXA14YVgEMsJEmSNC8keQjwXOC1A9bfBngs8OWqWjGsOOxBliRJ0tAlWUinB7hjoqom+tQP8H7gk1V1WrM5o+fQdPh+Zs6B9mEPsiRJkkZhMXB2n2XxFPWfB9yLZvzxoPYALgC+O9cg+7EHWZIkSaOwFFjWp3yityDJZjRjjw+tqgsGaTzJ3YEHA++pqpVzjrIPE2RJkiQNXTuMYmLA6gcC1wLvnsUp9mjXQx1eASbIkiRJGqP2QrvFwJuBrTpjjxcAGyXZHvhrVV3Wc+juwBlVdeqwY3IMsiRJksZpK2Aj4DBuOlb5ocCO7c/7dw9I8lBgB0bQewz2IEuSJGm8zgb+pU/5W4FbAq8BzuzZt3u7/uwoAjJBliRJ0thU1V+BY3rLkywGrq+qY3rK1weeDZxcVWeNIiaHWEiSJGlN8gSaYRkj6T0Ge5AlSZI0D1XVzlOUHwsMdBeRubIHWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSdLYJFmU5Ogk5yS5JsmFSb6V5OE99dZL8rIkP0tyZZILknw1yaJhx2SCLEmSpHG6K7AB8FFgH+AdwO2A7yd5YqfeYcCHgNOB1wLvBe4H/CDJvYcZ0AbDbEySJEmajao6EjiyW5bkQ8DvgVcD30myHvBy4Kiq2rNT73+AnwPPAg4aVkz2IEuSJGleqaqrgYuBhW3RBsAtgIt6ql7Yrq8Z5vntQZYkSdLYJdkM2Bi4DfB84D7AvwNU1bVJTgb2SvIj4PvArdv9FwCfHGYsJsiSJEkauiQLubEHuGuiqib6lP8X8Iz252uBDwNv7+x/Hs1QjE93ys4EHllVF6xiuDfhEAtJkiSNwmLg7D7L4inqHww8Cdgb+CFNb/KGnf2XA78A3g88HXgFsAD4WpJbDzNwe5AlSZI0CkuBZX3KJ/pVrqqf01xwR5JPA8vb45+ZZAPgeOC4qnrN5DFJjgN+CbwOeNOwAjdBliRJ0tC1wygm5njsdUm+AhyYZBPgYTRjkvftqffbJL8GHrFq0d6UQywkSZI0H20CBNgM2KotW79PvQ0ZcqevCbIkSZLGJslt+5TdCtgNOK+q/kxzMR7Ac3rqPQi4B/DTYcbkEAtJkiSN05FJVgAn0cxrvB3wAmBb2oS4qk5N8h3ghe3sGMcB2wCvAq6iuave0JggS5IkaZw+TTOF277AFjTjlk8G9qyq73XqPRV4PU3S/BTgb8D/AgdW1e+GGZAJsiRJksamqj4BfGKAetcAh7TLSDkGWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZI0NkkWJTk6yTlJrklyYZJvJXl4T71nJ/l0kjOTVJITRxXTBqNqWJIkSRrAXWly0o8CFwALgT2A7yd5clV9p633cuDBwHLgNqMMyARZkiRJY1NVRwJHdsuSfAj4PfBqYDJB3hM4v6puSHLaKGMyQZYkSdK8UlVXJ7mYpjd5suy81XV+E2RJkiSNXZLNgI1phk88H7gP8O/jiMUEWZIkSUOXZCGdHuCOiaqa6FP+X8Az2p+vBT4MvH0Usc3EWSwkSZI0CouBs/ssi6eofzDwJGBv4Ic0vckbjjrIfuxBliRJ0igsBZb1KZ/oV7mqfg78HCDJp2lmq1gGPHMUwU3HBFmSJElD1w6jmJjjsdcl+QpwYJJNquqaYcY2E4dYSJIkaT7aBAiw2eo+sQmyJEmSxibJbfuU3QrYDTivqv68umNyiIUkSZLG6cgkK4CTgAuB7YAXANsCz5mslOTRwKPbza2AzZMc2G5/tapOH1ZAJsiSJEkap08DzwP2BbagGbd8MrBnVX2vU+9xwEE9xx7Srv8ImCBLkiRpzVdVnwA+MUC9JcCSUccDjkGWJEmSbsIEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSdLYJNkpyQeS/CrJVUnOTfL5JDv01Ht2kk8nOTNJJTlxVDFtMKqGJUmSpAHsDzwC+CJwOrA1sA/w0yQPqapft/VeDjwYWA7cZpQBmSBLkiRpnN4N7F5V104WJDkS+DlN8rxXW7wncH5V3ZDktFEGZIIsSZKksamqk/qU/TbJL4EdO2Xnra6YHIMsSZKkeSVJgK2AS8ZxfnuQJUmSNHRJFgIL++yaqKqJGQ7fA7gD8KbhRjUYe5AlSZI0CouBs/ssi6c7KMk9gQ8APwD+e6QRTsEeZEmSJI3CUmBZn/KJqQ5IsjXwdeAyYLeqWjmKwGZigixJkqSha4dRTAxaP8nmwDeBzYFHVNWFo4lsZibIkiRJGqskC4CvAXcHHl9VZ4wzHhNkSZIkjU2S9YEjgYcBT62qk8cckgmyJEmSxupdwK40Pci3TvLczr4rq+oYgCSPBh7dlm8FbJ7kwHb7q1V1+rACMkGWJEnSOD2gXf9zu3SdAxzT/vw44KCe/Ye06z/S3KZ6KEyQJUmSNDZVtfOA9ZYAS0YZyyTnQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkjVWSbZIcmuSEJFckqSQ796n3siRfSHJOW2fZKOIxQZYkSdK43QPYH9gWOH2aegcATwB+DVw7qmA2GFXDkiRJ0oBOBbasqkuTPA04eop6jwHOrapKMjGqYEyQJUmSNFZVdcWA9c4ZdSxggixJkqQRSLIQWNhn10RVTazWYGbJMciSJEkahcXA2X2WxeMLaTD2IEuSJGkUlgLL+pRPrNYo5sAEWZIkSUPXDqOYGHMYc+IQC0mSJKnDBFmSJEnqMEGWJEmSOhyDLEmSpLFLcmD7447tes8kj6SZFu7wts4/A/dv928M3K9z3H8Pa55kE2RJkiTNB4f0bO/drs8BDm9/fgbw/E6dB7YLwA/auqvMBFmSJEljV1UZoM5ewF6jjsUxyJIkSVKHCbIkSZLUYYIsSZIkdZggS5IkSR0myJIkSVKHCbIkSZLUYYIsSZIkdZggS5IkSR0myJIkSVKHCbIkSZLU4a2mNRKf/PWDxh3CTVx88vvHHYKkNcBt/+FVN25suGB8gWitcNlJ7xx3CLOy4robbrK9YMP1V9u5k2wDvBp4KLAI2BR4bFWdOM0xdwJ+DWwCPLCqTuvZ/2Dg39v2bgH8DjgC+EhVrZwuHnuQJUmSNG73APYHtgVOH/CYdwJ9E90kDwJOAu4IHArsB/wJ+BBw8EwNmyCLRYsWHbBo0aIl445DkiSts04FtqyquwHvmKlykp2BXYGlU1R5cbt+TFW9p6o+DPwzsBx43kztO8RCAAuWL1++ZNxBjNIG62fcIUhaE3SHVVy3YnxxSGNw/Q1104INV9+5q+qKQesmWR94L3A4zbCJfm4FrAAmOueoJBcBm810DnuQJUmSNHRJFibZvs+ycBWbfilwB+CQaep8jyZJPiLJPdvzvgrYBThsphOsdT3IixYtOgDwyorZ2X7cAUiSpLXOYuCgPuUHA0vm0mCSW9MkxgdV1UQy5TfEHwfuS5NMv6gtuw54SVX910znWesSZNaB4QLD5vhjSZI0AkuBZX3KJ1ahzX8H/gx8eLpKVXVDkrOAbwFH0Qy3+FeaHuVLqupr0x2/NibIkiRJGrOqmmDVkuGbSHIf4GXArlV1/Qx19wdeBdy9qq5ui7+Q5ATgA0m+UVU3THW8Y5AFsMJeZEmSNM+9HfgJ8KvJ8czAlu2+2yfZrlP3lcDxneR40leB7dplSvYgi+XLlx867hgkSZJmcEfg/sDZffZ9HbgI2Lrd3grod6eTybk5ps2BTZAlSZK0JngNsHlP2eNohlK8luauepPOBHZJskVVXQZ/nx7uWTTDPvol2X9ngixJkqSxS3Jg++OO7XrPJI8EJqrq8Ko6oc8xC9sfT+i51fShwKeBU5J8hBsv0nswcMB044/BBFmSJEnzQ++8xnu363NobgoysKr6TJJLgDcCb6CZE/k3NNO8fXSm402QJUmSNHZVNevb3lbVMvpPJUdVHQscO5dYnMVCkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkqQOE2RJkiSpwwRZkiRJ6jBBliRJ0lgl2SbJoUlOSHJFkkqyc0+dJDkiyelJJpJcmeRnSfZNsmGfNhcm+UiSi5NcleS7SR4wSDzealqSJEnjdg9gf+B3wOnAw/vUWQ94EPBt4GzgeuBhwFJgEfC8yYpJ1gO+DtwXeCdwKfAK4MQkD66qs6YLxgRZkiRJ43YqsGVVXZrkacDRvRWq6gZgp57iI5JcDuyT5HVVdXFb/kyaJPtfquoYgCRfAM4EDqKTTPfjEAtJkiSNVVVdUVWXzvHwc4AAm3fKngmcD3ylc46LgS8AT+s3JKPLBFmSJElrjCQbJtkyyXZJ/gV4PfB7mmEXkx4InFpV1XP4KcBmwA7TncMhFpIkSRq6JAuBhX12TVTVxCo0vQvwtc72cuAF7RCMSdsA3+1z7AXt+vbAr6c6gT3IkiRJGoXFNL26vcviVWz3ZOCJNMMoPghcC2zaU2cT4G99jl3R2T8le5AlSZI0CkuBZX3KJ1al0aq6BDiu3fxSkjcA30lyt6q6sC2/Bti4z+ELOvunZA+yJEmShq6qJqrqD32WiSGf6iiaHuSndsouoBlm0Wuy7PzpGjRBliRJ0ppscrhEdxaL04AHJ0lP3YcCV9LMtzwlE2RJkiTNe0lunWT9Prte1K5P7ZQdRXMh3t97lZNsCewGfKWqrpvuXI5BliRJ0tglObD9ccd2vWeSR9LMenE4sCtwYJIvA2cBtwSeRDOrxder6vhOc0fRXMz3qSTvBC6huZPeesCSmWIxQZYkSdJ8cEjP9t7t+hzgcJrp3E6h6QXeGlgJnEEzD/L7ugdW1Q1JngK8A9iXZhjGKcDzqmra4RVggixJkqR5oKp6xwv37v8FsPss2ruMZvjFi2aq28sxyJIkSVKHCbIkSZLUYYIsSZIkdZggS5IkSR0myJIkSVKHCbIkSZLUYYIsSZIkdZggS5IkSR0myJIkSVKHCbIkSZLUYYIsSZKksUqyTZJDk5yQ5IoklWTnKerumuQnSVYkOTfJQUk2mKLuLklOTHJ5u/w4yVNmiscEWZIkSeN2D2B/YFvg9KkqJXkycAzwF+BV7c9vAd7Tp+6LgW8ClwD7AW8ElrfnmFbfbFuSJElajU4FtqyqS5M8DTh6inrvBH4K7FJVNwAkuRx4Y5L3VdVv27I7A+8DXldVN0ueZ2IPsiRJksaqqq6oqkunq5PkXsC9gCMmk+PWB2ly2md0yl4GXAa8N43NZhOPCbIkSZLWBA9s18u7hVV1PvDHzn6AJwD/B+wLXAxcnuTCJK8d5EQOsZAkSdLQJVkILOyza6KqJubQ5Dbt+oI++y4Abt/Z3gG4E/B44GDgbGBP4F1JVlbV0ulOZA+yJEmSRmExTWLauyyeY3ubtOu/9dm3orMfYFPgNsALq+odVXUU8DTgFOBNSdaf7kT2IEuSJGkUlgLL+pRPzLG9a9r1xn32Lejsn6y7EXDUZEFVVZLPtnHdA/jVVCcyQZYkSdLQtcMoJobY5OTQim24+TCLbYCTeupu2nMxH8BF7XqL6U7kEAtJkiStCU5r14u6hUluTzO38Wmd4lOB2ybZqKeNyTmQL57uRCbIkiRJmveq6pfAb4CX9IwhfjmwEvhSp+yLwPrA8ycLkmzYbp8D/Ha6cznEQpIkSWOX5MD2xx3b9Z5JHkkz68Xhbdl+wFeBY5McCdwH2IdmbuQzO819Gfge8IEk96S5OPA5wL2B51RVTReLCbIkSZLmg0N6tvdu1+cAhwNU1f8keTpwEPB+mqESb+09tr0gb1fg7cBzaaab+yXwjKqa6i59f2eCLEmSpLGrqgxY7xjgmAHqXU7Tu7zPbGNxDLIkSZLUYYIsSZIkdZggS5IkSR0myJIkSVKHCbIkSZLUYYIsSZIkdZggS5IkSR0myJIkSVKHCbIkSZLUYYIsSZIkdZggS5IkaayS3C3JkUn+mOSqJL9KckCSjTt1Nk7ytiR/SPK3JGcm2TfJQLeono0Nht2gJEmSNKgkdwBOAf4KHA78BXgU8B/AvYE926qfB3YFPg78BPgH4L3AQuDfhxmTCbIkSZLG6bk0Se4jq+qXbdlHkmwCPCfJ3sCDgKcBB1XVZDL84SSXAP+W5CNVdeGwAnKIhSRJksbpVu36op7yC4HrgBuAR7Rln++p83lgY+CpwwzIBFmSJElDl2Rhku37LAt7qn6vXX88yf2TbJdkD2Av4LCqWkmTBANc03Ps1e36QcOM3QRZkiRJo7AYOLvPsrhbqaq+DbwZeCJwGnAu8Gma5PjgttoZ7foR3NSj2vXthxm4Y5AlSZI0CkuBZX3KJ/qUnQ2cCBwNXAr8I3Bwkour6sPAN4BzgPckWQH8FHgo8DbgemCTYQZugixJkqShq6oJ+ifDN5HkOcARwN2r6vy2+MtJ1gPemeTIqrosyT8CX6BJogH+BrwBeBNw5TBjd4iFJEmSxukVwKmd5HjSV4FbAvcHaGe4uE+7PIpmWMVHgS2B3w4zIHuQJUmSNE5bARf3Kd+wXf89X62qAiangiPJU2g6fI8fZkD2IEuSJGmczgQWJblrT/m/0kzxdnq/g9p5kg8BfgV8Z5gB2YMsSZKkcXoH8GTgh0km76T3T23Zh6vqzwBJvgScR5MQbw68ANgW2LmqbhhmQCbIkiRJGpuq+n6ShwNLgFcCt6GZ1eKNNMnzpOXA84GX0sx/fDzwL1V1BkNmgixJkqSxqqpTgKfMUOc/gP9YHfE4BlmSJEnqMEGWJEmSOkyQJUmSpA4TZEmSJKnDBFmSJEnqMEGWJEmSOkyQJUmSpI65zoO8YtGiRUuGGcgQbT/uACRJkrTmmlOCvHz58kOHHciwzOPEXZIkSWsAh1hIkiRJHSbIkiRJGrskOyX5epLLklyZ5GdJ9urs3zzJB5JckGRFu3/3UcQy1zHIkiRJ0lAkeTLwFeBE4M3AdcDdge3a/RsA3wHuDxwO/A7YBfhMkg2q6lPDjMcEWZIkSWOTZHNgGfChqnr1FNWeAewEPL+TDH8oyVHAO5J8vqquHVZMDrGQJEnSOO0OLATeApBksyTpqfMIoIAv9JR/Hrgd8NhhBmSCLEmSpKFLsjDJ9n2WhT1VnwD8BnhKkvOAy4G/JDk0yfptnY2B64HeXuKr2/WDhhm7CbIkSZJGYTFwdp9lcU+9HWjGGi9rl2cARwP7A+9q65wBbAg8pOfYR7Xr2w8xbscgS5IkaSSW0iS8vSZ6tjcFtgAOqKrD2rIvJ9kUeEWStwKfpRmCsSzJPjQX6T0JeEVbf5NhBm6CLEmSpKGrqglungz3c027/lxP+WeA3YCHVNU3kuwK/DfNbBbQDMV4FfBJ4MpVjbfLBFmSJEnjdAFwb+CinvLJ7S0Aqur7Se4C3Be4JfAzbhxa8dthBuQYZEmSJI3Tqe36Dj3l27briycLquqGqjqtqn5YVVfSXOAH8N1hBmSCLEmSpHH6Yrt+4WRBO83bi4CrgJP7HZTktjQX8h1bVb8eZkAOsZAkSdLYVNWpST4FvDHJ7YCfAP9Ic6e8N1TV5QBJfgD8gOYCva2Bl9J09r502DGZIEuSJGncXgycCzy/XX4PvKyqjujUORV4Fs1QjMuArwNvrqrzhx2MCbIkSZLGqr1N9JvbZao6rwamuhX1UDkGWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSeowQZYkSdLYJNkpyQeS/CrJVUnOTfL5JDt06twiySuTfCfJBUmuSPKTJC9Lsv6wYzJBliRJ0jjtDzwdOI7mVtIfAXYGfppkx7bOXYD3tz+/G3g98AfgQ239odpg2A1KkiRJs/BuYPequnayIMmRwM9pkue9gAuB+1bVLzvHHZHkE8DeSd5aVWcPKyB7kCVJkjQ2VXVSNzluy34L/BLYsd2+pCc5nnR0u77nMGMyQZYkSdK8kiTAVsAlM1Tdul3PVG9WHGIhSZKkoUuyEFjYZ9dEVU3McPgewB2AN03T/kbAYuAs4NS5xDgVe5AlSZI0CouBs/ssi6c7KMk9gQ8APwD+e5qqh9MMwXhlVa1c9XBvZA+yJEmSRmEpsKxP+cRUByTZGvg6cBmw21SJb5L9gBcDb6yqY1c10F4myJIkSRq6dhjFxKD1k2wOfBPYHHhEVV04Rb29gMOAD1TVoascaB8myJIkSRqrJAuArwF3Bx5fVWdMUe+pwMeALwH7jioeE2RJkiSNTXsnvCOBhwFPraqTp6j3aODzwPeB5w573HGXCbIkSZLG6V3ArjQ9yLdO8tzOviur6pgkdwK+ChRwFLBbMxPc351UVb8fVkAmyJIkSRqnB7Trf26XrnOAY4A704xNhmaGi14vAEyQJUmStOarqp0HqHMikJnqDYvzIEuSJEkdJsiSJElShwmyJEmS1GGCLEmSJHWYIEuSJEkdJsiSJElShwmyJEmS1GGCLEmSJHWYIEuSJEkdJsiSJElShwmyJEmS5pUkb0hSSU4bx/lNkCVJkjRvJNkaOBC4alwxbDCuE0uSJEl9HAosp+nIXTiOAOxBliRJ0ryQ5CHAc4HXjjMOE2RJkiSNXZIA7wc+WVWnjTMWh1hIkiRp6JIspP8QiYmqmuhT/jzgXsDTRhbUgOxBliRJ0igsBs7usyzurZhkM5qxx4dW1QWrL8T+7EGWJEnSKCwFlvUpn+hTdiBwLfDu0YUzOBNkSZIkDV07jGJipnpJtqHpVX4zsFUzFBmABcBGSbYH/lpVl40izn4cYiFJkqRx2grYCDiMmw7FeCiwY/vz/qszIHuQJUmSNE5nA//Sp/ytwC2B1wBnrs6ATJAlSZI0NlX1V+CY3vIki4Hrq+pm+0bNIRaSJElShz3IkiRJmneqaudxndsEWSNx//1eN+4QJGnWLjvpneMOQWuRLXbaZ+TnuOz/Dh9aW5suMC2c5BALSZIkqcMEWZIkSeowQZYkSZI6TJAlSZKkDkdjr0aLFi06gOa2ifPS8uXLl4w7BkmSpHEzQV69FpiESpIkzW8OsZAkSZI6TJAlSZKkDhNkSZIkqcMEWZIkSWOV5B+SHJ/kyiR/TXJMkrv21LlNkv2S/G+Si5NMJPlRkt2GHY8JsiRJksYmyU7A94BtgYOAtwL3B/43yVadqg8D3gZc2tZ5E3AN8IUkbx5mTM5iIUmSpHH6d+AK4B+q6jKAJJ8GzgTeCCxu6/0SuFtVnTN5YJIPAscBb0zyzqq6ZhgB2YMsSZKkcXoE8O3J5Bigqi6g6VV+Vqfs7G5y3JYVcAywCbD9sAKyB1mSJElDl2QhsLDPromqmuhsb0wzVKLX1cA2SbZpE+apbN2uL5lDmH3ZgyxJkqRRWAyc3WdZ3FPvDOBhSf6elybZCHhou3n7qU6Q5NbAi4ATq+riYQVuD7IkSZJGYSmwrE/5RM/2B4EPAR9N8i6aDtwDgW3a/Zv0a7xNqD8DbA7su8rRdpggS5IkaejaYRQTA9T7cJLtgP2Avdvi5cB/0sxUceUUh74f2AXYo6p+vqrxdjnEQpIkSWNVVW8CtgIeBdyvqnaiyVMLOKu3fpKDgFcAb6iqzw07HnuQJUmSNHbtLBY/6BQ9ATilqq7o1kvySmAJ8J6qeucoYjFBliRJ0ryS5NnATsC/9il/H83Y49eN6vwmyJIkSRqbJI8D/g34Ns1d8h4G7AV8pqo+36n3EOBTbZ3jgT2SdJv6TlVdNIyYTJAlSZI0TucBK2ku0tsM+C3wWuDwnnr3AjYCbgt8ok87jwVMkCVJkrRmq6rfAk8aoN4y+k8bN3RrY4K8YtGiRUvGHcQUth93AJIkSZreWpcgL1++/NBxxzCVeZy4S5IkqeU8yJIkSVLHWteDrPnh+2duNJR29hxKK5IkrX6X/V/vNWbDt8VO+wytrdUR75rCHmRJkiSpwwRZkiRJ6jBBliRJkjpMkCVJkqQOL9Ibk0WLFh0ALBh3HF3Lly9fMu4YJEmSxs0EeXwWmJBKkiTNPw6xkCRJ0tgl2SnJ15NcluTKJD9Lsle7L0mOSHJ6konO/n2TbDjsWOxBliRJ0lgleTLwFeBE4M3AdcDdge3aKusBDwK+DZwNXA88DFgKLAKeN8x4TJAlSZI0Nkk2B5YBH6qqV/erU1U3ADv1FB+R5HJgnySvq6qLhxWTQywkSZI0TrsDC4G3ACTZLEkGPPYcIMDmwwzIBFmSJElDl2Rhku37LAt7qj4B+A3wlCTnAZcDf0lyaJL1e9rcMMmWSbZL8i/A64Hf0wy7GBoTZEmSJI3CYprEtXdZ3FNvB5qxxsva5RnA0cD+wLt66u4CXAycC3wZ+CPw1HYIxtA4BlmSJEmjsJQm4e010bO9KbAFcEBVHdaWfTnJpsArkry1qi5py08GnkgzpOJxwAPa44fKBFmSJElDV1UT3DwZ7ueadv25nvLPALsBDwG+0bZ5CXBcu/9LSd4AfCfJ3arqwlWNeZIJ8uq1YtGiRUvan7cfYxySJEnzxQXAvYGLesont7eY5tijgMOApwJHDCsgE+TVaPny5YdO/txJlCVJktZlp9JcqHcHmgvuJm3brqebvm2Tdu0sFpIkSVprfLFdv3CyoJ3m7UXAVcDJSW7dO6NF60Xt+tRhBmQPsiRJksamqk5N8ingjUluB/wE+EeaGSveUFWXt7ecPjDJl4GzgFsCT2rrfL2qjh9mTCbIkiRJGrcX00zd9vx2+T3wsqqaHFe8HDiF5qK9rYGVwBk08yC/b9jBmCBLkiRprKrqWuDN7dJv/y9o7ri3WpggaySu/NRbh9PQx78ynHYkaQArrrvxXgPX31BjjERrg00XjD7Nuuz/Dh9aW1vstM9NCxZutUrtXXNC31x3jWCCvA5btGjRAcCCye3ly5cvGV80kiRJ84MJ8rptgUmxJEnSTZkgS5LUWrBhZxapDccXhzQWvUMqJnrv27HucB5kSZIkqcMe5PFZMQ/uprf9mM8vSZI075ggj0n3ttPjMg8SdEmSpHnHIRaSJElShz3I67abDPNwRgtJkiQT5HXafBjmIUmSBJBkJ2AJ8HCaeWTOAt5TVcs6dTYH3gI8k+aW038GflBV/zrMWEyQJUmSNFZJngx8BTiR5nbT1wF3B7br1FkI/C+wEPgYcB6wDfCYYcdjgixJkqSxaXuFlwEfqqpXT1P1MOCWwAOq6tJO+duGHZMX6UmSJGmcdqfpFX4LQJLNkqRboe09fj7wjqq6NMmCJBuNKiATZEmSJI3TE4DfAE9Jch5wOfCXJIcmmby95aOAjYGLkhwHXA1cneTbSe467IAcYiFJkqSha3t9F/bZNVFVE53tHWjGGi8D/hP4KfBPwP7AAmBxWwfgI8By4DnA7Wku6vtukvtW1eXDit0EWZIkSaOwGDioT/nBNIntpE2BLYADquqwtuzLSTYFXpHkrW0dgAuBp1TVSoAkZwJfB14AvHdYgTvEQpIkSaOwFLhzn2VpT71r2vXneso/QzPd20M6db4wmRwDVNU3gMuARwwxbnuQJUmSNHztMIqJAapeANwbuKinfHJ7i7YOfepAMxfyFrOPcGr2IEuSJGmcTm3Xd+gp37ZdXzxVnSTr0cyFfPEwAzJBliRJ0jh9sV2/cLKgnebtRcBVwMlV9RvgF8AeSRZ0jn02cCvguKFGVFUuLuvEQnMl7RJg4ZrQrjEbszEb83xq25h9LEbZNvBJYCXwUeDlwP8ABezXqfNE4Hrg/4B9gf+gGZv8E2Cjof5Ow36QXFzm6wJs377Ztl8T2jVmYzZmY55PbRuzj8Uo2wY2Ag4BzgWupZkX+aV96v0/4MdtYnwxzS2nbzPs38mL9CRJkjRWVXUt8OZ2ma7et4BvjToexyBLkiRJHSbIkiRJUocJsiRJktRhgqx1yQTN7S0n1pB2R9n2qNodZdujaneUbY+q3VG2Pap2R9n2qNodZdujaneUbY+q3VG2vaa1O8q2R9XuqNsei7RXBEqSJEnCHmRJkiTpJkyQJUmSpA4TZEmSJKnDBFmSJGmWkixM8vYk9xx3LBo+E2RJkqTZ2xzYH7jbuAPR8DmLhbSOShJgO2AD4Ozyw2BOkhwBHAv8T3urVK1Fhvk+SbI+sANwe2AT4BrgfOB3VXXDEMKdjPcewBbAxVX1u2G0uy5K8pMZqmwE3As4G/grUFX14FmeY2Nge+CSqrp0ijq3BXasqu/Ppm2tGnuQtdZJ8rckX03y7CSbzPd2O+3fK8n7knwqyfPasg2S/GeSPyW5MsmJSR42izaT5OAkZyf5Vafdf6T5UD8b+C1wSZLXD+F3uFuSlyQ5IMkLk9xpFdq6U5Jdkkz5ByfJnSd/pwHaOyLJ05NsNNeYpvBi4IvARUk+luSxw2w8yY5JDkqyX5Kt2rKFSQ5J8t0k30+yNMldhnnezvnvM+hjPM/a3i7JowesO9L3Sfs6XQZcCvwKOA74n3b9K+AvST45m+cwyf9L8qKesn2BC4FfAj8Azkjy+yTPmEPMt0vy4iQfSvKVJN9O8uUkhyV5YpuIz0n7ufbEJPsneW+SjyR5d5KXJ7nHKrQ71M8M4AE0/9D8dYrlirbe1e325bOM903c+Jr4c5LjktyrT9UnASfMpu22/dskuUv3ueo8r68fxmdVkk2TvCrJ55Mcm+TTSZ6fZINVbXvsqsrFZa1agJWd5XLgkzQfMOvNx3bbtu8FXAlcSzPR+g3AEuA/gT+15/oCcBnNh/F9B2z3pW28pwBfA/4GPL9dfxdYDOwHLG/PufeA7X4WeHhnO8AHget7HqfrgLfN8rFYD/hoG8/kcgbwhD519wBumMXzd0P7GH4MeOwQX2//DXyn/f1vAP4IvAN44Cq2/eD2+Z58PM+j6W36RfscnkaTDF3f/l73GcH76U2DPsZratujep+0bd+/fW7+AnwY2Bt4MvDYdr038JF2/2XA/Qds92Tg/Z3t17S/w8nAvsCzgdcDP29fH7vOIuYDe153K9vH4sLOa/z0QWPtafu5wAVtG5Nt9/78dWC7WbQ5qs+MN9AkvscB9+uzf/s25oEf286xz2yPPQ7YB3hb+/heDTxrrjG39TcAlnWeqzNp/sY8lOZvV/ex/gqw/oDtfhb4Vmf7LjT/PK6kSfR/TfP3ayXwf8AWs31c5tMy9gBcXIa9tG/OF7cfKt+gSTpvaD98lgIPmU/ttm1/sf0Quy1Nsvnx9oP5JGDzTr07AhcDnx2w3Z8AX+1svwpYAXypp9567bl+OovHYvfO9hvbsiOBhwDbAI9sH6cbgOfO4rGYTFY+DvxT+5hPJoH79dSdbYI89ES2+1gAW9MkKss7f4B+BfwbcOc5tP2V9g/QvYEt2+1ft2U7dOo9qP0DdfQI3k/zIokdZdujep+0xxxPk6RuOUO9Ldt6xw3Y7l+Bl3e2L+j3/NMkSz8Alg/Y7qva1+47aP5B27F9T15Mk8gtAJ4CnEqTDN1tFo/Fv7ZtfxF4Bs0/CP/RtvNcmrG8rwD+AJwLbD1guyP5zGjrb0WTbF5L84/M7Tr77sTcE+STep9rmmEx32zjfs0qxPyq9rPnvcDraIbx/Bj4X5p/9O5MkzC/p41/8YDtngu8sbN9LM0/dU/ulKV9nq8Gjpjt4zKflrEH4OIy7IWbJ29bth/sJ3Fj0nImcNAsP9xH0m7b1nnAAZ3t+7RtvqRP3cOAPw3Y7uXdNjof6M/sU3cf4Jo5PhZ/Ar7Rp956NL1yP5rFY3EqcFRP2YbtH6eVwHs75bNNkIeeyPY+Fp3yu9HcevXMzjl+CLxiFm2fD7yhs33/tq2X9ql7MHDpgO1+dxbLWYM+xquh7U/MYjl1Fq+NkbxP2vpX0klkZ6j7cuCKAev+FXhx+/OmbbxPn6LuK2fx3j4D+ESf8mfRJD0L2+1NaJLQz83isTgN+HKf8pfQJFq3aLdvS5OMfWTAdkfymdHT3kNoeuf/ChwAbMyqJciX9Xtd0CSYH6D5vHjHXGJuH+dPdLb/pY3z/X3qfpPB/3laAezVeXyvA/adou5/ABfN9nGZT4tjkLXWq6pLqurwqno4cFeaBPa6dv2bJKfMg3a3pOmJnjT58+/71P1tW38QV9P8IZu0oF1v3KfuAmY5hg4gyS1peow/17uvqlbSDA25zyyavBtNz0S3neuq6iU0V4zv045323C2sXbau7Cq3lNVi2guaHorTU/bW4HfJflhklfMtf32HL+tqoOq6u7Aw4DDab6SfP8smtmM5qv3SZMX8VzYp+759H9e+9kZuC9Nj9VMy2zH24+y7b1oeqf+ZYBlx1m0O8r3ydXArQesuyXNhXuD+AnwRICqupLmtbH9FHXvTNNLO4g70SSCvU6m+d3v1Z7zGuC/gCcM2C4077Vj+5QfSzMjxP3bti+mSW7/acB2V8dnxilV9Q80w1f2BX4D7AbUHJu8juYzp/c8VVWvBP4deF2ST9Iko7NxV+BHne3/a9ff7VP32zTPyyAupLlgFZrOj/VoPnf6OZ/mH7c1lgmy1ilVdXZVvbWq7k3ztfR7aJK7cbd7KXC7zva13PgVZq/bMPgf6FOBvZNs3m6/juaDebckk0kA7f6X0PQIDWryD8OKNt6pYrqS2X3WXAncqu8Jq94BvJDm69lvTFVvNoaUyM50jh9X1auBO9B8rTyos2iGqkyavOis38U1T6AZejGI3wKnV9UDZ1poxpbPxijbPhc4oaq2mGkB3j6Ldkf5PjkG2C/JP09XKcmu7XmPGbDdQ4FntBfmQfPP3ZIkz5y8KKu9GO6FNL3eXxyw3QuAB/YpfyDNe/6yTtlfgVsM2C7tsXftU75D2/ZVPXFsMWC7q+0zo6o+Cdyd5h//t9L0+M7Fb+j/Pp48z8E0QyX2oHmuZ+N6bpp8T/7T9dc+da9i8M/nLwEvSrKwqv5Gc+Hg3r2V2guh96QZp77GWvOvMpTmqKpOA05Lst88aPd0mvF+k21cDuw0Rd0H0yQhg3gLzdf6FyZZQfPH4QM0ideZSY4H1gd2oem9euUsYn5753csml7Dr/SptwNw0Sza/QXNxY/v6rezqpYluYymx3rgGT0GUVU/Bn6c5DXMrmds0PZX0vTYDOrDwAfbJO3PND2oPwEWJnkX8FWa5+85wNNpnu9BnALsmiRVNVMP2Gx7yEbZ9o+Bxw9YdzZtj/J9sh/NGPJjkpxPk4xfQHPR28Y0/0g/mGbqtx+39WdUVccmeRnw3iRvoOkl/BvNdQDXJbmUZqjCBsD3aIYPDeKzwBuS/LFt6xrgETT/9P+qqn7dqXsv4JwB2wU4GnhVkp8BX6yqa5M8hOaf0nNpxmBP2oFm6NYgVutnRttjv3+S99CMUR70H9OurwGHJNmuqs6b4jwfSHIJ8KlZtn0uzbcGk/4K/DPN0Ited6X/N1L9HEzzOC9P8p8075GPTD6fNJ/zd6BJ6u/E4N8AzE/jHuPh4jLshea/2sevKe22bT+JAS6UoPnjfCbw+lm0/UDgQ8CnaS5eWa8t35/mj9sKmgT9ZuNop2nzxPbx6C4f7VNvI5o/ckfOou1X0oy/23GGeo+mnfFjwHb7jhUewnN3J9qxkyNoOzQXS13BjWOY70KT+JzOjVfsr6T5innjAdt9Vvuc3WGAuo8CDppFzKNs+2U0yciMMxzQ/HH+r1m0PfT3Sc/z+CyahPPM9vm8vl2fSdMb+SzmMCMOzbCKw2jG00/0tPs5phiXPE17G9EkspPj5idfX2f3vieBo4D9Z9H2rWj+gVrZxrmCG2eWeWRP3f8F3jNguyP5zBjlQjPs5h+BOw1Qdyfg+bNo+wjgxwPUW4+ms+XTs2h787b9azqvjd7ldPrMILKmLd4oRNLIJNmMZsjJOVX1hwGP2YQmCbywppg4v1P3jjQX1X1vgHbvRHPjhKsHiWNYkiykmS7qU1X1mzm2EWCDqrquU7Y+8BiaoTlnVtVPhhCuBECSh9L0HG9Ec+HeN6r5Wn1V212fZoqzh9P0oJ9BMyvPbL5l6m1zJJ8Za7Ik61XzjdV0dbYAdqW5SG82w4Ymhxs9iqanf1OahPkC4NSqOmNuUc8vJsiS5izJ+tVzB7D2g/P+NF/tnl5Vl8yyzW2q6oIhhjlWbWL+e+BpVfW1Ibe9MbDZbB/jcbWrNcco3tvTnOvWNLNEbEEzndzJ1QxjWGekuQnQ5B0WrwTOqqqrpj9q1ucYyeO81j5/4+7CdnFZ3QuwLc0Vtk+a4/G3oemtSKfsdjRfy76eVbgBBU2Pyj2A20xT53bAo2fZ7l1pejE/RzMe8ZR2/Tmar5B3mGV7G9HcvORvNB/mB7blL6G5WG/yq9lracYXZhZtT35Ftz9wxyE+73cHNu0p24FmbuTzab7uPY/mhgPbzqLdn8yw/KL9nc5qt0+dZdyPpxlr/H2asbIbArek+Vp+cj7ns4FnzId227bvQTPV2o9oxlr2nQcbeCrw+2E9xz1tv3JYba/qZ0bbxkg+N1bje/ulQ3hvPw94U2c7wLu5cajF5LCOy4HXrmmvuTk8d7dtf/8/dh7XyeV6milEd5tDu72P83rDeJxH+fzNx2XsAbi4DHsB7jfD8uT2jbzvZNmA7Y7k7kSd9t/U/kGa/IA8DrhXn3qzmft3fZrJ4q9rYzuX5kKg77Xrc7nxjnfvZ8AxkO0f3pU0F2Yc3v7+b2rj/gTwNJopkI5uy/abxeOwsn0cJscpfo8m8V6luzK1cXTnbr4PzdjHa2mubj+CG28icj4DJsnceGfF3jHZk8uP2jo/nyybRcwPa5+bC7hxzPEHaO4EeBrNRTPvoLmxwvX0jONc3e22bd+1fTyuoRkXe177+59I5yYLs30tz+H5ns2NQkbymdG2Paq7mq2J7+3TaOf2bbf/gxtvMLRr+5g8E/hW2/aL1qTX3Cxfn3ehSYwvp0noj6QZ6/43mine3tY+jzcAn5xl26N6nEfS7nxdxh6Ai8uwl84fm0GWlYN+WDKiuxO1bY/ktqM0PYPXA4cA20xRZ5t2//XAWwZs95fdD+3JmOh/od43gF/P8vnbg2b84wdpvrJbSdNLcQzNH+cFc3xddBPkY2nmGL5fT71H0vyhvdnvMkW7o7wd7Tdp/uBv0m6/vX0cjqMZkzxZ71Y0f1yPGWe77TGfo0m8u3f6ey7NxVFn9ZTP9gYIj57F8rFZvE9G8pnRtj2qu5qtie/tK2hvbtJu/wX42BR1/4dm1oyxvuZGtdD8g3EWnbsF0nyL83k6F9jR3DL8OuCV8+BxHkm783UZewAuLsNeaJLKy2n+C39+n+X17R+i906WDdjuaYzg7kRt/ZHcdpQmuVk6YN330lxMN0jdK+n0DtB8Bb2SZpxtb92XAytm8Vj0JrIb0MxI8Flu7GH/KzfepGCgr3i77dL0vl0L/NsUdd8HnDeLmEd1O9oLep77u7dt3ew1S9PrO9Cdq0bVbuc1d7PHFbgnTULwZ2Cn2b6WO8/hKP75HclnRtv2aYzmrmZr4nv7L7R3kuTGu//drN12/8sGbXuUr7lRLTTJ++v6lN+nff3eu1P2MeBn8+BxHkm783XxRiFaG92Tpndwcv7Ro6vqk5MLN06Yf3ynbBCjujsRNHf9+lK3oKouA55C89X/O5O8YxbtTbodN51bdDo/pxkTN4jLuOndwW7ds6Zn37RXlk+nqq6vqv+pqt1pEtHn0/xDsQfN8zzoXKldm9BeaDTF/p9z0xu3zBTjRVW1F03v8/2A3yY5oL3YbVVszk1vFjP5OP6xT91zgYVjbheasbY3m1e1mhk8Hk7zfH03yS6zaHPSlTTP/dMHWD47i3ZH9ZkBo/vcWBPf2yfRfBVPNRdx/RF4wBR1H8Tg8/OO8jU3KuvTJMK9bqAZ27t5p+wkmrsFDmpUj/Oo2p2XTJC11qmqc6tqN5pxg0+iuXXwy5Os6ut9VHcngtHddvRXwLMm76w1lXb/s4FfT1ev4yTgZUnu2V7BfDDN4/H09mrsyXbvTDNk5KeziHlKVXVVVX26qp5Mc8X3q2nGyQ7qQe0dyx5H83XhVLfs3pI53Ha7hn872j9z0zsy/o3mH6l+f3i25qZ3ORtHu9D05t2v345qpvJ6DM3r4as0j81sLKfpnf/KTAuDv5ZH+ZkBo/vcWBPf2wcDj03y7nYKyDfQ3HDj9Um2TbJhku2THEJzh7ZB/xEZ5WtuVE4BXprkVj3lr6P5Jqo77dptaD6vBjWqx3lU7c5P4+7CdnEZ5ULzx+YVwCU0Hzi7MMevvIGfAf/Z2d6AZqL3W/epexjNND2Dtv194Msz1HklzR/bCxn8q+NdaXokTqG53eoDaHphF7brBwAvavdfP+hjQjP7w2Xc9OvsNwG703yQn9D+TlfTfNgvmsVjcZMhFkN8Lazss/S9gQnNRTM/WsXzbdq+DlbM5fXWtvFl4CsD1v068N1xttvW/wBNj90G09TZmOaCtNmO5z20fb3NeMEmcCCwcg6P+dA+M9r2RvK5sSa+t9v2n0zzGXYNTdJ6Kf2Hxyyb7jW0ul5zo1qAf2g/G/5Mc3Oaj9LMeHMDcEhP3e8A3xr34zzKdufjMvYAXFxWx0Iznvdwmp7ak9s38WwT5FHenWi/9sNy2juE0fQE/W02H/DtB9ovmXr85kqa3qh/nOXjcXuaK97fCjyxU/4cmivpf0PTY/OoWbb7X8BDR/AaeEyf5WF96m0JHA/sM6Tzbk0zd+yt5nDsg+m5SHOKepMx7zXOdttjFtEMSfiHGeqtByxldrN6bN0+b7cc9uujz7lW+TOjbWeUnxtr1Hu7086taMYvH0UzRvt3NMNAvk0zM8KDZtneyF5zI36N7UQz7vyvNJ//PwNe2qfeY5nldH2jeJxH3e58W7xRiNYpSe5Dc8X+djRXi8/qbkqjujtR+1Xmw4BfVNU5M9TdiWb6t1l9fZVkR5rb6W5DMwZ38s5Hp1XVr2bTlrSuWNXPjLaNUd/VzPe2NGQmyJIkSVKHF+lpnZbklUl+v6a022n7rBG1O5KYpbXFanhvr1GfR9LaygRZ67qFNBfgrCntTra9/YjaHVXM0tpiIaN9b69pn0fSWulm00pJa7okj55F9TuPu91Rtj3KmKW1he9tSb0cg6y1TpKVDD7vbGimG15/XO2Osu1RxiytLXxvS+plD7LWRlfSTJfzzgHq7gb865jbHWXbo4xZWlv43pZ0EybIWhstB+5Qzd20ptVO4TTudkfZ9ihjltYWvrcl3YQX6WltdAqwQzuv6EzSLuNsd5RtjzJmaW3he1vSTTgGWWudJFsD96CZcP+q+d7uKNseZczS2sL3tqReJsiSJElSh0MsJEmSpA4TZEmSJKnDBFmSJEnqMEGWJEmSOkyQJUmSpI7/D8nvwrP/mfC3AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -809,7 +637,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -832,15 +660,23 @@
     "    "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "57a495b6-68ea-480a-8780-70c8912ad73a",
+   "metadata": {},
+   "source": [
+    "### Plot cluster dropout scores"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 200,
+   "execution_count": 79,
    "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -852,7 +688,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -864,7 +700,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -876,24 +712,380 @@
     }
    ],
    "source": [
-    "# plotclusters\n",
+    "\n",
     "sort_order = {}\n",
-    "for cre_line in cre_lines:\n",
-    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    tmp = cre_line_dfs[cre_line]\n",
     "    labels = labels_cre[cre_line] \n",
-    "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
+    "    cluster_df = pd.DataFrame(index = tmp.index.values, columns = ['cluster_id', 'cre_line'], \n",
     "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
     "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
     "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
-    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
-    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix='_familiar_only',\n",
+    "    vba_clust.plot_clusters_row(cluster_df, tmp, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix=f'_familiar_only_{n_clusters_cre}',\n",
     "                                 abbreviate_experience=False)\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "b73ec873-2e32-4df3-83a8-3a524ae70955",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Plot area and depth analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "## add cluster id\n",
+    "cells_table_sel = cells_table_sel.drop_duplicates('cell_specimen_id')\n",
+    "cells_table_sel = cells_table_sel.set_index('cell_specimen_id')\n",
+    "df_meta = cells_table_sel.copy()\n",
+    "for cre_line in cre_lines:\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    index = cre_line_dfs[cre_line].index.values\n",
+    "    df_meta.at[index, 'cluster_id'] = labels+1\n",
+    "    \n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x540 with 30 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x540 with 15 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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CO04xqxkarnHM0KbA3Zl5WPn8soj4LsUXdZ1uijeRoe+Vzx8JXF0WSVXdOGaIzDweeEzZ3jzgnxRji3fidmiwxjIzU5jICGV/NgVWAs7vMu//RES0fMmyFfClCu1PyjPIh+cU4Epgv4hYNSLmR8QT22fKzGuAy4FXRcTc8tuc/xSCIuKlETFxmeZiijBODDVwNcWOb8JBwJ4R8dgorBoRz43OA953VF46M58iG/PKfs/tMvthwNsiYv2IWI/ihmiH9NqWpjR2GYqIFSgu/7wN2C27D4sxwQwN1zhmaMuIeHZErFxuj14FPAk4vssiZmi4xi5DFDd7eTCwdfn4SbnOPbrMfxjwvohYKyK2pDiAPKTHtjS1sctQRGwYEU+MiBXL/r4DWAc4qcsiZmi4xi5DmXkrcATwzohYvWz39RTDHXTivmy4xi5DLXYs2/rdFPOZoeEaxwydXzQZO0fEnIh4ALATxRi+nRwGvCYiHhrFkGLvwwwN0jhmiIh4VPmZbA3g08ClmXlMl9ndDg3WuGZmspri4cDzI2L7iFiV4gqXIzOz01nhxwF3A3tHxEoRsVc5/dhe+zJdFsiHJDPvBp4PbAZcQnE27U5dZn8d8A7gOooB5//Q8tpjgD9FxM0UH/L3ycx/lq/tCxwaxaUPL8vM08p1HUAR/AuY/l2DD6Iobr4CeG/58y4AZYhbL+37KsUwGmcD5wA/L6dpAMY0Q08Ankcx5uaSKO6GfHNEbA9maNTGNENRrvPfFHdJ3wfYKTP/DGZo1MYxQ5l5U2ZeNfGg2I/dkpnXA0TEKyOi9WyWDwIXUtwA53hg/8w8utf2NLlxzBDF2IYHlsteTnFJ8bMnzqIzQ6M1phkC2Ivi8uArKMZx/TbFja/cl43YGGcIiuFVvtk+RIEZGq1xzFBm3gi8GHhrufyZFNn4KPzny+CbI2LDcv6jgU9RfBlzCcU+7YO9tqfJjWOGSu8ErqU4s3hdWq5mcTs0XGOcma41xcw8F9iTolD+b4pj7v8M+xQRv4yI95Tz3gG8iOIm1UuAVwMvKqcPRTgckCRJkiRJkiSpiTyDXJIkSZIkSZLUSBbIJUmSJEmSJEmNZIFckiRJkiRJktRIFsglSZIkSZIkSY1kgVySJEmSJEmS1EgWyIcsIo6LiKURcXP5+Psk864UEV+JiKsj4vqI+GlErN/y+qKIWBwRf4yIDVqm7xwRXxj2e+nS55dFxN8i4qaI+GtEvKiOfsxmEbFXRJwWEbdHxCHTWO63EZERMa98Pi8ivhsRSyLi6IhYo2Xe90TE24bQ/an6+NyI+H3Zp6si4msRsfqo+zHuJstIRDy0fG1x+fhNRDx0knVtHBG/KOe9KiIOaMnQmhFxTPn3Ojwi5rYs938R8eKhvcnu/X142adrIyI7vP6QiDg2Im6IiAsiYsdR93EcTLWdiYinRsR5EXFrRPwuIjaaZF0fiYizI+KuiNi37bVHRsS55d/rbS3TV4iIP0XEAwf5vnpR7sf+UL634yaZb9dym/raEXZv1oiIl5fHC7dExIURsX2X+XaPiLtbjptujogdytdm4n4sIuK9EXFJRNxY9m+NqZfUZCbbF3WZf+eI+FeZrx9FxNotr82o4+eIWDEifhARF5fblB3aXn9KuZ29ISIuHnX/xllEfCsiriz/L57fur2OiMdFxK+j+Ix1TUR8PyLWnWJ9HbdbEfHAiDi5XNdn2pb5ZUQ8ejjvcGplvv4WEZe1Tc/yfUxsV79WVx/HRdt+6OZy3/TFLvPuFhGnl9m7LCI+1brNGsPtUETEJyPiuvLxyYiIUfdztglrQ5qm6RwPRXEs3LrNui0ilkXEOuXr74jiM9i5EfGIluWeGBE/GtFbau/z/0XE38t+7t722qTb1WGwQD4ae2XmauVji0nm2wd4PLAVsB6wGPgiQERsC2wDPAD4PfCucvqawDuA9w2v+52VG+hvAW8D1ij78e2IuN+o+zLLXQF8FPh6rwtExCuBFdomvxhIYB3gBuD15bybAC8A6tiRrknx3tYDHgKsD+xfQz/G3WQZuQJ4CbA2xd/+J8B3J1nXl4F/A+sCWwNPBt5UvvYG4Azg/sDGwI4AEfF4YL3MPLLa2+jLncD3gNe0v1DuQH8M/Izi/b8e+FZEPHikPRwPXTNUHlQdCbyf4vd4GnDEJOu6AHgn8PMOr30CeDvwSOC9EfGAcvrbgB9m5qX9voEKrgcWAft1myEi1gLeA5w7oj7NKhHxdOCTwB7A6sCTgH9OssgfW46bVsvM48rpM3E/tiuwC/BEin3ZypTHbqpksn3RvUTEw4CvUvwd7g/cWi4/I4+fS78HXgVc1eG1Wyi2xe8YaY9mh08AG2fmGhTbhI9GxDbla2sB/0dx/LIRcBPwjW4rmmK79W7gUGAT4EUTBfGI2Am4KDNPG+zbmpZ3ANd0ee2RLdtVv+ydQut+iGIbchvw/S6zrwIspNg/PRZ4KsXxzrhuh14PvIjieG0r4PkUnwNUnbUhTUfPx0OZ+fG27dYngeMy89oovhB+DbApcCDF/nLi8/JnKLZfdfgLxfv5c4fXum5Xh8UC+cyyCXBMZl6dmUspChAPa3nt95l5O/BbimADfAzYPzNvnE5D5bfFb4+Is6I4Q+WIiJg/zf5uACzJzF9m4ecUB/UPmuZ6NInMPDIzfwRc18v85Y7xgxQFqlabUGwg7wJ+xz0Z+gLwP+X0npVnG+wZEf+I4my+L033zILM/HZmHp2Zt2bmYuAgiiKDpmGyjGTmksy8ODMTCOBuYLNJVrcJ8L3MXJqZVwFHc+/t0O/K7dCJwKZRnEX+OWDv6fS5/DY8y2+GLym/zX7vdNYBkJl/z8yD6Vy43JLigPJzmXl3Zh4LnERRRFGLKbYzLwbOzczvl/umfYFHRsSWXdZ1aGb+kqL40G4T4NjMvBz4B7BhFGej/zdFjnoWxZnGv4+IT5dnVVwUEc+ezjrK/v4mM79H8SVBN5+g2FZeO931C4APAR/OzJMzc1lmXl5mYLpm3H6MomhwcGZempk3U3wY2SkiVpnmenRvk+2L2r0S+GlmnlD+Dd4PvDiKK9Jm3PFzZt6RmYsy8/cU++T210/JzG8y+ZdI6iAzzy3/1lB8mZaUn0vKzyvfz8wbM/NW4AAmP+acbLs1sS+7ATiV4nhoDYoi1Xum0+eI2KE8M+5/IuLfUZwBv8d01tGyrk0oCp6f6Gd5Teq/KYpUJ3Z6MTMPzMwTy//flwOHc0++xm47BOwGfCYzLyvfz2eA3afThiqzNiSY3vHQf5THs7tSfJkLsCFwRpmN33BPZhYCP8nMi6fTqSiuhvhIRJwUxRUDv5o4U306MvNLmflbYGmH1ybbrg6FBfLR+ERZ/Dkp2i5fanMw8MSIWK/8YPVK4Jfla+cC20fEyhTfnJxbnq2wRWZ+u89+vQx4FsV/uq0od3oRsWH5QbHbY+dy+dOAv0XECyJibhSX0NwOnNVnfzQYH6f4VrD9bIBzgP+KiJWAp1BkaEfg2sw8qc+2ngc8hiI/LwOeCRAR202Roe26rO9JeIbmUETEEoodzxcpMtLNIuDlEbFKeSbAsyl2xFBk6Gnldmh7ir/V3sAvM7PfD/LbAVtQbNc+EBEPKfu78xQZ2rDP9gJ4eJ/LNtXDKL7dByAzbwEupIeDsw7OAZ4RxaWgG5fr+Tzwjsy8s4/1PRb4O8WZBZ8CDp4ocEbElyfJT8/7qSjO0nk08JU++td45ZdojwbuG8UwR5dFcXnoypMs9qjyuOn8iHh/3HM55Uzdj0XbzysBm/fZHxUW0X1f1K59G3UhcAfwYGbm8bOGqNz23wqcB1wJ/KLLrF2POXvYbp0DPD0iFlCcxXku8BFgUWYu6aPbD6C4qnJ9ijP8vhTFlUtExLsmy1Xber5IUaC/rUs7J0Rxif6REbFxH/1sst2Aw8oTTnrRmq9x3A7da7ta/tzPcZ+WZ21I07GI3o+HWm0P3A/4Yfn8AuAR5X7raRSZeSDwcuDTffZtZ4qrrO4HrEjL2d1TZOZdfbY3/FpRZvoY4oPiw/vqFB+WdqM4o+5BXeZdk2LogwTuohjKYO2W199KsXM6Argv8AeKYSn2Bk6g+EZlQY/9uhh4VcvzTwFf6eP9vQa4uezvrcBz6/6dz9YHxfAHh0wxz6OBM4F5FMWnBOaVrwXFEAJnUVxiep9y3vtSfNt8AsUlPCv22J8Etmt5/j3gXRXe39MpLh17cN2/63F9TJURYFWKS5i6/j8ttymnl/+nEzgEiPK1+WV2ziqztAHF5VBrUhQPTwA+2mNfJ/K5Qcu0U4CX9/neNyt2afeatgLFGXjvLH9+BkXR5Ji6/1Yz9dEpQxQH6Pu1TTsJ2H2KdX0L2Ldt2kYUxYo/A6+guAT+mxRnNfwYOB54aY993R24oOX5KmWmHtDne38txdnJrdPmUhzwP658fhzw2rr/TuP0oLiKI8vf47oUX2acBHysy/ybUnw4mwM8Avgr8O7ytRm3Hytzc365TVuTYhirBB5f9+9+nB+T7Ys6zPtbYM+2aZcDO5Q/z7jj55blL5voZ4fXngZcXPffYhwf5bZ7O4phBlbo8PpWFMNrbd9l+Um3WxTDjR1R5uqtwKMormpZG/h2mau9euzrDhQF7Xkt0/49sd+ZxnvekeKEhYl1Xtb2+pMoChgLKM6eP6e1TR+T/m43ojjLepMe5391+X97nZZpY7UdKt/vli3PNy//T3TcDvvo+XdtbcjHdH+nPR8PtS13MMt/pnsFxWewX5bbtSMpvmDZieIz2I9p+Ww+xfqPA97X8vxNwNEV3ufvmeSzZaft6jAenkE+ZJn5p8y8KTNvz8xDKQ6untNl9i9RbCzvQ1HIOpJ7viUkMz+XmY/MzJ0ovuE7geID5Ospgv03yvGnetR6hvGtwGrTWJaIeBrFxnMHigOuJwNfi4itp7MeDUZEzKEoDOyTHS4zz8K7MnOrzHw9RVa+QnHm3KMp/n4rUmx8elUpQy19fxzFB4qXZOb5/axDU8vizN+vAIdFh/HgygwdTbHtWZXiA+FaFEMGkMWlXa8vM/QuiiEx3kNxRsMcigw9NiKeNY1uDSRDnWRxRvKLgOeW7fwPRQHsskkW0/JuphhLsNUadB5CZVKZ+a/MfE5m/j+Kg7CPUJxt8GmKA/wXAJ+NlhvsTeE/+cniknkYYIYoDvbOysyTB7jOppk4k/GLmXllZl4LfJYux0KZ+c/MvCiLIQ3OBj5McR+Fmbof+zrwHYoPCudSFMnA7UzfptoXdTDpNmqmHT9r+LIYVu33FF/kv7H1tYjYjOLz1T6Z2XG4DKbYbmXm9Zm5U2Y+kuIqqC8Cb6HI0TkUX27sOXFVXA+uazt2n1auImJVis9kXYe7y2IIojuyOMN9H4ovInvtX9PtQjGcxUVTzVieNfsJ4NllboCx3A61b1fXAG7OslKl/lgb0nT0cTw0sdwqwEu5Z3gVADLzO5n5/zLz2RRXVN9O8cXLpymGDPw+0zubfCTHQ922q8NggXz0JsYB7mRrim95rs9iPKkvAttG21g+EXF/ig3fhymCfVZZCDqV4oyISsrLaNrv2t36eGVLf0/IzNPKD7KnAn+iOCjU6K1BUSA4IiKuosgDwGURsX3rjFHctfgJFGfgPQI4vTzgGVSGtp8iQ9u3zPsoijPuXp3F+FMarjkUZ9qu3+G1tSnO5D2gPHC7juIGVssduJVF8MjMoykydFqZodMYTIZeOUWGehpiJTPPyswnZ+Z9MvOZFGennlK1fw1zLsVNmoD/fBB/ENUvcfsAcFBmXs09GbqBorA42Tj5PYmIr0ySn177/lRgx/KS9KsotpufiYgDqvavKbK4v8RlFMc//5k8nVXQ4bhppuzHyuOfD2bmxpm5AcX/i8vLh/rT876o1L6N2pSiqHCvL9xn0PGzRmceLePfRnHPi98AH8linPeOprndej1wcmaewz37sjuAs8vnlUTEeybLVTnb5hRXsZxY7quOBNYt910bd1n1ZJ9JdW+t4/h2VR4bHwQ8v/yCt9M847Idutd2tfzZYTAHz9qQJjPd46EJO1JcJXVcpxejGJrn4xQnj20OXJrF2OQDyUzZxmSZ6fleHb1sVwfJAvkQRcSCiHhmRMyPiHnlxuNJdB8z6FRg14hYMyJWoDhz7YoO35J8luKy9VuBi4DHRMRqFN/W/bNse4eI6Osb3sy8JFvuftvhcXhLf7ef+FawLHRuj+NMDVSZnfkUl4vOnchTh1lvoLgkdOvyMbHh3IZi5zSxvqC4tHLvzFxGkaHtImLim96JDO0eERf30+csbqYwWYZOLNt4OMX/h7dk5k/7aUuTZyQinh4Rj4piLLg1KLYfiynOKriXcltzEfDGcp0LKC7/u9f/6bKt/bjnbtcXATuUGXoi92Ro34g4rp/3lJmHT5GhS8o2ouzPihN9i2J84om+blVOWyUi3k5xqfQh/fRpNptiO3MU8PCI+O9yng9QHHyf12VdK5TzzQHmleua2zbPQyn2WQeWky6iGFv6/hQHahN/3+MiYt9+3lNm7jlJfv4zjmb5f2M+RSFlTtnfFcqXd6c4w27r8nEaxY3bpn1D2Yb7BvCWiLhfFOPqvhX4WacZI+LZZQ6I4kaw76e42qB1npm0H1s7Ih5UboseSrGN/XDZL/Wh131Ri8OB50fxpcaqFEWCIzOz/SqXmXL8TESsFPfcAG3Fcrszcf+EOeVrKxRPY36ZbU2i3L68PCJWK7frz6S4nPy35evrA8dSFBp6uafElNutKK7GezPFzauhyNVTylw9mntydUhEHNLP+8rMj0+Wq3K2c4AHcs++6rXA1eXPl0bEwyJi6/L3shrFDRcvp8OxoO4tIp5AcVLJ96eY778otkX/nZmTnYgxFtsh4DDgbRGxfkSsR1FIO6SfPqkQ1oY0TX0cD03YjcnvmfA+ii9frqD4zLVFeez9FO7JzMZR3Mx+4z77Pllm/nM/tIhYsdwOBbBC+f9jTvlar9vVgbFAPlwrUIzneg1wLcWldy/KcgiJ8kD+5pb5305xE71/lMs8h+Lbn/8oQ7IgM4+C4k73wM+BSykCvV856wMpxqEamsw8nuKA8AcRcRPFDQA+npm/Gma7DfQ+iks930VxZ/rbymmt3+humIWrJh4UGQK4OoszWSbsAZyTmaeXz48Erijnvw/F2XhQZKjfm5716n8oxkw7OKZ/Zqfu0TUjFGNNfofiC5QLKc6kelYWd0OfODPply3rejHFDVquobiZx50UHwpbvQc4PDMnhhD4KsUlX9dQnHF1VDl9FBnaiOL9TuTmNoqbNk7YheImXf+mOBv46VmchaF765qhzLwG+G+KMZ4XU4yf+PKJBaM4U7u12HBQufwrKArJt1H8HVp9ieLy9rvL5++muDT8XIr9yMQle6PI0C5lHw+kOJC/jeI9kJlL2rardwA3ZnGmu3r3EYoPTudTFGTOoMjTvfZj5bxPBc6KiFsoxqs/kuVvLDyT9mPrlP28heLS569n5v9Nvoh6MOm+KO59Fv+5wJ4UH6L+TTG+65taVzaTjp9Lf6fY1qwPHFP+vFH52pPK57+gOHPsNsBj66klxXAql1Hsqz4NLMzMn5Svv5biKrJ9Y/kzsDsdD3XdbrX4NMUXYhPr+QTwXxS5+mlmnlZOH+q2KDPvattXXQ8sK5/fDdyfYhizGymKHxsDz8v+bo7dNLvR4Qu3Dvuu91OMGf2Llnz9sm2ZcdoOfRX4KcWVEOeU/fzqCPo0m1kbUj96Ph4qn69PsR86rNPKypNPngF8ASAzr6TIybkUn8XeXc76QOBfDP+KyF9RbHsmrgq9jeI4CHrYrg7axI3XNMtExNeA72fmMXX3ReMpIn5FUcDy7BL1JSLOBJ6axeVg0rRExAbA9zLzCXX3RePJ/Zimy+NnDVp59v9fgK0sSKsXboc0aGZK0xUR7wOuycxGfTFmgVySJEmSJEmS1EgOsSJJkiRJkiRJaiQL5JIkSZIkSZKkRrJALkmSJEmSJElqJAvkkiRJkiRJkqRGmld3B8bBHYuvquVOpv98x551NMvGL3t+Le0CzH/Ga6K2xoforjOOriVDc9Zcp45mufOSv9fS7ko7vHJW5gfgzqsurCVDcdfSOpqtzbwNHjZrM7T01ltqydBth36kjmZZZdf31tLuSquuPmszdNvSpbVkaO4ZP6+jWeaueZ962n3oDrM2Q3dce1ktGVp2yk/raJYVNn14Le3O3XL72ZuhG66tJUM5b6U6mq3NbN2XfXOdh9SSH4AHbryglnYfvusTaml3nb0/MyszVNexEMAK1/+rlna/8pAX1NLuXjf8fVZmqK5jIQDmrVhLs3fPX6OWdleeP39aGfIMckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjDaxAHhEXR8Q65c83d5lnz4jYdVBtSpIkSZIkSZLUr5HepDMzvzLK9iRJkiRJkiRJ6qavM8gj4kcRcXpEnBsRr5/GcvtGxNvLn4+LiM9FxGkR8beIeExEHBkR/4iIj07VVkS8JiLOj4hTIuKgiDignH7fiPhhRJxaPp5YTn9yRJxZPs6IiNX7ee+SJEmSJEmSpNmh3zPIX52Z10fEysCpEfHDPtdzR2Y+OiL2AX4MbANcD1wYEZ/LzOu6tLUS8H7g/wE3AccCfynX+Xngc5n5+4jYEDgGeAjwduDNmXlSRKwGLO2zz5IkSZIkSZKkWaDfAvneEbFj+fMDgc37XM9Pyn/PBs7NzCsBIuKf5Xqv69LWA4DjM/P6cv7vAw8u53ka8NCImGhjjbIgfhLw2Yg4HDgyMy9r70xELAAWtE+/+qLzWLDmmn2+RTVJtwxdc/z3WbD6aiPvj8ZPtwz9+7w/s2DNNUbeH42fbhm68vLLWLBgucnScrpl6IorrzRD6knXY+oLzvGYWj3pmqGLL2DBAjOkyXXLz4Frbc6qc+aOvD8aPx4LqSqPhcbPtIdYiYgdKIrQj8/MRwJnAPO7zPuxiWFNuqzu9vLfZS0/TzyfN522WswBHpeZW5eP9TPz5szcD3gtsDJwUkRs2WHZhcBF7Y8vHnjQFE1K/7GQDhn6wuE/qrFLGjML6ZShg75RZ580XhbSIUMHfOlLdfZJ42UhnTJ0wAF19knjZSGdjqm/enCdfdJ4WUjHz2VfrbNPGh8L6ZCfY5ZeX2efNF4W4rGQqlmIx0JjpZ8zyNcEFmfmrWWR+XHdZszM9wLv7bdzk7R1KrAoItaiGGLlvynOQgf4FfAWYH+AiNg6M8+MiAdl5tnA2RHxGGBL4Ly29hYBh7R34i1vfN1FFd6DmmURHTK09ytfZIbUq0V0ytDr9jBD6tUiOmRorze/2QypV4volKG99jJD6tUiOh1Tv+E1Zki9WkTHz2VvMEPqxSI65OeZ89c2P+rVIjwWUjWL8FhorPRTID8a2DMi/gb8HTh5sF2auq3MvDwiPg6cQjFm+XnADeUyewNfioizKN7fCcCewMKIeArF2ennAr9sbywzlwBL2qffsfiqgb4pzV7dMnTXGUePvC8aT90ydOdVF468LxpP3TK09NZbRt4XjaduGbptqbdvUW+6HlNfu9wIh1JHXTN0w7Uj74vGT7f8fHOdh4y8LxpPHgupKo+Fxs+0C+SZeTvw7A4vbdwyT8fBljNz35afd2j5+TjguE6vdWkL4NuZ+X8RMQ84CvhRuey1wE4d2n5Ll/VIkiRJkiRJkhpo2mOQzyD7lmObn0Mxls+Pau2NJEmSJEmSJGms9DPEyoyQmW+vuw+SJEmSJEmSpPE1zmeQS5IkSZIkSZLUNwvkkiRJkiRJkqRGskAuSZIkSZIkSWqksR2DfJTiglNqaXeTnV9cS7vXHH9iLe0CbPCM19TW9jDdefmF9TR86fm1NDv3yTvX0u5sdvKOu9bS7sprza+l3Wv/fn0t7T7rwjNqaXcU5i2+pJZ2V91p71razbvvrKXd2WzubUtqaXfO/FVraXfZfTetpd25tbQ6GrnSarW0e+e1V9fS7txtnlVPu7W0Ohpx2w21tJurrFVLu3H3HbW0y6qr19PukL3su++sre25a92vlnbzLo+HBmmFc39bW9t3PuyptbS7x1d2qaXd2SpyWW1tH/ngHWppd8d/nFBLu8yfXi3DM8glSZIkSZIkSY1kgVySJEmSJEmS1EgWyCVJkiRJkiRJjVRLgTwiXhAR7+pjuT8Moz+SJEmSJEmSpOap5SadmfkT4Cd9LPeEIXRHkiRJkiRJktRAlc4gj4i3RcQ55WNhRGwcEedFxCERcX5EHB4RT4uIkyLiHxGxbbnc7hFxQPnzS8vl/xIRJ5TTHhYRp0TEmRFxVkRsXk6/ufw3ImL/crmzI2KncvoOEXFcRPyg7MfhERHla/tFxF/L9X26yvuWJEmSJEmSJI2/vs8gj4htgD2AxwIB/Ak4HtgMeCnwauBUYGdgO+AFwHuAF7Wt6gPAMzPz8ohYUE7bE/h8Zh4eESsCc9uWeTGwNfBIYB3g1IniOvAo4GHAFcBJwBMj4m/AjsCWmZkt7bS/pwXAcq/9+7eHs2D11Sb7dUhA9wxd8Z1PsWC1VUbeH42fbhn6+aO3ZfV5tVz0ozHTLUPXnHsyC9ZcY+T90fjplqGrLzqPBWuuOfL+aPx0y9BVl1zMggVmSFPr+rnsvD+7L9OUum6DjjrAz2TqSdfj6d9919qQetJ1P/aPszyenqGqnEG+HXBUZt6SmTcDRwLbAxdl5tmZuQw4F/htZiZwNrBxh/WcBBwSEa/jnkL4H4H3RMT/Ahtl5m0d2v5OZt6dmVdTFOYfU752SmZeVrZ/ZtnmDcBS4OCIeDFwa5f3tBC4qP3xhe/8tMdfidQ5Qwf85Hd19knjZSEdMvT9K6+os08aLwvptC/72mF19knjZSEdMvTFAw+qs08aLwvplKEvH1hnnzReFtJpX3bQN+rsk8bHQjptg478VZ190nhZSKdt0Ld/XGefNF4W0ilDX/16nX3SJIZxOuLtLT8va3m+rFN7mblnRDwWeC5wekRsk5nfjog/ldN+ERFvyMxj+2j/bmBeZt5VDu/yVOAlwF7Af3VYdhFwSPvEvV/x/It6bFtaRIcM7fWCp5gh9WoRHTL00nXXM0Pq1SI67cteu6sZUq8W0SFDb3nj68yQerWIThl60xvNkHq1iE77stftYYbUi0V02ga9+BnmR71aRKdt0M4vNEPq1SI6ZegNrzZDM1SVAvmJFGd+70cxxMqOwC7A66ezkoh4UGb+CfhTRDwbeGBErAn8MzO/EBEbAlsBrQXyE4E3RMShwNrAk4B3AFt2aWM1YJXM/EVEnAT8s9N8mbkEWNI+/c5Tp30/UTVUtwzd9rMvjbwvGk/dMnTi45848r5oPHXL0F2X/23kfdF46pahOxZfNfK+aDx1y9DtNy03Seqo6+eyqy4ceV80frpug37jFQjqTdfj6dN/PvK+aDx13Y9dc8nI+6Le9F0gz8w/R8QhwCnlpK8Bi/tY1f7lTTgD+C3wF+B/gV0i4k7gKuDjbcscBTy+nDeBd2bmVRHRsUAOrA78OCLml+28rY9+SpIkSZIkSZJmkUpDrGTmZ4HPtk1+eMvru7f8fPHEa5l5COWlBpn54g6r3q98tLe3WvlvUpwx/o62148Djmt5vlfLy9tO/m4kSZIkSZIkSU1S5SadkiRJkiRJkiSNLQvkkiRJkiRJkqRGskAuSZIkSZIkSWokC+SSJEmSJEmSpEaK4n6XmsytR3yiUb+kOasvqK3t+c95Y9TW+BBd8u49asnQei/bqY5miXXWr6XduQ98xKzMD8DtN15fS4bm3Lq4jmbJldespd0V11xn1mbojsVX1ZKhqz/z3jqa5f7v+GQt7c7mDN22dGktGZp7+811NMux/+/ptbT7rAvPmLUZ2m/VzWvJ0Ft/+v46muWKX/y6lnY3+fQ3Z22Gbr/5hloylHPm1dFsbeavsuqszNCdV11Y2+f6OTXty3KF+bW0O2+9LWZlhuo6FgKYe9uSehquafs3W4+pb79pSX31xajnV7ps3kq1tLvy/PnTesOeQS5JkiRJkiRJaiQL5JIkSZIkSZKkRrJALkmSJEmSJElqpGkXyCNi44g4ZxrzHxcRj55uOx3W8+iI+ELV9ZTrmtZ7kCRJkiRJkiTNPmNzt5HMPA04rdf5I2JeZt41xC5JkiRJkiRJksZYv0OszIuIwyPibxHxg4hYJSK2iYjjI+L0iDgmItZtmf+lEXFKRJwfEdvDf87iPjEi/lw+nlBO/25EPHdiwYg4JCJeEhE7RMTPymlrR8SPIuKsiDg5IrYqp+8bEd+MiJOAb3ZrQ5IkSZIkSZKkfgvkWwBfzsyHADcCbwa+CLwkM7cBvg58rGX+eZm5LbAQ+GA57d/A0zPz/wE7ARPDpxwBvAwgIlYEngr8vK39DwFnZOZWwHuAw1peeyjwtMx8xSRtSJIkSZIkSZIart8hVi7NzJPKn79FUaR+OPDriACYC1zZMv+R5b+nAxuXP68AHBARWwN3Aw8up/8S+HxErAQ8CzghM28r1zthO+C/ATLz2Ii4T0SsUb72k8y8bYo2OoqIBcCC9umXH/x+Fqy68mSLSkD3DJ218BWsOX+lkfdH46dbhq761z9ZsGDNkfdH46dbhq6+6DwWrGmGNLVuGbriyitZsGC5ydJyumXoAytvwsoxd+T90fjpejx06cVuhzSlbvn593l/ZsGaayw3v9TOYyFV1XU/dsnFfq6fofo9gzzbnt8EnJuZW5ePR2TmM1pev738927uKcq/FbgaeCTwaGBFgMxcChwHPJPirO8jptm3W1p+7tjGJBYCF7U/vvSLkyZbRmq1kA4Z+vqpf62zTxovC+mQoS8e+JU6+6TxspCOGTqozj5pvCykQ4YOOOCAOvuk8bKQDhk66c4lNXZJY2YhnfZlXz6wzj5pfCykQ36+cNA36uyTxstCPBZSNQtxPzZW+i2QbxgRjy9/3hk4GbjvxLSIWCEiHjbFOtYErszMZcAuFGedTzgC2APYHji6w7InAq8s29oBuDYzb5xmG50sAjZpf7z5OU+cYjHpPxbRIUOvfsxD6+yTxssiOmToLW/cs84+abwsomOGXldnnzReFtEhQ3vttVedfdJ4WUSHDD1xhQU1dkljZhGd9mVvemOdfdL4WESH/Oz9uj3q7JPGyyI8FlI1i3A/Nlb6HWLl78CbI+LrwF8pxh8/BvhCRKxZrncRcO4k6/gy8MOI2JWiCN565vevgG8CP87MOzosuy/w9Yg4C7gV2K2PNpaTmUuAJe3Tbz3iE5MtJv1Htwxd8m4PxtSbbhm6/cbrR94XjaduGbpj8VUj74vGU7cM3bZ06cj7ovHULUP7rbr5yPui8dT1eOjmG0beF42fbvm586oLR94XjSePhVRV1/3YTctN0gwx7QJ5Zl4MbNnhpTOBJ3WYf4eWn6+lHIM8M/8BbNUy6/+2zHcnsHbbeo6jGHqFzLweeFGHtvZte96xjfI9PLzDe5AkSZIkSZIkNUS/Q6xIkiRJkiRJkjTWLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSIz6+7DjHf7TUtq+SXNWXpjHc1y92r3raVdgPkrrxy1NT5Ety1d2qj/aLHs7lranb/KqrMyPwB3LL6qlgzlCivX0Sw5d8Va2p2t2yCobzs09/ab62iWu1darZZ2V54/3wwN2Lyb/l1Hsyxbec1a2l1ptTVnbYaW3npLLRmKZXfV0SzUdDy00hprz94M3XZbo46pyWW1NDtbj6lvv/mG2vITd9xSU8P1nBO54loPmJUZqvNz/dy66kPz16il3dl6TF1nhqKm+m9GPX/K6WbIM8glSZIkSZIkSY1kgVySJEmSJEmS1EhjVSCPiAUR8aY+l704ItYZdJ8kSZIkSZIkSeNprArkwAKgrwK5JEmSJEmSJEmtxq1Avh/woIg4MyI+FxG/jYg/R8TZEfFCgIhYNSJ+HhF/iYhzImKn1hVExMoR8cuIeF0t70CSJEmSJEmSNCPMq7sD0/Qu4OGZuXVEzANWycwby6FTTo6InwDPAq7IzOcCRMSaLcuvBnwXOCwzDxt15yVJkiRJkiRJM8e4FchbBfDxiHgSsAxYH7g/cDbwmYj4JPCzzDyxZZkfA5/KzMM7rjBiAcUwLvdy1SUXs2DBmsvNL7XrlqErrrySBQuWmywtp1uGrr7oPBas6XZIU3M7pKrMkKrqlqErL7/MDKknXTN0xRVmSFPq+rn+0ovNj3risZCqMkPjZ9yGWGn1SuC+wDaZuTVwNTA/M88H/h9FofyjEfGBlmVOAp4VEdFlnQuBi9ofX/zygUN5A5qVFtIhQwcccECdfdJ4WUin7dCBB9XZJ42XhbgdUjULMUOqZiGdMvSlL9XZJ42XhbgdUv8W4ud6VbMQt0GqZiFmaKxEZtbdh55FxH2AP2fmRhGxD7BZZr4lIp4CHAtsAtwBXJ+ZSyPiecBrM/NFEXEx8GjgA8C8zFzuZp+TnEF+UR1nkM9ZeuPI2wS4e7X71tIuwPyVV+725cVYmORbwoua9C1hLLu7lnbnr7LqWOcHJj2D/KI6ziDPFVYeeZsAOXfFWtod920QzLzt0Nzbbx55mwB3r7RaLe2uPH++GRqweTf9e+RtAixbuZ6rdlZabc1Zm6ErL7+slgzFsrtG3iYANR0PrbTG2rM3Q1dc0ahjanJZLc2O+zH1JGeQ15afuOOWWtol6jkncsW1HjArM1Tn5/q5ddWH5q9RS7vjfkw9EzMUNdV/s+s5ysM13QyN1RArmXldRJwUEecApwJbRsTZwGnAeeVsjwD2j4hlwJ3AG9tWsw/w9Yj4VGa+s239S4Al7e3eftNyk6SOumXotqVLR94XjaduGbpj8VUj74vGk9shVWWGVFW3DC29taYCkcZO1wzddtvI+6Lx0/Vz/c03jLwvGk8eC6kqMzR+xqpADpCZO08xy8XAMR2W27jl6R4D7JIkSZIkSZIkaQyN8xjkkiRJkiRJkiT1zQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGikys+4+zFoRsQBYCCzKzCW2q+lq2t/SDA1e0/6WZmjwmva3NEOD17S/pRkavKb9Lc3Q4DXtb2mGBq9pf0szNHhN+1uaocGq8/fZlAxZIB+iiNgYuAjYJDMvtl1NV9P+lmZo8Jr2tzRDg9e0v6UZGrym/S3N0OA17W9phgavaX9LMzR4TftbmqHBa9rf0gwNVp2/z6ZkyCFWJEmSJEmSJEmNZIFckiRJkiRJktRIFsglSZIkSZIkSY1kgVySJEmSJEmS1EgWyIdrCfCh8l/bVT+W0Ky/ZV3tzmZLaNbfsq52Z7MlNOtvWVe7s9kSmvW3rKvd2WwJzfpb1tXubLaEZv0t62p3NltCs/6WdbU7my2hWX/LutqdrZZQ3++zrrZH2m5k5ijakSRJkiRJkiRpRvEMckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCfJSJiy4h4akSs1jb9WUNud9uIeEz580Mj4m0R8ZxhtqnhMEOqygypKjOkqsyQqjJDqsoMqSozpCrqyk/ZhhmaBZqaIW/SOSIRsUdmfmNI694beDPwN2BrYJ/M/HH52p8z8/8Nqd0PAs8G5gG/Bh4L/A54OnBMZn5sGO02lRlSVWZIVZkhVWWGVJUZUlVmSFWZIVU1rAzVlZ9y/WZohMzQEGSmjxE8gEuGuO6zgdXKnzcGTqMIMcAZQ253LrAKcCOwRjl9ZeCsun/ns+1hhnwM4PdthnyYoc7tmqERPcyQjwH8vs2QDzPUuV0zNKKHGfIxgN/3UDJUV35a2jZDI3qYocE/5qGBiYizur0E3H+ITc/JzJsBMvPiiNgB+EFEbFS2PSx3ZebdwK0RcWFm3lj24baIWDbEdmctM2SGqjJDZqgqM2SGqjJDZqgqM2SGqjJDZqgqM2SGqqopQ3XlB8zQwJmh0WbIAvlg3R94JrC4bXoAfxhiu1dHxNaZeSZAZt4cEc8Dvg48Yojt3hERq2TmrcA2ExMjYk3ADWB/zBBmqCIzhBmqyAxhhioyQ5ihiswQZqgiM4QZqsgMYYYqqiNDdeUHzNAwmCFGlyEL5IP1M4pLEc5sfyEijhtiu7sCd7VOyMy7gF0j4qtDbPdJmXl72V5rWFcAdhtiu7OZGSqYof6ZoYIZ6p8ZKpih/pmhghnqnxkqmKH+maGCGeqfGSqYof7VkaG68gNmaBjMUGEkGfImnZIkSZIkSZKkRppTdwckSZIkSZIkSaqDBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDXSrC6QR8S6EbFfRPwuIm6KiIyIHerulyRJkiRJkiSpfrO6QA5sAfwvsAFwVs19kSRJkiRJkiTNILO9QH46sE5mbg7sX3dnJEmSJEmSJEkzx7y6OzBMmXlT3X2QJEmSJEmSJM1Ms/0MckmSJEmSJEmSOprVZ5BPV0QsABa0TV4R2BT4B3D3iLvUNHOBdYFTM/P2ujvTDzNUq7HPD5ihmpkhVWWGVJUZUlVmSFWNfYbMT+3MkKoyQ6pq2hmyQH5vC4EP1t0JsT3w+7o70aeFmKG6jXN+wAzNBGZIVZkhVWWGVJUZUlXjnKGFmJ+ZwAypKjOkqnrOUGTmkPsyM0TEi4CjgKdk5nFd5lnA8t/wbAQcd+KJJ7LBBhsMsYe67LLL2H777QE2y8wL6+5PP8xQfWZDfsAM1ckMqSozpKrMkKoyQ6pqNmTI/NTLDKkqM6Sq+smQZ5C3yMwlwJLWaREBwAYbbMDGG2888j411NheamKGZoSxzQ+YoRnCDKkqM6SqzJCqMkOqamwzZH5mDDOkqsyQquo5Q96kU5IkSZIkSZLUSBbIJUmSJEmSJEmNNOuHWImI95U/PqT8d5eI2A5YkpkH1NQtSZIkSZIkSVLNZn2BHPhI2/NXl//+C7BALkmSJEmSJEkNNesL5JkZdfdBkiRJkiRJkjTzOAa5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhppVhfII2KliPhkRFwREbdFxMkR8dS6+yVJkiRJkiRJqt+sLpADhwBvBb4F7AMsA34ZEY+vs1OSJEmSJEmSpPrNq7sDwxIR2wIvB96amYvKaYcB5wCfBJ5UX+8kSZIkSZIkSXWbzWeQvwS4E/jaxITMXAocDGwXEevW1TFJkiRJkiRJUv1mc4H8UcB5mXlz2/RTgAC2HnmPJEmSJEmSJEkzxqwdYgVYF7i8w/Qry3/Xa38hIhYAC9ombwRw2WWXDbBr6qTldzy3zn5UYYbqMxvyA2aoTmZIVZkhVWWGVJUZUlWzIUPmp15mSFWZIVXVT4YiM4fTm5pFxIXAuZn5grbpmwIXAm/JzAPaXtsX+ODIOqlunp2ZR9fdiX6YoRlhbPMDZmiGMEOqygypKjOkqsyQqhrbDJmfGcMMqSozpKp6ztBsLpCfA1yemc9sm/5Q4FzgtZl5cNtrC1j+G55Ngd8CTwYuGVZ/BcCGwPHAFpl5ft2d6YcZqtXY5wfMUM3MkKoyQ6rKDKkqM6Sqxj5D5qd2ZkhVmSFVNe0MzeYhVq6kGGal3cS0K9pfyMwlwJLWaREx8eMlmXnxwHqn5bT8ru+osx9VmKH6zIb8gBmqkxlSVWZIVZkhVWWGVNVsyJD5qZcZUlVmSFX1k6HZfJPOM4EtI2K1tumPLf/9y2i7I0mSJEmSJEmaSWZzgfwHwArAaycmRMRKwB7ASZm53BnkkiRJkiRJkqTmmLVDrGTmnyLi+8CnImJdihtz7kZx19jd6+ybJEmSJEmSJKl+s7ZAXtoV+Ej571rAWcBzMvOkaaxjCfAh2sYO0lAsYXb+rpcwO9/XTLOE2ft7XsLsfW8zyRJm7+95CbP3vc0kS5i9v+clzN73NpMsYfb+npcwe9/bTLKE2ft7XsLsfW8zyRJm5+95CbPzfc1ES5idv+slzM73NRMtYXb+rpcwO9/XTLSEaf6uIzOH1RlJkiRJkiRJkmas2TwGuSRJkiRJkiRJXVkglyRJkiRJkiQ1kgXyLiJipYj4ZERcERG3RcTJEfHUuvs120TEuhGxX0T8LiJuioiMiB3q7tcgmKHRMEOqygypKjOkqsyQqpqtGTI/o2OGVJUZUlVmSFVVyZAF8u4OAd4KfAvYB1gG/DIiHl9np2ahLYD/BTaguInqbHIIZmgUzJCqMkOqygypKjOkqmZrhg7B/IyKGVJVZkhVmSFV1XeGvElnBxGxLfAn4K2ZuaicNh84B7giM59UY/dmlYhYHVgxM6+LiBcBRwFPyczjau1YRWZodMyQqjJDqsoMqSozpKpmY4bMz2iZIVVlhlSVGVJVVTLkGeSdvQS4E/jaxITMXAocDGwXEevW1bHZJjNvyszr6u7HEJihETFDqsoMqSozpKrMkKqapRkyPyNkhlSVGVJVZkhVVcmQBfLOHgWcl5k3t00/BQhg65H3SOPGDKkqM6SqzJCqMkOqygypCvOjqsyQqjJDqsoMjQkL5J2tC1zZYfrEtPVG2BeNJzOkqsyQqjJDqsoMqSozpCrMj6oyQ6rKDKkqMzQmLJB3tjJwe4fpS1telyZjhlSVGVJVZkhVmSFVZYZUhflRVWZIVZkhVWWGxoQF8s5uA1bqMH1+y+vSZMyQqjJDqsoMqSozpKrMkKowP6rKDKkqM6SqzNCYsEDe2ZUUl0G0m5h2xQj7ovFkhlSVGVJVZkhVmSFVZYZUhflRVWZIVZkhVWWGxoQF8s7OBLaMiNXapj+2/Pcvo+2OxtCZmCFVcyZmSNWciRlSNWdihlTNmZgh9e9MzI+qORMzpGrOxAypmjMxQ2PBAnlnPwBWAF47MSEiVgL2AE7KTL/h0VTMkKoyQ6rKDKkqM6SqzJCqMD+qygypKjOkqszQmJhXdwdmosz8U0R8H/hURKwLXAjsBmwE7F5n32ajiHhf+eNDyn93iYjtgCWZeUBN3arEDI2WGVJVZkhVmSFVZYZU1WzLkPkZPTOkqsyQqjJDqqrfDEVmDr1z4ygi5gMfAV4FrAWcBbwnM39Ta8dmoYjoFsJ/ZebGo+zLIJmh0TFDqsoMqSozpKrMkKqajRkyP6NlhlSVGVJVZkhV9ZshC+SSJEmSJEmSpEZyDHJJkiRJkiRJUiNZIJckSZIkSZIkNZIFckmSJEmSJElSI1kglyRJkiRJkiQ1kgVySZIkSZIkSVIjWSCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIB+hiNghIjIidq+7L5OJiCMi4qQ+ltsnIq6LiLWG0S+ZIVVnhlSVGVJVZkhVmSFVZYZUlRlSVWZIVZmhwbJAPmARsXVE7BsRG9fdl35ExBOBlwHv62PxrwK3A+8faKcaxgyZoarMkBmqygyZoarMkBmqygyZoarMkBmqygyZoarMkBmqygyNLkORmaNopzHKb26+ATwlM49re20OsCJwZ2bePfreTS0ijgHul5mP6nP5DwDvAdbPzOsG2rmGMENmqCozZIaqMkNmqCozZIaqMkNmqCozZIaqMkNmqCozZIaqMkOjy5BnkI9QZi7LzKUzOLibAU8HDquwmm8BKwG7D6JPujczpKrMkKoyQ6rKDKkqM6SqzJCqMkOqygypKjM0YJnpY0APYF8gOzwOKV/foXy+e8sy/5kGvAn4O7AUOBt4XjnPI4CjgRuB64AvACt0aH9z4JvAlcAdwMXA/sCqPfb/XWVftujw2hOAXwJXlf27HPgF8LgO854HnFz332McH2bIDJkhM1T3wwyZITNkhup+mCEzZIbMUN0PM2SGzJAZqvthhkaboXlokI4E1gVeD3wc+Fs5/cIeln0zsBbwNYpw7A0cFREvBQ4CvgP8CHgG8Bbg38BHJxaOiG2AY4ElFOP0XA48slzPEyPiyZl55xR9eHK5/PmtEyNiC+DXFMH9PHA1cH9gu7KNk9vW80fgVRGxWmbe3MN71z3MUMEM9c8MFcxQ/8xQwQz1zwwVzFD/zFDBDPXPDBXMUP/MUMEM9c8MFcxQ/8xQYTQZqvsbkdn2oPiWJoEdOry2A92/3bkcWLNl+lbl9GXAi9vWczpwZdu0v1B8q7J62/Qd29ucpO//Av7cYfre5Tq27fF38L5y/m3q/nuM48MMmSEzZIbqfpghM2SGzFDdDzNkhsyQGar7YYbMkBkyQ3U/zNDoMuQY5DPHIZl5w8STzDyL4nKHKzLzyLZ5fw88ICJWA4iIR1CE/dvAShGxzsSjnPcWim+FpnJf4PoO0yf69cKImN/DeiYGzr9fD/NqcMyQqjJDqsoMqSozpKrMkKoyQ6rKDKkqM6SqzNA0WSCfOf7ZYdpi4KIu0wHuU/77kPLfDwHXtD3+DaxKcbnCVBKIDtO/C/yG4s6x10fEsRHxvxGxUZf1TKwje2hTg2OGVJUZUlVmSFWZIVVlhlSVGVJVZkhVmSFVZYamyTHIZ45ud52d7G600fbvZygG2u9kcZfpra4B1m6fmJm3A0+PiG2BZwJPAj4M7BsRO2fmUW2LTKzjmh7a1OCYIVVlhlSVGVJVZkhVmSFVZYZUlRlSVWZIVZmhabJAPnh1fCv2j/LfuzPzNxXWcw7wpIiYk5nL2l/MzFOAUwAi4oHAGRSD+LeHdzPgLoq75Wr6zJAZqsoMmaGqzJAZqsoMmaGqzJAZqsoMmaGqzJAZqsoMmaGqzNCIMuQQK4M3cUfV5b4lGaIzKIK3Z0Rs2v5iRMyLiF76cxywOvDQtuXX6TDvZXT5Ngh4HHB6eofifpkhM1SVGTJDVZkhM1SVGTJDVZkhM1SVGTJDVZkhM1SVGTJDVZmhEWXIM8gH71SKu8K+NyLWohi8/qLM/NOwGszMjIhdgGOBsyLi68C5wCoU37S8GHg3cMgUq/oh8EngORT/GSa8LyKeAfyMYryiAJ4PbAl8qnUFEfEgYAvg7dXeVaOZITNUlRkyQ1WZITNUlRkyQ1WZITNUlRkyQ1WZITNUlRkyQ1WZoRFlyAL5gGXmJRHxauB/gQOBFYBDgaGFt2z3zIh4FEVIXwDsCdwEXEwR2t/2sI6LIuIYYBfuHcofAesCL6MYiP82iksuXgcc3LaaVwG3M/V/FHVhhsxQVWbIDFVlhsxQVWbIDFVlhsxQVWbIDFVlhsxQVWbIDFVlhkaXocj0RrK6R0Q8HvgD8PTpjjUUEfMp7pT73cx82zD6p5nPDKkqM6SqzJCqMkOqygypKjOkqsyQqjJDqmqcMmSBXMuJiO8CG2bmE6a53ELgA8CDMrOXO9pqljJDqsoMqSozpKrMkKoyQ6rKDKkqM6SqzJCqGpcMWSCXJEmSJEmSJDXSnLo7IEmSJEmSJElSHSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrJArkkSZIkSZIkqZEskEuSJEmSJEmSGskCuSRJkiRJkiSpkebV3YExkXV3oEGi7g4MiRkajdmaHzBDo2KGVJUZUlVmSFWZIVU1WzNkfkbHDKkqM6SqppUhzyCXJEmSJEmSJDWSBXJJkiRJkiRJUiNZIJckSZIkSZIkNZJjkEuSJEmSNAJHnX5B3V1Yzo7bbFZ3FyRJqlVtZ5BHxJfraluSJEmSJEmSpDqHWJmtd6SVJEmSJEmSJI2BngrkEfGUiNik/HndiDg0Ir4REQ/ot+HMfGO/y3bo37Mi4u8RcUFEvKvD60+KiD9HxF0R8ZJBtStJkiRJkiRJGl+9nkH+ZeDu8ufPACsAy4D/m2rBiJjT6dFfdzuufy7wJeDZwEOBV0TEQ9tmuwTYHfj2oNqVJEmSJEmSJI23Xm/SuX5mXhIR84BnAhsBdwBX9LDsXUC2T4yIu8rljwQ+mJk399iXdtsCF2TmP8v1fhd4IfDXiRky8+LytWV9tiFJkiRJkiRJmmV6LZDfGBH3Bx4O/DUzb46IFSnOJJ/KW4AXAfsBlwIbAu8Efg78HfggsAh47bR6fo/1y/VOuAx4bD8riogFwIL26YsXL2bBguUmS8sxQ6rKDKkqM6SqzJCqMkOqygypCvOjqsyQqjJD46fXoU6+CJwKHE4xnAnAE4Hzelj2bcBLMvO3mXl+Zv4GeBmwd2YeDbwEeN70uj00C4GL2h+LFi2qsUsaMwsxQ6pmIWZI1SzEDKmahZghVbMQM6RqFmKG1L+FmB9VsxAzpGoWYobGSmQuN/pJ5xkjHgzcnZkXtjxfKTPPnmK5a4CtMvPKlmnrAWdl5jrlGOLXZ+aafb2BiMcD+2bmM8vn7wbIzE90mPcQ4GeZ+YMu61pA5294LvIbnpGJujtQhRmq3VjnB8zQDGCGVJUZUlVmSFWZoRnsqNMvqLsLy9lxm83aJ411hmZzfsaIGVJVZkhVTStDvQ6xQmaeP9nzSRwG/DoiPk8xFMoGwD7AoeXrz6AYaqVfpwKbR8QmwOXAy4Gd+1lRZi4BllToixrODKkqM6SqzJCqMkOqygypKjOkKsyPqjJDqsoMjZ+uBfKIuJQON9dsl5kbTjHLO4B/UBSu1wOupBim5aDy9d8Bx/XQ127t3xURewHHAHOBr2fmuRHxYeC0zPxJRDwGOApYC3h+RHwoMx/Wb5uSJEmSJEmSpPHXdYiViHhyLyvIzOMnbSBibmbe3UffZpLexqHRIIz1ZTSTMEOjMVvzA2ZoVMyQqjJDqsoMqSozNIM5xEqtxj4/Y8QMqSozpKoGM8TKVIXvabgqIr4PHJ6ZJw1onZIkSZIkSZIkVTLZECsf7mUFmfmBKWZ5BvAK4DsRcTfwXeDbU93cU5IkSZIkSZKkYZrsJp0PHEQDmXkGcAbwznLYllcAx0bElZm51SDakCRJkiRJkiRpuiYbYmWPIbR3HvA34BJg8yGsX5IkSZIkSZKknszpdcaI2DIi3h8RB5TPt4iIKc8Aj4gFEfGaiPgt8E9gB+CTwP367LMkSZIkSZIkSZX1VCCPiJcCJwLrA7uWk1cHPtvD4ldQDKvybWD9zNwxM7+XmUv76K8kSZIkSZIkSQMx2RjkrT4MPC0z/xIRO5XT/gI8sodlH5SZV/bVO0mSJEmSJEmShqTXAvn9gLPKn7Pl3+w8+z0y88qIWBHYAlgHiJbXju29q5IkSZIkSZIkDU6vBfLTgV2Aw1qmvRw4ZaoFI2I74PvASsAawI0Uw7NcCmw6nc5KkiRJkiRJkjQovRbI9wZ+FRGvAVaNiGOABwPP6GHZzwGfyszPRcTizFw7Ij4A3NpflyVJkiRJkiRJqi4ypxwlpZgxYhXgecBGFGd//ywzb+5huRuAtTJzWVkgX6sccuWizFy/Qt9HqbdfkgYhpp5lLJmh0Zit+QEzNCpmSFWZIVVlhlSVGZrBjjr9grq7sJwdt9msfdJszdDY52eMmCFVZYZU1bQy1NMZ5BGxPnBrZn6vZdpaEbFeZl4xxeI3UAytsgS4MiIeClwHrDadjkqSpMHZ5h2HTT3TiJ2+/651d0GSJEmS1DBzepzvR8AGbdM2AI7qYdkjgeeUP38d+B3FmOY/6LFtSZIkSZIkSZIGrtcxyB+cmWe3TsjMsyNiy6kWzMyFLT9/OiJOprhJ5zHT6agkSZIkSZIkSYPUa4H8mojYLDP/M2BaRGxGMVTKtGTm76e7jCRJkiRJkiRJg9ZrgfzrwA8j4r3AP4EHAR8BvjasjkmSJEmSJEkanJl2s+AONwqWRq7XAvl+wJ3Ap4EHApcABwOfHVK/JEmSJEmSJEkaqp4K5Jm5DNi/fExLRMwpl5ckSZIkALZ5x2F1d+FeTt9/17q7IEmSpBrMGebKI2IucEtErDTMdiRJkiRJkiRJmq6hFsgz827gfOA+w2xHkiRJkiRJkqTp6nUM8ioOB34WEZ8HLgNy4oXMPHYE7UuSJGnAHB5DkiRJ0mwwigL5G8t/922bnsCmI2hfkiRJkiRJkqTl9Fwgj4hnAFsDq7VOz8wPTLZcZm7SV89msJl2xhR41pQkSZIkSZIkTVdPBfKIOAB4GfA74NaWl7LzEsstvwLwOGC9zDwiIlYFyMxbptddSZIkSZIkSZIGo9czyHcGHpmZl063gYh4BPAT4HZgA+AI4MnAbsBO012fJEmSJEmSJEmDMKfH+a4FlvTZxoHABzJzS+DOctrxwHZ9rk+SJEmSJEmSpMp6PYP8M8DhEfEJ4OrWFzLzn1Ms+zDgWxOzl8vcEhErT6ejkiRJkiRJkjRbzLT7HDb1Hoe9FsgPLP99Xtv0BOZOsezFwDbAaRMTImJb4IIe25YkSZIkSZIkaeB6KpBnZq9DsXTyfuDnEfEVYMWIeDewJ/C6CuuUVIOjTp9Z32vtuM1mdXdBkiRJkiRJY2xahe+I2DAiHh8RD+x1mcz8GfAs4L4UY49vBLw4M381rZ5KkiRJkiRJkjRAPZ1BHhHrAt8FHg9cB9wnIk4GXp6ZV0yx7Esz8/vAm9qmvyQzf9BftyVJkiRJkpplpl3VC17ZK2n89XoG+YHAX4C1MnNdYC3gDOArPSx7cJfp/9dj25IkSZIkSZIkDVyvN+ncDlg3M+8EyMxbIuKdwOXdFoiITcsf50TEJkC0vLwpsLSP/nZr61nA5yluGPq1zNyv7fWVgMMobhZ6HbBTZl48qPYlSZIkSZIkSeOn1wL5YuChFGeRT9gCWDLJMhcASVEYv7DttauAfXtse1IRMRf4EvB04DLg1Ij4SWb+tWW21wCLM3OziHg58Elgp0G0L0mSJEmSJEkaT70WyD8F/CYiDgb+RXGjzT2A93dbIDPnAETE8Zn55KodncS2wAWZ+c+yve8CLwRaC+Qv5J6C/A+AAyIiMjOH2C9JkiRJkiRJ0gzWU4E8Mw+KiAuBnYGtgCuAnTPztz0se6/ieDn0yrIBDnGyPnBpy/PLgMd2mycz74qIG4D7ANe29W0BsKC9gcWLF7NgwXKTpeWYIVU12zM0024qNBtvKDTbM6ThM0OqygypKjOkKsyPqjJDqsoMjZ8Y9knUEfEd4IuZ+YeI2AP4MrAM2Dszu93AczrrfwnwrMx8bfl8F+CxmblXyzznlPNcVj6/sJynvUC+L/DB9jY++MEPsu+++1btau3GpDAVnSaOi14ztM07Dhtdp3p0+v671t2FQRjr/IAZmgEak6FxNQb7MjM0w5mh4ZvNGZpp+YFmZ2imHQ/NkmMhGPMMTWcbZIaGxgzVxAzNDLP5WAhm3vHQIOqLXQvkEfHezPxY+fOHu60gMz8waQMR/wY2yMw7IuJsYE+Ksct/lJmbT6ezXdb/eGDfzHxm+fzdZb8+0TLPMeU8f4yIeRRjoN+3fYiVSb7huWg2fMMzGwM80/SaoZm2E4VZsyMd6/zA7N8OjQEzNMONwb7MDM1wZmj4ZnOGZlp+oNkZmmnH1LPkeBrGPEPT2QaZoaExQzUxQzPDbD4Wgpl3PDSI+uJkQ6xs0PLzA6ez0jYrlsXx9YG1M/MkgIi4f4V1tjoV2DwiNgEuB15OMRRMq58AuwF/BF4CHNtp/PHMXMLkNx6VJmWGVJUZUlVmSFWZIVVlhlSVGVIV5kdVmSFVZYbGT9cCeWa+seXnPSq0cWZ5VvdGwM8BymL5jRXW+R/lmOJ7AccAc4GvZ+a55Vnvp2XmT4CDgW9GxAXA9RRFdEmSJEmSJElSg/V0k86IuD4z1+4w/d+Zeb8pFn8N8BHgTuAd5bTHA4dPp6OTycxfAL9om/aBlp+XAi8dVHuSJEmSJEmSpPHXU4EcWKF9QkSsQHHG9qQy80LahjzJzB8AP+ixbUmSJEmSpIGaReM1S5IqmLRAHhEnAgnMj4gT2l7eAPjDVA1ExKu7vZaZX++lk5IkSZIkSZIkDdpUZ5B/jeKun4+hGMd7QgJXA8f20MYubc8fADwIOAmwQC5JkiRJkiRJqsWkBfLMPDQi5gLPBb6bmbdPt4HMfEr7tPKs8odMd13SbOGlfJIkSZIkSVL9phyDPDPvjoinUNxkc1AOAa7lnpt2SpIkSZIkSZJmsB232azuLgzcnB7nOwzYs58GImJO22M14PXAkn7WJ0mSJEmSJEnSIEx5BnlpW+AtEfFO4FKKMcgByMwnTbHsXa3zly4HXtdrJyVJkiRJkiRJGrReC+QHlY9+bNL2/JbMvLbPdUmSJEmSJEmSNBA9Fcgz89B+G8jMf/W7rCRJkiRJkiRJw9LrGeRExB7ALsD6FEOkfDMzv9Fl3hNZfliV5fQwPIsGaDYOoi9JkiRJkiRJ/eqpQB4R7wV2BT4D/AvYCHhnRKyXmR/rsMjXBtdFSZIkaTA8YUCSJElSq17PIH8tsEPrcCkRcQxwArBcgbzKkCySJEmSJEmSJI3CnB7nWxW4pm3adcDKUy0YEV+IiCe0TXtCRCzqsW1JkiRJkiRJkgau1wL50cDhEbFFRKwcEVsChwLH9LDsK4DT2qadDuzcezclSZIkSZIkSRqsXodY2Qs4ADgLWAG4EzgC2LuHZZPlC/FzO0yTJEmSpBnLMewlSZJmn54K5Jl5I7BrROwOrANcm5nLemzjROCjEfHOzFwWEXOAfcvpkiRJkiRJ0tg5ff9d6+6CpAHo9QxyImJz4GXAesAVEfG9zPxHD4vuA/wMuDIi/gVsCFwJPL+P/kqSJEmSJEmSNBA9DXMSETsDZwBbAbcAjwD+XE6fVGZeBvw/4IXA/sCLgG3K6ZIkSZIkSZIk1aLXM8g/CjwnM0+YmBAR2wPfBL491cLlcCwnlw9JkiRJkiRJkmrXa4F8deCPbdNOBlYdbHckSZK68wZ5kiRJkqRB6mmIFeCzwMcjYj5ARKwMfKycLkmSJEmSJEnS2On1DPI3AQ8A9omIxcBaQFDcePONEzNl5oaD76IkSZIkSZIkSYPXa4H8VUPthSRJkiRJkiRJI9ZTgTwzjx90wxFxdmY+YtDrlSRJkiRJkiSpFz2NQR4RK0TEhyLinxGxtPz3QxGxYoW2P1FhWUmSJEmSJEmSKul1iJVPAdsCewL/AjYC3g+sAby1n4Yz89v9LCdJkiRJkiRJ0iD0WiB/KfDIzLyufP73iPgz8Bc6FMgj4r96WWlmHttj+5IkSZIkSZIkDVSvBfKY5vSDe1hnApv22L4kSZIkSZIkSQPVa4H8+8BPI+JDwCUUQ6y8D/hep5kzc5PBdE+SJEmSJEmSpOHotUD+ToqC+JeA9YDLge8CH+1l4YhYAXgcsF5mHhERqwJk5i3T7rEkSZIkSZIkSQMwZYE8IuYCBwGvz8wPTLeBiHgE8BPgdmAD4AjgycBuwE7TXZ8kSZIkSZIkSYMwZ6oZMvNu4BnAsj7bOBD4QGZuCdxZTjse2K7P9UmSJEmSJEmSVNmUBfLS54APRcSKfbTxMOBb5c8J/xlaZeU+1nUvEbF2RPw6Iv5R/rtWl/mOjoglEfGzqm1KkiRJkiRJkmaHXgvkbwHeAdwYEZdGxCUTjx6WvRjYpnVCRGwLXDCtnnb2LuC3mbk58NvyeSf7A7sMoD1JkiRJkiRJ0izR6006X1WhjfcDP4+IrwArRsS7gT2B11VY54QXAjuUPx8KHAf8b/tMmfnbiNihfbokSZIkSZIkqbl6KpBn5vH9NpCZP4uIZ1EUxI8HNgJenJmn97vOFvfPzCvLn68C7l9lZRGxAFjQPn3x4sUsWLDcZGk5ZkhVmSFVZYZUlRlSVWZIVZkhVWF+VJUZUlVmaPz0NMRKRKwYER8ux/q+pfz3IxExf4rl5kbEhcBfM/NNmfnczNxzOsXxiPhNRJzT4fHC1vkyMynHOK9gIXBR+2PRokUVV6sGWYgZUjULMUOqZiFmSNUsxAypmoWYIVWzEDOk/i3E/KiahZghVbMQMzRWoqgrTzFTxMHAFsDHgH9RnAX+HuAfmfnqKZY9H3hMZt5QvbvLrfvvwA6ZeWVErAscl5lbdJl3B+Dtmfm8Sda3gM7f8FzkNzwjE3V3oAozVLuxzg+YoRnADKkqM6SqzJCqakyGtnnHYSPrUy9O33/XurswKGOdIbdBM4IZUlVmSFVNK0O9jkH+IuBBmbmkfP7XiPgTxY02Jy2QA4uA70XEx4HLaDnLOzP/OZ3OdvATYDdgv/LfH1dZWfn+llTskxrMDKkqM6SqzJCqMkOqygypKjOkKsyPqjJDqsoMjZ9eC+RXAatw7z/uysCVHee+twPKf5/eNj2BuT22381+FMX311Cc2f4ygIh4NLBnZr62fH4isCWwWkRcBrwmM4+p2LYkSZIkSZIkaYz1WiD/JnB0RHyR4izwBwJvBg6LiP+amCkzj21fMDN7Gue8H5l5HfDUDtNPA17b8nz7YfVBkiRJkiRJkjSeei2Qv6H89z1t0/csH1CcEb7pIDolSZIkSZIkSdKw9XSTTuEvaXTG+kYMkzBDozFb8wNmaFTMkKoyQ6rKDKkqM6SqZmuGzM/omCFVZYZU1bQyNLThTyRJkiRJkiRJmskskEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayZt0SpIkSZIkSZIayTPIJUmSJEmSJEmNZIFckiRJkiRJktRIFsglSZIkSZIkSY1kgVySJEmSJEmS1EgWyCVJkiRJkiRJjTSv7g40TUTMB94EbAck8HvgwMxcWmvHOoiImyj6uNxLQGbmGiPukjBDqs4MqYpxyg+YoZnIDKkqM6SqzJCqMkOqapwyZH5mJjM0WJHZqX8aloj4HnAT8K1y0s7Agsx8aX290jgxQ6rKDKkK86OqzJCqMkOqygypKjOkqsyQqjJDg2WBfMQi4q+Z+dCpps0EEbEKcGdm3lk+3wJ4DnBxZh5Va+cazAypKjOkKsYpP2CGZiIzpKrMkKoyQ6rKDKmqccqQ+ZmZzNBgOQb56P05Ih438SQiHgucVmN/JnM0sDFARGwG/BHYFNgrIvarsV9NZ4ZUlRlSFeOUHzBDM5EZUlVmSFWZIVVlhlTVOGXI/MxMZmiAPIN8xCLib8AWwCXlpA2BvwN3UYy7s1VdfWsXEWdn5iPKnz8CrJ2Zb46IFYHTJ17TaJkhVWWGVMU45QfM0ExkhlSVGVJVZkhVmSFVNU4ZMj8zkxkaLG/SOXrPqrsD09D67cl/AfsDZOYdEbGsni4JM6TqzJCqGKf8gBmaicyQqjJDqsoMqSozpKrGKUPmZ2YyQwNkgXxEWsbb+Vf5fGK8nX9l5pG1dq67syLi08DlwGbArwAiYkGdnWoqM6SqzJCqGNP8gBmaMcyQqjJDqsoMqSozpKrGNEPmZwYxQ8PhGOSj0228nTdHxCdq7NdkXgdcS9HvZ2TmreX0hwKfrqtTDWaGVJUZUhXjmB8wQzOJGVJVZkhVmSFVZYZU1ThmyPzMLGZoCByDfETGYbwdzWxmSFWZIVVhflSVGVJVZkhVmSFVZYZUlRlSVWZoOBxiZXRm/Hg77SLibO7d73uZSQP+N4QZUlVmSFWMXX7ADM0wZkhVmSFVZYZUlRlSVWOXIfMz45ihIbBAPjozfrydDi4FPg5cxiRB1siYIVVlhlTFOOYHzNBMYoZUlRlSVWZIVZkhVTWOGTI/M4sZGgLHIB+dGT/eTgfHUHwTdRzwZorLNv418ai1Z81khlSVGVIV45gfMEMziRlSVWZIVZkhVWWGVNU4Zsj8zCxmaAgcg1xTioiNgJeXj5WB7wDfyczza+2YxoYZUlVmSFWZIVVlhlSVGVJVZkhVmSFVYX5U1UzOkAXyERmH8XZ6ERGPAr4ObJWZc+vuT5OYIVVlhlTFbMkPmKG6mCFVZYZUlRlSVWZIVc2WDJmf+pih4XAM8tGZ8ePtdBMR84BnU3zD81SKSyL2rbFLTWWGVJUZUhVjmx8wQzOEGVJVZkhVmSFVZYZU1dhmyPzMGGZoCDyDfEQiYh+KAKwLfI/iEoIz6u3V5CLi6cArgOcApwDfBX6cmbfU2rGGMkOqygypinHMD5ihmcQMqSozpKrMkKoyQ6pqHDNkfmYWMzQcFshHbCaPt9MuIo4Fvg38MDMX190fFcyQqjJDqmKc8gNmaCYyQ6rKDKkqM6SqzJCqGqcMmZ+ZyQwNlgXyGs208XY0fsyQqjJDqsL8qCozpKrMkKoyQ6rKDKkqM6SqzFB1c+ruQNNExLyIeH5EHA78Evg78OKau6UxYoZUlRlSFeZHVZkhVWWGVJUZUlVmSFWZIVVlhgbLM8hHZBzG29HMZoZUlRlSFeZHVZkhVWWGVJUZUlVmSFWZIVVlhobDAvmIjMN4O5rZzJCqMkOqwvyoKjOkqsyQqjJDqsoMqSozpKrM0HBYIJckSZIkSZIkNZJjkEuSJEmSJEmSGskCuSRJkiRJkiSpkSyQS5IkSZIkSZIayQK5JEmSJEmSJKmRLJBLkiRJkiRJkhrp/wMODY+8wPMY/wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1800x540 with 30 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# this plot doesnt work without multi_session_df\n",
+    "\n",
+    "for cre_line in cre_lines:\n",
+    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n",
+    "                                     columns_to_groupby=['targeted_structure'], change=False, omitted=True,\n",
+    "                                     sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82aafe6d-0095-40be-8dda-ef6482d6874a",
+   "metadata": {},
+   "source": [
+    "## Cluster the data, 8 - 4 - 11"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e6a5ae15-c0ca-4ec0-92a1-65dfc77ac1d6",
+   "metadata": {},
+   "source": [
+    "### Compute coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "834bfe79-8220-452d-857b-49ff67c799c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_cre = [8,4,11]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "ee03e6a7-f473-494f-af0f-12022e8c599d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:11<00:00,  4.38it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 28.53it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 16.65it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "filename = os.path.join(save_dir, f'coClustering_matrix_{n_clusters_cre}.pkl')\n",
+    "if os.path.exists(filename):\n",
+    "    print('loading file...')\n",
+    "    with open(filename, 'rb') as f:\n",
+    "        coclustering_matrices  = pickle.load(f)\n",
+    "        f.close()\n",
+    "        print('done.')\n",
+    "else:\n",
+    "    coclustering_matrices = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        X = cre_line_dfs[cre_line].values\n",
+    "        print(n_clusters_cre[i])\n",
+    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
+    "        coclustering_matrices[cre_line]=m\n",
+    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8aba909e-1fb1-4a64-ae20-8bb7f30b65a5",
+   "metadata": {},
+   "source": [
+    "#### Assign labels based on agglomerative clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "bc508f2b-e2df-4318-ab00-00da011b0050",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n",
+      "4\n",
+      "11\n"
+     ]
+    }
+   ],
+   "source": [
+    "labels_cre={}\n",
+    "for i,cre_line in enumerate(cre_lines):\n",
+    "    X = coclustering_matrices[cre_line]\n",
+    "    print(n_clusters_cre[i])\n",
+    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
+    "    labels_cre[cre_line] = cluster.fit_predict(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4af1ad36-2a4a-452b-b240-22e3293973ef",
+   "metadata": {},
+   "source": [
+    "#### Plot Coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "d2b129ab-b7af-4260-9456-459abdacd6ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
+      "  warnings.warn(msg)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
+    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
+    "    plt.tight_layout()\n",
+    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
+    "                                                                    glm_version,\n",
+    "                                                                    n_clusters_cre[i])))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b21b5d9e-1fe7-456a-b8e1-ac1ec4c66e93",
+   "metadata": {},
+   "source": [
+    "### Plot cluster dropout scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "83343eed-44cd-4bec-86cf-ace008173592",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2016x144 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x144 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2772x144 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "sort_order = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
+    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
+    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='test', suffix='_familiar_only',\n",
+    "                                 abbreviate_experience=False)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ecdb0723-7a12-4022-9d1e-025a22d66644",
+   "metadata": {},
+   "source": [
+    "## Summary"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a492205d-56f6-4955-b8cb-67ae5c18d042",
+   "id": "ec6d43be-33a8-4fe1-ad1a-d8ea74e6b530",
    "metadata": {},
    "outputs": [],
    "source": []

From 862d48cc03b3c5a68b2abd179c07212dd2538459 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Wed, 28 Sep 2022 14:02:33 -0700
Subject: [PATCH 05/25] editing plot_cluster_size to plot abs difference

---
 .../dimensionality_reduction/clustering/plotting.py  | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/plotting.py b/visual_behavior/dimensionality_reduction/clustering/plotting.py
index 7f523f5f8..bcea2cf84 100644
--- a/visual_behavior/dimensionality_reduction/clustering/plotting.py
+++ b/visual_behavior/dimensionality_reduction/clustering/plotting.py
@@ -2706,7 +2706,7 @@ def plot_cluster_proportions_treemaps(location_fractions, cluster_meta, color_co
 
 
 # plot cluster sizes
-def plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table, ax=None):
+def plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table, diff_column, ax=None):
     if ax is None:
         fig, ax = plt.subplots()
 
@@ -2716,9 +2716,9 @@ def plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table, ax=N
     ax.spines['right'].set_visible(False)
     # plot size diff
     ax = sns.barplot(data=cluster_size_df[cluster_size_df['cluster_id'] == cluster_id], x='cluster_id',
-                     y='cluster_size_diff', color=color1, ax=ax)
+                     y=diff_column, color=color1, ax=ax)
     if stats_table is not None:
-        y = 1
+        y = cluster_size_df[[diff_column, 'cluster_id']].groupby('cluster_id').mean().max()
         if stats_table[stats_table.cluster_id == cluster_id]['significant'].values[0] == True:
             color = 'DarkRed'
             pvalue = round(stats_table[stats_table.cluster_id == cluster_id]['imq'].values[0], 4)
@@ -2741,7 +2741,7 @@ def plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table, ax=N
 
     ax.axhline(0, color='gray')
     ax.set_xlabel('')
-    ax.set_ylim([-0.4, 1])
+    # ax.set_ylim([-0.4, 1])
     ax.set_xlim([-1, 1])
     ax.set_xticklabels('', fontsize=12)
     ax.set_yticklabels(ax.get_yticklabels(), fontsize=12)
@@ -2757,7 +2757,7 @@ def plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table, ax=N
     return ax
 
 
-def plot_cluster_size(cluster_size_df, cre_line=None, shuffle_type=None, stats_table=None,
+def plot_cluster_size(cluster_size_df, cre_line=None, shuffle_type=None, stats_table=None, diff_column = 'cluster_size_diff',
                       ax=None, figsize=None, save_dir=None, folder=None):
     if cre_line is not None:
         if isinstance(cre_line, str):
@@ -2779,7 +2779,7 @@ def plot_cluster_size(cluster_size_df, cre_line=None, shuffle_type=None, stats_t
 
     # plot cluster size first
     for i, cluster_id in enumerate(cluster_ids):
-        ax[i] = plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table=stats_table, ax=ax[i])
+        ax[i] = plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table=stats_table, diff_column = diff_column, ax=ax[i])
 
     fig.subplots_adjust(hspace=1.2, wspace=0.6)
     plt.suptitle(processing.get_shuffle_label(shuffle_type), x=0.52, y=1.15)

From 3720fb7e5adc8ba6fcfe841d2f9ea855815be904 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 7 Oct 2022 14:57:09 -0700
Subject: [PATCH 06/25] adding variability df functions

---
 .../clustering/processing.py                  | 69 ++++++++++++++++++-
 1 file changed, 67 insertions(+), 2 deletions(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/processing.py b/visual_behavior/dimensionality_reduction/clustering/processing.py
index 6ba94aa9e..10adda2f1 100644
--- a/visual_behavior/dimensionality_reduction/clustering/processing.py
+++ b/visual_behavior/dimensionality_reduction/clustering/processing.py
@@ -2425,5 +2425,70 @@ def get_shuffle_label(shuffle_type):
     return shuffle_type_dict[shuffle_type]
 
 
-def get_cluster_size_statistics_df():
-    return 10
+def compute_sse(feature_matrix):
+    '''
+    Computes Sum of Squared Error between each cell in feature matrix and the mean.
+
+    INPUT:
+    feature_matrix (pd.DataFrame) dropout scores, rows are cell specimen ids
+
+    Returns:
+    SSE (list) of sse values between each cell and their mean.
+    '''
+
+    mean_values = feature_matrix.mean().values
+
+    SSE = np.sum(np.subtract(feature_matrix.values, mean_values) ** 2, axis=1)
+
+    return SSE
+
+def get_variability_df(feature_matrix, cluster_df, columns=['cluster_id', 'cre_line', 'clustered'], metric='sse'):
+    '''
+    INPUT:
+    feature_matrix:
+    cluster_df: (pd.DataFrame) dataframe with columns ['cre_line', 'cluster_id'] and cell specimen id as an index
+    metric: (string)
+
+    Returns:
+    variability_df
+    '''
+
+    variability_df = pd.DataFrame(columns=columns)
+    cre_lines = np.sort(vba_clust.get_cre_lines(cluster_df))
+
+    columns = [*columns, metric]
+
+    if 'cell_specimen_id' in cluster_df.keys():
+        cluster_df.set_index('cell_specimen_id', inplace=True)
+
+    for cre_line in cre_lines:
+        print(cre_line)
+        cre_cluster_df = cluster_df[cluster_df.cre_line == cre_line]
+        cre_cell_ids = cre_cluster_df.index.values
+        cre_feature_matrix = feature_matrix.loc[cre_cell_ids]
+
+        cluster_ids = np.sort(cre_cluster_df['cluster_id'].values)
+        # compute values for each cluster id
+        for cluster_id in cluster_ids:
+            cluster_cids = cre_cluster_df[cre_cluster_df.cluster_id == cluster_id].index.values
+            cluster_feature_matrix = cre_feature_matrix.loc[cluster_cids]
+            if metric is 'sse':
+                values = compute_sse(cluster_feature_matrix)
+
+            variability_df = variability_df.append(pd.DataFrame({'cre_line': [cre_line] * len(values),
+                                                                 'cluster_id': [cluster_id] * len(values),
+                                                                 'clustered': [True] * len(values),
+                                                                 metric: values}, index=np.arange(len(values))),
+                                                   ignore_index=True)
+
+        if metric is 'sse':
+            values = compute_sse(cre_feature_matrix)
+        variability_df = variability_df.append(pd.DataFrame({'cre_line': [cre_line] * len(values),
+                                                             'cluster_id': [np.nan] * len(values),
+                                                             'clustered': [False] * len(values),
+                                                             metric: values}, index=np.arange(len(values))),
+                                               ignore_index=True)
+
+    return variability_df
+
+

From 2ff3ca9102b46997f856136d715bd47b0402072a Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 7 Oct 2022 14:57:29 -0700
Subject: [PATCH 07/25] started notebook to make summary panels

---
 notebooks/221004_Figure4_summary_panels.ipynb | 2554 +++++++++++++++++
 1 file changed, 2554 insertions(+)
 create mode 100644 notebooks/221004_Figure4_summary_panels.ipynb

diff --git a/notebooks/221004_Figure4_summary_panels.ipynb b/notebooks/221004_Figure4_summary_panels.ipynb
new file mode 100644
index 000000000..1c617020b
--- /dev/null
+++ b/notebooks/221004_Figure4_summary_panels.ipynb
@@ -0,0 +1,2554 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "fad5c1f9-ad07-4005-9576-6943e6ec72c0",
+   "metadata": {},
+   "source": [
+    "This notebook is used to create summary plots for Figure 4.\n",
+    "\n",
+    "* Quantifying variability within cre line and compare to within clusters in cre lines. The goal is to show that clustering data reduces variability\n",
+    "* Size of clusters across cre lines. \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "8acc5778-9f02-45df-a9da-9f1ade4f5084",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "\n",
+    "import visual_behavior.data_access.loading as loading\n",
+    "import visual_behavior.data_access.utilities as utilities\n",
+    "\n",
+    "from visual_behavior.dimensionality_reduction.clustering import plotting\n",
+    "from visual_behavior.dimensionality_reduction.clustering import processing\n",
+    "\n",
+    "import seaborn as sns\n",
+    "\n",
+    "sns.set_context('notebook', font_scale=1, rc={'lines.markeredgewidth': 1})\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "9fef994d-8ab6-4360-a891-503f4c8625c2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import pickle as pkl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f09b18e7-dd48-469d-b4cd-7854ac237cfb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior_glm.GLM_analysis_tools as gat\n",
+    "from visual_behavior.dimensionality_reduction import clustering as vba_clust"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "b7a8ccae-1a5f-4e85-a00a-e14e7cc89002",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.visualization.utils as utils\n",
+    "import visual_behavior_glm.GLM_analysis_tools as gat\n",
+    "import visual_behavior_glm.GLM_clustering as glm_clust\n",
+    "\n",
+    "palette_experience = utils.get_experience_level_colors()\n",
+    "palette_cre = utils.get_cre_line_colors()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "81e80dd2-c087-4e2a-b7f8-2bafa15acd2f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "%matplotlib inline\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "868f4cb8-21c4-4907-8666-6515fd3a67c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3921 cells in matched cells table\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "# # load experiments table\n",
+    "experiments_table = loading.get_platform_paper_experiment_table()\n",
+    "# # limit to closest familiar and novel active\n",
+    "experiments_table = utilities.limit_to_last_familiar_second_novel_active(experiments_table)\n",
+    "experiments_table = utilities.limit_to_containers_with_all_experience_levels(experiments_table)\n",
+    "\n",
+    "# load matched cells table\n",
+    "cells_table = loading.get_cell_table()\n",
+    "cells_table = loading.get_matched_cells_table(cells_table)\n",
+    "matched_cells = cells_table.cell_specimen_id.unique()\n",
+    "matched_experiments = cells_table.ophys_experiment_id.unique()\n",
+    "\n",
+    "# get cre_lines and cell types for plot labels\n",
+    "cre_lines = np.sort(cells_table.cre_line.unique())\n",
+    "cell_types = utilities.get_cell_types_dict(cre_lines, experiments_table)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d45ac64-b1d1-4c93-a806-414a110480c2",
+   "metadata": {},
+   "source": [
+    "### Set up variables and stuff"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4687fe9a-a161-4677-8b64-c4959d8444f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "threshold=0.1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "eb013703-5f33-42d9-b536-e7ba9db846a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# get GLM output, filter and reshape\n",
+    "glm_version = '24_events_all_L2_optimize_by_session'\n",
+    "model_output_type = 'adj_fraction_change_from_full'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "7720ddce-67c3-4a6b-af23-186e0a7a06f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# set params for saving\n",
+    "folder = '221006_figure4_summary_panels'\n",
+    "file_dir = '220627_shuffle_test/files'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "0f459bd9-fdf1-4fec-b51f-f69ada1498d8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "base_dir = r'//allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_plots/figure_4'\n",
+    "base_dir = os.path.join(base_dir, glm_version)\n",
+    "if not os.path.exists(base_dir):\n",
+    "    os.mkdir(base_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a97e8a84-86cb-42fa-980b-0af0156061e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create folder to load and save to\n",
+    "save_dir = os.path.join(base_dir, folder)\n",
+    "if not os.path.exists(save_dir):\n",
+    "    os.mkdir(save_dir)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b5075f45-f06f-4753-83c5-02cfbf60b5aa",
+   "metadata": {},
+   "source": [
+    "#### Load original feature matrix, meta data and cluster labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "05f4496b-6056-4bcf-bfa3-e9400b3daaaf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = '24_events_all_L2_optimize_by_session_feature_matrix.h5'\n",
+    "feature_matrix = pd.read_hdf(os.path.join(base_dir,file_dir, filename), key='df')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "85b9bbad-5d49-4260-8813-1ccc8efd3399",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = 'cluster_metadata_Vip_10_Sst_5_Slc17a7_10.h5'\n",
+    "df_meta = pd.read_hdf(os.path.join(base_dir, file_dir, filename))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "f4ba4587-6e26-4fa0-acbd-f14d44d64e99",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>labels</th>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>cluster_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1086492406</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1086492307</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492221</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492174</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1086491936</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3916</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1120113340</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3917</th>\n",
+       "      <td>7</td>\n",
+       "      <td>1120112555</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3918</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1120111975</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3919</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1120111711</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3920</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1120111106</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3921 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      labels  cell_specimen_id           cre_line  cluster_id\n",
+       "0          3        1086492406       Vip-IRES-Cre           3\n",
+       "1          2        1086492307       Vip-IRES-Cre           2\n",
+       "2          4        1086492221       Vip-IRES-Cre           4\n",
+       "3          4        1086492174       Vip-IRES-Cre           4\n",
+       "4          2        1086491936       Vip-IRES-Cre           2\n",
+       "...      ...               ...                ...         ...\n",
+       "3916       1        1120113340  Slc17a7-IRES2-Cre          10\n",
+       "3917       7        1120112555  Slc17a7-IRES2-Cre           3\n",
+       "3918       2        1120111975  Slc17a7-IRES2-Cre           5\n",
+       "3919       0        1120111711  Slc17a7-IRES2-Cre           1\n",
+       "3920       1        1120111106  Slc17a7-IRES2-Cre          10\n",
+       "\n",
+       "[3921 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "filename = 'cluster_labels_Vip_10_Sst_5_Slc17a7_10.h5'\n",
+    "original_cluster_labels = pd.read_hdf(os.path.join(base_dir, file_dir, filename))\n",
+    "original_cluster_labels = original_cluster_labels.reset_index(drop=True)\n",
+    "original_cluster_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "46fd296f-f0cd-433a-bcc0-09bdd215bf25",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>labels</th>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>cluster_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1086492406</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1086492307</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492221</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492174</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1086491936</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3916</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1120113340</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3917</th>\n",
+       "      <td>7</td>\n",
+       "      <td>1120112555</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3918</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1120111975</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3919</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1120111711</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3920</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1120111106</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3921 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      labels  cell_specimen_id           cre_line  cluster_id\n",
+       "0          3        1086492406       Vip-IRES-Cre           3\n",
+       "1          2        1086492307       Vip-IRES-Cre           2\n",
+       "2          4        1086492221       Vip-IRES-Cre           4\n",
+       "3          4        1086492174       Vip-IRES-Cre           4\n",
+       "4          2        1086491936       Vip-IRES-Cre           2\n",
+       "...      ...               ...                ...         ...\n",
+       "3916       1        1120113340  Slc17a7-IRES2-Cre          10\n",
+       "3917       7        1120112555  Slc17a7-IRES2-Cre           3\n",
+       "3918       2        1120111975  Slc17a7-IRES2-Cre           4\n",
+       "3919       0        1120111711  Slc17a7-IRES2-Cre           1\n",
+       "3920       1        1120111106  Slc17a7-IRES2-Cre          10\n",
+       "\n",
+       "[3921 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# trying to fix mismatch of clusters 4 and 5\n",
+    "\n",
+    "indices = original_cluster_labels[original_cluster_labels['cre_line']=='Slc17a7-IRES2-Cre'].index.values\n",
+    "original_cluster_labels.loc[indices, 'cluster_id']=original_cluster_labels[original_cluster_labels['cre_line']=='Slc17a7-IRES2-Cre']['cluster_id'].replace([4,5], [5,4])\n",
+    "original_cluster_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "7cc85e3c-5152-4492-a793-8dcec8af8167",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_lines = np.sort(df_meta['cre_line'].unique())\n",
+    "cre_line_dfs = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    cids = df_meta[df_meta['cre_line']==cre_line].index.values\n",
+    "    df_cre = feature_matrix.loc[cids].copy()\n",
+    "    cre_line_dfs[cre_line] = df_cre"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e700535d-471f-4f20-9e88-2abe3ba55502",
+   "metadata": {},
+   "source": [
+    "#### compute mean dropout scores for original data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8edf382c-01e0-4584-920f-ba8615ada36a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_mean_dropout_scores = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    dropout_scores = cre_line_dfs[cre_line]\n",
+    "    cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line]\n",
+    "\n",
+    "    mean_dropout_scores = vba_clust.get_mean_dropout_scores_per_cluster(dropout_scores, \n",
+    "                                                  cluster_df = cluster_df)\n",
+    "    \n",
+    "    \n",
+    "    # This is a bandaid fix for clusters 4 and 5 being switched in get_mean_dropout_scores_per_cluster function for some reason, \n",
+    "    # which makes matching clusters confusing. \n",
+    "    # if cre_line == 'Slc17a7-IRES2-Cre':\n",
+    "    #     print('changing stuff')\n",
+    "    #     mean_dropout_scores=mean_dropout_scores.rename(columns= {4:5,5:4})\n",
+    "    #     mean_dropout_scores = mean_dropout_scores.reindex(sorted(mean_dropout_scores), axis=1)\n",
+    "    cre_mean_dropout_scores[cre_line] = mean_dropout_scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "5e712605-cb9f-483c-b835-a1e6da3c6282",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot original clusters\n",
+    "sort_order = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix='_original',\n",
+    "                                )\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47fda633-9c0f-4794-b1b0-424a4005e828",
+   "metadata": {},
+   "source": [
+    "### Plot cluster heatmaps with SSE matrix together"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "9f16b2cd-a710-45c3-a9f5-6c2b79803e47",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#create unstacked mean dropout scores for each cluster for plotting\n",
+    "cre_original_clusters_unstacked = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    dropout_scores = cre_line_dfs[cre_line]\n",
+    "    cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line]\n",
+    "\n",
+    "    mean_dropout_scores = vba_clust.get_mean_dropout_scores_per_cluster(dropout_scores, \n",
+    "                                                  cluster_df = cluster_df, stacked=False)\n",
+    "  \n",
+    "    cre_original_clusters_unstacked[cre_line] = mean_dropout_scores\n",
+    "            "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "83e95b4e-7d13-4aa4-9d43-7c603cdd195f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='experience_level'>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot cluster 4 to make sure its correct ('familiar')\n",
+    "sns.heatmap(cre_original_clusters_unstacked[cre_lines[0]][4], cmap='Blues')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29602556-557e-4351-8d76-70bb0c89ca24",
+   "metadata": {},
+   "source": [
+    "### Compute variance"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "id": "d1c27a88-55ff-44a1-bf6a-67787137a4c4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def compute_sse(feature_matrix):\n",
+    "    '''\n",
+    "    Computes Sum of Squared Error between each cell in feature matrix and the mean.\n",
+    "    \n",
+    "    INPUT: \n",
+    "    feature_matrix (pd.DataFrame) dropout scores, rows are cell specimen ids\n",
+    "    \n",
+    "    Returns:\n",
+    "    SSE (list) of sse values between each cell and their mean.\n",
+    "    '''\n",
+    "    \n",
+    "    N = feature_matrix.shape[0]\n",
+    "    \n",
+    "    mean_values = feature_matrix.mean().values\n",
+    "    \n",
+    "    # SSE = []\n",
+    "    # for i in range(N):\n",
+    "    #     y = feature_matrix.iloc[i].values\n",
+    "    #     SSE.append(np.sum(np.subtract(mean_values,y)**2))\n",
+    "    \n",
+    "    SSE = np.sum(np.subtract(feature_matrix.values, mean_values)**2, axis=1)\n",
+    "\n",
+    "    return SSE\n",
+    "    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 162,
+   "id": "6726d84d-36ed-438e-a04f-73ff6a3d5ad6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_sse_df(feature_matrix, cluster_df, columns = ['cluster_id', 'cre_line'], metric = 'sse'):\n",
+    "    '''\n",
+    "    INPUT:\n",
+    "    feature_matrix:\n",
+    "    cluster_df: (pd.DataFrame) dataframe with columns ['cre_line', 'cluster_id'] and cell specimen id as an index\n",
+    "    metric: (string) \n",
+    "    \n",
+    "    Returns:\n",
+    "    variability_df\n",
+    "    '''\n",
+    "    \n",
+    "    variability_df = pd.DataFrame(columns=columns)\n",
+    "    cre_lines = vba_clust.get_cre_lines(cluster_df)\n",
+    "    \n",
+    "    columns = [*columns, metric]\n",
+    "    \n",
+    "    if 'cell_specimen_id' in cluster_df.keys():\n",
+    "        cluster_df.set_index('cell_specimen_id', inplace=True)\n",
+    "        \n",
+    "    for cre_line in cre_lines:\n",
+    "        print(cre_line)\n",
+    "        cre_cluster_df = cluster_df[cluster_df.cre_line==cre_line]\n",
+    "        cre_cell_ids = cre_cluster_df.index.values\n",
+    "        cre_feature_matrix = feature_matrix.loc[cre_cell_ids]\n",
+    "        \n",
+    "        cluster_ids = np.sort(cre_cluster_df['cluster_id'].values)\n",
+    "        # compute values for each cluster id\n",
+    "        for cluster_id in cluster_ids:\n",
+    "            cluster_cids = cre_cluster_df[cre_cluster_df.cluster_id==cluster_id].index.values\n",
+    "            cluster_feature_matrix = cre_feature_matrix.loc[cluster_cids]\n",
+    "            if metric is 'sse':\n",
+    "                values = compute_sse(cluster_feature_matrix)\n",
+    "                \n",
+    "                \n",
+    "            variability_df = variability_df.append(pd.DataFrame({'cre_line': [cre_line]*len(values), \n",
+    "                                   'cluster_id': [cluster_id]*len(values),\n",
+    "                                   metric: values}, index = np.arange(len(values))),\n",
+    "                                                   ignore_index = True)\n",
+    "                                   \n",
+    "            \n",
+    "            \n",
+    "        # compute mean for clustered data\n",
+    "        index = len(variability_df)\n",
+    "        variability_df.at[index,'cre_line'] = cre_line\n",
+    "        variability_df.at[index,'cluster_id'] = 'clustered_mean'\n",
+    "        variability_df.at[index,metric] = variability_df[variability_df.cre_line==cre_line][metric].mean()\n",
+    "        \n",
+    "        # compute mean for unclustered data\n",
+    "        if metric is 'sse':\n",
+    "            value = np.mean(compute_sse(cre_feature_matrix))\n",
+    "        index = len(variability_df)\n",
+    "        variability_df.at[index,'cre_line'] = cre_line\n",
+    "        variability_df.at[index,'cluster_id'] = 'unclustered_mean'\n",
+    "        variability_df.at[index,metric] = value\n",
+    "                \n",
+    "        \n",
+    "    return variability_df\n",
+    "        \n",
+    "            \n",
+    "                \n",
+    "            \n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "id": "7733d152-6b7d-4daa-83e7-eeac0ef61628",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vip-IRES-Cre\n",
+      "Sst-IRES-Cre\n",
+      "Slc17a7-IRES2-Cre\n"
+     ]
+    }
+   ],
+   "source": [
+    "variability_df = get_sse_df(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "id": "6b6a0505-0fe7-43ae-bd65-054628b3d605",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
+      ]
+     },
+     "execution_count": 167,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(data = variability_df, x = 'cluster_id', y='sse', hue='cre_line')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "id": "046d36e7-2ee7-4cc8-8d3b-fcb6853e6979",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_sse_df_version2(feature_matrix, cluster_df, columns = ['cluster_id', 'cre_line', 'clustered'], metric = 'sse'):\n",
+    "    '''\n",
+    "    INPUT:\n",
+    "    feature_matrix:\n",
+    "    cluster_df: (pd.DataFrame) dataframe with columns ['cre_line', 'cluster_id'] and cell specimen id as an index\n",
+    "    metric: (string) \n",
+    "    \n",
+    "    Returns:\n",
+    "    variability_df\n",
+    "    '''\n",
+    "    \n",
+    "    variability_df = pd.DataFrame(columns=columns)\n",
+    "    cre_lines = np.sort(vba_clust.get_cre_lines(cluster_df))\n",
+    "    \n",
+    "    columns = [*columns, metric]\n",
+    "    \n",
+    "    if 'cell_specimen_id' in cluster_df.keys():\n",
+    "        cluster_df.set_index('cell_specimen_id', inplace=True)\n",
+    "        \n",
+    "    for cre_line in cre_lines:\n",
+    "        print(cre_line)\n",
+    "        cre_cluster_df = cluster_df[cluster_df.cre_line==cre_line]\n",
+    "        cre_cell_ids = cre_cluster_df.index.values\n",
+    "        cre_feature_matrix = feature_matrix.loc[cre_cell_ids]\n",
+    "        \n",
+    "        cluster_ids = np.sort(cre_cluster_df['cluster_id'].values)\n",
+    "        # compute values for each cluster id\n",
+    "        for cluster_id in cluster_ids:\n",
+    "            cluster_cids = cre_cluster_df[cre_cluster_df.cluster_id==cluster_id].index.values\n",
+    "            cluster_feature_matrix = cre_feature_matrix.loc[cluster_cids]\n",
+    "            if metric is 'sse':\n",
+    "                values = compute_sse(cluster_feature_matrix)\n",
+    "                \n",
+    "                \n",
+    "            variability_df = variability_df.append(pd.DataFrame({'cre_line': [cre_line]*len(values), \n",
+    "                                   'cluster_id': [cluster_id]*len(values),\n",
+    "                                    'clustered': [True]*len(values),\n",
+    "                                   metric: values}, index = np.arange(len(values))),\n",
+    "                                                   ignore_index = True)\n",
+    "                                   \n",
+    "            \n",
+    "        if metric is 'sse':\n",
+    "            values = compute_sse(cre_feature_matrix)\n",
+    "        variability_df = variability_df.append(pd.DataFrame({'cre_line': [cre_line]*len(values), \n",
+    "                                   'cluster_id': [np.nan]*len(values),\n",
+    "                                    'clustered': [False]*len(values),\n",
+    "                                   metric: values}, index = np.arange(len(values))),\n",
+    "                                                   ignore_index = True)\n",
+    "                \n",
+    "        \n",
+    "    return variability_df\n",
+    "        \n",
+    "            \n",
+    "   "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "id": "3d43602b-3ed0-4982-9240-10869237316b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Vip-IRES-Cre\n",
+      "Sst-IRES-Cre\n",
+      "Slc17a7-IRES2-Cre\n"
+     ]
+    }
+   ],
+   "source": [
+    "variability_df = get_sse_df_version2(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 172,
+   "id": "755a8e09-6014-4ff1-8d1d-c29fb98b5ac4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(1.0, 0.596078431372549, 0.5882352941176471),\n",
+       " (0.6196078431372549, 0.8549019607843137, 0.8980392156862745),\n",
+       " (0.7725490196078432, 0.6901960784313725, 0.8352941176470589)]"
+      ]
+     },
+     "execution_count": 172,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "utils.get_cre_line_colors()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "id": "990bac09-c4d6-4961-a13f-753dd710e257",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
+      ]
+     },
+     "execution_count": 174,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "palette = utils.get_cre_line_colors()\n",
+    "sns.barplot(data = variability_df.sort_values('cre_line'), x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "id": "75288c06-8bdb-48a4-ab4f-4bb2f413805a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slc17a7-IRES2-Cre\n",
+      "Sst-IRES-Cre\n",
+      "Vip-IRES-Cre\n"
+     ]
+    }
+   ],
+   "source": [
+    "variability_df2 = get_sse_df_version2(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "id": "41eef610-0004-4438-914a-bc30c3d5a0ae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
+      ]
+     },
+     "execution_count": 196,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "palette = utils.get_cre_line_colors()\n",
+    "sns.barplot(data = variability_df2, x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "id": "79b28186-44d3-4007-ae02-f7bedd4d716b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.        , 0.06045654, 0.01783166, 0.        , 0.        ,\n",
+       "       0.        , 0.        , 0.08489664, 0.97156264, 0.        ,\n",
+       "       0.00404454, 0.00982726])"
+      ]
+     },
+     "execution_count": 180,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "variability_df2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "id": "7f144cf5-5be8-422c-b82a-c272d71fea34",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3921"
+      ]
+     },
+     "execution_count": 191,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(np.sum(np.subtract(feature_matrix.values, y)**2, axis=1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ba46a3ea-27ea-49a0-bf6d-12f5966ba63d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "cb9f9579-55d0-4898-a28d-e486e056588c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(data=df, x='cluster_id', y='sse', hue='cre_line')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "0a686b34-8da1-4c84-95a8-9e7630502ff2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(data=df, x='cluster_id', y='sse', hue='cre_line')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "f5f5cb59-7bd2-4585-b539-2f29012b2c81",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(data=df_2, x='cluster_id', y='sse', hue='cre_line')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "96c7b4d5-9e32-4091-bdf2-6a19b134fabe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cluster_id</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>sse</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>3521</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.061382</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3522</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.182578</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3523</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.213825</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3524</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.255995</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3525</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.441051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3941</th>\n",
+       "      <td>10</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.120032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3942</th>\n",
+       "      <td>10</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.124340</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3943</th>\n",
+       "      <td>10</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.264504</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3944</th>\n",
+       "      <td>10</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.072027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3945</th>\n",
+       "      <td>all</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>0.524343</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>425 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     cluster_id      cre_line       sse\n",
+       "3521          1  Vip-IRES-Cre  0.061382\n",
+       "3522          1  Vip-IRES-Cre  0.182578\n",
+       "3523          1  Vip-IRES-Cre  0.213825\n",
+       "3524          1  Vip-IRES-Cre  0.255995\n",
+       "3525          1  Vip-IRES-Cre  0.441051\n",
+       "...         ...           ...       ...\n",
+       "3941         10  Vip-IRES-Cre  0.120032\n",
+       "3942         10  Vip-IRES-Cre  0.124340\n",
+       "3943         10  Vip-IRES-Cre  0.264504\n",
+       "3944         10  Vip-IRES-Cre  0.072027\n",
+       "3945        all  Vip-IRES-Cre  0.524343\n",
+       "\n",
+       "[425 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tmp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "1335e2f4-7c6c-443d-a1f5-d9bd6b9656ea",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.16817686679044236\n",
+      "0.1696162363818592\n",
+      "0.22457406749371583\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines:\n",
+    "    tmp = df[df.cre_line==cre_line]\n",
+    "    tmp2 = tmp[tmp.cluster_id != 'all']\n",
+    "    tmp3 = tmp[tmp.cluster_id == 'all']\n",
+    "    \n",
+    "    x = tmp2.groupby('cluster_id').mean().mean().values[0]\n",
+    "    print(x)\n",
+    "    tmp3 = tmp3.append(pd.DataFrame({'cluster_id':'clustered', 'cre_line':cre_line, 'sse':x}, index=[0]), ignore_index=True)\n",
+    "    \n",
+    "    \n",
+    "    fig, ax = plt.subplots(1,1)\n",
+    "    \n",
+    "    #ax = sns.barplot(data=tmp, x='cluster_id', y='sse')\n",
+    "    sns.barplot(data=tmp3, x='cluster_id', y='sse')\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "0eb5cc71-dd70-4c29-9c47-6e4e3428aa6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "415"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2a57aa4b-0629-4c57-b652-91644db815a0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4fa96475-9809-43bc-8045-3b98aa632207",
+   "metadata": {},
+   "source": [
+    "#### plot correlation bar plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "244be3e0-0b6d-4a43-8267-93bafc0d9847",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shuffle_corr_dict = {}\n",
+    "for shuffle_type in shuffle_types:\n",
+    "    corr_dict = {}\n",
+    "    for cre_line in cre_lines:\n",
+    "        corr_dict[cre_line]= vba_clust.get_corr_for_matched_clusters_dict(shuffle_type_SSE_mapping, \n",
+    "                                                       shuffle_type_mean_dropout_scores,\n",
+    "                                                        shuffle_type = shuffle_type,\n",
+    "                                                       cre_line = cre_line)\n",
+    "    shuffle_corr_dict[shuffle_type] = corr_dict\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "415757f2-5dea-45ab-bcda-8bff99e16d0b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\ipykernel_launcher.py:11: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "  # This is added back by InteractiveShellApp.init_path()\n",
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\numpy\\core\\_asarray.py:85: UserWarning: Warning: converting a masked element to nan.\n",
+      "  return array(a, dtype, copy=False, order=order)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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kSd1gk16SJEmSJEmSJEmSpD4ZaJM+IuZHxNsj4vKIeCAiMiJGamx/YET8d0Ssjoj7IuIjEfG43lUsSZIkSZIkSZIkSdLMDfpO+v2BvwMWAN+ts2FELACuBJ4MnA78E3AE8KWI2LbLdUqSJEmSJEmSJEmStMW2GfDxvwU8LjN/ERGLgU/X2PZ0YAfgGZl5J0BEXAd8GXgt8G9VdhIR84CDgbuB9TWOr9lvLjAf+GZmPjToYrZ2ZqXRzEoNZqXRzEoNZqWxzElNZqWxzEoN5qTRzEoNZqXRzEoNZqXRzEoNZqXRzEoNZqXRpszKQJv0mfnAFmx+FPDZiQZ9ub/LIuJHwCuo2KSnCMZVW1CHZr+FwNcGXcQsYFZkVqoxKzIr1ZiVZjMn1ZmVZjMr1ZgTmZVqzIrMSjVmRWalGrMis1KNWVHHrAz6TvoZiYi9gD2A6zssvg74gxq7uxvgqquuYsGCBV2oTrPFqlWrWLhwIZT/BjQts9JQZqU2s9JQZqU2s9JA5mRGzEoDmZXazElDmZXazEpDmZXazEpDmZXazEpDmZXazEpDTZeVWdmkpxgaADqf1N3AHhExNzM3GTYiInYBdum0rwULFrD33nt3t0rNFg4v0sasaBJmpY1Z0STMShuzog7MSQdmRR2YlTbmRJMwK23MiiZhVtqYFU3CrLQxK5qEWWljVjSJjlmp1KSPiB2Ao4GbM/PablY1QzuUr52edbGuZZ3VbctGgaU9qkkaJqOYFamKUcyKVMUoZkWqYhSzIk1nFHMiVTGKWZGqGMWsSFWMYlakKkYxK6poTsX1HgLOBw7qYS11rC1f53VYtn3bOq3GgH3apoXdLk4aAmOYFamKMcyKVMUYZkWqYgyzIk1nDHMiVTGGWZGqGMOsSFWMYVakKsYwK6qo0p30mfloRNwB7NzjeqqaGOZ+fodl84GftQ91D5CZ48B467yI6HZt0qxnVqRqzMqmRkZGAFi+fPlA69DWx6xI1ZgVaXrmRKrGrGzO9yvqxKxszqyoE7MiVWNWVEfVO+kBPgK8NiI63b3eV5l5J3Av8KwOi58N3NDXgiQNtZGRkQ1vUCRJ2lL+XJGqMSuSJEmSJGlYVbqTvvQN4GXADRFxHvBjYE37Spl5ZZdq2yAinlzue0XL7E9RXDSwV9m0JyIOA/YDzul2DZIkSZIkSZIkSZIkbak6Tfovt3z8HiDblkc5b26dAiLiTeWHB5avr42I3wfGM/Pcct5Xyte9WzZ9G3A0cHlEvBfYCXgj8B3gwjo1SJLUBMuWLevp/leuXNmX4wAsXbq058dQcw1LVsyJJEmaLfrxHsLfwTQMzIokScOjTpN+SY9qeGvb58eVr7cB5zKJzLwjIg4F3gW8HXgY+DzwfzLz4V4UKmnrNCzNFPANiiRJmj2G5Xcwf/+SJEmSVNfEo7mWL18+0DokzV6Vm/SZ+ZFeFJCZUWGdvSeZfyPwom7XJEmSJEmSJEmSJElSL9S5k16SGmnJkl4NJCINF7MiVWNWpGrMiiSpm/y5IlVjViRJ6o85gy5AkiRJkiRJkiRJkjRcRkZGNjweQpuySS9JkiRJkiRJkiRJUp/YpJckSZIkSZIkSZIkqU9s0kuSJEmSJEmSJEmS1Cc26SVJkiRJkiRJkiRJ6pNtBl2AJEmSJEmSZmZkZASA5cuXD7QOSZIkSbPLsmXLen6MlStX9uVYS5cu7en+e6FWkz4ingi8HtgX2B2ItlUyMw/rUm2SJEmSJEmSJEmSJA2Vyk36iHgx8GlgO2A18IteFSVJkiRJkiRJkiRJ0jCqcyf9WcDPgcWZeX2P6pEkSZIkSZIkSZJmxCG8Jc0Gc2qsewAwZoNekiRJkiRJkiRJkqSZqdOkvxd4uFeFSJIkSZIkSZIkSZI07OoMd/9R4Cjgn3tUiyRJkiRJkiRJkiRpCCxZsmTQJWy16jTpLwAWRcRngPcAtwLr21fKzNu7U5okSZIkSZIkSZIkScOlTpP+JiCBAP54ivXmblFFkiRJkiRJkiRJkiQNqTpN+rdQNOklSZIkSZIkSZIkSdIMVG7SZ+YZPaxDkiRJkiRJkiRJkqShN2fQBUiSJEmSJEmSJEmS1BR1hrsHICLmAgcAu9KhyZ+ZV3ahLkmSJEmSJEmSJEmShk6tJn1E/B1wKrDzFKvN3aKKJEmSJEmSJEmSpK3UkiVLBl2CpFmu8nD3EXE8cBZwA/AmIIAx4BzgPuB64LiuVyhJkiRJkiRJkiRJ0pCo80z6vwCuycxFwAfKeV/IzFOBpwN74130kiRJkiRJkiRJkiRNqk6T/kDgovLjLF/nAmTm3RSN+5O7V5okSZIkSZIkSZIkScOlTpN+PfBg+fHE6+4ty1cC+3ahJkmSJEmSJEmSJEmShlKdJv3twD4AmfkQcAewsGX5wRTPppckSZIkSZIkSZIkSR1sU2PdK4GXAKeVn18EjEbEDhTN/tcA/9bd8iRJkiRJkiRJkiRJGh51mvTvAb4TETtk5lpgKbAf8Lpy+ZeAU7tcnyRJkiRJkiRJkiRJQ6Nykz4zbwZubvn8QeClEfFYYH1mru5BfZIkSZIkSbPWsmXLerr/lStX9uU4S5cu7en+JUmSJKlJ6txJ31Fm3t+NQiRJkiRJkiRJkiRJGna1m/QRsSOwN7A7EO3LM/PKLS9L/TAyMgLA8uXLB1qHJEmSJEmSJEmSJDVF5SZ9RDwGeDdwDLBtp1WABOZ2pzRJkiRJkiRJkiRJkoZLnTvp/wV4NfBp4Crglz2pSJIkSZIkSZIkSZKkIVWnSX8k8KHMPLFXxUiSJEmSJEmSJEmSNMzm1Fj318A3e1WIJEmSJEmSJEmSJEnDrk6T/qvAId08eETMi4h3RMRdEbE2Iq6JiMMqbHdGRGSH6Z5u1idJkiRJkiRJkiRJUjfVGe7+b4ArI+Jk4LzM/HUXjn8BcBQwBtwCHAv8V0QcmplXV9j+9cCals/XdqEmSZIkSZIkSZIkSZJ6onKTPjNvj4jTgQuBcyLibmD95qvlk6vsLyKeDbwKOCUzx8p5FwLfB94BPL/Cbj6ZmePVzkCSJEmSJEmSJEmSpMGq3KSPiGOBDwEPAzcDv9zCY7+c4jn3H5yYkZnrIuJDwJkRMT8z756+rNgZeCAzcwvrkSRJkiRJkiRJkiSpp+oMd//3wA3AizLz51049kHATZm5um3+dUAAzwCma9LfDuwEPBARFwNvyMz7ulCbJEmSJEmSJEmSJEldV6dJvxfw7i416AHmA3d2mD/RmN9zim1/CbwXuIbizv4XUDyf/pkRcUhmPtRpo4jYBdilbfaC6iVLzWBWpGrMilSNWZGqMSvS9MyJVI1ZkaoxK1I1ZkWqxqyojjpN+puB3bp47B2ATs30dS3LO8rM97TNujgivg+8DzgGOH+STUeBpfXKlBppFLMiVTGKWZGqGMWsSFWMYlak6YxiTqQqRjErUhWjmBWpilHMilTFKGZFFc2pse7bgJMioltXfKwF5nWYv33L8jr+BVgDHDbFOmPAPm3TwprHkZpgDLMiVTGGWZGqGMOsSFWMYVak6YxhTqQqxjArUhVjmBWpijHMilTFGGZFFdW5k/5AiuHpfxgRnwZuBda3rZOZ+daK+7ubYsj7dhPz7qpRG5n5aETcyRR3+2fmODDeOi8i6hxGagSzIlVjVqRqzIpUjVmRpmdOpGrMilSNWZGqMStSNWZFddRp0p/R8vFrJlkngapN+huAkyNip8xc3TL/kPL1OzVqIyK2BZ4AfLPOdpIkSZIkSZIkSZIk9UudJv0+XT72xcAbgBMohn8gIuYBS4CvZ+Zd5bwnAjtm5k0TG0bE4zPz3rb9vZFiqPwvdrlOSZIkSZIkSZIkSZK6olKTPiIeA7wOuDYzu9IEz8xrI+Ii4OyImA+sKI/xJODYllUvBA4FWseDuC0iPgF8H3gIWAQcBXwN+Pdu1CdJkiRJkiRJkiRJUrdVatJn5oMRcTrwV10+/jEUw+MfA+wKfBf4o8z8+jTbfRx4HnA0sB2wstzPWZn5SJdrlCRJkiRJkiRJkiSpK+oMd78C+M1uHjwz11EMU//GKdYZ6TDvxG7WIUmSJEmSJEmSJElSP9Rp0p8H/G1EvD8zf9GrgiRJkiRJklTNkiVLBl2CJEmSJKmmOk36B4D7gJsj4iPAj4E17Stl5oVdqk2SJEmSJEmSJEmSpKFSp0l/QcvHp0yyTgI26SVJkiRJkiRJkiRJ6qBOk35Rz6qQJEmSJEmSJEmSJKkBKjfpM/OKXhYiSZIkSZIkSZIkSdKwmzPoAiRJkiRJkiRJkiRJaoo6w90DEBHPAg4BdmXzJn9m5lu7UZgkSZIkSZIkSZIkScOmcpM+InYA/hP4AyCALF9p+TgBm/SSJEmSJEmSJEmSJHVQZ7j7N1M06M8EFlE05V8HvBi4Cvgm8NvdLlCSJEmSJEmSJEmSpGFRp0n/cuCizHwz8P1y3p2Z+UXgcGA74NjulidJkiRJkiRJkiRJ0vCo06R/AnBF+fH68nU7gMx8BPi/wKu6V5okSZIkSZIkSZIkScOlTpP+ATY+w/4B4FFgz5bl9wO/2aW6JEmSJEmSJEmSJEkaOnWa9CuA/QAycz1wI8UQ+EREAC8D7uh2gZIkSZIkSZIkSZIkDYttpl9lg8uA4yJitGzS/ytwbkSsABLYBzi9BzU21rJly3q6/5UrV/blOABLly7t+TEkSZIkSZIkSZIkaWtXp0n/duCjQABk5nkRsT3wGopn1J8PnN31CiVJkiRJkiRJkiRJGhKVm/SZuRq4uW3eu4B3dbsoSZIkSZIkSZIkSZKGUZ1n0kuSJEmSJEmSJEmSpC1Qq0kfEU+IiH+LiFUR8XBEvKCc//hy/sG9KVOSJEmSJEmSJEmSpNmvcpM+IvYBrgeOAm4E5k4sy8x7gWcBJ3S7QEmSJEmSJEmSJEmShkXlZ9IDZwKPAk8D1gI/a1t+KXBEl+qSJEmSJEmSJEmSJGno1Bnu/nDgvMy8A8gOy28DFnSlKkmSJEmSJEmSJEmShlCdJv3OwN1TLN+OenfmS5IkSZIkSZIkSZLUKHWa9HcAT51i+XOAW7asHEmSJEmSJEmSJEmShledJv1/AsdFxNNa5iVARBwFHA18sou1SZIkSZIkSZIkSZI0VOo06c8EVgHXAh+jaNCfGhFXUzTnvwO8s+sVSpIkSZIkSZIkSZI0JCo36TPzV8BzgQ8CzwICeCGwP3AesCgz1/WiSEmSJEmSJEmSJEmShsE2dVYuG/UnAydHxOMpGvX3Zmb2ojhJkiRJkiRJkiRJkoZJrSZ9q8y8t5uFSJIkSZIkSZIkSZI07Go36SPiFcCfAL9VzvoJ8OnM/GQ3C5MkSZIkSZIkSZIkadhUbtJHxGOAS4AXUAxzP14uOhh4RUS8HnhpZj7Y5RolSZIkSZIkSZIkSRoKc2qseyZwGPBeYM/M3C0zdwP2LOctKteRJEmSJEmSJEmSJEkd1GnSvxK4KDNHM/OeiZmZeU9mjgKfKteRJEmSJEmSJEmSJEkd1GnS7wxcPsXyr5brSJIkSZIkSZIkSZKkDuo06b8L7DvF8n2B79U5eETMi4h3RMRdEbE2Iq6JiMMqbrtXRHwyIsYj4lcRcUlE7FPn+JIkSZIkSZIkSZIk9VOdJv2bgBMj4oj2BRFxJHACcHrN418AnAJ8DDgZeBT4r4h47lQbRcROFHf1LwTOBJYCzwSWR8SuNWuQJEmSJEmSJEmSJKkvtqmx7quBW4FLIuJm4Ifl/AOB/Snuon9NRLymZZvMzOM77Swing28CjglM8fKeRcC3wfeATx/ilpOAp4C/G5mfrvc9r/KbU8B3lzjvCRJkiRJkiRJkiRJ6os6TfpjWz4+oJxaPb2cWiXQsUkPvBz4NfDBDStnrouIDwFnRsT8zLx7im2vmWjQl9veFBFfAV6BTXpJkiRJkiRJkiRJ0lao8nD3mTlnBtPcKXZ5EHBTZq5um38dEMAzOm0UEXMoLga4vsPi64D9ImLHquclSZIkSZIkSZIkSVK/1LmTvtvmA3d2mD9x9/yek2y3GzCvZb32baPc94r2hRGxC7BL2+wF05cqNYtZkaoxK1I1ZkWqxqxI0zMnUjVmRarGrEjVmBWpGrOiOraoSR8R2wBHUjTOP5eZ99TYfAfgoQ7z17Usn2w7ZrjtKLC0SnFbg6VLe1vq5Zdf3pfjaFYaxaxIVYxiVqQqRjErUhWjmBVpOqPMopyAWdHAjDKLsmJONECjmBWpilHMilTFKGZFFVVu0kfE2cCizDy4/DyAy4CFFHevvy0inpOZm93BPom1FHfEt9u+Zflk2zHDbceAC9rmLQCummR9qanGMCtSFWOYFamKMcyKVMUYZkWazhjmRKpiDLMiVTGGWZGqGMOsSFWMYVZUUZ076f+Qoik/4Qjg+cDZwA3Ae4FTgRMr7u9uimHp203Mu2uS7e6juIt+sm2TzkPhk5njwHjrvOJaA0mtzIpUjVmRqjErUjVmRZqeOZGqMStSNWZFqsasSNWYFdVRp0n/BODHLZ8fAdyamacCRMRTgVfX2N8NwMkRsVNmrm6Zf0j5+p1OG2XmoxHxPeBZHRYfAvw4M9fUqEOSJEmSJEmSJEmSpL6YU2Pd7YBHWj5fxKZ31v+Ezne3T+ZiYFvghIkZETEPWAJ8PTPvKuc9MSIO6LDtcyLioJZt9wdeAFxUowZJkiRJkiRJkiRJkvqmTpP+DuC5sOGu+d8CrmhZvgewusN2HWXmtRQN9bMj4h0R8WfAV4EnAX/XsuqFwA/bNj+P4qKASyPiDRExCnyZYpj7d9c4J0mSJEmSJEmSJEmS+qbOcPefAP4hIvYAngr8Cri0ZflBwIqaxz8GeGv5uivwXeCPMvPrU22UmQ9ExAhFQ/4fKC42uBwYzcxf1KyhsZYvXz7oEiRJkiRJkiRJkiSpUeo06c+ieC79YuB+4JjMHAeIiMcCL6XmXeyZuQ54YzlNts7IJPNXAUfXOZ4kSZIkSZIkSZIkSYNUuUmfmQ8Bx5dTuwconke/pkt1SZIkSZIkSZIkSZI0dOrcST+pzHyU4u56SZIkSZIkSZIkSZI0ia406We5uQCrVq0adB3qs5bv+dxB1jGLmJWGMiu1mZWGMiu1mZUGMiczYlYayKzUZk4ayqzUZlYayqzUZlYayqzUZlYayqzUZlYaarqs2KSHfQEWLlw46Do0OPsCKwZdxCxgVmRWqjErMivVmJVmMyfVmZVmMyvVmBOZlWrMisxKNWZFZqUasyKzUo1ZUces2KSHn5SvhwK3D7KQAVgAXAUsBJp4Cc8TgSvY+G9AUzMrZsWsVGNWzIpZqcasNDMr5qQ+s2JWNL0m5wTMilmpzqyYFbNSjVkxK2alGrNiVsxKNWbFrHTMik16eLh8vT0zVw6ykH6LiIkPVzXt3GGT8394qvW0gVkxK2alGrNiVsxKNWalgVkxJzNiVsyKptfYnIBZKZmVasxKwaxoOmalYFY0HbNSMCuajlkpmJU2c/pXiiRJkiRJkiRJkiRJzWaTXpIkSZIkSZIkSZKkPrFJL0mSJEmSJEmSJElSn9ikh3FgWfnaNOM099zB869rnOZ+vcZp7rmD51/XOM39eo3T3HMHz7+ucZr79RrHcx8fbBmzyjjN/ZqN47mPD7aMWWOcZn+9xmnu+Y/T3HOfiXGa/fUap7nnP05zz30mxmn212uc5p7/OM0995kYp9lfr3Gae/7jNPfcZ2KcZn+9xmnu+Y8zxblHZvazGEmSJEmSJEmSJEmSGss76SVJkiRJkiRJkiRJ6hOb9JIkSZIkSZIkSZIk9YlNekmSJEmSJEmSJEmS+sQmvSRJkiRJkiRJkiRJfWKTXpIkSZIkSZIkSZKkPvn/itnduW8NzdEAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "for shuffle_type in shuffle_types:\n",
+    "    for cre_line in cre_lines:\n",
+    "        corr_dict = shuffle_corr_dict[shuffle_type][cre_line]\n",
+    "        n_clusters = len(corr_dict.keys())\n",
+    "        figsize=(3.5*n_clusters,2)\n",
+    "        fig, ax = plt.subplots(1,n_clusters, figsize = figsize, sharey='row')\n",
+    "        for i, cluster_id in  enumerate(corr_dict.keys()):\n",
+    "            ax[i].bar(cluster_id, corr_dict[cluster_id][0], color='Grey')\n",
+    "            ax[i].errorbar(cluster_id, corr_dict[cluster_id][0], corr_dict[cluster_id][1], \n",
+    "                        color='k')\n",
+    "            ax[i].set_xticklabels([cluster_id])\n",
+    "            if i ==0 :\n",
+    "                ax[i].set_ylabel('spearman r')\n",
+    "            ax[i].set_xlabel('')\n",
+    "            ax[i].set_title(f'cluster {cluster_id}')\n",
+    "            ax[i].set_xticklabels('')\n",
+    "            ax[i].set_xlim([cluster_id-1, cluster_id+1])\n",
+    "\n",
+    "        #plt.suptitle(cre_line + ' ' + shuffle_type)\n",
+    "        fig.subplots_adjust(hspace=1.2, wspace=0.6)\n",
+    "        utils.save_figure(fig, figsize, save_dir, f'{shuffle_type}{threshold}',\n",
+    "                      f'{shuffle_type}_spearman_within_matched_' + cre_line[:3]  )\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "15972839-7727-4351-b83b-81131031b27a",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### match SSE matric with cluster mean dropout plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "bc8a1eef-c34c-454f-8e7e-2bec415716d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def make_dict(matrix):\n",
+    "    rows = np.shape(matrix)[0]\n",
+    "    new_dict = {}\n",
+    "    for row in range(rows):\n",
+    "        new_dict[row+1] = matrix[row]\n",
+    "    \n",
+    "    return new_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "cc555c2e-3ec0-4eb0-bec1-74b51197ac28",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Wall time: 18.1 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "# compute mean SSE matrix of matched clusters\n",
+    "shuffle_type_SSE_all = {}\n",
+    "for shuffle_type in shuffle_types:\n",
+    "    cre_SSE_all = {}\n",
+    "    for cre_line in cre_lines:\n",
+    "        \n",
+    "        n_boots = shuffle_type_SSE[shuffle_type][cre_line].keys()\n",
+    "        cluster_ids = shuffle_type_SSE_mapping[shuffle_type][cre_line][0]\n",
+    "        \n",
+    "        # create a data frame to collect sorted SSE from all n_boots\n",
+    "        SSE_values_sorted_df = pd.DataFrame(columns=['cluster_id', *cluster_ids])\n",
+    "        \n",
+    "        # run over all nboots and sort SSE using orignal cluster sort\n",
+    "        for n in n_boots:\n",
+    "            \n",
+    "            # Get matched map and SSE matrix for this n boot\n",
+    "            SSE_values = shuffle_type_SSE[shuffle_type][cre_line][n]\n",
+    "            SSE_map = shuffle_type_SSE_mapping[shuffle_type][cre_line][n]\n",
+    "            #print(SSE_map)\n",
+    "            # convert SSE matrix to df for easier operation\n",
+    "            nb_values_df = pd.DataFrame(make_dict(SSE_values))\n",
+    "            #print(nb_values_df)\n",
+    "            # make a copy which will be used to store sorted SSE values\n",
+    "            nb_sorted_df = nb_values_df.copy()\n",
+    "            # first sort SSE values\n",
+    "            for cluster_id in SSE_map.keys():\n",
+    "                matched_cluster_id = SSE_map[cluster_id] # matched shuddled cluster id\n",
+    "                \n",
+    "                # copy matched SSE value to a new location in df\n",
+    "                if matched_cluster_id!=-1:\n",
+    "                    nb_sorted_df.loc[cluster_id-1][:] = nb_values_df.loc[matched_cluster_id-1][:].values\n",
+    "                else:\n",
+    "                    #nb_sorted_df.loc[cluster_id-1][cluster_id]=np.nan\n",
+    "                    nb_sorted_df.loc[cluster_id-1][:]=np.nan\n",
+    "            \n",
+    "            \n",
+    "            # reset index and rename cluster id column\n",
+    "            nb_sorted_df = nb_sorted_df.reset_index(drop=True)\n",
+    "            nb_sorted_df['cluster_id'] = np.arange(1, len(cluster_ids)+1)\n",
+    "            \n",
+    "            \n",
+    "            # append to larger df with all n_boots\n",
+    "            SSE_values_sorted_df = SSE_values_sorted_df.append(nb_sorted_df, ignore_index=True)\n",
+    "        cre_SSE_all[cre_line] = SSE_values_sorted_df\n",
+    "    shuffle_type_SSE_all[shuffle_type] = cre_SSE_all\n",
+    "                \n",
+    "    \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcc23a07-96f7-42bf-923f-71e2f40d7b4e",
+   "metadata": {},
+   "source": [
+    "#### plot heatmap of mean SSE values by with cluster id heatmaps"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "1b70c81a-695c-4354-987a-92ee59fa4575",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x1008 with 21 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x1008 with 21 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x1008 with 21 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x1008 with 21 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ERETkdJSsQS83URTr2jsORERERERERLak/PCtRERERERERFQmxTLogiDoBEEoMvEpFAQhWRCEnYIg9FEqDkRERERERERVhZI16O8AuAXgHoCvALwP4Ov7f8cB+BZAMICtgiAMUjAeRERERERERA5PyT7oeQBiAfQXRTFPWigIggeArdBn1KMA/A79iO+/KRURQSj7OxUl2mDoOtEm4+NZnliiDQ66SGeDY7ZJRw9r0lXBaNxXUKT8fLW2uO4AtcXfdJ5zyVYs+wF1TjT1sc4WF5+FElJybbKfmoEeiu8jL79I8X0AGou/qS1Q/qRVq5S/AdpgF7Dm2VVYpPz1IwjK76PABsdhzcPCFvfY7RdvK76Ph+qHKL6PAE/L3wl6Ng5VMCZ6jvRMoapFydfJyQAWGWbOAUAUxVwAiwBMFkVRB+ALAK0UjAcRERERERGRw1Mygx4M00XargCq3f9/EqwpoiUiIiIiIiJyQkpm0P8BMFcQhOqGCwVBqAHgLQDH7i+qAyBBwXgQEREREREROTwl+6BPA7AbwDVBEA4DuAsgBEAnADkAnrr/vYYA1igYDyIiIiIiIiKHp1gGXRTF44IgNAQwA0AHAC0BJAL4EMBHoigm3//em0rFgYiIiIiIiKiqULIGHfcz4a8quQ8iIiIiIiIiZ6BoBh0ABEEIAtAR+kHhfhVFMUUQBHcA+fdHcSciIiIiIiL611Msgy4IggBgAYAXoR+1XQTQHkAKgM0A9gN4x8h2q0RRHF/OffoD8C+5PPFeKvz9Sy0mC5lK1/g7KUzXCjCVrnFM1woxla7XE5Lgx3QtN1Ppeus2z9eKMJWuf566AR/fUovJCqbS9sqte7wXVICpdI2N5z22IniPVYbpd4Jkpis5LCVHcX8FwAsA3oa+D7rhVGq/AhhkYrs2FdhnNIDYkp9PP1lcgSAJJtJ16ZLFdoySU4gG01UJ0TCSrss+/diecXIG0TCSrp/xfK2oaBhJ1zWrl9kzTs4iGkbSdsVnn9gzTs4gGsbusUt5j62gaPAeq4Ro8J2AqhhBFEVlAhaEawBWiqL4niAIagAFANrdHzyuH4DvRFEMMrLdcVEUo8q5T38Yr0GPVbqUTKFkLL4PKL8TT41Qak56MzXoiqdrfpHyvSDUqlKHXOl83ErvxEwNuvLpWqh8upY+kyqfv4fa4nS9npAUq3Ttji3OJVspec6aqd1R/Hy1lUKd8tdFyXPWTA16rC1q0GsGeii+j9z8IsX3UTfI3eJ7wZVb95ziXqCywU3Wz8PyZ1dsvPL3WFs8VwqKlH/XCvZ2sThdbXGP3RwTr2j4APBQ/RDF9xEe4GrFO0Gy4umqs0XmwAYCPEu/a5GylOyDXhPAYRPr8gF4mVjXUhCEu0aWCwBEURRNXuGiKKYBSCu5PK/QbDypDKbSNSffOW489mIqXbOZrhViKl3TcpXPJDgzU+mapeX5WhGm0vX49Qybx8XZmErbpCy+FFSEqXRNzeE9tiJ4j1WGqXRNz+UwWOS4lMygxwNoAeAPI+sioW9iYswlAAOUihQRERERERGRI1Iyg/4jgDcFQTiO/69JFwVBaAz93Oifm9hOK4riDQXjRURERERERORwlBwkbi6ACwD2Abh8f9mPAM7c/3u+ie3yFYwTERERERERkUNSpAZdEARXAGsAvAV9X/S+AK4ASIZ+arXvRVE02glMFMWOSsSJiIiIiIiIyJEpkkEXRTFfEIReAD4WRfFbAN8qsR8iIiIiIiIiZ6FkE/cDAFgbTkRERERERGQBJQeJmwFgkyAIWQA2AUgEik/kLYoi5zggIiIiIiIiAgBRFBX5ANDd/xSZ+BQqte8Kxtsf+gHu/LmPqhcfpi33UZXi4yz7cLT4OMs+HC0+zrIPR4uPs+zD0eLjTO8djhYXZ/r9HCk+zrIPfir+Ee7/WJVOEIS5KFFjXpIoivMU2XkFCIJQF/o52uuJonid+6gctooP07bqHjPTteruwxrOcsxM16q7D2s4yzEzXav2e4ejxcWZfj9LOcsxO1q6knGKNXEXRXGuUmETERERERERORslB4kjIiIiIiIiIgsxg05ERERERETkAJhBJyIiIiIiInIAzKCXlgZg3v1/uY/KkwbbxMcW+7HFPqyRBuc4ZlvswxppcI5jtsU+rJEG5zhmW+zDGmlwjmO2xT6skQbnOGZb7MMaaXCeY7bVfiyRBuc5ZlvswxppcI5jtsU+qIIUG8WdiIiIiIiIiCzHGnQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAG42DsCtqBSqdjRvpJNmzbN3lFwOq1atbJ3FJzO2bNn7R0Fp1NUVGTvKDidX3/91d5RcDpTp061dxScjpeXl72j4HTefvtte0fB6XTs2NHeUXA669evFyz97p2MAua5rBDqqzGatqxBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcADPoRERERERERA6AGXQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAH8K+ZBJyIiIiIioooTBMEfgH/J5Rdv3IWff6nFZCXWoBMREREREZGlogHElvx8vuwTe8bJabAGnYiIiIiIiCy1GMBXJRdOfG5qrM1j4oSYQSciIiIiIiKLiKKYBiCt5PI7GQU2j4szYhN3IiIiIiIiIgfADDoRERERERGRA2AGnYiIiIiIiMgBMINORERERERE5ACYQSciIiIiIiJyAMygExERERERETkATrNGREREREREFeLjzqxlZWANOhEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkAJhBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcADPoRERERERERA6AGXQiIiIiIiIiB8DZ5ImIiIiIiMgigiD4A/AvuTz+Tgr8/UstJiuxBp2IiIiIiIgsFQ0gtuRn6ZLFdoyS82ANOhEREREREVlqMYCvSi6c8mJ0rM1j4oSYQSciIiIiIiKLiKKYBiCt5PKcfNHmcXFGbOJORERERERE5ABYg25EaGgoXnnlFQwcOBA1a9ZEeno6jhw5go8//hh79uwpd7g+Pj6YNWsWhg0bhjp16iA3NxcnT57E8uXLsWHDBpPbtWzZEg8++CDat2+Pdu3aISIiAi4uLli3bh1GjRpV5n5dXV0xefJkDB8+HBEREfD29kZGRgbOnj2Ln376CStWrEBBQUG5j6sy+Pj4oFevXoiIiICfnx/y8vJw8+ZN7N27F5cvX65Q2H5+fujatSuaNWuGwMBACIKAjIwM3Lx5EydPnkRMTIzR7cLDw9G1a1c0aNAAvr6+EEUR6enpuHbtGvbt24eEhIQKxUtpHh4eaNWqFcLDw+Hp6YmCggLcu3cP586dQ2JiYrnDrVmzJpo2bYrg4GC4uroiLy8Pd+7cwdmzZ5GUlGR0m9atW6NNmzYWhZ+YmIht27aVO3725OPjg4cffhjNmjWTz+Nbt25h3759uHLlitXhvfrqqwgMDLTou+vWrcOxY8es3oe98dqvfEFBQZg8eTIefvhhhIaGIjMzE6dPn8aXX36JQ4cOWR1eYGAg+vTpg86dO6N58+YIDQ1FUVEREhIScOjQIXz11Ve4ceOG0W1dXV3Ro0cPPPTQQ2jVqhVq1aoFjUaDpKQknDhxAmvWrMHff/9d0UO2O09PT7Rr1w716tWDl5cX8vPzcefOHZw4cQJxcXHlDrdOnTpo2bIlwsLC4ObmhtzcXMTHx+PEiRO4e/duJR6BfXh4eCAyMhK1atUq9pyKiYmp0HMqPDwcTZs2RUhIiPycun37NmJiYkw+pwwJgoBGjRqhfv36CAgIgJubG/Ly8pCeno7ExEScOXMGRUVF5Y6fvQQHB+P5559Hz5495XvDqVOnsHr1ahw4cMDq8AIDA9GvXz906dIFLVq0QGhoKHQ6HRISEnDgwAGsWrXK5L3BWfj5+WHIkCGIiopCYGAgcnJycPXqVWzZssXkM8aciIgIvPXWW2V+b8KECcjMzCxPlKkKEETR+ZsiqFQqiw+yZcuW2L17N4KCggAA6enp8Pb2hlqthk6nw2uvvYb333/f6jjUrFkTe/fuRf369QEAmZmZcHd3h0ajAQAsW7YMU6ZMMbrt8ePH0bp161LLLcmgBwUFYefOnYiMjJSXpaWlFRth8cSJE+jduzdSUlIsPp5p06ZZ/N2yVK9eHc8//zy8vb0BALm5uXBzc4NKpYJOp8OWLVuwe/fucoUdGRmJESNGwN3dHQCg1WoBAG5ubgCAS5cuYdmyZaW269y5M4YOHQq1Wg0AyM/PB6B/2QSAoqIibNiwoVwvu6a0atWq0sIKCAhAv3795OPOz8+Hi4sLVCoVRFHEP//8gzNnzlgdbseOHdGsWTMAgE6nQ0FBATQajfxbHT58GBcvXiy1XYsWLdC8eXOT4QqCAA8PDwBATEwMjh49anXcjDl79mylhGOJ6tWrY/LkyfDy8gJQ+jzeunUr/vjjD6vCnDZtGvz8/Eyud3V1lX/jhQsX4vbt2+U/AAtV5kspr329X3/9tdLCatKkCb799lu5YCczMxOenp7yM+zDDz/EihUrrArz/Pnz8rMKALKysuDq6iqnSV5eHubMmYPffvut1LZfffUVunTpIv+t1WpRWFgoXycA8OWXX+Ldd9+1Kk5lmTp1aqWGZ061atUwbNgw+R6m1Wrl+6Ioijh48CD++ecfq8Pt3r27/FzQ6XTIz8+Hq6urfH38+eef5coAlJfhb1YZAgICMGDAAJPPqWPHjuH06dNWh9upUydEREQAMP6cOnToEC5cuGBye09PT/Tu3Vt+D5TCcHV1hSAIAIC1a9ciJyfH6riV9Pbbb1c4DEs1bdoUa9eule8NGRkZ8PLyku8NCxYsMHpPNOfKlSul7g0ajUa+z+bl5eHll1/GL7/8UnkHUoaOHTvabF+1a9fGG2+8AV9fXwBATk4O3N3d5XNt3bp12Lx5s1VhShl0nU6HjIwMk9+bPn06srOzKxR/S61fv16w9Ls5+f+CjGUl8nQVjKYta9ANuLu7Y/PmzQgKCsLx48fx9NNP49y5c/Dx8cGbb76JGTNm4N1338Xx48exc+dOq8L+8ccfUb9+fcTGxuKpp57CoUOH4ObmhhdffBHvvfcennvuOZw4cQJffPFFqW0LCgpw4sQJ/PPPPzh69CiGDh2Kfv36WbTfjz/+GJGRkcjNzcXUqVPx/fffIy8vDx4eHnjmmWewaNEitGnTBh988AHGjx9v1TFVBo1GgwkTJsDb2xtxcXH4/vvvcfv2bbi5uaFv377o0aMHBgwYgLi4OKMZP3OaNWuGMWPGQK1W4/Dhw9izZw/u3bsHQP8AbtCggdHaydDQUPkF/eLFi9i4cSPu3LkDQJ+hGDp0KBo1aoRhw4bh0qVLSE5OrnhCVCK1Wo2ePXvC3d0dycnJ2LdvH9LS0qDRaNC6dWu0aNECbdu2RXJyslU1gc2aNZMz56dOncKZM2dQUFAANzc3tGnTBs2aNUPHjh2RmppaqmYnJibG7Itk7dq10bNnTwAoV02zvbm4uGDcuHHw8vJCXFwc1q5dizt37sDNzQ29e/dG9+7d0b9/f8THx+PSpUsWh/vxxx+bXT927Fi0aNECcXFxNsmcVyZe+5XPzc0NK1asQGBgIM6ePYuZM2fi8uXL8Pb2xgsvvIAJEyZgxowZOHv2LPbv329xuBqNBkeOHMEPP/yA/fv3IykpCSqVCq1bt8bcuXMRERGBDz74AJcvXy71W2k0GsTGxmL9+vXYs2cPrl27BkB/zc+cORMDBgzAuHHjcP36dXz//feVmh62oFarMXjwYHh4eODu3bvYsWMHUlJS4OrqigceeABRUVF48MEHce/ePdy8edPicCMjI+XM+ZEjR3D8+HHk5+fD3d0dHTt2RKtWrdC9e3ckJydXqKbZXtRqNXr37g13d3ckJSVh79698nOqTZs2aNmyJdq1a4fk5GTEx8dbHG5ERIScOT958iROnz4tP6eioqIQERGBTp06ITU1Vb62DWk0GvTv3x/+/v5ITU3FkSNHEB8fD1EUoVarERAQgLp161a52nM3Nzd88cUXCAwMRExMDKKjo+V7w7Rp0zBx4kTMmjULMTEx+OuvvywOV6PR4PDhw1i/fj3++usv3Lt3DyqVClFRUXj77bfRvHlzfPTRR7h06ZLZQpGqSKPR4OWXX4avry9iY2Px6aefIi4uDh4eHnjssccwePBgjBgxArGxseUqaEpKSsKLL76oQMypKmAfdAOTJk1C3bp1kZmZiUceeQTnzp0DoK+BePnll7Fx40aoVCr873//syrcRx99FB07dkRRURGGDRsm17xotVosXLgQS5YsAQDMmzevWEmkpFOnTmjbti0mTpyIlStXWvwi7urqimHDhgEA3nvvPaxatQp5eXkA9DVVy5cvx/z58wEAQ4cOteqYKkunTp0QGBiIvLw8fPHFF/KxabVa/PLLLzh9+jRUKhUGDhxoVbhubm548sknoVarsXPnTqxfv15+QQf0pZxnzpzB3r17S23bpk0bqNVq5ObmYvXq1cUe4omJiXI6uri4mK0VtpcmTZrAx8cHBQUF2LVrF9LS0gDoC3qOHj2KGzduQBAEtG3b1uIwBUGQW3FcvXoVx48fl7tFaLVaHD58GImJiVCpVGjXrp3VcW7YsCEAIDk5GampqVZvb2+G57HhOaPVavHbb7/hzJkzUKlUGDBgQKXt08vLC02bNgWAKtm0ndd+5Rs5ciTCw8ORlZWFiRMnyl0EsrKyMH/+fOzYsQMqlQozZ860OtxRo0Zh06ZNcvNgnU6H48ePY+zYsUhKSoJGo8G4ceNKbbtw4UL07dsXX3zxhZw5B4CbN29i6tSpOHjwIADYpYC4MrRs2RK+vr7Iz8/Hr7/+KrdEy8/Px/79+3H16lUIgoAHH3zQ4jAFQcADDzwAALh48SIOHz4st+TIy8vDn3/+iVu3bkGlUqFz586Vf1A20LRpU/j4+CA/Px87d+4s9pw6cuQIrl+/DkEQrHqelHxO/fPPP8WeU4cOHUJCQgJUKhXat29vNIx27drJmfNff/0VcXFxkFqaFhUVISkpCceOHZNb5FQVo0ePRq1atZCVlYVnn3222L3h3XffxbZt26BSqTB79myrwh0+fDiefPJJ/Pzzz/J9VqfT4dixY3jqqadw7949aDSaKnt9m9O7d2+EhIQgNzcX77//vtyVJTc3F9999x2OHDkClUqFkSNH2jmmVBUxg25Aai6+du1aozWLCxcuBAC0bdsWjRs3tjrcXbt24dSpU0bD1el0qF69Oh5++OFS63U6ncX7MiT1mwL0zdiNkZrdSU3zbE3KJB4/fhzp6eml1ktNgmvVqoXg4GCLw+3QoQP8/PyQmppqdX9mHx8fAPrSS+mlyJBWq5UfRFITT0cidaO4du2a0SZ4Uk12UFCQ3CyrLEFBQXIzRKngylS4oaGhchpaws3NDeHh4QBQ4T7H9hIVFQVAf50Za5L2559/AtD3i7TmPDanTZs2cHFxQWFhIY4fP14pYdoSr/3K98gjjwDQN5k3Vju4cuVKAPouJ/Xq1bM4XHNdTlJSUuTzu0WLFqXWnzhxwuwzbOPGjQD0NermunM4qiZNmgDQZ6SNNTeVnrEhISHFupaZExoaKj+TT548afQ70jO9Ro0aVTLdGjRoAMD0c0rqghUUFGTx8QUFBRXrKmWMueeUu7u7/HseOXLE7mPzVKYhQ4YAADZv3mz03vD5558D0Bc4Se8Qljhy5IjJdSkpKfJ9vGXLllbEtmqQuu4cOHDAaMWC1HWpfv36qF69uk3jRlUfM+j3eXt7yy+M27dvN/qdw4cPy6W8UnNcS/To0QMAsGPHDqPrExIS5L6yxjLo5XX37l35wWdqgC7pmE29BCjJMGNmqunTjRs3kJubCwBWFYpIGabTp09bXcAh1YAEBQUZfQl3c3OTMwwVGfxHCS4uLnK/OVPNAu/evSuX/teoUcOicKU+wgCMZqZKLrc0XED/8FKr1SgqKipWw1ZVuLm5oWbNmgBgsin2zZs35fO4UaNGlbJfqWbp/PnzldIX0pZ47Vc+Ly8vOYNsqonqyZMn5QIka2p0yyI9F6V+++XZtrzb25NGo0FISAgAmGy+fvv2bfl+W6tWLYvCNcw4mmpRZLjc0nAdhUajkZ9Tpq4jpZ5ThuebdN+W1KtXD2q1Gnl5eQ53fVeEl5eXnEHet2+f0e8YFpRWZquMitwbHJm7u7tcyGms4g3QVzhIhXbOWEBhksCPVR8T2Af9vmbNmkGl0pdXmBpYShRFXLx4ER06dJD7OJUlODhYfhCZG7Dq3LlzaNmypdzHtzKIoojVq1fjhRdewCuvvILExMRSfdDnzJkDrVaLOXPmVNp+LRUaGiqnualm+6Io4u7du6hTpw5CQ0MtCtfFxUV+8MbFxSEkJAR9+/ZFo0aN4O7ujoyMDFy4cAG7d+82+vJz7Ngx9OnTBx4eHnj22WeL9UMNCwvDsGHD4O7ujgsXLjhcnyp/f395EBtzTcUzMjIQHBxscY2O4WCSgvHxLOTfUoqHpaTm7XFxcVWu2SCgrxmTjt1YzQSgT7979+6hdu3aFp/H5oSFhckZ3KrYvJ3XfuVr0KCBnKamWqKIoohr166hdevW8nVXGaTm2NaMr1By23v37lk1UKkjkGYGAGB2PILU1FSEhYVZPCODIUvut9WqVbM6XHvy8/OTj8sww1xSenq6VS0PDJXnOSUVtqSkpEClUqFVq1Zo0KABvL29UVhYiHv37uH8+fO4deuW1fGxp4YNG8rHbeoale4Nbdq0qbRCZEDfogkwXXhdVdWsWVNOU1PngyiKSEhIQKNGjUoVBlnC19cX8+fPl2vfU1JScO7cOWzbtq3KnYNkPWbQ7zNsfmJu4CxpXVhYWKWGKw3yUtnNYGbPno2wsDA8/vjjWLlyJVauXCmP4q7T6bB7927MnTu3UkcktpRh82pzI1VKpbqWNscODAyEi4v+1A4ODsbw4cPh6uoKrVaLoqIiVKtWDZ07d0ZUVBRWrVqFq1evltrfl19+iTFjxqBJkyaYM2dOsZGcMzIysGPHDpMtIuzJ09NT/r+5WlVpnaVdG7KysuT/+/v7G53ex/BlxzAe5gQEBMgFWFVxcDjA+vPYmub/pkj9J7OysnD+/PkKh2drvPYrn5S5AGB2+i1pXWV1tejVq5c8mJm56UKNCQ0Nlftn/vzzz5USH1syHNXc3GjK0jpLR0E3vCYCAwONDgJnmNmv7NHVlWaL51RAQIDRAlNzzynpPlNQUICBAwciJCREHsHdzc0NtWrVQq1atXD27FkcPnzYojg5AsN7g6lCZMN1ht+viN69e8szCP3444+VEqajCAgIkP9vrjJEWmf4fUtJtfRZWVlwc3NDjRo1UKNGDfTo0QNr1qwxOmsGOQ9m0O8zfMBJzSqNkR4Yhk2p7BGupXJzczFmzBhcu3YNs2bNAvD/DyiVSgUfHx85g2Rrhk1IzfX1ktZJ/enLYvgw79WrFzIyMrB69Wq5BLdu3boYOXIkQkJCMHbsWLz33nulXhIuXLiA5cuXY8yYMfJ83xKNRgMPDw9oNBqHG8lVypwA5qfDKiwsBACjgxIak5ycjLy8PLi7u8tTEZZk2P/U0nClWjxpvvCqSKnz2BSVSiV3WSmrf6+j4rVf+QyPXRoM1BjpOVQZmbrQ0FD897//BaAfY8VU81lj1Go1PvroI3h7eyM+Pt7q6Z0cgeH9VrqnGiOdx5beF+/du4fc3Fx4eHigbdu2Rl/EDQf5tDRcR2Fpuln7nEpKSpLTrWXLlkYzo4bTmZYMV7rWa9WqBUEQcPz4ccTExKCgoADu7u5o3749GjdujObNmyMpKanKFCobFkSYuzdI6ywtYDcnNDQU7733HgB9905jg3JWZYbPJGPjlZRcJ43hY4ns7Gz88ssvOHjwIOLi4lBQUABBENC0aVOMHDkSTZo0wZgxY5CamlquueupanCqPuiCIPgLglC35OffMNe7KY0aNcKpU6cwffp0LFy4EBEREfDy8kJERAQWLlyIdu3aYePGjZg0aZK9o1ppDJu2qVQqrFmzpljzquvXr+Orr76CTqeDt7e30Tkz+/Xrh+nTp6OoqAgrV67E66+/jtdffx0rV65Eeno6unbtimnTptltcD1bE0VRniakdu3aePDBB+Ht7Q1BEODn54fu3bsjJCREzrRYcs0JglBsQLt/83VqjSZNmsg1PVWxebuSeO3bjqenJ5YtW4agoCDExcXhlVdesWr7N998Ex06dEB+fj5eeumlYrWf/3bSKNiAfoyOHj16wNfXFyqVCgEBAejXrx/CwsKsut/+Gxg+p+rUqYPOnTvDx8dHfk716NHD7HNKun+oVCpcvXoVJ06ckAtX8vLy5GnEgOIZfSrO09MTK1euRHBwMG7duiVXDpFlbty4ge+//x6xsbHy+SeKIs6fP4958+bJ3atGjRplsisHVX1VJoMuCMJTgiDsKeNr0QBijXzKZNg8zdyLl1SyaOnLhFLhWkKlUmHTpk1o3Lgx5s2bh1mzZuHChQvIzc3FhQsXMGvWLLz99ttQqVRYsGCBzWvSDUsdzZWQS+ss7Z9s+L3ExESj/TETExPlvlgl+1tFRUWhb9++yMzMxJIlS3Du3DlkZ2cjOzsb586dw5IlS5CZmYmwsDCrBgu0BcPaCHODskg1GNaMUnv27Fk5zZo0aYLhw4dj7NixGDZsGOrVq4eLFy8Wm2KoLDVr1pTP+6pSE2GMUuexKdLgcAkJCVbND+xIeO1XPsMWWuZqa6TnkLkm2WVxdXXF8uXL0apVKyQnJ2PcuHFWTY84Y8YMjB49GoWFhZg+fXqVnIUAKH6/NawVLkk6j6253544cUIet6Zly5YYO3YsXnjhBYwZMwaNGzdGTEyMnFmsamN3WJpu5XlOxcTEyIVyTZs2xRNPPIFnn30Wjz/+OOrXr2/2OWW4H1NjBkmjwAcEBFSZQjrDVkLm7g3SuooMOirNtx4ZGYmkpCQ8/fTTVXLq1LIYXnPmZvSQ1plruWCNoqIi/PDDDwD0g5nWrVu3UsIlx1NlMugA6gB4qIzvLAZQz8inTIb9w82NGCqts3QuckvDlfqeG+trVl59+/ZFs2bNoNPpsHjxYqPfkZb7+PjY/IXTcJRVc31MpSlWzPVVNWT4PUv6YpYcKKZbt24A9FMLGXtQ5eTkyLUbxqYVsifD+JprpiatM9ftwpgDBw5gx44diI2NRVpaGjIzMxEfH48///wTBw8elB/wlvxWUvP21NRUswMsOTrDY7XkPM7MzCz3vjw8POQBKqXpm6oiXvuVz7A5r7k+pNI6w7nhraHRaPDpp5/iwQcfRHp6OsaOHYvYWIvKwQEAzz33HJ577jnodDq89tprVk+F50gMC9TNdRmQ1llbKLJ7925s3rwZly9fRkpKCtLT03Hz5k1s3boVe/bske/j5gZac0RKP6f279+P7du3l3pO7dmzB/v37zf5nDKMlyWzlVSVvv+G9wZzA25K68zdO83RaDRYtmwZOnfujPT0dLl7pTMyLHQw179cWleZhRSGBc+VMegsOSan6oMuimIagLSSyw1H7TTlwoUL0Ol0UKlUaN68udGRLgVBkOfINDUXdElJSUm4d+8egoOD0bx5c5ODC0kv3ZU54JM0InxSUpLJF4OsrCzcvXsXISEhNi+Ju3v3rpzmYWFhRl8YBUGQXyjNDW5iKDs7GxkZGRYPLFWSdMMzN6KwlKEsz6i8SkpLS4MoihAEAQEBASYzNlLalOfFLj4+3mjNrZubmzwAWlkPeFdXV3lqoKpcew4UP49DQ0NNnsfSoFyWnsfGtG7dWu7/XFVrHQFe+0q4du2anKaNGjUymmk27FZSnutOrVZj0aJFePjhh5GVlYUJEyZY9cwaN24cZsyYAQB45513rB5UztGkpqbK99tq1aqZvJ9KL+nlGaX+xo0buHHjRqnl7u7u8nluaYWBo0hPT5fTzd/f32RmWCqgK89zKi4uzuhUaeaeU6mpqahdu7bV+3J0V69ele8NjRs3NpppNrw3mJoFwhy1Wo0lS5agZ8+eyMrKwtixYy1+T66K4uPj5TStVauW0co1QRDkirmq2tqN7MeuNeiCIFyz9ANgupJxycrKkmtGevfubfQ7HTp0kGtcjA2SZcoff/wBQD9okTE1atRA8+bNrQ63LNLgUdWqVTPZrMnDw0Nu2l6Rmr3y0Gq18sBgUsFHSbVr15abkVkzhY/0XXM1SaZexqV+aZaUijpa08LCwkIkJSUBMN1iIzg4WB7gxNzMAtaS5gTNzc0tM9x69erBxcUFOp2u1EjaVY1Wq5VfBE3N1214Hpfn5UciNW+/ePGiza/XysRrv/JlZ2fjzJkzAEzPY9y6dWs5U3fw4EGrwhcEAQsWLEC/fv2Qm5uLyZMn48SJExZvP2rUKLz22msAgAULFuDbb7+1av+OqKCgQC48MjUXeVhYmHy/rcyBMKV7TU5OTpUbYLOgoEB+TpmafiokJESR55SUCc3NzS2VaTLcj1Q4UJLh8qoybkJ2drbcN79Lly5Gv9OmTRv52KwdeEwQBHz00Ufo378/cnNzMWHChCpdgGyJvLw8uaDD1BznDRs2lFtZSPfmymDYNau8rR3I8dm7iXtdAH4Asi34WN4JqZzWrl0LQP8iYWwaNank/9ixY1a9MErh9unTx+jAItOnT4dKpUJCQoKcma8Mp06dAqAv2ZwwYYLR70yYMEFuYfD3339X2r4tJd3E27Zta7TWq0ePHgD0LzbWNMmUCluqV69uNNNUvXp1+SZXspRXeki3adPGaN8iV1dXeRRtYzUb9iY9NOrXr2+0j5zUNDcpKcnipsNl8fT0ROvWrQHo++iVNWiR1Lw9Pj7e6uaLjkjKqERFRRmdRu2hh/S9c6w9jw0FBwejTp06AJxjcDhe+5Xv119/BQA8+uijRqdRGz9+PAD9y6I1zdIB4N1338Wjjz6K/Px8TJkyxapppoYOHYq5c+cCAJYsWYLPP//cqn07MuldoGnTpkaba0dFRQHQtwKprKbo3t7e8vzxx48fr5IzOUgFsw0aNDD7nLp3757JGnZreXp6ytfvmTNnSj2nEhMT5Uy3VGliLl6V1a/YFjZv3gwAGDJkiNHCy4kTJwIATp8+bXWz9Pnz52PIkCHQarWYNGmSXabttQepIKNLly6luksBwODBgwHoz/XK6r6qVqsxfPhwAPoCZmvv45XJ1MDcVa3LjaOydwY9FsAxURRblvUB8KnSkVmxYgWuX78OX19f/Prrr3ITcW9vb7z//vt47LHHAECuBTCk0+mg0+nw1ltvlVq3efNmHD58GGq1Gj///DM6dOgAQP+yN336dEybNg0AMHfuXKODoXh4eKBatWryRypVdnV1Lba8ZH+ovXv3yi+g8+fPx/Tp0+USUj8/P0yfPl2eBuPAgQN26dN66NAhpKSkwN3dHRMmTJBrttzc3DB48GB5Ds3ff/+91LaLFi3CokWL0Ldv31LrLl68KA8UM3LkyGIv6nXq1MHYsWOhUqmQnJyMI0eOFNtWuukGBgZi0qRJCA8PhyAIEAQB4eHhmDRpkty89a+//qqEVKhcUu2qq6srevXqJf/mLi4uaNeundyVwdjvPW7cOIwbN07ObBsKCAhAZGQk/P395ZFD1Wo16tWrh4EDB8LDwwN37twxObiOxNfXV35BqOrN2yWG5/H48eOLnccDBw6UC+a2bt1aatuFCxdi4cKF6NOnj9l9SLXnOTk5ZaZxVcBrv/KtXbsWcXFx8Pb2xsqVK+WCMC8vL8yaNQv9+vUDAHz44Yeltr1y5QquXLmCqVOnllr32muv4YknnkBBQQGmTp1q1XRqffv2xXvvvQeVSoXPP/8cH3/8cTmPzjGdOXMGGRkZcHV1xSOPPCKfHxqNBp07d5Z/A2OZlqlTp2Lq1KnyO4GhatWq4YEHHkBgYKBciO7i4oJGjRph+PDh8PT0REJCglWtGBzJhQsX5OdUnz595AyORqNB+/bt5RZZxp5T48ePx/jx4+XMtqGAgAC0bt261HOqfv36GDx4sPyckgZ7MySKIo4ePQpAX3DQpk0beYA/d3d3dOnSRS74qmo1xN9//z1u3boFHx8frF69Wi6k9PLywiuvvIL+/fsD0LduKUnqZhEdHV1q3ZtvvokRI0agoKAAU6ZMcbrp1MzZuXMn7t69C09PT8yePVtuDeLu7o7Ro0fL1/W6detKbbt+/XqsX78ejz/+eKl1CxculGdqkEhdbN944w05b7J27Vp7z+AQDSMDcy/9ZLEdo+Q8BHv+uIIg/ACghyiKpYv6S3/3NQBvi6JoemhqE1QqlcUH2apVK+zatUtu9p2eng5vb2+o1Wp5UJv333+/1HZSCfa8efMwb968Uutr1qyJvXv3ys2rMjMz4e7uLt/8ly9fjueff95onN566y2jGf+SvvrqKzz77LPFljVr1gw7duwo1oysZB/Ny5cvo1evXlY1k5MKFSpDjRo18Nxzz8lzwOfm5sLNzQ0qlQo6nQ5btmwx2vR/0aJFAIBt27Zh+/btpdZ7enpiypQpclNvrVYLURTl5v5paWlYsWKF0f57Q4YMkWs9gdLz2Op0OmzduhW7du2qyKEXU5nTtkhT8UjHmp+fDxcXF6hUKoiiiH/++cdok6tx48YB0NcInzx5sti6sLAw+SGu0+lQUFAAjUYjvzwmJCRgz549ZY64GxUVhcjISGi1Wqxbt07R2h9bZmSrV6+OyZMnywVlJc/jrVu3Gm0hs3DhQgD6uWJNjVEhCAJee+01+Pv74+DBg/j555+VO5AyVOb837z29aSa78rQtGlTfPPNN3JGMTMzE56envIz7MMPP8SKFStKbScVln3yySf45JNP5OXVq1eXCyPy8/PLrM3s1KlTsb/37Nkj9+stqyXE888/X2kZTmMFDUoJCgrC0KFD5ZpgrVYr3xtFUcTBgweNZjSlOP7999+lWrDVrFlTrhTQ6XTIz8+Hq6urfL+9desWfv/9d4tmzKgslT0oWmBgIPr372/yOXXs2DG5abYhqSXI8ePHS50vYWFhGDhwIADTz6ldu3aZfU61bdtWLqSW0t7NzQ2CIEAURRw5csRoBr883n777UoJxxLNmjXDmjVr5HtDRkYGvLy85HvDggULsGzZslLbSa2FFi1aVGzA4Ro1asgFT/n5+WW2EGnfvn3lHEgZjE2fqZQ6derg9ddfl9+pc3Jy4O7uLj/D1q1bJ7deMLR+/XoAwI8//oiffvrJ6DpAn655eXnw8PCQn0GFhYVYv349fvnlF6UOy1h8S83nJgiCPwD/ksvj76bEGmtRQMZ5aozPlWfvQeJOAHj8/lzl18v47g0Alhfbl9Pp06fRsmVLvPLKKxg4cCBq1qwp17QsXrwYe/aUNdObcfHx8WjTpg1mz56NoUOHom7dusjMzMTJkyexfPnyUhdoZTl//jxatmyJKVOmYNCgQWjSpAm8vb2RmpqK8+fPY9OmTVi2bFmFptypqISEBCxYsAC9evVCREQE/Pz8kJ2djZs3b2Lv3r3l7rObk5ODjz76CA899BDatGmDoKAgqFQqJCYmIiYmBn/++afJ6UQ2bdqEmJgYdOrUCXXr1pWbLScnJyM2Nhb79+93yCauktTUVGzatAmtWrVCeHg4PD09odVqkZSUhLNnz5aruVVaWhpOnTqF6tWrw8fHB66ursjLy0NycjKuXr1qcVOrBg0aAABiY2OrZNNMUxITE7Fw4UI8/PDDaNasGfz8/JCTk4ObN29i3759FWot0LBhQ7mGyRmat0t47Ve+CxcuYMCAAZg8eTIefvhhhIaGytful19+aXXzU8NBVl1dXY02nbd0+7K2NTddkSNLSkrC999/j3bt2qFevXrw8vJCXl4e7ty5gxMnThgdrKwsKSkpOHr0KMLDw+Hn5wc3Nzfk5ubi7t27uHDhQoXGsnAUKSkp+PnnnxEZGYlatWrJz6l79+4hJiam3M+pkydPokaNGsWeU0lJSbhy5YpFz6l//vkHt2/fRrNmzRASEgJXV1fk5OTINe/l7aZkb+fPn0efPn3w/PPPo2fPnggNDUVqaipOnTqFVatWWd33vOS9wdy4H87qxo0bmDlzJoYMGYKoqCgEBgYiMzMTV65cwZYtW8pVkPP555+jSZMmqF+/Pnx9feHl5YX8/HwkJCTg/Pnz2LFjh0MMOmdqYO6cArvW6jsNu9ag24o1NehkmcqsQSe9yqxBJz1naAruaCqzBp30KrMGnfRsWYP+b1FVphWrSmxZg/5vYcsa9H8LYzXopuQU/AsylpXIVA26vfugExERERERERGYQSciIiIiIiJyCMygExERERERETkAZtCJiIiIiIiIHAAz6EREREREREQOwN7TrBEREREREVEVV1TEQdytojE+QD5r0ImIiIiIiIgcADPoRERERERERA6AGXQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkAJhBJyIiIiIiInIAnAediIiIiIiILCIIgj8A/5LLbyYmw9+/1GKyEmvQiYiIiIiIyFLRAGJLfj779GN7xslpsAadiIiIiIiILLUYwFclFz7/wrRYm8fECTGDTkRERERERBYRRTENQFrJ5Zl5OpvHxRmxiTsRERERERGRA2AGnYiIiIiIiMgBMINORERERERE5ACYQSciIiIiIiJyAMygExERERERETkAZtCJiIiIiIiIHAAz6EREREREREQOgPOgExERERERUYX4uKsEa74vCII/gGgAi+/PrV7pquI+WINOREREREREtuYP4K37/3If9zGDTkREREREROQAmEEnIiIiIiIicgDMoBMRERERERE5AGbQiYiIiIiIiBwAM+hERERERERka2kA5t3/l/u4j9OsERERERERkU3dn5JsLvdRHGvQiYiIiIiIiBwAM+hEREREREREDuBf0cR91qxZ9o6C03n//fftHQWn88QTT9g7Ck7n9ddft3cUnI5Wq7V3FJxOXFycvaPgdPbt22fvKDidF1980d5RcDrh4eH2joLT6datm72jQFRh/4oMOhERERERESknKatQVHofDSauVXoXuPL5SMX3AQDB3i6CseVs4k5ERERERETkAJhBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcADPoRERERERERA6AGXQiIiIiIiIiB8AMOhEREREREZED4DzoREREREREZBFBEPwB+JdcfuXWPfj5l1pMVmINOhEREREREVkqGkBsyc+Kzz6xZ5ycBmvQiYiIiIiIyFKLAXxVcuGk56fG2jwmTogZdCIiIiIiIrKIKIppANJKLk/KKrR5XJwRm7gTEREREREROQBm0ImIiIiIiIgcADPoRERERERERA6AGXQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkADgPOhEREREREVWIp6ta8X3ErR6t+D7UKkHxfZjDGnQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkAJhBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcAOdBJyIiIiIiIosIguAPwL/k8vg7KfD3L7WYrMQadCIiIiIiIrJUNIDYkp+lSxbbMUrOgzXoREREREREZKnFAL4quXDKi9GxNo+JE2IGnYiIiIiIiCwiimIagLSSy3PyRZvHxRkxg14O3t7e6NGjB5o2bQpfX1/k5eUhLi4O+/fvx9WrV60Ob/bs2QgICLDouz/88AOOHz8u/+3i4oKmTZuiSZMmCA8PR2BgINRqNbKysnDjxg38/fffuHbtmtVxKo/Q0FC88sorGDRoEGrWrIn09HQcOXIEixcvxp49e8odro+PD2bNmoXHHnsMderUQW5uLk6ePIlly5Zhw4YNZW7/+OOP47nnnkNkZCQ8PDxw48YNbNiwAe+//z6ysrLK3L5du3aYPHkyevTogerVqyM3Nxe3bt3C/v37sXLlSpw6darY911dXdG9e3e0b99e/tSoUQMA0K9fP2zfvr18CVHJ/Pz8MGTIEERFRSEwMBA5OTm4evUqtmzZgpiYGKvDi4iIwFtvvVXm9yZMmIDMzMzyRNlh5ebmIiYmBleuXMHVq1dx9epV+Rg//vhj1KxZs1zhxsfH49ChQ7hy5QoSEhKQkZGBvLw8eHl5oW7duujatSu6desGlcr5eivl5ubi3LlzuHbtmvyRrtcPPvhAvqaslZCQIN8XExMTi6VpnTp18OCDD6JLly5VOk39/f0xdOjQYtf2lStX8Pvvv5fr2jZGpVLhf//7Hxo0aABA/2z68ccfTX6/Xr16GDBgAJo1ayY/71JSUnDu3Dls3boV169fr5R4KUVK07Zt25ZK0zNnzlTKPlQqFd57771iafrDDz+Y/L6UphEREQgICIAoikhJScH58+exZcsWh09TU/Ly8nDhwgXcuHED169fx/Xr15GdnQ0AmDdvHqpXr16ucDMzM3H8+HGcP38eN2/eRFpaGlQqFQIDA9G0aVP06tULISEhlXkodhEYGIgxY8agc+fOCAoKQnZ2Ns6dO4cffvgB//zzj9Xh1a5dGz169EBERARq164Nf39/eHh4IDMzE5cvX8bOnTuxbds2iKLxjNmBAwfK3Mdrr72GP//80+q42YqnpyeioqJQt25deHl5IT8/H3fu3MHp06cRFxdX7nBr166NFi1aIDQ0FG5ubsjNzUVCQgJOnTqFu3fvGt1GEATUqlULderUQVhYGPz8/ODi4oK8vDzcvXsX58+fR2wsK7GrOmbQrRQWFob//Oc/8PLyAgD5xa5Zs2Zo0qQJtm/fjr1791oVZlZWFlxcTP8Urq6ucHNzA6B/YTf0zDPPoFGjRvLfBQUFKCoqgr+/P/z9/REZGYn9+/fjt99+sypO1mrZsiX27NmDoKAgAEB6ejqCgoIwePBgDBw4EK+++iref/99q8OtWbMm9u3bh/r16wPQP2B9fX3Rs2dP9OzZE5999hmmTJlicvsVK1Zg4sSJAPRpk5eXh2bNmuH111/HyJEj0bVrVyQmJprc/r333sPLL78MtVoNAEhLS4OXlxciIyMRGRmJxMTEUhn0Zs2aOUwm3JTatWvjjTfegK+vLwAgJycHvr6+aNu2Ldq0aYN169Zh8+bN5Qpbp9MhIyPD7Hpnc+bMGSxYsKDSwz1y5AjWrVsn/+3q6goXFxekp6fj1KlTOHXqFHbt2oVXX30Vnp6elb5/ezp79iwWLVpU6eEeO3YMP/30k/y3lKYZGRk4c+YMzpw5gz///BMzZ86skmlau3ZtvPXWW6Wu7Xbt2iEqKgpr167Fpk2bKryffv36yRnJsvTp0wfPPvusfB/Nz88HoH+ehoWF4aGHHsIXX3yBXbt2VTheSqhTp06xNM3OzoaPj4+cpmvWrKmUNO3fv7/Fadq3b99iaarVagEA1atXR/Xq1fHQQw9h5cqVDpum5pw/fx7Lli2r9HBffvnlYs8fNzc3FBUV4fbt27h9+zYOHDiAZ555Bg888ECl79tWGjRogE8++UQepCsrKwt+fn7o0qULHnzwQaxYsQLfffedVWF269ZNfo8C9O+9BQUFCAwMRIcOHdChQwcMHjwYM2fORE5OjslwUlNTTT7/pXuCI6pWrRoeffRReHh4ANBfa+7u7qhXrx7q1q2Lw4cPF6s4s1S3bt3QsmVLAPr3ovz8fHh6eqJx48Zo2LAh9u3bh7Nnz5ba7qGHHkLz5s3lv4uKilBUVAQvLy/Uq1cP9erVw5UrV7Bz506nfN/6t2AG3QouLi545pln4OXlhfj4eKxfvx53796Fm5sbevbsiW7duqFv375ISEjA5cuXLQ536dKlZtc//fTTiIiIQFxcHO7cuVNsnVqtxr1793D06FGcP38e9+7dA6AvQe3Xrx9atWqFLl26ICkpCYcPH7b+oC3g7u6OX375BUFBQTh+/DjGjBmDc+fOwcfHB2+++SZmzpyJ//3vfzh+/Dh27txpVdg//fQT6tevj9jYWIwePRqHDh2Cm5sbXnzxRcyfPx/PP/88Tpw4gS+++KLUtpMnT8bEiRNRVFSE2bNnY8mSJcjPz0enTp2wZs0aNGjQAD/88AO6du1qdN/vvvsu5syZg5ycHMybNw9ffvkl7t27B0EQEB4ejgEDBpT6PSSpqan4559/cPToURw9ehQ///yzVcetJI1Gg5dffhm+vr6IjY3Fp59+iri4OHh4eOCxxx7D4MGDMWLECMTGxuL06dNWh5+UlIQXX3xRgZg7Nj8/PzRo0AANGjRAYGAgVqxYUeEwa9WqhdGjRyMiIgLh4eFywWB6ejr27NmDdevW4cKFC/jqq6/w/PPPV3h/jsbX1xf169dH/fr1ERAQgFWrVlU4zPDwcDz55JNo1qwZatasKWfCMzIysHfvXvz444+4ePEivvvuu2IvpVWBq6srZs+eDV9fX1y7dg1LliyRr+3HH38cjzzyCEaOHIlr166V69qWBAYGYsSIEbh79y5cXV3NjtgbHh4uZyRPnTqFr776Sq5xql27NsaNG4cWLVpg/PjxOHPmjMl7qr2UTNNPPvlETtPhw4fjkUcewahRoxAbG1uqsNYahmmq0WjMtqormaZffvllsTR99tlnHTpNLeHj44M6deqgbt26CAgIwLffflvhMHU6HRo1aoQuXbogIiICfn5+0Ol0uHbtGtauXYtbt25h9erVqFGjBsLDwyvhKGzL1dUV77//Pvz9/XHx4kW88847iI2NhaenJ8aNG4dRo0Zh0qRJuHTpEo4cOWJxuLGxsVi2bBlOnDhRrDWDv78/Bg4ciIkTJyIyMhJTp07F/PnzTYYzYcIE3L59u8LHaUtqtRoDBgyAh4cH7t27h127diElJQUajQbt27dHmzZt0LFjR9y7dw+3bt2yONxWrVrJmfNjx47hxIkTyM/Ph5ubGzp06ICWLVuiW7duSElJKVWJpFKpkJWVhfPnz+PatWtISkoCoK/lb9u2LVq1aoWGDRsiIyMDhw4dqrzEIJuqum347KBDhw4ICAiAVqvF119/LTc/0Wq12LJlC86ePQuVSoW+fftW2j69vLzQuHFjADBaQrdt2zZ89NFH2Ldvn5w5B/RNB9esWYMrV64AgMlMaGWYNGkS6tati8zMTAwePBjnzp0DoK/tfvnll7Fx40a56Z41Hn30UXTs2BFFRUUYOnSofKPRarVYuHAhPvnkEwDA22+/DY1GU2xbV1dXzJ07F4C+ifGHH34ol9AeOnQIQ4cOhU6nQ5cuXTBo0KBS+37ggQcwe/Zs6HQ6DB06FAsWLJDTVxRF3Lp1CytWrDBaa3L69GkEBgaid+/eePXVV7Fx40arjltpvXv3RkhICHJzc/H+++/LL3a5ubn47rvvcOTIEahUKowcOdLOMa062rZti1WrVuHVV1/Fk08+icjIyEoJt127dhg6dCiaNGkiZ84BfWHA0KFDMWTIEADA/v37UVhYWCn7dBRRUVFYtmwZXn75ZTz22GPyy0xlhPvII4+gUaNGxWrIfX19MXjwYAwePBgAcPDgwSqXplITXWPX9rfffitf26NHj67QfsaPHw8PDw98+eWXZdZ8Pfjgg1Cr1cjJycHChQuLNQe9efMmFixYgJycHLi4uKBt27YVipcSDO+X8+fPL5am33zzDf7++2+oVCqMGjWqQvuR0nT16tUoKCgw+10pTbOzs/HBBx+UStP3338fOTk50Gg0aNeuXYXiZQ+RkZH48MMPMXXqVDzyyCNo1qxZpYQ7c+ZMvPzyy+jUqRP8/PwA6DM7DRs2RHR0NHx8fKDT6apkqwMAGDJkCKpXr46cnBzMmjVLbuack5ODpUuXYu/evVCpVJg0aZJV4R44cADfffcdzp49K2fOAX2Lwu+//16uke/Tp4/cosNZNG/eHL6+vsjPz8fvv/+OlJQUAPoWmQcPHsS1a9cgCAI6duxocZiCIMjX5aVLl/D333/L91GtVot9+/YhLi4OKpUKnTp1KrV9TEyMfD+XMueA/nf+66+/cP78eQD6lq3O9nv8mzCDboXWrVsDAE6ePGm0Ca/UtD08PFxu6l0Z+3RxcUFhYSFOnjxZav3NmzdN9vsB/j9TX61aNbl5TmWTXvbWrFmDhISEUus/+OADAPpMjFTYYE24u3btMlozsXDhQuh0OlSvXh0PP/xwsXW9evVCaGgodDodPvzww1Lbnjx5Un4IG3tZnTNnDtRqNX788Ufs2LHD4jgDMPt7OIIuXboA0D90U1NTS63/9ddfAQD169cvd1+/fxt7PQQbNmwIQN880JLxFKoSe/UBl7rTFBQUFHsZrQqkgtj9+/fLL5KGpG4r9evXL3cf/nbt2uGBBx7AsWPHcOzYsTK/L2WEEhMTkZeXV2p9bm6uXKvm7u5erjgpSUrTv/76y2ia/vLLLwD0TYsrkqYdOnSwOE2lFgu3b982maZSrZvUPa4qUeraN/f+4ePjIxcC3rhxQ5H9K61Pnz4AgB07dhTLuEnWrFkDAGjatClq165dafuVMoRubm5yNxBnIZ0zly9fNvo8OHHiBAAgJCTE4rm/Q0JC5PdxU61upPf96tWrl0rTu3fvmm26fuHCBQAosyUOOTZm0C3k6uoqD/R06dIlo9+5desWcnNzAfz/i3NFRUVFAQAuXrxotm+PKYbbKPHQ8/b2lms9TPW7Pnz4MNLS0gAAPXv2tDjsHj16mA03ISFB7p9TMoMubRsTE2O00MAw3JLb+vj4yLXq0gPNWUj9pgDTDwbDB1Fl1VqSMi5evAhA/2IkZYSoYqTuSVXtZdPd3V0uXDBWmAsUv7ZbtGhh9T7c3Nwwfvx4aLVarF692qJtpJZH1atXN5oB9/DwQFhYGADYbEBTSxmmqan75aVLlyp0vzRMU0u7cEit98LCwkymqVS4ysGiLCe1UqqK/XY9PT3RpEkTADDZfP3s2bPy4KWV2VpFupfk5uYaLfSvqjQajTxo4M2bN41+5/bt2/L4D5Z2i/Dx8ZH/L70bl2S4vFatWhaFKzEstKvKg53+2/GXs1BISIh8opvqzyWKovwyUhkjgYaGhsqFAuUZeROAnBnLzMxUpDaoWbNmcroYG8wC0KeLlJGIiIiwKNzg4GC5FYKpcAHIzelLhiv9bcm2ISEhqFatmry8ffv2cpP5EydOoF+/fti9ezfS0tKQmZmJEydO4PXXX4e3t7dFx+JIatasKf9epvpLiaIoF2qUZ/RxX19fzJ8/H19//TW+/vprLFq0CP/5z3+sfsiQcVqtFvHx8Vi3bp1ce9evXz8IgmDnmFVd+fn5SEhIwE8//SQPqNmrV68qlabh4eHytW1qVGHDa7s81+OIESMQFBSEn3/+uViXKnP27dsHrVYLT09PzJw5s9hLbK1atTBr1ix4enri5MmTJgsW7MUwTS25X5an3/KIESMQHBxcrjT18vLCyy+/bDZNpRo+KptU+VLeWTfsqU6dOvK5aqpQRhRFOaMpvRuWl6urK2rXro0JEybI3TvKGmvnnXfewdatW/HHH39g48aNePfdd4024XYUAQEB8jPAWOsZiZSZLk9ttalnjOHywMBAq8KUWvIUFRWZLABQlKD8RxAExT+2OA6YecXgIHEWMqxJMTdCtVQ6WRk1L1IflaysLLnJijV8fX3lfjHlzeCXxbAJtKmaasN1ljaZrmi40t+WbCt9Pzk5GQCKjYo/ZswYvPvuuwD0N2EXFxe0bt0arVu3xqhRo9CzZ0+zo8A7GsMHiLmSbmldeR44Ui19VlYW3NzcUKNGDdSoUQM9evTAmjVrFJ9RwFk98cQTpWp21Go1+vXrx/ECymnMmDFG0/Thhx/GE088YadYlY9h80pzL5PStW1pc0xJ3bp10b9/fyQkJMgFQ5ZISUnBwoULMW3aNERGRmLRokVyf0tXV1ekpaVhw4YNxUbWdxSG9z9zaSqts/Z+KU2TFh8fb9WsGSkpKfjggw8QHR2NyMhILF68WK7Fc3NzQ2pqKn766SeHTFNHdfLkSblp+4MPPmjn2FjPsJLBWPP2kusMv2+NvXv3lpp1qLCwEBs2bChzYNSIiAhkZ2ejsLAQISEhCAkJQffu3bF79268/fbbDjfmh+G4L+YquKR1ht83x3Ca2cDAQKPvkIaZcmtmE9FoNHLL22vXrjn06PhkHmvQLWQ4CJm5m4jhi0dFqFQquc/7qVOnrG5ypVKpMGLECPlh/ccff1QoPqYY3pCk5v3GSE3tLa11rmi40vaWbFtye8MX17fffhv79++X5+718fHB6NGjkZWVhWbNmlXKyLK2ZNgf0dyNW1pnTZ/Q7Oxs/PLLL5gzZw6eeuopjB8/HmPGjMHcuXNx8eJFqNVqeW5Wsp40daLhvaVPnz4YNmyY2WkayTQ/Pz/4+fkVS9OePXvi0UcfrXJpanitmru2pYycNde2IAiYNGkS1Go1Vq1aZfWL9MmTJ/HOO+/Ifc1dXV3lNNdoNPDy8qrwM1MJSt4vBUHAxIkTK5ymhn3Npfi6uro6bJo6otTUVPlZHhkZWa7uH/ZmOMaQdI0bI60r75hEKSkpSE5OLtaMeuPGjfjmm29QVFRkdJstW7bgpZdeQt++fdGnTx/07t0bI0eOlAvre/bsienTp5crPkoyfAaYuz6ldSUHKzbl3r178rtpmzZtjH7HcLk11/FDDz0EHx8faLVajuBexdn9DUQQBDcA4wG0AHAHwBpRFEvNUSYIQi8Ar4qi+HDJdQbf8QfgX3L5tGnTHHLwGXMaNWok91MpT+33I488gvr166OwsBDr1q0ze8Om4gz77GRmZuKRRx6Ra50KCwuxZs0a+Pv7Y+nSpejZsyfat2+Po0eP2iu6DuPGjRulBtcRRRHnz5/HvHnz8Oabb6Jp06YYNWoUDh486PCD6Tmazz//HIA+TZOSkrBlyxZs2bIFf/31F15++eVi86KSZT799FMA+jRNTk7G9u3bsX37dhw8eBDR0dGVNnp0Vde3b180bNgQBw8eLNf0bE888QSGDx+OW7du4b333pP7+Tdq1AhPPfUU+vXrh+bNm+ONN96ocgPzlVe/fv3QqFEjHDhwoNxp+sQTT+DWrVv43//+VyxNx4wZg/79+6NFixZ4/fXX/zVpWh55eXn47LPPkJmZiWrVquHpp5+2d5Qc2tChQ+X/h4aG4vHHH8cTTzyBPn364NVXXzXaTUVqhWjo5s2beO+995Ceno7Ro0dj8ODBWLduncm+3s5Ep9Ph+PHj6Ny5M+rVq4fu3bvj+PHjyMrKgq+vLx544AGEhYWhqKgIarXa4nelqKgoNGnSBKIo4s8//yxWU09Vj11r0AVB8ARwGMASAJMBvAUgRhCEWUa+HgrgoTKCjAYQW/JjyaioZTGc9sRczYpU0lXRZiXSAB6JiYlmm2kb07dvX3l6snXr1ik6Iqnhg99ciazURMfSkaYrGq60vSXbltze8P/fffed0abgn3/+ufw9awa+szfDghpzpbLSOmMjBJdHUVERfvjhBwBAUFAQ6tatWynh/hsJgoDg4GA888wzeOaZZ5CVlYWPP/6YhXAVIAgCgoKCMHr0aLmFzNKlS6tUmhpeq+aubamW1dJrOyAgACNHjkROTg6++uorq+PVpUsXDB8+HGlpaXjzzTdx/PhxZGZmIjMzE8ePH8ebb76JtLQ01KpVS5420FEodb8MCAjAiBEjyp2mXbt2xRNPPIG0tDS88cYbpdL0jTfekNPUMENFxRUUFOCzzz7DjRs34OPjg2nTphUbwKsqMWwtaG7kfmmdudaFlrpz5w6WLl2KJUuWwM/PD3PnzrV61oDVq1cjLy8PKpXK4boWGNaam3vvl9aVNT2ioZMnT8rjIDVv3hxjxozBc889h9GjR6NRo0Y4e/as3B3BkudQ8+bN5f78Bw4ckKdYpqrL3k3cowFEAvgfgFYABgL4B8B7giB8Vo7wFgOoV/JTGfOAGvY7N9e/XLq5m+unXhYPDw+55sbY3Ofm9OjRAz169IBOp8PPP/+MmJiYcsfDEoaFB+ammJHWWdpfu6LhSttbsm3J7Q33LQ1uV1JhYaE84nBVGvzMsLDBXH9JaV1ljsgq1fAA+pJ3qrjevXtDo9EgJSWFg0FVkocffhgajQapqakmR+52RIbXqrlBhaRr29LBg0aNGgVPT09s3rwZubm5cHd3L/aRBjNycXGRlxkaOHAgAP3AZsYKaLOysrBv3z4A+gE6HYlhv3NzaSqts/R+OXr0aHh5eZU7TQcMGABA3x+4qqWpoygsLMTy5ctx4cIFeHp6Ijo6Wp5NoCoy7HdubppfaZ005k5l2Lx5M7RaLYKDg60e9C0vL09+lyrvNIVKMawoMte/XFpnbUuVP/74A7/++iuuXLmC1NRUZGRk4ObNm9i+fTv+/PNPuYIpPT3dbDiNGzdGt27dAOhH8K9Kzy0yzd5N3IcDWC+K4hv3/44RBGE7gI8BTBEEQSOK4n8sDUwUxTQAaSWXz5kzp8IRleYdVKlUCA0NNToIh1SzJX2/vFq1agWNRoOioiKrXrq7dOmCvn37AgB+++03xQaGM3ThwgU5XZo3b250CjpBEOTpP6QSw7IkJSXh3r17CA4ORvPmzU3ORS6N1l4y3HPnzmHgwIFmm/1K2969e7fYw8raQo2q1FQ7Pj5e/r1q1apltMBEEAT5QRkfH2/rKJIVNBoNfHx8kJKSIvfvpYrRaDTw9vZGamqqyRk7HJHhtR0eHm605ZXhtW1qVPKSpGfayJEjzQ5GOGzYMAwbNgwAMHz4cHm5NCK2ubSU1kn7chQl75dlpamp0fNLKk+aPv744/JyadR2c+8ZjpqmjqCoqAgrV67EmTNn4ObmhhdffLFKFbQbc/PmTflcrVevntGm4oIgyPOfV+b0ewUFBcjIyEBwcLDDZbIrIjU1FaIoQhAEBAYGmizUlMYtKk+Fxs2bN43+VobTfJp7tjdo0AA9e/aESqXCiRMn2N3Sidi7Br0BgGKjl4miqBNF8UUA7wIYLwiCZRODKiw/P1/OrBiO8m2oVq1acolXRZqXSM3bL126ZHGT8A4dOshzd2/duhUHDx4s9/6tkZWVBakLQe/evU3GTbqB7d692+KwpYHtTIVbo0YNOQNeMlxp2+bNm5ssFe/Tp4/RbS9evCi/vEoFCyW5uLjI8+Nev369rENxGIal1abm7G3YsKFcInzmzJlK27fhdVORAiz6f7m5uXJrnao2zoajysvLq5JpanhtR0ZGGv1Oo0aN5Gtb6dZVEqkA01xGUVpXWV1qKkteXh6uXr0KQF9wboxhmlbm/dIcadBYczWlUppWRlNmZ6LT6fDll1/ixIkT0Gg0mDJlCho0aGDvaFVYTk6OPNuPqVYTERERFRrbyBQPDw/5Hc/a883d3V1+l3K0GXEKCgrkdxVTBTihoaFys35LC+gsIb0v5eTkmAy3bt266N27N1QqFWJiYmz23k+2Ye8Meh4Ao8Me3q9VfxvAOEEQvoT94yoPftG6dWuj/ZSkJiZxcXFmp7kwJygoSC7htLR5e1RUFB599FEAwK5du7B3795y7bu81qxZA0DfbM9YZnjmzJkAgGPHjhmtYS8r3D59+hh9OZo+fTpUKhUSEhJKjVK/e/du3LlzB2q1GjNmzCi1batWrdCrVy8AwPfff19qvTSi61NPPWW0KfjEiRPlkd+3bt1q8TE5ggMHDgDQt7gwNtXS4MGDAQBXr16ttAemWq2Wa9VSUlIqtfTemZkaFVeyZcsWuZ8cBzSzTFlpum3bNvk7pgroHNVff/0FwLJr29KxTebOnYvhw4eb/EgvsD/88IO8zJBUgNm5c2ejBR7u7u7yzA6G3WAcxf79+wHo+30bS9NHHnkEgHVp+tZbb+Hxxx83+TFMU2mZIWlcmS5dupSZpuyL+v9EUcR3332HI0eOwMXFBc899xyaNm1q72hVmp07dwLQvzMZm0ZNmq/8woULVg3Gplarza4fPny4PIK5tc2rx44dC3d3d+h0OoccdVx6Z23cuLHR6c6k0dbv3r1baXOOe3l5yYUsJ0+eNDqLU3h4OPr27Qu1Wo3z58/b/L2flGfvTO9VAB1NrRRFcS70mfRn7v9rV3///TdSU1Ph7u6OZ555BiEhIQD0A8RII6YCwPbt20ttO3/+fMyfP1/OFJoi1Z7n5ORY1By8RYsWeOyxx6BSqbB3717s2rXL2sOqsBUrVuD69evw9fXFb7/9JmcUvL298f777+Oxxx4DALz66qulthVFEaIo4q233iq1bvPmzTh8+DDUajU2btyIDh06ANCn9/Tp0xEdHQ1A/7JTcnCO/Px8zJ07FwDw0ksvYfr06fJAPh07dsTGjRuhVquxf/9+/P7776X2vWDBAty5cwf+/v7YvHmz/BB3cXHByJEjMX/+fADAunXrcPbs2VLb+/v7o1q1avJH4uvrW2y5PaZy2rlzJ+7evQtPT0/Mnj1bboLq7u6O0aNHy+m8bt26UtuuX78e69evL/XCCAALFy5Ev379ihXSSN0b3njjDfm8WLt2bZXqFmCpjIwM+WPY8iU7O7vYupIPW+kFfP369aXCjI6OxpYtW3D79u1iaRYfH4/Vq1fLv9EDDzyAOnXqKHRk9iMNfJWZmVmsf192dnaxdSXTVBrsbcOGDaXCnDVrFrZv3447d+4US9OEhAR888038tzR7dq1kwtLq4pdu3bJ1/Yrr7wiN4V2d3fHU089hY4d9Y9bqfDT0I8//ogff/yxVAa7oqTuScHBwXjttddQr149qFQquSnua6+9Jtf2btmypVL3XRkM75fWpqk0F/kTTzxRqXGS3jGqappawvD6NpwSNTc31+y1P3HiREycOBG//PJLqTB/+OEH7N+/HyqVChMnTqyS06mZs2nTJiQmJsLLywsLFiyQB2P19PTE888/j+7duwOA0fnKDxw4gAMHDuDZZ58tte67777D448/Lr8rSGrXro1p06bhP//R90Tdu3ev3IpH8s4772DixIlo2rRpsfed2rVrY/bs2RgzZgwAfUWHI7ZGPHv2LDIyMuDq6oqBAwfKFTYajQadOnWSW18cPny41LZTpkzBlClTjLZoCAwMRLt27RAYGCjPHOTi4oKGDRviscceg6enJxITE42Oih8WFoYBAwbAxcUFly5dwp49eyrxiC0nCIK/IAh1S34qq6Di387efdB3ApgmCIKPKIpG5wMQRXGuIAg6AHMB2PWtvrCwEN988w0mTJiA8PBwTJ8+HXl5eXB1dYVKpYJOp8P27dvLXQsgCIJcGnfq1Kkya3oAoH///nLpZlRUFKKiokx+99tvv1VkCou8vDw8+uij2L17N9q2bYtz584hPT0d3t7eUKvV0Ol0ePXVV+XSXWs8/vjj2LdvH+rXr4/Dhw8jMzMT7u7ucmntsmXL8MUXXxjddvny5WjTpg0mTpyIDz/8EO+99x60Wq3c+uHq1asmX5zS09MxePBgbNu2DV27dsX58+eRmpoKDw8Pucbir7/+wsSJE41uf+LECaMjlUsjmUu6d+9u85LPgoICLFy4EK+//jrq16+Pjz76CDk5OXB3d5fP43Xr1lk99U+tWrUwbtw4APoCkry8PHh4eMi/VWFhIdavXy8PXuRsjL3YAKULpj777DO5cK8siYmJWL16NVavXg2NRgMPDw/k5eUVmyWiTZs2ePHFF8sfcQc2efJko8ulwjfJ4sWLLe5re/v2bXzzzTf45ptvoNFo4O7uDq1WWyxNIyMj8dxzz5U73vaSn5+PBQsW4M0330T9+vWxaNGiUtf22rVryzWtV3kdOHAAjRo1wsCBA9G0aVMsWLBATmup0FSn02H9+vU2jZel8vPz8f777+Ott95CgwYNsHjxYmRnZ8Pd3V1+vq1Zs8amAzNJaTpo0CA0a9YMH3zwgdE0XbduXZUdMMpYyzcAcuG45H//+5/Zpv6S5ORkuTubIAj47rvv8N1335n8/sKFC62IrWPIz8/HnDlz8PHHH6Np06b4/vvvkZWVBQ8PD/lcXbFiBY4cOWJVuLVr18ZLL72El156CVqtFjk5OcXehQDg0KFDeOedd0pt6+/vj4cffhjPPPMMCgsLkZ2dDY1GU6w2es+ePfjggw/Kf+AKKioqwpYtW/Doo48iJCQEo0aNglarhUajgUqlgiiKOHz4sMVjekjc3d3RoUMHdOjQATqdDvn5+XJeAtC3xN2yZYvRyowOHTrI71WG713G/PXXX0q2oomGfvatYpZ+shivvTlXqX3+a9g7g/4t9E3cGwEw2Z5bFMW3BUFIBlDx4dgrKDExEYsWLUKPHj3QtGlT+Pr6IicnB7du3cL+/fvl/mrl0aBBA7kJnaXN2w3n7C5rehAla2tPnz6NFi1a4JVXXsGgQYNQs2ZNJCcn48iRI1i0aFG5S/ji4+PRunVrzJ49G8OGDUPdunWRmZmJkydPYtmyZXJtlymTJk3Crl27MHnyZLRu3RoeHh44f/48NmzYgPfff99sH/+jR4+iRYsWmD17NgYOHIjw8HBotVocO3YM33//Pb744oti03BUJTdu3MDMmTMxZMgQREVFITAwEJmZmbhy5Qq2bNlSrv6pn3/+OZo0aYL69evD19cXXl5eyM/PR0JCAs6fP48dO3Zw0DkrzZkzB2fOnMGFCxfkUV7VajXCwsLQsGFDdOvWzWyhHJU2Y8YMnD17FpcuXZLT1MXFBaGhoWjQoAE6d+6M1q1b2zua5Xbjxg3MmDEDQ4cOLXVt//bbbzbre27oq6++wrFjx9CrVy80btwYfn5+APTNQi9cuIDt27db1f3J1m7cuIHp06dj6NChaNu2LQIDA5GVlSWnqa36nhuS0rR3797F0vTOnTu4ePEitm3b5tBpamuGGZ2ioqIKzbTjyK5cuYIxY8ZgzJgx6Ny5M4KCgpCRkYFz585h/fr15ep7PmvWLLRr1w4tW7ZEUFAQ/P39UVhYiFu3bsnPdlPN07/99ltcvXoVzZs3R0hICHx8fCCKIuLj43H27Fls3brV6gIDW0tOTsa6desQFRWFunXrwsvLC3l5ebh79y5OnTpVrr7nqamp+Oeff1CzZk34+vrCzc0Nubm5uHfvHi5evGg2Uy3N8gCYn0oYUPa9H/qZs74quXDK1Gj2YawEgjM2NS1pzpw5zn+QNvb+++/bOwpOp7KbQRLw+uuv2zsKTqcqzQ1eVfB+Wvn+De82tuasLXXsyVjXP6oYqa89VZ4pU6YIZX9LL6dA+ZuvkW75lU5lo07gnhrBaNrauw86EREREREREYEZdCIiIiIiIiKHwAw6ERERERERkQNgBp2IiIiIiIjIATCDTkREREREROQAmEEnIiIiIiIicgD2ngediIiIiIiIqriiIuWnuCywwT40aotnlqvgjozvhzXoRERERERERA6AGXQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkAJhBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcgIu9I0BERERERERVgyAI/gD8Sy6/mZgMf/9Si8lKrEEnIiIiIiIiS0UDiC35+ezTj+0ZJ6fBGnQiIiIiIiKy1GIAX5Vc+PwL02JtHhMnxAw6ERERERERWUQUxTQAaSWXZ+bpbB4XZ8Qm7kREREREREQOgBl0IiIiIiIiIgfADDoRERERERGRA2AGnYiIiIiIiMgBMINORERERERE5ACYQSciIiIiIiJyAJxmjYiIiIiIiCrEx10lWPN9QRD8AUQDWHx/6rZKVxX3wRp0IiIiIiIisjV/AG/d/5f7uI8ZdCIiIiIiIiIHwAw6ERERERERkQNgBp2IiIiIiIjIATCDTkREREREROQAmEEnIiIiIiIiW0sDMO/+v9zHfZxmjYiIiIiIiGzq/pRkc7mP4liDTkREREREROQABFEU7R0Hxd28edP5D9LG/vvf/9o7Ck5n1apV9o6C0ykqKrJ3FJzOxIkT7R0Fp+Pt7W3vKDgdT09Pe0fB6aSmpto7Ck6nTp069o6C0+nXr5+9o+B0WrVqJdg7Dv82rEEnIiIiIiIicgDsg05EREREREQVcvVuruKtlttM/VHpXdhMxrqnjbZOYA06ERERERERkQNgBp2IiIiIiIjIATCDTkREREREROQAmEEnIiIiIiIicgDMoBMRERERERE5AGbQiYiIiIiIiBwAM+hEREREREREDoDzoBMREREREZFFBEHwB+BfcvnxSwnw9Su1mKzEGnQiIiIiIiKyVDSA2JKfLz//1J5xchqsQSciIiIiIiJLLQbwVcmF4ya+EGvzmDghZtCJiIiIiIjIIqIopgFIK7n86t1cm8fFGbGJOxEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkAJhBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcADPoRERERERERA6A86ATERERERFRhYT5uyu+j/ivnlJ8H/bGGnQiIiIiIiIiB8AMOhEREREREZEDYAadiIiIiIiIyAEwg05ERERERETkAJhBJyIiIiIiInIAzKATEREREREROQBm0ImIiIiIiIgcAOdBJyIiIiIiIosIguAPwL/k8rg7KfD3L7WYrMQadCIiIiIiIrJUNIDYkp+lSxbbMUrOgzXoREREREREZKnFAL4quXDKi9GxNo+JE2IGvRLl5OTg5MmTuHTpEi5duoSLFy8iIyMDALBq1SrUrl27XOGeOnUKM2fOLPN7P/30E/z8/Mq1D0fn6+uL/v37o1WrVvD390dubi5iY2Oxe/duXLhwoUJh+/v7o0ePHmjVqhUCAwMhCALS09Nx/fp1HDt2DKdOnaqko6h8oaGhmDNnDgYOHIiaNWsiPT0dR48exccff4w9e/aUO1wfHx+8/PLLGDZsGOrUqYPc3FycPHkSK1aswIYNG4xuo1ar0bt3b/Tv3x8dO3ZEo0aN4OHhgeTkZBw7dgxffvklNm/ebHKfUVFReOSRR9C1a1dEREQgICAAmZmZOHv2LH766SesXLkSWq223MekpKysLPz99984c+YMYmJicObMGaSlpQEAtmzZggYNGlQo/L1792Lt2rU4ffo0MjIyEBAQgPbt22Ps2LFo1apVJRyB4+K1bz0fHx/07NkTERER8PPzQ15eHm7evIl9+/bh8uXLFQrbz88PXbp0ka9RQRCQkZGBW7du4cSJEzh79qzR7UJDQ9G9e3c0atQIvr6+yMvLQ0JCAg4dOlQl0tnb2xvdunVD06ZN4ePjA61Wi7i4OBw8eBDXrl2zOrwZM2YgICDAou9u2LABJ06cKLbsv//9b5nbrV271uTv4Sh8fX3Rp08ftGjRQr6+b9y4gT/++AMXL16sUNh+fn7o3r07mjdvjsDAQKhUKqSnp+PGjRs4fvw4Tp8+bVE4jz32GB5++GEAwKVLl/Dxxx9XKF5K8/LyQocOHdCgQQP5XE1MTMSxY8dw8+bNcofbqFEjtGrVCqGhofDw8EBRURFSU1MRGxuLY8eOIScnx+h2s2bNKjPsTZs24dKlS+WOmz3k5uYiJiYGV69elT+ZmZkAgMWLF6NmzZrlCjc+Ph6HDx/G5cuXkZCQgIyMDOTl5cHb2xt169ZFly5d0K1bN6hU9m0ELYpiGoC0ksuz80Wbx8UZMYNeiU6cOIG5c+cqFr5KpTKbARcEQbF921PNmjUxY8YMeHt7A9DfFL29vREZGYmWLVti06ZN2LZtW7nCbtu2LZ5++ml4eHgAALRaLURRRGhoKEJDQ+Hr6+uwL48tW7bErl27EBQUBABIT09HUFAQBg0ahAEDBuC1117DggULrA63Zs2a+PPPP1G/fn0AQGZmJnx9fdGzZ0/07NkTy5YtwwsvvFBqu88++wwTJkyQ/87Pz0deXh6qV6+OwYMHY/Dgwfjpp58wevRoFBYWFtt21KhR+Pbbb+W/i4qKkJGRgcDAQHTt2hVdu3bFxIkT0a9fPyQkJFh9TEo7fPgwpkyZokjY8+bNw5o1awDo7wE+Pj5ISkrC77//jm3btuGNN97AyJEjFdm3vfHat1716tXx3HPPFUszLy8vNG/eHM2aNcOWLVvKXXgXGRmJJ598Eu7u7gAgF5gFBwcjODgY3t7eRjOEUVFRGDFiBFxc9K8cOTk5cHd3R+PGjdG4cWMcPXoUa9euLVecbCE0NBTPPvssvLy8AAB5eXnw9PRE06ZN0bhxY+zatQv79u2zKszs7Gw5PYxxdXWFm5sbAJi952VnZ0On0xldV/I+62hq1KiBadOmlbq+W7ZsiebNm+OXX37Bzp07yxV2mzZtMHr06GLXNwCEhIQgJCQEPj4+FmXQa9WqhYceeqhccbCH4OBgPPnkk/D09ASgP24PDw80bNgQDRo0wL59+/D3339bHe7AgQPRvHlz+W+tVguNRiPfLyMjI/Hjjz/i9u3bJsPIyckxea4WFRVZHSd7O3PmDD744INKD/fIkSNYt26d/LerqytcXFyQnp6OU6dO4dSpU9i9ezdeeeUV+Xcm58MMeiXz9/dH48aN0aRJEwQFBWHRokWVFnZwcDC+++67SguvKtBoNJgyZQq8vb1x8+ZNrFq1ComJiXB3d8egQYPQp08fDBkyBDdv3sS5c+esCrtFixaYMGEC1Go19u/fj+3bt+POnTsA9CXQjRs3RrVq1ZQ4rApzd3fHpk2bEBQUhOPHj+OZZ57BuXPn4OPjgzfeeAMzZszAu+++ixMnTlj9gvPDDz+gfv36iI2NxZgxY3Do0CG4ubnhhRdewHvvvYfnnnsOJ0+exBdffFFsO41Gg/j4eKxatQqbNm2SMzfVq1fHK6+8gilTpuDxxx9HbGws5syZU2rb7OxsrFmzBuvWrcPBgweRn58Pb29vPP3003jvvffQvHlz/Pjjj+jcuXPFEk8h1apVQ4sWLdCyZUuEhobijTfeqHCY33zzjZw5nzx5MiZMmAAfHx+kpqbik08+wZo1a/D222+jUaNGaNeuXYX350h47VtPo9Fg/Pjx8Pb2RlxcHL7//nvcuXMHbm5u6NOnD3r06IEBAwYgLi7O6tqqZs2a4amnnoJarcbff/+NPXv24N69ewAAT09PNGjQAIGBgaW2Cw8PlzPnMTEx2LhxI1JTU6FWq/HAAw9g6NChaN++Pe7evYvdu3dXSjpUJhcXFzz11FPw8vJCQkICfvrpJ9y9exdubm7o0aMHunTpgl69eiEhIQFXrlyxONzly5ebXT969Gg0a9YM8fHx8rlpzLJly+TWOlWJRqPB5MmT5ev7m2++ka/v/v37o1evXnjkkUdw69Ytq1vKNG/eHOPGjYNarcbBgwexc+dO3L17F4D++m7YsKFF17cgCHLh540bN1CnTh3rD9SGXFxcMGzYMHh6euLOnTv47bffkJycDFdXVzz44IN44IEH0K1bN9y5cwfXr1+3ONzIyEg5c37s2DEcPnwYOTk5EAQBderUQd++feHn54fBgwdj5cqVJsP55ptv5FalzsLPzw/169dHw4YNERgYiBUrVlQ4zFq1amHUqFGIiIhAeHi4XDCYnp6OP/74A+vWrcOFCxfw1Vdf4fnnn6/w/sgxMYNeiTp27Igff/xR/ttcSSJZplu3bggKCkJeXh4+/fRT+UUkLy8PP/30E4KDg9GmTRsMHTrUqpd0d3d3PP3001Cr1diyZQs2bdpUbH12dnapJoWOZOLEiahbty4yMzPx6KOPyjUsmZmZmDVrFho0aIAhQ4bg3XfftSqD/uijj6Jjx44oKirCY489JmeytVotPvzwQ9SoUQPR0dGYO3cuvv76axQUFMjbLlu2DJMnT0Z+fn6xMBMTEzF16lR4eXlh7NixeP755zF37lzk5eXJ3zl48CAaNmwov0RJsrKy8NlnnyErKwtffvklOnbsiG7dulldW6W0Hj164ODBg/LfcXFxFQ6zsLAQn332GQBg0KBBeOmll+R1AQEBeOutt3D16lX8/fffWLhwYbESd2fAa996nTp1QmBgIPLy8rBq1Sqkp6cD0F+/v/76K4KCgtCyZUsMHDjQqgy6m5sbnnjiCajVauzcuRNbt24ttj4nJwdnzpwxum3v3r3h4uKC5ORkfP3113JNWVFREQ4dOgQfHx/069cPPXv2xKFDh0w2k7WX9u3bIyAgAFqtFt9++63chFWr1WLbtm0IDAxEREQEevfubVUG3RxPT080atQIAKrsuViWLl26oFq1asjLy8Py5cvlczUvLw8bN25EUFAQWrdujUcffdSqDLq7uztGjRoFtVqNbdu24ddffy22Pjs72+KWMQ899BDq1KmD3bt3w8vLy+Ez6JGRkfDz80N+fj42bNiArKwsAPrWbH/++adcgdStWzerMugREREA9IUUhq1vRFHE9evXsWXLFowcORIBAQEICQkp9Rx3Vm3bti1WUVFZx92uXTujBe5+fn4YMmQI8vLysGHDBuzfvx8TJ0402xKHqi6O4l6J1Gq1vaPgdDp06ABA3+THWC3B9u3bAQB16tRBaGioxeE++OCD8Pf3R0pKSqkHeFUwatQoAPo+hsaaPy5cuBCA/gHSuHFjq8PdvXu30ZeYDz/8EDqdDtWrV5f75EmOHj1aKnNu6Ouvvwagr8Fo1qxZsXWXL182+3Bbs2aN3EQxKirKsoOxISWu/ZiYGKSmpgIAnnnmGaPfGTduHAD9S3xF+hY6Il771pOujRMnTsgZHkN//PEHAH0NTXBwsMXhPvDAA/Dz80Nqaqqc7pYQBEG+/xw8eNBoM9a9e/dCp9PB3d0dLVu2tDhsW4mMjAQAnD59Ws6cG/rrr78A6LtjSN2NKmOfLi4uKCwstLifdFXTvn17APoaWWPn6q5duwAAtWvXRkhIiMXhduzYEf7+/khNTcXvv/9e7vj5+/tj0KBBSEtLq1A4tiRlpM+dOydnzg0dOXIEABAWFma0tYspUjNqUy05DJdrNBqLw63q7PXOL41pU1BQYPR3JufADDo5LDc3N3lgPVMD3cTGxso1Lk2bNrU4bOnl//jx41Wu75O3tzfatm0LANixY4fR7xw+fFjO1JTMSJvTvXt3ADD5Ep6QkCD/Fj169LA4XABITk6W/2/tg62wsFB+Of63FIQZFrzUq1fP6HekcQIA4MCBA4rHyVZ47VvPzc0N4eHhAGCyxvHGjRvIzc0FALmG1hLS/eb06dMm+5Aa4+XlJfejNlUAp9Vq5Wav1hQm2oKrqytq1KgBACYH14uLi5PT1PB6rIg2bdoA0A9I5mgtCiqDm5sbatWqBQAmW79cv35dPvYmTZpYHLaU8T9x4oRV52pJw4cPh4eHBzZs2OCwg5MacnV1RVhYGAD9vdGYhIQEueWaNYMWSwUopgpCpeWFhYVISkqyOFwqH2nwRDc3N6cdGJrYxL1KSU9Px3PPPSc3n61WrRoiIyMxZMgQky/wVVn16tXlUSpNDZIjiiLu3LmDevXqyS9SZXFxcZFfDm7evImwsDAMGjQITZs2hYeHB9LS0nD27Fls3769WKbSUTRr1kxOF1OZF1EUcfHiRXTo0EEuVS9LcHCwXANkrsnw+fPn0bJlS4vDlXTr1g2Avrmdtf1fIyIi5Lg5+qjESjCVkTQcBKqymtc6Al771gsNDZXTzFT3KlEUcffuXdSpU0d+mS+Li4uLnL7x8fEICQlBnz590KhRI7i7uyMjIwMXLlzAnj175BYfxpgbcVhaZ2mcbCU4OFiOm6kCBlEUkZSUhFq1allV02tKaGionN6WNG8fMWIEqlWrJo/jERcXh3/++cehR8QOCwuT0zUxMdHod6RztW7duqhevbpF4bq4uMiFVLdu3UJoaCgGDBiAJk2awN3dHenp6Th//jx27NiBlJQUk+G0aNECrVu3xvnz53H8+HErj84+pFkoAJi9d6WkpKBGjRpWtfY4ffo06tevjzp16uDhhx822gcd0LeSMVeY8eijjyIgIAAuLi7Izc1FQkICzpw5U65ZEP5ttFotkpKS8Ndff+GXX34BAPTt29dpB4cmZtCrlLy8PFy5cgU+Pj7Iy8tDfHw84uPjsW3bNkyYMAHDhw+3dxQrlWHJoLlBcKR1lpYkBgUFyX12QkND8dRTT8HV1RVarRZFRUUIDg5G9+7d0aFDByxdutThXnQMX1bMje4rvfhY+nJjabjSOmtepr28vDB79mwAwMaNG60eKOadd94BoK8BdMSBpJRgOEXLlStXjPZJu3r1qvx/acAuZ8Br33o+Pj7y/81dX9I6X19fi8INDAyU0yw4OBiPP/54sTSrVq0aOnfujKioKKxevbrYOZmdnQ2tVgs3NzeEhoYa7afu6ekpx8XwGByBpWkqte6pjPhLtefZ2dkWTTMWHh6OvLw8FBUVwc/PD35+fmjevDnOnDmDn376ySFbiRher8aat0uk69vSc7VatWryuRoSEoKRI0cWO1eDgoLQtWtXtGvXDitWrDDaKsLV1RVPPvkkCgoK8MMPP1hxVPYljYQPwGyzZ2mdNPCYJS5duoR9+/ahS5cucv9oaRR3lUqFe/fuYcuWLYiJiTEbTvXq1aHVaqHT6eDj44MmTZqgSZMmuHDhAn777bcKtXhwVk8++WSpdFGr1ejVq5fTzt5CesygVwFeXl544okn8NBDD6Fu3bpwdXVFUVERzp49i1WrVuHcuXP4/PPPUa1aNauaMzs6qWkkgGKDkZUk9Xs2/L450rQrANC/f3+kp6fjs88+k2uN69evj7FjxyIsLAyTJk3CG2+84VDNDA0frFLTSmOkOBs+uO0RLqAfQK5WrVpIT0/HK6+8YvF2ADBhwgQMGTIEgH7uYHPngjOR5plOTU3FqlWrSmXQRVEsNkBNdna2raOoGF771rM2zVxdXS0K1zDNevbsiczMTKxevVouvKhbty5GjBiBkJAQPPPMM5g/f76cZqIo4vLly2jRogU6d+6Mffv2lRqnwvCZJU3f5igM08jclGVSeluapqaoVCq5z/upU6fMZlikebzj4uLkZstSBrRt27Zo2bIl8vLysHnz5grFSQmG6WTuXJXWlef67tu3LzIyMrBixQq5y0e9evUwZswYhIaGYvz48Xj77bdLXd+DBg1CYGAgtm7dWqUGOzPs+20uTaXz2Npz9fDhw8jIyECfPn2KTQEo7dsw7Us6c+YMzp8/j8TERLmGPTAwEA888ABatWqFpk2bQqvVWjW+xb+Fv78/ioqKkJubK987pRlMHHVwONEG06D/G1oO2L0PuiAIQYIgzBQE4V1BEDobLJ8tCMINQRAyBUHYIQhCmaPHCILgLwhC3ZIfcyW0VUHDhg3xn//8B40bN5Zvqmq1Gq1atcLChQvl6S+++OILlkBawPDCVqlU+PLLL4s16b527RpWrFghl/J27drVHtF0GrNmzcLo0aOh0+kwadIk3Lhxw+Jtu3Xrho8//hgAsHTpUmzcuFGpaDocjUaDiRMnAgD27NmDN998E7du3UJBQQGuXr2Kl156CadOnZJfzP4ND6yK4rVvvZJptmbNmmItC65fv46vv/4aOp0O3t7ech9/ya5du+Ta3f/85z+oXbs21Go1fHx80Lt3b3Tv3l3ONIi2eLNzYA0bNpRr4ctq3v7zzz/jypUrxWbDSEpKwsaNG+WB69q2bVtpA9dVBSXP1W+++abYeAyxsbHye5KPjw8efPDBYtuHh4eje/fuSEpKYmbRgKurKx577DEMGjRInhJv8eLFWL58ObZv3y5POTh48GCj22/duhXXr18v1vw9JSUF27Ztk+dkb9WqlVUD1/1brFixAl988QW+++47fPbZZxg8eDB27NiBGTNm/Cu7+/2b2DWDLghCGICTABYAeAXAPkEQRgqC8CKAeQASAFwF8DCAPwVBCC8jyGgAsSU/q1evViT+jkCj0WDs2LEA9E1cnakfquHN3NzIoFKhhaUDuRh+Lz4+3uiASvHx8Th//jwA6wagsgXDmlJzpdbSyKuWjvKpRLgTJ07Ee++9BwCYOXNmsWkIy9K2bVts2rQJ7u7u2LhxI6Kjoy3e1lmMGzcOjz/+OABg/fr16NWrF1q0aIEBAwZg69atGD58uHx+WtoMtCrgtW89a9PM3IwLpsJNTEw02iw4MTFRzrSXHHzu5s2b+PHHH1FUVIQGDRogOjoaH3zwAebNm4f+/fsjPj5eHl3aXMsdezBMI3O1VVJ6W5qmpkjN22/fvm2yb7Yl9uzZg/z8fKhUKqsGWLMVw3Qyd65K68pzfSckJBjtIpCQkCBf94ZpI815rlar8eOPP1a5llqG8TWXptJ5bM252qNHDzRo0ADXr1/Hzz//jNu3byM/Px8ZGRk4deoUNm3aBFEU0axZM6vHQzp48CAKCgogCII8OjmVJggCgoOD8fTTT+OZZ55BVlYWPv744yoxgCGVj71r0F8G4AfgCQAdAZwC8F8AYwG0F0WxkyiKrQH0BuANYGYZ4S0GUK/k59lnn1Ug6o7D8CWyIg91R2PY99Tf39/k96R1lraUMPyeqWlDgP8faCkgIMCicG3FsH+4ucGxpD7llp4TloYrrTM1EJXkqaeewqeffgoAmDt3rlwTbomWLVti69at8PPzw44dOzBy5Mh/ZesQQRDw7rvv4vPPP0ffvn1Rr1491KxZE507d8aiRYvw3//+Vx7syNHn6LUGr33rGfaRNldYI62zdBwIw++ZG+dAWmfs9zpy5AgWLlyIgwcPIiEhAampqbhx4wZ+/fVXLFmyRM40ONo4CobTqplLU6nW29g0bJZyd3eXn+UVnfu8oKBAbp7tiOew4fVtbvwI6Vyy9Fy19Po2ljYdOnRA3bp1ce7cOVy+fBlubm7FPtKgdiqVSl7mSK2WDAvMzXU/k9ZZ2iXK1dVVnv7w2LFjRr9z69YtOb2tmR0C0J+r0sjvHJHcMr169YJGo0FqamqF7xXkuOzdgWEAgNWiKP4EAIIgzAGwDcA8URTl0WREUfxDEIR1APqYC0wUxTQAaSWXO9v8wP8Wt2/fhk6ng0qlQo0aNYw+cAVBkKf4MDewmaGsrCykp6dX2YfBhQsX5HRp3ry50YGsBEGQawfMjchuKCkpCffu3UNwcDAiIiJMTuEmzWFuLtzHH38cq1atglqtxocffigP8maJJk2aYPv27ahWrRr27duHYcOGVbnajMr20EMP4aGHHiq1PDU1FfHx8QCA1q1b2zhWyuG1b727d+/KaRYWFmY0sysIgjzSeFkFbJLs7GxkZGRUuIXGnTt38NNPPxldJ428bU33F1u4d++enKYhISFGp5ASBEFuRl6RPsutWrWCRqNBUVERTp06Ve5wqoI7d+7I6Vq9enWj6WZ4rlpayFyRc1VqXh0REYGPPvrI5PcaNmwor1+8eLHJ6fdsLSUlBaIoQhAEVKtWzeQo9dJxWjodWkBAgFw4UdaAfmFhYU7VkstRaTQaeHt7IzU11WxBFFVt9q5Brw3AcFhXqUOFsSKhfwA4TxVRJTJspulo09RUhFarlV/YpExhSfXq1ZObXJua+9cYqQmrqXk9gf+vgXa06ZaysrLkkuxevXoZ/U6HDh3k2oc9e/ZYHPaff/4JAOjdu7fR9TVq1JDHPDAV7qBBg/Dtt9/CxcUFy5cvx6xZsyzef/369bFz506EhobiyJEjGDx4sMM1e3UkW7ZsAaAfvbhkf8qqjNe+9bRarTwFp6n5xGvXri13X7EmYyF9Nzg42OR3pMyUuemrjDGcVszRprTKz8+XC39MNb8NDw+X07Qi00VJzdsvX75scbckUzQajfx7mJv6zl60Wq1ccWLq+q5bt658fVsymr1EuheYu76ldVXp+i5Lfn6+XOhWt25do9+pUaOGPBCjpRVXhuNCWNIyx9puHhqNRi7gqurjRdlKbm6u3KrE0QbWpMpj7wx6AYrX4kujnRh7OuUBcJz2RDZkbuCcwsJCfP311wD0JaPWNi9ydFLfxA4dOhit9erTR9+o4vr161aVJB4+fBiAfiorYy8INWvWlJsbGpsayN7Wrl0LABg1apTRQpkZM2YA0DdJs2aqKCnc3r17o1WrVqXWv/TSS1CpVEhISMAff/xRan2vXr2wfv16uLq64uuvv8aUKVMs3nd4eDh27tyJmjVr4uTJk+jfv3+FX1Sd2e3bt7F06VIA+r7q5vodVkW89q0nZXDbtm1rdMqvHj16ANA3SbWmOfnRo0cB6AsujD1jDJdLBSCWUKvVeOyxx+TtLG0JYUtSbXZkZKTRpsNdunQBoB+7wNJayZKCgoJQq1YtABVv3g7of2dXV1fodDqHnSpQKmRu166d0Yxfz549AehbVVjTMkEadKxGjRpG+98bLjccZGvLli2YMmWKyY9037h06ZK8zFFqzyVSq7aIiAij06i1b98egP7ZYWlBWkpKijyIo7F3AkBf4CEVeljbzbJTp07QaDQQRZHzod9X1tSIW7Zskb9TlcZJIevYO4OeAMBw4LcsAC8CMFYdUgeAY3VQMyI9PV3+GGYupKaV0qdkf9revXujd+/e+Oabb0qF+Z///AebNm1CXFycnFkvKipCTEwMZs2aJc89OX78eLkpkrPYt28fkpKS4OHhgRdeeEGu2XJzc8Njjz2GqKgoAMCmTZtKbfv555/j888/Nzqy6Llz5+SH2dixY4u9qNevXx+TJk2S5/c8ePCgAkdWMZ9//jmuX78OX19f/PLLL3L8vb29MX/+fAwbNgwA8Prrr5fatqioCEVFRXjzzTdLrdu8eTMOHz4MtVqNDRs2yCMyu7q64qWXXsK0adMAAPPmzSvV7PzBBx/Ezz//DHd3d6xbtw7jx4+3+HiCg4OxY8cO1K1bF2fPnkXfvn3Nzn/tiFJSUuSPYZ/JzMzMYutKXvvSXLBLliwpFebFixfx6aef4vLly3J65+bm4vfff8eIESOQnJyMNm3aYNy4ccoenB3w2rfeoUOHkJKSAnd3d0yYMEF+aXZzc8OgQYPkF+zff/+91LYfffQRPvroI/Tt27fUukuXLsm1mKNGjSpWQ1+nTh0888wzUKlUSE5OlgtWDA0bNgz16tWTB6gTBAH16tXDc889h4YNGyIzM9OqASRt6ejRo0hNTYW7uzvGjBkjtyJwdXVF37595RZFO3fuLLXtf//7X/z3v/8tc/pTqfY8JyfHotYgI0aMQK9evVCjRg2o1Wp5eVBQEIYMGYJu3boBAE6ePOlw/fol+/fvR3JyMjw8PPDcc8/JBc1ubm4YMmSInCa//PJLqW2XLl2KpUuXYsCAAaXWXbhwQS4kevrpp4tlYOrVq4cJEyZApVIhKSkJhw4dUuLQ7ObUqVNIT0+X75HVqlUDoD9XH3roIblgYt++faW2nTVrFmbNmoXOnTsXW15YWCi/YzZp0gR9+/aVC//UajUaNmyIoUOHQq1WQ6vVlpoL/ZFHHkHXrl0RFhZW7P00MDAQffv2RceOHQEAMTExVbJFQ0ZGhvwx7NcvdbeQPiWf+8OHD8fw4cPxww8/lArzpZdewtatW3H79u1iFXTx8fFYvXo11q9fDwB44IEHnGrsGSrO3n3Qj0M/OBwAQBRFLYClJr77MPSDyDk0acTlkqSMjeTbb7+1uDn6jRs35JoyjUYDT09P5OTkyC/sarUaY8eOlWuUnElBQQE+++wzTJ8+HXXq1MG8efOQm5srD9qi0+mwadMmi/tZG1q5ciVmzJiB8PBwvPTSS9BqtdDpdHJzxdTUVCxdurTCI/MqIS8vD0OHDsXOnTvRtm1bxMTEID09Hd7e3lCr1dDpdHjttdeMvjSW5YknnsCff/6J+vXr4+DBg8jMzIS7u7tcQ7t8+fJi829L5s2bJ5fa9+zZU25ua8xLL71U7ME0adIk+eUhPDzcbB/MH374AS+99JLVx6W0Tp06GV3+5JNPFvt79+7dcp/bsqSlpWHJkiVYsmQJVCoVfHx8kJmZKT/sO3bsiKVLlzrsfKgVwWvfegUFBVi9ejUmT56MWrVqYfbs2aXSbMuWLeWqVf3222/x/PPPo0aNGpg8eTK0Wi1EUZSbWKanp2PVqlVGx4vo0qWLXNOck5MDV1dX+ZxNTk7GqlWrHLZArrCwEN9//z3GjRuHmjVrYtq0acjLy4Orq6ucprt27Sr3DCqCIMjjR5w5c6bM2jMA8PLyQosWLdC9e3cUFRVBq9VCrVYXm5s6JibGIedAlxQUFGDFihWYOnUqateujTfeeKPUufrLL79Y1X1F8uWXX2LatGmoWbMmXnzxxVLXd1paGpYvX+50Y5sUFhbi559/xpNPPomwsDCMHz8eWq0WGo0GKpUKoihi3759uH79ulXh/vHHH6hWrRpq1aqFyMhIREZGIj8/Hy4uLnKmW6vVYvPmzaW6pHl6eqJp06bo1KkTdDqdfK4azsN+4cIFk2PeODpTFRGvvfZasb+XLl0qdzspS2JiIqTZpzQaDdzd3aHVaos9j9q0aYMXXnihnLGuHIIg+APwL7n81u0Us4O7kmXs/Vb3NorXoBslCEIogEQAaxSPkQOKjo7G2bNncfnyZaSlpSEzMxNubm4IDw9Hq1atMHjwYKcuRYuLi8PcuXPRv39/tGrVCv7+/sjKysL169exa9eucj3AAX0J5//+9z/07NkT7du3R0hICNRqNeLj43Hq1Cns3LnT4pFO7eH06dNo1aoV5syZg4EDB6JmzZpITk7G0aNHsXjxYqv6nhuKj49HVFQUZs2ahaFDh6Ju3brIzMzEyZMnsWLFCpMDPRmWjpvrqwqUnsbNcFs/Pz+zg3g54wBfpjRo0ACTJk3C33//jVu3biEjIwPVqlVD8+bN8eijjxqtQXImvPatl5CQgA8++AA9e/ZEREQE/Pz8kJ39f+zdd3gUVdvA4d+kJ5BKGhAg9BJ6B6kCAgLSEUFR+QQUCwgKAvZXUV4bYkEUuyAgiKD0KkiT3jtJgBA6Ib3P98cy826S3WU32SRL8tzXtRdkZufMycnuzJz2nCTOnz/Pli1b8j0sNzk5mU8++YQOHTrQpEkTAgMDcXJyIjY2liNHjvD333+TnJxs8tg///yTmjVrEhISgre3N2lpaVy4cIFDhw7pyyw5ssuXL/PZZ5/RoUMH6tSpg7e3N8nJyVy8eJHt27cXaGhutWrV9GuatcPb//77by5fvkylSpXw8fHB09MTVVW5efMmFy5cYP/+/ffEkqsxMTG8++67PPDAA9SvXx8/Pz+SkpKIiopi06ZNNs09N5aUlMR///tfOnXqRLNmzfTv96VLlzh06BAbN268Z7/fd3Pt2jW+//57WrVqRfXq1fH29iYlJYXLly+ze/fufAVNzsjIYMGCBURERFC3bl2Cg4Px8PAgMzOT27dvExUVxd69e01G29+5cyfXrl2jQoUKeHt74+HhgaqqxMXFcenSJY4cOWJzg0FJN3nyZA4fPszJkyf1EXkuLi6EhoZSo0YN2rdvr48gK2bjgTdyb/zys5lMfe3NIs9MSaNYmt9cUpw/f77k/5JF7J133inuLJQ43377bXFnocSxpjdK2Gb06NHFnYUSx9KySCJ/tABjwn4cMeDcva4kd64Ulx49ehR3Fkqchg0b5okBZqEHPVJ60K1X1t30eo3F3YMuhBBCCCGEEOIeYW5p68Q06RO1h5IVUUwIIYQQQgghhLhHSQVdCCGEEEIIIYRwAFJBF0IIIYQQQgghHIBU0IUQQgghhBBCCAcgFXQhhBBCCCGEEMIBSAVdCCGEEEIIIYRwALLMmhBCCCGEEEKIAsnKLvxl1oriHEXG3dnkZulBF0IIIYQQQgghHIBU0IUQQgghhBBCCAcgFXQhhBBCCCGEEMIBSAVdCCGEEEIIIYRwAFJBF0IIIYQQQgghHIBU0IUQQgghhBBCCAcgFXQhhBBCCCGEEMIBSAVdCCGEEEIIIYRwAC7FnQEhhBBCCCGEEPcGRVH8AL/c26Mu3cDPL89mYSPpQRdCCCGEEEIIYa3xQGTu1+zPPy3OPJUY0oMuhBBCCCGEEMJaM4Efcm985rlxkUWekxJIKuhCCCGEEEIIIayiqmocEJd7++2U7CLPS0kkQ9yFEEIIIYQQQggHIBV0IYQQQgghhBDCAUgFXQghhBBCCCGEcABSQRdCCCGEEEIIIRyAVNCFEEIIIYQQQggHIBV0IYQQQgghhBDCAcgya0IIIYQQQgghCsTX00mx5f2KovgB44GZd5Zus7t78RzSgy6EEEIIIYQQoqj5AW/c+VfOcYdU0IUQQgghhBBCCAcgFXQhhBBCCCGEEMIBSAVdCCGEEEIIIYRwAFJBF0IIIYQQQgghHIBU0IUQQgghhBBCFLU44K07/8o57pBl1oQQQgghhBBCFKk7S5K9KefISVFV1V5pOazJkyeX/F+yiD355JPFnYUSJyQkpLizUOIEBAQUdxZKnKNHjxZ3Fkqct956q7izUOIoik1L8QoreHh4FHcWSpxatWoVdxZKHD8/v+LOQokzduxYuaAWMRniLoQQQgghhBBCOACrhrgrihIM9AM6ARFAMKAC14AjwGZgmaqqVwsjk0IIIYQQQgghRElnsYKuKEpDYBrQF3AD0oCLQDSgAAHAQOAR4DNFUf4A3lVV9XAh5lkIIYQQQgghhAPxfeTnQp9WfOabRwr7FBTVmP7Asi4mT2W2gq4oynfACCAKeB9YBexTVTUj1/vcgCZAL2A4sE9RlB9VVX3KPlkXQgghhBBCCCFKPks96I2A/qqq/mkpAVVV04Fdd16vK4rSF3jDflkUQgghhBBCCCFKPrMVdFVVm+UnQVVVlwHL8p0jIYQQQgghhBCiFJIo7kIIIYQQQgghhAOwKoo7gKIozoC7qqrJRtv8gP/DECxugQSHE0IIIYQQQggh8sfqCjowB2gN1AdQFMUV+Aeod2f/BEVR2qiqesCuORRCCCGEEEIIIUoBW4a4twOWG/08CEPl/FmgLXAFeMV+WRNCCCGEEEIIIUoPWyro5YFIo597AUdVVZ2tqupO4GugjT0zJ4QQQgghhBDCcSiK4qcoSnjul5qeVNxZKxFsqaArgLPRz52ATUY/xwLBdsiTEEIIIYQQQgjHNB5Dx22OV9rJNcWZpxLDlgp6JNAdQFGU+zD0qBtX0CsAt+2XNSGEEEIIIYQQDmYmUDX3y7129+LMU4lhSwX9e6CvoihHgL+Aq4BxM0kr4IQd8yaEEEIIIYQQwoGoqhqnqmpU7pfiVqa4s1Yi2FJB/xR4A0gD9gP9tSXXFEUphyHC+0q751AIIYQQQgghhCgFrF5mTVVVFfjPnVfufTeQ+edCCCGEEEIIIUS+WdWDrihKWUVRshRFebWwMySEEEIIIYQQQpRGVlXQVVVNBOKAa4WaGyGEEEIIIYQQopSyZQ76JqBjYWVECCGEEEIIIYQozWypoL8MtFMU5S1FUXwKK0NCCCGEEEIIIURpZHWQOGAD4AG8CryqKMo1IDnXe1RVVavbK3NCCCGEEEIIIURpYUsF/TygFlZGhBBCCCGEEELcmy5+P7zQz+HspBT6OYqbLcusdSrEfAghhBBCCCGEEKWaLXPQhRBCCCGEEEIIUUhsrqAritJBUZR3FEX5RlGUOne2lb2z3c/uORRCCCGEEEIIIUoBqyvoiqI4K4qyEMNya1OBkUCFO7szgT+AsfbOoBBCCCGEEEIIURrY0oM+GRgITADqAvoMfVVVU4GlwIN2zZ0QQgghhBBCCFFK2FJBHwH8pKrqp8B1E/uPA7LEmhBCCCGEEEIIkQ+2VNDDgR0W9scB/gXJjBBCCCGEEEIIUVrZsg56AhBgYX8N4FrBsiOEEEIIIYQQwlHdCQzul3v7+dgb+Pnl2SxsZEsP+j/Ao4qi5FkdXlEUfwxB4zbZK2NCCCGEEEIIIRzOeCAy9+vLzz8tzjyVGLb0oL+LoZK+EfjhzrZGiqLUBF4BygDv2zV3Dqps2bJ07tyZunXr4uPjQ2pqKhcuXOCff/7h7NmzNqc3efJkAgIsDU74n4ULF7Jv374c2ypXrkylSpUICwsjLCyMwMBAnJyc2LRpE6tXr7Y5P44kOTmZw4cPc+bMGc6cOcPp06dJSEgA4IsvviAsLMxu58rKyuLll1/W/4ZDhw7lkUcesVv6jiIpKYm9e/dy/Phx/XX79m0AFixYQHh4eIHPcfXqVX777Te2b99ObGwsqqpSrlw56tWrR9euXenQoUOBz5FfISEhTJkyhd69e1OxYkVu377Nv//+y8yZM9m4cWO+0/X29mbSpEkMHDiQKlWqkJKSwoEDB5g9ezZLliy56/GDBg3imWeeoVGjRnh6ehIdHc2SJUuYMWMGiYmJJo954403ePPNNy2me+TIERo0aGB2f6dOnRg7diytW7cmODiYzMxMoqOj2bBhAzNnzuTcuXN3zXthSElJyfHdP3PmjP7d/+yzz+z+3Z88ebL+3X/44YcZOnSo3dJ3NL6+vvTr14+mTZsSEBBAcnIyZ8+eZeXKlRw5csTm9OrVq8cbb7xx1/c99dRT+t/wXmNcZv7+/nqZrVq1Kt9l9vrrr9/1faNGjTJZZpUrV6ZWrVpUr16datWqERYWhrOzM9u3b2fWrFk256e4+Pr60qtXLxo3bqyXa2RkJGvWrOH48eM2p1enTh1eeeWVu77vueeeM3tdBVAUhfbt29OyZUsqVaqEl5cXCQkJXL58mePHj7N69WoyMjJszl9RKFOmDG3btqVGjRp4e3uTlpbGpUuX2L17N1FRUflOt1atWjRq1Ijy5cvj6elJZmYmcXFxnD17lt27d5OUlJTnGGdnZ2rUqEH16tWpUKECfn5+ODk5kZSURExMDPv27eP8+fMF+G2LhqenJ82aNaNKlSqUKVOG9PR0rl69ysGDB4mJicl3upUrVyYiIoKQkBDc3d1JSUkhNjaWgwcPcvXqVZPHODk5UbduXYKDgwkMDMTLywsPDw+ysrK4ffs2Fy5c4NChQyQnJ+c7X1aayf/qg7qxz42LLOwTlwZWV9BVVd2jKMpAYC7w/Z3NH2KI5n4V6K+q6jH7Z9GxhIaGMnr0aMqUKQNAamoqZcqUoV69etSpU4c1a9awefNmm9JMSkrC1dXV7H43Nzfc3d0BuHTpUp79I0eOxNPT06Zz3isOHTrEe++9VyTnWrFiRb4aWO41e/bsYfLkyYWW/oYNG3j33Xf1m4OHhweKonDx4kUuXrzIzZs3i62C3qBBAzZu3EhgYCAAt2/fJjAwkD59+tCrVy+mTp3KjBkzbE63YsWKbNmyhWrVqgGQkJCAj48PXbp0oUuXLnz55Zc8++yzZo+fM2cOo0ePBiAjI4PU1FTq1q3Lq6++yiOPPEL79u2JjY01e3xKSoreyJLb9eumYnoaTJ8+nSlTpug/JyYm4ubmRr169ahXrx5PPfUUgwYNYuXKlRZ//8Jw6NAh3n+/aNp8V65cWSq++2B4IHzttdfw8fEBDI2gPj4+NGvWjCZNmrBgwQKWLVuWr7Szs7OJj4+3uP9eVLlyZV599VWLZbZ8+fJ8pZ3fMhs7dqxdGlOLU1hYGJMnT8bb2xswlKu3tzeNGzemYcOGLFmyhBUrVuQr7ezsbIuNQaqqmt3n5+fH+PHj9fLNysoiJSUFPz8/AgICqFevHv/88w+3bt3KV94KU1BQEMOHD8fLywswPKN6enpSs2ZNatSowebNm9mxw1I4KdMeeugh6tevr/+clpaGq6srISEhhISE0LhxYxYuXJjnPjVkyBCqVq2q/5yZmUl2dja+vr74+vpSr149/v33X9avX5/P37jwlStXjoceekh/zk5LS8PDw4Pw8HCqVKnCzp072b9/v83ptm/fXm88z87OJj09HS8vL2rWrEn16tXZunUrR48ezXOcu7s7HTt21H/WjnV3dycoKIigoCAiIiJYtWqVyTqDvaiqGoch/lgOCan35nXe0djSg46qqisURQkHuvG/pdZOA2tUVS30ppri5uLiwuOPP06ZMmWIiYlh4cKFXLlyBXd3d71XsHv37sTExHD69Gmr0/38888t7h8xYgQRERFcvHiRy5cv59mfkZHBtWvX9ArQfffdR8WKFW3+/RyVr68vNWrUoGbNmpQrV44vvvjC7ue4fv068+bNIzg4mPT0dOLi4ux+Dkfi7+9P3bp1qVu3LkFBQXarCG3fvp3XX3+drKws+vTpw6OPPkqVKlUAQ2V43759FiuahcnDw4Ply5cTGBjIvn37eOyxxzh27Bje3t68/vrrvPTSS0yfPp19+/axbt06m9JevHgx1apVIzIykuHDh7Njxw7c3d15/vnnef/99xk7diz79+9n7ty5eY59+umnGT16tN6L+9lnn5Genk6bNm2YP38+1atXZ9GiRbRv397s+RcuXMiTTz5pU567deumV87nz5/P1KlTiY6ORlEUWrVqxVdffUWjRo345ZdfCA8Pt1iJKCzad79GjRoEBAQwe/Zsu5/j+vXrzJ8/n6CgIDIyMkr0d9/V1ZWXX34ZHx8fIiMj+fzzz7l48SKenp4MHDiQPn36MHToUCIjIzl06JDN6V+/fp3nn3++EHJefHKX2RdffJGjzHr37s3QoUOJiorKV5nduHEjX2WWlZVFZGQk586d49y5c7Ro0YLGjRvbnE5xcXV1Zfz48Xh7exMVFcXXX3/NpUuX8PDwoG/fvvTs2ZOBAwcSFRVlspJyNzdv3uSll16y+TgPDw8mT55M+fLluXjxIosWLeLo0aNkZWXh6upKxYoVadGihUP2nru4uDB48GC8vLy4fPkyy5cv5/r167i5udGuXTtat25Np06duHz5MpGR1ndyNmnSRK+c//vvv2zfvp3k5GQURSE8PJwHH3wQX19f+vbty1dffZXjWCcnJ27cuMGBAwc4c+YMN27cAAyNINpI1JYtW3Lz5s08o0MdgbOzMz179sTT05Nr166xfv16bt26haurq/6da926NdevX+fChQtWp9ugQQO9cr5nzx4OHDigV7JbtmxJgwYNaN++PTdu3Mjz3J+VlcXBgwe5dOkSV65c0TtDnJycCAsL47777sPf35/u3bszb9480tPT7VcgoshYXUFXFKUycE1V1RTgrzsv4/2eQJCqqo4/ViWfWrduTUBAAGlpafzwww/6A2taWhorVqwgICCA+vXr06NHD5sq6JaUKVOG2rVrA7B3716T75k+fXqO1uBmzZrZ5dyOoEWLFvz000/6z1euXCmU83z99dekpqYyYcIEk5WokqRdu3asWrVK/9leLaxJSUlMnz6drKwsHn/8cZ555pkc+319fencubNdzpUfY8aMITw8nISEBPr06aP/3gkJCbz88stUr16d/v37895779lUQe/bty+tW7cmKyuL/v37c/DgQcBwXfjwww+pUKECL774Im+//TY//vhjjgc7Nzc3fYj6p59+ykcffaTv27FjB/3792fv3r20a9eO3r1789dfOS67BTJ8+HAATp06xWOPPab31Kmqys6dO+nXrx+RkZH4+/vTuXPnfPeq5lfz5s354Ycf9J/NDfcrqLlz55KamsqLL75Y4r/73bp1Izg4mJSUFGbMmKH3AKakpPDLL78QEhJCy5YteeSRR/JV2SyJunbtSlBQECkpKfz3v//NU2bBwcG0bNmSoUOHFmmZvfrqqznu+7Vq1Sqyc9tD586dCQwMJCUlhZkzZ+oNY6mpqSxcuJDg4GCaNWvG4MGD81VBz6/BgwdTvnx5YmJiePfdd0lJSdH3ZWRkEBUVVaBh4oWpSZMm+Pn5kZaWxqJFi/Qh/Onp6WzcuBF/f39q165Np06dbKqgR0REABAVFZWjp1tVVSIjI/nzzz959NFHCQgIIDg4OMe1evPmzVy6dCnPiIW4uDiWLl2Kp6cn4eHhtGrVyiEr6BEREfj4+JCens7KlSv1YfwZGRls374dHx8fqlWrRqtWrayuoCuKQvPmzQHD/ffff//V96WlpbF161b8/f0JCwujTZs2LF26NMfx6enpbNu2LU+62dnZnD9/nri4OB599FG9bE+dOpXfX18UI1uCxEUC/S3sf+jOe0osrXX6wIEDJnuTtmzZAqDPA7fXOV1cXMjMzOTAgQMm32NpqNa9ztnZudDPsWvXLnbt2kWLFi1o1apVoZ+vuBVWmf71119cv36d4OBgRo0aVSjnKAitQjp//nyTjRIffPABYGjgsuVhV0t3/fr1euXc2Icffkh2djbly5fn/vvvz7Gva9euhISEkJ2dnaNyrjlw4ID+QKSdx15CQkIAw1ByU8Noo6Ki9N4ObUpPUSqK7/6///7Lrl27aN68OS1btiz08xW3du3aAbBt2zaTw3P//PNPAKpVq0b58uWLNG+O6m5lpjWaFXWZ3ev3/datWwOwc+dOk6NWtEbk8PBwQkNDiyRP3t7e+vSrBQsW5Kic3wu0ivSxY8dMzq/fuXMnAOXLl7c67hH87/pvagRn7u1ubm459sXExFj8rB4+fBgwjOrz8PCwOk9FRXsWOH36tMk59tpzeXBwsNWRy4ODg/Xh8uYa9bRnifLly+tTa6wVHx9PamoqUDz3bmEftlTQ80RvN5HWvX3HsMDNzU0fNn7y5EmT7zl//rx+Qa9Ro4Zdzqv1hp84caIoAj6UOqmpqXz99de4ubk5ZKXyXrJmzRoA7r//flxcbJo9U+jKli2rf5e0fOZm/KDYpUsXq9PWRgWYS/fSpUt6D1DuCrp27JEjR8yOZDAuV3vSeoEaNmyIk1PeW0F4eDjlypUDyNf8OkeXmprKN998U2q++x4eHvpcUFMNSZDzIdRSYMHSwtYyM56jK8zT5u8CZgPsnT17Vn/mqVevXpHkq0WLFri6upKQkJCvwH/Fyc3NTW8gMhfYMyYmRq+42RK/QLsvmmso0bZnZmZajHliinEjiKn7UHFydXUlKCgIwGzv+OXLl0lLSwOwemqpFnMBMDulyrgxsFKlSlalq/Hz89MbO4pjapqwD1ufoi1VwOtiIlhASREcHKxfPMwNs1ZVlWvXrlG5cmW9d6ogQkND9S+8ueHtomDmzZvH9evXGT58uF3+ZqVVWlqaPoyqVq1aREVF8e2337Jnzx6SkpIIDAykVatWPPbYY1SoUKHI81e3bl39+2tuuKSqqpw8eZJWrVpZ/UAYFBSkj5axNAzz2LFjNGjQIE+62s93OxYM16By5crpvdrGunTpwqlTp6hcuTKpqamcOXOGlStX8vnnn5sdGj537lxGjx5NrVq1+Pnnn03OQQfD9I/8RFN2dPPnz+f69esMGzaM4ODg4s5OoatYsaL+HTD3sKmqKpcuXaJmzZr5imPi4+PD+++/r1cUbt68ybFjx1i9erVN8zMdhXGZXbx40eR7VFUlNjaWGjVq5GtlAW9vb9577z29zG7dunVPl5k1ypcvr5eruQjYWrlq0b9t5e3tzZtvvpmjXE+cOMH69evN/i21jpULFy7g7OzMgw8+SJs2bQgMDCQ1NZXIyEg2btxodjRjcSpXrhzaKsjXrl0z+74bN25QsWJFm0Z5HjhwgOrVqxMeHk7Xrl1NzkEH+Oeff/QGAGtVrlwZMAQodbROKH9/f71Mb968afZ9cXFxhISEWD0qwXhEgYmVq4GcjRX+/v5Wpevl5UWFChX0kaAJCQkOOx1D3J3FCrqiKI8DjxttelVRFFNdDQFAfWCpiX35oiiKL/B/wHJVVc/YK938Mh5iYqlFSttn3EKWX1qPX2JiIidOnChweiKnc+fO8ddff1GhQgX697c0e0PcTWxsLJmZmYBhJMmMGTP0SKcuLi5cunSJpUuXsnbtWv773/8WeZwE46Gnlubca/usHapa0HS1n605Vnu/qQp6pUqVyMzMJD4+Hl9fX5o1a0azZs0YO3YsQ4YMMbl83N69exk5ciSzZ89m2LBhDBs2jMTERFxdXXF3d+fcuXNMnDiRjz/+2Gze7lXnzp1jxYoVVKhQgX79+hV3doqE8UOepejT2j5rHwqNaT3OiYmJuLu7U6FCBSpUqEDnzp2ZP3++XWMoFAXjIauWykx7eLd2iKux3GVWvnx5ypcvT6dOnfj111/vuTKzhnE5WQrKqO3LT7m6u7sTHh6ul2toaCihoaG0b9+e3377zeQStFojfVpaGlOmTKF69ep6BPcyZcrQsGFDGjZsyLp165g3b57NeSpMZcuW1f9vafk4bZ/x++/m5MmTbN68mQ4dOtCyZUtatmypR3F3cnLi2rVr/Pnnn/pwdVvy3KRJE8D8UO/ipEXCB0wOb8+9z/j9lhivLuDv729y6oBxZd/SMPVOnTqZ7FC4du0aa9euJSsry6o8Ccdztx50P0BbH0EFgoDcn0AVSAS+A6bZMW+BwAcY5rUXewXdeF6NVhExRQsApS2Lll9OTk76hevAgQP37PI0jio7O5svv/yS7OxsxowZY3GZO3F3xg8EP/30E+XKlePVV1+lZcuWKIrCoUOHeOeddzh//jzTpk1j4cKF+Pr6Fln+jG9wluYVai341j68FDRd7XhrjjV1/OnTp5k4cSLLli0jKiqKrKwsvLy86N27Nx999BFhYWH88ccfNGvWzGTgyh9//JHY2Fh+/vlngoODc6Tv5eVFQEAAbm5uJSoKbHZ2NrNnzyY7O5tRo0aVmu++8T3J0t9T22fLfNCkpCSWL1/O9u3buXjxIhkZGSiKQp06dXjkkUeoXbs2jz32GLdu3TIZ3MhRGZdBYZXZjh07cpRZ7dq19TJ79NFH77kys4atn0VbnqeSk5NZuXIlu3bt4tKlS3q51qxZk8GDB1OzZk2GDh1KXFycPidbo1WwGjVqBMAff/zB6tWrSU1Nxdvbm8GDB9OhQwe6detGZGQk27dvtzpfhc34OmYpwry2L/dc8bvZvn07t2/fpmfPnjmW/tXObW3lVKMoCn379sXd3Z3bt2/na+m3wmZcppae+7V91t5Lrl+/TkpKCp6enjRp0iRH0F6N8YoMltJNT08nOTkZJycn/fpz7do1tm7danbpVXFvsDjhQ1XVT1VVraqqalUMc9DHaz8bvaqpqtpQVdXRqqqaH1eTi6Iosyy9gNfvnPOpO9s+tSJNP0VRwnO/bB1y4whq1aql98LL8Hb7W7lyJadPn+a+++67p5amcVTGDUjZ2dm8/vrrtGrVSh++1bBhQ6ZPn46TkxNxcXH5XjNY5DR//nw+/vhjzp49q7eUJycns2jRItq2bcv169f1oZ65ubi48M0337BmzRrOnDlDx44d8fPzo0KFCgwdOpSMjAymTZvGunXrHC6mQEGsWrWKM2fOyHffjqKjo5k3bx6RkZF6BUBVVY4fP85bb72ljwAbNmyY2SGdpU10dDTz58/PU2YnTpzg7bffljLLp/Pnz7No0SKio6NzlOupU6d4//339alYgwcPzlOu2s9OTk7s3LmTP/74Qx+ynZCQwHfffafP7+7Vq1dR/UrFzs3NjcGDB9O3b1+io6P5/vvv+fDDD/n8889ZtWoVbm5udOnShb59+1qdZvfu3alSpQqZmZksW7ZMn8ddGmRnZ+sR66tWrUrHjh3x8fHByckJPz8/HnjgAUJDQ/V7uqUge9u3b+eHH37gu+++45tvvmHt2rW4u7szYMAA2rZtWyS/T26KohT6C4WS8zLD6ogMqqo6qao639r3W+E54Nk7/5p6PYahd76n0ba7GY+hxz3Ha8+ePQXOrHErr6WHVa2lq6AXG20IcGxsrN2WwRIGN27cYN68eXh6evJ///d/xZ2dEkGLSAqGaMYtWrTI854aNWro2+3xnbSF8fA047zmpvUCWBoiaM90teOtOdaWfIFhHuUXX3wBGB4mcz+MTpo0iaeeeoqjR4/SqVMntmzZwu3bt4mNjWXhwoV06dKFlJQUOnTowFNPPWX1eR3ZzZs3mT9/Pp6enowcObK4s1OkjO9JlnrPtH32atjOyspi0aJFAAQGBtoUnKq4GZdBcZVZuXLl7qkys4atn0V7Vd6ysrL4/fffAUO5avOfNcZ/v7Vr15pMQwvaWbFixSIdBXY3xr3mlnpctX22jIrq0qULNWvWJDIykt9++43Y2FjS09OJj49n//79/P7776iqSkREBNWqVbtreh07dqRp06ZkZ2ezfPlyszEBiptxmVp67tf2WRq5kNvBgwf1+DIRERE8+uijPP300wwbNowaNWpw7NgxPeCetX+rjIwMzpw5w9KlS0lLS6Nx48Z6kEtx77G6gq4oirOiKF65tvkpijJRUZR3FUWxNeRrFIah8RMwDKPP/eqMoW3hmTs/3/1bDzNNpaWtN1gQxvPOLS15oO0znmNiK09PT+rWrQtI73lh+Pnnn0lOTmbAgAF4eXmRkpKS46W1VmZmZurbhGVapFMgz0OPMW1fYa1nb45xI5elgEPavtjY2CJJVzvemmNtyZdm165dgGENei0iu2bcuHEAfPnllyYfLE6fPs2KFSsAbOoZcWTad79///54enrm+e5rSuJ333gOtaX55do+S3OubWU8veJeCsZpbZlp80Utzae21Zkz/5vZV9KCGBqXk6X55do+e5arcYTz3OVqfB5rlhSzZamywmbceGtpipa2z9rGXjc3N33Iv/F63cbOnz+vl8vdliht27Yt9913H6qqsnLlSoeOr2Q8vczSPHBtn61B7jZv3sxff/3FmTNnuHXrFvHx8Vy4cIG1a9eyefNmveHe1s9/UlKSvs69VpcQ9x5bxi3OAVpjCAaHoiiuwD+AFp1ggqIobVRVPWBlehHAfzDMM+8MPKeqqh6yVFEULW/XVFWNtiZBVVXjMBFJfvLkyVZmybyrV6+SnZ2Nk5MTISEhJpeSUBRFr6gUpALSqFEjXF1dycrKKpHLGxU3LcLpvHnzLAZ6Wbx4MYsXLwZg2bJlRZK3e5Wfnx8BAQEWI50aK+ohmydOnNC/vxEREfowx9x5ql27NvC/yOl3c/36da5du0ZQUBARERFme120IC650z127Bi9evXS16+1dOzVq1dNBojLj4CAAP3hVLuRm6I9zJaUHjztuz9//nzmzzc/IGzJkiUsWbIEgKVL7Rb7tFjFxMTo34FKlSqZbOxRFEVvEDIXXbs0uXTpkl5mYWFhZstMC/boqD2BjiY2NlYv14oVK5qsDBuXa1GNIoyJiblnp73cuHEDVVX151Bz92Ktodba5dACAgL0iOKW5jTHxcVRvnx5i6MKWrRoQadOnQBYt26dQwaGM3br1i29TAMCAsxWlLWGJGuff4ydP3+e8+fP59nu7u6ud/jlpz6hjc6zdQ114ThsWXSwHWA8cXQQhsr5s0Bb4ArwirWJqaqaoqrqS0ArIAw4pijKS4qiONuQpyKTnp6uP7DUrFnT5HsqVaqkt3gZt37bShvefurUKZuGtApRnLTh66ZuNproaENbm7VR0u0lMTFRH1bfrVs3k+9p1aqVfqPdsGGD1Wlv2rTJYroVKlTQK+C509WOjYiIMLvG7AMPPGBznjTacivx8fE5KvfGMQMsjXioUqUKULARQcIxpKam6g0u5tY4r1Gjht4bZGtEZkuM75nmlv1zRMZl1rBhQ5PvMS4ze66drS35BZaXzboXpaam6ss/mWucrFatmj69x9oGU2sYD8HOXa7Gy12aux4b37tsXfO7MKWnp+sNSOaGNVesWFEPJGbt8lvG85+tGT1qbjh206ZN9Xvkxo0bi3yaW35kZGTo1ytzSyiGhIToAfPs2aipXTOTk5Pz1fCnxbCyZdi9cCy2VNDLY5jTrekFHFVVdbaqqjuBr4E2tmZAVdV9QAvgLeBNYK+iKDanUxS0tS+bNGlichm1Dh06AIZW9PxeuAMDA/UHZhneXjjeffddli1bZval9SwOHTpU3ybuTlsL9dy5cyaHwp05c0a/KRdH8BKtx3T48OEmH75eeuklwDA/3lQP+93SfeCBB0w+xE+YMAEnJycuXbqkV8g1GzZs4MqVKzg7OzNx4sQ8xzZs2JCuXbsC2LysT8WKFXn22WcBQ2A04wetuLg4vbFk5MiROdZcNT6+R48ewP+Gyt/r3nnnHZYuXWr2pY2Aevjhh/VtJYkWDbxdu3Ymhxb36dMHgLNnz9o8ncIcZ2dnBg8eDBh6mCyN2HBEWpndd999Jsusd+/egP3LbMiQIcC9WWbW0CKot2nTxmSva8+ePQHDCB9zw81t5ezsrC+peuvWLf0aqDlx4oTekKk1jOambT937pzDNVxqDQwREREmh2RrDbaxsbFW9/beuHFDj1JubnRBSEiIfk81NdqhQYMGdO/eHYCtW7fmiZ7vyLTpObVq1TIZqV4rk6tXr9ptKkaZMmXQpuaaWsXpbiMQfX199UYae12TRNGzpYKuAMa9250A46fNWCBfE6VUVc1WVfVDoAGGnvitwCcYgsQ5jJ07d3Lz5k08PDx44okn9Iqcm5sbPXv21HslTK2vOWPGDGbMmKE/bJuj9Z4nJydb3Wrs5uaGl5eX/nJ2NvyZtKUvtNe9upxQfHy8/jIOypWUlJRjX+6LWN++fenbty+//vprUWfZ4cXFxekv44eMxMTEHPtyl2nr1q1p3bo133zzTZ40W7VqRcuWLQH4z3/+w65du/RK4eHDh5k6dSrZ2dlUqFBBf6gtSnPmzCEqKgofHx/++usvfW5W2bJlmTFjBgMHDgRg6tSpeY5VVRVVVXnjjTfy7Fu2bBk7d+7E2dmZpUuX6g9Bbm5uTJgwgfHjxwPwxhtv5GnNTk9P1yOsv/jii0yYMEEPjNS6dWuWLl2Ks7Mz//zzjz4fXNOhQwdWr17Nww8/nGNer6enJ4MHD2bbtm0EBgaSlJRkMor7V199BUDLli35/fff9bmDLi4udOzYkdWrV+Pr60tGRgZffvmlxbItLMbfb+PRRHf77vfv35/+/fuzYMGCos6yQ1u3bh1Xr17Fy8uLyZMnU7FiRcCwPNjw4cP1z66pclu4cCELFy5k0KBBefZ9+OGH9OjRI0fDlzZl5LXXXtO/a7/++qvFiMSOaP369Vy7dg0vLy8mTZqUo8yGDRuml9nChQvzHLtgwQIWLFhgssw++OADunfvbrLMXn31VerUqaOnYarM3Nzc8Pb21l9aoCoXF5cc2wu65Gth2bRpE9evX8fT05MXX3xRn1rh4eHBkCFD9AqKNs3M2A8//MAPP/xAv3798ux799136dq1a45rorbM2qRJk/RpTIsXL85TrtnZ2fz222+A4frbr18/vcfZ29ubkSNH6j3wjth4t3//fuLi4nB3d2fIkCEEBgYChs9K586d9c/U5s2b8xw7depUpk6dSvv27XNsz8zM1EfT1KlTh549e+odVM7OztSsWZNBgwbh7OxMampqnmHrtWvX1oOU7tixg61bt9r71y5UR48eJT4+Hjc3Nx588EE9FoWrqytt2rShevXqgOlG7LFjxzJ27FiTQXMDAgJo3rw5/v7+egO5i4sLNWrU0OMjxcbGcvDgwTzHtm/fnnbt2hEaGqo/74Ph71y7dm369euHq6sr6enpJo8X9wZb5qBHAt2BrxRFuQ9Dj7pxBb0CUKBF91RVjQS6K4ryKPARFgPQF73MzEx++uknRo0aRVhYGBMnTiQ1NRU3NzecnJzIzs5mzZo1JtcbtoaiKDRt2hQwRHjUlli4m759+2IqEF67du1o166d/vO6detYv359vvJWnB577DGT2ydNmpTj56+//vqeCkBUnLSe0dxyR+v+/fffLQYwy+0///kPY8eO5ezZs4wbNw4PDw+cnJz04ClBQUF88MEHNq0XbC+pqan07duXDRs20KxZM44dO8bt27cpW7Yszs7OZGdnM3XqVNatW2dz2oMGDWLLli1Uq1aNnTt3kpCQgIeHh94oNnv2bObOnWvy2K+++oomTZowevRoPvroI9577z3S0tL0h6CzZ8/qvWnGFEWhe/fues9EUlISKSkp+Pn56Q/r169fZ9iwYSYD8XzwwQc0bdpUXz6nb9++JCcn4+rqmiPS76hRozh+/LjNZWIPjz/+uMntr7ySczbVnDlzSlwgrcKQkZHBhx9+yKuvvkq1atX4+OOPSU5O1r+n2dnZLFiwwOa5oZUqVeLJJ58EDJ+Z1NRUPD099c9RZmYmCxcuZMuWLXb/nQpbRkYGH3zwgV5mH330UZGV2aJFi8yW2UMPPWSy4t+yZUu9oRTg77//Zvbs2TblrShkZGTw6aefMmnSJMLDw5k+fXqecl2yZEmOYefWqFixIo8++qh+Dm29aeNy/f33382uLb9z504qVqxInz596NevH3369CElJQUvLy89X4sWLbLrFBB7yczMZPHixQwbNozy5cszevToHM+oqqqyefNmm0dkrF+/nsDAQCpVqkSTJk1o0qQJ6enpuLi46JXLtLQ0li5dmiew5v3336+/p0GDBman14Ah9oejxb7Iyspi1apVPPTQQwQHB/PII4+QlpaGq6urXqY7d+7kwoULd0/MiIeHh/5dzc7OJj09Xf87gWEkbu6RbxoXFxfq1KlDw4YN9WO1NDVJSUmsWbMmR6eWuLfYUkH/HvhYUZQjQEXgKrDGaH8rwC7hGFVV/UVRlEWAJ+BQn67Y2Fg+/vhjOnfuTN26dfHx8SE5OZkLFy6wdetWzp49m++0q1evrg+hk+Ht4l7k6+vL999/z8KFC1m3bh0XL14kKyuLatWq0b59e4YNG1asS9McOnSI+vXrM2XKFHr37k3FihW5ceMG//77L5988gkbN27MV7pacKHJkyczYMAAwsPDSUhI4MCBA8yePdtkL5CxMWPGsH79ep5++mkaN26Mp6cnx48fZ8mSJcyYMcNkLIrDhw/z8ssvc9999xEREUFgYCC+vr7cvn2bEydOsGrVKubMmWN2uk1WVhZDhgyhf//+PP7447Ro0YLAwEAyMjKIjIxk06ZNzJo1y67zP0Xxi46O5qWXXqJfv340bdqUgIAAEhISOHPmDCtXrszXPOqvv/6a2rVrU61aNXx8fChTpgzp6elcunSJ48ePs3btWod78LbF+fPnefnll/Uy8/f3JyEhgbNnz+a7zL755htq1apltszWrVt3T5eZNS5cuMCrr75Kr169aNy4Mf7+/iQmJnLu3DnWrFmTr4bB77//npo1axIeHo6Pjw9eXl5kZGRw+fJlTp48ycaNG+8adG7JkiWcOHGCrl27Uq1aNcqUKcPt27c5deoUa9euLdBzXmG7evUq33zzDW3btqVGjRp4e3uTkpLCpUuX2L17t9Vzz41lZGTwyy+/0KBBA+rVq0dISAgeHh5kZmYSFxdHZGQku3fvzrHakcZ4OLal6PJAjt5gR3Ljxg0WLFhAs2bNqFKlCmXKlCE1NZWrV69y8ODBfH1Pb926xd69e6lYsSI+Pj64u7uTkpLCtWvXOHXqlMU4Vvv27ePWrVv6Un9a41FycjI3btwgOjqaEydO2LSUXn4oiuIH+OXefuHyTYurMwjrKNYON1MM37JXgX4Yesqn3pl7jqIo5YDjwIeqqv63cLKaf5MnT763xtTdA7SWf2E/0vtvf460DE5JYWuPlri7t956q7izUOIU9UoRpUFxjHwq6e62LJmwnVQO7W/s2LF5LqiKorwJ5Jn3N2Xa60x97c1CzY+JsDn3LC9X0zcrq3vQVUNN/j93Xrn33SCf88+FEEIIIYQQQtwzZgI/5N449vnxJS+qZTGwZYi7EEIIIYQQQohSTFXVOCAu9/bENBm0bA9WV9AVRXndirepqqrm6WEXQgghhBBCCCGEZbb0oL9pYZ+KIeK6NgxeCCGEEEIIIYQQNrClgl7VzPHVgRcBX8D0mjhCCCGEEEIIIYSwyJYgcdFmdp1VFGUdsAV4Ephqj4wJIYQQQgghhBCliV0C1d+J8L4YGGGP9IQQQgghhBBCiNLGnivJuQHl7JieEEIIIYQQQghRatilgq4oSnNgHHDcHukJIYQQQgghhBCljS3LrJ0zsysA8AYygafskSkhhBBCCCGEEPeO9MzsQj+Hq7NS6OcoMq6mfxdborifx7CMmjEV2AecAr5WVTUqP3kTQgghhBBCCCFKO1uiuHcqxHwIIYQQQgghhBClmj2DxAkhhBBCCCGEECKfpIIuhBBCCCGEEEI4ALND3BVFySbvnPO7UVVVtWVeuxBCCCGEEEIIIbA8B/0nbK+gCyGEEEIIIYQQIh/MVtBVVX2iCPMhhBBCCCGEEEKUajIcXQghhBBCCCGEVRRF8QP8cm8/d/E6vn55NgsbWR0kTlGUroqivGdh/3uKonS2T7aEEEIIIYQQQjig8UBk7tdXX3xanHkqMWyJ4j4JqGFhf1VgcsGyI4QQQgghhBDCgc3EUPfL8Xr62XHFmacSw5Yh7o2A/1rYvwtDJV4IIYQQQgghRAmkqmocEJd7+82krCLPS0lkSw+6L5BkYX8K4F+w7AghhBBCCCGEEKWTLRX0GKCZhf3NgMsFy44QQgghhBBCCFE62VJBXwE8rihK19w7FEXpAjwOrLRXxoQQQgghhBBCiNLEljno7wIDgTWKoqwCDtzZ3hjoiaH3/D/2zJwQQgghhBBCCFFaWF1BV1X1iqIobYHZGCrkD2q7gFXAc6qqxto/i0IIIYQQQgghRMlnSw86qqpGAw8qiuLP/5ZcO6Oq6i2750wIIYQQQgghhChFbKqga+5UyHfbOS9CCCGEEEIIIe5BAWWcFVveryiKHzAemHln6Ta7uxfPYUuQOCGEEEIIIYQQwh78gDfu/CvnuEMq6EIIIYQQQgghhAOQCroQQgghhBBCCOEApIIuhBBCCCGEEEI4AKmgCyGEEEIIIYQQDkAq6EIIIYQQQgghiloc8Nadf+Ucd5hdZk1RlBH5SVBV1Z/ynx1xr0hISCjuLJQ4//nPf4o7CyXOkSNHijsLJU5ERERxZ6HE6devX3FnocR57bXXijsLJc7MmTOLOwslztWrV4s7CyWOj49PcWdB2ODOkmRvyjlysrQO+g+AChivZ6ca/V8xsQ1AKuhCCCGEEEIIIYSNLFXQO+f62RWYAZQDvgKO3dkeAYwBrgOT7Z1BIYQQQgghhBCiNDBbQVdV9W/jnxVFeRvwABqoqmo8vnm5oihfADuB9sCGwsioEEIIIYQQQghRklnqQc/tCWBWrso5AKqqxiuK8j3wHIU8xl8IIYQQQgghhGO5npiZe+qz3RX6CYAao38tgrPA7fmPKaa22xLFPQhwtrDfGQi2JVNCCCGEEEIIIYQwsKWCfgIYpSiKf+4diqIEAKOA4/bKmBBCCCGEEEIIUZrYMsT9TeB34KSiKN8BJ+9srwM8CQQAg+yaOyGEEEIIIYQQopSwuoKuquoyRVEGAZ8Ck3Ltvgg8rKrqH3bMmxBCCCGEEEIIUWrY0oOOqqpLFUVZBjQDqt3ZfA7Yq6pqtr0zJ4QQQgghhBBClBY2VdAB7lTEd995CSGEEEIIIYQQwg5sCRIHgKIoHRRFeUdRlG8URalzZ1vZO9v97J5DIYQQQgghhBCiFLC6gq4oirOiKAuBTcBUYCRQ4c7uTOAPYKy9MyiEEEIIIYQQQpQGtvSgTwYGAhOAuoC+sLqqqqnAUuBBu+ZOCCGEEEIIIYTDUBTFT1GU8Nyv23FxxZ21EsGWCvoI4CdVVT8FrpvYfxyobpdcCSGEEEIIIYRwROOByNyvOV/OKs48lRi2VNDDgR0W9scB/gXJjBBCCCGEEEIIhzYTqJr7NWbsC8WZpxLDlijuCUCAhf01gGsFy44QQgghhBBCCEelqmochs7ZHK4nZhZ5XkoiW3rQ/wEeVRRFyb1DURR/DEHjNtkrY0IIIYQQQgghRGliSwX9XaAmsBHofWdbI0VRxgD7gDLA+/bNnhBCCCGEEEIIUTpYPcRdVdU9iqIMBOYC39/Z/CGGaO5Xgf6qqh6zfxaFEEIIIYQQQoiSz5Y56KiqukJRlHCgG/9bau00sEZV1WT7Z08IIYQQQgghhCgdbKqgA6iqmgb8declhBBCCCGEEEIIO7BlDroQQgghhBBCCCEKidkedEVRNuYjPVVV1S4FyI8QQgghhBBCiHuMl5tzcWfBLi5+N7xYz29piHs1QC2qjAghhBBCCCGEEKWZ2Qq6qqrhRZgPIYQQQgghhBCiVDM7B11RlI2KonQx+nnEnQjuQgghhBBCCCGEsDNLQeI6ASFGP38PtC3U3AghhBBCCCGEEKWUpQp6LFDV6GelkPMihBBCCCGEEEKUWpaCxG0AXlUUpTlw68620YqidLVwjKqq6v/ZLXdCCCGEEEIIIUQpYamC/iKGKO5dgdA7/+9w52WOCkgFXQghhBBCCCGEsJGlKO43gMe1nxVFyQYeVVV1flFkTAghhBBCCCGEY1EUxQ/wy7095spN/PzybBY2MltBVxTldeB3VVWP3Nn0I3C4SHLl4MqWLUvnzp2pW7cuPj4+pKamcuHCBf755x/Onj1rc3qTJ08mICDAqvcuXLiQffv25dhWuXJlKlWqRFhYGGFhYQQGBuLk5MSmTZtYvXq1zflxJCkpKRw7doxz584RGRnJuXPnSExMBOC///0vFSpUyFe6ly5d4t9//+Xs2bPExsaSkJBAamoqZcqUoUqVKrRp04Z27drh5GQpTINj8/X15aGHHqJJkyb4+/uTkpLC2bNnWb16NUePHrU5vbp16/Lqq6/e9X1jxozR/0YaJycnGjRoQKNGjahZsyahoaG4ubmRkJDAuXPn+Pvvv9m7d6/NeXIUKSkpHD58mDNnznD27FnOnDlDQkICALNmzSIsLCxf6cbExLB9+3ZOnz7NpUuXiI+P1z+nVatWpX379nTs2LHYP6chISFMmTKF3r17U7FiRW7fvs2///7LzJkz2bhxY77T9fb2ZtKkSQwcOJAqVaqQkpLCgQMHmD17NkuWLLnr8YMGDeKZZ56hUaNGeHp6Eh0dzZIlS5gxY0aez6jmjTfe4M0337SY7pEjR2jQoIHZ/Z06dWLs2LG0bt2a4OBgMjMziY6OZsOGDcycOZNz587dNe8F4efnx8CBA2nevDkBAQEkJydz+vRp/vzzTw4fts9t3MnJiRkzZlCjRg0AFixYwMKFCy0e4+bmxgMPPEDbtm2pUKECnp6exMXFcfHiRQ4ePMjy5cvtkreilJKSwtGjRzl37hznzp3j7Nmz+mfrww8/pGLFivlK99KlS+zcuVO/Rxl/98PDw2nbti3t27cv9u9+Qfn6+tK7d28aN26s36fOnTvHmjVrOHbsmM3p1alTh6lTp971fWPHjjV7Dcite/fuDB8+HIBr164xceJEm/NVlLy9venatSsRERH4+vqSmppKdHQ0f//9N6dPny5Q2r6+vrRv35569eoREBCAoijEx8dz/vx59u/fz5EjR3K8f9iwYbRs2dKqtHft2sWvv/5aoPwVFi8vL5o1a0Z4eDhlypQhPT2dK1eucPDgQS5evJjvdCtXrkyDBg0ICQnB3d2dlJQULl26xIEDB7h69arJYxRFoVKlSoSHhxMaGoqvry8uLi6kpqZy9epVjh07RmRkZL7zZIPxwBu5N37x2UymvfZmUZy/RLM0xP1N4AygfdtGAOso5ZX00NBQRo8eTZkyZQD0G2a9evWoU6cOa9asYfPmzTalmZSUhKurq9n9bm5uuLu7A4abdm4jR47E09PTpnPeK44ePcrMmTPtnu6ePXtYvHix/rObmxsuLi7Ex8dz+PBhDh8+zObNm3nppZfw8vKy+/kLW6VKlZg2bRre3t4AJCcn4+3tTdOmTWncuDGLFi3izz//zFfa2dnZxMfHm92vqmqebSNHjqRz5876z5mZmWRkZODv70+zZs1o1qwZu3bt4osvviArKytf+SpOhw4dYsaMGXZPN/cDi/Y5vX37NgcOHODAgQOsX7+eadOmFdvntEGDBmzcuJHAwEAAbt++TWBgIH369KFXr15MnTo1X2VTsWJFtmzZQrVq1QBISEjAx8eHLl260KVLF7788kueffZZs8fPmTOH0aNHA5CRkUFqaqreyPTII4/Qvn17YmNjzR6fkpLC7du3Te67fv262eOmT5/OlClT9J8TExNxc3OjXr161KtXj6eeeopBgwaxcuVKi79/flWpUoW3334bHx8fwHB/8fb2pkWLFjRr1ox58+bx+++/F/g8Dz74oF45t0ZYWBjTpk0jNDQUMPxN0tPTCQ4OJjg4mEaNGt2TFfQjR47w8ccf2z3d3bt389tvv+k/G9+jDh06xKFDh9i0aROTJk26J+9RYLhPvfLKK3nuU02aNKFRo0YsXryYv/76K19p5+c+ZYq/vz8DBgzIVx6KQ/ny5Xn22WcpW7YsYLiOlSlThvr161OvXj1WrFjBhg0b8pV2o0aNeOSRR/Dw8AAgLS0NgKCgIIKCgihbtmyeCnpKSorFv4Ozs7P+PF2Qim5hKleuHP369dOfs9PS0vDw8KBq1aqEh4ezY8eOPB1n1ujQoQMNGzYEDJ/X9PR0vLy8qFWrFjVq1ODvv/822ZnSqVMnIiIi9J+zsrLIysrSG+6rVq3KmTNnWLt2LdnZ2fn8ra0yE/gh98Znnx9fJK0DJZ2lCnocOYculPoo7i4uLjz++OOUKVOGmJgYFi5cyJUrV3B3d6dr16506NCB7t27ExMTY1Mr5eeff25x/4gRI4iIiODixYtcvnw5z/6MjAyuXbvGxYsXuXjxIvfdd1++W+0dkY+PD1WrVqVatWoEBATw7bffFjjNsLAwhgwZQt26dalYsaL+gBMfH8/ff//N4sWLOXXqFPPmzWPUqFEFPl9RcnV1ZeLEiXh7exMZGcns2bOJiYnB09OT/v3706tXL4YMGUJUVFS+etNu3LjB+PHjbTrG2dmZmzdvsnnzZvbs2UN0dDRg6Onr27cvDzzwAK1ateLatWsO24J+N76+vlSvXp0aNWpQrlw5Zs+eXeA0K1WqxKOPPkpERARhYWH6g8zt27fZsGEDv/76K8ePH+f777+3WFktLB4eHixfvpzAwED27dvHY489xrFjx/D29ub111/npZdeYvr06ezbt49169bZlPbixYupVq0akZGRDB8+nB07duDu7s7zzz/P+++/z9ixY9m/fz9z587Nc+zTTz/N6NGjycrKYvLkyXz22Wekp6fTpk0b5s+fT/Xq1Vm0aBHt27c3e/6FCxfy5JNP2pTnbt266ZXz+fPnM3XqVKKjo1EUhVatWvHVV1/RqFEjfvnlF8LDwy0+uOaHm5sbU6dOxcfHh7Nnz/Lpp59y4cIFPD09GTJkCP369WP48OGcPXuWgwcP5vs85cqVY9iwYVy9ehVXV1f8/f3v+v7//Oc/+Pn5cfz4cX7++WdOnDiBqqq4u7tTrVo1Wrdune/8FDcfHx+qVatG9erV8ff3N/mZtFVYWBhDhw6lbt26hIWF5bhHbd68mUWLFnHy5El+/vlnxowZU+DzFTVXV1fGjx+Pt7c3UVFRzJkzh5iYGDw8POjXrx8PPvgggwYNIioqKk+lzxo3btywS0/3Y489hqenJ2fOnLGpQao4uLq6MmrUKMqWLcuFCxeYN28ely9fxt3dne7du3P//ffTq1cvLl68yMmTJ21Ku27duowYMQJnZ2d27tzJxo0b9R5eLy8vatSoYXIk6NKlS1m6dKnZdDt27Ej//v3JzMx0yFF0zs7O9OrVC09PT65evcr69eu5efMmrq6utGzZkiZNmtCmTRuuXbvGhQsXrE63YcOGeuV89+7d7N+/n/T0dDw8PGjZsiUNGzakY8eO3Lx5M09DspOTE4mJifroUq3BuEyZMjRr1oyGDRtSo0YN4uPj2b59u/0KIxdVVeMw1BVzSE63rvFLWGapgr4fmKQoiiv/i+LeXlEUS8egqupP9sqco2ndujUBAQGkpaXxww8/6A9XaWlprFixgoCAAOrXr0+PHj0KPIxIU6ZMGWrXrg1g9uI1ffr0HK3BzZo1s8u5HUHTpk1p3ry5/vO1a9fslm7Tpk3zbPfx8aFPnz6kpqaybNkytm/fzpNPPomLi8WPvUPp0qULQUFBpKSk8NFHH3HrluHrm5KSwvz58wkODqZFixY8/PDDdhvuejfr1q3j22+/JTMzM8f2uLg4fvzxR9zd3enYsSNdu3Zl8eLFZGRkFEm+7KV58+Z8//33+s/mhqbZqkWLFrRo0SLPdl9fXwYMGEBqaiqLFy9m69atjBkzpsg/p2PGjCE8PJyEhAT69Omjj/BJSEjg5Zdfpnr16vTv35/33nvPpgp63759ad26NVlZWfTv31+vTKalpfHhhx9SoUIFXnzxRd5++21+/PHHHJ8XNzc3fYj6p59+ykcffaTv27FjB/3792fv3r20a9eO3r1757uHzhRtGOypU6d47LHH9N4LVVXZuXMn/fr1IzIyEn9/fzp37syyZcvsdm6ABx54gODgYFJSUpg+fTo3b94EDN/9H3/8kdDQUFq3bs1jjz1WoAr6U089haenJ5988glPPfXUXd//9NNP4+fnx+HDh3n77bdzXAfS0tI4fvw4x48fz3d+ilOzZs1yfEftdY/SRhbl5uPjw0MPPURqaipLly5l27Zt/N///d89dY8CuP/++/X71CeffKLfp1JTU1mwYAHBwcE0b96cwYMH56uCbg9NmjShefPm7NmzhwsXLjh8Bb1t27YEBASQmprK3Llz9RFAaWlpekNqw4YN6d27t00VdHd3d4YOHYqzszNr167NM/onOTmZQ4cO5SvP2vD3o0ePkpycnK80ClP9+vXx8fEhPT2dFStWkJSUBBg6xrZt24aPjw/Vq1enTZs2VlfQFUXRrxmnTp1i165d+r7U1FS2bNlCQEAAYWFhtG3bNs90rsOHD7Np06Y8veNJSUls2bIFV1dX6tatS4MGDdi1a9c9OSpRWF4HfQKQBXyCYQiDCoy5839zr+8pwRo3bgzAgQMHTPZ8bNmyBUCfB26vc7q4uJCZmcmBAwdMvsfaoVr3ouKaX6cNq83IyNAvyPeKtm3bArB9+3b9ocfYihUrAKhatSrly5cvkjydO3cuT+XcmPbd8fDwuCdHfzg7OxfLebUHxvT0dKvnU9qTViGdP3++yek3H3zwAWCobNSqVcvmdNevX2+yIvnhhx+SnZ1N+fLluf/++3Ps69q1KyEhIWRnZ+eonGu0aQHG57GXkJAQwDDlwdTQwqioKG7cuAGgj4awpw4dDIusbNmyRa+cG/vjjz8AqF69er7jd7Ro0YLWrVuze/dudu/efdf3h4eH642sX3/9tcXrwL3IEe5RxfHdL6g2bdoAhkYzU/cprRJYtWpVfVpEUXJ3d2fEiBGkpqYyb968Ij9/fmgNOvv27TM5PUeLB1KpUiWCg4OtTrdVq1b4+vpy69Ytu8Y1qlChgn6///fff+2Wrj1p961Tp06ZfBbcv38/AMHBwVYHRgsODtaHy5t7rte2ly9fXp+upLl69arFoetaY6erq6vV8a2E4zF7Z1FV9SBQC6gNdMIwxP1doLOF1/2m0ioJ3Nzc9AuJuZbH8+fPk5KSAmC3llbtgnvixAmHbF0sqbQREO7u7nkujo5MmxcFmG3RPnPmjH6jMZ7HVJyMHzDv9aBHRUm7Frm7u+Pr61uk5y5btqx+fVqzZo3J9+zcuZO4uDjAMLLDWlq8AnPpXrp0SZ+bl7uCrh175MgRk40GxunmPragoqKiAMPwRVOf4/DwcMqVKwf878HOXjw8PKhevTpg/qHP+CFTG15pC3d3d0aNGkVaWhrffPONVcdojQbnzp1z2Dmm9yLje1RRf/cLysPDg/DwcACzveNnz54t1vvUwIEDKVeuHMuWLdMb1RyZu7u7Hoz0xIkTJt8THR2tP6PWrFnT6rS16/zBgwftOqdZ6z1PSEhwyBE0rq6uekPG+fPnTb7n8uXL+lx8a4PBajEXAP3+mJtxo1WlSpWsSleTmpqq/19RSv3s5HvW3YarZwGngdOKovwNbFZV9e8iyZmDCQ4O1h+4rly5YvI9qqpy7do1KleurPekFERoaKjeKOCIc3NKmvT0dK5fv8727dv1XuauXbveUxe4ChUq6J/TmJgYk+9RVZXY2Fhq1KiRr95qb29v3nnnHb33/datWxw/fpy1a9faNAfLWN26dQFD8DhLgbuEYbji9evX2bJliz5EumfPnkX+Oa1bt67+WTO3KoCqqpw8eZJWrVpRr149q9INCgrSRyBZWm3g2LFjNGjQIE+62s93OxYM1/Vy5cqZfADv0qULp06donLlyqSmpnLmzBlWrlzJ559/bnYKw9y5cxk9ejS1atXi559/NjkHHQw9yfZ+IK1UqZL+9zD3MKmqKjExMdSqVcvmhz4wRGQOCgpi3rx5Vg/l1qZoRUZG4uXlxeDBg2nTpg0BAQEkJiZy8uRJli9f7pAP6I5Gu0dt27ZND/LZrVu3e+oeBTnvU+YabVRV5fLly/ke7eHj48Pbb7+d5z61bt26uzYUValShW7duhETE3PPrIQTEhKil6mpWEVgKNOrV69SpUoVq0cluLi46M8JMTExBAcH06NHD2rWrImHhwe3b9/m5MmTbNiwweSoHXOcnJxy9PgXcjCzfPH399e/W5Z+t1u3bhEaGpqv3mpz313j7VqjrrW0v1dWVpbZBgDh+KyetKSqaue7v6vkMu5FtRTYR9tn3EKWX9rFKzEx0WyLqCi4ESNG5Lk5ODs7c//99zN48OBiylX+GAdrMjVsMPe+/KxVqfXSJyYm4u7uTvny5SlfvjwdO3ZkwYIFNkendnd3p0+fPoAhWIrWwi9yGjRokMnPac+ePRk2bFiR58d4eoS5nmrjfdZOpyhoutrP1hyrvd9UBb1SpUpkZmYSHx+Pr6+vPid47NixDBkyxOTycXv37mXkyJHMnj2bYcOGMWzYMBITE3F1dcXd3Z1z584xceLEQon6bfzdt/Qwqe27W2C33KpWrUqvXr2IiYnRh8pbw/jv8+GHH1K+fHkyMjJIS0vD39+f1q1b07JlS3788cd7Mop7URg+fLjJ736XLl14+OGHiylX+Wd837FUgSjIfcrd3Z3w8HD9PhUaGkpoaCgdOnRg0aJFrFq1yuRxiqLw5JNP4uzszI8//njPzN81fkY1t/qE8T5rRwYGBATo8Q2CgoIYPHgwbm5upKWlkZWVRWBgIIGBgTRt2pRvv/2WM2fOWJVu3bp19edkRx3ebjwNydJUR22ftdOWtCVYwVC+pjoljCv7tqzS4OrqqsdXOnv2LOnp6VYfKxyL1RV0RVE6WPM+VVW35D87jsvNzU3/v6U5dFqwIm1ZtPxycnKiSZMmgGG4oiO2LpYUvr6+ZGdnk5KSol/MunTpQp8+fe65wDvGnztLF2Ztn7ZcijWSk5P566+/2LFjBzExMWRkZKAoCrVr1+bhhx+mVq1aDB8+nLi4OJsih44cOZJy5cqRnJzMggULrD6utPHz8yM7O5vk5GT979e9e3cGDBhQLJ9T44cRS40q2tQcbdmfwk5XO96aY00df/r0aSZOnMiyZcuIiooiKysLLy8vevfuzUcffURYWBh//PEHzZo1MxkM9McffyQ2Npaff/6Z4ODgHOl7eXkREBCAm5ub3R+crP3ua8MxbfnuK4rCM888g7OzM998841N88i1v0enTp3Izs5mzpw5bNiwgYyMDIKCghg9ejTNmzfn8ccf5+zZsxZHPpRWfn5+ZGVl5bhHde3alYceeuieu0dB4d+nVqxYwa5du3Lcp2rVqsXgwYOpVasWjzzyCHFxcezYsSPP8V27dqVatWps27btnuoYMX5GtRRkVStTa59RjZfw7dq1K/Hx8Xz77bf69Krw8HCGDRtGcHAwTzzxBNOnT7dqOqYWJC0mJsbsaL/iZrz8saVrnrbP0nLJxq5du0ZKSgqenp40adLEZAXdOIix8d/2bjp16oS3tzdpaWkmP9/i3mHLlX0zhkBxd1OgaEmKongB44BeQCBwBVgOfK6qatpdjvUj59JwALzwwgs2XeAdQa1atfTWRRneXrg+++wzwDD868aNG6xdu5Y1a9awfft2xo0bpw+/Lu2io6P15dE0qqpy4sQJ3nnnHaZNm0bt2rUZOnQoO3bssCp4YZ8+fWjXrh3Z2dnMnTvX4vrSpZ22dJOqqly/fp0VK1awYsUKtmzZwuTJkx0mnsC9bv78+Xm2JScns2jRIn2928DAQN588808QeZcXFyYPXs2Tz31FNu3b2fw4MEcPHgQLy8vOnTowAcffMC0adNo3749Xbp0uWcCpvXs2ZOaNWvyzz//2Bz9XRuq6ezszJIlS3IMGb527Rr//e9/+eKLLwgKCqJ///5SQTfhiy++AP53j1q9ejWrV69m27ZtvPjii1ZPHykNzp8/n2eKhzbV5r333mPKlCnUqlWLIUOGsHPnzhz3KT8/PwYOHEhSUpI0Ft9hPNTaycmJefPm5WiYjIqK4vvvv+fll1+mbNmytG7d2uToImNeXl7Ur18fwKpAkyVNdna2vpJItWrV6NSpE/v27SMxMREfHx9atWpFaGgoWVlZODs7Wx0IumnTptSuXRtVVdm0aVOOnnpx77ElGtOTwMhcr9HADAyV6F13tllNUZR4RVEGG/3sA2zHEIyuOeAGtAH+C2xUFOVuzUjjgcjcrz179tiSLZOMW3kttVhrLWhaL0V+acPbY2NjLQ7VFPajKAqBgYEMGzaM4cOHk5iYyJdfflngv2VRMs6rpVZXbZ9xMJGCyMrKYvHixYBhvlSVKlXuesz999/P0KFDAZg3b16OpUaEeYqiEBQUxBNPPMETTzxBYmIin3zySZF/To2H/Bn3suSmDc+zNtJ0QdPVjrfmWFvyBXDhwgW9stSrV6888wcnTZrEU089xdGjR+nUqRNbtmzh9u3bxMbGsnDhQrp06UJKSgodOnSwankyW1j73dd6zqz97vv7+zNs2DCSk5P57rvvbM6X8XlMLWmXkZGhV9rr168vQSIt0O5Rjz76KI8++iiJiYl8/vnn99Q9Cor3PqUtWWXqPvXYY4/h5eXF77//bnGYuCMyfka11JOrlam1nxnj98XGxpocNRQbG8upU6cArFqto0mTJri4uJCVlYU9ns8Li/FIBEvP/do+W5aHPXDggN4YWb9+fUaMGMHYsWN59NFHqVmzJkePHtU7LKz5W0VEROgr+Pzzzz9WTzUoFErJeCmKUiQvc6y+E6qq+qOJ17eqqk4FIoD8rNdUFjC+krwDNASmAWVVVa0GeAMfY6iov3iX9GYCVXO/jNfRzi/jeeeW5u5o+wrScuXp6an32krvefHo3Lkzrq6u3Lp1q0DrBRc143nnluaYavvsGUDE+IZwtyVc2rVrx5NPPgmQp1dNWO+BBx7A1dWVmzdvsm/fviI9t3HDoaUgTto+a4P/FTRd7XhrjrUlXxqtIcnX1zdP8J5x48YB8OWXX5p8WDt9+rQegLJv3742nfdujOedWwpWpO2zFKPC2GOPPUaZMmVYunQpKSkpeHh45HhpXFxc8mwzPk9CQoLZ+6L2N3N3d7dL/JbSoEuXLvo9ylzUfkdl/NmzNL+8MO5TZ8+e1f8fFBSk/79u3bq0aNGCixcv8s8//+Du7p7jpS2lqSiKvs2RGpOMGxQsRfXX9lmKpWTM+H3mgmMa77MmXoAWvf348eMOvUSgcWOxpfnl2j5bl+TdtGkTy5cv58yZM9y6dYv4+HjOnz/P6tWr2bRpk97IfLfPf+3atenYsSNguD/dS8+swjy7TF5SVfWWoihzgUnAjwVI6mFggaqq7xmlnQa8rChK0zv7Z1jIRxwQl3v75MmTC5AlA23dQScnJ0JCQkwOxdV6tsB8pHdrNGrUCFdXV7Kysuy+FI+wjqurK2XLluXWrVsWb0qO5tKlS/rntGLFiiYrH4qi6IGbimPuV8uWLRk9ejROTk6sWLGC33//vcjzUFK4urri7e3NzZs3zUbuLSwnTpzQP2sRERF6D4oxLUYB/C9y+t1cv36da9euERQUREREBGvXrjX5Pm1Yb+50jx07Rq9evSwO+deOvXr1qt2WUAoICNAbpiIjI82+79y5cwD6MlP2cvHiRf3vUblyZZMjrxRF0SP8WrvignZPGz58uMV14wcNGsSgQYMA6N+/v749OjqaypUrW/17WDucs7QzvkcV5HmjOMTGxuqf1bCwMJPXLkVR9EjjRTGKUGtsCwsLY86cOWbfFxgYqC8x+PXXX/PPP/8Uet6sYfyMGhoaavK5RVEU/Rpl7f0iKSmJ+Ph4q4PK3e37GxISoo9ccPTh7bdu3UJVVRRFISAgwGxFWWtIsiWKvcbUlAwwxF3QytzS36p69ep06dIFJycn9u/f7/BlKqxnz+a/W0C1/B6sKEoZIAgwFwJ6JWD9wo12lp6erldmzK0fWalSJb3FqyDDS7Th7adOnXLo1sWSLDU1VW85LmjAv6KUmpqqVw4aNGhg8j3Vq1fXW3ztOd+zRo0a+v/NLcHUpEkTnn32WZydnVm/fr3J+b7CeikpKfrntKjjbCQmJurDE7t162byPa1atdJ7VDZs2GB12ps2bbKYboUKFfQKeO50tWMjIiLMLiX0wAMP2JwnTatWrQBDz5Jx5d44kKelCqn2cGrv+YGpqal672CjRo1MvqdWrVr6d//QoUN2Pb852nm8vb3N9o5rjQbJyckyb9JKxveoey3GjvF9ylxDWmHdp6pXr67/vyTFPElLS9Mb3bRG0dyqVKmiP6OaGqpujtb4amlknLbvbpVULThcUlISR44csToPxSEjI0Nv6DC3LGVoaKj+jHi35ftsodUzkpOTzaYbHh7OAw88gJOTE4cPH2bbtm12O78ofnapoCuK4gE8BhSkCycdyALMjbtJpIAB6ApKG0bWpEkTkw8aHToYAt1fvHgx3xf+wMBA/eFOhrcXnrstnbJmzRr9PXXq1CmKLNmNFkH9vvvuMzncrFevXoChJ89ea447OzszcOBAwNDqHBUVlec99evX54UXXsDFxYUtW7bw/fff2+XcJdndPqcrVqzQA40VR6AorYFl+PDhJivDL730EgB79uwx2cN+t3QfeOABGjZsmGf/hAkTcHJy4tKlS3qFXLNhwwauXLmCs7MzEydOzHNsw4YN6dq1K2CIfWCLihUr8uyzzwKwatWqHL1FcXFxehDFkSNHmhz+WrFiRXr06AFQKDEXtmwxLKLSoUMHk1NctGH1Z86csbpX8rXXXqN///5mX9oD7IIFC/Rtxnbt2qVH1NeWUzTm6upK9+7dAcM9VnrQDe723V+1atU9e48C2LlzJwBt27Y1OSS7Z8+egGE0ir1GBzk7OzNgwAAg733qn3/+YcSIEWZfS5cuBQyNz9o2R+k912jTnJo1a2ayx7tzZ8NqyefPn7dpZKDWK1u+fHmTc8yNtx8/ftxsOoqioE053bdv3z2xhJ1236pdu7bJ5c601ZauXr1qt6kYZcqU0Rsy9u/fb3IVp0qVKtGjRw+cnZ05fvw4f//9t13OLRyH1RV0RVG+M/P6A4gGWgGf5yMPoxVF+Q6YA6QA1c28rzJgn7GI+bRz505u3ryJh4cHTzzxhN5i6ObmRs+ePfUeS1PzaWfMmMGMGTP0B0NztN7z5ORkq4eEurm54eXlpb+0uVKurq45tlu7BISj0eYuJiQk5Jjjo/W2aK/cFzEtkI4WFMbY5MmTWbt2LVeuXMnxQHjp0iV++uknPeBZ8+bNzbacOqoNGzZw7do1PD09eemll/TeKQ8PDx555BF9/teiRYvyHDtv3jzmzZunP8QYmzFjBg888AAhISH6Nm35mqlTp+oPiQsXLszzkF2rVi1efPFF3Nzc2L59O19//bXdfl9HER8fr7+MR75oQwS1V+7P6YABAxgwYIDJqMEvvPACK1as4PLlyznKNCYmhm+//ZZff/0VMPTqWhOYz97mzJlDVFQUPj4+/PXXX3rsjLJlyzJjxgy90Wbq1Kl5jlVVFVVVeeONN/LsW7ZsGTt37sTZ2ZmlS5fqvdZubm5MmDCB8ePHA/DGG2/kmeudnp7Om2++CcCLL77IhAkT9MBIrVu3ZunSpTg7O/PPP//o88E1HTp0YPXq1Tz88MM5Pueenp4MHjyYbdu2ERgYSFJSkn4OY1999RVgmMbx+++/6w+tLi4udOzYkdWrV+Pr60tGRgZffvmlxbLNj7Vr13L16lW8vLyYNm0aYWFhgOG7P2LECNq0aQPAL7/8kufYpUuXsnTpUruvq52QkKBfg/v160ePHj30e1FQUBAvv/wyQUFBZGRk8Ntvv9n13EXF3Hc/OTnZ4nf/kUce4ZFHHtHvN8ZeeuklVq9ebfIe9eOPP+pl1aJFC5umEDiKjRs36vepCRMm6HEhPDw8ePjhh/UKiqnPxE8//cRPP/2UpzEIYPr06XTr1s3kfWry5Ml67/Jvv/1W4hqDtm/frj+jjho1Si8Dd3d3+vTpo4+syX3dA5g5cyYzZ87UGxCNnTx5Ul9ybtiwYTkq6eHh4Tz55JM4OTlx/fp1iw2PtWrV0jsN7pWh2EeOHCE+Ph43Nzd69+6tN3y6urrStm1bfUSGqSXNnnvuOZ577jn9mctYuXLlaNGiBQEBAXpjrouLCzVr1mTQoEF4eXkRGxtrMr5EaGgoDz74IC4uLpw6dSpfI8GE47NlDvoTZrbfBE4BL6qqmp/xqh3uvDRDgE9MvK8zUKzjYTIzM/npp58YNWoUYWFhTJw4kdTUVNzc3HByciI7O5s1a9bYNHTImKIo+tqHBw8etLp1sW/fvpgKhNeuXTvatWun/7xu3TrWr1+fr7wVp2eeecbk9twPyJ988kmOoC+WXL58mZ9++gkwXGg9PDxIS0vLEQm1UaNGPP300/nLdDHKyMjg448/ZurUqVStWpX//ve/JCcn4+HhoX9OFy1axOHDh21KNywsjMcffxwwVIJSU1Px9PTUH7YzMzP57bff2Lp1a55jBw0apA/DrF+/Pp9/br4t7+eff9Z7V+4lTzzxhMntU6ZMyfHzV199ddcgeprY2Fi+/fZbvv32W1xdXfH09CQ1NTXH57Rp06a88MIL+c53QaSmptK3b182bNhAs2bNOHbsGLdv36Zs2bI4OzuTnZ3N1KlTWbdunc1pDxo0iC1btlCtWjV27txJQkICHh4e+udt9uzZ+tJzuX311Vc0adKE0aNH89FHH/Hee++Rlpamj3w6e/YsQ4YMyXOcoih0795d79FNSkoiJSUFPz8/PVLv9evXGTZsmMk1kj/44AOaNm3K4MGD6du3L3379iU5ORlXV1c93+np6YwaNcpiT1N+paen89577/HWW29RvXp1PvvsM5KSkvDw8ND/HvPmzSvyIEJLliwhLCyMTp06MWbMGEaOHElqaqr+98jIyGDWrFkmR97cC8aMGWNy++uvv57j51mzZtl0j/rxxx/58ccfzd6jGjduzNixY/Of8WKUkZHBzJkzeeWVV6hatSrvv/9+nvvU4sWLbR4GHRYWxmOPPQaYv08tWbLE4Xq/7SEjI4O5c+cyduxYKlWqxJQpU0hJSdED2mVnZ7NixQp9DXNb/PTTTzz33HNUqFCBsWPHkpaWhqqq+n09Li6OuXPnWoxkrjW6XL582eS8a0eUlZXFihUr6NevH8HBwQwfPpy0tDRcXV1xcnJCVVV27NhhdUwPjYeHB61ataJVq1ZkZ2eTnp6u1yXAECNk5cqVJhuRWrdurX+eK1WqpAfcNWXr1q3FG9Fd5JvVFXRVVe0ertLaNBVFCQB2YliLvVjFxsby8ccf07lzZ+rWrYuPjw/JyclcuHCBrVu35ogQaqvq1avrrYsyvL1wTZgwgaNHj3Lq1Cni4uKIj4/HxcWFkJAQqlevTtu2bWncuHFxZzPfzp8/z+TJk3nooYdo0qQJ/v7+JCQkcO7cOVatWpWvOX1z586lVq1aVK1aFR8fH8qUKUNGRgaxsbEcP36cDRs2mA06Z7yUxN2CzVhadqe0mTJlCocOHeLEiRN6lFdnZ2fKly9PjRo16NChgz7qprgcOnSI+vXrM2XKFHr37k3FihW5ceMG//77L5988sld18Q1JyYmhsaNGzN58mQGDBhAeHg4CQkJHDhwgNmzZ5vsdTQ2ZswY1q9fz9NPP03jxo3x9PTk+PHjLFmyhBkzZpiM73H48GFefvll7rvvPiIiIggMDMTX15fbt29z4sQJVq1axZw5c8xOYcrKymLIkCH079+fxx9/nBYtWhAYGEhGRgaRkZFs2rSJWbNmWT06Kj+ioqIYN24cAwcOpHnz5gQEBJCYmMjp06dZvny5zQ1z9vLpp5+yZ88eHnjgAapWrYqHhwdXr17l8OHD/PHHH3adv1kSvPTSSxw5coRTp07p330XFxdCQ0OpXr069913nz689l514cIFpk6dSu/evWncuDH+/v4kJiZy7tw5Vq9ena/vyXfffUetWrUIDw/Hx8cHLy8v/T518uRJNmzYUKKXrr106ZI+WjMiIgJfX1+SkpI4f/48mzdvzncHUnJyMh999BEdO3akSZMmBAUF4eTkRGxsLIcPH2bz5s0kJyebPd7d3V2frnSv9J5rbty4wa+//kqzZs0IDw+nTJkypKamcvXqVQ4cOJCva9fNmzfZs2cPYWFh+Pj44O7uTkpKCteuXePEiRMWK9XGz1OWlhMFy8vDCcemlLQhPqZMnjy55P+SRUyL1ivsZ+bMmcWdhRLH1NBqUTD169cv7iyUOP369SvuLJQ4r732WnFnocSRe5T9WVoSUeSPccBaYR/PPfdcngW7FUXxA/xyb4+5ejPSmuX2HJ2Jqf+Foqy76cXQHWcRRyGEEEIIIYQQjm48EJn79cWsmcWYpZLDpgq6oihDFUXZpijKVUVRsky8Mgsro0IIIYQQQgghit1MoGru17MvjC/GLJUcVk9OUBTlZeB9DJHUd1LMEdWFEEIIIYQQQhQtVVXjgLjc25MzZFaxPdgSPeBZYBfQRVXVlELKjxBCCCGEEEIIUSrZMsQ9FPhFKudCCCGEEEIIIYT92VJBP4OJaH1CCCGEEEIIIYQoOFsq6B8B/6coStnCyowQQgghhBBCCFFamZ2DrijKiFybsoCrwAlFUb7DEE4/K/dxqqr+ZNccCiGEEEIIIYQQpYClIHE/ACpgagH1V80cowJSQRdCCCGEEEIIIWxkqYLeuchyIYQQQgghhBBClHJmK+iqqv5dlBkRQgghhBBCCHFvysoqGeugZxTV7+HubHKzLUHiTFIUJVBRlJoFTUcIIYQQQgghhCjNrK6gK4oyQlGUr3Ntew+4giFw3DZFUbztnUEhhBBCCCGEEKI0sKUHfQxGQ+IVRWkOTAa2At8ALYEJds2dEEIIIYQQQghRSlgKEpdbDeA3o58HAzeBB1RVTVcURQWGAG/ZMX9CCCGEEEIIIUSpYEsPui9w2+jnLsB6VVXT7/y8B6hsr4wJIYQQQgghhBCliS0V9MtATQBFUYKAxhiGt2vKAll2y5kQQgghhBBCCFGK2DLEfSPwrKIoNzGska4CK4z21wZi7Jg3IYQQQgghhBCi1LClgv460Bb4752f31FVNQpAURQXYCCwxK65E0IIIYQQQgjhMBRF8QP8cm8/H3sDP788m4WNrB7irqrqRSACaASEq6r6utFuL2A0/6u8CyGEEEIIIYQoecYDkblfX37+aXHmqcSwpQcdVVWzgMMmtscDy+yVKSGEEEIIIYQQDmkm8EPujWOfGxdZ5DkpgWyqoAshhBBCCCGEKL1UVY0D4nJvT0jNLvK8lES2RHEXQgghhBBCCCFEIZEKuhBCCCGEEEII4QCkgi6EEEIIIYQQQjgAqaALIYQQQgghhBAOQCroQgghhBBCCCGEAzAbxV1RlBH5SVBV1Z/ynx0hhBBCCCGEEKJ0srTM2g+ACihG21Sj/ysmtgFIBV0IIYQQQgghhLCRpQp651w/uwIzgHLAV8CxO9sjgDHAdWCyvTMohBBCCCGEEMKxeXs4KXd/1/8oiuIHjAdm3llb3e7uxXOYnYOuqurfxi+gA+ABNFBV9X1VVZffeb0HNAS8gPYFzZAQQgghhBBCiBLPD3jjzr9yjjtsCRL3BPC9qqoJuXeoqhoPfA88aY9MCSGEEEIIIYQQpY0tFfQgwNnCfmcguGDZEUIIIYQQQgghSidbKugngFGKovjn3qEoSgAwCjhur4wJIYQQQgghhBCliaKquYOwm3mjovQFfgduAN8BJ+/sqoNhaHsAMEhV1T/sn82CadWqlXW/pLBa06ZNizsLJY6bm1txZ6HEiY+PL+4slDhOTra06wprLFq0qLizUOI89NBDxZ0FIe7q4MGDxZ2FEicoKKi4s1DibNq0yabAb7ZQFCUciASqqqoaJecwsBTFPQdVVZcpijII+BSYlGv3ReBhR6ycCyGEEEIIIYRwOHHAW3f+lXPcYXUFHUBV1aWKoiwDmgHV7mw+B+xVVTXbHhkSQgghhBBCCFGy3VmS7E05R042VdDvZCAb2H3nJYQQQgghhBBCCDuweTKhoigdFEV5R1GUbxRFqXNnW9k72/3snkMhhBBCCCGEEKIUsLoHXVEUZ2A+MAhQABX4FUN090zgD+BDYLrdcymEEEIIIYQQwmGtPX6t0ANze7u6FvYpSMsqmpnbnWoHmAzAZ0sP+mRgIDABqIuhkg6AqqqpwFLgwQLkUQghhBBCCCGEKLVsqaCPAH5SVfVT4LqJ/ceB6nbJlRBCCCGEEEIIUcrYUkEPB3ZY2B8H+BckM0IIIYQQQgghRGllSwU9AQiwsL8GcK1g2RFCCCGEEEIIIUonWyro/wCPKoqSZzK7oij+wEhgk70yJoQQQgghhBBClCa2VNDfBWoCG4Hed7Y1UhRlDLAPKAO8b9/sCSGEEEIIIYQQpYPVy6ypqrpHUZSBwFzg+zubP8QQzf0q0F9V1WP2z6IQQgghhBBCCFHyWV1BB1BVdYWiKOFAN/631NppYI2qqsn2z54QQgghhBBCCFE62FRBB1BVNQ34685LCCGEEEIIIUQpoSiKH+CXe/uSnacp6+Nb5PkpaWyZgy6EEEIIIYQQonQbD0Tmfi39aU5x5qnEsKmCrijKUEVRtimKclVRlCwTr8zCyqgQQgghhBBCiGI3E6ia+9V/xJjizFOJYfUQd0VRXsYQpf0GsPPOv0IIIYQQQgghSglVVeOAuNzb1x6/VuR5KYlsmYP+LLAL6KKqakoh5UcIIYQQQgghhCiVbBniHgr8IpVzIYQQQgghhBDC/mypoJ/BRLQ+IYQQQgghhBBCFJwtFfSPgP9TFKVsYWVGCCGEEEIIIYQorczOQVcUZUSuTVnAVeCEoijfYQinn5X7OFVVf7JrDoUQQgghhBBCiFLAUpC4HwAVUEzse9XMMSogFXQhhBBCCCGEEMJGlironYssF0IIIYQQQggh7lnNKvsX+jncXZwL/RyZ2dmFfg5LzFbQVVX9uygzIoQQQgghhBBClGZWB4lTFMVFURQfC/t9FEWxZV11IYQQQgghhBBC3GFrFPc9FvbvBmYULDtCCCGEEEIIIUTpZEsFvTuwxML+JUDPgmVHCCGEEEIIIYQonWypoFcCzlrYf+7Oe4QQQgghhBBCCGEjWyro6UB5C/tDgeINeSeEEEIIIYQQQtyjbKmgHwCGKIrilnuHoiiuwMPAITvlSwghhBBCCCGEKFVsibr+OfAbsEJRlCkYKuMq0AiYDtQDhtk9hw4oICCAJ554gvvuu4+goCCSkpI4evQoCxYsYM8eS3H0TKtcuTJdunShXr16VKlSBT8/P7y8vEhISODUqVOsWbOGVatWoapqnmPLli3Lgw8+SL169ahRowblypXD29ublJQUzp8/z9atW/ntt99ISkqyx69eaHx8fOjevTsNGjTAz8+PlJQUoqKi2LhxIydPnixQ2r6+vnTu3Jn69esTEBCAoijEx8cTHR3Nnj17OHQoZ7uSp6cnrVu3pkqVKlSsWBEfHx+8vLxIT0/nypUrHDp0iM2bN5OamlqgfBU2b29vunXrRkREBL6+vqSmphIdHc3ff//NqVOnCpS2r68vHTp0oF69ejnK9Pz58+zbt48jR47keP+wYcNo1aqVVWnv2rWL+fPnFyh/hcXHx4fevXvTqFEj/P39SU5OJjIykrVr13L8+HGb06tduzavvPLKXd/3/PPPk5iYaHa/oii0a9eOVq1aERYWpl8/rly5wvHjx1m9ejUZGRk2568o+Pj40KtXLxo2bJijTNevX5/vMp00adJd3zdu3DizZRocHEy3bt2oW7cuAQEBODk5ER8fz9mzZ9m0aVOBvz/2EBwczMSJE+nRowcVKlQgPj6evXv38sUXX/D33/lfJdXb25vx48fTt29fKlWqRGpqKocOHWLu3LksW7bM4rHVq1dn7NixdOrUibCwMJydnbly5Qr//vsvc+fOZdu2bSaPa9y4Mb169eK+++6jTp06+Pn5kZCQwIkTJ1i6dCnff/89aWlp+f6d7MHX15eHHnqIJk2a4O/vT0pKCmfPnmX16tUcPXrU5vTq1q3Lq6++etf3jRkzJs/n1MnJiQYNGtCoUSNq1qxJaGgobm5uJCQkcO7cOf7++2/27t1rc56Kg5Sr/ZUrV45Ro0bRsWNHgoODSUxM5PDhw/z888/s2rXL5vT8/f3p2rUrrVu3pl69egQHB5OVlcXly5fZuXMnP//8MxcuXDB57DvvvEO/fv2sOs/SpUt57bXXbM5fUfD392f48OG0dXwR6AAA3FNJREFUbt2aoKAgEhMTOXHiBEuWLGHfvn02p1epUiU6duxInTp1qFSpEn5+fnh6epKQkMDZs2fZsGEDa9euNfncr6lZsyYDBgygYcOGBAYGoqoq169f59ChQyxZsoSzZy3NShaOTrH0x8/zZkV5F5iCoWKuvZwABZihquqUwshkQbVq1cr6X/IuatSowRdffIGfnx8AiYmJeHp64uzsTHZ2NrNnz+ann36yKc0RI0bw7LPP6j+npqaSnZ2Nl5eXvu3AgQNMmDAhT0W7fv36fPvtt/rPGRkZpKSk4OPzvxXxrl69yrhx4zh37pxN+bKkadOmdkurYsWKjB8/nrJlywKQkpKCu7s7Tk5OZGdns2zZMtauXZvvfD766KN4enoCkJaWhqqqeHh4AHDixAk+/fTTHMdUrVo1xwN+ZmYm6enpOf4ecXFxfPbZZ1y6dClf+TLFzS3P4JR8q1ChAs8++6zZMl2xYgXr16/PV9qNGzfmkUce0ctQe3B2d3cH4OTJk3z55Zc5jhkwYABNmjQxm6azszNlypQBYPHixWzdujVfecstPj7eLukAhIWFMWnSJLy9vQFITk7Gw8NDL9MlS5awcuVKm9LUKujZ2dkkJCSYfd+0adPMNrL5+fkxbtw4wsPDAcjKyiIlJQUvLy+cnAyDpCZMmMCtW7dsyps5Wpr2EBYWxksvvWS2TH///XdWrVplU5paBf1uZfraa6+ZLNMmTZowevRo/fuYkZFBVlaW/nkH+PPPP/njjz9sypclixYtsun9ERERrFixgnLlygFw+/ZtypYtq9+H3nrrLT7++GOb81GhQgVWr15N1apVAUhISMDDwwNXV1cAvvnmGyZMmGDy2N69e/Pdd9/luNZmZGTo1yCAGTNm8M477+Q4bsiQITnuYVlZWcTHx+Pv769vO378OH379iU2Ntbq3+Whhx6y+r13U6lSJaZNm2b2c7po0SL+/PNPm9LUKpLZ2dkWr1OTJk3K8zl96qmn6Ny5s/5zZmYmGRkZetmDoaHziy++ICsry6Z8FSUpVzh48KBd0tHUqlWLb7/9Vv/+JCQk4OXlpV8bPv300xzfN2vs379fvwYAJCUl4erqql8jU1NTee2110xeq1955RV69OhhNm0XFxf9eXr69Ol2aZwPCgoqcBrGqlWrxscff4yvry+Q97l/7ty5/Prrrzal+cgjjzB69Gj959TUVFRVzfFZO3ToEFOmTCE5OTnP8X379uX555/H2dkZyPsclpWVxcyZM/nrr79s+2XN2LRpk5J7m6IofoBf7u1nL16L9PXLs9mu3F2cCzV9gMzsopm17efpnKdswbYedFRVnaYoyh/Ao0CNO5tPAfNVVd1doBzeA9zd3fnggw/w8/PjxIkTvPnmm0RGRlKmTBn+7//+j+HDh/PMM89w8uRJm1opz507xxdffMG+ffuIjIzUbxp+fn706dOHp59+msaNGzN+/HjefffdHMfevn2bH3/8kf3793PixAn9Idzd3Z327dszfvx4goODef/99xk6dCjZRfSBs5arqyvPPPMMZcuW5fz58/zwww/Exsbi4eHBgw8+SLdu3ejbty8XLlywuTctIiKCkSNH4uzszLZt21i3bh1XrlwBoEyZMtSsWVN/wDWWmJjI6tWrOXPmDOfPn9cf8l1dXWnYsCGDBg3Cz8+P0aNH89Zbb1ls4SwOrq6uPPXUU5QtW5YLFy7wyy+/cPnyZdzd3enRowf3338/vXr14sKFCzaPTqhXrx4jRozA2dmZnTt3smHDBq5evQqAl5cXNWrUICAgIM9xv//+O7///rvZdDt16kT//v3JzMx0yB4KV1dXxo0bh7e3N9HR0Xz99ddcunQJDw8P+vbtS48ePRg4cCDR0dH56vW5efMmL7/8ss3HeXh4MGnSJMqXL8/Fixf57bffOHr0KFlZWbi4uBAWFkbz5s0dsvfc1dWV559/Xi/TuXPn6mX60EMP0b17dwYMGMD58+fzXaaTJ0+26ZiyZcvyf//3f7i5uREVFcUvv/xCVFQUqqoSGBjI4MGDad68OX369OHYsWPF0pPu4eHBwoULKVeuHAcOHGDUqFGcOHECb29vXnnlFV544QXeeOMNDhw4wMaNG21K+5dffqFq1apERUXx1FNPsWvXLtzd3Xn66ad56623GDVqFIcOHeKHH37IcVy5cuWYM2cOnp6e7N+/nwkTJrB3715UVSU8PJy3336b/v37M3nyZDZt2pSjJ93V1ZWkpCQWLVrEb7/9xq5du0hPT6ds2bIMGzaMt956i7p16zJv3jzuv/9+exShTVxdXZk4cSLe3t5ERkYye/ZsYmJi8PT0pH///vTq1YshQ4YQFRXF4cOHbU7/xo0bjB8/3qZjnJ2duXnzJps3b2bPnj1ER0cDhmeGvn378sADD9CqVSuuXbtmc8WhqEi52p+7uzufffYZ/v7+HDt2jClTpnD27FnKlCnDM888wxNPPMG4ceM4fvw427dvtzpdV1dXdu/ezdKlS9m2bRs3btzAycmJRo0aMXXqVOrWrcv06dM5e/Zsnmvi+++/z/vvv2827ccee4zJkyeTnp7OihUr8v27FxY3NzfeffddfH19OXXqFO+99x5RUVF4eXkxYsQIHn74YZ566ilOnz5t0wjaqKgovv76aw4ePEh0dLT+3O/r60vPnj35v//7Pxo2bMizzz7LBx98kOPYKlWq6JXz3bt388UXX+if1apVq/L888/TpEkTXnjhBfbt22fXjqRcxgNv5N741RezmDzt9cI6Z6lhc1eIqqq7VVUdp6pqrzuvF0tD5Rygf//+VKhQgaSkJF566SUiIyMBQ2virFmz2Lx5M05OTowdO9amdP/55x9++uknjhw5kqNFNy4ujp9//lnvkX/ggQf01jLNhQsX+PLLL9mxY0eOHrK0tDTWr1/Pm2++CRi+0A0bNszPr12o2rdvT7ly5UhNTeXLL7/Ue0hSU1P5/fffOXDgAE5OTlYPkdJ4eHjw6KOP4uzszKpVq/jll1/0yjkY/mYHDhxgw4YNeY69du0ay5Yt4+jRozl64DIyMti7d6/+cBoSEkL16tVt/6ULWdu2bfUy/eabb7h8+TJg+EwsW7aMQ4cO4eTkRJ8+fWxK193dnaFDh+Ls7MzatWv59ddf9co5GHo/tOH/tmrRogUAR48eNdlaXNw6depEYGAgKSkpzJw5U7/hpaamsnDhQvbu3YuTkxODBg0q0nwNGjSI8uXLExMTw/Tp0zl06JDes5OZmUlUVBSLFy+2ODy+uHTs2JHAwEBSU1OZNWtWjjJdtGgR+/btw8nJiQEDBhRZnho1aqT3YHzxxRdERkbqDXDXr1/n66+/1q8j9hxFZIuRI0dSpUoVEhISGDJkCCdOnAAMPWXTpk3jzz//xMnJSb/2W6t37960aNGCrKwshg0bpjcyp6Wl8emnnzJ79mzAMJrDuDcNoGfPnvqorWHDhrFnzx693KKiohg5ciRnzpwByHPd2bVrFw0aNOCFF15g69atpKenA4aG0q+//pqJEycChmvEfffdZ9PvZA9dunQhKCiIlJQUPvroI2JiYgDDqKT58+eze/dunJycePjhh4ssT+vWrePFF19kyZIl+oM5GJ4ZfvzxR32KQ9euXfP8rRyFlKv9DR48mIoVK5KUlMRzzz2nD3FOSkriww8/ZMOGDTg5OTFu3Dib0n388cd58sknWb58OTdu3AAgOzub/fv3M3r0aG7cuIGrqyuPPfaYzXnu27cvAFu2bOH27ds2H1/Y+vTpQ2hoKMnJyUybNo2oqCjA8Lzz1VdfsXXrVpycnBg1apRN6e7YsYNff/2VY8eO5Xjuv337NgsWLNBHEnTp0iXPc3/nzp1xdnYmMTGR119/PcdnNTIykldffVUf5dCmTZt8/uZWmQlUzf16+tkXCvOcpYbVFXRFUc4pimJ2zJiiKL0VRbHfGGoH1L17dwDWrl3LtWvX8uz/5ZdfAKhTpw6VK1e223mPHTsGGCqd2hAbaxn3OgcGBtotT/aiVcx2795t8uK8bt06wDBPPyQkxOp027Rpg5+fHzdv3rTbEB+N8cXQ1r9HUWjevDkAe/fuNVmmWqNEpUqVCA4Otjrd1q1b4+vry61bt2wedmxJhQoVCAsLA+Dff/+1W7r2pN3kdu3aRVxcXJ79q1evBiA8PJzQ0NAiyZO3tzcdOnQAYOHChaSkpBTJee2ldevWAOzcufOuZWrLd78gtEpmQkICN2/ezLM/KyuLixcvAv8bSljUhgwZAsBvv/1mcsi3NmWnSZMm1KxZ0+Z0N23aZLLHctasWWRnZxMaGkrHjh1z7NOuIzdu3NDLx1hmZqY+CkKbyqI5c+aMyfupZtGiRfrwTUvTZApL27ZtAdi+fbvJaSJar1/VqlUpX97SQjf2c+7cOTIzM83u37JlC2B4ZqhYsWKR5MlWUq7217t3b8BQdsaN55rvv/8eMIwu1KZEWcPSqLZbt27p5RIREWFDbg3TkerUqQNg1ylD9tS1a1fA8Nx0/fr1PPsXLlwIGKYWVKpkv5WmtdGN7u7uOaasAvr0hZiYGJOxkJKTk/UGL+OpWfamqmqcqqpRuV+FPby9tLClBz0cKGthfxmgSoFy48C8vLz0C8nOnTtNvufIkSN6j6tW8bSHBg0aAIaWZVMPjdYcCxTmMJd8cXd31xsytEaI3CIjI/Ue1dq1a1uddsuWLQHD3Cl7D+uvVq2a/n9TF+zi5O7urld2tZ613KKjo/UyrVWrltVpN2vWDDDMmbNnmWp/q4SEBLOfg+Lk4eFBlSqGS1vu4Heas2fP6mVat27dIslX8+bNcXV1JSEhwWy+HJVxmZobvn7u3Dm9TOvVq1ck+dJ6h7y9vU1O1XByctK/X8YNdUWlbNmyeiXV1OgfMDRyaQ0euSvSlmiNPebSjY2N1Rt8c6erlUW5cuX08jHm7OysP7wfOHDA6jyBoXKvjQDJ3ZNU2Dw8PPT5+LmDiWrOnDmj94DZWkEpLMYjZuwZM8JepFztz8vLS79Omhu+fvDgQX1evrVBW62hdQTYWiZanIgbN27wzz//2C0/9uLp6ak/I+3ebXqg8LFjx/TPhT1HVWmf+ZSUlDwNWNqoyIoVK5qsgHt5eekNSKdPn7ZbnkTRsmkO+l2EAI43NtVOwsPD9YuPuWBrqqoSHR1N/fr19ZtPfrm7uxMSEkKPHj149NFHAUPwLGs4OztTrlw5WrduzTPPPAMYKhaOVvkJDQ3Vy9Rc8B9VVbly5YpNreja3FswTAEICQmhV69e1KlTBw8PD27fvs2xY8dYs2aN1Q0eTk5O+Pj4EBERoQ/JioyMLJaHdEtCQkL0MtUu4rmpqsrVq1dt6pl0cXHRL/gXL14kODiYHj16UKtWLb1MT5w4wYYNG2xqRHJycsrR4+9oMRIAypcvr5ep1iqdm6qqxMbGUr169Xz1rHh7e/Pmm2/qve+3bt3Sy9NUjyQYAlaC4e/h7OxMz549adOmjT5sPDIyko0bN9o9CJE9WFumly9fplq1avnqQfP29ub111/PUaYnT55kw4YNZs954MAB4uLi8PPz49lnn80zB33QoEGEhIRw8eLFYnmgrF27tl5u5mJyqKrK6dOnadGihd6ofDeBgYF6PA5LsT5OnDhBREREnnRXrVrF5cuXCQ0NZf78+TnmoFepUoW3336bGjVqcPToUX7++Wer8qSpU6eOnreivodVqFDB6u9+jRo18v3df+edd/TP+K1btzh+/Dhr1641Gxn7brRGwszMTJsC6xUVKVf7q1atml6m2nSS3FRVJSoqioYNG9p1ep52Dzd3XlOcnZ31Hv+VK1daHLlQXKpUqaKXqTa0PTdVVblw4QJ169bVG53zy83NjZCQELp27apP7TC1csa6desYMWIEZcuW5e23384xBz08PJznn3+eMmXKsHv3bocdlSjuzmIFXVGUDkAno00DFEWpYeKtAcBQDGull0jGw8Mt9Zpq+/I7nHzbtm24uOT8s2RmZvLbb7/pcwDN+eyzz/TeSGN79uxxyKUrjIeHmxriqtFaZ60dTl6uXDm9DENCQhg2bBhubm6kpaWRlZVFYGAgHTp0oEWLFsyePdtiC+O4ceNMPuSePHnS5kioRcF4KJSl+VxaK7q1ZRoQEKCXaVBQEEOGDMlTpu3ataNZs2bMnTvX6ht13bp19Qi+jnoj8TMarmXpc6rty8+0B3d3d6pUqUJiYiLu7u6EhoYSGhpK+/btWbx4sT7c25jWuJKamsorr7xC9erV9QjuZcqUoWHDhjRs2JB169Y53LJ1xmVk6XOqlalfPobMaWWalJSEm5ubXqbt2rVjyZIlrFmzJs8x6enpzJo1i+eee47w8HBeffXVHFHck5OT2bBhA0uXLi2WB0rj6ROWKgha45y10y2sTVfbl7thLzk5mcGDB/Prr7/SpEkTNm3alCOKe1xcHHPmzOHtt9/W55hb6/XXDcGGzp8/n6/4FgVhHEne0ioI2r78fE613mTtu1++fHnKly9Px44dWbBggc0rQ7i7u+vz/Hfv3u2QU1+kXO3POHK5qeHtGm06ib0inWtL2IJhmTRrtWvXTm94c9Th7cZBhK157jcVdNga69evzzM6KDMzk6VLlzJ37lyT53v99dd57bXXaNGiBT/88EOOKO43b97MEb9K3Jvu1oPemf9F6FOBAXdeppwBXrRHphRFqQ34A1dVVXWIee3Gw0gsrceqzQcxXirBFjdv3tSXnNLOuWTJEn766ae7LusRHx/PjRs3cHNz0ys9u3fv5tNPP7V5aHxRMJ7DaSnKtPZAZ+2cT+Pl0Lp37058fDxfffWV3jNUrVo1RowYQUhICKNGjeLNN980G5gsKSmJ27dv4+rqqqd74sQJFi9ebHEJp+Jia5lau7Sb8ee5W7duxMfHM3fuXH2eVHh4OMOGDSMkJIQnn3ySd99916pgb1qDUkxMjNmelOJmXKaWKhfaPlvmfCUnJ7Ny5Ur+/fdfYmJiyMzMRFEUatasyaBBg6hZsyYPP/wwcXFxeabWaJ/HRo0aAYaW9tWrV5Oamoq3tzeDBw+mffv2dOvWjcjISHbs2GF1vgqbrWVqy3zv5ORkVq1axe7du/OU6YABA6hZsyZDhgwhLi7O5Gob0dHRfPDBB4wZM4bw8HBcXV31gFDOzs54enri4eFRLA/oxtc2S+fXvnu553ubY/w+U3Mac5/TeOk0zYEDB/Sl1po2bYq7u7v+d9PuSd7e3jYtffjEE0/olaIpU6YU+WoEhf3d/+uvv9ixYwcxMTFkZGSgKAq1a9fm4YcfplatWgwfPpy4uDibIm6PHDmScuXKkZyczIIFC6w+rihJudqf8T3a0jOq9h02vpbkV3BwsB6McuPGjTlWZ7gbbSTiyZMnbV5NpqhY+9yv7Svoc7+Xl5d+zuXLlzN//nyzz/27d+/mpZde4vXXX6dixYo5vlNubm6ULVsWd3d3hxyZIKxztwkjMzFE5auGYa3z8eSN2BcOBKqqWktVVavXGFAU5T5FUYbk2va4oigxwDFgG3BaUZRjiqJ0sTJNP0VRwnO/7qUPaJ8+fXjwwQfp2LEjDz30EPPmzWPgwIHMnz//rgFypk2bxoMPPkjXrl3p1q0b77//PjVq1ODHH38s0kioxU1R/rekoJOTEz/88EOOYZvnzp3j66+/Jjs7G29vb4uRgefOncsrr7zCxIkTmThxIvPnz6dixYpMnTo1x3qpJV3uMp03b16Om2pUVBTff/892dnZlC1bVg8AZomXl5fe8u6oveeF7cKFC/z2229ER0frN1JVVTl16hQzZszQl6wZPHhwjr8B/O9v4uTkxM6dO/njjz/0ylVCQgLfffedPh2nV69eRfUrFbsLFy6wePFik2X6wQcf6CNmBg0alKdMwTAX+z//+Q8+Pj7MmTOHiRMn8txzzzFjxgwuXLhA27ZtmTZtmkMG3SxOTz75JLt37yY4OJgnnniCmjVrEhYWRo8ePTh8+DDDhg1j48aNVg8Dve+++/TlhebMmcPy5csLM/tFLjo6ml9//ZWoqCi94UFVVU6cOME777yjX1+HDh1q8nNqSp8+fWjXrp2+NrOjxUgpClKuRcPT05NZs2ZRrlw5YmJi9JEu1vDx8aFTp06A6SHcpc2QIUMYOHAgPXv25OGHH2bhwoU89NBDfPvtt3oDfG5PPPEEc+bMISMjgylTptC3b1/69u3LlClTuH79Ov379+fzzz832Zgq7g0WK+iqqt5WVTVaVdUoDL3pv9752fh1XlXV/HTP/gforv2gKMpw4HvAE/gZ+C/wK1AJWKEoyt2f+A0NCJG5X+bm4trCuFfBUm+O1vplj96VK1euMGvWLGbOnImvry9vv/221T1J8fHxLF26lBdeeAFVVRk/frxNQdaKgnGLpKUlS7ReXkstmObSvXTpksnW2UuXLulB1Kydp5mcnMzWrVuZNWsWqqoyaNAgu0bttAdby9Ta4abG74uNjTW5/nNsbKxe1tYEn2vatCkuLi5kZWXZtH5oUTMuU0sjDrR9lnogbZGVlaUPGQwICMizMoRxvrTVDnJbu3YtYAgm40grDthaptZ+9+/mbmVao0YNHn/8cbKysvjggw/0gGspKSl6Bf/SpUv4+/szcOBAu+TJFsajUiz11mi9Y8bL91hi/D5LvZXaOXMv29e6dWtmzZpFRkYGvXv3ZsmSJVy+fJnbt2+zbds2HnzwQU6cOEGFChV466237pqfJk2asHDhQjw8PFi+fDmTJk2y6vewt+L87msxZ8qVK2dVo8b999/P0KFDAZg3b57J0SGOQsrV/oyfOS09J2rf4YIsZ+rm5sZnn31G/fr1uXHjBmPGjLE4/Su3nj174ubmRkZGht1X2bEna5/7tX32eO6/evUqX331FV9++SW+vr5MmzYtz7m7du3K448/zs2bNxk3bhw7d+4kPj6e+Ph4du7cybhx47h586Y+slHcm6wOuaiq6t+qqppfC8V29QHj8J2vA0eAaqqqPqGq6hRVVR8FagGX+d9Qe0tmYmJNPnsse2S8DIylnhNtnz1bWP/44w/S0tIIDg7Wlyax1qlTpzh48CBOTk56QA5HYTz31NIcM61iYe0amcY3CuO1z3PT9hnPh7PGxYsXOXv2LE5OToW9xqTNjIePWqqQaXPVrS1T4/dZmt+m7bOmTLWVDo4fP+6Q63RrjD9Plj6n2j57ruVqHJAy95xB47mb5hohjbebikpeXIzL1NLnVCtTWx7+7iYyMlL/f+4y1ZbUOXz4sMnPeWZmJps2bQIw27NRmIznh1sKnKfd86xtnDZ+n6V0tX25r6taMNI1a9boay8bS09P55tvvgEMD+eWRERE8Mcff+Dr68v69et54oknii14pPF3zNI1Tdtnz8+pcRyPuy2H2a5dO5588knAMCXOVMwKRyLlan/Gz6iWfi/tmmdpaUNLXFxc+OSTT2jdujW3b99m9OjRZgOomaMNb9+2bZtDTr/UGD/HW/Pcr60CYg9//fUX6enpBAUF5Ym4P2CAYabx2rVrTU4Zio+P1xvtLY0QLSyX49IK/aWqaqG/ElMzi+Rljk1rIiiK4qIoyiBFUT5QFGWuoijf5XrZEjXLG7h9J11PoCbwkaqqccZvUlU1FvgKuGvN1NyafLmDruVHdHS0/pBgvMyWMUVR9BZZ44fAgsrIyNAf+vMTzVS7EJta/qY4Xb58WS9Tcw+FiqLoAYmsjZqqzRu3lqqqVr9Xoz0w2CvQir1cuXJFL1NzDVOKoug3cEsNGMaSkpJsmjt6tzINCQnR12F19OHtsbGxepma+/4piqJ/hotqLr2jztm3hvF331KZap/hooqYrP0NLT28avtMrU9b2E6dOqWXm7nl/LT59mB+qcXcrl+/rj+MWlomUBttlDtdbXSWpVUttId4Ly8vsxWIWrVqsXz5cgICAti2bRvDhg0r8nnnxi5duuSQ331jLVu2ZPTo0Tg5ObFixQp+//33Is+DraRc7e/cuXN6mWorfOSmKIp+3zXVkHY3zs7OfPDBB3Ts2JGkpCTGjh1r8/zxatWq0bBhQ8Dxh7efP39eL1Nz68YriqKPpLTnqj7Gz/0VKlTIsU+rZ1hqgNXumfbooBTFw+oKuqIoAcBeYCEwEXgSeOLO63Gj/1vrIobecYAMIAswN44xzZa8Fobk5GR9HrOpSOlgaPk3Ds5mL56ennpLcn6G0Ghf7oIMaSoMaWlpnD9/HjD/UBgeHq4P17TlRqA9QFpaRkzbl59WTy1ap72G3tpLWlqavoSMuSkNVapU0cvU1FB1c7T3Wmqd18r0bq3i2ncoKSnJ4dfwTk1N1SsX5tbjrlatml6mlpapspVxY2DuUTnGS06ZuwkbN3w50rxJW8vUnstrGS+BmbsirjUsWYrGa7zPXkNvrZWYmMi+ffsAzMbAaNGihT7y4O+//7Y67S1btlhMt3z58vp1Onc0de0h1lIjsPF0IFMjZqpWrcqff/5JcHAwe/bsYdCgQcUeKVtbrhCgQYMGJt9TvXp1Pcje0aNH7XZu40qWuQajJk2a8Oyzz+Ls7Mz69esdbrUGc6Rc7S85OVkvJ3Mj+xo2bKg3Kto6VF9RFN599126detGSkoKzz33XL6W8NTWPo+Li9NHIzmqlJQU/bmzWbNmJt9Tt25dfZ63dm22Bw8PD/06nvs6qF1vrXkWc7TnfmE9Wyq97wB1gKeA6hiCxnUH6mKYK74b+H/27js8imp94Ph3dtMLSUinJnQIIB1R6V2KghSRDiJFVK6oXNsV1J9eO4iCICBgQ4oiKk26SJNeQ4dAElogvZAyvz/CzN0km2U3CckmvJ/nyaPZ2T17MszOnvKe99iyx8CvwGhFUQJUVc0A1gLPKoqSY7pbURQ3YBRwxIay7wltPWe3bt3MNuC0/cpPnDihdzytkXt7hdwGDhyoryc+ePCgTa9t1KiRnogr92vtgTaQ0bx5c7OzUZ07dwayRyatne2F/335VKhQwewac9PHc3/5a/te5qdGjRp6I9+WfT+Ly759+4DsvUnNndMOHToA2aPDlsLVc9NmuoODg82uMTd93FKHSlEUfd/U/fv333V3AnugZVBv1aqV2ZDsbt26AdmRM0WR8wKyP9t9+vQBskNCc4/Oh4eH64NLXbp0MVuG9vk5f/683e06oH1GH3zwQbPntGvX7BQlFy5csOmzb4nRaOTxxx8HshuIue/T2uBW/fr1zS5nUBRFDxmMjIy0ecuworBs2TIgO7GQuQHI559/Hsj+bFnaQjK/cjt27Kh/Z5h67rnnMBgMREdH6515zZEj2V/PnTt3NhsNZTAY9O/H48eP52k0VqxYkd9++40KFSpw+PBh+vTpYzfLXrRM3w8//LDZa0JLwHju3Lkii/QwGo16joNbt26ZDSGuX78+zz//PA4ODmzbto1vvvmmSN67uMh5LXp//PEHkH3uzIVkjxgxAshu89galj516lR69uzJ7du3mTRpUoEmoRRF0ZdarlmzplRkGN+4cSOQvfzJ3DIxLQHzyZMn9e8Pa9ytnfnEE0/o7f7Dhw/nOKZFP3To0MFszhAXFxd9oLUoJwxE8bKlg94DWKyq6jeAFuuaqarqyTtrxVOA920o7/+AZOAfRVEmAF+TPaN+QlGUtxVFmaAoyntAOFCP7KRxJeqXX34hKioKd3d3Pv30U72T5ubmxsSJE/UPhLn9ynfv3s3u3bt5+umn8xxbsmQJ/fv3zxPqVaVKFV588UXGjh0LwObNm/OEJb333nuMGzeO2rVr5+is+/j4MHDgQD755BMMBgNXrlyxy2Qcf/31FzExMbi6uvLss8/qM4HOzs706dNHz1xvLhRq9uzZzJ4922yG6hMnTuidxOHDh+fopIeGhuqhazdu3Miz1cqYMWPo3bs3lStXznET9fT0pH379kyYMAGDwcDNmzftausqzY4dO4iJicHFxYVnnnlGb8Q7OzvTu3dvfe2suethxowZzJgxQ+9wmjp58qQemTB48OAcM/QhISGMHDlSP6eWRudr1aqlN8jsPbxds2XLFm7cuIGrqyuTJk3So1JcXFzo37+/PuCwYsWKPK/95ptv+Oabb/R1d6beffddOnbsmKOjpYUov/zyy/qAx4oVK/IsG8jKytITHrVs2ZLHHntM/7L29PRk5MiR+gy8LfvTFpetW7fq5/T555/XO3YuLi7069dPn7EwF1o6f/585s+fr8/GmHr77bfp0KFDjtkFRVGoUaMGL730ksVzqs0Mu7m58eKLL+a4rwYGBvLss8/q53TDhg2FPAMFs2DBAi5evEi5cuVYtmyZ/jn08PDgnXfe0a8zc8nYEhISSEhI4NVXX81z7Pfff+eff/7BaDTyww8/6DkinJyceO6555gwYQKQ/Z2TO+x8wYIFQHY+gZUrV/LII4+gLS2rWbMmP/zwg/4Z+eqrr3K81s/Pj99++42qVaty4sQJHnvssSJdc1xYGzdu5Pr167i6uvLSSy/p39MuLi4MGjRIjwZaunRpntd+//33fP/99/qaUVMffPABXbp0yfPZr1WrFq+99pr+nfXTTz/luU5r1arFv/71L5ycnNixYwdz584tsr+3uMh5LXrLli0jMjISDw8PvvzyS/1epd3PtAHbGTNm5Hnt0aNHOXr0qP45NzVlyhSeeOIJ0tPTmTx5sk3bqZlq1aqV3saz9/B2zW+//caVK1dwd3fn/fff18PLXV1dGTt2LG3atAEwu1/55s2b2bx5M8OHD89zbOHChfTp0ydP+HrlypWZOHEio0aNArIjm3IvmdV2tAgKCuLDDz+kZs2aGAwGDAYDNWvW5MMPP9TPs70vzRD5s2VxdhDZs+QA2rCX6dDNSuBlYLw1hamqektRlLbA98AXZO+zrgD+wOt3nqYACcA4VVVX2lDXeyItLY1XXnmFL774gjp16rBkyRISExNxdXXFaDSSlZXF7NmzbQ4dqlKlCi+99JL+HsnJyfpeu5odO3aYbXBpDfGRI0eSkZFBUlISRqMxx9YKERERvPTSSyUeLmhOeno6s2fPZtKkSVSpUoW33nqLlJQUnJ2dMRgMZGVl8euvvxZoFHDBggVMmjSJSpUq8cILL5CWlkZWVpaexTQ2NpbZs2fnaWy6ubnRvXt3unfvTmZmJikpKfr+x5qrV68ye/Zsuwtxh+xzOm/ePJ599lkqV67Ma6+9luec/vHHHwXae3TRokU899xzVKhQgQkTJpCWlp2sQ7tWY2NjmTdvnsV1o1rD68qVKzZFmpSk9PR0Pv/8c15++WVCQkL0fd5dXFz0c7pixQqbQzErVqyozyymp6eTmpqKi4uLPnKekZHBL7/8km+DaNeuXVSsWJGePXvy+OOP06tXL1JSUnBzc9PrtXTpUn2G056kp6czc+ZMXnrpJUJCQnj33XfznNOff/65QOd08ODB+nuYO6crV640uwfy2bNn+emnn/QB01deeYWMjAwyMzNzZNLdsmVLnlnk4pKamsqTTz7J77//TuPGjdm7dy9xcXF4eHjo30PTpk1j06ZNNpc9ZMgQ1q5dS2hoKJs2bSIhISHHuZs3bx4LFy7M87rdu3fz6quv8u6771KvXj3WrFlDeno66enpOfZbXrBgQZ4ZydGjR+tr5itUqKBHq5izYsUKpkyZYvPfVRjp6el8+umnvPbaa4SGhvLhhx/muU4L8hmrVKmS3nC/ffs2qampuLq65rhOly1bxl9//ZXntf369dPvufXr1+eLL77I932+/fZbi+e0pMh5LXppaWk8//zzzJs3j7CwMFatWkVCQgJubm76vWHGjBk27f8eFBTE0KFD9d/feust3nor/5zN2vZp5mgDqmfPnrX7pW2a27dv88Ybb/DJJ59Qq1YtFi5cmKfdP2/ePJt3oqlcubIe7XT79m392jdt9+/atYv3388777lp0ybq1q1Lv379aNCgAXPnztWjubSdD7KysliwYIFd75AjLLOlg34TcL/z/wlkrxs33WMqHbApHbaqqhFAa0VR2gDdgdpkJ49LIXuN+h5gZe7EcSXp9OnTDBo0iBEjRvDwww/j7+9PXFwcx48f58cffyzQh2Hy5Mk0b96chg0b4ufnh4+PDxkZGVy6dIljx46xbt26fG+on3/+OY888ghNmjQhODiY8uXLoygK165d4/Tp02zZsoW1a9eWSCimtSIjI3nnnXfo2rUrDRo0wNvbm6SkJC5cuMDGjRsL1JGE7PXNH3zwAe3bt6dZs2YEBARgNBqJiori0KFDbNy40ew2RCtWrKBBgwbUqlULX19fPD09URSFW7ducfnyZQ4dOsTu3bvtOjwrKiqK//73v3Tu3JmwsDC8vLxISkoiIiKCLVu22LT23FRycjIff/wxbdu2pUmTJvj7++thr0eOHGHz5s0W1zw5OzvrCWJKy+y55tKlS7zxxhv07NmTBx54AB8fHxITEzl37hzr168v0CDSwoULqVmzJlWrVqVcuXK4ubmRnp7OlStXOHnyJJs3byYqKspiGStWrCA8PJyOHTtSrVo13N3diYuL4/Tp06xbty5HJnh7c/nyZf7zn//Qo0cPGjZsqJ/T8+fP8+effxbonC5atIgaNWoQEhKCp6dnjnN66tQpNm/ebDFkdv369Zw8eZIOHTpQs2ZNfHx89IiZ8+fPs23bthJvXB49epQWLVowefJkunXrRoUKFbh58yb79u3jiy++sGntuamoqCgefvhh/vWvf9G7d2+qVKlCQkICR44cYd68eaxcuTLf137xxRf8/fffjBkzhlatWlGxYkWMRiORkZHs3buXhQsXmo06MI1S8vLyspjVv6S2CoyIiGDKlCn07t2bxo0b4+PjQ0JCAufOnWPNmjUFWiM9b948atWqRWhoKOXKlcPd3Z309HSio6M5ceIEGzduzDc5mun+3XdLVGhpG7OSJue16J08eZLHH3+cMWPG0LZtWwICAoiNjeXo0aMsXrzY5gkk08+no6OjxWzmlri7u9OxY0eg9Myea86ePcvIkSMZPHgwDz74IP7+/sTHxxMeHs7y5csLtPb8tddeo0mTJtSvXx9fX1+8vb3JyMjg8uXLhIeHs2HDBov/Vl9++SU7duygZ8+e1KtXTw+/j46O5ujRo6xcubJIc7eI4qdYm8FaUZStwClVVcfc+X0X2bPe7QAjsBlwV1U17+K1EtayZUvb03QLi5o0aVLSVShz7PULvzSzJfO8sM7d1s4J25kL4xWFY275gxD2piCJ1oRl9ra7TlmwefNm5e7PynYsMume97mq+Lre/UmFFJdSPDuIVPJxNntubWlprQf6KYqixfl9CrQke2b9GtAM+KwwlRRCCCGEEEIIYb8URfFWFCUk9098XGxJV61MsKWD/h4QpKpqGoCqqkuBfsA6YA3wlKqqtuyDLoQQQgghhBCidJkEnM/98+28L0uyTmWG1WvQ1exY+LRcj/0MSIpAIYQQQgghhLg/TAcW5n5w6NPPns/zTGEzW5LECSGEEEIIIYS4j91J4B2b+/FjkXmTLwvb2dRBVxTFHXgKqAn4kr0NmilVVdXRRVQ3IYQQQgghhBDivmF1B11RlIeAVUB5C09TAemgCyGEEEIIIYQQNrIlSdxMIAt4DCivqqrBzI/x3lRTCCGEEEIIIYQo22wJca8H/EdV1d/uVWWEEEIIIYQQQoj7lS0z6NFA8ezaLoQQQgghhBBC3Gds6aDPA55SFEXC2IUQQgghhBBCiCJmS4j7+0AFYKeiKLOBC0Bm7iepqrqtaKomhBBCCCGEEELcP2zpoLuSvbVaU7Jn03NTyM7iLjPsQgghhBBCCHEfcXO+993AjCz1nr+Hg8GWIPN78P42PPdLYACwEvgLuHUvKiSEEEIIIYQQQtyPbOmgPwYsUFV1zL2qjBBCCCGEEEIIcb+yZf5eAf65VxURQgghhBBCCCHuZ7Z00LcALe9RPYQQQgghhBBCiPuaLR30SUA7RVFeVBTF6R7VRwghhBBCCCGEuC/ZsgZ9M+AOfAT8V1GUaPJus6aqqlq9qConhBBCCCGEEELcL2zpoEeQvY2aEEIIIYQQQgghipjVHXRVVdvdw3oIIYQQQgghhLBziqJ4A965Hz94JppyXnkeFjYq2V3YhRBCCCGEEEKUJpOA87l/Fsz5oiTrVGbkO4OuKIqDqqoZBSm0MK8VQgghhBBCCGG3pgMLcz84auzE88VekzLI0gz6SUVRhimKYrS2MEVRHBRFGQWcKnzVhBBCCCGEEELYE1VVY1VVvZD7R8Lbi4alDvpyYA4QqSjKp4qidL6z3iAHRVHKK4ryqKIoXwDRwBfAT/ektkIIIYQQQgghRBmVb4i7qqpTFEX5Cvg3MAZ4AUBRlFvATUAByvO/BAGJwHfAh6qqXryHdRZCCCGEEEIIIcoci1ncVVU9D4xVFOUloAfQBqgH+JO95dph4CiwBVirqmrSPa2tEEIIIYQQQghRRlm1zZqqqgnAkjs/QgghhBBCCCGEKGKyzZoQQgghhBBCCGEHpIMuhBBCCCGEEELYAemgCyGEEEIIIYQQdsCqNehCCCGEEEIIIUR+Qv1cFFuef2cL70nAdFVVY+9BlQr4HsZieI/8yQy6EEIIIYQQQoji5g28xf+27Zb3QDroQgghhBBCCCGEXZAOuhBCCCGEEEIIYQesXoOuKMpDQA+gFlAOiAdOAn+oqrrz3lSvaCxbtqykq1DmzJgxo6SrUOY0bty4pKtQ5uzYsaOkq1DmfPnllyVdhTLH39+/pKtQ5nz66aclXYUyZ+zYsSVdhTJn8uTJJV2FMqdZs2YlXQUhCu2uHXRFUcoBPwLdAHML/19VFOUPYLCqqglFXD8hhBBCCCGEEOK+YM0M+nKgE7AdmA8cJnv2vBzQEHga6An8BDx6b6ophBBCCCGEEKIMiQWm3fmvvMcdFjvoiqJ0Jbtz/omqqi+becoBYJGiKB8D/1IUpbOqqn8WRcWEEEIIIYQQQpRNd7YkmyrvkdPdksQNAi4Cr9zlea8AEcBTRVEpIYQQQgghhBDifnO3DnpTYKWqqqqlJ6mqmgWsBCQzgxBCCCGEEEIIUQB3W4NekexM7dY4CYwoVG2EEEIIIYQQQpQ65Z5cbHFSt7TY/3n/YnmfGgGu5hKw33UGvRxgbWb2BMDDlkoJIYQQQgghhBAi29066AbAlpGQu5UnhBBCCCGEEEIIM6zZZu1RRVGCrHhe08JWRgghhBBCCCGEuF9Z00F/Cuuzs5eJdQdCCCGEEEIIIURxu1sHvX2x1EIIIYQQQgghhLjPWeygq6q6tbgqIoQQQgghhBBC3M8kqZsQQgghhBBCCGEHLM6gK4rSxNYCVVXdX/DqCCGEEEIIIYQQ96e7rUHfi+2J34wFrIsQQgghhBBCCDumKIo34J37cY8+s1Cc3Iu9PmXN3TrobyOZ2YUQQgghhBBCZJsEvJX7wdun1uNcv0/x16aMuVuSuKnFVA8hhBBCCCGEEPZvOrAw94NOtbqcL/aalEGSJE4IIYQQQgghhFVUVY1VVfVC7h8Jby8a0kEXQgghhBBCCCHsgHTQhRBCCCGEEEIIOyAddCGEEEIIIYQQwg5IB10IIYQQQgghhLAD0kEXQgghhBBCCCHsgFUddEVRPBRFOasoyqR7XB8hhBBCCCGEEOK+ZHEfdI2qqomKovgCife4PkIIIYQQQgghSpnIhUNKugpFwmBQSvb9bXjuLqDZvaqIEEIIIYQQQghxP7Olg/5vYICiKCMVRSnZYQUhhBBCCCGEEKKMsSrE/Y5PgVvAPOBDRVHOAsm5nqOqqtqxqConhBBCCCGEEELcL2zpoFcDVCDizu+BRV8dIYQQQgghhBDi/mR1B11V1ZB7WA8hhBBCCCGEEOK+JvugCyGEEEIIIYQQdsCWEHcAFEUJATqRHeL+vaqqFxRFcQKCgCuqqt4u2ioKIYQQQgghhBBln00ddEVRPgBeBIxkr0ffCVwAXIDjwBvA9CKtYSmSnJzMwYMHOXXqFKdOneLkyZPEx8cDMH/+fKpUqVKgcg8dOsRLL7101+ctX74cLy+vAr1HSfP09KRDhw7Uq1cPLy8vUlNTiYiI4K+//uL06dOFKrtcuXK0bt2aunXr4uPjg6IoxMfHc+nSJQ4ePMixY8fMvi4wMJB27dpRo0YNypUrR1paGpGRkezatYtDhw4Vqk6lhYODA0FBQfj6+lK+fHl8fX1xcXEBYNWqVfr1fb8oV64cXbt2pX79+nh7e5OSksLFixfZtGkTJ0+eLFTZXl5etGvXjvr161O+fHn9Or148SL79u3j8OHDOZ7v6upKy5YtCQkJoWLFinh6euLm5sbt27e5evUqR44cYcuWLaSmphaqXiUlMTGRPXv2cOTIEY4ePcqRI0eIjY0FYPXq1VSrVq1Q5f/5558sX76c48ePc+vWLZycnKhSpQqtW7dm+PDh+Pn5FcFfUTI8PDxo3749derUoVy5cqSmpnL58mW2b9/O2bNnbS5vypQp+Pj4WPXcpUuXsn//fv13FxcXmjRpQuXKlQkKCsLDwwNXV1fS09O5fv06J06cYMeOHaSlpdlcr6IWGBjIK6+8wqOPPkrFihWJi4tj7969fP7552zevLnA5Xp6evLSSy/Rp08fqlSpQkpKCocOHWLu3Ln8/PPPZl/j6OjIiBEjaN68OQ888ACBgYH4+fmRmprK2bNn+fPPP/niiy+4cuVKvu/r5ubGs88+S9++falZsyZGo5GLFy/y66+/8sknn9jF/dvT05MuXboQFhaW4566ZcsWTp06Vaiyvby8aNu2LWFhYfj4+GAwGIiLiyMiIoL9+/dz5MiRPK+ZOXPmXcudP38+Bw8eLFTd7iVXV1caNmxIpUqVcHNz0z9rx48fJzo6usDlVqxYkTp16uDv74+TkxOpqalcvXqVY8eOcePGDYuvLVeuHPXq1SM4OBgPDw8URSElJYVr164RHh7O1atXC1yvkpKSksLRo0c5c+YMZ8+e5ezZsyQkJAAwY8YMKlasWKByIyMj2blzJ2fOnCEqKor4+HhSU1Nxd3cnJCSE1q1b06ZNGwwGCYIuy6zuoCuKMhZ4Gfgc+B1Yrx1TVTVeUZRVQC/u4w76gQMHmDp16j0r32AwWOyAl9bd74KDgxk/fjzu7u5A9k3P3d2dsLAw6taty5o1a9i0aVOBym7YsCEDBw7UO5VaI9Df3x9/f388PDzMdtCbNGnCwIEDcXDI/ogkJyfj7OxMrVq1qFWrFnv37uXHH38sUJ1Kk6CgINq1a1fS1bALFStW5IUXXsDDwwPIvk49PDxo0KABYWFhrFq1ivXr19+lFPMaN27MkCFDcHV1BbKvU1VVCQgIICAgAE9Pzzwd9MDAQAYMGKD/npGRwe3bt3FzcyM0NJTQ0FDatGnDzJkzC9UoKym7du1i4sSJRV5uVlYWU6ZM4bffftMfc3d3JzU1lfDwcMLDw1m6dCnz5s2jQYMGRf7+91pQUBBjxozR76daw65u3brUrl2bdevWsXXrVpvKTExM1O+F5jg5OeHs7AxkNy5N+fv707t3b/33jIwM0tPTcXV1pUqVKlSpUoUHH3yQBQsWlGgjvUGDBqxbt04fmImLi8PPz48ePXrQvXt33nzzTT766COby61YsSIbN27UB5QSEhIoV64cHTp0oEOHDnz11Vc8//zzeV5Xvnx5vvzyS/33jIwM4uPj8fb2pnHjxjRu3JhnnnmG/v37m/33rFy5Mn/88Qd16tQBsr/DMjIyqFevHvXq1WPw4MF07tyZ8+fP2/w3FZUKFSrw3HPP5XtP/f333/nzzz8LVHajRo146qmnctxTgRz3VHMddE1CQgKqqpo9lp6eXqA6FQcfHx+6deumt3lu376Ns7MzVapUoXLlyuzbt8/i352fBx98kLp16wLZ91DtM1ytWjVCQkLYtWtXvoPUVapUoW3btvo9JDMzk6ysLDw8PPDw8KBatWocPHiQAwcOFPCvLhlHjhzhww8/LPJy9+zZw5IlS/TfnZyccHBwIC4ujkOHDnHo0CE2bNjAa6+9hpubW5G/v7UURfEGvHM/HhEdg7d3noeFjWyZQZ8A/KKq6iRFUXzNHD8MFH1rqpTx9vamVq1a1K5dGz8/Pz777LMiK9vf35/vvvuuyMqzBw4ODowaNQp3d3cuX77MDz/8wNWrV3F2dqZLly60a9eO7t27c/nyZZtH0+vUqcOQIUMwGo3s3r2bzZs3c/36dSB7ZqF69epmZ4UqVaqkd86PHTvGL7/8wq1btzAajTRv3pw+ffrQrFkzrl69WuCBg9IkJSWFmzdvEhMTQ3JyMg8++GBJV6nYOTo6Mm7cODw8PIiIiGDRokVER0fj4uLCo48+SqdOnejduzeXLl3ixIkTNpUdFhbGqFGjMBqN7Nixg/Xr13Pt2jUgu+NYs2ZNypcvn+d1SUlJrFu3jtOnTxMREUFiYqJe14YNG/LEE0/g7e3NM888w9tvv51vY9Oe+fr6Ur9+ferXr09gYCD/+c9/Cl3m0qVL9c758OHDeeaZZ/D19SUjI4OdO3fy1ltvERUVxeTJk1m7dm2pmqVwcHBg+PDhuLu7ExkZyU8//cS1a9dwdnamY8eOtGnThq5duxIVFWVTZJJpR9GcYcOGUa9ePS5fvpynk52cnMzmzZs5f/48kZGRJCUl6XWtV68ePXv2xMvLiyFDhvDpp5+WyHXq4uLCihUr8PPz48CBA4wcOZLjx4/j6enJ66+/zosvvsg777zDgQMH2LBhg01lL1myhGrVqnH+/HmGDx/Orl27cHZ25tlnn+X//u//GDduHAcPHmTBggU5XpeamsqMGTPYvn07e/bs4cqVK6iqiqOjIx06dOCjjz6iTp06/Pjjj9StW5e4uDj9tYqisHTpUurUqUN0dDRjxozhzz//RFVVmjZtytdff039+vX55ZdfaNq0KZmZmUVyHm3h6OjIM888g4eHB5cuXWLx4sVcuXIFFxcXunXrRseOHenZsyeXLl0iPDzcprLr1avHiBEjMBqN7Ny5kw0bNuj3VDc3t3zvqaY+/vhjbt68WeC/ryQYjUY6duyIi4sLMTExbNu2jdjYWBwdHWnUqBH169enadOmxMTEEBUVZXW5devW1Tvnhw4d4siRI6Snp+Ps7Ezjxo2pW7cuDz74ILdu3dLPs8bZ2ZnWrVvj4ODAjRs32Llzpz7b7uHhQbNmzQgNDaVRo0ZERUWVupl0Ly8vqlevTvXq1Slfvjxz5swpdJmVK1dm8ODB1KtXj0qVKumDrXFxcWzatIklS5YQHh7OwoULmTBhQqHfrxAmAW/lfnDWFzN47Y08Dwsb2dJBrwXMtnD8OlB6YwKLwIMPPsiyZcv03y2FnolsrVq1onz58qSmpjJ//nw95C4tLY3ffvsNX19fGjRowKOPPmpTB93Z2ZkBAwZgNBrZsGEDa9asyXE8OTk531HkTp064eDgQExMDIsWLdIbL5mZmezatQtPT0+9AbFz505SUlIK+Nfbv8jISFasWKH/rn1R3G8eeeQRfH19SU1NZfbs2XpjODU1lZ9//hk/Pz8aNWrEY489ZlMH3cXFhcGDB2M0Glm7di2rVq3KcTwpKSnfUMrr16/z66+/5nk8PT2dffv2kZiYyAsvvEBgYCDVqlUrUGhzSWrfvj2dOnXSf798+XKRlPv7778D2ffrV199VX/cwcGB1q1b8/777zN8+HAiIiI4efKk3jAtDVq2bImPjw9paWksWrQox/109erV+Pr6EhYWRteuXQu9dEjj7u5OrVq1AHKEtmtiYmJYt25dnsczMjI4fPgwSUlJjBkzBn9/f6pWrcqFCxeKpF62GDNmDCEhISQkJNCnTx+985KQkMC///1vqlevzmOPPca7775rUwe9d+/etGzZkszMTAYMGKAvjUpLS+PTTz8lODiYF154gbfeeotvv/02x8xsXFwcL7/8cp4y09PT9YG58PBw/Pz86NmzJ99//73+nJ49e9K0aVMARo8enaPO+/bto1+/fhw+fJh69eoxfPjwPIMDxeHhhx/W76lz5szJcU9duXIlfn5+PPDAA/Tq1cumDrqLiwtPPfUURqORdevW6Z93TXJycpldola7dm08PT1JT09nw4YNJCcnA9nXzD///IOnpydVq1aladOmVnfQFUWhUaNGAJw9ezbHZzwtLY1du3bh7e1NcHAwzZo1Y/Xq1TleX7lyZZycnADYtGmTPkAH2ZE5W7duxdfXl3LlylG1atVS1UFv2rQp8+fP13/PPThRUM2aNaNZs2Z5Hvfy8qJPnz6kpqayYsUKtm/fzjPPPGMxuukemw4szP3ghIkvlFxYThliy9RAKmCpdV4ViC1UbUo5o9FY0lUodZo0aQJkLw8wtx5uy5YtQPZN3t/f3+pyW7RogZeXF7GxsWYbh/lRFEVvbO7cudPszMK2bdvIysrCxcWlVIbA2qI0zrreCy1atADgn3/+yTFTpdEawFWqVCEgIMDqclu1aoW3tze3bt3K05AsrIsXL+r/XxrDze7V/TQmJgYg3453WFiY/v+lbfBNa0gfPHjQ7P1UC4WuVKlSka2xb9SoEQ4ODmRkZBRoXa7pwEu5cuWKpE62GjRoEJA9222u4/LJJ58A2d9X2veDLeVu3LjRbKfws88+Iysri+DgYNq3b29Tnc+dO6fP8AYHB+c41rVrVwBOnDhhdkDh3Llz+v1myJAhNr1vUdE6IHv37jV7T924cSNg+z21ZcuWeHl5cevWrTydxbJOW0Zx7tw5vXNu6ujRowD4+flZ/Vnz8/PTw+WPHz9u9jlauYGBgXh6euY4pi0xSE1NzdE516iqql/HJdjRLJCSavPXqFEDyF6+oEXOlQRVVWNVVb2Q+6c0tjfskS0d9D1AH3MHFEVxAYYCfxdFpcT9wdnZmUqVKgHku3bp4sWLeiO5Zs2aVpetdfwPHTpEVlaW1a9zd3fX11LmNxqalpamN35taayJ0snZ2ZnKlSsD5Ds7fv78eb1BpK35tEbz5s2B7JlHW65Ta5gmUbtbAp/7iZa4J79/Sy0nhZOTE9WrVy+2ehWWk5OT/rflF2106dIl/X6qNfIKS7vXnjx50myn4G6qVq2q/39JhBR7eHjof0N+6513796tJyi0pSPdtm1bi+VGRUXpnR5bO+i1a9fWw7RzRx1oCWktRZ1p37mtWrXSO1HFxfSemt/s+IULF/TrqXbt2laXrd1TDx48WOT3VHvm4OCgD7rlzgOhuXbtmr4Wv0KFClaVq+UHAMwOpOR+PHe5WgfSxcXFbASeoij6dawNngrLtM+us7NzqU0MLe7OluGqj4B1iqJ8C2jxUEGKonQFpgGVgKeKuH7CRFxcHOPHj9dnHHx9fXnggQd4/PHHCQ0NLeHa2S4gIEBf35nfcgBVVbl27RpVq1YlMDDQqnIdHBz0L4nIyEgCAgLo0qULNWrUwMXFhfj4eE6ePMmmTZu4detWvuVYWnuqHQsKCrKqTqL0CgoK0v+98wsLVFWVq1evEhoaavU14eDgoA9QXb58mcDAQB599FHq1KmDi4sLcXFxHD9+nPXr11vdcTEYDHq23MceewzIHjwwnU2/3/Xv35/t27eza9cu3n//fbNr0AEmTJhQqho/pvfT/MJEVVXl+vXrNs9K5icwMFAfFNi3b5/VrzMYDHh4eFC7dm19tjciIqLIljHYok6dOvp5y2+GUFVVTp06RYsWLaxe8uDv7693mPIrF7IHiurXr2/VwJ6iKAQGBtK6dWumTZsGZA9i546+0SKfLM3wabOVRqOROnXqFGuCLtN7an4JLLXv/pCQEJvuqdr1qN1Tu3fvTq1atfR7qhZVcLd76qhRo/D398fR0ZHExEQuXrzIrl278t31paR5e3vriYIttWvi4+Px9/e3OqrKNIouv0TEpm2l3OVeunSJ5ORk3Nzc6NChg9k16OXKlePWrVtFtuymLEpLS+PGjRv89ddf+lK4bt26ldrk0OLurO6gq6q6QVGU8cAM/tcR//bOf28DY1RV3VnE9RMmUlNTOXPmDJ6enqSmphIZGUlkZCRr167l6aefpn///iVdRZuYhlhZ2u5FO2ZtSFb58uX1xoe/vz/9+vXDycmJtLQ0MjMz8fX15aGHHqJx48Z88803OdbmJiUlkZaWhrOzM4GBgWbXqbu6uup1KamQTFF8TDtp+c0gmB6ztlPn6+urX6cBAQEMGjQox3Xq5+dHmzZtaN68OV999ZXFxsvzzz9vtoF/8uTJEllfas+6du3KpEmTmDlzJosWLWLRokV6FvfMzExq1qzJe++9R9++fUu6qjax9n6qbQNUFPcuLUw5MTHRqnXCo0ePNhsJdfbs2RLbFcM0PNzSulytI5k7nNyaci3toqC9p6Vyv/rqK0aNGpXn8YMHD/LUU0/l2UoxIiICsDzzbDrQEBwcXKwddNNrz5p7qrXXquk91d/fn4EDB+a5p7Zu3ZpmzZoxd+5czpw5k29ZVatWJSUlhaysLHx8fPDx8aFRo0bs37+fxYsXl0hiPUtMs3lbimTRjlkbNWEaQu3t7W02stC0U547q3hGRgYbNmygY8eO+Pn50atXLz2Lu6OjI2lpaZw4cYJ9+/bdVxEP1howYECe82I0GunWrZu+hEaUTTYt+FBVde6d7dT6A3UABTgNLFVV1XxMjQWKoqQBq4D5wDpVFrya5e7uzoABA2jbti0hISE4OTmRmZnJsWPHmD9/PsePH2fu3Ln4+vrSoUOHkq6u1bTEIWB52xLtmBZ6fjfaeimAjh07kpCQwDfffKOH+4WEhDBw4EACAgIYNmwY//3vf/WwT1VVOX36NPXr1+ehhx5i27Zt3L59O0f5pufY2jqJ0sva61S7Tqy9JkwbSF27diU+Pp45c+boodfVqlVj6NChBAYG8vTTTzNt2rR8G15JSUnExcXh6OioN5DCw8NZsWKF3iET/zN27FgqVKjA1KlTSU5OzrE2Mjk5mVu3bpGVlVWqMrg7Ojrq/5+RkZHv87Tr1PS6LgiDwaCvebd2KVFKSgoJCQk4ODjo1/+ZM2f4448/SmwtpWnYraWcA9pnz9pEmaYdFUvlasdMQ4lzi4uL48qVKzg5OenhwAcPHmTSpElmO5kbNmxg7Nix1KxZk8ceeyxPMsmwsDC6deum/5573fC9Vhz31C5duhAfH8/XX3+tDx6FhoYyePBgAgMDGTVqFO+++26ee+ru3bvZu3dvjuV1gYGBdOzYkVatWtGkSRNSUlJybINlD0zXb1saPNDuDab3C0tiYmJITU3Vc+5ouQFM1a9fX/9/c+XGxMSwdu1a2rZti5+fH0ajUY/uMBqNODo64uTkZNfb15UUb29vsrKySE5O1j8PXbp0oU+fPqVuzb6wjc2tD1VVr6iqOlNV1WdVVZ2gqupnBemc3+EIPAH8AVxQFGWqoihV7/KafCmK4q0oSkjuH0sjtKVBjRo1GDNmDLVq1dK/2IxGIw0bNuTjjz/WkxrNmzdPRiDJGW5lMBj48ccfc6zFu3DhAosWLdL34cy9bdjGjRvJzMzEy8uLp59+msqVK2M0GvH09KRTp060a9dO/5KTMSVRULmv00WLFuVYF33u3Dm+/vprsrKy8PT05OGHH863rPnz5/Pqq6/y0ksv8dJLL/Hjjz9SsWJFXn31VZvXtpZ1iYmJjBs3jldeeYUWLVqwdOlS9u7dy8aNG5k6dSqJiYl89NFHvPTSSyVdVbtWs2ZNvWNnbXj7Dz/8wP/93/8xbdo0pk2bxi+//EJQUBDPPfecxev7fjdlyhSqVKlCUFAQvr6+DBkyBG9vb7Zs2cJ///vfPM//7bff9KR0c+fOZejQoXh5eeHi4kL37t35+eefc7QVykq7wTTc12Aw8O233+aI7Dh//jzz58/X76mtWrXKU8Z3331HeHh4jkGVq1ev8sMPP+gJ91q1alUkS0RKA1VVOXz4MJCd2+Chhx7Cw8MDRVHw8vKiXbt2BAQE6IMC5tpEtWrVok+fPri6urJlyxaWLFnC999/z+rVq7l58yY1atSgR48eFgep7ldz585l3rx5fP/998yePZtevXqxfv16XnzxRbtdbiGKhtUddEVRMhVFyXeNuaIoAxVFKUjMz0fAPMAL+A9wVlGUdYqi9FcUxbohvv+ZBJzP/VOWQzwdHR0ZMWIEkL3tkqWQLXtjOjNtaTRXO6YlN7kb0+dFR0ebDQ2+cuWK/njukMuIiAiWL19OZmYm1atXZ9KkSXz44YdMnTqV7t27ExkZyZ49e4DSl+VZ2M7a61QbPCvIdRoVFWU2UWJUVJTewLQ2UVJycjJ//fUXM2fORFVVnnjiCT0hk4APPviArVu38tBDD/HVV1/RsGFDPDw8qFixIk8++SQzZ85EURRWr17Ntm3bSrq6VjOdfbI0s6Jdp7kjg2ylbeMVHR1t057KmpSUFHbv3s2CBQtQVZUePXpYnbiqKJlGT1gK+9VmxM1lojbHdGbWUrnaMWsjCBISEli6dCnt2rUjLi6OF198Uc83ocnKymLAgAGcOXMGHx8f5s+fz/Xr14mPj+fXX38lICAgxxaDWgK84lJc91RzSfKio6P1e60tyecA1qxZw+3btzEYDDlmje2BadSMNbkHbJmtPnbsmH4ua9euTf/+/RkxYgR9+/YlNDSUkydP6mv6c99XAgICePjhh8nKymLt2rWcP3+elJQUbt++zdWrV1mzZg2xsbG4u7ub3VpMZFMUBX9/f4YPH87w4cNJTExkxowZVn82ROljywz63TIRFDRTwSFVVccCFYBRwE6gM7AEiFQU5RNFUcIsFWBiOhCa+8fc2q2yxHTtqaW1bvbGdJ2kpTVm2jFL6yrzK/f69ev5Pk9bS2VuzfCePXv45JNP2LFjB1FRUdy6dUtPxvPFF1/ojQpL5YuywTQCx9L6cu2YtRE7po1iS3u/asd8fHysKldz+fJlzp49i8FgMDtTdD9KTEzk559/BmDYsGFmn9OiRQvq1asHYDac015Zez/VZr2tvZ+a4+rqqq9hNrf3uS2ioqK4ePEiBoOhRBropoMLlgYItDXi1n7HmpZraX259p62fndHRUXpoevaIL2p8+fP07x5c/7973+zbds2Lly4wIkTJ1iwYAEPPvhgjm3fintg39Z7qrXXqmm5lvak1u6ptm4Hdfv2bf3fydfX16bX3mumA0K514Gb0o7ZOrnw999/s379es6fP09sbCwJCQlERkayZcsWduzYoS8tzP1vpd1LL126ZPbfMSsrSx+EloFk63Tu3BlHR0du3rxZrLkjrKUoSpn4UVWK5Sc/RbmAoQpQ4MWOqqomk73h/UJFUWoBT5O9ddu/gEmKouwG5qmqmu90uKqqsZjZi11LmCLsy7Vr1/R1nkFBQWY7u4qi6KFkljoxppKSkoiPjy90EqSrV6+yYsUKs8e0TLGSHbvsu3Llin6dVqhQwWzDT8uurD3fGtq6cWuTyhVkOYU2CFBUe16XdhcuXNBDMbUM+uZUrlyZY8eO5btdkT0yvZ8GBgaa3VpPm4XRnl9QDRs2xNHRkczMzCJpIGodK219dXE6efKkft7q1atndtZVURR9S838tufL7caNG1y/fh1/f3/q1auX71Zr2kCHNUn2ctMGAUy3VDSVlJTEp59+yqeffprnmLYG/erVq5w/f97m9y6Mq1ev6uc8ODg433uq9t1vyz21KL77S6PY2FhUVUVRFHx8fPId1NDOTUGiJrTExLk5OzvrA3+5/y21QRBLESJanhQtN4VEJlrm6OiIp6cnN2/etPqzIUofizPoiqI8pijKAkVRtE7xM9rvuX5Wkh2evqsoKqWq6ilVVV8he+u2J4A1QHPg66Iov6wx/WIvTdt+paWl6dvq5LefeJUqVfQQQFu24NCeqzVGzdG+/G3dezcwMFCf9Sjs7JGwf2lpafogX35bIYWEhORIzmYtLdTS0haC2me6IHtEax1zCYPLZrru35rM2tYmBLMHt2/f1hvP5jKlQ/bAg2lytoLSwttPnTpVJMndtI55YcPuCyIxMVFfQ9+xY0ezz2nRooXe0di8ebPVZW/dutViuRUqVNBnGDdt2mR1uZqQkBDA+vB4UwMGDAAokWRnaWlpXLp0Ccg/zLxq1ar6PdXc8p/8aM+1tEZcu9/aek91cnLSoyHsbc/ujIwMfVAuv0gQf39/PeFeQZal5Efb5jclJSVPudrAsqV7qekxSRR3dykpKfoAjGlSZFG23C3EvREw4s6PCrQx+d30pwOwA5hYlJVTVTVTVdVfVFXtCVQF3ijK8ksLSzNnGRkZLFq0CMhu5OTXMLNXWge3SZMmZjPJtmvXDsgOj7IlnHzv3r1AdmihuXMSFBSkP25Lh8poNOrbL504caJULSkQBffPP/8A0Lx5c7OzM506dQKyIypsmZncvXs3kN2gMtdQNX386NGjOY7dLcN49erV9Qa86VaC97PQ0FB9XevSpUvNPufYsWP6vtUNGzYstroVhYMHDwLQqFEjs/fTNm3aANnLH8zNsFvDz8+PKlWqANYNUN7tOg0JCdFDWy9cuFCgOhWW1kkdNGiQ2UHuF198EchOhmduhv1u5Xbu3NnstfTCCy9gMBiIiopiy5YtOY5ZWkcM2clje/fuDcD27dutrhNkb3fXvHlzkpKS+OKLL2x6bVHRvqO1fbBz0wY1IiIibLqnavlh8runBgcH64/bmmSrW7duODk5kZWVZXFv+5Jy7tw5IDuiwlzeA23d/I0bNwq1xMWUm5ubvpvD0aNH87RXtUGQSpUqmQ29VxRFb4vdunXL4g4U94u7beG3evVq/TyZbpcoyhaL35yqqk5TVdWgqqqB7DXmQ7Tfc/2UU1W1i6qq92whk6qqUaqqvn+vyi8qcXFx+o/pqHZiYmKOY7mzpnbu3JnOnTuzePHiPGWOGTOGlStXcvnyZf3ml5mZydGjR3nllVf0hvvo0aNL1bZAADt37uTmzZu4uLgwevRofWTb2dmZnj176o2a1atX53ntJ598wieffEKXLl3yHDt16pQ+kj5o0KAcM/RVq1Zl+PDhGAwGYmJi9C90U3369MnRmFcUhdDQUMaPH0+NGjVISEhg+fLlhT8BpYCzs7P+Y7o9jpOTU45jZdn27duJiYnB1dWVCRMm6I14Z2dn+vTpQ+PGjQFYtWpVntfOmjWLWbNm0aNHjzzHTpw4oYfMDh8+PMcMfWhoKGPGjMFgMHDjxg127tyZ47VPP/00vXv3pnLlyjk+9x4eHrRv354JEyZgMBi4efNmnteWFrdu3dJ/TBuU8fHxOY7lvp/WqVOHOnXqMHPmzByPu7q68vjjjwPw559/8uabb+qDbGlpaWzcuJGJEyeSkZGBh4dHqdsLfffu3dy6dQsXFxeGDx+uzyI6OTnRvXt3vYG+bt26PK/973//y3//+199sCk/2ux5cnKyVZ2UwYMH06VLFypUqJDjOnV3d+fhhx9mxIgRGAwGYmNj9U5bcfv666+5cOEC5cqVY+XKlXqj18PDg/fff58+ffoA8Oabb+Z57e3bt7l9+7bZY6tWrWL37t0YjUaWLl1KixYtgOx/j0mTJvH8888D8Pbbb+eZOfzss8/49NNPefDBB3PcX728vBg6dCgbNmzAzc2N+Ph4Pv/88zzvPXr0aAYPHpxjJrly5cq89957eqd8ypQpJbZM6++//9bvqWPHjs1xT33sscf0Tt9vv/2W57UzZ85k5syZdO/ePc+x8PBw/Z46ZMiQHJ30kJAQvZ1048YNdu3KGfQ5atQoevbsqe/cogkICGDQoEF07twZyB4EsMfQ4pMnT5KQkICTkxOdOnXSl085ODjQrFkzfcDW3K4LI0eOZOTIkfp5N+Xj48MDDzyAt7e3ninfaDQSGhpKjx49cHV15erVq2YHPLR2mJOTE126dCEoKEgvo1y5cnTo0EGPdLTHQY+7iY+P139M2/zacgvtJ/d3VL9+/ejXrx8//fRTnjInTZrE6tWruXLlSo4Bj8jISBYsWKAP/LVo0YKqVQu88ZWwc7asQQ8Fijoj1jTgcBGXWaL69etn9vEXXnghx+/ffvut1eHoFy9e5MsvvwTQ9zlOTk7Wv9CNRiMjRoww21G1dxkZGSxYsIDx48dTuXJlXnnlFVJSUnB2dsZgMJCVlcWaNWtsmrXQfPfdd4wfP54KFSowduxY0tLSUFVVDwmKi4tjwYIFZkOqHnnkER555BEguyHq5OSkZz+NiYlhwYIFxZ75tqT079/f7OOm++gC/PLLL1ZnOC5t0tPT+eqrr3jhhReoUqUK//nPf/Jcp6tWrbJ6faqpBQsWMGnSJCpWrMjzzz9PWloaWVlZ+gxIbGwss2fPznOdurm50a1bN7p160ZmZiYpKSkYjcYcMydXr17lq6++KrUh7vklt3vyySdz/L5hwwaLa8pNTZkyhbNnz7Jv3z6WLVvGsmXLcHNzIzU1VW9Eubu7M336dJsT85W0jIwMFi9ezNNPP02lSpV48cUXSU1NxcnJSb9O161bZ9NyIVOKouiDUYcOHbrrTA9kD4p06NCBDh06kJmZSWpqKkajMUdo5vXr11m8eHGJhLgDpKam0q9fP9auXUuTJk04dOgQcXFxeHh4YDQaycrK4s0339S32bLFk08+ycaNG6lWrRrbt28nISEBFxcXPdHonDlzMLfTjJubG8OGDWPixIlkZmYSFxenry/WREdHM2jQILPrglu1aqUnQkxOTiYjI0Ofqb59+zZTpkxh7ty5Nv89RSU9PZ2vv/6aiRMnUqVKFV5//fU899Tff/+9QGvzFy5cyPPPP0/FihWZOHGi2Xvq3Llz89xTPTw8aNy4MV27dtWvVQcHhxwDJAcOHDDbqbIHmZmZbNy4kW7duuHn50ffvn25ffs2Dg4OGAwGVFVl3759Noe3Ozs706RJE5o0aUJWVhbp6ek4OjrqA25RUVFs2rTJbLTntWvX2LNnD82aNcPHx4fu3buTlZVFVlZWjt0mTp48WaB2XknLLwn1a6+9luP3WbNmWb01X3R0NAsWLGDBggU4Ojri6upKampqjvtj48aNee655wpecWH3rO6gq6qaZ5hVURQH4DGgPPCbqqo2DSmqqjrNluffryZNmsSxY8c4ffq0nj3T2dmZSpUq0bBhQ3r16lWqR9Gio6P56KOP6NChA/Xq1cPLy4ukpCQuXbrEtm3bCtyYTE5OZvr06bRp04ZGjRrh5+eHwWAgOjqaY8eOsXXr1hyZT039/vvv1KhRg6CgIDw8PPT18ocPH+bvv/+WMKz7UGRkJO+++y5du3alfv36eHt7k5SUxIULF9i0aZNN6yRNJSUl8cEHH9C+fXuaNm1KQEAARqORqKgoDh8+zMaNG80OfPz88880aNCAmjVr4uvri6enJ4qicOvWLSIjIzl48CB79uyRazUXd3d3Fi9ezMqVK1m9ejUnTpwgPj4eFxcXKlasyEMPPcSwYcP0RJClTXR0NJ999hnt27enTp06lCtXjuTkZC5dusT27dsLtdyhevXq+lpsa/Nv/PHHH9StW5dq1arh4+ODu7s7iqIQFxen34sPHDhQ4tfp4cOHady4Ma+88gqPPvooFStWJCYmhn/++YfPP//cprXnpiIjI2nevDkvv/wyjz/+OFWrViUhIYFDhw4xd+7cfBORfvTRR4SHh9OuXTuqV69OYGAgjo6OXLlyhWPHjrFmzRoWLlyYb6jyt99+C2TPslWoUAGj0cjp06fZsGEDs2fPLlDHt6hFRkby3nvv0aVLF8LCwvR76sWLF9m8eXOBO2zJycl8/PHHtG3blqZNm+Lv76/fU48cOcKmTZvMfvevX7+eyMhIQkND8fb2xs3NDVVVuXHjBhcuXGD37t12cd4suXXrFitXrqRhw4Z6WHlaWho3btzg2LFjBVqWFxsby6FDhwgODsbT0xMnJydSU1OJiYnh7Nmzd00yeOzYMa5cuUKdOnUICgrCzc0NRVFISkri+vXrnDp1qlQl5LzX/v3vf3PkyBHCw8P16DGj0UhQUBA1atSgTZs2NGnSpKSrKe4xxdrMwIqifAi0V1W1+Z3fFWAz0Jrs8PcY4EFVVe1usWNERITt6Y+FRTNmzCjpKpQ52syUKDo7duwo6SqUOVo0jyg6pntSi6JhLnO5KJyxY8eWdBXKHOloFT3ZT73oNWjQwOqttBPTCrDlzH3Mw1kxe25tWbDcDfjL5PdeZCeN+wh46s5j/y5Q7YQQQgghhBBCiPucLWvQKwOmsca9gPOqqv4bQFGUMGBwEdZNCCGEEEIIIYQdURTFG/DO/filKzf1pVCi4GyZQXcCTBeJtQdMM6acA4KLolJCCCGEEEIIIezSJOB87p9ZM6eXYJXKDls66JeAVqDPllcDtpocDwASzbxOCCGEEEIIIUTZMJ3sHb5y/Ex4blIJVqnssCXEfQnwpqIoAUAYEA+Ybk7dGLC7BHFCCCGEEEIIIYqGqqqxQGzuxxPTJEdcUbBlBv19YCHZs+gqMOzOPw6KongBvYGNRVw/IYQQQgghhBDivmDLPuhpwOg7P7klkL3+3Pym0kIIIYQQQgghhLDIlhD3fKmqmgXEFUVZQgghhBBCCCHE/cjqDrqiKMOseZ6qqosLXh0hhBBCCCGEEOL+ZMsM+kKy154ruR7PnQ1AOuhCCCGEEEIIIYSNbOmgt8/n9dWBCWSvP3+9KColhBBCCCGEEELcb2xJErc1n0MbFUVZBOwBmgCbi6JiQgghhBBCCCFKh9sZWSVdhSJhNOQOGL9XzL+PLdus5etOhvfvyJ5JF0IIIYQQQgghhI2KpIN+RxpQsQjLE0IIIYQQQggh7htF0kFXFCUYGAecL4ryhBBCCCGEEEKI+40t26xtyudQeaAO4AQML4pKCSGEEEIIIYQQ9xtbsrhXI++WaipwE/gZ+EJV1R1FVTEhhBBCCCGEEOJ+YksW95B7WA8hhBBCCCGEEOK+VpRJ4oQQQgghhBBCCFFAtoS4CyGEEEIIIYS4jymK4g1453783OUbeHnneVjYKN8OuqIo5wpQnqqqavVC1EcIIYQQQgghhP2aBLyV+8GvvpzBlNfzPCxsZGkGPYK8SeGEEEIIIYQQQty/pgMLcz847tkXZMvtIpBvB11V1XbFWA8hhBBCCCGEEHZOVdVYIDb34zeTMou9LmWRJIkTQgghhBBCCCHsgMUOuqIoRkVR/qsoyri7PG+8oijvKYqiFG31hBBCCCGEEEKI+8PdZtCHAC8D/9zleXuAKcCgoqiUEEIIIYQQQghxv7lbB30AsEFV1X2WnnTn+Dqkgy6EEEIIIYQQQhTI3TroTYENVpa1GWhWuOoIIYQQQgghhBD3p7t10MsD16ws6/qd5wshhBBCCCGEEMJGd+ugJwB+VpblCyQWrjpCCCGEEEIIIcT9Kd990O84BnQBPrGirM53ni+EEEIIIYQQ4j5S3t1o045eiqJ4A5OA6Xf2Vi9ypfE97jaD/jPQSVGUx+5Sqd5kd9BXFLZCQgghhBBCCCHKPG/grTv/lfe4424d9DnAGWCpoij/pyhKiOlBRVFCFEV5F1gKnLrzfCGEEEIIIYQQQthIUVXV8hMUpQbwO1ALUIF4stemewLlAAU4CfRUVfXsPa1tAUVERFj+I4XNKleuXNJVKHN++OGHkq5CmbNr166SrkKZ4+Bwt5VRwlZGo7Gkq1DmuLu7l3QVypyPPvqopKtQ5mzdurWkq1DmuLi4lHQVypwGDRrYFLZuizuTv+eBUFVVL8h7ZLvbDDqqqp4BGgEvANuBTCDozn//uvN4E3vtnAshhBBCCCGEEKWBVVMhqqqmAjPv/AghhBBCCCGEEKKI3XUGXQghhBBCCCGEKGKxwLQ7/5X3uEMWEwohhBBCCCGEKFZ3tiSbKu+Rk8ygCyGEEEIIIYQQdkA66EIIIYQQQgghhB2QDroQQgghhBBCCGEHZA26EEIIIYQQQohCKffkYvVev8e+Gf3v9VvQ5Pml9/w9ABJ+Gm52j3mZQRdCCCGEEEIIIeyAdNCFEEIIIYQQQgg7IB10IYQQQgghhBDCDkgHXQghhBBCCCGEsAPSQRdCCCGEEEIIIeyAdNCFEEIIIYQQQgg7IB10IYQQQgghhBDCDkgHXQghhBBCCCGEVRRF8VYUJST3j3o7qaSrViZIB10IIYQQQgghhLUmAedz/9w+tb4k61RmOJR0BYQQQgghhBBClBrTgYW5H3Sq1eV8sdekDJIZdCGEEEIIIYQQVlFVNVZV1Qu5fxQn95KuWpkgHXQhhBBCCCGEEMIOSAddCCGEEEIIIYSwA9JBF0IIIYQQQggh7IB00IUQQgghhBBCCDsgHXQhhBBCCCGEEMIOSAddCCGEEEIIIYSwA7IPuhBCCCGEEEKIQolcOOSev4fBoNzz94haNPSev4clMoMuhBBCCCGEEELYAemgCyGEEEIIIYQQdkA66EIIIYQQQgghhB2QDroQQgghhBBCCGEHpIMuhBBCCCGEEELYAemgCyGEEEIIIYQQdkC2WStCycnJHDx4kFOnTnHq1ClOnjxJfHw8APPnz6dKlSoFKvfQoUO89NJLd33e8uXL8fLyKtB72KvExET27NnDkSNHOHr0KEeOHCE2NhaA1atXU61atUKV/+eff7J8+XKOHz/OrVu3cHJyokqVKrRu3Zrhw4fj5+dXBH9F6eXg4EBgYCC+vr74+vpSvnx5XFxcAPjtt9/06/t+4enpSZcuXQgLC8Pb25uUlBQuXrzIli1bOHXqVKHK9vLyom3btoSFheHj44PBYCAuLo6IiAj279/PkSNH8rxm5syZdy13/vz5HDx4sFB1u5c8PT3p1KkT9erVw8vLi9TUVCIiIti6dSunT58uVNleXl60bt2aunXrUr58eRRFIT4+noiICA4ePMjRo0fNvq5SpUq0bt2a6tWrU65cOVRVJS4ujnPnzrFt2zaioqIKVa+S5unpSYcOHahbt65+zi9dusS2bds4c+aMzeW99tprlC9f3qrnLlmyhL1799r8HiXNw8OD1q1bU6tWLTw9PUlLSyMyMpKdO3dy/vx5m8ubNGkSPj4+Vj33559/5tChQ/rvjz/+OI0bN7bqtQcOHGDlypU216+oBAYG8tJLL9G9e3cqVKhAXFwc+/bt44svvmDLli0FLtfT05MXX3yRxx57jCpVqpCSksLhw4f5+uuvrfp7DQYDQ4cOpV+/ftSvXx9vb29u3LjB6dOn2bp1KzNmzCA1NTXf17dv357hw4fTqlUr/P39SUhI4NKlS/z111/MmTOHCxcuFPhvuxdSUlI4fvw4586d4/z585w7d47ExEQAPvzwQypUqFCgcqOiotizZw9nz54lOjqahIQEUlNTcXd3p2rVqrRq1YpHHnkEg6HszQempKRw9OhRzpw5w9mzZzl79iwJCQkAzJgxg4oVKxaoXO2+cubMGaKiooiPj9fPaUhICK1bt6ZNmzZl8pyK/5EOehE6cOAAU6dOvWflGwwGix1wRbn3+wIWt127djFx4sQiLzcrK4spU6bw22+/6Y+5u7uTmppKeHg44eHhLF26lHnz5tGgQYMif//SIigoiLZt25Z0NexChQoVeO655/Dw8ACyv5w9PDxo0KABYWFh/P777/z5558FKrtRo0Y89dRTuLq6ApCWlgZAQEAAAQEBeHp6mu2gaxISElBV1eyx9PT0AtWpOAQHBzNhwoQc59Td3Z2wsDDq1q3L6tWr2bhxY4HKfuCBB3jyySf1ASXtnPr7++Pv74+np6fZDvrDDz9Mnz59MBqNANy+fTvH65o1a8aKFSvYuXNngepV0oKDgxk3bhzu7u7A/855vXr1qFOnDmvWrGHz5s02lZmUlISDQ/7NCScnJ/3f4fLlywWvfAkJDAxk+PDh+jlLTU3Fzc2N2rVrU7NmTTZu3Mj27dttKjM5Ofmu58zZ2RmA6OjoHMfS0tL0joA5RqMRNzc3s68tTvXr12f16tX6QHdcXBx+fn48+uijdOvWjbfeeotPPvnE5nIrVqzI+vXrCQ0NBbLvf+XKlaN9+/a0b9+euXPnMmnSpHxfHxwczPLly/VBjoyMDOLj4wkODqZixYq0a9eO7777jsjIyDyvdXBwYPbs2QwePBjIbkvExcXh4+ODv78/TZo04dChQ3bXQT927BjTp08v8nL37t3L8uXL9d+dnJxwcHAgPj6eI0eOcOTIEbZs2cJLL72kX5NlxZEjR/jwww+LvNw9e/awZMkS/XftnMbFxXHo0CEOHTrEhg0beO2118rcORX/Ix30Iubt7U2tWrWoXbs2fn5+fPbZZ0VWtr+/P999912RlVda+Pr6Ur9+ferXr09gYCD/+c9/Cl3m0qVL9c758OHDeeaZZ/D19SUjI4OdO3fy1ltvERUVxeTJk1m7du19PVKZkpLCzZs3iYmJITk5mQcffLCkq1TsHB0deeaZZ/Dw8ODSpUssXryYK1eu4OLiQrdu3ejYsSM9e/bk0qVLhIeH21R2vXr1GDFiBEajkZ07d7JhwwauXbsGgJubGzVr1rzr7OTHH3/MzZs3C/z3lQRHR0eefvppPDw8uHz5Mt9//z1XrlzB2dmZrl270r59ex599FEuX77MyZMnbSq7bt26DB06FKPRyK5du9i0aRPXr18Hss9p9erVzZ7TwMBAvXN+8uRJfvnlF65evQpkN+r79OlDzZo16du3L6dOnSImJqbwJ6IYOTg4MHLkSNzd3bl8+TI//vgjV69exdnZmc6dO9OuXTu6d+9OZGSkTREhM2bMsHh8xIgR1K9fn8uXL3PlypXC/hnFysHBgUGDBuHu7k5UVBQ///wz169fx9nZmbZt2/Lwww/TsWNHoqOjOXv2rNXlzp071+LxQYMGUadOHaKiovT7gWbNmjWsWbMm39e2atWKbt26kZGRweHDh62uU1FycXFh2bJl+Pn5cfDgQUaPHs2JEyfw9PTk1VdfZdKkSUybNo2DBw/aPAj3/fffExoayoULFxg5ciS7d+/G2dmZ8ePH88477/DMM89w6NAhvvnmmzyv9fDwYM2aNdSqVYtjx47xxhtvsHHjRjIyMnB2diYsLIzHH38839nzr7/+moEDBxITE8PUqVNZtmwZ8fHxGAwGQkJC6NGjB5cuXSrQObvXypUrR2hoKNWqVaN8+fLMnz+/0GVWqlSJAQMGULduXSpWrKh3GOPj49m6dSvLly/n1KlTfP/994wZM6bQ72dvvLy8qF69uv6dMmfOnEKXWblyZQYPHky9evWoVKmSPjAYFxfHpk2bWLJkCeHh4SxcuJAJEyYU+v0KSlEUb8A79+MR0TF4e+d5WNhIOuhF6MEHH2TZsmX676WtIWKP2rdvT6dOnfTfi2r25ffffwey/81effVV/XEHBwdat27N+++/z/Dhw4mIiODkyZPUrVu3SN63tImMjOTnn3/Wf9e+KO43Dz/8ML6+vqSmpjJnzhzi4uKA7Jm0lStX4ufnxwMPPECvXr1s6qC7uLjw1FNPYTQaWbdunX5dapKTk3OEtpYlrVq1onz58qSmpjJv3jz9nKalpbFq1Sp8fX1p2LAhPXr0sKmD7uzszMCBAzEajfz555+sXr06x/Hk5OR8oxEaN26M0WgkJSWFBQsW6LPnkD0TOX/+fKZOnYqLiwthYWFs27atAH95yTE95wsWLNCXqKSlpfH777/j6+tLgwYNePTRRwu9ZEPj7u5OnTp1AEplaHuzZs3w8fEhLS2NH374QZ+5TktLY/369ZQvX566devSqVMnmzrolri5uVGjRg2AAi1PeeCBBwA4deoUKSkpRVInW40ePZqqVauSkJBAv3799GUhCQkJvPbaa1SrVo3evXvz9ttv29RB79WrFy1atCAzM5Mnn3xSH4BIS0tj+vTpBAcH89xzz/Hmm2/y3Xff5Ykgeuedd6hVqxYnTpygY8eOOZZppaWlsX//fvbv32/2vfv06cPAgQNJSUmhe/fuOSJwsrKyOHfunFXLjkpCkyZNaNasmf67NmBZFOU2adIkz+PlypWjV69epKam8uuvv7Jjxw5GjhxpMWqktGnatGmOQY7cA2kF1axZsxz/VhovLy/69OlDamoqK1asYPv27TzzzDMleU4nAW/lfnDWFzN47Y08Dwsb3b/TgveAFhIpis69OqfazFd+He+wsDD9/0uqgWMP8gubvt9oX5Z79+7VO5KmtAZmlSpVCAgIsLrcli1b4uXlxa1bt/J0JMu6pk2bArB//36z51QLs65cuTL+/v5Wl2t6TteuXWtTnTw9PQG4ceNGjs65Ji0tTW/YOjk52VS2PdAa0gcOHDCbP0JbE1ypUiWbzrkljRs3xsHBgYyMjHw7PvasYcOGQHY4q7mw8r///hvIXgLj6+tbZO+pnTNLS1vMCQwMJDg4GChY576oPPnkk0B2tJq5nA1adGHjxo2pWbOm1eUOHDgQgE2bNpmNDpgxYwZZWVkEBQXRrl27HMf8/PwYMWIEAK+++qrNOVReeeUVAGbNmpVv/gp7VVJRgFqeoPT0dJKSkkqkDvdKSbX5tcG727dv63kESsh0IDT3z4SJL5RkncoM6aCL+5KWvOPEiRNmjx87dgzIboRXr1692Ool7I+zszOVK1cGyHd2/MKFCyQnJwNQu3Ztq8tu3rw5kN2QzsrKKmRNSw9nZ2cqVaoE5H9OL168qA+O1apVy+qytU7o4cOHbT6n2jIBPz8/sx1wZ2dnveNa2tZSOzs76/e9/CISIiIi9HNuS6fJEm1w68SJE/pnpLRwcnLSO7v5Jc+7fPmyfs4Km7RUo82Anz592uZz1qhRIyA7wWphkywWlIeHh76+e8OGDWafs2fPHj3ha/v27a0uu02bNhbLjYqK4vjx4wB58qf07dsXZ2dnbty4YXO+kDp16uj/LkuXLrXptfcz7Rp0dnamXLlyJVybskG7fzs7O5doYmhVVWNVVb2Q+0fC24tG2Yk1uQ/ExcUxfvx4vWHo6+vLAw88wOOPP64nSxHW6d+/P9u3b2fXrl28//77ZtegA0yYMKHMZcYXtgkKCtJnH/JLuKSqKteuXSMkJISgoCCrynVwcNA7TJcvXyYwMJDu3btTq1YtXFxciIuL48SJE2zYsOGu68tHjRqFv78/jo6OJCYmcvHiRXbt2qUPNNmbwMBA/ZzmtxRIO6dVq1YlMDDQqnJzn9OAgAC6du1KzZo1cXFxIT4+nvDwcDZu3MitW7fyvH7v3r106dIFV1dXRo0alWMNelBQEH379sXFxUVPJFmaBAQE6Odc+5tyU1WV69evU6VKFavPuSVBQUH6QExpDG/39/fXz1l+4auqqhITE1NkUQcBAQF6Rm1bZ8ANBkOOGf+SGvSrU6eOft60znJuqqpy+vRpmjdvri+BuBt/f3894Vx+g+uQPehXv379PBFyLVq0AODo0aM4Ojry4osvMnDgQKpWrUpiYiL79+9n7ty5ZqOZWrZsCWRH0Rw/fpyBAwcyfvx46tWrR1ZWFidPnmTJkiXMmzfPrhNzFofbt29z48YNduzYwR9//AFAp06dymQi4+KSlpbGjRs3+Ouvv1i1ahUA3bp1k3NahtllB13JvuJCyK7fGVXibIHs9a5nzpzB09OT1NRUIiMjiYyMZO3atTz99NP079+/pKtYanTt2pVJkyYxc+ZMFi1axKJFi/Qs7pmZmdSsWZP33nuPvn37lnRVRQkzHfU3F4qd+5i1swS+vr762jF/f38GDhyIk5MTaWlpZGZm4ufnR+vWrWnWrBlz5861uP1V1apVSUlJISsrCx8fH3x8fGjUqBH79+9n8eLFZGZmWlWn4mJ6jiyFmdp6TsuXL5/jnPbv3z/HOfX19eXhhx+mSZMmzJ8/P8+a4bi4OL755huGDh1K7dq1+fe//62Hujs5OREfH8/69etZv369TX+vPbD1nGvh/oWhRYgkJiZa7FDZK213AcBi1nTtWFGcM23mOSkpyeY8ADVq1NDrXJLh7aaDlJayyGvHrB3ULGy5WmhwUlIS69evp0WLFnoG9/Lly9OlSxe6dOnCrFmz8mxtq0XSxcbG8sEHH+jJuW7duoWHhwfNmzenefPm9OvXj8cee6ykQ49LxLBhw/IMChmNRjp06CDt0wIaMGCA2XParVs3Bg0aVEK1EsWhRDvoiqK8D4wFkoC3VFVdoChKR+BroOqdp91SFOV1VVULnxqxlHJ3d2fAgAG0bduWkJAQnJycyMzM5NixY8yfP5/jx48zd+5cfH196dChQ0lXt9QYO3YsFSpUYOrUqSQnJ+dYH5WcnMytW7fIysq6rzO4i5xrjS3NjGgdOW1rpLvRtlQD6NKlC/Hx8Xz99df6zGxoaCiDBw8mMDCQUaNG8e677+YJd929ezd79+7NEQ4eGBhIx44dadWqFU2aNCElJSXHli32wNpzqh0ryDnt1KkT8fHxLFiwQA8JDAkJYdCgQQQEBDBixAjef//9POc0PDycr776iqFDh+Lv75+jro6Ojri6uuLo6Gh3gx53c6/OeX4MBoPe2Txw4ECpXMJhes4yMjLyfZ52zgqbl8BgMOjbehZkBlwLb79y5UqJJqk13frJUg4X7bNnbfJRa8vVjuUuV4uG02Ye33vvPaZPn05iYiL+/v688847DBs2jAkTJrBv3z5+/PFH/bVa2K6fnx8TJkxg1apVvPTSS1y+fBkXFxdGjRrF+++/T6tWrfjoo48YP368VX9TWeLl5UVWVhYpKSn692HHjh3p1atXmUoOV5y8vb3JysoiOTlZP6ddunShT58+ck7LuBLreSiKMhyYAtwCooA5iqL0BlYBKvAlMAe4DcxSFOUxK8r0VhQlJPePpVmv0qBGjRqMGTOGWrVq6Q0Ao9FIw4YN+fjjj/WEZvPmzSuVjaCSkJiYyLhx43jllVdo0aIFS5cuZe/evWzcuJGpU6eSmJjIRx99lGcUXYiiYhqaZjAY+Pbbb3OETZ8/f5758+eTlZWFp6cnrVq1ylPGd999R3h4eI7G6tWrV/nhhx/0NZqtWrWyKXFdaZb7nP7www851ltfuHCBhQsXkpWVhYeHh9ktA7t168aLL75IZmYmX3/9NW+88QZvvPEGX3/9NXFxcbRu3ZoXXnghx2CAyKt27dr6rH1pDG8vCdWrV9dn4W2dAXd1ddXzX5Tk7Lk90wbbjUYjS5Ys4d1339Vnuq9fv864ceP0azX3d7/pa8+dO8eQIUP05YapqanMmjWLL774AoDBgwfruQvuJzNnzuTLL79k/vz5TJ8+nUcffZSNGzfy6quvlsoIGnswd+5c5s2bx/fff8/s2bPp1asX69ev58UXX7TbJWyiaJTk1OAzwG6gtqqqLYGPgcXACaC+qqrPq6o6AagHXAT+ZUWZk4DzuX8WLFhQ9LW3E46OjnpW0uvXr1sMgxX/88EHH7B161YeeughvvrqKxo2bIiHhwcVK1bkySefZObMmSiKwurVq0vdVkqiaJlm83Z0dMz3edrgWVpamlXlmj4vKirKbDhrdHS03sG0JfkcZO+VfPv2bQwGA/Xr17fptfeatedUO1aQcxodHW02SVZ0dLR+rnMnQmvSpAldu3YlISGBmTNncvz4cZKSkkhKSuL48ePMnDmThIQEgoKC6Nixo1V1shf36pznR0sOFxUVRWRkZKHKKimm58zSbJV2zsxl/reF6Qy4pRBuc+rXr4+DgwOZmZkltve5xjQqxdJAljYjbm12b2vL1Y7lLtf091mzZpl9rbZNWt26dXOEyJuGrH/99ddmIyq01zo4OPDII4/kW7+yTlEU/Pz8eOqppxg8eDCJiYnMmjWr0PeU+5miKPj7+zN8+HCGDx9OYmIiM2bMkHNahpVkB70W8KOqqtpdbiFQDvhSVVV9OkhV1VhgHtDIijKnYybl/6hRo4qqznbJNMGKrV/q96PExER9b+9hw4aZfU6LFi2oV68egE17tIqyxzQCx1LCQO2YtVv3mJZraf9ULaGXrZlRb9++rd8Pimr7p6Ji+rdbWl9u6zk1fZ6lc6ody31OtQzR//zzj9ns2cnJyfoMm70NetyN6bmx5pxbWnN9N66urvr9c9++fQUup6SZngNL68u1Y4U5Zy4uLvog3KFDh2x+vda5P3PmTIlvZ2XaDrE0k6wdszYcv7Dlmr4+v/X9poN6WoLD3K/NLzv+lStX9Hub6WvvZ+3bt8fR0ZFbt24V6LoWeXXu3BlHR0du3rzJgQMHSro64h4pyQ66M2DaAtL+31y64hjgrvGE+aX8lyzcwtSFCxf09aOWvkS1rbVK6+yPKBpXr17Vl47k1yhUFEUPI7e2sZmUlGTzPrxlxbVr1/Rzml+CKNNzml/W8dwKe061zOWWsubHxMQA2QnpShPTc55fhnZtlgasP+fmNGrUSF+nXxr3PtfcuHFDP2f5LRNRFEUfALt+/XqB36tBgwb6ObN1BtzPz0//LrOH8PaTJ0/q500bqMlNURQ9gsXaHRFu3Lihn+PcGdpNaZMWucOqbQ0JNs1PnF82emteez9zdHTUExdaGjQV1nN0dNQHBUsy10R+FEW55z+qyj3/KY6/w1IW/pLsoF8AWpr8rv3/Q2ae+zBQ8NZCGWf65WZtNtT7mWnSN0sRB1FRUYD1CWxE2ZSWlsalS5eA/MPMq1atqodr5rfHtDnacy2tEbem02iO6R7OWqfSXlhzTqtUqaKHqtqSzVp7bkHOqdao9vHxyfe12rHSFlqYlpamr5nNb19503NemD20tfD2kydPFmpWuaTdvn1b/x7QsnjnVrFiRf2cnTt3rsDvpe2xfebMGZszgGuz58nJyTbdf+4VbcsyIN/Etc2bN9cjWDZv3mx12dqSs/yWmFSoUEEfFNiyZUuOY6bvk99nwPTxiIgI/f937Nih5/rIvTRGExwcrEegXLx40dKfcd9ITU3VB00Lm3hSZEtJSdHPqYuLSwnXRtwrJdlBXwKMUBTlY0VRJpOdFO4UUF1RlDGKovgoiuKnKMpLwFPAfRtnbGkkNiMjg0WLFgHZMzr5fXGI/wkNDdXXCy9dutTsc44dO6aPmGv7yor7lxbW3KxZM7PhwVpjMSIiwqZZgj179gDZjUpzHdXg4GD9cVtnf7p164aTkxNZWVk2z/4UB60B37RpU7PntH379gBcunTJpplJ7d8qODjYbCM8ODhYv0/mPi9aZ6xx48ZmM3I7OTnpmclLYwNcC4ds0qSJ2ZDttm3bArafc1P+/v5UrZq9CUtZSA535MgRIHuG23TbNc3DDz8MZEdaFXQgzNfXV4/YsnUGXFEU/Tvq6NGjdrO7wE8//QTAwIEDzU4cTJo0Cci+D9gyGKR9Z3fs2FHPeG/queeew2AwEB0dzdatW3Mc27Ztmz4w+Oyzz5otf+LEiUD20gzTz0BSUpK+//QzzzxjNieB9tqUlJQ8711W3e16W7dunf4ca/e7v9/d7ZyuXr1az4FgKZJElG4l2UGfAewCXgQ+AhyB0cC7d47dIHvW/EMgFni7RGppo7i4OP3HdBQ8MTExx7Hc2dY7d+5M586dWbx4cZ4yx4wZw8qVK7l8+bLeWc/MzOTo0aO88sorHD16FIDRo0eXyS3Bbt26pf+Yhq/Gx8fnOJb7nNapU4c6deroiVs0rq6uPP744wD8+eefvPnmm/pMelpaGhs3bmTixIlkZGTg4eFx3++F7uzsrP/k3nLK9FhZ9vfffxMTE4Orqytjx47VG5zOzs489thj+gzWb7/9lue1M2fOZObMmXTv3j3PsfDwcD0Mc8iQITk66SEhIfpn+saNG+zatSvHa0eNGkXPnj2pXLkyRqNRfzwgIIBBgwbRuXNnIHsQwB7D4Hbu3MnNmzdxcXHh6aef1me1nZ2d6dWrlz6j+Mcff+R57WeffcZnn31G165d8xw7efKkPos4aNCgHJ30qlWrMmLECAwGAzExMfoAiebvv/8Gsgc7x44dS6VKlfQwtEqVKjF27Fg9tP2vv/4qgrNQvEzP+ejRo3Oc8x49eugdvTVr1uR57ccff8zHH39Mly5dLL6HNnuenJxcJrIM7927l1u3buHi4sLgwYP1JQBOTk507tzZYq6SadOmMW3aNNq1a2fxPQozA16tWjV91tYewts18+fP5+LFi5QrV44VK1bonTMPDw/effdd/Tv4rbfeyvPa5ORkkpOTef311/Mc++2339izZ4+eib158+ZA9r/H888/r3eS33333TzbCWZmZvLmm28C2QMHr7/+uj7o4u/vz+zZs/Xr95133snz3u+88w7JycmEhoby3XffUbFiRSB7FnP8+PH6e3/55Zc2RzwVh4SEBP0n97aypsdyt6WGDBnCkCFDWLFiRZ4yp0yZwvr167l69WqOyaSoqCgWL17M8uXLgez7gjYIVZbEx8frP6Ztfm25lfaT+5z269ePfv366QNZpiZNmsTq1au5cuVKjnMaGRnJggUL9G1TW7RooQ+GirKnxDbRU1U1SVGUNmSHtpcD9txJCIeiKC3JztpeATgOTFdVNSK/suxJv379zD7+wgsv5Pj922+/tToc/eLFi3z55ZdAdqfIzc2N5ORk/cvHaDQyYsSIuzacSitz20sBPPnkkzl+37Bhg9WJWaZMmcLZs2fZt28fy5YtY9myZbi5uZGamqrfSN3d3Zk+fbrFcNf7QX7XdLdu3XL8vnLlyhJPTnSvpKen8/XXXzNx4kSqVKnC66+/TkpKCs7OzhgMBrKysvj999+tXktpauHChTz//PNUrFiRiRMnkpaWRlZWlh42Gxsby9y5c/M0Nj08PGjcuDFdu3YlMzOT1NRUHBwccgyWHDhwwGwDwB6kp6czf/58xo8fT+XKlfn3v/+d55yuXr26QCG7ixcv5tlnn6VChQqMHz+etLQ0VFXVwwFjY2OZN29ennN64MABqlatStu2balWrRqTJ0/Wn6Nl6s7KymLNmjV2EUpsq4yMDL755hvGjRtHpUqVePnll/Oc8zVr1ti0pMCUoig0bdoUyO4s2stsbmFkZGTw448/Mnz4cCpUqMDEiRNJTU3FyclJP2cbN27k7NmzBSpfURR9MKogM+Ba5/7atWt2lS8lNTWVAQMG8Mcff9C4cWP2799PXFwcHh4eGI1GsrKyeOuttwqUhHXw4MGsX7+e0NBQtm7dSkJCAi4uLvpn9Ouvv+abb74x+9qlS5cSFhbGyy+/zOuvv86UKVOIi4vDx8dH//d87bXXWL9+fZ7Xnjt3juHDh7No0SJ69+5N7969uXnzJh4eHvrg9cqVK5k2bZrNf1NxyG9v9qlTp+b4/bPPPtMHou7mypUr+sSSo6MjLi4upKWl5djR4IEHHmDcuHEFq7Sdyy8J9WuvvZbj91mzZlm93Wl0dDQLFixgwYIFODo64urqSmpqao5z2rhxY5577rmCV1zYvRLd5V7NHhraZebxI0DZTr1ug0mTJnHs2DFOnz5NbGwsCQkJODs7U6lSJRo2bEivXr1kFM1G7u7uLF68mJUrV7J69WpOnDhBfHw8Li4uVKxYkYceeohhw4bpI+RCREZG8t5779GlSxfCwsLw9vYmKSmJixcvsnnz5gJ3apKTk/n4449p27YtTZs2xd/fH6PRSFRUFEeOHGHTpk1mM4qvX7+eyMhIQkND8fb2xs3NDVVVuXHjBhcuXGD37t0FGjAoTlFRUXz44Yd06tSJevXq4eXlRVJSEhEREWzdurXA66CTk5P59NNPadu2LY0bN8bPz08Pez169Chbtmwxe04hu4F99OhRWrVqRUhIiB4KHhMTw/nz59m+fXupDG/XREdH8/HHH9OhQwfq1q2Ll5cXycnJREREsG3btkJt1VmjRg19XXFZCG/XXL16lVmzZtG6dWtq1aqFp6cnycnJREZGsnPnTs6fP1/gskNDQws8A+7s7KzPTNtjhuwjR47QvHlzXnrpJbp3706FChWIiYlh3759zJw5M88acWtFRkby4IMPMnnyZHr37k3VqlVJSEjg8OHDfP311/zyyy8WX//WW2+xbds2xo0bR7NmzfDx8eHq1av8/fffzJw5k3/++Sff1/7xxx+0atWKF198kfbt2xMYGEhiYiKHDh1i4cKFLFu2rEB/U2ml7cd96tQpYmNjiY+Px8HBgcDAQKpXr85DDz2kDyIJ6/z73//myJEjhIeH65GjRqORoKAgatSoQZs2bWjSpElJV1PcY8r9kGkyIiKi7P+RxawshiqVtB9++KGkq1Dm5A4LF4VnaT9oUTCmSxRE0ZDknkXvo48+KukqlDn3y1r14iSJ04pegwYN8k83nkti2n3QsSxCHs7mU7mXvQXLQgghhBBCCCFEKSQddCGEEEIIIYQQwg5IrKIQQgghhBBCCKsoiuINeOd+/NKVm3ouElFwMoMuhBBCCCGEEMJak4DzuX9mzZxeglUqO2QGXQghhBBCCCGEtaYDC3M/OOG5SQXf1kLopIMuhBBCCCGEEMIqqqrGArG5H09MkyTuRUFC3IUQQgghhBBCCDsgHXQhhBBCCCGEEMIOSAddCCGEEEIIIYSwA9JBF0IIIYQQQggh7IB00IUQQgghhBBCCDsgHXQhhBBCCCGEEMIOyDZrQgghhBBCCCEK5XZG1j1/D6NBuefvkZlVTNvFORvNPiwz6EIIIYQQQgghhB2QDroQQgghhBBCCGEHpIMuhBBCCCGEEELYAemgCyGEEEIIIYQQdkA66EIIIYQQQgghhB2QDroQQgghhBBCCGEHpIMuhBBCCCGEEELYAemgCyGEEEIIIYQQdsChpCsghBBCCCGEEKJ0UBTFG/DO/fi5yzfw8s7zsLCRzKALIYQQQgghhLDWJOB87p+vvpxRknUqM2QGXQghhBBCCCGEtaYDC3M/OO7ZF84Xe03KIOmgCyGEEEIIIYSwiqqqsUBs7sdvJmUWe13KIglxF0IIIYQQQggh7IB00IUQQgghhBBCCDsgHXQhhBBCCCGEEMIOSAddCCGEEEIIIYSwA9JBF0IIIYQQQggh7IB00IUQQgghhBBCCDsg26wJIYQQQgghhCiU8u5GxZbnK4riDUwCpt/Zuq3Ilcb3kBl0IYQQQgghhBDFzRt4685/5T3uuC9m0Dt16lTSVShzqlevXtJVKHOqVatW0lUoc3x8fEq6CmVOYmJiSVehzPnuu+9KugplTq9evUq6CmXO5MmTS7oKZU7Hjh1LugplTps2bUq6CmXO77//XtJVuO/IDLoQQgghhBBCCGEHpIMuhBBCCCGEEELYAemgCyGEEEIIIYQQdkA66EIIIYQQQgghilssMO3Of+U97rgvksQJIYQQQgghhLAfd7YkmyrvkZPMoAshhBBCCCGEEHZAOuhCCCGEEEIIIYQdkA66EEIIIYQQQghhB2QNuhBCCCGEEEKIQjlzLUW91+9x9ErcvX4Lavt53vP3AKhbwV0x97jMoAshhBBCCCGEEHZAOuhCCCGEEEIIIYQdkA66EEIIIYQQQghhB6SDLoQQQgghhBBC2AHpoAshhBBCCCGEEHZAOuhCCCGEEEIIIYQdkA66EEIIIYQQQghhB2QfdCGEEEIIIYQQVlEUxRvwzv34vlNRlPPK87CwkcygCyGEEEIIIYSw1iTgfO6fhXO/KMk6lRkygy6EEEIIIYQQwlrTgYW5HxzxzMTzxV6TMkg66EIIIYQQQgghrKKqaiwQm/vxM9dSir0uZZGEuAshhBBCCCGEEHZAOuhCCCGEEEIIIYQdkA66EEIIIYQQQghhB6SDLoQQQgghhBBC2AHpoAshhBBCCCGEEHZAOuhCCCGEEEIIIYQdkA66EEIIIYQQQghhB2QfdCGEEEIIIYQQhVLBx+Wev4eXq+M9fw9XJ+M9fw9LZAZdCCGEEEIIIYSwA9JBF0IIIYQQQggh7IB00IUQQgghhBBCCDsgHXQhhBBCCCGEEMIOSJK4AvDz82Ps2LG0b9+ewMBAEhISOHz4MIsWLWLnzp02l+fj40OXLl146KGHCAsLIzAwkMzMTKKjo9m5cycLFy4kIiLCpjJfe+01RowYAcDu3bsZOnSozfUqTj4+PgwYMICWLVvi6+tLUlISp06dYuXKlRw8eLBI3sNgMPDZZ59Rq1YtAL777ju+//77PM9zdHSkRYsWNGvWjNq1axMUFISDgwO3bt3ixIkT/PHHHxw5cqRI6nQvlStXji5dulC/fn28vb1JSUnh4sWLbN68mZMnTxaqbC8vL9q1a0dYWBjly5fHYDAQFxfHxYsX2b9/P4cPH7aqnCeeeIIOHToAcOrUKWbMmFGoet1rHh4etGnThjp16uDp6UlaWhqXL19mx44dnDt3zubyJk+ejI+Pj1XPXbFiBQcOHDB7zMHBgebNm1O/fn38/PxwcnIiKSmJa9eucfbsWf7++2+b61ZcPD096dSpE2FhYXh5eZGamsrFixfZunUrp0+fLlTZXl5etG7dmnr16lG+fHkURSE+Pp6IiAgOHDjA0aNHzb6uUqVKtGnThmrVquHl5YWqqsTFxXHu3Dm2bdtGZGRkoep1r/n7+/P888/TuXNngoKCSEhI4MCBA8ydO5ft27fbXJ6TkxMPPfQQjRo10n+CgoIAGDRoEJs3b7aqHIPBwMCBA3n88cepW7cuXl5exMTEcO7cObZv385XX31FamqqzfUrDuXKlaN79+40bNgQHx8fUlJSOH/+PBs2bCA8PNzm8mrVqsXLL7981+f961//IjEx0eyx8uXL6/d4Hx8f0tPT9XbDX3/9haqqNteruGn31Nq1a+e4p+7cubNA99QXX3zRpntqfu0L7Z4aFhZm9p66Y8cOm+tWVAICApg8eTLdunUjODiY+Ph49u3bx6xZs9i6dWuBy/X09GTSpEn07t2bypUrk5qayuHDh5k/fz6//vqrxddWr16dCRMm0LZtWypVqoTRaOTq1av8888/zJs3z6rvoHbt2jFs2DBatmyJv78/iYmJRERE8Pfff/P1119z4cKFAv9theXt7c2AAQNo3ry53kY9ffo0v/76K4cOHSqS9zAYDHzyySfUrFkTgB9++IEffvjB6tePGTOGxx57DIAjR47w6quvFkm9RMmQDrqNateuzeLFi/UvgISEBHx8fOjQoQPt2rXj008/Ze7cuTaVuX37dhwd/5eRMDExEScnJ6pXr0716tXp168fr776Kn/88YdV5YWFhTFkyBCb6lCSQkJC+O9//4uXlxcASUlJlCtXjpYtW9K8eXMWLlzIsmXLCv0+vXv31jvnlkydOpUmTZrov9++fZuMjAwCAgIICAigbdu2rFy5kjlz5hS6TvdKhQoVeOGFF/Dw8AAgJSUFDw8PGjRoQFhYGKtWreLPP/8sUNmNGzdm8ODBuLq6ApCWlgagnx9PT0+rOuiVK1embdu2BapDSQgMDGTUqFG4u7sDkJqaipubG3Xq1KFWrVps2LCBbdu22VRmUlISDg7534adnJxwdnYGICoqyuxz/P39GTp0KOXLlwcgIyOD9PR0vL298fb2pnr16nbbQQ8ODubZZ5/NcZ26u7tTv3596tWrxx9//MHGjRsLVPYDDzzAoEGDcHHJziirXaf+/v74+/vj4eFhtoP+8MMP07dvX4zG7Ayut2/fzvG6Zs2asXz58gINxhaHunXrsnz5cnx9fQGIj4/XO3KdOnXivffe44svvrCpzJo1a7JkyZJC1SswMJDFixfzwAMPANnXaUJCAkFBQVSoUIFHHnmEn376iejo6EK9z71QsWJFJk+ejKenJwDJycl4eHjwwAMP0KBBA3755RfWrl1boLKzsrJISEiweNycunXrMm7cONzc3PQ6OTk5UaNGDWrUqEHTpk2ZOXMmGRkZBapXcQgMDGTkyJEW76l//fWXTWXack/N71rz9/dnyJAhFu+pJdVBDwsL4/fff9c/33Fxcfj6+tK9e3e6du3KtGnT+Oyzz2wut0KFCqxZs4bQ0FAgu23r6elJu3btaNeuHfPmzePFF180+9oePXqwYMGCHG2C9PR0qlSpQpUqVXjiiSf48MMPeffdd82+3sHBgS+//JJBgwYB2dd8XFwc3t7e+Pn50aRJEw4fPlxiHfSQkBD+7//+L08bVZvIWbx4McuXLy/0+/Ts2VPvnNuqevXq9OzZs9B1EPZDOug2cHZ2Zvbs2fj4+HDs2DFefvllzpw5g7u7OxMnTmT06NG8+OKLHDt2zKYGsaOjI3v27GH58uVs376dGzduYDAYaNSoEf/5z3+oV68eH374IWfOnLnrzKeiKLz99tuoqsqRI0do0KBBYf/se8rJyYmpU6fi5eXFmTNn+Oijj4iIiMDNzY2nnnqKJ554ghEjRnD27Fn2799f4Pfx8/Nj6NChXL16FUdHR/2L1xwHBwcuX77M2rVr2b17N5cvXwayOxMjRoygTZs2PP7441y+fNnqQZPi5OjoyLhx4/Dw8CAiIoLFixcTHR2Ni4sL3bt3p1OnTvTu3ZtLly7ZPPMTFhbGyJEjMRqN7Nixgz///JNr164B4O7uTo0aNfSGgyWKouhfxhcvXqRq1aq2/6HFyMHBgSFDhuDu7k5UVBTLly/n2rVrODs70759ex555BE6depEVFQUZ86csbrcr776yuLxwYMHU7duXSIjI7l69Wqe415eXowePRoPDw8uXrzI+vXriYiIQFVVHB0dqVChAvXq1bP57y0Ojo6OjBkzBg8PDy5dusT333/PlStXcHZ2pmvXrnTo0IEePXpw+fJlmyM+6taty7BhwzAajezatYtNmzbp16mbmxs1atQwew8IDAzUO+fh4eH88ssv+nkPDg6mb9++1KxZkyeeeIJTp04RExNT+BNRhFxcXFi8eDG+vr4cPnyY5557jpMnT+Lh4cHkyZMZP348r732GkeOHLF5pi02NpbDhw9z8OBBDh48yIIFC6x+rbu7OytWrKBGjRqEh4fzzjvvsHXrVjIyMnB2dqZOnTr07NlTH0SxJ46OjkycOBFPT08uXrzIggULiIqKwsXFhZ49e9K1a1f69OlDREQEx48ft7n8mzdv2jzT5ePjo3fOz5w5w7fffktUVJTebhg+fDj16tXjySef5LvvvrO5TsXBwcGBwYMH6/fUFStW6PfUdu3a5binnj171upy7zZw/tRTT1m8p5YrV45Ro0bp99Q///zTbu6pLi4uLFmyBF9fXw4ePMgzzzxDeHg4np6eTJkyheeff5633nqLQ4cOsWnTJpvK/vbbbwkNDeXChQs8/fTT7NmzB2dnZ8aOHcu0adN4+umnOXToEIsWLcrxuvLlyzNnzhxcXV05cOAAkydPZt++faiqSkhICNOmTaNPnz688sorbNq0yezAxpw5c+jfvz83b95k2rRprFixgvj4eAwGAyEhIXTv3p1Lly4V6twVlJOTE2+++abeRv3000+JiIjA1dWVQYMG0bdvX4YNG8bZs2fzjXCzhq+vL0OGDOHq1as4OTlZHQUC2e2piRMnoqoqp0+fLnAnX9gXWYNugyeffJJKlSqRmJjIuHHj9IZ4UlISH3zwAX/++ScGg4HJkyfbVO5TTz3FkCFDWLlyJTdu3ACyRxD379/PyJEjuXHjBo6OjnrIuiVDhw6lQYMGfPfdd4UODy0Ojz76KIGBgSQnJzN16lQ9lD85OZl58+axY8cODAaDVX+7JePHj8fNzY3Zs2eTnp5u8bkLFy5k7NixrFixQu+cQ/Zo+/vvv6+HxD3xxBOFqtO98sgjj+Dr60tqaipfffWVPkuQmprKL7/8wsGDBzEYDHoolLVcXFx46qmnMBqNrF27lu+//17v9ED258DahkHbtm2pWrUqW7ZsscsZs9yaN2+Oj48PaWlpfPvtt/rfnZaWxtq1azl+/DgGg4HOnTsX2Xu6ubnpX7T5ffH37t0bDw8Pzp07x4IFC7h48aIe1pqens7FixdZs2ZNkdWpKD300EOUL1+e1NRU5s2bx5UrV4Dsc7pq1SoOHz6MwWCweVbA2dmZJ598EqPRyPr161myZEmO6zQ5OZnDhw+zZcuWPK9t3LgxRqORlJQUFixYkKMBHx0dzbx580hNTcXBwYH69esX7A+/h4YOHUrlypVJTExk2LBh+sBGYmIi06ZNY/Xq1RgMBl577TWbyj1+/Dh16tRhwIABvPfee6xevdqm17/xxhvUqFGDU6dO0atXLzZu3KjP7KalpXHo0CH+7//+j5s3b9pUbnFo06YNfn5+pKam8sUXX+iRLKmpqSxfvpwDBw5gMBjo27dvsdWpc+fOuLm5kZyczJdffqnXSWs3aNEOrVu31pci2BvTe+p3332X4566bt26e35PzS+03fSe+s0339jVPXXUqFFUrVqVhIQEBg4cqA+wJyQk8MYbb/Dbb79hMBh46623bCq3R48eNG/enMzMTAYPHsyePXuA7H+Lzz//XB9Ifv3113NEewJ0796dcuXKAdkDynv37tXP14ULFxg9erQ+wNK7d+887/3444/Tv39/UlJS6NGjB9988w3x8fFA9vV87tw5vvzyyxKLWOjWrZveRn3nnXf0Nqr2HbFz504MBgPDhw8v1PtoA25z5szRo7as1atXL2rWrMnvv//OxYsXC1UPWyiK4q0oSkjun9jY2GKrQ1kmHXQbaDeX33//3ezI67x58wCoX7++HiZkjb179+Z77NatW/pMR1hYmMVyAgMDmTRpElevXuXzzz+3+v1LUvv27QHYsmWL2dkoLWyoZs2aVKxYsUDv0bJlSx566CF2797N7t277/r8EydO5BtWCOght8HBwXporj1p3rw5kH1dxcXF5Tm+YcMGAKpUqUJAQIDV5T744IN4e3tz69atQkUOeHt707NnT2JjY+0yAsEcLSz38OHDZsNRtTDMihUr4ufnV2Tv6eDgQEZGhtklA0FBQdSuXRuA3377jczMzCJ53+LStGlTAPbv32/2OtUGeipXrmzTddqyZUu8vLy4deuWzWHHWgjz9evXzTaS0tLSuH79OpA9s2JvtEHDn3/+WR/wMDVr1iwg+9qqXr261eUWZi2zr68vTz31FJC9fMhSOLc9evDBB4HsXC7mGp7r1q0DoGrVqgQGBhZLnbTBod27d5tdn75r1y59BrJly5bFUidbNWzYEMj/nqrlSijKe2rDhg2tvqf+/vvvdndPHTBgAADLli0zO7Ct5XBp3LgxNWrUsLncLVu2mM2v8/nnn5OVlUVQUFCeZWnavTkmJibHhIYmIyNDX0qkLccwpU1offXVVxw7dszqOheXdu3aAbB161azbdQVK1YAUKNGjQK3UVu0aEGrVq3Ys2ePPjhiLW3mPSYmxmxOpXtsEnA+98+Xn08v7nqUSdJBt5K7u7veQc4vyc7Bgwf1kb9WrVoV2XtrjQJtTWR+3nzzTTw8PHj//fdJSkoqsve/V1xdXfUvkX379pl9Tnh4uN4AadSokc3v4ezszIQJE0hNTdUbp4Wl/RvD3f9NipuzszOVK1cGyDfc8sKFCyQnJwPojRFraB3/AwcOWBzAuJv+/fvj6urKihUr7DKkNTcnJycqVKgAkG9UyuXLl0lJSQGgWrVqRfK+jRs3BrKT52n/Xqa0QYOoqCi901haODs7U6lSJYB8l1lcvHhRP6e2hOxpHf9Dhw7ZfJ1qM7j+/v5mO+DOzs74+/sDmG2MliR3d3e902MuOgCy77PaYEjr1q2LpV69evXC2dmZmJgYq5PJ2QtnZ2eqVKkCkG/n4dy5c/rns27dusVSL20ZkbmJAsgeUNGO2eMSF9N7an5Lgkrinqp9fqKjo+3unurh4aG3gfLLy/HPP//o7UWtY2mNNm3aAP8bvM8tOjqaEydO5HiuRptR9vX11e/ppoxGoz6glDuZWu3atfXvsaLIM1TUTNuo+S2xPHnypN5G1f4WWzg7OzNu3Dg94tFWY8eOxc3NjXnz5umfl2I0HQjN/fPs85OKux5lkqxBt1L16tUxGLLHM/JrpKuqyvnz53nggQdsGr28mxYtWlh8X8ieie7SpQt///23zeGHJaVy5cr6Oc0vLEdVVS5fvkydOnX0hpIthg0bRkBAAIsWLcoR5loY2rr+mzdvmp35K0lBQUH6Oc0vdFxVVa5du0ZISAjBwcFWlevg4KB/+V66dInAwEAeffRRateujYuLC3FxcZw4cYL169dbDFOtX78+jRo14sSJE4XKKVCc/P399XOa3zWkqio3btywebY3P4GBgXoDNr/wdm0gRssvoGXV9/T0JCUlhYiICHbs2FGsIW/WCgwM1M+puZle+N91WrVqVavDdB0cHPRZjMjISAICAujWrRs1a9bUr9OTJ0+yceNGs9fp3r176dq1K66urowaNSrHGvSgoCD69u2Li4sL4eHheoPVXtSqVUs/p/mt2VdVlbNnz9KkSROrEmYWBW3A5MSJEzg6OvLss8/St29fKleurC+L+eabbwqctPJeCg4O1s9pfkkaVVXlypUrVKtWzer7qSlPT0/eeOMN/RqPjY3l5MmTbNq0Kd/dArSIBq1u5miDxwWp071m6z1VGxQrDNN7an7h7do9Vcsx0LZt2xz31EuXLvH333/bvKtOUahdu7Z+zvK796iqypkzZ2jWrBl16tSxqlw/Pz99wMdSTprw8HDCwsLylLtmzRquXLlCUFAQ33//fY416FWrVmXatGlUr16dY8eO8e233+Z4rda2TUtL48SJEwwYMICxY8dSt25dsrKyOHXqFEuXLmX+/Pl3XZp4L5i2UfP7N1dVlcjISGrXrl2gNurQoUMJCAjIsXTOWi1atOChhx7iwIEDNidTLAqqqsYCsbkfT063/90jSgO76aArilIeqAK4AfHAGVVV7Wa/FdMvCEsfIu1YUXyhAHTs2FHvEGqhNLm5urryn//8h9u3bzNt2rQied/iYJqkyVKnTjtmKbGbOdWrV+exxx7j8uXLRZJhE7JHiR999FEg/9HmkqRlGQUsDh5oo+za2rG78fX11TPjBgQEMGjQIJycnEhLSyMzMxM/Pz9at25Ns2bNmDNnjtnBJCcnJwYOHEh6ejpLly614a8qWVrYM+SMnshNC9M0fX5BaTM9SUlJ+Xa2TJPxjR8/Hl9fXz3bsKenJ2FhYdStW5d169bZXRZ30+vO0nWqHbP2Oi1fvrx+nfr7+9O/f/8816mWFXj+/Pl5Zu/i4uJYsGABw4YNo06dOrz66qt6qLuTkxPx8fGsX79eD2u2J6YDQ/kNepgeK4qBJGtos59JSUn88ssvNG3aVM/gru2A0qFDB+bNm8cbb7xRLHWylun91NK6Su06NX2+tZydnalatSpJSUk4OTkRGBhIYGAgDz/8MD///DPr16/P85qbN28SHBycb+fbYDDo/76urq44OzvbVbRSabinjhs3Ls89tV69etSpU4d169YV+5po0+UTlj7f2sC8tcstTAc/LeWD0d4zd7nJyckMGDCAH374gcaNG7Np0yY9i7uHhwexsbHMnTuXt99+O8+yIW2ZTWxsLO+//z7jxo0Dspd2enh40KxZM5o1a0bfvn3p27dvvtsN3iumidqsaaPaktgNsu+NvXr14vLly/m27/Ojzbynp6cze/Zsm14rSocS7aAriuICvAiMBHLHMGUoirIF+D9VVW3bu+ge0LaPACzu06qFmJhba2OrwMBA3nnnHQCL24288MILVKxYkVmzZpXoPpG20rY/Aiw2HrRjpv8Gd6MoCs899xxGo5FZs2YVyVYzBoOBV155BTc3N65evcpPP/1U6DKLmmlYrqURZ+2Ytt3M3Zie+65duxIfH8+cOXP0EffQ0FCGDh1KYGAgo0eP5u23384TQtizZ0/Kly/PmjVriiyaoTiYnlNL15F2Tgu7NtlgMOihcpbCtLXPT+PGjcnKymLVqlXs37+fjIwMfZ1/nTp16Nq1K5GRkXZ1b7D2OtUadAW5Tjt16kR8fDzz58/XG+QhISE89dRTBAQEMGLECN57770812l4eDizZ89m2LBheULdHR0dcXV1xcnJqSTCCS0y/c6x5jtK29rqXtMGVzp16oSiKHzyySfMmjWLpKQk/Pz8eP311xk0aBBPP/00Bw8eLLLB1KJget1Zc52afqfdTUpKCmvXruWff/4hKiqKjIwMFEWhRo0a9O3blxo1atC/f39iY2PzrEs9duwYwcHBtGjRglWrVuUZPGjdunWO/CguLi521UEviXuq6Zp3a++pv/32W557au3atenatStRUVHFek81/bxauvdox6zNj2PtfUO7T5or9+DBg/Tq1Yv58+fTpEkTnJ2d9c+Ok5MTnp6eeHp65hmM0Qa0/Pz8GDduHL/99htTpkzh8uXLuLi4MHLkSN59910efPBB/vvf/zJx4kSr/qaicq/bqBMnTsRoNPLVV1/Z3EYdMmQIAQEBLFmyJN/oHlG6ldgadEVRvIC/gXeBimSHSShAOrASOAi0BzYpijLFyjLNZhS0t0Qf1nBzc2PWrFn4+flx+fJlXn/9dbPP07YTunTpkoyimejVqxe1a9dm69athdr6wtSECRNo2LAh6enpfPjhh2bXsJVViqLo/28wGFi8eHGOcLjz588zb948srKy8PT05KGHHsrx+kqVKtGuXTtu3Lhhl7OP9qRGjRr6jJGla1f7NzEYDPz111/s2bNH/5KPjY1lyZIlxMbGYjAYim29cUnLfZ1+//33OWbLLly4wDfffENWVhYeHh56AjBT3bp1Y/LkyWRkZDB37lxef/11Xn/9debOnUtsbCytW7fm+eeft6kxdj/TQkSNRiMrVqzgo48+0nOk3Lhxg3/961/6df7888+XWD2L26VLl1ixYgURERH651bbJunjjz/Wo5CeeOKJHNc1ZA/Yp6am4uzszAsvvECdOnVwcHDA3d2ddu3a0b9//xwN/sLkDCkLCnJP3b59u9xTrTRixAj27NlDQEAAI0eOpFatWlSuXJnu3btz5MgRBg0axMaNG/Nsp2p6bzh//jzDhw/Xc3ukpqYye/ZsPXfQU089Zbc7EhREjx49qFWrFtu2bct3yUV+QkND6d27N1euXClV0YjCNiWZJG4aUB94CnBXVdUXaAJcAK6qqtqS7JD3n4H3FEXpZEWZkzCTUbAoUv6bjlhaGiXXGm2F6bw5OTkxe/ZsGjRoQExMDKNHj+bWrVt5nqcoCu+88w4ODg68++67djVCbg3T0VpLM2TaMWtnrMqXL8+wYcNITk5m7ty5havkHcOHD6dHjx5kZmby4YcfFmi/2+JgGkKWezsUU9oxa68Z0+dFRUWZDRGMiorSO+2myee0Pc+NRiPLli0rkbVkhWF6TrXwaXO0c2rrFim5aaGYV65csRhyaPo+O3fuzHM8IyNDn3kLDQ3N08gvSdZep9rMWUGu0+joaLNLLaKjozl16hRAnnXYTZs2pVu3biQkJDBz5kyOHz9OUlISSUlJHD9+nJkzZ5KQkEBwcDCdOlnzlVR8TL9zrPmOKq5Eoqbvo+10kpu2d3WtWrWKLfTeGqbXkzXXqaUZSFtkZmby66+/AtnfZ9raaE1MTAxz5swhNTWVSpUqMXnyZGbPns306dMZPHgwCQkJOULj7S3aozTfU//55x8gOxqnOO+ppp8jS4OD2jFrw8GtvW9oM+25y23ZsiWff/456enp9OrVixUrVnDlyhXi4uL4+++/6dGjB+Hh4VSoUIGpU6fm+zfNmzfP7CzyF198AWRfJ4888ohVf1NRuZdt1KFDh+rbCdvCNDp07ty5hf5sCPtVkh30PsBXqqouUe9kPFFV9SDwL+BpRVH8VFW9AgwE9gPWbC4+HTMZBb29vQtdWdOQXEsNCO1YQTOAOjo6MnPmTFq1akVcXByjRo3i/PnzZp/bp08fGjZsyF9//cXu3btxc3PL8aMliTEajfpjlpLKFDfTNT2W1pdrx6zdI3fkyJG4u7uzbNkykpOTcXFxyfGjcXBwyPOYOU8++SRPPvkkWVlZzJgxI98s/vbAdDDK0npI7TNhaf2fKdN1wvllDob/fU5M12K1bNmSkJAQjh8/zunTp/XwN+1HuyYNBoP+mD11Jk23ALK0FlqboSnMNlIuLi56Ep67RX5o75OcnJzvgOCNGzeA7A5EUSy7KSqm15Ol61Q7Zu11avo8a3KF5P5u0DIU//PPP2bPaXJyst5At7d90E0/l5ZmmrRjxbXMxLRe+WXs1vZJBgq8VdG9YHqdWmpHaNdpUSYNNf3eN5fT5ujRo7z11lusX7+eixcvEhMTw8WLF/njjz94++239c5OTExMkSzxKkrFfU/VBoxL8z3VdN25pc+3lpfA0ve0KdMBC0sJBbX3zF3u+PHjgeztBk0/x5rbt2/rndDu3bvn+975JUG+evWq/rkq7nuDrW1UcxNp5gwfPhx3d3dWrFhhto2qtX/MtVE7duxIrVq12L9/P4cPH87zWq3dbzAY9Mfsqd0vrFeSa9CDgKNmHj9Kdr1qAzdUVVUVRfkReO1uBeaXUbAostWeO3eOrKwsDAYDNWvWNNtpVhRF3/88v4aIJUajkU8//ZT27duTmJjImDFjLGYK1m5WrVu3thgi06xZM/34kCFDbN5n8V65dOmSfk6rVq1qNmOtoih69nBrM6dqgyTDhw9n+PDh+T5P63hD3i8OzeOPP66XMWfOHLvMNGzq6tWr+jkNDg422whXFEU/R5ZmE0wlJSURHx9vdbIuU9qXV7169fj000/zfV6NGjX049OnT7e4a0Fxun79un5OAwIC9AaaKUVR9L16C9PxadiwIY6OjmRmZubZkia3q1ev2rTvcmH2si5q165d089pUFDQXa9TS0mRTNl6neY+J9r5NLffrUY7ZmvSynvt9OnT+jmtXbu22cayoih6YiYtiuBeCw8Pp3PnzlY/356u0+joaP2cVqhQwWynR1EUvfNi7f20qNy8eTPf7am0jNLnzp0rzipZxdZ7amG2PGvQoIF+TzW397mpa9eu2e099dSpU/o5q1u3rtk2ppbDACxnZDcVExPDjRs38PPzo06dOvlu4aYNHOcuVxv8sLRbiLZW383NjYCAAP1+b+tOGMV9b7h8+bJ+zqtUqZJvG1Vri9vaRh06dChDhw7N93kDBgzQ96jv2bNnjtc2adLEYr6OsLAw/firr75qdn97Yd9KcljlKhBm5vH6gAqYDpnGkZ3dvcQkJSVx9Gj2eELu9bWaBx54QG8YmguPskRRFD744AO6du1KSkoK48ePt3ldSmmTkpKid8KaNGli9jm1a9fWk5IU9/no0aMHY8eOBWDBggWsWrWqWN+/INLS0vQvifz25A0JCdFH/vPLZmuO9sVsqQFjTQentLl9+7aehEXr3ORWqVIlPbSwMA1iLRTz9OnTdw1R1DpgWnSMOdrMW2pqql2FuaalpXHp0iUg53IIU1WrVtXPqS2DNVrH05pIp9xROVoD0FI2Xq1jbm9LirQtywDatm1r9jlNmjTRZ3uLa1uebdv+l+M1v+1HTR+3p/3l09LS9I5HfvuJh4aG6p+/otx6TxvsB8x2YC1xd3fX67t79+4iq1NRKYl76pkzZ4rknqoNGhT3PTUxMVGPAGjfvr3Z5zRv3lyP9NiyZYvVZWuf0Q4dOpg9HhwcrLcntm7dmuOYlt8g9zIMU6bHTP8Ndu7cqZ/D/2/v3uOsKuvFj3++agiKMpml4BXzVnq8ZIqmRzHvFppaph49eS3vkukpM1MQ9Zelh46SkpiIYh4t0bxgeYm8kPdKrJRjYgaEVxABucnz++NZezfs2QMzw8zsPePn/Xqt12aevS7fvWazZn3Xc9tss82qbrvuuuuWr1mdPb3d+++/X34QUvoeVWp8j7q8h+ofFkuWdPwyZ8HiDl9SSp2yNKeWCfp9wMkRcXipICK2ITdTnwE0ftzTH+jcR9NV3H333QAcdNBBVZucnXDCCQBMmjSp2WbpzRk2bBgHHXQQCxcu5PTTT2/RH9WrrrqKzTffvNnljjvuAPIf6FJZvdSel5T+iOy5555Vb4oPO+wwIN90NzcnbKVvf/vbHHDAAc0upVqQm2++uVxWae+99+bUU08FYOzYsc3WUtSjZ555BsgtJ6rVJO61115AfuLdmtre0neyX79+VZOqxuV//vOfy+X33Xcfp512WrPLE088AeTfcamsXmrPS0p/eLfddtuqo9iW+sZNmzat1TfTJWuvvXb5RqYlAxv+5S9/KSeJ1R4arrLKKuy4445Avjmtp5pJgOeeew7I/b6rfU9LN6GvvfZaq76npSboffv2rdp6qnF5ZUJVSho+85nPVB05ukePHuUbtXqcX750zT/00EOrPqAoNUf905/+VLWGvSNMnDixnHSfdNJJVdf5+te/DuSHsG39/9NRSte9AQMGVO2Ose+++wK5lrClzYqXZ+WVV+bggw8Gcrel1iYmpWkwp06dutxa41opxbXNNttUvabuuuuuQO2uqbvsskuT92t9TS3dhxx++OFVH5SfccYZQL62tqYVZ2m/n//856t23Tn99NNZaaWV+Oc//7nUAzegXHG19957V20iv9JKK3H00UcD+fw27jowd+5c7rnnHgBOPPHEquMRnHbaaUBOliuP3RlK96gDBw6seo96yCGHAPkhckvvUc877zy++MUvNruUriO33HJLuaykcVm1pTT976RJk8pl1p53TbVM0L9PTsR/HhFzIuIt4A/AJ4Ez09JXvkOAJ2oQ41JuvfVWpk6dSu/evRk5cmT5ye/qq6/Oueeey3777QdQtRnv5MmTmTx5cvkC2th3v/tdvvKVr7Bo0SLOOuusTqvZqAf33Xcfr7/+OqutthpDhgwpN8vr1asXxx9/fDnxufHGG5tsO378eMaPH89//Md/tGtMu+66K4MHD2allVbi9ttv5+abb27X/Xe0xx57jLfffptevXpxyimnlJtfrrrqqnzpS18qJxjVWgSMGDGCESNGlOd6b+zFF18sJzSleaJL+vfvz4knnshKK63EW2+91eoWJPXu6aefZubMmfTs2ZNjjjmm/ICuR48e7Lfffmy1VW4MVK0LxLBhwxg2bFiztRMlpd/LvHnzWtQ8sfENy2677cZOO+1UvsFpaGjgiCOOoKGhgcWLF7eqNqWzTJw4kXfeeYeePXty0kknlW84V111VQYNGlSeau7ee+9tsu3w4cMZPnw4+++/f5P3XnrppfL5O+qoo5ZK0jfeeGOOO+648ve08kFoab74tdZai5NPPpn111+fiCh3tTn55JPLNei1uFlcnptuuol//OMfrLHGGtx0003lz7766qtzwQUXlG/0Lr300ibbzpgxgxkzZnDOOedU3XefPn1Ya621ykvJGmussVR55U32Bx98wCWXXALkBwfnnHNOecqotddemyuvvLL83b/88stX8Ay0v0ceeYS33nqLXr16ccYZZ5STkFVXXZXDDjuMHXbYAYBx48Y12fa6667juuuuY9CgQU3eGzJkCJ///OeXepBSaqJ89tlnl2sU77jjjqqJ4CGHHMJWW221VP/UDTbYgNNOO40BAwawYMECbrjhhrp7MFfS+Jp69NFHL3VN3XfffZd5Tb344ou5+OKLm61JLtluu+2A9rmm9unTh69+9avla2plTXJn+NnPfsbf//531lxzTW677bbyA/HevXszdOjQ8kOdoUOHNtl29uzZzJ49m/POO6/Je/feey9PP/00K6+8MmPHji0/hOjRowenn356ubLi0ksvbTLI6/XXXw/k8zNu3Dh222238jnbdNNNGTt2bPn/yLXXXtvk2Jdccgnz5s2jf//+3HjjjeXm4j179uTkk08uH/uaa65p8ThE7en+++8v36NeeOGF5Qc+vXr14rjjjis/SBozZkyTbe+55x7uuecejjrqqE6NWd1Dzfqgp5TeiIgdgfOBgcCqwARgeEqpchSunYCaD1W4YMECTj31VG688Ua23nprxo8fz3vvvVcekG3JkiVceeWV5Zu8lujbty/HHnsskJtXDh06tOrFtaR0MeguFi5cyJAhQ7jsssvYbLPNGDlyJHPnzi0PdrFkyRJGjx5drm3rDCeccEJ5oI299tqrXONczbBhw9q1WWN7WLRoESNHjuTMM89kww035IILLuD9998vD8hWmjO7pX3UGrvhhhs466yzWG+99TjjjDNYsGABS5YsKTdFnDVrFtdee22XG6l9eRYvXszYsWM57rjjWG+99TjrrLOYP38+PXr0KJ/TBx98sE1jT0C+MS/dTE6aNImWTg35u9/9jo9//ONst912HHTQQRx44IEsXLiw3Dxz8eLF5VF1682iRYsYNWoUp556KhtssAHnnXdek+/pvffe26puGCVjxozh9NNPp1+/fpx66qksWLCAlFI5mZk1axajRo1q8j197rnn2Gijjdhjjz3YZJNNOOecc8rrlEaUXrJkCePHj29TXB1t/vz5fO1rX+P2229n22235ZFHHmH27Nmsvvrq5evppZde2qbk4sEHH6zajLVypoxDDz2UiRMnLlU2btw4ttxyS8466yzOOeccBg8ezOzZs2loaCj/rocOHcrDDz/c6rg62qJFixgxYgRnn302G220EUOHDi0P7FSKfdy4ca2e2aNfv34ceeSR5WPMnz+fnj17lr9nixcv5q677mr2YedOO+1UfpA6b948PvKRj5S3nT17Nj/96U87vUlwayxevJhbbrmFY489lvXWW48zzzyz6jW1rS092npNfeSRR8rX1EGDBnHAAQc0uabecccdNbmmzp8/nyOPPJK7776b7bffnqeffpp3332X3r17l/9/DxkypE3/j4455hjGjx9P//79eeihh3jvvfeW+j6OGjWqakXJU089xXnnncewYcP49Kc/zX333ceiRYtYtGjRUt0EfvaznzF69Ogm27/yyiscd9xx3HDDDQwaNIhBgwYxc+ZMVl999XIrprvuuouLL7641Z+pPSxcuLD8kH3TTTflmmuuaXKPOmbMmHabzlcqqeUgcaSU3iRPjba89TpnPpgWePHFF8t9k/fcc0/WWWcdZs2axfPPP8/o0aNbXXPYeHTFHj16VG06391NmTKFU045hcMPP5wBAwbwsY99jPfee4+XXnqJO++8s9P7njf+nSxvIKhlTRFTS9OmTeOSSy5h3333Zeutt6ahoYG5c+fy6quv8tvf/rbNycXcuXO5/PLLGThwIDvssAOf+MQnWHnllZk+fTrPP/88Dz/8cKdN39TZZsyYwVVXXcXuu+/OlltuyRprrMG8efOYOnUqEydOXKF+kptsskm5+Wxr/9D/4he/4MUXX2THHXekb9++9OjRg1mzZvG3v/2Nxx57bIUGWOpo06dP5wc/+AF77703W221FX369GHu3Lm89tprTJgwoc1dHebNm8cVV1zBHnvswfbbb8/HP/7xchPNSZMmMWHChGZHaR43bhwvvPACu+yyCxtvvHF5JOm3336bKVOm8Nhjj5UHPapHf/nLXxg4cCBnnnkm++yzD+uuuy4zZ87kD3/4AyNHjqzZLBSXXXYZEydO5Pjjjy/3hX/jjTd48sknGTlyZKc+hG2tqVOnctFFF3HAAQewzTbb8NGPfpQ5c+bw6quv8sADD7TpYeeYMWPYdNNN2WijjVhjjTVYbbXVWLRoEa+//jqTJ09mwoQJyxx07t5772WbbbZhgw02YM0112TRokVMnz6dP/3pTzz00EMrNNVrZ5kxYwZXX301u+++O1tssUX5mjpt2rQVvqb279+/fE1t7T3EL3/5S1566SU++9nPNrmmPv744zW9pr7wwgsMGDCAb33rW+y///707duXd955h2effZYRI0a0uWZ/+vTp7LbbbgwePJiDDjqIDTfckDlz5vD8889z/fXXc+eddza77YgRI5g4cSInnngin/vc5+jXrx8rr7wy06ZN45lnnuHGG28sN72uZvz48eVjDxw4kHXWWYe5c+cyceJExowZs8zB0DrDlClTOO200zj88MPZcccdy/eokydP5q677rLvuTpE1Gvzp/a0+eabd/8P2cmaG9hFbbfJJpvUOoRuZ1mDfaltWjq/rlru1ltvrXUI3U61ZuVaMcua3ktt8+Mf/7jWIXQ7peky1X7uueeeFs99O2dBxyeWb77X8YO0rt276Tg0HWGNnitVPbdOjidJkiRJUh0wQZckSZIkqQ6YoEuSJEmSVAfqc4QrSZIkSVLdiYgGoKGy/B8z3qGhoUmxWskadEmSJElSSw0GplQuP7lqeA1D6j6sQZckSZIktdRwYHRl4alnDJ7S6ZF0QybokiRJkqQWSSnNAmZVls9Z4MzW7cEm7pIkSZIk1QETdEmSJEmS6oAJuiRJkiRJdcAEXZIkSZKkOmCCLkmSJElSHTBBlyRJkiSpDjjNmiRJkiRphXywpOOnWZu7YHGHH2Ot1Xt0+DGWxRp0SZIkSZLqgAm6JEmSJEl1wARdkiRJkqQ6YIIuSZIkSVIdMEGXJEmSJKkOmKBLkiRJklQHTNAlSZIkSaoDJuiSJEmSJNWBVWodgCRJkiSpa4iIBqChsvzV6W/T0NCkWK1kDbokSZIkqaUGA1Mql2uu/nEtY+o2rEGXJEmSJLXUcGB0ZeEpp581pdMj6YZM0CVJkiRJLZJSmgXMqix/9/0lnR5Ld2QTd0mSJEmS6oAJuiRJkiRJdcAEXZIkSZKkOmCCLkmSJElSHTBBlyRJkiSpDpigS5IkSZJUB5xmTZIkSZK0Qvr0Wilas35ENACDgeHF1G3LP8Z6vVsVU1uO0VrtfYxIKa3oPrqCD8WHlCRJkqR21Kqku1U7jtgYmAL0Tym96jEym7hLkiRJklQHTNAlSZIkSaoDJuiSJEmSJNUBE3RJkiRJkuqACbokSZIkqbPNAoYUrx6j4CjukiRJkqRqOmwUd1VnDbokSZIkSXXABF2SJEmSpDpggi5JkiRJUh1YpdYBSJIkSZK6PMf9ap2q/futQZckSZIkqQ6YoEuSJEmSVAdM0CVJkiRJqgMm6JIkSZIk1QETdEmSJEmS6oAJuiRJkiRJdcAEXZIkSZKkOuA86JIkSZKkFomIBqChsnzmzJk0NDQpVitZgy5JkiRJaqnBwJTKZfjw4TUMqfuIlFKtY+gMH4oPKUmSJEntKJoUNF+DPsUa9FZpcm7BBF2SJEmSVF3VJLIZ5lytU/Xc2sRdkiRJkqQ6YIIuSZIkSVIdMEGXJEmSJKkOmKBLkiRJklQHTNAlSZIkSaoDJuiSJEmSJNUBE3RJkiRJkuqACbokSZIkSXXABF2SJEmSpDpggi5JkiRJUh0wQZckSZIkqQ6YoEuSJEmSVAdM0CVJkiRJqgMm6JIkSZIk1YFVah1ASUR8AtgBWA9YDZgHTAOeTSm9UcvYJEmSJEnqaDVP0CNiK+AKYG8giqUkASkiHgK+lVJ6oQYhSpIkSZKAiGgAGirLZ86cSUNDk2K1Uk2buEfEtsDvgV2A0cA3gC8AexWv3wBuBHYGJhbrS5IkSZJqYzAwpXIZPnx4DUPqPiKlVLuDR4wHNgX2SClNX8Z6/YBHgMkppQPbcKjafUhJkiRJ6pqiSUHzNehTrEFvlSbnFmrfxP1zwPeXlZwDpJSmR8TVwJDOCUuSJEmSVCmlNAuYVeMwuq1aj+IetLx2O9HMUwZJkiRJkrq6WjdxfxDYCPj3lNKMZay3LvAYMCWltM8y1mvA5haSJEmS1B5aU0Fqt+LWqXpua12Dfj6wPvBiRPw0Io6PiP0iYmDxenxEXAe8SJ5+7XvL2d9gHLBAkiRJktQF1bQGHSAidgb+B/hsUdQ4oNJThWeAs1JKv1/OvhqwBl2SJEmS2oM16B2n6rmteYJeEhGfBHYE+gGrAfOA6cDTKaW/reDu6+NDSpIkSVLXYYLeceo7Qe9gH4oPKUmSJEntyAS949RlH3RJkiRJkkQXStAj4uiIeLjWcUiSJEmS1BG6TIJOno5tj1oHIUmSJElSR+hKCbokSZIkSd3WKrU8eES80orV+3RYIJIkSZIk1VhNE3RgY2AmeTq15VmtY0ORJEmSJKl2ap2gTwFeTintt7wVI+J7wJCOD0mSJEmSpM5X6z7ozwKfaeG6zqsnSZIkSeq2ap2g/wH4WERs3IJ1/w480rHhSJIkSZJUG5HSh6Ji+kPxISVJkiSpHUWTgogGoKGyfObMmVMaGpoUq3lNzi3UvgZdkiRJktR1DCaPJbbUMnz48BqG1H1Ygy5JkiRJqsYa9I5TtQbdBF2SJEmSVE3VJLIZ5lytYxN3SZIkSZLqlQm6JEmSJEl1wARdkiRJkqQ6YIIuSZIkSVIdMEGXJEmSJKkOmKBLkiRJklQHTNAlSZIkSaoDJuiSJEmSJNUBE3RJkiRJkuqACbokSZIkSXXABF2SJEmSpDpggi5JkiRJUh0wQZckSZIkqQ6YoEuSJEmSVAdM0CVJkiRJqgOr1DoASZIkSVLXEBENQENl+cyZM2loaFKsVrIGXZIkSZLUUoOBKZXL8OHDaxhS9xEppVrH0Bk+FB9SkiRJktpRNClovgZ9ijXordLk3IIJuiRJkiSpuqpJZDPMuVqn6rm1ibskSZIkSXXABF2SJEmSpDpggi5JkiRJUh0wQZckSZIkqQ6YoEuSJEmSVAdM0CVJkiRJqgMflgQ96n2JiI9GxJCI+GitY+kui+fUc9oVFs+p57WrLJ5Tz2lXWDynntOusHSxc9oadXce6vwY1U/ih2Qe9LoXERsDU4D+KaVXaxtN9+A5bX+e0/bnOe0Yntf25zltf57T9uc5bX+e0/bnOc064zx0xWN8WGrQJUmSJEmqaybokiRJkiTVARN0SZIkSZLqgAm6JEmSJEl1wAS9fswChhSvah+z8Jy2t1l4TtvbLDynHWEWntf2NgvPaXubhee0vc3Cc9reZuE5bW+z8JxC55yHLncMR3GXJEmSJKkOWIMuSZIkSVIdMEGXJEmSJKkOmKBLkiRJklQHTNAlSZIkSZ0mIl6NiBcj4o/F8t8dsP8XImKlirKt62F/y2KCXmMRcV5E3B4Rr0REiohXax1TVxYRm0fE0Ih4IiLejIj3iv/050fE6rWOryuKiC0iYmxE/DUi3o2IecUF9cqI6Fvr+LqLiFit0XXg6lrH0xUV567aMqfWsXVlEbFWRPwoIl6OiPnFtfW3EfHvtY6tq4mIi5bxPU0RsajWMXZFEdE7Ir4bEZOKv/tvRcTEiDg2IqLW8XVFEbFORFwbEf+IiIUR8VpE/DgiGmodW1fQ2vv7iBgQEQ8W39/ZEXF/RGzXOdHW1JdTStsVyzc7YP+9gWM6c38RMToiBq7IQVZZkY3VLi4F3gGeAxpqG0q3cDxwGvArYCywCNgTGAYcHhE7p5Ter2F8XdH6QF9gHDAVWAz8G/B14IiI2C6l9EYN4+suhgIfr3UQ3cCjwE8rykx62igiNgImkG9KrgcmA32AbYD1ahdZl3UH8HKV8m2Ac4G7Ozecrq+ozRoPfA64EbgKWA04ErgB+BTw7ZoF2AVFxCeAJ4F+wEjgBWBr4BRg94jYNaU0r4YhdgUtvr+PiJ3J19lpwPeL4tOBRyPicymlSR0XZrd3EXBhRPw8pbSwDvdXlQl67X0ypfQKQES8QL4JUtv9ArgspfRuo7JrI+L/gPOBEwBrJ1shpfQQ8FBleUQ8AtwGHAtc3slhdSsR8RlgMPBfwBW1jabLeyWldHOtg+hGbibfK2yTUvpnrYPp6lJKzwPPV5ZHxMjin9d3bkTdwgBgN2B44xq4iPgJ8CLwDUzQW+u7wEbAUSmln5cKI2IicAtwNrniQ81rzf39/wALgd1TStOKbW4D/kq+J9i3g2OtpV9ExPzi399OKf26nff/DPAs+eHSj+twf1XZxL3GSv951T5SSs9UJOcl/1u8tns/kQ+xvxevH61pFF1cRKwMXAfcT65d0wqKiB4R4cPOFRQRu5MTn8tTSv+MiI9ExGq1jqu7KbpfHUFuoXR/jcPpitYsXqc3Lixqt94C5nZ6RF3fnsD7wK0V5f8LzAeO6/SIupiW3t9HxKbAjsDtpeS82H4acDuwd0Ss2zFR1oXGTdzbOzkv+R7w7Xa8L2iyv4j4fqkvPXAQMKpR3/rtWnsAE3R9WKxfvL5e0yi6sIjoGRFrR8T6EbEvudkbwH21jKsb+CawJbk5m1bcl4F5wHsR8UZEXBURfWodVBd1YPH6WkTcTb5hnxsRkyPi6BrG1d18hZxkjk4pfVDrYLqgp4BZwH9FxFciYsOI2DIiLgN2IDdJVeusCsxPKaXGhSmlJeTrwCYRsXZNIut+dixef1/lvSeAIH+P1UYppZfI96pnd9T+UkpDSw8ayN1sT2z04OGPrT2GTdzV7RU1lBeQ+07fUuNwurITyX37Sl4Fjk4pPVqbcLq+iOgPDAGGppRejYiNaxxSV/cUucbhZXLCcyD5wcceRT8+B4trnS2K1+uA/wO+BvQAvgXcFBEfSSndUKvgupETgAT8rNaBdEUppZkRcRAwitztquQ94LCU0p01Caxr+zOwRTHGzB9LhUVNYKnV3IbkFgpaMf2K12lV3iuVOd7HiruI3DS9vXLf9t7fUqxB14fBcGAX4PvFUy+1zZ3APsAh5AHNZgE+QV8x1wKvAFfWOpDuIKU0IKX0o5TSnSmlMSmlI8hjT/wbcFaNw+uK1ihe3wP2TCmNLRLyfyf//780Gk03o9aLiC3I3QgeTilNqXU8Xdgc8kBmPwIOJT9Qfhm4JSL2qWVgXdRwYAlwW0QcWLRKOIDcxL006KbdXdpH6TwuqPLe/Ip11EYppanATcBa9bi/Sv5hVbcWEReTa9B+mlK6rNbxdGUppakppQeL5OdCcm3a5RFxXq1j64qKJsL7AKeklBxlvOP8kDz4zhdqHUgXVJrxYqnRalNKM8lN+NblX7XsapsTitdRNY2iC4uIfwMmAg+klM5NKY1LKV1PfvAxA7iuaEmnFipaxh1Bfkh3L3nMmbuB3wL3FKvNrk103U5pNPxVq7zXs2KdbiWltHFK6YXO2n9K6ZyUUrT1mC3dX0rp2JTShDYHjgm6urGIuIg8kMMNwMm1jab7KUYj/gNwaq1j6WoiYlVyrfl9wIyI2LQYKGajYpU+RVlDrWLsLoqHH9OxtUdbTC1eZ1R5rzSiu4NEtlFErAL8J/A2eRpLtc03yYnM7Y0Li2nA7iVfVzfu/LC6tpTS7eTxe7YHdgf6pZROLsoWU326QLVeaXDDas3YS2XVmr+rGzNBV7dUJOcXkudEPbFyoBO1m150UPOebq4Xec7zL5D79paWCcX7Rxc/n1iL4LqTiOhJvqF0gMjWe6p4Xb/Ke6WyNzoplu5oELAOcHNKqVrzVrVMKYmpVku+SsWrWiGl9EFK6Y8ppUdTSm8Uo4lvD/zOedDbzdPF6y5V3tuZPD7Fs50XjuqBCbq6nYj4Pjk5vwk4vhh1VG3U3PQeEbEnedq6Jzo3om5hLnnk5sql1Brh/uLnX9Ukui4oIj7WzFsXk2/O7+7EcLqLO8n9z4+umE6mL/AlYHJKyVq0tis1b3fu8xXzl+L12MaFRQukg4GZWNu7worxJv6H/CDkkhqH020U19BngK9ERGnAOIp/f4U8PkW1VkzqxsKKxdqKiGP4V7PWM8gj5F5R/Pz3lNJNNQmsi4qI04CrgdfII7dXJuevp5Qe6PTAurCIGAf0BR4m90PrSZ7y4whyv6iBbZlCQk0Vo7hPAUaklJx2rRUi4r/JtQ2/Jf//700exX1P4EnyIGfvN78HVRMRXydPqfhn8ijjPYBTyNeEL6aUflPD8Lqs4ub7NeDZlNKAWsfTlUXERsBz5O4WY4HHyS27TiI3bT8tpfSTmgXYBRUP5J4id72YAvQBjiT/7T8/pXRpDcPrElpzfx8RnyP/7ZrKv2bLOYPcwmbXlNKfOiVo1Q0T9BqLiAnAHs28/buU0sDOi6bri4jR5MHLmuM5baWIOJzcT3JbcrPsRE7UHwB+mFJ6rYbhdSsm6G0XEQeTWyBsDXwM+IDcTeA24MqU0vxlbK5liIhDgf8ij4a/hDxf75CU0uM1DawLi4jvkmshv55Suq7W8XR1EfFJ4PvAXuSk5n3gj8DwlNIdNQytS4qIHuQugjuTH8bNIzfFvjKl9OtaxtZVtPb+PiJ2AYYBA8j3WROB81JKz3VgmKpTJuiSJEmSpG4pIhL5wfJFNYxhILmlxJ7LG+XdPuiSJEmSJNUBE3RJkiRJkuqACbokSZIkqV1FxLYR8auImBkR70fE4xHx743e3ycilkTE4IrtxkbEOxGxQfHzsRGRImL3iLgzIuZExNsRMSIienVQbOdGxMJqs8RExF8i4q5GP68WET+IiCnFNlMi4vxi9oNWM0GXJEmSJLWbiPgMebC70qwKhwFvAw9GxA4AxcxKPwL+X0RsW2x3LHAUcFJK6R8Vu72ZPG3iocB/F/u9piNiA24hTyv41YptdwA+BYwpfl4F+DVwIvBj4ABgFHk2qR+2NjZwkDhJkiRJUjuKiIeAfsC2KaWFRdnKwAvASymlLxVlHyEny6uTE/NHgVtSSt9otK9jgRuAkSmlkxuVnw8MBT6VUpq8jFiWGiSuFbE9APROKe3SaF/DyTNGrZtSWlBMqTcG2COl9EhFbBcC66eU3nCQOEmSJElSpyuane8B3A4siYhViprmAB4Edi+tm1JaRE7MNwCeAP4BfLOZXd9W8fOt5Hx2p46IjZx47xwRmxbbrgIcCdyWUlpQrLM/efrhiaV9Fev9BvgIebrCVjFBlyRJkiS1l7XIzcMvABZVLKcDH23cPzul9H/kWvRVgZ+mlOY1s9/Xm/l5vQ6K7Q5gLnBM8fO+wCcomrcXPgFsVGVfTxXvN+nDvjwm6JLUxUXEhIh4tdZxdBeNBnrp0QH73rgY6OaiFdjH6KK5Xqco4h3djvsbWOzz2PbaZ72LiLOKAY0+WutYJKkTzAKWAFcBO1ZbUkpLSitHxPHk5PdZ4MKI2LCZ/a7TzM/TOiK2lNJcYBzwH8W2RwOvpJQeb7S/t4Epze0LuLsVsQEm6JJUl4oRQQdHxKPFSKaLIuL1iLivGM10lRrEdFFEfKmzj9vo2CkiPtuorJTolZYPitFYX4iIGyNi/4iIVh6nP3AWMLTUL01dU/H9uCgiGmodCzASWECusZGkbq1IbB8FtgWeSyk9U7mU1o2IzYH/AX4CfJ6cQI8t+oRXOrzi5yPIyfaTHRFbYQzwyYjYD/gSeaC6xu4nN8+fU21fKaW3WhpbSaff4EmSlq3o63QvsDm5P9RlwFvkZlR7kwdK+TTwX50c2oXAjcCdnXzc5fk5cB+5/9gawBbkP6L/SR6R9SsppVkt3Nd3gNk0/QPcXv4O9AIWr8A+TgJOXu5aGkj+zo4m3/DVTEppfkRcC3w3Ii5JKb1dy3gkqROcDTwC/Doirgf+CawNfAZYOaX0naKl2s/JNdDfKq6VRxXbfQ8YUrHPAyPih+T+3TuRr/Fjiiby7Rpbo3UfAqYD15P/ft9Usa+xwHHAQxFxBfAnoAfwSeAg4EvLaLJflQm6JNWRYvCSe4BNgMNSSndUrPKDiCg1m+o2ImKNlNJ7bdz8uZTSUgl1RJwNXE7+I/xz8rQny4thTXIztuuLQWvaTenzpTx1yvwV2VcRW7vGp9YpanZWbeVN183km81jgSs6Ii5JqhcppeeK+5ULyTXkfYA3geeAa4vVLiVXOOyYUppfbPf7iBgCXBQRD6SUJjba7dHAt4BTgIXAdcA5HRRbad0lEXFLcZzfp5Rernh/UVG7/h3g60B/cr/1v5ErW1rdGs8m7pJUX04k1wBfUSU5ByCl9HRK6SfL2klEvBoRE6qUN+n/GxE9i6bAL0XEvIiYFRGTiqfU5X7Txepfa9ysvGLfe0fEb4rt50fE8xHRpKa3FFtEbB8Rv46Id4Hnl31aWiel9EFK6VvAY8D+EbFbCzY7kDzNy33V3oyI3SPigYh4NyLej4jnIuKEKutNKD7jJhHxi4h4h1wr32wf9KJLw5UR8c9i309ExF7V+psvqywi+kTENRHxRvE7eDwiBlSsu1JEnB8Rj0TEjIhYGBGvFdu1ejCbin1HRJwUEU9GxJximRQRQ5ez3bFF/AOrvNdkjIWI+FxEjC/inx8R0yJ3/9i5dD7IN14AUxp9Zy9qtI8+kccbeDkiFkTEmxHx84jYpJnY9o6ICyLib+SHLIe3JJaSlNIrwEvAV1pwKiWpy0sp/TWldERK6RMppVVTSuunlA5KKd1XvH9OSqlXSumFiu2GpZRWqUjOAaanlA5OKfVOKa2VUjotpfR+C+KI0hRrLY2tYt1zi318rpn9z08pXZRS2rLY11oppR2LssXFOhOKfUxYXrzWoEtSffly8frTTjzmCOB4cj+rK8l/GzYj9wWD/FT5GHKzrkerxRYRXyc/dX4CuIT89Hgf4JqI+GRK6dyKTTYEHiZPc/JLoHf7fqSy64HdgC+Qk/Vl2aN4fbryjYgYRB4oZga59vM9ct+3URGxSUrp/IpNegO/Ax4Hzid3T1iW28kPCO4kd2voXxxvynK2q/Rr8u9rKHnk2LOBeyOif6MWCj2Ac8nn/S7y72pH4ARgt4jYYQX6399EboXwJPl7MAvYkvy9/n4b97mUiNgCeID8u/gxeRTfdci/523J38GRwJrAIeTpekp9AJ8v9tGHPGLwhsDPgD8DfYFTgScj4rMppb9XHPpH5ClzriM/cHmphbE09nvg6IjonVKas6LnQpLU/ZigS1J92RqYXdS2dZZDgPEppa9Ve7MYUOXmiLiJPHppZXPyvuQmYremlI5q9NZPIuLHwNkRcU3FZ+oPnJRSGtWun6SpUs385i1Y99PAzJTSO40LIzdnvhqYA+yUUppelI8Afgt8JyJGV/SB+xhwSUrpe8s7aEQcSE7OR6WUTmpU/jC5eVxrPJdSOrXRPv5Cnjf2KHLSCnmwsr4VtQ7XRsREYBS5/37lXLPLFRGHk5Pzm4GvVYzQ254t9vYDVgOOTCk9VW2Foonk8+Tv9p0ppVcrVhlK7kayc0rpT43iHA1M4l9N0RvrBWzfuFl7RJy5vFgq/I1877UFebRiSZKWYhN3Saova5JrZzvTu8BWEbF1G7f/Mnnu0usjYu3GC3l6kZXIg9s19g55sLuONrt4XbMF636cHFelHShqWkvJOUBRy3w5+fMdXGW7H7UwxkHF65WNC4tmdn9t4T5K/rvi54eL180a7TeVkvOIWDkiGorfVWndAbRNaRqacxon58Uxl1RZv63eLV4Pjoierd04IoIc6yPAtIrv61xyrfe+VTa9pkqf89bGUhocbnktKiRJhZTS6KJ5+MvLX7vrM0GXpPoymzwSeWcaDHwUmBQRf4uIURFxcCtqPT9VvD5Ibl7deHmgeK9y7tK/pZQ+WLGwW6SUmM9e5lpZIo8EX6l/8frnKu+VyjapKH+zFSPH9ydPE1PtxuOlFu6jZKmWF41GC1+qb3lEHB4RTwLvAzPJv6vStm2dq3sz4J8ppdfbuH1L3Ur+rn0XeCciHo6Ib0fERi3c/uPk87EvTb+vb5K7ZlR+XwEmt0Mspe9Xp81jL0nqWmziLkn15QVg96Jf84o0c28uAWhy3U8p3RURG5ObWe9Bru0+AXg0IvZuQX/kUtLxn+SpSqqp/CytmnJkBWxTvLYk0X2T3G+4PbTl861w0raMhx7lBw8RcSjwv8BT5Dnf/0Ee9Gxl8nyutXh4v6zPvtR3NqW0ANgnInYiN3ffndxk/aKIOCqlNG45xyqdiweBH7Qixia/0zbEslbx+mYrjitJ+hAxQZek+vJL8k3+ieRaubZ6h38lA41V1vQCUPS7vpnc1zyA/0eeZ/1g8gBmy1Lqe/1WSunBtoXbYUqjrLekL/cLwB4RsXZK6a1G5aWHC1tV2ebTFeu0xavkpHgzmjZp32IF9tucY8gJ+Z4V/am3XMH9TiY39V6nDbXopa4F1b6z/akyrVzR5/spgIjYAPgDMIw8uB40n/S/SR68bs32+r62IJaSTYHFtL5lhCTpQ8Im7pJUX0aRb97PiYhq/ZqJiB0i4tRq7zUyGdgyItZrtN2qwGkV+1o5IhoalxVzdf+h+LFxwjSH6gnUbeSBx4ZEnse9Mt4+xbE7TfG5fkQeTfu+lNLjLdhsQvG6c0X5c8BrwHERsW6jY3yEPBp6Io+G3lZ3F6/fbFxYDB73qaarr7APyDGX7wGKhzLLHdBuOcYWr5dXdo8o9r8spebjS41VEBFHAv0qytausv1UcuJd+X2loqzUH34ssFNEfJkqIqJFfcRbEUvJzsCzjuAuSWqONeiSVEdSSvMi4ovkGt87I+I35H7cb5P7zu5Jbkp7+XJ2dTV5GrAHI+Ja8tRax9C0me4awD8j4lfkpPwNco3lKeS+yXc3WvcJYO+I+DY5YU0ppVtTSlMj4hTyw4W/FqO9/72I99/Io4J/mlxT3BE+ExFHN/o8WxTH3Aj4DXkE85a4nzxA34HAPaXClNIHEXE6uTb06Yj4abHeV8kJ16UVI7i31n3k6dFOKhK+0jRrXyePQr/NMrZti18AhwEPR8QY8tRhXyKPRt5mKaXbI+J/yV0dNiu+UzPJI+jvR56hoLltX4qIB4FvFMn8H4HtyKOwv1zEWPK9iNiX/DuaQm6yPog8nVvj/xelKc5+EBFjya0GXijm2z0f2BW4LSJuK9ZdSP7OHEgeYf3YFnzslsZCRHyS/N08pwX7lSR9SJmgS1KdSSm9HBHbA98gJ1Lnk+fVfgd4BvgacMty9vF4RBxLbib/Q2AacE2x/UONVp0HDAf2Itde9ib3I/8VcFnjUcvJc0SPKOIpDWR3a3G8GyJiMjn5+AbQQJ57+iXgAvI80R3lyGJZQq41nUqeg/znKaX7W7qTlNKciLgZ+GpEDG7c9z6ldHdE7EWuZT6X/MDjr8CJKaXrVyT4lFKKiMPI84YfCRxATswPIZ/zzZaxeVuOd2tErEGusf8R/3oQ8x3+Ncp4Wx0FPEruWvB9cm39FJbfTQLyA6SryCOsH1PsZ0/y93bjRuvdSZ6z/HDyYG7vk7tZnESe9x4o/x/4NnAyee7yVcjTp72QUno3InYFvlXs52By0/OpwGPkh00t0aJYCkeTW5qMbuG+JUkfQpFbMkqSpGKwvBeB0zthjvbliohJwEdSSivaP1w1VEzB9gpwa0rp7FrHI0mqX/ZBlySpkFJ6ldyi4HsR0aOzjttM3/0vkJuFP9B0C3UxJwM9gYtrHYgkqb5Zgy5JUo1FxGXA9sBvgXfJ/a+PJ8/fvl1KaWrtopMkSZ3FBF2SpBorRmz/DnkwvT7k8QYeBi5IKb1cy9gkSVLnMUGXJEmSJKkO2AddkiRJkqQ6YIIuSZIkSVIdMEGXJEmSJKkOmKBLkiRJklQHTNAlSZIkSaoD/x9SEUw31XzmeQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1008x1008 with 21 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x504 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x1008 with 21 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### make one mean figure with diagonal SSE matching plot\n",
+    "\n",
+    "import matplotlib.gridspec as gr\n",
+    "figsizes =  [(14,14), (7, 7), (14,14)]\n",
+    "for shuffle_type in shuffle_types:\n",
+    "    for c,cre_line in enumerate(cre_lines):\n",
+    "        SSE_mapping = shuffle_type_SSE_mapping\n",
+    "        \n",
+    "        shuffled = vba_clust.get_matched_clusters_means_dict(SSE_mapping, shuffle_type_mean_dropout_scores_unstacked, metric='mean', shuffle_type=shuffle_type,\n",
+    "                                    cre_line=cre_line)      \n",
+    "        original = cre_original_clusters_unstacked[cre_line]\n",
+    "        cluster_ids = shuffled.keys()\n",
+    "        n_clusters = len(cluster_ids)\n",
+    "            \n",
+    "            \n",
+    "        gs = gr.GridSpec(n_clusters+1, n_clusters+1, width_ratios=[2]*(n_clusters+1), height_ratios=[2]*(n_clusters+1))\n",
+    "        fig = plt.figure(figsize = figsizes[c])\n",
+    "            \n",
+    "        # plot original\n",
+    "        for i, cluster_id in enumerate(cluster_ids):\n",
+    "            ax = fig.add_subplot(gs[0, i])\n",
+    "            ax = sns.heatmap(original[cluster_id].loc[vba_clust.get_features_for_clustering()],\n",
+    "                xticklabels=['F', 'N', 'N+'],yticklabels=['I', 'O', 'B', 'T'],\n",
+    "                cmap = \"Blues\",vmin=0, vmax=1,cbar=False, ax=ax)\n",
+    "            if i!=0:\n",
+    "                ax.set_yticklabels('')\n",
+    "            else:\n",
+    "                ax.set_ylabel('regressor', fontsize=16)\n",
+    "            ax.set_xticklabels('')\n",
+    "            ax.set_xlabel('')\n",
+    "\n",
+    "        # plot shuffled clusters\n",
+    "        for i, cluster_id in enumerate(cluster_ids):\n",
+    "            ax = fig.add_subplot(gs[cluster_id, n_clusters])\n",
+    "            if shuffled[cluster_id].sum().sum() != 0:\n",
+    "                ax = sns.heatmap(shuffled[cluster_id].loc[vba_clust.get_features_for_clustering()],\n",
+    "                xticklabels=['F', 'N', 'N+'],yticklabels=['I', 'O', 'B', 'T'],\n",
+    "                cmap = \"Blues\",vmin=0, vmax=1,cbar=False, ax=ax)\n",
+    "            else:\n",
+    "                ax = sns.heatmap(shuffled[cluster_id].loc[vba_clust.get_features_for_clustering()],\n",
+    "                xticklabels=['F', 'N', 'N+'],yticklabels=['I', 'O', 'B', 'T'],\n",
+    "                cmap = \"Greys\",vmin=0, vmax=1,cbar=False, ax=ax)\n",
+    "                \n",
+    "            ax.set_yticklabels('')\n",
+    "            ax.set_xlabel('')\n",
+    "            ax.set_ylabel('')\n",
+    "            if cluster_id !=n_clusters:\n",
+    "                ax.set_xticklabels('')\n",
+    "            else:\n",
+    "                ax.set_xlabel('exp level', fontsize=16)\n",
+    "\n",
+    "\n",
+    "         # Plot SSE\n",
+    "        tmp = shuffle_type_SSE_all[shuffle_type][cre_line].groupby('cluster_id').mean()        \n",
+    "        labels=np.arange(1,len(tmp)+1)\n",
+    "        ax = fig.add_subplot(gs[1:,:n_clusters])\n",
+    "        ax=sns.heatmap(tmp, annot=True, cmap = 'Greys_r', annot_kws= {\"size\": 24},\n",
+    "                            yticklabels=labels, xticklabels=labels,cbar=False,ax=ax)\n",
+    "        \n",
+    "        ax.set_yticklabels(ax.get_ymajorticklabels(), fontsize = 18)\n",
+    "        ax.set_ylabel('Cluster ID (matched shuffled clusters)', fontsize=18)\n",
+    "        ax.set_xticklabels(ax.get_xmajorticklabels(), fontsize = 18)\n",
+    "        ax.set_xlabel('Cluster ID (original clusters)', fontsize=18)\n",
+    "\n",
+    "        plt.tight_layout()\n",
+    "        utils.save_figure(fig, figsize = figsizes[c], save_dir=save_dir, folder='mean_SSE_plots',\n",
+    "                      fig_title=f'mean_SSE_heatmap_{shuffle_type}{threshold}_{cre_line[:3]}_tmp')\n",
+    "        \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee2810a8-9a22-41f0-8081-58ad8b723554",
+   "metadata": {},
+   "source": [
+    "### Statistics"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "05b30fd6-8b9a-45ba-8ab5-c55790c3919a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import chisquare\n",
+    "#from scipy.stats import power_divergence\n",
+    "#from scipy.stats import fisher_exact"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "677557c7-1010-4f19-9eb4-2b2f1b167261",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def stats(df,cre_line, shuffle_type):\n",
+    "    '''\n",
+    "        Performs chi-squared tests to asses whether the observed cell counts in each area/depth differ\n",
+    "        significantly from the average for that cluster. \n",
+    "    '''    \n",
+    "\n",
+    "    # compute cell counts in each area/cluster\n",
+    "    table = df.query('cre_line == @cre').groupby(['cluster_id','location'])['cell_specimen_id'].count().unstack()\n",
+    "    table = table[areas]\n",
+    "    table = table.fillna(value=0)\n",
+    "\n",
+    "    # compute proportion for null hypothesis that areas have the same proportions\n",
+    "    table['total_cells'] = table.sum(axis=1)\n",
+    "    table['null_mean_proportion'] = table['total_cells']/np.sum(table['total_cells'])\n",
+    "\n",
+    "    # second table of cell counts in each area/cluster\n",
+    "    table2 = df.query('cre_line == @cre').groupby(['cluster_id','location'])['cell_specimen_id'].count().unstack()\n",
+    "    table2 = table2[areas]\n",
+    "    table2 = table2.fillna(value=0)\n",
+    "\n",
+    "    # compute estimated frequency of cells based on average fraction for each cluster\n",
+    "    for a in areas:\n",
+    "        table2[a+'_chance_count'] = table2[a].sum()*table['null_mean_proportion']\n",
+    "\n",
+    "    # perform chi-squared test\n",
+    "    area_chance = [area+'_chance_count' for area in areas]\n",
+    "    for index in table2.index.values:\n",
+    "        f = table2.loc[index][areas].values\n",
+    "        f_expected = table2.loc[index][area_chance].values\n",
+    "        \n",
+    "        # Manually doing check here bc Im on old version of scipy\n",
+    "        assert np.abs(np.sum(f) - np.sum(f_expected))<1, 'f and f_expected must be the same'\n",
+    "        out = chisquare(f,f_expected)\n",
+    "        table2.at[index, 'pvalue'] = out.pvalue\n",
+    "        table2.at[index, 'significant'] = out.pvalue < 0.05\n",
+    "\n",
+    "    # Use Benjamini Hochberg Correction for multiple comparisons\n",
+    "    table2 = add_hochberg_correction(table2) \n",
+    "    return table2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "5493f74f-c1c2-48f3-bc87-c4ab9a4c2538",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "def add_hochberg_correction(table, test='chi_squared_'):\n",
+    "    '''\n",
+    "        Performs the Benjamini Hochberg correction\n",
+    "    '''    \n",
+    "    table = table.sort_values(by=test+'pvalue').reset_index()\n",
+    "    \n",
+    "    # compute the corrected pvalue based on the rank of each test\n",
+    "    # Need to use rank starting at 1\n",
+    "    table['imq'] = (1+table.index.values)/len(table)*0.05\n",
+    "    # print(table)\n",
+    "\n",
+    "    # Find the largest pvalue less than its corrected pvalue\n",
+    "    # all tests above that are significant\n",
+    "    table['bh_significant'] = False\n",
+    "    passing_tests = table[table[test+'pvalue'] < table['imq']]\n",
+    "    \n",
+    "    if len(passing_tests) >0:\n",
+    "        last_index = table[table[test+'pvalue'] < table['imq']].tail(1).index.values[0]\n",
+    "        # print(last_index)\n",
+    "        table.at[last_index,'bh_significant'] = True\n",
+    "        table.at[0:last_index,'bh_significant'] = True\n",
+    "    \n",
+    "    # reset order of table and return\n",
+    "    return table.sort_values(by='cluster_id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "f1f98f8b-1acd-40de-a78a-749fcda3d5d3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# chi_squared test\n",
+    "\n",
+    "cluster_statistics_df = pd.DataFrame(columns = ['shuffle_type', 'cre_line', 'cluster_id', 'cluster_size', 'shuffle_mean', \n",
+    "                                                'chi_squared_pvalue', 'significant'])\n",
+    "index=0\n",
+    "for shuffle_type in shuffle_types:\n",
+    "    for cre_line in cre_lines:\n",
+    "        \n",
+    "        table = pd.DataFrame(shuffle_type_cluster_sizes[shuffle_type][cre_line]).mean(axis=0)\n",
+    "        # original cluster sizes\n",
+    "        table2 = cre_original_cluster_sizes[cre_line]\n",
+    "        \n",
+    "        for cluster_id in table2.index:\n",
+    "            f_observed = [table.loc[cluster_id], table2.sum()-table.loc[cluster_id]]\n",
+    "            f_expected = [table2.loc[cluster_id], table2.sum()-table2.loc[cluster_id]]\n",
+    "       \n",
+    "            out =chisquare(f_observed, f_expected)\n",
+    "            cluster_statistics_df.at[index, 'shuffle_type'] = shuffle_type\n",
+    "            cluster_statistics_df.at[index, 'cre_line'] = cre_line\n",
+    "            cluster_statistics_df.at[index, 'cluster_id'] = cluster_id\n",
+    "            cluster_statistics_df.at[index, 'cluster_size'] = table2.loc[cluster_id]\n",
+    "            cluster_statistics_df.at[index, 'shuffle_mean'] = table.loc[cluster_id]\n",
+    "            cluster_statistics_df.at[index, 'chi_squared_pvalue'] = out.pvalue\n",
+    "            cluster_statistics_df.at[index, 'significant'] = out.pvalue <= 0.05\n",
+    "            index=index+1\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "bbf1957d-9860-459a-aae7-2b7b344ed16e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first = True\n",
+    "for shuffle_type in shuffle_types:\n",
+    "    for cre_line in cre_lines:\n",
+    "        table = cluster_statistics_df[(cluster_statistics_df.cre_line == cre_line) &\n",
+    "                                      (cluster_statistics_df.shuffle_type == shuffle_type)]\n",
+    "        test = add_hochberg_correction(table)\n",
+    "        if first is True:\n",
+    "            stats_table = add_hochberg_correction(table)\n",
+    "            first = False\n",
+    "        else:\n",
+    "            stats_table = stats_table.append(add_hochberg_correction(table), ignore_index=True)\n",
+    "        \n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "78da0a34-4940-42b3-b8f7-6b9e025eff4d",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### plots with statistics of cluster sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "dfcb5c87-3a22-4a87-a30d-51793ca3eb6b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%capture --no-display \n",
+    "for cre_line in cre_lines:\n",
+    "    for s, shuffle_type in enumerate(shuffle_types):\n",
+    "        vba_clust.plot_cluster_size(cluster_size_difference_df,  \n",
+    "                                                    cre_line=cre_line, \n",
+    "                                                    shuffle_type=shuffle_type,\n",
+    "                                                   save_dir=save_dir,\n",
+    "                                                   folder = f'cluster_size_diff_plots_{threshold}', \n",
+    "                                                    stats_table = stats_table)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e208439-4dc1-4f3a-b278-5a6de4f26c05",
+   "metadata": {},
+   "source": [
+    "#### plot stats_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "028cd753-d2e7-4e2b-bd79-d926fce641f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "difference = (stats_table['cluster_size'] - stats_table['shuffle_mean'])/(stats_table['cluster_size'] + stats_table['shuffle_mean'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "f36c9400-2739-4106-9581-c6578fe035b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stats_table.loc[difference.index.values, 'cluster_diff'] = difference"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "e29a478a-0dec-4242-8fa7-a5b642ab03e0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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EREREUs/s2bMTqrdy5Uo2bdrEqFGjgNgw0YyMjOYMrVpCyZ+ZDQk2O5jZYMBqPDwEOBp2YCIiIiIiIqkiPT29ertjx45UVlZW7x89+km65O585zvf4YYbbmjR+CDxnr8dxJZ2MGBn3GN7gLwQY2rzWsN6QFoLSERERESkeeTm5vLWW29RXl6OmbFixQoyMzMBuOKKK/jRj37Ef/zHf9C9e3fKy8v5+9//ztlnn93scSWU/Ll7BwAze9ndJzRvSCIiIiIiIqnr/PPP53Of+xzDhg2jX79+nH322ZSWlgIwa9Ys9u3bx4QJsbSqsrKSW265pfUkf1XiE79gOGiluxeEGZSIiIiIiMjJRD2SLScnh3379gGxZR/iLVmypN5jb7/9dm6//fbmCq1eyc72+biZXRhsXw9sAbaY2Y3NEZyIiIiIiIiEI6nkD7gY2BRs3wF8DhgLzA0zKBEREREREQlXsks9nOLux8ysP/Bpd18HYGa9ww9NREREREREwpJs8rfZzOYBg4BnAYJE8KOwAxMREREREZHwJDvs80ZgBNAF+E5QdgHwWJhBiYiIiIiIALXWy5NPNKZdkp3tcyfwxbiyFcCKpJ9ZRERERETkJLp27UpxcTG9e/emU6dOmFnUIUXO3fn444/Zu3cvXbt2TerYpJI/M6t3GXp3fySpZxYRERERETmJ7Oxs9u3bx65duzh+/HjU4bQaHTt2JCMjgx49eiR3XJLPMytuvw/wGWAdoORPpAlG3/lo1CHw+qLZUYcgIiIiUq1Dhw706tWLXr16RR1Km5DssM+J8WVBb+CZoUUkIiIiIiIioUt2wpe6LCM2EYyIiIiIiIi0Usle8xefLJ4GzATKwgpIRESkLdMQbxERiUqyPX/HgY9r3A4AdwE3N3SgmX3WzF41s23B/el11Ekzs4fMbKeZ7TCzOUnGJyIiIiIiInVIdsKXwXH7h919X4LHLgEecvflZjYT+BlwUVyd64Bc4HQgC3jTzF5w94Ik4xQREREREZEakur5c/ddcbeEEj8z6wWMAh4Pih4HRplZz7iq1wI/d/dKd/8AeAq4OpkYRURERERE5EQN9vyZ2RrAG6rn7v96kocHAMXuXhHUrTCzkqD8gxr1BgK7auzvDurEx5QJZMYVZwOsWLEi6fUuWlq5T4g6BE5dtizqECTOhV32Rh0Cy/S+EGl2+qy3Pa3hex303S51aw3vT703W86+fSfvm0tk2OfScEIJ1W3A/KiDaKxTB42JOgRphUYP6R11CG3K6/+I/gd2W/k3bQ1tCW2nPdvK65BPtJXvdX3W2ya9P8PTFt6b5t5gp94nlc0eAJ5w91dqlF0IXOPut53kuF7ANiAr6PVLA/YDpwfDO6vqPQv8wt1XBPsPArvcfVHc+TKpu+dvTX5+Pjk5OQm/JhERObnWMDslaIZKkeamz7q0Zq3h/ZkK782CggIGDx4MMLiueVOSnfBlBvDNuLLXiV2bd1t9B7n7+2a2OTh+eXD/Zs3EL/Bb4Mtm9ntiE75cCYyv43xlxC0vYWaJvgYREUlCKnzZiYiISMOSXerBgbS4srQEz3MT8DUz2wZ8LdjHzJ4zs6r+6F8B/wC2A+uBhe6en2SMIiIiIiIiEifZnr81wHfN7FvuXhks+p4XlJ+Uu/8dOK+O8stqbFeQwJqBIiIiIiIikpxkk7+vA88ApWa2i9jsnKXAlLADExERERERkfAklfy5e5GZjQLGEluCoRDY4O6VzRGciIiIiIiIhCPZnj+CRG99cBMREREREZEUkOyELyIiIiIiIpKCku75ExEREZG2R8u6SGum92c41PMnIiIiIiLSDrSlnr80gKKioqjjEBERERERaXE1cqH4tdkBMHdvuWiakZmNI4H1BkVERERERNq48e6+Nr6wLSV/pwLnElt3sCLicE4mm1iSOh5QN2XTqT3Do7YMl9ozXGrP8Kgtw6X2DJfaM1xqz/CkSlumAX2Bje5eHv9gmxn2Gby4E7Lb1sbMqjaL3L0gwlDaBLVneNSW4VJ7hkvtGR61ZbjUnuFSe4ZL7RmeFGvLnfU9oAlfRERERERE2gElfyIiIiIiIu2Akj8REREREZF2QMlfyysDFgT30nRlqD3DUobaMkxlqD3DVIbaMyxlqC3DVIbaM0xlqD3DVIbaMyxltIG2bDOzfYqIiIiIiEj91PMnIiIiIiLSDij5ExERERERaQeU/LUgM7vPzPLNzM1seNTxpDIzyzKz58xsq5m9bWa/N7OeUceVyszsKTP7m5m9aWZrzOycqGNKdWY2X5/3pjOzAjP7u5ltDm6Too4plZlZZzP7qZltD/7//J+oY0pFZpZT4z25OXiffhh1XKnMzCYH30Gbg++jqVHHlMrM7HIzeyP4nL9sZoOjjilV1Peb3cw+a2avmtm24P70KONsDF3z14LMbBywC1gDTHb3dyIOKWWZ2aeBs9x9dbC/CPi0u98YaWApzMwy3P1AsP3vwHx3HxVxWCnLzEYB3wPORJ/3JjGzAtSGoTGzB4AK4A53dzPr7e57o44r1ZnZYqCju3816lhSkcVW0P4QGO/u75jZWcA6IMPdK6ONLvWYWXdgO3Chu28zs5nATHe/JOLQUkJ9v9nN7CXgEXdfHrTpDe5+UYShJk09fy3I3de6e2HUcbQF7v5hVeIXWA8MiiicNqEq8QtkAPqybSQzOxV4CLg56lhEajKzdGA28F8e/PVXiV/TmdkpwHXAI1HHkuIqiX3/AGQCpUr8Gi0X2Ovu24L954BJZtYjwphSRl2/2c2sFzAKeDwoehwYlWojz5T8Scozsw7EfmSvjDqWVGdmS81sN7Eeqy9FHU8KWwgsd/eCqANpQx4zs7fM7Cdmlhl1MCnsM8B+YL6ZbTKz1cFfuKVprgCK3f2NqANJVcEfI64BnjazXcBTxP5QIY2zDehjZucG+9cF9wMjiqctGEDsc14BENyXBOUpQ8mftAU/Bg4BD0YdSKpz9znuPhC4C1gUdTypyMwuAMYAP4k6ljZkvLufDZwLGPqsN0UaMAR4093HAN8Gfm9mn4o2rJR3A+r1axIz6wjMA/7d3QcBU4DfBL3VkqRgNM+1wP1mtgnoRWx9uuNRxiXR6xh1AGEJhlmdC5QSu5ahNesI9DOzQ1EH0gbcBZwBzAEGxi4ZkBCsAX4eTPpSFm0oKedKYDhQGLwf+wAvmNmdxNpVGsHMcoLNp4ClNfYlOU7sx98rQRvuBQ4AE8zs7SgDS2G9gX8D7tL7sklGELt8ozhox2LgGHCRmb0VZWApbAcwM9juAXwL+Fjv06TE/2YfYGZDiA1R7gBkQ63vqNYgDegLbHT38vgHW2TCFzO7D7gKyAFG1HXRvpmlAQ8AlxD7cvpvd1+axHOMQz+sRERERERExrv72vjClur5ewr4ESdPzq4jdnHq6UAW8KaZvZDENTOlAGvWrCE7O7vxkYqIiIiIiKSgoqIixo8fD0FuFK9Fkr+qrLOBIXnXAj8PZnX6wMyeAq4m8euOKgCys7PJyclpdKwiIiIiIiIprs7L4FrTNX8Dia2nUWU39cyeE8z0lhlXrO4+ERERERGRerSm5C8ZtwHzow5CREREZPfCEVGHAMDAuzVnj4icXGta6mE3tRfpHgjUtyD6YmBw3G18cwYnIiIiIiKSylpTz99vgS+b2e+JTfhyJfUkdO5eRtz085riX0RERESkbamsrGTfvn2UlZVRUdHaV3NrOWlpaWRmZtKjRw86dEi8P69Fkj8zewCYyifrXe1392Fm9hxwt7tvAn4FnAdsDw5b6O75LRGfiIiIiIi0PkVFRZgZOTk5dOrUSR0+gLvz8ccfs3fvXoqKihg4cGDCx7bUbJ+3ArfWUX5Zje0K4OaWiEdERERERFq/w4cPM3To0KR6t9o6M+OUU06hf//+bN26NaljG2xFM3uyxvb1jYhPRERERESkUZT41a0x7ZLIEZPsk/7VHyX9DCIiIiIiIi3gnnvuYc6cOaGca9iwYaxevRqIDbW8/vrr6d69O2PHjmXNmjUMHTo0lOdpSYkM+1wDvGpm24DOZvZoXZXcfXaokYmIiIiIiCThrrvuCu1cW7Zsqd5eu3Ytf/7znykqKqJr164ASQ+5TNbq1auZOXMmRUVFoZ0zkeTvamAasWUYHNgZ2rOLiIiIiIi0crt27SInJ6c68UtViQz7nOPuy939e8Dv3H1BXbfmDlRERERERKTKvffeS//+/enWrRtDhw7lxRdfJC8vj5kzZ1bXefTRRxk0aBBZWVl897vfJScnhxdeeAGAvLw8rrnmGmbPnk23bt0YNmwYmzZtqj62qu7DDz/MnDlzePXVV0lPT2f+/PmsXr2a7Ozs6rqFhYVMnTqVnj17kpWVxVe/+lUAdu7cyUUXXURWVhY9evTguuuuo6ysrNZz3HfffZx11llkZGRw7bXXcvToUQ4fPsyll15KSUkJ6enppKenU1JS0uQ2SyT5+16N7clNfkYREREREZEm2Lp1Kw8++CAbN27k4MGD/PGPfyQnJ6dWnXfffZdbbrmFxx57jNLSUg4cOEBxcXGtOitXrmT69OmUlZVxxRVXVCdtNd14440sWbKECy64gEOHDrFgQe1+r4qKCiZPnsygQYMoKCiguLiY6dOnA7FrBefNm0dJSQnvvfcehYWF5OXl1Tr+N7/5Dc8//zz5+fm89dZbLFu2jK5du/KHP/yBfv36cejQIQ4dOkS/fv2a3G6JDPv8h5n9ANgCdDKzG+qq5O6PNDkaERERERGRBqSlpVFeXs67775Lz549T0j8AFasWMGUKVMYN24cAAsXLuSBBx6oVWfcuHFcdlls9blZs2axePHipGPZsGEDJSUlLFq0iI4dO1afFyA3N5fc3FwAevbsyR133HFC8njrrbdWJ3ZTpkxh8+bNSceQqESSv2uBbwEzgE7ArDrqOKDkT0REREREml1ubi6LFy8mLy+PLVu2MGnSJH74wx/WqlNSUsKAAQOq90877TSysrJq1enTp0+tx48ePcrx48erk7hEFBYWMmjQoDqP2bt3L1//+tdZs2YNBw8epLKyku7du580hjCGd9anwWGf7r7N3ee4++eBl919Yh23i5otQhERERERkThf/OIXWbt2Lbt27cLM+Pa3v13r8b59+9aaKfPIkSPs378/9DgGDBjA7t27OX78+AmP3XXXXZgZb7/9Nh999BHLly/H3RM67yer7YUnqZUB3f3i0CMQERERERFJwtatW3nppZcoLy+nc+fOdOnS5YRFz6dNm8aqVat45ZVXOHbsGHl5eQknXskYO3Ysffv2Ze7cuRw+fJijR4+ybt06AA4ePEh6ejoZGRkUFxezaNGihM/bu3dv9u/fz4EDB0KLtcHkz8zeq7FdaGa767qFFpGIiIiIiMhJlJeXM3fuXHr06EGfPn14//33+f73v1+rzrBhw/jxj3/M9OnT6du3L+np6fTq1YtTTz011FjS0tJYtWoVO3bsYODAgWRnZ/Pkk08CMH/+fN544w0yMjK4/PLLmTp1asLnPeOMM5gxYwZDhgwhMzMzlOGg1lD2a2bj3H1tsD2hvnru/nKTo2kCM8sB8vPz8+u84FNERESkOexeOCLqEAAYePfbUYcgErr33nuPM888M5RzHTp0iMzMTLZv387gwYNDOWfU4tunoKCg6rUNdveC+PoNXslYlfgF25EmeCIiIiIiIolatWoVF198Me7ON7/5TUaMGNGuO4oaTP7MbGEiJ3L3u5sejoiIiIiISDiefvppZs2ahbszZswYnnjiiWaZSCVVJDKH6YAa252Bq4CNwC5gIDAW+F34oYmIiIiIiDTe0qVLWbp0adRhtBqJDPu8vmrbzJ4AZrj772qUTQWubp7wREREREREJAxJLfUAXAo8FVe2ErgslGhERERERESkWSSb/O0A/jOu7GZgZzjhiIiIiIiISHNINvmbA9xhZkVm9pqZFQHfCMpPysw+a2avmtm24P70Ourkmdn7ZrY5uD2UZHwiIiIiIiJSh0QmfKnm7m8GSdv5QD+gFHjV3T+uqmNm2e5eVMfhS4CH3H25mc0EfgZcVEe9R939m8nEJSIiIiIiIieXVPIHECR6a05S5V3gUzULzKwXMAr4fFD0OPCgmfV09w+SjUFERERERNq30Xc+2iznfX3R7ITq5eTk0LlzZzp37gzAxIkTuf/+++ut+8wzzzB8+PDQ4myMpJO/BNS1cMYAoNjdKwDcvcLMSoLy+ORvupl9AdgDzHf3V094ArNMIDOuOLuJcYuIiIiIiCRsxYoVkSd0yUj2mr9EeBOOXQIMdvezgEXA02aWVUe924D8uNvJeiNFRERERESaza9//WvOO+88Ro4cyciRI3nxxRfrrLdgwQLOOOMMzjnnHEaOHElZWRkAr732GhMnTmT06NGMHj2aZ599NvQYm6Pnry6FQH8zSwt6/dKIXTNYWLOSu++psf1nMysEhgMvx51vMbAsriwbJYAiIiIiItJCpk2bVj3sc968eaxfvx4zY+vWrVx88cUUFdWeCuXDDz/k/vvvp7S0lC5dunDw4EG6dOlCWVkZN910E8899xx9+/altLSUc889l3feeYfMzMzQ4m2R5M/d3zezzcAMYHlw/2b89X5m1t/di4Ptc4AcYGsd5ysDyuKODT9wERERERGRetQc9rlhwwYmTZpEcXExnTp1Ys+ePezZs4c+ffpU18/IyCA3N5fZs2fzhS98gcmTJ9OtWzdeeeUV8vPzufTSS6vrmhk7duxgzJgxocWbVPJnZh3cvbKhavWU3wT80szuBv4JzA7O+Rxwt7tvAu4xs9FABXAMmFWzN1BERERERKQ1mjFjBj/4wQ+48sorqays5LTTTuPo0aO16qSlpbF+/XrWrVvHSy+9xOjRo3n++edxd8466yz++te/NmuMCSd/wVDNQ2aW6e7lJ6n6L3UVuvvfgfPqKL+sxvaXEo1HRERERESktSgrK2Pw4MEAPPLII5SXn5gyHTx4kEOHDjFhwgQmTJjAq6++yjvvvMOll17K9u3b+ctf/sLEiRMB2LhxI2PGjAl1hGPCyV9wrd42IAsoOUm9wvoeExERERERaYsWL17MlVdeSffu3bnkkkvIyjpx3soDBw5w1VVXceTIESorKxk1ahRTp06lc+fOrFy5kjvvvJPbbruNY8eOMWTIEFatWhVq8mfuiU/OaWbfAqYDPwKKqDGzp7u/FFpUjWBmOUB+fn4+OTk5UYYiIiIi7cjuhSOiDgGAgXe/HXUIIqF77733OPPMM6MOo9WKb5+CgoKq3sfB7l4QXz/ZCV9uDu7z4sodGJLkuURERERERKSFJJX8ufvg5gqkPWkNfyHUXwdFRERERNqXpBd5N7NOZjbezK4N9ruaWdfwQxMREREREZGwJJX8mdkIYBvwc+DhoHgC8EjIcYmIiIiIiEiIkr3m76fE1uT7lZn9Myh7mVgyKCIiIiLSJLo8RqT5JDvscxiwPNh2AHc/DHQJMygREREREREJV7I9fwXAaGBTVYGZjQV2hBiTiIiIiIhIq3TeeedRXl7OsWPH2LZtG8OHDwdg5MiR/OIXv4g4upNLNvn7L+BZM1sCnGJm84CbgC+HHpmIiIiIiEg9mmuIcEPDfl977TUgtqbemDFj2Lx5c63Hjx8/TseOyaZZLSOpYZ/u/gxwCdCT2LV+g4Cp7v6nZohNRERERESk1cvJyWHu3LmMHTuWr3zlKyxbtoxp06ZVPx6/f++99zJ27FhGjRrFlClT2LNnT4vEmexsn1e7+5vufou7X+7uN7n762Y2reGjRURERERE2qaPPvqIDRs28PDDD5+03vLly9m5cyfr16/njTfe4LLLLuMb3/hGi8SYbH/kw8Bv6yj/H2BF08MRERERERFJPbNnz06o3sqVK9m0aROjRo0CYsNEMzIymjO0agklf2Y2JNjsYGaDAavx8BDgaNiBiYiIiIiIpIr09PTq7Y4dO1JZWVm9f/ToJ+mSu/Od73yHG264oUXjg8SHfe4AtgOnATuD/arbo0BecwQnIiIiIiKSanJzc3nrrbeqZwVdseKTQZJXXHEFP/nJT/jnP2PLppeXl/O3v/2tReJKqOfP3TsAmNnL7j6heUMSERERERFJXeeffz6f+9znGDZsGP369ePss8+mtLQUgFmzZrFv3z4mTIilVZWVldxyyy2cffbZzR5XUtf8xSd+wXDQSncvCDMokfZo9J2PRh0Cry9KbKy6iIiISNQaWpKhueXk5LBv3z4gtuxDvCVLltR77O23387tt9/eXKHVK6nkz8weB37s7q+Y2fXAT4BKM7vV3U8+rY20Oa0hWQElLCLNTZ91ERGRtiGppR6Ai4FNwfYdwOeAscDcMIMSERERERGRcCWb/J3i7sfMrD/waXdf5+5bgN4NHWhmnzWzV81sW3B/eh110szsITPbaWY7zGxOkvGJiIiIiIhIHZJd52+zmc0DBgHPAgSJ4EcJHLsEeMjdl5vZTOBnwEVxda4DcoHTgSzgTTN7QdcUikiyWsNQRQ1TFBERkdYk2Z6/G4ERQBfgO0HZBcBjJzvIzHoBo4DHg6LHgVFm1jOu6rXAz9290t0/AJ4Crk4yRhERERERaSNqrpcnn2hMu5i7N0MocU9iNhp41N2H1Sh7F5jp7m/UKHsbuMHdNwb73wKy3f3WuPNlAplxT5MNrFm0aBE9evRoltcRlvJdmxqu1MxOHTSmyed4/R97Q4ik6UYPaXDUcUpoDe3ZVtoS1J5hag1tCW2nPaXtaQ3f6xDOd3tr0BraU7+TWo+BAwfSp08fPv3pT5OWloaZRR1S5NydiooKPvzwQ/bs2cPu3burH9u3bx933nknwOC6Rk8mO9tnvcvQu/sjyZyriW4D5rfg84WqrfznnOr/mbQ2as9wqT3Do7YMV2v4Qah/03C1le/11qKttKc+Z+EoLCzk//2//8dHH31EWlpapLH48WORPn8V63gKFRUV7Nu3j/379yd3bDI9f2b2l7iiPsBngHXuPvEkx/UCtgFZ7l5hZmnAfuD0YHhnVb1ngV+4+4pg/0Fgl7svijtfJvX0/OXn55OTk5PwaxIREWlJuh5VRCQ17V44IuoQgJOvb1hQUMDgwYMhjJ6/uhK8oDfwzAaOe9/MNgMzgOXB/Zs1E7/Ab4Evm9nviU34ciUwvo7zlQFlcXEk+CpERESio8RLRESikuyEL3VZRmwimIbcBHzNzLYBXwv2MbPnzKyqf/9XwD+A7cB6YKG754cQo4iIiIiISLuW7DV/8cniacBM4nrh6uLufwfOq6P8shrbFcDNycQkIiIiIiIiDUt2nb/jQPxFgsXAl8MJR0RERERERJpDssnf4Lj9w+6+L6xgREREREREpHkkO+HLruYKRERERERERJpPg8mfma3hxKGeJ3D3fw0lIhEREREREQldIj1/S5s9ChEREREREWlWDSZ/7v7Lqm0zewB4wt1fqVF2IXAN8Ms6DhcREREREZFWINl1/mYAm+LKXge+GE44IiIiIiIi0hySTf4cSIsrS2vEeURERERERKQFJZu0rQG+W7XYe3CfF5SLiIiIiIhIK5XsOn9fB54BSs1sFzAQKAWmhB2YiIiIiIiIhCfZdf6KzGwUMBYYABQCG9y9sjmCExERERERkXAk2/NHkOitD24iIiIiIiKSAjRRi4iIiIiISDuQdM+fiIiIiIhIezPw7rejDqHJ1PMnIiIiIiLSDrSlnr80gKKioqjjEBERERERaXE1cqH4tdkBMHdvuWiakZmNQ+sNioiIiIiIjHf3tfGFbSn5OxU4l9i6gxURh3My2cSS1PGAuimbTu0ZHrVluNSe4VJ7hkdtGS61Z7jUnuFSe4YnVdoyDegLbHT38vgH28ywz+DFnZDdtjZmVrVZ5O4FEYbSJqg9w6O2DJfaM1xqz/CoLcOl9gyX2jNcas/wpFhb7qzvAU34IiIiIiIi0g4o+RMREREREWkHlPyJiIiIiIi0A0r+Wl4ZsCC4l6YrQ+0ZljLUlmEqQ+0ZpjLUnmEpQ20ZpjLUnmEqQ+0ZpjLUnmEpow20ZZuZ7VNERERERETqp54/ERERERGRdkDJn4iIiIiISDug5K8Fmdl9ZpZvZm5mw6OOJ5WZWZaZPWdmW83sbTP7vZn1jDquVGZmT5nZ38zsTTNbY2bnRB1TqjOz+fq8N52ZFZjZ381sc3CbFHVMqczMOpvZT81se/D/5/9EHVMqMrOcGu/JzcH79MOo40plZjY5+A7aHHwfTY06plRmZpeb2RvB5/xlMxscdUypor7f7Gb2WTN71cy2BfenRxlnY+iavxZkZuOAXcAaYLK7vxNxSCnLzD4NnOXuq4P9RcCn3f3GSANLYWaW4e4Hgu1/B+a7+6iIw0pZZjYK+B5wJvq8N4mZFaA2DI2ZPQBUAHe4u5tZb3ffG3Vcqc7MFgMd3f2rUceSiiy2gvaHwHh3f8fMzgLWARnuXhltdKnHzLoD24EL3X2bmc0EZrr7JRGHlhLq+81uZi8Bj7j78qBNb3D3iyIMNWnq+WtB7r7W3QujjqMtcPcPqxK/wHpgUEThtAlViV8gA9CXbSOZ2anAQ8DNUcciUpOZpQOzgf/y4K+/SvyazsxOAa4DHok6lhRXSez7ByATKFXi12i5wF533xbsPwdMMrMeEcaUMur6zW5mvYBRwONB0ePAqFQbeabkT1KemXUg9iN7ZdSxpDozW2pmu4n1WH0p6nhS2EJgubsXRB1IG/KYmb1lZj8xs8yog0lhnwH2A/PNbJOZrQ7+wi1NcwVQ7O5vRB1Iqgr+GHEN8LSZ7QKeIvaHCmmcbUAfMzs32L8uuB8YUTxtwQBin/MKgOC+JChPGUr+pC34MXAIeDDqQFKdu89x94HAXcCiqONJRWZ2ATAG+EnUsbQh4939bOBcwNBnvSnSgCHAm+4+Bvg28Hsz+1S0YaW8G1CvX5OYWUdgHvDv7j4ImAL8JuitliQFo3muBe43s01AL2Lr0x2PMi6JXseoAwhLMMzqXKCU2LUMrVlHoJ+ZHYo6kDbgLuAMYA4wMHbJgIRgDfDzYNKXsmhDSTlXAsOBwuD92Ad4wczuJNau0ghmlhNsPgUsrbEvyXFiP/5eCdpwL3AAmGBmb0cZWArrDfwbcJfel00ygtjlG8VBOxYDx4CLzOytKANLYTuAmcF2D+BbwMd6nyYl/jf7ADMbQmyIcgcgG2p9R7UGaUBfYKO7l8c/2CITvpjZfcBVQA4woq6L9s0sDXgAuITYl9N/u/vSJJ5jHPphJSIiIiIiMt7d18YXtlTP31PAjzh5cnYdsYtTTweygDfN7IUkrpkpBVizZg3Z2dmNj1RERERERCQFFRUVMX78eAhyo3gtkvxVZZ0NDMm7Fvh5MKvTB2b2FHA1iV93VAGQnZ1NTk5Oo2MVERERERFJcXVeBtearvkbSGw9jSq7qWf2nGCmt8y4YnX3iYiIiIiI1KM1JX/JuA2YH3UQIiIiIrsXjog6BAAG3q05e+REreH9qfdm69GalnrYTe1FugcC9S2IvhgYHHcb35zBiYiIiIiIpLLW1PP3W+DLZvZ7YhO+XEk9CZ27lxE3/bym+BcRERERaVsqKyvZt28fZWVlVFS09tXcWk5aWhqZmZn06NGDDh0S789rkeTPzB4ApvLJelf73X2YmT0H3O3um4BfAecB24PDFrp7fkvEJyIiIiIirU9RURFmRk5ODp06dVKHD+DufPzxx+zdu5eioiIGDhyY8LEtNdvnrcCtdZRfVmO7Ari5JeIREREREZHW7/DhwwwdOjSp3q22zsw45ZRT6N+/P1u3bk3q2AZb0cyerLF9fSPiExERERERaRQlfnVrTLskcsQk+6R/9UdJP4OIiIiIiEgLuOeee5gzZ04o5xo2bBirV68GYkMtr7/+erp3787YsWNZs2YNQ4cODeV5WlIiwz7XAK+a2Tags5k9Wlcld58damQiIiIiIiJJuOuuu0I715YtW6q3165dy5///GeKioro2rUrQNJDLpO1evVqZs6cSVFRUWjnTCT5uxqYRmwZBgd2hvbsIiIiIiIirdyuXbvIycmpTvxSVSLDPue4+3J3/x7wO3dfUNetuQMVERERERGpcu+999K/f3+6devG0KFDefHFF8nLy2PmzJnVdR599FEGDRpEVlYW3/3ud8nJyeGFF14AIC8vj2uuuYbZs2fTrVs3hg0bxqZNm6qPrar78MMPM2fOHF599VXS09OZP38+q1evJjs7u7puYWEhU6dOpWfPnmRlZfHVr34VgJ07d3LRRReRlZVFjx49uO666ygrK6v1HPfddx9nnXUWGRkZXHvttRw9epTDhw9z6aWXUlJSQnp6Ounp6ZSUlDS5zRJJ/r5XY3tyk59RRERERESkCbZu3cqDDz7Ixo0bOXjwIH/84x/JycmpVefdd9/llltu4bHHHqO0tJQDBw5QXFxcq87KlSuZPn06ZWVlXHHFFdVJW0033ngjS5Ys4YILLuDQoUMsWFC736uiooLJkyczaNAgCgoKKC4uZvr06UDsWsF58+ZRUlLCe++9R2FhIXl5ebWO/81vfsPzzz9Pfn4+b731FsuWLaNr16784Q9/oF+/fhw6dIhDhw7Rr1+/JrdbIsM+/2FmPwC2AJ3M7Ia6Krn7I02ORkREREREpAFpaWmUl5fz7rvv0rNnzxMSP4AVK1YwZcoUxo0bB8DChQt54IEHatUZN24cl10WW31u1qxZLF68OOlYNmzYQElJCYsWLaJjx47V5wXIzc0lNzcXgJ49e3LHHXeckDzeeuut1YndlClT2Lx5c9IxJCqR5O9a4FvADKATMKuOOg4o+RMRERERkWaXm5vL4sWLycvLY8uWLUyaNIkf/vCHteqUlJQwYMCA6v3TTjuNrKysWnX69OlT6/GjR49y/Pjx6iQuEYWFhQwaNKjOY/bu3cvXv/511qxZw8GDB6msrKR79+4njSGM4Z31aXDYp7tvc/c57v554GV3n1jH7aJmi1BERERERCTOF7/4RdauXcuuXbswM7797W/Xerxv3761Zso8cuQI+/fvDz2OAQMGsHv3bo4fP37CY3fddRdmxttvv81HH33E8uXLcfeEzvvJanvhSWplQHe/OPQIREREREREkrB161ZeeuklysvL6dy5M126dDlh0fNp06axatUqXnnlFY4dO0ZeXl7CiVcyxo4dS9++fZk7dy6HDx/m6NGjrFu3DoCDBw+Snp5ORkYGxcXFLFq0KOHz9u7dm/3793PgwIHQYm0w+TOz92psF5rZ7rpuoUUkIiIiIiJyEuXl5cydO5cePXrQp08f3n//fb7//e/XqjNs2DB+/OMfM336dPr27Ut6ejq9evXi1FNPDTWWtLQ0Vq1axY4dOxg4cCDZ2dk8+eSTAMyfP5833niDjIwMLr/8cqZOnZrwec844wxmzJjBkCFDyMzMDGU4qDWU/ZrZOHdfG2xPqK+eu7/c5GiawMxygPz8/Pw6L/gUERERaQ67F46IOgQABt79dtQhSCvUGt6fTXlvvvfee5x55pmhxHHo0CEyMzPZvn07gwcPDuWcUYtvn4KCgqrXNtjdC+LrN3glY1XiF2xHmuCJiIiIiIgkatWqVVx88cW4O9/85jcZMWJEu+4oajD5M7OFiZzI3e9uejgiIiIiIiLhePrpp5k1axbuzpgxY3jiiSeaZSKVVJHIHKYDamx3Bq4CNgK7gIHAWOB34YcmIiIiIiLSeEuXLmXp0qVRh9FqJDLs8/qqbTN7Apjh7r+rUTYVuLp5whMREREREZEwJLXUA3Ap8FRc2UrgslCiERERERERkWaRbPK3A/jPuLKbgZ3hhCMiIiIiIiLNIZFr/mqaA/xfM/sWUAz0B44DiS9YISIiIiIiIi0uqeTP3d80s9OB84F+QCnwqrt/XFXHzLLdvSjcMEVERERERKQpku35I0j01pykyrvApxodkYiIiIiISANG3/los5z39UWzE6qXk5ND586d6dy5MwATJ07k/vvvr7fuM888w/Dhw0OLszGSTv4S0H4XzhARERERkXZjxYoVkSd0yUh2wpdEeDOcU0REREREpNX69a9/zXnnncfIkSMZOXIkL774Yp31FixYwBlnnME555zDyJEjKSsrA+C1115j4sSJjB49mtGjR/Pss8+GHmNz9PyJiIiIiIi0edOmTase9jlv3jzWr1+PmbF161YuvvhiiopqT4Xy4Ycfcv/991NaWkqXLl04ePAgXbp0oaysjJtuuonnnnuOvn37Ulpayrnnnss777xDZmZmaPEq+RMREREREWmEmsM+N2zYwKRJkyguLqZTp07s2bOHPXv20KdPn+r6GRkZ5ObmMnv2bL7whS8wefJkunXrxiuvvEJ+fj6XXnppdV0zY8eOHYwZMya0eJNK/sysg7tXNlStnmM/C/wSyAL2A7PdfXtcnTzgFqAkKFrn7vHrCoqIiIiIiLQqM2bM4Ac/+AFXXnkllZWVnHbaaRw9erRWnbS0NNavX8+6det46aWXGD16NM8//zzuzllnncVf//rXZo0x4Wv+zCwNOGxmpzZQ9V/qKV8CPOTunwUeAn5WT71H3f2c4KbET0REREREWr2ysjIGDx4MwCOPPEJ5efkJdQ4ePMgHH3zAhAkTWLBgAcOHD+edd97hwgsvZPv27fzlL3+prrtx40bcw51OJeGeP3evMLNtxHruSk5SrzC+zMx6AaOAzwdFjwMPmllPd/8guZBFRERERERal8WLF3PllVfSvXt3LrnkErKysk6oc+DAAa666iqOHDlCZWUlo0aNYurUqXTu3JmVK1dy5513ctttt3Hs2DGGDBnCqlWrMAtvMYVkr/l7DHjGzH4EFFFjZk93f+kkxw0Ait29IqhbYWYlQXl88jfdzL4A7AHmu/ur8Sczs0wgM644O7mXIiIiIiIiqSrR9fiaS0FBQa39WbNmMWvWrOr9e+65p866r732Wp3nO/fcc1m9enWYIZ4g2eTv5uA+L67cgSFNjiY2NPR77v6xmX0eeNrMznT3/XH1bgPmh/B8IiIiIiIi7UJSyZ+7D27k8xQC/c0sLej1SwP6BeU1z7+nxvafzawQGA68HHe+xcCyuLJsYE0j4xMREREREWnTkl7qwcw6AecD/dz9STPrCuDuh+s7xt3fN7PNwAxgeXD/Zvz1fmbW392Lg+1zgBxgax3nKwPK4o5N9qWIiIiIiIi0GwnP9glgZiOAbcDPgYeD4gnAIwkcfhPwtWDSmK8F+5jZc2ZWtXjFPWb2jpn9LXiOWTV7A0VERERERKRxku35+ylwt7v/ysz+GZS9TCxROyl3/ztwXh3ll9XY/lKS8YiIiIiIiEgCkur5A4YRG7YJwUyfwXDPLmEGJSIiIiIiIuFKtuevABgNbKoqMLOxwI4QYxIREREREWmVzjvvPMrLyzl27Bjbtm1j+PDhAIwcOZJf/OIXEUd3cskmf/8FPGtmS4BTzGwesWv3vhx6ZG3Y7oUjog6BgXe/HXUIIiIiIiKN1ly/qRv6nVy1Tl9BQQFjxoxh8+bNtR4/fvw4HTsmPa9mi0hq2Ke7PwNcAvQkdq3fIGCqu/+pGWITERERERFp9XJycpg7dy5jx47lK1/5CsuWLWPatGnVj8fv33vvvYwdO5ZRo0YxZcoU9uxpmTkuk0pJzexqd/8tcEtc+TR3XxFqZCIiIiLS7miElKSqjz76iA0bNgCxZK8+y5cvZ+fOnaxfv54OHTrw05/+lG984xs89thjzR5jsv2RDwO/raP8fwAlfyIiIiIi0i7Nnj07oXorV65k06ZNjBo1CogNE83IyGjO0KollPyZ2ZBgs4OZDQZqrqg+BDgadmAiIiIiIiKpIj09vXq7Y8eOVFZWVu8fPfpJuuTufOc73+GGG25o0fgg8Wv+dgDbgdOAncF+1e1RIK85ghMREREREUk1ubm5vPXWW9Wzgq5Y8ckgySuuuIKf/OQn/POfsWXTy8vL+dvf/tYicSXU8+fuHQDM7GV3n9C8IYmIiIiIiKSu888/n8997nMMGzaMfv36cfbZZ1NaWgrArFmz2LdvHxMmxNKqyspKbrnlFs4+++xmjyupa/7iE79gOGiluxeEGZSIiIiIiMjJRD0xT05ODvv27QNiyz7EW7JkSb3H3n777dx+++3NFVq9klrqwcweN7MLg+3rgS3AFjO7sTmCExERERERkXAklfwBFwObgu07gM8BY4G5YQYlIiIiIiIi4Up2qYdT3P2YmfUHPu3u6wDMrHf4oYmIiIiIiEhYkk3+NpvZPGAQ8CxAkAh+FHZgIiIiIiIi7o6ZNVyxnXH3pI9JdtjnjcAIoAvwnaDsAqD5l6MXEREREZF2pVOnThw5ciTqMFqlI0eO0KlTp6SOSXa2z53AF+PKVgAr6j5CRERERESkcXr16kVxcTH9+/enS5cu6gEk1uN35MgRiouL6d07uavvkkr+zKzeZejd/ZGknllEREQisXvhiKhDAKKfpl1EWr9PfepTAJSUlPDxxx9HHE3r0alTJ3r37l3dPolK9pq/WXH7fYDPAOsAJX8iIiIiIhKqT33qU0knOVK3ZId9TowvC3oDzwwtIhGJjHoDRERERNquZHv+6rIM2AfcGcK5REREREREahl956NRh8Dri2ZHHUKTJXvNX/zsoKcBM4GysAISERERERGR8CXb83cciF9Qohj4cjjhiIiEQ38hDE9raEtoO+0pIiISlWSTv8Fx+4fdfV9YwYiIiIiIiEjzSHbCl13NFYiIiIiIiIg0nwaTPzNbw4lDPU/g7v8aSkQiIiIiIiISukR6/pY2exQiIiIiIiLSrOJn7zyBu/+y6gaMBrbHlW0HRjZ0HjP7rJm9ambbgvvT66iTZmYPmdlOM9thZnMa86JERERERESktgaTvzgzgE1xZa8DX0zg2CXAQ+7+WeAh4Gd11LkOyAVOBy4A8swsJ8kYRUREREREJE6yyZ8DaXFlaQ2dx8x6AaOAx4Oix4FRZtYzruq1wM/dvdLdPwCeAq5OMkYRERERERGJk+xSD2uA75rZt9y9Mlj0PS8oP5kBQLG7VwC4e4WZlQTlH9SoNxCoOaPo7qBOLWaWCWTGFWcDrFixgh49eiT6eiJR7hOiDoFTly2LOgRphVrDexPCeX9e2GVv0wNpomVt5HPWGtoS2k57tgZt6bPeGqg9w9Ua2rOttCW0nfZsDd9FqfA9tG/fyVfhSzb5+zrwDFBqZruIJWulwJRGRdd4twHzW/g5Q3PqoDFRhxCK1/8R/YcQYPSQ3lGH0Ga0lfcm6H0RJrVl29OWPuutgdozXGrPcLWV9tR3UTjMvcFVHGofEOvtG0usR64Q2ODulQ0c0wvYBmQFvX5pwH7g9GB4Z1W9Z4FfuPuKYP9BYJe7L4o7XyZ19/ytyc/PJycnJ6nXJI0z+s5How4BgNcXzY46BBERERGRyBUUFDB48GCAwe5eEP94sj1/BIne+uCW6DHvm9lmYhPGLA/u36yZ+AV+C3zZzH4PZAFXAuPrOF8ZUFazzMwSDUdERERERKTdSXbCl6a4CfiamW0DvhbsY2bPmVlVf/SvgH8QWz5iPbDQ3fNbMEYREREREZE2Kelhn61VsCREvoZ9ioiIiIhIe9TQsM+W7PkTERERERGRiCR9zV8rlgZQVFQUdRwiIiIiIiItrkYuFL82O9C2hn2Oo+H1BkVERERERNq68e6+Nr6wLSV/pwLnElt3sCLicE4mm1iSOh5QN2XTqT3Do7YMl9ozXGrP8Kgtw6X2DJfaM1xqz/CkSlumAX2Bje5eHv9gmxn2Gby4E7Lb1qbGkhRFdV2EKclRe4ZHbRkutWe41J7hUVuGS+0ZLrVnuNSe4UmxttxZ3wOa8EVERERERKQdUPInIiIiIiLSDij5ExERERERaQeU/LW8MmBBcC9NV4baMyxlqC3DVIbaM0xlqD3DUobaMkxlqD3DVIbaM0xlqD3DUkYbaMs2M9uniIiIiIiI1E89fyIiIiIiIu2Akj8REREREZF2QMlfCzKz+8ws38zczIZHHU8qM7MsM3vOzLaa2dtm9nsz6xl1XKnMzJ4ys7+Z2ZtmtsbMzok6plRnZvP1eW86Mysws7+b2ebgNinqmFKZmXU2s5+a2fbg/8//iTqmVGRmOTXek5uD9+mHUceVysxscvAdtDn4PpoadUypzMwuN7M3gs/5y2Y2OOqYUkV9v9nN7LNm9qqZbQvuT48yzsbQNX8tyMzGAbuANcBkd38n4pBSlpl9GjjL3VcH+4uAT7v7jZEGlsLMLMPdDwTb/w7Md/dREYeVssxsFPA94Ez0eW8SMytAbRgaM3sAqADucHc3s97uvjfquFKdmS0GOrr7V6OOJRVZbAXtD4Hx7v6OmZ0FrAMy3L0y2uhSj5l1B7YDF7r7NjObCcx090siDi0l1Peb3cxeAh5x9+VBm97g7hdFGGrS1PPXgtx9rbsXRh1HW+DuH1YlfoH1wKCIwmkTqhK/QAagL9tGMrNTgYeAm6OORaQmM0sHZgP/5cFff5X4NZ2ZnQJcBzwSdSwprpLY9w9AJlCqxK/RcoG97r4t2H8OmGRmPSKMKWXU9ZvdzHoBo4DHg6LHgVGpNvJMyZ+kPDPrQOxH9sqoY0l1ZrbUzHYT67H6UtTxpLCFwHJ3L4g6kDbkMTN7y8x+YmaZUQeTwj4D7Afmm9kmM1sd/IVbmuYKoNjd34g6kFQV/DHiGuBpM9sFPEXsDxXSONuAPmZ2brB/XXA/MKJ42oIBxD7nFQDBfUlQnjKU/Elb8GPgEPBg1IGkOnef4+4DgbuARVHHk4rM7AJgDPCTqGNpQ8a7+9nAuYChz3pTpAFDgDfdfQzwbeD3ZvapaMNKeTegXr8mMbOOwDzg3919EDAF+E3QWy1JCkbzXAvcb2abgF7E1qc7HmVcEj0lf5LSzOw+4HTgWg0NCY+7/wqYaGZZUceSgiYQu84vP7hWLRv4o5l9IdKoUljV0Bt3LyeWVP+vaCNKabuJ/fh7HMDdXwP2AZ+NMqhUZmb9iX3uH4s6lhR3DtDP3dcBBPeHif1/Ko3g7i+4+7jgDz0PAl2AnRGHlcoKgf5mlgYQ3PcLylOGkj9JWWZ2DzAauDL4USiNZGbpZjagxv4UYhfea+a6JLn7f7t7P3fPcfccoAiY5O5/iji0lGRmXc0sI9g2YDqwOdKgUpi77wP+AnweYjPXEesR2BFlXCnuS8Cz7r4/6kBSXBGQbWZDAczsTKA3SlYazcz6BPcdgHuAJe5+ONqoUpe7v0/s+2dGUDSD2CiKDyILqhE022cLCmZYmwr0IfaX1v3uPizaqFKTmQ0D3iE2pv1IUJzv7v8RXVSpy8x6A08DXYnNAvgh8E1dv9J0mqmyacxsCPA7YsMV04B3gVvdvTTSwFJY0KaPAFnAx8D/5+5/iDaq1GVm24i9J5+POpZUZ2bXAXP5ZMKx+e7+VHQRpTYzW0pspMQpwJ+A2939aLRRpYb6frOb2RnAL4HuwD+B2e6+NbpIk6fkT0REREREpB3QsE8REREREZF2QMmfiIiIiIhIO6DkT0REREREpB1Q8iciIiIiItIOKPkTERERERFpB5T8iYiIiIiItANK/kREpN0xs/9tZmujjuNkzGyLmf1bPY/9m5kVtWxEIiKS6jpGHYCIiEiqMjMHTnf3HWGf292HhX1OERFp39TzJyIiEgEz0x9gRUSkRSn5ExGRNs3MBpjZ783sAzPbb2YPxj2eY2ZeMxkzs9VmNifYzjWzl83sgJntM7Mng/K/BtX/ZmaHzOzaoHyymW02szIze8XMzqpx3gIz+7aZvQUcPlkCGNT9XLDdxcyWmdk/zexd4NyQmkdERNoR/dVRRETaLDNLA54BXgJmARXAGCA3idN8F/gTMBE4JTged//XYNjn2VXDPs1sJPAIMAXYBMwEVprZUHcvD843A7gc2OfuxxOMYT7wmeDWFfhDEvGLiIgA6vkTEZG2bSzQD7jT3Q+7+1F3T3ail4+BQUC/BI7/P8DP3P01d69w918C5cD5Neo84O6F7n4kiRiuAb7n7h+6eyHwQJKvQURERMmfiIi0aQOAXUn0sNXlW4ABG4IZOG84Sd1BwDeCIZ9lZlYWxNCvRp3CRsTQL+64XY04h4iItHMa9ikiIm1ZITDQzDqeJAE8HNyfBnwUbPepetDd9wBfBjCzccALZvbXemb4LCTWQ/e9k8TkybyAQCmxJHJLsD+wEecQEZF2Tj1/IiLSlm0gljj9t5l1NbPOZva/alZw9w+AYmCmmaUFPXufqXrczK42s+xg95/EkrfKYH8vMKTG6X4O3GRm51lMVzO73My6NfF1/AaYZ2bdg1i+1sTziYhIO6TkT0RE2ix3ryA2+UousBsoAq6to+qXgTuB/cAw4JUaj50LvGZmh4CVwNfd/R/BY3nAL4Mhnte4+6bgXA8SSxR3AP87hJeygNhQz3xik8/8KoRziohIO2PujRl9IiIiIiIiIqlEPX8iIiIiIiLtgCZ8ERERiYCZDQTerefhf3H33S0Zj4iItH0a9ikiIiIiItIOaNiniIiIiIhIO6DkT0REREREpB1Q8iciIiIiItIOKPkTERERERFpB5T8iYiIiIiItAP/PwDwWlsCcyv3AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines:\n",
+    "\n",
+    "    fig, ax = plt.subplots(3,1, figsize = (15,5))\n",
+    "    for s, shuffle_type in enumerate(shuffle_types):\n",
+    "        tmp = stats_table[(stats_table['shuffle_type']==shuffle_type) &\n",
+    "                   (stats_table['cre_line']==cre_line)]\n",
+    "        \n",
+    "        ax[s] = sns.barplot(data=tmp, x = 'cluster_id', \n",
+    "                            y = 'cluster_diff', hue='significant',ax=ax[s] )\n",
+    "        ax[s].axhline(y=0, color='Grey')\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "9ba2c873-b035-4ef6-bad9-2ee701c57404",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%%capture --no-display \n",
+    "for cre_line in cre_lines:\n",
+    "    for s, shuffle_type in enumerate(shuffle_types):\n",
+    "        vba_clust.plot_cluster_size(cluster_size_difference_df,  \n",
+    "                                                    cre_line=cre_line, \n",
+    "                                                    shuffle_type=shuffle_type,\n",
+    "                                                   save_dir=save_dir,\n",
+    "                                                    diff_column = 'abs_cluster_size_diff',\n",
+    "                                                   folder = f'abs_cluster_size_diff_plots_{threshold}', \n",
+    "                                                    stats_table = stats_table)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ce6cb21-e26e-4dfa-8ed4-af4da04f0402",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### Plot proportions of clusters by depth or area "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 280,
+   "id": "204f0a0a-00b4-4fba-aa3c-30594fee70eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "table, stats = vba_clust.get_proportion_cells_rel_cluster_average(df_meta, cre_lines, columns_to_groupby=['layer'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "id": "e68df23b-2cd0-4601-9f04-d03933ca78b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import pickle\n",
+    "# file = open(os.path.join(save_dir,'proportions_table.pkl'), 'wb')\n",
+    "# # dump information to the file\n",
+    "# pickle.dump(table, file)\n",
+    "# # close the file\n",
+    "# file.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 288,
+   "id": "6c15d80b-c40d-4835-b07c-0718a2784240",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:title={'center':'Exc cluster 6'}>,\n",
+       "       <AxesSubplot:xlabel='proportion'>,\n",
+       "       <AxesSubplot:title={'left':'8.1%'}>], dtype=object)"
+      ]
+     },
+     "execution_count": 288,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# testing out this function\n",
+    "vba_clust.plot_cluster_data(df_meta, feature_matrix, cre_line = cre_lines[0], cluster_id=6, multi_session_df=None,\n",
+    "                      columns_to_groupby=['layer'], change=False, omitted=True,\n",
+    "                      abbreviate_features=True, abbreviate_experience=True,\n",
+    "                      save_dir=None, ax=None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "id": "da6c32d6-db58-4266-b7d4-82e8e5cedc68",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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66sNTMvOIelv7UgX/BOC5i+z6Z6iKm08H3lJff9Yit6EBmNAM3Rd4DNWYm6ui+jXkyyLCr6U3YEIzFPU2z6X6pfS9gadm5p8WsQ0NyCRmKDMvzcxz1l6oXscuz8wLe92GBmcSM0Q1DuL+9bpnUn2t+JH11401YhOaIYBXUH2V+CyqsVy/QvXDVxqxCc4QVMOrfCkz/QZCQyYxP5l5CfBE4NX1+kcCxwLv7nUbGpxJzFDt9cD5VGcVb4vfZBmpCc5N15piZh4HvJSqUH4u1TH3yId+Cl9TJUmSJEmSJEmzyDPIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJlkgVySJEmSJEmSNJMskC9CRGwYEZ+LiFMj4tKIODIiHtky/94R8f8i4sKIOC8ivhER286zvVdExBERcXVEHNA27xYR8bt6Wx9um/fjiLj7wO/gAup2L2u5XBMRx7TM/2V9vy+JiKMi4vFt6+9VP3aXR8R3I2LrUd+HcTDf817Pf0pE/LXO2F8i4t8W2N5DIuJP9eN6RkQ8pZ6+ZUT8NCJWRcSBEbGkZZ1PR8QTB33fehERO0fED+r7d35EfKBl3kKPzSYRsV+93sUR8auRdn5MLLDvWOx+aOuI+E6dn1MjYq+WeXeOiOPqx/s1LdPXj4jfR8QthnIH5xERH4iI0+v9zKkR8ea2+Y+NiGPrfdRvIuL2LfM+2bYPuzoiLh31fRhHEXG7iDi4/r86ISKesMDy8/0fr4iIiyLitxGxfcv0vSLiY8O8H136evv6/+Wi+vLztlw8sH79ujgiTumw/u4RcWg9/4yIeOtI78CEMENmqFRE7BQRP6of43MiYt+IWNpl2W0j4vsRcVZEZETs1Db/dXWujouIO7VMv19EfHe496Rjf28TEd+rX5cvjOr4bNe2Zeb7n7is7XJdRHx81PdjEkTE06I6jr48Ik6MiPvPs+yr66xdEhGfj4gN6+lLI+KgqI6hfxIRW7Ss8+ZoOSYalR4yv12dsQvr/cxLW+bdv0OGMiL+fdT3Y9xFxMqIuKrlcfp7D+tsUGfujJZpY/c+LCLuWPfp/IjIDvPn3QfXr2V/jIgr6r+7j/QOTIjFZKjeB51U74POioiPrH3MJ3Q/dFzbfubaiPi/lvlLIuLd9fqXRsSfI2LZqO/HOIuIL0fE2XUmjo+IF86z7HPq/8VL6v3+B9r+Z8fteHqDiPhmRJxS52d52/yIiP+OiAvqy39HRNTzRvM6lpleerwAmwL7ADtRfbjwGOBSYKd6/iOBJwNbAJsAnwd+Ms/2ngj8G7A/cEDbvP2A/wC2BE4E7l5PfyqwX9OPRd2XlcDbWm7vBiytr9+rfmy2rW/fob79AGAz4CvAQU3fh4Yet/me9+2Aa+osBfBo4ArgJl22dXvg3Hr5pcCNgFvV814PvB/YEDgMeFI9/T7ADxq67xvUeX5N/f+0EbBbL49NPf/LwEHAjYElwN2afj7HMEOL3Q99Ffha/X+5B3AxcId63o/q7W0HXADcrJ7+BuD1Dd33XYFN6+vbAccBT6xv3xq4pL4fS4E3ASes3S912NYBwOebfj6bvtSP1fH1/+US4EHA5cBtuizf9f8YuCdwaL3f+SCwbz19S+DPwBYN3L9lVK/bUd+/VwFHt8y/J/As4MXAKR3W/wvwnnrdWwFnA49r+nkbp4sZMkMDepx/VO+XNwJuBhwDvKrLsjcFXkZ1TJPUx+L1vG2Bv1G9Dr6C+pinzunvWpcd4X27J/ACYGtgfeBdwN9a5s97fNS2rc2Ay4AHNP2cjdsFeChwKnBvqvdq2wHbdVn24cA/qd6jbEX1vub99bynUB0fLaU6RnptPf2WdYY6HlcM+b51zXw9/5fAijpfdwYuBB7YZVvLqd6Xbdr0czZulzoHL1zkOm8BfgWc0TJtHN+H7Vrvhx4PZIf5XffB9T7qVODV9X16VX17g6afs3G7LCZDVMcEy+rrWwMHA6+pb0/cfqht2QBOBp7dMu3d9X3csZ5/R2Cjpp+zcbrUr0kb1tdvC5xDl5oHVb3w/vX/53bAH4E31vPG8Xh6A2CO6r362cDytvkvAf4ObF/fn78AL+2yraG8jjUegEm/AEcD/95l3l2BS3vYxrtZt8j1Y2DX+vpB9Q5yizrMyxbZx+XAGcB/UhVTzwaeV3i/dwKu67ZTrP8hrwLuWd9+L/CVlvm3oioEb970c9hgdjo97/cCzm2bdh5wny7b+Arwri7z9gceXl9/P9WB2pL6BXXnPp7vBJ4DnAacD7ylj/v8YuDQPh+b21IVP0e+Mx/XS6fHqcMyXfdDVG/Cr6GliAV8ievfIP6V61+gf1f/X+8I/AFYf5F9fS7wa+BDwEVUB0yPLLz/21EdvL++vv0K4Ict89cDrgQe3OW+Xwrs2fTz2PSF6uD0MiBapv1snn1L1/9jqg9x31dffwTwo/r6vsBeffTtFOC1VK+1F1O9Qej7QJrqTcbLgSs6zHsInYubVwC3b7n9DeBNTT9v43QxQ2ZoQDn6K/ColtsfBD7Vw/PRXiC/F/DV+vptgb/U118LvLmPfq2kKmgfVr9u/AzYpvC+bl33+0b17Z6Oj+plnwOc1Pr/5uVfj81vgBf0uOxXgPe23H4wcE59/Q3AS+rrL6U+OQn4P+B+ffQr6+38A1gFfKLf569L5jerp924ZdqngS912cb/Av/b9PM1jhcWWSCnKlb+leqEktYC+di9D2vZ3i50LpB33QcDDwPO5Iav86cBj2j6ORu3y2Iz1LLejYCft+xvJmo/1GGZPWkpYFJ9EHkZ9cl8Xnp6nHelqt09pcflXwP8X3193I+nz2DdAvlvgBe33H4B8Lsu6w/ldcwhVgpExE2B21CdwdjJA+aZt5BjgYfWXzm5W72ddwErMnNVH9u7GdWnRdtRBe0TEbEVQES8sf7qTsdLl+09m+pA/pTWiVF9NfQq4PdULw5H1LPuABy1drnMPJG6MNfHfZlmRwB/jYjH1V9B+jfgaqodUSf3BoiIY+qv4nw5rh+65ljgIRGxMdUni8dRfdr/48w8qc/+7UG1o34w8LaIuF3d/l7zZSgidmjp7ylRDddzfv0VtDt1aavdPanOVHhHve4xA/9KzXSabz90G+DazDy+ZdpRVP+vUGXoYfVXsnaiOrvto8DrMnN1H325F9WnwtsAHwA+1/K1qf3myc8N8l/vsy6jemHdlOpN7r9mt11fe3ZCu3+n+vBpJofp6UG3xw3m/z8+Drh/vd95MHBcVEOC7ZqZX+myvYU8herA7pZU31R6LkBE7LDAfmev1o3Ur2dXAR+n+tC2VyuAZ0c1tNCuVGfN/LzP+zJLzND1VmCGerECeFpUw6ltR1Vw+kkf2zkBuFN9DP0QqgzdAnga1Ye0/dgLeB5wE6ozoF67dsYCGXpjl+09gKoYe0F9ezHHR88Bvpj1O0RVohrC4u7AjaMa5umMqIaI2LjLKjd4b1Jfv2lE3Ijq+OdBUQ258kCqDD0BOD8zD+uzi48B7kG1D3oK1RnsRMQeC2Rojx62HW1/115fZx8cEZsCTwK+0Of9mAXvq/8PD4u2IQA6+DjwZqoTMlqN4/uwhayg+z74DlTfnGrd7xzN9e8ZdEM9Z6h+/i6h+uDjzsCn6lmTth9q9xzgW5l5eX37TsC1wJOiGsLn+Ih4eZ/3Y6rV74uvoPo23NlU3+7oRev7/rE9np5Hp9fldfYxQ30da/pTkUm9UH197ed0ObOFKjAXAvfvYVudzpbdmupTmaOovsp0F6qvzm1NVQz6FfCKHvu6nOpFe2nLtHOBexfc/xOA587z2DyS+utB9bRf0Pb1CKpPoZc3/Vw2mKGOZ/9SfYBxGdULyBXAo+fZxjVUn+bdhurskW8BB9bzNqI6e+RoqjMXtgf+RPVBySfrDL27x77uRPUp8fYt0/4APG2R9/lnwOo6HxsAr6M6C2qDtuU6/U+8ue7DPvW6e9aP0+2afi7HLUMt8+fdD1EdsJ/TNu1FwMr6+o5UL8h/Ap4OPI7qDPMdgO8BhwBP7rGvzwVOaLm9Sf183qzP+x71fvEd1N9EoTpT8PJ6n7cB8FZgDR3O1Kz3Sfs0/RyOw6XeZ59EdXbT+lRnCV0D/LTL8vP+H1O9Zh1F9Rp2Y6qzAW5H9cbwV8CB9PhNqHr/9syW2x8APllwXzel+mroOvtVup/9e1+q17xr68y+o+nnbNwuZsgMDShHt6P6evDax+kAFji7jS5nsVG9Zv2J6huZOwLfpnqD+FSq167v0XJMs0AbK4H/arn9MuYZuqyH7W1PdQz89JZpvR4f7Uj1Dc5bNv18jdsFuHmdhSOohtnZhuqs//d0Wf5EWs5+rfddyfXDKb2f6hj601Rndh5Z74/eU++H9mt/fubpWwJ7tNz+OvXX4Pu4n90y/2uqYu1GVN8evBD4e4f1n0X1LT6/gdD58b0XsDnVsATPoToDtuMZr8ATqAreUH9ju2Xe2L0Pa1m32xnkXffBVMfUB7UtfyAeSxdlqG29W1OdELl2SMuJ2w+1zN+E6pvfy1um7VWv8zlgY6r3qecBD236ORvHC9U3TvYA/osevrkNPJ/q5LFtWqaN8/F0pzPIrwNu23L71nVmom25ob2OeQZ5HyJiPaoi0TVUX+lvn78L1QH53pl5aD9tZOaFmfnUzLwz1RmbHwdeCbyR+hNp4KVrPznuwQWZeW3L7SuoCqqLVn+CeDPgm136vjozf0x15unj6smXUQ0R02oLqhcM1SLiIVQ7m+VcXwT+bHT/EZQrqb5acnxmXkZ1RtujADLzqsx8cWbulplvBD5CVWR+BtXQE3sC94qIRyyii+e0XO8nQ1cCv87MH2fmNVRnct2Iakfdy7qrqQ4mr8nMQ6g+NHrYIvswE3rcD837f5mZp2bmozLzrlTFhHdRnTX3IaoX2scB/xO9/+Duv/KTmVfUV/vaD2Xlz1S5eEc97W9UB6L7Un3avg3V2GVntK5bn0mzHPhiP21Pm6y+DfBvVL95cA7VcFxfp+1xazHv/3FmfiQz75yZT6U60+BXVPucF1MVqP5K9VrWq9L9zr9kdRbLJ4EvRsRNFlq+zvZPgHdSvdm9BfDwiHhZv32YRmaoOzPUm/rY+idUhexNqfbfWwH/3c/2MvOrmXnXzHwk1Vm0V1MNU/gh4LFUw9ws5mzygWQoIm5MVQzfLzO/2jKr1+OjZ9XLndxP+1Nu7Rm8H8/MszPzfOB/qI+LO2g/Blp7/dL6GOON9TH0i6n2N5+kOvPy7lTH0BtQFSR6NbD9UBfPoDqr73Sq4T2+TOd98HPwGwhdZebvM/PSzLw6M79A9SHLOhmqz2D8AFWhqdN2xvF9WFc97IN9L9+jXjPUYb1/UJ31u199exL3Q2s9kepDukNapq3dR78zM6/MzKOphhJe8LGZRZl5XWb+murDtf+Yb9moRh14H9Xwpee3bGNsj6e76PS6fFmH16uhvY5ZIF+kiAiqT71uSjX2+Oq2+TtSnVn+rsz80oCafTHV2DvHUn015Yj64PmY+naRqH4Fuf0XYf916bDKc4Bv1wXZ+SylGmscqp39nVva3JnqU9XjO6w3y3YHfpWZR2Tmmsw8nGq4mod0Wf5oqk/V1uq4k6gPviIzf8L1GVp7ls1upZ2OiGfMl6GWr/a193cxOg0z48F9B4vYDx0PLI2IW7dMuzOdh2R5G/CZzPwn12foYqo3X7sMoM+fnCc/8w1V1bqfITO/mZl3zMwbAW+nOuvm8LZ1ngUclv1/xXXqZObRmblnZt4oMx8O7Ex1dlInPf0fRzUM2YupCoN3pPpq7mqq52MQ+50dFtjvPKPLqutRndmyXQ/N7Axcl5lfzMxrM/MMPJjvyAx1ZYZ6szXVt5P2rYsKF1CNL1n0ONVfLX4v1Yc2twZOz8xLGFCG6jbmy9CbW5bbiqo4/v3MfE/bZno9Pno2Do3RUWZeRHVMsuBxce0G703q6//M64e9ASCqoW7uS3UG552AP9bH0IPaD91/gQzdv5ft1Cc1PCYzb5yZ96IqcN5gHxzVUEPL8QSBxUhuOHTNWremOsY8NCLOoSosb1sPHbFT64Jj9D5sPgvtg48DdqtrIWvtRv/Dyc6Sbhnq5Abva9aalP1Qi04FzLXv5XvdR6vSMRNr1fuXzwCPzcxjuiwzrsfT7Tq9Lt9gHzPs1zEL5Iu3P9XZHI/NzBuMNRbVWF0HU72wfHKhDUXE0ojYiOrrE0siYqOIWNq2zE2ofgxqn3rSycADI2Izqk8OT6qXOyAiDujnDmXmezNzs26Xtv5sTPXp0wFt028bEY+MiI2jGmPzmVRjIK391PBA4LH1zndTqn/Ob2fmzH3qvMDzfjjVWFG718vehWoYjG5jkP8v8LyI2DkiNqH6BPAHbe1tRPX1rLl60snA8ojYALgf12don4hY2c99yswD58tQZp5WL/pl4N4R8ZCoxoqcoxpv7a89PDa/ovoxmDfVy92Pajy2n/bT50k23+O0mP1QVmdCfht4Z0RsWj+mj6f6hkxre7eneiHav550MtWYeDeleoNwWr3cyojYp5/7lJkvnSc/d6i3v15EvCQitorKPan2j79o6evdohq//8ZUB5Hfz+rM8lbPpm0fNusiYrc6R5tExGupvp5+QJfF5/0/bvE/VF+9vYIqM/eoX7uWc/1+Z3lE9HVwnJmnLbDfObBu46ERcZc6F1vU/bqI6/c769X/T+tXN2Ojev8I1YdIEdX4kOtFxM2ohmjotk+eWWbIDJWoz3g6GfiP+jVuGdUb7K6PU/2Yb1jf3LC+3e6/qIYiO4vqtWrX+rXrgVyfoZ0iIqOtqLWIvs+XoffWbWxBdbxyWFZnk7Zb8H8iIu5L9aHMN/rp54z4X+CVEXGTqD6QeDVtx8Utvgi8ICJuX+ftv1j3/U1QfSvtVZm5hiqje9T/33tyfYaeGxGn9NPhzDx0gQz961uA82U+Im4XEZtHxAb1+7CHUe2rWj0L+E1WvwWlNhGxLCIevva4OqqizgPo/FsIx1J9I2j3+vJC4J/19dNbtjk278PqY+eNqM46pr6fG9bbWGgfvJJq+INXRcSGEbH2W/QH99PnabXIDBERL4z622j1+6030fK+pp4+Mfuhev72VK+xN/gwt97vHAq8pc7Q7ah+G6TbPnrm1K9dT4uIzepjzodTDRn3iy7LP4iqzvbvmdntpBQYk+Ppup3WzGxQ/6+s/QDpi8BrImK7iLg51ckNB7Q1N9zXsRyD8XUm5UI17l9S/UDTZS2XZ9Tz317Pb513Wcv6b6Yep6y+vU+9fOtln7Y2v0jLGL9UL8S/p3pj9j8t038BvKhLv5fTMiZaPe0U4CF9PAZPp/qhxPZxgG5X9+tSql9FPhx4Qtsye1G9ObmcariGrZt+ThvK0bzPO9WwPSfUj+VJwH+2zHsGcFzb9t5BNX7XeVSFza3a5r+T6kcV197ekuoMpoupxrNfUk//HN3Hadyp7mfrOPYr6e8Xup9Y379L6m3cYRGPzR2A39YZ+kt7xmblMt/j1Md+aGvgu/VjehodftWaaiibe7XcvnP9+J/PDX9r4ES6jCNHNQb5r9umJbDLIu732q9/Xljfr+Pr+xMty/y6/t+5kOpHbjZt28Z96vu6edPP4zhdgA9Sva5cRjU0zy4t83aop+/QMq3r/3E9/0HAD9umrajb+B31OJpcfzZ/t36dQstrVZ39Ly/yvj2Z6kduLqPaT/4Q2K1l/vIO/08r2+7L4VT7zHOoztLYpOnnbNwuZsgMDSBDu9dZuIjq9eXrwE1b5l9Gy29qdHjMs217t60f9yUt015Xb/svwJ3qafevc9JxjE/ajnfo8HrWw317Tt3Hy7nh6/Ni/ic+BXyp6edpnC9UH1LtR/Ve5BzgY8BG9bxO+6HXUBU1L6Eqrm/Ytr3nA59oub2U6hsgF1N94LFFPf2t1L8B1KVfNzjeoXrD39P40x220zHzVAXY8+qM/Rq4e4f1/wa8oOnnaVwvVGP0Hs7172d/R8txbb2vuKzLustpe79dTx+b92Et22m9nNIyf3fm3wffhWqM8iupxlO/S9PP2bhdFpuher/zz/r/9hSqY6mN2rY5Mfuhev6bgEO7rLsd1Xu5y6jqHC9p+jkbp0udn0Pq7FxCNWLEi1rm3+B1jOo9+rXc8Ljix23bHJvj6ZbttGdop3peUA1ddWF9+QDr1h2H+jq29kcXNMHqTw+Ponqztnqh5aVOIuJI4MHZ9tVSqRf12QJfz8z7Nt0XTY6I+CzwjcycuW+CaDDMkEpFxH8B52Xmp5ruiyZTRPyM6jdf2r8FI/XE92Eq5X5IJTyerlgglyRJkiRJkiTNJMcglyRJkiRJkiTNJAvkkiRJkiRJkqSZZIFckiRJkiRJkjSTLJBLkiRJkiRJkmbS0qY7MAmuXE0jv2Qa0USr0OTvtm68Pg3d6+G69Oo1jTyqN3nivk00y4kHvrSRdm++bIOpzA/APy9Z3UiG7vbGHzbRLOstaebz29M+/ripzdAlVzWzH7r86mubaJad9/pkI+1e+cNXTW2GNn74hxrJ0GnfmmuiWdZr6Jm80aZLpzZDB//tgkYytHrNmiaabazdx9zxplOboV3f8NNmMrT6uiaa5WuvvF8j7d7jlltOZYZ2ee2PG3un+75n3rmRdt/wxSMbafek/3nUVGbo/MuubSxDPzv+nEbavfvNt26k3dvcbJOpzNCxZ1zWWIYaLPU14k7bb7aoDHkGuSRJkiRJkiRpJlkglyRJkiRJkiTNJAvkkiRJkiRJkqSZNLACeUScEhHb1Ncv67LMSyPi2YNqU5IkSZIkSZKkfo30Rzozs5lfzJIkSZIkSZIkqU1fZ5BHxHcj4o8RcVxEvHgR6+0TEa+tr6+MiI9ExBER8deIuEdEfDsi/hER716orYh4QUQcHxF/iIjPRMS+9fQbR8S3IuLw+nK/evqeEXFkfflzRGzez32XJEmSJEmSJE2Hfs8gf35mXhgRGwOHR8S3+tzONZl594jYG/gecDfgQuDEiPhIZl7Qpa0NgbcCdwUuBQ4Gjqq3+VHgI5n564jYAfgpcDvgtcDLM/OwiNgMuKrPPkuSJEmSJEmSpkC/BfJXRcQT6uu3AG7d53a+X/89BjguM88GiIiT6u1e0KWtmwGHZOaF9fLfAG5TL/MQ4PYRsbaNLeqC+GHA/0TEgcC3M/OM9s5ExDJgWfv0s869iGXL1pksraNbhk475wIzpJ50y9DfTz2XLc2QetAtQ6ee7X5IvemWoQ0f+E5i/Y1H3h9Nnm4Z+t7vT2SzLbYceX80ebpl6Fav+iZLNtps5P3RZOmWn51e/nXzo550y9AJp5/nezL1pFuGDjv2dLbYcp3JGgOLHmIlIpZTFaHvk5l3Bv4MbNRl2fesHdaky+aurv+uabm+9vbSxbTVYj3g3pm5e33ZLjMvy8z3Ay8ENgYOi4jbdlh3Dji5/bLvx1Ys0KT0L3N0yNB+H/9ok33SZJmjQ4Y+vf/HmuyTJsscHTK0/77uh9SzOTpk6NpTD22yT5osc3TI0Le+6M8RqWdzdMjQRUd8p8k+aXLM0SE/F//puw12SRNmjg4Z+tR+vidTz+bokKEvf26/JvukefRzBvmWwEWZeUVdZL53twUz8y3AW/rt3DxtHQ6siIitqIZY+Xeqs9ABfga8EvggQETsnplHRsStMvMY4JiIuAdwW+Bvbe2tAA5o78QrXjV3csF90GxZQYcMveyVe5sh9WoFHTL04v94lRlSr1bQIUP/8Qr3Q+rZCjpkaOmO9zdD6tUKOmTo35/9UjOkXq2gQ4a2uvsTzJB6sYIO+dnyrv9mftSrFXTI0Ete5nsy9WwFHTL0zBe8zAyNqX4K5D8BXhoRfwX+DvxusF1auK3MPDMi3gv8gWrM8r8BF9frvAr4REQcTXX/fgW8FJiLiAdSnZ1+HPDj9sYycxWwqn36lasHep80xbpl6NKr14y8L5pM3TL0z0vcEak33TJ0yVXuh9Sbbhna+OEfGnlfNJm6Zejgv10w8r5oMnXL0K5v+OnI+6LJ0y0/u7x2nRKA1FG3DJ1/2bUj74smU7cMHXvGZSPvi3qz6AJ5Zl4NPLLDrJ1aluk4sFdm7tNyfXnL9ZXAyk7zurQF8JXM/HRELAW+A3y3Xvd84Kkd2n5ll+1IkiRJkiRJkmbQoscgHyP71GObH0s1ls93G+2NJEmSJEmSJGmi9DPEyljIzNc23QdJkiRJkiRJ0uSa5DPIJUmSJEmSJEnqmwVySZIkSZIkSdJMskAuSZIkSZIkSZpJkZlN92HsXXUtjTxITT01Ec20C7DRUhpsfXiuXN1Mhq5ds6aJZlmyXjNP4ybrN5ne4bpidTN7hOvWNLMjioZ2BZttOL0Zamo/lM0029hr6KYbTG+GLr2qmR3C0iXNnM/RVHan+bXszFXXNPKgLmnoIb3mumaOw3bYesOpzVBT+6GGDodYf0lDx9RT+lp26dVNPZPNaep4aIuNGnpDOGRNHU9Dc+/Lmnomp3U/dPGVze2Hmjq2beq9/ZYbLy69nkEuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSY1UiCPiMdFxBv7WO83w+iPJEmSJEmSJGn2LG2i0cz8PvD9Pta77xC6I0mSJEmSJEmaQUVnkEfEayLi2PoyFxE7RcTfIuKAiDg+Ig6MiIdExGER8Y+IuGe93nMjYt/6+pPr9Y+KiF/V0+4QEX+IiCMj4uiIuHU9/bL6b0TEB+v1jomIp9bTl0fEyoj4Zt2PAyOqX76NiPdHxF/q7X2o5H5LkiRJkiRJkiZf32eQR8TdgOcB9wIC+D1wCLAL8GTg+cDhwF7AHsDjgDcD/9a2qbcBD8/MMyNiWT3tpcBHM/PAiNgAWNK2zhOB3YE7A9sAh68trgN3Ae4AnAUcBtwvIv4KPAG4bWZmSzvt92kZsM68s8+7iGXLOq4i3UC3DJ11rhlSb7pl6MxzLzRD6on7IZXqlqHTzr7ADKkn3TJ03Cn/ZMst15ksrcP9kEp0zc855ke98Xhapbpl6JSz3A+Nq5IzyPcAvpOZl2fmZcC3gfsDJ2fmMZm5BjgO+EVmJnAMsFOH7RwGHBARL+L6QvhvgTdHxBuAHTPzyg5tfzUzr8vMf1IV5u9Rz/tDZp5Rt39k3ebFwFXA5yLiicAVXe7THHBy+2Xfj63o7RGRzJDKzdEhQ58wQ+rdHO6HVGaODhnab9+PNtknTZY5OmTos/t/vMk+abLM4X5I/ZujU34+bn7Uszk8nlaZOTpkaH9fx8ZWVLXrPlaM2Bu4UWa+rb79LuA84MWZecd62gHADzLzmxGxU339jhHxXODumfmKerl7AY8Gng3cLTMviIhb1dNeCbwkMw+OiMsyc7OI+AhwTGZ+vl7/S8A3gEuA12bmY+rp+wJHZOYBEbEh8GDgScBOmfmgDvdpGZ3PID+5iU94+nxqilWD0jRjo6U02Hq5eT5pbiRD165ZM/I2AZas18zTuMn6TaZ3MOY5g7yRDF23ppkdUTS0K9hsw+nNUFP7oaSZDDX1GrrpBtObodPOvqCRDC1d0shvyjeW3Wl+LTvulH+e3MQZ5Esaekivua6Z47Adtt5wajPU1H6oocMh1l/S0DH1hL+WzXMGeSP5aVJTx0NbbNTQG8IBGbfjaWjufVlTz+S07odOOau5/VBTx7ZNvbffcuPFpbfkRzoPpTrz+/1UQ6w8AXgW8OLFbCQibpWZvwd+HxGPBG4REVsCJ2XmxyJiB2A34OC2tl8SEV8AtgYeALwOuG2XNjYDNsnMH0XEYcBJnZbLzFXAqvbpV127mHukWdYtQ1euHnlXNKG6ZeiK1Q0d3WriuB9SqW4ZuvSqZop9mjzdMnTmqmtG3hdNJvdDKtE1P1ebH/XG42mV6pahi690PzSu+i6QZ+af6jPE/1BP+ixwUR+b+mD9I5wB/AI4CngD8KyIWA2cA7y3bZ3vAPepl03g9Zl5TkR0LJADmwPfi4iN6nZe00c/JUmSJEmSJElTpO8hVmbJVdc28z0Eh1iZHleubiZDDrEyPa5Y3cwewSFWpkdT+yGHWJkel17VzA7BIVamx5mrrmnkQXWIlenR1H7IIVamw6VXN/VMNschVgarqeNpcIiVaXHxlc3thxxiZX7NvOOQJEmSJEmSJKlhFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzaSlTXdgEszaj2X6u60qZoamRlM/qKHBa+pHWZrS1A8ZMc3/M40dl8xWdqdZUz/ivdH6DZ0TtLqZZqdaQ/uhpn6kbvZ+UnJ6rdfQm/vrfA0dqCaPp69afV0j7Tb12r3JBksaaXfYfnH8Pxtr+5SLr2yk3VVXNpPddz781ota3jPIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM2kRRfII2KniDh2EcuvjIi7L7adDtu5e0R8rHQ79bYWdR8kSZIkSZIkSdNnYn6kMzOPAI7odfmIWJqZ1w6xS5IkSZIkSZKkCdbvECtLI+LAiPhrRHwzIjaJiLtFxCER8ceI+GlEbNuy/JMj4g8RcXxE3B/+dRb3oRHxp/py33r6QRHx6LUrRsQBEfGkiFgeET+op20dEd+NiKMj4ncRsVs9fZ+I+FJEHAZ8qVsbkiRJkiRJkiT1WyDfFdgvM28HXAK8HPg48KTMvBvweeA9Lcsvzcx7AnPA2+tp5wIPzcy7Ak8F1g6f8jXgKQARsQHwYOCHbe2/A/hzZu4GvBn4Ysu82wMPycynz9OGJEmSJEmSJGnG9TvEyumZeVh9/ctUReo7Av8vIgCWAGe3LP/t+u8fgZ3q6+sD+0bE7sB1wG3q6T8GPhoRGwKPAH6VmVfW211rD+DfATLz4Ii4UURsUc/7fmZeuUAbHUXEMmBZ+/Szzr2IZcvWmSytwwypVLcMnXnuhWZIPTFDKtUtQ6edc4EZUk+6Zehvp57LlmZIPXA/pBLmR6U8nlapbhn64q/+yqZbbDny/mhh/Z5Bnm23LwWOy8zd68udMvNhLfOvrv9ex/VF+VcD/wTuDNwd2AAgM68CVgIPpzrr+2uL7NvlLdc7tjGPOeDk9su+H1uxyC5ohs1hhlRmjg4Z+oQZUu/mMEMqM0eHDO338Y822SdNljk6ZOgz+/tlTvVsDvdD6t8c5kdl5vB4WmXm6JChHxz4mSb7pHlEZnute4EVInaiemLvm5m/jYjPAv8AXgQ8q562PnCbzDwuIlYCr83MIyJiG+CIzNwpIj4CnJGZH46I5wGfz8yo23g08EKqovatMvOaiFheb+cxEfEx4LzMfFc9/SOZeZeI2Ae4LDM/VG+nYxv1ffhBZt6x7b4to/PZvyc38SnhDU+aH51FRmKgNl6fhu71YIxbhq5ds2bkbQIsaSi8m2zQ1H/N4MxztkIjGWooQo3ZbEMzNC2uva6ZF7MtNlpvajN02jkXNJKhpl5TmjLNr2V/O/Xck5s4g3yj9fs9J6jMVaubeRG92RbrT22GmtoPNSUaems06cdD45if9Rp6SK9b4/FQP8bxePqKq69rpN0lDT2VW22yZCoz9MVf/fXkps4gP+XiKxdeaAhWXdlMdt/58FsvKkP9DrHyd+DlEfF54C9U44//FPhYRGxZb3cFcNw829gP+FZEPBv4CTc88/tnwJeA72XmNR3W3Qf4fEQcDVwBPKePNtaRmauAVe3Tr1w931rS9cyQSnXL0BWrG/zkShPFDKlUtwxdevWMfWKmvnXL0DmXeECk3rgfUgnzo1IeT6tUtwx9+6iz11lW42HRZ5DPoitXrzOkzEh4Bvn0aCpDnkE+Pa5Y3cx/pmeQT4+mMtQUzyAfvEuvbuY0NM8gnx7nXNJMZcEzyKdHU/uhpngG+WA1mR/PIJ8OTR5Pewb5dPj2UWc3liHPIJ9fM0eLkiRJkiRJkiQ1zAK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJlkgVySJEmSJEmSNJOWNt2BSdDUb3g39fvISZM/Dj+VP1RMNvRkNvWr5c199Dad+YHm9gerr1vTSLtN7XdhSVMND92aZp7Kxqxp6p9mis3ea0pTpve17KwLr2yk3e223riRdq+65rpG2oX1G2p3+K5e3cyL2ZL1mvm/bKhZpnU/dO11zR0bRDTT9urG7vN0vng3eTz907+f00i7e+58k0ba3WqT6Xxf9uDb3LSxtn1/NL/p3GtJkiRJkiRJkrQAC+SSJEmSJEmSpJk0UQXyiFgWES/rc91TImKbQfdJkiRJkiRJkjSZJqpADiwD+iqQS5IkSZIkSZLUatIK5O8HbhURR0bERyLiFxHxp4g4JiIeDxARm0bEDyPiqIg4NiKe2rqBiNg4In4cES9q5B5IkiRJkiRJksbC0qY7sEhvBO6YmbtHxFJgk8y8pB465XcR8X3gEcBZmflogIjYsmX9zYCDgC9m5hdH3XlJkiRJkiRJ0viYtAJ5qwDeGxEPANYA2wE3BY4BPhwR/w38IDMPbVnne8AHMvPAjhuMWEY1jMsNnH3eRSxbts5kaR3dMnTmPy80Q+pJtwydYYbUo24ZOv0cM6TedMvQKWedz5ZmSD3olqGVR53K5lusM1laR7cMnXD6ee6HtKBu+Tn5TF/H1BuPp1Wq+/H0BWZoTE3aECutngHcGLhbZu4O/BPYKDOPB+5KVSh/d0S8rWWdw4BHRER02eYccHL7Zd+PrRhG/zWd5uiQoU98fEWDXdKEmcMMqcwcHTK0nxlS7+bokKH99/1ok33SZJmjQ4a+8vn9m+yTJsscHTL0qf0+1mSfNDnm6PQ69glfx9SzOTyeVpk5PJ6eKJGZTfehZxFxI+BPmbljROwN7JKZr4yIBwIHA7cErgEuzMyrIuIxwAsz898i4hTg7sDbgKWZuc6Pfc5zBvnJTXzC09RTkzSXiU3W7/rhxUSY5wzyRjJ0zXVrRt4mwJL1mnkaN9+woYYHaJ4zyJvJ0LXNZKipPcGyjZdMbYZOP6eZDDXl2jXNZHeaM3TKWeef3MSZd029pjRlml/LVh516slNnEG+3dYbj7xNgCuvua6RdnfaZqOpzdAJp583U/uh9Ro6INpy48neD81zBnkj+YHmjm1XX9fMe/sbb7Z0KjPU5PH09449s5F299z5Jo20u/1WG0xlhk4564LGMrRmguq/g7DVJot7XzZRQ6xk5gURcVhEHAscDtw2Io4BjgD+Vi92J+CDEbEGWA38R9tm9gY+HxEfyMzXt21/FbCqvd2rrh3o3dAU65ahK66ZrR2R+tctQ5ebIfWoW4Yuu9oMqTfdMrTqymaKfZo83TL0p1MuGXlfNJm6Zej8y3xjpoV1y89FV/g6pt54PK1S3TJ08ZXNnMSjhU1UgRwgM/daYJFTgJ92WG+nlpvPG2CXJEmSJEmSJEkTaJLHIJckSZIkSZIkqW8WyCVJkiRJkiRJM8kCuSRJkiRJkiRpJlkglyRJkiRJkiTNJAvkkiRJkiRJkqSZFJnZdB+mVkQsA+aAFZm5yna1WLP2XJqhwZu159IMDd6sPZdmaPBm7bk0Q4M3a8+lGRq8WXsuzdDgzdpzaYYGb9aeSzM0WE0+nrOSIQvkQxQROwEnA7fMzFNsV4s1a8+lGRq8WXsuzdDgzdpzaYYGb9aeSzM0eLP2XJqhwZu159IMDd6sPZdmaPBm7bk0Q4PV5OM5KxlyiBVJkiRJkiRJ0kyyQC5JkiRJkiRJmkkWyCVJkiRJkiRJM8kCuSRJkiRJkiRpJlkgH65VwDvqv7arfqxitp7LptqdZquYreeyqXan2Spm67lsqt1ptorZei6banearWK2nsum2p1mq5it57KpdqfZKmbruWyq3Wm2itl6Lptqd1qtornHs6m2R9puZOYo2pEkSZIkSZIkaax4BrkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBfMAiYklEvLrpfgBExDENtXvbJtqdFmbIDJUyQ2aolBkyQ6XMkBkqZYbMUCkzZIZKmSEzVMoMmaES45QfmP4M+SOdQxARf8jMe46orSd2mwV8MjNvPIp+3KDhiNMyc4dRtztNzJAZKmWGzFApM2SGSpkhM1TKDJmhUmbIDJUyQ2aolBkyQyVGmZ+6vZnN0NJhNzCjDouIfYGvAZevnZiZfxpCW18DDgQ6fdKx0RDaAyAiPtZtFrBsWO3OEDOkUmZIpcyQSpkhlTJDKmWGVMoMqZQZUolR5gdmOEOeQT4EEfHLDpMzMx80hLb+CDwnM4/tMO/0zLzFoNust30p8J/A1R1mfzgztxlGu7PCDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYbMUCkzZIZKmSEzVGKU+anbm9kMeQb5EGTmA0fY3BxwSZd5Txhiu4cDx2bmb9pnRMQ+Q2x3JpghM1TKDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYbMUCkzZIZKjDg/MMMZ8gzyIYmIRwN3oOUrCJn5zuZ6NFgRsTVwVWZe0XRfppUZUikzpFJmSKXMkEqZIZUyQyplhlTKDKnEtOcHxiNDnkE+BBHxSWAT4IHAZ4EnAX9otFMDlpkXNt2HaWaGVMoMqZQZUikzpFJmSKXMkEqZIZUyQyoxC/mB8cjQek13YErdNzOfDVyUme8A7gPcpuE+DU1UvhsRt2u6L1PEDKmUGVIpM6RSZkilzJBKmSGVMkMqZYZUYqbyA81lyAL5cFxZ/70iIm4OrAa2bbA/w/Yw4B7AC5vuyBQxQyplhlTKDKmUGVIpM6RSZkilzJBKmSGVmLX8QEMZcoiV4fhBRCwDPgj8CUiqr0IMXES8Zr75mfk/w2i3zQuogvvRiHhDZl47gjannRlSKTOkUmZIpcyQSpkhlTJDKmWGVMoMqcTI8gOznSF/pHPIImJDYKPMvHhI23/7fPPrr2AMTURsAxySmXeIiP2AgzPzm8Nsc9aYIZUyQyplhlTKDKmUGVIpM6RSZkilzJBKDDs/dRszmyEL5AMUEQ/KzIMj4omd5mfmt0fdp2GLiFcDm2bmuyPiHsC7MvMRTfdrUpkhM1TKDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYbMUCkzZIZKzGJ+oNkMOcTKYO0JHAw8tsO8BIYW4Ii4DbA/cNPMvGNE7AY8LjPfPaw2a88HHgGQmYdHxLYRcYvMPH3I7U4rM2SGSpkhM1TKDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYbMUInG8gOzmSHPIJ8SEXEI8DrgU5l5l3rasZl5xyG2uQx4amZ+qmXaQ4HzM/PPw2pXw2GGVMoMqZQZUikzpFJmSKXMkEqZIZUyQyo1ixnyDPIBimYHs98kM/8QEa3ThjqQfWauAj7VNu3/DbPNaWeGzFApM2SGSpkhM1TKDJmhUmbIDJUyQ2aolBkyQ6XMkBkq0XB+YAYzZIF8sDZvsO3zI+JWVF+1ICKeBJzdYH/UHzOkUmZIpcyQSpkhlTJDKmWGVMoMqZQZUokm8wMzmCGHWJkSEbEz8GngvsBFwMnAMzLz1EY7polhhlTKDKmUGVIpM6RSZkilzJBKmSGVMkMqNYsZskA+QBHx+sz8QER8nPpTllaZ+aohtr0kM6+LiE2B9TLz0mG1peExQyplhlTKDKmUGVIpM6RSZkilzJBKmSGVaDI/dfszlyGHWBmsv9Z/j2ig7ZMj4ifA16h+6XaoxmA8pGllhmpmqG9mqGaG+maGamaob2aoZob6ZoZqZqhvZqhmhvpmhmpmqG9mqGaG+tJkfmAGM+QZ5FMiIjYBHgM8Dbgr8APgoMz89ZDae/t88zPzHcNoV8NjhlTKDKmUGVIpM6RSZkilzJBKmSGVMkMqNYsZskA+BBFxd+AtwI60nKWfmbuNqP2tgI9SjQ+0ZBRtarDMkEqZIZUyQyplhlTKDKmUGVIpM6RSZkglms5P3YeZyJBDrAzHgcDrgGOANaNqNCL2BJ4KPILqaxhPGUGbtwH2B26amXeMiN2Ax2Xmu4fd9pQzQ2aolBkyQ6XMkBkqZYbMUCkzZIZKmSEzVMoMmaFSZsgMlWgkPzB7GfIM8iGIiF9n5h4jbvMU4M/A14HvZ+blI2r3EKp/1k9l5l3qacdm5h1H0f60MkNmqJQZMkOlzJAZKmWGzFApM2SGSpkhM1TKDJmhUmbIDJVoIj91u6cwYxnyDPLheHtEfBb4BXD12omZ+e0htrlbZl4yxO13s0lm/iEiWqdd20A/po0ZUikzpFJmSKXMkEqZIZUyQyplhlTKDKlEE/mBGcyQBfLheB5wW2B9rv8KRALDDPAWEfEF4H717UOBvTPzjCG2CXB+RNyK6v4REU8Czh5ym7PADKmUGVIpM6RSZkilzJBKmSGVMkMqZYZUoon8wAxmyCFWhiAi/p6Zu464zf8HfAX4Uj3pmVQD6D90yO3uDHwauC9wEXBy3e6pw2x32pkhM1TKDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYbMUCkzZIZKNJGfut2Zy5AF8iGIiP8FPpiZfxlhm0dm5u4LTRtCu0sy87qI2BRYLzMvHWZ7s8IMqZQZUikzpFJmSKXMkEqZIZUyQyplhlSiifzU7c5chtYbVUMz5t7AkRHx94g4OiKOiYijh9zmBRHxzIhYUl+eCVww5DYBTo6IT1Pd58tG0N6sMEMqZYZUygyplBlSKTOkUmZIpcyQSpkhlWgiPzCDGfIM8iGIiB07TR/mVwLqNj8O3IdqrJ7fAK/KzNOG1Wbd7ibAY4CnAXcFfgAclJm/Hma7084MmaFSZsgMlTJDZqiUGTJDpcyQGSplhsxQKTNkhkqZITNUoon8tLQ7UxmyQD5EEXETYKO1t4cdpKZFxFbAR6nGB1rSdH+mgRlSKTOkUmZIpcyQSpkhlTJDKmWGVMoMqcSs5QdGn6Glw25gFkXE44APAzcHzgV2BP4K3GEIbb1tntmZme8adJsd+rAn8FTgEcARwFOG3ea0M0NmqJQZMkOlzJAZKmWGzFApM2SGSpkhM1TKDJmhUmbIDJUYZX7q9mY2Q55BPgQRcRTwIODnmXmXiHgg8MzMfMEQ2vrPDpM3BV4A3CgzNxt0m23tnwL8Gfg68P3MvHyY7c0KM6RSZkilzJBKmSGVMkMqZYZUygyplBlSiVHmp25vZjNkgXwIIuKIzLx7HeS7ZOaaiDgqM+885HY3B/amCu7XgQ9n5rlDbnOLzLxkmG3MIjOkUmZIpcyQSpkhlTJDKmWGVMoMqZQZUomm8lO3PVMZWq+JRmfAqojYDPgVcGBEfBQY2qceEbF1RLwbOJpq2Jy7ZuYbhh3c2hYR8Z2IOLe+fCsith9Bu9PODKmUGVIpM6RSZkilzJBKmSGVMkMqZYZUYqT5gdnNkAXyAYqIHeqrjweuAF4N/AQ4EXjskNr8IHA4cClwp8zcJzMvGkZbXfwv8H2q8ZBuDvxfPU19MENmqJQZMkOlzJAZKmWGzFApM2SGSpkhM1TKDJmhUmbIDJVoIj91uzObIYdYGaCI+FNm3rW+/q3M/PcRtLkGuBq4Fmh9MoNqAP0thtz+kZm5+0LT1Bsz1H2aemOGuk9Tb8xQ92nqjRnqPk29MUPdp6k3Zqj7NPXGDHWfpt6Yoe7TtLAm8lO3NbMZWjrsBmZMtFzfeRQNZmbT3wK4ICKeCXy1vv104IIG+zPpzJAZKmWGzFApM2SGSpkhM1TKDJmhUmbIDJUyQ2aolBkyQyVGnh+Y7Qw1fcenTXa5Ps2eDzwFOAc4G3gS8LxGezTZzJAZKmWGzFApM2SGSpkhM1TKDJmhUmbIDJUyQ2aolBkyQyVmMT/QYIYcYmWAIuI6qsHyA9iYapwgGNFXETT5zJBKmSGVMkMqZYZUygyplBlSKTOkUmZIJczP6FkgV18i4m3zzM7MfNfIOqOJZIZUygyplBlSKTOkUmZIpcyQSpkhlTJDKjUOGbJArr5ExH92mLwp8ALgRpm52Yi7pAljhlTKDKmUGVIpM6RSZkilzJBKmSGVMkMqNQ4ZskCuYhGxObA3VXC/Dnw4M89ttleaJGZIpcyQSpkhlTJDKmWGVMoMqZQZUikzpFJNZWjpsBvQ9IqIrYHXAM8AvgDcNTMvarZXmiRmSKXMkEqZIZUyQyplhlTKDKmUGVIpM6RSTWfIArn6EhEfBJ4IfBq4U2Ze1nCXNGHMkEqZIZUyQyplhlTKDKmUGVIpM6RSZkilxiFDDrGivkTEGuBq4FqgNUT+oq56YoZUygyplBlSKTOkUmZIpcyQSpkhlTJDKjUOGbJALkmSJEmSJEmaSes13QFJkiRJkiRJkppggVySJEmSJEmSNJMskEuSJEmSJEmSZpIFckmSJEmSJEnSTLJALkmSJEmSJEmaSRbIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJlkgVySJEmSJEmSNJMskEuSJEmSJEmSZpIFckmSJEmSJEnSTLJALkmSJEmSJEmaSRbIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJlkgVySJEmSJEmSNJMskEuSJEmSJEmSZpIFckmSJEmSJEnSTLJALkmSJEmSJEmaSRbIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJlkgVySJEmSJEmSNJMskEuSJEmSJEmSZpIFckmSJEmSJEnSTJrqAnlEbBsR74+IX0bEpRGREbG86X5JkiRJkiRJkpo31QVyYFfgDcD2wNEN90WSJEmSJEmSNEamvUD+R2CbzLw18MGmOyNJkiRJkiRJGh9Lm+7AMGXmpU33QZIkSZIkSZI0nqb9DHJJkiRJkiRJkjqa6jPIFysilgHL2iZvAOwM/AO4bsRdmjVLgG2BwzPz6qY70w8z1KiJzw+YoYaZIZUyQyplhlTKDKnUxGfI/DTODKmUGVKpRWfIAvkNzQFvb7oT4v7Ar5vuRJ/mMENNm+T8gBkaB2ZIpcyQSpkhlTJDKjXJGZrD/IwDM6RSZkiles5QZOaQ+zIeIuLfgO8AD8zMlV2WWca6n/DsCKw89NBD2X777YfYQ51xxhnc//73B9glM09suj/9MEPNmYb8gBlqkhlSKTOkUmZIpcyQSk1DhsxPs8yQSpkhleonQ55B3iIzVwGrWqdFBADbb789O+2008j7NKMm9qsmZmgsTGx+wAyNCTOkUmZIpcyQSpkhlZrYDJmfsWGGVMoMqVTPGfJHOiVJkiRJkiRJM8kCuSRJkiRJkiRpJk39ECsR8V/11dvVf58VEXsAqzJz34a6JUmSJEmSJElq2NQXyIF3td1+fv33VMACuSRJkiRJkiTNqKkvkGdmNN0HSZIkSZIkSdL4cQxySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmTTVBfKI2DAi/jsizoqIKyPidxHx4Kb7JUmSJEmSJElq3lQXyIEDgFcDXwb2BtYAP46I+zTZKUmSJEmSJElS85Y23YFhiYh7Ak8DXp2ZK+ppXwSOBf4beEBzvZMkSZIkSZIkNW2azyB/ErAa+OzaCZl5FfA5YI+I2LapjkmSJEmSJEmSmjfNBfK7AH/LzMvapv8BCGD3kfdIkiRJkiRJkjQ2pnaIFWBb4MwO08+u/968fUZELAOWtU3eEeCMM84YYNfUSctjvKTJfpQwQ82ZhvyAGWqSGVIpM6RSZkilzJBKTUOGzE+zzJBKmSGV6idDkZnD6U3DIuJE4LjMfFzb9J2BE4FXZua+bfP2Ad4+sk6qm0dm5k+a7kQ/zNBYmNj8gBkaE2ZIpcyQSpkhlTJDKjWxGTI/Y8MMqZQZUqmeMzTNBfJjgTMz8+Ft028PHAe8MDM/1zZvGet+wrMz8AtgT+C0YfVXAOwAHALsmpnHN92ZfpihRk18fsAMNcwMqZQZUikzpFJmSKUmPkPmp3FmSKXMkEotOkPTPMTK2VTDrLRbO+2s9hmZuQpY1TotItZePS0zTxlY77SOlsf6mib7UcIMNWca8gNmqElmSKXMkEqZIZUyQyo1DRkyP80yQyplhlSqnwxN8490HgncNiI2a5t+r/rvUaPtjiRJkiRJkiRpnExzgfybwPrAC9dOiIgNgecBh2XmOmeQS5IkSZIkSZJmx9QOsZKZv4+IbwAfiIhtqX6Y8zlUvxr73Cb7JkmSJEmSJElq3tQWyGvPBt5V/90KOBp4VGYetohtrALeQdvYQRqKVUznY72K6bxf42YV0/s4r2J679s4WcX0Ps6rmN77Nk5WMb2P8yqm976Nk1VM7+O8ium9b+NkFdP7OK9ieu/bOFnFdD7Oq5jO+zWOVjGdj/UqpvN+jaNVTOdjvYrpvF/jaBWLfKwjM4fVGUmSJEmSJEmSxtY0j0EuSZIkSZIkSVJXFsglSZIkSZIkSTPJAnkXEbFhRPx3RJwVEVdGxO8i4sFN92vaRMS2EfH+iPhlRFwaERkRy5vu1yCYodEwQyplhlTKDKmUGVKpac2Q+RkdM6RSZkilzJBKlWTIAnl3BwCvBr4M7A2sAX4cEfdpslNTaFfgDcD2VD+iOk0OwAyNghlSKTOkUmZIpcyQSk1rhg7A/IyKGVIpM6RSZkil+s6QP9LZQUTcE/g98OrMXFFP2wg4FjgrMx/QYPemSkRsDmyQmRdExL8B3wEemJkrG+1YITM0OmZIpcyQSpkhlTJDKjWNGTI/o2WGVMoMqZQZUqmSDHkGeWdPAlYDn107ITOvAj4H7BER2zbVsWmTmZdm5gVN92MIzNCImCGVMkMqZYZUygyp1JRmyPyMkBlSKTOkUmZIpUoyZIG8s7sAf8vMy9qm/wEIYPeR90iTxgyplBlSKTOkUmZIpcyQSpgflTJDKmWGVMoMTQgL5J1tC5zdYfraaTcfYV80mcyQSpkhlTJDKmWGVMoMqYT5USkzpFJmSKXM0ISwQN7ZxsDVHaZf1TJfmo8ZUikzpFJmSKXMkEqZIZUwPyplhlTKDKmUGZoQFsg7uxLYsMP0jVrmS/MxQyplhlTKDKmUGVIpM6QS5kelzJBKmSGVMkMTwgJ5Z2dTfQ2i3dppZ42wL5pMZkilzJBKmSGVMkMqZYZUwvyolBlSKTOkUmZoQlgg7+xI4LYRsVnb9HvVf48abXc0gY7EDKnMkZghlTkSM6QyR2KGVOZIzJD6dyTmR2WOxAypzJGYIZU5EjM0ESyQd/ZNYH3ghWsnRMSGwPOAwzLTT3i0EDOkUmZIpcyQSpkhlTJDKmF+VMoMqZQZUikzNCGWNt2BcZSZv4+IbwAfiIhtgROB5wA7As9tsm/TKCL+q756u/rvsyJiD2BVZu7bULeKmKHRMkMqZYZUygyplBlSqWnLkPkZPTOkUmZIpcyQSvWbocjMoXduEkXERsC7gGcCWwFHA2/OzJ832rEpFBHdQnhqZu40yr4MkhkaHTOkUmZIpcyQSpkhlZrGDJmf0TJDKmWGVMoMqVS/GbJALkmSJEmSJEmaSY5BLkmSJEmSJEmaSRbIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJlkgVySJEmSJEmSNJMskEuSJEmSJEmSZpIF8hGKiOURkRHx3Kb7Mp+I+FpEHNbHentHxAURsdUw+iUzpHJmSKXMkEqZIZUyQyplhlTKDKmUGVIpMzRYFsgHLCJ2j4h9ImKnpvvSj4i4H/AU4L/6WP1TwNXAWwfaqRljhsxQKTNkhkqZITNUygyZoVJmyAyVMkNmqJQZMkOlzJAZKmWGRpehyMxRtDMz6k9u/hd4YGaubJu3HrABsDozrxt97xYWET8FbpKZd+lz/bcBbwa2y8wLBtq5GWGGzFApM2SGSpkhM1TKDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYZGlyHPIB+hzFyTmVeNcXB3AR4KfLFgM18GNgSeO4g+6YbMkEqZIZUyQyplhlTKDKmUGVIpM6RSZkilzNCAZaaXAV2AfYDscDmgnr+8vv3clnX+NQ14GfB34CrgGOAx9TJ3An4CXAJcAHwMWL9D+7cGvgScDVwDnAJ8ENi0x/6/se7Lrh3m3Rf4MXBO3b8zgR8B9+6w7N+A3zX9fEzixQyZITNkhpq+mCEzZIbMUNMXM2SGzJAZavpihsyQGTJDTV/M0GgztBQN0reBbYEXA+8F/lpPP7GHdV8ObAV8liocrwK+ExFPBj4DfBX4LvAw4JXAucC7164cEXcDDgZWUY3TcyZw53o794uIPTNz9QJ92LNe//jWiRGxK/D/qIL7UeCfwE2BPeo2fte2nd8Cz4yIzTLzsh7uu65nhipmqH9mqGKG+meGKmaof2aoYob6Z4YqZqh/ZqhihvpnhipmqH9mqGKG+meGKqPJUNOfiEzbhepTmgSWd5i3nO6f7pwJbNkyfbd6+hrgiW3b+SNwdtu0o6g+Vdm8bfoT2tucp++nAn/qMP1V9Tbu2eNj8F/18ndr+vmYxIsZMkNmyAw1fTFDZsgMmaGmL2bIDJkhM9T0xQyZITNkhpq+mKHRZcgxyMfHAZl58dobmXk01dcdzsrMb7ct+2vgZhGxGUBE3Ikq7F8BNoyIbdZe6mUvp/pUaCE3Bi7sMH1tvx4fERv1sJ21A+ffpIdlNThmSKXMkEqZIZUyQyplhlTKDKmUGVIpM6RSZmiRLJCPj5M6TLsIOLnLdIAb1X9vV/99B3Be2+VcYFOqryssJIHoMP0g4OdUvxx7YUQcHBFviIgdu2xn7TayhzY1OGZIpcyQSpkhlTJDKmWGVMoMqZQZUikzpFJmaJEcg3x8dPvV2fl+jTba/n6YaqD9Ti7qMr3VecDW7RMz82rgoRFxT+DhwAOAdwL7RMRemfmdtlXWbuO8HtrU4JghlTJDKmWGVMoMqZQZUikzpFJmSKXMkEqZoUWyQD54TXwq9o/673WZ+fOC7RwLPCAi1svMNe0zM/MPwB8AIuIWwJ+pBvFvD+8uwLVUv5arxTNDZqiUGTJDpcyQGSplhsxQKTNkhkqZITNUygyZoVJmyAyVMkMjypBDrAze2l9UXedTkiH6M1XwXhoRO7fPjIilEdFLf1YCmwO3b1t/mw7LnkGXT4OAewN/TH+huF9myAyVMkNmqJQZMkOlzJAZKmWGzFApM2SGSpkhM1TKDJmhUmZoRBnyDPLBO5zqV2HfEhFbUQ1ef3Jm/n5YDWZmRsSzgIOBoyPi88BxwCZUn7Q8EXgTcMACm/oW8N/Ao6j+Gdb6r4h4GPADqvGKAngscFvgA60biIhbAbsCry27VzPNDJmhUmbIDJUyQ2aolBkyQ6XMkBkqZYbMUCkzZIZKmSEzVMoMjShDFsgHLDNPi4jnA28A9gfWB74ADC28dbtHRsRdqEL6OOClwKXAKVSh/UUP2zg5In4KPIsbhvK7wLbAU6gG4r+S6isXLwI+17aZZwJXs/A/irowQ2aolBkyQ6XMkBkqZYbMUCkzZIZKmSEzVMoMmaFSZsgMlTJDo8tQZPpDsrpeRNwH+A3w0MWONRQRG1H9Uu5BmfmaYfRP488MqZQZUikzpFJmSKXMkEqZIZUyQyplhlRqkjJkgVzriIiDgB0y876LXG8OeBtwq8zs5RdtNaXMkEqZIZUyQyplhlTKDKmUGVIpM6RSZkilJiVDFsglSZIkSZIkSTNpvaY7IEmSJEmSJElSEyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJckSZIkSZIkzSQL5JIkSZIkSZKkmWSBXJIkSZIkSZI0kyyQS5IkSZIkSZJmkgVySZIkSZIkSdJMskAuSZIkSZIkSZpJFsglSZIkSZIkSTPJArkkSZIkSZIkaSZZIJ9wEbFPRBzQdD8kSZIkSZI0etaGVGrWM2SBfAJFxI7zzLtFRPi8SpIkSZIkTSlrQyplhq43M3d0WkTELYFjI2JFRGzZMn2jiHgbcBxw38Y6KEmSJEmSpKGxNqRSZuiGLJBPmMw8GbgdsDnwF+DBwG7AscDuwD0z89eNdVCSJEmSJElDY21IpczQDUVmNt0H9Skingh8HVgC7J2ZH2u4S5IkSZIkSRoRa0MqZYYskE+kiNge2Ad4JHASsCmwJXAk8ObM/HtjnZMkSZIkSdJQWRtSKTN0PYdYmTD1GEF/BS4Hbg/8AjgauEP99/CI2KO5HkqSJEmSJGlYrA2plBm6oaVNd0CLk5knR8QdM/NUgIhYO/0q4B0R8XngzAa7KEmSJEmSpCGxNqRSZuiGLJBPoLXh7TLv9FH2RZIkSZIkSaNlbUilzND1HINckiRJkiRJkjSTHINckiRJkiRJkjSTLJBLkiRJkiRJkmaSBXJJkiRJkiRJ0kzyRzp740DtoxNNd2BIzNBoTGt+wAyNihlSKTOkUmZIpcyQSk1rhszP6JghlTJDKrWoDHkGuSRJkiRJkiRpJlkglyRJkiRJkiTNJIdYadDc3BxHHnlk091YtN13350VK1Y03Q1JkiRJkqSJZm1IpcxQOc8glyRJkiRJkiTNpMhsZnz4iNgvM1/WSOOL5yD6o+MPMajEtOYHzNComCGVMkMqZYZUygyp1LRmyPyMjhlSKTOkUhPzI53TGnZJkiRJkiRJ0gTo6QzyiHggcEpmnhwR2wLvB9YAb8rMc4bcx3HgJzyjM60fnJih0ZjW/IAZGhUzpFJmSKXMkEqZIZWa1gyZn9ExQyplhlRqKGeQ7wdcV1//MLA+VYH80wv2JmK9TpfFdFKSJEmSJEmSpEHr9QzySzJzi4hYCvwT2BG4BjgrM7dZYN01dP6E5FrgLODbwNsz87LFdn6E/IRndPyUUCWmNT9ghkbFDKmUGVIpM6RSZkilpjVD5md0zJBKmSGVGsoZ5JdExE2BPYG/tBSz1+9h3VcCBwMPA24HPBz4BfB64D+A+wIrFtFnSZIkSZIkSZKKLe1xuY8DhwMbAHP1tPsBf+th3dcAd83Mi+vbx0fEEcAfM/NWEXEM8MfeuyxJkiRJkiRJUrmehlgBiIjbANdl5okttzfMzGMWWO88YLfMPLtl2s2BozNzm4hYAlyYmVv2eydGwK9AjI5fo1GJac0PmKFRMUMqZYZUygyplBlSqWnNkPkZHTOkUmZIpRaVoV7PICczj5/v9jy+CPy/iPgocDqwPbA38IV6/sOAv/faD0mSJEmSJEmSBqHrGeQRcTo9fLKRmTvM20DEesCLgScDNwfOBr4OfCYzr4uIjep+XLnIvo+Sn/CMjp8SqsS05gfM0KiYIZUyQyplhlTKDKnUtGbI/IyOGVIpM6RSi8rQfAXyPXvZQGYeMm8DEUsy87rFdGoMGeDRcSeoEtOaHzBDo2KGVMoMqZQZUikzpFLTmiHzMzpmSKXMkEoNpkA+KPUY5N8ADszMw4ba2PAY4NFxJ6gS05ofMEOjYoZUygyplBlSKTOkUtOaIfMzOmZIpcyQSg1mDPKIeGcvG8jMty2wyMOApwNfjYjrgIOAryz0456SJEmSJEmSJA3TfEOs/G8vG8jM5/XcWDVsy9OBfwfOzszdel23YX7CMzp+SqgS05ofMEOjYoZUygyplBlSKTOkUtOaIfMzOmZIpcyQSg3mDPLFFL4X4W/AX4HTgFsPYfuSJEmSJEmSJPVkvV4XjIjbRsRbI2Lf+vauEbHgGeARsSwiXhARvwBOApYD/w3cpM8+d2rjERHx94g4ISLe2GH+AyLiTxFxbUQ8aVDtSpIkSZIkSZImV08F8oh4MnAosB3w7Hry5sD/9LD6WVTDqnwF2C4zn5CZX8/Mq/rob6e+LQE+ATwSuD3w9Ii4fdtipwHPrfsgSZIkSZIkSVL3IVbavBN4SGYeFRFPracdBdy5h3VvlZln99W73twTOCEzTwKIiIOAxwN/WbtAZp5Sz1szxH5IkiRJkiRJkiZIrwXymwBH19ez5e+Cg8tn5tkRsQGwK7ANLYOkZ+bBvXe1q+2A01tunwHcq58NRcQyYFn79Isuuohly9aZLK3DDKmUGVIpM6RSZkilzJBKmSGVMD8qZYZUygxNnl7HIP8j8Ky2aU8D/rDQihGxB3AqcAjw/4BvAj8FPtt7N0dmDji5/bJixYoGu6QJM4cZUpk5zJDKzGGGVGYOMzSv5cuXs3z58qa7Mc7mMEMqM4cZUv/mMD8qM4cZUpk5zNBEicwFTwInIm4L/IzqCb03sBK4DfCwzPzHAuseDnwlMz8SERdl5lYR8Tbgisz8UPEdiLgPsE9mPry+/SaAzHxfh2UPAH6Qmd/ssq1ldP6E52Q/4RmZWHiR8WWGGjfR+QEzNAbMkEqZoRmwtji+cuXKYWzeDKmUGVKpic6Q+RkLZkilzJBKLSpDPRXIASJiE+AxwI5UQ5r8IDMv62G9i4GtMnNNS4F8A+DkzNxuMZ3tsv2lwPHAg4EzgcOBvTLzuA7LHsA8BfJ59PYgaRAmeic4DzM0GtOaHzBDo2KGVMoMzQAL5H0zQ6NhhlRqWjNkfkbHDKmUGVKpRWWopzHII2I7qjO+v94ybauIuHlmnrXA6hcDWwCrgLMj4vbABcBmi+loN5l5bUS8gmrYliXA5zPzuIh4J3BEZn4/Iu4BfAfYCnhsRLwjM+8wiPYlSZIkSZIkSZOp1x/p/C7wfOCilmnbU40jvtAPYn4beBTwFeDzwC+B1VRjkQ9EZv4I+FHbtLe1XD+87q8KDfmMKUmSJEmSJEkamV4L5LfJzGNaJ2TmMfXY5PPKzLmW6x+KiN8Bm1Od8S1JkiRJkiRJUiN6LZCfFxG7ZOYJaydExC5UQ6UsSmb+erHrSJIkSZIkSZI0aOv1uNzngW9FxGMi4vYR8ViqIVI+O7yuSZIkSZKkVsuXL//X0JeSJKlcr2eQv59q3PAPAbcATgM+B/zPkPolSZIkSZIkSdJQ9VQgz8w1wAfry6JExHr1+pIkSZIkSZIkjY1eh1jpS0QsAS6PiA2H2Y4kSZIkSZIkafyN23BhQy2QZ+Z1wPHAjYbZjiRJUq/G7WBMkiRJktScXscgL3Eg8IOI+ChwBpBrZ2TmwSNoX5IkSZIkSZKkdYyiQP4f9d992qYnsPMI2pckSZIkSZIkaR09F8gj4mHA7sBmrdMz823zrZeZt+yrZ5IkSZIkSRqotUPNrVy5stF+SNK46KlAHhH7Ak8Bfglc0TIrO6+xzvrrA/cGbp6ZX4uITQEy8/LFdVeSJEmSJpvFKUmSpPHR6xnkewF3zszTF9tARNwJ+D5wNbA98DVgT+A5wFMXuz1JkiRJkiRJkgZhvR6XOx9Y1Wcb+wNvy8zbAqvraYcAe/S5PUmSJEmSJEmSivV6BvmHgQMj4n3AP1tnZOZJC6x7B+DLaxev17k8IjZeTEdV7jt/PKF4G+dfeuXAtvWEu+1SvA1JkjS5HGZCUtPcD0mSpF4L5PvXfx/TNj2BJQusewpwN+CItRMi4p5AeYVVkjRzfCMrSZIkSZIGpacCeWb2OhRLJ28FfhgRnwQ2iIg3AS8FXlSwTUlMZqFwEvssSZIkSZKk6bSowndE7BAR94mIW/S6Tmb+AHgEcGOqscd3BJ6YmT9bVE8lSdJYWb58+b8+9JKkJrgfkiRNOl/LpOb1dAZ5RGwLHATcB7gAuFFE/A54WmaetcC6T87MbwAva5v+pMz8Zn/dliRJkiRJapbfkJWkydfrGeT7A0cBW2XmtsBWwJ+BT/aw7ue6TP90j21LkiRJkiRJGgOe9a5p0+uPdO4BbJuZqwEy8/KIeD1wZrcVImLn+up6EXFLIFpm7wxc1Ud/JUmSJEmSJEkaiF4L5BcBt6c6i3ytXYFV86xzApBUhfET2+adA+zTY9uSpCHw66CSJEmSJGnW9Vog/wDw84j4HHAq1Q9tPg94a7cVMnM9gIg4JDP3LO2oJEmSJEmSJEmD1FOBPDM/ExEnAnsBuwFnAXtl5i96WPcGxfF66JU1mXnK4rsrSZIkSZIkSdJg9HoGOZl5MHDwYhuIiK8CH8/M30TE84D9gDUR8arM7PYDnpIkSZIkSZIkDVXXAnlEvCUz31Nff2e35TLzbQu08WDgOfX11wAPoRq7/LuABXJJkiRJkiRJUiPmO4N8+5brtyhoY4PMvCYitgO2zszDACLipgXblCba3V73xYFs5/gT/zmw7f3xg88u3oYkSZIkSbNiEO/FfV+vSfOdP55QvI3zL71yYNt6wt12Kd5G1wJ5Zv5Hy/XnFbRxZES8ieqHPX8IUBfLLynYpiRJkiRJkiRJRXoagzwiLszMrTtMPzczb7LA6i8A3gWsBl5XT7sPcOBiOrpA/x4BfBRYAnw2M9/fNn9D4IvA3YALgKf6I6GSJElSczzrTpIkSeOg1x/pXL99QkSsT1WQnldmngjs1Tbtm8A3e2x7XhGxBPgE8FDgDODwiPh+Zv6lZbEXABdl5i4R8TTgv4GnDqL9WfOuTw/scw1JkiRJ6psfsqiUGZIkwQIF8og4FEhgo4j4Vdvs7YHfLNRARDy/27zM/HwvnVzAPYETMvOkur2DgMcDrQXyxwP71Ne/CewbEZGZOYD2JWnkxu1gHjygnzRmSKXGLUPmR5IkSVI/FjqD/LNAAPcAPtcyPYF/Agf30Maz2m7fDLgVcBgwiAL5dsDpLbfPAO7VbZnMvDYiLgZuBJzfulBELAOWtTdw0UUXsWzZOpOldZghlTJDKmWGVMoMqZQZUikzpBLmR6XMkEqNOkPLly8HYOXKlQPf9qyYt0CemV+ohzB5NHBQZl692AYy84Ht0+qzym+32G2NwBzw9vaJK1asYJ999vnX7UGdKTdIvZw1NYhfddWC5ughQ4M6y2354dVnTCtHdNbcNP5S8RiaY0QZGnV+wAyNyBxmaF5maEFzmKF5maEFzTGlGRrEcw5mqAdzmKGuBpkfmMoMzdFDfsAMmaGu5jBD8/J1bEFz9JihSfxW5iCes49uvvHAtjUIC45BnpnXRcQDqX5kc1AOoDp7+3ULLNeLM4FbtNzevp7WaZkzImIpsCXVj3W2W1H37Qbm5uZOHkA/NRtWYIZUZgVTnKFpfCEdQyswQ/MyQwtagRmalxla0AqmOEMaiRWYIfVvBeZHZVZghlRmBWZoovT6I51fBF4K7LfYBiJivbZJmwDPBFYtdltdHA7cOiJuSVUIfxptPwoKfB94DvBb4EnAwZ3GH8/MVQPsl2aQGVIpM6RSZkilzJBKmSGVmuYM+SHd8E1zfsAMjcK0Z0jDZ4YmT68F8nsCr4yI11ON5f2v4nJmPmCBda9tXb52JvCiXjs5n3pM8VcAPwWWAJ/PzOMi4p3AEZn5farx078UEScAF1IV0SVJkiSpZ4MqJlmckiRJGh+9Fsg/U1/6ccu225dn5vkdl+xTZv4I+FHbtLe1XL8KePIg25QkSZIkSZJK+MOKUvN6KpBn5hf6bSAzT+13XUnzG/ULqV/nkyRJkiRpcvm+frxM4g+9TqNezyAnIp4HPAvYjmqIlC9l5v92WfZQ1h1WZR09DM8iSZIkSZIkSdJQ9FQgj4i3AM8GPgycCuwIvD4ibp6Z7+mwymcH10VJ0jD4VT5JkiRJkjTrej2D/IXA8tbhUiLip8CvgHUK5CVDssyS4w96HwC3edqbGu6JJEmSNHn8sFeSJEmlei2Qbwqc1zbtAmDjhVaMiI8BB2Xmb1qm3Rd4SmbO9di+JEmSJEnSWPGDOkmafOv1uNxPgAMjYteI2Dgibgt8AfhpD+s+HTiibdofgb1676YkSRo3K1eu9E2hJEmSJGmi9VogfwVwKXA0cDlwVP33lT2smx3aWbKItiVJkiRJkiRJGriehljJzEuAZ0fEc4FtgPMzc02PbRwKvDsiXp+ZayJiPWCferokSZIkSZIkqQ9+q7dcr2OQExG3Bp4C3Bw4KyK+npn/6GHVvYEfAGdHxKnADsDZwGP76K8kSZKmhAfzkprmfkiSJPVUII+IvYBPAz8ETgXuBLwxIl6SmV+Zb93MPCMi7grcE7gFcDrwh0WcgS5JkiRJkiRJmgLj9gF1r2eQvxt4VGb+au2EiLg/8CVg3gI5QF0M/119kSRJkiRJkiSpcb3+UObmwG/bpv0O2HSw3ZEkSZIkSZIkaTR6PYP8f4D3RsRbM/OqiNgYeEc9feb88YPPHsh2lh/+eQBWDmh7kiRJkiRJkqTe9VogfxlwM2DviLgI2AoIqh/e/I+1C2XmDoPvoiRJ1xu3scokSZIkSdLk6rVA/syh9kKSJEmSJEmSpBHrqUCemYcMuuGIOCYz7zTo7UqSJEmSJEmS1IuefqQzItaPiHdExEkRcVX99x0RsUFB2+8rWFeSJEmSJEmSpCK9DrHyAeCewEuBU4EdgbcCWwCv7qfhzPxKP+tJkiRJkiRJkjQIvRbInwzcOTMvqG//PSL+BBxFhwJ5RDyol41m5sE9ti9JkiRJkiSpYStXrmy6C9JA9Vogj0VO/1wP20xg5x7blyRJkiRJkiRpoHotkH8D+L+IeAdwGtUQK/8FfL3Twpl5y8F0T5IkSZIkSZKk4ei1QP56qoL4J4CbA2cCBwHv7mXliFgfuDdw88z8WkRsCpCZly+6x1PEr6RoFpl7SZIkSWqO78kk6YYWLJBHxBLgM8CLM/Nti20gIu4EfB+4Gtge+BqwJ/Ac4KmL3Z4kSZIkTTKLU5IkSeNjwQJ5Zl4XEQ8D1vTZxv7A2zLzSxFxUT3tEKqiuyRJ0khZmJIkSZIkrbVej8t9BHhHRGzQRxt3AL5cX0/419AqG/exLUmSJEmSJEmSBqLXMchfCdwMeE1EnEdd6AbIzB0WWPcU4G7AEWsnRMQ9gRMW1VNJkiRJkiRJkgao1wL5MwvaeCvww4j4JLBBRLwJeCnwooJtSpIkSZIkSZJUpKcCeWYe0m8DmfmDiHgEVUH8EGBH4ImZ+cd+t7lWRGxN9aOfO1Gdqf6UzLyow3I/Ae4N/DozH1PariRJkiRJTfC3NCRJGqyexiCPiA0i4p0R8Y+IuLz++66I2GiB9ZZExInAXzLzZZn56Mx86SCK47U3Ar/IzFsDv6hvd/JB4FkDalOSJEmSJEmSNAV6/ZHO/YEHAa8C7lH/XQ7sN99KmXkdcB0wbyG9wOOBL9TXvwD8W5d+/AK4dEh9kCRJkiRJkiRNoF7HIP834FaZuaq+/ZeI+D3VD20+f4F1VwBfj4j3Amdwwx/4PGkxne3gppl5dn39HOCmJRuLiGXAsvbpF110EcuWrTNZWocZUikzpFJmSKXMkEqZIZUyQyphflTKDKmUGZo8vZ5Bfg6wSdu0jYGzOyzbbl/gocAvgX9QFdVPqK8vKCJ+HhHHdrg8vnW5zExaiu99mgNObr+sWLGicLOaIXOYIZWZwwypzBxmSGXmMEMqM4cZUpk5zJD6N4f5UZk5zJDKzGGGJkpUdeUFFop4I7AX8HGqs8BvAbwc+Apw+NrlMvPg4XSza7/+DizPzLMjYltgZWbu2mXZ5cBr5/uRznk+4TnZT3hGJpruQAkz1LiJzg+YoTFghlTKDM2A5cuXA0P7oTwzpFJmSKUmOkPmZyyYIZUyQyq1qAz1WiA/uYdtZWbuvJjGS0XEB4ELMvP9dRF/68x8fZdll7NAgXwepWemq3cTvROchxkajWnND5ihUTFDKmWGZoAF8r6ZodEwQyo1rRkyP6NjhlTKDKnU4Avk4yoibgR8HdgBOBV4SmZeGBF3B16amS+slzsUuC2wGXAB8ILM/OkimprcB2nyuBNUiWnND5ihUTFDKmWGVMoMqZQZUqlpzZD5GR0zpFJmSKVmp0A+Qj5Io+NOUCWmNT9ghkbFDKmUGVIpM6RSZkilpjVD5md0zJBKmSGVWlSGev2RTkmSJEmSJEmSpooFckmSJEmSJEnSTLJALkmSJEmSJEmaSY5BLkmSJEmSJEmaSZ5BLkmSJEmSJEmaSRbIJUmSJEmSJEkzyQK5JEmSJEmSJGkmWSCXJEmSJEmSJM0kC+SSJEmSJEmSpJm0tOkOzJqI2Ah4GbAHkMCvgf0z86pGO9ZBRFxK1cd1ZgGZmVuMuEvCDKmcGVKJScoPmKFxZIZUygyplBlSKTOkUpOUIfMznszQYEVmp/5pWCLi68ClwJfrSXsByzLzyc31SpPEDKmUGVIJ86NSZkilzJBKmSGVMkMqZYZUygwNlgXyEYuIv2Tm7ReaNg4iYhNgdWaurm/vCjwKOCUzv9No52aYGVIpM6QSk5QfMEPjyAyplBlSKTOkUmZIpSYpQ+ZnPJmhwXIM8tH7U0Tce+2NiLgXcESD/ZnPT4CdACJiF+C3wM7AKyLi/Q32a9aZIZUyQyoxSfkBMzSOzJBKmSGVMkMqZYZUapIyZH7GkxkaIM8gH7GI+CuwK3BaPWkH4O/AtVTj7uzWVN/aRcQxmXmn+vq7gK0z8+URsQHwx7XzNFpmSKXMkEpMUn7ADI0jM6RSZkilzJBKmSGVmqQMmZ/xZIYGyx/pHL1HNN2BRWj99ORBwAcBMvOaiFjTTJeEGVI5M6QSk5QfMEPjyAyplBlSKTOkUmZIpSYpQ+ZnPJmhAbJAPiIt4+2cWt9eO97OqZn57UY7193REfEh4ExgF+BnABGxrMlOzSozpFJmSCUmND9ghsaGGVIpM6RSZkilzJBKTWiGzM8YMUPD4Rjko9NtvJ2XR8T7GuzXfF4EnE/V74dl5hX19NsDH2qqUzPMDKmUGVKJScwPmKFxYoZUygyplBlSKTOkUpOYIfMzXszQEDgG+YhMwng7Gm9mSKXMkEqYH5UyQyplhlTKDKmUGVIpM6RSZmg4HGJldMZ+vJ12EXEMN+z3DYzTgP8zwgyplBlSiYnLD5ihMWOGVMoMqZQZUikzpFITlyHzM3bM0BBYIB+dsR9vp4PTgfcCZzBPkDUyZkilzJBKTGJ+wAyNEzOkUmZIpcyQSpkhlZrEDJmf8WKGhsAxyEdn7Mfb6eCnVJ9ErQReTvW1jVPXXhrt2WwyQyplhlRiEvMDZmicmCGVMkMqZYZUygyp1CRmyPyMFzM0BI5BrgVFxI7A0+rLxsBXga9m5vGNdkwTwwyplBlSKTOkUmZIpcyQSpkhlTJDKmF+VGqcM2SBfEQmYbydXkTEXYDPA7tl5pKm+zNLzJBKmSGVmJb8gBlqihlSKTOkUmZIpcyQSk1LhsxPc8zQcDgG+eiM/Xg73UTEUuCRVJ/wPJjqKxH7NNilWWWGVMoMqcTE5gfM0JgwQyplhlTKDKmUGVKpic2Q+RkbZmgIPIN8RCJib6oAbAt8neorBH9utlfzi4iHAk8HHgX8ATgI+F5mXt5ox2aUGVIpM6QSk5gfMEPjxAyplBlSKTOkUmZIpSYxQ+ZnvJih4bBAPmLjPN5Ou4g4GPgK8K3MvKjp/qhihlTKDKnEJOUHzNA4MkMqZYZUygyplBlSqUnKkPkZT2ZosCyQN2jcxtvR5DFDKmWGVML8qJQZUikzpFJmSKXMkEqZIZUyQ+XWa7oDsyYilkbEYyPiQODHwN+BJzbcLU0QM6RSZkglzI9KmSGVMkMqZYZUygyplBlSKTM0WJ5BPiKTMN6OxpsZUikzpBLmR6XMkEqZIZUyQyplhlTKDKmUGRoOC+QjMgnj7Wi8mSGVMkMqYX5UygyplBlSKTOkUmZIpcyQSpmh4bBALkmSJEmSJEmaSf+/nTsmAAAAAAjWv7UgthgOHuQAAAAAACwJ5AAAAAAALAnkAAAAAAAsCeQAAAAAACwJ5AAAAAAALAWOGoSk0tFRlgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1800x540 with 30 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x540 with 15 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x540 with 30 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# this plot doesnt work without multi_session_df\n",
+    "\n",
+    "for cre_line in cre_lines:\n",
+    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n",
+    "                                     columns_to_groupby=['targeted_structure'], change=False, omitted=True,\n",
+    "                                     sort_order=None, save_dir=save_dir, folder='cluster_proportions_plot/areas', suffix='', alpha=0.05)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "00f738a2-b2ed-4551-af46-3976b0cbf17a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# # shuffled cluster sizes means\n",
+    "# shuffle_type_cluster_sizes = threshold_cluster_sizes[threshold]\n",
+    "# for shuffle_type in shuffle_types:\n",
+    "#     for cre_line in cre_lines:\n",
+    "        \n",
+    "#         table = pd.DataFrame(shuffle_type_cluster_sizes[shuffle_type][cre_line]).mean(axis=0)\n",
+    "#         # original cluster sizes\n",
+    "#         table2 = cre_original_cluster_sizes[cre_line]\n",
+    "\n",
+    "#         # convert to shuffled proportions\n",
+    "#         table_proportions = table/table.sum()\n",
+    "#         # adjust to original number of cells\n",
+    "#         table = table_proportions*table2.sum()\n",
+    "\n",
+    "#         out =chisquare(table.values, table2.values)\n",
+    "#         print(shuffle_type, cre_line, out)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "id": "bd81f80d-2893-4300-92ff-f0a1fa9ef423",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# # shuffled cluster sizes means\n",
+    "# shuffle_type_cluster_sizes = threshold_cluster_sizes[threshold]\n",
+    "# for shuffle_type in shuffle_types:\n",
+    "#     for cre_line in cre_lines:\n",
+    "        \n",
+    "#         table = pd.DataFrame(shuffle_type_cluster_sizes[shuffle_type][cre_line]).mean(axis=0)\n",
+    "#         # original cluster sizes\n",
+    "#         table2 = cre_original_cluster_sizes[cre_line]\n",
+    "\n",
+    "#         # convert to shuffled proportions\n",
+    "#         table_proportions = table/table.sum()\n",
+    "#         # adjust to original number of cells\n",
+    "#         #table = table_proportions*table2.sum()\n",
+    "#         print(table.sum(), table2.sum())\n",
+    "#         try:\n",
+    "#             out =chisquare(table.values, table2.values)\n",
+    "#             print(shuffle_type, cre_line, out)\n",
+    "#         except:\n",
+    "#             print('not matched')\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "vba",
+   "language": "python",
+   "name": "vba"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 7336c67a494d6b4af5a0f73d19a7e791534b1514 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 7 Oct 2022 14:57:59 -0700
Subject: [PATCH 08/25] notebooks for familiar and novel controls

---
 notebooks/220920_Figure4_presentation.ipynb   |  310 ++-
 .../220922_figure4_familiar_control.ipynb     | 1664 ++++++++++++++++-
 notebooks/220928_figure4_novel_control.ipynb  | 1160 ++++++++++++
 3 files changed, 2872 insertions(+), 262 deletions(-)
 create mode 100644 notebooks/220928_figure4_novel_control.ipynb

diff --git a/notebooks/220920_Figure4_presentation.ipynb b/notebooks/220920_Figure4_presentation.ipynb
index d2292684d..d61ce6bef 100644
--- a/notebooks/220920_Figure4_presentation.ipynb
+++ b/notebooks/220920_Figure4_presentation.ipynb
@@ -21,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 166,
+   "execution_count": 3,
    "id": "8acc5778-9f02-45df-a9da-9f1ade4f5084",
    "metadata": {},
    "outputs": [],
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 4,
    "id": "9fef994d-8ab6-4360-a891-503f4c8625c2",
    "metadata": {},
    "outputs": [],
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 5,
    "id": "f09b18e7-dd48-469d-b4cd-7854ac237cfb",
    "metadata": {},
    "outputs": [],
@@ -67,7 +67,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
+   "execution_count": 6,
    "id": "b7a8ccae-1a5f-4e85-a00a-e14e7cc89002",
    "metadata": {},
    "outputs": [],
@@ -82,21 +82,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 7,
    "id": "81e80dd2-c087-4e2a-b7f8-2bafa15acd2f",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 2\n",
@@ -105,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": 8,
    "id": "868f4cb8-21c4-4907-8666-6515fd3a67c6",
    "metadata": {},
    "outputs": [
@@ -146,18 +137,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 225,
+   "execution_count": 13,
    "id": "4687fe9a-a161-4677-8b64-c4959d8444f3",
    "metadata": {},
    "outputs": [],
    "source": [
     "figsizes = [(20,7), (10,7), (20,7)]\n",
-    "threshold=0.16"
+    "threshold=0.1"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 14,
    "id": "eb013703-5f33-42d9-b536-e7ba9db846a6",
    "metadata": {},
    "outputs": [],
@@ -169,7 +160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 15,
    "id": "7720ddce-67c3-4a6b-af23-186e0a7a06f4",
    "metadata": {},
    "outputs": [],
@@ -181,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 16,
    "id": "0f459bd9-fdf1-4fec-b51f-f69ada1498d8",
    "metadata": {},
    "outputs": [],
@@ -194,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 17,
    "id": "a97e8a84-86cb-42fa-980b-0af0156061e2",
    "metadata": {},
    "outputs": [],
@@ -215,7 +206,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 18,
    "id": "05f4496b-6056-4bcf-bfa3-e9400b3daaaf",
    "metadata": {},
    "outputs": [],
@@ -226,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 285,
+   "execution_count": 19,
    "id": "85b9bbad-5d49-4260-8813-1ccc8efd3399",
    "metadata": {},
    "outputs": [],
@@ -237,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 20,
    "id": "f4ba4587-6e26-4fa0-acbd-f14d44d64e99",
    "metadata": {},
    "outputs": [
@@ -368,7 +359,7 @@
        "[3921 rows x 4 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -382,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 21,
    "id": "46fd296f-f0cd-433a-bcc0-09bdd215bf25",
    "metadata": {},
    "outputs": [
@@ -513,7 +504,7 @@
        "[3921 rows x 4 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -528,7 +519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 22,
    "id": "7cc85e3c-5152-4492-a793-8dcec8af8167",
    "metadata": {},
    "outputs": [],
@@ -551,7 +542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 23,
    "id": "8edf382c-01e0-4584-920f-ba8615ada36a",
    "metadata": {},
    "outputs": [],
@@ -641,7 +632,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 24,
    "id": "0af217a4-7ed5-4d24-8a03-2313309d5baa",
    "metadata": {},
    "outputs": [],
@@ -654,7 +645,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 25,
    "id": "3d13bd72-1dfa-4e43-82c9-cf17e9d0bfdf",
    "metadata": {},
    "outputs": [],
@@ -677,7 +668,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 26,
    "id": "0c2e86c6-f0fa-4af6-9e7e-b0bc8d00bcff",
    "metadata": {},
    "outputs": [
@@ -685,7 +676,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 5min 43s\n"
+      "Wall time: 5min 29s\n"
      ]
     }
    ],
@@ -719,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 27,
    "id": "919a8fd2-25ba-4821-bdb3-153e37ad7076",
    "metadata": {},
    "outputs": [
@@ -727,7 +718,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 4min 20s\n"
+      "Wall time: 5min 51s\n"
      ]
     }
    ],
@@ -759,7 +750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 28,
    "id": "c373537f-cfb0-47fa-bfb7-72ead2f6024d",
    "metadata": {},
    "outputs": [],
@@ -812,7 +803,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 205,
+   "execution_count": 29,
    "id": "95adfd7c-d4f4-4a83-8603-599c71da591c",
    "metadata": {},
    "outputs": [],
@@ -842,7 +833,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 226,
+   "execution_count": 30,
    "id": "b1d7ae89-88ef-4bc2-8c2f-825a416238d7",
    "metadata": {},
    "outputs": [
@@ -850,7 +841,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using threshold of 0.16\n"
+      "Using threshold of 0.1\n"
      ]
     }
    ],
@@ -871,64 +862,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 207,
-   "id": "1db6845d-d796-4f17-bdd3-c27960ad7bfc",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{1: 1, 2: 4, 3: 5, 4: 2, 5: 3, 6: 7, 7: 8, 8: 6, 9: 7, 10: -1}"
-      ]
-     },
-     "execution_count": 207,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "nb=11\n",
-    "shuffle_type_SSE_mapping[shuffle_type][cre_lines[0]][nb]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 208,
-   "id": "9783f8b1-47da-40df-b06c-cc14ee4c2081",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:>"
-      ]
-     },
-     "execution_count": 208,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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ShpPW8TAwNymf8gzgOGBNMvRuBJCkp0TE23tVIi0hvwv4OLCZVgJ+t6SrgO8CF3S7qNuOIY/u2utUM7NC5Jn+3y1ndThvq6R1wBJgVfK4tq1rl4jYCDxt6rmkS4BDIuLdafdP2zFkJ7BM0vtoZfxhYGNE9Godm5ntcwWOQ14KfE7SRcB24HwASWuAiyLi5pneONPEkIh4GLh1pkHMzMqmgnbVi4g7gBd3KD+7y/mXZL23Z+qZWSPVcaaeE7KZNZITsplZRXhxITOzihiu4Uo9pSbksn5hlbmLR5nK3AmlxM01Svu5+NrPtpQTCHjtCfNKi1XUm1edfPXPXlJarH55k1Mzs4pwH7KZWUXUsIHshGxmzTRUYlfOoDghm1kjuYVsZlYR+9WwE9kJ2cwayS1kM7OKaNywN0m/obUzyJURsS7rTbutvn/P/d4xxMzKUcN8nLpjyA5gErhB0i2S3inp8Az3HcU7hpjZPjSU46iKtLpsj4h3AfOAS4F/D2yU9MVk15BuxoBjpx/vXDbad4XNzLIYkjIfVZF1PeRdwJeBL0uaC/wn4JPA73U5f4IOq+8/tnuGtTQzy6lKiTartBbyXp9RRGyJiEsjomMyNjOrAuU4ct1XWiTpRknjyePCDuf8Z0m3Slon6TZJy7LcOy0hn5uzrmZmlZBz1+k8VgIrImIRsAK4osM51wAnRcTJwB8A/03SiWk37pmQI+LXuatqZlYBkjIfOe55JLAYWJ0UrQYWSzqi/byIeCjit2smHgTsD6SuoehxyGbWSHlGT3QbqgtMJO+JTZkPbI6ISYCImJS0JSm/v/1CSa8F/obWBtHvi4jbBllnM7PayDnKYpQOQ3WT8hmJiK9GxAnAIuAtkp6Tdo1byGbWSDm3cBoDPtuhfGLa803APEnDSet4GJiblHcUERsl3QS8GrizVyWckPu0p8RdPIZLXCylzM+rLK/7/aNLixXp3YUDc/H146XFuuTMRaXF6leeP/+7DdXtcN5WSeuAJcCq5HFtREzvrjg+In6RfPw04JXAtWn3d0I2s0YqcJPTpcDnJF0EbAfOT+KtAS6KiJuBt0s6E9hFa2Td8oi4Ie3GTshm1khFpeOIuAN4cYfys9s+ftdM7u2EbGaNVMOJek7IZtZMwzXMyE7IZtZI8p56ZmbVUMMGcr6ELOkg4HjgrmmzV8zMKqWOu073HKon6XWSHpJ0h6QXAb8APg/8StJrelw3ImnB9GNiYmKwtTcz66LAxYUKkzZ2+iLgZcDbgTXAkoh4LnAa8JEe143iHUPMbB9q5AL1UwtiSPq3iPhhUvaLlEHXY3SYhvjOZaPrZ1RLM7OcSpzYOjBpCTkkHU9rFaSDJb0kIn4kaREw3PUi7xhiZvtYE0dZXAT8gNZGp28EPirpGcDRwDsKrpuZ2YxVqCcis54JOSK+Djx16rmk7wMnA3dHxH3FVs3MbOaa2EJ+gmRR5p8UVBczs4FpYh+ymVktVWn0RFZOyGbWSPVLx07IZtZQbiGneHz3nlLi7CwpDsCB+5W3LeFkibt4TEZ5sXZNlhNrvzp2KmbwnlccV1qsBx/ZVVqsg2fN6uv6On633UI2s2aqYUb2rtNm1khFTZ2WtEjSjZLGk8eFHc75kKSfSbpV0k8knZWpzrlqYmZWE8px5LQSWBERi4AVwBUdzrkJeGFEnAhcAHxJ0uy0G7vLwsyaKUemlTRCa4mI6SbalxqWdCSwGDgjKVoNLJd0RPvO0xFxfds9bk1qMwe4u1c93EI2s0ZSjn90WaEyKW83H9icTJKbmiy3JSnv5nxaa8j3TMbgFrKZNVTOruExOqxQSYdF0vLVQS8HPsrvWtQ9ZUrIkp4KHAPsppXpH51xDc3MSpAnH3dbobKDTcA8ScMRMSlpGJiblD8xvvRSYBVwTkTcmaUeaTuGPFPSN4Hf0FrD4vvANkl/J6nrIEHvGGJm+5qkzEdWEbEVWAcsSYqWAGvb+4+T2C8EvgS8ISJuyXr/tD7kz9LK8HNo9aUsBxYAhwGf6HHdKB36Yz69/O+z1svMrC8FbuG0FLhQ0jhwYfIcSWsknZKc8ylgNnCFpHXJ8fupdY4eM7Ik/TQiTmp7flNEvEjSEHBnROw1/i45b4QO71j++p5t60dG9ioeuKbO1CuTZ+rVR5kzOMuabQswd2RWX9+wn27ckfkLc9Ixh1bihyOtD3m3pOMi4i5JLwB2AkTEHkld51B264956LHyvplm9iRXiRSbT5YdQ34k6V7g6bR2DUHSUbR2EjEzq6TGLVAfEd9IpgU+GxiPiIeS8vuAt5VQPzOzGanhYm+Zdp2eAG4uvipmZoPTyIRsZlZHjeuyMDOrK7eQzcwqoob5uNyEPFzSONDZ+w+XEqdsuybLGzZY5tjW/YfL+bnYcP8jpcQBOGbOQaXFmj2rvJ/3A+o07r6GGdktZDNrJO+pZ2ZWEfVLx07IZtZUNczITshm1kiNHfYmaQ6/WxF/U0RsK65KZmb9q2EXcu+ELOk44DO09pDakhTPlXQLsDQifllw/czMZqSG+Ti1hXwVrXU9z4iIPQDJ0ptvSl57abHVMzObmTwLz1dFWkKeExFXtxckiXmVpA92u6jbesh33/cAZayHbGZWw3ycumPIA5KWqO1XjVreTO/9p0bpsGPIik+O9VVZM7OslOPIdV9pkaQbJY0nj3tt1CHpTEk3S9op6bLM907ZMWQhsBJ4PrA5KZ5Ha0+pd3TbuK9HC7mUHUNK3OyiVE2dqbefZ+r15YD9y5s9t6fEn4tDD+xvau+GbY9lruyCOQdmjiXpO8CVEbFK0nnABRFx+rRzng0cArwBODAi3p3l3mnrIf8SeJWkI3jiKIv7e1zWdceQhx9vaKY0s8opYtibpCNpDXI4IylaDSyXdER7XoyIXyXnn5vn/pmGvSWBpu+qeltEpG7aZ2a2L+TpQ+72Vz0wkTQwp8wHNkfEJEBETErakpT3bKhmkTbs7bndXqK1E7WZWSXl7PAYBS7uUP5h4JL+a5NNWgv5dmADnfu9nzbw2piZDUyujDwGfLZD+cS055uAeZKGk9bxMDA3Ke9bWkLeAJwWEZunvyBpIBUwMytCni6Lbu97dThvq6R1wBJgVfK4Nu19tazS3p69Bnhml9euHUQFzMyKUNSwN2ApcKGkceDC5DmS1kg6Jfn4VEl3A38F/JmkuyWdlVrnXsPeBu3hx8sJ5mFv/fOwt/542Fv/+h32ds+D2Yd1PeOwWZWYRlLqam97ysqUJSbkXZPlBSvzP97ju5uX/OcdPruUOFDe7jgAv9nxeGmxRg7av7RY/Wri1Gkzs1qqXzp2QjazhqphA9kJ2cyaqbEL1JuZ1U798rETspk1Uw3zsROymTXTUA07kWc8jkrSbYOsiJnZIEnZj6qY6eJC0GNxoW4rJ228d5t3DDEz66KoxYVG6bBy0qc++fe8/0OdFlQyMxusKrV8s0rbMeRf6bG4UETM73BZrxZyKTuGeKZe/8qcqVfWDM495X1KzNqvvO/VxCO7SotV5ky9w2b3N93xwUezTwHtN9agpLWQpxYX2ish02NxoW4rJ+3YWeL/CDN7UmtcC3nQduwsadECt5D75hZyf9xC7l+/rdY8+ebQA6rRQvYoCzNrJOX4VxWFjLIwM9vX6thl4S2czKyRapiPvYWTmTVUDTNyIaMszMz2tTpOnSYiKnvQGst8CTDiWNWN41j1itXEz6kpR6nD3vKStABYDxwbERscq5pxHKtesZr4OTVFeYMlzcysJydkM7OKcEI2M6sIJ2Qzs4qoekKeAD5Mh4WKHKtScRyrXrHKilN2rNqr9CgLM7Mnk6q3kM3MnjSckM3MKqKyCVnSZZLWSwpJzyswzhxJayTdKek2SddKOqLAeF+R9FNJayX9X0knFxWrLebFJXwdN0i6Q9K65DiroDgHSvq0pF8m36/PFBRnQdvnsi75/B4oIlYS79XJz8S65Ofj9QXG+g+Sbkm+ft+XdOyA7tvx/6ykRZJulDSePC4cRLxG2tdTBXtMuTwVmE9rgaPnFRjnqcAr2p5/HPinAuMd1vbxOcAtBX8dFwPfLOHrWOj92+JcDnyC373/cVTRMZM4Y8Dygu4tYPvU1w84EdgBDBUQ63DgN8Ci5Pl5wLcGdO+O/2eB7wDntcX7ThnfszoelW0hR8T/i4jCV5SLiAci4nttRT+itaBSUfEebHt6GFDYPhaSDgBWAO8oKkaZJB0CnA98KJL/3RFxXwlxZwFvBq4sMMweWj8P0Fr/4Z6IKOJn49nAfRExnjxfA5wlqe/ldDv9n5V0JK1GweqkaDWwuMi/Quussgl5X5A0RCt5fbXgOP8oaSPwMeCtBYb6CLAqyltD4GpJt0r6VLLR7aAdB2wDLpZ0s6TvSTq1gDjTvRbYHBG3FHHz5JfLnwDXSfo18BVav3iKMA48XdILk+dvTh6PKSjefFpfu0mA5HFLUm7TOCE/0SeBfwOWFxkkIv5rRBwDvJ9WF8nASXopcArwqSLu38FpEXES8EJaf4IX8TUcBp4FrI2IU4D3ANdKekoBsdpdQIGtY0n7Ae8DzomIZwKvAf5X8hfBQCV/ob0R+ISkm4EjaY0R3j3oWJafE3JC0mXAQuCNBf2puJeI+DzwSklFbIf1cuB4YL2kDcDRwPWSziwgFlN/qkbETlq/BF5WQJiNtBLH6iTWj0n6QwuIBYCkebS+llcXFQM4GZgbET8ASB4fpvX9G7iI+HZEnJr8UlsOzAbuKiIWsAmYJ2kYIHmcm5TbNE7IgKRLgRcA5yYJpag4h0ia3/b8NcADyTFQEfHfI2JuRCyIiAXA3cBZEXHDoGNJOljSYcnHAv4UWDfoOBHxG+C7wBlJrEW0Wni/GnSsNm8FvhER2wqMcTdwtKTnAEg6HjiKgpKkpKcnj0PApcDKiHi4iFgRsZXWz8KSpGgJrb9w7i8iXt1VdqaepMuB1wNPp9UK2hYRJxQQ5wRaeweOA48mxesj4nUFxDoKuA44GJiklYjfXVTf5LTYG4BXR8TtBdz7WbR2lxlOjp8DyyLinoJiXUlrk91dwAci4puDjtMWb5zW5/KtomIkcd4MvJffvcl7cUR8paBY/0jrL5hZwA3AuyLisQHct+P/WUm/B3yO1giP7cD5EXFnv/GaqLIJ2czsycZdFmZmFeGEbGZWEU7IZmYV4YRsZlYRTshmZhXhhGxmVhFOyGZmFeGEbGZWEf8fu6CfoKyVW4cAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# plot one example of Exc shuffle to spot check that mapping is correct\n",
-    "tmp = shuffle_type_mean_dropout_scores[shuffle_type][cre_lines[0]][nb]\n",
-    "sns.heatmap(tmp, cmap='Blues')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 227,
+   "execution_count": 33,
    "id": "325e8298-d069-4045-a918-fd81b8d0b028",
    "metadata": {},
    "outputs": [],
@@ -946,13 +880,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 210,
+   "execution_count": 34,
    "id": "50b6e0cd-a9cd-43f9-affe-9a6afafcc24b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x504 with 30 Axes>"
       ]
@@ -964,7 +898,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x504 with 15 Axes>"
       ]
@@ -976,7 +910,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1440x504 with 30 Axes>"
       ]
@@ -1072,7 +1006,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 35,
    "id": "9f16b2cd-a710-45c3-a9f5-6c2b79803e47",
    "metadata": {},
    "outputs": [],
@@ -1098,7 +1032,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 36,
    "id": "83e95b4e-7d13-4aa4-9d43-7c603cdd195f",
    "metadata": {},
    "outputs": [
@@ -1108,7 +1042,7 @@
        "<AxesSubplot:xlabel='experience_level'>"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1143,7 +1077,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 37,
    "id": "5c931918-8866-4433-b95c-6b321c4f8388",
    "metadata": {},
    "outputs": [],
@@ -1166,7 +1100,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 38,
    "id": "9dccdd4f-ff5e-4e5a-9e06-5b31fc5bec1b",
    "metadata": {},
    "outputs": [
@@ -1176,7 +1110,7 @@
        "<AxesSubplot:xlabel='experience_level'>"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1349,7 +1283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 229,
+   "execution_count": 39,
    "id": "99b40a31-80d6-4840-975a-26cba9ec40f9",
    "metadata": {},
    "outputs": [],
@@ -1366,7 +1300,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 230,
+   "execution_count": 40,
    "id": "7d2a7bfd-c98b-41dc-85ba-e947abacc024",
    "metadata": {},
    "outputs": [],
@@ -1386,7 +1320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 231,
+   "execution_count": 41,
    "id": "42fb423e-3beb-45ca-83ef-94428e0b2879",
    "metadata": {},
    "outputs": [],
@@ -1404,7 +1338,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 232,
+   "execution_count": 42,
    "id": "ae976696-3ae5-403c-a574-bb23f3395691",
    "metadata": {},
    "outputs": [],
@@ -1427,13 +1361,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 233,
+   "execution_count": 43,
    "id": "dd514637-283d-44a8-8fad-2266c7af650a",
    "metadata": {},
    "outputs": [
     {
      "data": {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1445,7 +1379,7 @@
     },
     {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1457,7 +1391,7 @@
     },
     {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1469,7 +1403,7 @@
     },
     {
      "data": {
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74/aNTB89PNLTJ7SXXbw2dgmLmX8TroRDlxyosWtYdbI0jtOnx65gMVdeKkvzOMtIfFd5OrjW1xFwpzt7bZKnczvLSHxXWVo/0FeW1tf6emhe4X3eOZ1lJP6IkXh2mJmlQXenb61tJdk6c/ofP3BiyNXABU+WYDiz8nT/wyf3vBbo2aws3fug1yZYxKwswbz6+igSAAAA9rGFRuJba0eTTN2VHgAAAFguI/EAAADQCU08AAAAdEITDwAAAJ3QxAMAAEAnNPEAAADQCU08AAAAdEITDwAAAJ3QxAMAAEAnNPEAAADQiWqtjV3DrlTVRpLNJIdba1ujFjMH9bKqetvW6mWV9ba91cuq6m1bq5dV1du2Vu+c6+24ib8myZEk17bWjo5bzbmpl1XV27ZWL6ust+2tXlZVb9tavayq3ra1eudjd3oAAADohCYeAAAAOqGJBwAAgE5o4gEAAKATPTfxW0l+cvKzB1tRL6tpK31t662ol9W1lb6291bUy2raSl/beivqZTVtpa9tvRX1nlO3Z6cHAACA/abnkXgAAADYVzTxAAAA0AlNPAAAAHRCEw8AAACd0MQDAABAJ7pp4qvqZ3dc/ztj1gK9kycYhizBMGQJhiFL+0M3TXySv73j+r8ZrYoBVNU3jF3DIjwBXJDkaSTydMGRpZHI0gVHlkYiSxccWRrJXmappya+Zlzv0W1jF7CgXxi7AAYnT+ORpwuLLI1Hli4ssjQeWbqwyNJ49ixL63u1ogFcXFV/MdsPxp3XkySttT8YrbIpquq1s25K8oS9rGUeVfWmWTcluXIva2FPyNMSydO+IktLJEv7iiwtkSztK7K0RKuSpWqt7dW6zktVHU0yq9jWWnvaHpZzTlV1IsmvZHrN39laO7THJZ1VVR1P8qYkp6bcfGNrbWNvK2KZ5Gm55Gn/kKXlkqX9Q5aWS5b2D1larlXJUjdNfG+q6mNJbmitfWLKbXe31q4aoayZqur2JN/fWrtjym0rVy/7izzBMGQJhiFLMAxZ2p2ejonvzZsy+/69aS8LmdM/T/LQjNv+/l4WAlPIEwxDlmAYsgTDkKVdMBK/JFX1l852+6odjwKrTJ5gGLIEw5AlGIYs7Y4mfkmq6ki2j+3YeVbIluRQkie11tZGKWxOVfXcJHe01k6MXQvIEwxDlmAYsgTDkKXdsTv9krTWrm2tPW3y89okz0zyi9k+CcKbx63u7Krqa5J8KMnLRi4FksgTDEWWYBiyBMOQpd3RxC9ZVa1X1Q8l+WSSq5I8t7W2isd37PRdSX4ryavGLgR2kicYhizBMGQJhiFLi9HEL1FVfXe2H4jfnOQFrbXXtNY+N3JZ83hFkhuTPL2qnjh2MZDIEwxFlmAYsgTDkKXFre/lyvaTqrojyeVJXp/kI0nWd564YVVP0lBVVye5tLX2yar6z0lenuQdI5fFPidPMAxZgmHIEgxDlna5fie2W46qOprtkzIkU07W0Fp72p4XNYeq+mdJTrbWfqaqnpHkltba88eui/1NnmAYsgTDkCUYhiztcv2aeHaqqo8nefHju7BU1ceSXN9au3vcyqA/8gTDkCUYhizBMMbOkmPi+YqqelKSd59xDMobk6zkJ2CwyuQJhiFLMAxZgmGsQpaMxJMk2XnsyTSrejwKrCJ5gmHIEgxDlmAYq5IlTTxJkqo6kinHoSQ5lORJrbW1UQqDDskTDEOWYBiyBMNYlSw5Oz1JktbatTt/r6onJPnhJP8kyZtHKQo6JU8wDFmCYcgSDGNVsuSYeP6Uqlqvqh/K9nc1XpXkua21m0YuC7okTzAMWYJhyBIMY+wsGYnnK6rqu5P8RLa/o/EFrbVPjVwSdEueYBiyBMOQJRjGKmTJMfEkSarqjiSXJ3l9th+Qf4oTnsD85AmGIUswDFmCYaxKljTxJEmq6mi2T8qQTDlZQ2vN14/AnOQJhiFLMAxZgmGsSpY08QAAANAJJ7YDAACATmjiAQAAoBOaeAAAAOiEJh4AAAA68f8BmKPbdphPzdIAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -1481,7 +1415,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -1493,7 +1427,7 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -1505,7 +1439,7 @@
     },
     {
      "data": {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1517,7 +1451,7 @@
     },
     {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1529,7 +1463,7 @@
     },
     {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1561,7 +1495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 44,
    "id": "68144fb7-8720-4550-a65d-94db0092eb84",
    "metadata": {},
    "outputs": [],
@@ -1574,7 +1508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
+   "execution_count": 45,
    "id": "3b36c098-b776-49ed-a8fb-9cc527abae5f",
    "metadata": {},
    "outputs": [
@@ -1654,7 +1588,7 @@
        "4  Slc17a7-IRES2-Cre          5   experience          1.0"
       ]
      },
-     "execution_count": 234,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1667,7 +1601,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 46,
    "id": "7ba5fbdc-15c0-4c3f-90bf-0e833173b6f3",
    "metadata": {},
    "outputs": [],
@@ -2918,7 +2852,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 47,
    "id": "bc8a1eef-c34c-454f-8e7e-2bec415716d5",
    "metadata": {},
    "outputs": [],
@@ -2934,7 +2868,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 237,
+   "execution_count": 48,
    "id": "cc555c2e-3ec0-4eb0-bec1-74b51197ac28",
    "metadata": {},
    "outputs": [
@@ -2942,7 +2876,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Wall time: 18 s\n"
+      "Wall time: 18.1 s\n"
      ]
     }
    ],
@@ -3008,13 +2942,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 238,
+   "execution_count": 49,
    "id": "1b70c81a-695c-4354-987a-92ee59fa4575",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x1008 with 21 Axes>"
       ]
@@ -3026,7 +2960,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 504x504 with 11 Axes>"
       ]
@@ -3038,7 +2972,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x1008 with 21 Axes>"
       ]
@@ -3050,7 +2984,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x1008 with 21 Axes>"
       ]
@@ -3062,7 +2996,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x504 with 11 Axes>"
       ]
@@ -3074,7 +3008,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1008x1008 with 21 Axes>"
       ]
@@ -3086,7 +3020,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1008x1008 with 21 Axes>"
       ]
@@ -3098,7 +3032,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 504x504 with 11 Axes>"
       ]
@@ -3110,7 +3044,7 @@
     },
     {
      "data": {
-      "image/png": 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p+TCSrqs+X+bIOLmC+TCSrl99+pEj4+Qq5sNYmeBDlglaaD6MpOvypUscGSdXMB9G0rXy/GZHxskVzIexstbHLBOQ8xJEUVTmwoJwFcDzoiiuaca5y1HfA+8O4CoADwAbAAxDfZxnmzjPH8Z70FOUbtUtq6xV9PoAoBJu/56WauuvbRKKmR70FKV7IWpqlcmfhuyRrp5aweJ0/TUlK0XpVl1V0+i0yjDa+GksTtdzqTcVvw/kllQpen0ACPPTKR4GAIT6NExbMz3oKUr3oP/px9OKXl+y4tF+iocRHexuUboeOpueYo8e9AAvjeJh2OM+3j5QZ/G9IC0zT/Fnl75a+TKBh6bxDra25+Pe9Alppgdd8Xusmx0e2JXV5jYhsg1rnl2+M5anKN2Dvvn1CYpeHwBWns1SPIz3JsZZnK6nrypf1rqSU6bo9QHgnj98ongYFdtetENJmQwpuUjccgDzBUHYKIqitaXWIQC6A/AEkAEgRBTFKkEQ/g3glKmTRFEsBFDY+PWCcuUflK7MVLrqa+weFZdiKl3TCyrtHhdXYipdM4uUrzy7MlPpuv9Sgd3j4kpMpevZDOULdq7OVNoW65WvgLkyU+maU8pCQUuYSteAud/YPS6uxFS6Xs9nWYucl5IVdB8AsQCuCoKwGUAm6oe+S0RRFBeYOLdSrO/aLxME4apUwRdFsU4QBJayiYiIiIiIyOUoWUF/2eD/jxg5LgIwVUHXCYLQFfUrvxv+H6gf9k5ERERERETkUhSroIui2JIF6DwB/Gzwu+H/lZ/MRkRERERERGRnSvagN5soilGOjgMRERERERGRPSm1zRoRERERERERWUGxCrogCHWCINSa+KkRBCFPEIRtgiCMVioORERERERERK2Fkj3ofwNwHUAOgM8BvAPgi1u/pwP4CkAIgE2CICi/ASMRERERERGRExPqdzNT4MKC8BKA0QDuEUVRb/C6B4BNALYBeAvARgB+oijeqUhEAJRXK/QhDWQXK7+fYpC3VvEwfHQq4fbvqldRrfyCfVU1yu9Xq3VTfqaHhwYWp2tppfL5tdQOm9jbI10DvdQWp2teWY3i6VpYXq10EGjjZ5+NLLy0gkVpW16lfH6tqrXPvtVuKuXzrLfOsnQtqqizy4KodvjIUFv2kVvE08L8CtinTFBWWat0EPBxV34ZIXc3y59d+hrlywSFZcrfY3Ua5b8UAZ7O9eyyx/PaHks8+7hbXoa1x33ALstaK397hafGDjdxakDJb+TvASwyrJwDgCiKFQAWAfi9KIp1AD4F0FPBeBARERERERE5PSUr6CEANCaOaQEE3fp/LuzS/kNERERERETkvJSsoB8H8JogCOGGLwqC0BbAAgDHbr0UCSBDwXgQEREREREROT0lJzD9EcAOAFcFQTgMIBtAKICBAMoBzL31vo4AVigYDyIiIiIiIiKnp1gFXRTFJEEQOgJ4HkB/APEAMgG8B+B9URTzbr3vVaXiQERERERERNRaKLoE6K1K+MtKhkFERERERETkChTfo0MQhGAAA1C/KNxPoijmC4LgDqDq1iruRERERERERL95ilXQBUEQALwL4GnUr9ouArgDQD6AdQD2A/ibkfP+I4rio80M0x+Af+PXb2Tnw9+/yctkIVPpmpFdwHRtAVPpej2L+bUlTKXrlfQc+DFdm83k/fUm82tLmErX1Iw8pmsLsUygDFPpmpnDMkFL8NmlDN4HqDVSchX3lwD8AcAbqJ+DbriV2k8AJpg4r3cLwpwPIKXxz0dLFrfgkgQT6foh07Wl5sNIui7912IHRsklzIeRdP34oyWOjJMrmA9j91fm15aaDyPpuuzDDxwZJ1cxHywTKGE+WCZQwnzw2aWE+eB9gFoZQRRFZS4sCFcBfCKK4luCIKgBVAPoe2vxuLEAvhZFMdjIeUmiKPZpZpj+MN5KlqJ0K1l2caWi1weAIG+t4mH46FRN9qQ304OueLpW1Sg/C0LrpmQ7VT0PDSxO1+tZyufXUn2NotcH7JOugV5qi9P1SnpOitK9EIXl1YpeHwDa+LkrHgYAeGmFBmlrpgdd+ftArX1mQ7mplM+z3jrL0jU1I0/xdAUAO3xkqIUmX1Ob89Q2DcSRZYKyylpFrw8APu6Kz1KEu5vlz67MHOXLBIVlyt9jdRrlvxQBns717LLH8xrKVDca8HG3vAxrj/uAPT5z02+o7Xlq7HATpwaUvLtHADhs4lgVAC8Tx+IFQcg28roAQBRFMdRUgKIoFgIobPx6ebU9viGuy1S6Vij/nHRpptK1tJL5tSVMpWtemfKNEq7M5P21ivm1JUyla1EFl2hpKZYJlGEqXe3Q7uvS+OxSBu8D1BopWUG/AaAHgF1GjvVC/RATYy4CGKdUpIiIiIiIiIickZIV9FUAXhUEIQn/60kXBUHojPq90f9t4rxKURTTFIwXERERERERkdNRctLJawDOA9gL4NKt11YBOH3r97dNnFelYJyIiIiIiIiInJIiPeiCIGgBrACwAPVz0ccAuAwgD/Vbq30jiqLRSTWiKA5QIk5EREREREREzkyRCrooilWCINwN4ANRFL8C8JUS4RARERERERG5CiWHuB8AwN5wIiIiIiIiIgsouUjc8wDWCoJQCmAtgEw02hFQFEXuI0NEREREREQEAKIoKvIDoO7WT62Jnxqlwm5hvP1Rv8CdP8NoffFh2jKM1hQfVwnD2eLjKmE4W3xcJQxni4+rhOFs8XGlcoezxcWV/n7OFB9XCYM/Lf8Rbv2xbE4QhNfQqMe8MVEUX1ck8BYQBCEK9Xu0R4uimMowbMNe8WHatt7PzHRtvWFYw1U+M9O19YZhDVf5zEzX1l3ucLa4uNLfz1Ku8pmdLV3JOMWGuIui+JpS1yYiIiIiIiJyNUouEkdEREREREREFmIFnYiIiIiIiMgJsIJORERERERE5ARYQW+qEMDrt/5lGLZTCPvExx7h2CMMaxTCNT6zPcKwRiFc4zPbIwxrFMI1PrM9wrBGIVzjM9sjDGsUwjU+sz3CsEYhXOcz2yscSxTCdT6zPcKwRiFc4zPbIwxqIcVWcSciIiIiIiIiy7EHnYiIiIiIiMgJsIJORERERERE5ARYQSciIiIiIiJyAm6OjoA9CILAifY29t577zk6Ci6nvLzc0VEguq2AgABHR8Hl+Pv7OzoKLufrr792dBRczujRox0dBZfzwAMPODoKRLcVFBQkWPretLxKxetcd/71Z6WDwKE3xykeBgB0CNQZTVv2oBMRERERERE5AVbQiYiIiIiIiJwAK+hEREREREREToAVdCIiIiIiIiInwAo6ERERERERkRNgBZ2IiIiIiIjICbCCTkREREREROQEfhP7oBMREREREVHLCYLgD8C/8esnr2TBz6/Jy2Ql9qATERERERGRpeYDSGn889nH/3JknFwGe9CJiIiIiIjIUosBfN74xUd+/3SK3WPiglhBJyIiIiIiIouIolgIoLDx62l5lXaPiyviEHciIiIiIiIiJ8AKOhEREREREZETYAWdiIiIiIiIyAmwgk5ERERERETkBFhBJyIiIiIiInICrKATEREREREROQFus0ZEREREREQtUlNXp3gYR98ar3gY+upaxcMwhz3oRERERERERE6AFXQiIiIiIiIiJ8AKOhEREREREZETYAWdiIiIiIiIyAmwgk5ERERERETkBFhBJyIiIiIiInICrKATEREREREROQFW0ImIiIiIiIicgJujI0BEREREREStgyAI/gD8G7+edCkDvn5NXiYrsQediIiIiIiILDUfQErjn/8u/9CRcXIZ7EEnIiIiIiIiSy0G8HnjFx9+/A8pdo+JC2IFnYiIiIiIiCwiimIhgMLGr1/JqbB7XFwRh7gTEREREREROQH2oBsRFhaGl156CRMmTEBERASKiopw9OhRLF68GDt37mz2dX18fPDnP/8Z06ZNQ2RkJCoqKnDixAksW7YMq1evNnqORqPBI488gn79+iEhIQFt2rRBcHAw9Ho9Ll++jC1btmDJkiXIysoyev5///tfPPTQQ2bjtWHDBkycOLHZn8sWPD090a9fP8TExMDb2xuVlZXIyspCUlISrl+/3qJre3t7IyEhATExMfDx8YEgCCgrK8PNmzdx4cIFXLlyxeh5oaGh6N27NyIiIuDt7Q0AKC0tRXp6OpKTk5GTk9OieCnNy8sLgwYNQqdOneDj4wO9Xo+MjAwcPXoUqampLbq2j48P+vbti06dOsHPzw+CIKC0tBQZGRk4e/YsLl682OD9Op0OPXv2RNu2bREaGgovLy94eHigqqoKeXl5uHTpEo4dO4bKysoWxUtpTFPb8/T0RJ8+fRAVFQUvLy9UVVXh5s2bOHXqFNLT062+3rx58+Dr62vRe7dv344LFy7Iv6vVakRGRiIyMhKhoaHw8/ODSqVCeXk5srKy8OuvvyIjI8PqONmbu7s7unfvjoiICHh6esp54vz587h586bV15s8ebJ8D7ydgwcPIiWl6QhHX19fdOvWDWFhYfDw8EB1dTUKCgpw+fJlXLt2zeo42VtAQABmzpyJ/v37IygoCGVlZbh48SLWrl2LEydOWH29iIgIDBkyBHFxcWjXrh38/Pzg7u6O0tJSXL16Fbt378aOHTsgiqLR8zdt2nTbMN58803s37/f6rjZk/Tsj46Olp/9N2/etMmz38vLC71790Z0dLTRZ//Vq1eNnhcYGIjExES0b98eXl5eqK6uRk5ODk6fPt3kPtxalJWVISkpCefOncP58+dx7tw5FBUVAQBWrFiBqKioZl23oKAAe/bswS+//IILFy4gNzcXKpUKYWFh6Nu3L2bNmoV27drZ8JM4D6YpKYkV9Ebi4+Oxc+dOBAcHAwCKiooQHByMiRMnYvz48Xj55ZfxzjvvWH3diIgI7N27FzExMQCAkpIS+Pr6YuTIkRg5ciSWLl2Kp556qsl5gYGB+Pjjj+Xfa2pqUFxcDH9/f/Tp0wd9+vTBE088gSlTpmD37t0mwy8tLUVpaanRYwUFBVZ/HlsKDg7GjBkz4OHhAQCorKyEh4cHYmNjERMTg/379+OXX35p1rU7deqE0aNHQ6fTAQCqq6shiiICAgIQEBAADw8PoxX0Xr16Yfjw4VCp6geZ1NTUAAD8/f3h7++Pbt26YceOHTh9+nSz4qW00NBQzJ07F56engAAvV4PT09PdO7cGZ06dcKuXbtw8ODBZl27a9eumDBhgpymVVVVAOrzamBgILy8vJoUYoKDgzFmzBj599raWlRVVcHDwwPt2rVDu3btkJiYiG+//dZpGz6YprYXFBSEyZMnN/juu7u7Izo6GlFRUTh8+DCSkpKsumZFRQXc3Ew/2tzc3KDVagGgSbqMHz8e7du3l3+vqalBXV0dfHx84OPjg06dOuHkyZNOXenx9/fHyJEj4e7uDqA+L+l0OrRr1w4RERE4ceIEzp49a9U1KysroVarTR53c3ODRqMBYPx5EhUVhQEDBsjXqKyshEajQXh4OMLDw3H16lUcOnTIqjjZU1RUFN5++234+fkBqC+Y+/r6on///rjjjjvw+eefY9WqVVZd884778SDDz4o/67X61FTU4OAgAAkJiYiMTERY8aMwYIFC1BeXm7yOkVFRaitrTV6TLqPOKvg4GBMnz69ybM/JiYG0dHROHDgQIue/aNGjTL57Pf09DRaQe/SpQtGjRol30P0ej20Wi06dOiADh06IDo6Glu2bGnmJ3acY8eO4aWXXrL5dSdNmtQg/3l6eqK6uhppaWlIS0vDTz/9hJdffhmjR4+2ediOxjQlJbGCbsDd3R3r169HcHAwkpKSMG/ePJw9exY+Pj549dVX8cILL+Af//gHkpKSsG3bNquu/cMPPyAmJgYpKSmYM2cODh06BJ1Oh6effhpvv/02nnzySSQnJ+PTTz9tcJ5er8eiRYuwd+9eHDlyBFlZWRBFERqNBiNHjsT777+Prl27YtWqVejYsaPcetfYwoUL8frrrzc7bZTi5uYmF9Bv3ryJzZs3Iy8vD1qtFgMGDEDfvn0xePBgZGdnIy0tzaprR0dHY/z48VCpVPj111/xyy+/yIVHd3d3tGvXzmhPW2BgoFw5T01Nxe7du5Gfnw+gvkAxfPhwtG/fHiNGjMC1a9dMprmjuLm5YebMmfD09ERmZibWrVuH3NxcaLVaDBkyBAMHDsTw4cORlZVlsgfBlNjYWEyZMgUqlQonTpzAwYMH5bTx8PBAhw4d4O/v3+S88vJyHDhwANeuXUNmZqZc4HRzc0Pnzp0xatQo+Pr6Yvr06fj4449N9ho5CtPU9tRqNcaNGwcPDw/k5ORg+/btyM/Ph0ajwR133IHevXtjwIAByMnJsaon7YcffjB7fNy4cYiOjkZ2draczhKVSoXCwkKcPXsWKSkpKCwsBFDf+ztw4EB07NgRvXr1QmFhIX799VerP7PS1Go1hg0bBnd3d+Tn5+PgwYMoKiqCm5sb4uPj0a1bNyQkJCA/P9/kqCtjNm/ebPb40KFD0b59e+Tl5clpJgkMDJQr5+np6Th27BjKysqgUqkQExODvn37IiYmBsXFxThz5kxzPraitFotXnvtNfj5+eHy5cv45z//iWvXrsHT0xP3338/pk2bhoceeghXrlyxqjHp2rVr+Oyzz3D69Glcu3ZN/v76+flh9OjReOCBB9CjRw/87ne/w+LFi01e55lnnkF2dnZLP6bdqdVqTJo0SX72b9myRX729+/fH3379sWgQYNw8+ZNq0dYREVFYdy4cfKz/9ixYxY9+0NDQzF69Gio1WpcuXIFu3fvRnFxMdRqNbp164a77roL3bp1Q35+frMbDhwpICAAXbp0QdeuXRESEtKszqbGamtrkZCQgIkTJ6Jfv34ICgpCbW0tzpw5g/feew+XLl3C3/72N8TExKBjx442+BTOhWlKSuEcdAOPP/44oqKiUFJSgokTJ8q9DCUlJfjTn/6ENWvWQKVS4a233rLqupMnT8aAAQNQW1uLKVOmyD0FlZWVWLhwIZYsWQIAeOONN+ReCElRURGee+45rF27FpmZmXIhu7q6Gps3b8aECRMAQO7lb23i4+Ph5+eHqqoqrFu3Dnl5eQDqW/737t2Ly5cvQxAEDB482KrrarVajBo1CiqVCkeOHMHWrVsb9OxIUwSMFaji4uKgUqlQWVmJn376qUEhPjc3F+vWrZN7lKQREc6kT58+8Pf3R2VlJVauXInc3FwA9Wm6Y8cOnD9/HoIgYPjw4VZdV6vVYsKECVCpVNi/fz82bNjQIG0qKipw4cIFHDlypMm5BQUF2LVrF65cudKgN6impgZnz57FunXrANT3qDrj0C2mqe11794dvr6+qKqqwsaNG+XPXV1djYMHD+Lq1asQBAEDBgywWZju7u7o0KEDADQY2i45fPgwVqxYgeTk5AYVzeLiYmzZskUecp+QkGCzONlSx44d4e3tjerqauzevVtuPKypqUFycjKuX78OQRBsGn+dToe2bdsCgNGh7T169IBarUZpaSn27duHsrIyAEBdXR0uX74sN3R0795dHtngTMaNG4ewsDCUl5fjtddekyuL5eXl+PTTT3Hw4EGoVKrbTiVr7MiRI1i1ahXOnz/f4PtbVFSEVatWYeXKlQCAu+66y+zohdaqZ8+eJp/9+/bts9mzf9u2bRY/+/v37w+1Wo2ioiJs3LgRxcXFAOorTKdPn8bRo0cBAP369ZN75luLwYMHY+PGjXjvvffw2GOPoV+/fja57kcffYSlS5finnvuQVBQEID6xpeePXti8eLFCAgIQG1tLb777jubhOdMmKakJFbQDcyZMwdA/dwRY/MM//nPfwIAEhMT0blzZ6uvu337dpw8ebLJ8YULF6Kurg7h4eEYMWKEVXG+evWqXLCVCkmtSdeuXQEA58+fNzoEX2qlDgsLQ0BAgMXX7d69O7y9vVFSUmL10ElpCHNBQQGqq6ubHK+qqpIL740bVJxBjx49AABnzpxBSUlJk+OHDx8GAISHhyMwMNDi6/bq1Qs+Pj4oLi7G3r17bRPZWwy/bz4+Pja9ti0wTW1PuodeunRJrrQZSk5OBlDfq2VsBEFzw1Sr1aitrTU6l1QaoWTK+fPnAdT3cjpjAT06OhoAkJqaioqKpivpSo3OQUFBNssTUVFRcpo2XodBEASEh4cDqP8719XVNTn//Pnz8qgww+kFzkJqdNu9e7dciTQkjdjo1KkTIiIibBaulD91Op1Tfn9bqkuXLgDq//7Gvv/Hjh0D0LJnv3RftoQgCIiMjAQAnDp1yui0gaSkJIiiCK1W2+p6LpVq5Ondu7fJYwEBARg4cCAA4w2irR3TlJTECvot3t7eSExMBACT84sOHz4sV8xGjhxp8bWlB7yp62ZkZMhD+6ytoMfFxckVAmO9F85Mo9EgLCwMAEwusJWZmQm9Xg8Acs+XJaSK/8WLF40WCs2RWs0DAgKMVsC1Wq1cYXC2oYVarVYuEJta/C49PV1OU6lAbwmpknru3Dmr0/R2DHt4Gw+RdTSmqe1pNBqEhoYCgMnhq1lZWfICd7YaASBVCtLS0uS/lzUMzxEEwSZxshU3Nzf5WZCZmWn0Pbm5ufK85DZt2tgkXGkUUUZGRpMFCXU6nTyXV7qvNlZTUyM3JtgqTrbi4eEhV8SOHz9u9D2Gjcu2HJnQrVs3APV5ztm+vy1l+Ow3NXXN8NlvTcON9B031SBkioeHh/y8bzz1RVJdXS3/raXKPJknrdtg6+fbb5mzp6mHRq34j0YtKP5jj8/hoTGztosd/2ZOrWvXrvKCYKbmwYmiiAsXLqB///7yw/N2QkJC5AXnzM2vO3v2rDxH8HYEQUBYWBiGDh2KN998EwDkhSNMmTNnDh5++GGEh4ejtLQU586dw7p16/Dxxx8b7RG0h6CgILmQa6xnQlJQUIDw8HB5qM/tqNVqhISEAKivQEstjh06dIBWq0VpaSnS0tLwyy+/GC00njt3DgMGDIBOp8PEiRMbzEEPCgrC8OHDodPpkJqa2uKVu20tODhYTlNzC4Pl5eUhIiJCzpu3o1ar5cJzVlYWgoKCMHToUERFRUGn06GkpARXr16V57xaQhAEeHt7IzY2Vm7EunHjhtOtks00tb2AgAA5TU0VhoH6hgVre9BMCQwMlO8LUk+4taQe0vLy8mZV8JUkrfwPmG+QKS4uRnBwsFzIawl/f3+5UcDY2guGoxHMNWhIx2w1UsJW2rdvL5cLTFUkRVFEeno6unTpYlUjsjFarRYhISEYMWIEpk2bBgBmn+sA8PLLL6Nt27Zwd3dHUVERzp8/j61btzr1HOnAwEC7PfsHDBggP/vLysqQmpqKY8eONXn2G+ZV6W9ujHTM0jj91kkjoZxxOmBrxTT9bWAF/RaphwyA2cKsdMzw/fa67ieffILHHnusyevJycmYOXOm2QJjp06dUFVVhdLSUvj7+2PQoEEYNGgQnnrqKUyaNAmnTp2y5OPYlJeXl/x/UyvMA5CHvxm+3xxfX1956FFAQADuvvtuaDQaVFdXo66uTl6JvUuXLli3bl2TrZxKS0vx008/Ydy4cYiKisJDDz0kr+Lu5uaGsrIyHD582Krhc/ZiuBWSuTSVGmUs3TrJ399fTtOgoCCMGzcOGo0GVVVVqK2tlVce7t69O1atWmV2Qb85c+YY7WVOTU3FmjVrLIqPPTFNbc/wu2xseGvjY5Z+982RRtVUVFRYveCkFIfu3bsDqG/EczbSStgAjA5vb3zM8P3NJRUQ9Xo9bty40eR4VVUVqqurodFo4OfnZ3SxP61WK8dFWnneWRhOVzHXkCQds2Z6i6ENGzY0GS5bU1OD9evX44svvjB7blxcHMrLy1FTU4Pg4GAMHjwYgwcPxt69e/HPf/5TfnY5E3s9+0eOHNng2e/n54devXqhS5cuWL9+fYNnv16vR1VVFbRarcm/o06nk+Nii3uSq9u7d6/cGDp+/HgHx8Y1ME1/O1hBv8XwZmuucCMt5mJpIdyW1y0qKkJWVlaDB0hycjKefvppXL582eg5SUlJOHz4MDZu3IgbN25AFEX4+flh1qxZePvttxEZGYlNmzYhPj7ebAFECYbDx80VIqR54JbO9zYs5PXr1w/l5eVYv369XCgPDw/HmDFjEBgYiAkTJuDzzz9v0riRmpqK1atXY/z48fD392+wbZNarYa7uzs0Go3T7TFtmEbG5s9LpPS2dFEmwzS98847UVpailWrVsm9Zu3atcPEiRMRFBSEqVOnYtmyZSYbjCoqKlBaWgo3Nzf5uikpKdi2bZvZypqjME1tz/D7ZO67Lx1r6VoPgiDIc96bM+1FEASMGjUKWq0WJSUlVm/9Zg+GaWpq2y0ADRobW0IQBHmf39TUVKNz90VRRFZWFtq3b49OnTrh3LlzTeJmOGrM2db0MPyOmrvXS8ea2+hRUFAAlUoFT09POcyNGzdi5cqVJv+W27Ztw+7du3HhwgX5O96uXTvMmDEDo0ePxtChQ1FWViYvQutMlHr2G64Lcccdd8jPfmkaTXh4OEaPHo3AwECMHz8en3/+ufy3E0UR169fR2xsLHr16oWkpKQmcbvjjjuMfgZqKicnR17RfPDgwTZd7PO3imn62+JSc9AFQfAXBCGq8Y+j42UrL7zwgjzcy9fXF7Nnz0ZAQAD2798vL2DX2L/+9S8sX74c6enpcgGqqKgI//73vzFixAhUVlaibdu2eP755+35UexGpVJh06ZNDXrMMjMzsWHDBtTV1cHT01OeB2xo4MCBmDNnDmpqarBmzRosXboUS5cuxZo1a1BaWoqEhATMmjXLKReKUoLh8FSVSoX169c3GNKanp6OH374AXV1dfDy8jK7yMmPP/6IxYsXY+HChVi4cCF+/vlnhIaG4rHHHmtQAHJ1TFP76dChg7z4Y3OGtw8dOhQRERGora3F1q1bnX5/aXsIDw+XK6TmthY8c+aMfK8dMWIEgoKCoFKp4O7ujh49eqBr165yJdTZtgK0l3nz5mHOnDmYMmUKHnjgAblxeNmyZYiPjzd6zvvvv4+kpKQGDXDp6elYtGiRvCf7mDFjbLpwnbNrfE/dvHlzgzUuGj/7G6ft0aNHUVdXB29vb0yZMgVhYWFyw0n//v2RmJhotvGL6pWXl+PFF19EQUEB2rRpg5dfftnRUWr1mKa/Pa2mgi4IwlxBEHbe5m3zAaQY+bktw4ecuVZwqZBnbliWPa5bUlKC77//HoMGDUJRURFeeOEF3HvvvRadKzlx4oS8TYMjtmgz7I0015sjtVSb6700dd3c3Fyjwypzc3PlB3fjeYNdunTBwIEDUVZWhpUrVyIlJQV6vR56vR4pKSlYuXIlysrKEBwcbLNtNWzF8LOba+GX0tvSiobh+7Kzs43Ovc/JyZEXKpR61m5Hr9cjKSkJK1asAACMHj3a6RaKYpranmHPlLnvvnTM0u++KdLCUbm5ufIWeZYaMGAAevTogbq6Omzbts2q/cPtyTBNza0uLKVpS4c+S8PbCwoKGmxj1VheXh6OHDmCuro6hIaGYuzYsbjvvvswbdo09OrVCwUFBXIFv6V/Z1szHLFirjFWOmZulJylcnJy8Omnn+KTTz6Br68v/vznP1vdEPzNN99Ar9dDpVKhf//+LY6TrTny2Z+Xlyc/+xsvPpeVlYXt27ejtrYW7dq1w/33348//vGPePzxx3HnnXciJydHXkvI2UbPOYvKykq8+OKLOH/+PPz9/bFo0SKnW1uitWGa/ja1mgo6gEgAw27znsUAoo383Jbh/HBz25VJx0ytkmuv6xpeX5pj+sgjj1h1LgB5f2VHLDZh2Bhhbmi/NE3A0qG6htc1V3CUjjXewqZPnz4A6ueZGhtSrNfr5TmosbGxFsXJXgwX/DOXptJntqZBSGJuUR/pmK+vr0XXldy8eVPeo7lXr15Wnas0pqntGX6Xzc3ltPa7b4xOp5MbN6zdliYxMRGJiYkQRVHec95ZGe6lba4xWDrWksqkVquVV9Y313suuXr1Kn7++WdcunQJBQUFKCsrQ25uLpKTk7F161Z54S1HLVhqiuG0L3Pzy6VjtpwmtmnTJlRVVSE4OBh9+/a16tzKykp51JizNc4BDb/PzvTsB+pHfHzzzTc4deoUcnJyUFxcjMzMTOzbtw/ff/+93Phl7vq/VdXV1XjllVdw/Phx+Pj4YPHixVztvoWYpr9dLjUHXRTFQgCFjV+3ZDuc8+fPo66uDiqVCt27dze6R64gCIiLiwPwv/1kbyc3Nxc5OTkICQlB9+7dsXXrVqPvk+bhWXpdQ9LiPM5WWbyd/Px8iKIIQRAQFBRk8oEnreBsrhJjSK/Xo6yszOJFXBoPq5QKW+ZWzpaOWVtpUlpeXp6cpiEhISYLjNIKtJb2JkpznC1de6E5pMK5LVbstiWmqe0VFBTIaRoYGGhy1XGpl6AlheGOHTvCzc3N5N7npvTq1Uue47dv375mr/xuL8XFxXKa+vv7m6zsSvcsS3cGMCYyMhJqtRp1dXUW72RRVFSEo0ePGj0m3XPN7ZLgCNevX5fLBZGRkUYXwhMEQW6sMLVlYHNUV1fLK+5buihta+Esz35T8vLysGPHDqPHpO0hre1McXU1NTVYsGABDh48CE9PTyxcuFBe94Oah2n62+bQHnRBEK5a+gPgOSXjUlpaimPHjgEARo0aZfQ9/fv3lwuMpm7exuzatcvsddu2bSuvDmzNdSXS6s2W9twZkoa/OWIP9erqaty8eROA6T1Fw8PD5UVzrCn8SO81VzGRjpnabsVY67pEKuQ621zUqqoqedSGqVERERERDRYSs5T0XnPby0hbjDVn315p2yemaUOumKbV1dXIzs4GYHqP47CwMHlob+OdFqwhDW+/fv16g15mc7p3747BgwcDAA4ePIjTp083O3x7qampkSsypnpNg4OD5UUMWzJUX/oeGO5V3Vx+fn7yvdjZtq2sqKjApUuXAPxvZFVjcXFxciPbiRMnbBa2u7u7/P21drSDTqeTn6nSM9aZGD77TW1NZ/jsNzZU3RRLnv2WNMIbExQU1OKtGl1RXV0d/v73v2P37t3Q6XR45513TK6dQJZhmpKjh7hHAfADUGbBj+KT06Q5m3PmzDFawHnhhRcAAMeOHbOqJ8ZwLmjPnj2bHH/uueegUqmQkZEhV+Yl5uYSAvW9Q9Lc83379lkcJwDo2bMnZs+eDaB+xVhHkIaKd+nSxWirtzS0Lysry6peNGkkQnBwsNECgOHrjStUUi9Oly5djM451mg08kgKZ5yPKs2R69Gjh9HeWalXMCMjw6ohmVIlJTQ01OiWXiEhIfJQ4sa7CtxuFEv79u0V6YWyFaap7Un30M6dO8trcBiSFsXLzs5uVuMEUN8DL93LLS1Qx8XFYdiw+tlUv/zyi7znbGsgVXCjo6ONblkmbTWXl5fX7OHkPj4+cqORJcPbzVGpVPIihjdu3Gj231lJu3fvBgAMHz7caKVP2q/84sWLRnvYTTG31zYA3HvvvfLzR7r/WOr++++Hu7s76urqnHY/dOn7aOrZn5iYCKC+gcGWz/6goCC5UdCaBiGVSoXhw4cDqC8zWLuWhasSRRHvvPMOtm7dCo1Gg7feekv+21HztJY0NbUwd1FRoaOj5hIcXUFPAXBMFMX42/0A+FDpyCxfvhypqanw9fXFhg0b5MKMt7c33nnnHflBbGz1RFEUIYoiFixY0OTYunXrcPjwYajVaqxZs0butdZqtXjuuecwf/58AMCCBQuaLIayZMkSfPDBBxg4cGCDhWL8/Pzw4IMPYs+ePfD09ERxcTEWLVrU4Ny5c+di5cqVmDhxYoOCha+vLx577DHs3LkTOp0ON2/exMKFC5uRYi13+vRpFBUVQafT4d5775VbtjUaDYYMGYJOnToBAA4cONDk3Oeeew7PPfccBg4c2ORYWlqa/PAdO3Zsgwd1eHg4JkyYAJVKhcLCwiaFn5MnTwKoT6epU6ciNDQUgiBAEASEhoZi6tSpcg+6Mxbek5KSUFhYCJ1Oh1mzZsmFaa1WixEjRsj5Wip4GvrrX/+Kv/71rxg6dGiTY1evXpUL5BMnTmxQoYyIiMD06dOhUqlQUFAgp6Fk2rRpuOuuu9CmTZsGBVNPT0/ccccdmDVrFgRBQFFRUZNznQHT1PbOnDmD4uJiaLVajB8/Xr5HaTQaDBw4UJ6yc/jw4SbnPvXUU3jqqaduu0K91HsuLfB4OzExMRgxYgQEQUBSUpLJIdnO6vLlyygtLYVGo8Fdd90l36fc3NzQu3dv+T5orKd3zpw5mDNnzm17aaTe88rKSotHNvTt2xchISENGpxDQkIwcuRIhIWFQa/XO21a//zzz7h58yY8PT3x+uuvy2no4eGBRx55RB5pYWy/8k2bNmHTpk2YM2dOk2PLly/HpEmTmgxfj4iIwOOPP4558+YBqH/2Na5Ivvzyy3jwwQfRqVOnBousRURE4JlnnsHMmTMBANu3b3fKxjkAOHXqlPzsnzx5ssln//79+5uc++yzz+LZZ581us3UtWvX5Pn3Y8aMMfnsLyoqMtrwMXz4cERERDRJ1+nTp6N9+/YoLy9v1khHZ1BYWCj/GI4cLC0tbXCs8TaUd955J+688058+umnTa75wQcf4KeffoJarcbf/va339zWX7/xNJ0PIwtzf7rsX46Mk8tw9Bz04wCGW/hexfdf0ev1mDx5Mnbs2IHExEScPXsWRUVF8Pb2lufbvfzyy9i2bZvV154+fTr27t2LmJgYHD58GCUlJfJe2gCwbNkyo19UT09PPPTQQ3jmmWdQW1uLoqIiCILQoMKdmZmJGTNmNGm9V6vVmDFjBmbMmAGgfih3dXU1AgIC5AJ9WloapkyZ4rDW4JqaGqxbtw4zZsxAWFgYHnroIVRWVkKj0UClUkEURezfv7/BNmmW+vnnnzFjxgyEhIRg+vTpqK6uRl1dndzQUVpainXr1jVZzfjChQsIDw9Hnz59EBERgblz5zbZO1gURRw4cKBZ8VJaTU0NVq5ciblz5yI8PBy///3vodfrodVq5TTdtWtXs3q/1qxZg7lz5yIsLAxz5sxBVVUVRFGU07S4uBgrV65skqYeHh4YPHgwBg8ejLq6OnmFYcNevry8PKxcudLpVnIGmKZKqK2txc8//4zJkycjNDQU999/f5Pv/uHDh60a3tqYNF/v0qVLFu19fuedd8r3xi5dusgVfGM2bdrkdCNoamtrsWfPHowcORJBQUGYOHEiqqqq4ObmJqfpiRMnWhRvqREpLS3N4v3k4+Li5FFHlZWVcHNzkyvrpaWl2L17t8XTD+ytqqoKr7/+Ot566y106tQJy5cvR1lZGdzd3eVyweeff46kpCSrrtuuXTs88cQTeOKJJ1BVVYWKigrodLoG399ffvnFaOO5n58fhgwZgtmzZ6O2thZlZWXQaDQNFgfct28fPvxQ8X6NZqutrcX69esxffp0hIWF4cEHH2zy/T9w4ECzGhh+/vlnTJ8+HSEhIZg2bZrFz34ASEhIQEJCAoD6MqFGo5HzalFREdatW+d0ixlaaty4cUZf/93vftfg99WrV1u07kFWVhZWrlwJoH5E17vvvot3333X5Ps3bNhgRWxbh994mi4G8HnjFx974mn7z5l1QY6uoCcDmC4IQpQoiqm3eW8agL1KR+jUqVPo0aMHXnrpJUyYMAERERHIy8vD0aNHsWjRIuzcebud3oy7ceMGEhIS8OKLL2Lq1KmIiopCSUkJTpw4gWXLluGHH34wet7bb7+Nc+fOYcSIEejYsSPCwsKg0WiQlZWFX3/9FRs3bsRnn33WZB41UD/3/a9//SsGDRqEuLg4BAcHw9fXF7m5uTh9+jTWr1+Pzz77rFlz120pNzcXX3zxBfr164eYmBh4e3tDr9cjKysLx48fb3YBXa/XY8WKFejduzfi4uLkhonc3FxcuXIFx48fNzl/cvfu3bhy5Qri4+PRtm1beQhuUVERMjIycOLECadeJCY7OxvLly/HoEGD0KlTJ/j4+KCiogIZGRk4cuRIs+d6VlRU4LPPPkO/fv3QrVs3BAYGQqVSITs7GxcvXsSRI0eMzpfcvn07OnXqhMjISPj5+cHLywuCIKC4uBg3b97EhQsXcPr0aafeY5Zpant5eXn47rvv0KdPH0RFRcHLywt6vR7Z2dk4efJki+aet2vXTl5HwtLV2w2nDRgbdm/odkOUHaWwsBAbN25E9+7dERERAU9PT1RVVSEvLw/nzp1r0ZzkNm3ayMORrWmMSk5ORlhYGPz8/ODu7o6amhrk5+fj2rVruHTpklPnUaB+SPMTTzyBmTNnon///ggKCkJJSQkuXLiAtWvXNmvu+WuvvYaEhAT5O+/n54fa2lrcuHEDFy9exK5du0wOT//++++RkpKCLl26IDg4GD4+Pqirq0NmZibOnz+P7du3W91g4Ai5ubn48ssv0a9fP0RHRzd49iclJbXo2f/tt9+id+/e6Ny5c5Nnf1JSksln/759+9C+fXsEBQXBw8MDVVVVKCgowKVLl3Dy5Emnz6v2ZLjArvSdppZpTWlqamHujELnWvOmtRIar2DtigRBcP0PaWfvvfeeo6Pgcpy1B4nIkLOtCO8KuKet7X399deOjoLLGT16tKOj4HIeeOABR0eB6LaCgoJuvx3WLRmFVYrXudzUFken2Wpq7VN1bOuvNfphnLMLgIiIiIiIiOg3hhV0IiIiIiIiIifACjoRERERERGRE2AFnYiIiIiIiMgJsIJORERERERE5AQcvc0aERERERERtXI+HspXLUv1NYqHYY/PYQ570ImIiIiIiIicACvoRERERERERE6AFXQiIiIiIiIiJ8AKOhEREREREZETYAWdiIiIiIiIyAmwgk5ERERERETkBFhBJyIiIiIiInIC3AediIiIiIiILCIIgj8A/8avX8vKg79/k5fJSuxBJyIiIiIiIkvNB5DS+Gfpvz5wZJxcBnvQiYiIiIiIyFKLAXze+MUnn/5jit1j4oJYQSciIiIiIiKLiKJYCKCw8esllXV2j4sr4hB3IiIiIiIiIifACjoRERERERGRE2AFnYiIiIiIiMgJsIJORERERERE5ARYQSciIiIiIiJyAqygExERERERETkBVtCJiIiIiIiInAD3QSciIiIiIqIW8dGpBGveLwiCP4D5ABbf2lvdgjC0VsWpOWFYy9ZhsAediIiIiIiI7M0fwIJb/zKMW1hBJyIiIiIiInICrKATEREREREROQFW0ImIiIiIiIicACvoRERERERERE6AFXQiIiIiIiKyt0IAr9/6l2Hcwm3WiIiIiIiIyK5ubUn2GsNoiD3oRERERERERE6AFXQiIiIiIiIiJyCIoujoOChuzpw5rv8h7WzFihWOjoLLmTdvnqOj4HIqKiocHQWX4+np6egouBwPDw9HR8HlzJ0719FRcDkHDhxwdBRcTmRkpKOj4HLq6uocHQWXc//99wuOjsNvDeegExERERERUYtkl1Qr3ikqwHXaC0J83Ix+GA5xJyIiIiIiInICrKATEREREREROQFW0ImIiIiIiIicACvoRERERERERE6AFXQiIiIiIiIiJ8AKOhEREREREZETYAWdiIiIiIiIyAlwH3QiIiIiIiKyiCAI/gD8G79+8Vo2/PybvExWYg86ERERERERWWo+gJTGP/9eusSRcXIZ7EEnIiIiIiIiSy0G8HnjF3/35DMpdo+JC2IFnYiIiIiIiCwiimIhgMLGr2eXVNs9Lq6IQ9yJiIiIiIiInAAr6EREREREREROgBV0IiIiIiIiIifACjoRERERERGRE2AFnYiIiIiIiMgJsIJORERERERE5ARYQSciIiIiIiJyAtwHnYiIiIiIiFrETcW+X1tgKhIRERERERE5AVbQiYiIiIiIiJwAK+hEREREREREToAVdCIiIiIiIiInwAo6ERERERERkRNgBZ2IiIiIiIjICbCCTkREREREROQEuA86ERERERERWUQQBH8A/o1fv5qeCz//Ji+TldiDTkRERERERJaaDyCl8c/HH33gyDi5DPagExERERERkaUWA/i88Yu/f+qPKXaPiQtiBZ2IiIiIiIgsIopiIYDCxq/nl9XaPS6uiBX0ZvDz88OkSZPQu3dvBAQEoKKiAleuXMHmzZtx5swZm4QhCALeeOMNxMTEAABWr16NH3/8scn7NBoNEhIS0KtXL8TGxiI0NBRqtRpFRUW4fPkytm/fjnPnztkkTkoKCwvDSy+9hAkTJiAiIgJFRUU4evQoFi9ejJ07dzb7uj4+Pvjzn/+MadOmITIyEhUVFThx4gSWLVuG1atXGz1Ho9HgkUceQb9+/ZCQkIA2bdogODgYer0ely9fxpYtW7BkyRJkZWU1O1724OfnhwkTJiAhIUHOp1evXsWWLVtw9uxZm4QhCAJee+01REdHAwDWrFmDNWvWWHz+nDlzMGbMGADAuXPn8NZbb9kkXkrx9/fHlClT0KdPHwQGBqK8vByXL1/Gxo0b8euvv1p9vbZt22LAgAHo1KkT2rZtC19fX7i7u6O0tBSpqanYv38/9u7dC1EUTV6jXbt2mDhxInr06CH/nVNTU7F9+3YcOnSoJR/XLgzzqb+/v5xPt27datN8umDBggb5dO3atRaff//99zfIp2+//bZN4qUUX19fjB07FvHx8XKapqamYseOHbhw4YJNwhAEAX/5y18QGRkJANiwYQM2bNhg8v3h4eG4++670aVLF/j6+qKyshLXr1/H/v37cfz4cZvESUlFRUXYuHEjTp06hYKCAnh6eiI6Ohp33303unXr1uzrnj59Grt27UJKSgrKy8vh7e2Nzp07Y/To0XJ+tdS2bdvw3XffAQCCgoLw7rvvNjte9uLl5YUBAwYgNjYWPj4+qKysRGZmJo4dO4a0tLQWXdvb2xuJiYmIjY2Fr68vBEFAaWkpsrKycO7cOVy+fNnkuW5ubkhISEBcXBwCAwOh1WpRVlaGvLw8pKam4pdffmlR3BzF3d0dXbt2RUREBDw8PFBdXY28vDxcvHgRN2/ebPZ1IyIiEBMTg8DAQOh0OtTW1qK0tBSZmZm4cOECKisrbfgp7M/d3R3du3dH27Zt4enpiaqqKuTn5+P8+fPNSrdJkybB29vbovceOnQIKSlNO6V9fX3RtWtXhIWFyX/LwsJCXL58GdeuXbM6TuRcWEG3Uvv27fHKK6/Ax8cHAFBeXg4fHx/06dMHCQkJWLlyJX766acWhzNmzBi5cm7O888/j/j4ePn3qqoq1NbWIjg4GMHBwRgwYAA2bdqEr7/+usVxUkp8fDx27tyJ4OBgAPUFoeDgYEycOBHjx4/Hyy+/jHfeecfq60ZERGDv3r1yOpaUlMDX1xcjR47EyJEjsXTpUjz11FNNzgsMDMTHH38s/15TU4Pi4mL4+/ujT58+6NOnD5544glMmTIFu3fvbt6HVlj79u3xl7/8pUk+7d27N3r16oUffvjBbGHaUs0pREqioqJw9913tzgO9tKhQwcsWLAAvr6+AOrT1NfXF3379kWfPn3w7bffWlXpA4B+/frhvvvuk3+vrKxETU0N/P39kZCQgISEBIwcORJvvfUWKioqmpw/ePBgPPnkk9BoNACA0tJSeHp6omfPnujZsyf27NmDDz/8sPkfWmHt27fHiy++aDafbty4scXhjBo16jeTTyMiIvDss8/Khb+Kigp4e3ujZ8+e6NGjB9atW4ctW7a0OJzhw4fLlfPb6devH+bNmyfn07KyMrmi0LVrV8THx+Pzzz9vcZyUcv36dSxcuBClpaUAAA8PD5SUlODkyZM4deoUpk6dinHjxll93a+//hq7du0CUN/g4eHhITdOHzt2DHPmzMFdd91l0bXy8/Otahx1BiEhIZg9ezY8PT0B1N//PDw80LFjR8TGxmLPnj04cuRIs64dFxeHe+65BzqdDkB92Qiof74HBgbC09PTZAU9KCgI06ZNQ0BAAACgtrYW1dXV8PPzg5+fH6KiolplBd3Pzw8jRoxokCZarRYRERFo27YtTp061awOnQEDBiAqKkr+vbq6Gmq1GgEBAQgICJD/lvn5+bb6KHbl7++PESNGwN3dHUB9uul0OjndTp48aXVjcmVlJdRqtcnjbm5u8v3SWLpFRUWhf//+8jWqqqqg0WjQpk0btGnTBikpKa2igZ5MYwXdChqNBs8//zx8fHyQkpKCZcuW4caNG/Dw8MCUKVMwfvx4zJw5E6mpqTh9+nSzwwkMDMT06dORk5MDjUYDfzOrIarVamRmZmLXrl1ISkpCZmYmACA0NBSzZs3CgAEDcM899yArKwvbt29vdpyU4u7ujvXr1yM4OBhJSUmYN28ezp49Cx8fH7z66qt44YUX8I9//ANJSUnYtm2bVdf+4YcfEBMTg5SUFMyZMweHDh2CTqfD008/jbfffhtPPvkkkpOT8emnnzY4T6/XY9GiRdi7dy+OHDmCrKwsiKIIjUaDkSNH4v3330fXrl2xatUqdOzYEUVFRbZMkhbTaDSYP38+fHx8kJqaiuXLl+PGjRtwd3fHvffei3HjxmH69OlITU1tVq+vJCAgAFOnTrUonzYmCAIefvhhiKKIlJSUZlee7EWr1eLFF1+Er68vrl69in/9619IT0+Hh4cHpk+fjkmTJuG+++7D1atXcerUKYuve/36dXzzzTc4e/Ys0tPTUV5eDqC+ZXz48OGYPXs2unbtioceegjLli1rcG5MTAyeeuopuLm54dixY/jss8+Qk5MDNzc33HXXXXjkkUcwbNgwpKenW91wYA8ajQZ//OMf5Xz673//u0E+veeeezB9+nSkpaU5NJ8+9NBDrSafajQaPPnkk/D29sa1a9fw3//+F5mZmXB3d8f48eMxatQoTJ48GdeuXWvRyCp/f39MmjQJeXl5cHNzg5+fn8n3dujQAQ888ADc3Nxw8uRJrFy5Uj5v4MCBmDlzJgYMGIDMzEybNBzYWlVVFf71r3+htLQUHTp0wGOPPYaIiAhUVFRg/fr12Lp1K3788Ud06NABPXr0sPi627dvlyvn48ePx9ixY+Hp6YnS0lKsXbsWu3btwtdff42IiAh06tTpttdbsWIFKisrERMTg6tXrzb789qLm5sbpk2bBk9PT2RlZWHjxo3Izc2FVqvFoEGD0K9fPwwbNgw3b95EamqqVdeOiYnBpEmToFKpcOrUKRw5ckSu5Li7u6NDhw4m86yPjw/uu+8+eHl5IT09HXv27EF6ejqA+u9XWFgYOnfu3KLP7ghqtRpDhw6FTqdDfn4+Dh8+jOLiYri5uaFHjx7o0qULevbsiYKCAqtGB8bGxsqV8wsXLuDs2bOorKyEIAgICwvDHXfcAS8vLwwcONAmja32JqWbu7s78vPzcejQIRQVFcHNzQ3x8fHo2rUrevXqhfz8fKvS7Xb3uqFDh6Jdu3bIz89vUsYMCAiQK+fp6ek4fvw4ysrKoFKpEBMTg8TERERHR6OoqMhmo9DI/riKuxVGjhyJkJAQVFRU4L333sONGzcA1PdQrFixAr/88gtUKhVmzZrVonAeeOABeHh44Msvv0R1dbXZ965cuRJ/+tOfsHHjRrlyDgDZ2dn417/+JRdsx48f36I4KeXxxx9HVFQUSkpKMHHiRPlmUlJSgj/96U9Ys2YNVCqV1UOfJ0+ejAEDBqC2thZTpkyRWxIrKyuxcOFCLFmyBADwxhtvyK2UkqKiIjz33HNYu3YtMjMz5eHF1dXV2Lx5MyZMmAAAci+/sxkxYoScTxctWiTnU71ej++++w7Hjh2DSqXCjBkzWhTOvHnz4OHhga+//vq2+bQxqUdz+/btcuHHmd19990IDQ1FRUUF3nnnHTnOFRUV+Oqrr3D06FGoVCrMmTPHquseP34ca9euxcWLF+XKOQAUFxdj3bp1csV68ODBTVrbp02bBjc3N2RnZ+O9995DTk4OgPoRH9u3b5enxEydOtXioXT2NHz4cDmfLl68uEk+PX78uE3z6TfffGN1Pr377rtbVT4dMmQIgoKCoNfrsXTpUvmZoNfrsXr1apw4cQIqlQr33ntvi8KZPXs23N3d8f3336Ompsbse8eNGwc3Nzfk5ubik08+QV5eHoD6fLpv3z5s2rQJAHDPPffIPanOZM+ePcjLy4NOp8MzzzyDiIgIAPW96LNmzULv3r0hiqLRKWim1NbWyiPt+vfvj6lTp8qf3dvbG3PnzkWXLl0giiJ++OGH217vxIkTSE5ORp8+faxqJHCkhIQE+Pn5obKyEqtXr0Zubi6A+gaRXbt24eLFixAEAcOGDbPqulqtFmPHjoVKpcLBgwexadOmBj2Qer0eFy9eNNkDPmbMGHh5eSEtLQ3ffvttg+99dXU10tPTWzTtzlFiY2Ph5eWF6upq7Nu3D8XFxQDqv4cnTpxAeno6BEFAz549rbquNIrm5s2bSE5Oloeyi6KIrKwseQSEj4+PVY2jzqJjx47w9vZGdXU19uzZI1eWa2pqkJycjOvXr0MQBCQkJNgsTJ1Oh/DwcAAw2tjWo0cPqNVqlJaWYv/+/SgrKwMA1NXV4fLly/JU2+7du0Or1dosXmRfrKBb4c477wQAHDx4EAUFBU2OS62D0dHR8pfLWn369MEdd9yBpKQkJCUl3fb9ly5dMjs/df/+/QDqe9S9vLyaFSclSRWaFStWICMjo8nxf/7znwCAxMREq1qtpetu374dJ0+ebHJ84cKFqKurQ3h4OEaMGGFVnK9evSo/8Nu2bWvVufYwcOBAAPXzlozl059//hlAfT5t06ZNs8Lo3bs3+vbti+TkZCQnJ1t1bkBAAKZNm4b8/HyrCrWONGTIEAD13ydjw83WrVsHoL7nxpZ54sqVKwDqC52GlWyVSiUXpLZs2WK0krRhwwbU1dXBw8MD/fr1s1mcbEXKp4cPHzabT6OiolqUTxMTE1uUTwsKClrN0GHp73z06FEUFhY2Ob5161YA9YXqsLCwZoXRs2dPJCQk4NSpU7cdLSIIArp27QoA2Lt3r9F8umPHDtTV1cHd3d2mhVxbOXz4MID6YbzSkGdDY8eOBQCkpaVZ3IOWmpoqD5c3NX1i9OjRAIDLly8jOzvb5LX0ej2++eYb6HQ6zJ4926LwnYE0b//cuXNyWhg6evQoAKBNmzYIDAy0+Lrx8fHw8fFBcXExDhw4YFWcQkJCEBsbC6B+Pn9dXZ1V5zszqSKdlpZmdLqUNKImMDBQnnJkCWnYt7F7ONBweLabW+sbtCuNDkhNTbVput0uTLVajdra2ibrMAiCINcvLl26ZDSPnj9/Xh712a5dO5vEieyPFXQLubu7y8MbTRVKLl++LLdkde/e3eowdDodHnzwQVRWVuKLL75ofmQNGD74VCrn+nNLC7gApof7HD58WC5ojhw50uJrDx8+3Ox1MzIy5FZGayvo0qIxAIwu3OFI7u7u8gPF1LDgK1eutCifarVaPPDAA6isrMRXX31l9flSj+a3334LvV5v9fn25u7uLq9jcOLECaPvuXTpkpymtuzBiouLA1BfCDcc5ubj4yMXjIw1bEnnSIUma3tFlGaYT01NBzLMp81ZhEur1WLevHmorKxs1hocc+fOhYeHB1asWNEq8qlOp0OHDh0AwOSwRmkhMgDo0qWL1WFotVrMnj0bVVVV+P7772/7fm9vb3m+q6mFlCorK+W8LVXmnUVFRYVcQDZ1r4yJiYGHhwcA0+nemDSKAIDJxifD181dd+3atcjPz8eECRMQFBRkUfiOptVq5c9n6hl648YN+Xtn6VoHwP/uFRcuXLC6gi39jW/evNngb9Taubm5yWUWU41IeXl58jx9axrvpHu0scYrAHK4tbW1Tjcd8HYM081whKqh3NxcOd2a25DcmFTXyMjIaLK4nk6nkxs6pFEQjdXU1MiNCc3tLCTHa33NWQ7Stm1buYIrDcVsTBRFZGZmomPHjvIwOGtMnz4dwcHBWLVqlTzcq6WkQlhhYSFKSkpsck1b6dq1q5ympla/F0URFy5cQP/+/S0upIeEhMgLzplbVf/s2bOIj4+36LrSfKqhQ4fizTffBFDfEm2LBQFtyTCfmhqSKw09i42NbVZv7/Tp0xEUFIQffvjB6nyakJCAvn374tdff2324j/21q5dO4vSNCMjA506dUL79u1bFJ5Wq0VwcDCGDBmCSZMmAWja0GQ4asZcw5s0LL6lcbI1S++nUj5tzv102rRpCAoKajB81lKG+VTqyXN24eHhcpqaKkyKooibN282e5TXpEmTEBgYiHXr1lldgREEweQxKd7ONiLJcIqTqTyoUqnkRZlMpXtjhmlhqhJp+Lqp70haWhp27NiB8PBwuce9NQgKCpLTwNx3Mz8/H23btrW44UGtVsuVy5s3byIwMBCDBg1CZGQkdDodSktLkZKSIs+/bkzKfzdv3oROp8Odd96Jzp07w9vbG3q9Hjdu3MAvv/xi8u/hrKQV7AGYrSSXlJQgKChIXgjVEleuXEF4eDjCwsLQu3dvo3PQgfqymLVTjBzNz8/PonQrLi5GcHCw2bU4rAnTXAeQ4bPf3D1VOmaLOFmrts70qF6bMf3RXQYr6BYybB00NZTH8Ji1c20iIyMxZswYZGRk2KzSFxAQIPc679271ybXtCXDAqKpXkDDY5YWKG153U8++QSPPfZYk9eTk5Mxc+ZMp+tZM8x3xoa4SlqST0eNGoXMzEyrF3yRet6rq6vx5ZdfWnWuIxmmkblVaJubppLvvvuuyTzzmpoabN26Fd9++22D10tLS6HX6+Hu7o527doZrUR6e3vLcXG2uX+GhQZz+VQ6Zm0ho0OHDi3Kp/PmzWt1+dTSNJUKmtYUwoH6Rp7hw4cjKytLHip/O4b5NDw83OgIFE9PTznujihMmmNYKDcXN+n7ZS7dDRlWODMzM40uAmf47DJWOairq8OXX36Juro6zJ07t1UNHzacbmdseHvjY5auoeHn5yffQwMDAzFmzBhoNBp5dxt/f3/07t0b3bp1w+rVq3H9+vUG5xuW8x588EEEBATIK7h7e3sjLi4OnTt3xq5du1rVKu7SCA8ARodpNz5m+P7bSU9Px6lTp9CjRw/ExcUhLi5OXsVdpVKhsLAQR44ccbrRhpaQRqkBlqWb4fubSxqtJzUINVZVVYXq6mpoNBr4+fkZ7TTQarXy39AWcSLHcK4xz05MGqYH/G+7DmOkY9Z8KQRBwKOPPgq1Wo0vvvgCtbW1zY/oLSqVCk8++SQ8PDyQm5uL9evXt/iatmb4kDZ385OGZFr6kLbldYuKipCVldWgYpacnIynn37a7B6qjqJ0Pn3ooYegVqvx5ZdfWp1Pp02bhuDgYPz8889Ov4e8IcM0Mpem0lC05j4QCwsLUVhY2GBIm7RCdOO0rqurk4eGjxkzpsHfXTJ58mT5/9YUuOzB0nzanDSVdghQq9X46quvrM6nU6dORXBwMDZt2tSifYHtzXAxIHM9VVJ6G8szpgiCgDlz5kCtVuP777+3OE2lEVAAMGzYMKMLFkn7y1sbJ3sw/C6aW2xJOmbpXs8dOnSQnzubN29uclwUxQavG2sI3rVrF1JTUzFgwIBmTVdwJMOFWc3lVemYpQtdGd4nBgwYAL1ej++//x6LFi3C4sWL8fXXX8sL/t17771N7ivS7z169ICvry+2bt2KRYsW4YMPPsCyZctw+fJlCIKA4cOHO92oJHMMG2/MfXelNSKsbew5e/Ysjhw5Iv+9NBqNPCrGzc2t1S5UZmm6SccaLzhsLUEQ5KlfaWlpRteXkkZBAUCnTp2MbtVmOCq0pXEix3F4BV0QBJ0gCE8KgrBUEIQFgiAY3U9EEIS7BUEwu3SmIAj+giBENf4xVwB0BqNGjUJsbCwOHz7cou2EDD344IPo1q0bqqur8dFHH5mtqJJpL7zwAsLDw+VhX7Nnz0ZAQAD2798vL2D3W3H33XcjNjYWR44cMTt1wJgOHTpg9OjRyMnJccrGImfw+9//Hv/3f/+HuXPn4oknnsD69esxevRovPfee0anYUgV98DAQLz88svo2LEj3Nzc4O/vj2nTpmHSpElygcvcQpKuZuTIkYiJiWE+taFhw4YhKioKx44ds3p7tk2bNsm9l08//bS8AJKvry/GjRuHUaNG/ebyqZubm7xv+okTJ/Dll18iJycHNTU1yMzMxPLly3H16lW58N14KKu0cKGHhwdmzpxp9/g7K8N0UqlU2LhxY4Mt2m7cuIG1a9eirq4Onp6eTdbmkM5XqVQ4cuQIkpOT5cpXcXEx1q5di+LiYgiCgP79+yv/gVoBNzc3DBkyBAMHDkR2dja2bt2KH374AevXr8cvv/wCjUaD3r17y4uCkmnh4eFyY7q5rRLPnDkj5+Hhw4cjKCgIKpUK7u7u8pZ5Ur79rdxTXZFDx0QJguAJ4ACAnvjfjIKXBUH4f6Iovtvo7WEAbrffxnwACxq/eP78+RYvktS4Jd3U0GappdDSoc/+/v6YMWOGvF2TLcycORN33303amtrsXTpUly8eNEm17U1aXERoL6Hz9RQN2n7GXND4cxd1xRrr1tSUoLvv/8e+/btw9mzZ/HCCy/gwIEDTrXHtJL5dNq0aaioqMA333xjVZwa92i2tnlohmlkLk2l3j9bTHvIzc3FV199hZycHDz66KP44x//iKeffrpBb/Ply5exfPly/O53v0O3bt2abEV49epVXL58GaNHj27wnXAGluZTa9PUMJ+uWLHCqjgZ5tPmbB3oaIZ5Q6PRmOzNtba318/PD5MnT0ZFRQVWrVpldbxSU1PxzTffYM6cOejUqRP+8pe/NDielpaGtLQ0DB061OkakhuP9DD1PGnOqITRo0cjMzMT+/btw549e7Bnz54Gx4cMGYL09HSkpKQ02X5uxYoVqKiowP333+900wIsYfjdkoagGyP1/lnayWL4vpycnCYrYAP199a0tDRER0cjKiqqwfQgw7/xsWPHmpxbW1uL5ORkDBs2DB06dIAgCK2iAmS4e4JarTa5NaLUY3y7rRMN9e7dGxEREcjKysK+ffsahHnlyhUUFxdjxIgRiIyMRGpqqsXrNDgDS9NNakhr6TNDWhyuoKDA7FTavLw8HD16FP369UNoaGiDUUhA/VS8vLw8dOrUqdU9x+h/HN2DPh9ALwD/QH0lfTyA4wDeEgRhaTOutxhAdOMfWwz/MvyymFqt0vCYpXPRZs2aBU9PT2zYsAEVFRXQ6XQNfqQWXTc3N/k1cyZPnozJkyejrq4On376qVMvcGQ4x87c4kDSMUtv7Epd1/D60rZLjzzyiFXnKs0wn5qbd2xtPp05cyY8PT2xceNGs/lUrVY3yaeDBw9GbGwsTp8+jXPnzjU5VxoKp1KpmlzPGRimqbntfqxNU0ts374dVVVVCAwMRO/evZsc37VrF/70pz9h69atSEtLQ25uLi5evIivvvoKf/3rX+XKmLMVigzTyFw+lY5ZuvrvjBkz4OnpiZ9//tnq++ngwYMRExNjMp9KhTBnzaeWpqlUoTO1AnBj9957Lzw8PLB161bo9fom6SIx9t2XHDx4EH//+9+xd+9epKenIz8/H1evXsWPP/6If/7zn3JFzNx2Yo5gmI7m8qCU9tas9SBNGZo/fz4SExPRpk0bBAcHo1u3bnj88cfx0EMPyX8jw1W1z58/j6SkJLRt2xYDBw6EXq9v8GM4GkF6zRbT5mzJsFHc3BQz6ZiljeiG7zO3Xoi0wGHjbbGk8ysqKkw2FknX1Wg0Tjd1yBTDz2IuztIxSxvK3Nzc5EqlNJWlsZycHPkZ2pzFPh3J2nRrSeO84ZZolszXv3r1KjZt2oRLly6hoKAAZWVlyM3NRXJyMrZu3So/r5xtcWiynKNXFZkB4HtRFP/frd9/FQRhC4APADwlCIJGFMX/s/RioigWAihs/Lq0J3ZLZGRkoK6uDiqVChEREUYLvIb7E1q6yqe02viMGTMwY8YMk++TKt6A6c8zduxYebjbV1995ZQLwxk6f/68nKbdu3c32tMvCIK81ZSlW9jk5uYiJycHISEh6N69u8kFjaRhw5Ze15D095X2THUWmZmZcpq2a9fO6FxvQRDk7UDMLaJnSFrUaPr06Zg+fbrJ902aNEleefyBBx4A8L88Hh8fj08++cTkuXFxcfLxf/zjHzh//rxFcVPajRs3GqSpsTQTBEFu8Gm88FBL1NTUoLS0FIGBgSa3vklPTzeZrlLhydlG0RjmU6n3pTHDfGrp/VTKp9OmTcO0adNMvm/ixImYOHEigPrpQIbnxsfH49///rfJc+Pi4uTjb731ltPk06ysLDlNw8PDjc6fl1ZWBixvtJHSxfAZZMw999yDe+65B0D9dI3GMjMzTY5qkObzmhvW6Qht2rSRe0lv3LhhdBuluro6Of82Z2X8+Ph4xMfHN3m9tLRUrkgaPmekVc8zMjLw9NNPm7xufn4+nnrqKQDAww8/jMGDB1sdN6Xk5+dDFEUIgoDg4GCTlWmpQdTSHQMqKipQWlpq8Xo1jeXm5iIkJMTi97eG3nOgvjFOSm8/Pz+TlTapwcLSxjsfHx+5gd3cKC3pGWa4PlBrYGm6SQtutmQbucjISKjVatTV1TWYlmFOUVGRycUKpQ4DW+0IRfbn6B70WAC7DF8QRbFOFMWnAbwJ4FFBEP7jkJg1otfr5VYtYw9ToP4hKt2ArJ372FIjR47EvHnzAADffvutxavsOlJpaak8jGzUqFFG39O/f3+5V2LHjh0WX3vXrl1mr9u2bVt5z1NrriuRKj6Wtuzbi2E+NbVvryPzaWuk1+vlikOvXr2MvqdTp05ymtpqHQmgftEi6eFvbet8u3bt5P2D9+/fb7M42YJer5cLIab2jY+JiZHTtDmNaL81lZWVuHbtGgDT+4lHRUXJw6WdpWEhPDxc7jlythFfHh4e8qJNpvLg1atX5Z42S7cCtYSUFr6+vk63P3xLVVVVyQ1EUvo21rZtW3nRNmND1U2R3mtutJPU6NS4QiXdkzw8PEz2mErXraysdLopGabU1NTIjSCmGnqDgoLkEVeWLo5p2EDReBqGIek+3tqGWxumm6nGt+DgYDndWrL4rbR6e2ZmZounyfn5+ckVdEsr++R8HN2DrgdgdIlBURT/nyAItQBeFQRBBcDsAnH2cPDgQcTGxmLQoEFYs2ZNk6Gs48ePB1D/wLa0d0LaU9uUxYsXIyQkBKtXr8aPP/5o9D1DhgzBQw89BKB+4agNGzZYFLYzWLFiBfr164c5c+bgjTfeaHKDe+GFFwDUzwezphdwxYoVmDlzJkaPHo2ePXvi1KlTDY4/99xzUKlUyMjIkCvzErVabXZIYMeOHXHvvfcCQIM5V87i8OHDiI2NxZ133om1a9c2KYRIvVwpKSkWP1Aaz29u7L333kNISAjWrFkjD/+XGHvN0P/93/9hyJAhOHfu3G3DcZR9+/ahY8eOGDx4MFatWtXkuy/1xl65csXiUQlA/XBpU/sgA8C4cePkeYHWVKjc3Nzk7QGTkpKsKuDay6FDhxATE4OBAwfaLJ++/fbbZo8vXLhQzqeN145Yu3at2fUkHnvsMTmf3i4cRzl69CiioqLQr18/bNy4sUlPmNRgmZaWZnEh/P333zd7/M0330RQUBA2bNhg9bNHrVbjvvvuA1DfsOWM+0v3799f3jt74sSJTYaxb9myBUB9D5ixHvbmyM/Pl7dbHT16dIPVpAcPHmy2N3zdunVYv349goKC8O67jZfycR7nzp1D27Zt0a1bNxw4cKBJD2y/fv0A1FdYzA1Xb+zXX39F9+7dERISgsjIyCb3vuDgYLnh8sqVKw2OXbx4ESNGjIBOp0Pfvn2bPN/VarU81ai1bRuWlpaGoKAgREVF4cyZM00qgdJU0Pz8fIuHRZeUlKC2thZqtRqxsbFG79MBAQFyZdHSkRDOJDU1VU6306dPm0y3vLy8Zg8n9/HxkUcatnQUkUqlQt++fQHUj7Kx5ZQ7si9H96BfATDA1EFRFF8D8AaAB2/961A7duxATk4OPDw88MILL8jzadzd3XHffffJD5SVK1c2Ofebb77BN998g6lTp9o0TnfccQf+7//+DyqVChs2bMDq1atten2lLV++HKmpqfD19cWGDRvkngJvb2+888478jDVl19+ucm5oihCFEUsWNBkXUCsW7cOhw8fhlqtxpo1a+QVV7VaLZ577jnMnz8fALBgwYImrbpLlizBBx98gIEDBzaYT+nn54cHH3wQe/bsgaenJ4qLi7Fo0SKbpIMt7dy5U86nzz33nDz02t3dHbNmzcIdd9wBAEYXfPryyy/x5ZdfYsqUKXaNs7Pbvn07srOz4enpiZdeeknu8XN3d8fcuXMxYED9bczYEN5Vq1Zh1apVRqewLFq0CGPHjm3Sq9G2bVs8/PDDmDVrFgDgyJEjcu+ooUcffRRdunSR86kgCOjSpQsWLFiA7t27o6ioyOy0AkfatWuXyXw6c+ZMOZ/+8MMPTc794osv8MUXX8gNZVRv3759yMvLg4eHB5566im510en02Hq1Kno06cPABhtiPj444/x8ccfY8KECTaP1+zZs9GxY0e5p0kQBHTs2BHPPvssOnfujOLiYqsXn7SXYcOGISgoCHq9HkuWLJEb4KRF85KSkgDA6LP90UcfxaOPPop169Y1OZaeno7169fjxo0b8rzxyspKHDlyBG+99RaKi4vRsWNHjB49WsFP5zgnTpxAUVERdDodpk+fLvdqa7Va3HXXXfLUNmNT9V588UW8+OKLGDRoUJNjqampcuV5/PjxDXro27Zti3vvvVfen1vaqlKi1+tx+PBhAPUNM71795bn8vr6+uLee++Fr68vampqcPDgwZYngh1duXIFZWVl0Gg0GDp0qDwyy83NDb169ZKnmTTuzADqv7+zZ89uMtqptrZWTuv27dvjjjvukHvSpelLgwcPhkqlQlVVVatr1ADqF2MtLS2FRqPBXXfd1SDdEhIS0KFDBwDAyZMnm5x7//334/777zc56lYi9Z5XVlZa3EjZt29fhISENNhmLSQkBCNGjEBYWBj0er3iI5JM7ZxVxEYBm3B0D/o2AH8UBMFHFEWjTU+iKL4mCEIdgNcAOHTCT3V1Nd5//328/PLLiI6Oxrvvvovy8nK4u7vLPWErV65sctNX0v333y9/QW/Xsr548WJcunTJXlGziF6vx+TJk7Fjxw4kJibi7NmzKCoqgre3tzwf5+WXX8a2bdusvvb06dOxd+9exMTE4PDhwygpKYG7u7u8INGyZcvw6aefNjnP09MTDz30EJ555hnU1taiqKgIgiA0WBwwMzMTM2bMcMoen+rqaixevBh/+ctfEB0djbfffrtJPv3hhx9sOhTb1VVVVeHdd9/Fq6++ipiYGCxatKhJmn777bdGCzfmtG3bFo8++qgchuEiXJKkpCR8+OGHRs8fO3Ysxo4dC6B+uoW7u7vc25adnY23337baeegVVdX44MPPsCLL76IqKgovPXWW8ynLVRdXY2lS5fi2WefRWRkJBYsWCAvliel6bp166zeKq2l7rrrLtx1110A6ueq6nQ6OZ/m5uZi6dKlZlctdiStVounn34aCxcuRFpaGv7f//t/8PDwgF6vl+enTp061eRUDVNKS0uxbt06rFu3DoIgwMPDAxUVFfKw4S5duuAPf/iD0X2OXUFNTQ1Wr16N2bNno02bNnjsscdQWVkp76EtiiL27NnTrCG669evx3333YfQ0FDMmjULVVVVEEVRvq+WlJRg9erVRlflPnz4MIKCgtCjRw+MHj0aI0eObLC6e01NDX7++Wfk5OS06PPbW21tLfbt24fhw4cjMDAQ48aNQ1VVFdzc3OT0PnXqlNXDtE+cOAE/Pz+EhIQgNjYWsbGxqK6uhlqtluenV1dX4+DBgxavxu9MamtrsXfvXowYMQKBgYGYMGFCk3Q7efJki4a3G+59bm5EnaHOnTujc+fOAOrLDmq1Wr5XlJaWYs+ePSgvL292nCw0H0Z2zlq+dAn+/PKrSoft8hxdQf8K9UPcOwFIMvUmURTfEAQhD0Bfe0XMlGvXruHFF1/EpEmT0Lt3bwQEBKCkpEReUdHec3oNVxG+3QqyhsPknMmpU6fQo0cPvPTSS5gwYQIiIiLkbSQWLVqEnTubN7vhxo0bSEhIwIsvvoipU6ciKioKJSUlOHHiBJYtW2a0Zw6oHyZ77tw5jBgxAh07dkRYWBg0Gg2ysrLw66+/YuPGjfjss88sXkjFEa5fv46XX34ZEyZMQEJCAgICAlBaWoqrV69i8+bNnNPbDGlpaXj++ecxZcoU9OnTB4GBgSgpKcHly5exYcOGZlUk3377bcTHxyMuLg6BgYFy70xmZiYuX76Mffv2ITk52eT5X331FeLj49GuXTv4+fmhoqICGRkZOHz4MLZu3er0BaLr16/jlVdekfOpv7+/nE+3bNnCfNoMN27cwBtvvIGxY8ciPj5eTtPU1FTs2LHD5GrLSvrxxx8RFxeH8PBw+Pj4QK/X4+bNm0hOTsaePXucfm5q+/bt8cYbb2Djxo04deoUCgoK4O3tjejoaIwaNapZc8/Dw8Mxbtw4nD9/Hrm5uSgvL4evry8iIyMxcOBAeUSeK8vJycFnn32GAQMGIDY2Fj4+PqioqEBmZiaOHTvW7Kk5er0eX375JRITE9G1a1cEBARApVIhJycHly5dwi+//GJ2nu/GjRtx5coV9OrVS37+FxUVIS0tDUePHm2VQ7WB+t0GNm3ahK5duyIiIgIeHh6oqqpCXl4eLl68aPG0F0M1NTXYuXMnoqKi0KFDBwQEBECr1aK2thbFxcXIysrCxYsX7VFZVExhYSF+/vlndO/eHW3btoWnp6ecbufPn29WuknCwsLkOfrWjDBITk5GWFgY/Pz84O7uLs+Xv379Oi5dumSvnRsWA/i88YuPP/lM6xsq4YSE1rIKZUvMmTPH9T+knVm7xzDdnrTIH9lOa1nEpzUxtxgQNU9r2a6pNZk7d66jo+ByDhw44OgouBxpPjzZjqW90GS5+++/3+I9RXNKapSvcznPDqctFuLtZvTTOHoOOhERERERERGBFXQiIiIiIiIip8AKOhEREREREZETYAWdiIiIiIiIyAmwgk5ERERERETkBFhBJyIiIiIiInICzrkxNhEREREREbUa7ho79P3aY5s1B2/QzR50IiIiIiIiIifACjoRERERERGRE2AFnYiIiIiIiMgJsIJORERERERE5ARYQSciIiIiIiJyAqygExERERERETkBVtCJiIiIiIiInAAr6EREREREREROwM3RESAiIiIiIqLWQRAEfwD+jV+/lpkHf/8mL5OV2INORERERERElpoPIKXxz9IPP3BknFwGe9CJiIiIiIjIUosBfN74xSf/8McUu8fEBbGCTkRERERERBYRRbEQQGHj10v0dXaPiyviEHciIiIiIiIiJ8AKOhEREREREZETYAWdiIiIiIiIyAmwgk5ERERERETkBFhBJyIiIiIiInICrKATEREREREROQFus0ZEREREREQt4uOuEqx5vyAI/gDmA1h8a+s2m2uNYbAHnYiIiIiIiOzNH8CCW/8yjFtYQSciIiIiIiJyAqygExERERERETkBVtCJiIiIiIiInAAr6EREREREREROgBV0IiIiIiIisrdCAK/f+pdh3MJt1oiIiIiIiMiubm1J9hrDaIg96ERERERERERO4DfRg96/f39HR8HldOjQwdFRcDnvvPOOo6Pgcl566SVHR8HldOzY0dFRcDnXr193dBRcTlhYmKOj4HI8PT0dHQWXM3LkSEdHweV4eHg4OgpELcYedCIiIiIiIiIn8JvoQSciIiIiIiLlnMssExUPRPkQ4Ka2Tx92pzAPwdjr7EEnIiIiIiIicgKsoBMRERERERE5AVbQiYiIiIiIiJwAK+hEREREREREToAVdCIiIiIiIiInwAo6ERERERERkRNgBZ2IiIiIiIjICXAfdCIiIiIiIrKIIAj+APwbv374XDp8/Zq8TFZiDzoRERERERFZaj6AlMY/X37ykSPj5DLYg05ERERERESWWgzg88YvPvB/T6XYPSYuiBV0IiIiIiIisogoioUAChu/fi6zzO5xcUUc4k5ERERERETkBFhBJyIiIiIiInICrKATEREREREROQFW0ImIiIiIiIicACvoRERERERERE6AFXQiIiIiIiIiJ8AKOhEREREREZET4D7oRERERERE1CI+7hpHR8EmJi7Zb5dwkheMMPo6e9CJiIiIiIiInAAr6EREREREREROgBV0IiIiIiIiIifACjoRERERERGRE2AFnYiIiIiIiMgJsIJORERERERE5ARYQSciIiIiIiJyAtwHnYiIiIiIiCwiCII/AP/Gr/+achN+fk1eJiuxB52IiIiIiIgsNR9ASuOf/yz7lyPj5DLYg05ERERERESWWgzg88YvPvrE0yl2j4kLYgVdAZ6enujbty+io6Ph5eWFqqoq3Lx5E8nJyUhPT7f6eg899BB8fX0teu/WrVtx/vx5q8NwNG9vb9x1113o0qULfH19odfrkZ6ejgMHDuDKlStWXy86Ohq/+93vbvu+v/3tbygvLzd6LCgoCIMGDUJsbCz8/f2hUqlQUlKCa9eu4ciRI0hJcfw9KCwsDC+99BLGjx+PiIgIFBUV4ejRo/jggw+wc+fOZl/Xx8cHf/7znzF16lRERkaioqICJ06cwMcff4zVq1cbPUej0eCRRx5Bv3790KtXL7Rp0wbBwcHQ6/W4fPkytm7diiVLliArK6vJucOGDcOuXbssjp9K5ZjBP97e3hg2bBji4uLg6+uLyspKOZ9evXrV6utFR0fjscceu+373nzzTZP51M/PD4MHD0bnzp3h5+eHmpoaZGdnIzk5GceOHYMoilbHy548PDzQs2dPtGvXDp6enqiurkZOTg7Onj2LzMxMq683ffp0+Pj4WPTeffv24fLly/LvgwcPRqdOnSw699KlS9i/f7/V8bMHLy8v+bNI99OMjAyb3Ld8fHzQr18/dOzYEf7+/hAEASUlJcjIyMCZM2dw8eLFBu9Xq9Xo1KkTOnbsiIiICAQEBEClUqGsrAzp6ek4duwY0tLSWhQnRyovL8fp06dx8eJFXL58GZcuXUJxcTEAYNmyZWjfvn2zrltdXY1Tp07h0qVL8k9+fj4A4PXXX0diYqLNPoMjeXp6IjExsUl56cSJE80qLz344IMWl5e2bdvWpLwUFhaGNm3aIDQ0FGFhYXIeP378OA4ePGh1fJxFeXk5kpKScO7cOZw/fx7nz59HUVERAOCbb75BZGRks65bUFCAPXv24NixY7h48SJyc3OhUqkQFhaGxMREzJw5E+3atbPlR3EaZWVlOHbsGM6cOYNz587hzJkzcpr+8MMPiI6ObtZ1U1NTsX37dpw5cwZpaWkoKChAeXk5fH190blzZ4wdOxbjx493WDlIIopiIYDCxq+nF1TZPS6uiBV0GwsKCsLUqVPh4eEBAKisrIS7uzuio6MRFRWFgwcP4vjx41Zds6KiAmq12uRxjUYDrVYLAMjJyWl+5B2kTZs2eOyxx+Dl5QUA0Ov18PLyQteuXREXF4etW7diz549zbp2XV0dysrKTB43VXnp1q0bZs+eDY1GAwCoqalBbW0tAgICEBAQgF69emHnzp3Ytm1bs+JlC/Hx8dixYweCg4MBAEVFRQgODsbEiRMxfvx4vPLKK3jnnXesvm5ERAT27NmDmJgYAEBJSQl8fX0xcuRIjBw5EsuWLcNTTz3V5LzAwEAsW7ZM/r2mpgbFxcXw9/dHnz590KdPH/z+97/H1KlTsXv37gbnVlVVGa24GwoODoabm5vV3x9bCQsLw6OPPtogn3p6eqJLly7o3Lkztm3bhr179zbr2s3Np7Gxsbj//vvh7u4OoP5e4ebmhsjISERGRqJHjx746quvUFNT06x4KS0gIABjx46V419VVQWdTocOHTqgffv2OH78OE6fPm3VNfV6/W3vl9L3Oi8vr8Gx6upqkw0hQH3DkBTXxuc6i9DQUDzwwAPw9PQE8L982rlzZ3Tq1Ak7d+7EgQMHmnXtrl27YtKkSdDpdADq/15A/XMvKCgIXl5eTSro9913n3wvAervC3V1dfDz84Ofnx+6d++Ow4cPY+vWrc2Kk6OdPHkSb775ps2ve/36dSxYsMDm13UmQUFBmDJlisny0qFDh+xeXpo8ebKcv13JsWPH8PLLL9v8uvfeey9qa2vl3z08PFBTU4O0tDSkpaVhw4YNeOmllzBq1Cibh+1oR48exQsvvGDz6+7atatBWUqn00Gj0SA/Px+HDx/G4cOHsXbtWnzwwQfw9va2efjkHFhBtyG1Wo2JEyfCw8MD2dnZ2Lp1K/Lz86HVatGvXz/06dMHd955J3JycnDt2jWLr/v999+bPT5hwgTExMQgOzvbaQuNpri5ueGBBx6Al5cXbty4gZUrVyI7Oxs6nQ4jRozA0KFDMXr0aGRkZODSpUtWX7+oqAjvvvuuVed4enpixowZ0Gg0uHHjBtatW4f09HSIooiAgADcc889iI+Px4gRI3Dp0iWkpqZaHa+Wcnd3x7p16xAcHIykpCQ88MADOHv2LHx8fPDqq6/i+eefx5tvvomkpCSrGxFWrVqFmJgYpKSkYO7cuTh06BB0Oh2efvppvPXWW3jiiSeQnJyMTz/9tMF5er0eixcvxt69e3HkyBFkZWVBFEVoNBqMHDkS7733Hrp27YqVK1eiU6dOckszABw6dAht27Y1Gafg4GC5N+WLL76w6vPYgpubG+bNmwcvLy9kZGRg1apVcj4dPnw4hgwZglGjRiEjI6NBj6ylioqKsHDhQqvO8fPzw3333Qd3d3ekpaVh7dq1yM7OhkqlQteuXTFlyhR07NgR48ePx7p166yOk9LUajVGjhwJd3d35OXlYe/evSgsLIRGo0FCQgJ69OiBxMRE5OXlISMjw+LrbtiwwezxkSNHokOHDsjNzUVBQUGDY0eOHMGRI0dMntutWzf0798ftbW1zRoxoTQ3NzfMnj0bnp6eyMzMxNq1a5GTkwOtVothw4Zh4MCBGDFiBDIzM62Of8eOHTFt2jSoVCokJyfj4MGD8vPGw8MDkZGR8Pf3b3KeSqVCXl4ekpKScPHiRfmcgIAAjBgxAt27d8eAAQOQn5+PY8eOtTgNHMHf3x8dO3ZEp06dEBQUhA8//NAm1/Xy8pKv27lzZ/zjH/+wyXWdgVqtxoQJE+Ty0rZt25Cfnw+NRiOXlwYOHIjs7Gxcv37d4uuuXLnS7PHx48ebLS/V1NSgoKAA2dnZuHnzJhISEhASEmL153NGAQEB6NKlC7p06YKQkBCry0bG1NbWIiEhAePHj0e/fv0QFBSE2tpanDlzBosWLcKlS5fw97//HdHR0ejYsaMNPoVzCQwMRNeuXdG9e3eEhITYpLEuNjYWf/jDH+SRJdKIsIKCAqxbtw5Lly7FiRMn8P777+PVV19tcXjknFhBt6H4+Hj4+vqiqqoKP/30k9wjVlVVhf3798PPzw+xsbG48847raqgmyMVjADg3LlzNrmmPfXv3x8BAQGorKzEl19+KQ8NrKysxKZNmxAUFITu3btjzJgxzaqgN0fXrl3lXrKvvvqqQUWyoKAA3333HcLDwxEcHIwePXo4pIL++OOPIyoqCiUlJZg0aZJcgSkpKcGf/vQnxMTEYMqUKfjHP/5hVQV98uTJGDBgAGprazF16lScPHkSQP3fY+HChWjbti3mz5+P119/HV988QWqq6vlc4uKivDcc881uWZ1dTU2b94sDwGVevm//vpri+M1Z84caLVaVFVV4dtvv7X4PFvp16+fnE+/+uqrBvl08+bNCAoKQrdu3TB69OhmVdCbY9CgQfDw8IBer8fXX38t9/zW1dXhzJkz0Gg0mDFjBvr27YsDBw4gNzfXLvGyVFxcHHx8fFBdXY3t27fL8a+ursYvv/wCHx8fREZGIjEx0aoKujk6nQ4REREA0Ky/k1TATE9PR2VlpU3iZEuJiYnw9/dHZWUlvvvuO5SUlACofwZt27ZNLqCPGDHCqgq6VqvFxIkToVKpsG/fvibTUSoqKkxOrdq5cydu3LjRZBRIQUEBVq9eDU9PT0RHR2PgwIGtsoLer18/DBw4UP795s2bNrluVFQUvvvuOwiCYJPrOZsePXrI5aUNGzbI5aXq6mocOHCgQXnpdp0UlnJ3d79teem///1vg7zatWtXm4TtaIMGDcLQoUPl35szfciYDz/8EAkJCQ1eU6vV6NmzJ95//3088MADKCgowMqVKxXpwXekoUOHYvjw4fLvtnpODR06tMHfShIQEICHHnoI5eXl+M9//oPNmzfjpZdekkeEkWvhKu42FBcXBwC4cOGC0eGq0lCt0NBQoz0NzdG5c2eo1WrU1tbiwoULNrmmPUk39hMnTsiVHkPSkOGIiAh5KLfSpCFDZWVlDSrnkrq6Onk4tqNujPfffz8A4NtvvzX6UJB6YxMTE9G5c2err7t9+3a5ct74unV1dQgPD8eIESOsivPVq1flOZTmesuNeeCBBwDU9446YpRIr169ANQPZzWWT/ft2wfAvvlU+ruePHnS6LDskydPorS0FCqVqkkByhlIw56vXr1qNP6//vorgPrRE5bOKb2d2NhY+X5pbQ9yQEAAgoKCAMBujYXW6tGjB4D6tJMq54akObRt27aVP4slEhIS4OPjg6KiIqunG0mjj0yR7jMBAQFyw2hrYm44dUuoVCqXrZwD/ysvXbx40Wh5KSkpCYBty0txcXHy97/xVAyJs6/Z0VxK5VNzz5aAgAC58ao1lk9vR6k0vZ3u3bsDqO8gMFYeIdfACrqNaDQahIaGAoDJ3vGsrCy516W5C8c0JrXupqamQq/X2+Sa9qLVauWKmqkC7/Xr11FRUQEAdhseJQ179fLygp+fX5PjKpUKbdq0AWC7FlNreHt7ywsEbdmyxeh7Dh8+jMLCQgD1Q3otJbUGm5oPKi0EBcDqCnpcXBwCAwMBwKqFquLj49G7d28AwJdffmlVmLZgbT6NjY21S7ykQqupdSdEUZR7ze0VJ0u5ubnJDRk3btww+p7s7Gz5fmltg44pLekBl86tqKho1uJVSjPMp6YW1kxPT5efE9YsYBQfHw+gvtexrq6uhTFtSPreAI5b/JHsy1HlpS5dugBoneWl1kpqXDWcp04tIzVquru7y2Uqcj0c4m4jgYGBcmu3uR6+goICtGnTxiZfqqCgIPkh1xqHt4eGhsoFMlPDAqVKRvv27eXPag0vLy/84Q9/kOeQFRcX4+rVqzh48KDJMM+dO4fi4mL4+vpi3rx5Teagjx07FsHBwcjKynLIkMyuXbvK6SZVlhsTRREXLlxA//790a1bN4uuGxISIleaTF0XAM6ePYv4+HiLhv4JgoCwsDAMHToUf//73wEAaWlp+OmnnyyKE1C/Ki9QX2H7+eefLT7PVgzzaXZ2ttH32CKfPvXUU3L6FxcXIyUlBYcOHTL73QDMV2qkY82Jk5KklZEBNJkHbqi4uBghISE26UEz7AG3dni7IAhyI8fVq1edspctODhYTlNzi4Xm5eVZNdJDrVbLDZJZWVkICgrCsGHDEB0dDZ1Oh5KSEly5cgUHDhwwOuLodqQhx6WlpWYX6CPX4ejyUmvc6aa1OnHiBAA0WCiSrKfX65GVlYVNmzbhq6++AgDMnDnTpUfZ/Naxgm4j0srOAMyuxiwdM3x/c0kVpIqKCofMg24pw62QzA3TkY5ZunWSIa1Wi4iICJSXl0Or1SI4OBjBwcFITEzEli1b5KHJhqqrq/HFF19g3rx5iIiIwJNPPimv4q7T6VBRUYFDhw5hy5YtDmkVDg8Pl/9vrgdfOiYVrm11XWnumuH7G/vkk0/w6KOPNnk9OTkZs2bNsrj3Qq1WNxjO74jVyC3Np9KQ4uasqir1fjbOp3369MHWrVuNbudVWFiI0NBQk5VvlUolV8Lc3d3lOfzOQFphHIDZSpl0TFrluSWkHnC9Xm/VolMA0K5dOzkO9lpjwFqG+c7Y8PbGxyy9n/r7+8tDOYOCgjB+/HhoNBpUVVXJO1v07dsXPXr0wPfff2/Vlmk+Pj7yaCBjU2rINRl+/y0pLxm+v7lae3mpNdq3b5/cGDJu3DgHx6Z16tevX5NyplqtxsyZM/Hkk086KFZkD6yg24ib2/+S0lwlQlpUq6VzlwVBaDDn3dbDDu1B2uoEsCzNDN9/O3q9Hnv27MGpU6eQnZ2NmpoaCIKAyMhIjBkzBlFRURg3bhyKi4uNFgwzMjLw6aefYvbs2WjXrh3c3Nzkv7FarYZOp4O7u7tDFooybNwxHB7amFS5sbTCaMvrFhUVISsrC1qtVu79SE5OxjPPPGNVBWfs2LFyA4MjVm8HGn5XzeVTqfJrzRY9er0ee/fuxenTp5vk09GjRyMyMhL33HMPiouLcerUqQbnXr58GaGhoejZsyd27NjRpPGgb9++DQq2Op3OaSrohvdLc41cUnrb4n5pOOfd2h5wqXKfn58vr6PgbAzvj4aLNzZm7f3UcF74oEGDUFpaiu+//16ew9+uXTtMmjQJwcHBmD59Oj766COLGuAEQcCUKVOg0+lQWFjotHvKk+1Zek+15fdfWrOjtZaXWpucnBx5lfjBgwdjwIABDo5R6yStil9aWiqXN6dPn46HH37YaReHq3PCEWbNsfW5pgv12ZPDJ3wJghAsCMILgiC8KQjCIIPXXxQEIU0QhBJBELYKghBvwbX8BUGIavzjisPmIiMj5QpVaxzerrTMzExs3rwZGRkZ8kNeFEWkpqbi008/lVvQx44da3SI0B133IFnn30W3t7e+Pbbb/GPf/wDr7/+Ov79738jMzMTffr0wRNPPIGAgAB7fqxW44UXXkDbtm0RHBwsbwcWEBCAffv24Z///KfF15EWhzt16pQ8VM6VZGZmYsuWLUbz6X/+8x85n44ZM6ZJPj1w4AAqKyuh1Wrx4IMPIiYmBm5ubvDw8ED//v1xzz33NCj8/pYLpREREXJjhbU94FqtVp4D66y950oyzHcqlQrr1q1rsMBeeno6fvjhB9TV1cHLywt9+vSx6Lr33HMPoqKiUFNTgzVr1jjlqvjkGgzLSxzerrzy8nK89NJL8hSFv/zlL46OUqu1adMmbN26FQcOHMCGDRswd+5c/PDDD5g1a5a88DS5JodW0AVBaAPgBIB3AbwEYK8gCPcJgvA0gNcBZAC4AmAEgN2CILS7zSXnA0hp/GPtqrPNYVgQNuwdakxq8TLXw2EJabhWbm6u2fmGzsywN8+SNLNV719tba289Zi/v3+TodqRkZGYOnUqamtr8emnn+LUqVMoKSmBXq9HSkoKPvnkE9y8eRN+fn4YO3asTeJkDcMhgeaG/koVktLSUodet6SkBN9//z0GDx6MoqIiPP/887j33ntve56/vz8mTpwIwHG950DD76q5fCr1SNqqolFbW4vt27cDMJ5PCwsL8d1336GyshJt2rTBo48+itdffx1//etfMWnSJJSWljbolXSmRZEM75fmVsKV0rul90vDHnBrdwGIiYmBWq1GXV2dycXXnIHh/dFcz4q191PD92VnZxtd4NHwdUsWnxsxYgT69u2Luro6rFmzxuopB9S6WXpPtdX3X1ocrjWXl1qLyspKvPTSSzh//jz8/f3x/vvv22wV/t8yQRAQHh6OZ599Fs899xyKiorwyiuvmB3tSK2bo3vQ/wTAD8BMAAMAnATwdwAPAbhDFMWBoigmABgFwBvAC7e53mIA0Y1/hg0bpkDUGzKsrJibXy4dMzfv6nZ0Op1cCGrNveeG8yTNbaMkHTM3r9JahgXCxgvQ3HnnnQDqh8IZK8zX1tbiyJEjAP734Lcnw/nh5la3lo5JW8LZ6rpSRdHafVQzMjKwZs0aAMDDDz982/fPnj0b7u7uqK6uxjfffGNVWLZkOHTcXD6V5vRa2nBhCcPVwo0tlHTx4kUsWbIE+/fvx40bN1BYWIiMjAzs2rULH330kTx8vLCw0KlW0TUc1WRufql0rCWFkJb2gBuu/O5MjRyNGeY7c/PLpWOW3k8N32eucUPaMeB2W+INHjwYgwcPhiiK+Omnn1r1M4yax7D8Y0l5qSWjIA3LS+w9V1Z1dTX+3//7fzh+/Di8vb2xaNEidOjQwdHRcjlTp06FVqtFTk6OvHUmuR5Hz0EfB+AzURR/AABBEP4CYDOA10VRPC29SRTFXYIgfAdgtLmLiaJYCKCw8etLliyxYZSNKygogCiKEAQBQUFB8hZXjUlDolsyj7Fz585wc3NrtXufS7Kzs1FXVweVSoWwsDC5gGdIEAR5oStTK2jbmrTolrm/kXRMq9XC29vbppWy2zl//rycbt27dze6n6vhGgVnz5616LpS70JISAi6d+9ucqs1aVX45hSspUYAS7b9klZv37Jli93+9sbk5OTI6R0aGuo0+VRSWFiITZs2GT0mNbSY2srIUQoLC+X7ZUBAgMnF96TKnqn7qSWio6Ph5uaGuro6q/c+9/Pzk3eAcPbh7bm5uXKahoSEmKxMSyvZG8vHxlRUVKC0tNTitSzMze/v37+/vD3j5s2buTDcb5Q9y0udOnVyifKSs6upqcFrr72GgwcPwsPDAwsXLkSnTp0cHS2XpNVq4efnh5ycHKfc8pNsw9E96B0AnDb4XdrbKdnIe48DiFQ8Rs1UXV0tb4dkas/ONm3ayAtItWRInzS8/dq1a616W5qqqip5D2RTe5y3b99ekdWTDf9Gjbd5kgqY5oZlGR6z99zJ0tJSeXu3UaNGGX1P//795Tju2LHD4mvv2rULAHD33XcbPd62bVt0797d6utKoqKiANy+lzkuLg79+/cH4Njh7UB9PpUaFkzlU8NVvm05DLpdu//N6jG3HZkxHh4ecnwbLzDnaDU1NXIF0dRojZCQEPl+aW5XgduR0uDGjRtW98S3ZOV3ezPMp6a2NGrXrp286JuxoeqmSA0bUuXeGKmBytRWa4mJiRgzZgwAYPv27fjll18sDp9cS3V1tdyQyfJS61dXV4c333wTe/bsgU6nwzvvvIMePXo4Olouq7y8XC4P2GKHE3JOjq6gV6NhL740ftBY6V0PwKk3/JN6Mrt06WJ02Ka0eM7Nmzeb3SPk7+8vr2rtCkMDpR6UhIQEo8MyhwwZAqB+eKmlPT63o1Kp5ApocXFxk8K/NHQ7Li7O6HBNQRDkrYGysrJaPD+uOb799lsAwP333290G7Xnn38eAHDs2DGjPey3u+7o0aPRs2fPJsefe+45qFQqeRi1IXNziYH6yo409/x2KzZLvef5+flW7ZmuFCmf9urVy2g+HTx4MID6SqC98untTJgwARqNBllZWU45tFOq9MXExBgtZEgFvNzcXLPb25nj6+srj4hpTgOfNNIjJSWlVSyy9+uvvwIA4uPjjfZ4Dxw4EEB9g4c1c/GlBp7Q0FCjc8wNX7906VKT4z179pS3WdqzZw+HZZLcmx0XF2e0vNS7d28AtisvOeM90BWIooh3330X27Ztg0ajwZtvvmnxQpFk3O22kzXcclb6npDrcXQFPQOA4cJvpQCeBmDsThoJwKlX9zh9+jSKi4uh1WoxadIkec6oRqPBoEGD5N6YQ4cONTn3mWeewTPPPCP3GpoitQZLC5a1dkeOHEFBQQHc3d3x4IMPyoVprVaLsWPHyoV0Y8Ot33rrLbz11lsYOXJkk2Pz58/HwIEDG/T4SNtXPfbYY3JhcsuWLU2GZErzy93d3fHwww8jOjoaKlX9VyU4OBhz586VW/0dVdBcvnw5UlNT4evri59++knOF97e3njnnXcwbdo0AMArr7zS5Ny6ujrU1dVhwYIFTY6tW7cOhw8fhlqtxo8//ijnR61Wi+eeew5//OMfAQCvvfZak4aJJUuW4IMPPsDAgQMbbDXm5+eHBx98ELt374anpyeKi4uxaNEik59NEATMmTMHAPD99987xdZgR48elfPpvHnz5GHPWq0WY8aMMZtP33zzTbz55pvy0F5DzzzzDAYMGGA0nz7yyCPyiIOtW7caHTo8atQodOzYsUF6h4eHY+7cuUhISEBVVRVWr15t9bZi9nDhwgWUlJRAq9Xi7rvvhp+fH4D6haH69u0rf3ZjK9U+/PDDePjhh5GQkGA2DOmeW1lZafUw/7Zt28pzYJ19eLvk+PHjKCwshE6nw+zZs+VebSmNpfvEzp07m5z76quv4tVXX4WxNVuuXr0qjwyZPHlygx76du3aYfr06VCpVCgoKGiy20KXLl0wadIkCIKAgwcPwh6LttpbUVGR/GM4OqisrKzBscaNPBMmTMCECRNMrrFRWlra4HxJeXl5g9dvV6B3Rr/++qtcXpo4caI8nF2j0eDOO+80W156+umn8fTTT6Nfv35mwzAsL1k6vUWj0cDd3V3+kZ79arW6wevmFrdzVoWFhfKP4doSJSUlDY41zqfSuhH/+c9/mlxzyZIl2LBhA9RqNd54443f3HZqBQUF8o9hQ3JpaWmDY43TNDExEYmJiVi+fHmTa86YMQPfffcdrl+/3uDZnZqain/+859YtmwZAGD48OGcRuDCHH2HSUL94nAAAFEUKwF8ZOK9I1C/iJzTqq2txYYNGzBlyhSEhoZi7ty5qKyshEajgUqlgiiKOHjwYIvmg0qLkl28eNGpFn1qrpqaGnz55Zd47LHHEBERgWeffRZ6vR5arRYqlQp1dXXYunWr0V4Zc8LCwjBp0iQA9cPpKv8/e/cdHlWVPnD8e9J7D5CEFmrovSMCIh0EpdkFXd1VV139uYq6a3cXdQXbWtauIIJSBFwpUkQ6SBNCk55CCklISE/u74/h3p0kM8NMMkkmyft5nnlg7p25c+bkzsw957znPQUFZX5US0pKWLNmDb/++muF5549e5ZVq1YxZswYmjRpwr333ktJSQklJSVl1g7esWNHrYVp5ufnM2nSJNatW0evXr04dOgQWVlZBAQEGBmnn376aSNbvSOmTp3Kpk2baNWqFdu2bSM7OxsfHx8j+/P777/PRx99VOF5vr6+3HXXXfz5z3+mpKSErKwsY46xLikpiWnTphlTGyy57rrrjA6Qzz77zOHyV4fi4mK++uorZs2aRUxMDI888kiF83Tt2rUON+QaN25sZKovKiqisLAQb2/vMufp2rVr2bvX0qwf04j+0KFDAdM54e7ubvydcnJyWLhwYZXCw6tTSUkJP/30E6NHjyYiIoIbb7yRwsJCPDw8jO/LPXv2OCW8/eTJkw6PgOvPzczMdFpURHUrLi7mm2++4fbbbyc6Opr777+/zHmqaRrr1693eC4+wJIlS7jjjjto3Lgxt912G4WFhWiaZnQOXbp0iYULF1ZoLF5//fVGI6dr164WI3N0ixYtqpNzKvUOxfL+7//K5rX9+OOPady4sd3HfeihhyzmtJgzZ06Z+6+88orNenVFJSUlrFq1ikmTJlm9Xtq2bVuVwtv1PCzHjh2z+/N/7bXXGg17c927dy/TIbhjxw527txZ6bLVhvHjx1vc/sc//rHM/cWLF1dYNcSS5ORkFi9eDJg6ll977TWby6h+//33DpS2brA2HfCuu+4qc3/FihU2k++aO3v2rFGXXl5e+Pn5kZeXV2Y65aBBg3jhhRcqXW5nUEqFACHltx84mUxwcIXNwkG13UB/gbIj6BYppRoDScCCai9RFaWlpTF//nx69+5NbGws/v7+5Ofnc+HCBfbu3Vuli49mzZoZ4bX1Ibxdl5yczLx58xg6dChxcXEEBQWRm5vL+fPn+eWXXyo1p3fJkiW0bNmS6OhoAgIC8PX1paioiNTUVE6dOsWOHTtsJvP65ZdfOHXqFP3796dly5YEBwfj5uZGVlYW586dY9euXQ6FjleHAwcO0KVLF2bPns24ceOIiYkhPT2dnTt3Mm/ePIujZPZISEigR48ePPHEE0yePJmWLVuSnZ3Nvn37eP/99/n2228tPm/OnDkcOXKEYcOG0aZNGxo3bmyEWP/222/88MMPfPLJJ1cNV9bXPo+Pj3epearJycm89dZbXHvttcb0B/083bJlS6UaPcuWLaN58+bExMTg7+9vnKdpaWnGeWprWaANGzYQFxdHkyZNCAwMpLi4mJSUFI4cOcK2bdtcfgmWjIwMli1bRteuXWnatCl+fn4UFBSQlpbGoUOHHF4pwFxUVFSlR8A9PT1p0aJFpZ5b2y5cuMB7773H4MGDadu2LUFBQeTl5ZGQkMCOHTsqHXmVl5fHRx99RL9+/ejUqRNhYWG4ubmRkpLC0aNH2b59u8XzzXwd9aslmrvaNBlRv6SlpbFgwQJ69epV4Xpp3759TrtekvD26mE+ultcXFylZH7if+bOncvOnTvZv38/qampZGRk4OHhQbNmzejUqRNjxowxptXVskeACqGYn7z/Nn954m81X5p6Rrli6KOzvfXWW/X/Tdawqlw4C8vKj4qIqps9e3ZtF6HesZYoT1Seqyegq4tuvvnm2i5CvfPjjz/WdhHqnRkzZtR2EeodSZzmfAEBARVygNkYQT9VH0bQfT1rpsM4MtDDYn612h5BF0IIIYQQQghRR1hb2vrsxZpd2ai+qu0kcUIIIYQQQgghhEAa6EIIIYQQQgghhEuQBroQQgghhBBCCOECpIEuhBBCCCGEEEK4AGmgCyGEEEIIIYQQLkAa6EIIIYQQQgghhAuQZdaEEEIIIYQQQlRJoE/9aFq6u1lcnrzGyAi6EEIIIYQQQgjhAqSBLoQQQgghhBBCuABpoAshhBBCCCGEEC5AGuhCCCGEEEIIIYQLkAa6EEIIIYQQQgjhAqSBLoQQQgghhBBCuABpoAshhBBCCCGEEC5AGuhCCCGEEEIIIYQLqB+ryQshhBBCCCGEqHZKqRAgpPz2UwlpBIdU2CwcJCPoQgghhBBCCCHs9QhwqvztvXffrM0y1Rsygi6EEEIIIYQQwl7zgM/Kb/zTAw+fqvGS1EPSQBdCCCGEEEIIYRdN0zKBzPLbM3JLarws9ZGEuAshhBBCCCGEEC5AGuhCCCGEEEIIIYQLkAa6EEIIIYQQQgjhAqSBLoQQQgghhBBCuABpoAshhBBCCCGEEC5AGuhCCCGEEEIIIYQLkGXWhBBCCCGEEEJUSaifu3Lk8UqpEOARYN6Vpducri6+hoygCyGEEEIIIYSoaSHAs1f+lde4QhroQgghhBBCCCGEC5AGuhBCCCGEEEII4QKkgS6EEEIIIYQQQrgAaaALIYQQQgghhBAuQBroQgghhBBCCCFqWibw/JV/5TWukGXWhBBCCCGEEELUqCtLkj0nr1GW0jTNWcdyWe+88079f5M1LDk5ubaLUO/4+vrWdhHqnRdffLG2i1DvPPfcc7VdhHrn5MmTtV2Eeic3N7e2i1DvDBkypLaLUO/cdNNNtV2Eeic9Pb22i1DvtGvXzqG1zUXVSYi7EEIIIYQQQgjhAuwKcVdKNQImAUOBTkAjQANSgd+AjcByTdNSqqOQQgghhBBCCCFEfWezga6U6go8DdwAeAEFwHngDKCAMOAm4GbgbaXUMuBlTdMOVmOZhRBCCCGEEEK4kGMXcqt9WnFJaf2Zudwhyt/i9AGrDXSl1CfAHcBp4J/Af4FfNU0rKvc4L6AHMA64FfhVKfW5pmn3OKfoQgghhBBCCCFE/WdrBL0bMFnTtBW2DqBpWiGw48rt70qpG4BnnVdEIYQQQgghhBCi/rPaQNc0rVdlDqhp2nJgeaVLJIQQQgghhBBCNECSxV0IIYQQQgghhHABdmVxB1BKuQPemqblmm0LAe7GlCxuoSSHE0IIIYQQQgghKsfuBjrwAdAf6AyglPIEfgE6Xtn/qFJqgKZp+5xaQiGEEEIIIYQQogFwJMR9MPC92f0pmBrnDwADgQvAk84rmhBCCCGEEEII0XA4MoIeBZwyuz8OOKRp2nsASqkPgfucWDYhhBBCCCGEEC7kyjTnkPLbdx1NICi4wmbhIEdG0BXgbnZ/KLDB7H4S0MgJZRJCCCGEEEII4ZoewTRwW+b2+Yfv1maZ6g1HGuingFEASqlBmEbUzRvo0UCW84omhBBCCCGEEMLFzANiy9/uvPeB2ixTveFIiPunwBtKqd+AGCAFWG22vx9wxIllE0IIIYQQQgjhQjRNywQyy28/diG3wmOF4xwZQX8TeBYoAPYCk/Ul15RS4ZgyvP/g9BIKIYQQQgghhBANgN0j6JqmacCLV27l96Uj88+FEEIIIYQQQohKs2sEXSkVoJQqUUo9U90FEkIIIYQQQgghGiK7GuiapuVgmmeQWq2lEUIIIYQQQgghGihH5qBvAK6troIIIYQQQgghhBANmSMN9MeBwUqp55VSQdVVICGEEEIIIYQQoiFyZJm1nwAf4BngGaVUKlA+l76maVprZxVOCCGEEEIIIYRoKBxpoJ8FtOoqiBBCCCGEEEKIumn6+9ur/TVWPDSo2l8DVA28hnWOLLM2tBrLIYQQQgghhBBCNGiOzEEXQgghhBBCCCFENXG4ga6UGqKUekkp9R+lVNyVbQFXtoc4vYRCCCGEEEIIIUQDYHcDXSnlrpT6BtNya08Bs4DoK7uLgWXA/c4uoBBCCCGEEEII0RA4MoL+BHAT8CjQAbPZ85qm5QNLgbFOLZ0QQgghhBBCCNFAONJAvwP4QtO0N4E0C/vjAVliTQghhBBCCCGEqARHGugtgW029mcCoVUpjBBCCCGEEEII0VA50kDPBsJs7G8DpFatOEIIIYQQQgghXJVSKkQp1bL8rTgvp7aLVi840kD/BbhNKVVh5XalVCimpHEbnFUwIYQQQgghhBAu5xHgVPlb6vbvarNM9YaHA499GVMjfT3w2ZVt3ZRSbYEnAX/gn04tnYvy8/OjV69etGzZEn9/fwoLC7lw4QL79+/n/PnzDh/vjjvuICgoyK7Hrlu3jiNHjpTZ1rhxY+PWqFEjQkJCUEqxZ88etm2zNSuh7ggICGDIkCHExcURGBhIQUEB58+fZ+vWrZw8ebJKxw4MDGTAgAG0a9fOqLvs7GwSEhI4ePBghfquK/z9/Rk4cCBt27YlMDCQ/Px8kpKS2LlzJ6dPn67SsQMDA+nduzdt2rQhODgYpRQ5OTkkJiYSHx/PsWPH7DrO9ddfT9++fQE4c+YMX331VZXK5QyNGzfm8ccfZ+zYsURHR5OVlcXu3bt555132LCh8n2QgYGBPPbYY0yaNInmzZuTl5fHgQMH+PDDD1m6dOlVn+/m5sYdd9zB1KlT6dSpE6GhoaSmpnLixAk2btzIvHnzyM/Pt/r84cOHc9dddzFgwAAiIyPJzs7m7NmzbN68mQ8++IBTp05V+r1Vhb+/PwMGDKB169bGZzspKYldu3Zx5syZKh07ICCAXr160bp16zLnaVJSEkeOHOH48eNWn+vh4UH37t1p37494eHheHl5cfnyZdLS0jhz5gw7d+6sUtmqU1BQEGPGjKFr166EhISQl5fHqVOn+Omnn5z2faaUYvbs2bRs2RKAFStWsGLFCquPb968OcOHD6dt27aEhISgaRqZmZkcP36cn376qVK/nTUpODiYiRMn0r17d0JDQ8nLy+P3339n9erVHDp0yCmvoZTi+eefp1WrVgAsWbKEJUuWVHicn58fgwcPpnXr1jRr1ozg4GD8/f2Nz86vv/7K2rVrycvLc0q5qpOvry/du3enRYsW+Pn5UVhYSGpqKgcPHiQxMdHh4918880EBgba9dgNGzbY/A7QDRgwgC5dugCQmJjIypUrHS5Xbbt8+TK//vor8fHxHDlyhPj4eLKysgBYsGCB8Tl2VEZGBps2bWLXrl0cPXqUtLQ03NzcaNy4Mb1792b69Ok0bdrUie/EdeTm5nLw4EGOHz9u3LKzswH497//TbNmzSp13KKiogrHvXjxIgDPPfccvXr1ctp7qKJ5/K89aIjsf1PtXEzUM3Y30DVN262Uugn4CPj0yubXMWVzTwEma5p22PlFdC3h4eFMmjQJX19fAAoKCvDx8SE2NpaWLVuybds2fv31V4eOmZeXh7u7u9X9np6eeHl5AZCaWnEWwcSJE/H29nboNeuSxo0bM2vWLPz9/QHIz8/Hz8+PuLg42rVrx7p16/j5558rdexOnToxefJkfHx8ACgsLETTNCIiIoiIiCAgIKBONtAbNWrErbfeip+fH/C/Omvbti1t2rRhw4YNle68iYuLY/z48cY5V1hYCEBYWBhhYWH4+/vb1UBv0qQJvXv3rlQZqkvnzp358ccfiYiIACArK4uIiAjGjRvHmDFj+Pvf/87rr7/u8HFjYmJYt24dsbGxAGRnZxMUFMSwYcMYNmwYH3zwAQ8//LDV50dFRfHdd9/Rs2dPAIqLi7l06RLR0dE0bdqUoUOH8uWXX5KQkFDhuR4eHnzwwQfceuutAJSWlpKVlUVoaCiRkZH06tWL/fv310oDPTIykptvvrnMeerr60ubNm1o3bo1mzZtYvv27ZU6dvv27Rk7dqzN89TaxXl4eDhTpkwhNNSUVqWkpISioiKCg4MJDg4mNjbWZRvoMTExPPbYYwQEBACm35eAgAC6detGly5dWLZsGT/++GOVX2f48OF2X9Rfe+21zJgxw/id0/8WjRo1olGjRvTv358FCxawefPmKperOjRr1oynnnrKaPjl5uYSGBhIz5496d69O4sXL7bZOWGvkSNHGo1zW6KiorjjjjuM+8XFxRQUFODv70+bNm1o06YNI0aM4NVXX3Xpjo+wsDDGjx9f5vfXx8eHFi1a0Lx5c3bu3Mn+/fsdOubVrqc8PDyM66m0NEv5jsuKiIigU6dODpXBFe3evZvZs2c7/bgTJ06kpKTEuO/n50dRURFnzpzhzJkzrFixgqeeeoqRI0c6/bVr2/79+3nllVecftxz587x7LPPOv24zqZpWiam/GNl9Hh+fY2XpT5yZAQdTdNWKaVaAtfzv6XWjgOrNU3LdX7xXIu7uzvjxo3D19eXlJQU1q1bx8WLF/H09KRv37706NGDAQMGkJqayrlz5+w+7uLFi23uHzt2LK1atSIlJYX09PQK+4uLi8nIyCAlJYWUlBS6detGZGSkw+/PFXl4eHDbbbfh7+9PYmIi3377LSkpKXh7ezNs2DAGDx7MiBEjSExM5MSJEw4du127dkybNg13d3f27NnD5s2bjR9sX19fYmNjCQkJqYZ3Vb08PDyYOnUqfn5+JCcns3z5ctLS0vDy8uKaa66hf//+DBs2jOTkZIcbZa1bt2by5Mm4ubmxb98+tm3bZvTs+vr60rx5c4KDg+061tixY9E0jaSkJKKiohx+n87m4+PDd999R0REBHv37mXWrFnEx8cTGBjIU089xV/+8hdeeOEF9u3bx7p16xw69oIFC4iNjeX06dPcddddbN++HW9vb+6//35eeukl7rvvPvbv388nn3xS4bkBAQGsXr2adu3acejQIZ566il++ukniouL8fb2NjqZrI2ef/zxx0yfPp309HSeffZZFi1axKVLl3Bzc6Nly5aMHz/eoe8rZ/Hw8GDKlCnGebpy5UrjPB00aBD9+vXj2muvJTk52eGIj1atWnHDDTfg5ubG/v372bFjh3Ge+vj42DxPAwMDueWWW/D39+fcuXNs2rTJaOR4enrSuHFj2rdvX6X3Xl08PT154IEHCAgI4OzZs3z88cckJSXh4+PD+PHjGTlyJJMmTeLs2bMcPlz5/vSQkBBuuOEG0tLS8PT0tPmZj4qKMhrnhw8f5ptvviEpKQkwdSbMmDGD9u3bc/PNN3PkyBGLndC1ydPTk0cffZTAwEBOnz7Ne++9R0JCAr6+vkyaNIlx48YxdepUTp06xW+//Vbp1wkLC2PKlCmkpqbi6elp87cnJyeH77//niNHjnD69GkuXbpklLVnz57cdttthIWF8fDDD/PXv/4VTdMqXa7q4u7uzqhRo/Dx8SEtLY0NGzaQkZFhvIdu3brRt29f0tLSLHY8WrNs2TKb+0eOHEnLli1JTU0lIyPjqse75pprANPgSF2/rgoNDSUuLo4OHToQGRnJnDlzqnzMkpISunfvzoQJE+jbty/h4eGUlJRw6NAh/vWvf3H8+HFefPFFWrVqRZs2bZzwLlxLSEgIbdq0oW3btoSHh/POO+845bh6Z1vbtm1p27Yt//jHP5xyXFF32N1AV0o1B1I1TcsDVl65me/3BSI1TTvr3CK6js6dOxMUFERhYSGrVq3i8uXLgCkcZcuWLQQFBdG6dWsGDBjgtAtevTcZsDqS+9lnn5X5Ae7QoYNTXtsV9OnTh9DQUAoKCvjyyy+N8KGCggJ+/PFHwsLC6NixI9dff71DDXRvb28mTZqEu7s7GzdurNDgysvLq9IFbG3q0aMHISEhFBQUsGjRIqPOCgsL+emnnwgNDaV9+/YMGzbMoQa6l5cX48aNw83NjS1btrBx48Yy+/Py8jh69Khdx+rTpw9RUVHs2LEDHx8fl2ig33PPPbRo0YLs7GxuuukmI7wyOzub2bNnG42+F154waEG+oQJE+jXrx8lJSVMmzaNAwcOAKZzeO7cuURFRfHQQw/xt7/9jS+//JKioqIyz3/ppZdo164d8fHxDBs2zLgY14/x66+/Wo3aufHGG5k+fTp5eXmMGjWqTAOitLSUkydP8tZbb9n9Xpype/fuBAcHU1BQwLfffktOjimxTGFhIRs2bCA0NJR27doxdOhQPvvsM7uP6+XlxZgxY3Bzc2Pr1q0Vomvy8/NtRniMGjUKf39/zpw5wzfffENpaamxr6ioiPPnz7vsqOSQIUOIiIggPz+fd955h8zMTMD0nr/99lsiIyPp0aMHkydPrtL3280334yPj4/R+WNL7969cXd3Jy8vj/fee4+CggJjX0JCAu+++y5z5szB19eXrl278tNPP1W6XNVh+PDhREZGkpeXx7/+9S+jUZeXl8fXX39dJpS3Kg30O+64A19fX9577z1uv/12m4+9cOECixYtqrC9qKiIHTt2kJOTw+zZs4mKiqJdu3Z2fy/XpA4dOhAYGEhhYSE//vgjubmmMR79PQQFBREbG0vfvn3tmgJkDx8fHyPs2J4or86dOxMZGcmBAwfw9vau0w30wYMHc+211xr39U6yqnr33Xfp0aNHmW3u7u507dqVefPmcdttt5GRkcHChQt55plnnPKarqJv374MGDDAuH/hwgWnHLdly5Z8/fXXWEj5JRoQR5LEnQIm29g/8cpj6q127doBpi92vXFubu/evQDGPHBnvaa7uzslJSVWf1BcsXfcWbp16wbAgQMHjIamOT0kMiYmxghLtkfPnj0JCgoiKyuL9evrVzhO586dATh06JDFOtND26OioggLs7UwQ1ndunUjMDCQS5cuVXpKAZhGKK+99lqys7OrdBxnmzFjBgDffPONxbmPc+fOBUznTtu2bR0+7vr1643Gubl58+ZRWlpKVFQUQ4cOLbMvIiKCmTNnAvDEE0+UaZzb469//StguoiqSuOhOuhho4cPHzYa5+Z27NgBmKZCOHKedu3a1ThPf/nlF4fK1KhRI2OUZ82aNWUa53VBv379ANi5c6fRODe3evVqAFq0aEHjxo0r9RrdunWjR48e7N+/367wYz2/yoULF8o0znX5+fmkpKQAuORUrUGDBgGm701LI66rVq0CIDY2ttIdjT179qR37942O9scYZ6XxVWjwPTP2e+//240zs3p35WRkZF2R2XZ85r69dTVOvT9/f3p3bs3ly9fZs+ePU55/dpkK+y/Kso3zs2FhoYaDVhX7CSqquqqUzc3N2mcC4ca6Fc7W9yAettS9PT0pFGjRgCcPWs5SCA5Odm4AHFWUoy4uDgATp8+bTMBVH3k5eVFdHQ0gNW5oufPnzcS4dgzd0+nN/x/++23OncRbouXl5dxkWgteV5CQoJxLulzou2hN/zj4+OrVGcjR47E29ubtWvXGnNRa1tAQIAxv3vt2rUWH7Njxw6j0TNs2DC7j62PWlg7bmJiojGaWb6BfuONN+Lt7U1aWprV51sTFxdH9+7dAVOngyvx8vKiSZMmAFajOMzPUz2KyB4dO3YETBeEjp6n+nMvXLhgcTqRK/P29qZ58+YAVpOWnTp1ymgM6b8tjvDy8uLmm2+msLCQhQsX2vUcvR4bN25ssQHu4+Nz1d/W2uLj42PMs7fUuQZw4sQJo8O+MnOVvb29ueOOOygoKOCLL76odFnNmXcgutqUATBdT+mj0daiDc07dGJiYpzyuvogy9mzZy12FpkbOHAgXl5ebNu2rUJUk7Cf3rlSn66zhKgJDs1Bx3YDvAMWkgXUF6GhoUaPlj6X0ZKMjAyHR3ysCQ8PNy5c6mKisqqKjIzEzc3Uh6SPsJSnaRppaWk0a9bMqKur8fDwMBoHSUlJREREMHz4cFq1aoW3tzfZ2dkcP36czZs3WxyFcmURERHGeWrrwiw9Pd2hqAN3d3djxO3ChQuEh4dzzTXX0LJlS6POTp48ybZt24zMsJa0bduWuLg4Tp48SXx8vAPvrHrFxcUZ55q10F9N0zh27Bh9+/a1expJZGSkUce2Qorj4+Pp3LlzheP2798fMHUkeXp68thjjzFjxgxatGhBTk4Oe/bs4YMPPuCHH36ocEz9uQUFBRw+fJgZM2bwpz/9iU6dOlFaWsqRI0dYuHAh//nPf2r8AjQ8PNw4T20larp48SLR0dGVPk/DwsIYPHgwLVq0wNvbm5ycHE6ePMmOHTssnqd6Q+DChQt4e3szcOBA2rdvT0BAAPn5+SQkJLBr1y6XDHGPiooyzmFr2a81TePChQvExsYanZ+OuOGGGwgLC2PZsmV2d2Bs376d8ePH4+vry5/+9Kcyc9Cjo6OZMWMGvr6+HDp0yOWiPKKjo406tTYPWs+j0aZNm0rV6ZQpU4iIiGDx4sV2JS2zxs3NjZCQELp27crUqVMBU+dBVVc5qQ76aimAzXngWVlZNGrUyEjWWBWhoaHG98jVwtubN29ObGws58+fd8n6q0v0yFJHBlCEEFdpoCul7gTuNNv0jFLqDxYeGgZ0BpwzUcj02sHA3cD3mqY5lv2rGugZxAGL4e3l95k/vrL0EY68vLwqLzdUF5kvlWIrtFcP47Z3aZWQkBA8PEynfkREBBMnTsTLy4vCwkJKS0sJCwujX79+dOvWjfnz59fa8lOVoWduBiyGDZffZ/54W0JCQoxwrrCwMMaMGYOnpyeFhYWUlJQQGhpKr1696NSpE4sXL7Y4Eubp6cmoUaMoLi42Qm1dhd5hA7bn5un7zB9fncdt3bo1YPp7rV27ln79+hkZ3MPCwhg1ahSjRo3i3Xff5bHHHrP43IyMDF599VUeeOAB435AQAB9+/alb9++TJ06lQkTJtg8X5ytus7T4OBg4zwNDQ1l1KhRZc7TkJAQevbsSceOHVmyZEmF89S8IXDXXXcRGhpqZHAPCAigffv2tGvXjg0bNrhcFnfzMGBbHYv6PkfDhps1a8bw4cNJTk526PObmZnJe++9xz333EPHjh15/vnnjcgZLy8vsrKyWLVqlUsuXWUeHm6rIanXqaPh5C1atGDkyJEkJSVV+v0/+eSTRnSTuUOHDvHuu+9W6pjVTV+1AbAY3q7Tr6fMH19ZemLHvLw8m5EaHh4eDBo0iJKSErZs2VLl123Ifv75Z2Nwady4cbVcGiHqlquFuIcAsVduGhBpdl+/tbxynE+A+51YtgjgNaCLE49ZaZ6ensb/i4uLrT5O32f++MpQSpWZ894Qw4P0pVDAdp3ro3/mj7dFX9IFTEmV8vPz+eyzz3jhhRd48cUX+eCDD0hNTcXHx8cY3akrzM87W6Oi+j57z1Pz0NSBAweSn5/PggULeO2113j99df57LPPSE9Px8fHhxtvvLFMHeuGDBlCcHAw27dvtxmFUhvMO9RsrR2s77O3wVjV4+oX/GPGjKFPnz68/PLLNGnShOjoaFq0aMHnn38OwAMPPMAtt9xi8bmRkZE88MADLF++nLZt2xIVFUVkZCSPPfYYRUVFDBgwoFJLx1VFdZ2n5ufdgAEDyM/PZ+HChbzxxhvMnTuXL7/80jhPJ02aVOE81e/rCUFXr17NG2+8wbx583jvvfc4ceIESimGDRtW6TVuq4v5Z9RWneqNY0fmeyuluO2223B3d+frr78us6ySPQ4dOsS8efOMSCgvLy/j+9rT0xM/Pz+7v79rknkd2ZqOo4dLW/res0YpxaxZs3B3d+fzzz93uE51ly9fJjMzs8zAwaFDh5g/f77DOStqit5BDvZdT5k/vjKUUsac9xMnTtjM29O7d28CAwPZv3+/zWgwYVtqaqqRJX7w4MFGRJcQwj42v/U0TXsTeBNAKVUKPKJp2gJnvLBS6mqpg4MxzXu/Ryk1zFQczfpCwaZjhmDqVChjzpw5TumBrUnNmzc3Lu4bYnh7dTJPvuHm5sa3335bJozt3LlzLFy4kAceeAB/f3969erlcLKp+qZ8nX3//fdllr5KSEjgu+++45577sHf35/u3buXWb+6cePG9O3bl8zMTBmVcIAeXuvu7s6CBQt48cUXjX2pqancd999dOzYkT59+vD444+zYMECi889efIkt956q3HBm5+fz7vvvktMTAyPPvoot912G88//7zTMvvWlvLn6cqVK8tEHyUkJLBs2TJmzpyJn58f3bp1M5LRmT9fX6lAD88EU7jt0qVLuffeewkODqZ///61sjxdbRg6dCixsbHs2rWrUlNTJkyYwIQJE0hMTOTtt982opJiY2O56aabGDZsGO3bt+fVV1+1OaJan4wYMYLWrVuzffv2KoX2v/3228b//f396devH1OmTOGll15i/vz5LhetVBuaNm1qXAPaCm8PDw+nc+fOXLp0qcxnXzgmNzeXJ554wpjy+dRTT9V2kUQNWvPokGp/jbyiynVoOkLVclo1u5PEaZrm5qzG+RUPAg9c+dfS7XZMo/ZjzLZdzSOYMsmXuZVfDqoyzEckbPXm6vuqOqdTD29PS0tzySQvNcF8xMJWneuja/YmHDN/3IULFyzOMbtw4QK///478L9Q4brA/LyzNeqo77P3PDV/XEpKisV1qVNTU40Lbz2xkm7s2LG4ubmxZs0amyMmtcV89MlWxIS+z95w8Koe1/y+tfVV9Qv0Dh06lAmRN3/uhx9+aLHe9SXWPDw8jPV+a0J1nafmn+3U1FSLU4NSU1ON87d88jnz5+/evbvCc0tKSowL9+bNm7tUpl3zpFe26lQfqb5akixdcHAwkyZNIi8vz+LSXlfTt29fJkyYwKVLl3jttdc4ePAgOTk55OTkcPDgQV577TUuXbpEdHQ0o0ePdvj41cm8jmyN8Osj7fYmcg0JCWHq1Knk5eXx1VdfVa2QZi5fvsz69euZM2cOmqZx6623VvgudgXm30X2XE9V9TdDj0ZMT0+3mTvhmmuuMZZnrGxEQ0NXUFDAE088wZEjRwgJCWHu3Lkuu5KAEK7M7ga6UspdKeVXbluIUuoxpdTLSilHQ9FPAznAo1QMm48FhmEaQf/Tlfv2ZJiYZ+lY5TMjV4b5hbat+eX6Plvz1K/G29vbyK7dkEfPzZcI05fqsUSfe25pSbGrHddWUh59n7OWeKkJ5u/NVhi2vs/ehqb5cW2Fp+v7zP9eXbt2JTo6mt9//53Tp0/j6elZ5qaP9CqljG013fAxHzm2tVSSvi85OblGjmv+fGsjP+bbzVePsOe5ycnJRhins1aesEd1nafmj3P0PDV/fl5entUpCfpzPT09XWr6i/m8c1sXxPo+e8N3J0+ejK+vL6tXryY/Px9vb+8yN/2z6u7ubmwzd9111wGmZcos/S5evnzZiLbRVx1wFeZ1aitRmV6n9iYVnT59On5+fqxcuZK8vDyrderh4WGxTq/mzJkzHDt2DDc3N4YMqf7RLEeZR0nYim7Ur6eqElXh5eVldMTZGj1v164djRo14ty5cyQmJuLh4VHmZv47pW9zpQ46V1BUVMTTTz/Nnj17CAwMZN68eQ6twCGE+B9HJvZ8APTHlAwOpZQn8AvQ8cr+R5VSAzRN22fn8ToBL2KaZz4MeFDTNCNeUCmlly1V0zS7MqRpmpaJhUzy1kaeHJGRkYGmaSilCAsLs/pDrP+IV2WObdu2bfHw8LC59nlDkJqaSmlpKW5ubjRq1MhiY1opZWRmtZbpvbzc3Fyys7PtTipXl9aZT09PN87TyMhIq+dheHg4YLuDwlxeXh45OTl2z702p3dwtG7d2liX25LmzZsb+7/88ssaXXJJX5LLzc2Njh07WlzWzzwvhL1hvnoETGRkJB07dmTdunUWH6dnby9/3EOHDjF27Fi734f5uWptqS17nlvdLl68aJynERERVs9TfTWM6jpPy79n/W9lL1f6bkhOTjbO4ejoaC5cuFDhMUopI8u9tUzv5enfFZMmTWLSpElWHzd27FjjXL333nuN7Xrnk62/oR4lpr+Wq0hMTDTqNCYmxuIUEKWU8R7trVP9N2vq1KlGxnVLJk6cyMSJEwG47bbbHCq7/pmyd3WTmpSZmWl8/kNDQ612Fum/HbYS9F1N69at8fDwoLS01Oba5/r1QLNmzZg1a5bVx0VFRRn7V6xYUeenBTlLcXExzz77LFu3bsXPz4/XX3/d+L0UQjjOkXXQBwPfm92fgqlx/gAwELgAPGnvwTRNy9M07f+AfkBT4LBS6v+UUu4OlKnGFBUVGQ1Aa8mBmjRpYvR0V2UZHj28/dy5cw1mPp4lhYWFxgWPtTDzpk2bGqNYjiyHooev21q+Sb9Qr0tLrRUWFhoXDNbWOI+JiTGSGTmSoV5/rK0lBPUL7LqWXEdfsgz+N+JXXt++fY2Rsg0bNth97E2bNtk8bnR0tLH+dvnjmt+3drGjZyeGsutIb9261RgFtvbcqKgo4yK4JleKMD9PrYXgRkdHG+epI2XTw9crc57qz/X19bU6Oq4/t6CgwGbiv5pWUFBg1JO1ZQBjY2ONEcuais7SOzHs+XvYGyJeU/Lz843vPUuZ0sH026SP9DraKVad9N8ve6cy1KSioiKjU8Za5E6jRo2M6ylrS9zZQ//uO3funEt9XuuT0tJSXnrpJTZu3Ii3tzdz5syhSxeXyO8sRJ3lyAh6FKY53bpxwCFN094DUEp9CNznaAE0TftVKdUHU6j7c8BtSqk/AfYNh9agY8eO0bhxY9q3b8+uXbsqNJ579OgBmEZyK9uoCwkJMeaRutI60bVl//79NG3alG7durFhw4YKoa6DBw8GTD/gjqwhu2/fPrp3707jxo1p3bq10WDXNW7c2Fi3s65FMfz2229ER0fTuXNnfvnllwp1pmdTTUpKcijS4+DBg3Tp0oVGjRrRsmXLCvPQIyMjjcaW+UjF5s2b2bx5s9Xjjh8/nm7dunHmzBmnzsd01DfffEOfPn2YMWMGr7zySoVw80ceeQSAPXv2WBxht3XcKVOmMGLECLp06cLBgwfL7H/ooYdwc3MjMTHRaMzrNm3axLlz52jWrBl//vOfmTlzZoXjP/igKT3H7t27y+SruHz5Mt9//z3Tp0/nvvvu45133qkwl/PPf/4zYBp5dkauDkccPnyY6OhoOnXqxJYtWyqEP/fr1w9w/Dz97bff6Ny5M5GRkbRo0aJC417fDhU79Y4dO8Z1112Ht7c3vXv3rnDeuru7G2HYrrj84s6dO4mNjaVfv36sWrWqQgfEyJEjAVNHhKURdkv+9a9/2dz/yiuvEBERwYoVK1ixYkWF/efOnaNdu3b07duXH374oUKD0dvbmz59+gCuWadbt26ldevWDBo0iGXLllX4bdejBk6ePGn3aOrLL79sc//cuXOJjIxkyZIlLFmypMJ+Nzc3myu7tG/f3sha7qrT5E6cOEGjRo1o06YNe/bsqdB47tatG2CKrqhsh29wcLARMXK13/E9e/YYnbSWXHvttbRv357ExESXXBKwtmiaxpw5c1izZg2enp784x//oFevXrVdLCHqPEdG0BVgPro9FDAf7kkCKhVLpWlaqaZpr2NaUu0CsBmYC7WcQq+c3377jUuXLuHl5cX48eONcHZPT08GDhxojPJu27atwnMffPBBHnzwQfr27WvzNfTRc/Oe+6vx9PTEx8fHuOlzpTw8PMpsr+pSJbVh165dZGRk4OPjw+23326MCnh5eTFq1Cg6deoEwNq1ays896WXXuKll15i+PDhFfadOHHCaETedNNNZUbomzVrxowZM3Bzc+PixYv8+uuv1fHWqs3evXvJzMzE29ubadOmGVECXl5eDB8+3DjHLI0CP/300zz99NMWE4adOnXKaNBMnDixzAh9TEwMN910E25ubmRkZLB///7qeGvV6qOPPuLMmTMEBQWxZMkSo54CAgJ4+eWXmTx5MgDPPvtshefm5+eTn5/PM888U2HfihUr2LFjB+7u7ixatMj4DvDy8uLhhx82GskvvfRShWRoJSUlxjGnT5/OM888Y4RvR0ZG8v777xuNmxdeeKHCaz///PPk5uYSGxvL/PnzjdEqHx8f7r//fuO133nnnRpf+m7fvn1kZWXh7e3N1KlTjVFULy8vhg4dakQGlO+0ANPaz08++aTRQWfu9OnTxnfn+PHjy4zQR0dHM2nSJNzc3MjMzOTAgQNlnpufn2/Mh+7fvz89evQw1lUPCgpi8uTJBAcHU1xczNatW6teCU72888/k5aWhq+vLw8++KAReu3t7c1NN91Ez549AVi2bFmF53744Yd8+OGHTJgwwall0v9+4eHhPPzww0ZyPaUUzZs35+GHHzb+9uvXr3fqazvD+vXrSU1NxdfXl8cee4zo6GgAYxlO/fNsKYHeV199xVdffcWNN97o1DI99NBDTJ06lZYtWxrnJ5jO0VGjRvHYY4/h5uZGWloaP//8s1Nf21ni4+PJzs7Gy8uL0aNHG9FJnp6e9OvXz/h92blzZ4Xn3nvvvdx7771XbQjqo+f5+fk1GiHkqjIzM42b+RJ8OTk5ZfaV7/wZOHAgAwcO5KOPPqpwzDfffJMVK1bg7u7Oiy++2OCWU8vKyjJu5oMhly9fLrOvfJ3qK1uYr7xiLicnp8zzdbm5uWW2u2LSXeEcjrTYTgGjgPeVUoMwjaibX+FHA1WKa9U07RQwSil1G/AvTJ0CLqOkpIRVq1YxadIkGjVqxK233kpBQYGR6ErTNLZt21alpXf0i9Ljx4/bvfb5kCFDLIY0duvWzeiFBtMPnaUfO1dWXFzM/PnzmTlzJjExMTz88MPk5+fj5eVljCKsW7fO5twya7755hvuvvtumjRpwsyZMyksLKS0tNQIq7106RJfffVVlTPy17Ti4mIWL17MrbfeSlRUFPfdd1+ZOtM0jQ0bNlRqtGrZsmXceuutNG7cmFtuuYXCwkI0TTNCEbOzs1m8eHGd/NHIz89nypQp/Pe//6Vnz55GAzIgIAB3d3dKS0v5+9//bnUeuS233HIL69atIzY2lp9//pns7Gx8fHyMbNsffvghn3zyicXnfvPNN3Tq1Im//vWvPPPMMzz55JNkZWURGhpqfAZmz57NmjVrKjz35MmT3H777Xz55ZfccMMN3HDDDVy8eJGAgAAjK/XSpUt57rnnHH5PVVVcXMx3333HjBkzaNKkCX/4wx8qnKebNm2yuGLA1SxfvpxbbrmFRo0aMWPGDIvn6bfffmvxPN22bZux3NKoUaMYMWIEhYWFRsh7cXExq1atsjvnRU0qKiri3//+N48++igtWrTg+eefN5KQ6efKsmXLOHz4cI2VadeuXcTGxjJixAjatGnDM888U2F9+9LSUr7//vsaLZe9ioqKmDt3LrNnzyY2NtZYCk7vDC8tLWXx4sVVWirNUf7+/sbnuaSkhNzcXNzd3cskXEtKSuKNN95wyRB3MF1PrV69mvHjxxMZGcm0adMoLCw0ErJpmsbOnTurFN7etm1bwDSlzd7rqfrMWj4T85wRAN99953NpKa65ORko2NKKcWrr77Kq6++avXx9THywFpuiMcff7zM/Y8++siI5rDHww8/bPE3pnz9vvLKKzKdoJ5ypIH+KfCGUuo3IAZTCLr5Apv9AKfEUmma9pVSahHgC1Q+HXo1SE9P5+uvv6ZXr160bNkSf39/8vPzSUlJYd++fVWae960aVMjUYmrhqXVhuTkZN5++22GDBlCXFwcgYGB5Obmcv78ebZu3erQ3HNzeXl5vPfeewwYMICuXbsSHh6Om5sbFy5cID4+ni1bttTZOWspKSl8+OGHDBw4kLZt2xIYGEheXh6JiYns3LmzUo0eMNXZp59+Sp8+fejUqZPRSExJSeH48ePs2LGjztYZmML4e/XqxeOPP87YsWOJjo4mPT2d3bt38/bbbzs099xcQkICffv25f/+7/+44YYbaNGiBdnZ2Rw4cIAPP/zQYhirub///e/8/PPP/PGPf6RPnz6EhoaSnJzMli1bePvtt212vK1atYp+/frx2GOPMXz4cBo3bkxOTg779+/n008/rdTSWc6SkpLCxx9/zIABA2jdurVxniYlJbFr165Kj3rl5+fz+eef07t3bzp06GCcp6mpqRw/fpydO3fanO+8cuVKTpw4YUyD8fT0JCsrizNnzrBjxw6bSzXVtvPnz/Pcc88xZswYunbtSkhICDk5OZw+fZp169bVym/LokWL2L9/P0OGDKFVq1ZG9vy0tDROnDjBxo0bK/09XhPOnj3Lk08+ycSJE+nevTuhoaFkZ2dz8uRJfvzxxxqfe75gwQJ69OhBhw4diIiIICgoCKUUFy9e5OzZs+zevZstW7a4fOfyxYsXWbx4Md27d6dFixb4+flRUFBASkoKBw8etDvpniUxMTFGtFFdm6ZWV5gnySwuLq7xKCxRu5RSIUBI+e3Hz6YSLEvrVZmyNwutMq0n8QwwCdNI+VOapm2/si8ciAde1zTNevdZLXnnnXdcKlS+PrB3mSlhP1dasqm+ePHFF2u7CPVObYy213eu3DitqxpygtXq4opLttV1N910U20Xod5x5Q7Uuqpdu3YVIpqVUs8BFeb8/d+Tf+OvT/29WsuTV1RSrceHmgvhbhbmbfGl7B5B10wt+Rev3MrvS6eS88+FEEIIIYQQQtQZ84DPym+87/6HXC/bZx1U97KGCSGEEEIIIYSoFZqmZQKZ5benZte9HESuyO4GulLKnngFTdM0iSkVQgghhBBCCCEc5MgI+nM29mmYwvX1MHghhBBCCCGEEEI4wJEGeqyFbR5Aa+AvQDBwpzMKJYQQQgghhBBCNDSOJImztt7N70qptcDPwEzgKWcUTAghhBBCCCGEaEjcnHGQKxnevwXucMbxhBBCCCGEEEKIhsYpDfQrvIBwJx5PCCGEEEIIIYRoMJzSQFdK9QYeBuKdcTwhhBBCCCGEEKKhcWSZtZNWdoUBgUAxcI8zCiWEEEIIIYQQou7w9nRmcLZlHu6q2l+jtjmSxf0spmXUzGnAr8Ax4ENN0047qVxCCCGEEEIIIUSD4kgW96HVWA4hhBBCCCGEEKJBq/44BCGEEEIIIYQQQlyVNNCFEEIIIYQQQggXYDXEXSlVSsU551ejaZrmyLx2IYQQQgghhBBCYHsO+hc43kAXQgghhBBCCCFEJVhtoGuadlcNlkMIIYQQQgghhGjQJBxdCCGEEEIIIYRdlFIhQEj57WeS0gkJqbBZOMjuJHFKqRFKqX/Y2P8PpdQw5xRLCCGEEEIIIYQLegQ4Vf723jtv1maZ6g1Hsrj/FWhjY38s8ETViiOEEEIIIYQQwoXNw9T2K3P704MP12aZ6g1HQty7Aa/a2L8DUyNeCCGEEEIIIUQ9pGlaJpBZfvul/NIaL0t95MgIejBw2cb+PCC0asURQgghhBBCCCEaJkca6AlALxv7ewHJVSuOEEIIIYQQQgjRMDnSQF8F3KmUGlF+h1LqOuBO4AdnFUwIIYQQQgghhGhIHJmD/jJwE7BaKfVfYN+V7d2BMZhGz190ZuGEEEIIIYQQQoiGwu4GuqZpF5RSA4H3MDXIx+q7gP8CD2qaluT8IgohhBBCCCGEEPWfIyPoaJp2BhirlArlf0uundA0LcPpJRNCCCGEEEIIIRoQhxrouisN8l1OLosQQgghhBBCiDooyMdNOfJ4pVQI8Agw78rSbU5XF1/DkSRxQgghhBBCCCGEM4QAz175V17jCmmgCyGEEEIIIYQQLkAa6EIIIYQQQgghhAuQBroQQgghhBBCCOECpIEuhBBCCCGEEEK4AGmgCyGEEEIIIYSoaZnA81f+lde4QmmaZnmHUndU5oCapn1RpRJVg08//dTymxSVlpSUVNtFqHcaN25c20Wod06fPl3bRah3Xn/99douQr3z4Ycf1nYR6p3Ro0fXdhHqnd9//722i1DvWLsGF5VXWlpa20WodwYNGuTQ0mmi6mytg/4ZoAHmfxTzbxJlYRuAyzXQhRBCCCGEEEIIV2ergT6s3H1PYA4QDrwPHL6yvRNwH5AGPOHsAgohhBBCCCGEEA2B1Qa6pmmbzO8rpV4AfIAumqZlm+36Xin1LrAduAb4qToKKoQQQgghhBBC1Ge2RtDLuwt4q1zjHABN0y4ppT4FHgSec07RhBBCCCGEEELUBceSc6s/sUJNzIivofQQ7Zr4WXw3jmRxjwTcbex3Bxo5UighhBBCCCGEEEKYONJAPwL8QSkVWn6HUioM+AMQ76yCCSGEEEIIIYQQDYkjIe7PAUuAo0qpT4CjV7bHATOBMGCKU0snhBBCCCGEEEI0EHY30DVNW66UmgK8Cfy13O7zwHRN05Y5sWxCCCGEEEIIIUSD4cgIOpqmLVVKLQd6Aa2ubD4J7NE0rdTZhRNCCCGEEEIIIRoKhxroAFca4ruu3IQQQgghhBBCCOEEjiSJA0ApNUQp9ZJS6j9Kqbgr2wKubA9xegmFEEIIIYQQQogGwO4GulLKXSn1DbABeAqYBURf2V0MLAPud3YBhRBCCCGEEEKIhsCREfQngJuAR4EOmC0Tr2laPrAUGOvU0gkhhBBCCCGEcBlKqRClVMvyt0tZmbVdtHrBkQb6HcAXmqa9CaRZ2B8PtHZKqYQQQgghhBBCuKJHgFPlb5//593aLFO94UgDvSWwzcb+TCC0KoURQgghhBBCCOHS5gGx5W93/uGB2ixTveFIFvdsIMzG/jZAatWKI4QQQgghhBDCVWmalolpcLaMY8m5NV6W+siREfRfgNuUUqr8DqVUKKakcRucVTAhhBBCCCGEEKIhcaSB/jLQFlgPjL+yrZtS6j7gV8Af+KdziyeEEEIIIYQQQjQMdoe4a5q2Wyl1E/AR8OmVza9jyuaeAkzWNO2w84sohBBCCCGEEELUf47MQUfTtFVKqZbA9fxvqbXjwGpN02TSgRBCCCGEEEIIUUkONdABNE0rAFZeuQkhhBBCCCGEEMIJHJmDLoQQQgghhBBCiGpidQRdKbW+EsfTNE27rgrlEUIIIYQQQghRx3i4V//Yb5CvwwHgDruUV1ztr2GLrXfYCtBqqiBCCCGEEEIIIURDZrWBrmlayxoshxBCCCGEEEII0aBZjUNQSq1XSl1ndv+OKxnchRBCCCGEEEII4WS2JgoMBRqb3f8UGFitpRFCCCGEEEIIIRooWw30JCDW7L6q5rIIIYQQQgghhBANlq0kcT8BzyilegMZV7bdq5QaYeM5mqZpdzutdEIIIYQQQgghRANhq4H+F0xZ3EcATa78f8iVmzUaIA10IYQQQgghhBDCQbayuKcDd+r3lVKlwG2api2oiYIJIYQQQgghhHAtSqkQIKT89r3HkwgKrrBZOMhqA10p9XdgiaZpv13Z9DlwsEZK5eJ8fX3p2rUrTZs2xc/Pj6KiIlJTUzl8+DBJSUkOH2/KlCkEBgba9djNmzdz4sQJi/vc3d1p3749LVu2JDg4GA8PD/Lz88nMzCQxMZFDhw45XLaa4u/vz8CBA2nTpg2BgYEUFBSQmJjIrl27OH36dJWOHRAQQO/evWnTpg3BwcEopcjJySEpKYnDhw9z/PjxCs956qmnrnrcJUuWcOTIkSqVrTr5+vrSrVs3mjVrVuY8/e233yp1nk6bNs3u83TTpk0VztO77756cM1PP/1U5b93bQoICGDIkCG0b9/eOI/Pnz/Ptm3bOHnyZJWOHRgYSP/+/Wnfvn2Z8zghIYGDBw+69LloS+PGjXn88ccZM2YM0dHRZGVlsXv3bt555x02btxY6eMGBgby6KOPMmnSJJo3b05eXh4HDhzgP//5D0uXLrX4nKeffppnnnnGruNv2rSJ0aNHV7p81cnHx4fOnTsbv1GFhYWkp6cTHx9PcnKyw8ebPHkyAQEBdj12y5YtFs/1sLAw4uLiaNSoEX5+fmiaRm5uLikpKRw5coSMjAwLR3N9ubm5/Prrr8THx3PkyBGOHDlCVlYWAPPnz6dFixaVOm5GRgabNm1i9+7dHDt2jLS0NNzc3GjcuDG9evVi2rRpNG3a1JlvpVZkZmaycuVK9u3bR2ZmJr6+vrRq1YqRI0fSqVOnSh93//79rF+/npMnT5Kbm0tAQADt27dn9OjRtGrVyuJzli5dyrJly+w6flxcHLNnz650+apTZmYmq1atYt++fWRkZODn50dsbCyjRo2iY8eOlT7ugQMHLNbpqFGjrNapudLSUjZv3szOnTs5d+4cubm5BAYG0qRJEzp06MDo0aPx8vKqdPmqU1ZWFqtWrWL//v1l6vT666+vcp1u3LixTJ22a9eOUaNGERsbe/UDmFmzZg0LFy4EIDw8nNdee63S5bLTI8Cz5Td++sE7PPxX+35HhXW2QtyfA04AegP9DmAtDbyRHhoayujRo/Hx8QGgsLAQb29vmjdvTrNmzdizZw8HDzpWRfn5+bi7u1vd7+npiaenJwDp6ekWHxMcHMyIESMICgoCoKSkhOLiYgICAggICCA6OtplG+iRkZHceuut+Pn5Aab68PX1pW3btrRp04aNGzeybdu2Sh07Li6OcePG4e3tDZj+XmC6WAwLC8PPz89iA12Xm5tLaWmpxX3FxcWVKlNNCA0NZezYsVbP0927d3PgwAGHjnm189TDw8P4cbV2ngLk5eWhaZrFfSUlJQ6VyZU0btyYmTNn4u/vD5jqy8/Pj7i4ONq1a8e6devYvHlzpY7dqVMnJk2aVObvqWka4eHhhIeH4+/vXycb6J07d+a///0vERERgOkiKCIignHjxjFmzBieffZZXn/9dYePGxMTw9q1a40LnOzsbIKCghg2bBjDhg3jgw8+4JFHHqnwvMuXL9tswLq5udGoUSMA9u3b53C5akJISAjXX399hc9+06ZNiYmJYe/evQ7/Ftjz2dd/oy5evFhhf7t27ejTpw9ubqa8tPp3Z1BQEEFBQbRq1YqdO3fa/C52Vbt377arQ9dRkyZNKvN96OvrS3FxMWfOnOHMmTOsXLmS2bNnc/311zv9tWvK2bNnmTNnDjk5OYDpPWZnZ7Nv3z7279/PlClTGD9+vMPH/eKLL/jpp58AUErh5+dHVlYWO3bsYNeuXdx+++0MHz68wvO8vb0JDg62etzS0lKys7MBaNmypcPlqgnnzp2zWKf79+/nwIED3HTTTZWu0/Xr1wOW6/S2226zWKe6jIwM5s2bx5kzZwDTd6mvry+ZmZlkZGQQHx/P4MGDCQsLq8S7rl7nzp3jtddes1qnN954I+PGjXP4uF9++SUbNmwAytbpzp072b17N7feeivDhg2z61gXL1602vFcjeYBn5XfOPO+B0/VdEHqI1sN9EzKhi40+Czu7u7uXHfddfj4+JCens7PP/9MZmYmnp6edO/enc6dO9OrVy/S09NJTEy0+7grV660uf+6666jefPmpKWlWRxl8Pf3Z8yYMfj6+nLhwgX27NnDhQsXANOFU3h4eKV78aubh4cHU6dOxc/Pj+TkZL7//nvS0tLw8vJi8ODB9O/fn6FDh5KcnMypU4595lu3bs2kSZNwc3Nj3759bN++3bh49PX1pXnz5jZ/jAE+/fRTYzSkrnB3dzcu0NPS0ti0aZNxnvbo0YMuXbrQu3dv0tPTSUhIsPu433//vc39I0aMoEWLFlbPU/Pj6D909YWHhwe33nor/v7+JCYm8t1335GSkoK3tzdDhw5l8ODBjBgxgsTERH7//XeHjt22bVumTp2Ku7s7e/bs4ZdffiEtLQ0wncexsbGEhIRUw7uqXj4+Pnz77bdERESwd+9e7r77buLj4wkMDOSpp57ikUce4fnnn2fv3r3Gxba9FixYQGxsLKdPn2bmzJls374db29v7r//fl588UXuu+8+9u/fz6efflrmefPmzWPevHlWjztx4kS++eYbwHRx5Wrc3d0ZNmyY8Ru1ZcsWsrKy8PT0pEuXLnTq1IkePXpw8eJFh6Jo/vvf/9rcP3ToUJo1a0Z6ejqZmZll9gUHBxuN88TERHbv3m18p4aEhNCnTx+aNGlCnz59SEpKqpPfDaGhocTFxREXF0dkZCSvvvpqlY9ZUlJC9+7dGTduHH379iU8PJySkhIOHTrE3LlzOX78OC+99BKxsbG0adPGCe+iZhUWFvLmm2+Sk5NDixYtuPfee2natCl5eXksW7aMH3/8kW+//ZYWLVrQpUsXu4+7Zs0a4/tiwoQJjB07Fj8/P3JycliyZAk//fQTX3zxBU2bNqVdu3Zlnjt27FjGjh1r9di7d+/m7bffBmDw4MGVeNfVq7CwkHnz5pWp05iYGPLy8li+fDk//vgj3333HS1btqRz5852H3ft2rVG43zChAmMGTOmTJ2uX7+eL7/80mKdgqlTfs6cOSQnJxMTE8O0adPo1KkTHh4eFBYWkpCQwK5du4xOPldSWFjIW2+9RU5ODs2bN+cPf/iDUafff/89q1evZsmSJbRo0cLhOtUb5+PHj2f06NFGnS5dupQNGzbw1VdfERMTY7FOy5s/fz4FBQW0atWqytF69tI0LRNTW7GMk6n5NfL69Z2tZdb2An9VSj2slLrjyrZrlFJ32LrVQJlrjR62WlRUxLp164wLkaKiInbt2sWZM2dQStGrVy+nvaa3tzcxMTEAVkPbBwwYgK+vL0lJSfz4449G4xxMIxUXLlxg586dTiuTM/Xo0YOQkBAKCgpYtGiR0fAoLCxk/fr1HD16FKUUQ4cOdei4Xl5ejB07Fjc3N7Zs2cIPP/xQZmQnLy+Po0ePumy9VEVcXByBgYEUFhaydu3aMufpzp07OX36NEopevfu7bTX9PHxMcIt6+IoWFX16dOH0NBQCgoK+Oqrr0hJSQGgoKCA1atXc/jwYdzc3Bwe7fL29mbSpEm4u7uzadMmli1bZnxGwHQeHz58mK1btzr1/dSEe+65hxYtWpCdnc2UKVOIj48HTKPds2fP5vvvv8fNzY0XXnjBoeNOmDCBvn37UlJSwvTp09m+fTtg+lvMnTuXf//73wD87W9/c/iC8LbbbgOo1Ch0TWjbti0BAQEUFRWxYcMGoyFcVFTEr7/+ytmzZ1FK0aNHD6e9pre3N9HR0QAWLwxbtGiBm5sbhYWFbNq0qUyHZ2ZmJhs3bqSwsBB3d/c6GbI9aNAgVqxYwWuvvcbdd99Nnz59nHLcd955h3feeYcxY8YQHh4OmDpgunbtyhtvvEFoaCglJSUsWrTIKa9X0zZs2EBaWho+Pj488sgjxt/e19eXm2++mZ49e6JpGosXL7b7mCUlJUZHcv/+/ZkyZYoRmRcQEMAdd9xBhw4d0DTN6GhzxJYtWwDTOd2sWTOHn1/dNmzYQHp6ulGn+rWjr68vM2bMcEqd3nTTTVbr1Nq5uHjxYpKTk4mOjubpp5+mW7dueHiYxge9vLyIjY11aApdTdq4cSPp6el4e3vz8MMPl6nT6dOn06NHDzRN47vvvrP7mCUlJaxYsQKAfv36ceONN5ap09tvv524uDg0TePbb7+96vH27t3L3r176dmzp0OdBMK12WqgPwqUAHMxhTBowH1X/m/tVnY4op7R59joc0XK++0302yAiIgII9S8qlq3bo27uzslJSUWL35CQ0ONH4pt27ZZDcd2Vfocs8OHD1scOdEvrqOiohwKferWrRuBgYFcunSp0mHFdVXr1q0B6+epPgUjIiLiqhEEjrymfp46OkJcH3Tt2hUwzSfTQyDN/fLLL4Ap9FoP57ZHjx49CAoKIisryxjBqC9mzJgBwDfffGMx4mju3LkA9OzZk7Zt2zp83PXr11ucxjFv3jxKS0uJiopyqOMvPDycUaNGAfDVV1/Z/byapIf0nzp1iry8vAr7Dx8+DJjei7N+o2JjY43PvqUoJ19fX8DU8WJpWlBRUZHxmdEv2usSW6H/VdG9e3er+0JDQxkwYAAAR48erZbXr276tLX+/ftb/G3XR7LPnDljd7THqVOnjHNp5MiRFh+j5404ceJEmcGMq9FDmsE1R8/hf9dL/fv3JzQ0tML+MWPGAM6vU/178cSJE0bntO7SpUv8/PPPgOm7WW+I1hXVUaenT582rnetddrrdW2pTs3l5+czf/58vL29ufnmm+16fVE3WG2ga5q2H2gHtAeGYgpxfxkYZuNmfQJKHefh4WFcWFsLC05JSaGgoADAGFGoKj107fz588axzemNsfT09DoXiu3l5UVUVBRgeeQFTHWdn28Kl3Fkzpfe8D9y5Eid67SoCk9PT+M8PX/+vMXHVOd5eu7cOYvnaX3m5eVl1KO1KJfz588bDSZ7kunounXrBsChQ4fq1XkcEBBgjOKuW7fO4mN27NhhRH/YOw8PYMiQITaPm5iYaDRUHWmgT58+HS8vLwoLCys1+lbd9OlMgNUpVqmpqUYejiZNmjjldfXzOSEhweJnX78QDQwMtNgA9/T0NEbOLM1fF5aZ55upa/Ly8oxkoNbC11u3bm005vTP69WY5z7Rry3KM9/uSBTMtm3bKCkpwd3d3egccSXmdWptFLV169ZGh1ll6tTad4Z5neoDVbpdu3YZ+ZDq2uhuXl6eMWfeWtlbtWpl1KkeBXY1jtaprfN02bJlXLx4kQkTJhjf/6J+sNldrWlaCXAcOK6U2gRs1DRtU42UzMWEhISglGkavq35tZcuXSIyMtIpc0JDQ0OND5y1C//IyEjA9IH38vKiW7dutGjRAj8/PwoKCoys3bZ64GpLeHi4UaepqalWH5eenu7QyKO7uzuNGzcGIDk5mfDwcAYPHkzLli3x9vYmOzubU6dOsW3btqt2akyePJnQ0FA8PT3Jzc0lMTGR/fv3u+wosZ7dG6gwF9RcVlYWjRo1ctp5qv9trJ2n5oYPH05QUJCxykBKSgrHjx/n3LlzVS5LbYiMjDSSX1n7nGmaRlpaGs2aNTM+s1fj4eFh/HgnJSURERHBsGHDaNWqlXEenzhxgs2bN9v8W7uiuLg4o86sXShqmsbx48fp06cPHTp0sOu4kZGRxrlo6wL0yJEjdO7cmbi4OLvLfOuttwKwevVqm0kQa4v5Z9/W99qlS5ecFj0TEhJi/EZZ62Q9deoUXbt2xcvLi2uvvdbiHHQvLy8SExMdyt3S0OlJCh3p8HMViYmJRqJQPWS4PDc3N5o0acLJkycdypWis9ahad6h4chx9SgoPTrP1SQlJdlVp1FRUZw8edLuz5r+nQKVq1P9mqBZs2ZGaPe2bduM6Q2xsbEMHz7cqdNunMW8Tq0NZujn6alTpyr1/WWtTs23WzvumTNnWLduHVFRUVajG0TdZXc8maZp9g9h1EPmYTmWwobL79N71KpCH5XMz8+32ngxD1OcMGECQUFBRgZ3Pz8/WrRoQfPmzdm1a5fLzZk0X7bHVmIgfZ+9y/yEhIQYYYfh4eGMGTMGT09PCgsLKSkpITQ0lNDQUDp27Mi3337L2bNnrR4rOjqagoICSktLjYzDcXFxxMfHs3z5cpcb1ayN81QPP87Ly7NZl7rIyEgKCwspLS3F39+f2NhYYmNjOXnyJJs2bXK5Or0a84u1S5cuWX2cHiZo78VdSEiIMeIYHh7OhAkTjBHc0tJSwsLC6Nu3L127dmX+/Pl1ank681EDW2GB+j57R3ur67idOnWiZ8+egGsmh4Oyn+Wa+uzrEVz5+flWI3Zyc3PZtGkTgwcPJjo6mokTJxqh7h4eHuTl5XHw4EGHV5VoyDZv3mys2mArqZmrMu9AstVJrO+zNzrQvBM/MTHRYnIt88aOvR2b586dM0ZSXTW83fy92FOn9r5381FZe+q0/N9Kn0bg7e3NP/7xD06ePGlkcL98+TIHDx7k4MGDjBgxwsjx4Sqq6zx1tE4t/a1KS0v5/PPPKS0t5fbbb6+T04OEbXb/RZVSQ+x5nKZpP1e+OK7L/OS3FVKmX3hUNRulUqrMnHdry1Lpy1q1adMGTdPYtm0bx48fp6SkhICAAPr370+zZs3o06cPaWlpDs25qm7mdVRUVGT1cfo+e9fH1JdUA1MCvcuXL/Ptt98a8yNjYmIYP3484eHh3Hjjjbz//vtGGL3uwIEDHDp0iMTERCNsMzw8nP79+9OtWzc6dOhAfn7+VbMb1zTz89TWMnDOPE/N57xbO08Bjh07xsmTJ8uE2QYHB9O1a1fatWtHq1atKCwsNBLx1BXm56WtOnf0PNaXyQJT2HZOTg4LFiwwojeaNWvGjTfeSEREBDNmzODNN9+0OO/YFelL0QE2y6w3Js0f78zj2tvpp184pqamutxnXmfvb5S+zxmfffM577Y++4mJiaxbt45rrrnGiJ7Rubu74+npibu7e53rnKsNqampRpZ4faWTusZ8KoSt70P9t7z877M1LVq0IDAwkOzsbH744YcKDR9N0/jhhx+M+/YeVx89DwwMNKYduRp761TfZ+9UNPM6/e9//+twnerftfr8/RtuuIHRo0fj6+vLpUuXWLx4MZs3b2bdunXExsYyaNAgu8pVE6rzPA0ICCAnJ4cff/zRYp2a/85YOu769es5ffo0/fv3dygSTNQdtpLElbcR2GDHrUqUUn5KqdlKqV+UUkeUUpuUUo8ppbzteG6IUqpl+Zut0QRXFRMTY4yG2gob1sOP3NzcOHjwIEeOHDEuwHJyctiwYQM5OTkopYxEVvWdeUiWm5sbK1asKJO8KCEhgSVLllBaWoqfn5/FZDwrV67k1KlTZb6g09PTWbVqlZHcpnv37i65ZmdNatq0qXGeXi17++bNm0lISDAa52Dqcd68ebMxeta+fXunJa6r68qfx999912ZqRXnzp1j4cKFRiSCM1ePEP/j5ubG9OnTAVM2YludMA1JdHS0MQp/tWV9unbtyrhx4ygtLWX9+vUsWrSIRYsWsX79enJzc4mLi2P06NF2d141VLm5ucyePZuMjAyaNGnCk08+WdtFcikeHh7GetR79+7l008/JSUlheLiYhITE/n3v//N77//bkTYmX/HWlNaWlomoV1DG6n08PAwojT27t3LZ599VqZO33vvPU6ePGm1TvWOO03T6N+/P5MnTza+N4KCgrj77ruNjr5Vq1bV1NuqVeZ1um/fPj7//HOjTpOSknj//fdt1mlGRgZLly41MsmL+smRb5qZVp7fGrgLOA184MiLK6UuAXdrmrb4yv0g4GegK1AIJAIDgMHAjUqpYZqmFVo7HvAI8Gz5jWvWrGHSpEmOFK0C84syd3d3qxdp+pe3rRFhe+jh7RcvXrQ537G4uNj4EFuac1lSUsKRI0fo3bs3TZo0QSllc6SjJpnXkR6Cbok+0mNtf3nmj0tNTbUY+qtvb9WqFS1btjQyddrjl19+oXfv3nh6etKmTRuXWqrN/Lz08PCweh7W9Hl6NXv37qVjx454eHjQrFmzOpXw0Px809d1taQq5/GFCxcsNoIuXLjA77//Ttu2bWnVqpUx0uPqLl++bPzf19fX6hQXvfPH/PGOHNca/bj2rLl9/fXXGwl7XDW8Hez/jdJ/L6r62dcjvDIyMmwmd4uNjaVbt27k5eWxevXqMud1QkICqampTJw4kZCQEDp16sTevXurVK76qqCggNmzZ3PkyBFCQkJ44403nJJDpDaYR7kVFhZa/azqHeTm0URXM3r0aBITE/n555/ZuHEjGzduLLP/2muv5ezZs5w6dcqujOIHDx40fo9cNbwd7K9T/fNn/virGT16NElJSVbrdMiQIZw7d85inZr/7WxlgX///fdJTEwkMzPTZc7r6jxPR40aRVJSEps3b2bTpk1s2lQ2vZetOl2wYAF5eXnccsstLjmg4eF+9Y6vqhrwvOUksM700+zandlt9wi6pmmfW7h9rGnaU0AnwHLKTNsCAPM4u5cwNc6fBgI0TWsFBAJvYGqo/+Uqx5sHxJa/OSN5gvkovK0vdX1fVUJNvby8jKXTrpZ0Sy9Xfn6+1ZAlfV6sh4eHQ1/K1c384thWqKm+z56L6fKPs9Vo1Pc5utxQUVGRkdTO0rIbtammz9PmzZsDVV/7vLi42Ei+6IoJeGwxX1bN1rmkvy9Ly7Bd7bjma5+Xp+9zxR9qa8znh1vLtmy+Lzk5udaOq4e3//bbb0ZiLldk/lmuyd+oqyXM1MMvT548abFzqrCw0Oh8csW1pV1BUVERf/vb39izZw8BAQHMnTvX+O6ti8wbYLbmQuv7HPluU0px99138+ijj9KnTx+ioqKIiIigU6dO3H///cyaNcv4brUnB4Xe6dm0aVOHVpKpaY7WqSONYKUUs2bN4tFHHzUGe/Q6/dOf/sSsWbOM60w9Qa+lclmrb/PtrrSSQ3WfpzNnzuSRRx6pUKd//OMfueuuuyzWaXx8PHv27CEmJoaBAweSn59f5mY+vcnSNlF3OCVWR9O0DKXUR8Bfgc+rcKjpwEJN0/5hduwC4HGlVM8r++fYKEcmkFl++6efVn159szMTDRNQylFaGio1WRQ+gV6VbIqx8bG4uHhQWlp6VVDBzMyMhxqJLrK6DmYGsh6nUZGRlr9YtYTathqpJjLy8sjJyfH7vmlrlQnVZWVlWXUaUhIiNWRaP2HpCrnaatWrYzz1FWz2teE1NRUSktLcXNzo1GjRhbPU6WUkcDI1ooF5nJzc8nOzq5zHRb2OHr0qFFnHTt2tNjBo5QyEhDau3xNWloaqampREZG0rFjR6tLremNRj3RljXBwcGMHz8egPnz59tVhtpi/tkPDg6+6m9UVaJUWrZsacwZt7T2uTn9u8aZiUAbkuLiYp577jm2bt2Kr68vr7/+uvG5qKuioqKMaL6EhASLnWmlpaVGB5q1rOS2dOvWzeJ88ZycHOM7Ws+fYs3ly5eNiA5Xmhttib11qndiVmaJ1a5du1qcKpmTk2MMeOhRdbqYmBhj/nldYx51mpiYeNXztLrq1Pw81bclJCTw4IMPWj1ueno6999/PwCzZs1y6egPYZkjc9CvJgOo9HofSil/IBL4wcpDfgBq7VepuLjY+FK39iGMjIw0RqirslyM/gWXkJBw1VEO/XV8fHysjo7rF0iFhYUutUZ1YWGh8WOhz0EqLyYmxggbciRLtf5YW+tC6vscvVD19PQ0lspyteWtioqKjPPU2kVNo0aNnHKe6heJ5mt8V5aHh4fR0WTvCLOrKCwsNOrR2gVf06ZN7Z6va05/rK0lBvVz0dbyj64mJyeHX3/9FTAtu2dJ3759jRGMDRvsT2/y888/2zxudHQ0HTt2tOu4U6dOxcfHh+LiYr7++mu7y1AbiouLjYs3a9EDERERxjxve6MSLNHD2xMTE6+aGEnvALWV6E/fV9Ww+/qmtLSUl19+mU2bNuHt7c2cOXPq3FrSlvj6+hqj0eXXzdadPHnSiAjTP6/OoE9nCwoKolOnTjYfu2PHDoqKinBzc2PgwIFOK0N1MK9Tayv2nDx50vitrq46LX9c8zq29p1jHvlk73K6NcHROrV3OVB77NixA7Bcp6JhcEoDXSnlA9wOVP4X3zTnvASwtk5RDuBeheNXmX6x3KpVK4tzUfQfzrS0NJvLLdkSFBREo0aNAPvWlD579qxxUWPpx8bd3Z327dsDjq35WVP0L71OnTpZvIDr168fYPoCdyT06eDBg4Cp8WIpLM18u6Ojv4MGDcLT0xNN01xy5FgvU+vWrW2ep6mpqZUeRQsODjbO06qGt4Mp4Z6HhweaplldrsmV6UnuunbtanEUUB99SUhIsDsSBDBGbxo3bmxxvWPz7ceOHXO43LXpm2++AWDGjBkWQx8feeQRAPbs2ePQOaYfd8SIEXTp0qXC/oceegg3NzeSkpIqzPsrTw9vX7t2rUutgGGNPpodGxtr8bOvX+ilp6dX6TdK7xSy5/tP7zhq2bKlxQRbHh4exnexI5+N+k7TNF599VXWrl2Lp6cnL7/8srHUX30wYMAAALZt22axo1vPYt2yZUub01UccfHiRZYvXw6Y5lVfLeGbHt7epUsXl5kXbYue0b+m6/T7778HLNdpXFyckUx3zZo1Fo+hb4+NjXV4ymF1069Bt2/fbrFOV69eDZgyszuzTlesWAGY5qqb1+ngwYP55JNPrN4mTpwImAag9G0yel432d1AV0p9YuW2DDgD9APeqUQZ7lVKfYIpwVwepqRzljQHKp+FygmOHj1KdnY2Xl5ejBgxwhiZ9vDwoHfv3sZFxp49eyo8d+bMmcycOdNixnBz+uh5QUGBXWtKFxQUGI2Dzp07ExcXZyQB8vf3Z+jQoQQEBFBSUuKSYUZ79+4lMzMTb29vpk2bZvSeenl5MWzYMCMUtXxSEoCnnnqKp556imuuuabCvlOnThkdKhMmTCjTSI+JieHGG2/Ezc2NjIyMCvUyefJkrr32Wpo0aYKb2/8+ImFhYYwZM8boST9w4IBLXlAeOXLEOE9HjhxpXFh4enrSp08fI1rB0nl69913c/fdd9OjRw+br+HoeTp8+HB69epFREREmToNDg5m8ODBRiji8ePHXS4qwR67du0iIyMDHx8fbrvtNqMBo/8N9M6ztWvXVnjuiy++yIsvvsiwYRUTkvz+++9GR91NN91UZoS+WbNmzJgxAzc3Ny5evFjnkmt99NFHnDlzhqCgIL777jvjsx4QEMDLL79sJPZ89tkKeT/Jy8sjLy+Pp59+usK+FStWsHPnTtzd3fnmm2/o27cvYPpbPPzww0ZY4IsvvmhzxLZNmzbGxZmrh7frjh8/Tk5OjvH9af4b1bNnT1q0aAFg8Vy5/fbbuf3226+62ofeIVRQUGBXZ5recRQQEMB1111HWFgYSimUUoSFhXHdddcZnVpXm3LgqjIzM42beQRQdnZ2mX3ll5EbPHgwgwcP5uOPP65wzLfeeouVK1fi7u7OCy+8UCeXU7Nl2LBhREREkJ+fzxtvvGEMIOTl5fHNN9+we/duAKZMmVLhuXfeeSd33nknS5curbDv3LlzLFu2jPPnzxuJEgsKCti+fTsvvvgily5dok2bNowePdpm+ZKTk40OKFcPb9cNGzaM8PBw8vPzmTt3boU61X/zLdXpXXfdxV133WW1TpcvX05CQkKFOn3ppZeMOh01alSF57q7uzN16lTA1MhdunSpMeJ86dIlPv74Y6NjcfLkyU6oBecaOnSoUadvvvlmmTpdtGiRUac33XRThefOmjWLWbNmsWzZsgr7zp8/z/fff1+hTnfs2MErr7xi1KkzcmiJusmROeh3Wdl+ETgG/EXTtAWVKMOQKzfdNGCuhccNAyzHQtWQkpISfvrpJ0aPHk1ERAQ33ngjhYWFeHh44ObmhqZp7Nmzxynh7SdPnrR7TdgDBw4QHBxMmzZtGDBgAH379qW4uNgIYy4pKWHz5s0uGQJbXFzMt99+yy233EJUVBT33nsv+fn5eHl5GXW6cePGq85ztGT58uXceuutNGrUiFtuuYXCwkI0TTPqJTs7m2+//bZCtmM/Pz86dOjAoEGDKC0tJT8/Hw8PjzJLAMXHx/Pjjz9W7c1Xk5KSEtatW8eYMWOIiIjgpptuqnCe7t69u0oRFY6epz4+PsTGxtK9e3dKS0spLCw01j/WnTp1qs6tga4rLi5mwYIF3HXXXcTExPDQQw+VOY9LS0tZt25dpSIuFi1axKxZs2jSpAl33XUXhYWFlJaWGlM/Ll26xPz58+tceHB+fj5Tp07lhx9+oGfPnuzdu5esrCwCAgKM+c3PPvssP/30k8PHvuWWW1i7di2xsbFs2rSJ7OxsfHx8jPPtww8/vGpuEn303Hw0w9WVlJSwceNGRowYQXh4OBMnTqzw2d+7d2+ZkFJH6Q3006dP2/XZP336NBEREXTo0IFGjRoxbtw4I2mR3pmsaRr79u2rUrlqk56noLw//vGPZe4vXrzYrlG25ORkFi9eDJhyMbz22mu89tprVh+vj2DWJXqH2Zw5czhz5gxPPfUUvr6+5OfnG7kUpkyZYjEKxpacnByWLl3K0qVLUUrh5+dHbm6uMdWiY8eOPPTQQ8a5Z40+eu7v719nIhf0On311Vc5c+YMTz/9dIU6vemmmxyeJnG1Ou3QoYPNOh0wYAAJCQmsXLmS5cuXs2LFCnx9fY1jKKWYNm2aSy4F7OXlxZ///Gdef/11zpw5w9/+9rcKdXrjjTdWqk6XLVvGsmXLrNbpgw8+eNXzVNRfdjfQNU1z5nx1h46plAoDtmNai71WZWRksGzZMrp27WqsAV1QUEBaWhqHDh2q0gVGVFSUEeZtT3i7uc2bN3P+/HnatWtHWFgYnp6e5OTkkJiYyG+//ebSy1alpKTwn//8h4EDB9KmTRsCAwPJy8sjMTGRXbt2OTT33FxeXh6ffvopffr0oWPHjoSGhuLm5kZqairHjh1j586dFudOb926lZSUFGJiYggMDMTX1xdN08jIyCAxMZEDBw5UqsOgJl28eJElS5bQrVs3mjVrZpynqamp/Pbbb1U6T6Ojo40RL3tDj/fv38/Fixdp1KgRfn5+RifJpUuXSE1N5fjx4y45BcMRycnJvPPOOwwZMoT27dsTGBhIbm4uCQkJbN261aG55+by8vJ4//33GTBgAF26dCE8PBw3NzcuXLjAkSNH2LJlS5VzANSWgwcP0rt3bx5//HHGjBlDdHQ06enp7N69m7ffftti5Iw9EhIS6NevH4899hg33HADLVq0IDs7mwMHDvCf//yHJUuW2Hy+UopbbrkFgG+//dbupfFcQUZGBitWrKBz587Gb1RhYSFpaWnEx8dXae55kyZNjN8oR87n3bt3c/78edq2bUtERIQRfp+Tk0NKSgpHjx51yWik2mKeuLS4uNilMls7U/PmzXn55ZdZuXIl+/btIzMzk4CAAFq1asWoUaOuOkfckujoaMaPH098fDypqank5uYSFBREy5YtGTRokBEVY0tpaanRWdy3b98yHcmurnnz5rz00kusWrWKffv2kZGRUaZOKzOf2VadDhw40K46nTJlCnFxcaxbt46TJ09y+fJlgoODadeuHSNHjqyQXM6VNG/enBdffJFVq1axf/9+o05jY2MZOXJkpeo0KiqKcePGceTIkTJ12qJFCwYOHGhEfomGS9WnDNbWfPrpp/X/TdawujrS4crKL08iqq6ynTvCutdff722i1DvfPjhh7VdhHrnaiHMwnGumHOlrmsI1+A1zd7oU2G/QYMGVVjcXCkVAoSU337gZPKp4OAKm53qun/Ynzi2smpqHfTmYd4WF453+qi4EEIIIYQQQoh66xHgVPnbJ++/XZtlqjccaqArpWYopbYopVKUUiUWbsVXP4oQQgghhBBCiDpqHhBb/jbrj3+uzTLVG3bPQVdKPQ78E1Mm9e3UckZ1IYQQQgghhBA1S9O0TCCz/PazFwtqvCz1kSNZ3B8AdgDXaZpWNzMSCSGEEEIIIYQQLsqREPcmwFfSOBdCCCGEEEIIIZzPkQb6CSxk6xNCCCGEEEIIIUTVOdJA/xdwt1IqoLoKI4QQQgghhBBCNFRW56Arpe4ot6kESAGOKKU+wZROv6T88zRN+8KpJRRCCCGEEEIIIRoAW0niPgM0wNIC6s9YeY4GSANdCCGEEEIIIYRwkK0G+rAaK4UQQgghhBBCCNHAWW2ga5q2qSYLIoQQQgghhBCibgr29az219j1wvXV/hrKYgB5zXEkSZxFSqkIpVRbZxRGCCGEEEIIIYRoqOxuoCul7lBKfVhu2z+AC5gSx21RSgU6u4BCCCGEEEIIIURD4MgI+n2YhcQrpXoDTwCbgf8AfYFHnVo6IYQQQgghhBCigbCVJK68NsBis/tTgYvASE3TCpVSGjANeN6J5RNCCCGEEEIIIRoER0bQg4Ess/vXAes0TSu8cn830NxZBRNCCCGEEEIIIRoSRxroyUBbAKVUJNAdU3i7LgAocVrJhBBCCCGEEEKIBsSREPf1wANKqYuY1kjXgFVm+9sDCU4smxBCCCGEEEII0WA40kD/OzAQePXK/Zc0TTsNoJTyAG4CvnNq6YQQQgghhBBCuAylVAgQUn776cR0QkIqbBYOsjvEXdO080AnoBvQUtO0v5vt9gPu5X+NdyGEEEIIIYQQ9c8jwKnyt/feebM2y1RvODKCjqZpJcBBC9svAcudVSghhBBCCCGEEC5pHvBZ+Y1/evDhUzVeknrIoQa6EEIIIYQQQoiGS9O0TCCz/PasvNIaL0t95EgWdyGEEEIIIYQQQlQTaaALIYQQQgghhBAuQBroQgghhBBCCCGEC5AGuhBCCCGEEEII4QKkgS6EEEIIIYQQQrgAq1nclVJ3VOaAmqZ9UfniCCGEEEIIIYQQDZOtZdY+AzRAmW3TzP6vLGwDkAa6EEIIIYQQQgjhIFsN9GHl7nsCc4Bw4H3g8JXtnYD7gDTgCWcXUAghhBBCCCGEawv2dVNXf9T/KKVCgEeAeVfWVne6uvgaVuega5q2yfwGDAF8gC6apv1T07Tvr9z+AXQF/IBrqlogIYQQQgghhBD1Xgjw7JV/5TWucCRJ3F3Ap5qmZZffoWnaJeBTYKYzCiWEEEIIIYQQQjQ0jjTQIwF3G/vdgUZVK44QQgghhBBCCNEwOdJAPwL8QSkVWn6HUioM+AMQ76yCCSGEEEIIIYQQDYmtJHHlPQcsAY4qpT4Bjl7ZHocptD0MmOLU0jlJmzZtarsI9U52doWZDqKKQkMr9H2JKgoLC6vtItQ7n332WW0Xod75wx/+UNtFqHfOnz9f20Wod8LDw2u7CPWO/EY5X0BAQG0XQYgqs7uBrmnacqXUFOBN4K/ldp8HpmuatsyJZRNCCCGEEEIIUT9lAs9f+Vde4wpHRtDRNG2pUmo50AtodWXzSWCPpmmlziiQEEIIIYQQQoj67cqSZM/Ja5TlUAP9SgFKgV1XbkIIIYQQQgghhHACR5LEAaCUGqKUekkp9R+lVNyVbQFXtoc4vYRCCCGEEEIIIUQDYPcIulLKHViAKRGcAjTga0zZ3YuBZcDrwCtOL6UQQgghhBBCCJcV86elWnW/xraXx1b3S6BV+7swaRHurSxtd2QE/QngJuBRoAOmRjoAmqblA0uB6q8xIYQQQgghhBCiHnKkgX4H8IWmaW8CaRb2xwOtnVIqIYQQQgghhBCigXGkgd4S2GZjfyYgCzkLIYQQQgghhBCV4EgDPRsIs7G/DZBateIIIYQQQgghhBANkyMN9F+A25RSFSazK6VCgVnABmcVTAghhBBCCCGEaEgcaaC/DLQF1gPjr2zrppS6D/gV8Af+6dziCSGEEEIIIYQQDYPdy6xpmrZbKXUT8BHw6ZXNr2PK5p4CTNY07bDziyiEEEIIIYQQQtR/djfQATRNW6WUaglcz/+WWjsOrNY0Ldf5xRNCCCGEEEIIIRoGhxroAJqmFQArr9yEEEIIIYQQQjQQSqkQIKT89iYzv8TN27/Gy1PfODIHXQghhBBCCCFEw/YIcKr8LefAitosU73hUANdKTVDKbVFKZWilCqxcCuuroIKIYQQQgghhKh184DY8reArhNqs0z1ht0h7kqpxzFlaU8Htl/5VwghhBBCCCFEA6FpWiaQWX57zJ+W1nhZ6iNH5qA/AOwArtM0La+ayiOEEEIIIYQQQjRIjoS4NwG+ksa5EEIIIYQQQgjhfI400E9gIVufEEIIIYQQQgghqs6RBvq/gLuVUgHVVRghhBBCCCGEEKKhsjoHXSl1R7lNJUAKcEQp9QmmdPol5Z+nadoXTi2hEEIIIYQQQgjRANhKEvcZoAHKwr5nrDxHA6SBLoQQQgghhBBCOMhWA31YjZVCCCGEEEIIIUSdtesf46r9NQqKS6v9NUo1rdpfwxarDXRN0zbVZEGEEEIIIYQQQoiGzO4kcUopD6VUkI39QUopR9ZVF0IIIYQQQgghxBWOZnHfbWP/LmBO1YojhBBCCCGEEEI0TI400EcB39nY/x0wpmrFEUIIIYQQQgghGiZHGujNgN9t7D955TFCCCGEEEIIIYRwkCMN9EIgysb+JkD1p9UTQgghhBBCCCHqIUca6PuAaUopr/I7lFKewHTggJPKJYQQQgghhBBCNCiOZF1/B1gMrFJKzcbUGNeAbsArQEfgFqeX0AVlZWXxww8/cODAATIyMvD19SU2Npbrr7+eDh06VPq4Bw8eZOPGjZw8eZK8vDwCAgJo164d119/PbGx1dJ2GgAA67FJREFUsRafU1xczC+//MKpU6c4d+4cWVlZ5OTk4OnpSaNGjejUqRPXXXcdISEhlS5XTfDz86N3797Exsbi7+9PYWEhFy5cYO/evZw/f97h4911110EBVlddKCMNWvWcOTIkTLbmjRpQuPGjWncuDGNGjUiNDQUpRS7d+9m69atDpenNmRnZ7Nx40aOHDnCpUuX8PHxoWnTpgwaNIg2bdpU+riHDh1i165dJCYmcvnyZTw8PAgPD6ddu3YMGjSIwMDACs/Jy8vj119/5fz58yQnJ5OTk0NeXh6enp5ERkbSoUMHBgwYgI+PT1XecrXLzs5mw4YNFep08ODBVarT3377jd27d5OQkFChTgcPHmyxTq1ZsWIFW7ZsASA2Npb77ruv0uWqCT4+PnTo0IHo6Gh8fX0pKioiPT2dY8eOkZKSUunjxsTE0KpVK0JDQ/H29qakpIScnBySk5M5evQoBQUFFp8XHh5OWFiYcQsMDEQpRXx8PAcOuE4fdKNGjXjssccYPXo0UVFRXLp0iT179vDvf/+bTZsqv0pqYGAgjzzyCBMnTqRZs2bk5+dz4MABPv74Y5YvX27zuU2bNuWhhx5ixIgRxMTEkJ+fz9GjR/n666/57LPP0OxYV7Znz57MmjWLa665hiZNmpCfn8/58+fZvn07n332GQcPHqz0e6sOly9fZvfu3Rw+fJj4+HgOHz5MVlYWAIsXL6Zly5aVOu7p06f56aefOHToEGfOnCEzM5Pc3FyCgoJo164do0aNYuzYsbi5OTLOUjfk5uZy8OBBjh07xokTJzh+/DiXLl0C4L333qNZs8rNpiwqKuLAgQMcP37cuF28eBGA559/nl69ejntPbiay5cv8+uvvxIfH8+RI0eIj483ztMFCxZU+jzNyMhg06ZN7Nq1i6NHj5KWloabmxuNGzemd+/eTJ8+naZNmzrxnbiOy5cvs3PnTg4dOmTcMjMzAVi+fLnV6/arOXXqFGvXruXgwYOcPn2ajIwM47MfFxfHmDFjmDBhQr387Iv/sbuBrmnad0qpfwCzgR2YGucaplF4BczRNO2baimlCzl37hz/+te/yMnJAcDX15ecnBwOHDjAwYMHmTx5MmPHjnX4uPPnz2fDhg0AKKXw9fUlKyuLnTt3snv3bm655RaGDh1a4XmXL1/mq6++Mu67ubnh4+NDXl4eZ8+e5ezZs2zcuJEHHniAuLi4yr3pahYeHs6NN96Ir68vAAUFBfj4+BAbG0vLli3ZunUre/bsceiYeXl5uLu7W93v6emJl5cpGCQ1NbXC/htuuAFvb2+HXtOVJCUl8dFHH5GbmwuAt7c3ly9f5siRIxw9epSRI0daPJ9sKS0tZfHixezbt8/Y5u3tTVFREUlJSSQlJbFz505mzpxZ4QIqNTWVlStXGvfd3d3x9PQkPz+fc+fOce7cObZv387MmTNp0qRJpd93dUpKSuI///mP1TodNWpUpep00aJFNut0165dFuvUkvPnz7Nt2zaHylCbgoODGTZsmPFZKywsxMvLi5iYGKKjozlw4ECFzjN79OvXr8wFZ1FREe7u7oSGhhIaGkqrVq34+eefjYtzc0OGDDG+G1xVp06dWLlyJeHh4YCp0zg8PJwxY8YwatQonn/+eebOnevwcaOjo/nvf/9rXFhmZ2cTGBjI0KFDGTp0KB999BGPPvqoxecOHTqUL7/8kuDgYAAyMzPx9fWlf//+9O/fn0mTJjFt2jSrHSMAzz33HA8//LDx3Z2ZmYmfnx9dunShS5cuJCcnu1wDfdeuXTz++ONOP+7GjRt5//33jfve3t54enpy8eJFtm/fzvbt21m+fDlz584lICDA6a9fm/bv38/LL7/s9OOeO3eOZ5991unHrQt2797N7NmznX7ciRMnUlJSYtz38/OjqKiIM2fOcObMGVasWMFTTz3FyJEjnf7atW3Hjh088sgjTj/u+vXreeedd4z7Pj4+xmd/69atbN26lSVLlvDuu+/W6mdfKRUChJTffvj0BYKDK2wWDnJo3XJN055WSi0DbgP04aJjwAJN03Y5uWwup7CwkHfeeYecnByaN2/O3XffTUxMDHl5eaxYsYI1a9awdOlSWrRoQadOnew+7rp164zG+bhx4xg1ahR+fn7k5OSwfPlyNmzYwPz584mJiaFt27Zlnuvp6cmIESNo164drVq1IigoCDc3N4qLi4mPj+ebb74hOTmZ999/n1deeQU/Pz+n1klVubu7M2HCBHx9fUlJSWHNmjVcvHgRLy8v+vbtS8+ePRk4cCCpqamcPXvW7uN+843tvqLx48fTqlUrUlJSSE9Pr7C/uLiYjIwMLly4QEpKCt27dycyMtLh91cbioqK+OKLL8jNzSU6Oppp06bRuHFj8vPzWb9+PZs3b2bNmjVER0fTrl07u4+7a9cuoyE5aNAghg4dSkBAACUlJfz+++8sXbqUzMxMFi5cyGOPPVamd9fPz49rr72W2NhYYmJi8Pf3RylFUVER8fHxrFy5kkuXLjF//nz+8pe/uFzPcFFREZ9//rlRp9OnTzfq9KeffmLz5s2sXr26ynU6bNiwMnW6ZMkSq3VaXmlpKUuXLgVMo8cJCQlVes/Vzd3dnWuuuQZvb28yMjLYvn07ly5dwsPDg06dOhEXF0fXrl2Nz6G9WrdubTTOjx49Snx8PAUFBSiljFEdf39/+vfvzw8//FDh+SUlJaSnp3Px4kUuXrxIu3btCA0NddbbrjIfHx8WLlxIeHg4+/bt49577+XIkSMEBgbyxBNP8NBDD/Hss8+yf/9+1q9f79Cxv/zyS2JjYzl9+jT33HMPO3fuxNvbm/vuu4/nn3+ee+65h/379/P555+XeV5MTAxffPEFwcHB7Nixg4ceeoj4+Hjc3d0ZP348b7/9NsOGDWPOnDlWL2j//ve/8+ijj5Kbm8s///lPvvrqK9LS0lBKERMTw8iRI6sUUVGdwsLC6NChAx07diQyMpJXXnmlysds1aoVDzzwAD179qRVq1bGhXhGRgbff/897733Hvv27WPu3Ln87W9/q/LruZqQkBDatGlD27ZtCQ8PL9NgqQp/f3/juO3atXPK36quCA0NJS4ujg4dOhAZGcmcOVVfGbmkpITu3bszYcIE+vbtS3h4OCUlJRw6dIh//etfHD9+nBdffJFWrVpVKcrMVYWFhdGpUyc6depEo0aNeOGFF6p8zNatW/Pwww/Tu3dvWrVqZUTQXbx4kWXLlvHOO++wd+9eXnvtNZ5//vkqv14VPAJU6PH66L23eezJ+vedVNMcaqADXGmI1/vGuCWbNm0iPT0db29v/vznPxsXbb6+vkybNo3U1FT27t3Ld999Z3cDvaSkxBhZ7Nu3L5MnTzb2BQQEcOutt5KUlMSRI0f49ttvK/SA+vn5MWPGjArH9fDwoEuXLjRu3JinnnqKnJwc9u/fz4ABAyr79qtFly5dCAoKorCwkBUrVnD58mXA1Bnyyy+/EBwcTOvWrRk4cKBDDXRbfH19adGiBQDx8fEWH/PJJ5+UCcesytSFmrZjxw4yMzPx8vLijjvuMEa0fHx8GDt2LOnp6Rw+fJjVq1c71Jjcv38/YPrxGD9+vLHd3d2ddu3aMXXqVP7zn/9w8eJFkpOTiY6ONh4TERHB6NGjKxzT09OTrl274ufnx8cff0xaWhpnzpypdGhYdTGv0zvvvLNMnY4bN67Sdao3zlu3bs2ECROM7eXrND09vUKdlrd161YSEhIYPHgwubm5Lt9Ab926Nf7+/hQVFbF582by8vIAU+fY/v37CQgIoGnTpnTt2pW1a9fafdzmzZsDcOHChTKRCZqmkZyczI4dOxg+fDiBgYGEhIQYIYm6FStWlPnsu9q5OGvWLFq0aEF2djbTp08nKSkJMI12P/PMM8TGxjJhwgSeffZZhxro48aNo0+fPpSUlHDrrbcaI9UFBQW89dZbREVF8cADD/D000+zYMECioqKjOc++OCDhISEkJWVxfTp043IhJKSEpYvX46fnx8ffPABd955J++++y7Hjx8v89q9e/fmL3/5C6Wlpdx666389NNPxj5N0zh//jyffPJJpeusOl1zzTVlImcSExOdctwhQ4YwZMiQCttDQ0O58847yc3N5ZNPPmH16tXMnj0bDw+HL+dcVt++fctcqzjSQWdLy5YtWbhwIUoppxyvLhk8eDDXXnutcV//3qiqd999lx49epTZ5u7uTteuXZk3bx633XYbGRkZLFy4kGeeecYpr+kqrr32WjZu3Gjcd9Zvrh6xVF5YWBizZs0iNzeXDz/8kB9++IFnnnkGT09Pp7xuJcwDPiu/8Z4//flUjZekHrJ7mEopdVIpNdHG/vFKqZPOKZZr2rFjB2AKn7Q0ojJq1CgAzp49S3Jysl3HPH36tBEuP2LECIuPuf766wH4/fffHR5BaNSokTFqXv5C1BW0b98eMI106Y1zc3poe6NGjZw2j75du3a4u7tTUlLC0aNHLT7GnrmSrkpvlHTv3t1oSJrTL/oSExMthvdbo5+n1hqJMTExxv8LCwvtPi5QZo5adna2Q8+tCVerU/3CJyEhwal1al4vtuo0KyuLtWvXEhQUZHxfuDq9k+zs2bNG49ycHtquzwO3l57HICMjw+J+8+2WGjWu/tmfNm0aYJrfbOki+8033wSgR48eDo1Y6cfduHGjxTDyt956i9LSUpo0aVLmQh/+9xu1ePFii9MGFi5cSGpqKu7u7kyfPr3C/r/85S+4u7uzdOnSMo3zusDWVKrq1LFjR8DUgaLPJa4vqqtO3dzcGmTjHKqvTss3zs2FhoYaHS3WrrXqstr67OsDgAUFBUZuhtqgaVqmpmmny98kvN05HIkjbQnYmuzgD7SoUmlcWH5+PmfOnAGwOjreqlUrYx61tZHZ8szDq63NvTXffvjwYbuOq0tKSjLmzEZERDj03OqmJ7IDrI6OJycnG3MWK5sYpjx9NPz06dPk5+c75ZiuoqCgwBjBKT8dQtesWTOjEXPixAm7j613kFgbIdJ7jz08PGjcuLHdxwWMzxbgUuHEYKpT/b1ZGx2vbJ3q79VaneoJEj08PIzPiiXff/89BQUFjBs3rk7kTvDw8DDeu7WRnPT0dKNTwpHzSe/os3Ye6dtLSkrqXMMmICCA7t27A1htyO7atcvojHUkJ4Lecbdu3TqL+5OSkozftfIju/p3c/mRcZ2macbnYtiwYWX2BQYGGtE1ixcvtru8DZ2esNDHx4ewsLBaLo0Qlukd2qWlsgqzs+jRjPLZr9+cOdGzMZDrxOO5lMTERGNkxXyk0Jybm5vRmLY3zM28N9faF5j5dnuOW1paSmZmJjt37uStt94CTKNQ3bp1s6tMNSUsLMx4/5bmgev0ES9nfBGFh4cbDR17O1HqkpSUFOM8tdaocXNzMzprHInI6Nu3L2CK5Fi5cqUx+ltSUsKxY8eMi+vhw4cbHVW26A2kXbt2Gc9t2rSpy2V8tbdO9RwFjtRpnz59AFOdrlixwmqdXnfddVbzRxw+fJhDhw7Rpk0bl/uMWxMUFGR89m2NAOjRFPauyABw8qQpkKtx48Z0797d6LBQStGkSRP69esHmFYjMA/Trgvat29v5CGw9v1l3hi2NzFoRESEkXDOVlI+fV/54+qfD1s5EvRoBT1qStezZ08jRPPAgQNcf/31rFixgnPnzpGYmMgvv/zCX//613qXCK0y8vPzOX36NO+//76RHHbq1KkNdlRYuL69e/cCpgEsUXn5+fmcOnWKd999l88++wyAGTNmyGe/HrM5aUkpNQQYarbpRqWUpZi5MGAGprXS6yXzkRZbodb6PntHZvSLIjCNUFga9TRvlNs67meffcYvv/xSYXuzZs344x//6HKZif39/Y3/WwpvL7/P/PGVpY+e5+Xlcfr06Sofz9WYh4fbatTo+xwJJ+/cuTMjR45k3bp1bNmyhS1bthgZx0tLS2ncuDFTpky56lI1H330Eb///nuF7a1atXLJHxzzBqStOtXDsB0JOevSpQujRo1i7dq1Nuu0d+/eFp9fWFjI999/j7u7OzfccIPdr1vbzJfTsxTeXn6fI8vvnT9/ngMHDtC5c2fat29P+/btjSzubm5uZGVlsWPHjjr5+TfvILI1jUqPSrA38sA8SsvW3FT9Ncsf99y5c7Rv395qh4C7uzutW7cGTJ8hf39/43td3w6mC86///3vgGlKloeHB127dqVr165MnTqVCRMm2D19rD7p379/mUzZYKrTqVOncv/999dSqYSw7eeffzY69caNG1fLpambevToUeGz7+HhwbRp0/jzn/9cS6USNeFqI+jDgOeu3DTgRrP75reHgEvAX5xRKKVUe6VUf6WUy3S5mc//tJWQQW8E21pKxlzz5s2NkYHVq1dX2K9pWpnttkKyfX19CQoKKjPS1qxZM2655RaHQ45rgvn8z+LiYquP00e5qpoIQylVZs57fQy5Mj9PbSUN0uvS0bniQ4cOZcqUKWXOc70eCwsLuXz58lXr1c/Pj4CAgDKNLj3xnCNzjWuK+SirrTrV66QydTp16lSrdZqbm2u1TtesWUNmZiZDhgypM6sMQNl6LH/xYU7f52gCrPj4eHbu3Fnmu0Mf3XV3d68T0wAsMe+ktKdjw95RZ/PfDFu/Mfp0qfLH1ZPRTZ06laioqArPu+uuu8pEQJk/3zynw9NPP822bdvo3bs3zZs3Jzo6mnvuuYecnBzat2/Phx9+aNf7qW/Cw8MJCwsrc95OmTKFmTNn1qvkcKL+SE1NNbLEDx48mP79+9dyieqm8PBwwsPDy1wvTZs2jXvuuac2k8OJGnC1b/Z5mDL0KeAkppT6y8s9RgNyNE2rmBnGBqXUICBG07RFZtvuBF4BmphtOwr8WdO0q2aOsbYm36pVq1zywh9MF55jxowx1pf+4osvGDNmDKGhoaSmprJ8+XJOnjxpJDWzNbo4ffp0IwFPXl4eBw8e5LvvvmPOnDmMHDnSSALUULVo0cK4wK2P4e3VraCggK+//pqjR48SFxfH8OHDadSoEbm5uRw7dozVq1fz3//+l4SEBG6++Warx7nllluM/+fm5nLw4EHWrl3L22+/zbhx4xg0aFBNvB2XoNfpkSNHiIuL47rrrqtQpz/88IPFOk1MTGTr1q2EhoYyfPjwWnoHrsfDw4MBAwYQHR1NQkIChw8f5tKlS3h5eREVFUWXLl3o3r07oaGhbN++vbaLWy+8++673HbbbQQGBrJkyRKeeOIJduzYgb+/PzfeeCMvvfSSscY9lJ22ZR4Wn52dzYwZM4xpTcXFxSxatIjg4GD+9a9/MXToUHr16mUkD20oVq1aBZg67C9cuMDChQtZuHAhP/74I3PmzLlq1JIQNSk3N5cnnniCjIwMmjRpwlNPPVXbRaqz9Jwg+iok8+fPZ8GCBaxatYq5c+daja4TdZ/NEXRN07I0TTujadppTKPpX1+5b34762jj/IoXgVH6HaXUrcCngC/wJfAq8DXQDFillLKn++0R4FT5mzMSz5iHh9uat6iPnjkyQjNy5EgGDx4MmEKCZs+ezR//+Ef+9re/sXv3bq655hojCY+965j7+vrSt29fnnzySXx9fVmzZg2//vqr3WWqCeaj5vaM9lZ1vqge3p6WluZQpu26xPw8tScqwZFpD6tWreLo0aO0adOGO++8k2bNmuHt7U1oaCj9+vXjtttuQynFgQMH7M7Y6ufnR79+/Zg1axZKKVatWuVyy4OZ91LbqlP9s+9Ina5cuZIjR47Qpk0b7rrrLqt1un///jJ1WlpaypIlSygtLWXChAl1rifdvB5tZcLV99mq9/K6d+9OdHQ0ycnJ/PLLL1y8eJHi4mJyc3P5/fff2bJlC5qm0aJFC6uJOV2V+VQgW3ke9H16ToOr0UfGwfZ0Av33p/xxz549y8yZM8nJyaFTp06sXLmS1NRUTp8+zRtvvEFKSoqRDwXKTtUyf0+LFi2ymH3/008/NV6zfAb5hkTPo/DII4/wl7/8haysLP72t7/Vu2Snou4qKCjgiSee4MiRI4SEhDB37lynrcDTkCmliIqK4v/+7//4v//7P7KysnjyySdtRlKJus3uJHGapm3SNM2ZrZrOwAGz+38HfgNaaZp2l6ZpszVNuw1oByQDz9pxzHlAbPnb1KlTq1xY8y8YW8uV6fssLcVkjVKKu+66i4cffphevXrRpEkTIiIi6NixI/feey933nmnMVfYViZnS0JDQ41lMCzNT69N5hd5tuaX6/tszVO/Gm9vb2M94/o8em4eKWJrLrS+z97Ikvz8fGPUytoId6tWrYzlwhxdbSA6OpoWLVqgaZrLjY6Zzzt3ZkIz8zrVO+jKs1anv/76K+fPn6dt27a0bt2agoKCMjd9hFLTtArbXIF5g8Kehqa9DRAPDw/jc37s2DGLj0lNTTUagdYSfroq8/nXtjoX9DBze9ePNp93bilEvfxrWjrumjVr6NevH2+//TZ79+7l3Llz7Nu3j9dee41rrrnG6BQ8d+5cmWkg5q9tLQt8cXGxkTPA1ZJI1pbJkyfj5eVFamoqW7dure3iCEFRURFPP/00e/bsITAwkHnz5hnLaQrn0acZpqSkuNx1PYC7m6r2m7eHW7XffD3da+RmjUOTl5RSHsAkoB8QSsUGvqZp2t12Hi4QyLpyXF+gLTBT07TMcgdMUkq9D8y+2gGvPDez/PbNmzfbWSTroqKiUEqhaRoJCQkWL45KS0uNCyhr6xrb0qVLF7p06VJhe05OjpHl3Dyhjr30zgVXGzXOyMhA0zSUUoSHh1vt+NCXRbK0vq692rVrh4eHh821z+uDRo0aGefphQsXLM5LLi0tJS0tzXi8PdLT040Gnq1l0MLCwkhISLC6BrUtesPWVkb/2mBvneqfL3vrNC0trdJ1qv//+PHjPPus9b7L06dPG/v/8Ic/VOr7ozpcunTJ+OwHBQVZTVboaOK9wMBAI2TaVodeTk4OYWFhTkk8WZOOHTtGaWkpbm5udOjQweKSfkopY/1zWxnZzaWnp5OWlkZERARxcXFWl3DTk8BZO+65c+d4+umnLe7TVxjYuXNnme2Odua5+jr1NcXLy4vg4GBSU1ON5RiFqC3FxcU8++yzbN26FT8/P15//XWry5KKqvHy8iIkJISUlBTOnTtX28UR1cTuEXSlVBiwB/gGeAyYCdx15Xan2f/tdR7T6DhAEVACWMusVuBIWauDj4+P0RNo7YLi1KlTRriJHk7tDPoFTWBgYKWOqzfGXC0xUlFRkTESY22N8yZNmhjlrsoXkV5vZ8+eLRPOWd94e3sbo4LW1uM+d+6cMSKpX8hfjXnuA1sRJHrDsTLnWlWeW53M69TaCF911qm+z9XqpSqKi4uNDjdrI8Hh4eHGdAF7R4LNG2+2pgPpDXNHQuddQU5OjrFsUfn1xHV9+vQxOmU3btxo97F//vlnAKv5DKKioozv0U2bNtl9XDB1MunlLT/l7Pjx40YD09IqJmCKjGjZsiUAZ86ccei166vc3FzjO9OeZS2FqC6lpaW89NJLbNy4EW9vb+bMmWNxsEk4R25urvH7ae+0V1H3ONLofQmIA+4BWmNKHDcK6IBprvguINzqsytaDtytlGqkaVox8CPwwJVReoNSyg+YBRx04NjVQl8/d8eOHRYvqPVs686c23jx4kVWrFgBmOaql5+rbSsDMpgubPft2wdYv/ipTXoYalxcnMUvmp49ewKm92GrEWNLSEiI8feoz+HtOn2kat++fRZHHvWIkpiYGLszf0dERBjn3q5duyw+JiEhwVgSsHyHy9XO01OnThkdMPqFuCvp3r07YL1O9caNI3UaGRlp1Gn5UUVdQkKCMSffvE6vv/56/vnPf1q96Z+b2NhYY5urjJ7rzp49C5i+Ly3Ne9ZXXLh48aLdywFmZ2cb55q1dXdDQ0ONiAVXi9awh97AnTZtmsXVOfSld3799VernXS2jjt8+HA6d+5cYf+DDz6Im5sbSUlJxvlur1dffRVfX19+++03fvzxxwr7Fy5cCJjek6VokpkzZxqZ39euXevQa9dVV+s8WrhwofEYfRqbEDVN0zTmzJnDmjVr8PT05B//+IckLayiq332v/rqK+Mx+m+9qH8caaCPA77QNO1TTEuqAZRomnb0ylzxPOAfDhzvZSAX2KWUuh/4D6YR9Xil1AtKqfuVUq8AR4COmJLG1aprr72W8PBw8vPzeeutt4zGSH5+PosXLzaSsN14440VnnvPPfdwzz33sHx5+ST4pnV7V6xYQUJCgvGhKygoYOfOnfzzn/8kOzub1q1bM3LkyArP/frrr1mwYAEnTpwok0QtNzeXLVu28Oqrr1JYWIiPjw/XX3+9U+rBmQ4ePGhkWJ44caKxFI+npyeDBg0yRiO3bdtW4bkPPfQQDz30kNFxYo0+6pOfn8+pU6fsKpenpyc+Pj7GTQ+b9fDwKLPdFZe46devHyEhIRQUFPD5558bo48FBQX897//5dChQwAWz6fZs2cze/ZsI3OozsvLy/ghOHToEEuWLDE6TIqKijh8+DBffvklpaWleHt7V/iBXrBgAatXryYhIaFMYz0nJ4ctW7bw+eefo2kawcHBLvnjbqtOf/jhB6NOR40aVeG5Tz75JE8++WSFhkX5Ov3uu+/K1OmhQ4f44osvrNZpXff7779z+fJlPD09ueaaa4wpDvra13qHxIEDByo8V1+xolOnTmW2l5SUGHOVmzVrRu/evY3RRTc3N6Kjoxk0aBBubm4UFhZa/D7w8PDAy8vLuJkvz2a+3VZyu+r0ySefcObMGYKCgli0aJHRkREQEMALL7zADTfcAMALL7xQ4bmXLl3i0qVLzJ5dccbYqlWr2LVrF+7u7syfP58+ffoApvP0wQcfNNbbfuWVVywm7Pz73//OddddVyavRdeuXf+fvfuOj6LO/wf+mpTdTW+kVwIklNBChyhVOioCKiiIHtazgOfZvuqd58kpZ1ewcXeoP2kHCIKISpVOaAkkhBogvfdkNyGZ3x9h5jbJ7mY32WQn4fV8PPYBO7vzmc9O5rM770/FmjVrcO+996KiogJPPfWUwbkQPv74Y+Tm5sLT0xNr1qyRu8Y6ODhgzpw5+Otf/woA2LhxoyIrWYuLi+WHfmVSWVlZg9caf/YhQ4ZgyJAhBpePu++++7Bu3Tqkp6c36Bly9epVvPfee/jiiy8A1C/TaG6vnY6kpKREfujPV1NRUdHgtcbndPr06Zg+fTq+//57g+mWl5c32F9SWVnZYHtH611jDv1rUb+iuby83OR1OnLkSIwcORIrV65skubHH3+MrVu3wt7eHm+99dYtt5xaUVGR/NA/p6WlpQ1ea3xO+/Xrh379+mHFihVN0pw5cyZWr16NtLS0BmU/NTUV77zzDpYvXw4AGD9+PIcRdGKWRBcBqG8lBwDpm0u/2WMzgD8DeNKcxERRLBIEYTSA7wF8hvrl2gQAvgCkQWwCgDIAT4iiuNmCvLYJ6Ubl/fffx/Xr1/HGG2/AyckJWq1WHk85c+bMJjeNzSkvL8eWLVuwZcsWCIIAJycnVFVVyQWzZ8+e+OMf/2jwhrC6uhqHDh3C7t275X2BhrPyenh44IknnmiwDq1S1NbWYtu2bZg5cyb8/Pzw4IMPQqfTyesWi6KIQ4cOya1tLSGNm7xw4UKzLbmS0aNHo3fv3k22DxgwQG5NBep7Uxw9erTFeWsLjo6OWLBgAVauXInMzEx89NFHUKvVqK6ulq/TiRMnWvzFPnXqVOTm5uLq1auIj49HfHw8VCoVampq5GtVrVZj3rx5Tcb2VlVVYe/evdi7dy/s7OygVqtRV1cHne5/o1p8fHywYMECRXbl1j+nGRkZ+PDDD5uc00mTJll8TqdNm2bWOX3ggQc63Hjp5tTW1uLAgQMYM2YMvL29MWXKFFRXV8PBwUEu+4mJiWZ3b5ecPn0a7u7u8PX1Rbdu3dCtWzfU1NTA3t5eDrZrampw6NAhg2vWx8bGyhPN6YuKimrw9z179qxcMdOetFot5s6di61bt2LgwIGIj49HSUkJXF1dYW9vj7q6Orz55pvy2uSWmD9/Pn7++Wd07doVu3btQllZGTQajbxKwMqVK/HNN98Y3HfOnDl44YUXANQHV2q1Wu4ZkZeXh4ULF8q9uRorKSnBfffdh02bNmHkyJE4fvw4ioqK4OTkJKdx6NAhPPvssxZ/pvZgrPL7kUceafB8y5YtZs9Pc/36dbz33nt47733oFKp4OzsjKqqqgbfmSNHjsSbb77Z8owr2AMPPGBwu3SNSf71r38Z7ElizLPPPovc3Nwm26U1uyVLly5Fv379zE63I5g6darB7Y899liD5xs3bjQ5WaQkOzsb69fXr5QsCAKWLVuGZcuMt6Vt27bNgtx2DMZWlZg/f36D5z///LPZk5Jeu3ZN7vmmUqng4uKCqqqqBpOlxsXF4e233255xknxLAnQCwFId4hlqB83rt+PtQb1E8eZTRTF6wBuEwThdgBTAESjfvK4KtSPUT8GYHPjieNsKTQ0FG+++Sa2b9+OxMREFBUVwdXVFV27dsUdd9zRojHigYGBmDp1KlJSUpCXl4eqqiq4u7sjPDwcw4cPx9ChQ43uO2XKFAQGBiIlJQW5ubkoLS1FbW0t3N3dERwcjL59+yIuLk7R41Ty8/Px/fffY/DgwejatStcXFyg1WqRk5ODU6dOtWoCnNDQULlFR4ktL20lMDAQixcvxt69e5GSkoLS0lI4OzsjJCQEcXFxLWpxUavVePTRR3Hy5EkkJiYiMzMTVVVVcHR0hJeXF7p3745Ro0YZ7KIqXd9XrlxBUVERKioqIIoi3N3dERgYiD59+mDAgAGKXi4sKCgIS5YswZ49exqc09DQ0Fad08ceewwnT55EQkJCk3Pao0cPo+e0MyguLsaOHTvQq1cvBAUFwcnJCdXV1SgsLMT58+cN3kg358aNG9izZw8iIiIQGhoKLy8vqFQq1NbWorS0FDk5Obhw4UKHnovi7NmzGDZsGP70pz9h8uTJCAwMRGFhIU6cOIHly5dbPEZckpmZibi4OCxevBh33nknwsLCUF5ejsTERPzrX//C5s2bje67bNkyTJkyBTExMfD394dWq8W5c+fw888/48svv2x24sgTJ05g2LBhWLJkCSZNmoSgoCDodDqcOnUK69evxzfffNMpWzWNef/99xEfH4+EhATk5+ejqKgIDg4OCA0NRe/evTFlyhSjK2oQtQf91l39eUWodT755BMcPXoUp0+fRl5eHgoLC+Hg4ICwsDDExMRg2rRpuO2222ydTWpjgrkzogqCsA/ABVEUH735/AjqW73HALAHsAeAiyiKTQev2dj+/fs57auVSRMVkfVw+SDr05+IjazDUKsztc6jjz5q6yx0OpzZ3Pos7c1CzVNiz8aOTpqvgqxHrVabfTOVU1rT5jFXbV3nCeuCPFUGz60lY9B/BTBbEASp/+kHqF9urRBALoDBAD5sTSaJiIiIiIhIuQRB8BQEIaLxo6SFEzpTQ5YE6EsBBIiiqAMAURTXA5gN4BcAPwOYJ4riv6yfRSIiIiIiIlKIxQBSGz+++vwTW+ap0zB7DLpY3xde12jbJgCbrJ0pIiIiIiIiUqSPAKxqvPGxJ581b7kkMkl5a0QRERERERGRIt2cwLu48fac0qbLcJLlLArQBUFwATAPQA8APqhfBk2fKIriH6yUNyIiIiIiIqJbhtkBuiAIIwH8CMDUlJMiAAboRERERERERBayZJK4TwHUAbgLgLcoinYGHvZtk00iIiIiIiKizs2SLu69AbwhiuLWtsoMERERERER0a3Kkhb0LAAc+U9ERERERETUBiwJ0FcCmCcIAruxExEREREREVmZJV3c/wEgCMBhQRA+B3AVQG3jN4mi+Lt1skZERERERER067AkQHdC/dJqg1Dfmt6YgPpZ3NnCTkREREREdAuprRPb/BhuThatEt4ybf8xTLLkEy4HcC+AzQD2AyhqiwwRERERERER3YosCdDvAvBvURQfbavMEBEREREREd2qLJkkTgAQ31YZISIiIiIiIrqVWRKg7wUwrI3yQURERERERHRLsyRAXwxgjCAIzwuCoGqj/BARERERERHdkiwZg74HgAuAfwJ4RxCELDRdZk0URbGbtTJHREREREREdKuwJEC/DptPOk9ERERERETUOZkdoIuiOKYN80FEREREREQKJwiCJwDPxtuTr+bAw6PJZrKQJWPQiYiIiIiI6Na2GEBq48fKzz+1ZZ46DaMt6IIgOIiieKMlibZmXyIiIiIiIlKsjwCsarxx0ZPPpLZ7TjohUy3o5wVBWCAIgr25iQmC4CAIwiMALrQ+a0RERERERKQkoigWi6J4tfGD3dutw1SAvgHAlwAyBEH4QBCEO26ON2hAEARvQRCmCoLwGYAsAJ8BWNcmuSUiIiIiIiLqpIx2cRdF8SVBEL4A8DKARwE8BwCCIBQBKAQgAPDG/yYIKAfw/wAsE0XxWhvmmYiIiIiIiKjTMTmLuyiKqQAeFwThBQDTANwOoDcAX9QvuZYI4CyAvQB2iKJY0aa5JSIiIiIiIuqkzFpmTRTFMgBrbz6IiIiIiIiIyMq4zBoRERERERGRAjBAJyIiIiIiIlIABuhERERERERECmDWGHQiIiIiIiIiY4I8VYIl77+5hPdiAB+JoljcBlnqkMdgCzoRERERERG1N08Af8H/lu3mMcAAnYiIiIiIiEgRGKATERERERERKYDZY9AFQRgJYBqAKADuAEoBnAfwkyiKh9sme9bxxhtv2DoLnc7ChQttnYVO5/z587bOQqezbds2W2eh05k/f76ts9DpvPDCC7bOQqcTFRVl6yx0Ou+++66ts9DpzJ0719ZZ6HR0Op2ts9DpqNVqW2fhltNsgC4IgjuANQAmAzA08P8VQRB+AvCAKIplVs4fERERERER0S3BnBb0DQAmADgA4F8AElHfeu4OoB+ARQCmA1gHYGrbZJOIiIiIiIg6kWIAb978l8e4yWSALgjCJNQH5++LovhnA285BeAbQRDeA7BEEIQ7RFH8zRoZIyIiIiIios7p5pJkf+UxGmpukri5AK4BeLGZ970I4DqAedbIFBEREREREdGtprkAfRCAzaIoiqbeJIpiHYDNAAZbKV9EREREREREt5TmxqAHo36mdnOcB7CwVbkhIiIiIiKiDudcZoXJRl1reO6HM219CPzngdg2PwYABHuqDE3A3mwLujsAc2dmLwPgakmmiIiIiIiIiKhecwG6HQBLakKaS4+IiIiIiIiIDDBnmbWpgiAEmPG+Qa3NDBEREREREdGtypwAfR7Mn529zccdEBEREREREXVGzQXoY9slF0RERERERES3OJMBuiiK+9orI0RERERERES3Mk7qRkRERERERKQAJlvQBUGweBE4URRPtjw7RERERERERLem5sagH4flE7/ZtzAvREREREREpGCCIHgC8Gy8/UhyOtw9mmwmCzUXoP8NnJmdiIiIiIiI6i0G8JfGG79duRxP/+n/2j83nUxzk8T9tZ3yQURERERERMr3EYBVjTcuWPTH1HbPSSdkzjroRERERERERBBFsRhAcePt5zIr2j0vnRFncSciIiIiIiJSAAboRERERERERArAAJ2IiIiIiIhIARigExERERERESkAA3QiIiIiIiIiBTArQBcEwVUQhMuCICxu4/wQERERERER3ZLMWmZNFMVyQRB8AJS3cX6IiIiIiIiog3l/f9svg/6fB2Lb/BhV1bVtfgxTLOnifgTA4LbKCBEREREREdGtzJIA/WUA9wqC8LAgCEJbZYiIiIiIiIjoVmRWF/ebPgBQBGAlgGWCIFwGUNnoPaIoiuOtlTkiIiIiIiKiW4UlAXokABHA9ZvP/a2fHSIiIiIiIqJbk9kBuiiKEW2YDyIiIiIiIqJbGtdBJyIiIiIiIlIAS7q4AwAEQYgAMAH1Xdy/F0XxqiAIKgABALJFUay2bhaJiIiIiIiIOj+LAnRBEN4F8DwAe9SPRz8M4CoADYBkAK8B+MiqOVQgLy8vPPDAAxg+fDh8fX1RXl6OlJQUbNy4ESdPnrQ4vdDQUIwePRo9e/ZEaGgoPD094eTkhLKyMly+fBm7du3Cr7/+ClEUDe7fq1cv9O7dG9HR0YiOjkZISAjs7OywevVqfP311639uO1Co9Ggb9++CA0NhbOzM6qrq5Gfn4/k5GRkZ2dbnN6sWbPg6upq1nsPHDiAy5cvN9nu7e2NXr16wd/fH87OzhBFEZWVlcjJycG5c+dQVFRkcb7ak4uLC0aMGIHu3bvDzc0NOp0OmZmZiI+Px7Vr11qVtqurKwYPHoxu3brBw8MDgiCgvLwcWVlZOHfuHC5evNhkn1deeaXZdDdt2oTz58+3Km9tydvbG/Pnz8eoUaPQpUsXVFRUIDk5GevXr8eJEycsTs/T0xOjR4/G4MGDER0djS5duqCurg45OTk4ceIE1q1bh4yMDJNpREREYO7cuRg0aBB8fHxQWVmJixcv4scff8Tu3btb+lHbjZOTE2JjYxEWFgYXFxdUV1cjNzcXZ86cafazG/LAAw/Azc3NrPfu3r0bFy5ckJ+rVCpERUXBz88PPj4+cHJyglqtxo0bN1BcXIxr167h7NmzqK5Wdj20i4sL4uLi0KNHD7i7u0Or1SIzMxNHjx5Famrr1qh1c3PD0KFD0b17d3h6ekIQBJSVlSEzMxNJSUkNzicA2Nvbo0ePHujevTuCg4Ph5eUFOzs7VFRUID09HcePH2/191F78PX1xbPPPos77rgDAQEBKCsrw6lTp/DVV1/hwIEDFqenUqkwcuRIDBgwQH4EBAQAAObOnYs9e/ZYnOajjz6Kt956CwCQlpaGIUOGWJxGe1PSb/+oUaPQvXt3s/a9dOkSDh48aHH+bKWiogLHjh3D2bNnkZSUhKSkJBQXFwMAtmzZgsjISKsdq7a2FvPmzUNycjIA4Mknn8RTTz1ltfSVoqKiAsePH0dycjLOnTuHpKQklJSUAAA2bNiAiIiIFqV79epV7Ny5E0lJSbh27RqKi4tRWVkJd3d3REVFYfLkyZg6dSrs7NgJujMzO0AXBOFxAH8G8AmAbQB+lV4TRbFUEIQfAcxAJw/QIyMj8cEHH8DDwwMAUF5eDg8PD4wcORLDhw/HypUrsWbNGovSjIuLwx/+8Af5uVarxY0bN+Dt7Q1vb28MGTIEU6dOxSuvvILKysYT5wPLli0z+wdJiby8vDBx4kRoNBoAQHV1NdRqNUJDQxESEoKTJ0/i7NmzFqWp1Wphb29v9HUHBwc4OjoCAAoKCpq8Hh0djaFDh8pfgDdu3AAAuLu7w93dHd26dcORI0cMBqJK4Ovri3nz5sHZ2RlA/flwcnKSb5T37t2LI0eOtCjtnj17YurUqVCr1QAgByvS9ers7GzyvFRWVqKurs7ga7W1tS3KU3vo1q0bPvnkE3h6egL4X9mPi4vDyJEj8eWXX+L//b//Z1GaW7ZsgYPD/76GKysr4eDggIiICERERGD69OlYunQpdu7caXD/iRMn4pVXXoFKpQIAlJaWwsXFBUOGDMGQIUMwcuRI/P3vf2/ZB24H3t7emDFjBpycnAAAOp0OGo0GERERCA8Px9GjR3H69GmL0qyqqmq27EvnKz8/v8Frnp6eiIuLk5/X1tbixo0bUKvV8Pf3h7+/P/r06YNt27YptoLOz88PCxYsaFD2nZ2dERUVhR49emD37t0tDix69eqFO++8s0nZ9/HxgY+PD1xcXJoE6HPnzm1w83/jxg3U1dXBw8MDHh4e6NOnD44cOYJff/0VStWrVy9s2LABPj4+AOrLmbe3NyZOnIgJEyZg6dKl+OyzzyxKs0ePHli7dq3V8hgYGIiXXnrJaum1B6X99ldXV6OqqsrovoIgyHk1dN+gZEeOHMHixYvb5VirV6+Wg/POLD4+Hi+88ILV0927dy+++OIL+blarYajoyMKCwtx5MgRHDlyBJs3b8ZHH31k03t/QRA8AXg23v7gvw5C7eLe7vnpbCxpQX8KwA+iKC4WBMHHwOuJAJ62TraUSaVS4e2334aHhwcuXLiAf/zjH7h69SqcnZ2xYMEC3HfffVi0aBEuXryI48ePm53u1atX8dVXXyEhIQHXrl1DRUUFAMDDwwNTpkzBH/7wB/Tr1w9//OMf8c9//rPJ/jqdDmlpaUhJScH58+cxa9Ys9OjRw2qfuy3Z29tj3Lhx0Gg0KCgowIEDB1BcXAxHR0f0798fffr0QWxsLAoLC5GZmWl2uj/99JPJ18eOHYuwsDAUFBTItcgSDw8POTjPzMzEsWPH5FpRT09PDB06FIGBgRg2bBiys7NRVlZm8eduSw4ODpg9ezacnZ2RnZ2NrVu3Ij8/HyqVCnFxcRg2bBjGjBmDnJwci1vTunXrhrvuugt2dnZISEjAkSNHUFhYCKC+JTQ0NFSuvDJm1apV8vnsKFQqFd599114enri/PnzeOutt5CamgpnZ2c8/PDDmDdvHh5//HFcuHABx44dMztdBwcHnDp1Ctu2bcOxY8dQWFgIOzs79OnTB88//zyioqLw+uuvIzU1tUkvj+joaLz66qtwdHTEgQMH8OGHHyI7OxuOjo6YOnUqFi9ejClTpuDatWv47rvvrH1KWs3e3h5TpkyBk5MT8vLysHv3bhQVFcHR0RGDBg3CgAEDMGzYMOTn5yM9Pd3sdDdt2mTy9UmTJqFr167Iy8uTr12JTqfDyZMnkZWVhby8PGi1WjmvERERGDlyJFxcXDBp0iSsW7fOaK8mW3FwcMD9998PZ2dnZGVlYfPmzcjLy4NKpcLo0aMxYsQIjBs3DllZWbhy5YpFaXfv3h2zZs2CnZ0dTp06hUOHDslBipOTE8LDw+XKK312dnYoKCjAyZMnceHCBXkfLy8vjBs3Dn369MHw4cNRWFho0e9me9FoNPj222/h4+ODxMREPPPMMzh//jxcXV3xpz/9CU8++SReffVVnDlzBvv27bMo7eLiYiQmJuL06dM4ffo0/v3vf7c4n2+//TZcXV1x4sQJDBo0qMXptBcl/vbHx8cjPj7e6L69e/fGkCFDUFtb2+qeKLbg7e2NPn36ICYmBn5+fnjzzTetfozs7Gx89tlnCAoKgk6n63AVGZaSelr27t0bfn5+ePvtt1udZmRkJJ5++mnExsYiMjJSDsKLioqwZcsWfP755zh9+jQ++OADvPHGG60+XissBvCXxhuTtv8/xM7pfD0m2pslAXoUgM9NvJ4HoEvrsqNsM2bMQEBAACorK/F///d/cutLZWUlvvjiCwQFBeG2227Do48+atGNxuHDh3H48OEm20tKSrB27Vo4OTlhwYIFGD9+PD744IMmrYz33ntvgxbJyZMnt/ATtr+oqCi4urqipqYGu3fvlnsI1NTU4Pjx43Bzc0NYWBhiY2Mt+pE2Ra1WIzg4GEB9N7XGIiIiYGdnh+rqauzZs0duPQfqb6j27NmD2bNnQ6VSISQkBOfOnbNKvqxl4MCB8PT0hE6nw3//+1+Ul5cDqG8d2L17Nzw9PREdHY3Ro0dbdJOhUqkwZcoU2NnZ4eDBg/j9998bvF5VVdWk9ayzuPvuuxEYGIjKykq8+OKLDcr+8uXLERwcjNGjR+Pxxx+3KEB/6qmnkJCQ0GBbXV0dzpw5gyVLluC7776Dt7c37rvvPixdurTB+x566CE4OjoiMzMTr732GmpqagDUl50tW7bA29sbixYtwoIFC7B582bFVST17t0bbm5uqK6uxo4dO+SKyZqaGhw5cgQeHh7o2rUrhg0bZlGAbopGo0FYWBgAGBxKUVJSYvDvV1tbi8uXL0Or1WLGjBnw9PSEv79/i7rgtqVBgwbJZX/t2rXy37y6uhq//fYbvLy80LNnT4wbN86iAF2lUmHGjBmws7PD/v37m3S/rqqqQkpKisF9d+/ejYyMjCaVGUVFRdi4cSOcnZ3RtWtXjBgxQpEB+vz58xEaGory8nIsWLBA/puXl5fjzTffRHh4OKZOnYpXX33VogA9OTkZPXv2tEoeJ06ciKlTp+Knn37CuXPnOkSArsTf/uZ069YNAJCeng6dTmeVPLWXMWPGYPz48fLzlgwfMsc//vEPVFZW4p133sE777zTJsdQittuu61Bzx9rXae33347br/99ibbvby8sHDhQlRVVeFf//oXfvnlF7z66qsNeuG1s48ArGq8sc/UBzte7ZUCWTKAQQvAxcTr4QCKW5UbhZswYQIAYNeuXU26RgLAunXrANT/8ISGhlrtuNKNpFqthrt7024jxroLdwRS18crV64Y7L4vdW/z8fEx+Nlbekx7e3ujteBSd9vS0tIGwbmkpqZGvvG14RejUX369AFQfwMoBef6jh49CqC+S6S3t7fZ6fbr1w9ubm4oLS1t0ZjLjmzixIkAgF9//dVg2V+9ejWA+u7/UgBojsbBub7i4mK54i46OrrBa3Z2dhg6dCgA4IcffpCDc33r1q1DXV0dnJ2dMXr0aLPz1F6kXj6XLl2Sg3N9Utd2X1/fZntlWHJMqey35AY9NzdX/r+Li6mfQ9uIiYkBUP+9aahC5tChQwCAoKAgubu2OQYMGAA3NzeUlJRY3Eqcnp5usqeBVAa8vLzk7sNKMmvWLAD1PTMMVcisWLECANC/f385gDOHtXpfODs7Y+nSpaioqLB1a5pFlPjbb4qXl5f8e2lozhqlM9Xt31r27NmD3bt3Y/To0Rg7dmybH8/W2uOcGtK7d28A9T2+bNkbURTFYlEUrzZ+sHu7dVgSoB8DMNPQC4IgaADMB9BxZsywkJOTE6KiogDAaBco/YAoNjbWaseWAq6qqirFjntsCQcHB/km0VjNY15enjzOMTAw0CrHlW6iMjIyDNaCS39Dd3d3gwG4o6OjPAlV4y6ytqZSqeSJhoy1kGVkZMhddy2ZxES6DlNSUjp0pZClnJ2d5QDZWOt4UlKSHBBZs/VK+vFtfCPg4eEhVyRdv37d4L6VlZVyZYLSJotydHSEr68vgPrJrAzJycmRy2dISIhVjit9h1+/fl0uA5aQyhYAxfVIUKlUCAoKAmA8gEhPT5c/d9euXc1Ou2/fvgCAc+fOWb3s64/5VdqkRy4uLujXrx+A+nGhhpw4cUIup7fddlt7ZU324osvIiQkBB9++GGbtYpam1J/+83Zt6qqymo9ejqTyspKLF26FBqNxqwJYanlEhMTAdT3CLOkkYU6Fkua//4J4BdBEL4DIA2UChAEYRKANwGEAJhn5fwpRnh4uHzzcPXqVYPvEUURaWlp6NWrF8LDw1t1PJVKBX9/f0yYMAH33XcfgPoJpToTaQZgAE3GgukrKSmBr6+vwfGNLTmmdGNgrAXtypUr6N+/P1QqFcaOHWtwDLpKpUJGRobiboh8fHzkc2qopVdSWFiIoKAgdOli3qgUe3t7+Pv7A6gPnLy9vXHbbbchPDwcarUaZWVlSE1NxZEjR5qt0b377rvh5eUFR0dHVFZWIjMzE4mJiYptldAv+8ZaXURRxPXr19GnTx+LAp/mDBw4EEDTyhb91jdTtfjSa9bMkzV4eXnJ16mpSq7i4mL4+/vDy8ur1cf09vaWKwUsWSlAEAQ4OzsjNDQUw4YNA1BfBvRb05WgS5cu8jnNy8sz+r6CggIEBwdbVPalions7Gz4+Phg9OjR6Nq1q1z2L1++jIMHD7aoNUf6rSwvLzfYkmpLUVFRctk3ds2IoojLly8jNjZWrgBqLzExMVi0aBEuXLjQYFIppVPqb78xgiDILf6pqamKm3tCCT777DNkZ2fj6aeflocRkPVotVpkZ2djx44d8pwyc+bMkcsRdT5mB+iiKO4UBOFJAB/jf4G4NPNQNYBHRVFsOpC6k9DvDmgq8JFes6T7oL6dO3c2ueG+ceMGfvjhB6xcubJFaSqV1AIIwOSNmdTCov/+lpKWUNFqtUZrwSsrK7Fnzx7cfvvtCAoKwt133y13dXdwcEBVVRUSExNNdk+2Ff0ZPQ11b5dIrX/mdtP18PCQr0tvb29MnjwZjo6OqK6uRm1tLby8vODl5YXevXtj48aNRlt1AciTx9TV1cmz4vfs2RPnzp3Djz/+qLjW+fYq+43FxcWhV69eAJpOfFRaWorKyko4OzsjIiLCYLdjNzc3OS/WypO1SDOMA6bLvvSa/vtbSuoFUVVVZfL6lEyfPt1gy31GRobRWfVtSb/sm2rdl14zdyk6T09Puez7+Phg2rRpTcr+4MGDERMTg3Xr1lm0ZJqbm5vc40SJ36d+fn7y/03NNyC9pv/+tiYIAt577z04ODjg5ZdfNjgcS6mU+ttvTHBwsJyHlgyN6ezOnTuH1atXIyIiAo888oits9OpDBs2rMm8U/b29pgzZw7++Mc/2ihX1B4sGkAriuJXN5dTmwOgJwABwEUA60VRtLgpURAEHYAfAfwLwC+igqsl9cfGmeoaJb3W0h+UwsJC2Nvbw9nZWT7mjz/+iNWrVyt6CaqW0O8+buqz6QfHraFfC37lyhWTteCZmZn47bffcPvttzfp6m5vbw+VSgV7e3vFBZPS8jEADI5LlkjnVFpuqjn61/+IESNQUVGBjRs3yi3KwcHBmDZtGnx8fDBz5kx8+eWXTboQJyYmIjk5GZmZmXI58fb2xvDhw9G/f3/06tULWq0WO3bsMO/DthP9styWZV9fly5d5CWT9u/fL88bIKmrq8OJEydw22234Z577sG6deuanO8HH3xQ/r81Alxr0i9PpgIL6TX967olBEFoMObdnHKr0+lQWVkJe3t7eVmx9PR0HD582ORSTLaiX5ZNlX3ptZaU/VGjRqG8vBzr1q2Te3WEhITgzjvvRJcuXTB79mwsX77crOEDgiBg5syZUKvVKC4uVuS8FvrlxtRnkq6H9pyX4JFHHsGAAQOwYcMGeW6BjkLJv/2GSN3bCwsLO9UwQ2uoq6vD3/72N9TW1uKVV15p9Xc1NeTj44Pa2lqUl5fL9xizZ8/GwoULFTkHElmPxX9dURSzAXxqpeM7ApgF4B4A6YIg/AfAf0RRNL8KXo+xNflGjRrVYb407r33Xvn/fn5+uOeeezBr1iyMHz8ef/nLXxTZytBRBAUFycFTc92p+/fvjwEDBqC4uBg7d+6UW0e7dOmCwYMHo2fPnggICMDPP/8sj5PrzPS7UdnZ2WHr1q0NWsoyMjLwww8/4JFHHoGzszP69+/fJKg0tPxNYWEhtm/fjqqqKgwfPhwDBgyQlxu7VTk5OeGdd96Bt7c3srKy8I9//MPg+7799luMGDECXbp0wfvvv4/PPvsMFy9ehLu7O+68807MnTsXNTU1cHR0vOW7ZIaGhsrBlrnd23/77Tf5/2q1Gt26dcOQIUMwa9YsHD58GGfOnGmTvCpN47K/ZcuWBkM90tPTsWHDBjz22GNwcXFBbGysWQHjlClTEBERIfcQ62izYtuSv78/XnrpJZSUlLTJUlmdjSW//Y2pVCp50l+lDsOypTVr1uDs2bOYNGkSRo4caevsdDrbt28HUD+UJicnB2vXrsWaNWuwY8cOLFu2rEOs2EAtY/aMLIIg1AqCYHSMuSAI9wmC0JIm3n8CWAnAA8AbAC4LgvCLIAhzBEGwNKpeDCC18cMaE3ro155LrSmGSK9Zo4UlNzcXX3zxBVasWAEPDw/83//9n8ljdzT6LWemxtFKtYSt7cIndXErLCw0GQB27doVAwYMQFVVFXbs2CFPKKPT6ZCRkYEdO3agqqoKnp6e8qzJSqHfcmaqUko6p+ZWLui/Ly8vz2A31ry8PHl+BksmnwOAAwcOoKamBoIgyH8npdAvy21d9lUqFd555x306tULRUVFeP75542O601OTsayZctw48YNDBgwACtXrsS+ffuwdetWPProo7h48aJcKaK0Cc30y7KpVgDpNVMtwuaQurcXFBSYHKZgjE6nQ3JyMrZt2wYAGDlypNljuNuLfhk1Vfal11pS9nNzcw3Ow6C/3Zz5DsaNG4fBgwejrq4OP/zwg9GJAm1Nv/u1qRnmpeDP0GoEbeHtt9+Gu7s7li1bZnK+AaVS6m+/IV27dpV7y1myNOGtIDc3F5999hlcXFzw4osv2jo7nZogCAgICMDixYuxZMkSlJSU4LXXXmvRZKfUMVjSgt7cTAQtnakgQRTF1YIgLAFwL4A/ALgDwAQABdKkdKIoJpmR1kcwsCZfSEhIq9fk07+p69Kli9EbCummraCgoLWHlG3btg1PPPEEfH19MWzYsCbrT3dU+jc/zs7OKC0tNfg+6eantYGPubXg0hIWly9fNtiqo9PpcOXKFfTp0wdhYWE4efJki/Nlbfrjzl1dXY3ejEjjT829odRP19S1XVhYiMjISIuXxampqUFeXh6CgoKsMiGQNTUu+8bGL7e27Ds4OODvf/87Bg8ejNLSUixZsqTZsdI//fQTkpOTMXv2bMTExMDV1RUFBQXYu3cvNmzYgD//+c8AoLhZh/WvO2dnZ6OVEFKrd2smD1OpVPJEZJZMDmdIQUEBsrOzERQUhOjo6BYF+21Fv4y6ubkZvQ6lsm9upY3++0xd2/n5+ejWrVuzZT8uLg5xcXEQRRFbt27FuXPnzMqHLeTk5Mj/DwgIMPrbIU2i1x4TB44aNQrTp09HSkoK1q9f32T4ilQBI01uCNT/ZilpiJxSf/sN0Z/5ncFQQx9//DHKy8vx9NNPw9XVtcn3tNRzq6amxqrzidzq7rnnHnzyySfIy8vDwYMHG6xvrwRLp0Y3/6ZWqqlt+16B7k62HUJgzaOHAWhxM40oipWoD65XCYIQBWAR6pduWwJgsSAIRwGsFEXx3ybSKIaBtditsR7j9evXUVdXBzs7O0RERBgM0AVBkH8ILJkopzk1NTXybKbSMjqdQUlJCURRhCAI8PT0NPojLa2BbGq21+ZYUgsuHc+cSdb0J2ZSgoKCAvmcdunSxWiALi3NYW6AUVVVhfLycrM/b2fqUq1f9rt27WowaBYEQV7/3NL1dYH6VqQ333wTo0aNQmVlJV544QVcvHjRrH1TU1Pxz3/+0+Br0qzS0prCSlFcXCxfp97e3kYDdKmypjXjPrt37w4HBwfU1taafU5NkSoXrLU2u7Xk5+fL59TX19doMC1NGGiLsj9s2DCMGzcOALBjxw7FD9m6ePGiXPajo6MNBniCIMhB3IULF9o8T9LEhT179jR5PYeEhMi/dc899xzWrVvX5nkzl1J/+w0dX1r5gd3bm5KWyPvss8/w2WefGX3fypUr5UmOb5WhQW1JpVLBw8MDeXl5iqt8J+sx2cVdEIS7BEH4tyAIUlD8mPS80WMz6runH7FGpkRRvCCK4ouoX7ptFoCfAQwB8LU10m+JqqoqufXF2JiPXr16yTcx1mxV1Wg08o2qEicnaqkbN27IN5HGKh58fX3lyYyysrJafCxLasGlG0xTE/5Ir7W26621VVdXy+fJWFfT4OBgubumsSUDDZHea2pGcOk1S5db0l8XuzU3Y22hsrISKSkpAIyvJ967d2+5ZfLEiRMWpS8IAl577TWMGTMGWq0WL730EpKSzOkwZFrXrl3lrp3646mVQOoxARhf49zf37/B5GwtJXVvT09Pt8r3p/R3VmLZl26YpQmxGgsJCZHLviUVSVJgY6rsSz1IjJX9QYMGYdKkSQDqVyuJj483+/i2UlFRIVcijB492uB7YmNj5UBy//797Za3jkypv/3G9tVqtYodhkG3nsrKSrnSmj0SOq/mxqAPALDw5kMEcLvec/3HOACHADxtzcyJolgriuIPoihOBxAO4DVrpm+pXbt2AQAmTJggt0Dqk9YrP3/+vEVf5tI6q8bMmjVL7raWmJhodrodgXTj17VrV4OzX/fp0wdAfWuPsVr25ri7u1tUCy598XXt2tXg+FgHBwc5+FXi+L/k5GQA9efOUCXD0KFDAdTf9FgyHk9qhfX19TU4xtzX11fuSmxpa4M0kaO0prDSSAHuxIkTDQYp8+bVT8+RkpJi1hJe+l566SVMnDgR1dXVePXVV61Suefg4IDnn38eAHD48GFFLg0ktf716NHD4E1G//79AdR3G27J+tpAfQuYv78/APO6tze3pmxAQICcXmuChrYildG+ffsabPEeMWIEgPqWL0uGYki/O35+fgYr/vS3G2rV7devH6ZOnQoA2LdvX4eadXzTpk0A6ruVGlpG7cknnwRQv0xce3x3rVu3DgEBAUYf7733HgAgLS1N3qak1nOJEn/7G5Mquq5evaq4FVuU4D//+Q/OnDlj9CFVvjz55JPyNmpec3MurFmzRn7PwIED2yNLZAMmI0NRFN8URdFOFEU71I8xf1B63ujhLoriRFEU2+wuUBTFTFEUDU9n3E62bt2K7OxsuLi44B//+IccjDg5OeHxxx/H7bffDgAG1yvfs2cP9uzZg4ceeqjJa6tWrcLMmTOb1CSHhobi6aeflteV/P333w22emg0Gnk9af0lwdRqdYPtSpxg7sKFCygvL4dKpcL48ePllggHBwcMGjRIPsenTp1qsu9DDz2Ehx56SL6RN0aqBdfpdGZVnEg38q6urnJljCAIcnfcCRMmyDe/Usuqkpw6dQrFxcVQq9WYM2eOHFCqVCqMHTsWPXv2BACDa2e/8soreOWVVxAXF9fktdTUVPn6mz59eoMgPTg4GDNnzoSdnR2KioqaVCTdfffduP322xEQENCgQsrb2xtTpkyRA4czZ85Ydf4Ga9m8eTOysrLg4uKCZcuWyZ/d2dkZTz31FMaMGQMA+PLLL5vse/DgQRw8eNDg+rDPPfccZsyYgRs3buD1119vMvN9c55//nn0799fbhUVBAH9+/fHJ598gtjYWBQVFRnt/m5rycnJKCsrg0qlwpQpU+Dl5QWgvjfF8OHD5ZvjY8eONdn3iSeewBNPPIHBgwebPIbUeq7Vas3qLTJx4kQMHToUXbp0aXCdajQa9O3bF1OmTIEgCCgrK1Nk2T9x4oRc9u+//365VVulUmHChAno1asXAGD37t1N9n3jjTfwxhtvGGwpvnLlihzg3HXXXQ1a6ENCQjB79my57J8+fbrBvj179sSdd94JQRBw6NAhg987Svbdd98hLS0Nbm5u+O677+RhIy4uLnj99dcxffp0AMDSpUub7JudnY3s7Gy88MILBtP28PCAt7e3/JC4ubk12N4Zl1NS4m+/vqCgILmCW4mVxi1RVFQkP/QrPcrKyhq81rgyom/fvujbty9WrFjR3llWvOLiYvnR+Jzqv9b4nA4ePBiDBw82eM9w7733Yu3atUhPT28wZOjq1at477338MUXXwCoH76rtEl1yXos+dbvCsDazYVvAugwTcLV1dV47bXX8P777yMqKgqrVq1CeXk5nJyc5DFOK1euxPHjxy1KNzQ0FM8++6x8jMrKSmg0mgazxh45csTockvPPfccJk+e3GT7rFmzMGvWLPn5qlWr8M0331iUt7ZWW1uL3bt3yy2Td999N6qrq+Hg4AA7OzuIooiTJ0/KXTdbQvqRTk1NNasWPDU1FV26dEHv3r3h7++PGTNmyBPsSDPOiqKIU6dOtSpfbeXGjRvYuHEj5s6di8DAQDz22GPQarVQqVTyOd27d2+Lxkpv2bIF8+bNg5+fH+bOnYvq6mqIoihX/pSVlWHDhg1NaoCdnZ3Rq1cvjBo1CnV1ddDpdPJ68pJz584pbg10SXV1NV5++WV8/PHH6NmzJ77//vsmZf/LL780GEwa4+/vLy+rKIoiXnzxRZMz4d55551NtumX8dLSUjg5Ocm9bTIzM/Hiiy82mOhKSWpra7Fjxw5Mnz4dvr6+uO+++6DT6eDo6Chfp0ePHm1V93YpmLp8+bJZZV+tViM2NhaxsbGoq6tDdXU1BEFoULlZXFyMHTt2tHpm6bZw48YNrFu3DvPnz0dQUBCeeuqpJmV/9+7dLZqNetOmTViwYAH8/f3x4IMPNin7paWlWLt2bZPzcscdd8iVHf369UO/fv2MHmP9+vWKG1Op1Wrx0EMP4b///S/69++P33//HaWlpXBxcZHL/tKlS1tU8bBz50553hp9X331VYPn99xzT4fqdWAOJf72G9q3uLhYUZNBtobUiNTYgw8+2OD5jh07EBwc3B5Z6vAmTJhgcPvDDz/c4PmPP/5o9hxS169fx3vvvYf33nsPKpUKzs7OqKqqajBp8ciRI7nEYidndoBuaG1yQRAcANwFwBvA1ptrpJtNFMUOd3VdvnwZDz/8MB544AEMHz4cvr6+KC0tRUpKCjZs2NCi7qmvvvoqYmNjERMTAx8fH3h6euLGjRtIT09HSkoKdu7caXHLWkdSVFSELVu2oG/fvvJ6xTqdDvn5+UhOTkZ2tkWXVQOBgYEtqgWPj49HWloaoqKi4OvrK3fBKysrQ25uLs6fP6/I7u2S3NxcrFy5EiNGjED37t3h5uaGqqoqZGVl4dixYy2exLCqqgqrVq3C4MGD0bt3b3h5ecHOzg55eXm4cOEC4uPjDY7zPXz4sDxLu5ubG5ycnCCKIoqKipCZmYkzZ860qMKgPV26dAnz58/H/PnzMWrUKHTp0gWlpaVITk7GunXrWjT2XOLo6GhyfK8xy5cvx6BBg9C1a1d4eXmhsrIS169fx969e7Fp0yazl9KylYKCAqxfvx6xsbEICwuDi4sLdDodcnNzkZiYiIyMjBanHRwcLPd0MXf29sOHDyM8PFy+TjUaDQRBQHl5OQoKCpCamoqLFy8qakbsxnJycvD5558jLi4OPXr0gLu7O6qqqpCRkYGjR4+2uJxVVVVh5cqVGDZsGPr06QNvb2/Y2dnJ34dHjhwxWPb1r/PmJpozteSWLSUnJ2PMmDF49tlncccddyAgIABFRUU4deoUvvzySxw4cMDWWeyQlPjbD9R/H0uTfnaW1nPqOD744APEx8cjISEBeXl5KCoqgoODA0JDQ9GnTx9MnjzZYC9H6lwEc2dbFgRhGYCxoigOuflcALAHwG2o7/5eAGC4KIqK+zYbO3Zs55lSWiEWLlxo6yx0Okpsje/opHWryXrmz59v6yx0Ou2xPNetht1xre/dd9+1dRY6nblz59o6C52OoeVxqXXc3NzMXko7t6ymzWOu9lhmzdG+pauHW8bPzdHggZqbJE7fZAD6U5TOQP2kcf8EMO/mtpdblDsiIiIiIiKiW5wlY9BDAehPzzoDQKooii8DgCAIfQA8YMW8ERERERERkYIIguAJwLPx9gvXc+Hh2WQzWciSFnQVAP3ZX8YC2Kn3/AqAQGtkioiIiIiIiBRpMYDUxo+vVnxiyzx1GpYE6GkARgBya3kkAP1pS/0AlFsva0RERERERKQwH6F+ha8Gj8eeetaWeeo0LOnivhbA64Ig+AHoA6AUwHa91wcCUNwEcURERERERGQdoigWAyhuvD23rKbd89IZWdKC/g8Aq1Dfii4CWHDzjwNBEDwA3Algl5XzR0RERERERHRLsGQddB2AP9x8NFaG+vHnlVbKFxEREREREdEtxZIu7kaJolgHoMQaaRERERERERHdiswO0AVBWGDO+0RR/Lbl2SEiIiIiIiK6NVnSgr4K9WPPhUbbxUbPGaATERERERERWciSAH2skf27AXgK9ePP/88amSIiIiIiIiK61VgySdw+Iy/tEgThGwDHAMQC2GONjBEREREREVHHoHG0b/Nj1NXVtvkx2uNzmGLJMmtG3Zzh/f+hviWdiIiIiIiIiCxklQD9Jh2AYCumR0RERERERHTLsEqALghCIIAnAKRaIz0iIiIiIiKiW40ly6ztNvKSN4CeAFQAHrJGpoiIiIiIiIhuNZbM4h6JpkuqiQAKAWwC8JkoioeslTEiIiIiIiKiW4kls7hHtGE+iIiIiIiIiG5p1pwkjoiIiIiIiIhayJIu7kRERERERHQLEwTBE4Bn4+3Xsgrg6dlkM1nIaIAuCMKVFqQniqLYrRX5ISIiIiIiIuVaDOAvjTd+/tnHeOW1JpvJQqZa0K+j6aRwREREREREdOv6CMCqxhuffPo5LrltBUYDdFEUx7RjPoiIiIiIiEjhRFEsBlDceHuptq7d89IZcZI4IiIiIiIiIgUwGaALgmAvCMI7giA80cz7nhQEYakgCIJ1s0dERERERER0a2iuBf1BAH8GEN/M+44BeAnAXGtkioiIiIiIiOhW01yAfi+AnaIonjD1ppuv/wIG6EREREREREQt0lyAPgjATjPT2gNgcOuyQ0RERERERHRrai5A9waQa2ZaeTffT0REREREREQWai5ALwPQxcy0fACUty47RERERERERLcmo+ug35QEYCKA981I646b7yciIiIiIqJbiLvGzqIVvQRB8ASwGMBHN9dWN+cYFuWpJcewlLWP0dwn3ARggiAIdzWTqTtRH6BvbG2GiIiIiIiIqNPzBPCXm//yGDc1F6B/CeASgPWCILwtCEKE/ouCIEQIgvB3AOsBXLj5fiIiIiIiIiKykCCKouk3CEJ3ANsARAEQAZSifmy6GwB3AAKA8wCmi6J4uU1z20I//PCD6Q9JFrt27Zqts9DpBAcH2zoLnY6DQ3OjeMhSnp6ets4CUbNGjBhh6yx0OkFBQbbOQqeTlpZm6yx0Ovb29rbOQqej0Wgs6rZuiZuNv6kAuoqieJXHqNdsJ35RFC8BGADgOQAHANQCCLj57/6b22OVGpwTERERERERdQRmNS+JoqgF8OnNBxERERERERFZmWXT4BERERERERG1XjGAN2/+y2PcxAGaRERERERE1K5uLkn2Vx6jIbagExERERERESkAA3QiIiIiIiIiBWCATkRERERERKQAHINORERERERErXK9UCe29THENj8CMOr1n9v+IADSV9xtcI15tqATERERERERKQADdCIiIiIiIiIFYIBOREREREREpAAM0ImIiIiIiIgUgAE6ERERERERkQIwQCciIiIiIiJSAAboRERERERERArAddCJiIiIiIjILIIgeALwbLw98Uo2PDyabCYLsQWdiIiIiIiIzLUYQGrjx7+/+NSWeeo02IJORERERERE5voIwKrGGx954pnUds9JJ8QAnYiIiIiIiMwiimIxgOLG268X6to9L50Ru7gTERERERERKQADdCIiIiIiIiIFYIBOREREREREpAAM0ImIiIiIiIgUgAE6ERERERERkQIwQCciIiIiIiJSAC6zRkRERERERK1SU1vX5scQILT5MY4undrmxzCFLehERERERERECsAAnYiIiIiIiEgBGKATERERERERKQADdCIiIiIiIiIFYIBOREREREREpAAM0ImIiIiIiIgUgMustUBZWRn27NmDlJQUlJaWQqPRICQkBHFxcejevXuL0z179iyOHz+OjIwMVFRUwMHBAT4+PoiKikJcXBzc3Nya7FNVVYWTJ08iLS0N2dnZKC8vR1VVFRwdHeHr64tevXph5MiR0Gg0rfnIbc7Z2RlDhgxB165d4erqCp1Oh5ycHJw6dQppaWmtStvFxQUDBgxA165d4ebmBkEQUFFRgZycHFy4cAFXrlwxuJ+3tzcGDRqE0NBQODs7o6amBnl5eThz5gwuXrzYqjy1B7VajV69eiEwMBBOTk6oqalBYWEhLl68iNzc3BanGxQUhK5du8LLywtqtRq1tbWoqKhAdnY2Lly4AJ1O12QfOzs7BAYGIiAgAN7e3nB1dYUgCNDpdCgoKMDly5eRl5fXmo/bLlj2ra+kpAQ7duzAmTNnUFxcDCcnJ0RERGD8+PHo2bNni9M9e/Ysfv/9d6SmpqKqqgouLi7o0aMHJkyYgIiICKP7paen48qVK7h69SquXbuGrKws1NXVYfDgwVi0aFGL89OeeE7bT0VFBeLj43H27FkkJycjKSkJxcXFAIDNmzeja9euLUr36tWr+PXXX3H27FlcvXoVRUVFqKyshLu7O6KjozF16lRMnz4ddnYdt53Fz88PS5YswcSJExEYGIjS0lKcPHkSX3zxBX7//XeL01OpVIiLi8PAgQPlR2BgIABgzpw52LVrl8n9e/fujaFDhyI2NhYDBw5EdHQ0HBwcsGnTpk5xnR4/fhxJSUlITk5GcnKyfJ1u3LixVdfpzp07cfbsWVy7dq3BdRoVFYUpU6Zg2rRpHfo6NYZln9qSIIqirfPQ5n744QerfcisrCx8/fXXqKysBFAfBFVXV0MURQiCgEmTJmHMmDEWpVlXV4f169fj9OnT8ja1Wo2amhrU1dWvJ+js7IyHH34YoaGhDfa9fv06VqxYIT+3t7eHo6MjtFqtvM3d3R2PPPIIAgICLPy0xl27ds1qaXXp0gWzZs2Ck5MTAECn08HR0RF2dnYQRREHDx7E8ePHW5S2dPOoVqsBADU1NRBFESqVCkD9+du0aVOT/aKjo3HHHXfAwaG+Dkur1cLR0RH29vYAgOTkZPz6668typMxwcHBVkvLw8MDo0ePbvC5HRwcIAgCRFHEmTNncP78eYvTHTp0KMLDw+XnNTU1sLe3l38odDod9u/fj6Kiogb73X777fD395ef19bWQhRF+fwCwIULF5CQkGBxnkzRT7+1WPbreXp6Wi2t9PR0fPjhh6ioqAAAaDQa6HQ6+ZzeddddmDx5ssXprlmzBvv27QMACIIAJycnVFVVQRRF2NnZ4f7778ftt99ucN+///3vSE9Pb7K9owSTPKf1RowY0SbpNrZ7924sWbLE4GutuUn/17/+hU8++UR+rtFoIAgCqqqq5G0DBw7EZ599BldX1xYdw1JBQUFWS6t3797YsmULfHx8AAClpaVwcXGBvb096urq8NZbb+Hjjz+2KM2YmBijgb05Afq+ffvQt2/fJtvbMkBvbQOEufbs2YM//elPBl9rTYD+n//8B59++qn83NB1OmDAAHzyySftdp1K92lt7VYq+xqNxuyFxy/nVbV5YNke66CrHdunAiTYU2Xww7AF3QI1NTX45ptvUFlZiaCgINx3333w9/eHVqvFrl27sH//fvzyyy8ICgpCVFSU2enGx8fLN+ijRo3C2LFj4erqitraWly+fBmbNm1CcXEx1q5diz/96U8Nas2cnZ0xZswYdO3aFcHBwXBxcYEgCKipqUFycjK2bduG0tJS/L//9//w/PPPK67Gzd7eHnfeeSecnJyQm5uLHTt2oLCwECqVCsOGDcOgQYMwatQo5Obm4vr16xalHRERgSlTpsDOzg5nz57FiRMn5MBRo9EgODgY7u7uTfbz8/PDxIkTYW9vj8uXL2Pfvn0oLS2Fvb09evfujdGjR6N3794oKipCfHy8Vc6DNdnZ2WHUqFFQq9UoKirCsWPHUFpaCgcHB/Tu3RvR0dHo27cviouLkZOTY3a6kZGRcnB+4cIFpKSkQKfTQRAE+Pn5YdCgQXBxccHw4cPx888/N9hXEASUlZXhypUryMrKQllZGYD63g19+/ZFaGgooqKiUF5ejsuXL1vvZFgJy771VVdXY8WKFaioqEBoaCgefvhhBAUFoaqqCj/99BN27tyJLVu2ICwsDL179zY73d27d8uB5JQpUzBx4kQ4OTmhvLwcW7duxb59+7BmzRoEBQUZ7PVgb2+P0NBQhIWFISIiAqdOnUJycrLVPndb4jm1DW9vb/Tp0wd9+vSBn58f/va3v7U6zW7duuHZZ5/F4MGDERkZKfeiKSwsxObNm7F8+XKcOnUK//znP/Hmm2+2+njtSaPRYPXq1fDx8UFCQgKefPJJpKSkwM3NDX/+85/x9NNP4/XXX0diYiL27NljUdrFxcU4ffo0Tp06hVOnTuHbb781e9+amhokJibK+0+fPh3jx4+39OMplre3N3r37o3evXvDz88Pf//731udZmRkJJ555hnExsY2uE6LioqwZcsWrFixAqdPn8b777+Pv/zlL60+ntLcymVfEARPAJ6Nt5+8mAl3jyabyUIM0C1w9OhRFBcXQ6VS4aGHHoKHhweA+h+badOmoaCgAMnJyfjll18sukmXbtC7deuGGTNmyNvt7e0RFRWFOXPm4Ouvv0ZBQQGys7Mb1GJ36dLFYGuIo6Mj+vfvDxcXF6xcuRL5+fm4du1ai2v02kq/fv3g7u6O6upqbNmyRW71qa6uxv79++Hh4YHu3btj1KhRFgXoKpUKEyZMgJ2dHY4dO4ZDhw41eF2r1RoNBIcOHQp7e3uUlJRg+/btqK2tBVDf6nvmzBk4OztjxIgRGDJkCBITEw126balbt26wcXFBTU1NThw4IDconrjxg0kJibC1dUVwcHB6Nu3r0UBelhYGAAgJyenQUu3KIrIyclBfHw8xowZA1dXV3h4eKCkpER+z9mzZ1FQUNAkzYqKChw5cgQqlQr+/v6IiopSZIDOsm99+/fvR2FhIdRqNZ566il4eXkBAJycnDB79mzk5eUhISEBmzdvNjuYrK2txfbt2wEAQ4YMwV133SW/5urqirlz5yI7Oxvnz5/Hpk2b8OKLLzZJ46WXXmpQmaHE69EYntP2N3r0aIwbN05+npGRYZV0x4wZY7BHjre3Nx555BFUVlbi66+/xs8//4zXXnsNjo6OVjlue1i4cCHCwsJQVlaGefPmISsrC0D9EKI33ngDERERmD59Ol5//XWLAvSkpCRERka2OF8TJ06Uey4B9dd7Z3H77bdj7Nix8vPMzEyrpDt69GiMHj26yXYvLy8sXLgQlZWVWLlyJXbs2IFXX321Q12nzWHZx2IATWpd/vPlZ3juxdfaPzedjLKaVBROupkeMGCAfIOuT/qSysjIsGg8bXl5OQDj3cdCQkLk/1dXV5udbuN9S0tLLdq3PURHRwMAzp8/Lwfn+k6cOAEA8Pf3l282zdG7d2+4urqirKwMR44cMXs/QRDkVuLExEQ5ONd38uRJuZt8a8YdtxUpkL5+/XqD7s4SqWu7l5eXRd2jpO7y0hirxvS7tTfuWm4oONcnDZlwdXVV5A84y771HTt2DEB9hZihsj1x4kQA9ddxdna2WWleu3ZNPqf6N076pBaxK1euGPxbKa2ngSV4Tttfe3WnbSwmJgZA/bAiJZZvU2bPng2gvmu1FJzr++yzzwDUf99a8hvb2iGb+sF5Z2Or67RPnz4AOuZ12hyWfXwEoGvjx8OPP23LPHUanfdX08p0Op1cO2ashSw0NFSekOnSpUtmpy3dSBmr0ZTG7jk4OMDPz8/sdIGGY8W9vb0t2retOTo6yuOSr169avA9WVlZcgt14zG4pkgTIV28eNGiH10nJyc5QGw8jlpSU1Mj37BKwbBSODg4yNeTsdbxgoICOdjTHxfeHGnstbExyNJxa2trLf7R0A8+BaHtxxZZgmXf+rRardwjxlhLbteuXeV5KVJSUsxKt7CwUP6/sXH3+tvPnTtnVrodAc/prUWqNNRoNIor36a4urpiwIABAOqHThgSHx8v98AyNq8BdQxSb7uOdp0qmVLKviiKxaIoXm38YPd262CAbqbc3Fy5dtZYUGNnZwdfX1/5/eaSulFdvnwZW7dulYO/2tpaXLhwAf/9738B1LdSODs7N5tebW0tSkpKcOzYMaxfvx5AfQCh36KmBN7e3nIwpn8T2JgUKJv7RWRvby//HfLy8uDl5YUpU6bgsccew9NPP42HH34Y48aNMzj+XL8G3lSgKLUISRPcKIU0Sz2ABl3MG5PGgBs6B8ZIs937+/ujf//+cou6IAjw9/eXr+Pk5GTU1NRYlG/p76XVai1uKW5rLPvWl5WVJZ9TaZblxuzs7OTzbaiVrTnGKub0t1urm6cS8Jx2flqtFlevXsXy5cvxzTffAADuv/9+xVVqmhIVFSX/fhqrJBJFUa7olHrZUcchXaeff/65PAfAvffe26GuU6XpDGWfLKPIMehC/RUXgfr8XRIVMNW8fougqaBGmszBkhbEvn37YtKkSfjtt99w8OBBHDx4sMFMzv7+/pg9ezYGDx5sMp2VK1cabL2LjIzE3LlzFVeQXVxc5P9LgYkh0mv67zfF3d1d7nrk6emJcePGwdHRUT6fHh4e6NevH6Kjo7F169YGswtLAaJKpYKPj4/BsZJqtVrOi7l5ai9S6xgAg93bG79myRJcGRkZOHPmDPr06YOoqChERUU1mMVdCgwtneFfo9HI4waN9aSwJZZ969OvPDI1K7w0nMDcc6pfYZaVlWWwe6x+YGqqEquj4TntvGJjY5sMt3JwcMCcOXPw9NMdqzupfiWnqWEW0jVlzRUoqG0NGTLE4HU6e/Zs/PGPf7RRrjq2zlT2yTI2bUEXBOEfgiAUCoKQJgjCIze3jQdwGcAlACkA8gRBeNyW+QTQoEXQ1NJN0vJdlrYCjhkzBnPmzJH31+l0cqtEdXU1Kisrm+2q7eTkBFdX1wZBV7du3TB9+nSD6yjbmv5Y4xs3bhh9n/SadG6aI7XsAvU/GDqdDps2bcLy5cuxYsUKrFu3Tp5IaerUqQ3eL4qivOxJv379DP6t9SeOUdp4af0xUYbGz0ukc2rpMmQpKSmIj4+X95eWw5PS0j+X5hAEAcOGDYOjoyMqKioU2T2WZd/69M+RqTKkf07MERYWJs+rYGgZRFEUG2xX2gSPrcFz2nn5+PjAx8enQfmeM2cOFi1apLjfoObo9wTSXzaqMek1pVWCk3GGrtPZs2fjD3/4Q4e7TpWiM5V9sozNWtAFQXgIwEsAUgHkA/hSEIR8AGsAZANYfjN/dwNYIQhCtiiKW5pJ0xMGpvz/7rvvFP0lr9PpsGbNGqSkpKBnz54YP348/Pz8UFlZiQsXLuCXX37B9u3bkZGRgblz5xpN54EHHpD/X1lZicTERPz222/49NNPMW3aNMTFxbXHx7E5/dZCOzs7/PLLLw3WGs3KysJPP/2EBx54AM7OzoiJiZEnowPqx7917doVrq6uuPvuu7F//37k5eVBo9EgJiZGrtG01QQhtuLg4IBhw4YhKCgImZmZSE5ORllZGVQqFQICAhATE4P+/fvDy8sLR48eNSvNgQMHws/PD7W1tTh69KjJiprOiGXfuuzt7TFp0iRs3LgRiYmJ+P777zFx4kR4e3sjLy8PW7duRWpqKuzt7VFbW6u4ngVKxHNqe7/99huA+sqQ7OxsrF69GqtXr8b27dvxwQcfNNvDhqg97NixA8D/rtO1a9dizZo1+Pnnn/Hee+9h0KBBNs5hx8Oyf+uyZRf3xwAcBXCbKIo3BEH4B4BvAZy7ua0KAARBeBXASQBLAJgM0GFkyv+tW7fi/vvvb1VmG7f2GgvOpFYMc1t7AWDbtm1ISUlB9+7dsXDhQnm7Wq3GsGHD4Ovri6+//hoJCQmIjY01a0yWs7Mzhg8fjtDQUCxfvhw//fSTvF6yUjRumTQ2bllqtTS3ZVI/nfz8/AbBuaSgoABpaWkIDw9HWFhYgwA9OzsbO3fuxPjx4xESEtIkMMrJyUFOTg769eunuNYi/VZze3t7owGvdE4tCYj79++PoKAg5OTk4ODBg/L2Gzdu4MqVKygtLcWYMWMQFhaGa9euNTtLdExMDLp164a6ujocPXq02ZnebYVl3/r0z5E0TMIQ6Zxa0jNjwoQJyM7OxsGDB7F//37s37+/weujRo1Ceno6rl271mBISEfHc9r5CYKAwMBA/OlPf0JgYCDeffddvPzyy9i6dWuHOe/SZKNAfc8fY8PbpM9jaHUXUjbpOl2yZAkCAwOxbNkyvPrqq9i8eXOHuU6VpjOUfbKMLbu4RwFYI4qiFCGsAuAOYLkUnAP1swQCWAlggBlpfgQDU/7rry/cUvpjT02N3bN08i2tVisHh8ZauSIjI+VlmJKTk81KVxIcHIzw8HCIoojjx49btG9b0//hNbXcl/SauT/U+j/4xmZiB/43MZ2hYycnJ+P7779HYmIi8vLyUFpaiqysLOzfvx/r16+XA1xT6duCfpdBU+PLpddMjVPX5+DggIiICADAhQsXDL4nPz9fPh/Glg2T9OzZE7169YIoijhx4oTV1g9tCyz71qc/RtrYsn3A/8YzWzKZoSAImD9/Pp5++mnExsbC398fPj4+6NWrFxYtWoT58+fLfytLZ8ZXMp7TW8vs2bOhUqmQl5fXoMJU6fQrbk2NL5cmOjR3OUBSpnvuuUe+Tg8dOmTr7HQKHbXsk2Vs2YKuBlCp91z6v6HpvAsANFtFdDOYL268/YcffrA8d434+flBEASIooicnBx5xmZ9dXV18hqw5t6k5Ofny+NLTa3z7e3tjYyMjBYFhNKkQKZmSreFwsJCiKIIQRDg7e1t9LNJ58Xc/Gu1WlRUVLR6WENhYaHRZWCkv7/Sbh7Kysrkc+rh4WG0dcLSCc1cXV3lseamKkoqKirg7e1t8tz36NEDffv2BVC/XIgSJ4bTx7JvfQEBAfI5zcrKMnijXldXJy8VaGxWclNiYmLk9WL1lZeXy+dDmpywM+A5vbWoVCp4eHggLy/PYC8xpZKWPrWzs0PPnj0NTm4pCII8GeH58+fbO4tkRR31OlUypZ9TJ8fOMfzT3s62w7Vs2YJ+FcAwvefS/0caeO8oAIYXdW4narVa7iJ68eJFg+9JS0uTWyQNzXRriP54PVOtHtJrlk7CBfzv5tySrrftoaamRr5ZDA8PN/iewMBA+TNb8kUkrQfcXOADWDbrtrSfFKSZu5Zwe7lx44YcyBlbEszb21u+FoytlW6KqeW+pNeMDVeIjIyU18BNTEy0aM1wW2HZtz6NRoOwsDAAxtfNvnr1qtwjpGfPnlY7ttSbwM3NDb169bJaurbGc3prqayslL/rzVmCUSnKy8tx6tQpAPUTZBoyePBguXLx999/b6+sURvoqNepkvGc3hpsGaCvBbBQEIT3BEH4E+onhbsAoJsgCI8KguAlCEIXQRBeADAPwC4b5hUA5MDi9OnTBoM66YckODjYYCubIb6+vnJ36WPHjhl8T0ZGhtwFODQ0tMFrpmbqBoDU1FQ5sJW6KCuJVDseHR1t8IsmNjYWQH0gaUkLonSD2qVLlybnDKifGVPanpqaana6dnZ2GDdunLxffn6+2fu2F6lyIiwszGA3d2kcc2Fhocnl7fSVlZXJ15qxFjJPT0+TvR3Cw8Plv2dSUlKHahlh2be+oUOHAqj/7IaW5pImxwkLC7PaUktFRUX46aefANSPq+5sEz3ynHYezc0P8v3338vvkb5XO4qNGzcCqJ+N2lBFsrR81KlTpzpEJe6trLnrdPXq1fJ7Bg4c2B5Z6vA6c9kn89kyQP8YwBEAzwP4JwBHAH8A8Pebr+WjvtV8Geq7rf/NJrnUM2zYMHh6ekKn0+Gbb76RWx91Oh22b9+OpKQkAMCkSZOa7Pvyyy/j5Zdflm+QJCqVqkHQsnHjRrnFrKamBklJSfj2229RV1cHtVrdZBbM77//Hr/88gsyMjIa3LCXl5fjwIEDWLVqFURRhIeHhyJne0xMTERpaSnUajXuuusuuVXb0dERcXFx6NGjBwAYHGezePFiLF68GMOHD2/y2vXr1+X1uCdNmiS3LAH1rfLTpk2T1+42NLZ3zJgxCAoKarCsVlBQEGbNmoWQkBBUVlYa7f5ua5cvX0ZFRYV8DqXu7A4ODujbty9CQkIAAGfPnm2y75w5czBnzhz07t27wfba2lq5K3pISAgGDRokT0xiZ2eHoKAgjBo1CnZ2dqipqWnSbT04OBiDBw+GIAhISUmxeDy1rbHsW99tt90Gb29vaLVaLF++HJmZmQDqh6hs3LhRbmW7++67m+z7xBNP4IknnsDWrVubvJaRkYGffvoJmZmZ8nmprq5GfHw8li1bhrKyMkRGRmLChAkG81VdXY3y8nL5Id0I3bhxo8F2c+dvaE88p7ZRVFQkP/Qr8MrKyhq81ni5xP79+6N///74/PPPm6Q5c+ZMrF69GmlpaRBFUd5+9epVvPvuu1i+fDkAYNy4cfLvZEexatUqXL9+HW5ublizZo1caezq6oq//vWvkOYN+vvf/95k38LCQhQWFuKll14ymLaHhwe8vb3lh8TNza3BdkNLZjo5OTV4j9RrydHRscF2Ja8KZEpLr9PY2FjExsbiiy++aJLm7NmzsXbtWoPX6T//+U/52h47dmyHu07NwbJPbcVmY9BFUawQBOF21Hdtdwdw7OYYcgiCMAz1s7YHAUgG8JEoitdtlVeJo6MjFixYgJUrVyIjIwMffvgh1Go1qqur5XG/kyZNQlRUlEXpTps2Dbm5ubh69Sri4+MRHx8PlUqFmpoauXCq1Wo88MADTX4YqqqqsGfPHuzZswd2dnbQaDSora1tMLt4ly5dsGDBghZ1kW1rtbW1+PHHHzFr1iz4+/tjwYIF0Ol08vraoiji4MGDcquwJX7++WfMmjULvr6+uOeee1BTUyMHO0B9IPPjjz8arK0cMGCA3Gqq1Wrh6OgotwyVlJTgxx9/lCdFUpq6ujocPHgQo0ePhpeXFyZPnoyamho4ODjIY1TPnDljcff2hIQEuLu7w9fXF5GRkYiMjJRnNZe6a9fU1ODw4cNNZtzv16+fPIY9IiLCZIvuoUOHFDejO8u+9alUKjz11FP48MMPcf36dfztb3+DRqOBTqeTz+ldd93VpLKoOeXl5di6dSu2bt0KQRDg5OSEqqoq+XxGR0fjiSeeMNrS+8svv8gtwvpOnz6N06dPy8+HDx/eYOZ9JeA5tQ1jXbXnz5/f4Pn27dvNXk3h+vXrePfdd/Huu+9CpVLBxcUFVVVVDSox4uLi8Pbbb7c437ai1WrxwAMPYPPmzRgwYAAOHz6M0tJSuLi4wN7eHnV1dXjrrbewZ88ei9Pet29fgwp5yb///e8Gz2fMmNGk4v/ZZ581GPjPmDED+pMNr169Wm7l70jGjx9vcHvjMrdt27ZmJ3qVXL9+HcuWLQNQ//3j7OwMrVbb4DodNWoU3nrrrZZlWuFY9qmt2HKSOIj1v+5HDGw/A+CR9s9R84KCgrBkyRLs2bMHKSkpKC0thbOzM0JDQxEXF2f2+FN9arUajz32GE6ePImEhARkZmaiqqoKjo6O8PLyQo8ePTBq1CiD46mnTZuGc+fO4cqVKygqKkJFRQVEUYS7uzsCAwPRp08fDBw4sMFSUUqTn5+P7777DkOGDJHXH9dqtcjOzsapU6daPAmGVqvF2rVrMWDAAERHR8PT0xN2dnbIz8/HlStXcPLkSaMtNvv370doaCh8fHzg5OSE6upqFBUV4dKlS0hISGi2e7GtlZSU4JdffkGvXr0QGBgIJycn6HQ6FBYW4uLFi8jNzbU4zdraWuzduxcREREIDQ2Fp6cnVCoVamtrUVFRgZycHFy8eLHBMjoS/fHWpmaXByAH8krDsm99ISEheOONN7Bjxw6cOXMGxcXFcHV1RUREBMaPH9+icdKBgYGYPHkyzp8/j/z8fFRVVcHNzQ3h4eEYNmyYInsTWBPPaefw8ccf49ixYzh9+jRyc3NRVFQEBwcHhIWFISYmBlOnTsVtt91m62y2WFJSEkaNGoUlS5Zg4sSJCAwMRGFhIU6ePInPP/+cY887iA8//BDHjh1DQkIC8vLy5Os0NDQUMTExmDJlitFVSsiwzl72yTyCfveJzuqHH37o/B+ynUndx8l6lLROdWdhqBsjtY7+cl5ESjVixAhbZ6HTMbdVlcynxFm4OzrOg2F9Go3G7CnNM4urO0XM1V6zuPu7Oxo8kDKbqoiIiIiIiIhuMQzQiYiIiIiIiBSA/T+JiIiIiIjILIIgeALwbLw9+WoOPDyabCYLsQWdiIiIiIiIzLUYQGrjx8rPP7VlnjoNtqATERERERGRuT4CsKrxxkVPPpPa7jnphBigExERERERkVlEUSwGUNx4e2ZxdbvnpTNiF3ciIiIiIiIiBWCATkRERERERKQADNCJiIiIiIiIFIABOhEREREREZECMEAnIiIiIiIiUgAG6EREREREREQKwGXWiIiIiIiIqFXcnDpHaFlWdcOmx2cLOhEREREREZECMEAnIiIiIiIiUgAG6EREREREREQKwACdiIiIiIiISAEYoBMREREREREpAAN0IiIiIiIiIgVggE5ERERERESkAAzQiYiIiIiIiBSgc6wmT0RERERERG1OEARPAJ6Nt1/PLoCnZ5PNZCG2oBMREREREZG5FgNIbfxY8enHtsxTp8EWdCIiIiIiIjLXRwBWNd741DPPpbZ7TjohBuhERERERERkFlEUiwEUN95epqtr97x0RuziTkRERERERKQADNCJiIiIiIiIFIABOhEREREREZECMEAnIiIiIiIiUgAG6EREREREREQKwACdiIiIiIiISAG4zBoRERERERG1ipvaTrDk/YIgeAJYDOCjm0u3WV1LjuGmVrX5MUxhCzoRERERERG1N08Af7n5L49x0y3Rgu7i4mLrLHQ6KpVlNUvUPEdHR1tnodNRq9W2zkKns2fPHltnodOJjIy0dRY6nbFjx9o6C53OgQMHbJ2FTqdbt262zkKns2/fPltnodOJjo62dRZuOWxBJyIiIiIiIlIABuhERERERERECsAAnYiIiIiIiEgBGKATERERERFReysG8ObNf3mMm26JSeKIiIiIiIhIOW4uSfZXHqMhtqATERERERERKQADdCIiIiIiIiIFYIBOREREREREpAAcg05EREREREStcim3SmzrY4htfgTATmj7YwBANz8ng0diCzoRERERERGRAjBAJyIiIiIiIlIABuhERERERERECsAAnYiIiIiIiEgBGKATERERERERKQADdCIiIiIiIiIFYIBOREREREREpABcB52IiIiIiIjMIgiCJwDPxttPXMiEu0eTzWQhtqATERERERGRuRYDSG38WPXVZ7bMU6fBFnQiIiIiIiIy10cAVjXeuPCxp1PbPSedEAN0IiIiIiIiMosoisUAihtvv5Rb1e556YzYxZ2IiIiIiIhIARigExERERERESkAA3QiIiIiIiIiBWCATkRERERERKQADNCJiIiIiIiIFIABOhEREREREZECMEAnIiIiIiIiUgCug05ERERERESt4uOqavNjlFbdaPNjONgLbX4MU9iCTkRERERERKQADNCJiIiIiIiIFIABOhEREREREZECMEAnIiIiIiIiUgBOEtcCpaWl+PXXX5GUlITi4mI4OTkhPDwcY8aMQXR0dIvTTUhIwOHDh5GWloby8nI4OjqiS5cu6NWrF8aOHQt3d3ej+6alpWHv3r24fPkySkpKIAgCPDw80L17d4wePRohISEtzld7cHJywqBBgxAeHg4XFxdUV1cjNzcXCQkJyMjIsDi9Bx980OT50rdr1y6cP39efq5SqRAdHQ1/f3/4+PjAyckJarUaNTU1KC4uxrVr13DmzBlUV1dbnK/2VFZWhj179uDcuXMoLS2FRqNBaGgo4uLi0L179xane/bsWcTHxyMjIwMVFRVwcHCAj48PoqOjERcXBzc3N7PT+vHHH3Hw4EEAQGRkJB5//PEW56s9lJaWYufOnUhKSkJJSQk0Gg3Cw8MxevRoREVFtTjdxMREHDlyBOnp6XLZ9/HxQa9evTBmzBiD5/T7779HfHy8WekPHToU8+bNa3H+2pKrqytuu+02REdHw83NDTqdDhkZGTh8+DCuXLnSqrTd3NwwfPhwREVFwcPDA4IgoLy8HBkZGTh79ixSUlKa7BMSEoKQkBAEBwcjKCgIPj4+sLOzw/79+/Hbb7+1Kj/txcnJCX379kVISIj8fZqfn4/k5GRkZWVZnN7s2bPh6upq1nv379+Py5cvy88t+b65ePGi/H3QUZSXl+Po0aM4c+YMzp49izNnzqC4uBgAsH37dnTr1s1qx6qtrcWcOXOQlJQEAHj66afxzDPPWC19paiqqsKZM2dw6dIl+VFWVgYA+PTTT1t8P1NTU4OzZ8/i0qVLuHjxIi5duoSioiIAwOuvv47Y2FirfQZb8vX1xbPPPos77rgDAQEBKCsrw6lTp/DVV1/hwIEDFqenUqkwcuRIDBgwQH4EBAQAAObOnYs9e/ZYnOajjz6Kt956C0D9/euQIUMsTsPWKisrcebMGflaunjxonydrlixolXXqZSulHZhYSEA4C9/+QsGDRpktc9AysUA3UIZGRn49NNPUVFRAQDQaDQoLy/H2bNnkZSUhOnTp2PixIkWpVlXV4fvvvsOx48fl7dpNBpUV1cjIyMDGRkZOHToEJ566imEh4c32f/333/Hxo0bUVdXBwBwdHQEAOTn5yM/Px/Hjh3Dvffei1GjRrX0Y7cpHx8f3HnnnXBycgIA6HQ6aDQaREREIDw8HEeOHMGpU6csSlOr1cLBwfjl7eDgAJWqfqbJvLy8Bq95eXnhtttuk5/X1taipqYGGo0GAQEBCAgIQJ8+fbBt2zb5S1NpsrKy8NVXX6GyshIAoFarUVFRgXPnziElJQWTJk3C2LFjLUqzrq4O69evb/C3kCousrKykJWVhWPHjuGRRx5BaGhos+mlp6fj8OHDln0wG8rMzMTy5csblP2KigokJSUhOTkZ06ZNw4QJEyxKs66uDt9//z1OnDghb5POaWZmJjIzM3H48GE88cQTCAsLa7Cvk5OTycqQ2tpa+e+v1Ao6f39/LFy4EC4uLgDqy62zszOio6PRo0cP7Nq1C/v3729R2n369MFdd90FjUYDAKiuroYoivDx8YGPjw9cXFwMBujz58+Xv4s6Ii8vL0yaNKnB51ar1QgNDUVISAhOnjyJM2fOWJSmVquFvb290dcdHBzk352CgoIGr1VXV6OqqsrovoIgyHltvG9HcOTIEfzxj39sl2N99913cnDemSUmJuKdd96xerrp6en429/+ZvV0laRXr17YsGEDfHx8ANRXKnt7e2PixImYMGECli5dis8++8yiNHv06IG1a9daLY+BgYF46aWXrJaerSQmJmLp0qVWTzctLQ1//etfrZ4udSwM0C1QXV2Nr776ChUVFQgJCcGCBQsQGBiIqqoq7NixA7t378a2bdsQGhqKXr16mZ3uoUOH5OB8zJgxmDhxItzc3FBbW4sLFy5gzZo1KCoqwqpVq/D666/Dzu5/IxOysrLk4Lxnz56455575JrNrKwsbNiwARcvXsR///tfREVFwdfX17onpZXs7e0xZcoUODk5IS8vDzt37kRRUREcHR0xZMgQDBgwAMOHD0d+fj7S0tLMTnfDhg0mX58yZQq6du2K3NzcJkG2VqvFyZMnkZmZiby8PPnm0t7eHl27dsWoUaPg6uqKSZMmYe3atRBF0fIP3oZqamrwzTffoLKyEkFBQbjvvvsQEBAArVaLnTt3Yv/+/fjll18QHBxsUavvsWPH5OA8Li4OY8eOhaurK2pra3Hp0iVs2rQJxcXFWLNmDV544YUG12ljdXV12LRpEwAgODi4Rb0k2lN1dTW+/vpruew/8MADCAwMhFarxS+//II9e/bgp59+QkhICHr27Gl2uocPH5aD89GjR2PChAkNyv769etRVFSEb7/9Fq+++mqDc3rPPffgnnvuMZr23r17sXnzZtjb2yuyxt3BwQHz5s2Di4sLMjMzsXHjRuTl5UGtVmPMmDEYNWoUxo8fj8zMzAYtsubo0aMHZs+eDXt7e5w4cQIHDhyQgz8nJydERETAy8vL4L43btxAenq6XDk6YsQIBAYGtvrztgd7e3uMHz8eGo0GBQUF2L9/P4qLi+Ho6Ij+/fsjJiYGsbGxKCgoQGZmptnpbtu2zeTr48aNQ1hYGPLz8+XWY8mxY8dw7Ngxo/v27t0bQ4cORW1tLVJTU83Ok5L4+PggJiYGffv2hb+/P15//XWrHyM7Oxsff/wxgoODodPpkJ+fb/VjKInUA7B79+7w9vbG559/bpV0XVxc0K1bNzntZcuWWSVdJdBoNPj222/h4+ODxMREPPPMMzh//jxcXV3xpz/9CU8++SReffVVnDlzBvv27bMo7eLiYiQmJuL06dM4ffo0/v3vf7c4n2+//TZcXV1x4sQJRf42WcLDwwM9evRA9+7d4ePjg+XLl1slXRcXF/ka7dGjR5tUWJGyMUC3wMGDB1FYWAi1Wo3HH38cnp6eAOpv+GbOnIn8/HwkJiZi69atFgXo0g16VFQUZs2aJW+3t7dHr169MH/+fHzyySfIz89HZmZmg9awkydPoq6uDhqNBosWLYJarZZfCwoKwqOPPoo33ngDWq0WZ8+etbjVtK316dMH7u7uqK6uxvbt2+XWyZqaGhw6dAju7u6IjIzEsGHDLArQTdFoNHJrpH7XdklJSQmOHDnSZLsUiFZVVeGuu+6Cl5cXAgICWtRltC0dOXIERUVFUKlUWLhwITw8PADUf+7p06ejsLAQSUlJ2LFjh0UB+unTpwEA3bp1w4wZM+Tt9vb2iI6Oxr333ouvvvoKBQUFyM7ORlBQkNG0Dh06hIyMDMTFxaGqqkrxAfqhQ4dQVFQEtVqNRYsWyWVfo9HgrrvuQn5+Ps6cOYNt27ZZFKCfPHkSQH1AOXPmTHm7VPbnzZuH5cuXGyz7zZGCoj59+sgt1EoyZMgQeHl5QafT4fvvv5e7Bup0Ovzyyy/w8vJC7969cccdd1gUoKvVatx1112wt7fHvn37sGvXrgavV1VV4dy5c0b3f++99xpUug0cONDCT2Y70dHRcHV1RU1NDXbt2iX3oKipqcHx48fh5uaG8PBwxMbGWhSgm6JWqxEcHAwAFlekAJC7v6enp0On01klT+1p7NixOHTokPw8PT29TY7z1ltvobKyEu+99x7efvvtNjmGUgwePBirVq2Sn+fm5lol3fDwcHz33XcQBNuub9xW5s+fj9DQUJSXl2PBggXIzs4GUD8M480330R4eDimTp2KV1991aIAPTk52aLfNVMmTpyIqVOn4qeffsK5c+c6dIA+ZMgQfPfdd/LznJwcq6QbERGB1atXK/46FQTBE4Bn4+2pGfnw8GyymSzESeIsILVyDx48WL5B1zd+/HgA9d1TLCmopaWlAIx3Q9XvLtx43LN0U+vr69sgOJc4OTnJreZKHDMtBYgXL16Ug3N9UlDo5+dn8Jy39Jj29vaora3FxYsXLd5f/2ZBiYGPdM4GDBggB+f6br/9dgD1wzUad+83pby8HACMBt7616+pa624uBi//vor3N3dLR4OYitSJVpsbKzB63DcuHEA6m/OLSn7UvltSdk3JSMjQw7Ahg4davZ+7alfv34A6rsJSudBnzQWWRoHbq6BAwfC3d0dJSUlLRobqbQeMZaIjIwEAFy5ckUOzvWdPXsWANClSxez5+gw55jS96mlcwZ4eXnB29sbAHDp0iWr5Ke9mer6by27du3Czp07MXbsWPk+ozNrq3NqZ2en+KCnNaQGnk2bNsnBub4VK1YAAPr372/R3AjW+k50dnbG0qVLUVFRgTfeeMMqadoSr1MsBpDa+PH58o9tmadOgwG6mbRardyCa6wmMSIiQh67aKhl1hjp5tNYzbt0XAcHB7n7ukS6ucnLyzPY+lBVVSUHYUobh+ro6ChXHhhrHc/OzpY/l9RK01rSRH7Xrl2DVqu1eH/9v4FUuaIU0gRbAIxOWBgWFiaP+bTkpljqEmys5U26fh0cHODn52c0nR9//BE6nQ7Tp083WKmkNFqtVv5sxsp+eHi4fE4tqfSRym9Lyr4pUuu5q6urRb152otKpZK7jRu7BtPT0+XhJVLgaQ4p8E9KSpLn5bgVSJM1AjDaIyUvL0+u6LFWt/3WtIBL+1ZVVbVZy3NHV1lZibfeegsajQavvfaarbNDCuXi4iJ/9+3du9fge06cOIGSkhIAaDDPTnt58cUXERISgg8//FDxvebILB8B6Nr48eQfn7NlnjoNBuhmys7OlmsRjd3Y2NnZyYGJodpLY0aOHAkAuHDhAjZu3Ci3JtXW1uLcuXNyF5rJkyfD2dm5wb5DhgyBo6MjtFotVq5ciaysLIiiCFEUkZmZia+//hparRY9e/ZEnz59LPvQbczLy0uuJTQ12Zo0plEKZlrD29tbrhSwpBJFEAS4uLigV69ecgtGTk6O1breWUtubq58nfr7+xt8j52dnXwOLGntlVpiL1++jK1bt8ot6rW1tTh//jzWr18PoL4nSePrVJKcnIykpCR0794d/fv3N/vYtpSTkyOfU2NBckvL/ogRIwDUB/U//PBDk7K/evVqAMCkSZOMntPGamtrG7T4t0cLn6V8fX3l8fTGypAoivK4cVMVPvr0KzKysrLQpUsXzJ49Gy+++CJef/11LF68GNOnT7dabxwl8fT0lL9PG48D1yfdoFvjHHh6esqVApZ2bxcEQa54SU1N7dA9F9rSxx9/jKysLDz++OOKq2Qn5YiKipK/U43d24iiKJfT1qw60hIxMTFYtGgRLly4gC+++KJdj01tQxTFYlEUrzZ+sHu7dShmDLogCN4AwgA4AygFcEkURcubN9uIfkupoW7DjV+zpGV1wIABmD59OrZv3469e/di79698izudXV1CAwMxAMPPIDhw4c32dfLywuLFi3CqlWrkJKSgqVLl8qz6dbU1MDNzQ2TJk3C5MmTzc5Pe9EPOAx1b2/8mrkBiilSC2hVVRWuXbvW7PtnzJhhcEby9PR0RS65pH/dmerCKr1mqGuxMX379sWkSZPw22+/4cCBAzhw4IA843hdXR38/f0xZ84cDB482OD+1dXV2LJlC+zt7XH33XebfVxba8uy379/f0ybNg0///wz9u3bh3379jU4pwEBAZg7dy6GDRtmdprnzp2TK0+U2r1df/Z5U9egdC7NXeLL09NTXr2hS5cumDFjBlQqlfxd6u3tjaFDh6Jfv35YvXo1rl692vIPoTD6M88b6t7e+DVrzFQvtYDr9zAzV3BwsJyHjtq9va0lJyfju+++Q0REBBYtWmTr7JCC6Vdimqokll4zt9LTGgRBwHvvvQcHBwe8/PLLuHHjRrsdm6ijsmkLuiAIGkEQXhUE4SKAPAAnAOwHkACgRBCEXwRBuN2WeZToj/+UAmBDpKW7LO3qN3HiRDz44IPy/lqtVu6eqdPpUFFRYbS7Zu/evfH000+jS5cuAOoD85qaGgD1MxJXVlYqcvy5/nk09YUtvWbqvJtDEIQGY97N6f6q0+lQWVnZ4O+Znp6OgwcPmlw6yFb0/86mlpmTzqWl1+nYsWMxZ86cBte5dB6rq6tNXqe//voriouLMXr0aMWtJmBKW5f9CRMmYN68eS06p4ZIa6MHBQUptsXN3LIvfY+ZOxRCGmYA1Hfh1Gq1+Oabb/D3v/8db7/9Nr7++mvk5+dDo9Hgvvvu69DLqTWmX95ra2uNvs+a36fSONYrV65Y3AIuBfeFhYWKXa7Slurq6vDGG2+gtrYWb7zxhvz9QGSIfgOGqaF70n1Le86f88gjj2DAgAHYsGFDgwkVicg4m7WgC4LgAWA3gIEAtACKAXgBqAbwE4AQAGMBjBcE4f9EUXzXjDQ9YWBGwY0bN5rdAmMLWq0Wq1atQlJSEmJiYjBp0iQEBASgsrISycnJ2Lp1KzZv3ozr16/j4YcfbrL/Tz/9hB07diAgIACPP/44IiIiAABXr17Fli1bsH//fly8eBFLliyxSit0RxUWFiZ/fkPrHxvy66+/yv9Xq9Xo3r07hg4dijlz5uDQoUNITExsk7wqkU6nw+rVq5GSkiJ39ffz80NlZSXOnz+PX375Bdu3b0dGRgbmzZvXYN/MzEwcPHgQXl5e8oRqVF/2v/32WyQnJ6NPnz6YOHEi/P39UVlZiXPnzuGnn37Cjz/+iLS0NDz00EPNpldRUSFPBDZkyJC2zr7i6E+sY2dnh02bNjWYuCwtLQ1r167FU089BRcXFwwaNAgHDhywRVY7vNa0gKtUKrlnElvPDfv+++9x5swZTJkyBaNGjbJ1dohaxN/fHy+99BJKSkrw5ptv2jo7RB2GLVvQ3wQQA2AeABdRFH0AxAK4CiBHFMVhqO/yvgnAUkEQJpiR5mIYmFHwhx9+aHVm9WuvpVYdQ6TWNksmv9q0aROSkpIQHR0tB9gajQbe3t6Ii4vDokWLIAgCTp48iaSkpAb7xsfHY8eOHXBzc8PixYsRExMDV1dXuLq6IiYmBosXL4abmxuys7MV1yVb/zyaau2VXjN13s0hTZpWUFDQojVkdTodkpKSsHXrVgDAqFGj5F4LSqF/nVqzZRIAtm7dipSUFHTv3h0LFy5EaGgo1Go1vLy8MHz4cMyfPx+CICAhIaFBBUhdXR02btyIuro63Hnnna1uuWtvbVn2N2/ejOTkZERFReHRRx+VJ5vz9vbGqFGj8Mgjj0AQBJw6dQrJycnNpnfq1CnU1tbCzs7O6FADJTC37Fva00O/t0NOTo7BWcVzc3Pl7ZZMPqd0+uXd1LwD1vo+lVrPW9IC3rVrV9jb26Ours7imd9vBTk5Ofjoo4/g4uKCV155xdbZoQ5Af1iLfk+ixqRKNVPDCq3p7bffhru7O5YtW2bRqjFEtzpbBugzAXwhiuJa8WbfOFEUTwNYAmCRIAhdRFHMBnAfgJMA/mRGmh/BwIyC+usLt5T+2FNpkh1DpNfMXcKmqqoKR48eBQCMGTPG4Ht69Oghd1U9c+ZMg9ek2TqHDh1qsMuSi4uL3JKmtNZe/R8UU92tpNdMjatsjlqtlnsWmNt6bkx+fj6ysrIgCILV1ga1Fv3rztRYaOk1/bHApmi1Wnnisbi4OIPviYyMlJdg0w8mT5w4gfT0dPTo0QPdunWDTqdr8JC6b9fV1TXZpgRtVfa1Wq082/ro0aMNvqd79+5y2Zdaxk2R0uvVq5fZf1tb0L82TeVTOpfSmPrm6I9nN1UJJ71mraXGlED/+9FUTynptdYM0VGpVAgLCwPQurXPMzIyWrSSRmf3wQcfoLy8HIsWLYKrqysqKioaPKThBDU1NfI2urXpT/hqasUP6bX2mOB21KhRmD59OlJSUrB+/Xo4Ozs3eEgVsIIgyNuUOKkpkS3YcpK4AACG7jjPoj5f0QDyRVEUBUFYA+DV5hIURbEY9V3lG9DvptxS/v7+EAQBoigiKyvL4AzZdXV18peeuUsi5eXlycGIqbV+u3TpgrS0tCYtFdKXsqkZzqV0lTbOr6ioCKIoQhAEeHt7G515WJptuDX57969OxwcHFBbW4sLFy60OB2JdENkatIwW/Dz85Ov05ycHINjvevq6uSabGMzvTeWn58vX6emrjVvb29kZGSgqKhI3ib9XS9evGhy7dOrV6/Krz/22GMWrdPalvTPaXZ2druXfR8fH4Nlv7Hs7Gxcv34dgPK7t0vXkzT7vTRbuz5BEOTzYu7NZGVlJcrKyhRdOdFWSkpK5O9TT09PoxV00neWqZnem9OaFnAPDw/5e4nd2w2TlrL8+OOP8fHHxtcU/vLLL/Hll18CsGxVEup8pHl17OzsEB0dbbDiTH/eCGvcBzVHqlzu2bOnyeVHQ0JC5O+R5557DuvWrWvzvBEpnS0D9BwAhtb9igEgAtCf2rcE9bO724xGo0FoaCiuX7+O8+fPY8CAAU3ec+3aNblVwtga1I3pj5ksKioyuoSbdHPeuPustL9+QNSY9Jqpbk+2UFNTg9zcXPj7+zf4gtbn7+8vf+bWrJsp/T3S0tKsMrmb1PLW2m6i1qZWqxEcHIz09HRcvHgRMTExTd6TlpYmt1pJLVnN0b9Oi4uLjQb20k1/R1jf3FyNy76h5eGuXbsmn9MePXqYlW7jsm8ssDdW9huTJodzdnY2+HdXkurqamRmZiIkJATdunXDuXPnmrwnJCRE7o5pSRB45coV9O/f3+TwE+m11gSpSnPjxg3k5+fD19cXQUFBcmWNPl9fX3nIRlZWVouPpd8Cbun3aWtmficiwyoqKpCQkICBAwdi9OjR2L59e5P3xMbGyhV0+/fvb+8s0i2i35+3tfkxDvyt7VemKqpon8m1gz0NTwBqywB9O4AnBEE4JIriegAQBKEf6rupZwPQ78vdFUDL7yasZPDgwbh+/TqOHz+OyZMnN2k93bVrFwAgNDTU7JZJf39/ODg44MaNGzh06BB69+7d5D1paWnyjYzUTVsSHByMy5cv48SJE5g8eXKTm3idTid3TQ4PDzcrT+3p4sWL8Pf3R1RUFI4fP96kG7tUEZKbm9vim2lPT085+DGnlUFqLTUmMDBQ/vu25ia3rQwYMADp6ek4deoUxo8f36Qb7++//w6g/toxdzZ1X19f+To9duyYwQqojIwMuRJFf2m6O+64A3fccYfRtNevX48TJ04gMjISjz/+uFn5aW+xsbG4fv06Tpw4gUmTJjUp+3v27AFgWdn38/OTz+nhw4fRq1evJu9JS0tDeno6ANPlt66uDsePH5fzampct1KcOXMGISEh6NevH/bu3dukG/vIkSMB1F9XhlrYjTl9+jT69+8Pf39/REZGNgnu/fz85LHn7dGK1J5SU1Ph6+uLyMhIJCQkNAme+/SprxPPz8+3aDlAfe7u7q1qAddf+1xJQ1mU5LvvvjP5+rhx45CRkYGnn34azzzzTDvlipRu06ZNGDhwIO655x68//77TXoePfnkkwCAhISEFg1NsdS6detMtoa/8MILeOGFF5CWlqb4Xl9E7c2WY9DfQH0gvkYQhHJBEPIBnALQDcCzYsMIaSaAIzbIYwOjRo2Ct7c3tFotvvzySzk402q12Lx5MxISEgDUr53d2DPPPINnnnmmSa2mSqWS1zhOSEjA6tWr5RbvmpoaJCYm4uuvv0ZdXR00Gk2T9ZCl8cBFRUVYsWIF0tLSUFdXh7q6OqSlpWHFihVyesbGudpSUlISSktLoVKpMHXqVHh5eQGonxxqxIgRcncsaZy+vqeeegpPPfVUs1/sUjCp1WqRmprabJ4mTZqEYcOGoUuXLrCz+18RcXJyQr9+/TB16lQIgoCysjKDLX+2Nnz4cHh5eUGn02HVqlXyMAidToft27fLY5knT25aA/nSSy/hpZdeajKhoEqlQmxsLID6sdAbNmyQK0xqamqQlJSEb775BnV1dVCr1YqeoKwlRo4cKZ/Tr7/+Wl5LVqvV4scff5Tnd5g2bVqTfRcvXozFixfj559/brBdpVI1mB9i7dq1Dcr+mTNn8K9//Usu+6bWNL9w4YI8Br6j3OjEx8ejqKgIGo0GDz74oBz0qVQqTJw4UQ4md+7c2WTfv/3tb/jb3/6GsWPHNnnt8uXLcuB4zz33NBgqERoaivvvvx92dnYoLCzEqVOnmuyvUqkajJOUxkQ6ODgYHD+pJOfPn0d5eTlUKhXGjx8vVyQ5ODhg0KBBcgXvyZMnm+y7cOFCLFy40GDvMH1SC7hOp7O4BTwoKEieU6Q9AoT2Ik2UV1hY2KDio6ysrMFrjSskoqOjER0djU8//bS9s6x4paWl8kO/8q6ioqLBa43P6cyZMzFz5kysXbvWYLrl5eUN9pdUVVU12N4R1+r+7rvvkJaWBjc3N3z33XfysrIuLi54/fXXMX36dADA0qVLm+ybnZ2N7OxsvPDCCwbT9vDwgLe3t/yQuLm5NdjeESqHrcnYddr4Omt8nd5555248847sXr1aoPpdubrlMxjs5IkimKuIAhDAPwfgDEA1AD2AvhIFMXG694MRf3yazalUqnw6KOP4rPPPkNaWhqWLl0KjUYDnU4nj/2bPn26wZYwU2bOnImsrCxcuXIFhw8fxuHDh6FSqVBTUyO35Go0GjzyyCNNlosbPHgwrl27hr179+LKlStYtmyZ/AUpFVxBEDBt2jSL89Ueamtr8fPPP+POO++En58f5s6dC51OB0dHR9jZ2UEURRw5cqRVXSGlAP3SpUtmtdio1WoMGjQIgwYNQl1dHaqrqyEIQoPeCcXFxdi+fbsivxwdHR2xYMECfP3118jIyMAHH3wAtVqN6upq+TqdNGmS/ONtrunTpyM3NxdXr15FfHw84uPjm1ynarUaDz74YLuusdoeVCoVFi1ahBUrViA9PR3vvPNOk7I/bdo0iycNvPvuu+XZxo8cOYIjR44YPKcLFy40uVSk1L3d399fkT1lDLlx4wZWr16NhQsXIigoCM888wy0Wi1UKhXs7OxQV1eHXbt2tSiQ++9//4uHH34YAQEBeOihh1BdXS1XdAD1N1WrV682OERl2rRpGDhwYJPtI0aMwIgRI+Tne/bskXtOKEVtbS127dqFSZMmoUuXLpg5cyaqq6vh4OAgf5+ePHlSHuPcElKFR0tawKV9i4uLW7SShlLpXxf67rvvvgbPd+3aJY/LJdOMLSv58ssvN3j+5Zdfws/Pz+x0n3/+eYOzib/33nsNnr/11luKHyrUmFarxUMPPYT//ve/6N+/P37//XeUlpbCxcVFnjNi6dKl2Ldvn8Vp79y5s0HPOMlXX33V4Pk999xzS611/uCDDxrc/uKLLzZ4/vXXX5vduw6or9g3NPfKsmXLGjx/++230bdvX7PTpY7DplVdoijmoX5ptObep5gpSkNCQvDqq6/i119/RVJSEoqLi+Hi4oLw8HCMHTvW7LHn+tRqNZ577jkcO3ZMnvG6srISjo6O8PHxQc+ePTFmzBijk3PNmjULMTExOHToEFJTU+WZjL29vREZGYnbb78dXbt2bdXnbksFBQVYu3YtBg0ahPDwcLi4uECr1SI3NxcJCQmtGnseEhIiBzbmzt5+6NAhREREICgoCG5ubnBycoIgCCgvL0dBQQGuXLmCCxcuoLa2tsX5amtBQUF4/vnnsWfPHpw7dw6lpaVwdnZGaGgobrvtNrPHnutTq9V4/PHHceLECSQkJCAzMxNVVVVwdHSEt7c3unfvjri4OLkXRGcTHByMl156CTt37kRSUhJKSkrg4uKCsLAwjBkzxuIKD6D+nD799NOIj4/HyZMnkZGR0aDsR0VFYfTo0SYn5tNqtXILfkdpPZfk5ORg+fLluO222xAdHQ03NzdUVlYiIyMDhw8fbvESXFVVVfjyyy8xYsQIxMTEwMfHB3Z2dsjJyUFKSgoOHTpklbkolKioqAhbtmxB3759ERISAhcXF+h0OuTn5yM5OblVw3ICAwPlyjdLu7c7OjrKlUecHI6obSQnJ2PMmDF49tlncccddyAgIABFRUU4deoUvvzySxw40Lj9i4iUSDA11raz+PXXXzv/h2xnvMGyPmmJMrKezjRZnVIcPnzY1lnodDrTeuxKsXDhQltnodPRXz6TrGPcuHG2zkKn05IeAmRadHS00Py76oX+cUubx1ztMUlcmbZ9JoGOCXY1eG5tOQadiIiIiIiIiG5igE5ERERERESkAAzQiYiIiIiIiBSAAToRERERERGZRRAET0EQIho/6nTlze9MzWKATkREREREROZaDCC18aMsYast89Rp2HSZNSIiIiIiIupQPgKwqvFGt/4zUts9J50QW9CJiIiIiIjILKIoFouieLXxw07tauusdQoM0ImIiIiIiIgUgAE6ERERERERkQIwQCciIiIiIiJSAAboRERERERERArAAJ2IiIiIiIhIARigExERERERESkA10EnIiIiIiKiVjn73ow2P4ad0OaHgIezbUNktqATERERERERKQADdCIiIiIiIiIFYIBOREREREREpAAM0ImIiIiIiIgUgAE6ERERERERkQIwQCciIiIiIiJSAAboRERERERERArAAJ2IiIiIiIhIAWy7CjsRERERERF1GIIgeALwbLz9amYBPD2bbCYLsQWdiIiIiIiIzLUYQGrjx+effWzLPHUabEEnIiIiIiIic30EYFXjjU8+/Vxqu+ekE2KATkRERERERGYRRbEYQHHj7SVVde2el86IXdyJiIiIiIiIFIABOhEREREREZECMEAnIiIiIiIiUgAG6EREREREREQKwACdiIiIiIiISAEYoBMREREREREpAJdZIyIiIiIiolbxcLITLHm/IAieABYD+Ojm0m1W1xGPcUsE6Dk5ObbOQqdTUVFh6yx0Og4Ot0RxbFe5ubm2zkKnExoaaussdDos+9ZXXl5u6yx0OmVlZbbOQqezZMkSW2eh0xkxYoSts9DpFBYWtmXyngD+AmAVDKyrfqseg13ciYiIiIiIiBSAAToRERERERGRAjBAJyIiIiIiIlIABuhERERERERECsAAnYiIiIiIiNpbMYA30XaTt3XIY3DqWCIiIiIiImpXN5ck+yuP0RBb0ImIiIiIiIgUgAE6ERERERERkQIwQCciIiIiIiJSAI5BJyIiIiIiola5kFMptvUxxDY/AmAnCG1/EAA9/J0MHogt6EREREREREQKwACdiIiIiIiISAEYoBMREREREREpAAN0IiIiIiIiIgVggE5ERERERESkAAzQiYiIiIiIiBSAAToRERERERGRAnAddCIiIiIiIjKLIAieADwbb48/nwF3jyabyUJsQSciIiIiIiJzLQaQ2vjxzVfLbZmnToMt6ERERERERGSujwCsarzxocf+mNruOemEGKATERERERGRWURRLAZQ3Hj7hZzKds9LZ8Qu7kREREREREQKwACdiIiIiIiISAEYoBMREREREREpAAN0IiIiIiIiIgVggE5ERERERESkAAzQiYiIiIiIiBSAAToRERERERGRAnAddCIiIiIiImoVR/vO0fbrprFtiNw5ziIRERERERFRB8cAnYiIiIiIiEgBGKATERERERERKQDHoLeARqNBTEwMQkJC4OzsjOrqahQUFODcuXPIzs62OL2ZM2fC1dXVrPcePHgQV65cabLd29sbPXv2hJ+fH5ydnSGKIiorK5Gbm4uUlBQUFRVZnK/25OLigmHDhqFbt25wdXWFTqdDVlYWTpw4gevXr7cqbVdXV8TGxiIyMhLu7u4QBAEVFRXIysrC+fPncenSpQbvnzJlCmJiYsxK+8yZM9ixY0er8tdWSktLsXv3biQnJ6OkpAQajQZhYWG47bbbEBUV1eJ0z5w5g6NHjyI9PR0VFRVwdHSEj48PoqOjMXr0aLi5uZncv6amBocPH0ZCQgLy8vKg0+ng5uYGf39/9OjRA2PGjGlx3tqaRqNB3759ERoaKpf9/Px8JCcnt6jsz5o1y+yyf+DAAVy+fFl+PmrUKHTv3t2sfS9duoSDBw9anL/24OTkhAEDBiAsLEw+p3l5eTh79iwyMzMtTu/+++9v9hqU7N27FxcvXmyw7dFHH212v507dyI1NdXivLUX6TcqODi4wW9USkpKi67Tu+++2+zr9NChQwZ/ozw8PNCrVy8EBATAyckJNTU1KCoqwsWLF1v9HW9LFRUVOH78OJKSknDu3DkkJSWhpKQEALBhwwZ07dq1RelevXoVO3fuRFJSEq5du4aioiJUVlbC3d0dUVFRmDx5MqZNmwY7u47dzlJcXIxt27bh9OnTKCoqgpOTEyIjIzFp0iT06dOnxekmJCRg9+7duHz5MiorK+Hm5obo6GhMnjwZkZGRBvfZtGkTNm/ebFb6vXr1wiuvvNLi/LUlFxcXDB8+HN26dYObm5t8P3X8+HFcu3atVWm7urpi0KBB6Natm3w/VV5ejuzsbJw7d67J/ZQ+BwcHDBgwANHR0fD29oZKpUJFRQUKCgpw9epVxMfHtypvbcnPzw9LlizBxIkTERgYiNLSUpw8eRJffPEFfv/9d4vTU6lUiIuLw8CBA+VHYGAgAGDOnDnYtWuX0X3t7e0xduxYTJgwAUOGDEG3bt2g0WhQWFiIU6dO4fvvv8f27dtb/FlJGRigW8jT0xN33HEHNBoNAKC6uhpqtRohISEIDg7GqVOnkJSUZFGaWq0W9vb2Rl93cHCAo6MjAKCwsLDJ61FRURgyZIj8Q33jxg0AgLu7O9zd3REZGYljx441uRFVCl9fX9x7771wdnYGAOh0Ojg5OaF79+7o1q0bfv/9dxw7dqxFaUs3Mmq1GkD93wsAvLy84OXlBRcXlyY/KDqdDhUVFUbTtLOzg5OTEwAgJyenRflqa5mZmfj8889RWVkJoP6GvaKiAsnJyTh37hymTJmC8ePHW5RmXV0d1qxZg5MnT8rb1Go1ampqkJmZiczMTBw9ehSPPvoowsLCDKaRnZ2Nf//73ygoKABQ/0Pj6OiIoqIiFBUV4cKFC4oN0L28vDBx4sQmZT80NBQhISE4efIkzp49a1GalpR96ZxJqqurUVVVZXRfQRDkvDbeVym8vb0xbdq0BudUo9EgPDwcYWFhiI+PR0JCgkVpmnNOVSoVACA/P9/o+6qqqiCKosHXamtrLcpTe/L09MSECROM/kadPn3a4t8onU7Xqt+oiIgIjBgxQk5Dp9PB0dERgYGBCAwMxJUrV3Do0CGL8qQUx44dwwsvvGD1dPfs2YPPP/9cfq5Wq+Ho6IjCwkIcOXIER44cwebNm/Hxxx+bXXmiNNevX8c777yD8vJyAPWVdWVlZTh9+jQSEhIwe/ZszJgxw+J0v/nmGznAEQQBzs7OKC4uxpEjR3Ds2DEsWLAA48aNa7KfRqOBh4eH0XTr6upQVlYGAAgPD7c4X+3B19cX999/v9H7qX379uHo0aMtSjs6OhpTpkxpcj/l7e0Nb29vODs7Gw3QfXx8MGvWLHh5eQGo/w6tqamBh4cHPDw8EBERodgAvXfv3tiyZQt8fHwA1Dd++Pj4YPLkyZg4cSLeeustfPzxxxalGRUVhQ0bNrQoP++//z4WLFggP6+uroZOp0NAQACmTJmCKVOmYMuWLXj00UfleIA6HgboFpBqrTQaDQoKCnDw4EGUlJTA0dERffv2RZ8+fTBw4EAUFhYiKyvL7HR//v/t3Xl8VNX5+PHPk40ICQmrYQ8gq6wiglJZ3UBFaxGFr61UXKpf+3P/qrVaa2trq7W2taWLW92LsimIoAJiFZBVoSIgEDUgJJAFAtlIzu+Pc+/tZDKZzCSTzCQ+79crryEzc++cXO7ce5bnPGfp0qCvjx8/nm7dunH48GEKCgqqvJaWluY1zvfv38+GDRu83vv09HRGjhxJRkYGI0eO5JtvvvFuhLEiISGB7373u7Rs2ZKDBw+yZMkSDh8+TFJSEmeddRYjR45k7Nix5OTkkJWVFda+e/bsycUXX0xcXByffvopH3/8sRdJkJycTLdu3QLejFesWMGKFStq3O+IESOYOHEiJ06cYPv27WGVqTGUl5fzzDPPcPz4cbp06cLMmTPJyMigpKSE5cuX8/7777N06VK6du1Kv379Qt7vunXrvMb52LFjmThxIqmpqVRUVLBr1y5ef/118vPzefHFF7nnnnuqjezk5+czZ84cioqKyMzM5MILLyQzM5O4uDhKS0vZt28fW7dujeixiJT4+HgmTpzofff//e9/U1BQQGJiIkOHDuXUU0/ltNNOIy8vL6xR3yVLlgR9fcKECXTv3j3gd3/9+vVBKzQDBw5k5MiRVFRUxORob3x8vNfhcejQIVatWkV+fj6JiYmcdtppDBkyhJEjR3Lo0CH27dsX8n5rGwE799xzyczMJDc3N2hk0cKFC2Puelmb+Ph4xo8f742m+N+jBg4cyLBhwyJ+jxo3blyN96i2bdt6jfPs7GzWr1/PsWPHiIuLo3fv3px++un06tWLwsLCsDsOYkXbtm0ZMGAAp556Kh06dODhhx+u9z579+7NzTffzIgRI+jZs6cXFZKfn8+iRYv4y1/+wpYtW3j88cd54IEH6v15ja2srIwnnniCoqIievTowQ033EDXrl0pLi5m4cKFLF26lNdff53MzEwGDx4c8n6XL1/uNc6nTp3KlClTaNmyJUePHmX+/Pm89957/POf/6RLly7V7n9TpkxhypQpNe57w4YN/PGPfwTg7LPPrsNf3bASEhL43ve+R8uWLTlw4ABLlizh0KFDJCUlMWbMGM444wzGjRvHwYMHw65P9erVi6lTp3r1qXXr1nmdcW50Xk2dG6mpqcyYMYNWrVqRnZ3N+++/T3Z2NgCJiYmcfPLJ9Yrqa0jJycm8/PLLtGvXjk8++YQbb7yRzz//nNTUVO666y5uvvlm7r//fj799FNWrlwZ1r4LCgrYsmULmzdvZvPmzTz//PMhbZeQkMD+/ft58cUXWbx4sTcwkJGRwW233cZ1113HJZdcwpdffsmDDz4Y7p+sYkTMNNBFpCMwAugCtASOA/uAjcaYnGiWzdWnTx9SUlIoLy9n5cqV3uhVeXk5mzZtIjU1le7duzN8+PCwKj/BtGjRgs6dOwMEDBvs0aMHcXFxlJWV8f7771fpLSsoKGDVqlVcdtllJCUl0bVrVz7//POIlCtShg4dSlpaGmVlZcyfP9+rEJeVlbFq1SrS09Pp06cPZ599dlg3lKSkJC644ALi4uJYs2YN//73v6u8XlJSUueIAjf8fc+ePZSUlNRpHw1pzZo15Ofn06JFC2bPnu3dNJOTk5k6dSqHDx9m27ZtvPXWW2E10N3G+SmnnMIll1ziPR8fH0///v258sormTNnDocPH+abb76hS5cuVbafN28eRUVF9O7dm+uvv56EhP9eflq0aEGvXr1qDD2Mtr59+3rf/RUrVniRCeXl5WzYsMH77p922ml1CssOpEWLFt4xDBY2WJPevXsDkJ2dTWlpaUTKFEkDBgwgNTWVsrIyli1bVuWYrlu3jtatW5OZmcnIkSPDaqAH43bMATEbUVQftd2jUlJS6N69O8OGDWu0e9SgQYOIj4+nqKiI1atXU1lZCdjRyF27dpGcnMzQoUMZNGgQu3bt8kblmoqxY8cyYcIE7/dIff/Hjh3L2LFjqz3fpk0bZs2axfHjx3n66ad5++23uffee70IhqZixYoVHDp0iOTkZG677Tbatm0L2FH0GTNmkJOTw8aNG3nttddCbqBXVFSwaNEiAEaPHs20adO811JTU7n66qvZv38/27dvZ+7cudx///1hldmtR/To0cO7jsSSYcOGkZaWRmlpqXe/BVufWrlyJenp6fTt25dx48bVuT710Ucf8cEHH1R5vaSkhJ07d9a4/fnnn0+rVq348ssvmTt3rncNAHttys7O9hrssWbWrFl0796do0ePMnPmTO+6efToUR544AEyMzO56KKLuP/++8NqoP/nP/+pc33nmWee4fbbb692rTxw4AB33303rVq1YubMmcyePZtHHnkkJuupqnZRn7wkIqeKyNvAfmAx8HfgCedxMbBfRJaJSGiTghuQO5ds7969AUNLP/vsM8CG8rRu3TpinxkfH1/jKJgban306NGAoSzl5eVeSJZvgyhWDBgwAIDt27cHHK1yQ9szMjK80KhQDBo0iJSUFI4cORLR0MkOHTrQsWNHgLDDmRuL25AePnx4wB5tN4Q8OzubnJzQ+77c88i/4e3q2rWr92//G4dbKQI77zoWz8Vg3Bvpnj17vIakL/dciOR3v1evXkG/+8G0adPGq/D6zluPJe78eXeOqD83tL1Dhw5Bw07D0bt3b++Y1qXTI9a596isrKxGu0dlZmZ6x9S/0i8iXuN9586dVSrmru3bt2OMITExMSYbPbUJFvrfkNz52aWlpRw5ciQqZaiPNWvWAHDmmWd61ypf7kh2VlZWyJ1Je/fu9e5T559/fsD3XHDBBYDtoAtnitrRo0e9a1Isjp6DjZqC0OpTgY55TQYPHkxqaipHjhwJO5dJhw4dvM7id955J+A1IJa5nTzz5s0LeB4++eSTgO0cCTUnDFDj9KlQbNq0KWhH5ssvvwzYXAQNGZkgIukikun/c6SwoME+89skqg10ERkKrAHOBJ4DbgAuBCY5jzcA/wRGAx8574+KhIQEb/5JTT3kubm53pcmIyMjIp/rNgz27dsXcBTMvQinpqYGbPQkJiZ6oXGB5gZGU2JionecamqA7N+/3+v9C2fOl3ujqqlSWFfu6PmxY8diMmy4pKTE64muaXS8R48e3vzUcEYR3Rt6TaOZ7ucmJCRw8sknV3lt48aNAHTu3Lnaa7Eu3O++m+ilvtxKTU3f/VC2LS4ujsmRicTERNq3bw9QY/lycnK8v9tt5NWXW1n5+uuvYzKqoD4SEhK872hN5+mhQ4cifo8Kdp62aNHCuy/V1Ig8ceKE10ETqe/Ot4HbWExOTg6rsRULiouLvc6cmhKy9u7d25tHHerUB9+cEjWdS77XknCmVKxZs4aKigri4+M588wzQ96usSQlJdVan9q3b1+96lM7duwIuz7ldiQdPHgwZnOh1CQlJYVhw4YB1Djtcf369d600kARL9HgO3WrgTsQbwX2+v8887cnG/IzvzWiPYz1CHAQGGeMqSku7CkRuR9YDfwaqHmCUANKS0tDRAC8L2MgR44coX379hEZ8UlPT/caBoFCB8FeiIcMGUJSUhLjxo0LOAc9KSnJS+IVS9q1a+cd02DJmvLy8ujcubN3LGoTHx/vjXLn5OTQtm1bzjrrLLp3706LFi0oKioiKyuLdevWhTXyICJVRvxjsSc4JyfH65mtqQIeFxdHx44d+eqrr8IaQRg9erSX9X7RokUB56CDnePrVqxcbubYLl26UFxczDvvvMPWrVspLCykZcuWZGZmMnbs2JgMcU9PT/fOU//5tb4KCwvp0KED6enpEflM93wPd6RXRLzjuHfv3nr11DcU32MabB54YWEhHTt2DCt6piZt2rTxOgWChWO6Jk2aRFpaGgkJCRQXF5Obm8uOHTv4+uuv612WhhCte5TbOAx0j/I999yyBeLmq4hUpERzVVJSwoEDB1i6dCkvvPACANOnTw96bGPR/v37vXPDN/LKV1xcHBkZGezZsyfkuovvcajp/uyb4DGczks3vH3o0KEhrxLRmBqyPuV2qh88eJC2bdsyZswYevTo4dWn9u7dy9q1awPWp9wOkYMHD9KiRQvOOussb8pYSUkJ+/btY/369RGbxhRJffv29a5NNU0PNcbwxRdfMGLEiLCmDDaks846C7CRjA0cKfYEdnC1imtuuDn2Rq+aoGg30M8CHgjSOAfAGLNfRJ4Eft44xarODSUHAoZj+r/m+/66ckcmfEdFA33e+++/z3e+8x06d+7M1KlTvVB3t2K5detWPv3003qXJ9J8M88GS8bkZlQPNVNtWlqa12vYpk0bzj33XBITEykrK6OyspL09HSGDRvGgAEDWLBgQcgV7l69etGqVSsgvJ73xuR7gwwWwuq+Fk4HxZAhQ5g8eTLLli1j9erVrF692sviXllZSUZGBldccQVnnHFGtW19Kwy///3vOXz4MPHx8SQlJXH06FG2bt3Ktm3buOiii2Iui3uo3303pDgS3303VC7Yd78mXbp08coQq2Hcvh04oVxP/Tt86sIdPS8uLg5pWa+OHTt614yUlBRSUlLo2bMne/bsYeXKlTHXQReNe5TbEeRWtP2VlZVRXl5OYmIiaWlpAa+1SUlJXlkiUabm6Iwzzqi2ckB8fDzTp0/npptuilKp6s63ozNYh6bbMResY9SX2wEHdrQ4UIPJ9zwN1pHl6+uvv/ZG/GM1vN2tm0Dw+pT7Wl3qU23btuX888/36lMVFRWkp6czfPhwBg4cyLx586p9x307V6+++mratGnjZXBPSUmhX79+9O3bl5UrV8ZcFnffaL9gy1O6oe+Rikqqj1atWnHrrbcCsHjxYm/KR0MwxhQABf7P7z2kc94jIdoNdAFCHd4xzvujwjd8PNgSO+5r9U3YIiJV5rwHGwXbv38/7777LmeffTatW7euUlZ3Gav4+PiYq1D6HqNgS0GUl5dXe38w7hIgAKNGjeLYsWMsXLjQu8F27tyZyZMn07ZtW6ZOncrTTz8dUhINN1QrJycnrLnbjcl3XlKw4+W+Fm6Y76RJk2jTpg2vv/66t7SH72cfO3aMysrKahnc3cbrhg0biIuL47LLLuOMM87wlg2aP38+27dvZ/HixXTr1s3rnIoFoX73fTvG6sN3BHzPnj1hj4C7xy4vLy/o6HQ0+R6jYN9997VIXE9957wHO6Y7d+5k9+7d5OTkeN+ntLQ0hg4dSr9+/ejVqxelpaXVEk9GW7j3qEicp75z3gMdU2MMBw4coFu3bvTt25ft27dXK5vvWtdNLdFZY2nXrh0VFRUUFRV519xp06bxwx/+sEkeM9/7hrvkYSDua6EmuerRowepqakcPXo0YBJUY0yV9aGDLVPpy/2up6amMnRo1GZaBuV7Hrh1pkDc14Idd1/udDiwUXTHjh1j/vz5Xn2qS5cuTJ48mXbt2nHppZfyj3/8o8r/l7v9oEGDMMawfPlyPv30UyoqKmjdujXnnnsup5xyChMmTODAgQMxFaHk2zEc7FxxX/PtJImW3/3ud3Tp0oUjR47w859HbUxTRUC0k8R9DPxYRIJ2Ozmv/xgIunhjTQkLgq1pHas6d+7sjSbUFN7uGjJkCBdeeCGVlZWsWLGCuXPnMnfuXC/bdP/+/bngggtCviA3db5hbnFxcbz11ltVkhft37+fRYsWUVlZScuWLRkyZEit+0xOTvYaPrE6et7QSkpKePrpp3n55Zc55ZRTuOWWW3j44Ye57777mDZtGiUlJSxevJiXXnqp2rZu5d0Yw4QJExgzZoxXoWjbti1XX3016enpGGOCLnH3beD73Q83wVtSUpKXaCtWk8NFQ9euXb3KVm3h7e4SQL6dXYWFhaxevdqb99u/f/9vfTh2qPeobdu2edfaiRMn0q5dO+Li4khOTmbw4MEMGDDAa7TH4nSMWLB06VKWL1/Ohx9+yOLFi7nqqqt4/fXXueKKK7z8Hsp2Ol100UUAbN68mWeffZacnBxOnDjB/v37+fOf/8zu3bu9EWH/juRAKisrvUSzo0ePbnIJTuvLvz61ZMmSKvWpffv2sXDhwhrrU+72cXFxrFu3js2bN3vf9yNHjrBw4UKOHDmCiDBq1KiG/4OasVtuuYXp06dTWVnJrbfeGlOdHSp80W6g3wd0BT4Xkb+LyDUicr6IjHcerxGRfwCfY5df+2kt+7uVAAkLli1bVu+C+o7yBEu64L4WrAczFO4IWn5+ftDkbj179mTo0KEUFxezbNkyL1GPu670smXLKC4uJj09vcpIRSzwPUbBbnpuQy7UY+r7vtzc3IDhrIcOHfLmRXfv3r3Wffbv35+EhAQqKiq8TMixyLcTJpRedN9og9q88cYbbN++nT59+jB79my6d+/uJSg688wzmTVrFiLCli1bqq0P71uuQCGCiYmJ3ryp3bt3x1S0R6jfffccDjYiHAp3pDcvLy/sxI7uqg+VlZW1duxFk+8xCvbdd1+r7/XUDW8/fPhwvRIVbdq0iRMnTiAiIV03GlO496j6nqeh3qMOHz7MunXrqKys5OSTT2by5MnMnDmTadOmMXToUPLz873OpPr+Pzd3IkKnTp247bbbuP322yksLOS+++4LeSQ4Vvjed4Jlo3Zf8x3Frc0FF1zAuHHjAFi5ciV33nkn11xzDffccw8ff/wx48aN8xKkhTJ1xs2VArEb3g5VvzuhRM+Fupyh7/tyc3O9epMv3/pUZmZmjdtv2LCh2rYVFRVs3rwZsHWxWMqn4DtVKNj0G/e1aA4GXn311fzsZz8D4P7772fhwoVRK4uKjKg20I0x64AJwE7gWuAp4C3gPefxKWC28/pE5/3BPAH09P+pabmNcPjeAINd1N3X6nPDDGcUrH///oAdwQh0wS0rK/Mq6rG2hI3vPKlg86HcsKFg86pq2m+wEF+3UhlKwhe3c2Pv3r1B53dGm++882Dzy93XQl1qqaSkxJsfVlOm0t69e3tLsPlHGbijjS1btqzx/7pDhw6ArWjEUtSL7/93sO++e5NurO9+IL4ZtWN57VPf/99Qrqf1+c4lJSV5jen6rn1+4sSJsK4bjamx71Fucq9QOoJ2797NkiVL2LlzJ/n5+Rw7dozc3Fw2bdrEsmXLvE6DprhcWLRcdtllJCUlkZubG9GlRBuD77zkYPPL3ft3OIk3RYTZs2dzxx13MHLkSDp16kT79u0ZNGgQN910E7Nnz/bOs1BWFHHX/O7atWu1xmcsCbU+5b5Wl/pUbR1xUP266G5fXFxc4zXH3W9iYmJM5aHwnXcebH65u2JAsHnqDWn69Ok89thjADzyyCPMmTMnKuVQkRX1WB1jzFrgDBHpDYwEOgMtgePYtdHXG2NCqqnWlLDAzXZaH4WFhRhjEBHS0tJqrEi4DZ5Qk48E4q4rW1lZWetSXm7DJ5JJQRrL4cOHvWPavn37GhvTbpbgUEe+iouLOXbsWMTmA7Vt29bLRBrr4e0dO3ZERLy5n242e1+VlZXeHPpQlzzLzc31RrWDLenTrl07srOzq93IMzIywrp5xVIvuu93Pz09vcbvvvtdDDWhUSD1GQFPS0vzOjliPbzd95i2adOmxuule0zrM5e+d+/eJCQkUFlZGbNJ8yKhMe9RPXr0CPke5Vs+dx1mf+41JVj2aVVVUlISaWlp5ObmxuRSisF06tTJu09lZ2cHXBKtsrLSu2fUZZnFoUOHBpwvfvToUe88q23d6mPHjnmju9/5znfCLkNjysvLq1KfqqkxXZf6VFFRUZ3rj4cOHfLuS6GIpWkuu3bt8nLq9O/fP+D9wze/yY4dOxq7iFxyySU8+eSTxMfH8+STT/Lb3/620cugGka0Q9w9xpjdxphXjTGPG2N+6Ty+GmrjvKGdOHHCu6DVtL5m+/btvVDe+vSkuaGDvmuA18S9mAVrjLqvxVr4YHl5uXecauqZ7ty5sxfeFii0qibue4Mtz+QuM1JbRdVdp7W4uDjmK/jJycneyFZNc22/+uor77zq06dPSPv1bTCHMuLhHzrvfs7x48dr7ExyOw1atGgRkazdkeL73a+potihQwfvu+9mdK2L+oyA+676EOtzz8rLy8nNzQXwoi78dezY0TuP6rNEpHvuZWdn1zsU2Het8YbMjlsXsXqPqk1aWpp3nQ61sa/stdS93sbSqGMoTjrpJC/BYE2d3rt37/YiZyI5PW/dOhuI2bp161r3u27dOsrLy4mLi/OmYMWqsrIy797TUPWp2jrnoXp9yp2vftJJJ9V4nrr7LS0tjanpGkVFRV4HTU2ry5x++uleR/Lq1asbq2gAnH/++fztb38jISGBZ555hgceeKBRP181rJhpoDcFbuWhZ8+eAS80AwcOBGzPZF1D9Vq3bh3WKJh7g87MzAw4lzMhIcG7WMfi6IQ7V3nAgAEBOxlGjhwJ2MpkOKNo7k2/Q4cO3nwzX+3bt/fCXmurFLr/r59//nlMzY2uyWmnnQbY+bKBzsNVq1YBNmQv0Ah7IB07dvTOr7Vr1wZ8T3Z2tjeS4z8/d/DgwV5jyw0Z9FVeXs6aNWsA6NevX0jJexqTO5pd03ffregdOnSo0b77/txGU1ZWVpM4T92/8ZRTTgl4TN1kQ7m5uXUe7U1LS/OiREJZ+7w2w4cPJyEhAWNMTHaCuJXhzMzMRrlH1TfPQVxcnLcs4759++oVfdLc1JYj4JVXXvHeM3z48MYoUkSNHj0agI8++ijg//vSpUsBey7X1OEUrry8PG9u7uTJk2tN+ObeqwYPHhxWmH20uPWpgQMHBqxPud+1b775Jqz8Jtu2bQOC16fc5/3vXTt37vSy9p9++unVto2Pj/fO31jsoJs3bx4Al19+ecCIw5tvvhmwSQkbcwBn/PjxPPvssyQlJfHyyy9z5513Ntpnq8YR9RD3UInIVcA1xpiJ0SrDrl27GDBgACkpKUyYMIEPP/yQwsJCEhISGDJkiHeBcnvcfH3/+98H4JNPPgm6JrlbyS4tLQ0pbG3nzp2cfPLJpKSkMGnSJNavX+81ZNu0acPIkSO90KTPP/88vD+4EXzyySeMGDGCtLQ0LrvsMt566y0OHz7sJQ1zkzsFatTdddddAHz44YfV5uBlZWWRlZVFZmYmkydPZunSpV4vsLvMWlxcHAUFBWzdurXG8mVmZnpzqtybVKw788wzWb16Nfn5+Tz99NPMmDGDjIwMSkpKeOedd7y/d8qUKdW2veOOOwA477zz8M3dkJSUxOmnn87atWvZunUrc+fO5dxzz6VNmzaUl5ezY8cOFixYQGVlJcnJyV7HiqtVq1ZMnDiRpUuXsnLlSlq3bl1lmbUFCxZQUFBAfHw85557bgMenbrZuXMnAwcO9L5nH3zwgffdHzp0aNDv/tVXXw3Ali1bvCzggbgj4KWlpWE3/jp37uxVyGI9vN21fft2Bg0aRGpqKueffz6rVq2ioKCAxMREhg8f7o2wBVob97rrrgNg48aNbNq0qcbPcEfPS0pKQhoxmjRpEoWFhWRlZZGXl+d1dKSlpTFkyBAv58fOnTtjsjG5a9cu+vfvT0pKCuPHj+ejjz7yztPBgwd7HWdbtmyptu1VV10FwKeffhrRexTYjlb3mLoZnDt06MDw4cPp2LEjJSUl3shmU+Tbeezb8VFUVFTltbS0tCqdjyNGjADg+uuv54Ybbqiyz8svv5wrrriCMWPG0LVrVy+KKSsri9dee41//etfAEyYMCHkSKhYMnHiRJYvX86hQ4d4/PHHueGGG+jSpQvFxcUsWrTISyh2+eWXV9v2Bz/4AQCXXnopl112WZXXvv76azZu3Mjpp59ORkYGCQkJlJaWsnnzZl599VWOHDlCnz59uOCCC4KW75tvvvGupbEe3u7asmWLN6I7bdo0Fi9ezOHDh0lKSuKss87ylp0LNNJ79913A3ZJuQ8//LDKa1lZWezdu5eePXty4YUXVlkZp3PnzkyZMqXG+lRJSQlr165l3LhxjBo1iqKiomrLrLVu3ZoTJ07EZC6F5557jh/96Ed0796dV155hRtvvJEdO3aQkpLCnXfeycUXXwzAL3/5y2rbup0gv/nNb/jNb35T7XXfNeZ9paamVolWOHLkSJUOu1GjRvHCCy+QnJzMvHnz+PGPf1zvvzOS4uNiZ4pifZzxwPJG+Zw9j1evi0MTaqADPYBx0SxARUUFq1at4pxzzqFdu3ZMnTqVsrIyEhISiIuLwxjD5s2b6xXiGu4oWFZWFu3bt2fAgAF07NiRCy+80KsAuV98YwxbtmypV7kayokTJ1iwYAHTp08nIyODa665htLSUhITE71junr16irLeoTqzTff5Morr6RDhw5Mnz6dsrIyjDHeSO7Ro0dZsGBB0JEK35HRaCUACVdiYiLXXHMNc+bMITs7m0cffZTk5GRKS0u9OWqTJ0+utkZsbaZOncrBgwfZu3cv69atY926dSQlJVFeXu5NtWjRogU/+MEPAs5XmzRpEjk5OWzcuJH58+ezaNEikpKSvJC2+Ph4ZsyYUaf5hg2toqKCFStWcN5553nrvfp/9zdt2lSvUGy3gb53796wR8DdbQsKCmIyUiaQiooKli9fzoUXXkiHDh24/PLLqx3T9evXs2/fvjp/httw2bNnT0jHNDk5mV69ejF8+HAqKyspKysjPj6+SlbkPXv2xNwa6C7/e9TFF19c7ZjW917gu/Z5qOdpv379vOtNaWkpCQkJ3v2pqKiIlStXxnTyzdqcc845AZ+fNWtWld/ffPPNkK9vX331FY8++iiPPvooSUlJtGzZkuLi4ipriI8ZM4aHHnqozuWOpqSkJG699VYeeeQRsrKyuPfeeznppJMoKSnx7lPTpk1j8ODBYe23qKiI+fPnM3/+fESEli1bcvz4ce8eNXDgQG655ZagKx3Af9c+b9WqlReVFutOnDjBvHnzuPLKK8nIyODaa6+tVp96//3361SfeuONN5gxYwYdO3bkiiuuCFifmjdvXsD61Nq1a2nXrh2DBg3ivPPOY9KkSZSVlXlRPidOnOCtt97ypj3FkpKSEv7nf/6HhQsXMmzYMNasWcORI0do1aqVl4fjF7/4BStXrgx73++//37A1UCeeeaZKr9ffPHFVTpN7r33Xq9Dfty4cUFXFvrJT37CggULwi6bir6m1ECPCfn5+bz55psMGjTIW1u3rKyMQ4cOsX379no14jIyMrwvXTihgxs2bCA7O5s+ffrQvn1776JXVFRETk4OO3bsiOlKe25uLs899xyjRo2id+/epKSkUFxczIEDB9iwYUPAZdJCUVJSwgsvvMCIESPo378/bdq0IS4ujtzcXL744gs2bNgQdP5kUlKSV8GP9eRw/jp37sxdd93FihUr+OyzzygsLKRVq1Z069aNsWPHepEJ4WjRogU33XQTGzZsYPPmzezfv5/jx4+TmJhI27Zt6du3L2effXaN89REhJkzZzJgwADWrl3L/v37KS0tpU2bNpxyyimMHz8+aKbUaMvPz2fRokUMHjyYbt260bJlS0pLSzl06BCfffZZvb77nTp1qvMIeGJioneTbyqj5668vDxef/11hg0bRvfu3b1jmpuby9atW+vV4dG5c2evoyjU8PYtW7aQl5dHx44dadWqlVf5PHLkCDk5OezcubNeHQaNoaCggMWLFzNo0CC6dOlS5R71+eefR+UetWnTJjIyMkhLSyM5OdnLhv/VV1+xc+dOr1NZ/dfvf/97Pv74Yz755BNyc3PJz88nISGBbt26ceqppzJ58uQmM7Jbk+7du/OrX/2KxYsXs2XLFvLz80lJSaFXr15ccMEFdZp73rlzZy6++GI+++wzcnNzOX78OK1btyYzM5MxY8Z4ofXBVFZWeg2iUaNGBV22LNbk5ubyzDPPMHr0aHr37k1qairFxcV88803bNiwIay5575KSkp4/vnnGTFiBAMGDKhSn9q1axfr168PWp9asmQJu3fvZujQoZx88skkJiZSWFjIl19+yccff1yv5S8b2n/+8x/GjBnDbbfdxnnnnUenTp3Iy8tj06ZNzJkzp9HnnvtG4bRv3z7oe8NZolDFFolmxkQRCWcCWxqQbowJ3u0ZwAsvvBA7aSGbiaYymtyUDBgwINpFaHZi+abfVIW6fq4KXVNL8tUUXHrppdEuQrPT1DqqmwI3J4yKnEDh5Kp+8vLyQo5b/yqvtFm0ucb/8r1G+Zw9j08JeGyjPYKeCeRjl1OrTeykdVZKKaWUUkoppSIs2g30vcAXxpjza3ujiPwU+HnDF0kppZRSSimllGp80V7LaCMQavaNZhEyoZRSSimllFJKBRLtBvpmoJ2IZIbw3i+Bxs3EoJRSSimllFJKNZKoNtCNMb82xsQZY7JCeO+LxpgJjVAspZRSSimllFIBiEi6iGT6/xQWFkS7aM1CtEfQlVJKKaWUUko1Hbdic4lV+Xnmr3+KZpmajWgniVNKKaWUUkop1XQ8ATzn/+Q1P/rx3kYvSTOkDXSllFJKKaWUUiExxhQABf7Pf5VX2uhlaY40xF0ppZRSSimllIoB2kBXSimllFJKKaVigDbQlVJKKaWUUkqpGKANdKWUUkoppZRSKgZoA10ppZRSSimllIoB2kBXSimllFJKKaVigC6zppRSSimllFKqXtJOSox2ESJi08PnR/XzdQRdKaWUUkoppZSKAdpAV0oppZRSSimlYoA20JVSSimllFJKqRigDXSllFJKKaWUUioGaANdKaWUUkoppZSKAdpAV0oppZRSSimlYoA20JVSSimllFJKqRigDXSllFJKKaWUUioGJES7AEoppZRSSimlmgYRSQfS/Z/P2n+Y9PRqT6sw6Qi6UkoppZRSSqlQ3Qrs9f+Z8+QfolmmZkNH0JVSSimllFJKheoJ4Dn/J2+8+Za9jV6SZkgb6EoppZRSSimlQmKMKQAK/J8vLK5s9LI0RxrirpRSSimllFJKxQBtoCullFJKKaWUUjFAG+hKKaWUUkoppVQM0Aa6UkoppZRSSikVA7SBrpRSSimllFJKxQBtoCullFJKKaWUUjFAjDHRLoMCRCQduBV4wlm6QNWTHtPI02MaeXpMG4Ye18jTYxp5ekwjT49p5OkxjTw9plZjHIem+BnaQI8RIpIJ7AV6GmOyolua5kGPaeTpMY08PaYNQ49r5OkxjTw9ppGnxzTy9JhGnh5TqzGOQ1P8DA1xV0oppZRSSimlYoA20JVSSimllFJKqRigDXSllFJKKaWUUioGaANdKaWUUkoppZSKAdpAjx0FwM+dRxUZBegxjbQC9JhGWgF6TBtCAXpcI60APaaRVoAe00grQI9ppBWgxzTSCtBjCo1zHJrcZ2gWd6WUUkoppZRSKgboCLpSSimllFJKKRUDtIGulFJKKaWUUkrFAG2gK6WUUkoppZRSMUAb6EoppZRSSimlGo2IZInI5yKyxfn5fQPsf5uIxPk9NygW9heMNtCjTETuFZHXRGSPiBgRyYp2mZoyEekrIg+JyFoRyRWRo86X/j4RaRXt8jVFItJPRF4Ske0iUigix50L6uMi0ina5WsuRKSlz3XgyWiXpylyjl2gn6Jol60pE5G2IvKYiHwhIiXOtXWliJwd7bI1NSLyYJDz1IhIebTL2BSJSIqI/EREtjr3/UMi8pGIzBIRiXb5miIROVlE/ioiX4tImYh8JSJ/EJH0aJetKQi3fi8io0TkXef8PSIib4vIsMYpbVRNM8YMc35ua4D9pwDfb8z9ichzIjK+Ph+SUJ+NVUT8CsgDNgHp0S1Ks3AN8L/AG8BLQDkwAfglMF1ERhtjiqNYvqaoK9AJWABkAyeAwcD1wJUiMswYkxPF8jUXDwEdol2IZuAD4O9+z2mjp45EpAewClspeRrYCaQBQ4Au0StZkzUf+CLA80OAu4A3G7c4TZ8zmrUUOAv4J/AnoCUwA3gWGADcHbUCNkEi0hFYB3QG/gZsAwYBNwJjRWSMMeZ4FIvYFIRcvxeR0djr7D7gAefpm4EPROQsY8zWhitms/cg8DMRecUYUxaD+wtIG+jR19sYswdARLZhK0Gq7l4Hfm2MKfR57q8isgu4D5gN6OhkGIwx7wHv+T8vIquBucAs4LeNXKxmRUROA24F/g/4XXRL0+TtMca8GO1CNCMvYusKQ4wx30S7ME2dMeZT4FP/50Xkb84/n27cEjULo4DvAE/4jsCJyF+Az4Eb0AZ6uH4C9ABmGmNecZ8UkY+Al4HbsQMfqmbh1O//CJQBY40x+5xt5gLbsXWC8xq4rNH0uoiUOP++2xizLML73wBsxHYu/SEG9xeQhrhHmfvlVZFhjNng1zh3/ct5jPg8kW+xL53HNlEtRRMnIvHAP4C3saNrqp5EJElEtLOznkRkLLbh81tjzDcikigiLaNdrubGmX51JTZC6e0oF6cpau087vd90hndOgQca/QSNX0TgGLgVb/n/wWUAD9s9BI1MaHW70XkFGAk8JrbOHe23we8BpwjIhkNU8qY4BviHunGueunwN0RrBdU25+IPODOpQemAk/5zK0fFu4HaANdfVt0dR4PRrUUTZiIJItIexHpKiLnYcPeAN6KZrmagduA/thwNlV/04DjwFERyRGRP4lIWrQL1URNcR6/EpE3sRX2YyKyU0SuimK5mpvLsY3M54wxFdEuTBP0MVAA/J+IXC4i3UWkv4j8GhiBDUlV4WkBlBhjjO+TxphK7HWgl4i0j0rJmp+RzuOaAK+tBQR7Hqs6MsbswNZVb2+o/RljHnI7GrDTbK/16XjYEu5naIi7avacEcr7sXOnX45ycZqya7Fz+1xZwFXGmA+iU5ymT0R6Aj8HHjLGZIlIZpSL1NR9jB1x+ALb4JmC7fgY58zj02Rx4ennPP4D2AVcDSQBdwAviEiiMebZaBWuGZkNGOCZaBekKTLG5IvIVOAp7LQr11Hge8aYhVEpWNP2H6Cfk2Nmi/ukMxLoRs11x0YoqPrp7DzuC/Ca+5zm+6i/B7Gh6ZFq+0Z6f1XoCLr6NngCOBN4wOn1UnWzEDgX+C42oVkBoD3o9fNXYA/weLQL0hwYY0YZYx4zxiw0xjxvjLkSm3tiMHBLlIvXFKU6j0eBCcaYl5wG+dnY7/+vxGe5GRU+EemHnUawwhizN9rlacKKsInMHgMuw3YofwG8LCLnRrNgTdQTQCUwV0SmOFEJk7Eh7m7STZ3uEhnucSwN8FqJ33tUHRljsoEXgLaxuD9/emNVzZqI/AI7gvZ3Y8yvo12epswYk22Meddp/PwMO5r2WxG5N9pla4qcEOFzgRuNMZplvOE8ik2+c2G0C9IEuSteVMlWa4zJx4bwZfDfUXZVN7Odx6eiWoomTEQGAx8B7xhj7jLGLDDGPI3t+DgA/MOJpFMhciLjrsR20i3B5px5E1gJLHbediQ6pWt23Gz4LQK8luz3nmbFGJNpjNnWWPs3xtxpjJG6fmao+zPGzDLGrKpzwdEGumrGRORBbCKHZ4EfRbc0zY+TjXgzcFO0y9LUiEgL7Kj5W8ABETnFSRTTw3lLmvNcerTK2Fw4nR/70WiPush2Hg8EeM3N6K5JIutIRBKAHwCHsctYqrq5DduQec33SWcZsCXY62pm4xeraTPGvIbN3zMcGAt0Nsb8yHnuBIGXC1Thc5MbBgpjd58LFP6umjFtoKtmyWmc/wy7Juq1/olOVMScRAOF9zRzJ2HXPL8QO7fX/VnlvH6V8/u10ShccyIiydgKpSaIDN/HzmPXAK+5z+U0Ulmao4uBk4EXjTGBwltVaNxGTKBR8gS/RxUGY0yFMWaLMeYDY0yOk018OPC+roMeMeudxzMDvDYam59iY+MVR8UCbaCrZkdEHsA2zl8ArnGyjqo6qml5DxGZgF22bm3jlqhZOIbN3Oz/40YjvO38/kZUStcEiUi7Gl76BbZy/mYjFqe5WIidf36V33IynYBLgZ3GGB1Fqzs3vF3XPq+fz5zHWb5POhFIlwD56GhvvTn5Jv6I7Qh5OMrFaTaca+gG4HIRcRPG4fz7cmx+ikBRTKoZEx1YjC4R+T7/DWv9MTZD7u+c3780xrwQlYI1USLyv8CTwFfYzO3+jfODxph3Gr1gTZiILAA6ASuw89CSsUt+XImdFzW+LktIqOqcLO57gT8bY3TZtTCIyO+xow0rsd//FGwW9wnAOmySs+Ka96ACEZHrsUsq/gebZTwJuBF7TbjIGLM8isVrspzK91fARmPMqGiXpykTkR7AJux0i5eAD7GRXddhQ9v/1xjzl6gVsAlyOuQ+xk692AukATOw9/77jDG/imLxmoRw6vcichb23pXNf1fL+TE2wmaMMeaTRim0ihnaQI8yEVkFjKvh5feNMeMbrzRNn4g8h01eVhM9pmESkenYeZJDsWHZBttQfwd41BjzVRSL16xoA73uROQSbATCIKAdUIGdJjAXeNwYUxJkcxWEiFwG/B82G34ldr3enxtjPoxqwZowEfkJdhTyemPMP6JdnqZORHoDDwCTsI2aYmAL8IQxZn4Ui9YkiUgSdorgaGxn3HFsKPbjxphl0SxbUxFu/V5EzgR+CYzC1rM+Au41xmxqwGKqGKUNdKWUUkoppZRSzZKIGGzH8oNRLMN4bKTEhNqyvOscdKWUUkoppZRSKgZoA10ppZRSSimllIoB2kBXSimllFJKKRVRIjJURN4QkXwRKRaRD0XkbJ/XzxWRShG51W+7l0QkT0S6Ob/PEhEjImNFZKGIFInIYRH5s4ic1EBlu0tEygKtEiMin4nIIp/fW4rIb0Rkr7PNXhG5z1n9IGzaQFdKKaWUUkopFTEicho22Z27qsL3gMPAuyIyAsBZWekx4BERGepsNwuYCVxnjPnab7cvYpdNvAz4vbPfOQ1RNuBl7LKCV/htOwIYADzv/J4ALAOuBf4ATAaewq4m9Wi4ZQNNEqeUUkoppZRSKoJE5D2gMzDUGFPmPBcPbAN2GGMudZ5LxDaWW2Eb5h8ALxtjbvDZ1yzgWeBvxpgf+Tx/H/AQMMAYszNIWaokiQujbO8AKcaYM3329QR2xagMY0yps6Te88A4Y8xqv7L9DOhqjMnRJHFKKaWUUkoppRqdE3Y+DngNqBSRBGekWYB3gbHue40x5diGeTdgLfA1cFsNu57r9/ur2PbsGQ1RNmzDe7SInOJsmwDMAOYaY0qd91yAXX74I3dfzvuWA4nY5QrDog10pZRSSimllFKR0hYbHn4/UO73czPQxnd+tjFmF3YUvQXwd2PM8Rr2e7CG37s0UNnmA8eA7zu/nwd0xAlvd3QEegTY18fO69XmsNdGG+hKKdXEicgqEcmKdjmaC59EL0kNsO9MJ9HNg/XYx3NOuF6jcMr7XAT3N97Z56xI7TPWicgtTkKjNtEui1JKNYICoBL4EzAy0I8xptJ9s4hcg238bgR+JiLda9jvyTX8vq8hymaMOQYsAP7H2fYqYI8x5kOf/R0G9ta0L+DNMMoGaANdKaVikpMR9FYR+cDJZFouIgdF5C0nm2lCFMr0oIhc2tif6/PZRkRO93nObei5PxVONtZtIvJPEblARCTMz+kJ3AI85M5LU02Tc348KCLp0S4L8DegFDtio5RSzZrTsP0AGApsMsZs8P9x3ysifYE/An8BJmIb0C85c8L9Tff7/UpsY3tdQ5TN8TzQW0TOBy7FJqrz9TY2PL8o0L6MMYdCLZur0St4SimlgnPmOi0B+mLnQ/0aOIQNozoHmyhlIPB/jVy0nwH/BBY28ufW5hXgLez8sVSgH/Ym+gNsRtbLjTEFIe7rHuAI1W/AkfIlcBJwoh77uA74Ua3vUuOx5+xz2Apf1BhjSkTkr8BPRORhY8zhaJZHKaUawe3AamCZiDwNfAO0B04D4o0x9ziRaq9gR6DvcK6VM53tfgr83G+fU0TkUez87jOw1/jnnRD5iJbN573vAfuBp7H37xf89vUS8EPgPRH5HfAJkAT0BqYClwYJ2Q9IG+hKKRVDnOQli4FewPeMMfP93vIbEXHDppoNEUk1xhyt4+abjDFVGtQicjvwW+xN+BXssie1laE1NoztaSdpTcS4f5+xS6eU1GdfTtkiWj4VHmdkp0WYla4XsZXNWcDvGqJcSikVK4wxm5z6ys+wI+RpQC6wCfir87ZfYQccRhpjSpzt1ojIz4EHReQdY8xHPru9CrgDuBEoA/4B3NlAZXPfWykiLzufs8YY84Xf6+XO6Po9wPVAT+y89d3YwZawo/E0xF0ppWLLtdgR4N8FaJwDYIxZb4z5S7CdiEiWiKwK8Hy1+b8ikuyEAu8QkeMiUiAiW51eam/etPP2q33Dyv32fY6ILHe2LxGRT0Wk2kivWzYRGS4iy0SkEPg0+GEJjzGmwhhzB/Bv4AIR+U4Im03BLvPyVqAXRWSsiLwjIoUiUiwim0RkdoD3rXL+xl4i8rqI5GFH5Wucg+5MaXhcRL5x9r1WRCYFmm8e7DkRSROROSKS4/wffCgio/zeGyci94nIahE5ICJlIvKVs13YyWz89i0icp2IrBORIudnq4g8VMt2s5zyjw/wWrUcCyJylogsdcpfIiL7xE7/GO0eD2zFC2Cvzzn7oM8+0sTmG/hCREpFJFdEXhGRXjWU7RwRuV9EdmM7WaaHUhaXMWYPsAO4PIRDqZRSTZ4xZrsx5kpjTEdjTAtjTFdjzFRjzFvO63caY04yxmzz2+6XxpgEv8Y5wH5jzCXGmBRjTFtjzP8aY4pDKIe4S6yFWja/997l7OOsGvZfYox50BjT39lXW2PMSOe5E857Vjn7WFVbeXUEXSmlYss05/HvjfiZfwauwc6zehx7b+iDnQsGtlf5+9iwrg8ClU1Ersf2Oq8FHsb2Hp8LzBGR3saYu/w26Q6swC5zMg9Iieyf5Hka+A5wIbaxHsw453G9/wsicjE2UcwB7OjnUezct6dEpJcx5j6/TVKA94EPgfuw0xOCeQ3bQbAQO62hp/N5e2vZzt8y7P/XQ9jMsbcDS0Skp0+EQhJwF/a4L8L+X40EZgPfEZER9Zh//wI2CmEd9jwoAPpjz+sH6rjPKkSkH/AO9v/iD9gsvidj/5+HYs/BvwGtge9il+tx5wB+6uwjDZsxuDvwDPAfoBNwE7BORE43xnzp99GPYZfM+Qe2w2VHiGXxtQa4SkRSjDFF9T0WSimlmh9toCulVGwZBBxxRtsay3eBpcaYqwO96CRUeVFEXsBmL/UPJ++EDRF71Rgz0+elv4jIH4DbRWSO39/UE7jOGPNURP+S6tyR+b4hvHcgkG+MyfN9Umw485NAEXCGMWa/8/yfgZXAPSLynN8cuHbAw8aYn9b2oSIyBds4f8oYc53P8yuw4XHh2GSMuclnH59h142diW20gk1W1slv1OGvIvIR8BR2/r7/WrO1EpHp2Mb5i8DVfhl6Ixmxdz7QEphhjPk40BucEMlPsef2QmNMlt9bHsJOIxltjPnEp5zPAVv5byi6r5OA4b5h7SLy/2ori5/d2LpXP2y2YqWUUqoKDXFXSqnY0ho7OtuYCoFTRWRQHbefhl279GkRae/7g11eJA6b3M5XHjbZXUM74jy2DuG9HbDl8jcCZ6TVbZwDOKPMv8X+fZcE2O6xEMt4sfP4uO+TTpjd9hD34fq93+8rnMc+Pvs1buNcROJFJN35v3LfO4q6cZehudO3ce58ZmWA99dVofN4iYgkh7uxiAi2rKuBfX7n6zHsqPd5ATadE2DOebhlcZPD1RZRoZRSymGMec4JD/+i9nc3fdpAV0qp2HIEm4m8Md0KtAG2ishuEXlKRC4JY9RzgPP4Lja82vfnHec1/7VLdxtjKupX7JC4DfMjQd9lGWwmeH89ncf/BHjNfa6X3/O5YWSO74ldJiZQxWNHiPtwVYm88MkWXmVuuYhMF5F1QDGQj/2/cret61rdfYBvjDEH67h9qF7Fnms/AfJEZIWI3C0iPULcvgP2eJxH9fM1Fzs1w/98BdgZgbK451ejrWOvlFKqadEQd6WUii3bgLHOvOb6hLnX1ACodt03xiwSkUxsmPU47Gj3bOADETknhPnIbqPjB9ilSgLx/1vCWnKkHoY4j6E0dHOx84YjoS5/X70bbUE6PbyOBxG5DPgX8DF2zfevsUnP4rHruUaj8z7Y317lnDXGlALnisgZ2HD3sdiQ9QdFZKYxZkEtn+Uei3eB34RRxmr/p3UoS1vnMTeMz1VKKfUtog10pZSKLfOwlfxrsaNydZXHfxsDvvxHegFw5l2/iJ1rLsAj2HXWL8EmMAvGnXt9yBjzbt2K22DcLOuhzOXeBowTkfbGmEM+z7udC6cG2Gag33vqIgvbKO5D9ZD2fvXYb02+j22QT/CbT92/nvvdiQ31PrkOo+ju1IJA52xPAiwr58z5/hhARLoBm4FfYpPrQc2N/lxs8rrWkTpfQyiL6xTgBOFHRiillPqW0BB3pZSKLU9hK+93ikigec2IyAgRuSnQaz52Av1FpIvPdi2A//XbV7yIpPs+56zVvdn51bfBVETgBtRcbOKxn4tdx92/vGnOZzca5+96DJtN+y1jzIchbLbKeRzt9/wm4CvghyKS4fMZidhs6AabDb2u3nQeb/N90kkeN6D62+utAltmrw7gdMrUmtCuFi85j7/1nx7h7D8YN3y8Sq4CEZkBdPZ7rn2A7bOxDW//8xW/59z58C8BZ4jINAIQkZDmiIdRFtdoYKNmcFdKKVUTHUFXSqkYYow5LiIXYUd8F4rIcuw87sPYubMTsKG0v61lV09ilwF7V0T+il1a6/tUD9NNBb4RkTewjfIc7Ijljdi5yW/6vHctcI6I3I1tsBpjzKvGmGwRuRHbubDdyfb+pVPewdis4AOxI8UN4TQRucrn7+nnfGYPYDk2g3ko3sYm6JsCLHafNMZUiMjN2NHQ9SLyd+d9V2AbXL/yy+Aerrewy6Nd5zT43GXWrsdmoR8SZNu6eB34HrBCRJ7HLh12KTYbeZ0ZY14TkX9hpzr0cc6pfGwG/fOxKxTUtO0OEXkXuMFpzG8BhmGzsH/hlNH1UxE5D/t/tBcbsn4xdjk33++Fu8TZb0TkJWzUwDZnvd37gDHAXBGZ67y3DHvOTMFmWJ8Vwp8dalkQkd7Yc/POEParlFLqW0ob6EopFWOMMV+IyHDgBmxD6j7sutp5wAbgauDlWvbxoYjMwobJPwrsA+Y427/n89bjwBPAJOzoZQp2HvkbwK99s5Zj14j+s1MeN5Hdq87nPSsiO7GNjxuAdOza0zuA+7HrRDeUGc5PJXbUNBu7Bvkrxpi3Q92JMaZIRF4ErhCRW33n3htj3hSRSdhR5ruwHR7bgWuNMU/Xp/DGGCMi38OuGz4DmIxtmH8Xe8z7BNm8Lp/3qoikYkfsH+O/HTH38N8s43U1E/gAO7XgAexo/V5qnyYBtgPpT9gM69939jMBe95m+rxvIXbN8unYZG7F2GkW12HXvQe878DdwI+wa5cnYJdP22aMKRSRMcAdzn4uwYaeZwP/xnY2hSKksjiuwkaaPBfivpVSSn0LiY1kVEoppZSTLO9z4OZGWKO9ViKyFUg0xtR3friKImcJtj3Aq8aY26NdHqWUUrFL56ArpZRSDmNMFjai4KciktRYn1vD3P0LsWHh71TfQjUxPwKSgV9EuyBKKaVim46gK6WUUlEmIr8GhgMrgULs/OtrsOu3DzPGZEevdEoppZRqLNpAV0oppaLMydh+DzaZXho238AK4H5jzBfRLJtSSimlGo820JVSSimllFJKqRigc9CVUkoppZRSSqkYoA10pZRSSimllFIqBmgDXSmllFJKKaWUigHaQFdKKaWUUkoppWKANtCVUkoppZRSSqkY8P8BEEMP8oDe4a0AAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 1008x1008 with 21 Axes>"
       ]
@@ -3202,7 +3136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 239,
+   "execution_count": 50,
    "id": "05b30fd6-8b9a-45ba-8ab5-c55790c3919a",
    "metadata": {},
    "outputs": [],
@@ -3214,7 +3148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 193,
+   "execution_count": 51,
    "id": "677557c7-1010-4f19-9eb4-2b2f1b167261",
    "metadata": {},
    "outputs": [],
@@ -3262,7 +3196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 52,
    "id": "5493f74f-c1c2-48f3-bc87-c4ab9a4c2538",
    "metadata": {},
    "outputs": [],
@@ -3296,45 +3230,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 300,
-   "id": "a2c8f90b-63ab-4d96-b9b0-b4800f0508db",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "cluster_id\n",
-       "1     93\n",
-       "2     64\n",
-       "3     55\n",
-       "4     45\n",
-       "5     39\n",
-       "6     36\n",
-       "7     27\n",
-       "8     25\n",
-       "9     20\n",
-       "10    11\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 300,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cre_original_cluster_sizes[cre_line]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 240,
+   "execution_count": 53,
    "id": "f1f98f8b-1acd-40de-a78a-749fcda3d5d3",
    "metadata": {},
    "outputs": [],
    "source": [
     "# chi_squared test\n",
-    "def get_stats_table(\n",
+    "\n",
     "cluster_statistics_df = pd.DataFrame(columns = ['shuffle_type', 'cre_line', 'cluster_id', 'cluster_size', 'shuffle_mean', \n",
     "                                                'chi_squared_pvalue', 'significant'])\n",
     "index=0\n",
@@ -3363,7 +3265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 241,
+   "execution_count": 54,
    "id": "bbf1957d-9860-459a-aae7-2b7b344ed16e",
    "metadata": {},
    "outputs": [],
@@ -3395,13 +3297,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 242,
+   "execution_count": 55,
    "id": "dfcb5c87-3a22-4a87-a30d-51793ca3eb6b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3411,7 +3313,7 @@
     },
     {
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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3421,7 +3323,7 @@
     },
     {
      "data": {
-      "image/png": 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8om3fnuTXKp/ce/+TJD+d5DVjjKvHGE9N8tVJ/sUmu/9Ekv9xjPH4McbjknxnHvzXI8C6K2oTDhGtQI1WoEYrUKMVqNEK1GgFarQCNVphbqpHuH9bkp8bY/zjJI8YY/w/WT8d/D/cxmu9NMmbknwsyceTfGvv/Y4xxpcn+YXe+zWz/f7XJE9M8nuz+z862wY82DzahMNAK1CjFajRCtRoBWq0AjVagRqtQI1WmJs2TbXLxIwxWpKbklyf9VMsvKv3/rkFzrYjrbVjSe5KcoNrJ3AY7KRNnXAYaQVqtAI1WoEarUDNQWvlgF2X2nljl4hWlpdWlstBawUWRSvMS+kI9zHGq5P8bO/9Xbn/2uoZY7y89/79ixoO2Jo2oUYrUKMVqNEK1GgFarQCNVqBGq1AjVaYp+o13F+V5JfHGM+5aPv3zHkeYHu0CTVagRqtQI1WoEYrUKOVbbr99tvz7ne/O7fffvtej8Lu0grUaAVqtMLcVBfc/zTJzUl+YIzxTzdsd5oY2FvahBqtQI1WoEYrUKMVqNHKNt177705f/587r333r0ehd2lFajRCtRohbmpLrhPvff3JPmyJF8+xvjZMcY1SQ7MNWZgn9Im1GgFarQCNVqBGq1AjVagRivb5GwQh5ZWoEYrzE3pGu6Z/TVH7/0/jzGekeSHsn49g4cuajCgRJtQoxWo0QrUaAVqtAI1B66V3vtCjwxbXV29M8mN58+f/0Dv/UmLfC2WyoFrZdEunA2CQ0crUKMV5qZ6hPvpCzd67/f13r81yeuT/NtFDAWUnb5wQ5uwpdMXbmgFtnT6wg2twJZOX7ihFdjS6Qs3tAJbOn3hhlZgS6cv3NAKbOn0hRtagS2dvnBDK1ypNk0H68wIrbVjSe5KcsM0TWf3dhpYTjqBGq1AjVagRitQoxWoOcytrK6u3pbkWJKzZ86cuXmPx2HJHfJW7kxyY5IPnDlzxtkg2NJhbgW2Qyts5pKnlB9jvLH3/i2z2z9xqf1679+4iMGAzWkTarQCNVqBGq1AjVagRitXxiL74aEVqNEK1GiFRdnqGu53bbj9+4seBCjTJtRoBWq0AjVagRqtQI1WoEYrUKMVqNEKC+GU8nAI6QRqtAI1WoEarUCNVqBGK1BzmFtx+QW24zC3AtuhFTaz1RHuf2GM8fQkZ3vvd40xHpPktUk+l+QVvff/b5EDApemTajRCtRoBWq0AjVagRqtQI1Wts8i++GkFajRCvN0pLjf/5Lkz2e3X5fkoVn/pnvjIoYCyrQJNVqBGq1AjVagRitQoxWo0QrUaAVqtMLclI5wT/L43vsfjDGuSvLMJNcn+WySjyxsMqBCm1CjFajRCtRoBWq0AjVagRqtQI1WoEYrzE31CPdPjTEeneQrk7yv937PbPtDFzMWUKRNqNEK1GgFarQCNVqBGq1AjVagRitQoxXmpnqE+w8leXeShyVZm217apL3L2AmoE6bUKMVqNEK1GgFarQCNVqBGq1AjVagRivMTekI9977a5M8I8lTe+9vnW3+wyQvWdRgwOVpE2q0AjVagRqtQI1WoEYrUKMVqNEK1GiFeWrTNO31DHPVWjuW5K4kN0zTdHZvp4HlpBOo0QrUaAVqtAI1WoEarUCNVqBGK1CjFTZTvYY7AAAAAAAAALCBBXcAAAAAAAAA2AEL7gAAAAAAAACwAxbcAQAAAAAAAGAHLLgDAAAAAAAAwA5YcAcAAAAAAACAHbDgDgAAAAAAAAA7YMEdAAAAAAAAAHbAgvsB0lq7rrV2srV23V7PAstMK1CjFajRCtRoBWq0ApenE6jRCtRoBWq0cmltmqa9nmGuWmtXJXlCkg9P03TfXs+zm1prx5LcleSGaZrO7u00LLPD3EmiFeq0ohVqtKIVarSiFWq0ohVqDnMrOmE7tKIVarSiFWq0opXNXLXXA8zb7Jv77F7PActMJ1CjFajRCtRoBWq0AjVagRqtQI1WoEYrbMYp5QEAAAAAAABgByy4AwAAAAAAAMAOWHAHAAAAAAAAgB2w4H6wnEsyZh+BSzsXrUDFuWgFKs5FK1BxLlqBinPRClzOuegEKs5FK1BxLlqBinPRyqb+fwdeON44/I4LAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3431,7 +3333,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -3441,7 +3343,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -3451,7 +3353,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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CtqSuLXaEwW56/3cfnv4//OfN+nzqf37fhu/1Fnrn0jwIPAS8Oee8rZTyYuBTOeeZC3Wc2d9vFXAfcHnO+dqG7yGpJ7pfaaWyJSmGLUkxbEmdWmzBYF3kG+WcHwZeOc/2W5l1Vc+c8+sj31daoUL7lVYwW5Ji2JIUw5bUqQUXDHLO9yz0uVLKFPBUzvmHrUwlaSj2K8WwJSmGLUkxbEld22fPu0ApZXMp5UX9x78KPAw8Uko5rc3hJA3PfqUYtiTFsCUphi2pC40WDICzgK/3H18KnA28AnhnG0NJCmW/UgxbkmLYkhTDltS6prdVPDDn/EQp5VDgmJzzDQCllKPbG01SEPsdwoYNG24G1gLbb7nllo0jHkejZUtSDFuSYtiSWtd0weCuUspZwPOAzwKUUn6K3r0/JS1v9juctcCxox5Cy4ItSTFsSYphS2pd0wWDtwBXAk8Cb+pvOwW4uY2hJIWyXymGLUkxbEmKYUtqXaq17nmvMZJSWgvcDayrtW4f7TSDSimT9R8cyDmnPe+lcWNLPbfffju7du1iamqKE044odX3sqXJtNxbksbFOLQ0aX/P8/fSZLKl7o1zS02PMJAkSVoyrwciSdL4ccFAkiR1YS1eD0SSpLHigoEkLWLVqlU/8VGSJElaKVwwkKRFrF+/ftQjSJIkSSOxzzBfXEo5MWoQSd2yXymGLUkxbEmKYUuKNOwRBp8GDo4YRFLn7FeKMdYtdXUl6qmpqZk7jhzb9nuO89WoV7ixbklaRmxJYYY6wiDn7A+iNKbsV4phS1IMW5Ji2JIiLWnBoJQyVUrxCmDSGLJfKYYtSTFsSYphS2pDowWDUsrmUsqL+o9/FXgYeKSUclqbw0kanv1KMWxJimFLUgxbUheaHmFwFvD1/uNLgbOBVwDvbGMoSaHsV4phS0NYtWoVU1NT3qJUYEtSFFtS65pe9PDAnPMTpZRDgWNyzjcAlFKObm80SUHsV4phS0PwFqWaxZakGLak1jVdMLirlHIW8DzgswCllJ8CdrU1mKQw9ivFsCUphi1JMWxJrWu6YHA+sAV4EnhTf9spwM0tzCQplv1KMWxJimFLUgxbUutSrZ3cfrkzKaW1wN3Aulrr9tFOM6ir+113yftdTyZb6p4tTSZb6p4tTabl3hJMXk+2NJlsqXvj3FKjIwxKKXcA/xn4SM75vnZHkhTJfqUYtiTFsCUphi2pC01PSdgEvB7IpZS/Aq4D/mvO+eG2BpMUZhP2K0XYhC1JETZhS1KETdiSWtbotoo55z/NOb8WOAK4BngVcG8p5aY2h5M0PPuVYtiSFMOWpBi2pC40WjCYkXN+jN7K1fuBrwKntjGUpHj2K8WwJSmGLUkxbEltanoNgwS8HPgX9Fau7qH3Q/mG9kaTFMF+pRi2JMWwJSmGLakLTa9hcD+wE7geODHn/DftjSQpmP1KMWxJimFLUgxbUuuaLhicnnO+rdVJJLXFfqUYtiTFsCUphi2pdU0veugPojSm7FeKYUtSDFuSYtiSutD0CIOhlVKeBXwQ2Ah8D3h7zvm6efZLwLuA8/qbPgBclHOuXc0qSZIkSdJKt1d3SRjSVcCTwOHAWcD7SynHzbPfbwKvBI4H1gOnAf+qoxklSZIkSRIdLRiUUg4CXg1cknPemXP+MnATcM48u78BeE/O+b6c83eA9wBv7GJOSZIkSZLUk2ptdqR/KeVXgDOBn845n1ZK+UXgkJzz/2zwtf8Y+ErO+cBZ2y4EXppzPm3Ovo8CG3POX+0//0Xg8znngweGT2kNsGbO5qOAW88///yvHnbYYT9o9M1166WjHqAFXxz1AIvJOZ806hlGbU/92tKyYUvLnC2NDVta5ia0JZi8nmxpmbOlsTG2LTW6hkEp5a3Ab9G7nsBr+pt3AX8I/HKDl1gNfH/OtkeBgUWA/r6PztlvdSklzXMdg2kgN3j/5WRZ/7Bo8jTsdxpbkhZlS1KMCW4J7EkdsiV1oelFD6eBDTnn7aWU3+lvuxN4QcOv3wkcMmfbIcBjDfY9BNi5wEUPtwBb52w7Crj1qquuOrPWur3hfNIkm2bP/W7BlqQ9mcaWpAjT2JIUYRpbUsuaLhgcDNzbfzzzD/f96V3EsIm7gP1KKcfmnL/Z33Y8sG2efbf1P3fbHvaj1roD2DF7W0qp4UjSirHHfm1JasSWpBi2JMWwJbWu6UUPvwRcNGfbBcDnm3xxzvlx4GPAZaWUg0opJwKnA388z+4fBv5dKeU5pZQjgd9mcFVMUnND9Svpx2xJimFLUgxbUuuaHmHwVuDjpZTfAA4upfwfeqcT/NpevNdbgGuAB4GHgDfnnLeVUl4MfCrnvLq/338CjgH+uv/8A/1tkpYmol9JtiRFsSUphi2pdXtzl4QEnAAcTe/Ql9tyzk+1ONuSpJTWAncD6zwnR+pZSr+2JA2yJSmGLUkxbElta3qXhEuBG3POt/H0tQUopVyUc35XW8NJGp79SjFsSYphS1IMW1IXml7D4BLgs6WUM+Zsf0fwPJLi2a8Uw5akGLYkxbAlta7pgsEPgI3Au0spvzdru5fYlJY/+5Vi2JIUw5akGLak1jVdMKg55zuAFwEvLqXcWEpZzdO375C0fNmvFMOWpBi2JMWwJbWu6YJBAsg5/x1wMvAAvfNk9m9pLklx7FeKYUtSDFuSYtiSWtd0wWDrzIOc8+6c85uBK4G/aGMoSaG2zjywX2koW2ce2JI0lK0zD2xJGsrWmQe2pLY0vq3iuPA2IVIMW5Ji2JIUw5akGLakvbHgbRVLKVfnnH+z//jDC+2Xc/71NgaTtHT2K8WwJSmGLUkxbEldW3DBgN6q04xvtT2IpFD2K8WwJSmGLUkxbEmd8pQESfOyJSmGLUkxbEmKYUvaG4sdYfBjpZSXAdtzzneXUp4NXA48Bbw95/z/2hxQ0nDsV4phS1IMW5Ji2JK60PQuCf8R+FH/8RX0btXxFHB1G0NJCmW/UgxbkmLYkhTDltS6RkcYAM/JOf9tKWU/4BTgaOBJ4P7WJpMUxX6lGLYkxbAlKYYtqXVNjzD4finlcOClwDdyzjv72/dvZyxJgexXimFLUgxbkmLYklrX9AiD9wK3AwcA0/1tJwJ3tjCTpFj2K8WwJSmGLUkxbEmta3SEQc75cuBk4MSc8/X9zd8BzmtrMEkx7FeKYUtSDFuSYtiSuuBtFSXNy5akGLYkxbAlKYYtaW80vYaBJEmSJElaQVwwkCRJkiRJA1wwkCRJkiRJA1wwkCRJkiRJA1wwkCRJkiRJA1wwkCRJkiRJA1wwkCRJkiRJA1wwkCRJkiRJA1wwmFAppTUppU0ppTWjnkUaZ7YkxbAlKYYtSTFsqZlUax31DKFSSvsBRwH31Vp3j3qeUUkprQXuBtbVWrePdhqNI1vqsSUNy5Z6bEnDsqUeW9KwbKnHlprZb9QDROv/0G8f9RzSuLMlKYYtSTFsSYphS9obnpIgSZIkSZIGuGAgSZIkSZIGuGAgSZIkSZIGuGAwuXYApf9R0tLtwJakCDuwJSnCDmxJirADW9qj/w8AwAUNWfKvEwAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -3461,7 +3363,7 @@
     },
     {
      "data": {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3471,7 +3373,7 @@
     },
     {
      "data": {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3481,7 +3383,7 @@
     },
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3512,7 +3414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 147,
+   "execution_count": 57,
    "id": "028cd753-d2e7-4e2b-bd79-d926fce641f9",
    "metadata": {},
    "outputs": [],
@@ -3522,7 +3424,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 148,
+   "execution_count": 58,
    "id": "f36c9400-2739-4106-9581-c6578fe035b3",
    "metadata": {},
    "outputs": [],
@@ -3532,13 +3434,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": 59,
    "id": "e29a478a-0dec-4242-8fa7-a5b642ab03e0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -3550,7 +3452,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -3562,7 +3464,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x360 with 3 Axes>"
       ]
@@ -3589,13 +3491,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 243,
+   "execution_count": 75,
    "id": "9ba2c873-b035-4ef6-bad9-2ee701c57404",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3605,7 +3507,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3615,7 +3517,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3625,7 +3527,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -3635,7 +3537,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -3645,7 +3547,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -3655,7 +3557,7 @@
     },
     {
      "data": {
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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3665,7 +3567,7 @@
     },
     {
      "data": {
-      "image/png": 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i4fmlYbeVRVq2FQmwFSlqK7YiRWzFVqSIrdiKFLEVW5EitmIrUsRWbEWK2IqtqCHRU9SvzznvP93Z/iOtb1jC82+jlLIOeCCda6DdBDweeAjwXOAQ4NOllBOAz9P5lPf7c85zHUG/HbgZeE4p5S3AH3e3f3y5s0kjrPGWpRFlK1KMrUgxtiLF2IoUYytSjK1IMbYixdiKGhM9gv6yUsojZ217OPDFFbz3IcCrgSuBq4A/BR6Tc96Vc74UeAZwLvB9OteTf+b+J5ZSPlpKeQlAzvkG4DHAacBe4PTu69ywgtnGwsTEBJOTk0xMTAx6FPVPGy1Lo8hWpBhbkWJsRYqxFSnGVqQYW5FibEWKsRU1JvqpjucDHy6lnA9MllLeSud6Cr+z3DfOOV8JbF7g8fOA8+Z57FGz7v8XcP/lzjKuNm3aNOgR1H+NtyyNKFuRYmxFirEVKcZWpBhbkWJsRYqxFSnGVtSY0BH0OefP0Lkm/KXAO4HdwANyzjtanE1Sw2xZirEVKcZWpBhbkWJsRYqxFSnGVqQYW5FibEVNCh1BX0p5CPD5nPPrZ23/tZzzp1qZTFLjbFmKsRUpxlakGFuRYmxFirEVKcZWpBhbkWJsRU2KXoN+O3BxKeXus7Z/tNlxJLVsO7YsRWzHVqSI7diKFLEdW5EitmMrUsR2bEWK2I6tSBHbsRUpYju2ooZEF+ivB94IfKqUclLP9tT8SJJaZMtSjK1IMbYixdiKFGMrUoytSDG2IsXYihRjK2pMdIG+5pzfDjwO+IdSyvNbnElSe2xZirEVKcZWpBhbkWJsRYqxFSnGVqQYW5FibEWNiS7QA5Bz/iTwIOCJpZR346dCpFXJlqUYW5FibEWKsRUpxlakGFuRYmxFirEVKcZW1IToAv3X99/IOX8LeDBwMHC7NoaS1BpblmJsRYqxFSnGVqQYW5FibEWKsRUpxlakGFtRY1KtddAzDExKaT2wG9hQa90z2GkOVEoZmd+YnLOfHlrlhrkVaZjYihRjK1KMrUgxtiLF2IoUYytSjK1IMbaiuRw83wOllFNzzu/u3j59vv1yzu9sYzBJzbBlKcZWpBhbkWJsRYqxFSnGVqQYW5FibEWKsRW1Zd4FeuCJwLu7t0+dZ58K+IdOGm62LMXYihRjK1KMrUgxtiLF2IoUYytSjK1IMbaiVniK+yE9rYSnuNcwGeZWpGFiK1KMrUgxtiLF2IoUYytSjK1IMbYixdiK5rLQEfQ/UUq5MzCTc76ulHIQcBpwM/CenPMtbQ4oqTm2LMXYihRjK1KMrUgxtiLF2IoUYytSjK1IMbaiJq0J7vdhYGP39muALcDzgDe0MZSk1tiyFGMrUoytSDG2IsXYihRjK1KMrUgxtiLF2IoaEzqCHjgW+EL39inArwLXAZcCf9b8WJJaYstSjK1IMbYixdiKFGMrUoytSDG2IsXYihRjK2pM9Aj6m4FDSym/CFyTc/4msBdY29Zgklphy1KMrUgxtiLF2IoUYytSjK1IMbYixdiKFGMrakz0CPqPAv8E/DTwj91t9wa+3cZQklpjy1KMrUgxtiLF2IoUYytSjK1IMbYixdiKFGMrakx0gf6pwJOBG4F3dbfdCXhlCzNJao8tSzG2IsXYihRjK1KMrUgxtiLF2IoUYytSjK2oManWOugZBialtB7YDWyote4Z7DQHKqWMzG9MzjkNegatzDC3Ig0TW5FibEWKsRUpxlakGFuRYmxFirEVKcZWNJfoNeglSZIkSZIkSZIkSdIKuEAvSZIkSZIkSZIkSVIfuEAvSZIkSZIkSZIkSVIfHLzYDqWUg4BdwL1zzvvaH0lSG2xZirEVKcZWpBhbkWJsRYqxFSnGVqQYW5FibEVNW/QI+pzzzcDNwGHtjyOpLbYsxdiKFGMrUoytSDG2IsXYihRjK1KMrUgxtqKmLXoEfddW4J9KKa8BrgDq/gdyzl9vYS5J7diKLUsRW7EVKWIrtiJFbMVWpIit2IoUsRVbkSK2YitSxFZsRYrYiq2oIdEF+r/tfn/ErO0VOGipb1pKmQD+Hng4cEfga8CLc84fLaWsB3YD1/c85XU557+Y57XWA/8APBD4JvDsnPO/LXUmaUw02rI0wmxFirEVKcZWpBhbkWJsRYqxFSnGVqQYW1FjUq118b0aVkq5PfDnwNl0FtVPBt4L/GJ3l93AITnnmwKv9Wng08BLu69zFrAx53zlYs9NKa3vvteGWuuepf462lRK6f9vTEtyzmnQM2hlhrkVaZjYihRjK1KMrUgxtiLFDHMr/hxMw2SYW5GGia1IMbaiuUSPoAeglHI34Mic82dW8qY55+uBV/Zs+nApZTdwf+BzS5jnWOB+wEk55xngfaWUM4DHAm9ZyYzSKGuqZWnU2YoUYytSjK1IMbYixdiKFGMrUoytSDG2oiaEFuhLKT9P5wj34+mcqmFtKeVxwG/knJ+60iFKKXcBjgUu7dn8je6nZy8E/jznfNUcTz0O+HrO+dqebZd0tx8gpbQOWDdr81ErGFtadSIt24pkK1KUrUgxtiLF2IoUYytSjK1IMbYixdiKmrQmuN9bgfOBw4Ebu9su5LbXWViyUsohwLnAOTnnrwBXAZuBo+kcUX949/G5rAWumbXtmu5zZjuDzikker8uWuH40moTafkMbEWyFSnGVqQYW5FibEWKsRUpxlakGFuRYmxFjYku0D8AODPnfAudT4WQc74GuMNK3ryUsgZ4N3AD8Ozu616Xc/7PnPNNOefvdbefVEqZa9H9OuCIWduOAK6dY9+twIZZXyesZH5pFYq0vBVbkWxFirEVKcZWpBhbkWJsRYqxFSnGVqQYW1Fjoteg/x5wD2DX/g2llHsD31zuG5dSEnAWcBfg5JzzjfPsWrvf5/owwaXAMaWUw3tOc39f4LzbvEite4G9vdtSSksfXFrdFm3ZViTAVqQoW5FibEWKsRUpxlakGFuRYmxFirEVNSa6QD8NfLiU8lrg4FLKE4GXAGeu4L3fDNwLeHjOeWb/xlLKA+n84b0c+CngTcD27qdQDpBz3lVK+QKQSykvAx4FbAIeu4K5pFHWRsvSKLIVKcZWpBhbkWJsRYqxFSnGVqQYW5FibEWNCZ3iPuf8TuDPgf8DfAs4DXh5znm+a8MvqJRyNPB04Hjgu6WU67pfpwDHAB+jc5r6LwH7gCf2PPctpZS39LzcE4BfBn5IJ4LH5ZyvXM5c0qhrumVpVNmKFGMrUoytSDG2IsXYihRjK1KMrUgxtqImhY6gL6U8MOf8AeADs7Y/IOd88VLfNOf8DWChczq8d4HnPmPW/T3AiUudQRpHTbcsjSpbkWJsRYqxFSnGVqQYW5FibEWKsRUpxlbUpNAR9MCF82z/WFODSOoLW5ZibEWKsRUpxlakGFuRYmxFirEVKcZWpBhbUWMWPIK+lLKGzpHuqZSSOPCo97sDN7U4m6SG2LIUYytSjK1IMbYixdiKFGMrUoytSDG2IsXYitqw2CnubwJqz+1etwB/2fhEktpgy1KMrUgxtiLF2IoUYytSjK1IMbYixdiKFGMratxiC/Qb6HwS5BPAQ3q2V+DKnPNMW4NJapQtSzG2IsXYihRjK1KMrUgxtiLF2IoUYytSjK2ocQsu0Oecv9G9eXTv9lLKJJ1PhUhaBWxZirEVKcZWpBhbkWJsRYqxFSnGVqQYW5FibEVtWBPZqZQyXUp5QPf2bwJXAz8spTy6zeEkNcuWpRhbkWJsRYqxFSnGVqQYW5FibEWKsRUpxlbUpNACPXAK8KXu7VcATwJ+G3hNG0NJao0tSzG2IsXYihRjK1KMrUgxtiLF2IoUYytSjK2oMYtdg36/2+Wcf1xK+WngmJzz+wBKKUcv8jxJw8WWpRhbkWJsRYqxFSnGVqQYW5FibEWKsRUpxlbUmOgC/a5SyinAPYALAUopdwJm2hpMUitseRmmpqYuANYDe7Zt23bSgMdRf9iKFGMrUoytSDG2IsXYihRjK1KMrUgxtqLGRBfonwn8NXAD8EfdbY8ELmhjKEmtseXlWQ9sHPQQ6itbWQY/zDKWbEWKsRUpxlakGFuRYmxFirEVKcZW1JhUax30DAOTUloP7AY21Fr3DHaaA5VSRuY3JuecBj2DVmaYW+mHqampXXQW6C/ftm3bsYOeR8PLVmxFMePeihRlK1KMrUgxw9yKPwfTMBnmVqRhYitSjK1oLqEj6EspD5vvsZzzx5sbR1KbRrHlfvwjfnJykpmZGSYnJze2+X7+I3542Mry2Mr4GcVWpDbYihRjK1KMrUgxtiLF2IoUYytqUvQU92fNun9n4FDgCuCYRieS1CZblmJsRYqxFSnGVqQYW5FibEWKsRUpxlakGFtRY0IL9DnnDb33SykHAS8Drm1jKEntsGUpxlaWZ2Ji4oDvGn22IsXYihRjK1KMrUgxtiLF2IoUYytq0prlPCnnfDPwl8ALmh1HUj/ZcszExASTk5MuOo4xW4nZtGkTmzdvZtOmTYMeRQNiK1KMrUgxtiLF2IoUYytSjK1IMbailYie4n4ujwBuaWoQSQNjy4twsVFdtiLF2IoUYytSjK1IMbYixdiKFGMrUoytaFlCC/SllG8BtWfT7YDDgGe2MZSkdtiyFGMrUoytSDG2IsXYihRjK1KMrUgxtiLF2IqaFD2C/kmz7l8P7Mo5/6jheSS1y5alGFuRYmxFirEVKcZWpBhbkWJsRYqxFSnGVtSYVGtdfK8RlVJaD+wGNtRa9wx2mgOVUkbmNybnnAY9g1bGVvrDVlY/W+kPW1n9hrkVaZiMcytTU1MXAOuBPdu2bTtpwONoyI1zK9JSDHMr/ntFw2SYW5GGia1IMbaiucx7BH0p5d0ceKqGOeWcT2t0IkmNsmUpxlakGFuRYmxlxdYDGwc9hNpnK1KMrUgxtiLF2IoUYytqy0KnuP9q36aQ1CZblmJsRYqxFSnGVqQYW5FibEWKsRUpxlakGFtRKzzF/ZCeVsJTe2mY2Ep/2MrqZyv9YSur3zC30g+eultRw9xK23+v7Nixg5mZGSYnJ9m8eXObb+XfKyNgmFuRhskwt+K/VzRMhrkVaZjYihRjK5rLmshOpZQXlVI2z9r2gFLKC9oZS1IbbFmKsRUpxlaWbT2dU3evH+wY6hdbkWJsRYqxFSnGVqQYW5FibEVNWugU972eC/zNrG2XAf8KvL7JgfYrpdwROAs4CbgKeHHO+bw59kvAmcBTu5veAbwo5zwyn7yVGtT3lqVVylakGFuRYmxFirEVKcZWpBhbkWJsRYqxFTUmukB/KHDjrG03AIc1O84B/q77HncBjgfOL6VcknO+dNZ+TwMeA9wXqMCFdE4V8ZYWZ5NWq0G0LK1GtiLFjFwr/Ti96uTk5P5Td29s8/08vepQGblW2jYxMXHAd40NW5FibEWKsRUpxlakGFtRY0KnuAc+Bzxz1rZnAJ9vdpyOUsrtgccCL885X5dz/iTwQeDUOXZ/MvCGnPMVOedvA28A/rCNuaQR0NeWpVXMVqQYW5FibGWJNm3axObNm9m0adOgR1F/2YoUYytSjK1IMbYixdiKGhM9gv7PgAtLKacCXwPuDvws8IiW5joWuCnnvKtn2yXAr8+x73Hdx3r3O272TimldcC6WZuPAnjWs571j6WU/13BvFpAKWX7oGeYS875xEHPMACLtmwrg2MrQ8VWhpitDBVbWYZ73ete3HLLLaxZE/2s7PLYylCxlSFmK0PFVrRktmIrw8a/V4aKrWjJbMVWFGMrtqLFLdRJaIE+53xpKeVY4LeAuwHvBz6cc76ukQlvay3wo1nbrgEOn2ffa2btt7aUkmZdh/4MIDc5ZMs+MegBNHqCLZ+BrWjM2YoUYyvLs3bt2rbfQkPGVqSYEW1lrgMNViu7HxIj2op/vtS4EW3Fv1fUOFsZanYyRGxlqK26VlKtrV9mc8lKKb8EfCrnfLuebc8HTsw5P3rWvtcAj8g5X9y9f39ge875gMX8BT61chGwoda6p+FfhrQq2YoUYytSjK1IMbYixay2Vkopw/dDl2XKOadBz6C41daKNCirrRX/XtGg2Mpg2MnqYyuDsRpbiZ7ivt92AQeXUjbmnC/vbrsvcOkc+17afezihfarte4F9vZuS2nV/X5JrbMVKcZWpBhbkWJsRYqxFSnGVqQYW5FibEWKsRVFDeUCfc75+lLK+4FXlVKeChwP/A7wq3Ps/i7geaWUjwAVeD7wN/2aVZIkSZIkSZIkSZKkiDWDHmABzwQmge8D7wX+pHt9hxNKKb3Xc3gr8CHgi8CXgPO72yRJkiRJkiRJkiRJGhpLPoK+lHLAon7O+Zbmxjngda8GHjPH9ouAtT33K/CC7pekoH61LK12tiLF2IoUYytSjK1IMbYixdiKFGMrUoytaKVCC/SllPsBfwdsAg7rbk50Til/UDujSWqaLUsxtiLF2IoUYytSjK1IMbYixdiKFGMrUoytqEnRI+jPoXMa+dOBH7c3jqSW2bIUYytSjK1IMbYixdjKEu3cuZN9+/YxMTHBpk2bBj2O+sdWpBhbkWJsRYqxFTUmukB/NPDS7unkJa1etizF2IoUYytSjK1IMbayRPv27WNmZmbQY6j/bEWKsRUpxlakGFtRY9YsvgsA/wKc1OYgkvrClqUYW5FibEWKsRUpxlakGFuRYmxFirEVKcZW1JjoEfSHAf9SSvkk8N3eB3LOpzU+laS22LIUYytSjK1IMbYixYxcKznn1ObrT01N7QI2zszMXJ5zPrbN99JQGblWpJbYihRjK1KMragx0QX6y7pfklY3W5ZibEWKsRUpxlakGFuRYmxFirEVKcZWpBhbUWNSreN7qYSU0npgN7Ch1rpnsNNIw8tWpBhbkWJsRYqxFSlmnFuZmpq6AFgP7Nm2bZun29SCxrkVaSmGuZVSysj8ML/ts8yofbbSPjsZDbbSvtXYyrxH0JdSHpJz/o/u7YfNt1/O+eNtDCapGbYsxdiKFGMrUoytSDG2sjIuyo8PW5FibEWKsRUpxlbUloVOcf/3wH26t8+aZ58KHNPoRJKaZstSjK1IMbYixdiKFGMrUoytSDG2IsXYygrs3LmTffv2MTExwaZNmwY9jtplK2qFp7gf0tNKSMPEVqQYW5FibEWKsRUpxlakGFuRYoa5lVE5FTGsztMR60Dj3MqOHTuYmZlhcnKSzZs3t/Y+djIaxrmVflmNrawZ9ACSJEmSJEmSJEmSJI2DhU5xL0mSJEmSJEmSJK0abR9NOzU1tQvYODMzc3nO+dg230vSaPIIekmSJEmSJEmSJEmS+mDeBfpSym/33D6kP+NIapotSzG2IsXYihRjK1KMrUgxtiLF2IoUYytSjK2oLQsdQf+ents/aHsQSa2xZSnGVqQYW5FibEWKsRUpxlakGFuRYmxlZfYAl3e/a7TZilqRaq1zPlBK2QW8CbgM+DDwm8BtrtuRc/54mwO2KaW0HtgNbKi17hnsNFI7mmjZVjQObEWKsRUpxlakGFuRYmxFihn1Vkopc/8wfxVq+xrhWtiotyI1ZdRbGZW/V1bj3ykHL/DYU4ACPBeYAN45xz4VOKaFuSQ1x5alGFuRYmxFirEVKcZWpBhbkWJsRYqxFSnGVtSKhRboL8s5PxyglPLVnPM9+jSTpGbZshRjK1KMrUgxtiLF2IoUYytSjK2swM6dO9m3bx8TExNs2rRp0OOoXbYixdiKWrHQNei/0XN7T8tzSGqPLUsxtiLF2IoUYytSjK1IMbYixdjKCuzbt4+ZmRn27ds36FHUPluRYmxFrVjoGvTfBR4OfBn4IXAH5r6uwi1tDtimYb7ug9SUJlq2FY0DW5FibEWKsRUpxlakGFuRYmxlZaampnYBG4HLt23bduyg51F7bEWKGfVWvAb94Cx0ivsCXEznmgoAN816PNG5rsJBLcwlqTm2LMXYihRjK1KMrUgxtiLF2IoUYytSjK1IMbaiVsx7ivuc85uBI4CjgRngmFlfG7rfJQ0xW5ZibEWKsRUpxlakGFuRYmxFirEVKcZWpBhbWZmdO3eyY8cOdu7cOehRhs68p7jvVUrZmHO+vA/z9NUwn1ZCasNyW7YVjRtbkWJsRYqxFSnGVqQYW5FibGXppqamLgDWA3u2bdt20oDHUZ/YihQziq20fYr7HTt2MDMzw+TkJJs3b27tfUbqFPellJfmnP+ye/fUUsqc++WcX9HGYJKaYctSjK1IMbYixdiKFGMrUoytSDG2sjIuyo8PW5FibEVtWega9Ef13L5bk29aSnky8BxgI/Aj4DzgJTnnm7qPbwcexK3Xcvh2zvme87xWAs4Entrd9A7gRTnnVj/1Ia0irbUsjRhbkWJsRYqxFSnGVqQYW5FibEWKsRUpZqRbafvI86mpqV3AxpmZmctzzse2+V6rTegU900rpfwJ8CXgs8CdgQ8C/5xzPrP7+HbgPTnndwRe6+nA84ApoAIXAm/KOb9lsecO82klpGFiK1KMrUgxtiLF2IoUYytSjK1IMbYixdiKFDPOrexfoAcu37Ztmwv0PRY6gv4nSin3Bk4A7ghcDVyUc75suW+ac35zz91vl1LOBR66zJd7MvCGnPMV3VnfAPwxsOgCvTRumm5ZGlW2IsXYihRjK1KMrUgxtiLF2IoUYytSjK2oSQsu0HdPH38WnUXwK4DvAEcCdy2lvBs4vaFTyT8EuHTWtteWUs4E/ht4ac55+zzPPQ64pOf+Jd1tB0gprQPWzdp81Oz9pFG0lJZtRePMVqQYW5FibEWKsRUpxlakGFuRYmxFirGVFdkz67u6FjuC/mnAicCDcs479m8spWwG3gs8nRUeqV5KOR34ZW69hjzAC4HLgBuAJwAfKqUcn3P+2hwvsRa4puf+NcDaUkqa9eGBM4C8klmlVWwpLZ+BrWh82YoUYytSjK1IMbYixdiKFGMrUoytSDG2skzbtm07adAzDKs1izx+KvCc3j9wAN37Z3QfX1Qp5ZRSynXdr4/2bH8M8FrgUTnnq3pe/7M552tzzvtyzucAnwJOnuflrwOO6Ll/BHDdHEf2bwU2zPo6ITK/NAKW0vJWbEXjy1akGFuRYmxFirEVKcZWpBhbkWJsRYqxFTVusSPo7w18Yp7HPgG8O/ImOedzgXN7t5VSfgN4O/CbOecvLvISFUjzPHYpcF/g4u79+3Lb0+VTa90L7O3dltJ8LymNnHDLtqIxZytSjK1IMbYixdiKFGMrUoytSDG2IsXYihq32BH0B+Wcr53rge72xZ4/p1LKw+gs2D8253zxrMfWlVIeWUo5rJRycCnlFDrXqP/YPC/3LuB5pZQjSyl3BZ4PnL2cucZNSmldSumV3WtiaLS10vK4sJWxYisrYCtjxVZWwFbGiq0sk52MHVtZJlsZO7ayTLYydmxlmWxl7NjKMtnK2LGVZbKV+S12BP0hpZSHMv/R64s9fz4vB+4AfKSUsn/bRTnnRwGHAK8GfgG4GfgK8Jic8y6AUsoJwEdzzmu7z3srcAyw/yj8d3S3RVxB5/QSVyzz17HaraNzLYyzmfWJHo2clbZsK7YyLmxlZdZhK+PCVlZmHbYyLmxl+dZhJ+PEVpZvHbYyTmxl+dZhK+PEVpZvHbYyTmxl+dZhK+PEVpZvHbYyp8X+0HwfeOcijy9ZzvmhCzx2JbB5gccvAtb23K/AC7pfS1JrvQnYs9TnSavQilq2FY0RW5FibEWKsRUpxlakGFuRYmxFirEVKcZW1LhUax30DBqQlNJ6YDewoda6Z7DTSMPLVqQYW5FibEVanJ1IMbYixdiKFGMrUoytSDG2Mj+viyBJkiRJkiRJkiRJUh+4QC9JkiRJkiRJkiRJUh+4QD/e9gKl+13S/PZiK1LEXmxFitiLrUiL2YudSBF7sRUpYi+2IkXsxVakiL3YihSxF1uZk9eglyRJkiRJkiRJkiSpDzyCXpIkSZIkSZIkSZKkPnCBXpIkSZIkSZIkSZKkPnCBXpIkSZIkSZIkSZKkPnCBXpIkSZIkSZIkSZKkPvj/OoMtnZ30MKEAAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3675,7 +3577,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -3693,7 +3595,7 @@
     "                                                    shuffle_type=shuffle_type,\n",
     "                                                   save_dir=save_dir,\n",
     "                                                    diff_column = 'abs_cluster_size_diff',\n",
-    "                                                   folder = f'cluster_size_diff_plots_{threshold}', \n",
+    "                                                   folder = f'abs_cluster_size_diff_plots_{threshold}', \n",
     "                                                    stats_table = stats_table)"
    ]
   },
diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
index 61c5259a8..240ba8e98 100644
--- a/notebooks/220922_figure4_familiar_control.ipynb
+++ b/notebooks/220922_figure4_familiar_control.ipynb
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "909924f7-7fad-431f-a5f9-60542ac0bcba",
    "metadata": {},
    "outputs": [],
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 9,
    "id": "d7a6f09c-09f2-47e0-8687-f6aa037c425b",
    "metadata": {},
    "outputs": [
@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 10,
    "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
    "metadata": {},
    "outputs": [
@@ -201,7 +201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 11,
    "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
    "metadata": {},
    "outputs": [
@@ -211,7 +211,7 @@
        "1450"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -222,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 12,
    "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
    "metadata": {},
    "outputs": [],
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 13,
    "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
    "metadata": {},
    "outputs": [
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 14,
    "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
    "metadata": {},
    "outputs": [
@@ -525,7 +525,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 14,
    "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
    "metadata": {},
    "outputs": [],
@@ -535,21 +535,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 15,
    "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:12<00:00,  3.92it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 25.39it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 17.39it/s]\n"
+      "loading file...\n",
+      "done.\n"
      ]
     }
    ],
    "source": [
+    "import pickle\n",
     "filename = os.path.join(save_dir, 'coClustering_matrix.pkl')\n",
     "if os.path.exists(filename):\n",
     "    print('loading file...')\n",
@@ -577,7 +577,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 16,
    "id": "b8c53087-753a-4442-83cf-da261ff24aff",
    "metadata": {},
    "outputs": [],
@@ -599,7 +599,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 17,
    "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
    "metadata": {},
    "outputs": [
@@ -613,7 +613,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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kqRfVMIqhlpudU+1X6nJscu34QomIScAPgM2A7TOzW0/1I/j9xzJscHDwsImOQZIkLfOGE9apPHqYxVTgvHG2/03gNcBbM/PcJic4i4UkSZIm0iXVfqBeGBEbUOZPvoSFFBFHAO8EpmXmD5ueZ4IsSZKkCZOZlwNXAO+phkMM+x9gPvDjhWk3IvYBPgZ8NjO/2su5DrGQJElS30TEAdWPm1X73SJiG8rUcEdVZfsApwGnR8RJwObA3pS5ka+stbUmZaU9KKvqAewdEUPA9Zn53arefwOfB64C/h4Rb+sI65TMvG+kmE2QJUmS1E+HdNzeo9pfDxwFkJk/j4jXU6aQ+ypwO/CZLueu1aXso9X+XOC71c/PrvZPrpXVPYEyo0VXJsiSJEnqm8xsNOdcZp4KnDpGneuAMdvLzOks/LzMjkGWJEmS6kyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJElSX0TE1Ig4LCJ+GxH3RkRGxLYj1N0xIi6KiLkR8a+IOCgiRl3ULiK+XrV56gjH14yIL0bE9RHxQETcEBHfHytuV9KTJElSvzwV2Bf4J3AZ8KJulSJiB8oqer8BPgA8EzgQWKe63e2cZwHvBuaOcHwK8HtgCnAccAMwFXjpWEGbIEuSJKlfLgTWycxZEbETcMoI9b4AXAxsn5nzACLiHmC/iPhKZl7V5ZwvAycALxuhzcOBVYEtMnNWrfzQsYJ2iIUkSZL6IjPv7UhOHyUing48HThmODmufJ2Sq76hyzlvArYE9h+hzSnAO4AjquR8ckSs2DRuE2RJkiQ1EhFTImKTLtuUcTT7nGo/WC/MzJuAG2vHh2NYmdLjfHhm3jxCmy8GVgJujYizgPuB+yPijIh40lgBmSBLkiSpqWnAtV22aeNoc2q175bs3gxs0FH2cSAoSfJINq32xwIPAzsDHwO2An4TEWuMFpBjkCVJktTUDGBml/KhcbS5crV/oMuxucAqwzci4nGUi/72zMw5o7S5WrW/BXh1Zs6vzr8S+AXwTsoY5q5MkCVJktRIZg4xvmS4m+FEd6UuxybXjgMcAfwF+F7DNn84nBwDZOYvI+IuYGtMkCVJkrSYGh5aMZVHD7OYCpwHEBHPA94M7Ao8PiKG6ywPrBIRmwCzMvPeWju3drm/24C1RgvIMciSJEmaSJdU+4F6YURsAGxUO75xtT+RR45/3hB4ZfXzrlWdC6v9hh1tLkdJum8fLSB7kCVJkjRhMvPyiLgCeE9EfKs21dv/APOBH1e3/w/47y5NHEtJjj9HlUxn5hUR8Vdg14j4bGYOLybyFmAN4KzRYjJBliRJUt9ExAHVj5tV+90iYhtgKDOPqsr2AU4DTo+Ik4DNgb0pcyNfCVBN6XZql/ZnADdnZuexjwC/An4fEd+l9BxPoyxIcsJoMZsgS5IkqZ8O6bi9R7W/HjgKIDN/HhGvBw4CvkoZAvGZLuc2lplnRsRrgYMpq+rNpgzP2DczHxztXBNkSZIk9U1mxti1oOoBPnUh2t9klGO/Bn7da5tepCdJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJUo0JsiRJkvoiIl4QEWdHxOyIuDsiTo2IJ41xzuMj4v6IyIjYouPYOVV5t+2htuJ2oRBJkiS1LiK2BM4FrqOskLccsBdl6efnZOatI5z6BWD+CMcOBY7rKFsVOBo4Y7wxDzNBliRJUj98GrgXeEFm3gUQEScAVwL7AdM6T4iIbYEdgSOA/TuPZ+aZXc55W/Xjie2E7RALSZIk9cfWwBnDyTFAZt5M6VV+c2fliJgEfBk4CvhnD/ezC3Af8NNxRVtjgixJkqR+WAmY06X8fmBqREztKH8vsCFwSNM7iIh1gVcCp2bmfQsbaCeHWEiSJKmRiJgCTOlyaCgzhzrK/gG8MCKWy8z51fkrAs+vjm8A3FyVP4aSGB+UmUMR0TSkt1Dy2daGV4A9yJIkSWpuGnBtl21al7pfBzYDvhkRT4+IzYHjgeGe45VrdT8N3Ea52K4XuwC3A48amzwe9iBLkiSpqRnAzC7lQ50FmXl0RGwM7APsURUPAp+nXIA3G6BKnN8H7JiZDzcNJCKeCLwQOKqX85owQZYkSVIj1TCKoR7q7x8RXwCeAdydmX+JiM8CCVxdVfsscBHwt4jYpCpbp9pvEBGzMvOGLs3vUu1bHV4BJsiSJEnqo2oWiz/Uil4BXJCZ91a3Hwc8mzJUo9MvgFuB9bsc2wW4OjPPbzFcwARZkiRJi0hEvAXYEnhrrfjDwJodVV8GfAD4CPD3Lu08hzK+ufGMF70wQZYkSVLrIuJlwCcpK9zNoowX3h04MTN/MFwvM3/b5dwp1Y+/zcxLujS/a7VvfXgFmCBLkiSpP26gLBm9D7A6cBWlR/io8TQaEcsBOwMXZeY/xhtkNybIkiRJal1mXgW8aiHPnUn32TKo5lTeaKEDa8B5kCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJktQXEfHkiDgpIm6MiPsi4m8R8YmIWKk6vkpEvD8izoyImyPi3oi4KCLeFxGTRmhzy4j4RUTcFRGzI+LSiNi9zbhdSU+SJEmti4gNgQuAuynLS98JvBj4HPAMYDfgicBXgbOBLwH3ANsD3wC2BN7V0eYOwE+Bc4BPAQ8BTwE2bjN2E2RJkiT1w9uAKcA2mXl5VXZsRKwM7BwRewC3AM+sHQc4JiK+DewREZ/JzGsBImJNyvLT38jMD/UzcIdYSJIkqR/WqPa3dpTfQun5nZeZd3Qkx8NOqfZPq5XtQkm4DwSIiNUjItoLdwETZEmSJDUSEVMiYpMu25Qu1c+t9t+KiGdHxMYRsSuwO3B4Zs4f5a7Wr/Z31MpeAVwBvDoibqAMx7gzIg4babzywjJBliRJUlPTgGu7bNM6K2bmGZRxwq8ELgH+BZxASY4PHukOImLFqr2rgQtrhzaljDWeWW1voPQ07wt8caEfUReOQZYkSVJTMyjJaaehEepfS7mg7hRgFvAa4OCIuD0zjx7hnKOAzYAdOnqZVwPWAj6RmYdXZT+JiNWAvarxynfQAhNkSZIkNZKZQ4ycDD9CROwMHAM8JTNvqop/EhHLAV+IiJMy866Oc/YB9gT2y8zTO5qcU+2/31F+IvAmYCvglw0fyqgcYiFJkqR+2Au4sJYcDzsNWBV4dr2wmsv4cOBrmXlYl/ZurvadF/0N315rXNHWmCBLkiSpH9YDul08t0K1/89Ihoh4HXAc8GPggyO0NzweecOO8o2q/e0LF+ajmSBLkiSpH64EBiLiSR3lbwXmAZcBRMRLgB8AvwPeNsrsFj+q9v9ZPKSa5u3dwH3A+W0F7hhkSZIk9cMRwA7AHyNieCW911ZlR2fmbRHxeMqQiwROBt7UMbXxeZl5DUBmXhgRxwP7RcRjgYsoF/1tD3w8M+9pK3ATZEmSJLUuM38XES8CpgPvB9amzGqxHyV5BngCsGb189e6NPNO4Jra7T0p08W9o9quAd6Xmce0GbsJsiRJkvoiMy8AXj3K8XOAxqvhZeaDlLmVPzXu4EbhGGRJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiS1LiJmRkSOsm1Y1Ts0Iv4cEbMiYk5E/D0iDoqIVTva23aUtp7WZuyupCdJkqR+OAY4q6MsgKOB6zLz31XZ84Dzge8Cc4BnU5aj3i4itsvM7GhjBnBhR9lNLcZtgixJkqT2ZeafgD/VyyJiG2AV4MRavf/XeW5EXAN8kZI8D3YcPjczT2073jqHWEiSJGlR2QVI4Htj1Lu+2k/pdjAiVo+IvnX02oMsSZKkRiJiCt2T1qHMHBrj3BWANwPnZeZ1HccmAWsBKwKbA58B7ubRvcdQhmKsBjwcEb8FPpqZf+nlcYzFHmRJkiQ1NQ24tss2rcG52wNrUxteUbMZcDvwb+B0yljl13Uk3Q8CJwMfAl4HHAxsBfwhIp7S8yMZhT3IkiRJamoGMLNL+VCDc3cBHgJ+2OXYtcArgVWBF1Q/r16vkJnnAefVik6LiJ9RepkPAnZtEEMjJsiSJElqpOrRHer1vIhYjdLre3pmzurS7n0smPHipxFxcbV/bmZeOko8l0bEWcDLe41pNA6xkCRJUr/tRMfsFWM4FZgP7Nyg7g3AYxYqqhGYIEuSJKnfdgVmA6c1rL8iMAlYs0HdJ1LGL7fGBFmSJEl9ExHrAq8ATsnM+zuOrRERK3U57V2UC/UurNVdt0vb2wDbUS7sa41jkCVJktRPb6HknN2GVzwX+H5EnARcWdXbBngjcBFwQq3uSRFxP+VCvTso08G9p/p5epsBmyBLkiSpn3YFbuPRy04D/BP4JfAaYE/KsIqrgUOBwzPzgVrdU6u2PgqsUbX5PWB6Zv6rzYBNkCVJktQ3mfnCUY7dSBlO0aSdrwBfaSuu0TgGWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIk9U1EbBkRv4iIuyJidkRcGhG7V8fWjoh9IuL3EXF7RAxFxJ8i4k2jtLd9RJwTEfdU2/9FxKvbjNkEWZIkSX0RETsAfwRWAD5FWQXvLGDjqsoLKavmzQI+A+wPzAF+GBGf6tLensCvKMtL7wPsBwwCG7UZtyvpSZIkqXURsSYwE/hGZn5ohGqXA0/OzOtr532dkkTvFxFfyMw5VfkTKCvpfTQzj+xn7PYgS5IkqR92AaYABwJExOoREfUKmXltPTmuyhI4FVgZ2KR26H3AXcCXo1i9X4GbIEuSJKkfXgFcAbw6Im4A7gHujIjDImLSGOeuX+3v6Gjvz8AHgduBeyLiloj4SMtxO8RCkiRJzUTEFEqvcKehzBzqKNuUMtZ4JvB54GLgtcC+wGRg2gj38Rjg3cA5mXl7R3uPB14OHAxcC+wGfDEi5mfmjN4fUXf2IEuSJKmpaZTEtHOb1qXuasBawIGZ+anM/Elm7gH8CNgrItbpPCEilgNOBNak9BR3trc28K7MPCIzTwZ2Ai4A9m/QK92YCbIkSZKamgE8ocs2o0vdOdX++x3lJ1JmtdiqyzlfBbYH3pmZf+nS3kPAycMF1Xjl7wHrAE9t/jBG5xALSZIkNVINoxhqWP1m4BnArR3lw7fXqhdGxEHAXsA+mdmZVA+3t1pmzmvS3njYgyxJkqR+uLDab9hRPjxn8X/GF0fE+4HpwJGZ+YVR2ls3IlYcq73xMkGWJElSP/yo2r9ruKCa5u3dwH3A+VXZWyjzG59IWUhktPYmAe+otbdCdft64Kq2AneIhSRJklqXmRdGxPGUBT8eC1wEvIYyxvjjmXlPRGwFHE9ZSe9sYNeOqZLPzMzhIRQ/Ac4FvhYRT6NcHLgzZRjHztV45FaYIEuSJKlf9gT+RenlfQdwDfC+zDymOv50YEVgXeDbXc7fjmqMcWZmROwIfBZ4G2W6ucuBN2TmKW0GbYIsSZKkvsjMB4FPVVu34zMp8yQ3be8eYO9q6xvHIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJKl1EbFtROQI29Nq9Q6NiD9HxKyImBMRf4+IgyJi1Y72pkbEYRHx24i4t2pn237E7kp6kiRJ6qcZwIUdZTfVfn4ecD7wXWAO8GxgP2C7iNguM7Oq91RgX+CfwGXAi/oVsAmyJEmS+unczDx1pIOZ+f86yyLiGuCLlOR5sCq+EFgnM2dFxE7AKe2HWpggS5Ikqa8iYnVgTmY+3PCU66v9lOGCzLy37bhG4hhkSZIk9dN3gXuAORFxRkQ8s7NCREyKiHUiYoOIeBXwGeBuFvQeL1L2IEuSJKmRiJhCrVe3ZigzhzrKHgROBn4F3AE8C/gY8IeI2DIzr6zV3Qz4S+32P4DXdWlzkTBBliRJUlPTgIO6lB8MTK8XZOZ5wHm1otMi4meUXuGDgF1rx64FXgmsCryg+nn1toLulQmyJEmSmpoBzOxSPtTk5My8NCLOAl7eUX4fcFZ186cRcXG1f25mXrrQ0S4kE2RJkiQ1Ug15GBpnMzfQkSB3cSowH9gZWOQJshfpSZIkaVF6InD7GHVWBCYBa/Y/nEczQZYkSVLrImLdLmXbANsBp1e314iIlbqc/i4gePQCI4uEQywkSZLUDydFxP2UC/XuADYH3lP9PL2q81zg+xFxEnAlJTfdBngjcBFwQr3BiDig+nGzar9blXQPZeZRbQVugixJkqR+OJUyU8VHgTWA24DvAdMz819VnX8CvwReA+xJGVZxNXAocHhmPtDR5iEdt/eo9tcDJsiSJElafGXmV4CvjFHnRspwiqZtxnjjasIxyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVokIuLjEZERcUlH+aER8eeImBURcyLi7xFxUESs2lFvZnX+SNuGbcTpSnqSJEnqu4hYHzgAuK/L4ecB5wPfBeYAzwb2A7aLiO0yM6t6xwBndTYNHA1cl5n/biNWE2RJkiQtCocBg5QRDFPqBzLz/3VWjohrgC9SkufBqt6fgD911NsGWAU4sa1AHWIhSZKkvoqIrYC3AR/p4bTrq/2UMertAiTwvd4j684eZEmSJDUSEVPonrAOZebQCOcE8FXgfzPzknKza71JwFrAisDmwGeAu6l6j0c4ZwXgzcB5mXldw4cxJnuQJUmS1NQ04Nou27RRznk78HTK+OPRbAbcDvwbOJ0ytvh1IyXele2BtWlxeAXYgyxJkqTmZgAzu5QPdascEatTxh4flpk3j9H2tcArgVWBF1Q/rz7GObsADwE/HKNeT0yQJUmS1EjVmzvUwykHAA8CX2rQ9n0smKHipxFxcbV/bmZe2lk/IlYDXgecnpmzeohpTA6xkCRJUusiYipl6MXXgPUiYpOI2ASYDKxY3V5rlCZOBeYDO49wfCdanr1imAmyJEmS+mE9ygV3h/PI8crPp4w3vhbYd5TzVwQmAWuOcHxXYDZwWkvx/odDLCRJktQP1wL/3aX8M5Rxxh8GroyINYAHMvOBjnrvolyod2FnAxGxLvAK4PuZeX+rUWOCLEmSpD7IzLspwyQeISKmAQ9n5qnV7W2B70fEScCVlPx0G+CNwEXACV2af0tVr/XhFWCCLEmSpIn1T+CXwGuAPSnDKq4GDgUO79KzDGV4xW08etnpVpggS5IkaZHJzG07bt9IGU7RSxsvbDOmTl6kJ0mSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSpNZFxEBEnBIR10fEnIi4JSJ+HREv6qj3log4ISKujIiMiHNGafPVEXF+1d6siDg+Ih7bduyupCdJkqR+eBIl1/wmcDMwhbJE9O8iYofMPLOq9z/A84BBYO2RGouInYCfVPX2BdYAPgQ8NyK2zMw5bQVugixJkqTWZeZJwEn1soj4BnANJbEdTpB3A27KzHkRcckoTX4OuBLYOjMfqtr7GXAR8F5gRluxO8RCkiRJi0Rm3g/cTulNHi67ITPnjXZeRDwGeBrwk+HkuDr3UuDvwFvajNMeZEmSJDUSEVOoJbc1Q5k5NMI5qwMrUYZPvAPYHPh0j3e9UrXvNozifuDZEbFcZs7vsd2u7EGWJElSU9OAa7ts00Y55zuUXuMrgI8CRwOf7fF+bwWGgK3rhRGxNvB0YGVgrR7bHJE9yJIkSWpqBjCzS/nQKOccDBwDbEQZb7wSsALwQNM7zcz5EXEMsG9EHFrFsAbweWDFqtrKTdsbiwmyJEmSGqmGUQz1eM5fgL8ARMQJlFkoZgJv7PHuDwTWAT4BfLIqOwP4FvA+YHaP7Y3IIRaSJElaJKoL7H4KvD4ieurxzcwHM/PdwAbAS4CnZub2wJrAHSONgV4Y9iBLkiRpUVoZCGB1ul90N6rMvJUyJpmImARsC5zdYnz2IEuSJKl9EbFul7I1gDcBN2TmbS3czceA9YEvt9DWf9iDLEmSpH44KSLmAucBtwAbA++kXKy383CliHgJZcgEwHrAmhFxQHX7tMy8rKr3DmAn4HfAfcArKMn2ZzPzT20GboIsSZKkfjgBeDvwQcoUbEPA+cBumXlurd7LgIM6zj2k2t8IXFb9fCVlLuUDKTNhXF61dULbgZsgS5IkqXWZ+W3g2w3qTQemN6j3Jxb0NPeVY5AlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSVLrImLLiPhaRPwtIu6LiH9FxA8iYtNanVUi4v0RcWZE3BwR90bERRHxvoiY1NHethGRI2xPazN2FwqRJElSP+wLbA38iLIa3vrA3sDFEbFVZv4deCLwVeBs4EvAPcD2wDeALYF3dWl3BnBhR9lNbQZugixJkqR++BKwS2Y+OFwQEScBf6Ekz7sDtwDPzMzLa+cdExHfBvaIiM9k5rUd7Z6bmaf2M3CHWEiSJKl1mXlePTmuyq4CLgc2q27f0ZEcDzul2ncdOhERq0dE3zp6TZAlSZK0SEREAOsBd4xRdf1q363edylDMeZExBkR8cwWQwQcYiFJkqSGImIKMKXLoaHMHGrQxK7AhsD+o9zHisA04GoeOdb4QeBk4FeUxPlZwMeAP0TElpl5ZYP7b8QEWZIkSU1NAw7qUn4wMH20E6uZJr4G/IHSCzySoyhDMHbIzPnDhZl5HnBerd5pEfEzYLCKadexw2/GBFmSJElNzQBmdikfGu2kiFgf+AVwF/CmeuLbUW8fYE9gv8w8faxgMvPSiDgLePlYdXthgixJkqRGqmEUQ72cExFrUoZFrAlsnZm3jFBvd+Bw4GuZeVgPd3EDJsiSJElaEkTEZOBnwFOAl2fmP0ao9zrgOODHwAd7vJsnArePJ85OzmIhSZKk1lUr4Z0EvJAyrOL8Eeq9BPgB8DvgbaMMv1i3S9k2wHbAmMMxemEPsiRJkvrhi8COlB7kx0TE22rHZmfmqRHxeOA0ICkzVLypzAT3H+dl5jXVzydFxP2UC/XuADYH3lP9PL3NwE2QJUmS1A9bVPv/qra664FTgSdQxiZDmeGi0zuB4QT5VMpMFR8F1gBuA74HTM/Mf7UUM2CCLEmSpD7IzG0b1DkHiLHqVXW/AnxlfFE14xhkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIk9UVETI2IwyLitxFxb0RkRGzbUWftiNgnIn4fEbdHxFBE/Cki3tSlve0j4lcR8e+ImBsRN0bEyRHxjDbjNkGWJElSvzwV2BfYCLhshDovBA4FZgGfAfYH5gA/jIhPddR9OjAb+CqwF/B1ypLWF0TE5m0F7VLTkiRJ6pcLgXUyc1ZE7ASc0qXO5cCTM/P64YKI+DpwFrBfRHwhM+cAZOaRwJH1kyPiOODfwPuAvdsI2h5kSZIk9UVm3puZs8aoc209Oa7KEjgVWBnYZIy7uR24H5iy0IF2sAdZkiRJjUTEFLonokOZOdTy3a1f7e/oEseawIpVnWnAGsDZbd2xPciSJElqahpwbZdtWpt3EhGPAd4NnJOZt3epcjZwG2Vc85uBQ4CZbd2/PciSJElqagbdE9Ghtu4gIpYDTgTWBD44QrW9KD3ZTwR2B1ah5LUPtRGDCbIkSZIaqYZRDPX5br4KbA/smpl/GSGOC4Z/jogfAH+rbn6sjQAcYiFJkqTFQkQcROkd/nhmfr/JOVXSfhawa1txmCBLkiRpwkXE+4HpwJGZ+YUeT1+ZMiSjFSbIkiRJmlAR8RbgK5Sxxx8dpd66XcoeB7ySMudyKxyDLEmSpL6JiAOqHzer9rtFxDaUqeGOioitgOMpK+mdDewaEfUmzszMW6ufz4uISyjJ8CxgU+BdwGRgv7ZiNkGWJElSPx3ScXuPan89cBRl+egVgXWBb3c5fztgOEH+JvB64GWUuY/voCTVn83MS9sK2ARZkiRJfZOZMcbxmTScwzgzPw98fvxRjc4xyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSWpdRAxExCkRcX1EzImIWyLi1xHxoi51XxQRf4iI+6t6X46IVSYibnAlPUmSJPXHkyi55jeBm4EpwK7A7yJih8w8EyAitqAsF3058BFgI+BjwBOB/1rkUWOCLEmSpD7IzJOAk+plEfEN4BrgQ8CZVfFngVnAtpk5u6p3HfDNiHhZZv5mkQVdcYiFJEmSFonMvB+4ndKbTESsAbwSOH44Oa4cD8wG3ryoYwR7kCVJktRQREyhSm47DGXm0AjnrA6sBKwNvAPYHPh0dfiZlHx0sH5OZj4YEZcAz2kh7J7ZgyxJkqSmpgHXdtmmjXLOdyi9xlcAHwWOpgyrAJha7W/uct7NwAbjDXhh2IMsSZKkpmYAM7uUD41yzsHAMZSL73aj9CavADwArFzVeaDLeXNrxxcpE2RJkiQ1Ug2jGOrxnL8AfwGIiBMowylmAm8E5lTVVupy6uTa8UXKIRaSJElaJDLzIeCnwOsjYmUWDK2Y2qX6VOCmRRVbnQmyJEmSFqWVgQBWB/4KPAwM1CtExIrAFsAlizg2wARZkiRJfRAR63YpWwN4E3BDZt6WmXcDZwG7RcRqtaq7AasBP1okwXZwDLIkSZL64aSImAucB9wCbAy8k3Kx3s61evtXdc6JiOOq4x8FfpWZZy3akAsTZEmSJPXDCcDbgQ8Ca1Eu7jsf2C0zzx2ulJkXRcQrgMOBI4F7KMtT77eoAx5mgrwUGhgY+ATlys9GBgcHp7d131c+/tyxKzV198taa+qqE97HOquv2Fp7ktq31uu+woprrjXRYSyRbj1+t4kO4T/mPjQfgFmz75+wGFZdqaQ3i9Pn/uQVJk10CItcZn4b+HbDun8Atu5vRM0tMwlyr0njEm4DRr7qc7RjS63F6UNS0gjuv5sHb7pyoqNYQi0+CfLw562fu1qSLTMJMjC5zZ7SJdUy9o+CJElSz5alBFnA4ODgYRMdgyRJ0uLMad4kSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZLUFxExNSIOi4jfRsS9EZERse0IdXeMiIsiYm5E/CsiDoqI5TvqvDwivhMRV0bE/RFxdUQcGxHrj9DmmhHxxYi4PiIeiIgbIuL7Y8XtLBaSJEnql6cC+wL/BC4DXtStUkTsAJwK/Ab4APBM4EBgner2sMOBxwA/Aq4CngjsDbw2IrbIzNtqbU4Bfg9MAY4DbgCmAi8dK2gTZEmSJPXLhcA6mTkrInYCThmh3heAi4HtM3MeQETcA+wXEV/JzKuqeh8B/pCZ84dPjIhfA+cCewHTa20eDqwKbJGZs2rlh44VtEMsJEmS1BeZeW9HcvooEfF04OnAMcPJceXrlFz1DbX2fldPjofLgDuBzWptTgHeARxRJeeTI6Lx8o4myJIkSZpIz6n2g/XCzLwJuLF2vKuIWA1YDbijVvxiYCXg1og4C7gfuD8izoiIJ40VkEMsJEmS1EjVMzuly6GhzBxayGanVvubuxy7GdhgjPOnASsCP6yVbVrtj6Uk3jtX7UwHfhMRz8zMe0Zq0B5kSZIkNTUNuLbLNm0cba5c7R/ocmxu7fijRMRLgIOA72fmubVDq1X7W4BXZ+YPM3MGsAvwOOCdowVkD7IkSZKamgHM7FI+NI4251T7lbocm1w7/ggR8TTKRX+XAnuO0OYP62OWM/OXEXEXsDXw5ZECMkGWJElSI9UwiqGWmx0eWjGVRw+zmAqc13lCRGwMnFHF8prMvG+ENm/tcn+3AWuNFpBDLCRJkjSRLqn2A/XCiNgA2Kh2fLh8bUpyvBJlWrhuSfCF1X7DjnOXoyTdt48WkAmyJEmSJkxmXg5cAbwnIibVDv0PMB/48XBBRKwK/JKS+L46M/85QptXAH8Fdo2IybVDbwHWAM4aLSaHWEiSJKlvIuKA6sfheYp3i4htKDNfHFWV7QOcBpweEScBm1NWyDsmM6+sNXcisBXwbWCziNisduzWzDyzdvsjwK+A30fEdyk9x9MoC5KcMFrMJsiSJEnqp0M6bu9R7a8HjgLIzJ9HxOspM1J8lTIE4jNdzt2i1sYeHcfOBf6TIGfmmRHxWuBgyqp6sykJ9r6Z+eBoAZsgS5IkqW8yMxrWOxU4dYw6m/R4378Gft3LOeAYZEmSJOkRTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSVLfRMSWEfGLiLgrImZHxKURsXt1bNuIyFG2/bu0t31EnBMR91Tb/0XEq9uM2ZX0JEmS1BcRsQPwU+Ac4FPAQ8BTgI2rKn8Hduty6m7Aq4AzOtrbEzgG+AmwDyWXfTqwUZtxmyBLkiSpdRGxJjAT+EZmfqhbncy8FTihy7kHAVdl5p9rZU8AvgJ8NDOP7EvQFYdYSJIkqR92AaYABwJExOoREWOdFBFbAZsCJ3Yceh9wF/DlKFZvN9wFTJAlSZLUD68ArgBeHRE3APcAd0bEYRExaZTzdq32nQnyK4A/Ax8EbgfuiYhbIuIjLcftEAtJkiQ1ExFTKL3CnYYyc6ijbFPKWOOZwOeBi4HXAvsCk4FpXdqfBLwFuCAz/9mlvccDLwcOBq6ljFX+YkTMz8wZvT+i7uxBliRJUlPTKIlp5zatS93VgLWAAzPzU5n5k8zcA/gRsFdErNPlnJcD6/Ho3uPh9tYG3pWZR2TmycBOwAXA/mP0SvfEBFmSJElNzQCe0GWb0aXunGr//Y7yE4EVgK26nLMrMA84aYT2HgJOHi7IzAS+B6wDPLXZQxibQywkSZLUSDWMYqhh9ZuBZwC3dpQP316rXhgRKwP/DZxVzW7Rrb3VMnNek/bGwx5kSZIk9cOF1X7DjvLhOYtv7yjfEVid7sMrhttbNyJWbNjeQjNBliRJUj/8qNq/a7igmubt3cB9wPkd9XcB7gdOGaW9ScA7au2tUN2+HriqlahxiIUkSZL6IDMvjIjjgf0i4rHARcBrgO2Bj2fmPcN1I+IxwA7AjzNz9ghN/gQ4F/haRDyNcnHgzpRhHDtX45FbYYIsSZKkftkT+Bell/cdwDXA+zLzmI56b6JcuPe9kRrKzIyIHYHPAm+jTDd3OfCGzByp13mhmCBLkiSpLzLzQeBT1TZavWOAzqS5W717gL2rrW8cgyxJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkqTWRcRARJwSEddHxJyIuCUifh0RL6rV2SQicpTtm7W6W0bE1yLibxFxX0T8KyJ+EBGbth27K+lJkiSpH55EyTW/CdxMWRp6V+B3EbFDZp4J3A7s1uXc/1fVPaNWti+wNfAj4DJgfcqKehdHxFaZ+fe2AjdBliRJUusy8yTgpHpZRHwDuAb4EHBmZt4HnNB5bkTsDtwD/KxW/CVgl2r56uF6JwF/oSTPu7cVu0MsJEmStEhk5v2UXuMpI9WJiKnAdsBPMnNu7dzz6slxVXYVcDmwWZtx2oMsSZKkRiJiCt2T26HMHBrhnNWBlYC1gXcAmwOfHuVudqZ04p7YIJ4A1gMuHatuL+xBliRJUlPTgGu7bNNGOec7lF7jK4CPAkcDnx2l/q6UMcu/aRDPrsCGwA8b1G3MHmRJkiQ1NQOY2aV8aJRzDgaOATaiXJC3ErAC8EBnxYh4CvA84MjMnD9aIBHxNOBrwB+A744ZeQ9MkCVJktRINYxiqMdz/kK5kI6IOAEYpCTZb+xSfddqP+rwiohYH/gFcBfwprGS6V4tbII8d2BgYHqbgSwCm0x0AJIkScuyzHwoIn4KHBARK2fmnI4quwD/yMwLR2ojItYEfgWsCWydmbe0HedCJciDg4OHtR1Ivy2BCb0kSdLSaGUggNWB/yTIEfF8YFPgwJFOjIjJlKnfngK8PDP/0Y8AvUhPkiRJrYuIdbuUrQG8CbghM2/rOLxLtf/eCO1Nosyr/ELKsIrzWwz3ERyDLEmSpH44KSLmAucBtwAbA++kXKy3c71ilfy+BTg/M68eob0vAjtSepAfExFvqx2bnZmnthW4CbIkSZL64QTg7cAHgbUoF/edD+yWmed21H0FZT7jQ0dpb4tq/1/VVnc9cOq4oq0xQZYkSVLrMvPbwLcb1j2dMi55tDrbthBWI45BliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJUl9ExNSIOCwifhsR90ZERsS2I9TdMSIuioi5EfGviDgoIpbvqHNO1Ua37aG24nYlPUmSJPXLU4F9gX8ClwEv6lYpInagLBX9G+ADwDOBA4F1qtvDDgWO6zh9VeBo4Iy2gjZBliRJUr9cCKyTmbMiYifglBHqfQG4GNg+M+cBRMQ9wH4R8ZXMvAogM8/sPDEi3lb9eGJbQTvEQpIkSX2Rmfdm5qzR6kTE04GnA8cMJ8eVr1Ny1TeMcTe7APcBPx1PrHX2IEuSJKmRiJgCTOlyaCgzhxay2edU+8F6YWbeFBE31o53i2dd4JXASZl530Le/6PYgyxJkqSmpgHXdtmmjaPNqdX+5i7HbgY2GOXct1A6fFsbXgH2IEuSJKm5GcDMLuVD42hz5Wr/QJdjc4FVRjl3F+B24FFjk8fDBFmSJEmNVMMohlpudk61X6nLscm1448QEU8EXggclZkPtxmQQywkSZI0kYaHVkztcmwqcNMI5+1S7VsdXgEmyJIkSZpYl1T7gXphRGwAbFQ73mkX4OrMPL/tgBxioVY99q3fbbG1l7XYlqTF3V1nfmqiQ1hirbXl3mz19rdOdBgAnP6BrSc6BGbPLd+2rzbZNKcXJ19645h13va8jVq/38y8PCKuAN4TEd+qTfX2P8B84Med50TEc4DNgENaDwgT5J4NDAx8gjIeZnGxASN/9dDI4ODg9HZCkSRNhK3e/lYuOP77Ex1GsRgkyCbGC+eNz24/+QWIiAOqHzer9rtFxDaUqeGOqsr2AU4DTo+Ik4DNgb0pcyNf2aXZXat968MrwAR5YUxenBLKxTBhlyRJquvs5d2j2l8PHAWQmT+PiNcDBwFfpcxM8Zku5xIRywE7Axdl5j/6EbAJ8hJucHDwsImOQZIkaSSZGQ3rnQqc2qDefMrY5L7xIj1JkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJktS6iJgZETnKtmFErBIR74+IMyPi5oi4NyIuioj3RcSkjvamRsRhEfHbql5GxLb9iN2FQiRJktQPxwBndZQFcDRwXWb+OyI2p6ycdzbwJeAeYHvgG8CWwLtq5z4V2Bf4J3AZ8KJ+BW6CLEmSpNZl5p+AP9XLImIbYBXgxKroFuCZmXl5rdoxEfFtYI+I+ExmXluVXwisk5mzImIn4JR+xe4QC0mSJC0quwAJfA8gM+/oSI6HDSe/TxsuyMx7M3NW/0M0QZYkSdIiEBErAG8GzsvM68aovn61v6OvQY3AIRaSJElqJCKmAFO6HBrKzKExTt8eWJsFwytGuo8VgWnA1ZRhFYucPciSJElqahpwbZdtWoNzdwEeAn44Rr2jgM2A92fm/IUNdDzsQZYkSVJTM4CZXcqHRjspIlYDXgecPto44ojYB9gT2C8zT1/oKMfJBFmSJEmNVMMohhbi1J145OwVjxIRuwOHA1/LzMMW4j5a4xALSZIk9duuwGzgtG4HI+J1wHHAj4EPLsK4ujJBliRJUt9ExLrAK4BTMvP+LsdfAvwA+B3wtokad1znEAtJkiT101soOeejhldExOMpvcoJnAy8KSLqVc7LzGtq9Q+oftys2u9WLT4ylJlHtRWwCbIkSZL6aVfgNh697DTAE4A1q5+/1uX4O4FrarcP6Ti+R7W/njL7RStMkCVJktQ3mfnCUY6dA8RIx7vUb1x3PByDLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSpL6IiCdHxEkRcWNE3BcRf4uIT0TESrU6K0XEoRFxXUQ8EBFXRsQHo2PN6YjYPSJyhG1ym3G7kp4kSZJaFxEbAhcAd1OWgb4TeDHwOeAZwG5V1R8AOwLfAi4CXgB8GZgCfLpL0/sD/+ooe7DN2E2QJUmS1A9voyS522Tm5VXZsRGxMrBzROwBPBfYCTgoM4eT4aMj4g7gkxFxbGbe0tHuLzPzkn4GviwlyHMHBgamt9DOJi20IUmStLRbo9rf2lF+C/AQMA/Yuir7QUedHwAfBV4HHNPZcESsAczOzPmtRVuzzCTIg4ODh7XRTktJdrd2PwG0On6mqcHBwelttbX+CY96Dy+8o9tr6vo77mft1VZsr0FJrVtt8jLzJ6l1p39ga/jA1mNXXATW2nLv8sOU9SY2EOCuMz810SEs684FPgl8KyIOpAyxeAmwO3B4Zs6vjUWe03Hu/dX+uV3a/T2wGjA3In4BfCQzO4dcjIufRouPyW0mqp0mMgGXJElLh4iYQhk20WkoM4fqBZl5RkR8ipIk71g7dGBmHlL9/I9qvzWP7EV+cbXfoFZ2H/Ad4BzgXuD5wDTg+RHxnMy8o7dHMzIT5GXHfxLwKll+InDThEa0CK260vL2TkmLudlzH/b3dGkw3HM81Pmt+gTEoH6YBhzUpfxgYHqX8mspCe0pwCzgNcDBEXF7Zh4N/BK4HjgyIuYCF1MS30OBh4GVhxvKzB8BP6q1fUpE/A74BfBhysV7rfCTaNk0GbgGe5QlSVJvZgAzu5QPdRZExM6U8cNPyczhTrmfRMRywBci4qTMvCsiXgP8kJJEAzwAfJyS8M4eLZjM/GVEXAG8HBNkjVdbY7IlSdKyoxpGMdSw+l7AhbXkeNhplHHIzwbOyczLI2Jz4OnAWsDfKGOSjwSuanA/N9DyJAomyOPQ8rjeTVpqR5IkaXGwHnB7l/IVqv1/8tDMTGB4Kjgi4tWUBe3ObnA/T+TRM2WMiwny+LR2YV2/ZseQJEmaIFcCr4yIJ2Xm1bXyt1KmeLus20nVPMmHUHqSz6yVr5uZt3fU3QV4EnB8m4GbIEuSJKkfjgB2AP4YEcMr6b22Kjs6M28DiIgfU4ZJ/A1YE3gnsBGwbWbOq7V3XkRcSFlt7x5gK+AdlET8y20GboIsSZKk1mXm7yLiRZTZLd4PrE2Z1WI/SvI8bJCS6L6XMv/x2cB/Z+Y/eKSTKAn2/wNWAf5NWcL64My8u83YTZAlSZLUF5l5AfDqMep8Dvhcg7YOAA5oKbRRmSAvPtpaCnskm/SxbUmSpKWGCfJiot/TrnkRoCRJUjPLTXQAkiRJ0uLEBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJElS6yJiICJOiYjrI2JORNwSEb+uVtfrrPuiiPhDRNxf1ftyRKzSpd4LIuLsiJgdEXdHxKkR8aS2Y3ce5GVHfSGSTSYwDkmStGx4EiXX/CZwMzAF2BX4XUTskJlnAkTEFpTlpS8HPgJsBHwMeCLwX8ONRcSWwLnAdcBBlI7evYDfR8RzMvPWtgI3QV5G1BcicdEQSZLUb5l5EnBSvSwivgFcA3wIOLMq/iwwC9g2M2dX9a4DvhkRL8vM31T1Pg3cC7wgM++q6p0AXAnsB0xrK3aHWEiSJGmRyMz7gdspvclExBrAK4Hjh5PjyvHAbODNtbKtgTOGk+OqvZspvcr1euNmD7IkSZIaiYgpVMlth6HMHBrhnNWBlYC1gXcAm1N6gwGeSclHB+vnZOaDEXEJ8Jxa8UrAnC53cT8wNSKmVgnzuNmDLEmSpKamAdd22aaNcs53KL3GVwAfBY6mDKsAmFrtuyW2NwMb1G7/A3hhRPwnf42IFYHnVzfrdcfFHmRJkiQ1NQOY2aV8aJRzDgaOoVx8txulJ3gF4AFg5arOA13Om1s7DvB14BuUsclfpHT0HsCCJHtlWmKCLEmSpEaqYRRDPZ7zF+Av8J+L6gYpSfYbWTBkYqUup06uHSczj46IjYF9gD2q4kHg88D+lDHLrXCIhSRJkhaJzHwI+Cnw+ohYmQVDK6Z2qT4VuKnj/P2B9YAXA8/KzC0p+WwCV7cVpwmyJEmSFqWVgQBWB/4KPAwM1CtUY4u3AC7pPDkz78rMP1Q90wCvAC7IzHvbCtAEWZIkSa2LiHW7lK0BvAm4ITNvy8y7gbOA3SJitVrV3YDVgB+NcR9vAbakjI1ujWOQJUmS1A8nRcRc4DzgFmBj4J2Ui/V2rtXbv6pzTkQcVx3/KPCrzDxruFJEvAz4JHAGZWGRFwK7Aydm5g/aDNwEWZIkSf1wAvB24IPAWpSL+84HdsvMc4crZeZFEfEK4HDgSOAeyvLU+3W0dwMwn3KR3urAVZSlqY9qO3ATZEmSJLUuM78NfLth3T9QVsobrc5VwKtaCG1MjkGWJEmSauxB7t3cgYGB6dXPm0xgHJIkSeoDE+QeDQ4OHjb8cy1RliRJ0lLCBHnZNHdgYOBYqsm3BwcHp09sOJIEq032T9LCmj334cXv+Zuy3sTd99CtE3ffS7DZcx8es87k1Raz91mfOAZ5GVT1gl8z0XFIkiQtjpaNfwMWoYGBgU9Q1g5fJt3y52NbbG3v1lpaZ/UVW2tLkhY3i1Pv8V1nfmqiQ/iPtbZs7+/ISO76c+szjE2Yxel9NNF8Jto32SELkiRJSy6HWEiSJEk1JsiSJElqXUTMjIgcZduwqndoRPw5ImZFxJyI+HtEHBQRq3Zp8wURcXZEzI6IuyPi1Ih4UtuxO8RCkiRJ/XAMcFZHWQBHA9dl5r+rsudRlqD+LjAHeDZlmentImK7zEyAiNgSOBe4DjiI0tG7F/D7iHhOZrY2fYkJsiRJklqXmX8C/lQvi4htgFWAE2v1/l/nuRFxDfBFSvI8WBV/GrgXeEFm3lXVOwG4kpJQT2srdodYSJIkaVHZBUjge2PUu77aT6mVbQ2cMZwcA2TmzZRe5Te3GKM9yJIkSWomIqbwyKR12FBmDo1x7gqURPa8zLyu49gkYC1gRWBz4DPA3SzoPQZYiTIEo9P9wNSImFolzONmD7IkSZKamgZc22Wb1uDc7YG1qQ2vqNkMuB34N3A6Zazy6zqS7n8AL4yI/+SvEbEi8Pzq5gbNH8bo7EGWJElSUzOAmV3KhxqcuwvwEPDDLseuBV4JrAq8oPp59Y46Xwe+AXwzIr5I6eg9AJhaHV+5QQyNmCBLkiSpkapHd6jX8yJiNeB1wOmZOatLu/exYMaLn0bExdX+uZl5aVXn6IjYGNgH2KOqOwh8HtgfmN1rXCNxiIUkSZL6bSc6Zq8Yw6nAfGDnemFm7g+sB7wYeFZmbknJZxO4uqVY7UGWJElS3+1K6eE9rWH9FYFJwJqdB6pZLP5QK3oFcEFm3jveIIeZIEuSJKlvImJdShL7/cy8v+PYGsADmflAx2nvolyod+EYbb8F2BJ4a3sRmyBLkiSpv95CyTm7Da94LvD9iDiJsuDH8sA2wBuBi4AThitGxMuATwJnALOAFwK7Aydm5g/aDNgEWZIkSf20K3Abj152GuCfwC+B1wB7UoZVXA0cChze0bN8A2Vc8j6UGS6uAj4CHNV2wCbIkiRJ6pvMfOEox26kDKdo0s5VwKvaims0zmIhSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKN8yCPz9yBgYHpHWWbTEAckiRJi52IeDLwGWBrYC3geuB44Mj6IiARsRLwcWA34PHAncD5wB6ZeVdV5+XA26q2NgJuBs4GDszMW9qM2wR5HAYHBw/rLOuSMEuSJC1zImJD4ALgbspqd3cCLwY+BzyDkgwTESsCvwKeDRxLWSFvHUoivApwV9Xk4cBjgB9VdZ4I7A28NiK2yMzb2ordBFmtmvW1c9tr7Ki922tLkrTMuevPra9A/Chrbdnwb9Uqay5U+3ede+hCnbcw/nHTvTx1g9XbbPJtwBRgm8y8vCo7NiJWBnaOiD0y8yHgo8BzgOdl5jWjtPcR4A+ZOX+4ICJ+DZwL7AVMbytwE+Rl1MDAwCeAyQCDg4PTJzYaSZK0FFqj2t/aUX4L8BAwLyKWAz4AHJuZ11S9yctl5tzOxjLzd93KIuJOYLM2A/civWXX5MHBwekmx5IkqU+Gv1b+VkQ8OyI2johdgd2Bw6ue4GcAU4F/RsTJwP3AnIg4PyKeN9YdRMRqwGrAHW0Gbg+yJEmSGomIKZRhE52GMnOoXpCZZ0TEp4BPAjvWDh2YmYdUP29a7T8HXAO8A1gVOBD4TUQ8KzOvHyWkacCKwA97eiBjMEGWJElSU9OAg7qUH0z3McDXAucApwCzgNcAB0fE7Zl5NKX3FyCBl2XmbICIOA+4rLq/D3cLJCJeUsXy/cxs8SIoE2RJkiQ1NwOY2aV8qLMgInYGjgGekpk3VcU/qcYdfyEiTgLmVOU/G06OATLzrxFxKWUmi0eJiKdRku5LgT0X6pGMwgRZkiRJjVTDKIYaVt8LuLCWHA87jTIO+dmUuYzh0RfyDZc9qbMwIjYGzqjieE1m3tcwnsZMkPusPlvEYmaTiQ5AkiQt1dYDbu9SvkK1Xx64iDKjxYZd6m3UeX5ErE1JjleiDMnolliPmwly/01eHGeKcEETSZLUZ1cCr4yIJ2Xm1bXytwLzgMsy856IOB14XUSsk5l3AETECykzXAxfzEdErAr8kpJMb5eZ/+xX4CbIkiRJ6ocjgB2AP0bE8Ep6r63Kjq6tfLcf8H/AeRFxNGUWiw8DN1DGPA87EdgK+DawWUTU5z6+NTPPbCtwE2RJkiS1rlrE40WU2S3eD6xNmdViP0ryPFzvrxGxLfB5So/xw5RhFB/LzDtrTW5R7feotrpzARNkqRdzH5o30SFIGsPkFSZNdAhS75ouIX3/3bDC4nhJ0gKTV2z/dzAzLwBe3aDen4HtxqizSUthjckEedk1d2Bg4FjgpsVxjHTbll/ORSMlSRNohcnw0KNWT+6bh+dl47rLT4o+RrJkMmtYRg0ODh5GWbFGkiRJNfYgL8OqJFmSJEk19iBLkiRJNSbIkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJ6ouImBoRh0XEbyPi3ojIatW80c55fETcX9Xdosvx50XELyLi1qrNiyPifRHRWl5rgixJkqR+eSqwL7ARcFnDc74AzO92ICKeC5wHPA44DNgH+DfwDeDg8QY7zHmQ2zd3YGBgeu32JhMUhyRJ0kS7EFgnM2dFxE7AKaNVrnqXdwSOAPbvUmXPav/SzLyzOucY4ALg7cCn2gjaBLllnYtvdCTLkiRJy4zMvLdp3YiYBHwZOAr45wjV1gDmAkO1+8iIuBVYfeEjfSSHWEiSJKmRiJgSEZt02aa00Px7gQ2BQ0apcy4lST4mIp5W3fcHgO2Bw1uIAbAHWZIkSc1NAw7qUn4wMH1hG42Ix1AS44MycygiRqr6LeCZlGT63VXZQ8B7MvM7C3v/nUyQJ9DAwMAngMkTHcfg4OD0ttr69cfXbqspDmitJVh+0oi/aJIkLbS7zj20r+2vteXeC3XeXX8+qudzHr/OKk2qzQBmdikf6vkOH+nTwG3A0aNVysx5EXE18GvgZMpwi7dSepTvyMyfjTMOwAR5ok1uMzmVJEnqp8wcYvzJ8CNExObA+4AdM/PhMeruC3wAeEpm3l8V/zAifgt8LSJ+mZnzxhuTY5AlSZI0kT4LXAT8bXhMM7BOdWyDiNi4Vvf9wNm15HjYacDG1TZu9iBLkiRpIj0OeDZwbZdjvwBuBdavbq8HTOpSb4Vq30pua4IsSZKkifRhYM2OspdRhlJ8BPh7rfxKYPuIWCsz74L/TA/3ZsrQj25Jds9MkCVJktQ3ETF83f1m1X63iNgGGMrMozLzt13OmVL9+NvMvKR26DDgBOCCiDiWBRfpPQ/4RBvjj8EEWZIkSf3VOa/xHtX+esqiII1l5okRcQewH/BxypzIV1CmefvmeAMdZoIsSZKkvsnMnudazcyZdJ9Ojsw8HTh9fFGNzlksJEmSpBoTZEmSJKnGBFmSJEmqcQxy/80dGBiYPsKxTRZhHJIkSWrABLnPBgcHDxvp2CiJsyRJkiaIQywkSZKkGhNkSZIkqcYhFouJgYGBTwCTJ+K+BwcHp7fV1qFPXqWtpuCB9pqSJGmiPTwvez7nrj/3tI7Gf6y15d59v4+lmQny4mNym4mqJEnSRIuIJwOfAbYG1qKsnnc8cGRmPlDVeQvwX8BWwJOBczNz2y5tbQ9MA54FrA3cAZwPHJSZl7cZtwmyJEmSWhcRGwIXAHdTlpS+E3gx8DngGcBuVdX/AZ4HDFIS35E8HZgNfBW4DVifsmz1BRHx/Mz8a1uxmyBLkiSpH94GTAG2qfXwHhsRKwM7R8QemfkQJVG+KTPnRcQlIzWWmUcCR9bLIuI44N/A+4Dm40rGYIIsSZKkflij2t/aUX4L8BAwDyAzbxjHfdwO3E9JxFtjgixJkqRGImIK3ZPRocwc6ig7F/gk8K2IOJAyxOIlwO7A4Zk5fyFjWBNYkTLEYholET97YdoaiQmyJEmSmpoGHNSl/GBger0gM8+IiE9RkuQda4cOzMxDxhHD2ZQxy1DGJB8CzBxHe49igjyx6stQbzKBcUiSJDUxg+7J6NAI9a8FzgFOAWYBrwEOjojbM/PohYxhL0ov9hMpvdGrUHLahxayvUcxQZ5A9WWoXXZakiQt7qphFENN6kbEzsAxwFMy86aq+CcRsRzwhYg4KTPvWogYLqjdxw+Av1U3P9ZrWyNxJT1JkiT1w17AhbXkeNhpwKrAs8d7B1XCfhaw63jbqjNBliRJUj+sB0zqUr5CtW9rJMPKwJottQWYIEuSJKk/rgQGIuJJHeVvpUzxdlkvjUXEul3KHge8ErhwYYPsxjHIatV2D7U2/IeFmvtFkqTF1PKTYpHd111/Pqpx3bW23Lvncxo6AtgB+GNEDK+k99qq7OjMvA0gIl5Cmf4NSq/zmhFxQHX7tMwcTqTPqxYSuZBywd+mwLuAycB+bQZugryEGBgY+ATlDdC6wcHB6f1oV5IkLbsy83cR8SLK9G/vpywjfS0lmT2iVvVlPHrquOFp4G5kQU/zN4HXV/XXAO6gTPn22cy8tM3YIzPbbE8LqUECvMng4ODu/Wi7zQR5ueVuau0NNX/+Bq39qz33YXyjS1pqnXzpjbzx2RtNdBiLjdlzHwZgtcn2A/Zik/85mbsHzxm1zpyLj1p03eATyHfOYqI+5Vs3AwMDnxjHVHAbAJ1XkEqSJKkLE+QlxFgJtCRJktrhLBaSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVJeZbm5L9QZMoaziM2Vxb3dJaXNJitXH7+P38fv4ffztPv5lYXMlPS31ImITytKWT8jM6xbndpeUNvvV7pLSZr/aXVLa7Fe7S0qb/Wp3SWmzX+0uKW32q90lpc1lhUMsJEmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQtSwYAg6u9ot7u0tKm/1qd0lps1/tLilt9qvdJaXNfrW7pLTZr3aXlDb71e6S0uYywVksJEmSpBp7kCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqSa5Sc6AEmStGyLiMcAWwFrAbcD52fm7ImNaskVEWsBKwOzM/OeiY5nSeQ0b1oqRcRKmfnAKMdXBtbNzH/10OaTgDcAzwE2oHz4zAFuAi4GfpKZ/xxX4I++z7cBe2Tmyxby/NY+JCNiPWALHv3YL83MW8bT9uIsIp4OvA+YApyVmcdHxPLAZ4FdgTWBQWC/zPzTQrS/Hgue09nA1Zl5XwtxTwamsuC1ujkz5y5kW48FXgc8tyPWq4CzKM9L4z8mEfFW4OzMvG1h4ml4H+N+XiPiAeB04ETgtMyc03qgj77PlYDVM/OOcbazAvB24OXAYyhJ56+B72fm/IZtTM3Mm8cTR5c23w5snJmHVreXA74A7AWsAASQwH3A9Mz8Ug9trwC8CJiTmRfUyl8ObE3pFLyY8lrOa+cRtSciAtiYEue1Pf5OrQS8F3gL8GzK+37YHZTf0y/XnxeNITPd3JaajZKwXAPMA+4GjgPWG6HevIZtTgK+DDwEzAf+BfwfcG61/1dV/hDwVWC5Fh/P/k3jrOqvBHwQ+CMlKZhX226l/KHfqscYng+cAzxctTO/Y5tXPRcvaNjeil3KHgMcApwHXAH8vnrsq/cY69OBrwDHA2+vypYHPg/8u3pOzgFe2EN7s4EHKRPtzwOm19r7X+CHwF3A/cAzG7a7LvAl4MaO12he9TyfB7xpId4va1bx/a32etXb/Ttl0YC1emjzgOqx1V/zB4BbavdxGfDsHtqcXz2nvwLeBqza0u9Lq89rx2O+p3q9XzXe33FK0noa8DvgQEpiuGr1Xhp+Tq8F3tCwvZuA/67dXgu4qIp7NvCP6jWcV73/V2rY7vBruy/wuJZeo0uAI2q3P1fFeRKwI+Xz5o2UZH4e8O6G7U6tHufw630m5fPwezz68+qiXn4HenhsrwW+PUadqH4Hr61+T4c/p14DXFeLfxbwsR7e95dV752/UP4u3QvMBb5O+dz/d3X8020/7qV1m/AA3Nza2oCXVR+Af6P0SJxY/VG4Ddimo24vCfKB1QfLIcDUEepMrY4/DBw4RnuP62E7ooc4W/+QrJ7TByg9hZ+obm8GPKHavwz4JHBldT/bNWhzHrBL7fbGwPW11+706v6Gb09pGGvrySzwo+qxrVv9YfsW5R+v84A1O17T24HvNWjziZQE7h7gZ5TE4Prqef40cGj12s0D/reH9/8mlD+6D1GSi08D/wO8s9p/unpuH6L8Id6kQZsfqF6HI4DnVa/5e6vHujcwGXg1cGH1nD+5YazzKb3ud7MgifseJUmYtJC//60/r1Vse1I+L35ZvbfmUf45mEGP/2xWbb6weg1upvy+zgO+Rvln/hJK8nRE9Ro9TMdn1yhx1n+nvlWd+z8s+KZ4ecrv6nzgoB4e/+xq/zDlH+H3MI7kkvKZtGft9p3AcSPU/Tnwt4btfqNq+/2UBPtvwKlV/G+nfAO0LvCh6vn/+sI+hlFiGLNDo/r9mQ9cUL1PHwDeUe1/A0wD9ql+P+ZRvkEc637/l9IB8qxa2dqUXuNfVbeXo/yjMw94a9uPfWncJjwAN7e2turD5c/UeiiBTSlfqd1PrTeG3hLk64EZDet+Gbh+jDrDvRhNtvk9xNn6hyTwJ+APjNHjROmp+SNl3OBYbXb+Mf8RZQjADh31dqn+KH+p4ePvRzJ7A/CJ2u3Nq/jf06Xu4cC/G7R5CnA1sH6tbAXgB8D/1creQvlD/v6Gj/+U6r361DHqPbWqd0qDNv9Blx4x4M3V79SU6vbKwOWUr++bxDq/en0nV239lPIP1rzqtfka8KImbfXzee3yXl2H8o/BeSz4Pb4SOIjm/xz8ipL8rFzd/mz12M8Clq/VW6N6nU5diDjvBo4aoe7JwN97eJ12pQxP+Hr12syv4j0VeBMwucfX6U5gr+rn1ar2dhqh7vuAuQ3bvQY4rHZ7uMPkU13qHg3c2EvcDWNokiBfRBniMXz7A9Xz+eOOestV77OLG9zvHcAnu5Q/r3qPblor+2H998FtlOd1ogNwc2trqz68P9ClfGXK15kP1T6Ye0mQ5wDvalj33cD9Y9S5v/oD+aEG2897iLP1D8kq1qZfce451mOv6v3njzklkb0f+OwIdb9NGTva5P77kczOAXav3V6navMVI7z2DzRocwj4aJfyzavX6Rm1suMoY7ybPP67gQ81rDsNuLtBvbkjPH+Pq56HF9XKPgbc3vD+H5HQVWVrUXonz2XBP4jXAp+pPyeL8nntFmft2BMow08uZ0GyfEGDNm8GPly7/ZTq/Hd0qXswcGsvcQKrV7dfP0LdvShjdHt+nSi90K+l9PYPD+G6G/gO8Aqq3uox2vw58Ova7X9Rxhp3q3sscF3DWO+n1ttKGX8+H/ivLnX37OE5aNqZ8Z9tjPbuqf9OAY+v4nxjl7p7N4mzeux7dynftGp7647HPrvJY1/WN2ex0NJkEqXH8REyc05E7ET5o/jViFif0jPW1N+AN0fEt7P6hOmmusDiLZRxnqO5mDK29stj3XFErAbs0DDOVSgfvp3upiSi6wHDFxGeCRzZoM27gCc1vP8nVfV7sRqlF/H/Rjj+f5SexibWoXz1PWz452u61L2qqj+WWcBja7cfZMFwgk5r0/357zSJ8oe00zzK67Rmrew8mj/++VXbTUyq6o/lZspFqZ2eQ7mQqv563015Dy6UzLyLkhAdGxEbUx73WynDAvZj7MfWr+d1pHiHk/fPRMQWlLHUb2lw6po88v0zq9rf2KXuvyhDA5pYOSLWoPQ8zgZWHKHeSpT3cc8y82FKgvvziFgV+G9KZ8OulGEMt1IS09EcDPwhIr5E6Xn/OPCdiJhN6e2/FdgQeBewB2VoTBM3Ak+u3X5qtd+MMpSh7umUYVdNPEz53DyjQd2tgBeMUed+HnkB3eRqv1KXupNp9plyKbBrRHwjH3nx4e4s+JZj2KqU4Rway0Rn6G5ubW2UZOqEMeocQUkMrqB5z+yOVL1DlA/tLSjJ5pRqvwWl9/ACyofpjmO0dySlN3vMC5MoPVTzG8b5p2qb1FH+mer+1q2VTQNmNWjzcEov4geAVUaoswrlwsC5wOEN2pxPGebxrGq7B3jbCHX3Ae5s+PhvBD5eu70GZcjNQJe6+9Kgt5My7vSkhvf/Q+C8BvXOpvwTtUZH+XHVc7hmx+Mfswexdv//pjbEZoR6z6Zc1DXm46IkJw9RvjrelJK4vLm6n790eV83HS86Ys9sl7qbM8I3DP1+XnuJs6rfpAf1Omrf9FD+SfwRXXrJq+f9loZxdg7NmjFC3W8Bf23zdaI29KRhuztQ/oGdQ+kwmMWje2LnAzOpDTsZo80jqs+S9wGvp/Ts/5syfOe1lH+gVqD8YzQH+GbDdgeBPzes22SIxS8oCe2a1e1jKQnrqdSGq1D+kboS+E2D+3119Zz9jfJ5vz/ls2secGxH3Z8A5zR9Ty/L24QH4ObW1ka5IGs28Jgx6u0z/Aelh7Z34JFfpXb7MP8b8JoGbT2FclHGlAZ11wAe3zDG1j8kKb1Q32fBuMNLKGMoT632l1Tlw1ehP2qGii5tdvtjPtJFOt8HLmr4+PuRzL4KmNag3jrVH7Mxrzqn9DDNpVw8egLwTeCv1XNxSEfdM6l9HT1GuxtUMTxMGTc+g/KPwLRqP6Mqf5jSg75Bw9f/lI7XbD5l6MNmHXVPBvZtGGtPiWfDNlt/XoHfAi9vOc6fAD9tWPcXNEuQDuqyfXCE9+l9wDET9TrV2l6DchHhydXnyD8pFxefQZnZ4rkL0d75PHLWkR2AARZcvDs8E9FNjHDBdZd2v05JYMec+YPymTtqhwZlyNtcSpJ+V/X+/AplSN2/KMNVjqf0pM8DXtkwzp0o/yAOP/47q+dxhY56b6fhjEPL+uY8yFpqRMRGlLlaf5OZow5ziIj/pvS0HdzjfWxG+Xr5EfPLApdk5t8WKvAWVUNJPseCrxeHgGMoM2s8VKv3duDKzDy/YbtbUa4M34Iujx04ORvOrxkR7+hSfF9mntxRbx3KV+E/yMwDG7T7KuDpmTljjHrD7R6bmV9oEnPbImJLyswKL6J8tfoPylX1x3TU2w64IRvOr1197f1+ynzdz+KRX9s+QElATq7uq/EiDBHxfMqFWitWsf4yR5lnvEF77wDOzczrFraNEdrty/PacozPA56UmT8co946lH86v5uZMxdFbF1i+A5wdGaONARqsVINc9uSkixfmGXYDhHxRMpwg8dS/omcmZl3NmxzS0rnw9cz8/Yx6j4OeEJmnjtGvedQxtuvThlz/63MnB8R+1LGiK9XxXlYZn6vSZy1tteivPdvTRO8cTFBlpZCfkiqShYew4J/Zu5c2PdCREzKjoUVImJNynCN5YHLcpwLW0jS4sQEWRqn6kK6XShf2TZemW+U9jaijGfePTObXBiixUBEPBN4TmYeP9GxtCUiVqQMVdiZ8vX0YZn5mYh4L2XM56pV1XmUsZQfWBr/IWt7JcF+qVZ43I7ucf4mM3u5OLkvIuIYynzcP8/MhbpYsIf7WiaWW46I/YAzMvPCiY5laWKCrGXSeJdw7mjr8ZSZEnbKzM6rpbvVf9YYVTakjD2cRln1isy8bHxRPiqGnpK56jE+DbhjpA/hiHgC8OIe2lzkS3fX7rv1ZDYi9qcswDLmTBLVUJ03Ux7v/2bmrRExBfgoC5bEvQj4SmZ2m4VjtLZbS5Kqr3w/B/yYMiby7ZQLNz9NmXf7NBZc+LQjZZq9I3qJt3Zf41oauV+JV0QcQJlJY3Kt+CHK+NF1KDNkXA7slpmX9tBuq79T1WfaEZRhBFEVZ8fPvwbel5k3NIyx9ec0IuZXsdxDeV+dmJm/bantCV1uuZp95QmZ+bsx6q1DWRRnDmU8+gO193/9939mZg41uN/h5/Qqyvj77/X6uaEuJnoQtJvbRGz0sIQz5aKa0bZfUy6K+FN1+8djtNeXhUL68fgpU0Z9syOmf9B9HuBGc0szgUt3L8zr34fn9Hk8cunmGyir4P2VMk74EkrC9TAlCdu8hxjeRhkXPq/WfufPvwA2btje5dRWnRt+jekyAwDlIsmmC1C0vjRy7fHdRZm5YsxVHRu02fpKgn36nXprFeePKP907kD5x2aoek88mTK29brq92v9ho+/H8/pfOC7lAslh5fVvrF6jp8zjnYnfLllms1i8WQWLLgyv4r1MZQLQudXr9m91c/XN/ldrer+mjJuefg1+xPleoR123hsy+I24QG4ubW10b8lnOdTrvy+doTthuoD6dbq9jVjtHc/pffk05TZLDq3j1X3+eXhsj48V02TueFlUb9FmSppTxYkb/t01G36x/xAWly6u8+P/zc9bFc3bPOn1fvkGZQeyJ9Srj6/lkcu5vJcyvRXpzR8TK0nSZRk9d212xsxwspnlBkJmq561rkAxbiXRqYPiRd9WEmwT79Tl1C+ceksfw8luV2lur1u9dofO1abfXxO//PaA+sDH6ZMpTac2P2tet2f0GO7E77cMs0S5BMpM628hjLDxh8oq5DeBrykVu911Xvsuz0+p1tR/nbcXJU/SPmneBdGmKrTbYTndaIDcHNra6t9wLa9hPPwND/HAet1Ob5J1d6o8x/X6j+OBcsrf55Hz9v6+F7aq53Xj2TuQsoMFfWyFSjjTedTvq4cLm/6x7zVpbv7/PjnU3p7Lm6w3dSwzZt45HzNz67u571d6h5Mg/mqq7qX0HKSRPnnrx7rs6pY9+hSd38arE5Ye15bXRqZPiRe9GElwT79Ts0Z4f0z/FnywlrZAcBNvb5OLT6nj3jta+VPrt7v9V7QP1Ktftqg3b4st0xZzbPpduFYr1f1u3dg7fYLqsf74S51j2Ah5+um/DPwKso/DndXde6lDMF4ddPXa1neXElPS5O5lA/s7zao+0oarlCXmXtFxNGUeWSviojDgC/mgmmuspcgs1zI96aI2LZqc/eIOIgyN+n8XtrqsC2lx7HbilydVh67ClD+aB1dL8gyXdx7IuIq4LCIWA/YrYc4H0v5WrGJv1B62JrYlvYf/1XAjZn58rEqVmNVm0wbuDpljtJhwyup3dKl7k10X2Grm6cC3+hSfjrlNXw28KfMvD0ijqX0Jo/lPOB9EXEapYfrYEoy9vqI+EVm3gr/GSu7NyVB6ElErE55Tn4zQpXfUHrbGsvMWygLlxwZEU+m9KC/lTI/+CERcT5l7OvXx2iqHysJ9uN36i66r3i5aRXnfbWymylDWnrS4nM6UvtXUc3hXE0ruAulp/6rlE6KsfRjJVEo08M9QPn7MpYmv6tr88jPqOHx4N2ut7iS8rvRs+pvyRnAGRExmdIjvQvwJsrr1nTVzWXXRGfobm5tbZTehssa1l2oMaiUD5frqm3nqmyhenyrc5ejJCp3UL5m3X5h26N8HXx2w7oHNHn8lATto6Mc350yVvhMytfjTXulT2eMVccof9TOpMxnOlGP/7tUf2Dbek9Renpn1m7vwggrn1G+afjLWG3WXqvPdyl/OaUHrf7V87uAOQ3a3JQFixkMf/OyfxXzvZRxk7+jfBX8IF1WLRyh3flVDGtQVqS8Z/j3qUvdDwN3N2xz1EUtgOez4OvnJq9V6ysJ9ul36muUf1x2pVqsh/JV+/DQnajV/Rzwzx5ep7af0zHbrNVdDnhVw7qtryRa1b2OMu93k7pjfq5QOnG+Urv92uo5OaRL3ePo8duTBnXXosu3Im5dnquJDsDNra2NPi3h3OXcyZSejvsoPWw7V8lDzwlyrc21gKOq+M9fmPboTzJ3BnD6GHVeR0mQZjdsc0daXLq7z4//zZQkcMMGdV9Ms7Gy76v+oP2AsoLWPZSvrWcCXwReCryM8pX7PGD/ho+/X0nSBpRxm5+htqpX9b4/l7Js+2mU2Raavlc7h0N1/QehqttoaeQek4RGiRd9WEmwT79Ta1S/L/Or35m5LLi4bpuOur8HjuzhdWr7OW3cZi8bfVpumbJYyx0N6zYZg/xJSo/0YcBHKP9sXUUZ9vEBSgfJE6t6DwFfmKjndFnfJjwAN7e2Nvq0hPMobTyu+vAc/uO50Alyrc3Nq2TjYuClPZ7bj2Tu/dVj22yMei+hXAzWdFx3a0t39/Px92Oj9IwfQemBHR5n+UQWXIVffw5Op8EMDlW7fUmS+vQcHNRlG9fSyP1MEij/aHwY+ATw301fkxHa6tfv1CTK9GZfpgzh+DBdrpnoMdbWn9MqAezLxWL0Ybllyj+019JsNonXAt8Zo85KlG+GhmO8nnKx3qYsmIFm+Pf/L8CaDe73pcBj+/GcLsub8yBL41QtHbsR5aKPbuNIl1gRsTIlebslM2eNUfdxNFhmteOcxXrp7rFUcxd/HDg+M6/o8dwAls9HLgE+iZIYrUdZCvyiHtucRFkSvL7U8veyGiu8NKvmFb49M+9fhPc5hR5f/37/TrVpSXlOu7Sx2K8kWi0+swZwbVarVEbEGpQZaIaXmv5Z/fNBi5YJsjTBqgty6gs6XJ2Z941+1qjttbYscERMzcybFzaWXkTEYyg9dWtRZo44PzNnL4r7Xli9LhKj/luUy2Ivrq9/258pi9Li+pz2W5uff0vy6784MUHWUqdfK7S12W5ErAvsRxkWMLXjcFK+Kj8yM3/UQ3wjLQv8HuALLMSywNUKTX+lzN35/WxnKe23U76uPLS6HZSxt3tRprsKFlx5Pz0zv9Sw3adQpq+aXSvblPL1fefqbAdn5pizXUTEWD24KwJPp3wFezeQmfm8Bu0+lTKudzPKBZonZeYJXeq9jvI+eOJYbfYiIt5PuVCs1Xb7oYfVyfrx/l9iXv9+fKb0I9Z+Pae19idyhc4xf6+6fP4tR3l/jvfzry+v/zJtosd4uLm1tdGnFdrabpfy9eqNlIuzfkYZx3w95cKNT1OunP8/yh/y/+3h8e/LgoUijqra379q59uU8Xlvolx0NI+ORQlGaHM+pQdieFzruZR5ddcax+t0CXBE7fbnqvZPolzA93zKMIFfV3G+u2G783jk3LqbU8bfPki5WOcYFix4cBOwUcPHfw9lbHO37U8sGCv4W+C3Ddp8UtXmHMrFeTdUbZxDxzhCGs6DuxCvQesrCfZraxprH9//i/3rT/8+U/oRa+vPadXuErFCJ334/OvX67+sbxMegJtbWxt9WqGt7XYpf6CvpraSGaXn4AfUJq+nXHDzEPD+hnG2vixw9cG9K7A1ZS7S4SVS5wKnUhKOyT2+TvcCe9Zu3wkcN0Ldn9Ng6qxarPUE+fSq7Wd11NuG8gf/Uc9LlzY/TunFOquzner4JvQ4JR/wfco46/rCBW+jXJB1dUd54wSZMna56XZc03YneqN5gtyP9/8S8fr38TOlH7G2/pxW5/Xr87/V3yv68PnXr9d/Wd8mPAA3t7Y2+rdCW6vtVn9cHjUPKqXHcx7wjFrZccClDe+79WWBeXTSuTzlSu3vVfc3r/pj9x3gFTSbYu1OqtWxgNVGirE6/r4mcXbGSulNepAuK2tVx78C3NCw3fUoU7A9SPlq/rG1Y4/v9Y959X7qtuLX06o/crcBW1ZlvSTII80IMq6VJPux0fLqZP16/y8prz/9+0zp13u11ee0FuuMhnV7+fxv9feKPnz+9ev1X9Y3V9LT0qRfK7S13e4kyodWp3mU8Wdr1srOoyzK0MRdlHG2wx7Tsafj2KhX0HeTmQ9TejV+HhGrUqa82rXa3g7cShn3N5rzKF8lfj0zZ0fEjZS5j0/tUve5dF9hbiwrU12QNcLxvwDvbdJQlhkgdo+Ir1MS66si4nM0X4mr09p0eUyZeUVEvIjy1epvIuKNPbY7G7iUMp5xLMOraU2U3Wl3dTLo0/t/CXn9+/WZ0pf3ah+eU+jf53/bv1f9+Pzr1+u/bJvoDN3Nra2N/q3Q1mq7wNmUuTrX6Cg/jpIwrFkr24cyVVGTOE+iXP39NEoCcArlQo+fU5sPFXgC5WvTnzdos9E8qJT5avcGzmtQd0tKcvQlyjKqO1OGPHyM0uu3AuVr1uGvQg9u+PjnU/6I7VhtdwO7j1B3P8r0VQvzPnsHZQzztVXMPc2BTRkKMGOU42tQVqd7gPJHs2mv3G+AfzSsO6FjkGl5dbKqXuvv/yXl9e/jZ0pf3qttP6dVG/36/G/196ofn3/9ev2X9W3CA3Bza2ujfyu0tdou8ILqQ+s24ATKlfd/re7jkI66ZwK/bhhn68sC079Vr3ag9IzMoVxZPovuX1fOpMwV3KTN+V22k0ao+zPgT+OIfzXg8Op17PUr9q9RVs8a8XFRek1/Sg9DISgrc82jwQWUjGMlyZZe/1ZXJ6vq9WVZ7CXh9e/jZ0pf3qttP6fV+f36/G/994qWP//69fov69uEB+Dm1uZGH1Zo60e7lF6EX1F6OedSvsJ7b5d621G7EKZBu60uC0wZW/z8Pr1Wa1DGgp5MubL7n5SvPs+gXNn93B7be2mX7YVd6q1D6XHZu4XHsD5lft01ejhngDLTwqgreVGW7p1B86v4168e85hLrU/0Rsurk9Xqtr4s9hL0+rf+mdKvWNt+Tmvn9mOFzr78XvXh868vf1OW5c15kLVU6tcKbUv6ym+StLTzc1ptMEGWJEmSapab6ACkiRAR74+Ia5aUdqVllb9TapvvKTVhgqxl1RTKfJtLSrvSsmoK/k6pXVPwPaUxOA+ylhoR8ZIeqj9hotuVllX+TqltvqfUNscga6kREfOBpm/oADIzJ01Uu9Kyyt8ptc33lNpmD7KWJv1aSWxJWqFMWhL4O6W2+Z5Sq0yQtTQZBDbMzJ+OVTEiNl8M2pWWVf5OqW2+p9QqL9LT0uQCYNOIWKtB3ai2iWxXWlb5O6W2+Z5SqxyDrKVGRKwPPBUYzMz7Fvd2pWWVv1Nqm+8ptc0EWZIkSapxiIUkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJU8/8BZtlAfyufCgcAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -625,7 +625,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -637,7 +637,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -670,7 +670,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 23,
    "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
    "metadata": {},
    "outputs": [
@@ -738,12 +738,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 24,
    "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "Index(['cell_specimen_id'], dtype='object')",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_24732\\822095858.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m## add cluster id\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mcells_table_sel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcells_table_sel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop_duplicates\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mcells_table_sel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcells_table_sel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mdf_meta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcells_table_sel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcre_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcre_lines\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\util\\_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    309\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    310\u001b[0m                 )\n\u001b[1;32m--> 311\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    312\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    313\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mdrop_duplicates\u001b[1;34m(self, subset, keep, inplace, ignore_index)\u001b[0m\n\u001b[0;32m   6061\u001b[0m         \u001b[0minplace\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalidate_bool_kwarg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"inplace\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6062\u001b[0m         \u001b[0mignore_index\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalidate_bool_kwarg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"ignore_index\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6063\u001b[1;33m         \u001b[0mduplicated\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mduplicated\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubset\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeep\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mkeep\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6064\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6065\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mduplicated\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mduplicated\u001b[1;34m(self, subset, keep)\u001b[0m\n\u001b[0;32m   6195\u001b[0m         \u001b[0mdiff\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubset\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdifference\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6196\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mdiff\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6197\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdiff\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6199\u001b[0m         \u001b[0mvals\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msubset\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mKeyError\u001b[0m: Index(['cell_specimen_id'], dtype='object')"
+     ]
+    }
+   ],
    "source": [
     "## add cluster id\n",
     "cells_table_sel = cells_table_sel.drop_duplicates('cell_specimen_id')\n",
@@ -759,47 +774,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 22,
    "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1800x540 with 30 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 900x540 with 15 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1800x540 with 30 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "ename": "AttributeError",
+     "evalue": "'NoneType' object has no attribute 'merge'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_24732\\2308278511.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n\u001b[0;32m      5\u001b[0m                                      \u001b[0mcolumns_to_groupby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0momitted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m                                      sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n\u001b[0m",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_clusters_stats_pop_avg_rows\u001b[1;34m(cluster_meta, feature_matrix, multi_session_df, cre_line, columns_to_groupby, change, omitted, sort_order, save_dir, folder, suffix, alpha)\u001b[0m\n\u001b[0;32m   1736\u001b[0m     \"\"\"\n\u001b[0;32m   1737\u001b[0m     \u001b[1;31m# add cluster_id to multi_session_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1738\u001b[1;33m     \u001b[0mcluster_mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'inner'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1739\u001b[0m     \u001b[0mcluster_ids\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1740\u001b[0m     \u001b[1;31m# if order to sort clusters is provided, use it\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'merge'"
+     ]
     }
    ],
    "source": [
@@ -814,11 +805,22 @@
   {
    "cell_type": "markdown",
    "id": "82aafe6d-0095-40be-8dda-ef6482d6874a",
-   "metadata": {},
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true,
+    "tags": []
+   },
    "source": [
     "## Cluster the data, 8 - 4 - 11"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f1ddfb84-aea9-48be-9ee4-5771e7f87ed2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "id": "e6a5ae15-c0ca-4ec0-92a1-65dfc77ac1d6",
@@ -1074,6 +1076,1552 @@
     "                                 abbreviate_experience=False)\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "e348809e-70a0-45ea-88a3-2818bc6dfb7d",
+   "metadata": {},
+   "source": [
+    "## Comapring clusters in Familiar and Original data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f57fa1b5-f571-40d3-8bfc-ffb6bcd75b2c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Compare size of matched clusters\n",
+    "Find the same cells and see where they move to (which cluster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "aaa155a4-ccdb-4a88-bf8b-0cc099ae9f6f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>cluster_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1086493015</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1086492875</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1086492808</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1086492541</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1086492205</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1445</th>\n",
+       "      <td>1120094986</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1446</th>\n",
+       "      <td>1120094677</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1447</th>\n",
+       "      <td>1120094604</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1448</th>\n",
+       "      <td>1120094561</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1449</th>\n",
+       "      <td>1120094476</td>\n",
+       "      <td>Sst-IRES-Cre</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1450 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      cell_specimen_id           cre_line  cluster_id\n",
+       "0           1086493015  Slc17a7-IRES2-Cre         4.0\n",
+       "1           1086492875  Slc17a7-IRES2-Cre         4.0\n",
+       "2           1086492808  Slc17a7-IRES2-Cre         4.0\n",
+       "3           1086492541  Slc17a7-IRES2-Cre         3.0\n",
+       "4           1086492205  Slc17a7-IRES2-Cre         4.0\n",
+       "...                ...                ...         ...\n",
+       "1445        1120094986       Sst-IRES-Cre         3.0\n",
+       "1446        1120094677       Sst-IRES-Cre         4.0\n",
+       "1447        1120094604       Sst-IRES-Cre         2.0\n",
+       "1448        1120094561       Sst-IRES-Cre         2.0\n",
+       "1449        1120094476       Sst-IRES-Cre         2.0\n",
+       "\n",
+       "[1450 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "familiar_cluster_labels = df_meta.reset_index()[['cell_specimen_id', 'cre_line', 'cluster_id']].copy()\n",
+    "familiar_cluster_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "c283696c-8f54-4c69-b1a7-3cb7368b1f28",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>labels</th>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>cluster_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1086492406</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1086492307</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492221</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492174</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1086491936</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3916</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1120113340</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3917</th>\n",
+       "      <td>7</td>\n",
+       "      <td>1120112555</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3918</th>\n",
+       "      <td>2</td>\n",
+       "      <td>1120111975</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3919</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1120111711</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3920</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1120111106</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3921 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      labels  cell_specimen_id           cre_line  cluster_id\n",
+       "0          3        1086492406       Vip-IRES-Cre           3\n",
+       "1          2        1086492307       Vip-IRES-Cre           2\n",
+       "2          4        1086492221       Vip-IRES-Cre           4\n",
+       "3          4        1086492174       Vip-IRES-Cre           4\n",
+       "4          2        1086491936       Vip-IRES-Cre           2\n",
+       "...      ...               ...                ...         ...\n",
+       "3916       1        1120113340  Slc17a7-IRES2-Cre          10\n",
+       "3917       7        1120112555  Slc17a7-IRES2-Cre           3\n",
+       "3918       2        1120111975  Slc17a7-IRES2-Cre           5\n",
+       "3919       0        1120111711  Slc17a7-IRES2-Cre           1\n",
+       "3920       1        1120111106  Slc17a7-IRES2-Cre          10\n",
+       "\n",
+       "[3921 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "### load original data clusters\n",
+    "file_dir = '220627_shuffle_test/files'\n",
+    "filename = 'cluster_labels_Vip_10_Sst_5_Slc17a7_10.h5'\n",
+    "base_dir = r'//allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_plots/figure_4'\n",
+    "base_dir = os.path.join(base_dir, glm_version)\n",
+    "original_cluster_labels = pd.read_hdf(os.path.join(base_dir, file_dir, filename))\n",
+    "original_cluster_labels = original_cluster_labels.reset_index(drop=True)\n",
+    "original_cluster_labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "baf8957e-c757-42fa-8fb3-bd173f810d26",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "772\n"
+     ]
+    }
+   ],
+   "source": [
+    "familiar_cids = familiar_cluster_labels['cell_specimen_id'].values\n",
+    "original_cids = original_cluster_labels['cell_specimen_id'].values\n",
+    "print(len(np.intersect1d(familiar_cids, original_cids)))\n",
+    "overlapping_cids = np.intersect1d(familiar_cids, original_cids)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "5aeb74a7-0152-4022-9688-631b1b73e18d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "familiar_selected = familiar_cluster_labels[familiar_cluster_labels['cell_specimen_id'].isin(overlapping_cids)]\n",
+    "original_selected = original_cluster_labels[original_cluster_labels['cell_specimen_id'].isin(overlapping_cids)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "3430d02e-8356-4c1c-abf4-f526a8d711ae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# save dataframes\n",
+    "familiar_selected.to_hdf(os.path.join(save_dir, 'fa_matched_labels.h5'), key = 'df')\n",
+    "original_selected.to_hdf(os.path.join(save_dir, 'og_matched_labels.h5'), key = 'df')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "id": "549e3abd-c988-4189-bb4e-2d9cdcbf3295",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for cre_line in [cre_lines[2]]:\n",
+    "    tmp1 = original_selected[original_selected.cre_line==cre_line]\n",
+    "    tmp2 = familiar_selected[familiar_selected.cre_line==cre_line]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "id": "3765dd5a-b54a-4efe-aad5-0ae30c87cb97",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create one df\n",
+    "cluster_df = tmp2.join(tmp1.set_index('cell_specimen_id'), on='cell_specimen_id', lsuffix='_familiar')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "id": "40a765bb-02dd-4664-9a89-03b81d4d9ed5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# convert cluster ids to str\n",
+    "cluster_df['cluster_id'] = cluster_df['cluster_id'].apply(str)\n",
+    "cluster_df['cluster_id_familiar'] = cluster_df['cluster_id_familiar'].apply(str)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "id": "a1d73cb6-b3f1-4d5c-b5be-ebb186d75578",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create variable for between cluster links\n",
+    "cluster_df['cluster_combos']=cluster_df['cluster_id']+ '_' + cluster_df['cluster_id_familiar']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "id": "503b9b42-6ea8-477e-bf25-45d50ef2c0ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# convert df to unique cluster combo count\n",
+    "cluster_df_unique = cluster_df.groupby('cluster_combos').count()[['labels']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "id": "f23d77d0-cdf8-45f6-8704-256a98f8f852",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create new columns\n",
+    "cluster_df_unique['familiar_cluster_id']=np.nan\n",
+    "cluster_df_unique['novel_cluster_id']=np.nan"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "id": "4fac43a6-0b9d-4519-bacd-8d1aa1dc5483",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# new cluster id labels\n",
+    "\n",
+    "for index in cluster_df_unique.index:\n",
+    "    x = cluster_df[cluster_df['cluster_combos']==index]['cluster_id_familiar'].values[0]\n",
+    "    cluster_df_unique.loc[index, 'familiar_cluster_id'] = x + '_F'\n",
+    "    x = cluster_df[cluster_df['cluster_combos']==index]['cluster_id'].values[0]\n",
+    "    cluster_df_unique.loc[index, 'novel_cluster_id'] = x + '_N'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "id": "58e4a5dc-b026-45db-8e3b-211c08c1302b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cluster_df_unique['fam_index'] = np.nan\n",
+    "cluster_df_unique['nov_index'] = np.nan\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 154,
+   "id": "5721b4b4-2a08-49d9-8b6b-75888ce77c1d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labels = []\n",
+    "i = 0\n",
+    "for index in cluster_df_unique.index.values:\n",
+    "    labels.append(cluster_df_unique.loc[index, 'familiar_cluster_id'])\n",
+    "for index in cluster_df_unique.index.values:\n",
+    "    labels.append(cluster_df_unique.loc[index, 'novel_cluster_id'])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "id": "0cb24f48-0699-4982-980f-d0f68c2a6353",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "unique_labels = np.unique(labels)\n",
+    "label_dict = {}\n",
+    "i = 0\n",
+    "for label in unique_labels:\n",
+    "    label_dict[label] = i\n",
+    "    i+=1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 156,
+   "id": "16fb1997-3edb-469f-8c13-eb284a15e185",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for index in cluster_df_unique.index.values:\n",
+    "    cluster_df_unique.loc[index, 'fam_index'] = label_dict[cluster_df_unique.loc[index, 'familiar_cluster_id']]\n",
+    "    cluster_df_unique.loc[index, 'nov_index'] = label_dict[cluster_df_unique.loc[index, 'novel_cluster_id']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "id": "544fb6fb-fd49-499b-9287-334cec24b2ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import plotly.graph_objects as go"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "id": "958b1685-96a4-435f-a240-760e56f67fdc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
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to Novel\"},\"font\":{\"size\":10},\"width\":500,\"height\":1000},                        {\"responsive\": true}                    ).then(function(){\n",
+       "                            \n",
+       "var gd = document.getElementById('0ab12f1a-911a-4a16-a69f-0848d345de88');\n",
+       "var x = new MutationObserver(function (mutations, observer) {{\n",
+       "        var display = window.getComputedStyle(gd).display;\n",
+       "        if (!display || display === 'none') {{\n",
+       "            console.log([gd, 'removed!']);\n",
+       "            Plotly.purge(gd);\n",
+       "            observer.disconnect();\n",
+       "        }}\n",
+       "}});\n",
+       "\n",
+       "// Listen for the removal of the full notebook cells\n",
+       "var notebookContainer = gd.closest('#notebook-container');\n",
+       "if (notebookContainer) {{\n",
+       "    x.observe(notebookContainer, {childList: true});\n",
+       "}}\n",
+       "\n",
+       "// Listen for the clearing of the current output cell\n",
+       "var outputEl = gd.closest('.output');\n",
+       "if (outputEl) {{\n",
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+       "\n",
+       "                        })                };                });            </script>        </div>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "fig = go.Figure(data=[go.Sankey(\n",
+    "    node = dict(\n",
+    "      pad = 1,\n",
+    "      thickness = 20,\n",
+    "      line = dict(color = \"black\", width = 0.5),\n",
+    "      label = unique_labels,\n",
+    "      color = \"blue\"\n",
+    "    ),\n",
+    "    link = dict(\n",
+    "      source = cluster_df_unique['fam_index'].values, # \n",
+    "      target = cluster_df_unique['nov_index'].values,\n",
+    "      value = cluster_df_unique['labels'].values\n",
+    "  ))])\n",
+    "\n",
+    "fig.update_layout(title_text=\"Familiar to Novel\", font_size=10, width = 500, height = 1000)\n",
+    "fig.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "d653eec8-6163-4c9c-ad8d-f2e2b260de75",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "62"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(cluster_df_unique['labels'].values)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "ecdb0723-7a12-4022-9d1e-025a22d66644",
diff --git a/notebooks/220928_figure4_novel_control.ipynb b/notebooks/220928_figure4_novel_control.ipynb
new file mode 100644
index 000000000..aa57e90b7
--- /dev/null
+++ b/notebooks/220928_figure4_novel_control.ipynb
@@ -0,0 +1,1160 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "d7613928-f970-469a-a53a-f9f79aeca193",
+   "metadata": {},
+   "source": [
+    "This notebook is a summary of Familiar session clustering control. I use the same steps as in original clustering analysis to examine clusters in the data from 3 Familiar sessions only in cells that were matched across at least 3 matched sessions. \n",
+    "\n",
+    "Two interesting questions that we can answer by looking at these clusters:\n",
+    "* Are the clusters from Familiar sessions only different from F/N/N+ dataset?\n",
+    "* What are the rates of represetional drift across Familiar sessions in three cre lines?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "532eb2da-1cd0-4cd2-a9b6-59ed70949d53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "7e799adc-7f56-4c67-a6be-c040ac8417a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.data_access.utilities as utilities\n",
+    "from visual_behavior.data_access import loading as loading\n",
+    "import visual_behavior.dimensionality_reduction.clustering as vba_clust"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "20a8c91a-08b1-468f-a4fc-7ffbcf81b47a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior_glm.GLM_params as glm_params\n",
+    "import visual_behavior_glm.GLM_analysis_tools as gat\n",
+    "import visual_behavior_glm.GLM_fit_dev as glm_fit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "6a24680f-f3b5-44bd-91b6-ea0d8217b086",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.visualization.utils as utils\n",
+    "from visual_behavior.dimensionality_reduction.clustering import plotting\n",
+    "from visual_behavior.dimensionality_reduction.clustering import processing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9c74732a-38c6-408a-8e66-9b666c32b51d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
+    "from sklearn.cluster import AgglomerativeClustering as ac"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "532d01d9-77cd-4c59-b852-535388a739e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "%matplotlib inline\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "glm_version = '24_events_all_L2_optimize_by_session'\n",
+    "model_output_type = 'adj_fraction_change_from_full'\n",
+    "\n",
+    "base_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4'\n",
+    "base_dir = os.path.join(base_dir, glm_version)\n",
+    "if not os.path.exists(base_dir):\n",
+    "    os.mkdir(base_dir)\n",
+    "    \n",
+    "folder = '220922_familiar_control'\n",
+    "save_dir = os.path.join(base_dir, folder)\n",
+    "if not os.path.exists(save_dir):\n",
+    "    os.mkdir(save_dir)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "909924f7-7fad-431f-a5f9-60542ac0bcba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c86f86ae-b6cb-4b8b-8413-6546d511a48e",
+   "metadata": {},
+   "source": [
+    "## Load GLM results and select familiar sessions only"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "d7a6f09c-09f2-47e0-8687-f6aa037c425b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1248 expts in cells table\n",
+      "28806 unique cell_specimen_ids in cells table\n"
+     ]
+    }
+   ],
+   "source": [
+    "cells_table = loading.get_cell_table(platform_paper_only=True, limit_to_closest_active=False, limit_to_matched_cells=False, add_extra_columns=True)\n",
+    "print(len(cells_table.ophys_experiment_id.unique()), 'expts in cells table')\n",
+    "print(len(cells_table.cell_specimen_id.unique()), 'unique cell_specimen_ids in cells table')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loaded feature matrix...\n"
+     ]
+    }
+   ],
+   "source": [
+    "filename = os.path.join(save_dir, 'feature_matrix_familiar_only.h5')\n",
+    "if os.path.exists(filename):\n",
+    "    feature_matrix = pd.read_hdf(filename, key = 'df')\n",
+    "    print('loaded feature matrix...')\n",
+    "# load and reshape file\n",
+    "else:\n",
+    "    run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)\n",
+    "    # select correct sessions\n",
+    "    active_only = results_pivoted[results_pivoted.session_type.isin(['OPHYS_1_images_B','OPHYS_3_images_B','OPHYS_1_images_A','OPHYS_3_images_A'])]\n",
+    "    # count how many cells have >= 3 sessions\n",
+    "    tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
+    "    matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
+    "    print('found {} cells...'.format(len(matched_cell_ids)))\n",
+    "    \n",
+    "    # drop cells that do not have at least 3 imaging sessions\n",
+    "    selected_sessions = active_only[active_only.cell_specimen_id.isin(matched_cell_ids)]\n",
+    "    # sort by date of imaging\n",
+    "    selected_sessions = selected_sessions.sort_values('date_of_acquisition')\n",
+    "    \n",
+    "    # rename session numbers to be sequential. Since there shouldnt be any difference among the sessions, we can just enumerate them.\n",
+    "    # I'm not going to create another column for this, since we already have \"session_number\" column. I will just replace those values\n",
+    "    for cid in matched_cell_ids:\n",
+    "        tmp = selected_sessions[selected_sessions.cell_specimen_id == cid]\n",
+    "        count = 1\n",
+    "        for index in tmp.index.values:\n",
+    "            selected_sessions.at[index, 'session_number'] = count\n",
+    "            count =count+1\n",
+    "    \n",
+    "    # group by cell id and session number\n",
+    "    feature_matrix = selected_sessions.groupby(['cell_specimen_id', 'session_number']).sum()[dropout_features].unstack()\n",
+    "    # drop cells with nan\n",
+    "    feature_matrix = feature_matrix.dropna(axis=1)\n",
+    "    \n",
+    "    # save\n",
+    "    feature_matrix.to_hdf(filename, key = 'df')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1450"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(np.unique(feature_matrix.index.values))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_lines = np.sort(cells_table.cre_line.unique())\n",
+    "cells_table_sel = cells_table[cells_table.cell_specimen_id.isin(feature_matrix.index.values)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slc17a7-IRES2-Cre 1163\n",
+      "Sst-IRES-Cre 149\n",
+      "Vip-IRES-Cre 138\n"
+     ]
+    }
+   ],
+   "source": [
+    "# separate feature matrix by cre line\n",
+    "cre_line_dfs = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    cids = np.unique(cells_table_sel[cells_table_sel['cre_line']==cre_line]['cell_specimen_id'].values)\n",
+    "    print(cre_line,len(cids))\n",
+    "    df_cre = feature_matrix.loc[cids].copy()\n",
+    "    cre_line_dfs[cre_line] = df_cre"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fcacf668-4294-4931-8451-f9469c45595c",
+   "metadata": {},
+   "source": [
+    "## Find optimal number of clusters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fa451da0-b860-4962-ac76-b9959a7cac15",
+   "metadata": {},
+   "source": [
+    "### Compute eigen gap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimal number of clusters [   2    1    4    6    5    3    9   10    8    7 1160   13   11 1162\n",
+      "   15   12 1161 1158   16 1159   20   14   21   18   17]\n",
+      "Optimal number of clusters [  1   2   3   5 148   4   8   6   7 145 144   9 141 138 137  12 140  15\n",
+      "  19  16  13 130  18 127  11]\n",
+      "Optimal number of clusters [  1   3   4   2   5   7 137  10  13 136  12  11  16 135   8  18  15  23\n",
+      "   6  14 128  22  21  20 134]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.cluster import SpectralClustering\n",
+    "\n",
+    "eigenGap_df = {}\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    X = cre_line_dfs[cre_line].values\n",
+    "    sc = SpectralClustering()\n",
+    "    sc.fit(X)\n",
+    "    A = sc.affinity_matrix_\n",
+    "    \n",
+    "    eigenvalues, eigenvectors, nb_clusters = vba_clust.get_eigenDecomposition(A)\n",
+    "    \n",
+    "    fig, ax = plt.subplots(2,1, figsize = (5,5), sharex=True)\n",
+    "    ax[0].plot(np.arange(1,len(eigenvalues)+1), eigenvalues, '-o')\n",
+    "    ax[0].grid()\n",
+    "    ax[0].set_title(cre_line)\n",
+    "    ax[0].set_ylabel('eigen value \\n(sorted)')\n",
+    "    ax[0].set_xlabel('eigen number')\n",
+    "    ax[0].set_xlim([0, 20])\n",
+    "    #ax[0].set_xticks([np.arange(2,20,step = 2)])\n",
+    "    \n",
+    "    ax[1].plot(np.arange(1,len(eigenvalues)), np.diff(eigenvalues), '-o')\n",
+    "    ax[1].set_ylabel('gap value \\n(difference)')\n",
+    "    ax[1].set_xlabel('eigen number')\n",
+    "    ax[1].set_xlim([0, 20])\n",
+    "    ax[1].set_ylim([0, 0.20])\n",
+    "    ax[1].grid()\n",
+    "    plt.tight_layout()\n",
+    "    fig.savefig(os.path.join(save_dir, f'eigenGap_{cre_line}.png'))\n",
+    "    eigenGap_df[cre_line] = [ eigenvalues, eigenvectors, nb_clusters]\n",
+    "    print(f'Optimal number of clusters {nb_clusters}')\n",
+    "        \n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ca6ca90-ba59-4721-a362-7e5574d27515",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Compute Gap statistic"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "956771c4-0b4d-4a46-88a0-3dacbb833511",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gap_df_copy = gap_df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "89f8e499-1254-418b-888a-40b386f2b256",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loaded file\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pickle\n",
+    "\n",
+    "metric = 'euclidean' # default distance metric\n",
+    "shuffle_type ='all' # default shuffle type is all shuffle (cell id and regressors\n",
+    "\n",
+    "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_version, shuffle_type))\n",
+    "if os.path.exists(gap_filename):\n",
+    "    with open(gap_filename, 'rb') as f:\n",
+    "        gap_df = pickle.load(f)\n",
+    "        print('loaded file')\n",
+    "else:\n",
+    "    gap_df = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        X = cre_line_dfs[cre_line]\n",
+    "        sc = SpectralClustering()\n",
+    "        gap_statistics = vba_clust.compute_gap(sc, X, k_max = 25)\n",
+    "        gap_df[cre_line]= gap_statistics\n",
+    "    vba_clust.save_clustering_results(gap_df, gap_filename)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "ff6d618c-0794-4bad-b476-9d954bf95db8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "dict_keys(['gap', 'reference_inertia', 'ondata_inertia', 'reference_sem', 'ondata_sem', 'gap_mean', 'gap_sem'])"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "gap_df[cre_line].keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x216 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot gap statistic\n",
+    "\n",
+    "for cre_line in cre_lines:\n",
+    "    fig, ax = plt.subplots(1,2, figsize = (10,3))\n",
+    "    x = len(gap_df[cre_line]['gap'])\n",
+    "    ax[0].plot(np.arange(2,x+2), gap_df[cre_line]['gap'], 'o-')\n",
+    "    ax[0].set_ylabel('gap value')\n",
+    "    ax[0].grid()\n",
+    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['reference_inertia'], 'o-')\n",
+    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['ondata_inertia'], 'o-')\n",
+    "    ax[1].legend(['shuffled/reference', 'data'])\n",
+    "    ax[1].grid()\n",
+    "    plt.suptitle(cre_line + ' ' + metric + ' ' + shuffle_type)\n",
+    "    fig.savefig(os.path.join(save_dir, 'Gap_nb20_{}_{}_unshuffled_to_{}.png'.format(cre_line, metric, shuffle_type)))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "40abe702-b0b9-43b1-af7a-1a80090c0762",
+   "metadata": {},
+   "source": [
+    "**Discussion**: From examining the plots above, it seems like the original number of clusters: 10, 5, 10 for threee cre lines may not the the most optimal. We can first cluster familiar sessions with ogiinal number of N for easy comparison and then cluster with a different more optimal number."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8fd72858-acf2-484b-af15-fdb2af7aa477",
+   "metadata": {},
+   "source": [
+    "## Cluster the data, 10 - 5 - 10"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "14cd6d8a-52f2-4c6c-8857-7ce5cd4ed78f",
+   "metadata": {},
+   "source": [
+    "### Compute coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_cre = [10,5,10]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading file...\n",
+      "done.\n"
+     ]
+    }
+   ],
+   "source": [
+    "filename = os.path.join(save_dir, 'coClustering_matrix.pkl')\n",
+    "if os.path.exists(filename):\n",
+    "    print('loading file...')\n",
+    "    with open(filename, 'rb') as f:\n",
+    "        coclustering_matrices  = pickle.load(f)\n",
+    "        f.close()\n",
+    "        print('done.')\n",
+    "else:\n",
+    "    n_clusters_cre = [10,5,10] # these n clusters are based on old sil plots\n",
+    "    coclustering_matrices = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        X = cre_line_dfs[cre_line].values\n",
+    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
+    "        coclustering_matrices[cre_line]=m\n",
+    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cc1e3e93-e7fa-4ba9-924b-311e8f3a5e5a",
+   "metadata": {},
+   "source": [
+    "#### Assign labels based on agglomerative clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "b8c53087-753a-4442-83cf-da261ff24aff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labels_cre={}\n",
+    "for i,cre_line in enumerate(cre_lines):\n",
+    "    X = coclustering_matrices[cre_line]\n",
+    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
+    "    labels_cre[cre_line] = cluster.fit_predict(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "888a542b-7e75-4fda-a19a-2cfa2153bf1a",
+   "metadata": {},
+   "source": [
+    "#### Plot Coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
+      "  warnings.warn(msg)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
+    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
+    "    plt.tight_layout()\n",
+    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
+    "                                                                    glm_version,\n",
+    "                                                                    n_clusters_cre[i])))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "57a495b6-68ea-480a-8780-70c8912ad73a",
+   "metadata": {},
+   "source": [
+    "### Plot cluster dropout scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1260x144 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "sort_order = {}\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    tmp = cre_line_dfs[cre_line]\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    cluster_df = pd.DataFrame(index = tmp.index.values, columns = ['cluster_id', 'cre_line'], \n",
+    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
+    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_clusters_row(cluster_df, tmp, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix=f'_familiar_only_{n_clusters_cre}',\n",
+    "                                 abbreviate_experience=False)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b73ec873-2e32-4df3-83a8-3a524ae70955",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Plot area and depth analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "## add cluster id\n",
+    "cells_table_sel = cells_table_sel.drop_duplicates('cell_specimen_id')\n",
+    "cells_table_sel = cells_table_sel.set_index('cell_specimen_id')\n",
+    "df_meta = cells_table_sel.copy()\n",
+    "for cre_line in cre_lines:\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    index = cre_line_dfs[cre_line].index.values\n",
+    "    df_meta.at[index, 'cluster_id'] = labels+1\n",
+    "    \n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x540 with 30 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x540 with 15 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1800x540 with 30 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# this plot doesnt work without multi_session_df\n",
+    "\n",
+    "for cre_line in cre_lines:\n",
+    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n",
+    "                                     columns_to_groupby=['targeted_structure'], change=False, omitted=True,\n",
+    "                                     sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82aafe6d-0095-40be-8dda-ef6482d6874a",
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true,
+    "tags": []
+   },
+   "source": [
+    "## Cluster the data, 8 - 4 - 11"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f1ddfb84-aea9-48be-9ee4-5771e7f87ed2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e6a5ae15-c0ca-4ec0-92a1-65dfc77ac1d6",
+   "metadata": {},
+   "source": [
+    "### Compute coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "834bfe79-8220-452d-857b-49ff67c799c8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_cre = [8,4,11]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "ee03e6a7-f473-494f-af0f-12022e8c599d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:11<00:00,  4.38it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 28.53it/s]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 16.65it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "filename = os.path.join(save_dir, f'coClustering_matrix_{n_clusters_cre}.pkl')\n",
+    "if os.path.exists(filename):\n",
+    "    print('loading file...')\n",
+    "    with open(filename, 'rb') as f:\n",
+    "        coclustering_matrices  = pickle.load(f)\n",
+    "        f.close()\n",
+    "        print('done.')\n",
+    "else:\n",
+    "    coclustering_matrices = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        X = cre_line_dfs[cre_line].values\n",
+    "        print(n_clusters_cre[i])\n",
+    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
+    "        coclustering_matrices[cre_line]=m\n",
+    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8aba909e-1fb1-4a64-ae20-8bb7f30b65a5",
+   "metadata": {},
+   "source": [
+    "#### Assign labels based on agglomerative clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "bc508f2b-e2df-4318-ab00-00da011b0050",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n",
+      "4\n",
+      "11\n"
+     ]
+    }
+   ],
+   "source": [
+    "labels_cre={}\n",
+    "for i,cre_line in enumerate(cre_lines):\n",
+    "    X = coclustering_matrices[cre_line]\n",
+    "    print(n_clusters_cre[i])\n",
+    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
+    "    labels_cre[cre_line] = cluster.fit_predict(X)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4af1ad36-2a4a-452b-b240-22e3293973ef",
+   "metadata": {},
+   "source": [
+    "#### Plot Coclustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "d2b129ab-b7af-4260-9456-459abdacd6ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
+      "  warnings.warn(msg)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
+    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
+    "    plt.tight_layout()\n",
+    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
+    "                                                                    glm_version,\n",
+    "                                                                    n_clusters_cre[i])))\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b21b5d9e-1fe7-456a-b8e1-ac1ec4c66e93",
+   "metadata": {},
+   "source": [
+    "### Plot cluster dropout scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "83343eed-44cd-4bec-86cf-ace008173592",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 2016x144 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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97u8CJufGr0FqDYpsGCBrSiP1wV1KrvtZh17/nGxdvwSUG/+KbPzxdfP35+Ibbmj6HjFMd7K6eVtuvicdwbiKtGHdquzvmYdVPpum3cmAj2ef9b81mPbmbNr7RrDOg7Pnfq7BtJ1I3Vxq39trgQ2yaWcAf8jnRofeg1oe7Vs3/lvZ+K1y43ZtIedimPU27U5GaoUJYBGpZfqDpMLvZ9n4M8r+7nho6Tu2M2lHJ//9eBTYq41l/jBbzi4Npn0AWJJb1+mkgw5Tszi+2OHXNzNbz+P57Ui2zluB++rmn9NCHs0bYr2FtkekndD8MucD+5f9vfDQvQG4hlRA7wUcAPx39tnfAqxdcBmTsvl/lRvXT113smz8XqQD7LXv2K+BaVkOzAN+1IXXGKR94FfVjb+ItL+1dm7crBZyrr/Bug4jtRzn57sDeGGvP9tReQRP0lbAa4D/iYj59dMj4oQGz/kB6QfyG5LOi4iWrjohaU3SyVhrA3tGxNMnfEU6+fxNkp4LPAP4W0QsljSNVEx9OSJuVboyw5dIP+J/Ip3zsaCVOBo4MbJvTRbLdUpX1Niybr79WdmMOZy/tBlTO04g9Qv/VETcPsy8NnqsmT0ubTBtSd08rTiE9MN7ev2EiLgqa/ncmnQE7faIGJS0O+kiHNsDEyQdTfr+i9Rqcmw0b70tYmGsfnGOy0g/3FuysgX2ZuD1baynqFrXsRnA1rm8OUfS5cABkr4UEX/rQSzWvsdI26qfkw7ozCBdAOVHkt4WEb8d6sn1JPUBbwfujIgr6qdHxLcl/YTUV//eiPjf7HmfIfXGOFapS/QJpINyD5IKm3NH9vKedmFE9OfiiOz7eriktXPb6DNJBySK+FebMQFcSGrlXRt4KelAaDstpTbKRcSr6kadKekWUtewj2aPw/kPUmvnXgXWd6GkTUkX6ng4Iu4EkHQI6WIS+0pag3SBqT1JBf+pEfHNYq+oqT9GxDV14y4jHWicSfrdgXQBnaLbrkYXX3qQtI97Kal4eT7p/blI0i6135heGJVFDOnoLKzaR35IEfGQpG+TjursxMomr2FlxciFpCM5B0bE75us4y5SK03N50gnHx8naXPSF+PrpKutHUP6QF8S7TXTNzpn4SFSMZWP7co21tETkj5POgp2WkQcX3Y81pInssdGXRGn1c1TiKQXATsAv2lW7EfEEnJXHMx++L8DfCki/irpP4EPk46uBemI9OOkqzSNVLOcg1zeRcS/SD/i3VbbiFzdoPA/k9QitCvgImaUk7QtqXA5IiK+nRv/Y9IOxnclPbfFIvzdpANY3282Q/ZdvTq3vm1IOx1vioglki4gfbf3Bl4J/ETSggY7RK0YLo8ey2K7u8m8XRHpXLTa+WgXSjofuE7Smt4ujStfIe3D7cEwRYzSOaGfBY6LgueRRsRiUu+B2jI2zNZ5REQsknQq8AbStmsT4AeSFjU4gNaKotuu+0i9HFom6VDSqRMvjYhbc+N/Q7rK6fHA/x/Jskdi1BUxWf/uA0hv/AUtPr0/eyx8VCVXwOwOHBwRZxV83otJXWx2j4ilSicZPwgcnR1xmk269NyraHweQVHNNmar3E9A0jNJXbWKeCR6fGljpWv3H0064v6BXq7bOqJ2Et8mDabVxrV6bkrLBytIBweWki4NXVvGtyPiYoDsQMbBtFfEDLUD+XTeKV32eEbRhUbE/SOMp7bD1ej5tQ2RT0quhiNIRf8qrRwR8YTSPVoOJx0xvWv1pzZ1MOnKdXOLzKx0CdjvAmdFulDExqQ++6+PiGuBa5XuJXMQqRvOSBXNo7VJrSJFPBURDw8/W3ERcYukG0ktrS5ixomIWCZpIcX2F79GOs/lgqygqZkETMnGPZ4VB82cBFwfEXOzHJwFfDgifgeQnTtzMNBOEVM059YAphddZkQ8mPv/KOC2fAEDEBF/lnQb6fy8nhl1RQzwVtI9E06MiEZdV4ZS62JV6ITxXAHzBlJ//tW6tDR53gTSjtfc2heQdLL6vbmuX7XmtGfTXhFT1HUUv1/Eeym4weuErID5HOk8hkPy3eOsMmr3lNiR1YuOHUitIEXv0VQrAN5DKvx/VvA5LyWdD/e6SFdzgpR3+abr/yXlXC/sBFzewvzD3siwidrRvE0bTKuN8/0tqqFW8Dc64DSp7nFYSjea3Z505bqiRfKHgC1IXUxg5XeorDw6krR9KOIKUqtjp61BCwckrPqy/b9NybVQDmFz0jnTzbri/5107slbmqzrrdm0bbNR65MOZtTn3PYFYumE/WjQhbuJf5AOrNRsQvODLJPocV0xGouY2tHZhk3jWUvNWlF36V5Jzyad8PoQ2VUgsvGTgecCT+S7rChdoesCUgHzgYho5WjwR0g/8G/IjVtI6uc4NSu+ts2N74VReU6MpM+SNlA/BA5qs2udlSQi7pT0J2AfSZ+JiIXw9I2v9gEuy+9EKV2Na33SSbyNLrO9J+lKe1/Pn3/WjKSJpKPH34+IfP/5hazMNbK/e5VzPTknJiLmS7oS2EnpBrs3wNPvyaGko/CFu89aqf5K2m7MItdamJ3X8jbSOR935sZvRjrX7K4meVK7PHnTrmR52XbyC6SrkdXOL6nly7asPN9rW4rt3HVCT86JkbRho0JP0m6ky/3PG+mybfSS9IyIeKjBpM+T9oF/UTf/RqRWigURUesifSSNbwZ9Cumc0I/RpHuW0uXwTwGOyU5JgLSf+hQpz2o3eO7ltqudc2L+CrxY6Wbl+S6qO5LOjendjS4ZZUVMrln72mh+9++1gfmSLiT1Af8X6YTFQ7Jp76rrKrVJNl/9EZyzs3VdCjwhqb4P3y0RcUuDGDcn3axxVqx6KcufkPpMni/pYlK3gL+Ta47PtUi8NyLmNnl9I9LOOTHZBQlem/378uzxcEkD2bKPy807nXQOAqQjEwCvzU6uBvh57X2T9CFS958FpPf53dIqB6MfaPUkVussSe9hZQveM0lN47XP8h8R8cPc7B8ltTz8XlLtnhIfJp0c/PG6RR9O9l2ncatfq13JZpPutv3JuvFnAUdJeojUGnQoK7uaAeneL8DmETHSlpCG2j0nRtLhrNwwTgY2z733N0dEfuP6YdIVGy+VdBJpI7gf6fyFYztwARHrjRNI3aW/lJ0fcyWpBeBQ0vf7Q3Xnw5xJ6p6xBSu7SwNPH0nen7TjU/TywKcAv4uI2r26iIh7JM0DTsy2wS8jXUzjQ7l1zSRdxeuKiNi14LoKaeecmFa2R8Cp2Q7qZaSjy9NIr/WdwGJW/w2zseFoSTuQtl0LSPuJbybdtPwaVr8/0vGkK9/uRlbYRkTD33lJXwUei4jzGk3PfJH0e/30pYcjYkV2HtxnlHaKNs5iem/d8oO0HZ5Z5IUW1c45MaTzzn8K/Dbrvv13Ui+oD5IKs2M6EWNhMQouf1cbgE+R7YgMMc9U0o7Pn0kFzDLSh3Ee8MoG88+kwaUZGf6SxHOarP9iUtN9o2l7kE7OXExKmK3qpn8tW/brC7wXc2hyqeMs9nnDLaOF933OEO9DNHk/mw2zcvPOHWbejr0GDyP+7Oe18vmQupP9D+mk3MWkIzrbD/GdmtVg2rNJfXevLBjjFqST9f+9wbQpWV7dnw1fB6bUzfNPUlfPIutqmFusvJzyaq+njfd+qN+guQ3mfzHpilYDpKN/N3YyHg+9GUg9A84gneu0jHR55d8BezeYt5afMxtMe3c27QsF17tvlrObNZi2Ealr9QCpJeiguunbZus6u8B6atuIOQ2mzWn2ekb4XtbWVWR7tC/plgX/m+XPk6SrlJ3c6D3xMDYGUgvnb0jnbC7JtiU3kfY3pzWYf2723dm1wLL7aXCJ5dz0HUg79i9vMG3dbF0PkYqro1j1dhrrZHEU3U42227MKvp6WnhPX0e6/9NDpJ4ADwLnA9v1+vNVFpD1gKQbgMURsUvZsZiNB9kFOG4m7ZSdXnY8ZlUk6SOkGy5vExF3lB2P2VgnaU/S+aKvi4jLy45ntBpV3cnGMkkbkO6UXH+9cjPrnjeSipgzyg7ErMLeCHzHBYxZz7wR+KULmKG5JcbMzMzMzCplQtkBmJmZmZmZtcJFjJmZmZmZVYqLGDMzMzMzq5TSTuw/te8FlToZZ7N1ppQdQsseW7q87BBatt+iv3b0Xh7j0Yr+myqVWwA3Hla9WzRMW29a2SG0bJuzL3J+tWnwjisrlV+Da/aVHULLtKJ6266Jm7/EudWm29+3d6VyC+CJRY+VHULLVjy1YviZRpmXX/w/DfPLLTFmZmZmZlYpLmLMzMzMzKxSXMSYmZmZmVmluIgxMzMzM7NKcRFjZmZmZmaV0pEiRtIsSSFpu04sz8zMzMzMrBm3xJiZmZmZWaW4iDEzMzMzs0pxEWNmZmZmZpXiIsbMzMzMzCrFRYyZmZmZmVVK14sYSX2SZtYPT8SKbq/abExrllsDjy4uOzSzynN+mXVHs9x6dOlTZYdmFdOLlpjZwPz64bKl/+rBqs3GtNk0yK0Tf3B2mTGZjRWzaZRfZ5xTZkxmY8FsGuTWGbfeVWZMVkGTerCOE4C59SNfN3W9+T1Yt9lYdgINcuujB+3v3DJr3wk0yq8D93V+mbXnBBrk1oHbPNe5ZS3pehETEQPAQP34U/te0O1Vm41pzXJrRf9NvQ7FbMxpll+Dd1zZ81jMxpJmuXX7+/bueSxWbT6x38zMzMzMKsVFjJmZmZmZVYqLGDMzMzMzq5SOFDERMTciFBE3dWJ5ZmZmZmZmzbglxszMzMzMKsVFjJmZmZmZVYqLGDMzMzMzqxQXMWZmZmZmVikuYszMzMzMrFJcxJiZmZmZWaW4iDEzMzMzs0pRRJSy4qcGFpWz4hGKCZPKDqFlGlxedggtm9K3gcqOoeqqllsAqHrHU6KCMU9dd4bzq03LF95eqfzSsiVlh9C6kvZL2jFx5nbOrTYN3nFl5T74wbVmlB1Cy2LStLJDaNnkZ23RML+qtxU2MzMzM7NxzUWMmZmZmZlViosYMzMzMzOrFBcxZmZmZmZWKS5izMzMzMysUloqYiS9WNJ/S7pP0lJJCyR9X9IW3QrQzMzMzMwsr3ARI2lf4HpgZ+A04DDgx8C/AzdL2rkrEZqZmZmZmeUUuvmJpC2BucDtwGsj4uHctFOBq4BzJb0oP83MzMzMzKzTirbEHAmsAby/vkiJiH7gE8CzgPd3NDozMzMzM7M6RYuYtwDzI+LKJtPPBZYAe3QkKjMzMzMzsyaGLWIkTQc2Bm5pNk9ELAXuAF7YudDMzMzMzMxWV+ScmHWyx8XDzLcYWLd+pKQ+oK9+/AP9d9A3fXqB1ZtZI84ts+5pll8P/vVa+qavtqkzs4Ka5dZD1/2KvnXXWW1+s2aKdCerFS/DfbPWoXGhMxuYXz+cfOppBUM0syZm49wy65bZNMivk753RpkxmY0Fs2mQWyeecU6ZMVkFKSKGn0laCCyJiOc0mT4VGACuj4jX1E3ro/HR4vlVOlocEwpdyG1U0eDyskNo2ZS+DVR2DFUxVnILAFXvvrtRwZinrjvD+VXQEC0x86vUEqNlS8oOoXUF9ktGm4kzt3NuFTRES8z8qrXEDK41o+wQWhaTppUdQssmP2uLhvlVdM/8IuAQSTtFxFUNpr8DmJbNt4qIGCAVOKt4amBRwVWbWSPOLbPuaZZfyxfe3vNYzMaSZrk1eEeza0eZNVb0UOJXSVcf+7ak9fITJG0GfBl4APhOZ8MzMzMzMzNbVaGWmIi4XdJBwJnAnyV9D1gAbAm8D5gC7OEbXZqZmZmZWbcVPtEjIn4s6W/AUcAHgBnAIuBnwHERcXd3QjQzMzMzM1uppbPVI+ImYL/uhGJmZmZmZja86l1ex8zMzMzMxjUXMWZmZmZmVikuYszMzMzMrFJcxJiZmZmZWaW4iDEzMzMzs0pxEWNmZmZmZpXiIsbMzMzMzCqlpfvEdFJMnFLWqkcmBsuOoGUxobSP10oUk9coO4TWrVhWdgQt04qnyg7BSrD81j+UHUJLNGly2SG0bnBF2RG0bOLM7coOofomTS07gtZVcD9Ly5eUHULHuCXGzMzMzMwqxUWMmZmZmZlViosYMzMzMzOrFBcxZmZmZmZWKS5izMzMzMysUgoXMZJmSYq64QFJl0japZtBmpmZmZmZ1Yzk2nCfBhYAAjYCDgYukfTqiPhTJ4MzMzMzMzOrN5Ii5uKIuKn2j6SzgHuBdwAuYszMzMzMrKs6cU7MQ8ByoIJ31DIzMzMzs6oZSUtMn6T1Sd3JNgSOBAI4p5OBmZmZmZmZNTKSIubyuv8fB/aLiGs6EI+ZmZmZmdmQRlLEfAC4K/t74+z/syW9MSJ+37HIzMzMzMzMGhhJEXNN3Yn955GKmhOB7etnltQH9NWPv39BP31900ewejODIXLrngX09a022sxa0Cy/7jv/JPrWXrPn8ZiNFc1y66EbL6Nv3XV6Ho9VV9sn9kfEE8DVwEslrdVgltnA/Prh5FNObXfVZuPdbBrl1rdOKTMms7FiNg3y65sX/LbMmMzGgtk0yK0TT/9xmTFZBSkiis0ozQJOB16ab4nJpv0S2APYMCIeqJvWR+OWmPmVaomJwbIjGBemrjtDZcdQFUO0xMyvXEvMimVlR9AyrXiq7BBaNmW9DZ1fBQ3REjO/Si0xmlTBC4cOrig7gpZN3f29zq2ChmiJmV+1lpjBNSq0H1szuLzsCFo2aZMXNsyvkXQnW0X2ZdwReABYVD89IgaAgfrxSxevNsrMWtA0tx5f3PNYzMaaZvm15JLv9zwWs7GkWW4N3u1bDVprRlLEvFnSNtnfGwEHAzOAw6Jos46ZmZmZmdkIjaSI+ULu7yeBPwPvjgh3ZjQzMzMzs64rXMRExFxgbtciMTMzMzMzK6Dtq5OZmZmZmZn1kosYMzMzMzOrFBcxZmZmZmZWKS5izMzMzMysUlzEmJmZmZlZpbiIMTMzMzOzSnERY2ZmZmZmlTKSm112hFY8VdaqRyYGy46gdXKNOh5NWLyo7BBaN2Fi2RG0LqLsCKwE2vHtZYfQkpg4uewQWqYqbm+tbcv7Ni47hJZp2dKyQ2iZyg6gg7yXa2ZmZmZmleIixszMzMzMKsVFjJmZmZmZVYqLGDMzMzMzqxQXMWZmZmZmVimFr04mqeileLaIiP6RhWNmZmZmZja0Vi6x/J66/2cDmwNH1I1/sJ2AzMzMzMzMhlK4iImIs/L/S3oHsH79eDMzMzMzs27yOTFmZmZmZlYpLmLMzMzMzKxSXMSYmZmZmVmluIgxMzMzM7NKaeXqZCMiqQ/oqx//QP8d9E2f3u3Vm41ZzXJr0W030Dd93Z7HYzaWNMuv+xf009fnbZfZSDXdL7z7r94vtJb0oiVmNjC/fjj51NN6sGqzMW02DXLrpO+eXmZMZmPFbBptu045tcyYzMaC2TTKrW9/r8yYrIIUUfQelnVPlC4EtouImcPM10fjlpj5laq4Y7DsCFqn6vUWnNK3gcqOoSqGaImZX7mWmAkTy46gdSP87SzT5Gdt4fwqaIiWmPlVaomJiZPLDqFlquD2dupa6zi3ChqiJaZa+4WAli0tO4SWaXB52SG0bNJGWzbMr653J4uIAWCgfvxTA4u6vWqzMa1Zbi27/66ex2I21jTLr6WLVxtlZi1oul/48MKex2LVVr1D9WZmZmZmNq65iDEzMzMzs0oZcXeyiNirg3GYmZmZmZkV4pYYMzMzMzOrFBcxZmZmZmZWKS5izMzMzMysUlzEmJmZmZlZpbiIMTMzMzOzSnERY2ZmZmZmleIixszMzMzMKkURUXYMHSOpD5gNnBARA6UGU5Bjtqqo2udetXihmjFb+6r4uTtmq4qqfe5VixfKi3msFTEzgfnAFhHRX240xThmq4qqfe5VixeqGbO1r4qfu2O2qqja5161eKG8mN2dzMzMzMzMKsVFjJmZmZmZVYqLGDMzMzMzqxQXMWZmZmZmViljrYgZAI7JHqtiAMds1TBAtT73AaoVL1QzZmvfANX73AdwzFYNA1Trcx+gWvFCSTGPqauTmZmZmZnZ2DfWWmLMzMzMzGyMcxFjZmZmZmaV4iLGzMzMzMwqxUWMmZmZmZlViosYMzMzMzOrlDFdxEh6tqQflB1HnqQ+SXtI2kmS6qatJemzZcXWjKRtJB0qaevs/xdJ+q6kMyW9oez4rPecW53h3LJGnF+d4fyyes6tzhgtuTWmL7Es6SXADRExsexYALIP+1LgmaQC8gbg7RHxj2z6s4CFoyVeAElvBi4EFgNrAf8OnAncRHoNuwBviohLSwrRSuDcap9zy5pxfrXP+WWNOLfaN5pyq9JFjKQDhpllM+CY0fLhS/o5sBx4D7AucCKwE7BbRPx9lH5ZrwIui4ijJb0TOAU4NSI+nU0/HnhZRPio1hji3Oo+59b45fzqPufX+OTc6r7RlFtVL2IGgSeAZi9iAjBttHz4khaRvph/yY37OrAfsBvwCKPvy/oI6ct4p6QJwFLglRFxYzZ9G+DSiNiwzDits5xb3efcGr+cX93n/BqfnFvdN5pyq+rnxCwEDoiIdRoNwKvLDrDOVOoSKyI+BpwDzANeWEJMRQwCRMQgsISUVDWLgellBGVd5dzqDefW+OT86g3n1/jj3OqNUZFbVS9irge2H2J6ABpieq/dDry8fmREHAGcC/ys5xENrx/YMvf/jsCC3P/PBu7vZUDWE86t7uvHuTVeOb+6rx/n13jk3Oq+fkZJblW9iPkqcOUQ0+8kNceNFhcA72o0ISI+CpzF6EougO8AU2r/RMStEbE8N30P0tECG1ucW93n3Bq/nF/d5/wan5xb3TdqcqvS58SYmZmZmdn4U/WWGDMzMzMzG2dcxJiZmZmZWaW4iDEzMzMzs0pxEWNmZmZmZpXiIsbMzMzMzCrl/wDYL1SVHLVdtQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1008x144 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2772x144 with 11 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "sort_order = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    labels = labels_cre[cre_line] \n",
+    "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
+    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
+    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='test', suffix='_familiar_only',\n",
+    "                                 abbreviate_experience=False)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e348809e-70a0-45ea-88a3-2818bc6dfb7d",
+   "metadata": {},
+   "source": [
+    "## Comapring clusters in Familiar and Original data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f57fa1b5-f571-40d3-8bfc-ffb6bcd75b2c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Compare size of matched clusters\n",
+    "Find the same cells and see where they move to (which cluster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aaa155a4-ccdb-4a88-bf8b-0cc099ae9f6f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c283696c-8f54-4c69-b1a7-3cb7368b1f28",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ecdb0723-7a12-4022-9d1e-025a22d66644",
+   "metadata": {},
+   "source": [
+    "## Summary"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec6d43be-33a8-4fe1-ad1a-d8ea74e6b530",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "vba",
+   "language": "python",
+   "name": "vba"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From f3eaec0167866c729f852f1d210fb3026ebab2e3 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Thu, 13 Oct 2022 16:55:27 -0700
Subject: [PATCH 09/25] updated panels E and F for figure 4

---
 notebooks/221004_Figure4_summary_panels.ipynb | 1452 +++--------------
 1 file changed, 209 insertions(+), 1243 deletions(-)

diff --git a/notebooks/221004_Figure4_summary_panels.ipynb b/notebooks/221004_Figure4_summary_panels.ipynb
index 1c617020b..cf64f20b8 100644
--- a/notebooks/221004_Figure4_summary_panels.ipynb
+++ b/notebooks/221004_Figure4_summary_panels.ipynb
@@ -925,31 +925,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
-   "id": "755a8e09-6014-4ff1-8d1d-c29fb98b5ac4",
+   "execution_count": 195,
+   "id": "75288c06-8bdb-48a4-ab4f-4bb2f413805a",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "[(1.0, 0.596078431372549, 0.5882352941176471),\n",
-       " (0.6196078431372549, 0.8549019607843137, 0.8980392156862745),\n",
-       " (0.7725490196078432, 0.6901960784313725, 0.8352941176470589)]"
-      ]
-     },
-     "execution_count": 172,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slc17a7-IRES2-Cre\n",
+      "Sst-IRES-Cre\n",
+      "Vip-IRES-Cre\n"
+     ]
     }
    ],
    "source": [
-    "utils.get_cre_line_colors()"
+    "variability_df2 = get_sse_df_version2(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 174,
-   "id": "990bac09-c4d6-4961-a13f-753dd710e257",
+   "execution_count": 196,
+   "id": "41eef610-0004-4438-914a-bc30c3d5a0ae",
    "metadata": {},
    "outputs": [
     {
@@ -958,13 +955,13 @@
        "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
       ]
      },
-     "execution_count": 174,
+     "execution_count": 196,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -977,33 +974,13 @@
    ],
    "source": [
     "palette = utils.get_cre_line_colors()\n",
-    "sns.barplot(data = variability_df.sort_values('cre_line'), x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 195,
-   "id": "75288c06-8bdb-48a4-ab4f-4bb2f413805a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Slc17a7-IRES2-Cre\n",
-      "Sst-IRES-Cre\n",
-      "Vip-IRES-Cre\n"
-     ]
-    }
-   ],
-   "source": [
-    "variability_df2 = get_sse_df_version2(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
+    "sns.barplot(data = variability_df2, x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
-   "id": "41eef610-0004-4438-914a-bc30c3d5a0ae",
+   "execution_count": 213,
+   "id": "463cc48b-6d3b-4e7a-ad66-2960f8954ff3",
    "metadata": {},
    "outputs": [
     {
@@ -1012,13 +989,13 @@
        "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
       ]
      },
-     "execution_count": 196,
+     "execution_count": 213,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1031,82 +1008,93 @@
    ],
    "source": [
     "palette = utils.get_cre_line_colors()\n",
-    "sns.barplot(data = variability_df2, x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
+    "sns.violinplot(data = variability_df2, x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
-   "id": "79b28186-44d3-4007-ae02-f7bedd4d716b",
+   "execution_count": 210,
+   "id": "7f144cf5-5be8-422c-b82a-c272d71fea34",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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nevjKjRkgIp4T5cXxrcu35K4KyO9b11dOpbw36G1Vd4HWNGLjXfoq2+aUrlF/oVz1bqfRAGvN611M/j/4EmB74Avtnu/LzGsz87SWaUqNxsy8ljKy6yMoz2f2LSIe1+4zruxZze/8O1Wf3YmUv+E/ZGbH14lk5pktx9l8t/K9lEbkZyPi4R3K9uqqi3A3X6HcuTys+v9qTeeeLc8FSEPVazzsMNrfBZRzpblb+43V/ht0dc/MVW3iy5SuwmfmRZTnkZ4TEU+bShoR8eSImN9h9Z7V/PdVfn9qU/bGFfWTgZ8Ar4qIAzvk9ZCI+Jd265pVdztPAV4eEU9qk05UXeulOSMzfw2cQ7kQ/Y+UCyu9dk0F2CciGqOoNy6gH0ypS32rymOyc7zf8v6IEhP2i4gHTSWNKK8LaVdn2IS7uus34tPv25R9XbXNZyljTrw9Il7aIa/Hd4pdLX5DuXP5DxGxU5t07tYa9zU57zTODB8D7h0R3wR+R7kNf3/KlZuHAcdWz/hsJDNvjog3UEbaOy8iGq/c2J4ySM5Hqe7iVVfhG+8Xemo1f21TJecTufHQ6XtSKmBLJxlo4kRKwDslIj5DGfnwOZR+9JM9FD5Z19RB+DilnO+JiC+13G18WES8psN+p2V5B9GzgQ9FxKmULqgTlGeiFlM+11WUz7vhOOD5lC6sN7dJ/9xeurJl5nkR8bfAl4DfRsRXKF1i1lK6tL6UMsT0C3pIa0VEvInymf+h6vL3Z8r/y6Mpf+9HUbqRSKPQUzyMiBOriteplP/hLSmVuG0oV+kbzqY8h3NURHybMorgz5p7RdTkQ5QLbIdRRo5u9teTxJeTqmel96G8buPblJEUr6G8E+6FlG5pv6eHiml1R3YvSuPxvyPitZRXk0wA8ynPIb2EcsW/F2+i3PH4SUQcS6mobUJ59uqllM/60B7TkmaLoynvPn4+ZUT7fi5oXwj8LCI+RRlJ9dWUR4A+kJmXT7rn1H2A8kqzd7Px88m7V72i2jkuM5PSXfapEXEy8GvKQGQLKONHPJ7yKNG3uxWiqrO+uNr2pKo+9X1KvNueEuueR7lb2S2trOLbD4FzI+J/Kb1FtqK8FujllF5mx3RLS5UcgyFcnSafKFfP/5vS9eBqygPL11BOwtfTNNw6La/caFr+BEo3yKspd5IaQyLv1LTNfkw+vPKObdI9tVr3sC7HsCelW9hNVRmOp7xXp1N570+5qnbmND635XR+5cZ2Hfb5cLX+ddXvO3b5TBJ4dtO2/1r9XS6vPuebKEHqI8CCNuWbLN1D+zze+wH/QalI31jlfynwBZpendJ0TB3Tp1w0OJEylP564IrquN4GbDHqc8Jp7k69xkNKheCblGeJbqF0c/8x8IqW9DahdBtdUcWcnoZhZ5JXbkyyz5eq/faofl/cQ3x5SLXtX1GeVzyzOh/XUyqUv6E0yu7R5+e4GaVyeFr1Od5afY4/pHSt27LluJZPktZ2Vey5kDIQ0JoqDn0ceNSo/2ecnIY9UR69aYzd8No26xvn/n7tllFGKm+MWXAR8NY+8m58x7d75cZ5k+x3VhUHHlz9vl8P8elu1bZPotRzfkHpeXZrFQfOAv4Z2LzPz28rykX8MyjPHd5apfttymNLm7Yc17JJ0nog5d3Ty6u4eQ2lPvph4P6j/l+ZSVNUH6gkSZKkEYiIxZSLX/tn5jEjLYzUhs80SpIkSZI6stEoSZIkSerIRqMkSZIkqSOfaZQkSZIkdTTnX7lRvXNuN8rrEOp+obuk0dgUWAj8IjNvGXVhpsLYJM1axidJ42jS2DTnG42UoHf6qAshaSB2pwzZPRMZm6TZzfgkaRy1jU02GstVMk4//XQWLVo06rJIqsGKFSvYfffdoTq/ZyhjkzQLGZ8kjaNusclGY9WtYtGiRey4444jLoqkms3kblPGJml2Mz5JGkdtY5Ojp0qSJEmSOrLRKEmSJEnqyEajJEmSJKkjG42SJEmSpI4cCEfqYMmSJUxMTLBgwQKWLl066uJIkiRJI2GjUXNWt4bgH/7wB26++WauvfbartsuWbKkzqJJkiRJY8PuqZIkSZKkjrzTKHWw5ZZbbjCXJEmS5iIbjVIHu+6666iLIEmSJI2c3VMlSZIkSR3ZaJQkSZIkdWSjUZIkSZLUkY1GSZIkSVJHNholSZIkSR3ZaJQkSZIkdeQrNyRJkiQJWLJkCRMTEyxYsIClS5eOujhjw0ajJEmSJAETExOsXLly1MUYO3ZPlSRJkiR1ZKNRkiRJktSRjUZJkiRJUkcjbTRGxOYRcXhEXBERayPi7Ih41hTSOSUiMiKOGEAxJUmSJGnOGvVAOMcArwCOAC4G9gO+ExF7ZOZZvSQQES8Cnj6g8kmSJEmaJfbee+9J169evRooA+J02/b444+vrVzjbmR3GiPiCcDewJLMXJKZnwGeCVwGHN5jGvOAjwGOhytJkiRJAzDK7ql7AbcCn20syMx1wNHA0yJiYQ9pvBXYEvjPgZRQkiRJkua4UTYadwEuyMwbW5b/HAjgcZPtHBELgPcA78rMmwdSQkmSJEma40b5TONCoN2bM1dV8/t22f/DwB+BL/aaYUTMB+a3LF7U6/6SNAjGJknjyvgkCUbbaNwSuKXN8nVN69uqnofcF9gjM7OPPA8C3tfH9pI0DAdhbJI0ng7C+CTNeaNsNK4FNm+zfIum9RuJiAA+DnwtM8/oM88jKCO2NlsEnN5nOpJUpyMwNkkaT0dgfNIcsskmm2wwVzHKRuMqShfVVo1lV3TY72XAE4B3RcSOLevuUS37S2Zu1OjMzDXAmuZlpQ0qSaNjbJI0roxPmmvmz58/6iKMpVE2oc8BHhERW7csf2I1/22H/R5AKfcPgUubJoD9q5/3qLWkkiRJkjRHjfJO4wnA24EDKF0fiIjNKQ2/MzPzimrZA4CtMvOCar+TgeVt0jsR+BbllR2/HmTBJUmSJGmuGFmjMTN/FhFfBZZW72S8BHgd8EBgv6ZNj6XcOYxqv0uqbTdQdZW4JDNPGmjBJUmSJGkOGeWdRigjoH6gmt8LOBd4YWaeOdJSSZIkSZKAETcaM3Md8I5q6rTN4h7T8qlsSZIkSaqZY8lKkiRJkjqy0ShJkiRJ6shGoyRJkiSpIxuNkiRJkqSObDRKkiRJkjqy0ShJkiRJ6shGoyRJkiSpIxuNkiRJkqSObDRKkiRJkjqy0ShJkiRJ6shGoyRJkiSpIxuNkiRJkqSObDRKkiRJkjq626gLIEndLFmyhImJCRYsWMDSpUtHXRxJkqQ5xUajpLE3MTHBypUrR10MSZKkOcnuqZIkSZKkjrzTKGmkFi1a1HWbBz3oQcybN49LL7206/YrVqyoq2iSJEnCO42SJEmSpEl4p1HS2Lv11ls3mEuSJGl4bDRKGnt2OZUkSRodu6dKkiRJkjqy0ShJkiRJ6sjuqZIkjdCSJUuYmJhgwYIFLF26dNTFkSRpIzYaJUkaoYmJCVauXDnqYkiS1JHdUyVJkiRJHdlolCRJkiR1ZKNRkiRJktSRzzRKkiRJI+agWBpnNholSZqCo446qpZ0rrvuujvndaV54IEH1pKOpOFxUCyNMxuNkiRJkqbNu6Wzl41GSZIkSdPm3dLZy0ajJEmSNEDLli3rus3atWvvnHfbfvHixdMvlNQHR0+VJEmSJHXU953GiNgGOBh4LnAfYN/MPCsitgMOBL6SmRfUW0xJmlmMlerVVltttcFcGjTjk6ail2cUr7322jvn3bZfsmRJLeXScPTVaIyI7YEzgJ2Ai6v5lgCZeXVEvA6YD/xzvcWUpJnDWKl+7L777qMuguYQ49P4mj9//gZzaZz0e6fx34AFwBOBy4ArW9Z/A3hWDeWSpJnMWClpXBmfxtQ+++wz6iJIHfX7TOOLgaMy89dAtln/J+D+0y6VJM1sxkpJ48r4JKlv/d5p3I7SlaGTO4Atpl4cSZoVjJWSxpXxSQOz5ZZbbjDX7NFvo3ECePAk63ehdHWQpLnMWClpXBmfNDC77rrrqIugAem3e+opwBsiYmHrioh4IrAvpS+8JM1lxkpJ48r4JKlv/TYaDwNuA34DfJjSF/51EfEl4CfAFcDhtZZQkmYeY6WkcWV8moIlS5aw7777+poIzVl9dU/NzImIeBJwJPB6IIDXUgLOKcCbMnN17aWUpBnEWClpXBmfpmZiYoKVK1eOuhjSyPT7TCOZeTnw0oi4B/BwSrC52AAjSXcxVkoaV8anDZ1//vldt1m/fv2d827b77zzzrWUSxonfTcaGzLzeuAXNZZF0gy0ZMkSJiYmWLBgAUuXLh11ccaOsVLSuDI+SepVX880RsRDIuL5LcueGBEnR8SZEfHGeosnadw1uuxMTEyMuihjw1gpaVwZnyRNRb93Gg8HtgW+CxAR2wHfAbYG1gKfjIgrM/OkOgspaTSe8pSndN1m8803Z5NNNuHyyy/vuv1Pf/rTuoo27oyVksaV8WkKtt122w3m0nTMxF5a/TYadwU+0/T7q4B7AI8DLgSWAW8FTpp+0STNBJnJHXfcQWaOuijjxFgpaVwZn6bgH//xH0ddBM0iM3FgpX5fubE9ZSjmhucDZ2bmeZm5HjgeeFRdhZM0/tavX88tt9xy5yABAoyVksaX8UlS3/ptNN4EzAeIiE2Bp1He6dOwlnK1SpLmMmOlpHFlfJLUt367p54P7BsRxwJ/S+n//v2m9Q8ErqqpbJI0UxkrJY0r45M0QLN1PIh+G43/AXwDuLL6/TfA6U3rnwv8uoZySdJMZqyUNK6MT5L61lejMTO/HRHPAl4CXAccmdXoFxFxb2AFcGztpZSkGcRYKWlcGZ8kTUW/dxrJzB8DP278HhF3A15KGb75wMz0ZW2S5jxjpaRxZXyS1K++BsKJiKUR8Yum3wM4DfgK8GngdxHx4D7S2zwiDo+IKyJibUScXV396rbfyyPiyxFxaUTcHBEXRMR/RMQ9+zkeSRqEumOlJNXF+DS3LVmyhH333ZclS5aMuiiaYfodPfX5bNjv/W+Ap1P6x7+6WnZIH+kdAxwMfJHyTqA7gO9ExJO77PcZ4JHAF4B/Ar5Xzc+MiC36yF+SBqHuWClJdTE+zWGN9wNOTHgzeZRm4juu++2een/goqbf/wa4NDMPAYiInYF9ekkoIp4A7A0cnJlHVMuOBc4DDqcEsE72ysxlLen9Cvh8leYxvZRBkgaktlgpSTUzPkkjNhPfbd1vo3EecFvT78+gdGlo+BOwsMe09gJuBT7bWJCZ6yLiaOCDEbEwM1e127G1wVg5kdJofGSP+UvSoNQZKyWpTsanWeq4447rus0NN9xw53yy7ffZx+sG2lC/3VMvB54Md16J2ommB6mBHYAbe0xrF+CCzGzd/udAAI/rs2wLqvnVfe4nSXWrM1ZKUp2MT5L61u+dxuOB90TEDsDOwPXAKU3rdwEu6TGthcDKNssbdxfv22fZ3gncDny90wYRMR+Y37J4UZ/5SFI3fcVKY5OkITI+zWFbb731BnOpV/02Gj9M6Qu/J+XdPvtm5hqAauTSlwAf6zGtLYFb2ixf17S+JxHxauANwIczc7JG60HA+3pNV5KmqN9YeRDGJknDMfT4tGTJEiYmJliwYAFLly6dTlKapuc///mjLoJmqL4ajZl5C6Vx9oY2q2+g3D28ucfk1gKbt1m+RdP6riJid+Bo4NvAe7psfgQbD5KziA1HEZOkaZlCrDwCY5NmOBsGM8Mo4lNjxE5JM1e/dxo7ysw7KFeserWK9g9aN5Zd0S2BiHgs8E3gXOCVmXl7lzKuAda0pNFDUSWpHu1ipbFJs4ENg5lvKvHppptu6iXdO+fdtr/73e/eW2ElTaruC3n9DoRTp3OAR0REa6fqJ1bz3062c/Xi2e8CVwIvyszuUUuSJEmSZrm638lZ253GKTgBeDtwAKXrAxGxObA/cGZmXlEtewCwVWZe0NgxIhYApwJ3AM/LTEdMlSSpT29605tqS+vKK6+8c15Hup/85CennYbGww477LDBXNLMM7JGY2b+LCK+CiyNiIWUkbpeBzwQ2K9p02OBPSiv4Wj4LmWI6KXA0yLiaU3rLsnMswZZdkmSJPXm/e9//6iLoFnE56dHY5R3GgH2BT5Qze9FeTbxhZl5Zpf9HlvNl7RZ93nARqMkSZI0y/j89GiMtNGYmeuAd1RTp20Wt1nmCBGSJEmSNASjvtMozWl2sZA0W2y22WYbzCVJg7Fo0aKu2zzoQQ9i3rx5XHrppZNuv2LFip7ytNEoDcjBBx/cdZsLLriA9evXc9VVV3Xd/mMf+9ik6yVplHqpxEjSZHqpO1111VV3zq07DY+NRmkG23vvvWtL6/jjj68tLUmSJM0eNhqlEZo3b94Gc0mSJGnc2GiURminnXYadREkSZKkSdlolCRJkjQj2EurN7feeusG8+my0ShJmrEcgViS5hZ7afWm11FRe2WjUZI0Y/mSZ9XJixCS1J6NRkmSJLwIIUmd2GiUJA3dWWedVUs669atu3NeV5pPfvKTa0lHkqTZYpNRF0CSJEmSNL5sNEqSJEmSOrJ7qiRpxpo/f/4Gc0mSVD8bjZKkGWv//fcfdREkSZr1bDRKkqQZa9ddd60tra233ppNN92Uyy67rLZ0f/nLX9aSjiSNks80SpIkSZI6stEoSZIkSerIRqMkSZIkqSMbjZIkSZKkjmw0SpIkSZI6stEoSZIkSerIV25IkiQBd9xxxwZzSVJho1GSJAm4+eabR10ESRpLNhpnofPPP7+2tHbeeefa0pIkSZI08/hMoyRJkiSpIxuNkiRJkqSObDRKkiRJkjqy0ShJkiRJ6siBcCRpjlqyZAkTExMsWLCApUuXjro4kiRpTNlolKQ5amJigpUrV466GJIkaczZaJSkGeTKK6+sLa3bb7/9znld6e6www61pCNJksaHzzRKkiRJkjryTqMkzVHbb7/9BnNJkqR2bDRK0hz1rne9a9RFkCRJM4DdUyVJkiRJHdlolCRJkiR1ZKNRkiRJktSRjUZJkiRJUkcOhDNkq1atqjW9hQsX1pqeJEmSJDWz0aiBWLJkCRMTEyxYsIClS5f2vf9xxx1Xa3n22WefWtOTJEmS5gobjRqIiYkJVq5cOepiSJIkSZomG43q27Jly7pus3bt2jvn3bZfvHjx9AslSZIkaSBsNGog5s+fv8FckiRJ0sxko1ED4TOEkiRJ0uzgKzckSZIkSR15p1GSJEkz2nRHbZc0ORuNkiRJmtEctV0aLBuNkiRJGlurVq3qus3tt99+57zb9gsXLqylXNJc4jONkiRJkqSOvNMoSZKkGW277bbbYC6pXjYaJUmSNKMdcsghoy6CNKvZaOyTo3NJkiRJmktsNDa56aabum6zatUqrrjiCjKz6/Z3v/vd6yqaJEmSJI3ESAfCiYjNI+LwiLgiItZGxNkR8awe971fRHwlItZExPURcVJEPGjQZZYkSZKkuWTUdxqPAV4BHAFcDOwHfCci9sjMszrtFBFbAz8CtgE+CNwGHAwsi4jHZea1gyrwDjvssMFckiRJkmazkTUaI+IJwN7AwZl5RLXsWOA84HDg6ZPsfiDwEODxmfmbat/vVPseDLx3UOV+//vfP6ikJUmSJGnsjLJ76l7ArcBnGwsycx1wNPC0iJjszat7AWc3GozVvhcAPwD+bjDFlSRJkqS5Z5SNxl2ACzLzxpblPwcCeFy7nSJiE+AxwC/brP458LCI2KrGckqSJEnSnDXKZxoXAivbLF9Vze/bYb9tgc2btmvdN6q0L2ldGRHzgfktix8IsGLFCm6++eZuZe7LVltt3Ha98sora83jlltu2WjZypXtPtapaTcC7MTERG3pAyxfvnyjZVddddXA81i9evVA07/uuutqS79THr2M+Dud9NetW1db+p3yuO2222rPY8WKFY1fN6018QHpFpuaXX311UMp01T1GkdXrWoXwsdDu//Tdq655prBFmQaej2G66+/frAFmYZej6Hd9+A4aT2O2RafZkPdqc56E8yOutOg602d8rDu1FseddadGul3i02RmbVl2o+IuAQ4PzNf0rJ8J0qD7y2ZeWSb/e4PXAa8LTM/2rLu9ZTurY/OzPPa7Hso8L7aDkLSuNs9M88YdSG6MTZJc5LxSdI4ahubRnmncS3ljmGrLZrWd9qPKe57BGXE1mbzgJ2Ai4DbO+zXbBFwOrA7sKLLtlM16DxmwzEMI4/ZcAzDyGMcj2FTSo+DXwyoPHU7gunHpqkYxt9u0DyG8TEbjmMYxzAX49M4fk+MW/qzJQ+PYebmMWlsGmWjcRWlYK0ay67osN9q4JZJ9k3ad10lM9cAa9qsunCScm4gIho/rsjM5b3u149B5zEbjmEYecyGYxhGHmN8DBt1UR9XdcSmqRjG327QPIbxMRuOY4jHMKfi0xh/T4xN+rMlD49hxufRMTaNciCcc4BHVO9cbPbEav7bdjtl5h3A74Bd26x+InBRZtbbwV6SJEmS5qhRNhpPADYDDmgsiIjNgf2BMzPzimrZAyLiEW32fVJE7NK078OBZwJfHXTBJUmSJGmuGFn31Mz8WUR8FVhavZPxEuB1lBG59mva9FhgD8qoqA1HAX8PnBIRHwFuA/6Z0i31Y4MvvSRJkiTNDaN8phFgX+AD1fxewLnACzPzzMl2yswbImIxpYH4Hsod0x8BB2XmoMdAXwMcRvv+/TMlj0GnP1vyGHT6syWPQac/rDzmojXM/M91DR7DuFjDzD+ONcz8YxhHa5j53xODTn+25DHo9IeRx6DTn5F5jOyVG5IkSZKk8TfKZxolSZIkSWPORqMkSZIkqSMbjZIkSZKkjmw09igiFkbEv0fEjyLihojIajCeutLfLSL+OyJ+HxE3RcRlEXF8RDykpvR3jYgTI+LPEbE2IiYi4rsR8ZQ60p8k3yXVZ3VOTektrtJrN7W+mmU6+ewWEd+OiGsj4saI+G1E7FdT2sdMcgwZEferIY+HRsSXI2JF9f/0+4g4pHqtTS0i4kkR8YPq87kuIk6KiAdPMa2ez6+IeElE/Doi1lXnyfsiYtSDes0og45ngzboeDkMo4rJg1Z3zB+GYX2vzEXWnaaUZ+3nkHWnnvOw7jQJK1q9ezjwTuBiyiivdQeMdwJPpbxn8lxgAfBm4DcR8YTM/MM0038w5e/9P5RXk8wH9gF+EhEvyMzvTzP9jUTEAuDdwE11pw0cAfyqZdkVdSQcES8AvgEso4zOeyvwMOD+daQPfBo4rTVb4FPA8sxcOZ3Eq8D5c+A64EhgNbA78GFgZ+C100m/ymM34MfAcuB9lAtQBwKnR8QumfmXPpPs6fyq/jYnAT8E3gI8GngvsF31u3oz6Hg2aIOOl8Mw9Jg8aAOO+cNwBAP6XpnDrDv1YQjn0BFYd2rLulMPMtOphwnYBrh39fOeQAKLa0z/KcC8lmUPBdYBxwzomLYCJoBvDSj9Y6p/0GXAOTWlubj67PccUJnvCfwF+Piw/reqfJ9WHde7akjrnVVaO7csP4ESxDerIY/vAFcD92pathC4AThiCun1dH4B51O+8DZtWvZvwO3AQ4f5N5vJ06Dj2RDKP/R4OaTjGmhMHkL5a4/5Qyr3QL9X5vJk3anvtAdyDll36ikt605dJrun9igzb8gBvgMyM3+ametbll1E+UM/ckB53gxcRblyVquIeALwGuCf6067KY9tBtAt8dWUz+O9TXlEzXl0yjeB/6shrXtU89YrVhOUwHd7DXk8FTg1M69tLMjMVZQraH/Xb2K9nF8R8SjgUcCnM7P5GI6iXK17Rb/5zlWDjmeDNop4OQyDjMmDNoyYPwwD+l6Zs6w79W5Y55B1p46sO3Vho3GMVSfcfShXJepKc5uI2C4iHh4RHwL+CvhBXelXeQTwCeDzmXlOnWk3+QJwPbA2Ik6NiEfXlO6zgQuAF0bE5VUeq6s+45vWlMcGImIzSrD4aWYuryHJH1fzoyPisRFx/4jYB9gPODwz76ghj82BtW2W3wwsjIiFNeTRapdq/svmhZl5BbCiab3moEHEy2EYRkwetCHF/GEY1PeKhmgm1p2GeA5Zd+rMulMXXk0bb/sA9wP+tcY0P8ddVxXWU/qCf6jG9AH2pVzV2LPmdKGU+QTuusX/GODtwBkRsVtmXjjN9B9C6X9/DLAU+A3wYkq3hS2Ag6aZfjvPA+4NHFdHYpl5akS8B3gX8JKmVe/NzA/UkQfwR+DJEbFJI5BGxDzgidX6+1Ke/6hTI5i2S3dVlafmrkHEy2EYRkwetEHG/GEY9PeKhmsm1p0GfQ5Zd+rCulN3NhrHVJTRrP4bOINyZaguh1EeJl5Eeah3c2Az4JY6Eo+IbYB/B/69uuVeq8z8KfDTpkXfjIiTKVdQ3kf5spiOrYF7AYdk5uHVsq9HxNbAgRHxb5lZ952MV1O6PnylxjQvpTwTcSJwDfAi4LCIuCozP1VD+kcBnwT+JyI+Qum18G7uCk5b1pBHq0aa7f5X11GeM9EcNMB4OQwDjcmDNuiYPwxD+F7RkMzEutMwziHrTj2z7jQJG41jqBo969vAtcDf1nRLHIDM/B3wuyqfL1ICxjHAXjVl8W7KFa2P1pReV5n524g4DXhWDck1ug18qWX5ccDfAk8ATqkhHwCqgPpS4Ht1PfcREXtTvtweVnU/gBK8NwH+MyK+3Nyffioy81MRcX/gHcDrq8W/pFxh/Ffgxumk30Hjb9Nu6OstaN/lQ7PcIOPlMAwhJg/a0GP+MNT8vaIhmMF1p5GcQ9adNkrTulMXPtM4ZiLinpTuA/cEnpeZE4PKKzNvpQyP/PKImPbVjaov9kGUq3z3iYgdI2JHyj/lvOr3e003nw4uB7atIZ3GVb7WB6Ebv9dd/j0pV3lq6V5RORD4VVPQa/gmcHfgsXVkkpn/SnluZHfgMZm5GyWmJHBJHXm0aPxt2vX5X4hD4885w4yXw1B3TB60Ecf8Yajre0UDNlPrTmNwDll3uot1py5sNI6RiNgCOJnyXpsXZ+Yfh5DtlpT33GxTQ1r3AeYBh1Nu8TemJ1JGMbuU0r99EHaijGY2XY33F7W+JHZRNa8jj2b7UK4sfbPGNO8DtHvwfLNqXlsPg8y8NjPPqK7CQnkY/ueZeUNdeTQ5p5rv2rwwIu5L+fucg+aMEcXLYagzJg/aKGP+MNT1vaIBmuF1p1GfQ9ad7mLdqQsbjWOiGl3qy8CTKd0qzq45/e3bLLsHpdvA5Zl5ZQ3ZXAq8rM10PuVFpi8Djp1OBh2O42nAM4DvTSftyler+Rua0g/gAMrLdmv7u1TH8mzgxGoI77pcCOwaEQ9uWf4qypDR59aY150i4pXAbpSXB9cuM8+njM72xpbR2N4E3AF8bRD5avwMOl4Ow5Bi8qANPOYPwxC+VzQgs6DuNJRzyLpTT6w7deEzjX2IiHdXPzbe/fPa6qRbk5lHTjP5j1BGazoZ2DYiXtO07sbMPGma6X85ItZRHoSeoIxytT/lKsPe00wbgMy8DjipdXlEHATcVsMxQDmOmynHcTVl2Os3Vj8fOt3EM/NXEXEs8C8RsQPwa8qD0M8DlmTm9dPNo8krKedgnd0rAP4DeAFwZkQcCaymjGL2AuBTdVRGI+KZlBHGTqU8LP5kyrDUx2Xm8VNMs5fz6x2UK4vfi4gvU/7+b6a8f8gRDvsw4Hg2aIOOl8Mw8Jg8aEOK+cMw0O+Vuc66U2dDPIesO3Vn3ambzHTqcaL0N243La8h7WUDTv/1VR5XUkabuooSZPcYwue2DDinprT+CfgZ5WS7FVgJ/C/wgBrLOw/4AHAZ5eH0C4D/N4DP5SxKf/9NB5B246HzVdUx/BE4pK68gIdSgt5VlNG3flf9bTaZRpo9/f9TnmX4TZXv5ZRR7e5W92c426dBxpshlH2g8XJIxzCymDykv885oy5HH+Ud+PfKXJ6sO035uM6pMT3rTr2lbd1pkimqhCRJkiRJ2ojPNEqSJEmSOrLRKEmSJEnqyEajJEmSJKkjG42SJEmSpI5sNEqSJEmSOrLRKEmSJEnqyEajJEmSJKkjG40aqojYLyIyIhaPuizDEhHLImJ5j9surj6f/QZbKknNjE1dtzU2SSNgbOq6rbFpSGw0alaKiD0j4tBRl0OSmhmbJI0jY5O6sdGo2WpP4H2jLkTlucDDR10ISWNhT4xNksbPnhibNIm7jboA0kwTEZsBm2bmul62z8z1Ay6SJBmbJI0lY9Ps4J1G1SYi5kXEkog4JyJujojrIuKXEfHmLvsdWvVH37HNuuURsaxl2Ysi4scRcXVErI2IyyLi6xHxsGr9MuB11c/ZNO3XlMbCiPhkte/6iLgiIj4TETt0KNvOEfHRiFgBrAOe1Mfn0rZvfkS8NCJ+ExHrIuLyiPgAsFmv6UrqjbGp4/EZm6QRMjZ1PD5j0xjyTqNqERHzgO8Bi4FTgS9SgsSjgZcDR9aUzx7AN4HzgA8Da4D7As8GHgJcCHyQckFkd+C1Tbv/tErjAcBZwDzgaOCSat83Ac+IiF0z87qWrI8D1gIfARJYNc3jeBnwNWA58H7gNmB/4EXTSVfShoxNfR+HsUkaAmNT38dhbBoxG42qy0GUwPfhzHxX84qIqPOO9kspge05mXll0/IPNH7IzO9HxD7A7pn5xTZpfIJyZWqXzFzRVM6vAmcDBwOHtuyzBnh2Zt423QOIiE2BjwOrgSdk5tXV8k8D5043fUkbOAhjU0+MTdJQHYSxqSfGpvFg91TVZR/gWsrVnw1k5h015tO4kvWKiOj7okdE3BN4MeWq27qI2K4xUa5eXUx5ALvVEXUEvsrjgfsDn2sEPoDqKt2naspDUmFs6p2xSRoeY1PvjE1jwEaj6vJQ4IJeH3KehiOB3wBHAasj4pSI+KeI2L7H/R9O+b9/A3BVm+nhwH3a7HfhdAveZKdqfkGbdb+vMR9JxqZ+GJuk4TE29c7YNAbsnqpxkJOs2+B/NDOviYjdKP3unwM8HfgYcFhEvDAzz+qSV1TzLwKf77DN2jbLbu6SrqTZx9gkaRwZmzR0NhpVlwuBR0TE5pl5S5/7rq7m21K6OgAQEVsACyldH+6UmbcDy6qJiHgM8Cvg3dz1QHSngHpxtW5eZp7WZznr8qdq/og26x41zIJIc4CxqXfGJml4jE29MzaNAbunqi7HAfeiBKANRERsvPkGGl0Ynt2y/GBa/kerPvStLqBc5dq2admN1fbNy8jMa4BTgJdHxEbDP0fRa5eNqfoVsALYv/l4IuIewD8MOG9prjE29c7YJA2Psal3xqYx4J1G1eXjwN8A7666QZxKGTp6Z0p/99bA1uw04I/A+yPi3sClwNMo7/S5umXb/4mIRVX6fwa2BF4JbAMc27Td2cCbgaMi4tvArcDPMvNSyhDRZwA/iYhjKX39N6H0mX9plc6h/X8EvcnM2yPiYOArwM8j4n8oQ0e/HrgGeMCg8pbmIGNTj4xN0lAZm3pkbBoPNhpVi8xcHxHPBd4GvBr4ECX4XQR8rsu+t0fES4D/At4CrKcEtz2AM1s2/wKwH+UltNsD11Megt4rM7/WtN2XgF2AvYG/pQS3/YFLM/PyiHg88E5KsHtNVdbLgZMpQWmgMvOEiNgLeC8l0F4JHAP8hHLskmpgbOqPsUkaDmNTf4xNoxeZkz1LK0mSJEmay3ymUZIkSZLUkd1TpSmoHhSf12WztdWLZyVpKIxNksaRsWnms3uqNAURsYzy7MBkPp+Z+w2+NJJUGJskjSNj08xno1GaguqB8Ht12eyKzPz9MMojSWBskjSejE0zn41GSZIkSVJHDoQjSZIkSerIRqMkSZIkqSMbjZIkSZKkjmw0SpIkSZI6stEoSZIkSero/wOWiRw/hx6wrAAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "array([0.        , 0.06045654, 0.01783166, 0.        , 0.        ,\n",
-       "       0.        , 0.        , 0.08489664, 0.97156264, 0.        ,\n",
-       "       0.00404454, 0.00982726])"
+       "<Figure size 1080x216 with 3 Axes>"
       ]
      },
-     "execution_count": 180,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "variability_df2"
+    "fig, ax = plt.subplots(1,3, figsize = (15,3), sharey=True)\n",
+    "for i,cre_line in enumerate(cre_lines):\n",
+    "    tmp = variability_df2[variability_df2.cre_line==cre_line]\n",
+    "    sns.barplot(data = tmp[tmp.clustered==True], x = 'cluster_id', y = 'sse', palette='Greys',ax=ax[i])\n",
+    "    ax[i].set_title(cre_line)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 191,
-   "id": "7f144cf5-5be8-422c-b82a-c272d71fea34",
+   "execution_count": 211,
+   "id": "ba46a3ea-27ea-49a0-bf6d-12f5966ba63d",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "3921"
+       "<Figure size 1080x216 with 3 Axes>"
       ]
      },
-     "execution_count": 191,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "len(np.sum(np.subtract(feature_matrix.values, y)**2, axis=1))"
+    "fig, ax = plt.subplots(1,3, figsize = (15,3), sharey = True)\n",
+    "for i,cre_line in enumerate(cre_lines):\n",
+    "    tmp = variability_df2[variability_df2.cre_line==cre_line]\n",
+    "    sns.boxplot(data = tmp[tmp.clustered==True], x = 'cluster_id', y = 'sse', palette='Greys',ax=ax[i])\n",
+    "    ax[i].set_title(cre_line)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9b0ecf3c-e495-401a-a068-b8857f3277b9",
+   "metadata": {},
+   "source": [
+    "### Point plot to show variability"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "ba46a3ea-27ea-49a0-bf6d-12f5966ba63d",
+   "execution_count": 389,
+   "id": "831855aa-02f9-43ba-9629-2e01c7dcc42a",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "from matplotlib.lines import Line2D\n",
+    "from scipy import stats \n"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
-   "id": "cb9f9579-55d0-4898-a28d-e486e056588c",
+   "execution_count": 427,
+   "id": "872c4e39-cf55-49af-83b9-0efdec594a4b",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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uNitWrIguKCgIttvtNGzYsKzidyrwwsPD7Wfqr/OMH8j8xMbG2tzLV0REhD03NzcoOzs7pLi4WLp161al74G777776N69e8NuvPHGdrm5ucFjx449+vLLL+8PDw8/pdLcvXt32IYNG6JiYmJSnGFlZWVy7bXXuspqq1atXGVv165dYYcOHQpzj2+326Vv3765AIcOHQpNSkpylaHk5OQKb9gzMzNDExISXMeDgoJo2bKl6/fKliWbzcb999+f+NVXX8UfO3YsVEQMQHZ2dkjjxo0rVQb9erfTs2fPY8HBwWbv3r0N169fH+d+bP369XH79u1rGBwcbO/Zs2eFf1iVMWjQoNylS5fGrFixInr48OG5gwcPzl26dGnMzz//HHP55Zd7reyqc95Wy5YtS9LS0s44Qi8yMtJeUFDg+iycTVdOv/vd746uXr16W0ZGxgYRMZMmTWoF4Pzgndq1a1caFhZmjh49ui43N3ddbm7uury8vLVpaWmbnHE8z6kJSUlJxwFf82Ec8auSXklmZmbYmQaCxMTE2AFyc3Ndn8WhQ4dcn0WbNm1sM2fO3H3w4MENr7322u5HH320bUUjMBMTE0vvv//+LOfnkJubu66wsHDtXXfd5Wo+df8sWrduXXLttdce8Yz/7LPPZrdu3bo0Nzc35MSJE6587d27t8KpNM2bNy91P56WllYu7q233pp85ZVX5uzfv39Dbm7uuptuuumQs1/F29/Hgw8+mCgiZuPGjZvy8vLWvvnmm+k1PUL2sssuO+5rWRYRM2TIkCqVoQYNGtjz8/Nd7//Bgwd9unNq0aKFLTw83GzevPmM3wMRERHl0sjOznaVvfDwcPPiiy9m7dy5c9P333+/dcGCBbGvv/56Yzj1b7p169al/fr1y3UvSwUFBWs//PDDPc447uckJSWVJCYmFrvHz8/PX7tkyZI0gCZNmpRmZGS4ypD7/z21bNmyNDMz03XcbreTlZXl+r2yZenNN99s9O2338YtWLBg+4kTJ9amp6dvBKs5tLL8WtlFR0eX9e/fPwvg888/b//22293nDt3buLbb7/d8fPPP28P0L9//+yoqCi/3BUOGzYsd/ny5TFFRUVB7du3Lx0+fHju0qVLY48fPx4ycOBAr02pzZo1K01PT6+WIeK333774ddee63F999/H2m32/nll1/Ct2/ffkpBSUlJKfjuu+9iDxw4ELxnz56Q1157rbnz2Pr168O//PLLmMLCQomMjDQNGjQwzlVtmjdvbtu3b19YWZn1drZt27b0oosuOn7nnXe2Pnr0aFBZWRmbNm0K//rrr6M906xJAwcOPBASEuJTaQ0JCTEXXXRRdlXSGzx4cH7Tpk1L77333lYnTpwIKigokPnz50d5xktISLA1a9as9D//+U9jm83G1KlTG+/du9dVVt555534nTt3hgI0btzYJiI4P4vGjRvbtm/f7or7u9/97tC0adOaLVq0KMput3PixImgmTNnxh47dszr39xvfvObIwsXLoybPXt2Q5vNRkFBgcyZMydm586doZ06dSrp3r17/kMPPZRQVFQk8+bNi160aFFcRa93/PjxR2fNmtVk9erVDXJzc4P++Mc/lutfy8/PD27UqFFZZGSkWbx4ceTnn3/uauZu2bKlLSgoiC1btrheS15eXnBUVJS9cePGZenp6aH//Oc/qzxgqKoeeuihA96earwJDw83Dz30UJXKUNeuXQunTZvWyGaz8cknnzRcuXKlT824wcHBXH/99YcfeOCB1hkZGaE2m42FCxdGuffdOnXr1q1g5syZjYqLi2Xp0qWR33zzjavZ8auvvopZsWJFhM1mIy4uriwkJMT1PdC0aVPbrl27XJ/X+PHjczIyMhq89tprjYqLi6W4uFiWLFkSuWbNGq8DOwYPHpwfFRVVNnny5BZ5eXlis9lYuXJlA+cI1muuuebo3//+95aHDh0K3rlzZ+ibb77ZzNt1AMaNG3c8LS0tYtq0aXGlpaX89a9/bXbkyBHXjcGZylKTJk1K3R8QcnNzg8PCwkyzZs1seXl5QZMmTUr05X33xu/t2MOGDcsaMGBAZnBwsNm3b1/DlStXtnA80ZkBAwZkDhs2zG+DInr27FkcGRlZ1r9//zyARo0a2Vu3bl3cp0+fvJAQ7y20d9999+EdO3ZExMTEpAwdOrS9v/Lize23337sgQceyLrlllvaRUdH97722ms7ODutPfJ0pFu3boXt27fvOXTo0E5jx4513f0XFRUFTZ48uVWTJk1Smjdv3uvw4cMhL7300n6AiRMnHgWIj49P6datW1eAWbNmZZSUlEjXrl17xMXFpYwbN679/v37q9xH6k9JSUn5ycnJOWdqngwJCbEnJyfntG3b1uuNi69CQkKYM2dO2q5du8LbtGnTMzExsef06dMbeYv7yiuvZLzyyist4uPjUzZt2hTRu3dvV3PgihUrogYMGNA1MjKy97XXXtvhmWee2eOcv/nII49k3nXXXUkxMTEpb731VvygQYMKXn311Yz777+/TWxsbEr79u17TJs2rcJBJR06dCidNWtW2nPPPdeycePGKYmJiT1feOGF5na7XQBmzJixa/Xq1VGNGjVK+dOf/tRy7NixXptPAcaPH3/izjvvPDBixIjO7du373HZZZedcD/+4osv7vnb3/6WEBUV1fvPf/5zwlVXXeVqaYmJibHfd999WZdeemmXmJiYlO+++y7qz3/+c+bGjRsjGzZs2HvkyJEdr776ar+0zFTF4MGD84cOHZrToEGD05ahBg0a2IcOHZpz6aWXVqkMTZ06dc/8+fPjYmNje3/wwQeNhw0b5vN78O9//3tv165dC/v37981Pj4+5bHHHmvlvEF199xzz+3fvXt3eHx8fMpTTz2VMHr0aNf3QGZmZuj48ePbx8TE9O7WrVuPAQMG5N5zzz1HACZNmnRgzpw58Q0bNky57bbbWsfHx9u/+eab7R9//HGjFi1a9GzevHmvRx99tFVRUZHXZq2QkBDmzp2btmHDhoikpKSejRo1Svntb3+bdOzYsWCAf/zjH1mtWrUqbteu3XnDhw/vNGHChArLXsuWLW3Tpk3bOWXKlFaNGjVK2bFjR4PevXu7+rbPVJYefvjh7BdffLFlTExMylNPPdX87rvvPpKYmFjcunXrXl26dOl+4YUX5p+aqm/kdI+D69evz+jVq9fhs7lwXl5e8MaNG+Pz8vJCo6OjS3v27HnMX090qu6z2WziNrFcKD8604SEhJjk5OSc8ePHZ/j6FKjOLcXFxeKcWF5cXCzuozNFxISHh5uhQ4fmfPLJJxm+PgWqum39+vVNevXqleTtWMAqO6XOxBjD7t27I3/88ccW3tbGTEpKqtLduKr/7HY7S5YsiXz++edbLF682LU25pAhQ44/8sgj2VV9olN1i1Z2Siml6r3TVXa6HLhSSql6Tys7pZRS9d6ZKrsy52gwpZRSqrZy1FUVjs49U2X3w+7du+OKi4tDa3oSqVJKKeWN3W6XQ4cOxQIVbsd22uXCbDbbHTk5OXfn5ubeZoxphDZ7KqWUqn3swC82m+23FUU47WhMpZRSqj7QJzWllFL1nlZ2Siml6j2t7JRSStV7WtkppZSq97SyU0opVe9pZaeUUqreqxOVnYi0FJHnRGSxiOSKiBGRwZU4v6uIfCsieSJyVESmiUiTwOVYKaVUbVInKjugM/Ao0ArYUJkTRaQVsBRoDzwBvABcDcwXkVq1qalSSqnAOO0KKrXIaqCJMeaIiIwBPqvEuU8AEUCKMWY/gIisABYAtwDv+DmvSimlapk68WRnjMk1xlS4FfwZXAd86azoHNdbCGwHxvsjf0oppWq3uvJkd1ZEJBFoBqzycngFMLyC8+KAOI/gMKAdsAMo81smlVKqfgsGWgIrjTHFNZWJel3ZYb3BAFlejmUBzUQk2BjjWXlNAqYEMmNKKXWOuQT4oaYSr++VXYTjp7e7iSK3OHkex6YC73mEtQVSv//+e1q1auWv/CmlVL22b98+LrnkEvD+0FFt6ntlV+j4Ge7lWAOPOC7GmBwgxz1MxNrDtlWrViQlJfkrf0opda6o0e6fOjFApQqcdxItvRxrCRz00oSplFKqnqnXlZ1jBOYhoK+Xw/2BddWaIaWUUjWiXlV2ItJeRNp7BM8GrnGMzHTGuxzoBHxcnflTSilVM6qlz05EQoDRQCPgK2NM9llc44+O/3Z1/LxFRC4GcowxrzrCvnP8THI79VngemCxiLwCRAMPA+uB9yubD6WUUnWP3ys7EfkHcJkxpp/jdwEWYg07FeBZEbnQGLOzkpf+i8fvtzt+7gZepQLGmL0icinwEvAcUALMAR4wxpRUMg9KKaXqoEA82V2BVbk5XQ0MAv6B1Uf2CvAYcEdlLmqMER/iJFUQvgkYUZn0lFJK1R+BqOxaY60y4nQ1kG6MeQxARLoDNwUgXaWUUsqrQAxQCQNsbr9fRvknvV14nwqglFJKBUQgKru9wABwPcW1A5a4HW/GqSuWKKWUUgETiGbMmcCTItIM6A6cAOa6He8NVHZwilJKKXXWAvFk9zesdSUHAAaY6Fh+CxGJBa7h5BQBpZRSKuD8XtkZY4qNMb8xxjQ2xrQzxnzpdjgXq7/uaX+nWxe89957pKamlgt7+umnycjIOCXubbfdVi15UrWPlhPlKy0rvqvWhaCNMXbgeHWmWRu8+eabNGvWDABjDG+++SaHDx9m0KBBANhsNp555hmGDh3K7NmzmThxIgD5+flMnjyZBx54gDZt2tRY/lX10HKifKVl5SwYY/z+D2v6wTvAPqxJ3EMc4U0d4f0CkW4g/2GtymLS09NNZZWUlJjnn3/epKSkmAsvvNC89dZbJi8vzzzxxBOmc+fO5vLLLzeffvqpMcaYQ4cOmXvvvde0adPGXHvttWbJkiWVTk/VTVpOlK/qUllJT083WF1aSaYGv8P93owpIslYO4NfB2zC2qXWWbE6F2X+rb/Tre1EBGMMIkJQUJArzPkzODi4XFznT2dcdW7QcqJ8pWWlcgLRjPlXwA70wNor7qDH8blYE83PGe+88w7JyclMmjSJtm3bsm3bNqZOncrw4cMJCQnh5ptvZsaMGTRr1ozZs2dz5513kpuby2uvvcbkyZNp06bNudfkcA7ScqJ8pWXlLPj7URGrcnvS8f/GWBXfELfjdwPHa/Jx9ixfVxJn2Yzp9O6775rFixeXC5syZYrXa956661nnY6q27ScKF/VhbJSW5oxxVhf5H4jIkXA740xb4lIY6z95IYaYxY5jv8BeNYYE+XXhANMRJKA9PT0dN2pXCmlfJSRkUFycjJAsjEmo6byEagVVLqf5viFQFoA0lVKKaW8CkRl9ylwu4j0cAszACJyHdbecrMCkK5SSinlVSAqu79iTTlYDnyAVdE9JiI/YVVy64EXA5CuUkop5ZXfR2MaY06IyACszVZvxNqwdRiQA7wOTDbGFPk73drOOfT3bPi7X1XVXlpOlK+0rFROQFZQMcacAP4A/EFEmmJVeIfMufgOO5zDL11VgpYT5SstK5UT8OXCjDWRXCmllKoxfq/sRGSQL/GMMUv9nbZSSinlTSCe7FJxjL48g+AzR1FKKeXJ2V+nTZm+C0Rl9+sK0mkP3AZkAG8GIF2llFLKq0CMxpxW0TEReR5Y4+80lVJKqdOp1uWvjTHHgLeAR6ozXaWUUue2mtjr4RjQrgbSVUopdY6q1spORBoAtwDZ1ZmuUkqpc1sgph68U8GhRsAArN3KH/Z3ukoppVRFAjEa87YKwo8C24H/M8ZMD0C6SimllFeBGI15bu75rpRSqtbSikkppVS9p5WdUkqpeq/KzZgisugsTjPGmMurmrZSSinlC3/02bXDt7UwlVJKqRpR5crOGJPkh3wopZRSAaN9dkoppeo9reyUUkrVewHZqVxE4oHfABcA8ZxaqZ5TA1R07ymllKpZgVgurC3wI5AAHAcaYq2e4qz0DgP5/k5XKaWUqkggmjGfAeKAy4GOgAATsCq9vwG5wCUBSFcppZTyKhCV3eXAf40xizk5JUGMMQXGmMnARuDvAUhXKaWU8ioQlV1j4BfH/0sdPyPcji8AhgUgXaWUUsqrQFR2h7C28wGrybIISHI7Hkb5yk8ppZQKqEBUdpuAXmANuQRWAPeISBsRSQLuBLYGIF2llFLKq0BMPfgCeFBEIowxhcCfgXlAuuO4AcYGIF2llFLKq0DsZ/c68Lrb74tEZABwI1AGfGaMWebvdJVSSqmKBGRSuSdjzCpgVXWkpZRSSnnye5+diLwkIj39fV2l6jsRca22o5Tyr0AMUJkErBWRdSIySUSaBSANpZRSymeBqOy6AM9hraLyErBPRL4SkXEiEhaA9JRSSqnT8ntlZ4zZboyZ7Njn7nLgQ2AQMAvIFpHXHQNWlFJKqWoR0C1+jDGLjTG/BloAt2DNubsD+D6Q6SqllFLuqmU/O8d8u/1AFtaKKtoLr5RSqtoEdOqBiHQCJgI3AW2w5tl9A0wLZLpKKaWUu0DsZxcP/AqrkuuH9RS3DpgKTDfGHPJ3mkoppdTpBOLJLttx3QNYozGnGWN+Of0pSimlVOAEorL7DKuZcp4xxh6A6yullFKVEoi1MW/w9zWVUkqpqqiW0ZhKKaWqxhjD8uXLuf76611hUVFRjB8/nhUrVmDtqKYqopWdUkrVcqWlpdx4440MGTKETz/91BVeUFDA7NmzGTJkCDfeeCOlpaU1mMvaTSs7pZSqxYwxTJw4kS+//JKCggLs9vJDIex2O/n5+XzxxRdMnDhRn/AqoJWdUkrVYitWrOCrr76ioKDgtPEKCwv56quvWLlyZTXlrG6pE5WdiISLyN9FJFNECkXkZxG53IfznhYR4+VfdnXkWymlqurFF1+ksLDQp7iFhYW8+OKLAc5R3VQtm7f6wXvAdVgT09OA24BvRORSY8xPPpx/F+B+W+RbyVFKqRr29ddfn9J0WRG73c7XX38d4BzVTX55shOR/4hIf7ffQ0VkrIg08RJ3mIgsrcS1+wM3AI8YYx4xxvwHGALsAf7u42VmGWM+cPs329f0z5aOnFJK+YOvT3VnG/9c4a9mzN8CHdx+bwh8DHjbsbwZcFElrj0OKAXecgYYY4qAt4GLRaSlD9cQEWko1bQNtI6cUkr5S0REREDjnysC2Wfnr4qlN7DVGJPnEb7CkUaKD9fYAxwHjovIOyLS6HSRRSRORJLc/wGtfMmsjpxSSvnTqFGjCAry7as6KCiIUaNGBThHdVNdGKDSEmtrIE/OsITTnHsMeAWrz+564APgVmCRiISf5rxJQLrHP5/24NORU0opf3rwwQd9flpr0KABDz74YIBzVDfVhcouAij2El7kdtwrY8zLxpj7jTHTjTGfGGPuAe4DemHtylCRqUCyx79LfMlsTY+cstvt5OXlaROpUvVE//79ufrqq89Y4UVERHDNNdfQr1+/aspZ3VIXRmMWAt6ewhq4Ha+MN4DngcuB/3qLYIzJAXLcw3zt7qupkVN2u50ffviBFStWkJ+fT3BwMN27d2fo0KHExMT4JQ2lVPUTEd5//30mTpzIV199RWFhYbnvmKCgIBo0aMA111zD+++/7/N31bnGn092USLSyNEf5uwTi3GGuR2LruR1s7CaMj05wzIrczHHTgz73fLoVzU1cmrOnDksXryY/Px8GjRoQFlZGRs2bOC9996jqKjozBdQStVaoaGhTJ8+nUWLFnHddde5wqOiohg3bhypqanMmDGD0NDQGsxl7ebPJ7s3HP/cfeotYiWtA/4gItEeg1QucPxcX5mLiUgo0BoISGdZRETEGfvrPONX1cGDB1m7di0hISGMHz+eDh06kJOTw0cffcSBAwdYtWoVF198cZXTUUrVHBGhf//+zJo1y/X0lpfnOW5PVcRfld00P13Hm0+Ah7CmN0wFa0UV4NfAj8aYTEdYGyDSGLPVeaKINPWyM/rDWE2g8wKR2VGjRjF79myfmjL9NXJq+/btAPTo0YOOHTsCEB8fz+DBg/noo4/Ytm2bVnZKqXOaXyo7Y8yv/XGdCq69XEQ+Bv7hmFO3E2tEZVuslVSc3gcupfyUh90iMhP4BWuQy2VYK7H8AEwPRH4ffPBB5s6dS35+/hnj+mvklHP6QkhI+Y/T2aSh0xuUUue6ujAaE6yRky87fv4LCAWuNMb8eIbzPgQuBP4EvAScB/wFGG6MsQUiozUxcqpdu3YAbNy4kQMHDgBQVFTE0qXWQjXJyclVTkMppeoyCfRdv4i0w1ruKxHYDLxjjKlz69k4Jpanp6enk5SUdNq4paWlPo+c8keHsjGGmTNnupozmzdvztGjRyktLSUqKoq77rpLR2TWAc5+GH0SV2dSnWUlNzeX/Px84uPjCQ8/3fRk7zIyMpw33MnGmAx/589XfqnsROQ3wP3AMGPMQbfwYViDVCKxmhcNsAkY6GVFlFqtMpUdWIVw5cqVvPDCC3z88ceANXJq1KhRPPTQQ36fC1NaWsq3337L+vXrKSsrA6Bt27aMGjWKpk2b+jUtFRha2SlfVUdZOXLkCHPnzmXXrl2A1U3Su3dvhg0bVqmb9PpW2X0GNDXGXOwWJlj9a22BvwE/A9diDSyZYoz5S5UTrkaVrew8zgWq50ussLCQo0ePEhUVRVxcXMDTU/6jlZ3yVaDLSl5eHm+++SZ5eXmEhIQQGxvLkSNHAOjSpQsTJkzw+Vq1pbLz12jMXsAsj7CBQBLwvjHmj46wOY5KYwxW35nys4iICBITE2s6G0qpOmzlypXk5eXRunVrfvWrXxEREUFmZibTpk1j69atZGZmkpBwupUaax9/DVBpCuzyCLsIq9nSsxKcS/kdEpRSStUiO3fuBGDQoEGuwXYJCQn07Nmz3PG6xF+VnQ0I8whzdkp5bq56BO/LfymllKoFnM2kzv5/J+fvdXFJMn9VdhlYzZYAiEgw1sLJO4wxxzziNgYO+yldpeo03eRX1UbOxSlSU1M5fvw4xhh27drFxo0byx2vS/zVZzcbeEpElgGLsAahNAXe8RK3P9aWOUqd05xTVL788sty65c6N/mdO3cuV199td+mqCjlq379+rF27Vqys7N5+eWXyy2D2LNnT5o3b17DOaw8fz3Z/Qvr6e5lYCPwILAPKLd/jYjEAqOAxX5KV6k6STf5VbVZREQEv/71r+nevTsiQkFBAZGRkQwaNIjRo0fXdPbOir+WCzshIucDd2INPtkJvOXYKsddV+BdYKY/0lWqrjqbTX779+9fTblTCho2bMi4ceMoKSmhsLCQ6OhogoODazpbZ81vux4YY3LxeJLzEudnrPl2Sp3TzmaT348++ijAuVLqVGFhYYSFeY4/rHuqZW1MEUkQkX4iElcd6SlV29XUJr9Knav8UtmJSIqIPCAijT3Cm4jIN8BerCe6AyLylD/SVKouq6lNfpU6V/nrye53wCRjzBGP8LeAEVijLz8DjgFTRGSMn9JVbux2O2lpaSxbtox169ZRXFxc01lSFajspr3+2ORXqXOZv/rsBgDfuAeISFvgGqydxC80xhSLSFNgNXAH8Lmf0lbA0aNHmTFjBocPn5zC+M0333DNNdfQvXv3GsyZ8qYmNvlV6k9/+hMAU6ZMqeGcVD9/PdklANs9woY4fr5ujCkGcOwa/gHQx0/pKqwnuunTp3P48GFiY2Pp378/bdq0oaSkhNmzZ5OdnV3TWVQeHnzwQZ+f1vy1ya9S5zJ/VXbRQI5HWH+stTE959TtBBr5KV0FbN++nSNHjhAfH88999zDyJEjue222+jTp49rhQ5Vu9TEJr9Kncv8Vdnt49TFnQcCOcaYNI/wEKBO7WVX2zmf3Lp27eoaIiwi9OrVC8C1e7mqPUSE999/n9GjRxMVFUVQUPk/xaCgICIjIxk9ejTvv/9+nVyLUKnaxF+V3Spgooi0BBCRAcB5wEIvcbsBmX5KVwGRkZEAHDp0qFy483cd3FA7hYaGMn36dBYtWsR1113nCo+KimLcuHGkpqYyY8aMgC0VVlZWdspCv0rVV/4aoPIcMA7YKiLbgO6AHWv5ME9XocuF+VW3bt2YP38+O3bsYMGCBZx33nlkZ2ezcKF1r+HclkPVPiJC//79mTVrluvpLS+vcg0flR10sHfvXlJTU107ULdr147BgwfTunXrSqWrVF3ir+XC1ovItVg7kp+H1S83xRizzD2eiIwAmuExclNVTXR0NFdccQVff/01y5YtY9myk297586dOe+882owd6o2ycjI4H//+1+5UaC7du0iIyODW265haSkpJrLnKpVbDYby5cvZ/369eTn59OsWTMuuOACunTpUtNZOyv+XC5sDjDnDHHmATH+SlOd1LdvX5o2bcqKFSs4ePAgkZGR9OrVi5SUlFP6g9S5a8GCBdjtdnr37s3w4cMBmD9/PmvXrmXBggXccccdNZxDVRuUlZXxwQcfsHv3bldYRkYGGRkZXH755Vx88cU1mLuz47fKTtW8tm3b0rZt25rOhqqlTpw4QWZmJmFhYYwcOdLVFzhy5Eg2bdpEZmYmJ06coGHDhjWcU1XT1q5dW66ic/fdd9/Rs2fPOldO9JZfqXOEzWYDrIExISEn73NDQkJcFZ8zjjq3rVixArDKxogRI7j11lvp0+fk9Oh169bVUM7OnlZ2Sp0j4uLiiI2NJT8/n1WrVmGMwRjDqlWryM/PJzY2lri4uJrOpqoFTpw4AcD555/PhRdeSFJSEldffTWxsbEA7N+/vyazd1a0GVOpc0RQUBCDBg3iq6++Yu7cuaxcuRI4OUVl0KBB2r+rAFz71qWnp/Phhx9SWFhIfHy8a//F8PDwmszeWdHKrh7Jz89n3bp1HDx4kKioKHr16kXz5s1rOluqFunTpw82m43U1NRy8zAHDx5crplKndtatWrF9u3bOXjwIAcPHgTKP8117ty5prJ21rSyqycyMjKYOXNmuZ0OfvrpJwYPHsyll15agzlTtU3//v3p06cPmZnW2g4JCQnl+vCUSkxMZPt2z+WOT2rTpk015sY/tM2iGjj7RgKlpKSEWbNmUVxcTHJyMldddRV9+/ZFREhNTWXnzp0BS1vVTSEhIbRp04Y2bdpoRadOsXfvXq/hzmbubdu2VWd2/CIgpVxEooAbgY5AY8BzYT9jjPlNINI+F23ZsoXCwkISEhK45ZZbXCtxREVFsWTJElavXk379u1rOJdKqboiPz/fa7jzu6Wi47WZ3ys7EemPNbm8yWmiGUArOz85duwYYC375L5gcIcOHViyZAk5OTk1lDOlVF3kvp5uv379aNGiBRs3biQjIwOA+Pj4GsrZ2QvEk91LQBgwHlhkjDkagDSUG+dw8fT0dIwxrgrPufahc7iwUkr5wn05ua1bt7Jjxw4KCwtdYXVxAfFAVHbnA88aYz4JwLWVF926dWPevHns37+f6dOnc95555GVleWaGKqj7JSqXyozBsAYw/79+/npp59cYc8++ywdO3Zk4MCBJCQknLKFlPtAt9zc3FOuefz48bPIdc0KRGV3AjgSgOuec3xdzT4sLIzrr7+emTNnkpaWRlrayS0EL774Yjp27BjQfCqlaqeysjI+//xztm3bVm51nNLSUrZs2cKOHTvo3LkzY8aMcc2tg5MDUYKCgmjVqhUiQnFxsWvvzKioqOp9IX4QiMruU2AE8HoArq0q0K5dO+677z7WrFlTbp5dYmJiTWdN1UInTpwot8VPXVvnUJ2ZMcZV0ZWWlno9XlpaytatW/n8888ZO3bsKU94drudPXv2eD23rglEZfcoME9EXgGmArtMXXxn6qCYmBidU6dOyxjD/PnzWb58uesLy7mn3ogRI3RH9Hpk//79FVZ07mw2G9u2bSMzM9N1c3ymc5wrqdQlgZhnlwP0B+4BtgM2ESnz+KerzQZIaWkphw8frpOFUQXeDz/8wM8//wxAp06d6NSpEwDLly/n+++/r8msKT/76aeffF7Y22azlevTcw5AcV80vEGDBv7PZDUKxJPd+1hTC1Q1stlsfPrpp2zdutV1x96sWTOuv/56mjQ53SwQda4oKytzVXQTJkxwLfm0bds2Zs6cyfLly7nooovK9d2oumvHjh0+NzcaY8qtmOI8z/0Jr6io6JTjdYnfKztjzG3+vqY6s7ffftvVeex08OBB3njjDe6//37tk1Hk5ORQUFBATEyM64kOrCe8hg0bcuLECXJycmjcuHEN5lL5y5maIj25PwWeaWpBXdwKSpcLqwd27tzpquhSUlK49957ueqqqwgKCqKsrIy5c+fWcA6Vvxlj2LdvHx9//LEr7Nlnn+Xjjz9m//79Xu+8nSvVFxYWlhtaXlxcXKdXs1feOfco9JX7snHOp7igoCDOP/98+vXrR/fu3V3HnVsA1SUBXRRPRKKBOLxUqsaYU4f4qLOyfPlywJo8Pnr0aACaNGnCoUOHWL58uWvVA1U/nO1w8ujoaJKTk0lPT+ett95y9cEUFRVhs9lISkoiOjq62l+PCoyOHTuyZcsWn5ocRaTc077zyc5ut7N69WpEpNx18vLy/J/hAAvIk52I3CAivwDHgd1Aupd/yk+cX3ied+UxMTFA+dUQVN3mOZzc84vMczi55/GLL74YEeHIkSPs37+f/fv3c+TIEUSESy65pDpfigqwAQMG+LzId0hICAMGDHD97lwuLDIykrCwMIwxxMXFuebf1cWmbr9XdiIyBpiO9dT4JtYi0DOAj4FSYDXwZ3+ney5zDjQ4ePCga0L5iRMn+PHHHwF0gEo9cjbDyd05dygPDw8nLCyMsLAwwsPDXTuWq/ojMTGRzp07n7HCCwkJoXPnziQkJLjCevfuDVhTDEJDQ2nXrh25ubmuG+eBAwcGLuMBEognu4eALUAK8JQj7B1jzA1AX6AzsC4A6Z6z+vXr53qq+/DDD3n22Wf55z//6VrLbsSIETWZPeVHVRlOXlhYyJYtWwBrWyj3f3By9wxVP4gIY8aMoUuXLoSGhp4yh1JECA0NpUuXLowZM6bc8Ysvvtj19Jafn8+uXbtcTZsXXHABjRo1qr4X4ieBqOx6AtOMMUWAs/0sGMAY8wvwH+DxAKR7zgoKCuKOO+5wLeHjvOsPCgriqquuom3btjWZPeVHVRlO7j73UkTo0qULXbp0Kfclp/Mz65fg4GDGjh3LrbfeSteuXV3hoaGhdOvWjVtvvZXrrrvulOkmoaGh3HHHHQwcONDVpNmkSRNGjx5dZ2+eAzFAJZiTa2M6bxPdl93fBtwdgHTPaY0bN+bBBx9k165d7Nmzh9jYWM4777xKj8hStVtVhpO7r2c4bNgwLrzwQgB+/vln5s2bd0ocVT+ICImJiVx//fWu9XafeOKJM54XHh7OsGHDGDZsWKCzWC0CUdntA9oCGGMKReQg1k4Izl0QOgN1b+e/OuDIkSNs377dtTZmTEwMHTp00CWg6pHQ0NBKVXju/TXuG26mpqa6ho+vWbOmXJy6vlKGUt4EorJbBgzlZH/dl8AkESnEaja9F/gqAOme07Zs2cInn3xSbuTlpk2b6NOnD1dddZVWePVEVYaTOysx5wr27v15zqHlWtGp+ioQld3rwLUiEmGMKQQmY62V+bTj+CasQSzKi7PZe6qoqIjPPvsMu91Oz5496dGjB9nZ2SxdupQ1a9bQoUOHcu31qu4aMGAAO3bs8OnpznM4eVRUlGueXUJCAk2bNgWsUbxZWVkkJydrM6aqtwKxXNhKYKXb74eAFBHpCZQBW4wxOvHLi7OdLLxp0yZKS0tJSkpyjarq2LEjISEhzJ8/n7Vr12plV084h5Nv3br1tKMyvQ0nBxg5ciTvvvsumZmZ5aYlREREcMUVVwQs30rVtGpbLswYs8EYs0krOu+qMlnYuZNwYmJiuae+1q1bA3VztQPlXVWGkwPEx8d73eMwMTGxTg4nV8pXAavsRGSQiDwjIv8VkS6OsGhHeFyg0q2rqjJZ2DlpfPv27eUWcHXOqaqLqx2oip3tcHKARYsWkZaWRlhYGH379qVv376EhYWRlpbGokWLqvNlKFWtArGCSrCIfAQsBp4AbgecbSk24HOsve6Um6pMFu7SpQsxMTEcOnSIt956i9TUVD7++GOWLVsGWJPOVe1njPF5Dp37cHKnJ554gnHjxlW4O31paSmrV68G4Oabb2bUqFGMGjWKm2++GYDVq1dXemqDUnVFIJ7sHgWuAx4AumItFwaAY6L5Z8CVAUi3TqvKZOGQkBBuuOEGQkNDyc7OZsmSJWzevBmAIUOG0KZNm4DkWdUtJ06coKSkhNjYWFcTN1jN3bGxsZSUlNTJ1eyV8kUgKruJwPvGmJeBw16ObwHaByDdOq0qk4XBmjfl7RrLli3TJaAUYA1CERFyc3PL9ePm5uaSm5uLiLhWy1CqvglEZZcE/HSa4zlAfADSrdOqsvfU/v372bFjh9d4RUVFrtUx1LktMjKSTp06YbfbmT59Otu2bWPbtm3MmDEDu91Op06diIyMrOlsKhUQgZhnlwucblhXB+BQANKt06oyWXjp0qWu//ft25eePXuSnZ3Nt99+i91uZ/PmzYwZMyYQ2VZ1zBVXXEF2djZZWVnMnDnTFR4bG6tTD5RXpaWlFBcXExkZ6dripy4KRGX3A3CziPzD84CIxGMNWPk2AOnWaVWZLHzkiLUUaVhYGKNGjQKsfpj09HS2bNni88AXVf/FxcVx5513smrVKtd2UB06dKBv3776VKfKyc3NZcGCBWzatAm73U5UVBT9+vXjkksuqZOVXiAqu79iVXiLgPccYb1EpCPwGBAFPBeAdOu0qkwWjo6O5siRI5SUlHDgwAGaN29OSUkJe/ZYm8HXxYKpAicyMpJBgwYxaNCgms6KqqUKCwt59913OXbsGGAtNZefn09qaio5OTmMHj26hnNYeYFYQWWViFwHvAW86wh+AWtU5kHgWmPMZn+nW9c5Jwu7r6Di3qQpIq6KznOycJ8+fdi9ezcAb7zxBqGhoeXOr2goulJKebNq1SqOHTtG8+bNmTBhAnFxcezcuZOPPvqIdevWMWDAAJo1a1bT2ayUQDzZYYz5WkSSgGGcnH6wA5hnjNENsyrgnCycmZnJsmXLXNMHQkND6dSpEwMGDPBacXXv3p1vv/3WNerSsym0ru4/pZSqGc4Bb5dddhnx8dZ4wg4dOtCjRw/WrVvH9u3b61xlF7D2LWNMsTFmjjHmeWPMP4wxn51tRSci4SLydxHJFJFCEflZRC738dxEEZklIjkickJEPheR5LPJR3U4m8nC7jsdeOPciVoppXzh/E7xXIXHOQrc1znBtUlAnuwC4D2siepTgTTgNuAbEbnUGFPhNAcRicZaySUGqy/RBvwfkCoiKcaYY4HNdvXYunUrhYWFNGvWjEGDBnHo0CGioqI4cuQIy5cvZ9WqVSQlJdV0NpVSNWzKlCk+xWvXrh379+/n+++/p1WrVjRo0IDs7Gw2btzoOl7XBKSyE5Ebsfat6wh4W5jRGGN8SltE+gM3AP9njJnqCHsf+AX4O3C6XvZ7sKY6nG+MWes49xvHuf/HyT336jTnaMxOnTrRvXt3V/i+fftYvnw5R48eramsKaXqoP79+7NmzRr27NnDSy+9RHx8PAcPHgSs7xnP3TTqAr9XdiLyR+BPwAGsjVyr+vQ0DijFGvACWMuOicjbwF9FpKUxJus05/7srOgc524Vke+A8dSTyq5hw4YA7NmzB2OMa/CKc9BKTExMjeVNKVX3REdHc9ttt/H111+TkZHBwYMHCQkJoVevXowYMaJObgYdiCe7e4BU4ApjjD9Wle0NbDXGeO5TswJr4EsKcEplJyJBQE/gP16uuQIYJiKR3voRHbsyxHkEt6psxqtL9+7dmT9/Pnv27OGTTz5xbd76448/AtZoTaWUqowmTZpw6623kpOTQ0FBAY0aNarTO9kHorJrCMzyU0UH0BLY7yXcWcFV9DzdCAjHS0XoCBPHtXd6OT4J8K1xuxYIDw9n7NixzJo1i82bN7tGcYLVHOG+2opSSlVGXFwccXFxNZ2NKgtEZbcWaH3GWL6LAIq9hBe5Ha/oPM7y3KmcnBDv1Ar4voL4Na5Tp07ce++9rFq1ioMHDxIVFUWvXr1ISkqqk00OSinlT4Go7P4IzBaR2e59ZVVQiPWE5qmB2/GKzuNszjXG5GAtWO1SFyqM+Ph4hg0bVtPZUEqpWicQK6gsEZHfAD+LyM9ABlB2ajTzGx8vmYXV3OjJGZbp5RjAUaynuorONXhv4lRKKVXPBGI05gXANCAUuMTxz5MBfK3s1gF/EJFoj0EqFzh+rvd2kjHGLiIbgb5eDl8A7NDVXFR94OvcKaXOZYFYQeVloAQYDTQyxgR5+Rd8hmu4+wSr4vytM0BEwoFfAz8aYzIdYW1EpIuXcy8Ukd5u53YGhgAfn82LU0opVfcEos+uJ/C0MeYrf1zMGLNcRD4G/iEiztGTtwJtsVZScXofuBRrlKXT68AdwFwReRFrBZUHsJov/+mP/CmllKr9AlHZHcR6svOnicBfHD/jgQ3AlcaYH093kjEmV0QGY1VsT2I9yS4GJhljjvg5j0oppWqpQFR272Bt3vqqMcYvu4YaY4qAhx3/KoozuILwfcD13o4ppZQ6NwRqp/KrsEZjvg6kc+poTIwxSwOQtlJKKXUK8fdWDSLiud+MZwKCNfWgMoNUapxjf7709PR03UFAKaV8lJGRQXJyMkCyMSajpvIRiCe7XwfgmkoppdRZC8Sk8mn+vqZSSilVFQHbqVwppZSqLerKTuW1QTBYG6IqpZTyjdt3Zo2O0/D7AJX6SkQuphbveqCUUrXcJcaYH2oqca3sfORYoqwf1uorp0ylCBDntkKXAPpIqSqi5UT5qibKSjDW4vsrjTHetlyrFtqM6SPHh1StdyVu2wrtq8khu6p203KifFWDZcXbJtnVSgeoKKWUqve0slNKKVXvaWWnlFKq3tPKrnbLAf7k+KlURXLQcqJ8k8M5WlZ0NKZSSql6T5/slFJK1Xta2SmllKr3tLJTSilV72llV81E5D0RyajpfKi6R0RuExEjIik+xM0Qkff8ca46s9r0dy0iSY7PepIPccvluyrn1nbnfGXn9iVQ0b8eAU6/gYg8LSKDq3CNCx3XiPNbxuo5ETlPRD4Rkd0iUiQi+0VkgYjcV8nrdHG890k+xn/aUa7izibfNaGyr7E+EJGvRCRfRKJOE2eeiBwXkQYBSH+wo5yM8fe1A8Uf32WBpMuFnTQZ2OMlfK+f07mD8jcZDYApjv+nnuU1L3Rc4z3OwSHFlSUiA4HFWJ/3f4FsoDXW+/gH4JVKXK4L1nufCmT4M59V1Bmw++nc2voaA2k6cBVwDTDD86CINAMuBz4wxhSJiOffdV1RlXwH4rssYLSyO2muMWZdoBMxxpQGOg1/EJFgIKQmF24NoMnAMaCfMSbH/YDjS6zOq8rnVh2fuViLNDYwxhQGOq2z9AWQB/wKL5UdcD3WAscfQt35u/ZUlXxX12sWkUhjTEFVr1MX70SqnYj8WUTKHNv8uIdPdzR1dHAL6+ZoHjssIoUisllEnnA77mrndjQLHXMcmuLWdPq043hPR/xdjqa2bBF5R0Qau13vaeCfjl/T3a6R5DgeIiJTHNcoFpGdIvKkozJzfy1GRKaKyEQR2QoUA8Mcr+9lL+9JR8c595zVm1qz2gMbPSs6AGPMQfffRWSYiPwgIjkikici20TkWcex24DPHFEXu733gyuTGUcf2ecicqmIrHR81rtEZGIFpzRwfFaHHJ/PZyLS1Ms13/NybpSI/FdEjjle01siElPRub68RhH5vYhscZSvfSLyoohEVvAaR4rIGqAIuMER/oWX96Sh4+/nH6d56wLG8eX6BTBCROK9RPkVVovAIjh935eIPCQie0WkQEQWikins8mTI40cEWktIl86yuMhEXnB8+/Z7ZzfOf7mix1lq5+Xa2ZUcO5p812Z7zJHnMtF5EfH9Y6JyMciklzBa+woIt+KSB7wuohMc7zWUx7QHNdccYa3T5/s3MSJSBOPMLsx5ijwF6zmjHdFpJcxpkBExmIV+PuNMWkAYnX+L8X6Q34Dqwm0E1ZzyLNe0jwE3AW8ifWF8qkjfIPj5zCgHfAu1h9Wd+BOoLuIXGisFQE+xfryvhn4P+Cw27UB3gJuBWZi7dpwCfBnoA1WM4S74cAE4DWs5tAdjnyNF5EHjDHuWxvdBJQCH3l5XbXdbuACEelmjNlcUSQR6Q7MAX7EehosAzoCzpuepcBUYBLW57vFEb6FyusEzMJqVn0P+A3wnoisNsZs8oj7OnAEeBpIdqT/KtZndyb/dpz7JFZ5ugtr+5VRFcQ/7Wt0fJlNAeZhlZseWOXwPBEZYcqvWtEN+MCRh/84rvEB8LCIxBtjjrnFHYvVLPaBD68pUD7EKufjsD4XAESkLTAQ+JfH34Q3twORwL+AKKz3cbGI9PB4vb4KBeZjlcmHsL4jHsTaVeDfHnEnOtJ8EzDAI8CnItLOh6eyyub7tN9lIjIU+AbYjlX2GmJ1Gfzo+E495HatUKzytAh4AKsSPeZ4PSOAr50RHZXlQMe1Ts8Yc07/A27DKgje/h12i9cLKMHqz2kCHMDq9xG3ON9jVRKtPNJwj/MekOH2e5wjrae95C3CS9gNjviXuIVNcoQlecTt5Qj/t0f4G47wnm5hBrABnTzijnAcG+YRvgP4sqY/v7P8zIc5XqsN60vjOUdYqEe8ScBxIPg01xrjeH8G+5j20474cW5hGY6wgW5hTbFuml7wUla/9ShTLzleS6zHNd/zcu5yrOZpZ/hTjvBLT3Ou19foyGMx1pePe34ec8S/2strHOJxjc6O8Ds8whcAG2q4nIQAB4FFHuGPOvLc3y3sPcr/XSc54uQBLd3CBznCp5wh7cGOeGM80jDA4x5x1wCrvKR90KNMXOMIv8of+fZybhwVf5etxdoL1L3cX+iI/6KX1/hnj/ODsPbf+9AjfDLWTXezM32e2ox50u+wvvDc/411HjTGrAeeAe4F5mLd9dxuHO+4oxnpYuAtY0y5TRGdcSrLuPVniDXSqQnwsyOojw+XuNLx8yWP8H96HHdaZIzZ7hG2EKuQ3uSWl/5AB2r2rvusGWMWAAOAL4EUrC+v+cBeEbnKLWoO1l3tFdWQrQ3GmGVueTwEbMN6svf0pkeZ+h6r/6itD+m8aYyxuf3+muPnyErmF2AoEAZM9cjPq1hfQJ5PizuMMYvcA4wx24AVlC9fLYEh1HD5crxPs4BLHXly+hWQZow5Y9MZ8KkxJsvtmkuBXzi799vpTY/fv8d7OZlhjDnuEY8K4nryW74d710K8I5x6zowxvyM9X3mrVXhDfdfjDF2rCft0VJ+hOxNwALj0f3gjVZ2Jy03xiz0+LfUI86zwFasHcsfN8akux1zFqBf/JUhEWkkIi+LyAGgEKupwJlmrA+XaIt1x++5cWKaI9zzyzHd43eM1UwzHbhWTg6xvgk4AXzly+uojYwxK40xY4F4oD/wN6z3dLaIdHFE+wjrj3GOiGSKyPsicq3IyR0w/cjbSOBjjvydKa6zWclbXE873H8xxhxxnJ/kw7menOVnm8c184D9+FC+HP4HXCIiiY7fbwAE7wNDqtt0rO/JCQAi0hWrxWS6j+fvqCAs6Szzk2esrhV3PpUTc7L5sdLlxC0syYdzPXktJw5bObWcFBtjMr3E/R/WzedoABHpDXTFMUjoTLSyq5xOnKzUAjr/zmEWVr/aG1hPmcM5+ZQRiM+uopFx72O1sV/l6AifgHXnV1tH0vnMGFPiqPieAO7GelIZ7zhWiNV8MxTri/d8rL6IeRUNCKiCivp+vFWslYlbm1RUXmZivaZfOX6/CVhijPH3tJ9KczxtpwM3OoKcP336gg2AM/UR+hK3tpeTIm+BxphfsJpDnZ/BTUA+8LkvF9XKzkeOL7dpWH11LwJ3icjlblF2OX5WthL02sTpGAF2OfCcMWaKMeYzR/PbLi/RK2om3Y3V79DeI7y9I3y3Txk0ZgNWR/NNWF/8zamjTZhnsMrxM8EZYIyxG2O+M8Y8aIzpjtXkOQyrTwUqfu9rq47uv4g1sjee05eF05UvsPrd3K8ZBSSe4ZonL27MYazBCzeJSGesm4raVL5mAP3EGnV9A7DaS3N/RTpWEObTe1ODzibflSonbmGVeS/+BwwXa4rQDcBnxph8X07Uys53jwF9gd8Cj2PdYbwtjmHbjj6WH4Dfikgr9xPP0OxViGPAgke4867M89xJXq7h/LA9rzG3gnOcI5e+xnfvY7XX3wNkYg3OqZNE5LIKPhNnH+Y2R7zGXuKsc/x0NulW9N7XVnd5DN++1/Hzm9OcU9FrXIg1aOt+j/fzHqwRdZUtXylYI5+LgU8qcW6gOZ/iXsTqq67MU91Y9/4+ERmEdUN8uve7NjibfHv9LnP0/a0Dfi0iru4XR9//ACpXTpzNyq9i3VD5/Fno1IOTrhTvS4OlYt35PoXVub8AQERuxXoSeB5rcAtYlchSYI2I/AfrjqUD1sCVi7wlaowpEZGNwAQR2Q4cBX4xxvwiIkuBR0QkFKsPZDjWUHNPqx0//yoiM7EGB3xljFkvItOAexxPij848vIr4G1jzEYf3xuwCtnfsUZ0vejoMK6rXgEiReQzrD6DMKzhyxOwRg2+64j3pOOPfK4jvCnWF/k+rPcSYD1W/+ejjj/kYqyBPmfsMK8hEcACEZnNyakH84wxqac5p8LXKCJ/w5p68LWIfI31hXgn1mjKOZXI1xysvqfrgdkeAytqlDFms4isxyr7dqxmV1/tAr4XkTew+pv+D2vA17/8nlH/qnS+T/ddBjyMNYr4RxF5h5NTD7KwRkP7xBhzQETmY5WTA1jlzOeTz+l/nH7qgcGaY7Ma68suxuPcJ7AK/+VuYT2xJqMeAwqATcCjbsffw224riPsAmAlVlu1a+gu1p3Lp45r5WD14bV0j+N2jcexvoTLcJuGgHVDMwWr36HE8fNJPIbTO86Zeob36ltHvJSa/tyq+JlfAbyNNc8rF+vLewfWH3Izt3hDsPoD9jvi7Meq9Dt6XO/XWIOAbJxhGgIVTz343EvcVCDVS1lN8Yg32DNdKp56cDHW3MtjWNMq3gEaelyv3Llneo3AfVg3DSWO9+glIMrLNU95jR5xnFNixtR0GfGSt4cdefuuguPv4X0I/ySs+XB7sZ58vgO6+JDeYM/3wpFGTkVlylvaXuKW++6oSr49z3WEef0ucxwbCixzXC8H6+k92cs1T3mNHnGc06+mVuYz1J3Klc9E5Cuswlkdg3PUOUZEXsHqF25hjCmp6fxUhWNFkXTg/4wxU2s2N/WLiFyHVVH2M8asOlN8J+2zUz5x9ENegdVBrJRfibW82I3AR3W9olMBdwewpTIVHWifnToDx3I8F2H17RRhNf8p5ReOUXVDsaZ7xFG5HSfUOUREbsAaxDSCk+MkfKaVnTqTS7EGbOwGJhprmLhS/tINa0TdAeBec5q1StU5bwbWMmb/xep3rhTts1NKKVXvaZ+dUkqpek8rO6WUUvWeVnZKKaXqPa3slFJK1Xta2SmllKr3/h/sHh/o4kySlQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
-      ]
-     },
-     "execution_count": 66,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 432x216 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1116,28 +1104,68 @@
     }
    ],
    "source": [
-    "sns.boxplot(data=df, x='cluster_id', y='sse', hue='cre_line')\n"
+    "\n",
+    "fig, ax = plt.subplots(1,1, figsize = (6,3))\n",
+    "x1 = [0.9, 1.9, 2.9,] # not clustered x location\n",
+    "x2 = [1.1, 2.1, 3.1] # clustered x location\n",
+    "xticklabels = utils.get_cell_types()\n",
+    "labels = [Line2D([0],[0], marker='o', markersize = 8, markerfacecolor='none', markeredgecolor='Grey', markeredgewidth=2, linewidth=0),\n",
+    "        Line2D([0],[0], marker='o', markersize = 12, color='Grey', linewidth=0 ),\n",
+    "         Line2D([0],[0], marker='o', markersize=12, color='Black', linewidth=0)]\n",
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    cre_tmp = variability_df2[(variability_df2.cre_line==cre_line)]\n",
+    "    # plot clusters means\n",
+    "    cluster_tmp = cre_tmp[cre_tmp.clustered==True]\n",
+    "    y = cluster_tmp.groupby('cluster_id').mean().values\n",
+    "    x = [x2[c]]*len(y)\n",
+    "    ax.scatter(x=x,y=y,marker = 'o', s=40, facecolors='none', edgecolors='Grey',linewidth=2)\n",
+    "    \n",
+    "    # plot clustered mean\n",
+    "    x = x2[c]\n",
+    "    y = cluster_tmp['sse'].mean()\n",
+    "    err = cluster_tmp['sse'].std()\n",
+    "    ax.errorbar(x=x-0.1,y=y,yerr=err, marker='o', markersize = 12, color='Grey', linewidth=2)\n",
+    "\n",
+    "    # plot not clustered mean\n",
+    "    x=x1[c]\n",
+    "    y = cre_tmp[(cre_tmp.clustered==False)]['sse'].mean()\n",
+    "    err = cre_tmp[(cre_tmp.clustered==False)]['sse'].std()\n",
+    "    ax.errorbar(x=x,y=y,yerr=err, marker='o', markersize=12, color='Black', linewidth=2)\n",
+    "    \n",
+    "    # add significance stars\n",
+    "    ax.text(x1[c]-0.01, 0.85, s='***', fontsize=12, color='Black')\n",
+    "    ax.plot([x1[c], x2[c]-0.1], [0.84, 0.84], color='Black', linewidth=1)\n",
+    "ax.set_xticks([1,2,3])\n",
+    "ax.set_xticklabels(xticklabels)\n",
+    "ax.set_ylabel('mean SSE values')\n",
+    "ax.set_ylim([-0.1, 1])\n",
+    "\n",
+    "ax.legend(labels, ['within cluster', 'clustered data', 'unclustered data'],\n",
+    "          loc=\"center right\", \n",
+    "    ncol=3,\n",
+    "    bbox_to_anchor=[1.08, 1.15],\n",
+    "    borderaxespad=0, fontsize = 12)\n",
+    "\n",
+    "utils.save_figure(fig, figsize = (6,3), save_dir=save_dir, folder='', fig_title = 'Reduction_in_variability')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86bea457-47a1-47bb-a7b1-f313845b8e7d",
+   "metadata": {},
+   "source": [
+    "#### Statistics"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
-   "id": "0a686b34-8da1-4c84-95a8-9e7630502ff2",
+   "execution_count": 325,
+   "id": "ddbeba14-e6b6-488c-9524-9085e2106356",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
-      ]
-     },
-     "execution_count": 74,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1149,1203 +1177,141 @@
     }
    ],
    "source": [
-    "sns.barplot(data=df, x='cluster_id', y='sse', hue='cre_line')"
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    cre_tmp = variability_df2[(variability_df2.cre_line==cre_line)]\n",
+    "    plt.hist([cre_tmp[cre_tmp.clustered==True]['sse'].values, cre_tmp[cre_tmp.clustered==False]['sse'].values], 100)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 326,
+   "id": "63df7f8c-6a5e-40cd-8426-cf94e312704a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import ranksums"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
-   "id": "f5f5cb59-7bd2-4585-b539-2f29012b2c81",
+   "execution_count": 327,
+   "id": "b7181724-ec11-4665-90c2-0af2dc264130",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
-      ]
-     },
-     "execution_count": 76,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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zijRe1Nq1a2natCk1atTwjf2vf/2LdevWcfHFF5Oenk737t1ZunQpF154IXv37qVDhw5s2LCB+Pj4Ir8vEQmGDlxHQfZQ4cuXL6d79+68/fbbtGrVisaNG7N582ZGjBjBokWL+MEPfnDWMV588UVat25N3bp1ufDCC+nevXuu5a+99lp4JNTs4uOXl980pmfSpUsXLr74YiA06OCOHTu4/vrradOmTXgAwO3bt5/1exSRkqciEUV5hwpPSUlh48aNXHvttSxbtozWrVtz4sSJfK977733wsNlT5kyJeK2k5KSWLduHf/5z39Yv349f/7zn886r+XLl+cbMrxt27Zs27atwLkY8g7R3apVq3BhSk5OZvfu3eHZ4kSkdFKRiIK0tDQ+++yz8PPsocJr165NbGwsN910E9OmTePAgQN88803VKtWjcOHD4fXv+6668IftGPHji0wVr169Xjqqad47LHHOH78+Fnl1aRJEwYPHhyO2b9/f5o2bUrv3r0ZNmwYR44cAUIHp2fPns3333+fb9udOnVi27Zt/POf/wy3rVq1irIywKRIWaVjElHgN1T4999/H55jIjMzk/vvv5/69etTp04dmjdvTosWLfjxj39cpAPXADfccAOXXnopM2fOZPTo0UDuYxIAs2fPpnbt2mccwjynefPm8eijj9K+fXvi4uLIysqiZ8+eEXeT1ahRgzfeeIOxY8cyevRoTp06xUUXXcSbb75Z4LwTIhJdGipcxIeGCpdoKU1DhasnISKBONOHFvz3g0tKDx2TEBERXyoSIiLiK7AiYWbNzOwzM9vq3TctYN3mZnbMzKYGlZ+IiOQXZE/iOWCGc64ZMAOYGWklM4v1li0OLjUREYkkkAPXZlYHaAdc6zUtBJ4xs9rOuQN5Vh8PvAVc4N0ibS8eiM/TnFBc+YqISEhQPYmGQJpzLhPAu9/jtYeZWWvgOmDaGbY3GtiR57aieFMWEZFScwqsmVUEZgGDnXOZZ7jAajowN09bAoUsFIU5Fe9sFOb0veuvv54+ffowfPjwcJtzjosvvpjGjRszceJEunbtWqS4EyZM4Pvvv2fq1KksX76cnj170qxZMzIyMqhZsyYzZ87kxz/+MQCDBg1i2bJl1KpVK/z63/72t/Tt25d169bxm9/8hvT0dE6dOkV8fDyvv/46devWjRh3wYIFTJ06lePHj1OlShWaNm3KE088QaNGjYqUv4iUXkEVid1AAzOL9QpALFDfa892IXAxsNQrEPGAmVk151yuiRScc+lAes628+Wq3SFDhvDkk0/mKhLLly8nJiaGDz74oFjex2WXXRYetO++++7jnnvu4Z133gkvHz9+PCNHjsz3uttvv53HH3+cXr16AaHhwLMnKspr9uzZ/PGPf2TJkiU0bdo0/D727duXr0hkZGRQoUKp+T4iIkUQyO4m59x+IBm4zWu6DVib83iEc26Xc66Wcy7ROZdIqLfwfN4Ccb7r06cP27dvZ/PmzeG2F154gcGDB9O9e3feeustIPSNf+jQoXTq1IlmzZoxdOhQTp06VeR43bp1K9RcEhAaq6lBgwbh502bNs01SF9Ojz76KNOmTQsXiOxYHTt2JCUlhVq1ajFmzBjatWvH7Nmz2bt3L3379qVjx460bNky39DlIlI6BXl203BglJltBUZ5zzGzpWZWboYCjYuLo3///rzwwgtAaL6HxYsXc8cdd+Rb9/PPP+f9999n06ZN7Ny5k1mzZhUpVlZWFkuWLKFfv3652idPnhwe0bVNmzbh2ecefPBBunbtSo8ePXjkkUf46quvIm53//79pKamcuWVV/rGPnToEB06dOCLL75g+PDhJCUl8etf/5qVK1eyZs0a3nnnHf7+978X6f2ISPAC2wfgnPsKyPep4pzr6bP+hJLOKVqGDBnCL37xC/7whz/wyiuv0LlzZxIS8p+cdeutt4a/yd9xxx387W9/i7ibKK9NmzbRpk0b0tLSqFatGitXrsy13G9307hx4xgwYAAffPABy5Yto3379rzzzjv89Kc/LfJ7rFSpErfccgsAR48eZfny5Rw48N8T2Y4cOcLmzZu59tpr/TYhIqWAdhRHQevWralfvz7vvPMOL7zwQnhk1sI4dOgQP//5zwFo3rw5r7zySr51so9JnDp1in79+vGrX/2KV199tVDbr1+/PgMGDGDAgAFUrlyZ1157jRo1ajBw4EAAunfvzrRp02jQoAErV66kR48eEbdTpUqV8PGVrKwszIxVq1blm/taREo3DcsRJUOGDGHChAls3bqVPn36RFxn0aJFHD16lIyMDF566SWuvvpqatasGZ7XIVKByCkuLo4///nPvPvuu6xdu/aMOS1ZsoTMzEwATpw4webNm2nSpAktW7YMx5w2LXR28kMPPcS9997Lv//97/DrP/roo3y9FoCqVavStWtXJk+eHG7bvXs3+/btO2NOIhJd5bInURpGmrz99tsZM2YMd911F3FxcRHX6dChAz169GD//v1069aNu+4q+jH8unXrMmbMGB599FEWL14MhI5JzJ49O7zO8OHDGT58OIsWLWLcuHFUqlSJ06dPc+211/ru3ho2bBiVK1emb9++HD9+nJiYGFq3bs0TTzwRLjQ5LViwgHvuuYeWLVsCocIxZ84c6tWrV+T3JCLBKZdFojSoUaNGvpnili9fnut569atef7558+4rQkTJoQfd+vWLXz6a7aHH344/Hju3Lm+25k/f/4ZY+WUlJREUlLkMe0PHjyY63m9evVYuHBhkbYvItGn3U0iIuJLPYlSqqBv/CIiQSk3PYmyMk2rBEN/LyIh5aInERsby+nTp30PEIvkdfr0aQ0lIqXaroktC16hRrViiVMuehLx8fF8/fXXZGVlRTsVOQ9kZWXx9ddfU7169WinIhJ15eKrUq1atUhNTWXLli3RTkXOE1WqVMk1Uq5IeVUuikRMTIyGrxYROQvlYneTiIicHRUJERHxpSIhIiK+VCRERMSXioSIiPhSkRAREV8qEiIi4ktFQkREfKlIiIiILxUJERHxpSIhIiK+ysXYTSIiZ6P92BcLXL5mSuTpe8sS9SRERMSXioSIiPhSkRAREV8qEiIi4ktFQkREfKlIiIiILxUJERHxFViRMLNmZvaZmW317ptGWGewmX1pZslmtt7Mfh1UfiIikl+QPYnngBnOuWbADGBmhHX+BrR2zrUBOgH/a2atgktRRERyCqRImFkdoB2w0GtaCLQzs9o513POfeecc97THwIVAYeIiERFUMNyNATSnHOZAM65TDPb47UfyLmimfUG/gBcDNzvnFufd2NmFg/E52lOKP60RUTKt1J34No594Zz7nKgGTDQzJpHWG00sCPPbUVgSYqIlBNBFYndQAMziwXw7ut77RE553YBK4FeERZPB5rkuXUt3pRFRKRIRcLMaprZQDMb5z2vb2Zn3M3jnNsPJAO3eU23AWudc3l3NV2a43EtoDuQb3eTcy7dOZeS8wakFuW9iIjImRX6mISZ/YzQ2Uergc7AE0BTYAxwYyE2MRyYZ2YPA98CSd52lwIPO+dWA3eZWQ/gNGDAM8659wv/dqQguya2LHB5o4fz1WMRKeeKcuB6OnCrc+4fZvat1/Y50LEwL3bOfQVcGaG9Z47H9xQhHxERKWFF2d2U6Jz7h/c4+7TUU2jiIhGRMqsoH/CbzOw659x7OdquIcIxA5Gi6vynzgUu/2TUJwFlIiI5FaVI/C/wlpm9DVQ2s5mEjkX0KZHMREQk6gq9u8k59y+gFbARmEPo2oSOzrlVJZSbiIhEWZGOJzjn9hA6qwkzqwxklURSIuWBdrHJ+aDQPQkzm2pmHb3HNwDfAN+aWWFOfxURkfNQUc5u6g9s8B4/DAwAegOTijspEREpHYqyu+mHzrljZlYTuMg59zcAM2tcMqmJiEi0FaVIbDWz/sAlwN8hPHTG8ZJITEREoq8oReJu4ClCF9D9X6/tOkDDZoiIlFFFKRIXAAOcc/8xswvNbB6hs5vGlkxqIiISbUU5cP0skOE9fpLQrHFZwKziTkpEREqHovQkGjjndplZBUK7mRoT2vW0p0QyExGRqCtKkfjOzOoCLYBNzrnvzSyOUI9CRETKoKIUiT8Bq4A4QtOHQmheia+KOSeJEl0BLCJ5FbpIOOceN7PXgUzn3L+95jTgzhLJTEREoq6oYzdtLei5iIiULUWa41pERMoXzSonIqVe+7EvFrh8zZSkgDIpf9STEBERXyoSIiLiS0VCRER8qUiIiIgvHbgWkTJPF4qePfUkRETEl4qEiIj4UpEQERFfKhIiIuJLRUJERHypSIiIiC8VCRER8RXYdRJm1gyYB9QEDgFJzrltedZ5COgHZAKngQecc+8FlaOUPzp/XqRgQfYkngNmOOeaATOAmRHWWQl0cM61AoYAr5hZ5QBzFBGRHALpSZhZHaAdcK3XtBB4xsxqO+cOZK+Xp9fwJWCEeh6pebYXD8TnCZNQvFmLiEhQu5saAmnOuUwA51ymme3x2g/4vCYJ+LdzLjXCstHAIyWRqIiI/FepHLvJzH4GPMZ/ex55TQfm5mlLAFaUXFYiIuVPUEViN9DAzGK9XkQsUN9rz8XMrgLmA32cc1sibcw5lw6k53ldcecsIlLuBVIknHP7zSwZuI1QAbgNWJvzeASAmXUAXgH6Oue+CCI3PzrrRUQk2LObhgOjzGwrMMp7jpktNbMrvHWeBSoDM80s2bu1DDBHERHJIbBjEs65r4ArI7T3zPG4Q1D5SLB2TTxDra9RLZhERKRIdMW1iIj4UpEQERFfKhIiIuKrVF4nISJSFpSFsyTVkxAREV/qSYicZ9qPfbHA5WumJBW4vCx8u5XgqEiISKGca3GS85N2N4mIiC8VCRER8aUiISIivlQkRETEl4qEiIj4UpEQERFfKhIiIuJL10lEwZmGzW708PqAMhERKZh6EiIi4ktFQkREfKlIiIiILxUJERHxpSIhIiK+VCRERMSXToGVMu1MpxtTo1owiYicp9STEBERXyoSIiLiS0VCRER8qUiIiIgvFQkREfGlIiEiIr5UJERExJeKhIiI+ArsYjozawbMA2oCh4Ak59y2POv0ACYBLYE/OefGBJVfWdB+7IsFLn+9akCJiEiZEWRP4jlghnOuGTADmBlhnf8AdwJTAsxLRER8BFIkzKwO0A5Y6DUtBNqZWe2c6znntjvnkoGMIPISEZGCBbW7qSGQ5pzLBHDOZZrZHq/9QFE3ZmbxQHye5oRzzFFERPI4Xwf4Gw08Eu0kRETKuqCKxG6ggZnFer2IWKC+1342pgNz87QlACvOOkMREcknkCLhnNtvZsnAbcB8736tc67Iu5q87aUD6TnbzOzckhQRkXyCPLtpODDKzLYCo7znmNlSM7vCe9zFzFKBe4FhZpZqZtcFmKOIiOQQ2DEJ59xXwJUR2nvmePwxOgAtIlJqnK8Hrs+ZZiwTETkzDcshIiK+VCRERMSXioSIiPhSkRAREV8qEiIi4ktFQkREfKlIiIiILxUJERHxVW4vpitJmiFORMoKFQk5r6kgi5Qs7W4SERFfKhIiIuJLu5vknJ1plw9ot4/I+Uo9CRER8aUiISIivlQkRETEl4qEiIj4UpEQERFfKhIiIuJLp8CWQp3/1LnA5Z+M+iSgTESkvFNPQkREfKlIiIiILxUJERHxpSIhIiK+VCRERMSXioSIiPgqs6fAajIaEZFzp56EiIj4UpEQERFfKhIiIuIrsCJhZs3M7DMz2+rdN42wTqyZzTCzf5vZdjO7M6j8REQkvyB7Es8BM5xzzYAZwMwI6/QHLgGaAlcBE8wsMbAMRUQkl0DObjKzOkA74FqvaSHwjJnVds4dyLHqrcDzzrks4ICZLQZuBqbk2V48EJ8nTGOA1NRUAE4ePkBBdmecKnD5iawTBS5PSUnxXRat2KU1bjRjRytuQX8f4diHohO7tMaNZuzzLS4U39929mcmEBtxRedcid+A9sDGPG2bgHZ52tYDHXI8Hwc8HWF7EwCnm2666aZbsd26RPr8Pl+vk5gOzM3TFgdcBGwDMou4vQRgBdAVSD3DusUtWrH1nst+3GjG1nsO1rnEjgUuBFZFWhhUkdgNNDCzWOdcppnFAvW99px2EdptlJ1sI2Bn3o0559KB9Ahxtp5NcmaW/TDVOZdyNts4W9GKrfdc9uNGM7be83n3nv/ttyCQA9fOuf1AMnCb13QbsDbP8QiARcBQM4sxs9rATcBrQeQoIiL5BXl203BglJltBUZ5zzGzpWZ2hbfOS8B/CO0y+hcw0Tm3I8AcRUQkh8COSTjnvgKujNDeM8fjTOBXQeUkIiIF0xXXIenAo0Q+zlFWY0crbjRjl7e40YwdrbjRjB2tuCUa27xTSkVERPJRT0JERHypSIiIiK9yXyTMbKqZ7TAzZ2YtAoxb0zuza4uZrTez/+ed9htU/MVmts7M1prZCjNrE1RsL/4jQf7MzSzFzL4ys2Tvdl0Qcb3Ylczsz2a2zftdzwogZmKO95rsvf9vSjpujvi9vL+tZO/v7JcBxb3BzL7wfs4fmlmTEooT8XOjMAOZlhQz62Zmq73HiWZ2sFg2HMSwHKX5BnQBGgIpQIsA4/4I6Jbj+RTgLwHGr57jcR/giwBjtwPeCfJnHvTvN0/sp4Fp/PcYYN0o5DAdeCagWAZ8m/3zBloBR4CYEo5bAzgINPOeDwDeLaFYET83gA+AATnifxDg77gbsNp7nAgcLI7tlvuehHPuY+dc3iu/g4j7jXNueY6mf+ENUhhQ/MM5nlYHsoKIa2Y/IDQKcLk41dnMLgCSgIec99/rnPs64BziCI2wPCfAsFmE/q4gNBjnXhcauLMkXQJ87ZzLHnlhKXCdmdUq7kCRPjdyDGS60GtaCLQriT0EZrbAzFZ7PabXzaxGccfIVu6LRGlgZjGEPjTfCDjubDPbBfweuCOgsBOB+S7gYQs8C8zsSzN71htJOAgXA4eAR7x/6uVm1iWg2Nl6A2nOuS+CCOYVw1uAJWa2E1hMqFCWtK1APTPr4D3v7903CiA2hHoWaS50vRfe/R6vvbj9xjl3hXOuJbARuK8EYgAqEqXFn4DvgWeCDOqcu9M51wh4gDzDsZcEM7sKuAJ4tqRjRdDVOdca6EBod0hQP+tYQgNPrnXOXUHon/n/mVm1gOIDDCHAXoSZVQDuB/o45xoDNwKver2qEuP1jm8Fpnn75usQum4goyTjRkmSma0xs/XA7UCbkgqkIhFlZjaV0CRLtwbQHY/IOfcS0N3MapZwqJ8BlwI7zCyF0MiV75lZjxKOS/auAefcSUJFqnNJx/TsIvQhtdCL/znefvMggptZA0I/9wVBxPO0Aeo75z4B8O6PEvrdlyjn3DLnXBevID8DVKaAweuKWXggUwjNtEnkgUzPiZl1JbTn4RdeT+K3QKXijJGTikQUmdkkQnNt3OR9eAUV9wIza5jj+Y3AN96txDjnJjvn6jvnEp1ziYSGNL7OOfd+ScY1sypmVt17bEA/QgNOljjn3EHgn3gTbplZM0LfcLcHEZ/QbsS3nXOHAooHod9rgpk1BzCzS4G6BPBhbWb1vPsYYBLwnHPuaEnHhSINZHqu4oHDwCHvGN+QYt5+LufrfBLFxsyeBn4J1AOWmdkh59zlAcS9nFCXfCvwqTfU7w7n3P8p6dhAFWCRmVUhNPfGN8CN2QdWy6C6wN+8b3axhCa8ujvA+MOBOWb2JHAaGOhCw90HYRDw64BiAeCc22dmvwJeM7Ps3vEQ51wQp+D+zsw6E5pf5n1gfEkEKeBzYzgwz8weJnSGV0kci3mX0JlTWwn1Sj8COpZAHEDDcoiISAG0u0lERHypSIiIiC8VCRER8aUiISIivlQkRETEl4qEiIj4UpEQycHMBpnZx9HOoyBmttHMuvks62ZmqcFmJGVZub+YTqQkmJkDmjrniv3K6iAu9hTJpp6ESCnjDZAnUiqoSEi5ZWYNLTQj4AEzO2Rmz+RZnujNPFYhR9tyM7vTe3yJN/vZYTM7aGaveO0feauvM7PvzexWr72XN1Nbupl9amatcmw3xczuM7MvgaMFFQpv3Wu8x5XNbK6ZfWtmmwiNcitSbPSNRcolbxyntwjNJDaQ0BhWVxCauKawHiM0PlB3QmMFXQHgnPupt7updfbuJjNrS2i47huB1YTG3nnDzJrnGNzxNuAGQjOKFXZ460cIzVlxMaExud4pQv4iZ6SehJRXHQkN4zzWOXfUOXfCOVfUA9anCc0mWL8Qr78LmOmc+9w5l+mcmwecBH6SY52nnXO7nXPHi5DDLcDvvZkOdxOaKlWk2KhISHnVENhZhG/skYwjNIHRSu+Mo4KGbG4M/K+3qyndzNK9HOrnWOds5h3IO1/BzrPYhogv7W6S8mo30MjMKhRQKLLnIfgh8J33uF72QufcPmAogDcl6TIz+8jnjKbdhL7x/76AnM5mSOa9hIrNRu95UFN1SjmhnoSUVysJfcBO9iYlquTNQxDmTRaTBgwws1ivp3Bx9nIzu9nMEryn3xL6kM+eP+FrQtOWZnseGG5mV1pIFTO7wcyqnuP7eBW438xqeLmMOsftieSiIiHlkjdJ/Y2EDlTvIjSb2q0RVh0KjAUOAZcDn+ZY1gH43My+B94gNDn9f7xlEwhNPpNuZrc451Z723qGUEHZTmhCoHP1KKFdTDsIHUR/qRi2KRKmSYdERMSXehIiIuJLB65FShkza0RoHu5ILnPO7QoyHynftLtJRER8aXeTiIj4UpEQERFfKhIiIuJLRUJERHypSIiIiK//D/jmk4eaiM7sAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "RanksumsResult(statistic=-91.13665731161788, pvalue=0.0)\n",
+      "RanksumsResult(statistic=-16.71859818950396, pvalue=9.594968146534638e-63)\n",
+      "RanksumsResult(statistic=-26.39031260726713, pvalue=1.7700368872284653e-153)\n"
+     ]
     }
    ],
    "source": [
-    "sns.barplot(data=df_2, x='cluster_id', y='sse', hue='cre_line')"
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    cre_tmp = variability_df2[(variability_df2.cre_line==cre_line)]\n",
+    "    print(ranksums(cre_tmp[cre_tmp.clustered==True]['sse'].values, cre_tmp[cre_tmp.clustered==False]['sse'].values))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cbfdf95b-b2f9-432f-a608-bfeaf901472f",
+   "metadata": {},
+   "source": [
+    "### Cluster size plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 436,
+   "id": "3a400052-3134-47d4-9dd1-9a81f96eae14",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    cre_tmp = original_cluster_labels[(original_cluster_labels.cre_line==cre_line)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 462,
+   "id": "2a57aa4b-0629-4c57-b652-91644db815a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "normalized_values = original_cluster_labels.groupby('cre_line')['cluster_id'].value_counts(normalize=True).values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 447,
+   "id": "77c994a5-3e9b-42f4-b18b-21e72c642e0b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouped_df = original_cluster_labels.groupby(['cre_line','cluster_id']).count().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 487,
+   "id": "520788c6-64f0-4b6f-a11b-59f9d15f3bbf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "grouped_df['normalized'] = normalized_values\n",
+    "grouped_df['percentage'] = grouped_df['normalized'] *100"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
-   "id": "96c7b4d5-9e32-4091-bdf2-6a19b134fabe",
+   "execution_count": 486,
+   "id": "3631cfea-1f7c-413a-ae1b-5670e4f17e13",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>cluster_id</th>\n",
-       "      <th>cre_line</th>\n",
-       "      <th>sse</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>3521</th>\n",
-       "      <td>1</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.061382</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3522</th>\n",
-       "      <td>1</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.182578</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3523</th>\n",
-       "      <td>1</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.213825</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3524</th>\n",
-       "      <td>1</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.255995</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3525</th>\n",
-       "      <td>1</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.441051</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3941</th>\n",
-       "      <td>10</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.120032</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3942</th>\n",
-       "      <td>10</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.124340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3943</th>\n",
-       "      <td>10</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.264504</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3944</th>\n",
-       "      <td>10</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.072027</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3945</th>\n",
-       "      <td>all</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>0.524343</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>425 rows × 3 columns</p>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "     cluster_id      cre_line       sse\n",
-       "3521          1  Vip-IRES-Cre  0.061382\n",
-       "3522          1  Vip-IRES-Cre  0.182578\n",
-       "3523          1  Vip-IRES-Cre  0.213825\n",
-       "3524          1  Vip-IRES-Cre  0.255995\n",
-       "3525          1  Vip-IRES-Cre  0.441051\n",
-       "...         ...           ...       ...\n",
-       "3941         10  Vip-IRES-Cre  0.120032\n",
-       "3942         10  Vip-IRES-Cre  0.124340\n",
-       "3943         10  Vip-IRES-Cre  0.264504\n",
-       "3944         10  Vip-IRES-Cre  0.072027\n",
-       "3945        all  Vip-IRES-Cre  0.524343\n",
-       "\n",
-       "[425 rows x 3 columns]"
+       "array([0. , 0.1, 0.2, 0.3, 0.4])"
       ]
      },
-     "execution_count": 88,
+     "execution_count": 486,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "tmp"
+    "ax.get_yticks()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
-   "id": "1335e2f4-7c6c-443d-a1f5-d9bd6b9656ea",
+   "execution_count": 496,
+   "id": "b814491c-0d92-449f-8d09-e1f5367b1be3",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.16817686679044236\n",
-      "0.1696162363818592\n",
-      "0.22457406749371583\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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80X2bmprYt28ff/rTn/jqV7/K9u3b+/RxOp288MILlJaW0tHRQUdHB6Wlpfz0pz/l7bffZt26daxfv5533323TxKZ+vp6WlpaqKmp4fe//z3Lly9n1apVve3PP/88JSUlHHtsYpaYhhWMoJRaqZS6VCn1JaXUzqj9zUqp45VSDyZkVAYApmc4mObUyYjbAyHWt7SP8YgMiWKHJ35ZoipPZ0LkZGVlsXbtWkSEr3zlKxQUFHDJJZfQ0NAA0Jswe//+/aSlpR22jfXb3/42paWl5OXlcfHFF/fmp+2Rdcstt2Cz2bjwwgvJyMg4RHFGc9ttt2G32znrrLO46KKLeOKJoc3hHnnkEW655RYKCwspKCjgxz/+cZ9yNhaLhZ/85CfY7XYcDgdXX301zz//PB6PB0h8OZtxlbvAcCinFGZjiyT+3tjaQYs/MMYjMiQCbzB+NdpEuuzNnz+fhx56iLq6OjZt2sT+/fu5/vrrAbjrrrtQSnHSSSexcOFC/vCHIXlVDkhxcXHv+/T0dDqiyuhMmTKlj/2zf3s0ubm5OJ0HF4OnT5/O/v1DS1Wyf//+Q8rZRB9bUFDQp5JCaWkpp512Gn/5y19wu9288MILXHXVVUOSNRQGtPiKyC0jOJ9SSk0c34oJgDPFyglTsngrkiLxTZebC8vyTS6DCY4zxRJXkSbLZW/evHl84Qtf4He/+x2gleL9998PaC+Ec889lzPPPJPZs2cnRf5QaW1txev19iravXv3smjRokP6xSpNU1paSk1NDQsXLuw9trS0NO4xK1as4IEHHiAYDLJkyZI+5W8Ol3jLareO4HwKMEo2wczNTmdXeycuX4BGX4BtbZ0syInv8mUY38zJcuLyuQdsT5TL3rZt23juuee44oorKCsro7a2lkcffZRTTjkFgCeffJIlS5ZQVlZGbm4uIoIlkjC8p7TMWCncH//4x9xxxx288847/P3vf+cnP/nJIX2Kiopobm6mra2N7OxsQC/y3X777Zx44omICP/1X/81aDmbpUuX8o1vfIOGhgZ+8IMfJPQ64pkLZoxgm5nQ0RkAfec9tTCn98v6oMljijJOcGZnOZjujF38b7ozLWEue5mZmbzzzjucfPLJOJ1OTjnlFBYtWsTdd98NwHvvvcfJJ59MRkYGl1xyCb/85S+ZOVP/jG+99VZWrFhBTk7OkO2hiaK4uJjc3FxKS0u56qqruO+++5gXI7n5vHnz+PznP8/MmTPJyclh//793HTTTZxwwgksXryYo446iuOOO+4Qz4X+OBwOLr30Uqqrq/nsZz+b0GsZ8/Izo0mkzlf1aJefSRQfNntY36JtWOVOOx8vyYv56GMYXUZafiasFLs8XVR5OvEGQzhTrFRmpTPLpLYcE/7rv/6LqqqqPp4GsZiI5WcMQ2RxbiZ72n20BYLUev3UdPioyDRBChOVHpc9k/hn7GlpaeHBBx/s44WQKOItfI2ozm7En9aQBFIswqmF2bywT5dmfruxjZJ0O3arcRIxGEbK/fffz/XXX88111zTG4SRSOLNZB9CL2QN57lFAUbJJpHidDuVWelUeTrpCoX5oMnDqUU5Yz0sg2HC8pWvfIWvfOUrSTt/PCX7saRJNRwWJ+RnUev10RUKs93TycwsB8UOE4tuMIxHBlSy0YmzDeMLu9XCyQXZrK7XIYlvNrTx6WkFWC1mscRgGG8YY94EpSIjjXKnnr22BYJsaDUhtwbDeGRYSlZEykXkDyJSJyLdInJOZH9BZP+JyRmmoT8SKcSYEnH12dDSgbvbhNwaDOONISvZSNHE94FLgc1Ab9yfUqoRXbb7y4keoGFgMmwpHJ+fCUAYeKOhjSPJ79lgmAgMZyb7U/RveRFwFYd6HTwPJCZNumHIzMt2km+3AeDydbM9QdmbDEcOCxcuZPXq1UmXU1FRwauvxi4wvWbNGubOnTuivuOd4SjZc4HfKKVq0a5a/alBl+s2jCIWEU4ryum9473f5KHTFF00RDj//PO55ZZDcz399a9/pbi4mGAwyObNmzn77LNHdP7BStQMlTPOOCNu2sN4feMp5PHAcJRsFnAgTnsqJoJsTMiz21iUmwFAIKx4u7FtjEdkGAoqrGioaWXjmmref7mKjWuqaahpTajJZ8WKFaxateqQc65cuZKrrroq6aVXxjvBYDDpMoajZGuBhXHaTwEO/5ZmGBHH5GWSadNm8poOHzUdicmsb0gOKqzY/n4du9YdoL2li+6uIO0tXexad4Dt79WhElQFY+nSpTQ3N7NmzZrefa2trfz9739n+XId1Bk9E7z11lu57LLLuOKKK8jMzOS4445j/fr1Q5J16623smzZMpYvX05mZiYLFy7k/fff79Nn3bp1McvTxCqI+N5777FgwQJyc3P54he/GLPvNddcw969e7n44ovJyMjgrrvuAuBvf/sbCxcuJCcnh7PPPputW7f2nreiooI777yTxYsX43Q6+Z//+R8uvfTSPrK//e1v853vfGdI1z0Yw1GyTwFfEpHopI4KQEQuBS7HlJ8ZM3TIbU7v57cb2+gOxU8MbRg7XLVuWg7EdrtrOdCOqzYxTyMOh4Nly5bx8MMHAzGfeOIJ5s2bx9FHHx3zmL/+9a9cfvnltLS0cOWVV7J06VICgaF5rvztb3/jc5/7HG63m0suuYRvfetbfdrjlafpzyOPPMJLL73Erl27qKqq6lNCpoeVK1cybdo0nn32WTo6OvjBD35AVVUVn//85/nFL35BY2MjF154IRdffDHd3Qfr5D366KM899xzuN1urr76al588UXcbjegZ7ePPfZY703ocBnuwlcd8A66xpcC/kNE3kIr1/XA3QkZ1ThhNB7nEklpup3ZkYQxncEwHzYb39nximuve5D22LWvRsKKFSv485//3DsTfPjhh1mxYsWA/Y8//nguu+wybDYbN9xwAz6fj7fffntIsk4//XQuvPBCrFYr11xzzSGz4HjlafrzrW99i/LycvLy8rjxxht59NFHhzSGxx9/nIsuuohPfOIT2Gw2vve979HV1cWbb77ZZxzl5eU4HA5KSko488wzefLJJwF48cUXyc/P5/jjjx+SvMEYTiFFD7AEeADtriXAJ4C5wG+AjymlYleGm4CM1uNcojmxILs3YczWNi8uU+V2XOLvij8zHKx9OJx++unk5+fzzDPPsGvXLt59912uvPLKAfuXl5f3vrdYLJSVlQ259Ev/8jM+n6+P3TNeeZp44zic8jMWi4Xy8nL27dsX89xw0HYNsGrVqrGr8aWU8iilvqOUKgCKgGJgilLquogSnjSM1uNcokmzWjg5P6v38xsuN6FxOvM+krE7bIfVPlyWL1/Oww8/zKpVq/jkJz9JUVHRgH1ra2t734fDYerq6vqUbxktosfRv4RMNP1zKveUn+lBKUVtbW2fkjL9j1m6dCkbNmxg06ZN/P3vf09oja8Rh9UqpRqVUi41Xp+dDxNXjXuQ9sQ9ziWamZkOpqbrkFt3d5BNrQPPFgxjQ+G0nEHac+O2D5fly5fz6quvcv/998c1FQB88MEHPPXUUwSDQX7xi19gt9t7y9WMJvfeey91dXW0tLTw05/+dMCy5D1lcnpYtmwZzz33HK+99hqBQIC7774bu93OqaeeOqCstLQ0LrvsMq688kpOOukkpk2blrDrGE7E1zdFZEBnNBF5WUT+LTHDGnv87fFX5wdrH0tEhCWF2Vgjd+v1Le20dSffVcUwdAqn5ZBXkhmzLa8kk8Jp2QmVV1FRwamnnorX6+WSSy6J2/fTn/40jz/+OLm5uaxcuZKnnnoKmy2xM+uhcOWVV3Leeecxc+ZMZs2aNWAJmR/96Efcfvvt5OTk8POf/5y5c+eyatUqrrvuOvLz83n22Wd59tlnSU1NjStvxYoVbNy4MaGmAhhG+RkReQ94Xyn19QHafw2cqJQ6OYHjSyjDKT+z8ZkPaJeBqw5k0slRnz4hoeNLNBtbO3i/SVtxih2pnD91iilXkwRGWn5GhRWu2jZce1vxdwWwO2wUTsulcFr2mH1Pt956Kzt37hy0BMtkZO/evcybN4/6+nqysrIG7JfM8jNzgD/Gad8MDGxNn2AU+htoT6sApSD6Hz7yudDnGrOxDZWFOU52t3fR4g9Q39XNDk8XlabUybhBLELR9ByKpueM9VCOeMLhMPfccw+f+9zn4irYkTAcJWsDYpfX1KQN0j6hKLT7afU10pJW0LdBBIsKketrgvZ2yIz9yDcesIhwWmE2f69tQgHvNbVR7rTjSLEOeqzBcKTg9XopKipi+vTpvPjiiwk//3CUbBXaZeueAdrPA3Yd9ojGCTJvHnNfX43LUYTLUYLPaicsVkIWG2GxUpU+mwVPPI7luONg8dFgHZ+KKz8tlQU5Tja7vXSHFe80eji7JLGLKobJw6233jrWQxh1nE5nXFeyw2U43gWPAueJyG0i0mtBFhGbiPwErWT/L9EDHDMq5yIzZlDU1cBRLes4sfEdjm98B0dQZ7nypOZQnV4B774Df34C6urGdrxxOHZKJhmR2Wt1Rxe13knjzjxumKRONoZ+jOR7Ho6S/X/Av4Abgf0islZE1qKTxtwMrGUyRXxZLHDueXDWx6C4GDIySCkqYN4cJ9YU/WdrSC+l3lECbjc89yy88jIk8Y44UmwWC0sKD65Wv+VqIxA2IbeJwmaz0dU1fr1NDImjq6tr2J4Ww4n4CqBnq/+BDq89NrLVAj8AzlVKDTm8SEROFJF7RWSLiHhFZK+IPCYis2P0PTWi1DtFpF5EfikiyV/BsVhg3jz49Gfgqmvg05/BsXg+lSceTGRRnT2HNltEge3eBY8/CuvXQWh8pRssc6YxMxJy6w2G+MiE3CaMwsJC9u3bR2dnp5nRTlKUUnR2drJv3z4KCwuHdeyQXbgSjYj8GTgNeBLYgI4e+xbgBE5SSm2N9DsGeAvtvfAAOmft94BXlFIXD1NmBUN04RqMfTubqdncAEBKCixu30xaW9PBDrm5cPoZUDp1gDOMPl3BEE/XuPCHFQJcVJ5PQVp830HD0PB4PLhcriEnUjFMPGw2G4WFhTG9D+K5cI2lkj0V7XfbHbVvDrAReEwp9YXIvueBxcA8pVRHZN+XgfuBjyul/jEMmRUkSMkqpdj54X4a63R4bXpmKkdltGLd8FHfWezsOXDKEnA6D0teotjh6WRtgxuAvNQULp5WgMX4zhoMh0U8JTtm1WqVUm/2Ny8opXagZ6zzAUQkC+3R8HCPgo3wMNABLBul4R6CiDDrmBIycrTXWmd7NzsoRl1+BUw7mJyCnTvgicdg4wYYB3bQ2ZkOShx69trSHWSzCbk1GJLKuCoJLjrMpQjoee4+Cu1m1ifzb0Q5r0PbhAc6V46IVERvJLg8jsVqYd5J5djs2hOu5UA7dfXdcP4F8MnzISPiQ9vdDW++AX/5M9THKy6RfER03llrZPL6fnM7j+2u57naRqraOgkbm6LBkFDGlZJFF2icysHk3yWR11ia6QAQLzXQ9UB1v21NnP4jItVhY97J5YhFa63abY00H2iHihmw7Ao47ni9gAbQ0gx/fQb++Q/oGruChxk2K5lRZUe6QmFcvgBvuNysPtBqFK3BkEDGjZIVkXnAvWhXsJWR3T3JA/wxDvFFtcfiF8CMftsZiRhrfzJzHcw6pqT3844P9+H1+MBmgxNPgsuvgLKo/JVV2+GxR2HzpjExIez0dOEOxE4YU+P1sctj3JEMhkQxLpSsiBQDzwGtwOVKqR7N0/Nrt8c4LC2q/RCUUm6l1J7oDe16lhQKy3MonZUHQDik2PZOLQF/RJHl5MCFF8Enzju4ANbdDWvXwNN/gYaGZA0rJjs83rjtVaasuMGQMMa8VKWIZAMvANnAaUqp+qjmHjNBySEH6n1DS5U+SkxfWERnux+3y4u/M8D29+tYsGQ6FovoJDMzZ0H5NPjwA9iwXs9im5rgmadg3nw48UTYuxe2bQNvBzgztJ9u5dyDJocE4A3Gnz23+gMEw2FSEijTYDhSGVDJisihxdoHRymlbhtqZxFJA54FKtHuWP0Lr28CguhyN09FHZcKHMM4C+MVESpPKGPD69X4vN14mjrZs7GemUdH3SNsNjj5FK041/4LekpqbNuqzQjR5oOODmioh701OvosQUrPmWLBGxw4WCKgFE/XNHJyQTbTMiZNzh+DYUwY0E9WREZiLFRKqSFlShERK1pxXgh8Win1/AD9XgAWAfOj/GSvRQcmfEIpNWAi8RjnqiBBfrLx6Gr3s+Ff1YQiM8aZR5dQXBEjKYtSsGsnvPUmdA7yiH7Wx/SsNgFUtXXyhss9pL7TnGmcXJBFhm3MH3oMhnHLSPPJzkjmoNB5Di5Bz2TzROTqqLYOpdQzkfc3Am8Cq0WkJ+Lru8ALw1Gwo4kj007lCVPZ+rauUVS94QDpmalkTekXkCCigxWmTdfhuPEU7fatCVOys7Mc1Hl91MRIFFPmsGOzCtUdum2v18f+Tj/H5GWwMDfDBC4YDMNkQCWrlKoZqC1BHBN5vTiyRVMDPBMZx4cici5wJzpJjQcd7fWjJI/vsMgtymT6gkJqtrhQCra9W8fis2aQlh4jjDU1dXBTQAITz1hEOLskl12eLqo8nXiDIZwpViqz0pmV5cAiQmWnn7dcbjyBEEGleL+5nZ3tXSwpzKbYEWsd0mAwxGLMngGVUmcPo+9adJ6DCUXp7Cl0evw01rUR7A6x7Z1ajjpjRm8Wrz44M+Ir0oyMhI7NIsKc7HTmDFApoTTdztJphWx0d7ChpZ2Q0kUZX6hrZnamgxPzs0gzyb8NhkGJt/C1fCQnVEo9PPLhTC5EhJnHlNDZ4cfr9tHp8bPzo/1UnjD10BpO8+bpRa6BqEyMqWA4WC3CMXmZzMp08LarjbpO7a68s72LvV4fJ+RnUZmVbuqGGQxxiDeTfQhQwHB+QQqdV8AQwRoJvd3wejUBf5Dm/R7qquyUz+1X1qZyrvYiqK6OfaJ2T/IHOwCZthTOLc2jxuvjncY2OoNhusOKN11t7PB0sqQwhyn20a9majBMBOIp2Y+N2igmOXaHjXknlbHpjRpUWFG7rRFnVlrfktA9ScKrqvQiV0eHttW2ukGF4aMPITsb5o7+jBb0rLwiw8HUdDsfNbezxe1FAY2+AM/ubWR+jpPjpmRiM761BkMfxizV4VgwWi5cA+Ha62bnR9ov1mK1cNSZFTizBvFD3bkTXntFv7dYdOTY1ITmuRkRLf4Ab7ncuHwH86emWy2cVJBNRUaaMSEYjijGZarDI5HCaTmU9IbehnXobXfsHAK9zJ4NJ52s34fD8PJL0NqS5JEOTp7dxoVl+ZxWmIM9MnvtDIVZXd/KK/tb8Ax2XQbDEcKwvQtEpAgdgZVLDCVtFr7iU7GgiE6Pn7ZGHXpb9V4d83tCbwfimGPB06bDbbu74YXnYelnIT35FXjiISJUZqczLcPO+03t7IjkPNjX6eeZvS4W52ZyVG4G1njXZjBMcoZsLhARCzpL1peJMwMeasTXWDDW5oIegt0hNvxLh94CFM/IY+bi4vgHhUJaue6L5LgpLIRPXaLDdMcJDV1+3nK10Ro1i82yWVlSmENpuvGtNUxeEmUu+B7wb+jS4CvQXgf/AXwT2IFOrP2JBIx30pOSamXeyeW9/rL11S001LTGP8hq1Vm8ciPhuS4X/PM1HZo7Tihy2LlkWgEn5meRErHJegIhXtrXzD8PtLCxpYPnaht5orrBJAk3HDEMR8muAF5USi1HZ80C+EApdR9wPJAfeTUMgfRMO3OOP1hkcff6A3iaB8lfYLfDBRcdNBNUV8PbbyVxlMPHIsKi3Aw+M72Q6c6Di3p7Ony83+zB5QvgDYZMknDDEcNwlOxM4MXI+57kMTYApZQX+CPalGAYInnFmUybr8sLKwXb36vF3zlItdPMTF3epqeywYb1Ovn3OCPDZuWc0jzOLc3rXRiLhUkSbpjsDGfhqwvo0QAd6MCD6ALk9UB5/4MM8Zk6ZwqdHh9N+zwE/CE2rq0mNS2Fbl8Qu8NG4bQcCqfl9HWJKiiEj58LL0XueW+s1co3uoDjOKHcmUaWzUKjf+CkblWezgHDew2Gic5wZrI1wCwApVQA2AmcH9V+LjC6Kf4nAbrqbSnObP1o3d0VpKPVR3dXkPaWLnatO8D29+pQ4X6P1BUzYMmp+r1S8Oor0NzEeKQzFN8cEC+3rcEw0RmOkv0H8JmozyuBz4vIP0VkNXA5BwsgGoaBNcVC/tSsAdtbDrTjqm07tOGoxbBwkX4fCGjvgwRm60oUzlgJcfq0j1uHFIPhsBmOkv058A0R6fHF+W/g18DRwELg98CPEzu8I4eW+va47fV7YgQgiMCppx00E3i98OIL2pd2HDEnyxm3vTLLmAoMk5chK1ml1AGl1EtKKX/kc0gp9W2lVJ5SqkAp9XWl1KFZoA1Dwt8Vf8HL6/ax7Z1aWg60E442HVgscO4nID9ff25u0mG4Y1AFdyBmZzn6eBpEk22zMisrXtFhg2FiY8Jqxwl2x+BBBS317Wx7t5YPXq5iz6Z6Oj2Re5rNBudfeLAS7t69ejFsnLhG9SQJP70wh8K0VNKtlt7Ubv6wor+52WCYTBglO04onJYTtz017aAjSMAfYv+uFtb9czcbXt9NfXULwdQ07UPbEwG2ZTNs3JDEEQ+PniThF5Xnc8XMYubl6BuCLxRmd7tx4TJMXoySHScUTsvpm/owirySTI77xGwWnzmD4opcrLaDX1uH28fuDfW8/2IVVdVduE86B9Xj7vXWm1C9ezSGP2wWZB+0025xd3AkZYMzHFmYEqTjBBFh7glluGrbcO1txd8ViPjJ5lI4LRsRISPXQUaug4pFRdrjYK8bd6MXgHBY0bTPQxOQOvUMCt17KeyqJ+0fr8HFTigsGtsL7EdWagrTnGns9fpo7Q5yoKvb5DcwTEqMkh1HiEUomp5D0fScuP0sVgv5Zdnkl2Xj7wrQuNeNq9aNz6sXz7qDQl3GdOoyppPV7abwtfeYcsHpWHPin3e0WZDjZG+kYu4Wd4dRsoZJSbwaX7cATymlNkU+TwMalVLGgDaOsDtslM0tYGplPp7mTlx73TTv9xCOBAB4UnPwpOawe3Ut+eXtFFZMITPPAQpctW5ce91Rs+YY0WVJpNiRSp49hRZ/kFqvn7buINmp5r5vmFzE+4++FR3V1RMYXw1cA/xfksdkGAEiQna+k+x8JzOPKqZpfzuumlbaW/U9MSxWXHXtuOraSXOmIhboaj/oT9sTYdba0MHcE8qQUcgBKyIsyMlgbYMb0LPZJYU5SZdrMIwm8Ra+3EBO1GeTeXmCYLVZKZqew1FnzuDY06Yytbue1JC/t93n7e6jYKMZMLosSczMcOCw6n/DnZ4u/KHx499rMCSCeDPZj4AfiIgN6El2eoaIxH2eM5URxheO/Gymn3ss0555CjdOXI5imh0FxLtnuva2DmoXThRWizAv28lHLe0ElaLK08lRuRmjIttgGA3iKcwbgKeA/xf5rNBJu/8tzjGmJPh4JDcXOe98cp//O7ltrbyXmkXAOnABR2+bD0+zl8y89FGxz87NTmdDazshBVvdXhbmOLGYQoyGScKASlYptV5EKtF5ZEuA1cBPgVdHZ2iGhDJ1Kpx5Fqz+J2khf1wlGw4pNq2tIT3LTsmMPPLLsnurOCQDR4qVmZnp7PB04g2GqOnwMSPThNoaJgeDPfqH0KVldojI68BqpdTrozIyQ+KZOw88Hgq37qM9NVuH3caZMXZ6/Oxaf4A9WxoonJZDcUUejozUpAxtQY6ztxDjZneHUbKGScNwEsR8TCn1WjIHYxgFTjiRwtJM8nyNMRVsrnQy/+Qy8ooPRp+FAmEO7Grho9d2suXtvbQ2tCc8QivPbqPEoRV4oy9Ao298ZRIzGEbKsJwSIxVrV6Dzys6M7N6Ntt0+rJQyS8PjHRGktIS5u/6Fy1GEy1GC32rHHvJT2HWAwq4GxJ1B7snz8HV201DdSkONm2BAJ9Z2N3TgbuggzWmjuCKPwmk5pKQmJh/swpwMDnTplI6bW72cXZKcWbPBMJoMWcmKiAN4HjgTvcB1INJ0IXARsFxELjTpDicAVVUIUNTVQFFXjGIW27fCvHmkpacyfWERZfMKaKrzUF/dgrdNf70+b4A9mxvYu81FQVk2xTPyeqs7jJQyp50smxVPIMSeji46Allk2ExCb8PEZjirGTcBZwF3AwVKqXKlVDm6Su3PgbOBGxM+QkPi8Q5SPaGpCZqbez9arRaKpuew+KwZHHVGBfll2b2WhnBI0VDjZv3q3Wxau4emfW19890Og57gBNB38W1t3hGdx2AYT8hQbWsishN4Xyn1uQHaHwNOUErNTuD4EoqIVADV1dXVVFRUjPFoxpBnnoaG+sH7FRfr8jYzZoK174yy2xekoaaVhj2tdPuCfdpS01IoqsilaHpunxSNQyEQDvNEdQPdYUWqRVg2owhbnGq3BsN4YM+ePcyYMQNghlJqT3TbcH4BZegZ60C8Diwd7uAMY8C8eUNTsvX1ektPh3nzYcECcOqZZmpaCuVzC5g6J5+W+nbqd7fgadbeAd2+ILXbGqnb3siUqVmUREwJjXVtg+ZKsFksVGans6nVS3dYscvT1Zt71mCYiAxHybqBeLPU2ZE+hvFO5VzYWwPV1Ye2VVTAzNmwdTMciJjdOzvhww/gow91ldyFi6C0FESwWIT80izyS7Pwtvmor26hsa6NcEihFDTVeWiq82BNsRAKHlwXjZcrYX62k82tXhTanWtu9ugERRgMyWA4SvYV4Jsi8opS6qXoBhE5D/g68GQiB2dIEhYLnHseVFXpRa6ODsjIgLnzobJSt8+Zo+2yWzbpfsGg9qut3q233FytbOdUQqr2AnBmpzHrmFKmLyjCVeumvrqlN/1itIKNpidXQnQYb4YthekZaezp8OEJhKjr9FM+QI0wg2G8Mxyb7HTgPWAKOq/B5kjTQuBYoAk4SSlVM2ThIiXAd4CTgROADOBjSqnVMfpegs4MtgBwAQ8CP1VKBfv3jSOvAmOTHT5+P+yogs2bwO3u22az6ZnxwkVa8UahlMLt6qDqg32EAgN796U6Uqg8oYyMHAeWyIzW1dXNc3VNAJQ6UvlkWX5CL8lgSCQJsckqpWpE5AR0KfCLgeMiTe3Ao8B/KqX2DnNsc4EfolMqbgBOjdVJRC4AngH+AVwHHAXcgvZsuG6YMg3DxW6HRUdpRbpvn1a2NXv0zDYQ0J83b9ImhIWLtEnBYkFEyC3K1KaCOEq2uyvIpjV7sFiFrCnpZOU7yZ6SToE9hUZ/kP1d3bT6A+TaBy82aTCMN4a19BtRoleJNpAVRHY3qpGH/3wA5CulmkVkKfD0AP1+jp49fzIS6ouIeIAficj/KqV2jFC+YTiIQFmZ3trbYesWvfkirtH79+vN6YQFC/ViWXo6doeN7q7BHzjCIYXb5cXt0q5bU6xCqsNKZ3oKWyytnDqzwNhmDROOEaWhjyhV1+EKV0q1D9ZHRBagTQT/1qNgI/wG7Zd7KfCzwx2LYZhkZsJJJ8PxJ8DuXXom2xAJbPB64b134YP3YeZMCgvm0N4y8KmKZ+QiIrQ1een0HMx7q0KKjI4gGR1BcPl4d1sLWfnpvcnJ07PsAyvdcBiqtsO2bdov2JmhvSoq52qbs8EwSkyEWh/HRl7fj96plNovInVR7X0QkRz6Jh0H7YZmSCRWq178mlMJTY1a2e7cqRfKwmHYuZPCnTtpzVtES+qUQw7Ps3QyY+FcJOKHG/AH8TR30tbkpa2pk672g0o3FAzTWt9Ba70OpkixWXuVblZ+OumZEaUbDqNeeRlXQxcuRzF+hx17wE/hu9sorKlBPnGeUbSGUWMiKNmSyOuBGG0HgNIBjrse+HEyBmQYgPwCOOtjcPIS2L4NtmwGjwcB5rZsGjhXwiuNMEUrYBt6ZXUKQCZ0OIWXrfmkdYZweoPYug/adoOBEC0H2mk5oB+IUiyK7NQQWYE2WjozaMue1tu325pGe2o2re5G5m7fjsyfP2p/FsORzURQsj057/wx2nxA+gDH/QJ4qN++MmBNQkZlGJi0NDj6GFh8NNTuhddeQ7r9A+dKqNmjtxhkACWVi9lWNgOAU7esI8/diSc1h7bUHHwpB7/+YFho9qXQzBSwc2gqR6VoSSvAtXEPRaWlkJ2dqCs2GAZkIijZnuq4sepFp0W190Ep5aZfcIRZNBllRGDadEi1QXese+TQWFC3u1fJbiuv4JL61ynwNQLgt6T2Kty21Bz8KVF5aPt/35HPu1PLcb28BbslRFqGHfuUbOylBaRlO0l12HrdyIaDCqsxr/5rGJ9MBCXbYyYo4VCTQQnw5ugOxzBsnBk64GEgpkzRZoYByAbKOoLUBRUtmTk0XPJZiiOVGuxoN5ceVxefL8T6D1yE4pSiU2KhPTWbdtDPQvuCsK/nX0uRmmohLSMNuzMVe7qNtHT9ak+3YU+zHVLJV4UV29+v6zVbwNhU/zWMTw5byYpIvlKqKRGDGYB1kdcTgA+j5JaiH//XHXqIYVwxWK6ERYuhoGDgdmCh00/dPp0ZbLOyUVyQF7NfGpC+pYX2OAk3LWi7bjhmEjqhu1vR3dIFLTEekgTsDlsf5evv7O6jYKOJFdFmOLIYkZIVETs65eEXgTQR6QYeAa5XSg2SR294KKU2i8g24Ksi8mCUG9fXgTDwl0TKMySBeLkSZszQobyDUOJIJSc1BXd3kL1eH+2BIJm22P++hXOLaV9fH9Mmiwgzji6lcHouQV8A34FG/Ptd+Fva8Xm78Vvt+K1p+K1phCVGLlsF/s4A/s4AHjqHdPmjWf3XMP4Y6Uz2f4DzgW8DtcBidL5ZC/Cl4ZxIRG6KvO1Z7r1GRE4H3EqpX0f2fR/4G/CSiDwOLAK+BfxOKVU1wmswjBZDyZUwCCLCwhwnb7jaANji9nJyQeyFq8LpubQ2dNBS3+9+L0JecQaF07Vfrs2Rim3mVDJnTtXtgQAc2A91dai6XQTaOnoVri/yGv1eydDcwDrb/YRDYSxW4zZ2JBI3d4GITI+Vi0BE9gBXKaXeiNr3PeCHSqn4z32HnmugAdQopSqi+i1Fu2TNBxqBPwC3mdwFRw7BsOKJPQ34Q2FsFmFZRRGpAyguvRDVhmtva9RCVC6F07KHvhDl9cK+Oqirg7pa6DpoPlBAwJKKz5rGzuy5fbwcYpFis5JflkXhtByc2WlmMWyScTi5CzaLyI3A//YLnW3nUMf+qcCwU9krpYb036aUegadv8BwhJJiEeZlp7O+pYNAWLHD08nC3IyYfcUiFE3PObzHdKdTmzoq52pTQ0uLVrq1tUj9AVKD3aSGu5nqrWVX9twBzROgfXrrq1upr24lPctO4bQcCsqysdknwtqz4XAY7BteDvwvOl/BtUqpjZH9vwX+KCIXoc0FR6FrfZnyM4akMi/bycaWDsJok8H8HCeW0ZgVimgviClTtP9vMKgX8+rqKNywnlZfHi1pBYcck+Vvwal8NGaWEYwkyen0+NmzqYGazQ3kFmdSOC2H3MIM44EwSYmrZJVST4nIq8BdwHsicg/wE6XUb0SkGW1/PR7YD1yrlPpT0kdsOKJJT7EyI9PBrvYuOoIhar0+pmc4Bj8w0aSkwNQymFqGHDjA3IYtA0e0AdPbdtE6tRKXo5jWDgUqMjmORKzZ7CkUlGdTOC2H9MxYLuGGicpw8smeDvwerZj/TSn1z2QOLBkYm+zkoNkX4G+1OhihKC2VC8vHONfstq3w+uohd++2O2ksnYeLbLq6Qoe0Z+Q6KJyWQ/7ULFJMtd4JQTyb7JCXO5VSa4Fj0LljXxCRByNJWAyGUWVKmo1ih67G0ODrpsnXPbYDqpyrXdFiMW0anLIEphy8EaT6vUyt/oBjqv/BUb4qipxBrNaDpoKO1i52rz/A+y9VUfXBPtyNHYw8m6hhrBnyTLbPQTr94P3ALOA7SqnHEz2wZGBmspOHmo4u/nGgFYBZmQ7OLM4d5IgkEw4P7qLW3KzTL+6o6uOpABDCQkvJHFyOYtpiuN/aHTYKpmVTWJ5DmjPVhPGOM+LNZAdz4XKgc7V+FnACbwD/rpTaGWn/BnAHsBb4ulKqNhkXkCiMkp08hJXiqRoX7YEQFuDyGUWkp0yQR+twWLuEbd+uE+OE+poMfKlOGkvm4lJZ+LsP/X1mTUknFAzjbTs0rC2vJNOE8Y4Bh6NkfwNcDdwDtKCjrAAWRVUomArcC5wD3KSU+t9EX0CiMEp2crG5tYN3mzwALM7N4Pj8rDEe0Qjw+2HXTj3DbeiboUwBnuxiXHkzafanEg4P7alz1jGlCY8wMzPn+ByOkq0HfqGU+lnk8zHokjHHRLlz9fS9FO1POzWho08gRslOLgLhMI9XNxAIK+wWC8tmFJEykWdwbvdBc0K/hDpBsdJcOAuXo5h23yDXKOBwppKSasVmT9Fb73srtlT9mhLZP5iSjJUApwczc9YcTjCCoG+oPah+rwcblPqLiLxyGOM0GIaFzWKhMiudzW4v/nCYXe2dzM12jvWwRk5Oji7pc+JJulZa1XZd2icYJEWFKGqooogq3is4hYA1jpuXgq6OoS8GpsRQwNGKub210yTAOQwGU7LPAP8pIqlAK/A1YAewNVZnpZQnoaMzGAZhfo6TLW4vCh2cUJmVPvEfX0Vg6lS9nX4GVO/W9tv9+wBIC/niKlmLKGz2FAKBMOHQ4CaGYHeIYHeIrkEr7sWmoabFKNk4DKZkbwCCaFusA3gLnWnrUOc+g2EMyLSlMM2ZRo3Xh7s7yP5OP1OdaWM9rMRhsx0M7W1vhx1VFG6poz01e+AsY+7tvRUoQimpBNIzCaY5CaSmE7A5CNjsBMRGQFIIKAuBkBAIKoLdoSHbfaPpaPWxfvVuMnIdZOSkkZHrOFhvbaRMokKYg0V8eYFvRjaDYVyyINdJjVevtG92eyeXko0mMxOOO57CLZtp9TXGDOPN8zVSGFXixxrsxuppBk/zoKdXVithh5OAI5OA3UnAnkYgxUGtJ4VuFX8+5m3z4W3z0SPZYhUychxa8eY6yMxxkOpIGZriDYfh1Zf7psbs6NBhzHtrdEa3CaRoTXYKw4SnKC2VKXYbzf4A+zr9uLsD5KTaxnpYSUMyMuOH8WZkQMUM6OzU/rhdnfp9d3w7rYRCWDs8WDs89LlNOYrjJsBJC3rpttgJWw6qk3BI4WnuxNN80OnXpgJk4CNDfGRKNxmWAClWtMK0WvWrxQKeNtSBA7gcxbracO/11VNYXY1UVelZ7QTBKFnDhKcn1+y/GtyAts2eWpgzpmNKKvPmIQ31AxemPP7E2EooFIpSupHXrq6+yrirS2++gz64hV31tNpjJ8DJ8zUy170FgK6UdNptmXTYsuiwZdKZ4uyTczcgNlqx0UqmXjoPQZq/k8xAOxkBDxmBdpyBDgTF9pwFfeT1Vhu25zF32xbEKFmDYXSpyHTwXpOHrlCYnZ4ujp+ShX2yJskeaaUJq1VHomXETg/Zh1BIK9quTuS115jrjjNzttuhqJj0cIj0cJiiUDuE2wgFw3QqO+2k0SHpdFjS8Vn7mnJ8Ken4UtJpdBQBICpMasivC2IOVG24rYWit97Uf4dIKfnxjFGyhkmBVYT5OU4+bG4npBTb27wszssc62ElhwRUmhgUq1Xn03U64eijkddXDzxzPuXUmDNnK5AZ2XoIdAfpcPvoaO2io7WL9tYugt0H19GVWA5WHB6g2rDLUUzRhnWwYb1WsnMqYfYcPdZxiFGyhknD3Ox01re0E1Kwtc3LotyM0ck1OxZYLFqxjcZjcwJqtPVgS00htzCD3EI9m1ZK4e8K0NHqo8OtFW+0HTcWnSnphMSKVYV0Pojmt+Cdt3XqycpKbY+2jR+bvFGyhklDmtXKrMx0qjyddAbD7OnoYmZm/LIwhiGQxJmziJCWnkpaeir5U3VY9IbXd9PhHrjccMhi473i05kiHRQ27ybL34oopfNB1NVqBTtjph5b6dRDZ8SjjFGyhknFwhwnVR49E9rc6mVGhmPiByeMB0Zx5lxUkUvHugNx+4QVNKoMGnMXY09RFHY3Uti0G3vYrwtiVm3XW0aGNiVUzoXcscnUZpSsYVKRY7dRmm5nf6efJn8Aly9AUST3rGFiUDgtR1cbjhHKm13gJDPXgau2je6uAAD+oFBrKaS2sJDs1CCFbXvJa9uHlbCeda/7SG8FBRH77WxwjN4TjlGyhknHwhwn+zv9AGxxd1DkyBvjERmGg4gw94SyuNWGy+cV0NbkxbXXTcv+9t5ItbbuFNocM7FmzCTf0klh004yuloRgMZGvb39FpSV69nt9Om6lFASI8xGlLR7omKycB0ZKKV4usZFW0CvWjusFjJtVuZkOZmd5Zi8i2FHKMFAiKZ9Hlx73XS0dh3S7rBDYaCZgoYqUkP9AjJSU7X91tMGB2KYKGbMGFKE2eFk4TIYJhwK7dLVQ1coTFcojMvnps7r4+ySXKNoJxEpNivFFbkUV+TS6fHjqnXTWOsm4Nc32S4/1DCFmsIl5KaFKWyvJbepBgtKR8Ft3zbwyaur9YLfYdiijZI1TDp2erpo6Q7GbKvx+tjl6WJOtvE6mIykZ9mpWFjEtPmFuF0duPa6aa1vRylAQWuXhdaU6aSUV1CQ0kVh406cHc0oiB3G21WPbN9qlKzBEM0Ojzdue5Wn0yjZSY7FIuQVZ5JXnEm3P0hTXRuuvW46PdpWHwwoDgTSOJCxCGeaLlTZaTsYNtEnjLdjL4fz3GOUrGHS4Q2GB2k3mTqPJFLtKZTOmkLJzDy8bT5ce9001rURCuj/E29KJMx4oDBeghQdhnyjZA2TDmeKJa4idU6UgouGhCISSb+Y46BiYREt9e249rpxu7w9HfofAIDLUXJYSnaSZtAwHMnMyYofw16ZZUwFRzoWq4X8qdksWDIdmz3+Tdc/SC7dQWUd1tEGwzhkdpaD6QMk7p7uTGNWlmOUR2QYz6Q54wer2NMPLw+CMRcYJh0WEc4uyWWXp4sqTyfeYAhnipXKrHRmGT9ZQz8Kp+XQ3nKof+3B9sMLxzVK1jApsYgwJzvdeBEYBiVeGG9eSSaF07IP6/xGyRoMhiOaoYTxHg5GyRoMhiMesQhF03OSUtr8SFOyVoC6urqxHofBYJhEROmUQ1wVjrQEMacDa8Z6HAaDYdJyhlJqbfSOI03J2oETgQPAcMJ+ytDK+QxgNKbBoylvMl+bkWfkjZY8K1ACvKeU8kc3HFHmgsjFrx20Yz+iDN91/dOYJYPRlDeZr83IM/JGWd6uWDtNMILBYDAkEaNkDQaDIYkYJWswGAxJxCjZoeEGfhJ5nWzyRlOWkWfkHXHyjijvAoPBYBhtzEzWYDAYkohRsgaDwZBEjJI1GAyGJGKUrMFgMCQRo2QHQERKRORnIvJPEWkXESUiZydR3okicq+IbBERr4jsFZHHRGR2EmSdICJPi0iNiHSJSL2IvCgipyZaVpwx/CDyN12XhHOfHTl3rG3ktZ0Hl3uiiDwnIq0i0iEi60XkC0mQ81Cc61MiMjUJMueIyOMiUhf5/9wiIv8RCVVPOCJyioi8Fvk7tonIMyIyKwHnHfLvWkQuEZEPRcQX+T3+WESGHSV7RIXVDpO5wA+BncAGINkK6IfAacCTEXnFwLeAj0TkJKXU1gTKmoX+7u9H53HIAa4C/iUiFyilXkmgrEMQkWLgJiB+7e7D5xfAB/327U+GIBG5APgrsBq4GQgAlUB5EsT9Dni1/xCA+4A9Sql9iRQWUdrvAm3Ar4EWdGz/fwMLgWsSLO9E4HVgD/Bj9GTwG8AaETlWKdVwGKcf0u868n0+A/wDuA44CrgFyI98HjpKKbPF2IBMYErk/VJAAWcnUd6pQGq/fXMAH/DQKFxvOlAP/H0UZD0U+eddDaxLwvnPjnxfS0fpfyUbaAB+ORryBhjD6ZFr/s8knPuHkXMv7Lf/z+ibiS3B8l4AmoDcqH0lQDvwi8M895B+18Bm9A3aGrXvdnRiqTnDkWnMBQOglGpXSjWPorw3lVLd/fbtQH/Z80dBfifQiJ7VJg0ROQm4GrghmXKi5GWO5BFvmFyJ/rvdEiVztAuJXYlWGP+XhHNnRV77zyDr0Up2OBnthsJpwMtKqdaeHUqpA+jZ7bLDOfFQftcisgBYAPxOKRV9bb9Bz6ovHY5Mo2THMZEfahH6rp6M82eKSL6IzBWRO4BFwGvJkBWRJ8CvgD8ppdYlS04UKwEP0CUiL4vIUUmScy6wDbhQRGojMlsitr/49aYTgIjY0MrnTZWcTFWvR14fFJGjRaRcRK4CvgDcqZQKJ1ieHYhV2bATKBGRkgTL68+xkdf3o3cqpfaj0x8ee8gRcTA22fHNVcBU4MYknf+PHLwrd6NtenckSRbAcvQMYWkSZYC+lj9z8LFzMfA9YK2InKiUqkqwvNlo2+tDwF3AR8Cn0I/ZacD1CZbXn08CU4BHknFypdTLInIz8J/AJVFNtyilbkuCyO3AEhGx9ChwEUkFTo60l6LXEpJFjxKPJeNARP6QMUp2nBJZBb8Xnf92ZZLE/AS9iFKGXrywAzbAH++gkSAimcDPgJ9FHv2ShlLqTeDNqF1/E5Fn0TOTH6NvXokkA8gF/kMpdWdk31MikgF8Q0RuV0ol5WkkwpXox/YnkiijGm1DfxpoBi4CfiIijUqp+xIs6zfAb4H7ReRu9BP3TRxUfo4Ey+tPz/lj/Q586PWLIWOU7Dgksvr+HNAKXJ6ExzEAlFIbgY0RmavQSugh4LIkiLsJPcO8JwnnHhSl1HoReRX4eBJO3/No+2i//Y8AlwMnAc8nQS4RRf5p4KVkrSGIyOfQN+PKyCMz6JuIBfi5iDwebT89XJRS94lIOfB94EuR3e+jnxJuBDoSJWsAer7PWO5pacQ2ZQyIscmOM0QkG/2Ymw18UilVPxpylVIBtAvSZ0UkoTOFiA3tevTMvEhEKkSkAv0Pmxr5nJtImQNQC+Ql4bw9M/P+C0M9n5N5bUvRM6ukmAoifAP4IErB9vA3wAkcnWiBSqkb0esRZwCLlVInovWVYoAKBAmk5/uMZfstYZhugEbJjiNEJA14Fu1f+Sml1PZRHoID7W+ZmeDzFgGpwJ3ox86e7WS050Q12n6ZbGaiPSgSTY8vbv8ggLLIazJk9nAVemb3tyTKKCJGFVa0aQmS9ESslGpVSq2NPHGBXmB8VynVngx5UayLvJ4QvVNEStHf6TqGgVGy44TIKvTjwBK0ieDtJMoqiLEvC/1oW6uUciVYZDXwmRjbZrTD+WeAhxMlbIDrOx34GPBSouRE8WTk9dooeQJ8GR1wkZTvMnKd5wJPR1zwkkUVcEKMiKvPo923NiRRNgAicgW6COovki1LKbUZ7S3y1X7eIV8HwsBfhnM+Y5ONg4jcFHnb46d6TeTH6lZK/TrB4u5Gr9w+C+SJyNVRbR1KqWcSKOtxEfGhF4fq0SvjX0TfpT+XQDkAKKXa0NEzfRCR64Fggq8N9PV1oq+vCe2a9tXI+1sTLAul1Aci8jDwIxEpBD5ELwx9EviBUsqTaJkRrkD/hpNpKgD4H+AC4A0R6Yn4+lRk332JvimLyDloT4aX0YtsS9DuYo8opR5LwPmH8rv+Pvrp4CUReRz9P/QttO/s8LxTEhmpMdk2tP0n1rYnCbJWj5Y89GLCasCFXpVuRCv3s0b577ua5ER8fRt4B/0DDQD7gD8A05J4LanAbcBe9ALfNuDfkvz3ewtt97UmU05EVs/i3YHI9W0H/iMZstGRji9H/i996MXZbwOWBJ1/SL8ztL37o8gYatHeOCnDlWcqIxgMBkMSMTZZg8FgSCJGyRoMBkMSMUrWYDAYkohRsgaDwZBEjJI1GAyGJGKUrMFgMCQRo2QNBoMhiRglaxj3iMhqEdkz1uMwGEaCUbKGMUFE0kXkehFZIyItIhIQkQYReV5EvjAKJWNijelWEVk62nKjZCsROSFqX/+quyHRlXA3icifROT8MShzYxgmJneBYdQRXeb8OXS2sVfRVU+bgEJ0wpM/oiso/GCUh/Zj4E/EyLMwxjyKDmntyZA2Fx3yuRx4VUQuV0q5x2x0hrgYJWsYVSK5av+OTjt4qVLqqX5d7oyUhD5x1AeXREQkU408Rd+HSqlV/c53AzqJ9Q1oJXzBYQ7RkCSMucAw2nwZPRO7O4aCBUAp9Z5S6jfxTiIie0RkdYz9PY/YX4jalxZ5HN8uIp0i4haRjSLyP5H2ChHpSeKxIvoRvd+5z40UZHSLiE9ENojI1wYam4gcKyIviUgbCU4HqJQKKaW+iy5PdH4ki5RhHGJmsobRpqe0ze9HUea96MxjD6PL36SgMz2dE2lvRNc4WwmsiTU2EfkqutDk28BP0XliPwH8VkRmKaW+3++QacA/0Llm/4KuA5YMHgROR6dWXJskGYbDwChZw2izCPAopXaPoszPAC8opVbEalRKeYFVIrIS2B3j0bwE+F/gMaXUlVFNvxGRXwI3iMhv+13TDOArSqkHEnolh9IzQ65MshzDCDHmAsNokwUku3xIf9qAhSKyaITHX4YuqvegiORHb+g8vBb0gl00LegFvGTTkxA8axRkGUaAmckaRhsPia8hNhjXo00BG0VkN/BPtHJ8Vg2tEnBPBv1X4/Qp6vd5l1IqNNyBjoAe5Zqs6guGw8QoWcNoswk4U0RmHqbJYKBs84f8Tyul/hqpjnshcBZ61nktsEZEzlVKdQ8iq8cXdTkHK5n2p/+1JLPmVjSLI6+jXXTTMESMkjWMNn8BzkR7GfznYZynhdjlvWfG6qyUagFWoW2vAvwM7Yf7aQ4WQhyIHZHXJqVUvNnsWNBTvPG5MR2FYUCMTdYw2jyAnnV9T0Q+HauDiBwvIt8Y5DxVwDwR6S3DLSJ24Jv9zmUVkZzofUrXXPoo8jFaUXcQW3E/AfiBn0T8fPuPNzsie9SIXNfP0Z4Fzyul3hhN+YahY2ayhlFFKdUpIp9Cz7yeEZGXgVfQRQ8L0GW7P4l2tI/Hr9GVdV8VkfvQhQyv4dDH9EzggIj8Da1YXeiV/68DrWjbbA9vA+eKyA/RBRGVUuoxpVSdiHwdfYPYGvFCqImM9yh09NUCdHnzZHBcVPXi6Iiv6eiCg1cOcJxhPJDsKpdmM1usDUgH/h3t29mKrirbgFa+1xBVBRVd1XZPjHOsQM+Ku4Fq9OP/OWh77RcifVLRYbvvohW5H60M/wDM6Xe+niqpnsg5VL/204Cn0Yq6G9iPXkT7LpAW1W8PsHqYf49bIzJPiNp3Nn2rqYbQnhKb0eG/54/192i2wTdTrdZgMBiSiLHJGgwGQxIxStZgMBiSiFGyBoPBkESMkjUYDIYkYpSswWAwJBGjZA0GgyGJGCVrMBgMScQoWYPBYEgiRskaDAZDEvn/3/19Dp2NgSsAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 360x216 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for cre_line in cre_lines:\n",
-    "    tmp = df[df.cre_line==cre_line]\n",
-    "    tmp2 = tmp[tmp.cluster_id != 'all']\n",
-    "    tmp3 = tmp[tmp.cluster_id == 'all']\n",
-    "    \n",
-    "    x = tmp2.groupby('cluster_id').mean().mean().values[0]\n",
-    "    print(x)\n",
-    "    tmp3 = tmp3.append(pd.DataFrame({'cluster_id':'clustered', 'cre_line':cre_line, 'sse':x}, index=[0]), ignore_index=True)\n",
-    "    \n",
-    "    \n",
-    "    fig, ax = plt.subplots(1,1)\n",
-    "    \n",
-    "    #ax = sns.barplot(data=tmp, x='cluster_id', y='sse')\n",
-    "    sns.barplot(data=tmp3, x='cluster_id', y='sse')\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "0eb5cc71-dd70-4c29-9c47-6e4e3428aa6b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "415"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2a57aa4b-0629-4c57-b652-91644db815a0",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4fa96475-9809-43bc-8045-3b98aa632207",
-   "metadata": {},
-   "source": [
-    "#### plot correlation bar plot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 134,
-   "id": "244be3e0-0b6d-4a43-8267-93bafc0d9847",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "shuffle_corr_dict = {}\n",
-    "for shuffle_type in shuffle_types:\n",
-    "    corr_dict = {}\n",
-    "    for cre_line in cre_lines:\n",
-    "        corr_dict[cre_line]= vba_clust.get_corr_for_matched_clusters_dict(shuffle_type_SSE_mapping, \n",
-    "                                                       shuffle_type_mean_dropout_scores,\n",
-    "                                                        shuffle_type = shuffle_type,\n",
-    "                                                       cre_line = cre_line)\n",
-    "    shuffle_corr_dict[shuffle_type] = corr_dict\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 135,
-   "id": "415757f2-5dea-45ab-bcda-8bff99e16d0b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\ipykernel_launcher.py:11: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
-      "  # This is added back by InteractiveShellApp.init_path()\n",
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\numpy\\core\\_asarray.py:85: UserWarning: Warning: converting a masked element to nan.\n",
-      "  return array(a, dtype, copy=False, order=order)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
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-     "output_type": "display_data"
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "for shuffle_type in shuffle_types:\n",
-    "    for cre_line in cre_lines:\n",
-    "        corr_dict = shuffle_corr_dict[shuffle_type][cre_line]\n",
-    "        n_clusters = len(corr_dict.keys())\n",
-    "        figsize=(3.5*n_clusters,2)\n",
-    "        fig, ax = plt.subplots(1,n_clusters, figsize = figsize, sharey='row')\n",
-    "        for i, cluster_id in  enumerate(corr_dict.keys()):\n",
-    "            ax[i].bar(cluster_id, corr_dict[cluster_id][0], color='Grey')\n",
-    "            ax[i].errorbar(cluster_id, corr_dict[cluster_id][0], corr_dict[cluster_id][1], \n",
-    "                        color='k')\n",
-    "            ax[i].set_xticklabels([cluster_id])\n",
-    "            if i ==0 :\n",
-    "                ax[i].set_ylabel('spearman r')\n",
-    "            ax[i].set_xlabel('')\n",
-    "            ax[i].set_title(f'cluster {cluster_id}')\n",
-    "            ax[i].set_xticklabels('')\n",
-    "            ax[i].set_xlim([cluster_id-1, cluster_id+1])\n",
-    "\n",
-    "        #plt.suptitle(cre_line + ' ' + shuffle_type)\n",
-    "        fig.subplots_adjust(hspace=1.2, wspace=0.6)\n",
-    "        utils.save_figure(fig, figsize, save_dir, f'{shuffle_type}{threshold}',\n",
-    "                      f'{shuffle_type}_spearman_within_matched_' + cre_line[:3]  )\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "15972839-7727-4351-b83b-81131031b27a",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### match SSE matric with cluster mean dropout plots"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "bc8a1eef-c34c-454f-8e7e-2bec415716d5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def make_dict(matrix):\n",
-    "    rows = np.shape(matrix)[0]\n",
-    "    new_dict = {}\n",
-    "    for row in range(rows):\n",
-    "        new_dict[row+1] = matrix[row]\n",
-    "    \n",
-    "    return new_dict"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "cc555c2e-3ec0-4eb0-bec1-74b51197ac28",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Wall time: 18.1 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "%%time\n",
-    "# compute mean SSE matrix of matched clusters\n",
-    "shuffle_type_SSE_all = {}\n",
-    "for shuffle_type in shuffle_types:\n",
-    "    cre_SSE_all = {}\n",
-    "    for cre_line in cre_lines:\n",
-    "        \n",
-    "        n_boots = shuffle_type_SSE[shuffle_type][cre_line].keys()\n",
-    "        cluster_ids = shuffle_type_SSE_mapping[shuffle_type][cre_line][0]\n",
-    "        \n",
-    "        # create a data frame to collect sorted SSE from all n_boots\n",
-    "        SSE_values_sorted_df = pd.DataFrame(columns=['cluster_id', *cluster_ids])\n",
-    "        \n",
-    "        # run over all nboots and sort SSE using orignal cluster sort\n",
-    "        for n in n_boots:\n",
-    "            \n",
-    "            # Get matched map and SSE matrix for this n boot\n",
-    "            SSE_values = shuffle_type_SSE[shuffle_type][cre_line][n]\n",
-    "            SSE_map = shuffle_type_SSE_mapping[shuffle_type][cre_line][n]\n",
-    "            #print(SSE_map)\n",
-    "            # convert SSE matrix to df for easier operation\n",
-    "            nb_values_df = pd.DataFrame(make_dict(SSE_values))\n",
-    "            #print(nb_values_df)\n",
-    "            # make a copy which will be used to store sorted SSE values\n",
-    "            nb_sorted_df = nb_values_df.copy()\n",
-    "            # first sort SSE values\n",
-    "            for cluster_id in SSE_map.keys():\n",
-    "                matched_cluster_id = SSE_map[cluster_id] # matched shuddled cluster id\n",
-    "                \n",
-    "                # copy matched SSE value to a new location in df\n",
-    "                if matched_cluster_id!=-1:\n",
-    "                    nb_sorted_df.loc[cluster_id-1][:] = nb_values_df.loc[matched_cluster_id-1][:].values\n",
-    "                else:\n",
-    "                    #nb_sorted_df.loc[cluster_id-1][cluster_id]=np.nan\n",
-    "                    nb_sorted_df.loc[cluster_id-1][:]=np.nan\n",
-    "            \n",
-    "            \n",
-    "            # reset index and rename cluster id column\n",
-    "            nb_sorted_df = nb_sorted_df.reset_index(drop=True)\n",
-    "            nb_sorted_df['cluster_id'] = np.arange(1, len(cluster_ids)+1)\n",
-    "            \n",
-    "            \n",
-    "            # append to larger df with all n_boots\n",
-    "            SSE_values_sorted_df = SSE_values_sorted_df.append(nb_sorted_df, ignore_index=True)\n",
-    "        cre_SSE_all[cre_line] = SSE_values_sorted_df\n",
-    "    shuffle_type_SSE_all[shuffle_type] = cre_SSE_all\n",
-    "                \n",
-    "    \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "bcc23a07-96f7-42bf-923f-71e2f40d7b4e",
-   "metadata": {},
-   "source": [
-    "#### plot heatmap of mean SSE values by with cluster id heatmaps"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "1b70c81a-695c-4354-987a-92ee59fa4575",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 21 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 504x504 with 11 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 21 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 21 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 504x504 with 11 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 21 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 21 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 504x504 with 11 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x1008 with 21 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "### make one mean figure with diagonal SSE matching plot\n",
-    "\n",
-    "import matplotlib.gridspec as gr\n",
-    "figsizes =  [(14,14), (7, 7), (14,14)]\n",
-    "for shuffle_type in shuffle_types:\n",
-    "    for c,cre_line in enumerate(cre_lines):\n",
-    "        SSE_mapping = shuffle_type_SSE_mapping\n",
-    "        \n",
-    "        shuffled = vba_clust.get_matched_clusters_means_dict(SSE_mapping, shuffle_type_mean_dropout_scores_unstacked, metric='mean', shuffle_type=shuffle_type,\n",
-    "                                    cre_line=cre_line)      \n",
-    "        original = cre_original_clusters_unstacked[cre_line]\n",
-    "        cluster_ids = shuffled.keys()\n",
-    "        n_clusters = len(cluster_ids)\n",
-    "            \n",
-    "            \n",
-    "        gs = gr.GridSpec(n_clusters+1, n_clusters+1, width_ratios=[2]*(n_clusters+1), height_ratios=[2]*(n_clusters+1))\n",
-    "        fig = plt.figure(figsize = figsizes[c])\n",
-    "            \n",
-    "        # plot original\n",
-    "        for i, cluster_id in enumerate(cluster_ids):\n",
-    "            ax = fig.add_subplot(gs[0, i])\n",
-    "            ax = sns.heatmap(original[cluster_id].loc[vba_clust.get_features_for_clustering()],\n",
-    "                xticklabels=['F', 'N', 'N+'],yticklabels=['I', 'O', 'B', 'T'],\n",
-    "                cmap = \"Blues\",vmin=0, vmax=1,cbar=False, ax=ax)\n",
-    "            if i!=0:\n",
-    "                ax.set_yticklabels('')\n",
-    "            else:\n",
-    "                ax.set_ylabel('regressor', fontsize=16)\n",
-    "            ax.set_xticklabels('')\n",
-    "            ax.set_xlabel('')\n",
-    "\n",
-    "        # plot shuffled clusters\n",
-    "        for i, cluster_id in enumerate(cluster_ids):\n",
-    "            ax = fig.add_subplot(gs[cluster_id, n_clusters])\n",
-    "            if shuffled[cluster_id].sum().sum() != 0:\n",
-    "                ax = sns.heatmap(shuffled[cluster_id].loc[vba_clust.get_features_for_clustering()],\n",
-    "                xticklabels=['F', 'N', 'N+'],yticklabels=['I', 'O', 'B', 'T'],\n",
-    "                cmap = \"Blues\",vmin=0, vmax=1,cbar=False, ax=ax)\n",
-    "            else:\n",
-    "                ax = sns.heatmap(shuffled[cluster_id].loc[vba_clust.get_features_for_clustering()],\n",
-    "                xticklabels=['F', 'N', 'N+'],yticklabels=['I', 'O', 'B', 'T'],\n",
-    "                cmap = \"Greys\",vmin=0, vmax=1,cbar=False, ax=ax)\n",
-    "                \n",
-    "            ax.set_yticklabels('')\n",
-    "            ax.set_xlabel('')\n",
-    "            ax.set_ylabel('')\n",
-    "            if cluster_id !=n_clusters:\n",
-    "                ax.set_xticklabels('')\n",
-    "            else:\n",
-    "                ax.set_xlabel('exp level', fontsize=16)\n",
-    "\n",
-    "\n",
-    "         # Plot SSE\n",
-    "        tmp = shuffle_type_SSE_all[shuffle_type][cre_line].groupby('cluster_id').mean()        \n",
-    "        labels=np.arange(1,len(tmp)+1)\n",
-    "        ax = fig.add_subplot(gs[1:,:n_clusters])\n",
-    "        ax=sns.heatmap(tmp, annot=True, cmap = 'Greys_r', annot_kws= {\"size\": 24},\n",
-    "                            yticklabels=labels, xticklabels=labels,cbar=False,ax=ax)\n",
-    "        \n",
-    "        ax.set_yticklabels(ax.get_ymajorticklabels(), fontsize = 18)\n",
-    "        ax.set_ylabel('Cluster ID (matched shuffled clusters)', fontsize=18)\n",
-    "        ax.set_xticklabels(ax.get_xmajorticklabels(), fontsize = 18)\n",
-    "        ax.set_xlabel('Cluster ID (original clusters)', fontsize=18)\n",
-    "\n",
-    "        plt.tight_layout()\n",
-    "        utils.save_figure(fig, figsize = figsizes[c], save_dir=save_dir, folder='mean_SSE_plots',\n",
-    "                      fig_title=f'mean_SSE_heatmap_{shuffle_type}{threshold}_{cre_line[:3]}_tmp')\n",
-    "        \n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ee2810a8-9a22-41f0-8081-58ad8b723554",
-   "metadata": {},
-   "source": [
-    "### Statistics"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "05b30fd6-8b9a-45ba-8ab5-c55790c3919a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from scipy.stats import chisquare\n",
-    "#from scipy.stats import power_divergence\n",
-    "#from scipy.stats import fisher_exact"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "677557c7-1010-4f19-9eb4-2b2f1b167261",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def stats(df,cre_line, shuffle_type):\n",
-    "    '''\n",
-    "        Performs chi-squared tests to asses whether the observed cell counts in each area/depth differ\n",
-    "        significantly from the average for that cluster. \n",
-    "    '''    \n",
-    "\n",
-    "    # compute cell counts in each area/cluster\n",
-    "    table = df.query('cre_line == @cre').groupby(['cluster_id','location'])['cell_specimen_id'].count().unstack()\n",
-    "    table = table[areas]\n",
-    "    table = table.fillna(value=0)\n",
-    "\n",
-    "    # compute proportion for null hypothesis that areas have the same proportions\n",
-    "    table['total_cells'] = table.sum(axis=1)\n",
-    "    table['null_mean_proportion'] = table['total_cells']/np.sum(table['total_cells'])\n",
-    "\n",
-    "    # second table of cell counts in each area/cluster\n",
-    "    table2 = df.query('cre_line == @cre').groupby(['cluster_id','location'])['cell_specimen_id'].count().unstack()\n",
-    "    table2 = table2[areas]\n",
-    "    table2 = table2.fillna(value=0)\n",
-    "\n",
-    "    # compute estimated frequency of cells based on average fraction for each cluster\n",
-    "    for a in areas:\n",
-    "        table2[a+'_chance_count'] = table2[a].sum()*table['null_mean_proportion']\n",
-    "\n",
-    "    # perform chi-squared test\n",
-    "    area_chance = [area+'_chance_count' for area in areas]\n",
-    "    for index in table2.index.values:\n",
-    "        f = table2.loc[index][areas].values\n",
-    "        f_expected = table2.loc[index][area_chance].values\n",
-    "        \n",
-    "        # Manually doing check here bc Im on old version of scipy\n",
-    "        assert np.abs(np.sum(f) - np.sum(f_expected))<1, 'f and f_expected must be the same'\n",
-    "        out = chisquare(f,f_expected)\n",
-    "        table2.at[index, 'pvalue'] = out.pvalue\n",
-    "        table2.at[index, 'significant'] = out.pvalue < 0.05\n",
-    "\n",
-    "    # Use Benjamini Hochberg Correction for multiple comparisons\n",
-    "    table2 = add_hochberg_correction(table2) \n",
-    "    return table2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "5493f74f-c1c2-48f3-bc87-c4ab9a4c2538",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "def add_hochberg_correction(table, test='chi_squared_'):\n",
-    "    '''\n",
-    "        Performs the Benjamini Hochberg correction\n",
-    "    '''    \n",
-    "    table = table.sort_values(by=test+'pvalue').reset_index()\n",
-    "    \n",
-    "    # compute the corrected pvalue based on the rank of each test\n",
-    "    # Need to use rank starting at 1\n",
-    "    table['imq'] = (1+table.index.values)/len(table)*0.05\n",
-    "    # print(table)\n",
-    "\n",
-    "    # Find the largest pvalue less than its corrected pvalue\n",
-    "    # all tests above that are significant\n",
-    "    table['bh_significant'] = False\n",
-    "    passing_tests = table[table[test+'pvalue'] < table['imq']]\n",
-    "    \n",
-    "    if len(passing_tests) >0:\n",
-    "        last_index = table[table[test+'pvalue'] < table['imq']].tail(1).index.values[0]\n",
-    "        # print(last_index)\n",
-    "        table.at[last_index,'bh_significant'] = True\n",
-    "        table.at[0:last_index,'bh_significant'] = True\n",
-    "    \n",
-    "    # reset order of table and return\n",
-    "    return table.sort_values(by='cluster_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "f1f98f8b-1acd-40de-a78a-749fcda3d5d3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# chi_squared test\n",
-    "\n",
-    "cluster_statistics_df = pd.DataFrame(columns = ['shuffle_type', 'cre_line', 'cluster_id', 'cluster_size', 'shuffle_mean', \n",
-    "                                                'chi_squared_pvalue', 'significant'])\n",
-    "index=0\n",
-    "for shuffle_type in shuffle_types:\n",
-    "    for cre_line in cre_lines:\n",
-    "        \n",
-    "        table = pd.DataFrame(shuffle_type_cluster_sizes[shuffle_type][cre_line]).mean(axis=0)\n",
-    "        # original cluster sizes\n",
-    "        table2 = cre_original_cluster_sizes[cre_line]\n",
-    "        \n",
-    "        for cluster_id in table2.index:\n",
-    "            f_observed = [table.loc[cluster_id], table2.sum()-table.loc[cluster_id]]\n",
-    "            f_expected = [table2.loc[cluster_id], table2.sum()-table2.loc[cluster_id]]\n",
-    "       \n",
-    "            out =chisquare(f_observed, f_expected)\n",
-    "            cluster_statistics_df.at[index, 'shuffle_type'] = shuffle_type\n",
-    "            cluster_statistics_df.at[index, 'cre_line'] = cre_line\n",
-    "            cluster_statistics_df.at[index, 'cluster_id'] = cluster_id\n",
-    "            cluster_statistics_df.at[index, 'cluster_size'] = table2.loc[cluster_id]\n",
-    "            cluster_statistics_df.at[index, 'shuffle_mean'] = table.loc[cluster_id]\n",
-    "            cluster_statistics_df.at[index, 'chi_squared_pvalue'] = out.pvalue\n",
-    "            cluster_statistics_df.at[index, 'significant'] = out.pvalue <= 0.05\n",
-    "            index=index+1\n",
-    "        "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "bbf1957d-9860-459a-aae7-2b7b344ed16e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "first = True\n",
-    "for shuffle_type in shuffle_types:\n",
-    "    for cre_line in cre_lines:\n",
-    "        table = cluster_statistics_df[(cluster_statistics_df.cre_line == cre_line) &\n",
-    "                                      (cluster_statistics_df.shuffle_type == shuffle_type)]\n",
-    "        test = add_hochberg_correction(table)\n",
-    "        if first is True:\n",
-    "            stats_table = add_hochberg_correction(table)\n",
-    "            first = False\n",
-    "        else:\n",
-    "            stats_table = stats_table.append(add_hochberg_correction(table), ignore_index=True)\n",
-    "        \n",
-    "        "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "78da0a34-4940-42b3-b8f7-6b9e025eff4d",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "#### plots with statistics of cluster sizes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "id": "dfcb5c87-3a22-4a87-a30d-51793ca3eb6b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%%capture --no-display \n",
-    "for cre_line in cre_lines:\n",
-    "    for s, shuffle_type in enumerate(shuffle_types):\n",
-    "        vba_clust.plot_cluster_size(cluster_size_difference_df,  \n",
-    "                                                    cre_line=cre_line, \n",
-    "                                                    shuffle_type=shuffle_type,\n",
-    "                                                   save_dir=save_dir,\n",
-    "                                                   folder = f'cluster_size_diff_plots_{threshold}', \n",
-    "                                                    stats_table = stats_table)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4e208439-4dc1-4f3a-b278-5a6de4f26c05",
-   "metadata": {},
-   "source": [
-    "#### plot stats_table"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "id": "028cd753-d2e7-4e2b-bd79-d926fce641f9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "difference = (stats_table['cluster_size'] - stats_table['shuffle_mean'])/(stats_table['cluster_size'] + stats_table['shuffle_mean'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "id": "f36c9400-2739-4106-9581-c6578fe035b3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stats_table.loc[difference.index.values, 'cluster_diff'] = difference"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "id": "e29a478a-0dec-4242-8fa7-a5b642ab03e0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for cre_line in cre_lines:\n",
-    "\n",
-    "    fig, ax = plt.subplots(3,1, figsize = (15,5))\n",
-    "    for s, shuffle_type in enumerate(shuffle_types):\n",
-    "        tmp = stats_table[(stats_table['shuffle_type']==shuffle_type) &\n",
-    "                   (stats_table['cre_line']==cre_line)]\n",
-    "        \n",
-    "        ax[s] = sns.barplot(data=tmp, x = 'cluster_id', \n",
-    "                            y = 'cluster_diff', hue='significant',ax=ax[s] )\n",
-    "        ax[s].axhline(y=0, color='Grey')\n",
-    "        "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "id": "9ba2c873-b035-4ef6-bad9-2ee701c57404",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "%%capture --no-display \n",
-    "for cre_line in cre_lines:\n",
-    "    for s, shuffle_type in enumerate(shuffle_types):\n",
-    "        vba_clust.plot_cluster_size(cluster_size_difference_df,  \n",
-    "                                                    cre_line=cre_line, \n",
-    "                                                    shuffle_type=shuffle_type,\n",
-    "                                                   save_dir=save_dir,\n",
-    "                                                    diff_column = 'abs_cluster_size_diff',\n",
-    "                                                   folder = f'abs_cluster_size_diff_plots_{threshold}', \n",
-    "                                                    stats_table = stats_table)"
+    "fig, ax = plt.subplots(1,1, figsize=(5,3))\n",
+    "ax=sns.pointplot(data = grouped_df, x = 'cluster_id', y = 'percentage',\n",
+    "              hue= 'cre_line', palette = palette,joinlinewidth=0.1,ax=ax)\n",
+    "ax.legend(ax.get_legend_handles_labels()[0],utils.get_cell_types(), fontsize=12)\n",
+    "ax.set_xlabel('Cluster ID')\n",
+    "ax.set_ylabel('% of all cells')\n",
+    "utils.save_figure(fig, figsize = (5,3), save_dir=save_dir, folder='', fig_title = 'Cluster_sizes_cre')"
    ]
   },
   {

From 692cd91749be888a8d1121c43fd8d8eab5091fa9 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 14 Oct 2022 13:57:13 -0700
Subject: [PATCH 10/25] improving cumulative plot

---
 .../clustering/plotting.py                         | 14 ++++++++++----
 1 file changed, 10 insertions(+), 4 deletions(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/plotting.py b/visual_behavior/dimensionality_reduction/clustering/plotting.py
index bcea2cf84..9cff769b1 100644
--- a/visual_behavior/dimensionality_reduction/clustering/plotting.py
+++ b/visual_behavior/dimensionality_reduction/clustering/plotting.py
@@ -1231,11 +1231,14 @@ def get_cluster_color_map(labels):
 
 def plot_N_clusters_by_cre_line(labels_cre, ax=None, palette=None):
     if ax is None:
-        fig, ax = plt.subplots(1, 1, figsize=(7, 7))
+        fig, ax = plt.subplots(1, 1, figsize=(6, 3))
+
     if palette is None:
         palette = [(1.0, 0.596078431372549, 0.5882352941176471),
                    (0.6196078431372549, 0.8549019607843137, 0.8980392156862745),
                    (0.7725490196078432, 0.6901960784313725, 0.8352941176470589)]
+    markersize = [14, 10, 10]
+    linewidth = [4, 2, 2]
     for i, cre_line in enumerate(labels_cre.keys()):
         labels = labels_cre[cre_line]
         (unique, counts) = np.unique(labels, return_counts=True)
@@ -1244,11 +1247,14 @@ def plot_N_clusters_by_cre_line(labels_cre, ax=None, palette=None):
         cumulative_sum = [0]
         for freq in frequencies:
             cumulative_sum.append(cumulative_sum[-1] + freq)
-        ax.grid()
+
         ax.plot(range(0, len(cumulative_sum)), cumulative_sum, 'o-', color=palette[i],
-                linewidth=4, markersize=10)
+                linewidth=linewidth[i], markersize=markersize[i])
+        ax.hlines(y=80, xmin=-0.5, xmax=11, linestyle='--', color='Grey')
+        ax.set_xlim([-0.5, 11])
+        ax.set_xticks(np.arange(0, len(cumulative_sum)))
         ax.set_xlabel('Cluster number')
-        ax.set_ylabel('Cells per cluster (%)')
+        ax.set_ylabel('Cumulative % of all cells')
     ax.legend(['Excitatory', 'SST inhibitory', 'VIP inhibitory'])
 
     return ax

From 5588d6fafe8eed893d655ec8ca9990473ff588b5 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Mon, 7 Nov 2022 10:29:14 -0800
Subject: [PATCH 11/25] updated notebook

---
 notebooks/221004_Figure4_summary_panels.ipynb | 633 +++++++++++++++---
 1 file changed, 536 insertions(+), 97 deletions(-)

diff --git a/notebooks/221004_Figure4_summary_panels.ipynb b/notebooks/221004_Figure4_summary_panels.ipynb
index cf64f20b8..66c2eacfc 100644
--- a/notebooks/221004_Figure4_summary_panels.ipynb
+++ b/notebooks/221004_Figure4_summary_panels.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "8acc5778-9f02-45df-a9da-9f1ade4f5084",
    "metadata": {},
    "outputs": [],
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "9fef994d-8ab6-4360-a891-503f4c8625c2",
    "metadata": {},
    "outputs": [],
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "f09b18e7-dd48-469d-b4cd-7854ac237cfb",
    "metadata": {},
    "outputs": [],
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "b7a8ccae-1a5f-4e85-a00a-e14e7cc89002",
    "metadata": {},
    "outputs": [],
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "81e80dd2-c087-4e2a-b7f8-2bafa15acd2f",
    "metadata": {
     "scrolled": true
@@ -89,7 +89,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "868f4cb8-21c4-4907-8666-6515fd3a67c6",
    "metadata": {},
    "outputs": [
@@ -120,6 +120,16 @@
     "cell_types = utilities.get_cell_types_dict(cre_lines, experiments_table)\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "454fb9e9-d7fa-4c5b-8c85-078e0e4444c9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "palette = utils.get_cre_line_colors()\n"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "2d45ac64-b1d1-4c93-a806-414a110480c2",
@@ -130,7 +140,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "4687fe9a-a161-4677-8b64-c4959d8444f3",
    "metadata": {},
    "outputs": [],
@@ -140,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "eb013703-5f33-42d9-b536-e7ba9db846a6",
    "metadata": {},
    "outputs": [],
@@ -152,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "7720ddce-67c3-4a6b-af23-186e0a7a06f4",
    "metadata": {},
    "outputs": [],
@@ -164,7 +174,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "0f459bd9-fdf1-4fec-b51f-f69ada1498d8",
    "metadata": {},
    "outputs": [],
@@ -177,7 +187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "a97e8a84-86cb-42fa-980b-0af0156061e2",
    "metadata": {},
    "outputs": [],
@@ -198,18 +208,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 86,
    "id": "05f4496b-6056-4bcf-bfa3-e9400b3daaaf",
    "metadata": {},
    "outputs": [],
    "source": [
     "filename = '24_events_all_L2_optimize_by_session_feature_matrix.h5'\n",
-    "feature_matrix = pd.read_hdf(os.path.join(base_dir,file_dir, filename), key='df')"
+    "all_feature_matrix = pd.read_hdf(os.path.join(base_dir,file_dir, filename), key='df')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "85b9bbad-5d49-4260-8813-1ccc8efd3399",
    "metadata": {},
    "outputs": [],
@@ -220,7 +230,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "f4ba4587-6e26-4fa0-acbd-f14d44d64e99",
    "metadata": {},
    "outputs": [
@@ -351,7 +361,7 @@
        "[3921 rows x 4 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -365,7 +375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "46fd296f-f0cd-433a-bcc0-09bdd215bf25",
    "metadata": {},
    "outputs": [
@@ -496,7 +506,7 @@
        "[3921 rows x 4 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -511,7 +521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "7cc85e3c-5152-4492-a793-8dcec8af8167",
    "metadata": {},
    "outputs": [],
@@ -534,7 +544,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "id": "8edf382c-01e0-4584-920f-ba8615ada36a",
    "metadata": {},
    "outputs": [],
@@ -559,7 +569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "id": "5e712605-cb9f-483c-b835-a1e6da3c6282",
    "metadata": {},
    "outputs": [
@@ -612,6 +622,124 @@
     "                                )\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "48e6c60f-848b-4faa-9c72-68d2a807bd3e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x504 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sort_order = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line]\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_unraveled_clusters(feature_matrix, cluster_df, sort_order=sort_order, cre_line=cre_line, save_dir=None, folder='', tag='',\n",
+    "                            ax=None, figsize=(4, 7), rename_columns=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c71c4ae2-1ead-41bc-8a46-9b1a9ce09cc8",
+   "metadata": {},
+   "source": [
+    "#### Plot unraveled means by cre line"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "0465a705-26b9-420d-810c-82681f256627",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x72 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 864x72 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwIAAABACAYAAACpxMBCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAJZ0lEQVR4nO3dbYxcZRXA8f/Z3dndlpesEqq0UgoCtlGCYioxxlRRIDQGvkC0hAJqREgIohJfghSqkWjQ2GgLRQyW9yBRNCaIAV9ATY3hpdKIBVFaaAkWoUNRiUB7/DC3MGynL3c7w3Dv/n/JZO4+996552S/zJlz7/NEZiJJkiRpchnodwCSJEmSXnsWApIkSdIkZCEgSZIkTUIWApIkSdIkZCEgSZIkTUIWApIkSdIkZCEgSZIk9VFEHB4RKyPi4eL9sA7HXBIRGyNiVfFa1rZvakTcHBGPRMSaiPjI7lx3qJtJSJIkSSptObAsM6+PiNOAK4FjOhx3bWZe0GH8AmBzZh5aFBG/i4hDM/PfO7uohYAkSZLUZRExBox12NXMzGbbcdOAo4Bji6GbgKURsX9mPrWbl/socAZAZv4tIu4BTgBu2dlJfS8E7lu7uZZLG3/21tX9DqFnlp5yZL9D6Im71/2r3yH0zMlHzOh3CD3xh0fr+z+bNbZXv0PoiebzL/Y7hJ5549ThfofQE7On79PvEHrmn8/+r98h9MS0fUf6HULPTGkQ/Y5hV6a869xt320XAxd3OGQxcEnb3wcCGzJzC0BmbomIJ4rx8YXAxyLiOOBJ4OLMXFmMzwTWtR33WHH+TvW9EJAkSZJqY3jKtq0lwIoORzQn+MnLga9n5osRcSzws4iYk5lPT/DzLAQkSZKkrmmMAlDc/tPcjTMeB2ZExGDRDRgEphfjL8vMJ9u274iIx4F3AHfR6gAcxCsdhJnAb3Z1YWcNkiRJkrplZErrtZsycyOwClhQDC0A7h//fEBEzGjbficwC3ioGLoF+HSx7zBgLnD7rq5tR0CSJEnqlqIjUNLZwDURsQjYBJwOEBG3AYsy8x7g0oh4N7AFeAFY2NYluAxYERGPFPvPyszndnXRCRUCEfFmWi2H7TLNzLsn8pmSJElS5Q3vfjdgm8xcAxzdYXx+2/YZOzn/P8ApZa9bqhAoWhLXAfM67QYSGCwbhCRJklQH0ajOrE1lOwJXAEcAXwBWA/Wcd0uSJEmagMZwo98h7LayhcD7gfMy87peBCNJkiRV2VCjOo/glo30eWBjLwKRJEmSqm5ouDqFQNnpQ68CFvYiEEmSJKnqhhpDlekKlI1yA7AwIn4F/AJ4ZvwBmXl1NwKTJEmSqqbOzwgsL95nAR/ssD8BCwFJkiRNSkON6kygWbYQOLgnUUiSJEk1MDJS00IgM9f1KhBJkiSp6ho17ghIkiRJ2oHh4RoXAhFxHHAO8DZgdPz+zDykC3FJkiRJlVOljkCp6UMjYj6t2YKmArOBNcBjwIHAVuCubgcoSZIkVcXw8GBlugJl1xG4CFgGzC/+/kpmfgB4OzBIq0iQJEmSJqXhxiDDFekKlC0EZgM/p/Xrf1LcWpSZDwOX0CoUJEmSpElptDHIaE0Lga3AS5mZwFPAzLZ9TwBv7VZgkiRJUtUMNwYYbpT9it0fZaN8iNZiYgD3AOdHxAERsT/weWBt90KTJEmSqmUiHYGIODwiVkbEw8X7YR2OuSgi/hIRD0TEvRFxfNu+FRGxPiJWFa8Ld+e6ZWcNugGYU2xfDNwJrC/+3gKcWvLzJEmSpNoYGZrQbUHLgWWZeX1EnAZcCRwz7pg/Ad/OzP9GxJHAXRFxQGY+X+z/RmYuLXPRsguKLWvbvjcijgBOAKYAd2bmgzs6NyLGgLHx47/98zr22Xe7YUmSJKlyRkrOGBQR04CjgGOLoZuApRGxf2Y+te24zPxl22kPAAHsxys/ype2RzcwZeb6zLwqM7+7syKgcD7w6PjXjVdfsSchSJIkSa8bo0MDjA4NEBFjETGrw2ts3CkHAhsycwtA8f5EMb4jpwN/z8z2IuBzEbE6In4aEXN2dGK70oVAtJwYEd+KiB9GxEHF+LyImL6TU5cAB49/nfqJc8qGIEmSJL0uTW0MMLX1sPD5dPgRvBifsIiYB3wNWNA2fCFwaGYeAfwEuD0idtmaKHVrUES8AbgNOBp4Dtgb+B6wDvgU8AxwXqdzM7MJNMeP37d2c5kQJEmSpNet0UZs21wCrOhwSHPc348DMyJiMDO3FF/gpxfjrxIR7wWuB07KzIe2jWfmhrbtayPiO8BbaH1H36GyHYHLaLUp3kfrnqRo23cn8KGSnydJkiTVxpTGAFMaA2RmMzPXdng124/PzI3AKl75hX8BcH/78wEAETEXuBk4OTPvG7dvRtv28bQm8dnALpSdNegk4ILMXNmh3fAYO7+XSZIkSaq1qRNbQ+Bs4JqIWARsovUMABFxG7AoM+8BLqc1Qc+VES//Fr8wM1cX576J1ppfm4ETM/OlXV20bCGwNzuuLkZ5dYdAkiRJmlRGh8oXApm5htat9+PH57dtz93J+R8ufVEmtqDYcTvYNw9YPZEgJEmSpDoYGRqc6FoCr7myHYHLac1r+ixwYzE2FhEfB84FzupmcJIkSVKVjAzs0ez8r6myC4p9PyIOARYDXy2G7wAS+GZm3tDl+CRJkqTKGBmsRjcAyncEyMwvRcQVtFY/mwY8DdyRmf/odnCSJElSlQwP1rQj0GYr8CCw7cv/rIiYBZCZv+5CXJIkSVLljNa1I1DcFnQD8J5Ou2ndIlSd7CVJkqQuagxWZxLNsh2BHwAzaS2NvAZ4odsBSZIkSVXVqPGtQXOBMzPzx70IRpIkSaqyoYH6dgTWYxdAkiRJ6mioQh2BspFeCnwxIvbqRTCSJElSlQ0NBkMVeU6g7DoC10XEbGBtRPwR2LT9IXlG16KTJEmSKqQqRQCUnzXoTODLwBbgKLa/TSi7E5YkSZJUPUN1XVmY1orCtwKfzMxm98ORJEmSqqvO04fuB1xuESBJkiRtr0q3BpXtXfwemNOLQCRJkqSqawwOVGYtgbIdgc8AP4qITcDtbP+wMJm5tRuBSZIkSVVT53UE/lq8X7uD/TmBz5QkSZJqoUrrCETm7k/0ExGXsIuZgTJz8R7G1BMRMQacDyyp0zMOdc0LzK2K6poX1De3uuYF9c2trnlBfXOra15Q79wmg1KFQJVFxCzgUeDgzFzb32i6p655gblVUV3zgvrmVte8oL651TUvqG9udc0L6p3bZFCd3oUkSZKkrrEQkCRJkiYhCwFJkiRpErIQkCRJkiahyVQINIHFxXudNKlnXmBuVdSknnlBfXNrUs+8oL65NalnXlDf3JrUMy+od26193/8rtPh3z8ImgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x72 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines:\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    data_means = feature_matrix.mean().unstack().loc[['all-images', 'omissions', 'behavioral', 'task']].stack().values\n",
+    "    data_means = np.reshape(data_means, (1,12))\n",
+    "    fig, ax = plt.subplots(1,1,figsize = (12, 1))\n",
+    "    ax = sns.heatmap(data_means, cmap='Blues', vmax=.5, ax=ax)\n",
+    "    ax.set_xticklabels('')\n",
+    "    ax.set_yticklabels(['mean'], fontsize=16)\n",
+    "    plt.tight_layout()\n",
+    "    utils.save_figure(fig, figsize=(12,1), save_dir=save_dir, folder='', \n",
+    "                      fig_title=f'{cre_line}_mean_unraveled_dropout_scores')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "47fda633-9c0f-4794-b1b0-424a4005e828",
@@ -684,7 +812,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 192,
+   "execution_count": 87,
    "id": "d1c27a88-55ff-44a1-bf6a-67787137a4c4",
    "metadata": {},
    "outputs": [],
@@ -718,7 +846,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 88,
    "id": "6726d84d-36ed-438e-a04f-73ff6a3d5ad6",
    "metadata": {},
    "outputs": [],
@@ -789,7 +917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 163,
+   "execution_count": 89,
    "id": "7733d152-6b7d-4daa-83e7-eeac0ef61628",
    "metadata": {},
    "outputs": [
@@ -804,12 +932,12 @@
     }
    ],
    "source": [
-    "variability_df = get_sse_df(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
+    "variability_df = get_sse_df(all_feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 90,
    "id": "6b6a0505-0fe7-43ae-bd65-054628b3d605",
    "metadata": {},
    "outputs": [
@@ -819,13 +947,13 @@
        "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
       ]
      },
-     "execution_count": 167,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -842,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 194,
+   "execution_count": 91,
    "id": "046d36e7-2ee7-4cc8-8d3b-fcb6853e6979",
    "metadata": {},
    "outputs": [],
@@ -905,27 +1033,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
-   "id": "3d43602b-3ed0-4982-9240-10869237316b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Vip-IRES-Cre\n",
-      "Sst-IRES-Cre\n",
-      "Slc17a7-IRES2-Cre\n"
-     ]
-    }
-   ],
-   "source": [
-    "variability_df = get_sse_df_version2(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 93,
    "id": "75288c06-8bdb-48a4-ab4f-4bb2f413805a",
    "metadata": {},
    "outputs": [
@@ -940,12 +1048,12 @@
     }
    ],
    "source": [
-    "variability_df2 = get_sse_df_version2(feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
+    "variability_df2 = get_sse_df_version2(all_feature_matrix, original_cluster_labels, columns = ['cluster_id', 'cre_line'], metric = 'sse')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 196,
+   "execution_count": 94,
    "id": "41eef610-0004-4438-914a-bc30c3d5a0ae",
    "metadata": {},
    "outputs": [
@@ -955,13 +1063,13 @@
        "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
       ]
      },
-     "execution_count": 196,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -973,13 +1081,12 @@
     }
    ],
    "source": [
-    "palette = utils.get_cre_line_colors()\n",
     "sns.barplot(data = variability_df2, x = 'clustered', y = 'sse', hue = 'cre_line', palette=palette)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 213,
+   "execution_count": 95,
    "id": "463cc48b-6d3b-4e7a-ad66-2960f8954ff3",
    "metadata": {},
    "outputs": [
@@ -989,13 +1096,13 @@
        "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
       ]
      },
-     "execution_count": 213,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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hqj2LPT322GNcdtllXf5ZjECShBCix/xLhZ977rnMnj2bm266iTVr1lBdXc3u3bsBfNVJFy9ezP3338/GjRu7/V41NTWsXr2axx9/vNX2+fPn+7qbLBYLGzdu7DCuQNVnt2zZwqhRo0hOTu7wvb/++mu2bdvGiBEjqKysZO7cuSxbtoysrCyOHTvGtGnT2LlzJ0lJSd3+uSKV3LgWQvSYt1T4qlWrmDt3Lh9++CETJkxgyJAh7Nmzh7vvvpslS5YQFRV12u/x2muvMXHiRDIyMsjKymLu3Lmtnl+6dKmvUJ43+XQUV0fLmHZm9uzZjBgxAnAXHczPz+eSSy4hNzeXSy65BKUUBw4cOO2fMRJJkhBCBE3bUuEFBQXs2rWLCy+8kJUrVzJx4kQaGxvbve7f//63r1z2k08+GfDYN998M9u2bePQoUPs2LGDP/3pT6cd16pVq9qVDJ80aRJ5eXmnXIuhbYnuCRMm+BLT1q1bOXr0qG+1uL4iJElCKZWqlFqmlNqnlNqhlPqnUio9wH4xSqm3lVIHlFJ7lVJdX7YqgvWVIopCdKSjUuHp6emYzWauvPJKnnnmGU6cOEF5eTkJCQlUVVX59r/44ot9J9oHHnjglO+VmZnJ73//e371q1/R0NBwWnENGzasXcnwUaNGccUVV3DnnXdSU1MDuG9Ov/jii9TW1rY79syZM8nLy+Ozzz7zbduwYUOf+3sP1T0JDfxWa70KQCn1JPAE8IM2+90PVGutRyqlRgGfK6VGaq3b/w+JXudyuTpdc1gI6LhUeG1tLeeccw7gPuH+7Gc/Izs7mwEDBjBmzBjGjRvHGWec0a0b1wCXXXYZZ555Js8//zz33nsv0PqeBMCLL75Ienp6pyXM/b366qv88pe/ZMqUKdhsNlwuF5deemnAbrLk5GTee+89HnjgAe69916am5sZPnw477//fqv1IowuLKXClVJXAz/UWl/QZvsu4Bat9UbP9x8Ar2qtlwQ4TNtjDiVCS4Xn5+fz3HPPGapU+BdffMGyZct47LHH+sUwP6MJVPI53PMkROQ7nVLhIR/dpJQyAT8E3gvw9GDgsN/3R4BBAY6RBCS12ZwTnAgFwPLly2lubqalpUWShEHIiVz0hnAMgf0/oBb4Yw+OcS/wSFCiEQF5W5h9rX9VCNE9Ie1wVko9BYwCrtVauwLscgQY4vf9YOBogP2eBYa1+ZoT1GAF4L4vIYTov0LWklBKPQ5MAS7TWjd1sNsS4E5go+fG9TTgurY7aa0rgco2xw9muMJDWhJC9G+hGgJ7FvAzIBv4Uim1VSn1L89zW5VS2Z5dnwSSlFIHgA+AO7TWNaGIUQTmdDrDHYIQIoxC0pLQWu8CAl7qa61z/R7XAdeEIibRNdLdJET/JoPgRUBy41oIAVLgL6SMeN9EupuM48W//JXamuDPO42Lj+P2RW3nvX7jkksuYd68edx1112+bVprRowYwZAhQ3jssceYM6d740oeffRRamtreeqpp1i1ahWXXnopo0ePxuFwkJqayvPPP88ZZ5wBwMKFC1m5ciVpaWm+1//3f/838+fPZ9u2bfznf/4nlZWVNDc3k5SUxL/+9S8yMjICvu+bb77JU089RUNDA7GxsYwaNYrf/va3DB48uFvx9yWSJELISFfl3oQm3U3GUVtTy7Qzzg36cTfsXXXK52+77TaefvrpVkli1apVmEwmPv3006BcHI0dO9ZXtO+nP/0p9913H8uXL/c9/9BDDwWcqHr99dfzm9/8hssvd1f4ycvL8y1U1NaLL77I7373O959911GjRrl+zlKSkraJQmHw4HF0j9On9LdFEJGbElIkhCdmTdvHgcOHGDPnj2+bS+//DK33norc+fO5YMPPgDcV/yLFi1i5syZjB49mkWLFtHc3Nzt9zv33HO7tJYEuGs1DRw40Pf9qFGjWhXp8/fLX/6SZ555xpcgvO81ffp0CgoKSEtL4/7772fy5Mm8+OKLHDt2jPnz5zN9+nTGjx/frnR5XyFJIoSM1JLwkiQhOmOz2bjhhht4+eWXAfd6D++88w633HJLu33XrVvHxx9/zO7duzl8+DAvvPBCt97L5XLx7rvvsmDBglbbn3jiCV9F19zcXN/qcw8//DBz5szhoosu4pFHHmHv3r0Bj1taWkphYSEzZszo8L3LysqYNm0amzdv5q677uLmm2/mxz/+MevXr2fTpk0sX76cFStWdOvnMQJJEiFkpJaE3LgW3XHbbbfx+uuv43Q6efvtt5k1axY5Oe0r5Vx77bXExcVhsVi45ZZb+PTTT7t0/N27d5Obm0tGRgYrVqzgRz/6UavnH3rooVYlu3NzcwF48MEH2b9/PzfffDOHDx9mypQprFmz5rR+Rrvdzve//30A6urqWLVqFT/+8Y/Jzc1l+vTpFBcXt2pN9RX9o1MtQhjxhCstCdEVEydOJDs7m+XLl/Pyyy/7KrN2RVlZGeeffz4AY8aM4e233263j/eeRHNzMwsWLOCHP/wh//jHP7p0/OzsbG688UZuvPFGoqOjWbp0KcnJydx0000AzJ07l2eeeYaBAweyfv16LrroooDHiY2NbXWvTinFhg0b2q193ddIS0KckhETmwiP2267jUcffZT9+/czb968gPssWbKEuro6HA4Hr7/+Oueddx6pqam+FkCgBOHPZrPxpz/9iY8++ogtW7Z0GtO7777rG6HX2NjInj17GDZsGOPHj/e95zPPPAPAL37xC37yk59w8OBB3+vXrFnD+vXr2x03Pj6eOXPm8MQTT/i2HT16lJKSkk5jMhppSYhTkiRhHHHxcZ2ORDrd43bF9ddfz/33388dd9yBzWYLuM+0adO46KKLKC0t5dxzz+WOO+7odjwZGRncf//9/PKXv+Sdd94B3PckXnzxRd8+d911F3fddRdLlizhwQcfxG6309LSwoUXXthhuf4777yT6Oho5s+fT0NDAyaTiYkTJ/Lb3/424FDwN998k/vuu4/x48cD7sTx0ksvkZmZ2e2fKZKFZT2J3iDrSQTXww8/THNzM3fffXfE/T5F4HUBIt3ChQuZOnWqYf4G+qLTWU9CupvEKfWViwghxOmR7ibRZ1RVVWGz2YiOjg53KCKAV155JdwhiNMgLQnRZzz91NO+sfr9gbTyRHec7udFkoToMxoaG8jPzw93GCFhNptpaWkJdxjCQFpaWk6rlIgkiRAy0mQ6EdmSkpI4fvy4zGMRXeJyuTh+/DiJiYndfq3ckwgh6R4QwZKWlkZhYSH79u0LdyjCIGJjY1tVyu0qSRIhZKSWhJFi7Y9MJlO/Ll8tQke6m0LISC0JI8UqhOg9kiRCyEhX594kYaSYhRDBJ0kihIx4dS5JQoj+TZKEOCWjJAkjJmAhjECShAjIKMnBy+FwhDsEIfokSRLilEwmY3xEJEkI0TuMcQYQIWe0G9eSJIToHZIkQsgoJ1wjkiQhRO+QJBFCRrq56k1oRklskiSE6B2SJELIKCdcf0aJ2b/YndQzEiJ4QpYklFJPKaXylVJaKTWug30eVUqVKqW2er4Whyq+UDBiS8Io/FsS0qoQInhC2ZJ4B/gWcLiT/V7TWud6vu7u/bBEIN6EZpTEJklCiN4RsgJ/Wuu1YLwrVGEM/t1Nss6CEMETiVVgFyilLgJKgEe01l+13UEplQQktdmc0/uh9T9GbEk4nc4wRmI8e/bsobm5mYkTJ4Y7FBGBIi1J/Bn4tda6RSl1IfCuUupMrXVZm/3uBR4JeXT9kFFuAvsnCWlJdM9LL70EIElCBBRRo5u01iVa6xbP4xXAUSDQTe5ngWFtvuaEKMx+xYhJQu5J9H3yfxw6EZUklFID/R7nAkOBdktvaa0rtdYF/l9AYajiPF1Guh/j7WYyYpKQlkTf1tDQwMMPP8y6devCHUq/EMohsH9QShXivnewUim1y7N9mVJqqme3x5VSO5VS24C/ADdprUtCFWNvMdpIIfgmoRmlf1/uSfQfNTU1uFwuVq9eHe5Q+oVQjm76MfDjANsv9Xt8S6jiCSWj1UHyZ8SWhHRF9A9GuugysojqbuqrvCdaI36ojZIk/FsP0pIQIngkSYSA90RrxJaEUU640pLoP4z4d2RkkiRCQFoSvU9aEv2HEf+OjEySRAgY+Z6EUf4gJUkI0TskSYSAtCR6n39iMErMQhiBJIkQkJZE7/NPDNKSECJ4upUklFKpSqmblFIPer7PVkpJzaQuMsoJ159RrspdLhcK5XsshAiOLicJpdS3cc9+vgH4hWfzKOBPvRBXnyItid7ncrkwmUy+x0KI4OhOS+JZ4Fqt9XcA7xjDdcD0YAfVVxnlhGtE7iRh9j0WfZcRL7aMrDtJYqjW+hPPY+/ZrpnIqyQbcYw8T8Ioic3lcmGWJCFE0HUnSexWSl3cZtsFwI4gxtMneW+kGuWEa0TS3SRE7+hOK+C/gA+UUh8C0Uqp54HvAvN6JbI+xJskjNiSMAqXy4XZ7G5JyOgmIYKnyy0JrfXXwARgF/ASkA9M11pv6KXY+gxvmQgjtiSMEnNhYSFNzU0olLQkhAiibt1P0FoXA78FUEpFA/LX2AXe9Q2M1JIwSnLwamhowOVyYjKZpHaTEEHUnSGwTymlpnseXwaUAxVKqe/2VnB9hbQkep87ToXZbJEkIUQQdefG9Q3ATs/j/wFuBK4AHg92UH2N76RlkBMufNPqMUqScLlcKKUwm800NzeHOxwh+ozudDfFaK3rlVKpwHCt9f8DUEoN6Z3Q+g5vH7kR+8qNkiS01ihlwmK20NTUFO5whOgzupMk9iulbgBGAisAlFJpQENvBNaXeJOD02WcUTfe1GCUJOFyurBYzFjMNhobG8MdjhB9RneSxI+A3+OeQPcDz7aLgY+DHVRf46sC6zLGCdefEZKE1hqny4lVRWG12Kivqw93SKIXGeEz2Zd0J0nEATdqrQ8ppbKUUq/iHt30QO+EJiKBEbrIvPcgTMqEzRpFbV1FmCMSoj3/CZ9G0p2In+Obmk1PA1bcSeKFYAfV13ivfIx4BWSEiWk1NTWAO0nYbXZqa2sN+bsWfdfGjRt55JFHDHm/rDstiYFa6yNKKQvubqYhuLueinslsj7IiCcuI7QkqqurATCZTNht0TgcDhoaGoiJiQlzZEK4rVixgsbGRmpra4mKigp3ON3SnZZEtVIqA/g2sFtrXevZbg1+WH2LkVemM0LMVVVVgDtJRNtjAaisrAxjREK0ZuTehO60JP4P2ADYgHs922YBe4McU59j5CGwRuhu8iYEk8lMdFSMb1t2dnYYoxK9xYh/R15G+Htqq8tJQmv9G6XUvwCn1vqgZ3MRcHuvRNaHfHMVYZwPt5GufMrLy1FKoZQixtOSqKiQm9d9lRFPtF5GKs3j1d3aTftP9b0IzNeScBonSfjmdhjgD7K8vNy34FCULRqzySxJog8z4onWy1up2EiMNx7LgLwnWqeBmsnehGaEpn15eblvwSGlFDHRcZSXl4c5KtFbjHii9TJiggtJkvAUB8xXSmml1LgO9jErpRYrpQ4qpQ4opfpMN9bhw4cBY1yVgzcxaL/HkcvlclFRUeFrSQBER8VSVlYWxqhEbzLiidbIQtWSeAf4FnD4FPt4S36MAs4BHlVKDe31yEKgvt49A9gohef8E0OkJ4mamhqcTqevJQEQa4+jvFy6m4QIhpAkCa31Wq310U52uxb4i9bapbU+gTuxXBNoR6VUklJqqP8XkBPUoIPIe6JtcTgM0Zrwv1kd6UnC263knyRiomNpbGygoUHKionIYoSBIG1F0j2JwbRuaRwBBnWw7724V8bz//q8N4PrCf/EYIQTl3+8kZ7UvDeo/bubYuxxAHJfQkQMI3eRRVKS6I5ngWFtvuaEM6BTcTqdeD8i3tnBkcyYSeKbj7I3ScgIp77NSCdeI7YgvLo1BLaXHcFd6sO7ZnbbloWP1roSqPTfFqkfGIfDgcvlwm420+h0UlVVFfGTvPxXdov0JFFeXo49KrrV/7/MlegfjHjijdTz1KlEUktiCbBIKWVSSqUDVwJLwxtSz3m7POyeYXtG6ALxrsnd9nEkqqio8M2y9rJZozCbLZIkRMQxYmIL1RDYPyilCnHfXF6plNrl2b5MKTXVs9vrwCEgD/gaeExrnR+K+HpTaWkp4E4SUWaz7/tI5t+SiPQkUV5W7ute8lJKEWuPNURCFiLShaS7SWv9Y+DHAbZf6vfYCfwwFPGE0tGj7kFdVpMiI9rO0SNHwhxR5/yH6kbysF2Xy0VlVSXDB2bQ2Nx6QEB0lCQJIYIhkrqb+qSDBw5gM5kwKcWQ2FiKiooifoSTd/lPc1RURC8FWl1djdPpbNeSAIiJjpe5EkIEgSSJXlRZWcmRI0eI9tyPGJmQgEtrdu3aFebITs2bGGyx8TREcJLwthRio9sniVh7LE1Njb6JjKLvMOLNXyOTJNGLtm3bhgZire5evZzYGJKiotiyZUt4A+tEXV0dAPaEBBoi+CTrLb0RY49v91xMdHyrfYQQp0eSRC/avGkT2TExWD1j+JVSnJWUSF5enm/JzUjkSxKJyTQ3N0fszeuysrJW5cH9eVsXkiREJJHRTcKntLSU4mPHGJ+c1Gr7hJRktNZs3749PIF1QW1tLRabDVtsnO/7SFRWVkaMPS7g4vKxnpbEyZMnQx2WEH2KJIlesn+/e6mNMYmJrban2+0kR0X5no9ElZWVWGNiscZE9lKgJ06cIDbATWsAi9lCdFSMtCRERAl0QRPpjBexQRw8eJCkqCiSomztnhsWF8uhgwcjtnheRWUlzpYWyg/lAZGZJLTWnDx5ktiY9vcjvGKi4zhx4kQIoxLi1KS7SfgUFRYyMDo64HPZMTE0NjVF7Dj+8rIytMtFU637vkkkxllbW0tTUxNx0Qkd7hMXnSBJQogekiTRC2pra6morCQzJnCS8G4vLCwMZVhdUldXR2NjI8piQSmFLSYmIk+03pnr8bEdJ4n4mATq6+t9N+KFEN0nSaIXHDhwAIAhce1H3QBkRkcTZTaTl5cXyrC6xHvyNZndw3ajEpIispTI8ePHAYiLSexwn/jYxFb7CiG6T5JEL9i+fTvRFgvZMTEBnzcpxfD4OHbv2tWqTlIkKCkpAcBkcScJe1IKx48fj7i+1JKSEqwWa7vifv7iY5N8+4q+I9I+i90RqfchT0WSRJBVVFSwc+dOJqUkYzrFzNApqanU1tVF3MS6kpISzFYrJs8s8ejkFJqbmyOuompxcTEJsUmnnH0bHRWD1WqjuLg4hJEJ0TEjJjhJEkH2ySefYAKmpaedcr9h8XEMiI7m008/jag1G4qLi4lOTvV9H5OS6tseKVwuF8XFx0iMSznlfkopEmOTKSoqClFkQpyaDIHt506cOMGG9euZnJpCoq390Fd/SinmZmZw8uRJNm7cGKIIT8198i0mOuWbBBednAJKRVSSKC0tpaWlmaSE1E73TYpP5dixYxHXrSf6J0kS/dwXX3yBAuZkZnRp/9GJCWTHxLB61aqIaIaWlZXR3NxMTOo3ScJksRKdkBhRI7EOH3YvWJjchSSRkpiG0+mMqCQngkMK/YWGJIkgaWlpYdOmTZyZlEic1dql1yilmJqWyomTJykoKOjdALvA2y0Tk9K6qyw6NY2iCDrJFhQUYLNGnXKOhFdKQjoA+fmGX79KtBEJF1b9gSSJIDl27BiNjY2MTUrq1uvOTHIP0zx48GAvRNU9RUVFKJMZe1Jyq+0xKelUV1VFTA2nQwcPkZo4wHcluT1vI1U1FVTVVPD5lo/ZnvdN9509Kpq4mHgOHToUrnCFMDRJEkHiLSSXGhXVrddFmc3E22wRUWOosLCQ6ORk38gmL2/3UyR0OVVUVFBeUU5q0gDftqrachzOFhzOFsoqS6mqbT1DPDVxAIcOHTLk8EMhwk2SRJB4Z/XGWbu/ImycxRL2WcFaawqLiohJTW/3nDdJRMIoIW+LKz05s8uvSUvOpLGxUe5LiLAzYheZJIkg8a4FbT2N0QsWpWhqagp2SN1y8uRJGhsaiElrnyTMtijsiUkciYD1ufPy8oiy2UnwTJTrivSkDN9rhQgnI46ykyQRJKWlpcTZrFhOI0kkR9k4UVoa1qsMbwKITQs8MismbQCHDx8Oa4xaa/Ly8khLyujWyBZ7VAzxsYmSJETYeP9uwn0xeDokSQSBy+Xi0MGD5ES3LxHx78IiSuobKKlv4NW8A/y7sH2XTU5MDDW1tWEtpHfo0CEstij3vIgA4jOyqKurC2uMpaWl1NTUdKurySs9OZP8/PyIXWVPdJ0R7y15L2qMuOa6JIkg2Lx5M5VVVYxrswodQElDA00uF00uF4dr6yhpaGi3z5ikRCwmE5988kkIom1Pa82+/fuJy8zq8Ao9PjMbIKyLJXlbAunJWd1+bXpyFg6HwzfHQhiXt2vXiIwYuySJHqqvr+ej5cvJionxDWftrnirlelpqWzZvDks4/lLSkqoqqwkYeDgDveJSkjEnpDI7t27QxhZawcOHCA2Os63fnV3pCW5h8x6K/QK4zLiidbLiBMAJUn0gMvl4q233qK2pobLBg3s0QdgTmYGyfYo3nj99ZDPR9i6dSsoRdLgYafcL2nIcA4cOBiW+RLuLr1DpCZ1bTZ7W1aLjaT4lIiYjyJ6prGxMdwhnLaobg6RjwSSJHpgzZo17NmzhwsHZndYFryrosxm5g8ZQl1dHX//+99D1u/qdDrZuGkTCVk5WDtYSc8rZfgotHaxefPmkMTmr6SkhIbGBtJOM0kApCVlcOTIEUNfiQpj3vz1stvt4Q6h20KWJJRSo5VSXyml9nv+HRVgn0eVUqVKqa2er8Whiq+7CgoKWL5sGWcmJTItrfMaQl2RGRPNdwZms3//flatWhWUY3Zmz549VFdVkTZmbKf7RienEDcgky+//DLkNw+9M6bT/CbRdVdq4gBcLldEDOUVp8/IScLcZqKqEYSyJfFnYLHWejSwGHi+g/1e01rner7uDl14Xae1ZumSJSTYrHx30KCg9jNOTk1hbFIi//7oo15fw0FrzWeffUZUXDxJg4Z06TXpZ46jrKyMnTt39mpsbeXn5xNjjyXG3v37EV4piVLHqS/wtgSNNy3NmCOzQpIklFIDgMnA3z2b/g5MVkq1n7llAHl5eRwvLeXbGRnYLcG9MlBKceHAbLTWfPXVV0E9dlt5eXkcOXKEAeMmoro4vyN5yHDsCYmsXLkyZB94rTX5+fm+Yn2ny2aNIiEuKSKKKYrT55uQZqAs4R362hBgdGOkC1VLYhBQpLV2Anj+LfZsb2uBUmq7UupjpdQ5gQ6mlEpSSg31/wJyeiv4tnbt2oXNbOasAENegyHRZmNEQjw7tm/vleOD+4pm2fLlRMXFkTbqzC6/TplMZE6cwrFjx9jei/H5q6iooKamxtcS6ImUhHQOHz5syCs64fbNIl3GyRLexBbu8junI9JuXP8ZGKa1ngA8CbyrlArU4X8vkN/m6/NQBdnc3IzdYj6t2dVdFWex9OrEr+3bt1NUWEjmxKntCvp1JmXYSKKTU1i2bFlIygx4r/yDkSRSE9NpamqSda8DMEpdIW+cLoPE6y9SKil3R6iSxFFgoFLKDOD5N9uz3UdrXaK1bvE8XuF5flyA4z0LDGvzNae3gm/LZDLhdPXuB9Sp9SnXyO6JlpYWPvzwQ2JSUkkdMbrd80fXfUF9eRn15WXsW/4uR9d90ep5ZTKRM/UcKioqWLt2ba/E6C8/Px+rxUpiXFKPj5WSOMB3TNGaUW4Iey9MImnZ31PRWvtaruXl5Z3sHXlCkiS01qXAVuA6z6brgC1a61Y1HpRSA/0e5wJDgX0BjleptS7w/wJCVsc6LS2NupYWGh299yE92dRM2oDTH8lzKmvWrKGyspKcaTMD3ouoLz+Jq6UZV0sztcePUV9+st0+CQMHkZgzmBUrV1JTU9MrcXodOHCQlIR0lAr8cW1xtGCz2Zg9ezY2m40WR8ctsBh7LNH2WJkvEYBRJnp5T7gugySJqqoqX+un5JjxWrCh7G66C/gPpdR+4D8836OUWqaUmurZ53Gl1E6l1DbgL8BNWuuI+62mpblLZ1c0d37l1eR0tjqBNXXxg13R3Ox7n2Cqqqrik08/JWnIMOKzBnb+glPImTaTlpYWPvrooyBF115VVRUnT54g7RT1mhyOZqZPn868efOYPn06DkfH8yCUUqQlZXDwwEG5L9GGrZN12SOFxeIux9/dbtJw8a7DYjaZKSwqNEy3nlf3Fz84TVrrvcCMANsv9Xt8S6ji6YnERHf5jZoWB51VEWp0Opk+fQbz5s0DYOf6dZ0e3+Fy0ehw+N4nmJYvX47D4SRnasAxAd1iT0wi/YxxrF+/npkzZzJwYM+STiD79rkbkgNSOv5NWyw21q9fD8D69eux22JPecwBKVkcLTlEUVERgwYFGjvRPxmlJREX5x4G7U0Wkc57/yvKFk19Yy1VVVUkdXMFy3CKtBvXhuCdENOVG2d2s5n169fz7rvvuk9gXbj68R7XFOQb44WFhWzatIkBY8cTFd/5+tBdkTVxCpYoO++9/36vXCHt2bOHaHvMKdePsFqsNDc3s3btWpqbm7FaTr3GeEZKNgoV1jpU4vQlJ3uW1zXIFXlZWRkmZcJidic17yqWRiFJ4jRUVVUBXVuFLspsbnUCi+pCkrCZzVjNZqqrq3scq5fWmvc/+ACr3U7WhElBO64lKoqs3CkcOniQvXv3Bu244B5Ftm/fPjJTcoJ6lWuzRpGSlB7yCYGRzig3gr0t7GBfRPWWyspKTCYzJpP7b997/jAKY/yWI4jWmi/WrsVusZDei3VYBsfGsHnTpqDVn9+3bx+HDh4kc+JUzLbgFhlLGz0We0IiH374YVD7+fft20dLSwtZ6cHvEspOG0xJSUlY18eINEa5R+O9d2KU7rG6ujqUUpg8Ay+MNgxWkkQ3uFwuVq9ezf68PL6VMaBLrYLTdX5WFg0NDSxdurTHVS+11iz/6COi4uJJG931iXNdZTKbycqdxvHjx9m2bVvQjrtt2zaibPYeFfXrSLYn8YRqQmCk8m89GKXwoTdmo90A9jJKC8jLWNGGUVlZGc//+c98+OGHjEpICFpRv45kxkQzNyuTnTt28PRTT/VosZ9du3ZRXFRE5sQpvTYiJHnYCGKSU/l4xYqgXJG2tLSwZ88eMlNzeuWPKtoeS0pier9PEv4TNo2SJLxX4kZJEgkJCbi0C5e74ATx8fFhjqh7JEl0oqqqig8++IDfPf00hUeO8N3BOSwYPhRzCK4GZmdmsHD0SMxNTfzlL3/htdde8w2n6yqtNSs/+YSo+ISAE+eCRSlF5sTJnDxxgh07dvT4eAcPHqS5udl3xd8bslJzKC4uprKystfeI9L5n2iNctItKysDjBNvUlISLpfTd/FkpJFNEMIhsEZz4sQJVq1axaZNm3A5nYxNSuKCgVkkhngs+aDYWO4YM4q1JcdZv3s3O3bsYNSoUZx33nmMGDGi037Z/Px8igoLGXz2nC4X8TtdSZ7if6tWrWLChAk96jM+cOAAJpOpV7qavAakZrPr0BYOHDjA1KlTO39BH+TfejBKS8Jb+LKuvh6tdcTfm3C5XCi+idEoAwS8pCURwOeff86TTz7Jpo0byU1O4u6xZ3D1sCEhTxBeVpOJudlZ/OdZZ3J+dhbFBQU8//zzvPHGG53Wd/riiy+wRNlJHdl7rQgvpRTpZ46nsLCQo0ePdv6CUzh69CiJcSmYzb13HZMQm4TFYu1xrEbmX3urN2uFBZO3tEVTY6OvVRHJioqKMJvNvs9ycXFxmCPqHmlJ+HG5XHz44YesWbOGMxITuXTQQOKspx5zH0p2s5lZGQOYkZ7GV6Un+Gz7dmpqali4cCExAVbGq6+vZ9euXaSOPhNTJ3MHgiV1xCiKNn7Fxo0bGTy44zWzO1NeXkFcdPAnE/pTShFrj+v1dTsimdG6m1wuF83NzZhtNpzNzRQXF/dKZYJgcTqdlJSUEGW1YzKZsEdFU1RUFO6wukVaEn52797NmjVryIy2M3/YkIhKEP4sJhNzMjOYkZ5Gfn5+h2Ux9u7di9PpJGV4u0UAT8nZ3NyqlIizG90QZlsUCTlD2LFzZ49OOk6nA7Op98sumExmwzX/g8m/JRGKir495Z075B3GHekF8xobG3G5XL7BF3ZbtOHKhUuS8DNy5EjOOussShoa+dvBfKoitI+22elkZVEx60+cZEB6OrNmzQq43/79+7Ha7cSkda9QoLOldS0kZ0v3fg+JOYOpranpUTnu2NhYGpt6f4GWpuaGgK2w/sK/Pz/S+/bhm0Tmvb9mlC6yhqZ6qmoqqKmv5vjx4+EOp1uku8mP3W7nlltu4euvv+a9997j97v2MDA2hjMSExmTmEBaGBcxr2txsL+6in2V1RyqrcXhcjFjxgyuuOKKDguzFRUXE52a3u0/frO1dS0kc2z3huzFpruTUnFxMVlZnVW3Cmzw4MFs2bIVp8vZay2KuoYa6hvretQtZnT+/ePFxcUMGzYsjNF0zu75G9Se1l90dHQ4w+mUN6m5XC5cuEc3GW11OkkSbSilOOeccxg9ejRbt25l544dfFJUxCfFx0iz2xmTmMAZiYlkx0R36eSbGR1NSb37Q5EZE01mNz7UlU3N7KmqYl9VFUdr69BAclISZ8+cyYQJEzr9g66qrCRuyPAuv5+X2WajoaLZt1ZEXHL3bthHxbnrQvVkaOnEiRNZv349RccLGJw14rSPcyr5RXkopRg/fnyvHN8I/P+PjFAuwtvqc3lOvrGxpy7mGG6BWg0tLS2GGJXlJUmiA6mpqZx//vmcf/75VFZWsmvXLnbt3MlXhw7xxfFSEm02zkxMZGxyIgNjYjr8D784ZyAlniuHW0aN7PR9K5qa2F1ZxZ7KKoo9JTmysjK54JyZnHXWWWRnZ3f5w9XicGDqxdFBHVGeCXs96eMeOXIkWVlZ7CnYRnb6YCynuPGeGJdCVY375nNifDKJcSmdHr+uoYZDRfvIzc013Lj1YPJ132CMexK+iZqev4FIjznQJFin08nx48fJzOy4/H0kkSTRBUlJScyaNYtZs2ZRX1/P7t272b59Oxv27+frEydIsNk4MzGBqWlppNq7Xxep0eFkU1kZuysrOeZpdQzKyeGyuXMZP348qamnN7s7NjaWlsbQN20dnjIiPbnKM5lMXHXVVSxevJhteRuYfMY5HSbHCaOmUlXrvoE5Z9JFnR7b5XKycfcXWCwWLrvsstOOsS/wdlVqjLGehHcyqSUqCpejhaKiIqZNmxbmqAJzuVzs2L4Dq8VGS5s1TrZv3y5Joq+KiYlh6tSpTJ06lYaGBnbv3s22bdvYuH8/G06WMTk1hW9lZnRpZJTD5WLjyTI+P15Kg8PhSQwTmTBhAikpnV8Nd2ZAejqFJ0Jflri+zF00Lz29Z2tSDx06lAsuuICVK1eSHJ/K8JwxPY5Na82OvE1UVJ/kxhtv7JU1O4zE6vc5tUboaD5/mzZtAsAcZSchMYktW7dy+eWXR+TaEvv27aO8opy4mIRWScJqsbJu3XrOO++8iIy7rciPMIJFR0czZcoUpkyZQm1tLStWrODrr79me0UlczIGMHNAxzeND1RXs6ywmMqmJkaNGsVll10W9EV7xowZQ17eBzRWV2FPCN3JsPJoARarleHDu38/pK0LL7yQoqIiduzdSHRUTI8rwuYd2U1+8X7OPfdcJk6c2OP4jM7/PkSk35Oora1l46ZNWOzu+4HpZ5xF3scfsmnTJmbMaLeeWVi1tLTwwfsfEBsdR5TVTi3flP2PjoqlurqSzz77jAsvvDCMUXaNDIENkri4OL73ve9x//33M2rMGD4pPsbqksBD3Q7V1PD2oQKiEhO5/fbbueOOO3plVbfc3FxMJjOlu0NXxM7R2ED5wf1MnDAhKFemJpOJG2+8kZyBOWzYvZYTFac/rLagOI/dh7YwceJELrnkkh7H1hecPHkSi1LYTKaIL5u+Zs0aHC0tuBwO6svLOLZtMxZ7NJ98+mnEzXVZtmwZpSdKmTBqOrS5TrRabeQMGMrKlSs5cuRIeALsBkkSQZaens4tCxcydepU1pQcZ/PJ1mUDShsa+Ef+YdIHDOBHd9/NmDE970LpSGJiIlOnTuHk/r00VoZmVnHx1o24HA7mzp0btGPabDZ+cPsPSE9LY92O1VRUd78LrfB4AVv3reOMM85gwYIFhivX3Bu01hQVFmIxmbCYFMeKiyPuZOtVU1PD2rVrsdjtuBwtuFqaqT1+DIvdTkV5ORs3bgx3iD6FhYWsXbuWYQNHk5GaTYujpdXk1BZHCxNGTyfKZmfJkiURP9Nd/lJ6gVKK+fPnM2LECFYeK2m1zOmK4mNYbDZ+cPvtIZnE9Z3vfIeoKBuHv1qN7mIJ75iUNExWGyarjbiMLGJSulb2oOb4MU7s3cXs2bPJyAhuYb7Y2FgW3bGIhIR4vtr+KdV1lV1+7fGyIjbt+ZJhw4Zx0003GaIfOBQOHz5MWXk5sRYLsRYLdfX1PSpJ35uWL1+Ow+nEFtd6zo4lyk5cegbLP/ooYuYfbNq0CbPZzNjhuQA4HK0npzoczdisNsYMmUBJSUnE13KSJNFLzGYzl19+OY0OBzWeWaFFdfUcrK7h3LlzQzbsMj4+nivnzaP2eAnFWzZ06TWDZswiJiWVmJRUxlwyj0EzAs/o9tfS0EDB6pWkpKRy8cUX9zTsgBITE7nzrjuxRdn4avunNDR1vmpfRfVJ1u/6nKysTG677TZDjOAJlZ07d2JWihiLmWizhSizOSKXdD106BAbNmxgwJnjAw7pzpkxi7ra2g7L04Saw+HApMyYTe5YLRZbq3XuLRb3Z9Dq+TdSW29ekiR6UU5ODqNGjaK2xQEatpSVYbNamTlzZkjjmDJlCtOnT6dkxxbKD+UF/fguh4NDn/0bV3MTt9xys29WbG9ISUnh9ttvx+lysG7napzOjsfJNzTVs27nahLi4/nBD37Qq3EZ0b69exkSF4dJKZSCkfHx7N2zJ9xhtdLS0sKSpUuJiosnKzdwOffYtAEMOHMcX375Jfn5+SGOsL0xY8bQ4mjm2El3dWGrxdpqnXurZ87P0ZKDxMTEkJ2dHc5wOyVJopdNmjQJh9Y0uZzsqapm7FlnERUV3DWmu+J73/sew4YPp2DtZ9QcC14VSu1ykf/5p9SWlrBgwYKQfOAHDhzIddddR2V1GTsObAocl3axcfdanC4nt952KwkJCb0el5ForamurqampZmS+gZK6hs4WldHTW1tRF3ZfvLJJ5w8cYLB53wL8ykGQmRPnkFUXDxLli4N+wS7sWPHkpqaSt6RXR3eb6iuraSkrIjZs2dHfPenJIleNnbsWACqmltocDgYN25cWOKwWCwsvOUW0tPSOPjpR9SdLO3xMbXWHPn6cyoPH+Lyyy8P6ZDScePGce6551JQnEfJyfar9eUd2U1ZZSlXX33VadeP6ssOHTpEfUMDLg1NLhdNLhfVnnIReyKkNVFSUsJnn60iZfgoEga6hz53VKHYbLUyaMZsTpSW8tlnn4UzbEwmE9/+9reprCmnvCrwiLGDhXuxWELfq3A6JEn0stjYWGxWKw2eq7NgzB04XTExMdxxxx3Ex8VxYMUyGipOv8yy1pqijV9zcv8ezj//fL797W8HMdKuufjii8kYkMH2vA3gd8VW31jLvsM7GDduHJMnTw55XEbw2aefEmO1EmNpXTzRrBSffvJJ2EfcOJ1O3nr7bcw2KznTvzmRnqpCceKgISQPG8nKlZ+E/WbwlClTsNmiOFJysP2TWlNUephJk3IjvvYUSJIIiShPX3hSYmLYF0FPTEzkzjvuwG6zcmDFBzRVn94EqpLtmzm+axszZ87stRvVnbFYLFz5vSupb6xrVVZ8X4F7je0rrrjCMEXUQqmoqIh9+/czPS0VU5vfT6LVytHCQg4dOhSm6Ny+/PJLigoLGXT2HKz2b4pieisUe28Cm62tByIMnjELc5Qt7ENLbTYbZ555BsfLi901T/y0OFpwOFuYMGFCeILrJkkSIeBdOSs+QvrF09LSuOvOOzEDeSs+pKW+e4uglO7ZSfGWDUyZMoV58+aF9UQ8cuRIhg8bTmNLI4mxyTQ2N3CkJJ8ZM2aQnJwctrgiVV1dHa+8/DJxVitTAtQEi7VaSIqK4vXXXutRFd+e+vrrr4nLyCR5aOsKwGabrdVNYHOb0WoWezSZE6dQWFjYo/VMgmH48OE0NjXgcrW+x9PiaEEpxdChQ8MTWDeFLEkopUYrpb5SSu33/NtuuTSllFkptVgpdVApdUApdXuo4utN3kWBImkCV0ZGBrf/4Ae4mho5sHJZlxcWqig4xNF1axk7dizXXHNNRPxMs2bPwul0kJE6kKMl+Wjt6nAhpv7K4XCQn5/P0qVLqa6uZsHwocRa298wNSnF9cOH0tTYyJIlSzh48GBYFvaxWq04m5txObr/3g7PfIlw3xD2DuKIstmxmK1YzFZSkwZgMplISUkxzGi7UP4W/wws1lq/oZS6EXgeOK/NPjcAI4FRQCqwRSm1UmtdEMI4gy4uLg6IvDWEBw8ezC0338xf//pX8levZMR53/Gt+BVoAl3dyVIK1n7K4MGDufHGGzGbe3950a4YO3YsVquNYyePUlNXRVZWFgMGdG81vr7E5XJRXl7O8ePHKS4uJv/QIQoKCmjxjPqZnTGAbM9EzianE5vNxvTp01m/fj1NTidpdjvnZmbwyf797N+/H4vZzOAhQxgxYgRZWVlkZmaSmpraqxcI5557Lm+++Sb7P3qfoXPOw56Y1PnP7WihaMsGSndtZ9y4cT0uMNlT9Z5S/8NzzqDF6U52cyZdxMbda6moOYHT6YyYv6FTCUmSUEoNACYD3mpWfwf+qJRK11r73/6/FviL1toFnFBKvQNcAzwZijh7i/ePKRL7x8eMGcOVV17Jv/71L45t30y2Zyx62wl0jqZG8ld9TEJcHLfeemtEVQy1WCyMGDGcwwVHaWxq4NzJob+JHg4ul4vKykpKSkooKSnh+PHjlJSUcKK01JcQADKio5mUnMTQuDgGx8US43eF3eh0Mn36DObNmwfAzvXrAJiZMYDJqakcqaujoLaWwyXHWHnokK973WI2k56eTkZmJhkZGWRmZpKZmUlKSkpQkkdubi4Wi4W33nqL3e8uIXN8LpnjJxGTkkZ9ubvUjXvCp/tipvLoYQrXraWptoZzzjnH9/OEi8vl4uN/f0x0VAxpSQPYd/ib53IyhlF4vIAvv/ySOXPmhC/ILgpVS2IQUKS1dgJorZ1KqWLPdv8kMRjw+3VyxLNPK0qpJCCpzeacIMbbr5xzzjkcPnyYzZs3Ep+ZTXxm67kOWmsOf7GalvoG7rznbl/LKJIMHTqUvXv3AjBkyJAwR9M78vPzWbt2LZWVlVRUVFBTU9Pq+QSbjfSoKKYkJ5MeHUW63U663U7UKa5W7WZzq6VqU/z2tVvMjE5MYHSi+15as9PJicYmTjY2UtrYyIn6Ogr27GHr1q2tjhkXF0dycjJJSUnMmDHjtOuTjRs3jgcffJAPPviALVs2UX5wP4PP+Zbv+UEzZtFcX8eBTz6i6mgB6QMGcPWNNzBiRO+sZNgdpaWlFBUXMXH0dExtlt/NSMkmOSGVjRs3SZLoRfcCj4Q7iO6KxJYEuOO66qqryC8o4MhXazjzimsw+Z0sKg/nU3kkn8suu4xBg3pWqru3+NeKCnbdqEjx3HPPdfic1WTCZjbR4HRyvLGBqpZmjtbWEWU2u79Mpm8em92PrcqEQvluBAOo6GgK6+podDppdrpocjlpdLpocjo9X+5tTU4nTS4XFpMiymymyW8CXm1tLbW1tRw9epQdO3bwxBNPnHa3SkJCAtdffz3Tp0/nn//8J3krPiR70jQyJ0ymtrSEQ599DI4WLr30UubMmRP2+xBecXFxWK02jpbkk5U+qNVqiaXlx6iuqyJncGTPtPYK1W/0KDBQKWX2tCLMQLZnu78jwBDAW2SobcvC61nglTbbcoDPgxVwMHlH2eTm5oY3kFOIiori6quu4sUXX6R0zw4yx+UC4HI6KdzwJVlZ2RF91eO/SFNfHdX0wAMPcPToUaxWK01NTTQ2Nrb6ampqoqGhgabGRsoaGtz71NXT3NTUdhRmh441NPDS/gMBn4uy2YiKisJut2NPiCbWbifVbsdut3+z3e+rpaWFrKysoPS7jxw5knvvvZclS5awdcsGtMvFib07SYiN49Zbfxhxq7zFxcWxYMG1/P3vf2f1xuVMO2sOyQlp7M3fzt4C96p0864Mb5dYV4UkSWitS5VSW4HrgDc8/25pcz8CYAmwSCn1T9w3rq8E2p2ZtNaVQKX/tki9Sgf38qePPPJIxE+cGTNmDKNGjaJg5zbSx5yF2WqlLG8vzXW1XHbdgoi+yeZfdiOS4+yJAQMGnNYNeZfLRXNzc7uk0tLSwoYNGygv/2ZSZUpKCjNnzmx1so+KiiIqKirsI9lsNhvXXXcdNbW1HNy2CZPJxKJFt/uGmEeaCRMmkJaWxquvvMoX21aSlTaIwuMFTJ48mauvvtowxSZD2Ta7C3hVKfU/QAVwM4BSahnwP1rrjcDrwAzAW4XuMa11+Ct2BUEk9uMHcv755/PnP/+ZysOHSBkxmhN7dzIwJ4fRo0eHO7RTCkXZdaMymUy+E35b48ePD0NEp89kMnHe3LkcPHCA8ePHR2yC8MrOzuae/7iHP/zhDxQeL+Dss8/mqquuiuiL2rZCliS01ntxJ4C22y/1e+wEfhiqmER7w4cPJy0tjbID+4hOTqGhsoKzzz8v4j/U4b7KFaEzatQo7r777ojrYupIfHw8Dz74ILW1tSQlJUX831Jb8pclWlFKMX78eGpLSyg/5O6bDldRQiEC8c5WNspkNHBPDkxOTjZcggBJEiKAUaNGoV0uju/aRlZWtmG6yoQQwSdJQrSTk/PNlJNBg4w1/cQoXRBCGEVkDCoWESU6OhqzxYLT4TBUeYsHHnggLAs6CdGXSZIQAZmUwomx5hwYKaEJYRTS3SQC8t6HCPf6F0KI8JKWhAjo6quvZvv27a3uTwgh+h9JEiKgMWPGnHZhNiFE3yHdTUIIITokSUIIIUSHJEkIIYTokCQJIYQQHZIkIYQQokOSJIQQQnSoLw2BNQMUFhaGOw4hhDAMv3NmwNW6lNZdXdgwsimlZhOhy5cKIYQBzNFar227sS8liShgGnAMcHayu+icd83wOYA0z0Qkkc9mcJmBLGCD1rqp7ZN9prvJ88O1y4Li9PgtjlKotS4IYyhCtCKfzV5xsKMn5Ma1EEKIDkmSEEII0SFJEkIIITokSUJ0pBL4pedfISJJJfLZDJk+M7pJCCFE8ElLQgghRIckSQghhOhQn5knIU5NKVUANHq+AD7TWt93in0v11rvDE10or9TSq0DogAbMBrwfva2aK1vDVtgQpJEPzNfTvwiEmmtZwAopYYCG7XWuf7PK6UsWmtHGELr96S7qZ9SSl2vlFqnlNri+Tq/g/0eUUrtVUpt9eyX5Nk+Qyn1mVJqk+frspD+AKLPU0oVKKWeUEqtB55XSi1USi31e77t9z9VSq1XSm1WSr2vlMoMS+B9jLQk+pelSilvd9P/B5yttdZKqTHAJ7hr4vgopVKA+4AsrXWDUioeaPAkij8Dl2qtjymlsoANSqlxWuvKUP0wol9I0FpPB3dS6GgnpdSNwAjcn2mXUuqHwNPADSGJsg+TJNG/+LqblFLTgX8rpQYCLUCmUipTa13it38VcAB4TSn1MfCB1rpGKTUTGAYs96ujo4GRwMYQ/Syif3iti/tdAUwFNns+kxbcn1/RQ5Ik+q+/A/+ltX5HKWUC6gG7/w5aa6dS6mxgFnAesEkp9R1AAdu11t8KddCi36n1e+ygdRe5/+dVAf+rtX4pJFH1I3JPov9KAvI9j2/DPbKkFU/3UrrWerXW+hHcI07GAV8Co5RSc/32nab8mhVC9IIDwASlVJRSygbM93vuPeBHSqlkcC8doJSaGI4g+xppSfRf9wLvKKUqgI+AsgD7JAL/TykVjfuCYjPwT611o1LqCuBJpdSzuIctHgK+i7vbSYig01p/rZRaCewCioFtuNdBQGv9ulIqDVjtuVYxAc959hE9IGU5hBBCdEi6m4QQQnRIkoQQQogOSZIQQgjRIUkSQgghOiRJQgghRIckSQjRhqcm0Npwx9FdSqlHlVJvhDsO0bdIkhCilyiltFJqZLjjEKInJEkIEYGUUjLRVUQESRKiX1NKDVJK/VMpdUIpVaaU+mOb54d6WgQWv22rlFK3ex6PVEqtVkpVKaVOKqXe9mxf49l9m1KqVil1rWf75Z6y65VKqS+VUhP8jlvgKXe9HahTSlmUUmd79qtUSm1TSp3rt/8wz3vXKKVWAGm99GsS/ZgkCdFvKaXMwAfAYWAoMBB4q5uH+RXwMZCMu9T6/wH4FT+cqLWO01q/rZSaBLwE3AmkAs8D7yml/OtmXQdchru2VgbwIfC/QApwP+4yKemeff8GbMKdHH4F3NLN2IXolCQJ0Z9NB7KBB7TWdVrrRq11d29YtwBDgOwuvP4O4Hmt9TqttVNr/SrQBJztt88ftNZHtdYNwI3AMq31Mq21S2u9Ancp9kuVUoOBacAvtNZNWus1wPvdjF2ITkmSEP3ZIOBwD5fFfBB3mer1SqldSqnbTrHvEOC/PF1HlUqpSk8M2X77HG2z/zVt9p+Nu6hdNlChta7z2/9wD34OIQKSm2OiPzsKDO5k/WTvSTgGqPY89i2L6VmkaRGAUmo2sFIptUZrfaCD9/u11vrXp4jJv+LmUeB1rfWitjsppYYAyUqpWL9EMRipwiuCTFoSoj9bDxwDnlBKxSql7EqpWf47aK1PAEXAjUops6elMML7vFLqGqWUd9nXCtwnaZfn++PAcL/D/QW4S7nXB1ee97zMs25HIG8A31VKXex5b7tS6lylVI7W+jDurqdfKqVsngT13R79NoQIQJKE6Le01k7cJ9aRwBGgELg2wK6LgAdwr7lxFu5Fl7ymAeuUUrW4F775T631Ic9zjwKverqKvq+13ug51h9xJ5QDwMJTxHcUmAf8HDiBu2XxAN/83V4PzADKgUfo+lKfQnSZrCchhBCiQ9KSEEII0SFJEkIIITokSUIIIUSHJEkIIYTokCQJIYQQHZIkIYQQokOSJIQQQnRIkoQQQogOSZIQQgjRof8fJ6SshQC+jWMAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1075,7 +1182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 389,
+   "execution_count": 96,
    "id": "831855aa-02f9-43ba-9629-2e01c7dcc42a",
    "metadata": {},
    "outputs": [],
@@ -1086,13 +1193,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 427,
+   "execution_count": 97,
    "id": "872c4e39-cf55-49af-83b9-0efdec594a4b",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x216 with 1 Axes>"
       ]
@@ -1151,7 +1258,37 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86bea457-47a1-47bb-a7b1-f313845b8e7d",
+   "id": "8edddf31-b276-44ee-9d71-8e2036a70c7d",
+   "metadata": {},
+   "source": [
+    "#### Compare cre line variance only\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "5f6f062a-fb44-4b4f-ba59-bbf9845fe7e6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tmp = variability_df2[(variability_df2.clustered==False)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "4886988a-9958-4721-ad79-4ff94ca1c45b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "SSE = []\n",
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    SSE.append(tmp[tmp.cre_line==cre_line]['sse'].values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ec019129-800a-4016-bf11-1ad8933ea4f6",
    "metadata": {},
    "source": [
     "#### Statistics"
@@ -1159,15 +1296,85 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 325,
-   "id": "ddbeba14-e6b6-488c-9524-9085e2106356",
+   "execution_count": 108,
+   "id": "fd9e8136-439d-41bc-80e6-293b52bb59d0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import ranksums\n",
+    "from scipy.stats import f_oneway"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "2f1b488d-09e8-4342-81e3-29d4181ba7d1",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "one way anova to test cre line variabilit\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAEICAYAAAD/UOueAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXvElEQVR4nO3dfbhdVWHn8e9PXhKYING24oU4BrEW7DhDZngZQCwCPn1EpVbBh7EFsYPjjGPLi4NgfcHW2iGgAr50bIE+abRTeWlL7TBMZ5BmJGGQ8hIsOCjy5A6NCRbFgIGEF1nzx94XNyfnJufe3HvOSu738zzn2eeuvdY6e+Vkn9/de699T0opSJJUgxeMegMkSZpgKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqoxUCgl+fkkVyVZm+TxJN9Kcn6SeT31jkyyMskTSR5KclmSPfv0Ny/J0iTrkmxKcmuS4yZ57ZH1KUkarm2GUpL9gNuAw4HPA2cDdwD/GbiiU+9g4GvAfOCcdt17gav6dLus7efLwJnAs8ANSY7oee1R9ylJGqZSylYfwHlAAX6xp/xa4Glgt/bn/w6sBRZ06pzRtj22U3ZYW3ZWp2w+8F3g6z2vMbI+ffjw4cPH8B+7DpBbL2yX3+8pf6gNpZ8keSHwBuDiUsrGTp3lwCXAO4Cb2rKT2nbPHWWVUjYnuRL4ZJKxUsr6Cvrcpvb05aHAeuAng7aTpDluF2AM+LtSypPdFYOE0v8Gfhu4MsnHgEeA1wGnA0tLKc8meU3b1+3dhqWUp5KsBpZ0ipcA9/WEAjSnCAMcTPMhP+o+B3EocPMU20iSGkcDK7sF2wylUsr/TPJRmmA6sbPqY6WUT7TPx9rl+j5drAe613XGgO9NUg9g30r6fJ4kC4GFPcW7ANx8880sWrRosqaSpI61a9dy9NFHQ5/P4kGOlADWACuAvwR+CLwJ+J0kD5dSvgjs0dZ7sk/bzZ31tM8nq0en7qj77HUWcEG/FYsWLWLx4sVbaSpJ6mOLyx7bDKUkpwB/CLyqlLKuLf6LJC8APpXkKmBTWz6vTxfzO+tpn09Wj07dUffZ61KaGX5di/D0nSTNmEGOlN4H3NEJpAlfpbmu9C/46SHYGFsaA7pt12+lHp26o+7zeUopG4AN3bIkk1WXJE3DIDfP7kN77aTHbu1yV+Ae4BngkG6FJLvTTDJY3SleDRyYZEFPf4e3y7vb5aj7lCQN2SCh9B3gkCQH9JT/G5rzgd8spTwK3Aic2hMMpwILgGs6ZdfSBNoZEwXt1Op3A6smjsgq6FOSNGSDnL67GHgjsCrJ52mmhL+5LftiKeUf23ofBm4BViS5guZ6yweAG0opN050Vkr5RpJrgIuSjAEPAO8CXk5zOrBrZH1KkoZvm0dKpZSvA0cCdwL/keaC/wHAh4D3d+rdCRxPM7PtEuA9wOXAyX26PQ24rF1+luYo54RSyqqe1x51n5KkIUopZdTbsMNKshhYs2bNGqeES9KAxsfH2X///QH2L6WMd9f51RUjtPj860e9CZJUFUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ0mSVA1DSZJUjYFDKcmhSa5P8qMkG5PcneT0njonJrkzyeYkDya5IMmuffpamOSPkjyc5PEkNyU5eJLXHVmfkqThGiiUkrwRWAXsBnwU+ABwI/CynjrXAY8Av9k+/xhwSU9fLwCuB04BPgd8ENgHWJHkgD6vO5I+JUnDt82jgyR7A8uA/1JKOXMrVT8F3AX8cinlJ23bx4APJflsKeX+tt5JwJHAr5ZSrmvrXQ18B7gAOK2SPiVJQzbIkdI7gYU0RxMk2StJuhWSvBp4NfCHEx/0rT9oX+PtnbKTgHXAX00UlFIeBq4G3ppkt0r6lCQN2SChdDxwH3BCkn8AHgMeSXJhkl3aOkva5e3dhqWUdcDazvqJuneUUkrP69wG7AW8spI+JUlDNkgovZLm2tGy9vF24C+B84BPt3XG2uX6Pu3XA/t2fh7bSj06dUfd5/O0EykWdx/AosnqS5KmbpAZZwuAFwHnl1KWtmV/kWQB8L4kvwfs0ZY/2af9ZmDPzs97bKXexPruclR99jqL5vqUJGmWDHKktKld/llP+Z/SzMY7rFNnXp/28zvrJ/qbrF739UbdZ69Lgf17Hkdvpb4kaYoGCaWJU13f7ymf+PlFnTpjbGmMZhJCt7/J6tGpO+o+n6eUsqGUMt590FyHkiTNkEFC6Y52uV9P+cT1lIeB1e3zQ7oVkuzb1lvdKV4N/KveGXzA4cBG4LudeqPsU5I0ZIOE0jXt8t9OFLQf/mcAjwO3llLupZmh9+86M/IA/gPwLPDnnbJraSYU/Eqnv58FTgb+qpTyNEAFfUqShmybEx1KKXckWU5zc+lLgDuBNwG/DHywlPJYW/Vc4KvA3yS5CvhnwPtp7gn6TqfLa4FbgeVJPgX8AHgfTUB+vOflR9mnJGnIBv3bd+8BPkkTRJfRTBP/96WUiycqlFL+G/A24Gdo/tTP24DfA36r21F70+oJNDe2/hZwMc0pwNeXUr7bU3dkfUqShi9b3m+qQbX3Kq1Zs2YNixcvnnL7xedfz/iFb5rpzZKkqo2Pj7P//vsD7N9OGnuOX10hSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSaqGoSRJqoahJEmqhqEkSarGtEIpyQeTlCSr+6w7MsnKJE8keSjJZUn27FNvXpKlSdYl2ZTk1iTHTfJ6I+tTkjQ8Uw6lJC8FPgI83mfdwcDXgPnAOcAVwHuBq/p0tQw4G/gycCbwLHBDkiMq61OSNCS7TqPNhcDtNIG2sGfd7wM/BI4ppWwESDIOXJ7k2FLKTW3ZYcApwNmllEvbsuXAPcBS4HU19ClJGq4pHSm1H/y/TnN00bvuhcAbgOUTH/St5cBG4B2dspOAp2mOUAAopWwGrgRem2Sskj4lSUM0cCglCfA54E9KKav7VHkNzZHX7d3CUspTwGpgSad4CXBfTygA3AYEOLiSPiVJQzSV03enAa8G3jrJ+rF2ub7PuvXAET11vzdJPYB9K+nzOUkWsuXpykX96kqSpmegUEqyF821pAtLKf0+zAH2aJdP9lm3ubN+ou5k9bp9jbrPrrOACyZZJ0maAYMeKX0EeAr4zFbqbGqX8/qsm99ZP1F3snrdvkbdZ9elNLP7uhYBN09SX5I0RdsMpXaCwFnAR4F9mktLQPMBvnuSxcCj/PR02BhbGgPWdX5ev5V6dOqOus/nlFI2ABu6ZZ1/C0nSDBhkosM+wO4006rXdB6HAwe1z8+jmXr9DHBIt3GS3WkmGazuFK8GDkyyoOe1Dm+Xd7fLUfcpSRqiQUJpDfCrfR73AuPt8+WllEeBG4FTe4LhVGABcE2n7FpgN+CMiYIk84B3A6tKKesAKuhTkjRE2zx9136IX9dbnuQs4JlSSnfdh4FbgBVJrqC55vIB4IZSyo2dPr+R5Brgovb04APAu4CXA6f3vNTI+pQkDdeM/kHWUsqdwPE0M9suAd4DXA6c3Kf6acBl7fKzNEc5J5RSVlXWpyRpSKbzZ4YAKKUcM0n5SuCoAdpvBs5tH9uqO7I+JUnD41dXSJKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqYShJkqphKEmSqmEoSZKqsc1QSnJoki8k+VaSx5M8mOQrSV7Zp+6RSVYmeSLJQ0kuS7Jnn3rzkixNsi7JpiS3JjluktcfWZ+SpOEa5EjpPOBtwI3AmcAfAccAdyU5aKJSkoOBrwHzgXOAK4D3Alf16XMZcDbw5bbPZ4EbkhzRrVRBn5KkIdp1gDqfAd5ZSnlqoiDJVcDf0wTW6W3x7wM/BI4ppWxs640Dlyc5tpRyU1t2GHAKcHYp5dK2bDlwD7AUeF3ntUfWpyRp+LZ5pFRKuaUbSG3Z/cC9wEEASV4IvAFYPvFB31oObATe0Sk7CXia5ghlor/NwJXAa5OMVdKnJGnIpjXRIUmAfYAftEWvoTnqur1brw2z1cCSTvES4L6eUAC4DQhwcCV9SpKGbLqz734N2A+4uv15rF2u71N3PbBv5+exrdSjU3fUfT5PkoVJFncfwKLJ6kuSpm6Qa0rPk+RA4AvASuBLbfEe7fLJPk02d9ZP1J2sXrevUffZ6yzggq2slyRtpymFUpKXAtcDPwJOLqU8267a1C7n9Wk2v7N+ou5k9bp9jbrPXpfSzPDrWgTcvJU2kqQpGDiUkuwN3ADsDRxVSnmos3ridNjYFg2bsnU9dSerR6fuqPt8nlLKBmBDt6y5tCZJmikDXVNKMh/4a+BVwJtLKd/uqXIP8AxwSE+73WkmGazuFK8GDkyyoKePw9vl3ZX0KUkaskH+osMuNDeWHkFzyu7W3jqllEdpbq49tScYTgUWANd0yq4FdgPO6LzGPODdwKpSyrpK+pQkDdkgp+8+DZxIc6T04iS/3lm3sZRyXfv8w8AtwIokV9Bcb/kAcEMp5caJBqWUbyS5BriovX/oAeBdwMv56Y24jLpPSdLwDRJKB7fLt7SPrv8HXAdQSrkzyfE0f0HhEuAx4HLgQ336PA34RLt8EfBN4IRSyqpupQr6lCQN0TZDqZRyzKCdlVJWAkcNUG8zcG77qLZPSdJw+dUVkqRqGEqSpGoYSpKkahhKkqRqGEqSpGoYSpKkahhKkqRqGEqSpGoYSpKkahhKlVh8/vWj3gRJGjlDSZJUDUNJklQNQ0mSVA1DSZJUDUNJklQNQ6lCzsSTNFcZSpKkahhKkqRqGEqSpGoYSpKkahhKkqRqGEqSpGoYSpKkahhKlfOeJUlziaEkSaqGoSRJqoahJEmqhqEkSaqGobQDcdKDpJ2doSRJqoahtIPyqEnSzshQkiRVw1CSJFXDUJIkVcNQkiRVw1DaCTjpQdLOwlCSJFXDUJIkVcNQ2sl4Kk/SjmzOhlKSeUmWJlmXZFOSW5McN+rtkqS5bM6GErAMOBv4MnAm8CxwQ5IjRrlRM2nx+dc/d+Q02XNJqsmuo96AUUhyGHAKcHYp5dK2bDlwD7AUeN3otk6S5q65eqR0EvA0cMVEQSllM3Al8NokY6PasFHrHkF5NCVp2OZqKC0B7iulbOwpvw0IcPDQt2hEBj2VN1kdg0vSTJqTp++AMeB7fcrXt8t9e1ckWQgs7Cl+OcDatWuntRG/8Q+PMj4+DsAzj35/Vp4DjI+PD/R80H5fu/QmVp537FbLB3k+iKnWl1S/zmfmLr3rUkoZ7tZUIMkDwL2llBN7yl8BPAD8Zinl8z3rPg5cMLSNlKSd39GllJXdgrl6pLQJmNenfH5nfa9LaWbsde0OvAK4H/jJFLdhEXAzcDQwvUOtHYvj3bnNtfHC3BvzTI53F5ozVn/Xu2KuhtJ6mn+QXhNl63pXlFI2ABv6tPnOdDYgycTTtaWU8en0sSNxvDu3uTZemHtjnoXxPtCvcK5OdFgNHJhkQU/54e3y7uFujiQJ5m4oXQvsBpwxUZBkHvBuYFUpZYsjJUnS7JuTp+9KKd9Icg1wUXtP0gPAu2hm050+ym2TpLlsToZS6zTgE+3yRcA3gRNKKauG9PobgN+h/3WqndEGHO/ObANza7ww98a8gSGMd05OCZck1WmuXlOSJFXIUJIkVcNQkiRVw1CaYdvz5YFJ9ktydZINSR5Lcl2S/Wd7m7fHdMeb5ONJSp/HQ8PY7ulKMpbkwiR/m+TH7TYfM4X2ByX5H0k2JnkkyZ8k+dnZ2+Ltsz3jTbJskvf41tnd6ulLcmiSLyT5VpLHkzyY5CtJXjlg+x1qH96e8c7WPjyXZ9/NlmXA22n+LNF3aaaY35Dkl0op/2eyRu2NvH8L7AV8EniG5ksIVyQ5uJTyo9nd7GlbxjTG2/Fe4InOz/3+xFNNfgE4j2as3wSOHLRhkkXA12lmL/02sAD4T8BrkhxeSnl6xrd2+017vK0naN7jrodnYLtmy3nAUcA1NON9KfB+4K4kh5VS/u9kDXfQfXja4+2Y2X24lOJjhh7AYUABzuqUzafZob++jbYfpPn22yWdsgNp/mP/7qjHNgvj/XjbduGoxzHFMe8F/Ez7/K3tGI4ZsO0fABuB/Tplx7d9/MaoxzYL410GbBj1GKY43iOB3XvKfh7YDCzbRtsdcR/envHOyj7s6buZtT1fHngScGsp5a5O2/uArwHvmJ3N3W4z8WWJSfLCdP6wVs1KKT8upfxwms3fDny1lPLc16aUUm6k+fuJVb7H2zleAJLskmSvmdqm2VRKuaWU8lRP2f3AvcBB22i+w+3D2zneCTO6DxtKM2taXx6Y5AXAPwdu77P6NuBVSfacwe2cKTPxZYkPAo8Cjyb54yQvntlNrEOS/YCXMPl7vGS4WzQ0ewGPAY8l+UGSzySZv61GNWk/bPcBfrCVOjvqPryFQcbbY0b3Ya8pzawpf3lg68U0X6Wxvs+69TQf8BN/Dqkm0x0vwI+AzwG3Ak8Bx9Kcm/6X7fWVJ2dyQyswcdQ42Xv8kiS7lFKm+hUoNVsPXATcRfNVBW+hucZyEPDGEW7XVP0asB/w4a3U2VH34X4GGS/M0j5sKM2sPYB+b8TmzvrJ2jHNtqM03fFSSrmsp+jaJPcAX6D500+Xz8gW1mPQ97j3qHOHVUr5UE/RnyVZC5yb5A2llP81iu2aiiQH0vyfXAl8aStVd9R9+HmmMN5Z24c9fTezpvPlgd3y6bQdpemOdzJfpJnFM9AU+h3Mjvoez7RPt8vq3+MkLwWupzkiOLmU8uxWqu/w7+8UxzuZ7d6HPVKaWVP+8sDWIzS/YU3WttD/tMCoTXe8fZVSnk3yPZpTITubifdvsn+vf9zJTt31VUr5fpKnqPw9TrI3cAOwN3BUKWVb997sqPswMK3x9jUT+7BHSjNrNdP48sD2N5K/Bw7ps/pw4P5SyhN91o3aambwyxKT7Aa8jLrvY5mWdsbdw/R/jw+j+bfc6bX3au1Oxe9xOxHjr4FXAW8upXx7W2124H14WuPdSl/bvQ8bSjNroC8PTPJP23O3vW3/dZIlnba/QHPx8JrZ3vBpmvZ4k/xcn/7OpTnV8TeztsVDkuSAJAf0FP85cGI7E2+i3nE0Hwa1vscD6R1vkvmTTAP/aLus8j1OsgtwFXAEzSmsvn99YmfZh7dnvLO1D/vVFTMsydU0Nxlewk+/PPBQ4PWl/a6mJCuAXyqlpNNuL5pZSv+E5rz7M8A5tFOrt/dekdmyHeN9AvgKcA/NaY/X09zHs7Jt+8zwRjE1ST7SPj0IeCfwx8AamhtFP9/WGQcopSzutHsZzXv8CM2spQU0O/GDwGG994vUYjrjTbKYZqz/FbiP5hfgt9Bca7iqlHLK0AYwBUkuBc6kOXK4umf1xlLKdW29FewE+/B2jnd29uFR3Um8sz5ofku4mOb88WaaexSO76mzovmn36LtIprfqB4Ffgx8FXjFqMc0G+OlmZnzrXacTwLfBn4X2GPUYxpgzGWSx3inznj35075L9L8Fvk4zQXlLwE/N+oxzfR4gYXt2O5vx7qJ5nTuOcAuox7TVsa6YsDx7hT78PaMd7b2YY+UJEnV8JqSJKkahpIkqRqGkiSpGoaSJKkahpIkqRqGkiSpGoaSJKkahpIkqRqGkiSpGoaSJKka/x9R3WG9sn187wAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "F_onewayResult(statistic=30.940006445407494, pvalue=4.655140610190392e-14)"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print('one way anova to test cre line variability')\n",
+    "f_oneway(SSE[0], SSE[1], SSE[2])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "65feeacc-9d42-44b0-8213-8d16ba05bf6f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slc and SST:  RanksumsResult(statistic=9.342903823186978, pvalue=9.372758245846677e-21)\n",
+      "SST and VIP:  RanksumsResult(statistic=-7.4011515880074565, pvalue=1.3500850403417842e-13)\n",
+      "Slc and VIP:  RanksumsResult(statistic=-0.4097678061854845, pvalue=0.6819762845175716)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Slc and SST: ', ranksums(SSE[0], SSE[1]))\n",
+    "print('SST and VIP: ', ranksums(SSE[1], SSE[2]))\n",
+    "print('Slc and VIP: ', ranksums(SSE[0], SSE[2]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "25f3af2e-369d-4278-ae7c-a1ed73225162",
+   "metadata": {},
+   "source": [
+    "#### Plot cre line differences"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 186,
+   "id": "b807dba5-007c-40a4-be24-a5835e8bb0f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x216 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1177,24 +1384,49 @@
     }
    ],
    "source": [
-    "for c, cre_line in enumerate(cre_lines):\n",
-    "    cre_tmp = variability_df2[(variability_df2.cre_line==cre_line)]\n",
-    "    plt.hist([cre_tmp[cre_tmp.clustered==True]['sse'].values, cre_tmp[cre_tmp.clustered==False]['sse'].values], 100)"
+    "fig, ax = plt.subplots(1,1, figsize = (3,3))\n",
+    "tmp = variability_df2[(variability_df2.clustered==False)]\n",
+    "# ax = sns.pointplot(data=tmp, x = 'cre_line', \n",
+    "#               y='sse', join=False, color='Black', \n",
+    "#                    scale=1.8, errwidth=2,capsize=0.1,\n",
+    "#                    ax=ax)\n",
+    "ax = sns.barplot(data=tmp, x = 'cre_line', \n",
+    "              y='sse',  color='Grey', \n",
+    "                    errwidth=2,capsize=0.1,\n",
+    "                   ax=ax)\n",
+    "ax.set_xticklabels(['Excitatory', 'Sst', 'Vip'], rotation=45, fontsize=16)\n",
+    "ax.set_xlabel('')\n",
+    "ax.set_ylim([0,0.75])\n",
+    "yticks = [0, 0.2, 0.4, 0.6]\n",
+    "ax.set_yticks(yticks)\n",
+    "ax.set_yticklabels(yticks, fontsize=16)\n",
+    "ax.set_ylabel('Mean variance', fontsize=16)\n",
+    "ax.spines['right'].set_visible(False)\n",
+    "ax.spines['top'].set_visible(False)\n",
+    "\n",
+    "# add significance stars\n",
+    "ax.text(0.3, 0.56, s='***', fontsize=16, color='Black')\n",
+    "ax.plot([0, 1], [0.55, 0.55], color='Black', linewidth=2)\n",
+    "\n",
+    "ax.text(1.3, 0.6, s='***', fontsize=16, color='Black')\n",
+    "ax.plot([1, 2], [0.59, 0.59], color='Black', linewidth=2)\n",
+    "\n",
+    "ax.text(0.8, 0.72, s='n.s.', fontsize=16, color='Black')\n",
+    "ax.plot([0, 2], [0.7, 0.7], color='Black', linewidth=2)\n",
+    "utils.save_figure(fig, figsize = (3,3), save_dir=save_dir, folder='', fig_title = 'Mean_variability_by_cell_type')"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 326,
-   "id": "63df7f8c-6a5e-40cd-8426-cf94e312704a",
+   "cell_type": "markdown",
+   "id": "ee5edcd6-4979-402e-80b7-6311852e2ca9",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "from scipy.stats import ranksums"
+    "#### post clustering statistics"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 327,
+   "execution_count": 187,
    "id": "b7181724-ec11-4665-90c2-0af2dc264130",
    "metadata": {},
    "outputs": [
@@ -1224,7 +1456,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 436,
+   "execution_count": 188,
    "id": "3a400052-3134-47d4-9dd1-9a81f96eae14",
    "metadata": {},
    "outputs": [],
@@ -1235,7 +1467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 462,
+   "execution_count": 189,
    "id": "2a57aa4b-0629-4c57-b652-91644db815a0",
    "metadata": {},
    "outputs": [],
@@ -1245,7 +1477,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 447,
+   "execution_count": 190,
    "id": "77c994a5-3e9b-42f4-b18b-21e72c642e0b",
    "metadata": {},
    "outputs": [],
@@ -1255,7 +1487,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 487,
+   "execution_count": 191,
    "id": "520788c6-64f0-4b6f-a11b-59f9d15f3bbf",
    "metadata": {},
    "outputs": [],
@@ -1266,36 +1498,61 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 486,
-   "id": "3631cfea-1f7c-413a-ae1b-5670e4f17e13",
+   "execution_count": 195,
+   "id": "b814491c-0d92-449f-8d09-e1f5367b1be3",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "array([0. , 0.1, 0.2, 0.3, 0.4])"
+       "<Figure size 216x216 with 1 Axes>"
       ]
      },
-     "execution_count": 486,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "ax.get_yticks()"
+    "fig, ax = plt.subplots(1,1, figsize=(3,3))\n",
+    "markersize = [14, 10, 10]\n",
+    "linewidth = [4, 2, 2]\n",
+    "ax=sns.pointplot(data = grouped_df, x = 'cluster_id', y = 'percentage',\n",
+    "              hue= 'cre_line', palette = palette,joinlinewidth=0.1,ax=ax)\n",
+    "ax.legend(ax.get_legend_handles_labels()[0],utils.get_cell_types(), fontsize=12)\n",
+    "ax.set_ylim([0,40])\n",
+    "ax.set_xlabel('Cluster ID')\n",
+    "ax.set_ylabel('% of all cells')\n",
+    "ax.spines['right'].set_visible(False)\n",
+    "ax.spines['top'].set_visible(False)\n",
+    "utils.save_figure(fig, figsize = (3,3), save_dir=save_dir, folder='', fig_title = 'Cluster_sizes_cre')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "41e9e4b2-48a8-41c1-9ec0-b56cf28d9d32",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "labels_cre = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    labels_cre[cre_line] = original_cluster_labels[original_cluster_labels.cre_line==cre_line]['cluster_id'].values"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 496,
-   "id": "b814491c-0d92-449f-8d09-e1f5367b1be3",
+   "execution_count": 198,
+   "id": "c80b3246-cf55-4c8f-b9ef-7726914f7b63",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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niwxfC7Pr30PFYRsADBGRAmetGk5BbAz2N7fT6DN8JaflZAxfx/3ZsB45AsGgYb2TbxgL5HbUM9NZS0p6Kni9tgHAEBFp+jrVyg162sTaDJygKtvqjPitC8dk4RyuUaWLDWvfwgWpTR/HvpwZIEJRey1l4wTHWcvB4bANAIaQ/uK+9ufwZucSGULiMkp2sWEFDMPyMNNQQTuT5kxsOcjk+ROR+fNPKtsIdTiOB5Gmr4mwMztqCKpSUWesJReOyR6+KOemDSsQwbDcjCqnytSmPYzzHoX8ufboFyNsxUsQPmxup8kXIDvVybScYQwXadqwdjMs72k2ZyqfoOR5643pacU7wyfjKMNq5IEU4GbgHAyb1M6fSFU9OzaijR7iNkpCZxCr6oySfg3L1axX1ry3s53N0GN1pHwI+BJGVLvFwO+BsYAdHX0I2NfcTrM5SkZKfR4TTFvUqCPL2TasMcOqUn4WuFBVHwb85t9LgfNiJdhowdhxNc8lh3uUhM5gVFEblo+SIFbxwKpSZnDS5rRdRDLMg/1FsRFr9LCvyRglc1KdTI1H6oFiY+TrjBjXD531bBvWmGHVVmsHRnjJN4CtwL0i0gRUx0qw0UDXtWRcRkmArGwAcr111KUVWYssZ9uwxhSrSvllIPRT+hXgJxh+j7YPziDY29RGi98YJafEY5R8ayvs3kWjK5d61xjrhuXpyZc0J5mwGg7kzS7P9wCfjJlEo4RAF+udYR8lVWHrm/D2W9S78tmVPxcVJzkd9bSk5kSOLOcM2jasMSbukQdGK6FRMjc1ZXhHSVV4YwtUvMOJtAJ2581BxUFx+xGmeg/R0eak2jWut2G59whul8Cyz9k2rDHGVso40G2ULMga2lEyoqdHOVRVwXvvcsw9lj25s0CE8e01lJ4zFxl3Hu6qSsoq3qGs9h89bFjPsW1YhwlbKePA3qY2Wv0Bcl0plGYN4Shp0dOjq2F5SXsVk85bgIR2U20b1rjT55GIiDzd5bntxjVExGwtGfL0aGkJn7MRIBjkcMYE9uXOBBEmtx9i8icWnVRIm4Qg0kj5TyIiakTWehjoHW/RJmr2NBqjZJ4rhSlDlTXLoqeHQwMczjJGwdKmvUz41FIoKhoaGWyGjEhK+TLwuojsBtwi8stwlVR1VIToGCh9JemZmZMxdCnRo/T0KGvaTbHvOHjaI93VJk5EUsp/Bi7DyEepGOkKbKIgUpKet040keNKGZokPeE8PXrSxdMj19sAAb/h6WGvHxOOSP6UHowUeIhIqqreN2xSjQCGNUmP7ekxorBk+6qq94rIdBG5W0QeM/9Oj7VwyUw0SXoGje3pMaKwpJQicjHwFjALqANmAltFpGci2QEhIm4R+YmI7BGR90Tkp+b1GSLyuojsNv8mzQ9BNEl6Bo3t6TGisDpvuh9YrqqbQhdE5Fzgh8D/DIEc38OIiD7DzC1i/pQnb9YtK7lAAHzBIUgbUVwMNTU4NUBALKQQsD09EhqrSlmCsRvblVfM64NCRLIwgiyXmMcvqGqtiIxlCLJuxQurSXpSHUOwAzt/ARw+TGF77cld1r6wPT0SHqv+lBXAv/W49hXz+mApw0gIe4+IbBWRzSLyMcJk3cLIHB3OPeF2YH+PR88fkWGlLDu933wgYtYbFD4fvPsuqJLta+63eqenR5rt6ZGoWFXKm4DrRaRGRLaYKeluMK8PFicwFSNPyBLgq8AfgGiy1/wAmNLjcdYQyDZg5ub3H7d10El6fD544Tk4XENzSjYf5kwHEUSDoMHudTWIIxiwPT2SAKuuWzvNxDtnYGS+qgG2qOpQJEg8BPgxpqeo6hYROQ60Y2bdMnNTRsy6BTR0vTZkB/MDJMeVwnnj89lYU9drw0cwFHJQSXq8XkMhjxyh3ZnOjjHzCDqcFHlqKWmroibN9vRIVqLJ5OzHWEcOKap6XEQ2Yawd/yoiMzCCcu3mZNat9SRh1q3x6Wk4xTiTTBHBr0OUpKejA57/Mxw9itfh4oP8+fgdLvKCzZRddDqOujLb0yOJSRQvkRuBx0Xk+4APuFpVG5I961ZVmwe/wpi0FJZPHhtd475csIrGQnsbNDbiFycf5M+nIyWdLG1n5gULcGSmQ6bt6ZHMJIRSmvlIzg1zPamzbu1v9gAwJVr3rEguWEcOAxBE2Jk3j7bULNzawexPzMaZGYeQIjZDTkIo5UjEFwxS2WoqZTQ7rBaS7SiwO282TWl5pKqPOefOIDV7GDN02cSUqJVSRC4AFgAfAn8MnS3adKeytQO/KkXuVLJTLf6be7hgha0CfJgznTp3Ec6gnzmePbhzFwyN0DYJQVRKaWZ3PgMjzOTFwGeAq2MgV9Kz3zSfi2rq2sUFC8L7Rbr9bbS6chANMqv+fTJpM9LQ2WvIEUNEpRSRS1V1Q5dLZ6vquWZZKnA0dqIlLx2BIFVtA5i6mi5Y0LdfZKsrB1SZ0HKIXF+j0c52wRpR9Gc8cKGI/I+InGK+3iEij4rI9RiRCN6IrXjJyaFWD0GFcekuMlKiMPo2XakiZsACEOFw5iQ8Tne3djYjg4hKqapfAv4T+I2I/D/g34FtGDap2zAcoW16EJq6Rp2GwHSlsuIXGRShOqOkWzubkUG/Znaq+jrwUaAZ2ATsU9WbVfUBVW2KtYDJhscfoKatAwFOiTYGj+lKFbVfpO2CNaKI+MmLwWcxjM93AcsxbGB/KyLjh0PAZONAiwcFJmSk4Y5WWcxkO1H7RdouWCOK/kbKX2IoZAHwDeBmVb0ceBx4XkR6eo6Mej5sGeDUFWDGLCDKDFi2C9aIoz+lXAacp6p3YeQPWQagqn8BlgI5sRUvuWj1Baht9+IUmBxtQCyfD97dBmD4O/Z3/Bvyi7RdsEYc/Z1TvgHcZxqMfxLYEiowA2vdE0PZko4D5ihZkuHG5bTqFYehgJs3Qd0JAAo9xwxn5Qg4VJnoq4XltgvWSKO/b87lGIbgnwEOArfFXKIk5sOQwUC0U9d33oYPjQieQYQDOWWdMVrD+kVqgJkd+3Evv8h2wRqBRBwpzd3VB4ZJlqSmyevneIePFBEmZaZZb3hgP7x58rj3YPZUWlOzSUtPYebkVGp3HeZ4MOukX6SjhYlzJ+Auu9geIUcotkH6ELHfnLpOznKT4rA4da07AS/+/eTLtAIOZ5YgAjNOm0RWfjpZs6ZQFguBbRKWKBY+NpHoNBiwauvq8cD//qXTrK7Dkcbe3JkATJ5TTHa+7YY1WrGVcgio7/BR7/XjcggTrExdg0HY+FdoMmwvggi782bjd6SSX5zFhLIxMZbYJpGJ1ktkEjBRVf8RI3mSktDU9ZSs9O7BsvqKHuB2Q2trZ7XKrFKaXbm43ClMWzQh7vGFbOKLJaUUkckYga3KMVz6skTkMuBTqnp97MRLfFS1c9e1m8FApOgBXRSy3pVPtZmebsaSiaSm2cv80Y7V6etjwHNANkYMHYC/cTJQ8qjlRIePZl+AdKeDceku46KVBK6A1+EyUpwDk2YVkVOQOQwS2yQ6Vn+WPwIsU9WgiISimDeKSG7sREsOQhs8pVnpRlZmC9EDwJhu7Mmdhd/pItffRMn0WcMgrU0yYHWkrAWmdb0gInMwYraOWlSV/S0hZ2bTrK5H9IC+qMqcTGNaPqkBL9ObdiHVVbEU1SaJsKqUDwJ/FpFVQIqIXAE8DXx3KIURkXtEREVknvn6DBHZZmbd+quZXyRhOOrx0uoPkJniZKzbnLp2iR7QF42puVRmlYIq0xt34vK2GdEDbGywHiH9cRE5AXwJI0L5F4D/1yNUyKAQkVMx4v8cNF87MIIwX6uqr4jIfwDfAVYPVZ+DpdOsLst9cse0RxSAnnF2HCEPEBEmthwkz1sftp3N6MXq7qtTVZ8Fno2FECKSBvwIIwr6ZvPyYsCjqqGo7I8CBwijlPHIuhVU5UBLmDg8XaIAhIuzEwylqlMl29sUtp3N6Mbq9PWIiPxYRD4aIznWAOtV9UCXa5MxR00w0hsADhEJd7J+O8OcdetIuxdPIEhOqpOCtNSTBaZjs5U4O7vz5pyMs2NHD7AxsaqUFwAtwK9FZL+I/KeIzB8KAURkKbAE+PEgbvMDhjnrVlePkG6H/Wb0gKjj7NjRA2xMLCmlqr6jqv+uqpOBa4F84EUReXcIZDgHmA3sF5EDGNPO/8XY7Q1F0UNECoGgqtaFka9BVQ90fQAx284MqHKwpQ9b14WLIDU1ujg7dvQAmy4MxPZ1J7AD4zikdLACqOp3VHWCqpaqaimGMv0ThstYuplAFowkQM8Mtr+hoLq1A29QyXelkNd16gowaRKkpUUXZ8eOHmDTBUtKKSJ5InKdiPwdI13BuRjHITE7olDVIEb09Z+IyB6MEfVrseovGvZHisMjAgvKo4uzYydwtemCVYueGuA14Cngc2aS1phgjpah568BQ7J2HSxNXj/b61vY19yOz4yfU+/10eT1d88zGQzCB9spDBRQmzE+8hRWgxSW5NjRA2y6YVUpy1T1cEwlSWCqWj1sOlxPQLVbVub9zR4OtXRw3vh8SkKBsvbshoZ6JjrbOZoxvlcW5644UpxMnBM5Fo/N6KNPpRSRs1X1/8yXs8306r1Q1RdjIlmC0OT1s+lwPf4w0eUU8Kuy6XA9yycXkeMU2PpmjxphEHA4hJmnleDOdMVEbpvkJdJI+WNgnvn8F33UUWDqkEqUYGyvbyHQT7jHgCrbG1pYWnsIWlpQYF/OdFSc5Be4cWWnc7yqkYA/iDPFQWFJLhOnFdgKaROWPpVSVed1eT5leMRJPPY1t0ecgoLxy7SvqZ2lb78FwDH3WBrTxpAiQcpOm4wrLYWyhXZAeRtrWN19DWteJyJ/GFpxEg+fxZy4vmAQPB58ksqBHMOhpnTOWFy207JNlFj9xpzXx/Vzh0iOhCVVxJJipgb8ABzIKcPvSCXX5aeorCjq/nw+H1VVVXg8nqjb2iQWTqeTvLw8CgsLcViNcEj/SWPXmE9dXZ6HmEoX29SRSll2Orua2iJOYUWVsiOV1LvyOZZejEODTD196oBi7VRVVZGdnU1paakdqyeJUVV8Ph+1tbVUVVUxebL1pL79jZQhMxNHl+dgLKMqgXujETQZmZufxd7m9rC7ryGcwQCzK/ezL2cOACX5QdLHZA2oP4/HE51C9hWcq7jYMPmbNMk2TIgDIoLL5WLixIns2rUrqrb9RUhfZXbwmqr+bBAyJi05rhTOHZfHxsP1vcoEcAaDnPfemzSkjKUjJZ2MQBsTzlgwqD4tK2Sk4Fw1NXDsGKSlwbKLbQOFOBHNtLWzjZVKIYUUkWwRmSIiU0OPqHtMQrJNix0HkOowFCbVIcx0p7D8jU3kNbVRk1ECqkwrTceRNgxHHVaCc/l8Rvkff2/Ut0kKrDo5z8YwsVuIMXUVTp6Mj3hHwMpWI+bOlOx0zh6Xf7Lg7xvRthbeLTgVRBjvO0rWwph6jBlYDM7VidcLz/0ZVl4Z9VS2tLQUt9uN230ytd+GDRsoLS2N6j533303c+fO5fOf/zybN2/G6/VywQUX9NuuoqKC3bt3c/nll0fVXzJjdff1Jxip1c/DcCAuBf4Twx52xFPZauyETuqac/LECdi7h5qMEiMhT8DD5Pnjh8dZ2WJwrm50eKCqEiZZ33AI8bvf/Y558+b1XzECa9ac3CfcvHkzLS0tlpXyz3/+84CUMhAI4ExC53GrSrkQOF9VfSIiZnjJO4H3MeLojFg6AkGOtnsRjJTpnbyxBY/TTWV2KQBTg4dxzvj00Hb+2E+G7l4+Hzz/XPiyL90U1a127tzJ+eefzyuvvMIpp5zCfffdx44dO/jNb35DdXU1t912G3v27AHgiiuu4K677uLaa69lyZIlnHPOOTz66KMEg0E2btzIihUruOOOO1i2bBknTpygvb2dj3zkIzz22GM0Nzdz991309TURHl5OWeffTaPPPIIf/nLX7jrrrsIBAIUFRXx2GOPMW3aNDZv3sxtt93G4sWLeeedd/jKV77CV7/6Vfbv39850l9yySWsWLGClStXDurfGUusKqUHSMUIxHzcjJhej5F2fURT3eZBgXESJO35P3XucCqwL38BQXFS2F5L/hlzR+wu52WXXdb5pU5JSWHr1q3cf//9fP7zn2fNmjU89dRTvPmmYfN71VVX8elPf5rf//73ABw/frzbvebPn8+NN95IS0sLDz74IGAcHzz11FMUFBSgqlxzzTU8/vjj3HjjjaxZs4Y///nP/O53vwPg6NGjXH311bz00kvMmTOHX/ziF1x55ZVs2WLkM96+fTuPPfYYS5cuBeD555/n6aef5pprruHAgQNs3bq1816JilWlfBkjgewTwO+AF4AOYEQbowNU1jcDMHnvTmNH0+SYu5jGtHxSgj5KW/ZDbnmcJIw94aavV199NX//+9+59NJLefnll8nJyaGlpYXXXnuNv/3tb531CgsL+71/MBjkwQcf5IUXXiAQCFBfX09GRkbYulu2bGHhwoXMmWMcP61atYqbb76Z5mbjc5o+fXqnQgLcdttt/Ou//ivXXHMNjz76KKtXr8blSmybY6shJrtO6L8ObAeygF/GQqhEIVhfT1VLO6S6GHv8BPuyp3WGigwxseUQrkAHbPgDfOZzo+bowev1sn37dvLy8qgdZHjMp556ildeeYWXX36Z7Oxs7r//fnbv3j2ge2VldT8fPvPMMwkEArz66qs88cQTnSN6IhO1YaYZEeDJGMiSWKhy9OVX8M5eTNHxJvZldg8VGapTmVVKhr+NfG/dgHc4+6Svtd6fnu02altmwkS4+JLByWRy5513snjxYp544gkuvPBCXnvtNUpKSjjzzDN56KGHuPPOOwFj+tpztMzJyaG6urrzdUNDA4WFhWRnZ9PY2MhTTz3FkiVLOus2NjZ21j3jjDNYvXo1O3fuZNasWaxbt45FixaRnZ3dp6y33norK1as4Mwzz2TSpMQPuxLJn/JJ+nQIPImqfmFIJUoUKiupzMoj1RtgzNGAESqyJyIExcmuvDmUn9iKexA7nFGxcJFhGNBPJPZuDCI4V9c1JRjrxs2bN7Nlyxbcbjf33HMPV1xxBZs2bWL9+vXccsstrFu3DqfTycqVK/nqV7/a7X6f+cxn+OUvf0l5eTkrVqzgpptu4tlnn2XWrFmMHTuWs846i/Z2I+TKJz7xCR588EEWLlzIOeecwyOPPMKTTz7JypUr8fv9FBUVsX595L3GFStWcMstt3DzzTcP6P0PN6J9mI+JyD1WbqCq9w2pREOEiJQC+/fv3x/1mRoAf3qWP0yaRVqTk/w6T79hPYrbDlPWvBcmTICLlw9QatixYwezZ4f1J+/Sn8JT6w3DAKtkZQ/tKJ5EvPLKK9x444289957cbEn7uMz7VOQSP6UCalsw0VTYzONs7KZfqjBcqjIsua9w5N+QMQwnfvj760ZELhcozY413XXXcff/vY3fvnLXyaNgb9Vi56P91U22HAgIlKAsUYtA7zAHuBLqnpMRM7AyI2ZjpGy4CpVPTqY/qxSlW+4XYmGDJgi07n5M1zpB/LyjI2lcLavIVJTjfCVyy4aNRtQPfnFL/oKmpG4WN3o6fnOigAXRozWwdq/KvA9Vd0MICIPAN8RkS8SxwQ/lUVGxHKHKmrhF7YzpORwWpDk5cHKq4x1bEUYL5HyRUY82SQZIWwMrB6JdAsHIiJO4D+A5sEKYEY839zl0j+Am4hjgh9vIMiRvAJElYKOoxxPG9t/qMh2c9o63OkHRIyNpVhvLtkMGwOJkI6qBoBvA/8+lMKY6e9uAv6HOCb4qWnrICgOiprqmdx8EOlnE9qhysS2Kjv9gM2QMJgAMucDwaESxOS/MRIJ/RD4TBTtfoBhbdSVEgaomJ0G6E11uAMeMn0ttLhyjV3PrlNBDeJQZWbDB7gDHkjPjkv6gZ6BolNFKMtOZ25+VvdA0TZJgdWNnkq6n1lmAG5gyA5+RORBYDpwsaoGReQQUST4ARp63G9AcqgqVW2GB8akWdPxfLiPltQc0CBF7bXUuYsIiBOnBihsr2ViW5WhkHHa4QwXKNqnyq6mNvY2t3cPFG2TFFidvl6Fkdcj9PgUMEFVh8TMTkTux1hDXqqqIZ+kt4hDgp/jHT48gSBZKU7yjtRwOGMiiFDkOcr0pt2cfvRVzqz9P04/+iplzXtxOwLGGWAcTOy6BoruOcHuGii6yesfcB/PPPMMixYtory8nFmzZnXzruir7PTTT6e8vJw5c+aQkpJCeXk55eXlrFq1qtf9r7/+el5+uf8JzbXXXssPf/jDsGV33303Tz/9NAD33nsvd9xxR9h6jz76KA899BBguIT99re/7bffeGB1o+elWAkgInOBu4DdwGvmCLdfVT8jIlcDj4mIG/NIJFZyhDhkZmeelOEi8MoHHM1aCMD41mrIyYHW1oTZ4YwqUPTYvKjvf/jwYW6++WbefvttJk2ahKpSUVHRb1nIY+PAgQMsWbKk83o4fv7zn0ctV0+6+mpG4sYbb+x8nsh+mlanr7nAbcAiDEP0TlS1f0/VCKjqdvo4CIxHgp+q0Hqy8QRHySXgSCHH20CWdMBnrzZi3gwja/cMwMa1CwrsbGxjZ2Nb2PJV0/vOZXLkyBFSU1MpKDA89ESERYsW9VsWDeeeey533HEHF110Eddeey1ut5vdu3dTWVnJ0qVLWbduXedS5P333+fjH/94r7KQr+a//Mu/AHDo0CE+/vGPU1NTw9y5c3n88cfJzc3l3nvvpaWlhbvuuiuh/TStTl+fwYjx+iLwdI/HiKHFF6DO6ydFhLHvvWNMXYHxrVUwc9awK2S8WbhwIR/5yEeYPHkyl112GT/4wQ84ceJEv2WD4f333+f5559n+/btvPXWW2zcuNFSWVdefvllfv3rX7Nz505yc3P55je/2a28oKCANWvW8MlPfpKKigoeeeSRTj/NX/3qV7z77rusXLmSK6+8srPN9u3bueGGG6ioqOALX/gC55xzTueUOeSnedlllw36/YP13dczgEJVtRgUJjkJjZITHEGam5WO/HTS/O2M6TgB8z8VF5kijWTr9x62FijaIVxVFn3aBIfDwYYNG3j//fd56aWX2LBhAw888ADvvfceY8aMiVg2UC699NLO0efUU09l3759nH/++f2WdeWiiy6i2Exzf91113Hrrbf2228i+WlaHSlfAWYNSY8JTOdRSE2lEZ0OGN9WjUyZYqwnE4yy7PR+DQDFrDcY5s2bxy233MLf/vY3cnNz2bx5s6WygdDVG8XpdOL3+y2VxZr+/DS/9KUvDVlfVpXyWuBxEfmRiNzd9TFkksQZfzDI4XZj43fMhwdoSsvDGfQztv0ILFgYZ+nCMzc/C2c/G0xOEebmDSwwdHV1Na+//nrn66qqKo4dO8aUKVMilsWb5557jmPHjgGwdu1aPv7x3qbb4fw0t23bxs6dOwHi6qdpdfr6bYwI6QeArkOGtew3SUBNm5eAQqHXQ32qkTV+bPsRUooKht90ziI5rhTOG58fNqGtYCjkeePzB2xA4Pf7ueeeezh48CDp6ekEg0G+9a1vsWjRIg4ePNhnWbw566yzWLFiBdXV1cyZM4fvf//7veoksp9mn/6U3SqJNAMzkimbc7T+lK/WNrC7qY3y/XvwtBWgCKcefwP3uWfBtGmxFrcTS/6UPWjy+tneYFr0BJVUh2nRk2db9MQSq36aQ+ZP2YMPMSLZjUhUtXOTJ70xQLvLwRjPcdzpKTA18YPA57hSWDo2b0BnkTYDI5Z+mlaV8kngf0Tkv4FuXrwjIb16XYeftkCQDE87zU5j53B8axUsng8DyAVhM/KJpZ+mVaW8xfx7f4/rIyK9emjXteRwPT5nBpm+ZnJog1nRTSNtbIaCAflTjjQqWz2giqvNgU8MkzoZhcYCNonBqJ+btfkDHO/wkdXixSduUgNeCjuOwfzBpbOzsRkoA3Xd6kRVk9rlvcrMqFVc2wI4GddWg6O0NCGNBfrC0+qleu8Jjlc1EvAHcaY4KCzJZeK0AtyZiR0N3KY3A3Xd+negGuh9AJRkVDY0keoNkOJ1IBqkuL0mYY0FwlFf20zFpn3UHqwn4Dd8zgP+ILUH66nYtI/62oFHbLnwwgt59NFHu11TVaZOncpLL73EE0880WnveeDAgU43rQULFrB06dKw3iE1NTWcd955lvoXEVr6CKNZXl7eGRu2tLSU999/P2y9T3/60+zbtw+AJ554YsCR14cTq0ljX+rx+A1GZIDeDnJJRCCo1Hj85Nd1AEJRey2uwnzDJSsJ8LR62fVmFcGA9p7HKAQDyq43q/C0DsxkefXq1TzxxBPdrm3evBmHw8HZZ5/dq35eXh4VFRW8++67rFixgtWre8c4mzBhAps2bRqQPF2pqKggPb1/88Hnn3+esrIyYOBKOZzmfDC4NWUHkNQbQEcamwmqkFtvfGnHt1XD/IVJE/2teu8JgsHIxh/BoFK9d2DeG8uXL2fv3r3s2LGj89ratWtZtWpVv2dz559/Prt27ep1/cCBA93SGIgI999/P6eddhpTp07tzNYV4pFHHglb1nMUXb9+PYsXL2batGndnKFDo+jatWvZunUrt912G+Xl5WzcuJFAIMAdd9zBvHnzmDdvHnfccQcBM0Totddey/XXX89ZZ53FkiVLeOCBB7jllls671tbW0txcTFtbeFd4gaD1TVlTy/SDODTGNm3kpbKmlpym504FHI66sl0S8IZC7z27AeDu4FC7YF6ag/Uhy0+c/mcPpu6XC6uvPJK1q5dy/e+9z2am5vZsGEDH3zQv0yhqARWyMnJ4c033+TVV1/l8ssv53Of+5ylsq4cPXqUt956i9raWhYtWsTZZ5/NggUnN+tWrVrFunXrOn03AX7yk59QUVHB22+/DRjT9Z/+9KfcdJORw6WiooKXXnqJzMxM6urqmDNnDt/97nfJysripz/9KStXruwzO9hgsDpSTurxcAP/BVwz5BINE+r3UxkQ8uqMUXJCWzXMs40FerJ69WqefPJJAoEATz/9NB/96EcpKQkfvbOhoYHy8nIWLlxIRUVFr6lvX6xYsQIwjMJramrweDyWyrpy3XXXAVBcXMyyZcsseats3LiRa6+9FpfLhcvlYtWqVd18NC+77DIyMzMBGDNmDJdccglPPvkkfr+fn/3sZzHLTWL1nDKp146AEYmushK2GUGLG9wZMPtjuHxe0vzt5AcaE9JYINJItuW5nZ2bO5Fwpjg4fdnAPO8WLlzIhAkTeOGFF1i7di233357n3VDa8poCblkhUJshHPXClcWa3q6a916661ceeWVjB07ltmzZzN9+vSY9BtxWBCRj4rId/so+46ZViDxaWgwEuJs/KuRQi4QoLKg2NzggQltVcYaydzNSxYKS3L7z6ggZr1BsHr1au699152797N8uUDT14US0Kj8rFjx3j++efD7vD2dNf65Cc/ybp16/D5fPh8PtatWxfWaTrE/PnzKSgo4Pbbb++2vhxq+purfR34vz7KNgPfGFJpYkFTk5EIp6WFY64sXpt0Oq9MOIdm70Qy2gIoikM8Ri6OP/7eUOAkYeK0AhyOyFrpcAgTpxUMqp+VK1eyfft2Vq5cmbBZkAsLC1m8eDFLly7lrrvuYv783qGdbrjhBtasWdO50XPDDTewYMECFi1axKJFi1iwYAFf/OIXI/Zz/fXX43A4OtelsSCi65aIVAOTzYjoPctSgEOq2ne8ijjS6br10PcpTU9nT8EUal2TEe0+uCigAsXeQ0w/sT/uKeOidd2qr202jkWCPY5FxFDImaeVkF/ct6OuTXRcf/31zJw5szMprhWidd3qb6TMwUjkE45UIOaftojMEJHXRWS3+Te6ibzXy7HMfGpdk3Fo7/+EAA6FWtdkjmXmQyjxa5KQX5xN+XllFJ+SjzPF+DidKQ6KT8mn/LwyWyGHiJqaGmbOnMmePXtiOnWF/jd6dgIXAM+GKbvALI81jwI/UtX1InIVRmq8PlPz9cLnZ8+YGUg/3qCisGfMDIoqtxgZrJIoYY4700XZwvGULYw+OJaNNSZMmBD23DUW9KeUD2EEQ3YCG8x0Ag7gUuBHwFdiKZyIjAVOxchbAvBr4IciUqSqx7rUyyNC1q1gwN3vlEDMesDwJH61semDiEqpqk+JyDhgHZAmIseBQgxrnntU9dcxlm8SUB1a06pqQERqzOvHutS7HegzHbxYTEPUWW+4Er/2gaomTdZhm8gEg9HnwOr3nFJV/0tEfg4sBQqAE8DrqtoUdW+x4wdEyLqlDmuKqaHhdDgTv/bA7XZz4sQJCgoKbMVMYlQVn89HbW1tpwGCVawaDzQB/zsQ4QZJJTBRRJzmKOkEJpjXu8rXQISsWw6nBw26Ix7pqVkPiGv0upKSks5wjTbJTUpKCrm5ud1sfS21i5E8Q4KqHhWRCuAKjFTrVwDvdF1P9ktqCtPrdrMrZwESwXZbBWbU7Y574tfU1NSEiJ1qEz+SwdDzRuBWEdkN3Gq+to7LRVFrPcXeQwQlrIcTQfOcsqi1HtLccUn8amMTwlLc12Sk03hg2zZK33qz87xyz5gZBANuJGisIR1OD9PrdhsK6XLFJc+kzahk0HFfkxEnQFVTEyw+DV7cCI2NTDi4t1fF1tQUWl1psPSjhpldEpna2SQnU6ZMKQWqVLWXhf1IHik/hrn7amOToExR1QM9L45kpUwDTgMOAz0PHkPHJWcBVVHeeqBt7T5HVp+DbQt9jJQjdvqqqh0YKfx60eW4pCrcL1UkBtrW7nNk9TnYtpFIht1XG5tRha2UNjYJhq2UNjYJxmhVygbgPnqY5sW4rd3nyOpzsG37ZMTuvtrYJCujdaS0sUlYbKW0sUkwbKW0sUkwRp1SDjQQl4g8KCL7RURFZF4U/RWIyPMisktE3hORP4hIURTtN4jINhF5R0ReFpFyq23N9vcMQOYDIrJTRCrMxz9F0dYtIj8RkT3m+/2phTalXfqqMPuvi6LPi8z/T4X5v/qsxXbLRORtU86XRKRPn7m+Pv9BB3YLh6qOqgfwInCV+fwq4EWL7T6GEYbkADAviv7GAOd2ef0A8Iso2ud2eb4ceDuKtqdi5HuJVuao6vdo+whGbKfQJmLxAO7xA+CHFusKUB+SF1gANAOOftrlA8eBGV2+C3+J9vMf6PcpomyDvUEyPYCxGNvXTvO103xdFMU9BvyFNdt/Dtg4wLZfALZarJsGvA6UDpdSAlnm/zNrEP8fF0b8pVMt1heMEDUfNV+fDey20O40YHuX12Mw3GsLrf5vhuL7FO4x2qavvQJxAaFAXDHHjAR4E/A/Ubb7uYgcAr6N9aRKa4D1OnCbzF+JyLsi8mMzWqAVyjAU5B4R2Soim01vnWi4BOMzettKZTW04XLgWRE5CGzA+PHqj93AOBE5zXx9pfk3mtiiMfk+jTaljDf/DbQAP+yvYldU9Xo10th/HWP6GxERWQosAX48ECGBs1R1IcZoIliX1wlMxQjZsgT4KvAHEYkmV/1q4HGrlc1I/XcBy1X1FOBi4LcikhWpnao2Ap8HHhKRrZwc9YY3Q2w4BjPMJtuDOE5fgQeBvwJpg3wP7UBBP3W+hvGLfcB8+IFq4IIB9Dcf2G+xbiHgw1xPmtc+AJZYbD8RaO3v/fVoswT4oMe1HcBpUb7PYsADZFr9/Ifi+xTuMapGSlU9ClRgBOCCgQTiGgAicj+wGLhUDZcyq+2yRGRSl9cXA3Xmo09U9TuqOkFVS1W1FMPX759U9a8W+swUkVzzuQArMP5n/aKqx4FNmMGzRWQGxhe3d7iH8FwDPKeq0aSergJKRGSm2edsDAXb119DM6ZxaFlxP/CoqrZa7Thm36fBaHQyPoBZwBaMNcUWYKbFdo9gfAH8wBG6bBL0024uxgbCLvMDrAD+GMWv9z+A98x2L2JxA6THfQ5gcXTHnH4C7wLbgWeA8VH0NRUjI9t7wNvAhVG03Q18agDv70qzv23m41KL7X6OMaruA34CuKP9/Af6fYr0sG1fbWwSjFE1fbWxSQZspbSxSTBspbSxSTBspbSxSTBspbSxSTBspUxAROReEVkfbzniiek5oqbFzqjCVso4ISIrTfvQFhE5LCIvDMBONNL9R+2XOtmxlTIOiMhXMNyT7scwEJiMYae6PI5idWMkKXOyvRdbKYcZ04RtDXCLqv5BVVtV1aeqf1LVO8PUP1dEqnpcOyAinzSff8QccZtEpFZE/sus9n/m3wZzNF5q1l8tIjtEpF5E/ldETulyXxWRW0RkD7AnjCyh0fcaETkkIsdF5Btdyp8QkW/1Jbsp952m90mriPxCRIrNWUKziGwUkfwe3a4WkRpzNnFHl3s5RORrIrJPRE6IyG9FZEwPOa8zvWtejPihJBi2Ug4/SwE38Mchut/DwMOqmoPhOvVb8/rZ5t88Vc1S1ddFZDmGp8lngSKMPBi/7nG/S4HTgTkR+vwYMBP4BHC3aW9qlc9h2MbOwPDoeMGUqQjj+3hbj/rnAdOBC4Cvhn6MMHKVXgqcg5Hdux74UY+25wCzAcuRExIBWymHnwLguIZJ7DJAfMA0ESlU1RZV/UeEujcC/6mqO8z+7wfKu46WZnmdqrZHuM99qtquqiFb04VRyPvfqlqrqtUYPwpbVPUdVfVg/FAtCtNXq6q+B6zlpPH3jcA3VLVKDSP/e4HLekxV7zXbRnovCYetlMPPCaBwCNc512GMOjtF5E0RuShC3VOAh0WkQUQaMLxNBMNlKkSlhT6PdHnehhFxwCq1XZ63h3nd815d5TmIMSqC8V7+2OW97MDIrlbcR9ukwVbK4ed1oANj6mWFViAj9EJEnBhTPQBUdY+qXoHhIvVd4HcikknvTPJgfEm/pKp5XR7pqvpalzqD8VDoJiswbhD3CtHVi38yhp8oGO/lwh7vxW2OwCGS0tvCVsphRg2P97uBH4nIpSKSISKpInKhiHwvTJPdgFuMyGupwH9gxN8BQESuEpEiVQ1yMnx+ECPOTRDDlSrEo8BdIjLXbJsrIv88hG+vAvi0iIwxfRVvH4J7/j/zfzQXWAU8bV5/FPh2aOotIkXmmjnpsZUyDqjq94GvYCjYMYxf/X/BiC/Ts24jcDOG7181xmjUdTf2U8B2EWnB2PRZYa732jBi+rxqTvHOUNU/YoymvxGRJuB94MIhfGtPYqwxD2BEWXg6Ym1rvIThJP134EE96aj9MEaso7+KSDOG3+npQ9Bf3LH9KW1sEgx7pLSxSTBspbSxSTBspbSxSTBspbSxSTBspbSxSTBspbSxSTBspbSxSTBspbSxSTD+PzkplkGfmRD/AAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 360x216 with 1 Axes>"
+       "<Figure size 216x216 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1305,15 +1562,197 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1,1, figsize=(5,3))\n",
-    "ax=sns.pointplot(data = grouped_df, x = 'cluster_id', y = 'percentage',\n",
-    "              hue= 'cre_line', palette = palette,joinlinewidth=0.1,ax=ax)\n",
-    "ax.legend(ax.get_legend_handles_labels()[0],utils.get_cell_types(), fontsize=12)\n",
-    "ax.set_xlabel('Cluster ID')\n",
-    "ax.set_ylabel('% of all cells')\n",
-    "utils.save_figure(fig, figsize = (5,3), save_dir=save_dir, folder='', fig_title = 'Cluster_sizes_cre')"
+    "fig, ax = plt.subplots(1,1, figsize = (3,3))\n",
+    "ax = vba_clust.plot_N_clusters_by_cre_line(labels_cre, ax=ax)\n",
+    "ax.spines['right'].set_visible(False)\n",
+    "ax.spines['top'].set_visible(False)\n",
+    "utils.save_figure(fig, figsize = (3,3), save_dir=save_dir, folder='', fig_title = 'Cumulative_cluster_sizes_cre')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f94572e-2b84-4694-a6dc-6c4e71b765c9",
+   "metadata": {},
+   "source": [
+    "#### Pie chart plots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "ee6d8e42-f50a-4ab9-8366-6a7aecf3cf57",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x648 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "explode_index = [0,1,1]\n",
+    "\n",
+    "fig, ax = plt.subplots(3,1, figsize = (3, 9))\n",
+    "for c, cre_line in enumerate(cre_lines[::-1]):\n",
+    "    cluster_ids = grouped_df[grouped_df.cre_line==cre_line]['cluster_id'].values\n",
+    "    cluster_id_labels = [str(cluster_id) for cluster_id in cluster_ids]\n",
+    "    sizes = grouped_df[grouped_df.cre_line==cre_line]['percentage'].values\n",
+    "    explode = [0]*len(cluster_ids)\n",
+    "    explode[explode_index[c]] = 0.1\n",
+    "    colors = [(0.7, 0.7, 0.7)]*len(cluster_ids)\n",
+    "    colors[explode_index[c]] = palette[::-1][c]\n",
+    "    pie = ax[c].pie(sizes, explode=explode, labels=cluster_id_labels, colors = colors,startangle=90)\n",
+    "    for w in pie[0]:\n",
+    "        w.set_linewidth(1)\n",
+    "        w.set_edgecolor('Grey')\n",
+    "\n",
+    "    ax[c].axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
+    "utils.save_figure(fig, figsize = (3, 9), save_dir=save_dir, folder='', fig_title = 'pie_chart_cluster_size')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8cff402e-9bf5-496c-a8c5-718df60fabea",
+   "metadata": {},
+   "source": [
+    "## Mean image responses for disinhibitory circuit example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a06a5bda-48d6-46d6-8e32-6620e124bbbb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "b4df4989-0be6-4025-8cfa-27068c6f3ec1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'/allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_cache'"
+      ]
+     },
+     "execution_count": 204,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cache_dir"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "290e25b2-1bad-44bc-b14d-665526027ab3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "no multi_session_df for VisualBehaviorMultiscope OPHYS_1_images_A\n",
+      "no multi_session_df for VisualBehaviorMultiscope OPHYS_2_images_A_passive\n",
+      "no multi_session_df for VisualBehaviorMultiscope OPHYS_3_images_A\n",
+      "no multi_session_df for VisualBehaviorMultiscope OPHYS_4_images_B\n",
+      "no multi_session_df for VisualBehaviorMultiscope OPHYS_5_images_B_passive\n",
+      "no multi_session_df for VisualBehaviorMultiscope OPHYS_6_images_B\n",
+      "no multi_session_df for VisualBehaviorTask1B OPHYS_1_images_B\n",
+      "no multi_session_df for VisualBehaviorTask1B OPHYS_2_images_B_passive\n",
+      "no multi_session_df for VisualBehaviorTask1B OPHYS_3_images_B\n",
+      "no multi_session_df for VisualBehaviorTask1B OPHYS_4_images_A\n",
+      "no multi_session_df for VisualBehaviorTask1B OPHYS_5_images_A_passive\n",
+      "no multi_session_df for VisualBehaviorTask1B OPHYS_6_images_A\n",
+      "no multi_session_df for VisualBehavior OPHYS_1_images_A\n",
+      "no multi_session_df for VisualBehavior OPHYS_2_images_A_passive\n",
+      "no multi_session_df for VisualBehavior OPHYS_3_images_A\n",
+      "no multi_session_df for VisualBehavior OPHYS_4_images_B\n",
+      "no multi_session_df for VisualBehavior OPHYS_5_images_B_passive\n",
+      "no multi_session_df for VisualBehavior OPHYS_6_images_B\n",
+      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_1_images_G\n",
+      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_2_images_G_passive\n",
+      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_3_images_G\n",
+      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_4_images_H\n",
+      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_5_images_H_passive\n",
+      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_6_images_H\n"
+     ]
+    },
+    {
+     "ename": "AttributeError",
+     "evalue": "'DataFrame' object has no attribute 'ophys_experiment_id'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m<timed exec>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\data_access\\loading.py\u001b[0m in \u001b[0;36mget_multi_session_df_for_conditions\u001b[1;34m(data_type, event_type, conditions, inclusion_criteria, interpolate, output_sampling_rate, epoch_duration_mins)\u001b[0m\n\u001b[0;32m   3380\u001b[0m                                              \u001b[0minterpolate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minterpolate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_sampling_rate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0moutput_sampling_rate\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3381\u001b[0m                                              epoch_duration_mins=epoch_duration_mins)\n\u001b[1;32m-> 3382\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'there are'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mophys_experiment_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'experiments in the full multi_session_df'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3383\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3384\u001b[0m     \u001b[1;31m#     missing_expts = loading.check_whether_multi_session_df_has_all_platform_experiments(multi_session_df)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5485\u001b[0m         ):\n\u001b[0;32m   5486\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5487\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5488\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5489\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'ophys_experiment_id'"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "# set various params\n",
+    "df_name = 'trials_response_df'\n",
+    "conditions = ['cell_specimen_id', 'stimulus_change']\n",
+    "use_events = True\n",
+    "filter_events = True\n",
+    "cache_dir = loading.get_platform_analysis_cache_dir()\n",
+    "\n",
+    "cache = VisualBehaviorOphysProjectCache.from_s3_cache(cache_dir=cache_dir)\n",
+    "\n",
+    "# load multi_session_df\n",
+    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type='filtered_events', event_type='all', \n",
+    "                                                               conditions='cell_specimen_id')\n",
+    "print(len(multi_session_df.ophys_experiment_id.unique()))\n",
+    "\n",
+    "# original_multi_session_df = multi_session_df.copy()\n",
+    "\n",
+    "# # keep changes only\n",
+    "# multi_session_df = multi_session_df[multi_session_df.stimulus_change==True]\n",
+    "\n",
+    "# # limit to platform paper dataset\n",
+    "# multi_session_df = multi_session_df[multi_session_df.ophys_experiment_id.isin(experiments_table.index.values)]\n",
+    "# print(len(multi_session_df.ophys_experiment_id.unique()))\n",
+    "\n",
+    "# # merge with metadata\n",
+    "# multi_session_df = multi_session_df.merge(experiments_table, on='ophys_experiment_id')\n",
+    "# print(len(multi_session_df.ophys_experiment_id.unique()))\n",
+    "\n",
+    "# multi_session_df = multi_session_df.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1fb1526c-31e4-426d-8ac6-17d4f460fb0f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81f44fce-6318-488f-ac17-cb5e79e22aea",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "id": "1ce6cb21-e26e-4dfa-8ed4-af4da04f0402",

From a02f8901814efdaf94ff9ff142f44ed88a1c8415 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 8 Nov 2022 10:26:23 -0800
Subject: [PATCH 12/25] small edit

---
 .../dimensionality_reduction/clustering/plotting.py          | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/plotting.py b/visual_behavior/dimensionality_reduction/clustering/plotting.py
index 9cff769b1..3654591d9 100644
--- a/visual_behavior/dimensionality_reduction/clustering/plotting.py
+++ b/visual_behavior/dimensionality_reduction/clustering/plotting.py
@@ -2077,7 +2077,10 @@ def plot_eigengap_values(eigenvalues_cre, cre_lines, n_clusters_cre=None, save_d
         n_clusters_cre = processing.get_n_clusters_cre()
 
     for cre_line in cre_lines:
-        eigenvalues = eigenvalues_cre[cre_line][1]
+        if len(eigenvalues_cre[cre_line])<4: # patchwork her. 
+            eigenvalues = eigenvalues_cre[cre_line][1]
+        else:
+            eigenvalues = eigenvalues_cre[cre_line]
         n_clusters = n_clusters_cre[cre_line]
         suffix = cre_line
         title = processing.get_cre_line_map(cre_line)  # get a more interpretable cell type name

From 3c41dcb342633f1696093b8db01d48865b52addc Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 8 Nov 2022 10:26:45 -0800
Subject: [PATCH 13/25] small edit

---
 .../dimensionality_reduction/clustering/processing.py           | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/processing.py b/visual_behavior/dimensionality_reduction/clustering/processing.py
index 10adda2f1..cbae66fb3 100644
--- a/visual_behavior/dimensionality_reduction/clustering/processing.py
+++ b/visual_behavior/dimensionality_reduction/clustering/processing.py
@@ -769,7 +769,7 @@ def get_coClust_matrix(X, model=SpectralClustering, nboot=np.arange(150), n_clus
     ______________
     returns: coClust_matrix: (ndarray) probability matrix of co-clustering together.
     '''
-    model = model()
+    #model = model()
     labels = get_labels_for_coclust_matrix(X=X,
                                            model=model,
                                            nboot=nboot,

From 92d9d8863987c32761e3ece165cc65f0d2afc211 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 8 Nov 2022 10:27:17 -0800
Subject: [PATCH 14/25] updated notebooks

---
 .../220922_figure4_familiar_control.ipynb     |  161 +-
 notebooks/220928_figure4_novel_control.ipynb  | 1635 +++++++++++++++--
 2 files changed, 1616 insertions(+), 180 deletions(-)

diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
index 240ba8e98..50dc59667 100644
--- a/notebooks/220922_figure4_familiar_control.ipynb
+++ b/notebooks/220922_figure4_familiar_control.ipynb
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 27,
    "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
    "metadata": {},
    "outputs": [],
@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
    "metadata": {},
    "outputs": [
@@ -157,7 +157,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "loaded feature matrix...\n"
+      "loaded feature matrix.\n"
      ]
     }
    ],
@@ -165,7 +165,7 @@
     "filename = os.path.join(save_dir, 'feature_matrix_familiar_only.h5')\n",
     "if os.path.exists(filename):\n",
     "    feature_matrix = pd.read_hdf(filename, key = 'df')\n",
-    "    print('loaded feature matrix...')\n",
+    "    print('loaded feature matrix.')\n",
     "# load and reshape file\n",
     "else:\n",
     "    run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)\n",
@@ -201,7 +201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
    "metadata": {},
    "outputs": [
@@ -211,7 +211,7 @@
        "1450"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -222,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
    "metadata": {},
    "outputs": [],
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
    "metadata": {},
    "outputs": [
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
    "metadata": {},
    "outputs": [
@@ -375,17 +375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "id": "956771c4-0b4d-4a46-88a0-3dacbb833511",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gap_df_copy = gap_df.copy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 18,
    "id": "89f8e499-1254-418b-888a-40b386f2b256",
    "metadata": {},
    "outputs": [
@@ -420,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 19,
    "id": "ff6d618c-0794-4bad-b476-9d954bf95db8",
    "metadata": {},
    "outputs": [
@@ -430,7 +420,7 @@
        "dict_keys(['gap', 'reference_inertia', 'ondata_inertia', 'reference_sem', 'ondata_sem', 'gap_mean', 'gap_sem'])"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -441,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 20,
    "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
    "metadata": {},
    "outputs": [
@@ -806,11 +796,10 @@
    "cell_type": "markdown",
    "id": "82aafe6d-0095-40be-8dda-ef6482d6874a",
    "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
     "tags": []
    },
    "source": [
-    "## Cluster the data, 8 - 4 - 11"
+    "## Cluster the data, 6 - 5 - 7"
    ]
   },
   {
@@ -831,17 +820,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 21,
    "id": "834bfe79-8220-452d-857b-49ff67c799c8",
    "metadata": {},
    "outputs": [],
    "source": [
-    "n_clusters_cre = [8,4,11]"
+    "n_clusters_cre = [6,5,7]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 22,
    "id": "ee03e6a7-f473-494f-af0f-12022e8c599d",
    "metadata": {},
    "outputs": [
@@ -849,42 +838,42 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "8\n"
+      "6\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:11<00:00,  4.38it/s]\n"
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:10<00:00,  4.85it/s]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "4\n"
+      "5\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 28.53it/s]\n"
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 26.16it/s]\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "11\n"
+      "7\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 16.65it/s]\n"
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 21.83it/s]\n"
      ]
     }
    ],
@@ -916,7 +905,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 23,
    "id": "bc508f2b-e2df-4318-ab00-00da011b0050",
    "metadata": {},
    "outputs": [
@@ -924,9 +913,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "8\n",
-      "4\n",
-      "11\n"
+      "6\n",
+      "5\n",
+      "7\n"
      ]
     }
    ],
@@ -949,7 +938,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 24,
    "id": "d2b129ab-b7af-4260-9456-459abdacd6ed",
    "metadata": {},
    "outputs": [
@@ -963,7 +952,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -975,7 +964,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -987,7 +976,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -1020,15 +1009,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 28,
    "id": "83343eed-44cd-4bec-86cf-ace008173592",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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rlUE4WP8A+GjbuI0umCPi74AfAbcA7wOuBQ4AvhkR/5qZZ0y3ooh4InA6cBFwJHAVcB/g34FnRMR9M/OSavYTgH8E3g5sB7wRuAb4QMvydqqm75uZ19b8vIPki8AX2saNd5jvaOBA4EzgDcDmlG32vYh4Qmae2TLvtsAhwBXAOUCtm+yq7d3A1cDPgRVTzRgRB1By6xzgv4A1wIOBMeDp1fd9zTTrexLwMuA84FfAI6aYd5Rz5g3A44DTgOOAhcCTgaOAp0bEEzMzW+bfB3g+8Fvg98D9uy04IpYA3wYeABxRzf+vlLy7IyWfNHO1c4Ye9lsXmwGfAH4JfBpYCdyZ8vt5VkTsm5knt8z/X9X63lP9fzDlGPeKiRmiFBIeAbwlM1f2GE/Tetn2DwN+DXye8rtxJ+AFwHer7faJtvk/AzwV+B/gLODhwDuAXYD9+hO+pvEF4MIO4+8HvB74Sq8LjIgnA88EbugwbQHlvGUZ8J+U87fDI2J1Zn6+Zb6HUnLukZl5S68xNCUi7kI5Xi8CjgX+ANyFcq773Yh4Smae3jL/NsD/ArtSjr+HAVsA9wJ2nNvoVVdE7Eg5n94SOB64AFhOyZvtZ7DIg4DduqxrK+CrwGrgdcAewCkRcVFm/rRlvmcB/0zJqWEyRtmO7V5GOaZ0+g06D3hXh/HX9S8szYJa9wvqmM/HGYCIeALleuYi4MOUa/btKOdRW1f/A2wD3AP4FvAnyvbaFXgx8KyIeFhmnjunwWtTfRB4JeU7/gHK+cIrgQdExOMyc32Py3s7cIdOE6pj3ZeA/6Oc0zwd+HJE3CszL26Z9TWU799/9rjuQfFqyj3FVuc0EYj6blPzZQfKfYAvUs7DbgHuS7mP+tyIuH9m/gXmRb48BFgFfI2SL7cDngV8ISLempnvmJMoMrOxAUjgxJrzfha4Fbh/y7gtKQfj84GosYxvAjcB27aNf0kVy1j1/7JqXfu1zHMS8MO2930d+GKT23CG232n6vMeUmPe+1fzfr11G1NuZF1OuWhb0DJ+M2CHlv+vB85s+jOPygDcveXv3wKrppj3fOBSYGnb+HdW+3TvGuu7I7BF9fczq/ft12G+Uc+ZR7Zvx2r8ydU2eXLb+O2Bzaq/X1fNs0eXZR9UTX9F2/jPV79XOzb9+Yd56DFnau+3Lu9fBOzeYfwdKQf6K9p+Ly9r/R0GDgUuaXvvR4CfAQub3pazue27vH/Lapud2zb+SdW++UDb+A9U4x/R9GefzwPlpD2BPWewvy+m3IxZBfy2bfo923MS+B5wSsv/iymFaB9sejvMYLsdXH2+p7aN36Uaf1rb+E8AfwPu3XTsDj3t5x8Afwbu3Idl7VB9B15TfUe+2jb9CdX4nar/F1AK5d/VMs+K6lj0qqa3TZ+27zJKRa5LgUVt01bhNcnQDfRwv6DGsub7cWY74K+U67HFM1zGg6ttdHTTn8ehp/12H2A98Pm28a+o9ufze1zeAyk3cyeOP0e2Tf8PYC2wefX/5tX/B7TMc3dK5cynNr19ZrA9D2k9vjqM1tDvfGlbxrOqZbyhZdxI50uX7bCIUrn6OuboPsdAPPMjIpZERKeaOxPTtwCeQjlh/eXE+My8HvgYpVbCg2usamtgHaVWaatLq9eJWvCbUS4Qrm6Z52pKjbqJmPah1IJ/eY311hKlOfaZEfH3EXF6RFxXNZE6NSLu1K/1tK1zaURsPsUsj6leT8rqWwqQmeOU0sldKTeGJ8bfmJmrZyNWQWb+sYfZtwauycx1bePbv+9Tre+KnL51CIx4zmTmDztsRyi1z6Gt1mVmXpKZN9Zc/PMpB7fj2sYfTrnAek4PoapNLznT437r9P5bMvN7HcZfQbl43q4aJixj6px5FKWG3Usy89aZxtWqypdVEXGXiPhUlC7c1kbENyPiHv1Yx4Qef686vf96ykX6Nm2Tnl+9Ht42fuL/F2zKejVz1fnacyk1nL7R49vfRWlV9+Yu05dVr11zhtJKb+spltGzqguDE6N0m/q9KF3Q/TUiPjbVuesMbF29Xto2/nLKBdhtx+KqFeXzgeMy89yqGXw/Y9EsiNJ92aOA92XmZRGxeJpz8OkcBfwR+FCX6RvkTJZaiuNsmDPvp9wMPmIT4rhNTHate0hEPDkmu5G8LCLeH7PfRdAzKS1pTsouNfIjYlFEbN1pmgbXdPcLaprvx5kDKTVu35CZN0fptqjX7kL/VL22n5tpsD0PCDY+dz6Och1a+9w5IhZW7/sGG/ciMmEZsC4z1wJUr+vYMJc+Anw9M79Ud93TxLVHlUv7RcSLonQJemNE/Cki3tCPdXRZ79ZzcGzT3OpbvnTQ6Td03uTLhOoc7RLKZ5yTbqsHIUmfSfnyLIyIKyk3E9+cG3aJcz/KzdWzOrz/x9Xrg4Gzp1nXNynNoE+KiPdTauLuRqkt+ntKNyVk5nhEnAe8LiLOpzTnez6lJjYRcXtKM6j/zMlusvple0pz+C9Suo34B0pJ4NbAv0zMVJ2oLK+70Mxsb44H8FrgrWVxsZrSbcK72m7+bVa9ru3w/olxD6PUZNNg+SbwbxHxAUoh4fWUPHkL5Ubsd/q1onmUM+12qF6vmHKuLqrm9Q8Eft6hcOVsSq2AOgW7Gnw7UFryjLeMOws4MCK+X/3/Ukr3jkTEZpQTrA+2Fvr3yRbA9ynHzzcBOwOvAr4UEbtNFLRU38/b9bDcq7P3JvMbiNLv+gJKM+EDKE2M/6dttgdTWsj8uXVkZv45Ii7FnGnSsyi/vR/upcAuIh5CKRh/Xmb+LTo/7uh8yk2ot1Qn5fcGngi8rVrGPSg3o55es9C+F/endB90AvBJSvdB+1MKJf695XNsBmxVc5m3ZmZrZZxvUZqxHx0Rr2ey26u3Uo7fH2iZ94mUPDk3Ij4BPBtYEhGXUFpEfbDHz6e58aTq9eKI+Aqli8uFEfEH4O25YbeIU4qIZwJ7UVq63dolZ86hdA30jog4jPK9/QeqrhYjYnfg34AHbepvdwdPorRs/QjlN/yplBaV11C6RJz4HJtTajjWcXNO32Xq/pRzp+O7TH8o5fplcURcS6nIdXBmthc6arDUuV8wJY8zQMnLvwErIuKXlN+D9RHxI+A12dIdXsv6Jq6fFlNaIh5STfpazRg0GB5M+S5tcL8sM9dV34Vezp1fDfw98Iwp5jkL2CYi3gh8itK18DbVeCJiX0pXOPfqYb11HUhpdX885brrBcB/Rem+7pMTM1UFi0trLnNdVSmr3a8p+XhrRJwNvCMzv74pwWsg9C1fImIppdXhUsox5b+qSa2/ofMiXyLidpQKCNtSrhmfCHy3SyXj/pvLpi3tA/ATyonw3sC+lMKHpPyIbNky3zOq8S/tsIx7V9PeXWN9m1H60V9XvWdiOB3Yum3eR1CagU/MczawXTXtJEp/bNN2tdXj9lhVrevZbeOPqsbfs2XcHm2fYcqhbXl3o/QT/QpKi5r9KTfKk/LsgYUt8+5VjT+8bRlB6cc9KTc5un0mu72apYHpu/BZTuku7pa278P/MIOmzkzR7VU1fWRzpsu6t6TUuBwHbjfFfF27TwJuX037TJf3/gX4UdPftVEZpsuZuvttBuud6Kbp423j70npOnDie3cBcI9q2qGU5yks6/M2OJO2prbV+NdX45/QMm6nXnKGKZp+19n2VU61Lm8tpQulLdrmuw74SZdlnA1c2vR3bb4OlIoQ64Gde3jPIsp539dbxq2irTuSavzelGe+TXxHvkE5EY/qu/3JWfhMWX2mh7aNP51yY7n1fHW/HvJlVYd1HUSpmNM63wXAvdrm+2A17S/AucCLKBdKP6jGH9r0d8Gh43fpiy377YfVPntR9fuYwItqLmc5pYXQMW3f0692mPdANrzuOaHKl80oN3qnvX7q8TNOHDfWtB4TqnX+Frisbf5DesiZM6dZ9y5Vrn63y/TTKTeun0FpofYRyjnyauAuTX8/HLru11r3C6ZZhseZ8t5rqtxcA5xY5cJrW8bfp0NsT25b5uWUgpLGvxsOPX3HfgNc0WXaZ6t9u6TGcnauvitvrP6f+M0/ssO876B0i53V6zuq8XegnOv8e58/4x7Vui4FlreM3xy4Ejirbf4Te8ilE9veO0a5Rvk3yv2011Nqsa+ny70Sh+EZ+pUv1fwvb/surQT26TDfyOZLyzJar3FuBj4H3GGu9mujLT8y86Ftoz4eEb+mNEl9FZMPpJuoEdSpO5J1bfNM5VbKj9IZlAuQqyldNr0C+HREPDUzb65i+1FE7Ezp720tcH5mro+Ix1G6oXkgsCAi3ky5eAlKLY2356Z1T3JpZn62bdx3KBfEu1IuVKD0j/b4mawgy0NzHts2+viI+Cilpu1zgVOq8V+nXFgfVNWo/QJlW7+Gya5+NqXJvmbPzZSuDL5IeejjWkr/zy+m5MIB/VzZKOdMu6q578mUE8DnZ+bV07ylm6l+26D8vplfQywidqX0zX8J5QLzNpl5fkTch1KLIyjPtrg5Iu5NqQG+Z2beEBEHUb7PWwFfphRcbPSgzh6sp/R33WqiJdiulMJwKBe4veTM5ZsQE5SHaT6ecpNiR8rvxJaUHGitYbk55szAiYh7Urr0+d/MXNnDW19PuWm593QzZuZpEbEDJWeuzswLq3W/hPIQwWdHxDJKraqnUL43x2Tmkb18lg7OysyftI37DqVgcyfKTV0ouVM3Zzrl8JWUZ/ycQVUYStk+p0fE7jnZ2mmi1u8S4NGZ+VeAiPgs5ZztDRFxeG5Y41fNm9hv1wGPycybACLiNEplindHxEk5fSuM91Fa/hw83Qoz8yMR8RlKYfttLeYi4i3VMt5e1cQ7nPLQ8yspBSKf6/GztTstM1e1xJER8V3g5RGxZU7WCPw4pXJMHdN9n/enHEs7tvrIzD3bRn26anl5CqXCQV/Pi9UfPdwvmIrHmWIrSq3bUzJzv4mREXEO8F1KS8P27nZ/XK1vGaXS6XMpNZQX5ZA97H2em+7ceWKem6ZZzkcox6vDplthZr4lIo6kPKvgj1m6AYZSgeNc4LiIuBvlmuQhlPsWb8wOXQj36IRsaRWWmWsj4sfAw9vmex/ler6ODVoHZubh7TNExP9Q8vSDEXFqdm4pouHQr3wBOA04j3JN+wDKcWPb9plGOV9aPJ1SmWB7SsuPZZTj0pU9RTxTc1XKUnegNKm8kZbazvSv5cfJlB/rZW3jD6yW8ZJp3r8MuIjqAbXAGymlV0+iNF2/irbatD1+9lXADzqM36OK799medvvWK3nk23j70Y5IWotzfsVkw+4OmyKZdryY/b2V9ea1JQL2u9TutCJtmnvrfbb43pc35QtP7q8Z+Ryptq2J1XLf1ON+W35MSDDVDnTy37rYX07U05MrgLuW/M9QakRfGL1/3MoF6/PBx5d5dOMHzJJqbX45w7jd6o+79ua3vYt71lIqcn+G1paq2HLj4EcKCfFCTy3h/fsUn2//1/b+FV0qJHbZRl3otwU3a/6/5gqT/6J0mfvDbS1DuzxcyXwiQ7j96um7d6n7XcApdLCbm3j71uNP7ll3BHVuk/usJxDq2n/2vR3wmGjffOVat+8s8O0ifOKe02zjEdTCrD3aRufdGj50WUZu1GutR5T/f/16rdzolugjWqg9/AZJ44l7+gw7ZBq2o6zsG0XUi62rwGW9vjelR43hmugw/2CKeb1ODO5vOvocg1I6Ye+Y03ntvnuQjmvPbbp74FDT/t+k2uyU7rDWQ88qmXcxG/+Ri0/uizjCZSbx39f/W7/htLd2z8C76xy6W4z/Ix7VLHs32HaiZRy+Nnezm+rYviXpve5wybtx761/Ojw/vtVx6+Da8w76vnyKUrPMdvMxX4dhGd+bCBLrddL2bA0bKLkaPsOb5kYN+VzBKpSsn0oP8zttSA+RzmJ2Z3ybIRuDqV8USf6qt0f+Ehmfq1ax0eqce+bKpZpTFUD/rbOSSNiCT30xZ6ZdWrk/rla/wYlkVlaijym2oY7AX/NzN9VtZGhlGRqsDyKcoH8uqx+WVp8jlIIsTuldulsGqmcqZ6B8DFKs/tDM/PdG72xN9dQDlob/bZVffpuS3k+i4ZMlAcSf5dSy+Oxmfmbmm99KaX1xVOq//cHPp9Vn5sR8R7giIh4ec68j/a6ObOQ0tS2riuzTw9mB8jSj/0plOPzP1G6a4RyTtDpfIBqfL+fK6RpRHnQ476UB9R/sYe3foDSCveLEbFLy/hFlGdY7AKsyczLpljGh4FzMvPE6jd6P+AVmfn9KrY9KXnU3kKwF3VzZhn1ny11a2a21nQ6GDgvM3/bOlNm/qZ6ptbuLaNXV6+dzu0mtpUPox08/dhvR1IqIP2kLWcANq/GjWeX55ZVOXIcpeDsuxFxF0qfy4/PzLOBsyPiuZRWwu210HtRN2e2pBwn67gpu7e0fRLlWVFHZe99R6+i9ASgIdHlfkE3HmcmrabcROv2G/TA6RaYmZdGxBnA/hHxytzwWaEaXJcC946IzTrss+2Bq7JqjdhJdV16GOU5BZe35NLE+fjyatxVmTneZRlbUFqOvCszz4uIR1AK45+WmRdGxM8p3UjtQ/VsqhmqdS0SEcspFTXruCHrPWNoVfVa57dJg2uT8mUqmfnriPgFpVeHrt/zeZIvJ1FaEz6d7s9q65uBK/yoHgizA5MPModSwnUjGze9gfKwbSjdBExl4od5YYdpi9peO8X1AErffv/c8kXfgVJgMOHPwF2niaNfHkG5sVZXx6e6tbk7Zft0fHhzVQhyccuoJ1FK/7/ZaX41apO+7/0wajnTUvDxIkqtzUM2NaAs3YL9HHhAh4PrQ6oYpvtt04CpCj7OpFycPi4zf1HzfdtTTl5emlU3NpScOadltj9TmotuS2kZNJvuSqkRW9fOTJ7098vESVZrweVPgX0i4q7Z8tDziLgrpUbil/scg6a3F+VheR/q8UbIjpR99rsu0/9A6fP8yZ0mRsRe1bT7VqO2peRH+3Fm2hs6ffIcyjMV6vgTpULJhO0pNYk7WcSGx+yJBzDu0GHeiXGz/fug3p1NaW2+KfttR8qx5Q8dpj2mGn8UpQVHJy+j/FZPPHx9Yr1NnZu9juph0jV8j1JTsZOXVK9TVWLrZhe6XPtoMHW5X9CNx5lJZ1MKP3ZgshutCTtQ/7ixjHKNuTVz1V2JNtVPgX+hXF/+YGJklUv3p/QYMZVllApRe1ZDuxdUw+uB/+6yjLdTuombeODzBsefzMyIWM3cHX8+RLl5XMdJlELP6exavXpMGW6bmi/TWcb0lXLnQ750us6fNY0VfkTE7Vtu7rR6ByWur0yMyMzrI+IrwNMj4h8y81fVMraknOz+gckLwYlSqTtTSuQmaj6dTynV2jsi3tRWIr1f9frTLrEupNSSOj4zW/ulvZTJEyGqv7v1b9ZvM35+QadtX93YfWf171c2ftdGy3gK5cB3Umb+aSZxaFadW73uExEfzOpZNpX9qtfbvu9dcmbGRjBngvJ5XkTpYu8tfYzrU5Qah/9O6cpkwhjlQZyf6eO61CfdciYidqQUsq2g1KQ9p/MSOjqK0oXDJ1vGdcqZmyhdDsy2OXnmR0RsQ6l1eVPb+C0oNSnX03KMp+TMPpQcaX2Oylj1egqaa/tXr11r7UTEnSk3bS/OzLXV6NdRcqXd0ZRm3q9hskZ8+/K2quY7NDMnCg3+SsmP+zJZMWMujzOb0hf7ucD9IuJhmXnbDb2IeDjl2R+nt8z7fcpNrb0iYvvMvKSadwtKC5xx4KwZfQLNptMoF48viIh3ZtUfeJUbewMXZPV8gWr83Sh9Sl/Uch63L+VZL+0+Rykofy9wYYfpEwXE7wIOyMnnwUzkxn2ZfEbafal3U7kfNvmZHxFxJ0phzs8z85dd5rldp1YjEfEyyg2FY2rGoDnUy/2Can6PMxtqP858gvIbciDlQe7AbQU821OudSbG3TEn+5ynZfy9Kc8OvaitVYkG22eAN1HOlX/QMv4AynFmg3PniPg7SpezEz18rKH00d/uDpQc+QblHPDXnVYeEf9Iec7u7i3n+63Hn59VrUt2ZcPzndk0o2cYVK2dt2iv2V4dY19K+Y34Ub+CVCM2NV+IiDt16UnkMZQWHGd2W/mI5csWlG74N3gGTnW/8GXVv3Nyztlky483R8TDKDeJLqY0eX4SpdbST9jwJiCU7gAeC3wrIj4I/I3y5due8lDY1q59nkapEXEopX9ZMvPqiDiccqPkFxFxHJMPPN+HUtuuW22hMcpNrv9sG38ycHBE/JXSX9oBTHbvA0BErKL0bVun5UVt1UXLTLssOi4itqb8KP+ZUoPlGZS+474EnNo6c0QcT6mB/kvKSdSjKNvsp5QHzdE2/8uZPMlcDOwY5SHXAL/KzGkLV9RZRLyQUoMJysnGkpZt+6fM/ARAZv4qIj5P2a8/i4iTmXzg+V6UH5gvtSx6o5yp1rcj8MLq3/tUr3tFeRAglP5pOxV+jTFaOfN+ShcQvwJ+HxEvaJt+UWbedqMpIu7HZLdFE10pvDAiHlX9fUTLCdNEocphVYuB31N+C59GaWGyaoYxi/o5U83by37bKGeqi+TvUmrZHQHcM8pDoFt9u8vF5DOAx1FOhlqdDPxPdfxaDbyF8lym9S3vPZPSJc7O/fy+VF2HzLhrvB62/e7AsdVv1oWUPql3pvz27EC56XDb70xmnh4RXwVeUxVCnUVpGbo/pSuXujfS1Acx2W3O2dN07/YeSo2hx1Cd8Gdmx+9XRPw3cH1mntppeuXdlAvMD0yMqLpK+xTwlqrQ+i6U39MXtS0/Kd/Bnab8cD2quk2ZquuUqRwCfAH4dpQuIf9Auah5KeVG26Et67k1StejXwbOioijq3leRKkBtn9mrpnp59DsyMxrIuJ1wLHAj6M8HHUJZR8voVzotvo41W87Vau6zOzYsq183bl8mpw5Gvh+Zt5WqSIzV1fHkA9VufyPlPO9iQvSidaMK4HvZeYe9T5tPZn5R8rzGDfFv1Guaadq9bFvROxPuUG3qpp/D0qh00XUb32iudXr/QKPM1O/94wq9udFxNcofcfvSPntuYyWa0DK9drjKTfWVlHuBexGOTdbTMtvhAZf1YXmUcDLI+ILlO6r7gW8ktKq7pNtb/lfyncjqvffTNs9Irjt+ADlWrhjLlWFBR8DPtp6vUzJ4T8AH4/yoOd/pbQm+nTLe/eg5P9Jmblf7Q9cQ2aey2SF0V5sCayMiNMo1+3XAPekVMreEnhebtzNvobIpuZL5ZiqQP47lApLSynnWM+lXOu+lg5GMF92Bb4XEadSKtlcTbmH/zxK3pyUmT+Y4v39k809ROaplJoLl1BqXayh3Fx/E10eVEf5wn2JUqNtLaWmUKcHdu1HubF6SNv4oNxs/QnlQdw3Uw7mRwF36LLOnavYntZh2hLKydDl1XAYbQ++odTOvaTmNllFh4eDM/kwmv36tO33p5wQXk65WL6OcjP8IGBBh/n/g1Kb7FpK4cdvqv20bIrPkV2GE5v6zo3CUO23btv2zLZ5lwBvoNywv4HSddwFlBP5Ldrm7ZYze0yxvqTzQ7xHMWem2u4bfa9btme3Yae2+VdQ+vG+tNpP51K6rIh+xD+fhx5zpvZ+65QzTD70r9ecWV7t+1d3mBaUwv+LKRfgJwFbt81zTpVzK2puj1Udxk/Efsh0y+j3tgf+jnKSdy7lOHNz9fvwFUrlhk7LXkpprbiqypk/UgqGFvcrfofa+/lN1T49YJr5TuyWAx3mXcUUD6KldHl6E/CgDtO2rtb11ypvDm79LQW2quL4Yc3P1/HcpeU3YNrP08O2/GfKw6f/Smn5dyXweeD+XebfnXJRdR3lvPiHwF5Nfyccpt3PT6ecd6+p9t23gEd2mG/iN3SnGstMpnjgOfDsal0bPRiTUlnlNMr11YXAi9um37da/ik14uh6LGHygefTfp4et+f51fd/+RTzPJJSWHgx5Zx4HeWm1Xupcex0aGagx/sFHmdqrWsR5dmP51POn/5CKWi9a9t8j6Pc7F5V5dfEudYJwH2a/m44zGjfL6TccJ3Y95dQrsW37DDvKmo88JgaDzyn3I/4M7BVh2n3ZPI85rfAk9um71Ut/101YtmDLtf/9PEBzsBmlOuW31AKPm6mFB6eCjyk6f3s0J9hU/OFct711eq7v45y7nEepdC+60PKRzBftmXyeXVXV/lyFfBtSoX6ObvfFVVAmgVVLeJfUS4iTmg6HmnQmTNSb6ouo66knOS8rel4pEFXddv5JcrzqL7bdDzSoIuIV1L6cN8tMy9oOh5p0HmckfojIg6jFALukh26LpQ0yXyZ2oKmAxhxT6DcyD2p6UCkIWHOSL15HKXw431NByINiSdQash7Q0qq5wnAsRZ8SLV5nJH64wmUCl7eyJWmZ75MwZYfkiRJkiRJkiRppNjyQ5IkSZIkSZIkjRQLPyRJkiRJkiRJ0kix8EOSJEmSJEmSJI2URU2t+MY11w3Hw0ZyfdMR1JYLlzQdQm1Lly2LpmMYJu/dYtfhyBfg1qGJFJYsGJ6v4euvv2B4gh0A1x7/5qH5Jm75yCc0HUJt54y9rekQannIN75jvvTohnXrhiZnPnT7+zYdQm1jV/6y6RBqWbr5FuZMj1a/7YChyZkzjvy/pkOo7dkfeVHTIdSy+bPeYM706I1L7j40OXPotb9rOoSR4/V/7y561XOHJmfy1uG4b7b877ZvOoTa7vDqD5ozPTrzQQ8fmpxZuNi2CP326LN+2DVn3NqSJEmSJEmSJGmkWPghSZIkSZIkSZJGioUfkiRJkiRJkiRppFj4IUmSJEmSJEmSRoqFH5IkSZIkSZIkaaT0pfAjIvaLiIyI+/djeZIkSZIkSZIkSTNlyw9JkiRJkiRJkjRSLPyQJEmSJEmSJEkjxcIPSZIkSZIkSZI0Uiz8kCRJkiRJkiRJI8XCD0mSJEmSJEmSNFJmvfAjIlZExE7tw/j4+GyvWho63fLlhry16dCkgdT1GLN2XdOhSQPJ8zKpN91y5tp1NzYdmjSQuuXMOq9npI665czfbryp6dCkgdQtZ66/5ZamQ9OAmouWH2PAyvbhiKOOnoNVS0NnjA758sObxxsMSRpoY3TImWO+fXaTMUmDbIwOOXPkkUc2GZM0yMbokDPH//i3TcYkDbIxOuTMz9b/rcmYpEE2RoecOeEXFzQZkzTIxuiQM6f+5bImY9IAWzQH6zgcOLF95CtedtDKOVi3NGwOp0O+PHLxCvNF6uxwOuTMSx//EHNG6uxwOuTMy1/+cnNG6uxwOuTM/g/bzZyROjucDjnzoAVbmzNSZ4fTIWde9IB7mDNSZ4fTIWeeud2dzRl1NOuFH5k5Doy3j79xzXWzvWpp6HTLl/duseucxyINg245c+3xb57zWKRh0C1nblhnV3FSJ91yZvXbDpjzWKRh0C1n3rjk7nMeizQMuuXMRa967pzHIg2Dbjlz5oMePuexaDj4wHNJkiRJkiRJkjRSLPyQJEmSJEmSJEkjxcIPSZIkSZIkSZI0UvpS+JGZJ2ZmZOYv+7E8SZIkSZIkSZKkmbLlhyRJkiRJkiRJGikWfkiSJEmSJEmSpJFi4YckSZIkSZIkSRopFn5IkiRJkiRJkqSRYuGHJEmSJEmSJEkaKRZ+SJIkSZIkSZKkkWLhhyRJkiRJkiRJGimRmY2seN3aNc2seJTF8JRlLV22LJqOYZjceN24+TIbYni+hpttuXx4gh0AN121enhyZuGipiOoLW66oekQall8x53Nlx7duOa64cmZXN90BLXlwiVNh1CL52W9u/H6a4cnZ4boGmFY8tvzst4N0/VMLtqs6RBGjseZ3g3VcWZIrB+i3F62dKk506NhugewfvNtmg6hlgU3rWk6hNqWrNiua84M0ZmwJEmSJEmSJEnS9Cz8kCRJkiRJkiRJI8XCD0mSJEmSJEmSNFIs/JAkSZIkSZIkSSPFwg9JkiRJkiRJkjRSeir8iIj7RcSnI+KyiLgxIi6OiOMjYufZClCSJEmSJEmSJKkXtQs/IuLZwDnAo4GPAgcBnwKeBvwqIh49KxFKkiRJkiRJkiT1YFGdmSJiV+BE4HzgnzLz6pZpxwA/Aj4XEfdunSZJkiRJkiRJkjTX6rb8eB2wDPiP9sKNzFwFvAG4I/AffY1OkiRJkiRJkiSpR3ULP54MrMzMH3aZ/jlgHbBnX6KSJEmSJEmSJEmaoWkLPyJiOXAX4Nfd5snMG4ELgHv1LzRJkiRJkiRJkqTe1Xnmx1bV63XTzHcdsHX7yIhYAaxoH3/ZJatZsWKj0dK81i1fLr94FStWLJ/zeKRB1y1nrrjwt6xYbs5I7boeZ1Zf7HmZ1EHXnPnzKnNG6sDrGak3Hmek3ngPQL2q0+3VRKHHVlPOVaZ3KiAZA1a2D0cedVTNEKV5ZYwO+XLE0cc0GZM0yMbolDPHHt9kTNIgG6NTzhx1dJMxSYNsDM/NpF6MYc5IvRjDnJF6MYb3ANSDyMzpZ4q4FFiXmXfvMn0zYBw4JzMf1TZtBZ1bfqy0FLvPou4jXJq3dNmyaDqGQTRFTamV1pSaBTE8X8PNtlw+PMHOoSlqfawcmlofC+s0whwMcdMNTYdQy+I77my+dDFFy4/hOS/L9U1HUFsuXNJ0CLV4XtbdFDVyhydnhugaYVjy2/Oy7kbheiYXbdZ0CCPH40x3I3GcGRLrhyi3ly1das50MQr3ANZvvk3TIdSy4KY1TYdQ25IV23XNmbp3XE4HXhIRj8jMH3WY/kxgaTXfBjJznFIwsoF1a4dnA0pzpVu+3HjdRqMk0T1nbrpq9ZzHIg2DrseZNdP1birNT11z5vpr5zwWaRh4PSP1xuOM1BvvAahXdasB/TewDvhIRGxQPBURdwPeB1wBHNvf8CRJkiRJkiRJknpTq+VHZp4fES8GPg78JiI+BlwM7Ar8O7AE2DMzr561SCVJkiRJkiRJkmqo3dF4Zn4qIn4PHAwcCNwO+AvwJeCdmfnH2QlRkiRJkiRJkiSpvp6espqZvwSeMzuhSJIkSZIkSZIkbbq6z/yQJEmSJEmSJEkaChZ+SJIkSZIkSZKkkWLhhyRJkiRJkiRJGikWfkiSJEmSJEmSpJFi4YckSZIkSZIkSRopFn5IkiRJkiRJkqSRYuGHJEmSJEmSJEkaKYuaDmDQxfpbmg6htly4pOkQNFsWLGw6gtGU65uOQLNkwc03NB1CbQv+dm3TIdSWMSx1JnZuOoChs37h4qZDqG3BTWubDqE+D98jK9Zd13QItQ3T9czQ2HJ50xEMn2G6nvEaQQMgbr256RDqG5LjzKI1VzcdQn1LvZ7p2aLhuSe6YO01TYdQyzDdV2HFdl0nDctdDEmSJEmSJEmSpFos/JAkSZIkSZIkSSPFwg9JkiRJkiRJkjRSLPyQJEmSJEmSJEkjxcIPSZIkSZIkSZI0UmoXfkTEfhGRbcMVEfGtiNh9NoOUJEmSJEmSJEmqa9EM3vP/gIuBAO4M7A98KyIemZk/62dwkiRJkiRJkiRJvZpJ4cfXMvOXE/9ExMnAJcAzAQs/JEmSJEmSJElSo/rxzI+/ArcAi/uwLEmSJEmSJEmSpE0yk5YfKyJiW0q3V3cCXgck8Nl+BiZJkiRJkiRJkjQTMyn8+G7b/2uA52TmT/oQjyRJkiRJkiRJ0iaZSeHHgcBF1d93qf4/JSKekJk/6FtkkiRJkiRJkiRJMzCTwo+ftD3w/FRKYciHgAe2zxwRK4AV7eMvu2Q1K1ZsNFqa17rly+WrLzZfpA665cyVv/8ZK5ZvPefxSIOuW85cetllHmekDrrlzBUX/pYVy5fPeTzSoPN6RupN1+PMqgtZscLjjNSue85c4LmZOtrkB55n5lrgx8ADImKLDrOMASvbhyOPOmpTVy2NojE65MsRRx3dZEzSIBujQ858+LgTGwxJGmhjdDovO/LIJmOSBtkYnc7Njj2+yZikQTaG1zNSL8bolDPHHNtkTNIgG6Njzny0yZg0wCIz680YsR9wAvCA1pYf1bSvAnsCd8rMK9qmraBzy4+Vw1DzI9bf0nQIteXCJU2HUNvSZcui6RgG0RQ1pYYiX4ZOrm86gto223K5OdPBFC0/Vg5Ly48FN1zbdAi1ZWxynYk5sXDnB5ovXUzR8mNojjMLblrbdAi15eJlTYdQi+dl3U3R8mPlsNQuHKbrmWGxeLudzJkuRuF6ZljOd4bJ0s23MGe6mKLlx8qhafkxJMeZuOmGpkOobfEddzZnupii5cfQnJtxy01NR1DLgpuHJ2cW3XnXrjkzk26vNlB96R4OXAH8pX16Zo4D4+3j161ds6mrlkZOt3y5cc11cx6LNAy65cwtl/1hzmORhkG3nLlh3bo5j0UaBt1y5qarVs95LNIw8HpG6k3X48y1V815LNIw6Joz4xvdkpaAmRV+PCkidqv+vjOwP3A74KCs24xEkiRJkiRJkiRplsyk8ONdLX/fAPwGeH5mfqo/IUmSJEmSJEmSJM1c7cKPzDwROHHWIpEkSZIkSZIkSeoDn+QlSZIkSZIkSZJGioUfkiRJkiRJkiRppFj4IUmSJEmSJEmSRoqFH5IkSZIkSZIkaaRY+CFJkiRJkiRJkkaKhR+SJEmSJEmSJGmkWPghSZIkSZIkSZJGyqKmAxh4YfmQmhe33Nh0CPXl+qYjqC0X+BM4qtYv3arpEGobpliHxcKmAxhCC269uekQ6vPcTAMgN9uy6RDqW39L0xHUtn7xsqZDqGVx0wEMofS3u//cpiNt0VV/bDqE2vLGtU2HUEssGqJf7zvu3HQEQ2fB2muaDqG2BTdc23QItdx8p3s1HUJtU93d82gpSZIkSZIkSZJGioUfkiRJkiRJkiRppFj4IUmSJEmSJEmSRoqFH5IkSZIkSZIkaaRY+CFJkiRJkiRJkkbKVA9D30BEZM1Zd87MVTMLR5IkSZIkSZIkadPULvwAXtj2/xiwI/DqtvFXbkpAkiRJkiRJkiRJm6J24Udmntz6f0Q8E9i2fbwkSZIkSZIkSVKTfOaHJEmSJEmSJEkaKRZ+SJIkSZIkSZKkkWLhhyRJkiRJkiRJGikWfkiSJEmSJEmSpJFS+4HnMxURK4AV7eMvu2Q1K1ZsNFqa17rlyxWrLmTFiuVzHo806LrmzMrzWLHcnJHadcuZy1df7HmZ1EHXnLl4ledmUgde/0u96ZYzf/35GazYeqs5j0cadN1y5spzz2bF8q3nPB4Nvrlo+TEGrGwfjjzqqDlYtTR0xuiQL0ccc2yTMUmDbIyOOXNckzFJg2yMTjlz1NFNxiQNsjE65czRxzQZkzTIxvD6X+rFGB1y5kMnfLrJmKRBNkaHnPnwx05qMiYNsMjMmb0x4jTg/pm50zTzraBzzY+Vw1DzI3J90yHUlgtmvSFP3yxdtiyajmEQTdHyY+XQ1C40Z2bFZlvfzpzpYIqWHytt+TF/LdnmTuZLF1O0/BiK8zIA1t/adAS15aLNmg6hFs/Lupui5cfQnJvF+luaDqG29YuXNR1CLUs338Kc6WLYr/+HSgxPL+YeZ7qbouXHymFp+ZE3rm06hFpi0eKmQ6htwT0eac50MUXLj5XD0vJjwQ3XNh1CLTff6V5Nh1DbZlts1TVnZv3OX2aOA+Pt49etXTPbq5aGTrd8uenaq+Y8FmkYdM2Zay6f81ikYdAtZ25cc92cxyINg645c91GoyTh9b/Uq245s/6is+c8FmkYdMuZWy49f85j0XAYnqoCkiRJkiRJkiRJNVj4IUmSJEmSJEmSRsqMu73KzL37GIckSZIkSZIkSVJf2PJDkiRJkiRJkiSNFAs/JEmSJEmSJEnSSLHwQ5IkSZIkSZIkjRQLPyRJkiRJkiRJ0kix8EOSJEmSJEmSJI0UCz8kSZIkSZIkSdJIsfBDkiRJkiRJkiSNlMjMpmPoi4hYAYwBh2fmeKPBTGNYYh2WODUzw7R/hyXWYYlTMzMs+3dY4oThilW9G5b9OyxxwnDFqt4Ny/4dljhhuGJVb4Zp3xqrBsEw7Vtj1SAYpn1rrNOsc4QKP3YCVgI7Z+aqZqOZ2rDEOixxamaGaf8OS6zDEqdmZlj277DECcMVq3o3LPt3WOKE4YpVvRuW/TssccJwxareDNO+NVYNgmHat8aqQTBM+9ZYp2a3V5IkSZIkSZIkaaRY+CFJkiRJkiRJkkaKhR+SJEmSJEmSJGmkWPghSZIkSZIkSZJGyigVfowDh1avg26c4Yh1nOGIUzMzzvDs33GGI9ZxhiNOzcw4w7F/xxmOOGG4YlXvxhmO/TvOcMQJwxWrejfOcOzfcYYjThiuWNWbcYZn345jrGreOMOzb8cxVjVvnOHZt+MYa1eRmXO1LkmSJEmSJEmSpFk3Si0/JEmSJEmSJEmSLPyQJEmSJEmSJEmjxcIPSZIkSZIkSZI0Uiz8kCRJkiRJkiRJI8XCD0mSJEmSJEmSNFJGsvAjIu4aEf/TdBwTImJFROwZEY+IiGibtkVEvLWp2FpFxG4RcUBE3Kf6/94RcVxEfDwi/qXp+DR7zJmZMWfmr0HKmWHJFzBn5jNzZmbMmfnLnJkZc2b+MmdmxpyZv8yZmTFn5i9zZmYGIWciM+diPXMqIv4B+HlmLhyAWO4DnAHcgVLY9HPgGZn5p2r6HYFLm441Ip4EnAZcB2wBPA34OPBLSty7A0/MzDMaClGzyJzpnTkzvw1KzgxLvlSxmDPzmDnTO3NmfjNnemfOzG/mTO/MmfnNnOmdOTO/mTO9G5ScGcrCj4jYd5pZ7gYcOiA7+svALcALga2BDwGPAB6TmX8YlC9lRPwI+E5mvjkingscDRyTmf+vmv4e4B8z05LsIWTO9J85M9qGJWeGJV/AnBl15kz/mTOjzZzpP3NmtJkz/WfOjDZzpv/MmdFmzvTfoOTMsBZ+rAfWAt2CXwAsHZAd/RfKF/B3LeMOA54DPAa4lgH4UkbEtZQv3IURsQC4EXhIZv6imr4bcEZm3qnJODUz5kz/mTOjbVhyZljyBcyZUWfO9J85M9rMmf4zZ0abOdN/5sxoM2f6z5wZbeZM/w1KzgzrMz8uBfbNzK06DcAjmw6wxWa0JU5mvgb4LHAmcK8GYupmPUBmrgfWURJmwnXA8iaCUl+YM7PDnBldw5Izw5QvYM6MMnNmdpgzo8ucmR3mzOgyZ2aHOTO6zJnZYc6MLnNmdjSeM8Na+HEO8MAppicQU0yfS+cDD2ofmZmvBj4HfGnOI+psFbBry/8PBy5u+f+uwOVzGZD6ypzpv1WYM6NsWHJmWPIFzJlRZ8703yrMmVFmzvTfKsyZUWbO9N8qzJlRZs703yrMmVFmzvTfKgYgZ4a18OO/gR9OMf1CSlOfQfBF4HmdJmTmq4CTGYzkORZYMvFPZv42M29pmb4npQRRw8mc6T9zZrQNS84MS76AOTPqzJn+M2dGmznTf+bMaDNn+s+cGW3mTP+ZM6PNnOm/gciZoXzmhyRJkiRJkiRJUjfD2vJDkiRJkiRJkiSpIws/JEmSJEmSJEnSSLHwQ5IkSZIkSZIkjRQLPyRJkiRJkiRJ0kix8EOSJEmSJEmSJI2U/w9tMFbHw7Y6rQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<Figure size 2016x144 with 8 Axes>"
+       "<Figure size 1512x144 with 6 Axes>"
       ]
      },
      "metadata": {
@@ -1038,9 +1027,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 1008x144 with 4 Axes>"
+       "<Figure size 1260x144 with 5 Axes>"
       ]
      },
      "metadata": {
@@ -1050,9 +1039,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 2772x144 with 11 Axes>"
+       "<Figure size 1764x144 with 7 Axes>"
       ]
      },
      "metadata": {
@@ -1064,7 +1053,7 @@
    "source": [
     "\n",
     "sort_order = {}\n",
-    "for cre_line in cre_lines:\n",
+    "for c, cre_line in enumerate(cre_lines):\n",
     "    feature_matrix = cre_line_dfs[cre_line]\n",
     "    labels = labels_cre[cre_line] \n",
     "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
@@ -1072,10 +1061,80 @@
     "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
     "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
     "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
-    "                               sort_order=sort_order, save_dir=save_dir, folder='test', suffix='_familiar_only',\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='test', suffix=f'_familiar_only_{n_clusters_cre[c]}',\n",
     "                                 abbreviate_experience=False)\n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "5339e649-5899-4225-a670-2eb85b3b6d9c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x252 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "### pot mean of shuffled dropout scores regardless of clusters.\n",
+    "import visual_behavior_glm.GLM_clustering as glm_clust\n",
+    "figsize = (10,3.5)\n",
+    "\n",
+    "fig, ax = plt.subplots(1,3, figsize = figsize, sharey='row')\n",
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    feature_matrix = cre_line_dfs[cre_line]\n",
+    "    mean_df = feature_matrix.mean().unstack()\n",
+    "    features = vba_clust.get_features_for_clustering()\n",
+    "    mean_df = mean_df.loc[features]\n",
+    "    ax[c] = sns.heatmap(mean_df.abs(), cmap='Blues', ax=ax[c], vmin=0, vmax=0.5)\n",
+    "    ax[c].set_title(glm_clust.mapper(cre_line))\n",
+    "plt.tight_layout()\n",
+    "utils.save_figure(fig, figsize = figsize, save_dir=save_dir, folder='', fig_title=f'mean_dropout_scores_familiar_only')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "b3f6ff5a-9390-4bf6-b971-42e7cd7a9b57",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "            session_number\n",
+       "all-images  1                -0.115912\n",
+       "            2                -0.218617\n",
+       "            3                -0.166648\n",
+       "omissions   1                -0.219393\n",
+       "            2                -0.272729\n",
+       "            3                -0.223157\n",
+       "behavioral  1                -0.136055\n",
+       "            2                -0.143150\n",
+       "            3                -0.143757\n",
+       "task        1                -0.014735\n",
+       "            2                -0.033877\n",
+       "            3                -0.014936\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "feature_matrix.mean()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "e348809e-70a0-45ea-88a3-2818bc6dfb7d",
diff --git a/notebooks/220928_figure4_novel_control.ipynb b/notebooks/220928_figure4_novel_control.ipynb
index aa57e90b7..44f9f244b 100644
--- a/notebooks/220928_figure4_novel_control.ipynb
+++ b/notebooks/220928_figure4_novel_control.ipynb
@@ -5,11 +5,11 @@
    "id": "d7613928-f970-469a-a53a-f9f79aeca193",
    "metadata": {},
    "source": [
-    "This notebook is a summary of Familiar session clustering control. I use the same steps as in original clustering analysis to examine clusters in the data from 3 Familiar sessions only in cells that were matched across at least 3 matched sessions. \n",
+    "This notebook is a summary of Novel session clustering control. I use the same steps as in original clustering analysis to examine clusters in the data from 3 Familiar sessions only in cells that were matched across at least 3 matched sessions. \n",
     "\n",
     "Two interesting questions that we can answer by looking at these clusters:\n",
-    "* Are the clusters from Familiar sessions only different from F/N/N+ dataset?\n",
-    "* What are the rates of represetional drift across Familiar sessions in three cre lines?"
+    "* What happens to the encoding scores after Novelty wears off?\n",
+    "* What are the rates of represetional drift across Novel sessions in three cre lines?"
    ]
   },
   {
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 31,
    "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
    "metadata": {},
    "outputs": [],
@@ -101,7 +101,7 @@
     "if not os.path.exists(base_dir):\n",
     "    os.mkdir(base_dir)\n",
     "    \n",
-    "folder = '220922_familiar_control'\n",
+    "folder = '221018_novel_control'\n",
     "save_dir = os.path.join(base_dir, folder)\n",
     "if not os.path.exists(save_dir):\n",
     "    os.mkdir(save_dir)\n",
@@ -110,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "909924f7-7fad-431f-a5f9-60542ac0bcba",
    "metadata": {},
    "outputs": [],
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 9,
    "id": "d7a6f09c-09f2-47e0-8687-f6aa037c425b",
    "metadata": {},
    "outputs": [
@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
    "metadata": {},
    "outputs": [
@@ -162,7 +162,7 @@
     }
    ],
    "source": [
-    "filename = os.path.join(save_dir, 'feature_matrix_familiar_only.h5')\n",
+    "filename = os.path.join(save_dir, 'feature_matrix_novel_only.h5')\n",
     "if os.path.exists(filename):\n",
     "    feature_matrix = pd.read_hdf(filename, key = 'df')\n",
     "    print('loaded feature matrix...')\n",
@@ -170,7 +170,7 @@
     "else:\n",
     "    run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)\n",
     "    # select correct sessions\n",
-    "    active_only = results_pivoted[results_pivoted.session_type.isin(['OPHYS_1_images_B','OPHYS_3_images_B','OPHYS_1_images_A','OPHYS_3_images_A'])]\n",
+    "    active_only = results_pivoted[results_pivoted.session_type.isin(['OPHYS_4_images_B','OPHYS_6_images_B','OPHYS_4_images_A','OPHYS_6_images_A'])]\n",
     "    # count how many cells have >= 3 sessions\n",
     "    tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
     "    matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
@@ -201,17 +201,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 11,
    "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "1450"
+       "1215"
       ]
      },
-     "execution_count": 72,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -222,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 12,
    "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
    "metadata": {},
    "outputs": [],
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 13,
    "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
    "metadata": {},
    "outputs": [
@@ -241,9 +241,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Slc17a7-IRES2-Cre 1163\n",
-      "Sst-IRES-Cre 149\n",
-      "Vip-IRES-Cre 138\n"
+      "Slc17a7-IRES2-Cre 940\n",
+      "Sst-IRES-Cre 111\n",
+      "Vip-IRES-Cre 164\n"
      ]
     }
    ],
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 19,
    "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
    "metadata": {},
    "outputs": [
@@ -283,17 +283,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Optimal number of clusters [   2    1    4    6    5    3    9   10    8    7 1160   13   11 1162\n",
-      "   15   12 1161 1158   16 1159   20   14   21   18   17]\n",
-      "Optimal number of clusters [  1   2   3   5 148   4   8   6   7 145 144   9 141 138 137  12 140  15\n",
-      "  19  16  13 130  18 127  11]\n",
-      "Optimal number of clusters [  1   3   4   2   5   7 137  10  13 136  12  11  16 135   8  18  15  23\n",
-      "   6  14 128  22  21  20 134]\n"
+      "Optimal number of clusters [  1   2   3   5   6   7   8   4   9  10  15  16  14  13  11  17  20 939\n",
+      "  19 938  12  18  22  28  32]\n",
+      "Optimal number of clusters [  1   2   4   6   3 110   5   8   7  10  12 102  96   9  95  11  18 109\n",
+      "  15  13  16  17  99 101  97]\n",
+      "Optimal number of clusters [  1   2   4   3   6   5   9   8   7  12 163  11  13  18  16  15  25  19\n",
+      "  20 161 159  10 157  22  14]\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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kuH5x/G7Nyu94cVHK+p/fN/le768fqspI2V30mV1TKKFdkvYP2SuuTJRj7MMy3Q/RTOu3ZYzL/vMRzTLEZkHaCljSOMKG1qvAv4jLDmtmyyW9B3yJkJ6m4JG0E4CZvRdX/F9CmpyhcX7ARxJS81yz7aV04mltRWtmrFi3ifkrN3DxfW80W83W1Tdt9VW4c6cyhvauYmifKnYd3JMHX1vKuiQKdWjvKp44f1yz8l0H90yqVC78zC5065z8X2tbKK5M27RVcVXXbGRo7645V46xdq3VaUv9bMcY0+cgRlyd0TBJSdsLQtI0oCdhNdiHkE32KDObFt2/GDjdzEa2Xay2Ienn0Y+7EnKb/YOQPqXGzP4Q1VkAYGbD49ptD8wCPgJ+TzjGPJGQYucAM0u+RGo+/nBg/vz5830TLkckrmgBKsrFuJ23o7KinAUrN7Bg5QY2bG7dSjT5/w5maO8q+nev3Mpen2yMqopyrji55U21dJVQYptC8m1tCx194zUbFixYwIgRI2AbekHsD/zSzJpSbDItBgZlK0iOuSzh/Tei1w+AP6RqZGaLJB1GSG54JSEWxAPAj9JVvk7uMTMuf3BusxVtfaPx2Nzl7NivKyP6d2P/4X0Z0b8bw/t34yf3zE5h16xizPa9k46T7UrwxLFDIyWUTmLgwlzVOfkhEwVcRnIXrRj9CQor75glcexrXmd4ivI3CBl9nTxiZsxevIaHXlvKQ68tZcX65H96Ap6aeHiz8tR2zdRf3cEVl7NtyUQBzyXEvvxTivvHEzLrOk5aJH5N/vH4nRnev1ukdD+kuqaWinJxyCf6s35TAzUb65v1MaR3VZKes7c5Os62JBMFfBPwO0mPA/dFZSapK+Hr+qeA03Msn1OkJPNS+NFdszGCbffQUdtx3tE7c/SuA+nVtSKlfba1XXRXuE4hk7YCNrM/SzoY+BvwW8IJvTuAfoT0HP80s3+3i5RO0fHrh5rbdA3o07WC6RMPp1fV1tE/fUXrFCMZ+QGb2dck/Rf4GrALwQT3AnCLmf23HeRziogV6zZx3+wl3DtrMcvXJbfp1mysb6Z8Y/iK1ik2Mj4JZ2b3klmMXacESBUZq66+kalvLmPSK4uZ8c5KGpuMPYf2oldVJ9bUNve5TWXTdZxixGNBOG1ma/usqK6p5Sf/ncPtL3zAm0vXsX5TA0N6deGcT4/k5LFDGTWwR1Y2XccpNjI5CffLNKqZmSX64DodkHQd+VMFpdnc0MRLC1bz+X2HcdI+Q/nkiH5bHct1m67jZLYCvriFe0awBxvND0E4HYxkHgo/uWc2T7+9nAE9q1i2to4P19SF17V1bGzh9Nk1p+6d8p7bdJ1SJxMFPCJF+52A84BewNdzIZSTX5JFBdvcaEyatYSKcjGgRxcG9erCroN7Mm70AO55eVHSoDRuz3WclsnEDe2DFLfek/QYIZvwmYTElk4HxMx4+PUPWZIkBiuErzjzLvtMswhfew3r5fZcx8mCnGzCmZlJuocQuMYVcAfkzSVrufSBN3j+/Y/oVCYakkQEH9K7qpnyhcwjYzmOE8ilF0Ql4VBGRkiqAA4HxgG7ExJjGiHa2uvAU8CTZtb8HKrTZlat38S1j73NHS8upFdVBf/vxD3oWlHGzya/kdWps0yC0jhOqZMTBRwltPwBIV5Eum0GAj8CziAE8hHQQAgFKUJg9M8BFwIrJf0TuM7MluVC5lKnvrGJW5/7gOsff5sNmxv5+kHD+eGRO9OrazgEUVZW5h4KjtPOZOKGliqZVF+gB0F5npVmX78gmCsAJgEPA8+Z2cKEejsCnwQ+C/wf8F1JV5vZ/0tXbqe5S9ln9xrEE3OX896KDRw6qj+/PH43Rg3ssVUb91BwnPYnkxXwQoJpIB4DXgHeBv6aQWDibwM/A24ys42pKkUbfx8Ad0ZBf84GLgBcAadJMpeyvz49n/7dKrjp6/txxC4DPImo4+SJTLwgxuVw3J3MLPlWe+rxNwI3SPpLDuUoeq55dF7SDLaVnco5cteBeZDIcZwYZfkYNFPlm6u2pciSFCm0k6X7dhxn25IXBexsO1IdhvBDEo6Tf1KaICQ10dzm2xpmZq2aNaIEn5liZnZkFu1KmonHjOb8u2fTGOfX64ckHKcwaElZ3kLmCjhdRibpuxvBHQ2gJnrtHb2uBNa3kyxFzXF7DuaiSXOgvIy6+kZ3KXOcAiKlAjazM9pr0MSEmJJGAk8CNwBXmdmHUfkggh/wiYCvfrPgyXnLqa1v4p9n7s/howfkWxzHceIoFBvwdcD/zOy8mPIFMLMPzeyHwPNRHSdD7n2lmv7dO3PoJ/q3XtlxnG1KoSjgcYQjx6mYHtVxMqBm42aeeGsZE8YMoVN5ofyqHceJkdF/paSDJT0gaYWkBkmNCVfzmITpYcCuLdzfPct+S5oH5iylvtE4eR+39zpOIZK2Apb0aYKd9kBCIs6y6P1LhNgNrwO3ZinHVOA7kk5X3LEsBb4OfCuq42TApFcWM3pgD3Yb3DPfojiOk4RMVsA/A5YCuxEC6AD82sw+CRxLCNj+9yzl+BFQDfwTqJb0lKSnorJ/AEuiOk6aLFi5gVcW1nDyPkP9qLHjFCiZKOADgL+b2QqgKb69mU0lrH6zSkdkZouBMcBVwOporAOin68CxkR1nDSZNKuaMuHuZo5TwGQSjKczYUUKsCl6jQ+h9SrwtWwFMbM1hGDuHtC9jZgZ985azMGf6M/Anl3yLY7jOCnIZAW8FBgGYGYbCIcl9oi7P4wQktLJMzM/WM2ij2p9881xCpxMFPBLwMFx76cC50UbZ2cA3yNszmWFpO0l/UPSYkmbJR0RlW8Xle+fbd+lxqRXFtO1spxjdh+Ub1Ecx2mBTBTwTYTMFLEoLj8FaoGbCRtlm4CfZCOEpBHATOAU4A2gPHYvsjnvR5rB3kuduvpGHpizlGP3GETXylxmnHIcJ9dkEg/4MeCxuPfvS9qZcES4EXgmsuNmw+WEjb09CEp9ecL9hwjpiZxWeGLuctbVNXDy2GH5FsVxnFZo0xIpsgXflwM5jgJ+b2aLJCVL7PkBkf3ZaZl7Zy1mUM8ufGqnjPOjOo6zjcnkIMYrkr4vqT2CCvQkbPKlopLcZnAuSlau38T0eSuYMHYI5UnSxzuOU1hkYgMeAFxPOCgxWdLJUUr5XLCIlo8bfxJ4N0djFS33z15CQ5O5+cFxOgiZKODtgWOAuwh237uBpZL+kAMPhUnANyTFu7UZgKRTgFOjcZ0WuHdWNXsM7cnoQT1ar+w4Tt5JWwFb4DEzOw0YBHwDmE3IcPy8pLmSLsxSjsuBxQQ3ttsIyvdCSc8RFO9s4LdZ9l0SvLt8HXMWr+EkX/06TochqxiFZrbBzP4VpQgaDvwcGEyW6eLNbC3wKUIsif0IwX2OBkYDfwIOTzcZp6TOkq6StERSraTnJbUazF3SxZIsyfVha20LgUmvVFNeJk7Ye0i+RXEcJ03atLEVZbI4nXAEuSdQn21fkRL+AfADSdsRlPAKM8s0LdLNBH/i6wl24zOAhyUdZmbPpdH+W8DGuPfJ0woXEE1NxuRZ1Xx6VH+269E53+I4jpMmGStgSb2ALxIU76cIinIOcD7w72yEkPRLYJKZvQ5bDl/E398dOMXMLm2lnwOALwHnmdn1UdkthFCZVwGfTkOcu8ysJtM55JPn569iyZo6LjqupZDKjuMUGpm4oR0v6S6Cu9iNwCcIOdzGmtkYM7vOzBIPUKTLxcBeLdzfA/hVGv18nrAK3xIWMzJd3AQcImlwGn1IUs/4uMSFzqRXqunRuRNH7zYw36I4jpMBmayA7yMcN74f+BfwiJk1totUzelCeoF+xgJvmVliBuUXCSv1MbTsbwywEOgOrJN0D/BjM/soVWVJvfk4e3OMbbYTVru5kYdfW8rxew2hS0V56w0cxykYMlHA3wX+k6uv55J6srXi6idphyRV+wJfJfgKt8ZgPg6ZGU9M6ba0Q7Ua+D0hAehm4AiCPXgfSQea2aYU7X5IitX51KlTGTiwfVelM1eIDZvLGVA7nylT5rfrWOkyZcqUfIuQF0p13lB6c1+2bFluOjKzvFwEpdWY5tVEWIm21ud7wH1JykcSXNu+l6GM343and1Cnd4ET5D46xDA5s+fb+3NaTe9YAdd8YQ1Nja1+1jpMHny5HyLkBdKdd5mpTn3+fPnW6Qbhlsb9GA+j/dOj14F/BK4l7CZF48B64Hnzex/afRZSwgcn0iXuPuZcCNwDeHgyd+SVbDwjaAmvmxbmY+Xr63jmXdW8H+Hf4IyP3rsOB2OvClgM3uKKBW9pB2BG80s63jCEUsJZohEYmVLMunMzJokVRPMIAXHlFeX0GRwkqcdcpwOSVYHMXKJpO7AjmydXSNbXgV2ifqM58DodXYmnUWxLrYHVrRWNx9MmlXNmO17M3K7xOk6jtMRyLsCtuCxkKtsF/cAFcQFb5fUGTgTeNbMlkRlO0jaJb5hdPgjkYkE88WjOZIvJ0yeVc0Blz/O3KVrmb9yA5NnJdt3dByn0CmUEI+vAm0+RWBmL0i6G7g68vl9D/g6YYV9RlzVW4DDCPbnGB9I+g/h0MYm4HDCibpngNvbKluumDyrmosmvUZtffAAXFNbz0WTXgM8A7LjdDTyvgKO+BVwtqTDc9DX6YQDIqcDvyOsiI8zs2dbafdvQtjLS4BrgT2By4DxZlYwyUaveXTeFuUbo7a+kWsenZcniRzHyZaMVsCSugFfAUYB/dh6BQkhaNo3s5Dja4QDEI9Lmg28zdbxGNLu28LJt4nRlarOuCRlZ2cicL5YUpPckSNVueM4hUvaCjiKs/AA0FJGDAOyUcBnxP08Jrpy1XdRMaR3FdVJlO2Q3lVJajuOU8hkYoK4lpAa6AtAfzMrS3JldRY2RV856bvYmHjMaBLdjKsqypl4zOj8COQ4TtZkYoLYF/i1md3TXsI4rXPIqP6YQc8unVhX18CQ3lVMPGa0b8A5TgckEwW8FljVXoJACENGCKgzMip6H5hllnFM4KLl6beDS/LtZ3+SPYb2yrM0juO0hUxMEJMIOeHaBUnHEtzGXgLujK6XgHcltdu4HY3p81bQv3tndhvcM9+iOI7TRjJRwBcAAyT9XtJOuYyXK+lgQrjLPgQXsnOi64ao7D5JB+VqvI5KY5Px9DsrOGzn7Tz2g+MUAZmYIGoInggHEKKEJQs6Y2aWzeGOXwIfAgea2VbxeiVdQ0jW+Uvg2Cz6LhpeXVRDzcZ6xo1OdmjPcZyORibK8haiVPHtwIHAbxKVL4CZLZX0N0LKo5LmqXnLKRMcOqolT0DHcToKaStgMzujHeWoBNa1cH9tVKekmf72Csbu0IfeXUv+UThOUVAoR5HnAl+S1OwDISr7YlSnZFm5fhNzFq9h3M5ufnCcYiEjBSypXNLpkm6T9JiksVF5n6g8W2fUPxPMEE9I+qykEdF1PPBEdO9PWfZdFMTcz8aNHpBnSRzHyRWZHEXuCkwFDgI2AF0JHgoQTARXAv8Afp6pEGb2d0mjgB8T0vkkco2Z3ZRpv8VEcD+rZPch7n7mOMVCJptwFwP7AScB/wO2ZKUzs0ZJMT/hjBVw1McFkm4CJgAjouL3CTne3s6mz2Ih5n52xC4D3P3McYqITBTwqcBfzWyKpH5J7r9LsNVmTaRor2lLH8XI7MUx9zM3PzhOMZGJAh5Cyyl9NgI92ibOx0SbbxMI+djuN7MPc9V3R2P6vBWUCT7t7meOU1Rksgm3Cmhpk213Mkx6GUPS1ZJeinsv4HHgLuAvwGuSdsqm72LgqXnLGbN9b3c/c5wiIxMF/ARwZrQZtxWSRgDfAB7JUo5jgRlx7z8HfJpgjvhKVHZhln13aFau38Sc6jVufnCcIiQTE8QlwExCgJw7CKfijpV0NPBtQh61K7KUY3vgnbj3nwPmm9mFAJJ2B76aZd8dmqffXoEZfvzYcYqQtFfAZvYucCTQAFxKSEf0Y0KQnkXAkWa2KEs5KqN+YxxOMEHEeB8YnGXfHZqY+9keQzz0pOMUGxkFzjGzl4G9Je1ByGIs4B0zm9VGORYBnwL+Fq12RxKC78QYAKxv4xgdji3uZ6Pd/cxxipGs0tKb2euE9O254j/ALyQNIGzmrQUeirs/lhAruKSIuZ8d5uYHxylKCiUWxBXAzYRVsAGnm1kNgKRewAmETcCS4mP3M1fAjlOMZHIUuYnWw1HWEtLLTwWuNrO03NLMbBMh43GyrMfrCPbfxDT1Rc9T85az9/a96dPN3c8cpxjJZAV8C/Aawe77FjAluuZFZXOAhwmbad8HZkkamawjSUemO6iZNZnZGjOrj9oelYHMHZZVkfvZ4e5+5jhFS6YKeARwnJntbmYnR9duwPHRvT+a2V4EN7LeBG+JZDwiaZqk4yW1mm5eUoWkkyQ9xda24aLl6Xfc/cxxip1MNuH+H/AXM2t22MLMHoqyVlwBfMrMHpT0T8JR4mSMBa4l5IFbIelx4EXCRttHhBV1X2AU8EmC+1tvgmljTAYyd1jc/cxxip9MFPAY4NYW7r9PlCsuYhZwZrKKkRfFeEmfitpMAL5McxuzCB4Rk4A/m9lLlACNTcbTb6/gcHc/c5yiJtOknEcSgqcn4yiCsozRC1jTUodm9hzwXGSG2BfYDdiOoIhXEFzdZplZUwZydnjmLK5htbufOU7Rk4kC/g/wA0k3AtcRwk8awUxwHnAiIY18jMOBN9Pp2MwaCSaIFzOQp2hx9zPHKQ0yUcA/A0YD5wBnA7FVaRnBVPBoVAdJXQgmiBnNu3FaY7q7nzlOSZBJVuRa4LOSjuNjrweABYR4vQ/F1a0DfppDOUuGmPvZD4/cOd+iOI7TzmR8FDlStCXhCpYP3P3McUqHQjmK7ERMn7eCft0q2XOou585TrGTcgUs6ZeETbbLzawpet8aZmaX5Uy6EiPmfjbO3c8cpyRoyQRxMUEBXwVsjt63hgGugLMk5n7m5gfHKQ1aUsAjAMxsc/x7p/2YPm8FEhzq7meOUxKkVMBm9kFL753cM/3tFew9rDd93f3McUqCrDbhJHWWNFSSa4ocsWr9JuYsrnHzg+OUEBkpYEn7SJpGiNG7EDgkKh8g6YlCCBUZfThcJWmJpFpJz6cb/jL6ULlLUo2ktZImRxmf250Z76yM3M88/KTjlAppK2BJYwgn23YihKbcgpktB6qAr+dSuCy5mXA0+jbgB4QTew9HgX9SIqk78CRwKHA58CtgH2C6pD7tKTCE0299u1Wyl7ufOU7JkMlBjEuBJYRQkl2AbyTcfwL4Qo7kygpJBwBfAs4zs+ujslsIQX2uAj7dQvPvAp8A9o0lGZX0cNT2PLZOEpozJs+q5upH32JJTR1VFeXcN3sJJ44d2h5DOY5TYGRigjgU+JuZrSd5aqKFwJCcSJU9nwfqgb/HCqJj0TcBh0hqKbX954Hn4zM8m9lbtOMHy+RZ1Vw06TWW1NQBUFvfyEWTXmPyrOr2GM5xnAIjEwXchZbDS/Zsoyy5YCzwVvQhEc+LhIBBY5I1klQG7AXMTHL7RWBnSV1TtO0taXj8BQxLR9hrHp1HbX3jVmW19Y1c8+i8dJo7jtPBycQE8R4hZm8qjiDN8JPtyGAg2fJxafSaaoXeF+gcVy+xraK+30ty/4cEe3Ezpk6dysCBA1MKW11THnWdWL6RKVOmpGxX6HRk2dtCqc4bSm/uy5Yty0k/mSjg24FfSLqLEGoSIlOEpPOBYwmbXvmkCtiUpLwu7n6qdmTZ9nrCxl88w4AZ48ePZ/jw4SmawdVzp1FdU9usfGjvrkyYcETKdoXMlClTmDAhVSaq4qVU5w2lOfcFCxbkpJ9MFPBvgKMJcX/fIijf6yRtBwwCHgP+lBOpsqeWsJJNpEvc/VTtyKatmdUQsoVsQUovjsPEY0Zz0aTXtjJDVFWUM/GY0Wm1dxynY5O2DTg6knw08GOCMqoDdgZWAj8Bji+A1EFLCaaCRGJlS1K0+4iw+k3V1khunmgTJ44dyhUn78nQ3lUIGNq7iitO3tO9IBynRMgoHrCZNRDSEV3XPuK0mVcJaZO6J2zEHRi9zk7WKIr29hqwX5LbBwLvmNnGDOQoB1i8eHGrFcf0gX9/aWRcSX3Ovt7kg2XLlnVo+bOlVOcNpTn3uP/t8jZ1ZGZFcxGUpQE/jCvrDLwDPBNXtgOwS0LbCwiHNsbGlY0GGoD/l6Ecx0Zy+OWXX8V9HdsWnaVIYRQN0SbhiYRV+nuE03n7A4eb2bNRnenAYWamuHY9CJuL3YDfEhTvj4jc18xsVQYy7AzMAw4j+EeXCsMIpyUPBVpf/hcPpTpvKN257wA8BYw2s7ez7STjlEQdgNMJMYlPB/oAc4DjYso3FWa2TtI4guL+BcE+/iRhNZ228o2IhfBcaGYLMmzbYYnbfFzs8y4NSnXucfPe3FK91ig6BRydfJsYXanqjEtRvhg4tX0kcxzH2RrPCec4jpMnXAE7eSM6um2SLs63LMWCpHHRMz0j37I4reMKuH2oAS4h4YBGCVCDz7vUqKE0515DDuZddF4QTsdBYSejM9AQ+Zg7bSTaSH4SONPMbs6rME6rFN0mnNNxsPDpX9dqRadgkVQF1PsHaHa4CcLJOVFaqJ9KekNSXZTi6X5JYxPqJbUBS+oq6VpJS+PTSkm6WVKzr2ySRkm6Naq/WdICSddI6pZQ7+ZovF6S/ixpeSTfs5IOTOw3xdwujvoYLenXkhZL2iRptqTjEuqmtMcmm4uk6ZHswyXdGz231VHd7pLKouc6P5L7FUkHtyDruZLejuq+LencFPUyfX7bSfqHpGXABtIMv+o0x1fATk6RVAE8AhwE3Ar8AegFnA08K+nTZpYs7nI8dwPHAZOBx4ERwL3A/CTj7QtMI9ji/kIIR7o38H3gYEmHmVl9QrNHgRWELC/9CAduHpQ0wszWpTnVfxGC//8GqCSEJZ0saec2+sN2i+bzFHAh4RDRNwhBoVYRTnv+HqggxGW5X9KOSeQ+lxAk6y+EHI5fBn4nqa+ZXRKrlOXzewz4kOBv3w1IjL/tpEu+jw/7VVwXIX2TAccklPcknAqcHlc2PKp7cVzZcVHZ3xLax8otoXw2ITpfj4Tyk6L6Z8SV3RyV/Smh7qlR+bfSmN/FUd0HiPZQovL9o/Ir4srGJcqQKEtC2fSo/sSE8kmEY/IzgYq48hMS5Y4bcx0wLK68kpBcoD6hPJvnd1u+/86K5XIThJNrvkb4h35ZUv/YRVAAjxFSQ6WKrQzwuej12vhCM3sImBtfJmlPQiaT24HOCeM9Q/h6PD7JGNclvJ8WvY5qdXYfc4NFWimS7yXCSjCTPpLRSFjhxjODcCT+Rtt6NTojek025r8tHCyKybeZMO9ORM+4Dc/vNxnPykmKmyCcXLMrIXj9ihbq9AcWpbg3grDaezfJvXlR//FjQXAHuqR5dQCSpSR5P/6Nma2Kjpb2S9FHMt5PUrYqwz6SsdTCac54VkevW5lgzGx1C3LPTVIWy1gTC7+X7fPLOvaBszWugJ1cI+A1gl01FS0p5xjp+EfGDuT/lmB3TsbqxAIza0xWMa6/dEinj5bmkOp/L1W/6Y6ZCdk+v0xCszot4ArYyTXvANsB0yy7AP0LCN45o2i+iktMFfJO9NpoZo9nMVZ781H02jfJvZFJynLJrknKdoteY6v3Qn9+RY/bgJ1ccwth9z3pClhS6iylgfuj1/MS2h1Hc6UyC3gd+LakZgpNUidJyZTftmI+IazpUfGFkg4CPtnOY39V0hb3MEmVhGfaSNhAhMJ/fkWPr4CdXHMDIXXVNZKOIGxwrSXETz2ScPDi8BbaP0RwEzs72gyKuaGdQwgtulesopmZpNOiMeZI+gfwBtAV+ARwMnARzZOmbhPMbL2km4GzJN1B8HIYBZxJmMve7Tj828ALkm4keER8heCpcZmZLYrkK+jnVwq4AnZyipnVS/os8F3gND7e3FlCcIP6VyvtTdIpwOUE39XPEJTVSVGfoxLqvxod8LiI4Jb1bYLCWUBQHE/kYl5t4DyCrfUkYALwMsEL4RzaVwH/nuD6dy7hw28hIbb1DfGVOsDzK2o8FoTTYVDI21dhZrvkWxbHyQVuA3YKjmR+wtGqeg+CL7HjFAW+AnYKDklXAGMJUb3WAGMIx3HXEvLzlVLuMaeIcQXsFByRx8OFBLepXgR3rmnAL8ws2QENx+mQuAJ2HMfJE24DdhzHyROugB3HcfKEK2DHcZw84QrYcRwnT7gCdhzHyROugB3HcfKEK2DHcZw84QrYcRwnT7gCdhzHyROugB3HcfKEK2DHcZw8UXQKWFJnSVdJWiKpVtLzko5Mo93Jku6UNF/SRklvSbpGUq9tIbfjOKVH0QXjiVK/nAJcT0htfgawH3CYmT3XQruVhKwNkwnZA/YkZAd4B9gvSapwx3GcNlFUCljSAcALwHlmdn1U1oWQeHCJmX26hbbjzGx6QtnphBQ6Z5rZze0ktuM4JUqxmSA+D9QDf48VRCvXm4BDJA1O1TBR+UbcG70mS/HtOI7TJootKedY4C0zW59Q/iIhMeIYYGkG/Q2KXlemqiCpN9A7obgSGEkwXzRmMJ7jOB2DcmAw8JKZbcq2k2JTwIOB6iTlMaU7JMP+LiAo0Ekt1Pkh8KsM+3Ucpzg4FHgm28bFpoCrgGSfRnVx99NC0leAbwJXmNl7LVS9npC+O54dgekzZsxg2LBh6Q6ZE34x+XXeXb6eO8755DYdN8bUqVMZP358XsbOJ6U6byjNuS9evJhDDz0UMvtG3YxiU8C1QOck5V3i7reKpEMJduMHgV+0VNfMaoCahPYADBs2jOHDh6czZM4YMWI9c9Ys2ebjxhg4cGDexs4npTpvKO2500YTY7Ftwi0lmCESiZUtaa0DSXsD9wFzgC+aWYey4fbtVsma2nrqG5vyLYrjOK1QbAr4VWAXSd0Tyg+MXme31FjSTsAjwHLgs2a2IecStjP9ulUCsHrD5jxL4jhOaxSbAr4HqADOihVI6gycCTxrZkuish0k7RLfUNIgYCrQBBxjZik9HwqZft2DBWaVK2DHKXiKygZsZi9Iuhu4OvL5fQ/4OmFT7Iy4qrcAhxFc02I8QnAdu5rgM3xI3L33WjpFV0j0jVbAH7kCdpyCp6gUcMTpwGXRax+CLfc4M3u2lXZ7R68/SXLvX0CHUMAxE8TK9Vm7JjqOs40oOgUcnXybGF2p6oxLUqYkVTscMROEr4Adp/ApKAUsqQ8wADBghZmtzrNIHY7eVRWUyRWw43QE8qqAJZUBE4BTCTbZQQn3PwSmA3cD95mZ+1a1QlmZ6NO1kpXrXQE7TqGTFwUsqRz4DnAh4XjwBuAl4CFgFWFzrC/wCeAE4MvAUkm/Bm7saL6525p+3Sv5aIPbgB2n0MnXCvhNYBjwH+BW4OlUq9tolTwOOI3gofA9PDpZi/TtVukmCMfpAOTLD/hBYKSZfdPMprdkWjCzJjObZmZnArGDEk4L9OvWmVVugnCcgicvK2Az+1GW7T4EzsuxOEVHv+6VfhDDcToAxXYSzsHjQThOR6FgFLCkckmnS7pN0mOSxkblfaLyofmWsaPg8SAcp2OQlQKOMg8PlVSZCyEkdQWeIsTVnQAcQTjFBrAWuJLgNeGkgceDcJyOQUYKWNI+kqYB6wiZgw+JygdIekLSUVnKcTEhc/FJhHgMW06lRS5nk4Bjsuy75PB4EI7TMUhbAUsaA8wgeCLcEn/PzJYTsk18PUs5TgX+amZTCNHIEnkXGJ5l3yWHx4NwnI5BJivgSwkBzXcnHKBIjJ3wBHBAlnIMoeVYvRuBHln2XXJ4PAjH6RhkooAPBf4WZRy2JPcXknnSyxirgJY22XYnjWwWTsDjQThOxyATBdwFWNPC/Z5tkOMJ4MxoM24rJI0AvoEfwEgbjwfhOB2DTBTwe8C+Ldw/gnDEOBsuIXg9vETwdjDgWElXAK8QMh1fkWXfJYnHg3CcwicTBXw7cFqCp4MBSDofOJYQ1yFjzOxd4EiggWBrFvBj4AJgEXCkmS3Kpu9SxeNBOE7hk8lR5N8ARwOPAm8RlO91krYjhJF8DPhTtoKY2cvA3pL2IATbEfCOmc3Kts9Spl+3zsxdujbfYjiO0wJpK2Az2yzpaOBc4KtAHbAz8A5wLXBDLuL1mtnrwOtt7afU8XgQjlP4ZHQQw8wazOw6M9vPzLqZWVcz29vMfmtmDdkKIenIyN6b6v4Vkg7Ptv9SxONBOE7hUyixIC4gBF9PxYiojpMmHg/CcQqftE0Qkk5Pp56Z3dJ6rWbsTQi2nooXSJ6t2ElBfDyIAT275Fkax3GSkckm3M2EjbfEE3CJhzKyUcC9CGmJUlHLx8F5nDTweBCOU/hkooCT2WA7EWJDfJdwXPhnWcpRTcs+xvsCH2bZd0ni8SAcp/DJxAviqRS3npD0L+BFYB/gySzkeBD4tqQ7zezx+BuSjiQE+fl7Fv2WLB4PwnEKn5ykJDKzTZJuI6yEf5tFF5cDpwCPSnoYeDUqHwN8hrD6vaztkpYOHg/CcQqfXOaE20TLAXVSYmbLJB0E/JmgcI+L3QIeBr5nZktzImWJ4PEgHKfwyYkCljQY+DYwP9s+zOwD4DhJffjYJe1dM1udAxFLEo8H4TiFTSZuaNNS3OoL7AJUkn1A9i1ECveltvbjeDwIxyl0MlkBj6S5y5kBHxFSBv3BzP7XFmGicJTDgX40d3fDzJ5uS/+lhseDcJzCJhMviOHtJUSkeK8FzkwhkwjKvry9ZChGPB6E4xQ2udyEaws3AN8EHgKmETJkOG0kPh5ERXmhnDp3HCdGoSjgk4A7zOyr+RakmIiPB+HHkR2n8EipgCW9n0V/ZmY7ZdGuCzA9i3ZOC3g8CMcpbFpaAS8kefLN9mAmMGobjVUyeDwIxylsUipgMxu3DeW4ELhf0l1mNnMbjlvUxEwQvhHnOIVJodiAzwEWA89Leg54H2hMqGNm9s1tLlkHZosJwgPyOE5BUigK+Iy4nw+OrkSM4CnhpInHg3CcwiYjBSxpJ+A84EBCfN5E36asNuHMzH2k2oFYPAg3QThOYZK24pO0J/AKcBbh2PFIQhD1LoTTa42EjTungOjXvdJNEI5ToGSy8rwU2ExIH3RkVPYDMxsCfAvoDfxfW4SR1E3SUZK+KmlgW/pyAh4PwnEKl0wU8CHAX81sHh+7pwnAzP5GCBt5ZbaCSPoOITPGVEJao92j8gGS6iSdnW3fpUy/7p3dBOE4BUomCrgH8F70c+w/ulvc/WcJSjpjJJ0C/JGQTeMs4gLxmNly4BHgxGz6LnX6datklccEdpyCJBMFvAwYBGBm6wj2353j7vch+2A5E4EnzewkYEqS+zOBPbLsu6SJjwfhOE5hkYkCfhXYL+79U8APJH1a0jjge8DsLOXYE7i3hftLgQHpdCSps6SrJC2RVCvp+SivXGvtDpD0J0kvS9osaVudAmxXYr7Aqzf6KthxCo1MFPDtQH9JVdH7XxDSyT8JPEHYhPtplnI0tiLLEFpOWx/PzQRXuduAHwBNwMOSPtVKu+OAmJ35vZYqdiS2nIZzM4TjFBxpK2Azu9PMPm1mtdH7WYSNsvOA7wN7mdkzWcoxGzgm2Q1JZcCppJElQ9IBwJeAn5jZT8zsr8ARBPe4q1pp/megp5ntCzyagewFjceDcJzCpU0HIMxskZn9zsz+aGbZRE+L8QfgM5IuI6Q4AiiTNBq4m6Dof5dGP58H6olLYW9mdcBNwCFR7rqkmNmy2IdLMdG/u8eDcJxCJZOccJMIX+8fMrOGXAphZndGBz1+BlwUFT9C8IYQcLGZPZxGV2OBt8xsfUL5i1E/Ywj25JwhqTfB/BLPsFyO0Rb6dvN4EI5TqGRyFPkzwARglaTbgVvN7OVcCWJmP4+U/FcJST4FvBONk26EtMEEX+JEYkp3SJsFbc4PgV8luzF16lQGDszveZImA1HOc6+8Tt+Vc7bJmFOmJHNkKX5Kdd5QenNftmxZTvrJRAEPBL4InA6cC5wraS5hVfxvM8tqZSmpG3A+8IKZPUo47pwtVUCypV5d3P1ccz3hGcQzDJgxfvx4hg8f3g5DZsblrz9G/2GDmDBhz3Yfa8qUKUyYMKHdxyk0SnXeUJpzX7BgQU76yWQTbq2Z/c3MDgV2IhxN7gxcDSyU9LCkL2UqgJltIHhPbJ9p2yTURjIl0iXufk4xsxozWxB/EUJrFgx9u3k8CMcpRLLahIsUzSVmNopw+u0mQgjJ27KU4z2iQx5tZCnBDJFIrGxJDsbocHg8CMcpTNrkBRGZD3aOrm7EHSHOkD8BZ0vq1xZ5CIdFdpHUPaH8wOg124MiHRqPB+E4hUnGAdklCTiaYAs+EegKrCS4kv0rSznWAR8B8yT9i7D5tjGxkpnd0ko/9wA/JsSTuD6StzNwJvCsmS2JynYAuprZW1nK26HweBCOU5hk4oa2B0HpfoXwlb4eeIigdB9so2vazXE/n5eijhGipKXEzF6QdDdwdeTz+x7wdWBHts66cQtwGHErdkk7AqdFbw+Iyn4evZ9tZvenM5FCJD4eREW5x753nEIhkxVwzIdpJnAFcIeZfZQjOQ7PUT8QPiQui177EOQ+zsyebaXdiKhdPLH3/wI6rAKOjwcxoIenp3ecQiETBXw18C8zm5trIczsqRz2VUeIrjaxhTrjkpRNJ3sbdkETHw/CFbDjFA5pK2Azu7A9BYkR2Wz7AyvMzA2XOcDjQThOYVIwBkFJ+0iaRtiQW0gU3D3KiPGEpKPyKmAHxuNBOE5hUhAKWNIYYAbhgMdWG21RRowqwmaakwUeD8JxCpOCUMCEU3VLCFHPLqS5LfYJIs8EJ3N6V1VQJjdBOE6hUSgK+FDgb1EUs2SZKBbSPoF0SoKyMoXjyK6AHaegKBQF3AVY08L9nttKkGJk8qxqajbWc/sLCzn4ymlMnpUsYJzjONuaQlHA7wH7tnD/CODNbSRLUTF5VjUXTXqNhqbwxaK6ppaLJr3mSthxCoCMFLCkLpJ+Iuk5Scui67morC2hHm8HTkvwdLBozPOBY4Fb29B/yXLNo/OorW/cqqy2vpFrHp2XJ4kcx4mRyVHk7YBphI2ytUAsBdGuhGA3p0s63MxWZCHHbwjxJR4F3iIo3+uiMQcBjxEC9jgZsqQmeQTOVOWO42w7MlkBXwPsBvwIGGBm+5jZPoR08ecTFPE12QgRHbg4mhBIp5YQQH1nQpCfnwDHm1lTNn2XOkN6J/9ikqrccZxtRyYK+HPATWZ2ffwJNTPbbGbXAf+M6rSKpNMlDY8vM7MGM7vOzPYzs25m1tXM9jaz3+Y6B10pMfGY0VRVlG9VVlVRxsRjRudJIsdxYmSigCtpOV3QzKhOOvwTOCj2RlKjpK9kIIuTJieOHcoVJ+/J0LgV73fG7cSJY4fmUSrHcSCzYDwvAfu0cH9fQvbhdNhAiCMcoyiD4BQKJ44dyoljh7K2rp79/9/jLF/nJ+IcpxDIRAGfDzwh6TXgzzGzgKROwP8BJwNHptnXG4SkniuA1VHZLpI+3VIjM3s6A3mdBHp2qeAzewzivleX8PPP7kaXBNOE4zjblkwU8G+BVYRME5dKinlBjCQclHgPuDYkzNiCmVkypfxT4L/ApFg94GfRlQxFdVxjtJFT99ueya8uYeqbyzhhbz9c6Dj5JBMFPJKgBBdG7/tGrzXRVUEIat4qZvakpJHA/oTsGjcDfwWey0AeJws+NbIfQ3tXcffMRa6AHSfPZBIPeHiuBo1ysq0ws8ei95cAD5nZfbkaw0lOWZn4/L7D+N20d6iuqd1qc85xnG1Lvo4izwdOinu/gLAx52wDPr/vMMxg0suL8y2K45Q0+VLA9QSTRYzDgIF5kqXk2L5vVz41sh93v7yYpqZkweccx9kWZBoLYidJf5D0kqR3Jb2fcL2XZlfzgRMk9Yorc02wDfnC/sNY+NFGXlyQq7yqjuNkStoKWNKehIMYZxEOXIwkmA26AMOBRj7eoGuN3xNMEB9JaiQo39uiAxmpLj8Nl0OO3X0wPTp34u6ZuTFDTJ5VzcFXTuMHz5V7yEvHSZNMvCAuBTYTMlOsApYDPzCzaZLOBn4NTEinIzP7k6Q3CfEfBhPSDT3DxwF+nHamqrKc4/cezORZS7hkwu5075zJn8LWxEJehqhr2hLyEvATd47TApn81x0C/NXM5knqF5UJwMz+JulQ4ErghHQ6i9LATweQdAbwFzO7PQN5nDZy6n7bc8eLi3hwzhK+uP8OWfeTKuTllQ+/xYQxQ0jwDd/C5FnVXPPoPJbU1DKkdxUTjxntCtspKTJRwD0Ihy0grIQBusXdfxa4Iks5RgDZhLF02sDY7Xuz03bduHvm4jYp4FShLT9cW8c+lz3GLoN6MnpQD3YZ1INdBvdk54HdmfrGsrhVM75qdkqSTBTwMkJsXsxsnaQNhJCRMfqQ5Uk1M/sgm3ZO25DEqfttz5UPv8V7K9az03bds+pncK8uLFlT16y8V1Unjt1jEHOXruOumYvYuLkxGhfKJBoTPDBigeJdATulQiYK+FVgv7j3TwE/kPQiYTPve8DsdDqSNI2w8XaMmTVE71sj1bFmpw2cPHYo1zw6j3teXswFx+6SVR+7DenZTAFXVZRzyQl7bFGmTU3GotUbeevDdby1dB3XPf520r48ULxTSmTihnY70D8u9dAvgF7Ak4S08b0JMR7SYSTB7KCE9y1dIzOQ1UmTAT27MG7n7Zj0ymIaGjOPef/Sgo+Y9tZyPjmib3Sqzhjau4orTt5zq5VsWZnYsV83jtl9ED84alTKE3geKN4pJTI5inwncGfc+1mSdie4kzUCD5tZWl4Miceac3nM2cmcU/cbxhO3LWfGOys5fJcBabdbv6mBH931KkP7VPH3M/ane+dOTJkyhQkTjmi17cRjRm9lAwYoE5x31Kis5uA4HZE2nYQzs0Vm9jsz+2O6ytcpPI7YZSB9u1Vy98uLMmp32f1vUr26luu+MCZjN7b4QPECeldV0GTw+NzlWa3EHacjkr3zp1M0VHYq48QxQ7n1+QV8tGEzfbu1ntjksTeXcefMRXx33E7sN7xvq/WTEQsUH+Mfz8zn0gfe5Py7Z3PtF8ZQXuZx+p3iJpOsyK1tlBkhoeZCYCowxcySHi9Oc9OtWf++Cdd+nLrfMP7x7HymvFrNmQe3HFV05fpNXPjfOew2uCc/PGrnFutmwjcOGUFdQyNXPzKPqopyfn3SnpS5EnaKmEzjAVcB20Xva6LX3tHrCoJJ4zjgW8Czkj5jZsminMViC8fTDeifou+VwPoMZHUyZNfBPdljaE/unrm4RQVsZlz439dYt6mBO740hspOuY3n9N1xn6B2cyO/n/YuXSrK+dXndkt5kMNxOjqZ/PeMAzYSUs8PNLO+ZtaXEMXsN4S4EPsRlOi1hJNzv0zWkZkNN7MRsYuQyqgWuAEYEtf3EOB30bi++m1nvrDf9ry5dC2vV69JWeeumYt4fO4yLjh2F3Ye2KNd5PjR0Ttz1iEjuPl/C7jqkXmk+CLlOB2eTBTwdcCzZnaBmW05tWZmK8zsJ4RsFteZ2UdmNhF4EDglg77/Z2bnmdmHcX1/aGY/BJ6P6jjtyAl7D6GyvIx7UsQJXrhqI5fe/yYH7dSPMw8a3m5ySOJnn92Vrx64Azc+9R6/n/Zuu43lOPkkEwV8BDCjhfszojoxHgeGpdn3OMLBjlRMj+o47UjvrpUcvftAJr9azaaGrWM7NDYZP7rrVcrKxDWn7t3utllJXDZhD07ZZxjXPvY2f3vanWyc4iNTL4iWjkrtwtbp5ZsIZoV0MGDXFu7vnmY/Ths5dd9hPDhnKU/MXc5xew7eUv6Xp99j5geruf6LY7ZZGqOyMnHVKXtS19DI5Q/NZd6Ha3nu/Y88eI9TNGSyAn4c+I6kLyXekPRl4NvAY3HF+xBSDaXD1Kjv0xW346LA1wmbelMzkNXJkkNHbcegnl24a+bHPsGvV6/husfe5rN7DWbCmG2byLNTeRnXf3EMuw/pyT2vVFNdU4vxcfAejzvsdGQyUcA/Ing6/FvSYknTo2sxcBvBU+F8AEldgB2BWzLouxr4J1At6SlJT0Vl/wCWRHWcdqa8TJyy71CefnsFH66po66+kfPufJU+XSu5/MQ98uKRUFFexuoNm5uV19Y3ctUjb6VsFwsSP+LCBz1IvFOQZHIU+QNJewMXAscDB0a3FhDiRFxlZquiunVsbQ9ure/FksYAFxCCuh8Q3XqfkLL+ajOrSbc/p218ft/t+eOT7zH+uqdYWxcSkXzrsJH07tr6AY32YmmSaGux8n0ue4zt+1QxrG9Xtu/Tle37VrHwo43c/OwCNjWEU3Ue7tIpRDKyAZvZR8BPoiunmNkaQjCfdAP6OO3E7EU1lIktyhfglv99wK6DeuZNeQ3pXUV1kkhpPbt04pjdB7F49UbeqF7D1Dc+pL4xudtabX0jVzw81xWwUzDk5SiypCPN7Iks2x5lZo/nWibnY655dB6JyZLzHas3WfCeqopyLp2wx1YyNTYZy9bWcfCV05JmeV22dhOHXj2Ng0b256BP9ONTO/VjQI8uW+57lg5nW5KvWBCPSJpBOLDxsJk1tlRZUgXB7PFD4FOEpKBOO5EqJm8+Y/XGlGBryrG8TAzpXZVyxdyrqhO7DurJw68v5c5oo3HUgO4ctFM/ysvE7S8upK7ezRbOtiFfCngsQfneB6yQ9DjwIiHl0UcEd7a+wCjgk4RTcL0JnhBjtr24pUUq5ZXvWL2JwXtaItWKORYkvrHJeGPJGv733iqefXcld85ctEXxxhMzWxy/12A6lTffs46tmKtryrl67jRfMTsZkRcFbGavA+MlfQr4LmHj7cs0jw8hYC0wCfizmb3UWt+SOhMyOJ9GSJM0G/hZOiYPSUMJJ+7GEzxEpgHnmdn8NKdWFKRSXhOPGZ1HqTKjtRVzeZnYa1hv9hrWm28fthObGhrZ5eePpDRb7PrLR9ihb1dG9O/OyO26MaJ/N6pXb+TvM+ZT19BEKWaDzvTDx807zclrOEozew54TlI5sC+wGyHYjxFc3l4HZplZJgFibyYcgb4eeBc4A3hY0mHReEmR1J2Q3aMHcDnQAJwHTJc0xsxWZzS5Dky6X/cLnUxWzJ07ladc+feuquBLB+zA/JXrmb9yA0+/s4LNDcn/JGvrG7n0gTfZe/ve7NC3a9KQmttCEWU6Rjb1L5w0J/rWEPvwmQMk//CZPKs6qySshfqsLvvP/3Iytoop0ImkA4AXCKvW66OyLgRFvsTMPt1C258AVwL7mtmsqGyXqO2vzSxpYKEUfQ0H5s+fP5/hw4dnN5kOSsiIMSHfYmRFopKAsPJPTK/U2GQsXVPLIVc92WJ/lZ3KGNm/G6MG9mDUgO6MGtCdhR9t4LrH39nK3JFsjES5MlUQ6cyjpfpdKso494hR7Da4J8vW1vHh2jqWrd3EsrV1LFtbx9yla5tt1ELIajKsT1d6dOkUXRX06NKJR9/4kA2bmm/1DOjRmQe+fwh9ulZSkWDiyXQe2/JZrVu5hOobvwkwwswWpBygFYpNAV9N2Kjra2br48ovIqxqh5rZ0hRtXwQazOyghPJHgR3NLO2Mla6AO6YChsz+gQ++clrSFfN23Tvzk2NH8+7y9by9bB3vLF/P4tUtb2B279yJbx82kh5dKuhZ1YkenSvoWVXBSws+4ndPvLPFnxmgc6cy/u/wndhnh76sqa1nbV09a7e8NnDPy4u3UigxOpWJUQN7bIku12SGGcxfuYGGZNo0gf7dKxnQowuDenVh2lvLU9Y7ccwQ1tU1sK6ugbV19ayra0j6nJI9g95dK+jTtZLeXSuYuWB10nn07VbBdV8cS9fKcqoqyqmqLKdrZTlPvrWcSx94c6sPty4VZVz8ud0Zv/sgNjU0srmhiU0NTVtev3XrTFaub37Ip2/XCi47cU8sMkqZha/lv5ryOqs31tOwZpkr4EQkPUYIlblXQvmRhKPUx5nZw0nalRFCXv7VzL6fcO8y4GdAdzPbmKRtbz6OWxxjR2D6jBkzGDYs3XhExcHUqVMZP358vsXYJkx940OuemTeVoGLOncq54JjRzN+90Fb1a3d3MAHqzZy1i0z202eMonuncu38t9O5OCd+iOFlaoQCJ56e0XK+n/+6r5s17MzfbtWbhX7+ZQ//49la5sfjhnYswv//c5BzcpT1e/ZpRNnHTqSNbX14cOktoG1dZtZU9vA3KVrW5ty3mhYu5Jlt18A8Akzey/rjsysaC6CueDRJOW7ET7AvpmiXf/o/kVJ7n03urdTirYXR/f98suv0ruObYvOKraccFXApiTldXH3U7Ujy7bXEzb+4hkJPAEcRkjRVCoMI4QlPRRIHlS4OCnVeUPpzn0HQgjdNsVJLTYFXAt0TlLeJe5+qnZk0zaKUVETXxYXsGZhW+xDHY24eS/2eZcGpTr3uHk3NyBnQG4TeuWfpcDgJOWxsiUp2n1EWP2mamtR347jODmj2BTwq8AukU9vPLHIbbOTNYr8jF8j5LRL5EDgnWQbcI7jOG2h2BTwPUAFcFasIDoZdyYhn92SqGyHyMc3se0nJY2NazuaEFbz7vYW3HGc0qOobMBm9oKku4GrJQ0mxJb4OsEt7Iy4qrcQNsjijyn9CTgbeEjSbwkn4X5EMD1cl6EoNcAlJNiGS4AafN6lRg2lOfcacjDvovIDhi0n3y4DvkaIBTEH+Gl8CEtJ04HDzEwJbYexdSyIJ4EfmplnhHQcJ+cUnQJ2HMfpKBSbDdhxHKfD4ArYcRwnT7gCdhzHyROugHOIpM6SrpK0RFKtpOejQEBFi6RxkizFlXYEuUJH0mBJV0p6UtK6aH7jUtQ9QdIrkuokLZT0K0kd0uMo3XlLWpDib+DKbS9125G0v6Q/SnpT0obo9/gfSZ9IUvcgSc9I2ijpQ0k3SOqazjgd8o+igLmZLILBFwnXAy8nlKU6edgRGQ1cQPi9zgGah/wCJH0GmEzIpnIusCfwS0LAp3O3haA5Jq15R7xM+DuI5/X2EavduQA4mHAGYA4wCPgeMEvSAWY2F0DSGELclzcIbqvDgB8T4sF8rtVR8h3BrFgu4ADCkeUfxpV1IfzhPp1v+dpx3uOieZ+Yb1naeZ49gH7RzydGcx6XpN4bBEVUHlf2/4BGYFS+59GO814ATM63vDmc90FAZULZKEJwrpvjyh4iBCHqHld2VvScjmhtHDdB5I7PA/XA32MFZlYH3AQcEh0MKWok9eioX7Vbw8zWmdmqlupI2o0Q+vQvtnWm7z8RzH2ntKOI7UI6844nMsOl9fW7kDGz/5nZ5oSydwgfsLsCSOoJHA3cYnEJIAgHvdYDX2htHFfAuWMs8FbCLwJCtmdR/NmcbyUkUK2VNFXSnvkWKA/EjrFvFXXdwhH4xXH3i5XxwAZgg6T3JJ2Tb4FyiUIItIHAyqhoT4IZN/H3vZkQl6bV33dRrlbyxGCgOkl5LIrakG0oy7ZkMyGOxsOEP8y9CDawZyTtb2Zv51O4bUzsW06yyHlLKd6/AQh20hnA24TEumcDf5HU18w65EZcEr4KDCVkyIHWf9+faq1DV8C5I9tg8B0aM/sfEJ8i9j5J9xNWBb8i/NGWCq0F9u/wX81TYWYnxL+X9E/gGeAXkv5sZmvyI1luiDx6/kiY061RcWu/71b/590EkTuyDQZfdJjZbEIOvqJ2wUtCa4H9S+lvoJHgEdGVNFaChYykQcCDwGrgVAvhayEHv29XwLkj22DwxcoioG++hdjGxL6Kpvo7KMW/AejAfweSehHMa72AY8zsw7jbbf59uwLOHa+SRTD4ImYkkDrdbnHyavS6VWB/SUMI/qGvUlqMjF475N9BFFnxfmBn4Hgzm5dQ5XVC2NrE33clYdP91dbGcAWcO9IKBl9sSNouSdkhwOHAo9teovxhZm8AbwHnSCqPu/UdoAn4b14Ea2ck9ZVUllDWBZgIrAM63CGk6Pd3J8F8cqqZPZ9YJ7JrPw6clrDwOg3oThqJHHwTLkdY+sHgi407JW0kbMStBPYAzol+vjiPcuUcST+Pftw1ej0t+rCpMbM/RGUTgfuARyXdSXge3yP4BndIj5A05n0C8DNJ9xAOZPQj/O3vDHwniWtmR+C3hHndD/SV9LW4e+vNbHL0888If/vTJf2d8E3nfOBhi4tBnpJ8nzgppotgeL+GYBuqI/gAH5Vvudp5zt8HXgBWEQ6iVAP/AHbIt2ztMFdLcS1IqHciMCv6G1hEyJzQKd/yt9e8gX0jRbWY4BGwFphO+Nqed/mznPP0DH7fhwDPEjbdlgG/A7qlM44HZHccx8kTbgN2HMfJE66AHcdx8oQrYMdxnDzhCthxHCdPuAJ2HMfJE66AHcdx8oQrYMdxnDzhCtjJG5KGR4kbL863LMVCXJLUM/Iti9M6roAdx3HyhMeCcPLJB4Sg1Q35FsRx8oErYCdvWDgHX9dqRadgkVQF1JuZf4hmgZsgnJwTZcb9qaQ3JNVJqpF0v6SxCfWS2oAldZV0raSlkmolPS/pSEk3S2oWvETSKEm3RvU3S1og6RpJ3RLq3RyN10vSnyUtj+R7VtKBif2mmNvFUR+jJf1a0mJJmyTNlnRcQt2U9thkc5E0PZJ9uKR7o+e2OqrbXVJZ9FznR3K/IungFmQ9V9LbUd23JZ2bol6mz287Sf+QtIyQhHNYOs/OaY6vgJ2cIqkCeAQ4iJA76w+EbAJnA89K+rSZzWyhCwhxVI8DJhPirY4A7gXmJxlvX2AaUAP8hRCNbW9ClLaDJR1mZvUJzR4lBAm/lBA68UfAg5JGmNm6NKf6L0L0t98AlcAPgcmSdjazBWn2kYxu0XyeAi4E9ge+QYi0t4oQ4P/3hNjTPwbul7RjErnPBQYRnsk64MvA76IkmZfEKmX5/B4DPgQui+TtiOEmC4N8h33zq7gu4DxCyL5jEsp7AguB6XFlw6O6F8eVHReV/S2hfazcEspnE4Kg90goPymqf0Zc2c1R2Z8S6p4alX8rjfldHNV9AEI0wah8/6j8iriycYkyJMqSUDY9qj8xoXwSIaD7TKAirvyERLnjxlwHDIsrrySER61PKM/m+d2W77+zYrncBOHkmq8R/qFfltQ/dhEUwGPAIZHdMBWfi16vjS80s4eAufFlkvYE9gJuBzonjPcM4evx+CRjXJfwflr0OqrV2X3MDRZppUi+lwgrwUz6SEYjYYUbzwxAwI229Wp0RvSabMx/m9niOPk2E+bdiegZt+H5/SbjWTlJcROEk2t2JXg2tJQHrD8fJ2xMZARhtfduknvz+DgrA3E/XxJdyRiYpOz9+DdmtkoSBHNEuryfpGxVhn0kY6mZJW5Mro5etzLBmNnqFuSem6Tszeg1lqst2+fXITN7FCKugJ1cI+A1gl01FekkaUwnU4Ci198S7M7JWJ1YYCFlekv9pUM6fbQ0h1T/e6n6TXfMTMj2+W3McjwnAVfATq55B9gOmGZmTVm0X0DwzhlF81Xc6CRjATRaOvm3tj0fRa/J0rKPTFKWS3ZNUrZb9BpbvRf68yt63Abs5JpbCLvvSVfAkpJ9pY3n/uj1vIR2x9FcqcwipAb/tqRmCk1SJ0nJlN+2Yj7hkMlR8YWSDgI+2c5jf1XSFvcwhVTp5xFW0Q9ExYX+/IoeXwE7ueYG4GjgGklHEDa41gI7AEcSDl4c3kL7hwhuYmdHm0ExN7RzgDmETSMguBBIOi0aY46kfwBvAF2BTwAnAxcRdu+3OWa2XtLNwFmS7iB4OYwCziTMZe92HP5t4AVJNxI8Ir5C8NS4zMwWRfIV9PMrBVwBOznFzOolfRb4LnAaH2/uLCG4Qf2rlfYm6RTgcoLv6mcIyuqkqM9RCfVfjQ54XERwy/o2QeEsICiOJ3IxrzZwHsHWehIwAXiZ4IVwDu2rgH9PcP07l/DhtxD4oZndEF+pAzy/osazIjsdBkmvEfxgd8m3LI6TC9wG7BQcyfyEo1X1HgRfYscpCnwF7BQckq4AxgJPAmuAMYTjuGuBMfEHDBynI+MK2Ck4Io+HCwluU70I7lzTgF+YWbIDGo7TIXEF7DiOkyfcBuw4jpMnXAE7juPkCVfAjuM4ecIVsOM4Tp5wBew4jpMn/j++m0VEXV7hkAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -305,7 +305,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -317,7 +317,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -375,17 +375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
-   "id": "956771c4-0b4d-4a46-88a0-3dacbb833511",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gap_df_copy = gap_df.copy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 32,
    "id": "89f8e499-1254-418b-888a-40b386f2b256",
    "metadata": {},
    "outputs": [
@@ -393,7 +383,1446 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "loaded file\n"
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
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+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n",
+      "shuffling all data\n"
      ]
     }
    ],
@@ -441,47 +1870,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# plot gap statistic\n",
     "\n",
@@ -525,7 +1917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 21,
    "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
    "metadata": {},
    "outputs": [],
@@ -535,16 +1927,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 22,
    "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "loading file...\n",
-      "done.\n"
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:09<00:00,  5.37it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 31.23it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 15.55it/s]\n"
      ]
     }
    ],
@@ -576,7 +1969,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 23,
    "id": "b8c53087-753a-4442-83cf-da261ff24aff",
    "metadata": {},
    "outputs": [],
@@ -598,7 +1991,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 24,
    "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
    "metadata": {},
    "outputs": [
@@ -612,7 +2005,7 @@
     },
     {
      "data": {
-      "image/png": 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SJKkX1TCKoZabnVPtV+pybHLt+EKJiEnAD4DNgO0zs1tP9SP4/ccybHBw8LCJjkGSJC3zhhPWqTx6mMVU4Lxxtv9N4DXAWzPz3CYnOIuFJEmSJtIl1X6gXhgRG1DmT76EhRQRRwDvBKZl5g+bnmeCLEmSpAmTmZcDVwDvqYZDDPsfYD7w44VpNyL2AT4GfDYzv9rLuQ6xkCRJUt9ExAHVj5tV+90iYhvK1HBHVWX7AKcBp0fEScDmwN6UuZGvrLW1JmWlPSir6gHsHRFDwPWZ+d2q3n8DnweuAv4eEW/rCOuUzLxvpJhNkCVJktRPh3Tc3qPaXw8cBZCZP4+I11OmkPsqcDvwmS7nrtWl7KPV/lzgu9XPz672T66V1T2BMqNFVybIkiRJ6pvMbDTnXGaeCpw6Rp3rgDHby8zpLPy8zI5BliRJkupMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJUl9ExNSIOCwifhsR90ZERsS2I9TdMSIuioi5EfGviDgoIkZd1C4ivl61eeoIx9eMiC9GxPUR8UBE3BAR3x8rblfSkyRJUr88FdgX+CdwGfDCbpUiYgfKKnq/AT4APBM4EFinut3tnGcB7wbmjnB8CvB7YApwHHADMBV46VhBmyBLkiSpXy4E1snMWRGxE3DKCPW+AFwMbJ+Z8wAi4h5gv4j4SmZe1eWcLwMnAC8boc3DgVWBLTJzVq380LGCdoiFJEmS+iIz7+1ITh8lIp4OPB04Zjg5rnydkqu+ocs5bwK2AvYfoc0pwDuAI6rkfHJErNg0bhNkSZIkNRIRUyJiky7blHE0u2W1H6wXZuZNwI2148MxrEzpcT48M28eoc0XAysBt0bEWcD9wP0RcUZEPGmsgEyQJUmS1NQ04Nou27RxtDm12ndLdm8GNugo+zgQlCR5JJtW+2OBh4GdgY8BWwO/iYg1RgvIMciSJElqagYws0v50DjaXLnaP9Dl2FxgleEbEfE4ykV/e2bmnFHaXK3a3wK8OjPnV+dfCfwCeCdlDHNXJsiSJElqJDOHGF8y3M1wortSl2OTa8cBjgD+AnyvYZs/HE6OATLzlxFxF/AiTJAlSZK0mBoeWjGVRw+zmAqcBxARzwXeDOwKPD4ihussD6wSEZsAszLz3lo7t3a5v9uAtUYLyDHIkiRJmkiXVPuBemFEbABsVDu+cbU/kUeOf94QeGX1865VnQur/YYdbS5HSbpvHy0ge5AlSZI0YTLz8oi4AnhPRHyrNtXb/wDzgR9Xt/8P+O8uTRxLSY4/R5VMZ+YVEfFXYNeI+GxmDi8m8hZgDeCs0WIyQZYkSVLfRMQB1Y+bVfvdImIbYCgzj6rK9gFOA06PiJOAzYG9KXMjXwlQTel2apf2ZwA3Z2bnsY8AvwJ+HxHfpfQcT6MsSHLCaDGbIEuSJKmfDum4vUe1vx44CiAzfx4RrwcOAr5KGQLxmS7nNpaZZ0bEa4GDKavqzaYMz9g3Mx8c7VwTZEmSJPVNZsbYtaDqAT51IdrfZJRjvwZ+3WubXqQnSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZL6IiKeHxFnR8TsiLg7Ik6NiCeNcc7jI+L+iMiI2KLj2DlVebftobbidqEQSZIktS4itgLOBa6jrJC3HLAXZennLTPz1hFO/QIwf4RjhwLHdZStChwNnDHemIeZIEuSJKkfPg3cCzw/M+8CiIgTgCuB/YBpnSdExLbAjsARwP6dxzPzzC7nvK368cR2wnaIhSRJkvrjRcAZw8kxQGbeTOlVfnNn5YiYBHwZOAr4Zw/3swtwH/DTcUVbY4IsSZKkflgJmNOl/H5gakRM7Sh/L7AhcEjTO4iIdYFXAqdm5n0LG2gnh1hIkiSpkYiYAkzpcmgoM4c6yv4BvCAilsvM+dX5KwLPq45vANxclT+GkhgflJlDEdE0pLdQ8tnWhleAPciSJElqbhpwbZdtWpe6Xwc2A74ZEU+PiM2B44HhnuOVa3U/DdxGudiuF7sAtwOPGps8HvYgS5IkqakZwMwu5UOdBZl5dERsDOwD7FEVDwKfp1yANxugSpzfB+yYmQ83DSQingi8ADiql/OaMEGWJElSI9UwiqEe6u8fEV8AngHcnZl/iYjPAglcXVX7LHAR8LeI2KQqW6fabxARszLzhi7N71LtWx1eASbIkiRJ6qNqFos/1IpeAVyQmfdWtx8HPJsyVKPTL4BbgfW7HNsFuDozz28xXMAEWZIkSYtIRLwF2Ap4a634w8CaHVVfBnwA+Ajw9y7tbEkZ39x4xotemCBLkiSpdRHxMuCTlBXuZlHGC+8OnJiZPxiul5m/7XLulOrH32bmJV2a37Xatz68AkyQJUmS1B83UJaM3gdYHbiK0iN81HgajYjlgJ2BizLzH+MNshsTZEmSJLUuM68CXrWQ586k+2wZVHMqb7TQgTXgPMiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJEnqi4h4ckScFBE3RsR9EfG3iPhERKxUHV8lIt4fEWdGxM0RcW9EXBQR74uISSO0uVVE/CIi7oqI2RFxaUTs3mbcrqQnSZKk1kXEhsAFwN2U5aXvBF4MfA54BrAb8ETgq8DZwJeAe4DtgW8AWwHv6mhzB+CnwDnAp4CHgKcAG7cZuwmyJEmS+uFtwBRgm8y8vCo7NiJWBnaOiD2AW4Bn1o4DHBMR3wb2iIjPZOa1ABGxJmX56W9k5of6GbhDLCRJktQPa1T7WzvKb6H0/M7LzDs6kuNhp1T7p9XKdqEk3AcCRMTqERHthbuACbIkSZIaiYgpEbFJl21Kl+rnVvtvRcSzI2LjiNgV2B04PDPnj3JX61f7O2plrwCuAF4dETdQhmPcGRGHjTReeWGZIEuSJKmpacC1XbZpnRUz8wzKOOFXApcA/wJOoCTHB490BxGxYtXe1cCFtUObUsYaz6y2N1B6mvcFvrjQj6gLxyBLkiSpqRmU5LTT0Aj1r6VcUHcKMAt4DXBwRNyemUePcM5RwGbADh29zKsBawGfyMzDq7KfRMRqwF7VeOU7aIEJsiRJkhrJzCFGToYfISJ2Bo4BnpKZN1XFP4mI5YAvRMRJmXlXxzn7AHsC+2Xm6R1Nzqn23+8oPxF4E7A18MuGD2VUDrGQJElSP+wFXFhLjoedBqwKPLteWM1lfDjwtcw8rEt7N1f7zov+hm+vNa5oa0yQJUmS1A/rAd0unluh2v9nJENEvA44Dvgx8MER2hsej7xhR/lG1f72hQvz0UyQJUmS1A9XAgMR8aSO8rcC84DLACLiJcAPgN8BbxtldosfVfv/LB5STfP2buA+4Py2AncMsiRJkvrhCGAH4I8RMbyS3mursqMz87aIeDxlyEUCJwNv6pja+LzMvAYgMy+MiOOB/SLiscBFlIv+tgc+npn3tBW4CbIkSZJal5m/i4gXAtOB9wNrU2a12I+SPAM8AViz+vlrXZp5J3BN7faelOni3lFt1wDvy8xj2ozdBFmSJEl9kZkXAK8e5fg5QOPV8DLzQcrcyp8ad3CjcAyyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSWhcRMyMiR9k2rOodGhF/johZETEnIv4eEQdFxKod7W07SltPazN2V9KTJElSPxwDnNVRFsDRwHWZ+e+q7LnA+cB3gTnAsynLUW8XEdtlZna0MQO4sKPsphbjNkGWJElS+zLzT8Cf6mURsQ2wCnBird7/6zw3Iq4BvkhJngc7Dp+bmae2HW+dQywkSZK0qOwCJPC9MepdX+2ndDsYEatHRN86eu1BliRJUiMRMYXuSetQZg6Nce4KwJuB8zLzuo5jk4C1gBWBzYHPAHfz6N5jKEMxVgMejojfAh/NzL/08jjGYg+yJEmSmpoGXNtlm9bg3O2BtakNr6jZDLgd+DdwOmWs8us6ku4HgZOBDwGvAw4Gtgb+EBFP6fmRjMIeZEmSJDU1A5jZpXyowbm7AA8BP+xy7FrglcCqwPOrn1evV8jM84DzakWnRcTPKL3MBwG7NoihERNkSZIkNVL16A71el5ErEbp9T09M2d1afc+Fsx48dOIuLjaPyczLx0lnksj4izg5b3GNBqHWEiSJKnfdqJj9ooxnArMB3ZuUPcG4DELFdUITJAlSZLUb7sCs4HTGtZfEZgErNmg7hMp45dbY4IsSZKkvomIdYFXAKdk5v0dx9aIiJW6nPYuyoV6F9bqrtul7W2A7SgX9rXGMciSJEnqp7dQcs5uwyueA3w/Ik4CrqzqbQO8EbgIOKFW96SIuJ9yod4dlOng3lP9PL3NgE2QJUmS1E+7Arfx6GWnAf4J/BJ4DbAnZVjF1cChwOGZ+UCt7qlVWx8F1qja/B4wPTP/1WbAJsiSJEnqm8x8wSjHbqQMp2jSzleAr7QV12gcgyxJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJUo0JsiRJkvomIraKiF9ExF0RMTsiLo2I3atja0fEPhHx+4i4PSKGIuJPEfGmUdrbPiLOiYh7qu3/IuLVbcZsgixJkqS+iIgdgD8CKwCfoqyCdxawcVXlBZRV82YBnwH2B+YAP4yIT3Vpb0/gV5TlpfcB9gMGgY3ajNuV9CRJktS6iFgTmAl8IzM/NEK1y4EnZ+b1tfO+Tkmi94uIL2TmnKr8CZSV9D6amUf2M3Z7kCVJktQPuwBTgAMBImL1iIh6hcy8tp4cV2UJnAqsDGxSO/Q+4C7gy1Gs3q/ATZAlSZLUD68ArgBeHRE3APcAd0bEYRExaYxz16/2d3S092fgg8DtwD0RcUtEfKTluB1iIUmSpGYiYgqlV7jTUGYOdZRtShlrPBP4PHAx8FpgX2AyMG2E+3gM8G7gnMy8vaO9xwMvBw4GrgV2A74YEfMzc0bvj6g7e5AlSZLU1DRKYtq5TetSdzVgLeDAzPxUZv4kM/cAfgTsFRHrdJ4QEcsBJwJrUnqKO9tbG3hXZh6RmScDOwEXAPs36JVuzARZkiRJTc0AntBlm9Gl7pxq//2O8hMps1ps3eWcrwLbA+/MzL90ae8h4OThgmq88veAdYCnNn8Yo3OIhSRJkhqphlEMNax+M/AM4NaO8uHba9ULI+IgYC9gn8zsTKqH21stM+c1aW887EGWJElSP1xY7TfsKB+es/g/44sj4v3AdODIzPzCKO2tGxErjtXeeJkgS5IkqR9+VO3fNVxQTfP2buA+4Pyq7C2U+Y1PpCwkMlp7k4B31Npbobp9PXBVW4E7xEKSJEmty8wLI+J4yoIfjwUuAl5DGWP88cy8JyK2Bo6nrKR3NrBrx1TJZ2bm8BCKnwDnAl+LiKdRLg7cmTKMY+dqPHIrTJAlSZLUL3sC/6L08r4DuAZ4X2YeUx1/OrAisC7w7S7nb0c1xjgzMyJ2BD4LvI0y3dzlwBsy85Q2gzZBliRJUl9k5oPAp6qt2/GZlHmSm7Z3D7B3tfWNY5AlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZLUuojYNiJyhO1ptXqHRsSfI2JWRMyJiL9HxEERsWpHe1Mj4rCI+G1E3Fu1s20/YnclPUmSJPXTDODCjrKbaj8/Fzgf+C4wB3g2sB+wXURsl5lZ1XsqsC/wT+Ay4IX9CtgEWZIkSf10bmaeOtLBzPx/nWURcQ3wRUryPFgVXwisk5mzImIn4JT2Qy1MkCVJktRXEbE6MCczH254yvXVfspwQWbe23ZcI3EMsiRJkvrpu8A9wJyIOCMintlZISImRcQ6EbFBRLwK+AxwNwt6jxcpe5AlSZLUSERModarWzOUmUMdZQ8CJwO/Au4AngV8DPhDRGyVmVfW6m4G/KV2+x/A67q0uUiYIEuSJKmpacBBXcoPBqbXCzLzPOC8WtFpEfEzSq/wQcCutWPXAq8EVgWeX/28eltB98oEWZIkSU3NAGZ2KR9qcnJmXhoRZwEv7yi/DziruvnTiLi42j8nMy9d6GgXkgmyJEmSGqmGPAyNs5kb6EiQuzgVmA/sDCzyBNmL9CRJkrQoPRG4fYw6KwKTgDX7H86jmSBLkiSpdRGxbpeybYDtgNOr22tExEpdTn8XEDx6gZFFwiEWkiRJ6oeTIuJ+yoV6dwCbA++pfp5e1XkO8P2IOAm4kpKbbgO8EbgIOKHeYEQcUP24WbXfrUq6hzLzqLYCN0GWJElSP5xKmanio8AawG3A94Dpmfmvqs4/gV8CrwH2pAyruBo4FDg8Mx/oaPOQjtt7VPvrARNkSZIkLb4y8yvAV8aocyNlOEXTNmO8cTXhGGRJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiQtEhHx8YjIiLiko/zQiPhzRMyKiDkR8feIOCgiVu2oN7M6f6RtwzbidCU9SZIk9V1ErA8cANzX5fBzgfOB7wJzgGcD+wHbRcR2mZlVvWOAszqbBo4GrsvMf7cRqwmyJEmSFoXDgEHKCIYp9QOZ+f86K0fENcAXKcnzYFXvT8CfOuptA6wCnNhWoA6xkCRJUl9FxNbA24CP9HDa9dV+yhj1dgES+F7vkXVnD7IkSZIaiYgpdE9YhzJzaIRzAvgq8L+ZeUm52bXeJGAtYEVgc+AzwN1UvccjnLMC8GbgvMy8ruHDGJM9yJIkSWpqGnBtl23aKOe8HXg6ZfzxaDYDbgf+DZxOGVv8upES78r2wNq0OLwC7EGWJElSczOAmV3Kh7pVjojVKWOPD8vMm8do+1rglcCqwPOrn1cf45xdgIeAH45RrycmyJIkSWqk6s0d6uGUA4AHgS81aPs+FsxQ8dOIuLjaPyczL+2sHxGrAa8DTs/MWT3ENCaHWEiSJKl1ETGVMvTia8B6EbFJRGwCTAZWrG6vNUoTpwLzgZ1HOL4TLc9eMcwEWZIkSf2wHuWCu8N55Hjl51HGG18L7DvK+SsCk4A1Rzi+KzAbOK2leP/DIRaSJEnqh2uB/+5S/hnKOOMPA1dGxBrAA5n5QEe9d1Eu1Luws4GIWBd4BfD9zLy/1agxQZYkSVIfZObdlGESjxAR04CHM/PU6va2wPcj4iTgSkp+ug3wRuAi4IQuzb+lqtf68AowQZYkSdLE+ifwS+A1wJ6UYRVXA4cCh3fpWYYyvOI2Hr3sdCtMkCVJkrTIZOa2HbdvpAyn6KWNF7QZUycv0pMkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSVLrImIgIk6JiOsjYk5E3BIRv46IF3bUe0tEnBARV0ZERsQ5o7T56og4v2pvVkQcHxGPbTt2V9KTJElSPzyJkmt+E7gZmEJZIvp3EbFDZp5Z1fsf4LnAILD2SI1FxE7AT6p6+wJrAB8CnhMRW2XmnLYCN0GWJElS6zLzJOCkellEfAO4hpLYDifIuwE3Zea8iLhklCY/B1wJvCgzH6ra+xlwEfBeYEZbsTvEQpIkSYtEZt4P3E7pTR4uuyEz5412XkQ8Bnga8JPh5Lg691Lg78Bb2ozTHmRJkiQ1EhFTqCW3NUOZOTTCOasDK1GGT7wD2Bz4dI93vVK17zaM4n7g2RGxXGbO77HdruxBliRJUlPTgGu7bNNGOec7lF7jK4CPAkcDn+3xfm8FhoAX1QsjYm3g6cDKwFo9tjkie5AlSZLU1AxgZpfyoVHOORg4BtiIMt54JWAF4IGmd5qZ8yPiGGDfiDi0imEN4PPAilW1lZu2NxYTZEmSJDVSDaMY6vGcvwB/AYiIEyizUMwE3tjj3R8IrAN8AvhkVXYG8C3gfcDsHtsbkUMsJEmStEhUF9j9FHh9RPTU45uZD2bmu4ENgJcAT83M7YE1gTtGGgO9MOxBliRJ0qK0MhDA6nS/6G5UmXkrZUwyETEJ2BY4u8X47EGWJElS+yJi3S5lawBvAm7IzNtauJuPAesDX26hrf+wB1mSJEn9cFJEzAXOA24BNgbeSblYb+fhShHxEsqQCYD1gDUj4oDq9mmZeVlV7x3ATsDvgPuAV1CS7c9m5p/aDNwEWZIkSf1wAvB24IOUKdiGgPOB3TLz3Fq9lwEHdZx7SLW/Ebis+vlKylzKB1Jmwri8auuEtgM3QZYkSVLrMvPbwLcb1JsOTG9Q708s6GnuK8cgS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZKk1kXEVhHxtYj4W0TcFxH/iogfRMSmtTqrRMT7I+LMiLg5Iu6NiIsi4n0RMamjvW0jIkfYntZm7C4UIkmSpH7YF3gR8CPKanjrA3sDF0fE1pn5d+CJwFeBs4EvAfcA2wPfALYC3tWl3RnAhR1lN7UZuAmyJEmS+uFLwC6Z+eBwQUScBPyFkjzvDtwCPDMzL6+dd0xEfBvYIyI+k5nXdrR7bmae2s/AHWIhSZKk1mXmefXkuCq7Crgc2Ky6fUdHcjzslGrfdehERKweEX3r6DVBliRJ0iIREQGsB9wxRtX1q323et+lDMWYExFnRMQzWwwRcIiFJEmSGoqIKcCULoeGMnOoQRO7AhsC+49yHysC04CreeRY4weBk4FfURLnZwEfA/4QEVtl5pUN7r8RE2RJkiQ1NQ04qEv5wcD00U6sZpr4GvAHSi/wSI6iDMHYITPnDxdm5nnAebV6p0XEz4DBKqZdxw6/GRNkSZIkNTUDmNmlfGi0kyJifeAXwF3Am+qJb0e9fYA9gf0y8/SxgsnMSyPiLODlY9XthQmyJEmSGqmGUQz1ck5ErEkZFrEm8KLMvGWEersDhwNfy8zDeriLGzBBliRJ0pIgIiYDPwOeArw8M/8xQr3XAccBPwY+2OPdPBG4fTxxdnIWC0mSJLWuWgnvJOAFlGEV549Q7yXAD4DfAW8bZfjFul3KtgG2A8YcjtELe5AlSZLUD18EdqT0ID8mIt5WOzY7M0+NiMcDpwFJmaHiTWUmuP84LzOvqX4+KSLup1yodwewOfCe6ufpbQZugixJkqR+2KLa/1e11V0PnAo8gTI2GcoMF53eCQwnyKdSZqr4KLAGcBvwPWB6Zv6rpZgBE2RJkiT1QWZu26DOOUCMVa+q+xXgK+OLqhnHIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJKkvImJqRBwWEb+NiHsjIiNi2446a0fEPhHx+4i4PSKGIuJPEfGmLu1tHxG/ioh/R8TciLgxIk6OiGe0GbcJsiRJkvrlqcC+wEbAZSPUeQFwKDAL+AywPzAH+GFEfKqj7tOB2cBXgb2Ar1OWtL4gIjZvK2iXmpYkSVK/XAisk5mzImIn4JQudS4HnpyZ1w8XRMTXgbOA/SLiC5k5ByAzjwSOrJ8cEccB/wbeB+zdRtD2IEuSJKkvMvPezJw1Rp1r68lxVZbAqcDKwCZj3M3twP3AlIUOtIM9yJIkSWokIqbQPREdysyhlu9u/Wp/R5c41gRWrOpMA9YAzm7rju1BliRJUlPTgGu7bNPavJOIeAzwbuCczLy9S5Wzgdso45rfDBwCzGzr/u1BliRJUlMz6J6IDrV1BxGxHHAisCbwwRGq7UXpyX4isDuwCiWvfaiNGEyQJUmS1Eg1jGKoz3fzVWB7YNfM/MsIcVww/HNE/AD4W3XzY20E4BALSZIkLRYi4iBK7/DHM/P7Tc6pkvazgF3bisMEWZIkSRMuIt4PTAeOzMwv9Hj6ypQhGa0wQZYkSdKEioi3AF+hjD3+6Cj11u1S9jjglZQ5l1vhGGRJkiT1TUQcUP24WbXfLSK2oUwNd1REbA0cT1lJ72xg14ioN3FmZt5a/XxeRFxCSYZnAZsC7wImA/u1FbMJsiRJkvrpkI7be1T764GjKMtHrwisC3y7y/nbAcMJ8jeB1wMvo8x9fAclqf5sZl7aVsAmyJIkSeqbzIwxjs+k4RzGmfl54PPjj2p0jkGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJElS6yJiICJOiYjrI2JORNwSEb+OiBd2qfvCiPhDRNxf1ftyRKwyEXGDK+lJkiSpP55EyTW/CdwMTAF2BX4XETtk5pkAEbEFZbnoy4GPABsBHwOeCPzXIo8aE2RJkiT1QWaeBJxUL4uIbwDXAB8CzqyKPwvMArbNzNlVveuAb0bEyzLzN4ss6IpDLCRJkrRIZOb9wO2U3mQiYg3glcDxw8lx5XhgNvDmRR0j2IMsSZKkhiJiClVy22EoM4dGOGd1YCVgbeAdwObAp6vDz6Tko4P1czLzwYi4BNiyhbB7Zg+yJEmSmpoGXNtlmzbKOd+h9BpfAXwUOJoyrAJgarW/uct5NwMbjDfghWEPsiRJkpqaAczsUj40yjkHA8dQLr7bjdKbvALwALByVeeBLufNrR1fpEyQJUmS1Eg1jGKox3P+AvwFICJOoAynmAm8EZhTVVupy6mTa8cXKYdYSJIkaZHIzIeAnwKvj4iVWTC0YmqX6lOBmxZVbHUmyJIkSVqUVgYCWB34K/AwMFCvEBErAlsAlyzi2AATZEmSJPVBRKzbpWwN4E3ADZl5W2beDZwF7BYRq9Wq7gasBvxokQTbwTHIkiRJ6oeTImIucB5wC7Ax8E7KxXo71+rtX9U5JyKOq45/FPhVZp61aEMuTJAlSZLUDycAbwc+CKxFubjvfGC3zDx3uFJmXhQRrwAOB44E7qEsT73fog54WGRmzycNDAxMHxwcnN5+OGrDwMDAJyhXfjbS5mt55fJr9/6GGsFTHp4VbbV1410P5jqrr9hWc5L6YK3XfYUV11xrosNYIt16/G4THcJ/3HHvgwDc98DDExbDqiuV/j8/99s3eXla+9u8OFtmepB7TRqXcBsw8lWfox1bavkhKS0B7r+bB2+6cqKjWEItPgny8Oetn7taki0zCTIw2V7vZe4fBUmSpJ4tSwmygMHBwcMmOgZJkqTFmdO8SZIkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkqS8iYmpEHBYRv42IeyMiI2LbEeruGBEXRcTciPhXRBwUEct31Hl5RHwnIq6MiPsj4uqIODYi1h+hzTUj4osRcX1EPBARN0TE98eK21ksJEmS1C9PBfYF/glcBrywW6WI2AE4FfgN8AHgmcCBwDrV7WGHA48BfgRcBTwR2Bt4bURskZm31dqcAvwemAIcB9wATAVeOlbQJsiSJEnqlwuBdTJzVkTsBJwyQr0vABcD22fmPICIuAfYLyK+kplXVfU+AvwhM+cPnxgRvwbOBfYCptfaPBxYFdgiM2fVyg8dK2iHWEiSJKkvMvPejuT0USLi6cDTgWOGk+PK1ym56htq7f2unhwPlwF3ApvV2pwCvAM4okrOJ0dE4+UdTZAlSZI0kbas9oP1wsy8CbixdryriFgNWA24o1b8YmAl4NaIOAu4H7g/Is6IiCeNFZBDLCRJktRI1TM7pcuhocwcWshmp1b7m7scuxnYYIzzpwErAj+slW1a7Y+lJN47V+1MB34TEc/MzHtGatAeZEmSJDU1Dbi2yzZtHG2uXO0f6HJsbu34o0TES4CDgO9n5rm1Q6tV+1uAV2fmDzNzBrAL8DjgnaMFZA+yJEmSmpoBzOxSPjSONudU+5W6HJtcO/4IEfE0ykV/lwJ7jtDmD+tjljPzlxFxF/Ai4MsjBWSCLEmSpEaqYRRDLTc7PLRiKo8eZjEVOK/zhIjYGDijiuU1mXnfCG3e2uX+bgPWGi0gh1hIkiRpIl1S7QfqhRGxAbBR7fhw+dqU5HglyrRw3ZLgC6v9hh3nLkdJum8fLSATZEmSJE2YzLwcuAJ4T0RMqh36H2A+8OPhgohYFfglJfF9dWb+c4Q2rwD+CuwaEZNrh94CrAGcNVpMDrGQJElS30TEAdWPw/MU7xYR21BmvjiqKtsHOA04PSJOAjanrJB3TGZeWWvuRGBr4NvAZhGxWe3YrZl5Zu32R4BfAb+PiO9Seo6nURYkOWG0mE2QJUmS1E+HdNzeo9pfDxwFkJk/j4jXU2ak+CplCMRnupy7Ra2NPTqOnQv8J0HOzDMj4rXAwZRV9WZTEux9M/PB0QI2QZYkSVLfZGY0rHcqcOoYdTbp8b5/Dfy6l3PAMciSJEnSI5ggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZKkvomIrSLiFxFxV0TMjohLI2L36ti2EZGjbPt3aW/7iDgnIu6ptv+LiFe3GbMr6UmSJKkvImIH4KfAOcCngIeApwAbV1X+DuzW5dTdgFcBZ3S0tydwDPATYB9KLvt0YKM24zZBliRJUusiYk1gJvCNzPxQtzqZeStwQpdzDwKuysw/18qeAHwF+GhmHtmXoCsOsZAkSVI/7AJMAQ4EiIjVIyLGOikitgY2BU7sOPQ+4C7gy1Gs3m64C5ggS5IkqR9eAVwBvDoibgDuAe6MiMMiYtIo5+1a7TsT5FcAfwY+CNwO3BMRt0TER1qO2yEWkiRJaiYiplB6hTsNZeZQR9mmlLHGM4HPAxcDrwX2BSYD07q0Pwl4C3BBZv6zS3uPB14OHAxcSxmr/MWImJ+ZM3p/RN3ZgyxJkqSmplES085tWpe6qwFrAQdm5qcy8yeZuQfwI2CviFinyzkvB9bj0b3Hw+2tDbwrM4/IzJOBnYALgP3H6JXuiQmyJEmSmpoBPKHLNqNL3TnV/vsd5ScCKwBbdzlnV2AecNII7T0EnDxckJkJfA9YB3hqs4cwNodYSJIkqZFqGMVQw+o3A88Abu0oH769Vr0wIlYG/hs4q5rdolt7q2XmvCbtjYc9yJIkSeqHC6v9hh3lw3MW395RviOwOt2HVwy3t25ErNiwvYVmgixJkqR++FG1f9dwQTXN27uB+4DzO+rvAtwPnDJKe5OAd9TaW6G6fT1wVStR4xALSZIk9UFmXhgRxwP7RcRjgYuA1wDbAx/PzHuG60bEY4AdgB9n5uwRmvwJcC7wtYh4GuXiwJ0pwzh2rsYjt8IEWZIkSf2yJ/AvSi/vO4BrgPdl5jEd9d5EuXDveyM1lJkZETsCnwXeRplu7nLgDZk5Uq/zQjFBliRJUl9k5oPAp6pttHrHAJ1Jc7d69wB7V1vfOAZZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJrYuIgYg4JSKuj4g5EXFLRPw6Il5Yq7NJROQo2zdrdbeKiK9FxN8i4r6I+FdE/CAiNm07dlfSkyRJUj88iZJrfhO4mbI09K7A7yJih8w8E7gd2K3Luf+vqntGrWxf4EXAj4DLgPUpK+pdHBFbZ+bf2wrcBFmSJEmty8yTgJPqZRHxDeAa4EPAmZl5H3BC57kRsTtwD/CzWvGXgF2q5auH650E/IWSPO/eVuwOsZAkSdIikZn3U3qNp4xUJyKmAtsBP8nMubVzz6snx1XZVcDlwGZtxmkPsiRJkhqJiCl0T26HMnNohHNWB1YC1gbeAWwOfHqUu9mZ0ol7YoN4AlgPuHSsur2wB1mSJElNTQOu7bJNG+Wc71B6ja8APgocDXx2lPq7UsYs/6ZBPLsCGwI/bFC3MXuQJUmS1NQMYGaX8qFRzjkYOAbYiHJB3krACsADnRUj4inAc4EjM3P+aIFExNOArwF/AL47ZuQ9MEGWJElSI9UwiqEez/kL5UI6IuIEYJCSZL+xS/Vdq/2owysiYn3gF8BdwJvGSqZ7tbAJ8tyBgYHpbQayCGwy0QFIkiQtyzLzoYj4KXBARKycmXM6quwC/CMzLxypjYhYE/gVsCbwosy8pe04FypBHhwcPKztQPptCUzoJUmSlkYrAwGsDvwnQY6I5wGbAgeOdGJETKZM/fYU4OWZ+Y9+BOhFepIkSWpdRKzbpWwN4E3ADZl5W8fhXar990ZobxJlXuUXUIZVnN9iuI/gGGRJkiT1w0kRMRc4D7gF2Bh4J+VivZ3rFavk9y3A+Zl59QjtfRHYkdKD/JiIeFvt2OzMPLWtwE2QJUmS1A8nAG8HPgisRbm473xgt8w8t6PuKyjzGR86SntbVPv/qra664FTxxVtjQmyJEmSWpeZ3wa+3bDu6ZRxyaPV2baFsBpxDLIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZL6IiKmRsRhEfHbiLg3IjIith2h7o4RcVFEzI2If0XEQRGxfEedc6o2um0PtRW3K+lJkiSpX54K7Av8E7gMeGG3ShGxA2Wp6N8AHwCeCRwIrFPdHnYocFzH6asCRwNntBW0CbIkSZL65UJgncycFRE7AaeMUO8LwMXA9pk5DyAi7gH2i4ivZOZVAJl5ZueJEfG26scT2wraIRaSJEnqi8y8NzNnjVYnIp4OPB04Zjg5rnydkqu+YYy72QW4D/jpeGKtswdZkiRJjUTEFGBKl0NDmTm0kM1uWe0H64WZeVNE3Fg73i2edYFXAidl5n0Lef+PYg+yJEmSmpoGXNtlmzaONqdW+5u7HLsZ2GCUc99C6fBtbXgF2IMsSZKk5mYAM7uUD42jzZWr/QNdjs0FVhnl3F2A24FHjU0eDxNkSZIkNVINoxhqudk51X6lLscm144/QkQ8EXgBcFRmPtxmQA6xkCRJ0kQaHloxtcuxqcBNI5y3S7VvdXgFmCBLkiRpYl1S7QfqhRGxAbBR7XinXYCrM/P8tgNyiIVa9Y99jm6trae01pKkJcFdZ35qokNYYq211d5s/fa3TnQYAJz+gRdNdAjMnlu+bV9tsmlOL06+9MYx67ztuRu1fr+ZeXlEXAG8JyK+VZvq7X+A+cCPO8+JiC2BzYBDWg8IE+SeDQwMfIIyHmZxsQEjf/XQyODg4PR2QpEkTYSt3/5WLjj++xMdRrEYJMgmxgvnjc9uP/kFiIgDqh83q/a7RcQ2lKnhjqrK9gFOA06PiJOAzYG9KXMjX9ml2V2rfevDK8AEeWFMXpwSysUwYZckSarr7OXdo9pfDxwFkJk/j4jXAwcBX6XMTPGZLucSEcsBOwMXZeY/+hGwCfISbnBw8LCJjkGSJGkkmRkN650KnNqg3nzK2OS+8SI9SZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZLUuoiYGRE5yrZhRKwSEe+PiDMj4uaIuDciLoqI90XEpI72pkbEYRHx26peRsS2/YjdhUIkSZLUD8cAZ3WUBXA0cF1m/jsiNqesnHc28CXgHmB74BvAVsC7auc+FdgX+CdwGfDCfgVugixJkqTWZeafgD/VyyJiG2AV4MSq6BbgmZl5ea3aMRHxbWCPiPhMZl5blV8IrJOZsyJiJ+CUfsXuEAtJkiQtKrsACXwPIDPv6EiOhw0nv08bLsjMezNzVv9DNEGWJEnSIhARKwBvBs7LzOvGqL5+tb+jr0GNwCEWkiRJaiQipgBTuhwaysyhMU7fHlibBcMrRrqPFYFpwNWUYRWLnD3IkiRJamoacG2XbVqDc3cBHgJ+OEa9o4DNgPdn5vyFDXQ87EGWJElSUzOAmV3Kh0Y7KSJWA14HnD7aOOKI2AfYE9gvM09f6CjHyQRZkiRJjVTDKIYW4tSdeOTsFY8SEbsDhwNfy8zDFuI+WuMQC0mSJPXbrsBs4LRuByPidcBxwI+BDy7CuLoyQZYkSVLfRMS6wCuAUzLz/i7HXwL8APgd8LaJGndc5xALSZIk9dNbKDnno4ZXRMTjKb3KCZwMvCki6lXOy8xravUPqH7crNrvVi0+MpSZR7UVsAmyJEmS+mlX4DYevew0wBOANaufv9bl+DuBa2q3D+k4vke1v54y+0UrTJAlSZLUN5n5glGOnQPESMe71G9cdzwcgyxJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkqS+iIgnR8RJEXFjRNwXEX+LiE9ExEq1OitFxKERcV1EPBARV0bEB6NjzemI2D0icoRtcptxu5KeJEmSWhcRGwIXAHdTloG+E3gx8DngGcBuVdUfADsC3wIuAp4PfBmYAny6S9P7A//qKHuwzdhNkCVJktQPb6Mkudtk5uVV2bERsTKwc0TsATwH2Ak4KDOHk+GjI+IO4JMRcWxm3tLR7i8z85J+Br4sJchzBwYGprfQziYttCFJkrS0W6Pa39pRfgvwEDAPeFFV9oOOOj8APgq8Djims+GIWAOYnZnzW4u2ZplJkAcHBw9ro52Wkuxu7X4CaHX8TFODg4PT22rrpGet3FZT/FdrLcH1d9zP2qut2GKLktq22uRl5k9S607/wIvgAy8au+IisNZWe5cfpqw3sYEAd535qYkOYVl3LvBJ4FsRcSBliMVLgN2BwzNzfm0s8pyOc++v9s/p0u7vgdWAuRHxC+Ajmdk55GJc/DRafExuM1HtNJEJuCRJWjpExBTKsIlOQ5k5VC/IzDMi4lOUJHnH2qEDM/OQ6ud/VPsX8che5BdX+w1qZfcB3wHOAe4FngdMA54XEVtm5h29PZqRmSAvO/6TgFfJ8hOBmyY0okVo1ZWWt3dKWszNnvuwv6dLg+Ge46HOb9UnIAb1wzTgoC7lBwPTu5RfS0loTwFmAa8BDo6I2zPzaOCXwPXAkRExF7iYkvgeCjwM/Oer6cz8EfCjWtunRMTvgF8AH6ZcvNcKP4mWTZOBa7BHWZIk9WYGMLNL+VBnQUTsTBk//JTMHO6U+0lELAd8ISJOysy7IuI1wA8pSTTAA8DHKQnv7NGCycxfRsQVwMsxQdZ4tTUmW5IkLTuqYRRDDavvBVxYS46HnUYZh/xs4JzMvDwiNgeeDqwF/I0yJvlI4KoG93MDLU+iYII8Di2P692kpXYkSZIWB+sBt3cpX6Ha/ycPzcwEhqeCIyJeTVnQ7uwG9/NEHj1TxriYII9PaxfW9Wt2DEmSpAlyJfDKiHhSZl5dK38rZYq3y7qdVM2TfAilJ/nMWvm6mXl7R91dgCcBx7cZuAmyJEmS+uEIYAfgjxExvJLea6uyozPzNoCI+DFlmMTfgDWBdwIbAdtm5rxae+dFxIWU1fbuAbYG3kFJxL/cZuAmyJIkSWpdZv4uIl5Imd3i/cDalFkt9qMkz8MGKYnueynzH58N/Hdm/oNHOomSYP8/YBXg35QlrA/OzLvbjN0EWZIkSX2RmRcArx6jzueAzzVo6wDggJZCG5UJ8uKjraWwR7JJH9uWJElaapggLyb6Pe2aFwFKkiQ1s9xEByBJkiQtTkyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJLUuIgYi4pSIuD4i5kTELRHx62p1vc66L4yIP0TE/VW9L0fEKl3qPT8izo6I2RFxd0ScGhFPajt250FedtQXItlkAuOQJEnLhidRcs1vAjcDU4Bdgd9FxA6ZeSZARGxBWV76cuAjwEbAx4AnAv813FhEbAWcC1wHHETp6N0L+H1EbJmZt7YVuAnyMqK+EImLhkiSpH7LzJOAk+plEfEN4BrgQ8CZVfFngVnAtpk5u6p3HfDNiHhZZv6mqvdp4F7g+Zl5V1XvBOBKYD9gWluxO8RCkiRJi0Rm3g/cTulNJiLWAF4JHD+cHFeOB2YDb66VvQg4Yzg5rtq7mdKrXK83bvYgS5IkqZGImEKV3HYYysyhEc5ZHVgJWBt4B7A5pTcY4JmUfHSwfk5mPhgRlwBb1opXAuZ0uYv7gakRMbVKmMfNHmRJkiQ1NQ24tss2bZRzvkPpNb4C+ChwNGVYBcDUat8tsb0Z2KB2+x/ACyLiP/lrRKwIPK+6Wa87LvYgS5IkqakZwMwu5UOjnHMwcAzl4rvdKD3BKwAPACtXdR7oct7c2nGArwPfoIxN/iKlo/cAFiTZK9MSE2RJkiQ1Ug2jGOrxnL8Af4H/XFQ3SEmy38iCIRMrdTl1cu04mXl0RGwM7APsURUPAp8H9qeMWW6FQywkSZK0SGTmQ8BPgddHxMosGFoxtUv1qcBNHefvD6wHvBh4VmZuRclnE7i6rThNkCVJkrQorQwEsDrwV+BhYKBeoRpbvAVwSefJmXlXZv6h6pkGeAVwQWbe21aAJsiSJElqXUSs26VsDeBNwA2ZeVtm3g2cBewWEavVqu4GrAb8aIz7eAuwFWVsdGscgyxJkqR+OCki5gLnAbcAGwPvpFyst3Ot3v5VnXMi4rjq+EeBX2XmWcOVIuJlwCeBMygLi7wA2B04MTN/0GbgJsiSJEnqhxOAtwMfBNaiXNx3PrBbZp47XCkzL4qIVwCHA0cC91CWp96vo70bgPmUi/RWB66iLE19VNuBmyBLkiSpdZn5beDbDev+gbJS3mh1rgJe1UJoY3IMsiRJklRjD3Lv5g4MDEyvft5kAuOQJElSH5gg92hwcPCw4Z9ribIkSZKWEibIy6a5AwMDx1JNvj04ODh9YsORJFhtsn+SFtbsuQ8vfs/flPUm7r6Hbp24+16CzZ778Jh1Jq+2mL3P+sQxyMugqhf8momOQ5IkaXG0bPwbsAgNDAx8grJ2+DLpb5/dsL3G3tpeU+usvmJ7jUnSYmZx6j2+68xPTXQI/7HWVnv3/T7u+nPrM4xNmMXpfTTRfCbaN9khC5IkSUsuh1hIkiRJNSbIkiRJal1EzIyIHGXbsKp3aET8OSJmRcSciPh7RBwUEat2afP5EXF2RMyOiLsj4tSIeFLbsTvEQpIkSf1wDHBWR1kARwPXZea/q7LnUpag/i4wB3g2ZZnp7SJiu8xMgIjYCjgXuA44iNLRuxfw+4jYMjNbm77EBFmSJEmty8w/AX+ql0XENsAqwIm1ev+v89yIuAb4IiV5HqyKPw3cCzw/M++q6p0AXElJqKe1FbtDLCRJkrSo7AIk8L0x6l1f7afUyl4EnDGcHANk5s2UXuU3txijPciSJElqJiKm8MikddhQZg6Nce4KlET2vMy8ruPYJGAtYEVgc+AzwN0s6D0GWIkyBKPT/cDUiJhaJczjZg+yJEmSmpoGXNtlm9bg3O2BtakNr6jZDLgd+DdwOmWs8us6ku5/AC+IiP/krxGxIvC86uYGzR/G6OxBliRJUlMzgJldyocanLsL8BDwwy7HrgVeCawKPL/6efWOOl8HvgF8MyK+SOnoPQCYWh1fuUEMjZggS5IkqZGqR3eo1/MiYjXgdcDpmTmrS7v3sWDGi59GxMXV/jmZeWlV5+iI2BjYB9ijqjsIfB7YH5jda1wjcYiFJEmS+m0nOmavGMOpwHxg53phZu4PrAe8GHhWZm5FyWcTuLqlWO1BliRJUt/tSunhPa1h/RWBScCanQeqWSz+UCt6BXBBZt473iCHmSBLkiSpbyJiXUoS+/3MvL/j2BrAA5n5QMdp76JcqHfhGG2/BdgKeGt7EZsgS5Ikqb/eQsk5uw2veA7w/Yg4ibLgx/LANsAbgYuAE4YrRsTLgE8CZwCzgBcAuwMnZuYP2gzYBFmSJEn9tCtwG49edhrgn8AvgdcAe1KGVVwNHAoc3tGzfANlXPI+lBkurgI+AhzVdsAmyJIkSeqbzHzBKMdupAynaNLOVcCr2oprNM5iIUmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjfMgj8/cgYGB6R1lm0xAHJIkSYudiHgy8BngRcBawPXA8cCR9UVAImIl4OPAbsDjgTuB84E9MvOuqs7LgbdVbW0E3AycDRyYmbe0GbcJ8jgMDg4e1lnWJWGWJEla5kTEhsAFwN2U1e7uBF4MfA54BiUZJiJWBH4FPBs4lrJC3jqURHgV4K6qycOBxwA/quo8EdgbeG1EbJGZt7UVuwmyWvWOHz92okOQJAmAu/7c+grEj7LWVns3q7jKmgvV/l3nHrpQ5y2Mf9x0L0/dYPU2m3wbMAXYJjMvr8qOjYiVgZ0jYo/MfAj4KLAl8NzMvGaU9j4C/CEz5w8XRMSvgXOBvYDpbQVugryMGhgY+AQwGWBwcHD6xEYjSZKWQmtU+1s7ym8BHgLmRcRywAeAYzPzmqo3ebnMnNvZWGb+rltZRNwJbNZm4F6kt+yaPDg4ON3kWJIk9cm51f5bEfHsiNg4InYFdgcOr3qCnwFMBf4ZEScD9wNzIuL8iHjuWHcQEasBqwF3tBm4PciSJElqJCKmUIZNdBrKzKF6QWaeERGfAj4J7Fg7dGBmHlL9vGm1/xxwDfAOYFXgQOA3EfGszLx+lJCmASsCP+zpgYzBBFmSJElNTQMO6lJ+MN3HAF8LnAOcAswCXgMcHBG3Z+bRlN5fgARelpmzASLiPOCy6v4+3C2QiHhJFcv3M/PcbnUWlgmyJEmSmpoBzOxSPtRZEBE7A8cAT8nMm6rin1Tjjr8QEScBc6rynw0nxwCZ+deIuJQyk8WjRMTTKEn3pcCeC/VIRmGCLEmSpEaqYRRDDavvBVxYS46HnUYZh/xsylzG8OgL+YbLntRZGBEbA2dUcbwmM+9rGE9jJsh9Vp8tYjGzyUQHIEmSlmrrAbd3KV+h2i8PXESZ0WLDLvU26jw/ItamJMcrUYZkdEusx80Euf8mL44zRbigiSRJ6rMrgVdGxJMy8+pa+VuBecBlmXlPRJwOvC4i1snMOwAi4gWUGS6GL+YjIlYFfklJprfLzH/2K3ATZEmSJPXDEcAOwB8jYnglvddWZUfXVr7bD/g/4LyIOJoyi8WHgRsoY56HnQhsDXwb2Cwi6nMf35qZZ7YVuAmyJEmSWlct4vFCyuwW7wfWpsxqsR8leR6u99eI2Bb4PKXH+GHKMIqPZeadtSa3qPZ7VFvduYAJstSLuQ/Nm+gQJI1h8gqTJjoEqXdNl5C+/25YYXG8JGmBySu2/zuYmRcAr25Q78/AdmPU2aSlsMZkgrzsmjswMHAscNPiOEa6bcsv56KRkqQJtMJkeOhRqyf3zcPzsnHd5SdFHyNZMpk1LKMGBwcPo6xYI0mSpBp7kJdhVZIsSZKkGnuQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJPVFREyNiMMi4rcRcW9EZLVq3mjnPD4i7q/qbtHl+HMj4hcRcWvV5sUR8b6IaC2vNUGWJElSvzwV2BfYCLis4TlfAOZ3OxARzwHOAx4HHAbsA/wb+AZw8HiDHeY8yO2bOzAwML12e5MJikOSJGmiXQisk5mzImIn4JTRKle9yzsCRwD7d6myZ7V/aWbeWZ1zDHAB8HbgU20EbYLcss7FNzqSZUmSpGVGZt7btG5ETAK+DBwF/HOEamsAc4Gh2n1kRNwKrL7wkT6SQywkSZLUSERMiYhNumxTWmj+vcCGwCGj1DmXkiQfExFPq+77A8D2wOEtxADYgyxJkqTmpgEHdSk/GJi+sI1GxGMoifFBmTkUESNV/RbwTEoy/e6q7CHgPZn5nYW9/04myBNoYGDgE8DkiY5jcHBweltt/eyIE9pqig99c9/W2lp+0oi/aJIkLbS7zj20r+2vtdXeC3XeXX8+qudzHr/OKk2qzQBmdikf6vkOH+nTwG3A0aNVysx5EXE18GvgZMpwi7dSepTvyMyfjTMOwAR5ok1uMzmVJEnqp8wcYvzJ8CNExObA+4AdM/PhMeruC3wAeEpm3l8V/zAifgt8LSJ+mZnzxhuTY5AlSZI0kT4LXAT8bXhMM7BOdWyDiNi4Vvf9wNm15HjYacDG1TZu9iBLkiRpIj0OeDZwbZdjvwBuBdavbq8HTOpSb4Vq30pua4IsSZKkifRhYM2OspdRhlJ8BPh7rfxKYPuIWCsz74L/TA/3ZsrQj25Jds9MkCVJktQ3EXFA9eNm1X63iNgGGMrMozLzt13OmVL9+NvMvKR26DDgBOCCiDiWBRfpPRf4RBvjj8EEWZIkSf3VOa/xHtX+esqiII1l5okRcQewH/BxypzIV1CmefvmeAMdZoIsSZKkvsnMnudazcyZdJ9Ojsw8HTh9fFGNzlksJEmSpBoTZEmSJKnGBFmSJEmqcQxy/80dGBiYPsKxTRZhHJIkSWrABLnPBgcHDxvp2CiJsyRJkiaIQywkSZKkGhNkSZIkqcYhFouJgYGBTwCTJ+K+BwcHp7fV1vT5q7XVlCRJS5WH52XP59z1557W0fiPtbbau+/3sTQzQV58TG4zUZUkSZpoEfFk4DPAi4C1KKvnHQ8cmZkPVHXeAvwXsDXwZODczNy2S1vbA9OAZwFrA3cA5wMHZeblbcZtgixJkqTWRcSGwAXA3ZQlpe8EXgx8DngGsFtV9X+A5wKDlMR3JE8HZgNfBW4D1qcsW31BRDwvM//aVuwmyJIkSeqHtwFTgG1qPbzHRsTKwM4RsUdmPkRJlG/KzHkRcclIjWXmkcCR9bKIOA74N/A+oPm4kjGYIEuSJKkf1qj2t3aU3wI8BMwDyMwbxnEftwP3UxLx1pggS5IkqZGImEL3ZHQoM4c6ys4FPgl8KyIOpAyxeAmwO3B4Zs5fyBjWBFakDLGYRknEz16YtkZigixJkqSmpgEHdSk/GJheL8jMMyLiU5QkecfaoQMz85BxxHA2ZcwylDHJhwAzx9Heo5ggT6z6MtSbTGAckiRJTcygezI6NEL9a4FzgFOAWcBrgIMj4vbMPHohY9iL0ov9REpv9CqUnPahhWzvUUyQJ1B9GWqXnZYkSYu7ahjFUJO6EbEzcAzwlMy8qSr+SUQsB3whIk7KzLsWIoYLavfxA+Bv1c2P9drWSFxJT5IkSf2wF3BhLTkedhqwKvDs8d5BlbCfBew63rbqTJAlSZLUD+sBk7qUr1Dt2xrJsDKwZkttASbIkiRJ6o8rgYGIeFJH+VspU7xd1ktjEbFul7LHAa8ELlzYILtxDLJa9d4972itrVbXjJQkaYItPykW2X3d9eejGtdda6u9ez6noSOAHYA/RsTwSnqvrcqOzszbACLiJZTp36D0Oq8ZEQdUt0/LzOFE+rxqIZELKRf8bQq8C5gM7Ndm4CbIS4iBgYFPUN4ArRscHJzej3YlSdKyKzN/FxEvpEz/9n7KMtLXUpLZI2pVX8ajp44bngbuRhb0NH8TeH1Vfw3gDsqUb5/NzEvbjD0ys832tJAaJMCbDA4O7t6PtttMkJ9x/sGtvaEuf/5Brf2rPfdhfKNLWmqdfOmNvPHZG010GIuN2XMfBmC1yfYD9mKT/zmZuwfPGbXOnIuPWnTd4BPId85ioj7lWzcDAwOfGMdUcBsAnVeQSpIkqQsT5CXEWAm0JEmS2uEsFpIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUl5lubkv1BkyhrOIzZXFvd0lpc0mK1cfv4/fx+/h9/O0+/mVhcyU9LfUiYhPK0pZPyMzrFud2l5Q2+9XuktJmv9pdUtrsV7tLSpv9andJabNf7S4pbfar3SWlzWWFQywkSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJC1LBgCDq72i3u7S0qb/Wp3SWmzX+0uKW32q90lpc1+tbuktNmvdpeUNvvV7pLS5jLBWSwkSZKkGnuQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpJrlJzoASZK0bIuIxwBbA2sBtwPnZ+bsiY1qyRURawErA7Mz856JjmdJ5DRvWipFxEqZ+cAox1cG1s3Mf/XQ5pOANwBbAhtQPnzmADcBFwM/ycx/jivwR9/n24A9MvNlC3l+ax+SEbEesAWPfuyXZuYt42l7cRYRTwfeB0wBzsrM4yNieeCzwK7AmsAgsF9m/mkh2l+PBc/pbODqzLyvhbgnA1NZ8FrdnJlzF7KtxwKvA57TEetVwFmU56XxH5OIeCtwdmbetjDxNLyPcT+vEfEAcDpwInBaZs5pPdBH3+dKwOqZecc421kBeDvwcuAxlKTz18D3M3N+wzamZubN44mjS5tvBzbOzEOr28sBXwD2AlYAAkjgPmB6Zn6ph7ZXAF4IzMnMC2rlLwdeROkUvJjyWs5r5xG1JyIC2JgS57U9/k6tBLwXeAvwbMr7ftgdlN/TL9efF40hM93clpqNkrBcA8wD7gaOA9Ybod68hm1OAr4MPATMB/4F/B9wbrX/V1X+EPBVYLkWH8/+TeOs6q8EfBD4IyUpmFfbbqX8od+6xxieB5wDPFy1M79jm1c9F89v2N6KXcoeAxwCnAdcAfy+euyr9xjr04GvAMcDb6/Klgc+D/y7ek7OAV7QQ3uzgQcpE+3PA6bX2vtf4IfAXcD9wDMbtrsu8CXgxo7XaF71PJ8HvGkh3i9rVvH9rfZ61dv9O2XRgLV6aPOA6rHVX/MHgFtq93EZ8Owe2pxfPae/At4GrNrS70urz2vHY76ner1fNd7fcUrSehrwO+BASmK4avVeGn5OrwXe0LC9m4D/rt1eC7ioins28I/qNZxXvf9Xatju8Gu7L/C4ll6jS4Ajarc/V8V5ErAj5fPmjZRkfh7w7obtTq0e5/DrfSbl8/B7PPrz6qJefgd6eGyvBb49Rp2ofgevrX5Phz+nXgNcV4t/FvCxHt73l1Xvnb9Q/i7dC8wFvk753P93dfzTbT/upXWb8ADc3NragJdVH4B/o/RInFj9UbgN2Kajbi8J8oHVB8shwNQR6kytjj8MHDhGe4/rYTuihzhb/5CsntMHKD2Fn6hubwY8odq/DPgkcGV1P9s1aHMesEvt9sbA9bXX7vTq/oZvT2kYa+vJLPCj6rGtW/1h+xblH6/zgDU7XtPbge81aPOJlATuHuBnlMTg+up5/jRwaPXazQP+t4f3/yaUP7oPUZKLTwP/A7yz2n+6em4fovwh3qRBmx+oXocjgOdWr/l7q8e6NzAZeDVwYfWcP7lhrPMpve53syCJ+x4lSZi0kL//rT+vVWx7Uj4vflm9t+ZR/jmYQY//bFZtvqB6DW6m/L7OA75G+Wf+EkrydET1Gj1Mx2fXKHHWf6e+VZ37Pyz4pnh5yu/qfOCgHh7/7Gr/MOUf4fcwjuSS8pm0Z+32ncBxI9T9OfC3hu1+o2r7/ZQE+2/AqVX8b6d8A7Qu8KHq+f/6wj6GUWIYs0Oj+v2ZD1xQvU8fAN5R7X8DTAP2qX4/5lG+QRzrfv+X0gHyrFrZ2pRe419Vt5ej/KMzD3hr2499adwmPAA3t7a26sPlz9R6KIFNKV+p3U+tN4beEuTrgRkN634ZuH6MOsO9GE22+T3E2fqHJPAn4A+M0eNE6an5I2Xc4Fhtdv4x/xFlCMAOHfV2qf4of6nh4+9HMnsD8Ina7c2r+N/Tpe7hwL8btHkKcDWwfq1sBeAHwP/Vyt5C+UP+/oaP/5TqvfrUMeo9tap3SoM2/0GXHjHgzdXv1JTq9srA5ZSv75vEOr96fSdXbf2U8g/WvOq1+RrwwiZt9fN57fJeXYfyj8F5LPg9vhI4iOb/HPyKkvysXN3+bPXYzwKWr9Vbo3qdTl2IOO8Gjhqh7snA33t4nXalDE/4evXazK/iPRV4EzC5x9fpTmCv6ufVqvZ2GqHu+4C5Ddu9Bjisdnu4w+RTXeoeDdzYS9wNY2iSIF9EGeIxfPsD1fP54456y1Xvs4sb3O8dwCe7lD+3eo9uWiv7Yf33wW2U53WiA3Bza2urPrw/0KV8ZcrXmQ/VPph7SZDnAO9qWPfdwP1j1Lm/+gP5oQbbz3uIs/UPySrWpl9x7jnWY6/q/eePOSWRvR/47Ah1v00ZO9rk/vuRzM4Bdq/dXqdq8xUjvPYPNGhzCPhol/LNq9fpGbWy4yhjvJs8/ruBDzWsOw24u0G9uSM8f4+rnocX1so+Btze8P4fkdBVZWtReifPZcE/iNcCn6k/J4vyee0WZ+3YEyjDTy5nQbJ8QYM2bwY+XLv9lOr8d3SpezBway9xAqtXt18/Qt29KGN0e36dKL3Qr6X09g8P4bob+A7wCqre6jHa/Dnw69rtf1HGGnereyxwXcNY76fW20oZfz4f+K8udffs4Tlo2pnxn22M9u6p/04Bj6/ifGOXuns3ibN67Ht3Kd+0avtFHY99dpPHvqxvzmKhpckkSo/jI2TmnIjYifJH8asRsT6lZ6ypvwFvjohvZ/UJ0011gcVbKOM8R3MxZWztl8e644hYDdihYZyrUD58O91NSUTXA4YvIjwTOLJBm3cBT2p4/0+q6vdiNUov4v+NcPz/KD2NTaxD+ep72PDP13Spe1VVfyyzgMfWbj/IguEEndam+/PfaRLlD2mneZTXac1a2Xk0f/zzq7abmFTVH8vNlItSO21JuZCq/nrfTXkPLpTMvIuSEB0bERtTHvdbKcMC9mPsx9av53WkeIeT989ExBaUsdRvaXDqmjzy/TOr2t/Ype6/KEMDmlg5Itag9DzOBlYcod5KlPdxzzLzYUqC+/OIWBX4b0pnw66UYQy3UhLT0RwM/CEivkTpef848J2ImE3p7b8V2BB4F7AHZWhMEzcCT67dfmq134wylKHu6ZRhV008TPncPKNB3a2B549R534eeQHd5Gq/Upe6k2n2mXIpsGtEfCMfefHh7iz4lmPYqpThHBrLRGfobm5tbZRk6oQx6hxBSQyuoHnP7I5UvUOUD+0tKMnmlGq/BaX38ALKh+mOY7R3JKU3e8wLkyg9VPMbxvmnapvUUf6Z6v7WrZVNA2Y1aPNwSi/iB4BVRqizCuXCwLnA4Q3anE8Z5vGsarsHeNsIdfcB7mz4+G8EPl67vQZlyM1Al7r70qC3kzLu9KSG9/9D4LwG9c6m/BO1Rkf5cdVzuGbH4x+zB7F2//+mNsRmhHrPplzUNebjoiQnD1G+Ot6Ukri8ubqfv3R5XzcdLzpiz2yXupszwjcM/X5ee4mzqt+kB/U6at/0UP5J/BFdesmr5/2WhnF2Ds2aMULdbwF/bfN1ojb0pGG7O1D+gZ1D6TCYxaN7YucDM6kNOxmjzSOqz5L3Aa+n9Oz/mzJ857WUf6BWoPxjNAf4ZsN2B4E/N6zbZIjFLygJ7ZrV7WMpCeup1IarUP6RuhL4TYP7fXX1nP2N8nm/P+Wzax5wbEfdnwDnNH1PL8vbhAfg5tbWRrkgazbwmDHq7TP8B6WHtnfgkV+ldvsw/xvwmgZtPYVyUcaUBnXXAB7fMMbWPyQpvVDfZ8G4w0soYyhPrfaXVOXDV6E/aoaKLm12+2M+0kU63wcuavj4+5HMvgqY1qDeOtUfszGvOqf0MM2lXDx6AvBN4K/Vc3FIR90zqX0dPUa7G1QxPEwZNz6D8o/AtGo/oyp/mNKDvkHD1/+UjtdsPmXow2YddU8G9m0Ya0+JZ8M2W39egd8CL285zp8AP21Y9xc0S5AO6rJ9cIT36X3AMRP1OtXaXoNyEeHJ1efIPykXF59BmdniOQvR3vk8ctaRHYABFly8OzwT0U2McMF1l3a/Tklgx5z5g/KZO2qHBmXI21xKkn5X9f78CmVI3b8ow1WOp/SkzwNe2TDOnSj/IA4//jur53GFjnpvp+GMQ8v65jzIWmpExEaUuVp/k5mjDnOIiP+m9LQd3ON9bEb5evkR88sCl2Tm3xYq8BZVQ0k+x4KvF4eAYygzazxUq/d24MrMPL9hu1tTrgzfgi6PHTg5G86vGRHv6FJ8X2ae3FFvHcpX4T/IzAMbtPsq4OmZOWOMesPtHpuZX2gSc9siYivKzAovpHy1+g/KVfXHdNTbDrghG86vXX3t/X7KfN3P4pFf2z5ASUBOru6r8SIMEfE8yoVaK1ax/jJHmWe8QXvvAM7NzOsWto0R2u3L89pyjM8FnpSZPxyj3jqUfzq/m5kzF0VsXWL4DnB0Zo40BGqxUg1z24qSLF+YZdgOEfFEynCDx1L+iZyZmXc2bHMrSufD1zPz9jHqPg54QmaeO0a9LSnj7VenjLn/VmbOj4h9KWPE16viPCwzv9ckzlrba1He+7emCd64mCBLSyE/JFUlC49hwT8zdy7seyEiJmXHwgoRsSZluMbywGU5zoUtJGlxYoIsjVN1Id0ulK9sG6/MN0p7G1HGM++emU0uDNFiICKeCWyZmcdPdCxtiYgVKUMVdqZ8PX1YZn4mIt5LGfO5alV1HmUs5QeWxn/I2l5JsF+qFR63o3ucv8nMXi5O7ouIOIYyH/fPM3OhLhbs4b6WieWWI2I/4IzMvHCiY1mamCBrmTTeJZw72no8ZaaEnTKz82rpbvWfNUaVDSljD6dRVr0iMy8bX5SPiqGnZK56jE8D7hjpQzgingC8uIc2F/nS3bX7bj2ZjYj9KQuwjDmTRDVU582Ux/u/mXlrREwBPsqCJXEvAr6Smd1m4Rit7daSpOor388BP6aMiXw75cLNT1Pm3T6NBRc+7UiZZu+IXuKt3de4lkbuV+IVEQdQZtKYXCt+iDJ+dB3KDBmXA7tl5qU9tNvq71T1mXYEZRhBVMXZ8fOvgfdl5g0NY2z9OY2I+VUs91DeVydm5m9bantCl1uuZl95Qmb+box661AWxZlDGY/+QO39X//9n5mZQw3ud/g5vYoy/v57vX5uqIuJHgTt5jYRGz0s4Uy5qGa07deUiyL+VN3+8Rjt9WWhkH48fsqUUd/siOkfdJ8HuNHc0kzg0t0L8/r34Tl9Lo9cuvkGyip4f6WME76EknA9TEnCNu8hhrdRxoXPq7Xf+fMvgI0btnc5tVXnhl9juswAQLlIsukCFK0vjVx7fHdRZq4Yc1XHBm22vpJgn36n3lrF+SPKP507UP6xGareE0+mjG29rvr9Wr/h4+/Hczof+C7lQsnhZbVvrJ7jLcfR7oQvt0yzWSyezIIFV+ZXsT6GckHo/Oo1u7f6+fomv6tV3V9Txi0Pv2Z/olyPsG4bj21Z3CY8ADe3tjb6t4TzfMqV39eOsN1QfSDdWt2+Zoz27qf0nnyaMptF5/ax6j6/PFzWh+eqaTI3vCzqtyhTJe3JguRtn466Tf+YH0iLS3f3+fH/poft6oZt/rR6nzyD0gP5U8rV59fyyMVcnkOZ/uqUho+p9SSJkqy+u3Z7I0ZY+YwyI0HTVc86F6AY99LI9CHxog8rCfbpd+oSyjcuneXvoSS3q1S3161e+2PHarOPz+l/XntgfeDDlKnUhhO7v1Wv+xN6bHfCl1umWYJ8ImWmlddQZtj4A2UV0tuAl9Tqva56j323x+d0a8rfjpur8gcp/xTvwghTdbqN8LxOdABubm1ttQ/YtpdwHp7m5zhgvS7HN6naG3X+41r9x7FgeeXP8+h5Wx/fS3u18/qRzF1ImaGiXrYCZbzpfMrXlcPlTf+Yt7p0d58f/3xKb8/FDbabGrZ5E4+cr/nZ1f28t0vdg2kwX3VV9xJaTpIo//zVY31WFeseXeruT4PVCWvPa6tLI9OHxIs+rCTYp9+pOSO8f4Y/S15QKzsAuKnX16nF5/QRr32t/MnV+73eC/pHqtVPG7Tbl+WWKat5Nt0uHOv1qn73Dqzdfn71eD/cpe4RLOR83ZR/Bl5F+cfh7qrOvZQhGK9u+noty5sr6WlpMpfygf3dBnVfScMV6jJzr4g4mjKP7FURcRjwxVwwzVX2EmSWC/neFBHbVm3uHhEHUeYmnd9LWx22pfQ4dluRq9PKY1cByh+to+sFWaaLe09EXAUcFhHrAbv1EOdjKV8rNvEXSg9bE9vS/uO/CrgxM18+VsVqrGqTaQNXp8xROmx4JbVbutS9ie4rbHXzVOAbXcpPp7yGzwb+lJm3R8SxlN7ksZwHvC8iTqP0cB1MScZeHxG/yMxb4T9jZfemJAg9iYjVKc/Jb0ao8htKb1tjmXkLZeGSIyPiyZQe9LdS5gc/JCLOp4x9/foYTfVjJcF+/E7dRfcVLzet4ryvVnYzZUhLT1p8Tkdq/yqqOZyraQV3ofTUf5XSSTGWfqwkCmV6uAcof1/G0uR3dW0e+Rk1PB682/UWV1J+N3pW/S05AzgjIiZTeqR3Ad5Eed2arrq57JroDN3Nra2N0ttwWcO6CzUGlfLhcl217VyVLVSPb3XucpRE5Q7K16zbL2x7lK+Dz25Y94Amj5+SoH10lOO7U8YKn0n5erxpr/TpjLHqGOWP2pmU+Uwn6vF/l+oPbFvvKUpP78za7V0YYeUzyjcNfxmrzdpr9fku5S+n9KDVv3p+FzCnQZubsmAxg+FvXvavYr6XMm7yd5Svgh+ky6qFI7Q7v4phDcqKlPcM/z51qfth4O6GbY66qAXwPBZ8/dzktWp9JcE+/U59jfKPy65Ui/VQvmofHroTtbqfA/7Zw+vU9nM6Zpu1ussBr2pYt/WVRKu611Hm/W5Sd8zPFUonzldqt19bPSeHdKl7HD1+e9Kg7lp0+VbErctzNdEBuLm1tdGnJZy7nDuZ0tNxH6WHbecqeeg5Qa61uRZwVBX/+QvTHv1J5s4ATh+jzusoCdLshm3uSItLd/f58b+ZkgRu2KDui2k2VvZ91R+0H1BW0LqH8rX1TOCLwEuBl1G+cp8H7N/w8fcrSdqAMm7zM9RW9are9+dSlm0/jTLbQtP3audwqK7/IFR1Gy2N3GOS0Cjxog8rCfbpd2qN6vdlfvU7M5cFF9dt01H398CRPbxObT+njdvsZaNPyy1TFmu5o2HdJmOQP0npkT4M+Ajln62rKMM+PkDpIHliVe8h4AsT9Zwu69uEB+Dm1tZGn5ZwHqWNx1UfnsN/PBc6Qa61uXmVbFwMvLTHc/uRzL2/emybjVHvJZSLwZqO625t6e5+Pv5+bJSe8SMoPbDD4yyfyIKr8OvPwek0mMGharcvSVKfnoODumzjWhq5n0kC5R+NDwOfAP676WsyQlv9+p2aRJne7MuUIRwfpss1Ez3G2vpzWiWAfblYjD4st0z5h/Zams0m8VrgO2PUWYnyzdBwjNdTLtbblAUz0Az//v8FWLPB/b4UeGw/ntNleXMeZGmcqqVjN6Jc9NFtHOkSKyJWpiRvt2TmrDHqPo4Gy6x2nLNYL909lmru4o8Dx2fmFT2eG8Dy+cglwCdREqP1KEuBX9Rjm5MoS4LXl1r+XlZjhZdm1bzCt2fm/YvwPqfQ4+vf79+pNi0pz2mXNhb7lUSrxWfWAK7NapXKiFiDMgPN8FLTP6t/PmjRMkGWJlh1QU59QYerM/O+0c8atb3WlgWOiKmZefPCxtKLiHgMpaduLcrMEedn5uxFcd8Lq9dFYtR/i3JZ7MX19W/7M2VRWlyf035r8/NvSX79FycmyFrq9GuFtjbbjYh1gf0owwKmdhxOylflR2bmj3qIb6Rlgd8DfIGFWBa4WqHpr5S5O7+f7Syl/XbK15WHVreDMvZ2L8p0V8GCK++nZ+aXGrb7FMr0VbNrZZtSvr7vXJ3t4Mwcc7aLiBirB3dF4OmUr2DvBjIzn9ug3adSxvVuRrlA86TMPKFLvddR3gdPHKvNXkTE+ykXirXabj/0sDpZP97/S8zr34/PlH7E2q/ntNb+RK7QOebvVZfPv+Uo78/xfv715fVfpk30GA83t7Y2+rRCW9vtUr5evZFycdbPKOOYr6dcuPFpypXz/0f5Q/6/PTz+fVmwUMRRVfv7V+18mzI+702Ui47m0bEowQhtzqf0QAyPaz2XMq/uWuN4nS4Bjqjd/lzV/kmUC/ieRxkm8Osqznc3bHcej5xbd3PK+NsHKRfrHMOCBQ9uAjZq+PjvoYxt7rb9iQVjBX8L/LZBm0+q2pxDuTjvhqqNc+gYR0jDeXAX4jVofSXBfm1NY+3j+3+xf/3p32dKP2Jt/Tmt2l0iVuikD59//Xr9l/VtwgNwc2tro08rtLXdLuUP9NXUVjKj9Bz8gNrk9ZQLbh4C3t8wztaXBa4+uHcFXkSZi3R4idS5wKmUhGNyj6/TvcCetdt3AseNUPfnNJg6qxZrPUE+vWr7WR31tqH8wX/U89KlzY9TerHO6mynOr4JPU7JB3yfMs66vnDB2ygXZF3dUd44QaaMXW66Hde03YneaJ4g9+P9v0S8/n38TOlHrK0/p9V5/fr8b/X3ij58/vXr9V/WtwkPwM2trY3+rdDWarvVH5dHzYNK6fGcBzyjVnYccGnD+259WWAenXQuT7lS+3vV/c2r/th9B3gFzaZYu5NqdSxgtZFirI6/r0mcnbFSepMepMvKWtXxrwA3NGx3PcoUbA9Svpp/bO3Y43v9Y169n7qt+PW06o/cbcBWVVkvCfJIM4KMayXJfmy0vDpZv97/S8rrT/8+U/r1Xm31Oa3FOqNh3V4+/1v9vaIPn3/9ev2X9c2V9LQ06dcKbW23O4nyodVpHmX82Zq1svMoizI0cRdlnO2wx3Ts6Tg26hX03WTmw5RejZ9HxKqUKa92rba3A7dSxv2N5jzKV4lfz8zZEXEjZe7jU7vUfQ7dV5gby8pUF2SNcPwvwHubNJRlBojdI+LrlMT6qoj4HM1X4uq0Nl0eU2ZeEREvpHy1+puIeGOP7c4GLqWMZxzL8GpaE2V32l2dDPr0/l9CXv9+fab05b3ah+cU+vf53/bvVT8+//r1+i/bJjpDd3Nra6N/K7S12i5wNmWuzjU6yo+jJAxr1sr2oUxV1CTOkyhXfz+NkgCcQrnQ4+fU5kMFnkD52vTnDdpsNA8qZb7avYHzGtTdipIcfYmyjOrOlCEPH6P0+q1A+Zp1+KvQgxs+/vmUP2I7VtvdwO4j1N2PMn3VwrzP3kEZw3xtFXNPc2BThgLMGOX4GpTV6R6g/NFs2iv3G+AfDetO6BhkWl6drKrX+vt/SXn9+/iZ0pf3atvPadVGvz7/W/296sfnX79e/2V9m/AA3Nza2ujfCm2ttgs8v/rQug04gXLl/V+r+ziko+6ZwK8bxtn6ssD0b9WrHSg9I3MoV5bPovvXlTMpcwU3aXN+l+2kEer+DPjTOOJfDTi8eh17/Yr9a5TVs0Z8XJRe05/Sw1AIyspc82hwASXjWEmypde/1dXJqnp9WRZ7SXj9+/iZ0pf3atvPaXV+vz7/W/+9ouXPv369/sv6NuEBuLm1udGHFdr60S6lF+FXlF7OuZSv8N7bpd521C6EadBuq8sCU8YWP69Pr9UalLGgJ1Ou7P4n5avPMyhXdj+nx/Ze2mV7QZd661B6XPZu4TGsT5lfd40ezhmgzLQw6kpelKV7Z9D8Kv71q8c85lLrE73R8upktbqtL4u9BL3+rX+m9CvWtp/T2rn9WKGzL79Xffj868vflGV5cx5kLZX6tULbkr7ymyQt7fycVhtMkCVJkqSa5SY6AGkiRMT7I+KaJaVdaVnl75Ta5ntKTZgga1k1hTLf5pLSrrSsmoK/U2rXFHxPaQzOg6ylRkS8pIfqT5jodqVllb9TapvvKbXNMchaakTEfKDpGzqAzMxJE9WutKzyd0pt8z2lttmDrKVJv1YSW5JWKJOWBP5OqW2+p9QqE2QtTQaBDTPzp2NVjIjNF4N2pWWVv1Nqm+8ptcqL9LQ0uQDYNCLWalA3qm0i25WWVf5OqW2+p9QqxyBrqRER6wNPBQYz877FvV1pWeXvlNrme0ptM0GWJEmSahxiIUmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNX8fweWQIQpe6XIAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -624,7 +2017,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -636,7 +2029,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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kSZIyBsiSJElSxgBZkiRJyhggS5IkSRkDZEmSJCljgCxJkqS+iogHRcTXI2JbRGyJiPMj4s5N6p4QET+KiNGI+F1EnB4Ri7ranpRSN9cnSZIktSwiHgh8D7gK+DBFB+5LgKXA/VJKN2R1Hwd8EfgG8G/AvYCXAv+QUnp519pkgCxJkqR+iYgvAQ8E7ppSuqVctg64FPhYSmlDVvcSYBQ4NqW0p1z2VuAU4O4ppcu60SZTLCRJktRPDwW+Oh4cA6SUrgO+DTx1fFlEHAMcA5wzHhyX/oEipv2LbjWoq/ka0ri/evSfdeXUxD9/7b+jG+sBWHa/l+3fpsUD3Vp9tcVLe7t+AXC/Jz22Vv7dVTfXymO7xyrrP+aRR9XKaw+sf0aDyxbWyife94huNrEvPveLa2vltSuW1Mr3PXSwVj5i9bJaeWBx/f23Y2xP/au1aGHXvrLTbnR3/e9tp/uiFzZv3VUrj+3d29E61qyo/i2ars9rZMfuWjnfzyuW1sOQ71+5uVZ+wBGra+XB5Ytr5W07q7/TeZ1+2LR5R618+EH171RVewcWT943OZOOv6kYWESrB9hS4LaK5TuAdRGxrgyY71cuH84rpZSujYjfZ89PmQGyJEmSui4iBoHBiqdGUkoj2ePfAA+OiAUppb3la5cAx5XPHwZcB6wrH19Xsc7rynpdYYqFJEmSemEDcGXFbUNDvX8AjgY+EhHHRMQ9gfOoB8TLGu53VmxrNHt+yuxBnseGhoZOBmo5BsPDwxv71xpJkjTHnAWcW7F8JH+QUvpQRNweeC3wvHLxMPAu4FRgW7lsPA2jKmdogOo0jY4YIM9vAwbFkiSpF8o0ipEW654aEe8B7gFsSSn9PCLeDiTgirLaeGrFOvZPs1gHXDDVNo8zQJYkSVLflaNYfC9b9GjgopTS1vLxT8r7IeBH45Ui4jDgiOz5KTNA1vxRNWLF7tHpb4e6bteu+lXxixa397O2Y3d9VICBRfXLMhYtmP2XaOTvZ8nC6vczF97nXJePXLFnj3MXaH6IiKdRjI38jPFlKaVLIuLXwAsj4mPZUG9/A+wFPtet7RsgS5IkqW8i4lHAG4CvAjcBDwaeC3wipfTphuqvBT4PfCUi/g24J/AyirGRL+1WmwyQJUmS1E9XU/QAvxZYCVwGvAo4u7FiSukLEfH/gNOBDwI3Am8FzuhmgwyQJUmS1Dfl9NCPaaP++cD5vWoPOA6yJEmStA8DZDE0NHTy0NDQxn63Q5IkaSYwQBY4HrIkSVKNOcgzQOOMdtNofR+2KUmSNKMZIM8MfenBNa1CkiRpf6ZYSJIkSRkDZEmSJCljgCxJkiRlDJAlSZKkjAGyJEmSlDFAliRJkjIGyJIkSeq7iHhgRHwxIm6JiG0R8dOIeG72/KqI+PuIuC4iRsvnn9mLtjgOsiRJkvoqIh4H/BfwLeCNwG7gKOD25fOLgP8F7gOcDVwOPBb4REQsSimd1832GCDPb6PlZCHr+9wOSZI0T0XEKuBc4B9TSq9oUu0vgAcCz8mC4X+MiM8C746IT6eUdnWrTaZYzGPDw8NnljP4XdXnpkiSpPnrmcAg8CaAiFgZEdFQ56FAAj7TsPzTwO2AR3azQQbIkiRJ6qdHA78GHh8RVwO3AjdHxJkRsbCssxQYAxp7iXeU9/fvZoNMsZAkSVLXRcQgRc9wo5GU0kj2+C4UucbnAu8Cfgw8EXg9MABsAH4DLAaOBX6YvfaPyvvDutVusAdZkiRJvbEBuLLitqGh3grgIOBNKaU3ppT+I6X0PODfgZdExBrgk8AW4NyIeHRErI+IFwIvKdexrJsNN0CWJElSL5wF3LHidlZDvdvK+081LP8EZa9xSul64ASKQPh/KQLtdwMvL+tu62bDTbGQJElS15VpFCMtVL0OuAdwQ8Py8ccHlev7TkTcCbgXcADwU+qpFZdNsbn7sAdZkiRJ/XRxeX94w/IjyvsbxxeklPaklH6SUvp+SmkbxQV+AN/oZoPsQdb8sXjp9G9z9+j0b3MeWrJkYa28aPHCCWoWli6q7hsYHdvbtTbNBAOLq9/n4oXd7RtZtLBxNKbZadEC+4x6ZWxPqpXz/ZwfO0sXLKxcvk95wcw81vJ2TdZej7NK/05xQd7zgVMBymHeXgBsZ9+L8moi4pDydV9JKf2qmw0yQJYkSVLfpJQujojzgFMi4nbAj4AnUMyU97qU0q0AEfE94HsUs+gdCryIIhviRd1ukwGyJEmS+u2vgd8BzylvvwVenFI6J6tzMfBUilSMW4AvAm9MKV3b7cYYIEuSJKmvymmi31jemtV5BdBsKuquMhFGkiRJyhggC2B0aGhoY78bIUmSNBOYYiGGh4fP7HcbJEmSZgp7kCVJkqSMAbIkSZKUMUCWJEmSMgbIkiRJUsYAWZIkScoYIEuSJEkZA2RJkiQpY4AsSZIkZQyQJUmS1FcRsS4izoyIb0bE1ohIEXH8JK85MiJ2lHXvW/H8YER8OCJujIjtEfGNqnpVDJAlSZLUb3cDXg8cAfysxde8B9hb9URELAC+CDwd+CDwOmAt8K2IuPNkKzZAliRJUr9dDKxJKd0VePdklcve5ROAs5pU+UvgIcCzU0pvSSn9PXA8kIDTJ1v/olZaLEmSJPVKSmlrq3UjYiHwAeBs4PIm1f4SuBb4r2wbN0bEZ4BnRMTilNLuZtuwB1mSJEldV+YAr6+4DU5x1S8CDgfOmKDO/YCLU0qpYflFwErgLhNtwABZkiRJvbABuLLitqHTFUbEaorAeGNKaWSCquuA6yqWjy87bKLtmGIhSZKkXjgLOLdi+cgU1vkW4A/AhyaptwzYWbF8NHu+KQNkSZIkdV3ZwzvSrfVFxD2BFwMnpJTGJql+G7C0YvlA9nxTBsiSJEmaDd4O/Aj4ZUSsL5etKe8Pi4ibUkpXl4+vo0izaDS+7NqJNmSALEmSpNngDsB9KPKYG30RuAE4tHz8E+AhERENF+odB2yj+egXgAGyJEmSZodXAqsalj0KeDnwKuBX2fLPUgz19iTgfICIWAM8BfiviYZ4AwNkSZIkzQARcVpZPLq8PykiHgaMpJTOTil9s+I1g2Xxmymln2RPfRb4IXBeRLwH2Ay8hGIEt42TtcUAWZIkSTNB47jGzyvvN1FMCtKylNKeiHg8xax8f0sxasVFFDPrTZheAQbIkiRJmgFSStHBa86leig5Ukq3AC8ob21xohBJkiQpY4AsSZIkZQyQJUmSpIwBsiRJkpQxQJYkSZIyBsiSJElSxgBZkiRJyhggS5IkSRkDZEmSJCljgCxJkiRlDJAlSZLUVxHxoIj4ekRsi4gtEXF+RNy5Sd1VEfHeiNgUETsj4uqI+FQ327OomyuTJEmS2hERDwS+DVwFnE7RgfsS4LsRcb+U0g1Z3UHgu8Ag8FHgamAd8IhutskAucLQ0NDJwMA0bnL9NG5LkiRpJnkLsBV4UErpFoCI+DhwKXAKsCGr+07gAOC+KaWbsuVv62aDDJCrDQwPD2+cro0NDQ1N27YkSZJmmIcCXxgPjgFSStdFxLeBp1IGyGXv8XOAV6aUboqIAWBvSmlXtxtkDrIkSZL6aSlwW8XyHcC6iFhXPv6jsu4NEfG18vkdEfHVZvnKnbIHWZIkSV1X9vgOVjw1klIayR7/BnhwRCxIKe0tX7sEOK58/jDgOuAu5eMPA8PA08vnNgLfiIh7pZRu7Ubb7UGWJElSL2wArqy4bWio9w/A0cBHIuKYiLgncB7FxXcAy8r7FeX99cDjU0qfSSmdBTwTuAPwV91quAGyJEmSeuEs4I4Vt7PySimlDwFvB04CLgF+DtwZeFdZZVt5P56G8Znxnuby9f8D3EKRy9wVplhIkiSp68o0ipEW654aEe8B7gFsSSn9PCLeDiTgirLadeX9DRWr+ANw0JQanDFAliRJUt+Vo1h8L1v0aOCilNLW8vHF5f3h+esiYgFFOsaPutUWUywkSZI0o0TE04AHkqVjpJR+DfwCOLEc4m3c04ADga91a/v2IEuSJKlvIuJRwBuArwI3AQ8Gngt8IqX06YbqrwK+RDHL3r9S9BxvAH4MfLxbbTJAliRJUj9dDewFXgusBC6jCITPbqyYUvrfiHgi8GaKWfW2AZ8AXt/NCUMMkCVJktQ3KaXLgMe0Uf/LwJd71yJzkCVJkqR9GCBLkiRJGQNkSZIkKWOALEmSJGUMkCVJkqSMAbIkSZKUMUCWJEmSMgbIkiRJUsYAWZIkScoYIEuSJEkZA2RJkiQpY4AsSZKkGSUiXhcRKSJ+MkGdAyPi+rLek7u5fQNkSZIkzRgRcShwGrB9kqpvBFb0og0GyJIkSZpJzgSGy1uliDgK+Fvg3b1ogAGyJEmSZoSIOBZ4FvCqSaq+H/gC8O1etGNRL1YqSZIktSMiAvgg8C8ppZ8UDyvrPR54NHAMcPtetMUAWZIkSV0XEYPAYMVTIymlkYrlz6YIep88wToXU/QefzCldEVE9CRANsVCkiRJvbABuLLitqGxYkSspMg9PjOldN0E63wFsBp4a5fbug97kCVJktQLZwHnViwfqVh2GrALeF+zlUXEWoqRK05p0gPdNQbIkiRJ6royiB2ZrF5ErKPoVX4jsDbLPR4AlkTEemALcGp5/9VyGcCh5f3tymWbUkppqm03QJYkSVI/rQWWAO8sb42uLJffgeKivMsq6pxT3i8DRqfaIANkSZIk9dOVwJ9XLH8rcADwSuBSYCX7p2zcEziDIn/5Qoo0jSkzQJYkSVLfpJS2AOc3Lo+IDcBYSmm/57I6I2XxwonqtctRLCRJkqRMRz3IQ0NDJ1MkTs9V6/vdAEmSpPkspXR8C3W+BVTPKDIFnaZYDAwPD2/sZkNmkqGhoY39boMkSZL6wxQLSZIkKWOALEmSJGUMkCVJkqSMAbIkSZKUMUCWJEmSMgbIkiRJUsYAWZIkScoYIEuSJEkZA2RJkiQpY4AsSZIkZQyQJUmSNKNExOsiIkXET/qxfQNkSZIkzRgRcShwGrC9X21Y1K8NS5IkSRXOBIYpOnIH+9EAe5AlSZI0I0TEscCzgFf1sx32IEuSJKnrImKQ6h7gkZTSSEX9AD4I/EtK6SfFw/6wB1mSJEm9sAG4suK2oUn9ZwPHUOQf95U9yJIkSeqFs4BzK5aPNC6IiJUUucdnppSu62mrWmCArHnjfk967H7Ldu3a09NtLlmysKfrV+HHn/pMrfysU15cK+8c21tZ/9ADl9bKQ4evrC9fvqxWXrSwf6f2uuWeB6+qlbfvHquVf3r9SK18+EHLqDK6u/7dWLSgfrJxbG+xTwcW14/tkR27a+UVSxftV7dV+Tp7afPWXbXy9p31/bJttF4eXL64Vj58dfU+mi75/of29um4a265rcm6Jz/Ol3bhc7lp685a+bqto7XyiiX14+X7V4/Uyjv31o+/I1Yur5W3jNaPtdxD7nLwlNvYrvy4z4+phdlvx5bt+7d31QH1Y2vn7urP88g1yyuX59tsV35Md1v+3Rnbm2rlMo1ipMXVnAbsAt7XvZZ1zgB5BhoaGjoZGJju7Q4PD2+c7m1KkqT5LSLWUaRdvBFYm+UeDwBLImI9sCWldMt0tckAeWYaMFiVJEnzxFpgCfDO8tboynL5ydPVIANkzRu/u+rm/ZYtWtzbr8CiaTplPN/laRUff8eH6k8srj4R85q3vKhW3rmnfoozT0P4zm9v7GIL++PbV26pla+7eUet/LKHrq+Vb9hSP929dlV9f43tSVm5frp7xUDxnclTMPK0ijw1ZdHCmXn8r1m5pLKcv6c83SM/fTz+/qfTioF8P3a2T/dN08iWTyGVKD9GJpO/hzzFID92dmXfxaPW1lOf8tSAbVlKTL8NLK7v08HsPU2WypB/FgPL2/s8e5kmMRVd+F5cCfx5xfK3AgcArwQunepG2mGAPDOMDg0Nbcwer5+uDefpHPZaS5Kk6ZZS2gKc37g8IjYAYyml/Z7rNQPkGWB4ePjM/HFDsNxrpnNIkiRlDJA1b4ztnjmn5tRd+4xWkadV7B7dv3KD/LRuXl66cPYPE78rSxlYsqi776fZKfu5aCaNaNJOWkOuyx9/21ppd/79kwBSSsf3a9sGyDNTY8pFL62fpu1IkiTNCgbIM1BjykUvTXM6hyRJ0ow3f86RqZnRoaGhjQbKkiRJBXuQ57np7K2WJEmaDexBliRJkjL2IKsn/uLoO/e7Cft5zCOPmvZtLu33pePzxKEHLq2V80lAmnnPKR+olX/4X++olcf21q+0P3z1si61rn/ufsiBtfKNW3fWyuuyCUHyyUHy0RoGmkxIccnvbwX2nRjgC7+5vv66KRzzhxxQn7Sj2YgGO7sw0sFVN++sXH7zbfWRblYvq7+/Ux991ylvs1s6HVGj2QQbixa0t758ApW22rK7Xty5u/4ZbhutjzRzyAH17/E5F26qlR96+8Fa+Zrtt1Wu/sT736H1tnRJvi+WZpOG5CN2VI32kk/2MbZ3bozckU+ys897XjRzRoBpl3+9JUmSpIw9yD2Qz043mzhhiCRJkgFyrzg73Qy0NjsNP27H7rlxemu+Gzp8Za28s8nEH7k8reJBTzqlVj7tPRtq5acvP7yLLeyP/7vm5lr5+DvdrlbOT+tetXl7rbwsO2Wcp5vk7nFEkbaRn0Z+6UPvNPXG0vw0bbcn6tg2Wk83yNc9mv0eDGSnzDdv3VUrr1lZTwOZLj/8bf1z3Ll3zwQ1m3vs0Yd2vP3Lb9hWK99l7YqO1vH9KzfXyg84YnWtnO/nLTvqeRiveNgda+X8c7n73vp3PU9x6Lc8bSI/didr43S+h8//4loA7jxY/wzz1JBmWvnMZ9Jn0S0GyNWmOlHH+i61Q5IkSdPMALnCVIc+m0pw3c/0DHu9JUlSP0TEOuAVwHHAELACeGRK6VtZnQA+BDwYuANFHHsF8DHgH1NKuxvW+QDgLeX6lgOXA+cAH04pTXgK2QC5N6bSA71+eHj4uV1si0qDy/Y/BTSVK+5bMTpmCsd0OHR5fcSJ7bvrp8+bpVjk6QN5WsVbX3NWrfyKH36wew3skwdzcK2cpxKsGKifDl6zYmllncl0O+1hOuUjcOSpIiuW1n8PRrLT/f1Iq8i995tX1Mq7dneWYtFs9I81A/XPf+vu+nteuqD+e/m5S26olZ949JqOtv/hC35XK7/6EfXjb8nC+j7ftqv+3X3YXerbyU/f55/L6D77YjHTLU+9yVNFBhbPzO/GsbcvUlsOXdX9Prj8e5R/LgMr2goz7wa8niKI/RnwkIo6C4D7A18FrgTGKILlsyiC4GePV4yI+wMXAJcCZwK3AU8E/hE4HHjjRI0xQO6BqfRAO6OdJEmahy4G1qSUboqIJwP/2VghpbQHeGDD4nMi4lbgZRHx6pTSjeXyvy7vH5FSuhkgIs4BLqIIpA2QZ5mp5j93zBQLSZLUDymlrVN4+SYggFXAeIB8IDAKjGTbSBFxA7CycQWNIqXqK5UnMjQ0tNFgShP528POa//AqvB31z67a+eqrrppdL82VQ3irtknP93/nd/eWCsvXVj9+R53ZD31YHs2okE+acYhD3p5N5vYF8c++xm18qarbqmVT3rc3WrlT33t8lr5lX9+dK38yz9UT8jw3j8r6oxPGAL1kS16ZZ+JF/qQ2jF8ZX3fDd3xoGnf/kyVfy6TaeVza/Y5N9tOv9N8mo26snlbfSKaqtEdNmeT9uTpPrlepEH0w8AiOvqQsh7kfXKQs+cXUwTDyyhSK/4B2AEcVfYyExEvpMg3/ijwXopg+c+A9wEvTCn980RtsAdZkiRJXRcRg8BgxVMjKaWRKaz6scB/Z4+Hgb8aD45LHwPuBbwIeEG5bDctBMdggCxJkqTe2ACcXrH8zcDGKaz3h8CfUPQiPwq4L8WoFzUppT0RcQXwZeCzFD3Iz6DIWd6cUvpvJmCALEmSpF44Czi3YvnIVFaaUtoMfK18+LmIeB3wvxFx15TS9QAR8Xrg5RRpFzvKup+JiG8Cfx8R/9PQ47wPEzAlSZLUdSmlkZTSVRW3kS5v6rMUPchPypa9FPh6FhyP+zxw+/LWlD3IfdDPyUAm4oWXkiRpFhofDH9VtmwtUDUH9vig2RPGwAbI/TFgMCpJktS6iFgNbKlIjRi/CO/ibNmlwGMj4qCU0i3l6xcCT6VI8bhyom0ZIEuSJKnvIuK0sjg+5uRJEfEwilEvzgZOAE6LiP+gmGL6AOAxFKNafDGl9PVsdWcCHwcuiogPU79I7wHAyRPlH4MBsiRJkmaGMxoeP6+83wScTTGc20XAU4BDgb3Ab4DXAH+XvzCl9ImI2AycAryOYuKQX1MM8/aRyRpigCxJkqS+SylNOLFISukXwDPbWN9XgK900hZHsZAkSZIyBsiSJElSxgBZkiRJyhggS5IkSRkDZEmSJCljgCxJkiRlDJAlSZKkjAGyJEmSlDFAliRJkjIGyJIkSVLGAFmSJEnKGCBLkiSpryLi3IhIE9wOL+u9LSL+LyJuiojbIuJXEXF6RBzQzfYs6ubKJEmSpA6cA3ytYVkAHwKuSildUy57APBD4F+B24D7AKcAj4yIR6aUUjcaY4AsSZKkvkop/QD4Qb4sIh4GLAc+kdX708bXRsRvgfdSBM/D3WiPKRaSJEmaiZ4JJOCTk9TbVN4PdmvD9iBLkiSp6yJikOqgdSSlNDLJaxcDTwUuSCld1fDcQuAgYAlwT+CtwBa61HsM9iBLkiSpNzYAV1bcNrTw2scCB5OlV2SOBm4ErgG+QpGr/KTJgu522IMsSZKkXjgLOLdi+UgLr30msBv4TMVzVwJ/AhwAPKgsr+ykgc0YIEuSJKnryh7dkXZfFxErgCcBX0kp3VSx3u3UR7z4r4j4cXl//5TSTztvcZ0pFpIkSZpJnkzD6BWTOB/YCzy9Ww2wB7nHhoaGTgYGGhav70NTJEmSZoMTgW3A51usvwRYCKzqVgMMkHtvYHh4eGO+YGhoaGN1VUmSpPkrIg4BHg18KqW0o+G5A4GdKaWdDS97PsWFehd3qx0GyJIkSZopnkYRn1alV9wf+FRE/BtwaVnvYcBfAj8CPt6tRhggS5IkaaY4EfgD+087DXA58D/AE4C/pkiruAJ4G/DOip7ljhkgS5IkaUZIKT14gud+T5FO0XOOYiFJkiRlDJAlSZKkjAGyJEmSlDFAliRJkjIGyJIkSVLGAFmSJEnKGCBLkiRJGQNkSZIkKWOALEmSJGUMkCVJkqSMAbIkSZKUMUCWJElSX0XEuog4MyK+GRFbIyJFxPH9as+ifm24E0NDQycDA/1uR5vW97sBkiRJM9zdgNcDlwM/Ax7Sz8bMqgAZGBgeHt7Y70a0Y2hoaGO/2yBJkjTDXQysSSndFBFPBv6zn42ZbQGyJEmS5piU0tZ+tyFngCxJkqSui4hBYLDiqZGU0si0NqZNXqQnSZKkXtgAXFlx29C/JrXGHmRJkiT1wlnAuRXLR6a1FR0wQNa88blfXLvfsoFFvT2JMrDYkzTT4Z4Hr6qVv33lllp51+49lfXvfsiBtfL/XXNzrfxgDq6Vj332M7rZxL646LxP1cqnvWdDrTw4UP/pH7rXobXyyOhYrbx8kmP3yDXLa+WxPalWXrQwOmrrRLq9zm3Z+8yN7t5bK+ff3cULZs73ON/X7ejF59KOzVt31cpje/P9vDCrs7NWXrNyab1+9p7z1y7KPpc1K5d0r7Etyre/eVu97fl7WrRg//1+6Kr6YFzT+bmMVvwe5m2dimbHZZlGMdKVjUwzA+RZrNvD3s22EUIkSZJ6wQB5dpt1w95JkiTNdAbI/THapfGR13dhHfPG2hX7n4JbsnDmnDpV57bvrp8yv+7mHbXykiYpNDdmp3KPv9PtauX8dOemq27pZhP7Ik+reOtrzqqVX/OOV9TKBx9YPwn1pLvX0y3+kO2jKjdtq58yz9MteqHbKRwrBqr/9K1ocj7u8NXLprzNbun0/Tc7BT5dp/jzFIiqU/0Ag8vrdfIUl4Hl9TSAZq/thzzdY8XSRdny+r7etnP/dJ48xWdZkxSHXhxz3UqnqNLvFJ5eMEDug+Hh4TO7sZ6hoaGTuzkRib3RkiSpXyLitLJ4dHl/UkQ8jGJYuLOnsy0GyLNYtwJtSZKkGeCMhsfPK+83AQbIUi/c99DBad/mYlM4psVPrx+plV/20PWT1l+XXUW+z2nSgcW18kmPu1tX2tZP+WgVeVrFe075QK38L//8hlp5T3YafvNoPcViaXYcj+zYXSzLToHnIxSsGKifxm13xIVmqQ/dlrd3Z3bKPj/1fXA2ikK/Tx+P7/Op2N5k5I5WHJB9LtfcfFut3M7nu3awvj9/n60jt21XvY13PWRFrfyLG7ZUVWfpgvqxdvzdDmm5LVORfxYXbrqpVt66q3r/bhoZ3W9ZPnrS6Nje/Z4HePUj7tJpE/si3y/5sXbn27WXKpJSmjG5GgbI06TbI070gikWkiRJBsjTyREnJEmSZgEDZM0bR1RcFbxoBk0AoM4dflD9s71hy/6nNButzVIsrtq8vVZes6J+GvhTX7u8S63rn3wSkHy0ijyt4jl/9fZaOZ8cpdkoHr9+7xMBuObm+mnUQ1c1maRhcfXifsvTQPLywU0mm9h0Y31klMHl0/+murHNbrU7X087KRZ5KlOztuSjLOTrPqBJ6k0/JmLK2/7HR62trJP/Bj3xmP2PqW2j9bSe6UzfqZogp5WRLa64YVtb25lJo75MhQFy740P6bZ+qivqdZqGPdySJEkGyD03PtJEl4ZjM01DkiSpxwyQNW/0cpB0zRx5+kQz+WnNfKD+fPkr//xoZruR7JRqPglIPlpFnlZx0XmfqpXXPvxPa+Wx3fufml01jakG/R5FYi5rJU2i2f5v53MZ3T35dkapngQknxwkT4sbW5Ctsw/pPM3e/9LsN6Xq707+Hqbz2O50W+/93pWT1lm5rP4B/NlRa2rlP73H9Iwu0gsGyNOnG7Pnre9COyRJkjQBA+Rp0o1JPVoNsDvNVTZ9Q5IkyQB5rjJXWfNKfgq2lVPGA2RXy++trv/LP1RPZjCbLM+u8v/D1vrEH/kkIPloFXlaxQ3f+XJ9RYvz/7efDDTfb72Qf6bdOCWdjyKQj64wl+WTo+Raef8rllaHCu18Fte3MLpMnu6Uj1xxw0j9eM23mU9Wc5eB+sQi/ZAfozsn+T3aJ2Vkb/U+7EVKYFVbFrUwEMhf3Ot2k9a5/OYdk9aZbQyQZ5dW0zTW97gdkiRJc5YB8izSappGu7nO4ykZ9jpLkqR+iIi7Am8FHgocBGwCzgPen1LamdVbCrwOOAk4ErgZ+CHwvJRS9QDuHTBAnpvavSBw/fDw8HN71Bap5/a5sn1P9ZXwqlu6sPq86j6jVeRpFbsnPz0+W82XyYKap0NM/v6bjmLRxr5b3OSYyy1sYbSMRQvq5VbWqanbuWfyNJzRsXqdJR18LhFxOHARsAU4myLo/SPgHcA9KIJhImIJ8CXgPsCHgcuANRRB9XLAAFnNtXtBYJfGaJYkSerEs4BB4GEppUvKZR+OiGXA0yPieSml3cCrgfsBD0gp/baXDfLfL0F3hqCTJEnqxIHl/Q0Ny68HdgN7ImIB8HLgwyml30bEkojo2ezC9iCrK0PQNdrxrHd1aU3P7tJ6NJflV+KvGJj8Z+2S399aK9/jiAMr67z3z2b/RCHNjOzYXSv/+r1PbFLryZVLD3rgywB43pteWlv248turKy7a1d76S53WFf/LHaOVb921+6pjzqxbvXyWjmf4OBOq5dW1n/pQ+805W322+A0TuxS5cg19X2ej6awz4gOWSrFpht3VNbPUyx2t3Dqv9u+8qvra+UjVtbf0w+vubnldazKfqOapS+ceP87dNC6ibXy21jlhHseNmmdLow0823gDcDHIuJNFCkWDweeC7wzpbQ3Iu4FrAMuj4jPUvxILYyIC4GXppQu7mTDzRggS5IkqesiYpAidaLRSEppZPxBSumrEfFGiiD5hKzem1JKZ5Tlu5T37wB+CzwHOAB4E/CNiLh3SmlTt9pugDwDdTrRx1Q5ioUkSeqiDcDpFcvfDGxsWHYl8C3gP4GbgCcAb46IG1NKHwLGB7tOwKNSStsAIuIC4Gfltl7ZrYYbIM9MDrkmtSEfVH+fU7ZNrrLPTzU2OzWYp2HMVvlp7Zu21SeKyCdYuObm+sgVq7LT8M0mAhlPrfint/x9bdn9nvHUWvkPf9heKy9Z0t5kBxddfHXl8nx0jUWLp/5n6+Djjqw/WFadejByW/042jZa336np6lVl3/PViys3p9bd9b3+T2zNKhWJgLqpccefWitnLclT9XKf4OqjGZpQnnKyL51qtfRiwlEumGCtIqzgHMrlo/kDyLi6cA5wFEppWvLxf9R5h2/JyL+DRifvem/x4NjgJTSLyLipxQjWXSN33RJkiR1XZlGMdJC1ZcAF2fB8bjPU+Qh3we4rlzWeCHf+LI7d9TIJgyQZ4HpSrmw11qSJPXBWqDqat/xUzyLgB9RjGhxeEW9I5q8vmMGyLODKRdd0I9Tcx1ezas25aMyrFg6+c/aF35TvxK92QgFzUa3mE3yYz5Pt9i8tZ5uceiqJW2tc3zEijyt4sef+ky9wiFZ+kKbE4wsWbe+Vt5n0pLM3t27K5e343sX1ssHDtb3yzezOoccckCtfOqj7zrlbaouT1nZlqVS5OkDX7lic61802htErWm8tSHXmr2d+Sam2+rXF5laZOUsNyhq6b9MqQp6cIoFpcCfxIRd04pXZEtfwawB/hZSunWiPgK8KSIWJNS2gwQEQ+mmEzkjP3WOgUGyJIkSeqndwOPA74fEeMz6T2xXPahlNIfynqnABcCF0TEhyhGsXglcDVFvnPXGCDPI5OlathLLUmSpltK6TsR8RCKkS1eChxMMarFKRTB83i9X0TE8cC7KHqMx4CvAq9JKbU+GHULDJDnF1M1JEnSjJNSugh4fAv1/g94ZK/bY4CsecN84Lkrzztu5XMeWFQ9/Ntc02xfrBiY+lBR+XBu++Qd35iN07+4vTzKXZvrueFN85d3tZfXXGV0sJ5fng8btybLOx4Zmfp2VK3ZUGX58sFl9fKhy5fVyrv3Tv/seblm36lVbcxUmL/PsT6/n26Zi39f50SA3K+JNXpo/XRubHz/2bssSZI0RwJk5lhwNzQ0tHGaNzmn9p8kSdJUzJUAWdI8lp+mXLRwZs40NZPsM1RV62eGAdi1qxiWap9Z8vJ0iDytos1h3li8tL36Hdq9qz5UXD6c3O7dc+N092ySz9iYf49Hx+rlPK1i156Z+Rk1m3myum79PTQdfrTN76W6zwB5HqpISVnfp6ZIkiTNOAbIs0gXcq3Xl/f7pFT0IaVDkiRpxjJAnl2mlCtsICxJkjS5+THWkSYzavAsSZJUsAdZDA8Pn9nvNkiSJM0U9iBLkiRJmU57kPt1Sn59H7YpSZKkeaSjALlfp+TnUZ5s4z8g6/vUDkmSpJ6KiOOBbzZ5+uiU0q8rXnMgcCmwFvjzlNL53WyTOcgzUOM/IPPoHwNJkjR/nQVc3LDs2iZ13wis6FVDDJDnl/Ge6fV9bockSVKjb7fSExwRRwF/C7wd2NiLhhggzyPjPdP2SEuSpJkoIlYCt6WUxiao9n7gC8C3e9UOA2RJs97A4oVt1T/kgCW18ujuPV1Z52yyYqDzn/47rDsQgIsuvrq2bMm69bXyrs3X1ysvXtreyq+9NHttNmnoAavq5V2j7a2zwiGHramVBwfr21l7yAG18rYdu6e8nW5pdoy2YyrHc779TtfTbB0DixdULj8y+1wOWVk/jnbv2Vsr79mTOmpLL6xY2vp3atHCqD9YXF1nrvwuRcQgMFjx1EhKaaRi+b9SpE2MRcQ3gVenlH7esM7HA48GjgFu38325hzmTQwNDZ1sr7IkSeqyDcCVFbcNDfV2AZ8FXgE8CXgzcCzwvTKdAoCIWEzRe/zBlNIVvWy4PciCKU5hLUmSVOEs4NyK5SP5g5TSBcAF2aLPR8R/A8PA6cCJ5fJXAKuBt3a5nfsxQJ7nhoaGTsaL9jTP7MpO0y5a4Im0duwc2//U79juLFVw9xRSIPK0inw9u7JUjd07O19/aSw7fb17d/1Y2JWVd3chraFb+n2MdmP77a5jZ/YdnalpFZpcmUYx0uFrfxoRXwP+GCAi1lKMXHFKk/SMrvIvgwaAq/rdCEmSpAZXU/QYA5wKbAG+GhHrI2I9cGj53O3KZVGxjo4YIAv6NzOiJElSM3cCbizLd6C4KO8y6rnMnyqfO6d83OaVwc2ZYqG+zYwozQT7XFGeGZsDp3Lz99bK+2mn/j5pFd2yz2gV2d+5HVvq5TwNY55odozOpu03W0ez1IvRLN1lNmhnH82F35Zui4hDUko3Nix7GPBI4F/KRe9g/3zmewJnAGcCF1Jc7NcVBsjzU95jvL6P7ZAkSfq3iNhBcaHeZorA94VleSNASunCxhdFxEhZvNCppjVleY/x0NDQxvJCPUeykCRJ/XA+xUgVrwYOBP4AfBLYmFL6XT8aZIAsMDjWPJNfId9Mv09rd1u776dZ/fGRHhYtrv/52Ls7m1RjKhN55K/NR6toNrpFh/L0kHy0il15edfMGcViLhvbm40os7B6Eox85IqxvTMzPaGdtIlWvotjsyvDZMpSSn8H/F0Hr/sW0JMfay/SkyRJkjIGyBrFPGRJkqQaA+TZYfyiuvXdXnGZj3xVt9crSZI0W5mDPAuMX1TnWMWSJEm9Zw+ywIlCJEmSauxBlhOFSJIkZexBliRJkjIGyJIkSVLGAFmSJEnKGCBLkiRJGQNkSZIkKWOALEmSpL6KiAdFxNcjYltEbImI8yPizg11Do6I10bEdyPixogYiYgfRMRTut0eA2RJkiT1TUQ8EPg2cARwOvBW4D7AdyNibVb1wcDbgJvKOqcCtwGfiYg3drNNjoMsSZKkfnoLsBV4UErpFoCI+DhwKXAKsKGsdwlw15TSpvEXRsQ/AF8DTomI96SUbutGg+xBliRJUj89FPjqeHAMkFK6jqJX+anZsivz4LhcloDzgWXA+m41yB5kSZIkdV1EDAKDFU+NpJRGssdLKVIlGu0A1kXEujJgbubQ8n5zB82sZA+yJEmSemEDcGXFbUNDvd8AD46IWlwaEUuA48qHhzXbQESsBl4AfCuldGO3Gm4PsiRJknrhLODciuUjDY//AfhH4CMR8V6KDtzTgHXl88uqVl4G1J8AVgF/O+XWZgyQJc16m7fuqpXXrFwyaf2rbt5ZK28bHauVVwzMrZ/EZu8t318rBhY2ee2eyuXrVi8H4ODjjqwt+96F9edHBw+slXfv2t1Wew85bE2tPLa7evtju8cql7fjph98rV4+7KhaedPylbXysgMq/x7PWiM72vsscosWRK08sLh+vCxaGFXVK23avKO6Xdvr7cq/u9+9vJaKyujY3spy7h5HHFi5fLps29n6cTmwuH7yfmxPqqzTi9+i/Peg3pbq73+ulc85P77y46VMoxiZ7PUppQ9FxO2B1wLPKxcPA++iGKliW5OXfhB4LHBiSunnkza0DXPrr4EmNTQ0dDIwUPXc8PDwxultjSRJEqSUTo2I9wD3ALaklH4eEW8HEnBFY/2IOB14CfDalNKnut0eA+T5Z8BAWJIkzTTlKBbfyxY9GrgopbQ1rxcRLwU2Au9PKb2nF20xQJ7jKnqM1/epKVLPbM9Ob7aSYpHLTx/mpzvbOX082+zM0heapViM7a2fyl60oH5KeOWyxUVh/B44cHB5ve7i+p+VdtMhBgfrP1W7d1efSt/dJPWiHXlaBddeWivuPaSeNrJ9y5Q3M6Ns6VKKBcuz5Xtb/47kp/fz79kto/V0n/w7tytLpbh+a73tO5ocF5pc1W9at37n8s90NPuOrlnReZgZEU8DHgg8o2L531HkHr+64w1MwgB57tunx3hoaOjkoaGhjVUV7VmWJEnTLSIeBbwB+CrFLHkPBp4LfCKl9Oms3rHAeWWdrwMnRuwT5P9vSumGbrTJAHmeGR4ePrPfbZAkScpcDeyluEhvJXAZ8Crg7IZ6xwBLgEOAf6pYzyMBA+R5aLRZ7+8E1vegHbPSaBdOzbYrPzWt3slP37byOd98W16/fsp2xdK59Xnt896yRKt8fx3cZkrKnVYv3W/ZN7PymkMOqJWbpUk0szZ77a4mr93Vhe9xPlpFnlbBjfUJupYcfRzqnmZpFZtH6yPKLFlY//7ddOtorbwiS+fZdlvnqSLdlr+n7dl3amGWtrCncpSKLA2p6SgWU29fo6ptjS2o3n5uOtLNUkqXAY9pod65VA8b13UGyLNIJ72/Q0NDGycauaJh/Rs7aZckSdJcYoA8PzhyhSRJUosMkOe+UeDu/W7ETNDKgOianQaX10/BtvI5r15W/+nLB+3PB7tvdzSMmSh/b7mDV+6fJtGukdvqqQ6HZKkRIyOjVdVbsi3b/81Gq9i1a+opFvkkIPloFXlaxa5fZbOfcNKUtzkVU5nko7aO7VMYxaLJKfaFbZx6z9Mqdu6tf4Z5WkVeHp+QBuBua+vla2+dQSkW2Ugv7aQq5b9RzVIseqGno1hk+2LnHBlpxAB5jhseHj5zopErGupOWkeSJGmuM0CeBxy5QpIkqXUGyOqJE557Qr+boHnk8NX1U+b5CA3NTh+e+ui71sqbt9ZP/eZpFcNX3tLNJvbF4mwUlXwf5ftl04072lrnSx96J2Df/Zzvz7mjnlZx0ANfVisf/sdPmPaW/OLMx015HYNHrupCSzp36Kr2hmU4944H1crN0hDy4zj/vg5lr+2lZulc+Ug6VXX6NSFRL9MM2/18Z4O5NaaRJEmSNEWzrQe52TjA66e5HdOu1aHapsIcZEmSpFkWIDfLpe1g8ozZyKHapBasGGjvZ63ZaBXTdZq23/IRQNrR7n6ezfK0imu+/sU+tGDqKRazWStpCNduvy171N/v7mSpDNOZVqHOmWIhSZIkZeZFF8B0pCdMg/X9boAkSVIvRMQ64BXAccAQsAJ4ZErpWxO85kjgV8Ay4H4ppZ9kz90NeHG5vvtRxIF3TCld1Up75kWAzBxIT5gnaSSSJGl+uhvweuBy4GfAQ1p4zXuAZjOTPBj4W4oA+lcUQXLLTLGQJElSv10MrEkp3RV492SVI+J44ATgrCZVPg8MppTuCZzXbmPmSw/yXNBsBI+ume297JIkaXZKKW1ttW5ELAQ+AJxN0eNctb6bp9IeA+RZwtnwJEmSAHgRcDhwBvDkXmzAAFmSJEldFxGDwGDFUyMppZEO17maIjA+PaU0EtGbYfPMQZYkSVIvbACurLhtmMI63wL8AfjQFNs2IXuQJUmS1AtnAedWLB/pZGURcU+KodtOSCmNddyqFhggS5IkqevKNIqRLq7y7cCPgF9GxPpy2Zry/rCIuCmldHU3NmSALEmSpNngDsB9KNI0Gn0RuAE4tBsbMkCWJEnSbPBKYFXDskcBLwdeRTEhSFcYIEuSJKnvIuK0snh0eX9SRDyMYtSLs1NK36x4zWBZ/GbDVNOrKAJnKGbVA3hZRIwAm1JK/zpRWwyQJUmSNBOc0fD4eeX9JopJQdpxUMX6Xl3efxswQJYkSdLMllJqe1DjlNK5VIyUkVK6Cuh4kGTHQZYkSZIyBsiSJElSxgBZkiRJyhggS5IkSRkDZEmSJCljgCxJkiRlDJAlSZKkjAGyJEmSlDFAliRJkjIGyJIkSVLGAFmSJEnKGCBLkiSpryJiXUScGRHfjIitEZEi4vgmdU+IiB9FxGhE/C4iTo+IRRX1Hh8RP4yI2yLipog4LyJu10p7DJAlSZLUb3cDXg8cAfysWaWIeBxwPnAz8PKy/Cbg/Q31ngx8gSLWfX35/OOAb0TEsskas1+0LUmSJE2zi4E1KaWbyuD2P5vUew/wY+CxKaU9ABFxK3BKRPxdSumyst47gEuBh6aUdpf1/hv4EfAi4KyJGmMPsiRJkvoqpbQ1pXTTRHUi4hjgGOCc8eC49A8UMe1flPVWA3cH/mM8OC638VPgV8DTJmuPPcjqiefc69ddWc8teyav06rNW3ftt2xs797ubUB9s2hB/X/9FQML23rtD397c6383m9eUSv/94sfNPWGzVAjO2p/LxhcvriPLdnX6O76Fz7/TBctjGlvS76PfnHm47JnHrd/5R476IEvqz9YPNDROp6y4dm18q5sPz9w/apa+fqt9fc8sKi+///585fUygcfsrKj7R99p9W18guPu0NlnSNXL6+VD19dfQY8/1zG9qRa+YR7HtZRu6bisz/9fa38xGPW1cr5sZsf01XG9qbK5b34Xl6/ZRSAQ1d1dgxNJP8s8s/o9quXDgKDFS8ZSSmNdLCp+5X3w/nClNK1EfH77Pml5f1tFevYAdwnIhaklJoGAfYgi6GhoZOHhoY29rsdkiRpTtkAXFlx29Dh+sb/E7mu4rnrgPH/lG4ARoCH5hUi4mCKHuhlwEETbcgeZAEMDA8Pb+x3IyRJ0pxyFnBuxfKRDtc3fmphZ8Vzo8BygJTS3og4B3h9RLytbMOBwLuAJQ3rqmSArHmjKp1iz57q01uabfLPtp5iMdbk881P2e/cWz8FumuS06GzTf7++5GmoC7J0yp2j3a0iqWLqk8Y56kU+5QX14+XRYvrocLixZ2deN41Vv+OLllYvY5m6QaaXfLfmjKNYqSLqx9PmVha8dwA+6ZUvAlYA5wMvKFc9lXgY8CLgW0TbcgAuc+GhoZOpvhQ+2l9n7cvSZI0mfHUinXsn2axDrhg/EFKaRfwgog4FTgKuCGldGlEfBLYPFkOtAFy//U9vcH8Y0mSNAv8pLwfohiuDYCIOIxi/OSfNL4gpXQDRU4yEbEQOB74+mQb8iI9SZIkzXgppUuAXwMvLIPdcX9DkWv3uUlW8RrgUOADk23LHmQBjA4NDW3sd0+2JEmavyLitLJ4dHl/UkQ8jGJYuLPLZa8FPg98JSL+Dbgn8DKKsZEvzdb1HODJwHeA7cCjgacAb08p/WCythggi+Hh4TP73QZJkjTvndHw+Hnl/SbgbICU0hci4v8BpwMfBG4E3lrx2kuBgyku1lsKXAKclFL6eCsNMUCWJElS36WUWhpuJ6V0PnD+JHV+ADy807aYgyxJkiRlDJAlSZKkjAGyJEmSlDFAliRJkjIGyJIkSVLGAFmSJEnKGCBLkiRJGQNkSZIkKeNEIZo31qxY2u8mqEeuueW2WnnRggVZubr+tp1jtfJjjz60Vt65Z2/3G9dHixbWx9wf25Nq5e2j9fc/uHxx5Ws3b91VuZ5m9bthYPHCnq07N7Jjd628JSvvU2d7ffngkat63qaJPGXDs2vlpc0O6kl8/B0fqj9YPFArfu7Ie9TKe7dszurUfy/X3uVOtfLvN91UKy9a3HoIcdDgslr5uef8sLLO3e56cK18zlPvWyv/4tottfLXr7y5Vr7h1p218oefeu+W29Ithx1Qf0/5706u6phu9r3stUNXDUxeqUIrbbzk97fWyl+47A+18hl/eteOtjkT2IMsSZIkZQyQBcDQ0NDJ/W6DJEnSTGCArHGdnXuRJEmaoohYFxFnRsQ3I2JrRKSIOL6i3lXlc423MxvqPTYivhQR10TEaET8PiI+GxH3aFxnFXOQ55Gyl7hZILx+GpsiSWrRrt17pr6SLO+Y3aO1Yp5HvCvLO87rj+0eqyy3Y8nien/ckiXVueZLF7WXg95pPna37Jpj1yw0k+dMt1JnYPHk9Zu4G/B64HLgZ8BDJqh7MXBWw7JfNDw+BtgGfBD4A3Ao8Dzgoog4LqXUWH8fcyVAHh0aGto4wfPrp6kdM93A8PDwxqonTLGQJEl9dDGwJqV0U0Q8GfjPCer+PqX08YlWllJ6P/D+fFlEfBS4Bngx8LKJXj8nAuTh4eEzJ3p+kuC5I5P0xrZjfRfWMWWT7UNJkqReSSltbad+RCwFFqaUdrTxshuBHcDgZBXnRIDcJ017Y9sxleC9gyB9fafbmgtaOU2k2WnRgvpn29LpwAXVddYMzN2hAFvZL/lwTmN789PHXq7STw9cXx9mbqDDtIJ8OLd90ip+dWG90uDaennXDbXinR9Rf+327fXh/5qlSlTJ0yduHanHMwPL69+5nWPVqSQ79zZZPtbfFIcVS+ZHCLVp8+Tx50/+MFIrX3B5fSi+eHQMUh2MjqSURiqWt+oxwHZgYUT8FnhnSunDVRUjYhWwhCLFYgNwIPD1yTYwPz7duautIL0xGG8MsLsR8EuSJJU2AKdXLH8zsLHDdf4M+C5wKXAI8NfAORGxOqVUdTb868ADyvI24Azg3Mk2YoA8v3WlF1ySJKnCWVQHoyOdrjCldEL+OCL+Gfge8MaI+MeU0paGl7yEohf7TsBzgeUU8W/1LEElA+T5pfFixvV9aoc0I23dPeHvpdQX12+tH5edpljks+TtM1pFnlYxUk+ryEexGBmpj3rRaYrF4iazJI51Y4QO9dQBSycPFdcsW1IrH7yyfuyUaRQj3W9VXUppT0ScBXwaeDDw5YbnLxovR8SngV+WD18z0XoNkOeRxgvx8mB5aGjoZC/UkyRJs9DV5f3qiSqllEYi4mvAiUwSIHvlhcY5UYgkSZqN7lTe39hC3WXAqskq2YM8v+UpF+v72A5pRli6oL2JCqTpkKdVdDwJQ5NJQPLRKppNJrK4ySQfzdImqixpUndRG+tQf+w7ok21ndmkKV2Z2KaJiFhNMQLG3mzZAPBaYCvwg2z5ISmlGxtefwfgTyjGXJ6QAfIM1sIwbuunsv48pcKJQiRJUj9FxGll8ejy/qSIeBhFUHw2cAJwakR8FrgKOBh4DnAU8DcppW3Z6i6IiJ9QBMM3AXcBnk8RV50yWVsMkGe2CUeZ6OYEKOYfS5KkPjuj4fHzyvtNwNnAz4FfAydRDPG2E/gR8OqU0hcaXvsR4P8Bj6IY+3gzxZBvb08p/XSyhhggS5r1lk7hNO3lN9Q7HD53Sf108/F3O2RKbZrJDhio/unPJxNZkV25Pl2T7Ixmp2YXLaif1u/29veZWKbJpDEzaWKhf/78JbVyPslHO9be5U618tjusVo5nwQkH60iT6u45HOfq5WPOuHPK+tM5sqrbqmVn/Qnd6us8+A7rKyV8/2/ftUBtfLSO9a/680mEOmHTo+X6TzOrt9SfL6HrmrvkqNW6h+bXRt32AHL2mtYJqU04Q5JKV0M/FmL63oX8K5O22KAPEd0Y+prx0SWJEkyQJ5LnPRDkiSpCwyQJc07A1lKxl3WrqiVn3j0mn40Z9pdc/NttfLg8sV9bMm+BqZpRIN9trN8WjY5JQcfUk89aCetIff7TTfVynmKRT7xR7NJQPK0iks//5/1lS5u/aTlae94ca38mxt2VNbZMlpvV57is6XJhCT5yAn98JUr6pOvrF9TTwPJ0yZGK0Z0yNOHdjYZ8eHw1Z2nKTTTbmpFO3burn8W126/LXvmoJ5ts9cMkGe3rgzTNp6eYQ+0JEmSAfKs1jBM28YprMrgWJIkqWSALGlOGduTJq3TypXjraxntsrfW17O98s+5QVza9LVfd7b3upjYeEMGsWiG5qNfpGnUjSbBGSftI4mk4lMJp/sZOmi6uNpYHH1yCX5SCNLFmbr2dvf43J0rL8pHjNJ/hktXTg3fi8MkOeO0Sn0Iq/vYjskSZJmNQPkOWIqE310c8IRSZKk2W5u9INLkiRJXWIPcv9NlBqxfjrb4IV6kiRJ8zxAnuLsc+u70YaJUiOmK/VhKukZkiRJUxURdwXeCjyUYgDlTcB5wPtTSjunuz3zOkBmCsObmbcrSZI0dRFxOHARsAU4G7gZ+CPgHcA9gJOmu03zPUCWJElSfz0LGAQellK6pFz24YhYBjw9Ip6XUto9nQ3yIj1JkiT104Hl/Q0Ny68HdgPVc3L3kAGyJEmS+unb5f3HIuI+EXH7iDgReC7wzpTStM/KYoqFJEmSui4iBilSJxqNpJRGxh+klL4aEW8E3gCckNV7U0rpjF62sRl7kCVJktQLG4ArK24bKupeCXwLeCHwF8A/AW+OiBdPQzv3Yw+y5o2RHdOa3w/A2J407ducj27aWh8BaMXAwlq56f7PDoXvX7m5Vv7wBb+rlR979KHda2CfbN66q1Zes3JJrbx2cGmtPLa3fuZydHd9f12/ZbRWXryw3pdy5JrlXW9nffv1NMNFC+rbXLQwurqdTZt31MrbRsdq5fx4uWW0vu8OXdXpaKDdcfSdVtfKu8Y6O9N80OCyWnnJ4vq+Xbqo/n1ZvHhhVqdevvKqW2rl095Rj1UGFrXex3bahvfVyg97/rMq6+TbPH79bbXyxdfWt391dlyO3FY/XvrxfX3xsXeolfPv174WT09jWnD5DduAfY/ngWyfN5P/RjSTf4+WLthnnWcB51a8ZCR/EBFPB84BjkopXVsu/o+IWAC8JyL+LaV0C9PIAFmSJEldV6ZRjLRQ9SXAxVlwPO7zFHnI96HoXZ42BsizzBQnN5mQM+lJkqQ+WAvcWLF8vAt+2uNVA+TZp+PJTea7/PTtdMlPE6t3rttaP+266oDJT2nu3F0/ZfiAI+qnr1/9iJlzOrQb9k2fqB//v7+5fvp6cHl773k8DSFPe8hPr7ZyyraZqby2U83SKnbunf7fi2ZeeFz9VP6ShZ39pjz3nB/W17Gkvp9vHdlRVX0fT/qTu9XKv7mhXn9pGykWeVrF9z728foTR967VvzVYberlZ93v8Nr5ctuqm/zixfXOxhHRurf+1MffdeW29Itt2XfqTydKf9uVKV55Wlgo7ur0xfa/V624ojVy/Zb1kr60radk6dYXLVle638hV/V09b+9B6HtNg6LgX+JCLunFK6Ilv+DIoh3n7W6oq6xQB5ZhutmLFvfR/aIUmS1CvvBh4HfD8ixmfSe2K57EMppT9Md4MMkGew4eHhMxuXdTrFdSupGfZMS5Kk6ZZS+k5EPATYCLwUOJhiVItTKILnaWeAPH+YmiFJkmaklNJFwOP73Y5xBsizT1XaRSvWd7kds86KpdN/uHd7eCpVW7Gk/tm28jlvG63nLg5kQ151mt85U/Uip3c8l3nFwvp+3rZzrLLu2N72hjnMP4tcnsvfypBTkxnZXh/nL8873jxaHy5wrh0LzQwsz4b8y4fZ62U+eJZ3zKZ6aunAXZ5Qb0uWu3vVTdnQblnecSv5072UD3+YH5eTjcQ3tid73TQOBVq1rbEFk29/0YLJ/47lQ7st6cO1BL1ggDzLVKVdtGJoaOjkyQJre5glSZIMkOeNTgNrSZKk+cYAWfNGPmPadGmYUUg98v2rR2rlXXv2VpZzhxxQP628JZthcduu6lnVZqvN2QyDg8vrM33l7zNPwxilfop9WbZ8YZYqVJU2lK8jL7ebDtFKSsiihVP/TuWznuXvJ0+rmEkpFkeurs9e2G7ayri73fXgWjmfPW/n2OTD2T34Ditr5S37DOnX+j7KT7vnw7nlaRXXfP2L9Rf8zUNqxbuvrb//Sw85oFZe3OdT+Uuz958PHXlAlubVjZSgblkx0FnIt2jv5CkW+fdl9bK5EVrOjXcxg/VyYo9uM8VCkiTJAHk6OHqEJEnSLGKArHkjnzFtujiKxfTIZz07au3KCWoWzrlwU638iofdsVZ+2F3W1Mpz4bNbs7KeSpKfDr/rIStq5WapJAc0OR276cZi5ICt2cgVX7minr40uCxL2Zjscv4GRw7WT7bt3JPPAtjd09TfvfyWWnlX1sabbq2PkLAuS2s4944HdXX77Tq8Yga0dp3z1Pt2/Nr8u5CPEtPOd+T49fXZG/NZ8vY5/rK0iuP/8tRa+SMfPblWfuqx9df225oV9e/X5m31dKZ9ZtKb5NBttg8v+f2tlctv3L6zcnkr8t+3ybafayX16ZjDDqwsz2YGyJ1rdbi19RM9OZNSMOzpliRJMkDuWKujQrQQRJuCIUmSNIMYIGveGFy+eNq3ORdO088GR6ysnw5v5XN+6O0Ha+X89P0+IzDMgVEs8vcwsLz+3n5xw5ZaOU+lGM0mirhhpMkp43Kd9zyifhr1pmyCjUOX19MBdrd5Bf8hWUrI7iYjkOzpwueSp35cv7U+ismKZfVj527ZyAn5fpyt3+lfXLulcnmentTM+lX1kSO2LKkfR61MIDHu4mvraS2X3VSf4COfBCQfrSJPq/jrF9T7o9Y+/E9r5TXZiBbPP259y22ZipFs1Jt8BJwbsxFj8tFzqkZDWbk0/85VH+f3OXLVlNpZZdPmYr+P7qp/5gNLJk+fWLtq6aR1rrm5nkKzZbS+Xw498OCq6rOCAXLvTZaKsX6qG+hWmoY92ZIkSQbIPTdZKkaH00Y3Mk1DkiTNahHxQGAj8BBgMXAF8P6U0rlZnVXAm4C/BA4F/gB8L6X0jG62xQBZ88a27Kr76dLOKUh1Lj+l18rnfM32+unAu++tj3qRnz7tR0pOt+WTFOTpE80sWlA/HZynEuTH8Xi5WQpKnlbRbKKWZvK0imapFJ1OlJHLUyx2ZKe4t91W//yvvXU3M0V+XHbq61fe3PFrl96x+jR8O5OpXL2lnkrxxYuvrZVHRurL80lA8tEq8rSKG77z5Xr5kCPrGzj5kS23ZSpa+V3Ivy9Vx+uqbB2tfC+7ZXwCk3wik1Yme8l/F5rJfw9+ddPWWvlRtJ5iERGPA/4L+BbwRmA3cBRw+6zOIPBdYBD4KHA1sA54RMsbapEBcv+1OhrGRNa3+4KqtAx7oSVJ0nQre4XPBf4xpfSKCaq+EzgAuG9K6aZs+du63SYD5D5rdTSMiXQYYJuWIUmSZoJnUvQKvwkgIlYC21JKta7psvf4OcArU0o3RcQAsDeltKsXDTJAnhs66YVe34N2SLNOPnJFfrpzto5WkGt2anTpgvp7zk+xji2onyZdmi1fnJ1Kbza6RDd0Y4SKXuj3sdCNEVVuuLU+ysLSRfXPc2cLk7nkI13kE7gs3dt6isXIbfV15GkVt47UR7RY3GRCiny0in3SKm7cVFF7+sy2kW6q0ilamQRkrIXRaLbvrqe2jYzWy2VQO1jxkpGU0kj2+NHAr4HHR8S7gCOAkYg4Bzg1pbQH+CNgKXBDRHwNeBSwNyK+AfxNSumKSRvaBgPkOaCTXuihoaGTG4Nqe5QlSVIXbQBOr1j+ZoqL8cbdhSLX+FzgXcCPgScCr6dIB91Q1gH4MDAMPB04rFzPNyLiXiml6ikIOzBfAuRmPazrp7kdM0Y3UjskSZImcBZF0NtopOHxCuAg4OSU0jvLZf8RESuAl0TEW8s6ANcDj08p7QWIiEuBLwJ/BXygWw2PLL1j3hkaGtpor2lvPG7lc7tyYH1p67ldO7c5Osb8PdgldWz4yvokF9dmI6BMlxPuedi0b3O2OeiBL6uV7/eMp/ZsOyc+9A618nRNTtJv20YnHxkoT9XIU5IGFtHS3/CI+AVwD+DIlNLvsuVPAs4HngAcA7wbOD2l9JaG198MfC2l1LUPv/UEIkmSJKn7rivvb2hYPv74oAnqQDEW8kHdbNB8SbGY1bo1U95k7E2XJEl9cDHFhXqHA7/Nlh9R3t8IjPcsH549T0QsoBgL+UfdbJAB8uzgkGyS1CdDd8w7prraSaUuydMqfvypz/RsOyc+9DU9W/dMNbp78lEsWhkNYxL/TnFB3vOBUwEiIoAXANuBH6aUbi1TMU6MiLenlMaHQ3kacCDwtak2ImeALEmSpL5JKV0cEecBp0TE7Sh6g58APBZ4XTY6xauALwHfjYh/peg53kAx6sXHu9kmA+TMdKUydGB9vxsgSZLUQ39NkUbxnPL2W+DFKaVzxiuklP43Ip5IMUzcO4FtwCeA13d7whAD5H3NyFSGLkxFLUmSNGOVAe4by9tE9b4MfLnX7XEUC0mSJCljD/Ls0MlU0m2bib3nkiRJ080AeRZw1jtJkqTpY4qFJEmSlDFAliRJkjIGyJIkSVLGAFmSJEnKGCBLkiRJGQNkSZIkKWOALEmSJGUMkCVJkqSMAbIkSZL6KiLWRcSZEfHNiNgaESkijq+od1X5XOOtq5OqOZOeJEmS+u1uwOuBy4GfAQ+ZoO7FwFkNy37RzcYYIEuSJKnfLgbWpJRuiognA/85Qd3fp5Q+3svGGCBLkiSpr1JKW9upHxFLgYUppR29aI8BsiRJkrouIgaBwYqnRlJKI1NY9WOA7cDCiPgt8M6U0oensL79eJGeJEmSemEDcGXFbcMU1vkz4HTgL4C/BjYD50TEyVNpaCN7kCVJktQLZwHnViwf6XSFKaUT8scR8c/A94A3RsQ/ppS2dLrunAGyJEmSuq5Moxjp8Tb2RMRZwKeBBwNf7sZ6TbGQJEnSbHZ1eb+6Wys0QJYkSdJsdqfy/sZurdAUC/XE/dY+qt9NkNTEyI7dtfLg8sVtvfYrv7oegMcefWht2dieVCsvWhhTbJ20r1aO1xMfeoes/JqeteU1L3tPrXz9O15RK/9o0y1d3c7nnn9sV9c3FWtWLpm0Tv4b0EsRsZpiBIy92bIB4LXAVuAH3dqWAfIMMjQ0dDIw0K/tDw8Pb+zXtiVJ0vwWEaeVxaPL+5Mi4mEUQfHZwAnAqRHxWeAq4GDgOcBRwN+klLZ1qy3zPUAeHRoa2pg9Xt+ndowbMEiVJEnz1BkNj59X3m8CzgZ+DvwaOAk4BNgJ/Ah4dUrpC91syLwOkIeHh8/MHzcEy5JmifwU7MDiyS+tGFi8sHL55q27auUVA9V1ZpNFC+r7Ymxv7YwkF266qVb+46PW1uu3kB5xxMrlxfqm6ZTqdMrfU76/mh0v0+WzP/39lNdx2AHLauVde+rvbcWS9sKAr1yxuVYeHds7Qc19vfjYegrEbbv31MqLF9aP0aXZd3fNiqW18pbs+53LP6/nH7e+5bZMRZ5W8Z5TPlArP+rFz66Vly6qHy833Tq63zqWZMfT9h279nt+tts2OlYrD6xo7/hKKU34I5RSuhj4s44a1qZ5HSDPZP1It7D3WpIkyQC5qT7lA6/PyqZbSJIk9YEBcnPTHqCa4tFbmzbvmPZtLlrgFf3TIU+NGDxg8lEZ8lO5+VXxeXpGnp4wW23etrNWXrG0/nO/dddYVfV9NEuh+OE1NwNwjyMOrC275ubbauVV2f4c29teGkbexlye+tGN1I5tO6vf//bs1PDBLVy5P12eeMy6Ka9jKsdzvv/Xrzmgo3XkIyHk39c8lWXn7no5P3Zv3Fovt7L+XspHq8jTKr7xofNq5SVHH1cr79p8/X7rOOCw29fKt22/bb/nCw+fQiv7a8XA3Agt58a7UM1Uer7tsZYkSTJAnmnyUTXWd7gOUzMkSZKmwAB5BslH1TDdovsOP2jZ5JW6zEkTpsfCbD+3MvHFPhNbZKeeBxbX13P9lv2vPp9t8tEXmqU73JC9z6VZ/Z3ZSANVRid5fjZa2OT7mr/XfoxoMZPSfbrxm7ZPykw2EMYBWYpNXicfdWMmpa3lo1Xsk1bxqwvrlY68936v272relSOmSoflaKZ/Pdln1SpRTPn82rXzPnWSZIkSTOAPcgzV+MkJq1aX7WwldxkUzMkSZIMkGesxklMWjVBUD3vc5ObXbneSzPpdOBctmV7e6cs902rqD5l3u/JIbohP/7y43/TSD2t4onH1K/+3yclYw5OBDKZPU3ec7+PhW6ks3TrPXTelmx0kyb7OR/RIk+9WLIwn/Bm5hyX+SQg+4xWkadVbPrZfq/bddhR9Qc7tvSiaV3VyqgU+6StzZHUQlMsJEmSpIwBsiRJkvoqIs6NiDTB7fCK1xwYEdeXzz+5m+0xxWLuaZa7vH6yPOT5noIhSZL65hzgaw3LAvgQcFVK6ZqK17wRWNGLxhggzzHNcpfLoHne5yFLkqSZJ6X0A+AH+bKIeBiwHPhEY/2IOAr4W+DtwMZut8cUC0mSJM1EzwQS8MmK594PfAH4di82bA+y5o2BxdP//+BMGuB/Llt1QP0K+Vb2eSuTiWzeunNKbZoJDl1Vz6jKB/sfWLQgW14flSDfd81GK1hVXtE+urs+zEA+wci+k5NkQxG0oNnV792+Qr75b8GirE71iB6z9Qr9brW7G79pKwbyfTv5+lZmE0+sauG7O12WZMfIAYfdvlbOJwLZZ8SKcddeWi8Pru1J2+aCiFgMPBW4IKV0VcNzjwceDRwD3H7/V0+dAfL8MQrcvd+NkCRJ80NEDAKDFU+NpJRGJnn5Y4GDaUivKAPn9wMfTCldEREGyOrc8PDwmfnFe1UX7JmfLEmSumgDcHrF8jczed7wM4HdwGcalr8CWA28dYptm5AB8vzlBXuaM3Zmp/sHlk8+IUJ+6r/ZBAqtDI4/0+Wn1Zdl73M0m4Uhr7NPeW/1Kfmde4rX5pOQ5OkY+0z20O5kI9N09rzpRBXZ8pmUVtGNyTGmMvFL/v53dmHSkjw9p1m78m3m9ZtPVDL9qRfbd+yqlW/bflt1paqJQPK0ipEbutyqGecs4NyK5SMTvSgiVgBPAr6SUropW76WYuSKU1rogZ6S2f8XQO3Ih4Bb38d2SJKkOa4MYkc6eOmTqR694lRgC/DViFhfLju0vL9duWxTSmnK/1UaIM8j+RBwE0xJLUmS1E8nAtuAzzcsvwPFRXmXVbzmnPJ+GcV1V1NigDx/7TehiCkXkiSpnyLiEIoRKj6VUtrR8PQ72D9l457AGcCZwIXALrrAAHmeajahiCRJUh89jSI+3W9ykJTShY3LImKkLF6YUjq/W41wkFZJkiTNFCcCf2D/aaenlT3I+/IiNkmSpD5JKT24zfrfAro+1Ex04UK/OWloaGijObmde+cvP9iVA+v1x7y8awf96Bge7FKX5MNtNRsqbyrr7KVutVe9c8nvb62V73HEgX1sSX8c9MCXVT9x5L07Xuctn31hx6/t1MCi7geu08UUC0mSJCljgCxJkiRlzEGeh6qmmQaHeZMkSQID5PnKaaYlSZKaMMVCkiRJytiD3IJmKQmz2Pp+N0DqppEdu2vlweWL+9iS+aMXI0E4uoTG3bh9Z7+b0F/NRqvY9LPpbcc8ZoDcmjmVktA4xbQkSZLqTLGQJEmSMgbIkiRJUsYUi/lptCrNYi6lkUiSJHXKAHkeGh4ePrPfbZAkSWomIl4HvBP4aUrpvtnypcCbgBOBdcAm4Gzggyml1K3tGyBLkiRpxoiIQ4HTgO0VT38aOAH4GPAj4EHAB4BB4C3daoMBsiRJkmaSM4FhimvlBscXRsRxwJOB01NK48HwhyJiM/CGiPhwSun6bjTAi/QkSZI0I0TEscCzgFdVPP3Q8v7TDcs/DSwFntStdtiDLEmSpK6LiEGyHuDMSEpppKJ+AB8E/iWl9JPi4T6Wlve3NSzfUd7fv9O2NrIHWZIkSb2wAbiy4rahSf1nA8dQ5B9X+U15/9CG5X9U3h/WYTv3Yw+yJEmSeuEs4NyK5SONCyJiJUXu8ZkppeuarO9/KEateH9EjAI/Bo4D3gaMAcum3OKSAbIkSZK6rkyjGGmx+mnALuB9E6xvNCKeAHwG+M9y8U7gdcCpwLZO29rIAFmSJEl9ExHrKNIu3giszXKPB4AlEbEe2JJSuiWldElE3JMiFeMg4JcUOcnvBy7rVpsMkCVJktRPa4ElFBODvLPi+SvL5ScDlBOCXDL+ZEQ8nuK6uq93q0HRxUlH5pShoaGTKf5zAVg/PDz83D42Z9Y56Il368qBdcsXfrPfJaydGh3Dg137+fwvrq2Vj7396lr50FUDVdVnldHde2rlgcULK+tsGx2rlRctrH/dxvZUf11WDMz+fpVW3nO+vNm+my7Xbxmd8jqmcjzn2+90PZffUD/zfcTqeppovs/zYytffs0t9QELDlharzOwuD7OwFw4LnvtoAe+rCgcee/asiXLJ0/ZveG8kzre5sAiWvobHhGrgEdWPPVW4ADglcClKaVfVrx2GfA9ipjt3imlPY11OuER1UQ+HfPQ0NDGPjZFkiRpzkopbQHOb1weERuAsZTS+dmyzwFXU6RWrAL+CjgCOL5bwTEYIM8bDT3ilYaHhzdOT2skSZI6Mgw8B3gRxfjHXwf+PKX0mwlf1SYD5PljwABY2t+dB1fUynMhrUJzT7+Py25sfyrrGN1V7xTMUyzUpvHUik0/qy3atXxVnxrTmpTS8RXL3gG8o9fbdqIQSZIkKeO/Yh1qJWVhhllftTB/H/YwS5IkGSBPxaxKWZjgQsNZ9T6kblu6eO6eSGtl9IVmdRbN3d2yz3veZxSLBdWjWGjqWtnnuX1GEVlSf20+ckW/RxeZbcZHrNgnrWLHlj61ZuYzQJ4/RpsEyeunuR2SJEkzmgHyPJEPW5dzCDtJkqR9zeGTaJIkSVL7DJA1OjQ0tNGeZEmSpIIpFvNcs9QLSZKk+coeZEmSJCljgCxJkiRlTLFoTdUQaev70A5JkiT1mAFyC6rydL2oTZIkaeoi4oHAc4FHAkcCNwEXAKellC5v8poDgUuBtcCfp5TO72abDJAlzWt3Wbui303oqytu2FYrv/d7V9bKf3Gv29XKO/fsrZVPuOdh09OwHmo2S95cnj1vbE/1LIGbNu+olQ9YWg8JxvbWP/NDVw1MffvZ+rbtrJcXLai3ZdHebPa8bJa8tauWZvXrmaH5Okd3p6xcX95ta1YumbTOttGxWnnFwMwJs24476SOXnfQA182aZ3D//gJtfJD7n94rXzeM+/d6mZeDzwU+HfgZ8ChwMuAH0fEsSmlX1W85o1Az37AzUGWJElSP70PODKl9LcppY+mlN4K/BGwmCJ43kdEHAX8LfDuXjVo5vxrI0mSpHknpXRBxbLLIuIS4OiKl7wf+ALw7V61yQB5FhgaGjoZmPo5rkkMDw9v7PU2JEnS/BARg8BgxVMjKaWRSV4bFPnFP21Y/njg0cAxwO270c4qBsizw4DBqyRJmmU2AKdXLH8zsHGS154IHA6cOr4gIhZT9B5/MKV0RUQYIEuSJGlWOQs4t2L5yEQvioi7A38PfA/41+ypVwCrgbd2pXUTMECWJElS15VpFCPtvCYiDgW+CNwCPCWltLdcvpZi5IpTJkvP6AYDZEmSJPVdRKwCvgSsAh6aUro+e/pUYAvw1YhYXy47tLy/XblsU0op0QUGyJ2rml2vV9ZP03YkSZKmXUQMAP8NHAX8cUrpNw1V7kBxUd5lFS8/p7xfBox2oz0GyB2qml2vV5y1T5pYuwPzj+7eUyvnExI0m0xhtmr2fkZ27K6sv3LZ4lr58pvrE0iMjtUnXhhfZ76+2bbf8veftz3X7YkypqJZG9txye9vrZXzz+gnfxipldcsq0+CkU8Ocyyr68t3V0/yMZn8O3rVlu218tIF9e/fkoX1qRmOOezAWvmam2+rlfN9sX13fZ3H3rHexvw73W2tfBZje+t1Ov3sZtL3KJ8EpJlrvv7FWvkCsvotThQSEQuBfwMeDDwppfTDimrvYP985nsCZwBnAhcCu1raYAsMkOeIbgwF50gZkiSpD94LnEDRg7w6Ip6VPbctpXR+SunCxhdFxEhZvNCpptWMQ8FJkqTZ6L7l/Z+Vt9wm4PzpbAwYIM8WreQ7r5+GdkgzUn5KsxWLFiyoXJ6nXqxYOHd/Hrdnp7sPX72sVv6zo9ZU1s9PfVed+p1Jp4NbkacG5J95Lk8l6Lc8JaTTff2Fy/5QKw8srq/jgstvrpUPXlk/Cbkr2y+HHVA/Rq7dXk93WLqw+ntUJU+l+MKvNtfKS7J0iNXL6t+5PMViy2j9/f/qpq218kh2HD/kLge33JZuaZbatWJpvTzbvhtVHnL/wyetk6dV5OkW8LiWtpFSOr7NZo2/7ltAT3by3P0LMIe0ku88NDR08lRzle2BliRJMkCeM6bzokFJkqQ5LaXkzdu8uFHMB78RGJxN657NbXe/uF9myrpnc9vdL+6XmbLu6Vj/TLlF+WalOa8cRPxK4I4ppatmy7p7vf7Zuu5er3+2rrvX65+t6+71+mfrunu9/tm67l6vf7auezrWP1O0nmEvSZIkzQMGyJIkSVLGAFmSJEnKGCBLkiRJGQNkzScjwJvL+9m07l6vf7auu9frn63r7vX6Z+u6e73+2bruXq9/tq671+ufreuejvXPCI5iIUmSJGXsQZYkSZIyBsiSJElSxgBZkiRJyhggS5q1ImIwIt4eEXfvd1skSXOHAbKknouIJT1a9Srg9cBde7R+SS2KiIUVy1ZFxMMj4lERsaYf7ZI64SgWmpMi4s7AXwD3Aw4DlgG3AdcCPwb+I6V0ef9aOLHyD81d2L/tl6eU9nRpGyuAvwIeChwE3Aj8L/CJlNJYN7ZRbudI4LfAn6eUPt/ma380SZUlwDHAlcAWIKWUHtBRQ6u3H8DtgUXAlWmW/mBGxEuBV6eU7tTvtrQqIpaklHZN4fVLgfXA5pTSTU3qHAIcnVL6Tqfb6bWIOIjiN2BbSunWfrenSvkP8EeApwO7gTNTSm+NiBcC7wEOKKvuAT4MvHy2fpe6rQvH+e2AJwH3p/73YhtwGfA14Gu92tdTbftMt6jfDZC6qQws3we8BFgI/B64jiLAHKAIBp8GvC0iPgS8IqW0t4PtLAIeSfWP0jdSSr/psP13BE4HngysHF8MjP/AbYuI84E3p5R+28Z6PwmsTin9afn4TsDXgSOBW4A/AMcBzwReFhGPSSnd0uK6T5ikyu3K93BcEW9CG4HyfSn268VNnh8o73dQBMhtK4PgjcCzKY6TM1NK50XEE4C/pwiQAUYi4h0ppfd0sI37A4PA8HiQExH3oggoVgHDFP+Y7O7kPbRgkOKzbklErAKWp5Suy5bdHtjA/v9QfSClNNLFttb+qYqItv+pKl9/KnAKxfeSiPgm8LcppV82VH0McB7Fb0XXRcSzgOellB7VxmuWAi+i+J26D+V7KJ/bTBH0fCCldFEH7TkGeDHF8fC18jhfBLwdOJH6sXhKSukHbaz6lcBJwOeAG4DXRUQC3gL8C/B5YDHF78vfAJuAd7fb/ux99Pyf+4hYCTwYWF2u/wcppR3dWHe2jake56cBb6D+OwjFPyi3ACcArwEuiYiTUko/7Uabs21Pqe2zgQGy5ppTgZcC7wD+If8DPy4i1lEE0KdQ/PC9pZ0NlH/03k098IMigK2VI+LLwItTSle3sd77AN8q1/Vp4CKK4H6U4gdwHfAg4C+BEyLi+DZ+9B4G/GP2+B8p/kg+IaX0pXL7QRGwfQw4k+KPdCvOpx7AR5M6CTiZerDfakByMsVnugd4VUrpZ/mTEbGeonf61Cn8SL8QeCNFYHAD8JFyX3wY+D5wFsUf96cB74yIm1NK/9TKiiNiOfAF4BHlopGIeBJFIPJfwF7q++Il5Wfa0h/hiHh4K/VKd2yjLsA/U3xWf15u6/4U/1AdCPyUYp8fQfHP3HMj4uFtHus9+6cqIv4SOAP4BsWxuQ54PjAcEc9NKX2m1XZ2wZHUP/tJlT3aX6c4K/Ir4JKyvBj4J4rj5njgaRHx9pTSm9pY9zEUvylLKP6hPLH8R3k5RXD8NYpg/E+Ar0fEcSmln7e4+mcD/5pSek65rR9Q/OPxTymlv87q/XtE/A/wPFoMkHv5z325vrcDn85/WyLidRS/Ccup/2ZtjYjXppQ+0sa6e3mcv5zib9d7Kf5e7AAeDry1vH0UeBTFd+HbEfHAlNJlM6Hts0ZKyZu3OXOj6Jk4q8W6HwA2tbn+Z1AENf9OkcLxOIpgfAR4FkUu7EuAq4DfAYe2se6vAz8H1kxSb01Z72ttrHsUeG5ZXkzRy/C3Teq+A7ihjXVfD9xK8QflERW3p5f77A3jy9rc52uBc4FdFEHr7bLnjizXfcIUjpkfAZ/PHr+83F+fa6i3ALgA+HEb634TRa/0K8vj5Zfl7SLgKeVncQDwCop/Aja2se695Wtaue0F9rSx7muB12SPfwBcDdyjod6DgZsoAox29vnehrZV3Tpt+wWN3w2KXsYvAWPAK7PlJ7az7vI1d2jj9u422/4vFP+k3TtbdjBF8Pql7Dh8fblvntHGuv8duBQ4hCKw+RjFWZcLgFUN7+9G4JNtrHsb8ILs8RHl5/bkirp/A4y2se7fUfRojz/+CkVg/LhsWVD8Nu8AzungWHxm9vivy2UXAE8tj/FnUfxjuCffbp+P899Q/APSuPyp5X4YLB8vo/hH61Md7JeetH223PreAG/eunmjCEae32LdFwA72lz/TyjylxuXv7D80V5ePj6k/GH/cBvr3gb8TYt1/wbY2sa6rwLeWJaXlj9qf9mk7suB7W2seyVFIDAKfAZY3/D8lIPYcj3HAj+k+KN+cvk+uhEg3wq8sKK9++0f4GXAbW2s+5fA32WPH1Ou+20VdT8D/LzNdn+XIv9wstvH2/zjm/9DtbRs8wua1H0jcEub+7xn/1SV38P9vkcUQdTfl8f+u8tlnQTIvfzHZDPwhorlDyjXd5eG4+XCNtZ9NXBy9vieZfteWFH3ncA1ba77ddnje5frfl5F3VPbXHfP/rnPPs88QL6c4h/CaKg3APyaIoVuJhzno00+uzuU63xItuw1wI1t7peednzMhpspFpprfgk8NSL+KZXf8irlKfSnUZzGbMfd2DdVYdxXgA9R5Az+IKV0Y0R8mKI3uVU7KPLdWrGG4p+BVn0OeEFEfDClNFLmZD4P+GxeqbzY5iTgZxXrqJRS2gq8NiI+Arwf+FVE/B1FENi1i4pSkXP5oIh4DsUfwhdRBDxNP+cW7SDL86Sez7e0ou4AxR+NVq2n6HkaN37K+ocVdb8LPLGNdQ8Dh6eU/muyihFxzzbWC8WZmPGRQcYDwm1N6m6j/XS9u1L0rp8K3IsiuLpq/MkyvxHgFymlb7e57t1V7Sl/D14aEX8ATi8vbvpmm+uGIjD5JfCvLdT9E4qzTK1aTvXxtYUiwF9LEcBBkXP7/jbWvYYi6Bk3Xq66luGysn6rLgBeHBGfp0h5eDPF79P/i4gvppRugNo1Fi+j+TUFVa6nfh3AgvJ2bZO61wIr2lj3PiJiGXAn4O2Nfz9SSqMRcR7wujZW2cvj/DqKi9Ab3Y/iN/GWbNkWimOrHb1s++zQ7wjdm7du3iguTNhDcQr7+RQXea2lyLddWz5+Qfn8GG32PFL8AL+rYvkfl9vNT40+n/Z6Gz9MkarxZy28xxHa650+kCI4u5yit/vPKU6j/hQ4jeK04kaKP4y7gMdM4TN4PEVPyw0UQeyd6UIPcsM2VlD0co1Odd3AF8v9sCr7HHZS5K8OZPVWUZyibqcHaTPwsuzxwWV7H1VRt92zAmeWx9xBLdQ9DdjbxrrfWB4fR5aPP0sR1C9rqLea4lTv1zvc90eV+/+28vM8sFze8ZkB4DtUnOVpqPPS8vt/Pe33IH8f+FmLdU9tZ/0UPZc/ABY2LH8rReB/SLZsA3BTG+v+Pfv28h4I/B8wVFH39bTR40gx4s4t7NtzfipFXvBWin9EvkPxz+iuqm1OsO73UvzDNlg+/hrwPxX1llD8rv+gzc+z1oNcrmM3TX6DKX47W/5N7/Fx/rayraeW+/9wivSKa2g4E0Xxj9Qv291Gr9o+W259b4A3b92+UfTYXELzU6F7KXqAntDBuv++/KE4EVhSLjuWoif6SrLTchS9nJe3se5V5R/fPRSnLM+n6K0+q7w/v1y+h4a8wTbWf07Z/mZ5ZT8DHt2Fz2ARxWm9EYr0jj29+CEFDqXotT9wCut4AEWgfRv1P/J/R5EX/DuKC9bOowj49wB/0sa6L6IYcWD88QLgHpSpOA113w/8ps33/gjggB7s1yUUF7ndRDHCwfMpAuYbKC7+eRtFXvgtFAHQA6a4va79UwW8tvw8bz9JvadR/CPUboD8forAZNL9Tvv/mDy+PMZ+SREUnwr8T7nsww11/wP4Vhvr/h/g31qs+xnggjb3y2EUgfVb8+8Ixan4b5ef7+eBP2pzvT395748zi4q9+d/UJwReXWTum8HfjdDjvMlwH+yfy7wlRRDF+Z1Pwu8vtN2d7vts+XmOMiasyLiaIrTTeuojyV8HfCTtP9wT62u80CKHowhih+HMYq8uFspeh2+l9X9LsWwXq9sY/1BcfHW+BjO+7Wd4sfus6mD4enKbawC/oii12FFtu6LU4fD002wrbUUf+RvT3Ha8v+6uf5uiYj7UfzxXUnxx/xjKaW9EfF6ijSZtRS9x2emlD7ZxnrfBtwvpfT4SeotofhH4otp36v++yYiFlP8k/MyiuOw0W6K1KJTUkqXdGF7iyh6RU+j+Mfq9nQ2dvZqigurfpFS2jRJ3QcCx6SU/qWN9R9Vrv+/0iTD25W/FwdN1o6G1zyZ4p/ru5WLRij+sX1TyoYBjIhnA5emlKrSdarW+xiK93rWJPXWUPwD/uHUwZCGvVD+Zr2LYrSMJVSPlvMLipFuvtbmuq9i/zStn6aUntxQLyjOlvwqpfSkdrbRsJ6uHOfZ+o6lGO5uadm+/0kp7ey0fZNsq6ttn+kMkKU2lWMt/yXwEOo/Sp9MZZ6d9hURgxR5e+ellH7d5+bMSOWYq/enOONwTb/bkysDg3uw/z9UP09F/nm3tzcr/qnqtSgmCFlKcdGZf6iZ3n/uK7Z9EEV6289TSpNNYNTK+np6nPfyd3e+fEcNkDWnlV/kfCKPK1JK23uwndUUqRbjg9b/MKXU7KKmvpuu/VJu60iKC4GenFL6715sY6aKiHWpYizu2SIiFqaGmRvLIOU+FGk0P0spbe5L41o0nce6ps9s+M3t5/d/Pv/udosBsuaccrD9UyguWGg8NZwo8s3en1L69w7W/WyK3Ma3lY+D4iKSl1CkWowPKr+dYkzb93X6Piq2fUTZ9uemlL7awet7sl+iz9NBd0tEHEyRp33leI9d1KdxXUXRS9XWqAcRsZfi1O8nKMYh/V13W90b0eOpg8s0hWvzgCYi7kIx8cgfU5+97MsUs0b+vs329+w3oIVtT+l7Wq7jztTTrBqnm/8xxUWIlzdfQ1vb6vmMcVPRz9/cira0NWV7ROyhuB6m69//6fjdjYi7UeSVH01xwfG/pZQ+XlHvSRTfp1kzlX0rHOZNc0o5y9J3KC7s+DbFRW8Porig6Z0Us5Y9Gvh0RDwxlTM/teFVFMMrjXs7RU7Wv1P8CN5AcdrpBcC7I+LWlNJHW2z7vSepcjjF+7h7RFwPkBpmlptg3b3cL/elx9NB91KZV/dRiskAAriizANdSfFZjw8blSLiC8D/a+xVncSdKHJK3xYR36c4Tv49tTHbVx/0eurgX5Xr/yTUhqH7LkXg/TWKi1HvRDGd8BMi4thWg+Re/wb0+Hu6EHgfRfC3kGLkiesoguMBilzTp1EcSx8CXtHqtQi9nDGux3r2m9uBQdqYsp1in/bq+39fevi7W/6T9n8U3/NLyu09ISJeADw1pfSHrPoK2tsvs8N0XQ3ozdt03Ciu6r2CbAY7ii/4p8kG1af4I7MbeGmb698K/HX2+Gbgo03qfoE2htahtxMQ9Gy/UOS5baEIbO5d8fx6ZvDVzhQTo+yhmFnx1RS9dBdSBGyvpZim+RiK0Qv2Ahva/ExPpAhs/oGih24vxSgL51NckDnQq/c2hX1yCfAv2eMTy330kYq6/0Nx4VI762+cnOEr5Xfp3g31HkYRHO633QnW3evfgF5+T99EceHvGcC6JnXWlc+PUVy41+k+79qMcT0+Fnv2m1u+5uFt3D7a5ufZs+8/Pf7dBT5F8c9ZPjnNsyguzruiYXnbE+7MhlvfG+DNWzdv5Zd3vyF6KGaN2kM2VW75Y/fTNtd/M/CSsryCJtOpls+/mPamVN1BMRrGW4DnVNxeU27vA+PLZtB+6el00D0+Zn5CNmUrxTBSe4EPVtT9EsXIJK2uuzEoWUQxGcgnKXp/9pR/5P6ZolczOn0fXd4nPZs6uHG/UPSU7qJiBrny+b8Drm5j3b0+1nv5Pd0EnNVi3Q8Am6ZwLHZtxrgeH4s9+83N9kuv/uHp6fefHv7ulsdi1ayOd6cIkP8APLBcNicD5AVIc8tCih+dRnsoTnetypZdQH22sFZdQHElM6nIn/w9xamnKvdn35mrJnN3ip6011KMGvCfKaV/Gb9RnFKEYlKG8WWt6ul+SSndkFJ6LkWP372ByyLi5Iiomo1uprkzRaAwbvyK7G9U1P0q9eG32pZSGkspfSGl9EyKP27PodjfJ1J89jNlBItb2HdWx9UN9zQ8d9MUtrWM8oK/Js//HLhdG+vr9W9AL7+nt6M+2+Jkfk4xpX3bshnjPpLKCGdcSmmUYtzv+3ey7h7o5W8uFIHqBcD/a+HW8hCPVbr9/e/x7+7BVOzLVIyI8ZCyrd+IiMd2YVszkgGy5pqLgBeV44/mXk3xX3Y+XuvBFKfv2vFm4JER8b7y4pbXAa+PiNdExBERsTgi1kfEGRRTObf8xzGl9LuU0lMoJjp5DHB5RPxNRHTje9rr/QIU00GnlB4E/G15+zXFacSWL+DqgzH2vR5jfArvqry97XTpdzOltD2l9PGU0uMoLsR6BcVYyDPB+NTBdy9HC8inDl47XinqUwf/uINt3D8iTgAeRXG8NZvaeA3tTe/d02O9x9/TXwJPLS9Ea6p8/mkUudydGO8RvbHJ85upnmq9H3r2m1sapuh5/a/JbnS+v/fTze9/j353N1EE3VXbu4FikqIfU1yP8JQpbGfm6ncXtjdv3bxRXIwzSnH65+MUV+L/guKPwRkNdf8X+HIH23gcxX/Wt1H8QNxE9am4c4FFHb6PBRQX6mym+IP+WKY2LWnP90vFNrs2HXSPj5mfkk0fThEsPwFYXVH3nRTDhLW67n1Osc6WGz2cOjjbL423ylnegP+mjemDp/NY78H39ISynRdRzF54X4qexsHy/r4UF6NdRPGPXcvbYBpnjOvB8diz31x6O2X7tH//u/W7SzFr7DUT7U+Kf6L+izZTT2bLzWHeNOdEMTvWW9h3Io9/SCmd01DvkRS5jW0Pl1T2Tp1IMSTVfoPWU1yl3I3B5A+iuCDnReV6H0iHMxdNx35pst1DKf64X5lSaqcncFpExDnAfVNKx01SbwHFPrswpfSsFtf9z8CHUkoXTr2l0ysiDqMYaWIl8O2U0v+Wy59OkXc8Prvgu1NK321z3Y+oWLwrpfSDhnprgH+jSGM4u431T+ux3uXv6eMohtI7muoewKDoIXxtSumLbaz3qor19WzGuG7r1W9u+ft0N4prC7o6PnY/v/9T/d2NiCGKId7emyaYrbH8XXwfcJ+U0iM7be9MZIAszQLlMFhvpxjOaENK6dt9btKcEhEL0iTDZUV9Jq3h1IWplTX3dPN7GhFH02S6+ZTSL7vQ3Gbb7eqMcdJsZYAsSZIkZbxIT5qFIuKlEfHbfrdjvnG/qx29PF5m67ql2cIAWZqdBpmLMxfNfIO439W6QXp3vMzWdUuzglNNSzNERDy8jep37FlD5hn3u9rRy+Nltq5bmovMQZZmiIjYS+vjVgaQUkoLe9ikecH9rnb08niZreuW5iJ7kKWZYxvFmLzvaaHuU4Bn9LY584b7Xe3o5fEyW9ctzTkGyNLMMQwcnooZmyZUDiel7nC/qx29PF5m67qlOceL9KSZ4yLgLuU4pJOJ8qapc7+rHb08XmbruqU5xxxkaYbo5YxOas79rnb0eOa1WbluaS4yQJYkSZIyplhIkiRJGQNkSZIkKWOALEmSJGUMkCVJkqSMAbIkSZKU+f+YVS1FRymJ8QAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -669,13 +2062,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 25,
    "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -687,7 +2080,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -699,7 +2092,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -737,7 +2130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 26,
    "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
    "metadata": {
     "tags": []
@@ -758,47 +2151,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": null,
+   "id": "b9e59a20-91fc-409a-92e1-9a44a15a51c4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
    "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 1800x540 with 30 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 900x540 with 15 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1800x540 with 30 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
+     "ename": "AttributeError",
+     "evalue": "'NoneType' object has no attribute 'merge'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_2780\\2308278511.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n\u001b[0;32m      5\u001b[0m                                      \u001b[0mcolumns_to_groupby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0momitted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m                                      sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n\u001b[0m",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_clusters_stats_pop_avg_rows\u001b[1;34m(cluster_meta, feature_matrix, multi_session_df, cre_line, columns_to_groupby, change, omitted, sort_order, save_dir, folder, suffix, alpha)\u001b[0m\n\u001b[0;32m   1742\u001b[0m     \"\"\"\n\u001b[0;32m   1743\u001b[0m     \u001b[1;31m# add cluster_id to multi_session_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1744\u001b[1;33m     \u001b[0mcluster_mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'inner'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1745\u001b[0m     \u001b[0mcluster_ids\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1746\u001b[0m     \u001b[1;31m# if order to sort clusters is provided, use it\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'merge'"
+     ]
     }
    ],
    "source": [

From edaa89b110695ace4940524d153895c4ab5fc63b Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 8 Nov 2022 10:28:15 -0800
Subject: [PATCH 15/25] notebook to cluster glm output on dff traces

---
 ...1107_figure_4_clustering_dff_control.ipynb | 6744 +++++++++++++++++
 1 file changed, 6744 insertions(+)
 create mode 100644 notebooks/221107_figure_4_clustering_dff_control.ipynb

diff --git a/notebooks/221107_figure_4_clustering_dff_control.ipynb b/notebooks/221107_figure_4_clustering_dff_control.ipynb
new file mode 100644
index 000000000..476536a9a
--- /dev/null
+++ b/notebooks/221107_figure_4_clustering_dff_control.ipynb
@@ -0,0 +1,6744 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Clustering GLM dropout scores from dff traces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import time\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import pickle as pkl\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import seaborn as sns\n",
+    "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 1})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import SpectralClustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior_glm.GLM_analysis_tools as gat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.visualization.utils as utils\n",
+    "import visual_behavior.data_access.loading as loading\n",
+    "import visual_behavior.data_access.utilities as utilities"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from visual_behavior.dimensionality_reduction.clustering import processing\n",
+    "from visual_behavior.dimensionality_reduction.clustering import plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "%matplotlib inline\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get experiments and cells tables and limit to closest familiar and novel active"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1248"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "experiments_table = loading.get_platform_paper_experiment_table()\n",
+    "len(experiments_table)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "402"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# limit to closest familiar and novel active\n",
+    "experiments_table = utilities.limit_to_last_familiar_second_novel_active(experiments_table)\n",
+    "experiments_table = utilities.limit_to_containers_with_all_experience_levels(experiments_table)\n",
+    "print(len(experiments_table))\n",
+    "matched_experiments = experiments_table.index.values\n",
+    "cells_table = loading.get_cell_table()\n",
+    "print(len(cells_table.cell_specimen_id.unique()))\n",
+    "cells_table = loading.get_matched_cells_table(cells_table)\n",
+    "matched_cells = cells_table.cell_specimen_id.unique()\n",
+    "# get cre_lines and cell types for plot labels\n",
+    "cre_lines = np.sort(cells_table.cre_line.unique())\n",
+    "cell_types = utilities.get_cell_types_dict(cre_lines, experiments_table)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get GLM output, filter and reshape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "glm_version = '24_dff_all_L2_optimize_by_session'\n",
+    "model_output_type = 'adj_fraction_change_from_full'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "base_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4'\n",
+    "base_dir = os.path.join(base_dir, glm_version)\n",
+    "if not os.path.exists(base_dir):\n",
+    "    os.mkdir(base_dir)\n",
+    "    \n",
+    "folder = '221107_clustering_dff_control'\n",
+    "save_dir = os.path.join(base_dir, folder)\n",
+    "if not os.path.exists(save_dir):\n",
+    "    os.mkdir(save_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "features = processing.get_features_for_clustering()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading results_pivoted from \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\24_dff_all_L2_optimize_by_session_results_pivoted.h5\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>identifier</th>\n",
+       "      <th>Full</th>\n",
+       "      <th>all-images</th>\n",
+       "      <th>behavioral</th>\n",
+       "      <th>hits</th>\n",
+       "      <th>image0</th>\n",
+       "      <th>image1</th>\n",
+       "      <th>image2</th>\n",
+       "      <th>image3</th>\n",
+       "      <th>image4</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ophys_container_id</th>\n",
+       "      <th>project_code</th>\n",
+       "      <th>imaging_depth</th>\n",
+       "      <th>targeted_structure</th>\n",
+       "      <th>date_of_acquisition</th>\n",
+       "      <th>session_type</th>\n",
+       "      <th>experience_level</th>\n",
+       "      <th>passive</th>\n",
+       "      <th>image_set</th>\n",
+       "      <th>file_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
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+       "      <td>-0.020888</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1000740410</td>\n",
+       "      <td>VisualBehaviorTask1B</td>\n",
+       "      <td>175</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2020-01-29 16:25:58.000000</td>\n",
+       "      <td>OPHYS_3_images_B</td>\n",
+       "      <td>Familiar</td>\n",
+       "      <td>False</td>\n",
+       "      <td>B</td>\n",
+       "      <td>1003809811</td>\n",
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+       "      <td>1000740410</td>\n",
+       "      <td>VisualBehaviorTask1B</td>\n",
+       "      <td>175</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2020-01-29 16:25:58.000000</td>\n",
+       "      <td>OPHYS_3_images_B</td>\n",
+       "      <td>Familiar</td>\n",
+       "      <td>False</td>\n",
+       "      <td>B</td>\n",
+       "      <td>1003809811</td>\n",
+       "    </tr>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>-0.087683</td>\n",
+       "      <td>-0.900484</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1000740410</td>\n",
+       "      <td>VisualBehaviorTask1B</td>\n",
+       "      <td>175</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2020-01-29 16:25:58.000000</td>\n",
+       "      <td>OPHYS_3_images_B</td>\n",
+       "      <td>Familiar</td>\n",
+       "      <td>False</td>\n",
+       "      <td>B</td>\n",
+       "      <td>1003809811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>1004403369_1086489847</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.529149</td>\n",
+       "      <td>-0.468350</td>\n",
+       "      <td>-0.134829</td>\n",
+       "      <td>-0.421587</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.182548</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1000740410</td>\n",
+       "      <td>VisualBehaviorTask1B</td>\n",
+       "      <td>175</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2020-01-31 16:32:20.000000</td>\n",
+       "      <td>OPHYS_4_images_A</td>\n",
+       "      <td>Novel 1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1004465164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>1004403369_1086489860</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-0.813781</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.362811</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1000740410</td>\n",
+       "      <td>VisualBehaviorTask1B</td>\n",
+       "      <td>175</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>2020-01-31 16:32:20.000000</td>\n",
+       "      <td>OPHYS_4_images_A</td>\n",
+       "      <td>Novel 1</td>\n",
+       "      <td>False</td>\n",
+       "      <td>A</td>\n",
+       "      <td>1004465164</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 68 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                identifier  Full  all-images  behavioral      hits    image0  \\\n",
+       "141  1003771765_1086489847   0.0   -0.012105   -0.963544 -0.083882 -0.018994   \n",
+       "142  1003771765_1086489860   0.0    0.000000    0.000000  0.000000  0.000000   \n",
+       "143  1003771765_1086489891   0.0   -0.055321   -0.552129 -0.413675  0.000000   \n",
+       "180  1004403369_1086489847   0.0   -0.529149   -0.468350 -0.134829 -0.421587   \n",
+       "181  1004403369_1086489860   0.0   -0.813781    0.000000 -0.362811  0.000000   \n",
+       "\n",
+       "     image1    image2    image3    image4  ...  ophys_container_id  \\\n",
+       "141     0.0  0.000000 -0.013553 -0.020888  ...          1000740410   \n",
+       "142     0.0  0.000000  0.000000  0.000000  ...          1000740410   \n",
+       "143     0.0 -0.087683 -0.900484  0.000000  ...          1000740410   \n",
+       "180     0.0 -0.182548  0.000000  0.000000  ...          1000740410   \n",
+       "181     0.0  0.000000  0.000000  0.000000  ...          1000740410   \n",
+       "\n",
+       "             project_code  imaging_depth  targeted_structure  \\\n",
+       "141  VisualBehaviorTask1B            175                VISp   \n",
+       "142  VisualBehaviorTask1B            175                VISp   \n",
+       "143  VisualBehaviorTask1B            175                VISp   \n",
+       "180  VisualBehaviorTask1B            175                VISp   \n",
+       "181  VisualBehaviorTask1B            175                VISp   \n",
+       "\n",
+       "            date_of_acquisition      session_type  experience_level  passive  \\\n",
+       "141  2020-01-29 16:25:58.000000  OPHYS_3_images_B          Familiar    False   \n",
+       "142  2020-01-29 16:25:58.000000  OPHYS_3_images_B          Familiar    False   \n",
+       "143  2020-01-29 16:25:58.000000  OPHYS_3_images_B          Familiar    False   \n",
+       "180  2020-01-31 16:32:20.000000  OPHYS_4_images_A           Novel 1    False   \n",
+       "181  2020-01-31 16:32:20.000000  OPHYS_4_images_A           Novel 1    False   \n",
+       "\n",
+       "     image_set     file_id  \n",
+       "141          B  1003809811  \n",
+       "142          B  1003809811  \n",
+       "143          B  1003809811  \n",
+       "180          A  1004465164  \n",
+       "181          A  1004465164  \n",
+       "\n",
+       "[5 rows x 68 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# get GLM results from saved file in save_dir or from mongo if file doesnt exist\n",
+    "results_pivoted = processing.get_glm_results_pivoted_for_clustering(glm_version, model_output_type, save_dir)\n",
+    "results_pivoted.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>all-images</th>\n",
+       "      <th>omissions</th>\n",
+       "      <th>behavioral</th>\n",
+       "      <th>task</th>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>experience_level</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
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+       "      <td>-0.012105</td>\n",
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+       "      <td>-0.963544</td>\n",
+       "      <td>-0.003805</td>\n",
+       "      <td>1086489847</td>\n",
+       "      <td>Familiar</td>\n",
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+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.000000</td>\n",
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+       "      <td>-0.552129</td>\n",
+       "      <td>-0.028019</td>\n",
+       "      <td>1086489891</td>\n",
+       "      <td>Familiar</td>\n",
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+       "      <td>-0.529149</td>\n",
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+       "      <td>1086489847</td>\n",
+       "      <td>Novel 1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>181</th>\n",
+       "      <td>-0.813781</td>\n",
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+       "      <td>0.000000</td>\n",
+       "      <td>-0.231648</td>\n",
+       "      <td>1086489860</td>\n",
+       "      <td>Novel 1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     all-images  omissions  behavioral      task  cell_specimen_id  \\\n",
+       "141   -0.012105  -0.112785   -0.963544 -0.003805        1086489847   \n",
+       "142    0.000000   0.000000    0.000000  0.000000        1086489860   \n",
+       "143   -0.055321  -0.556917   -0.552129 -0.028019        1086489891   \n",
+       "180   -0.529149  -0.153512   -0.468350 -0.015944        1086489847   \n",
+       "181   -0.813781  -0.195218    0.000000 -0.231648        1086489860   \n",
+       "\n",
+       "    experience_level  \n",
+       "141         Familiar  \n",
+       "142         Familiar  \n",
+       "143         Familiar  \n",
+       "180          Novel 1  \n",
+       "181          Novel 1  "
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# get dropout scores just for the features we want to cluster on\n",
+    "dropouts = processing.limit_results_pivoted_to_features_for_clustering(results_pivoted)\n",
+    "dropouts.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "No duplicated cells found\n",
+      "3921\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"3\" halign=\"left\">all-images</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">omissions</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">behavioral</th>\n",
+       "      <th colspan=\"3\" halign=\"left\">task</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>experience_level</th>\n",
+       "      <th>Familiar</th>\n",
+       "      <th>Novel 1</th>\n",
+       "      <th>Novel &gt;1</th>\n",
+       "      <th>Familiar</th>\n",
+       "      <th>Novel 1</th>\n",
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+       "      <th>Novel 1</th>\n",
+       "      <th>Novel &gt;1</th>\n",
+       "      <th>Familiar</th>\n",
+       "      <th>Novel 1</th>\n",
+       "      <th>Novel &gt;1</th>\n",
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+       "    <tr>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th></th>\n",
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+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1086489847</th>\n",
+       "      <td>-0.012105</td>\n",
+       "      <td>-0.529149</td>\n",
+       "      <td>-0.001467</td>\n",
+       "      <td>-0.112785</td>\n",
+       "      <td>-0.153512</td>\n",
+       "      <td>-0.028176</td>\n",
+       "      <td>-0.963544</td>\n",
+       "      <td>-0.468350</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-0.003805</td>\n",
+       "      <td>-0.015944</td>\n",
+       "      <td>-0.006705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086489860</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.813781</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.195218</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.231648</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086489891</th>\n",
+       "      <td>-0.055321</td>\n",
+       "      <td>-0.602348</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.556917</td>\n",
+       "      <td>-0.381988</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.552129</td>\n",
+       "      <td>-0.176099</td>\n",
+       "      <td>-1.000000</td>\n",
+       "      <td>-0.028019</td>\n",
+       "      <td>-0.099654</td>\n",
+       "      <td>-0.030652</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086489976</th>\n",
+       "      <td>-0.683818</td>\n",
+       "      <td>-0.629994</td>\n",
+       "      <td>-0.559606</td>\n",
+       "      <td>-0.096100</td>\n",
+       "      <td>-0.194190</td>\n",
+       "      <td>-0.172733</td>\n",
+       "      <td>-0.044653</td>\n",
+       "      <td>-0.016107</td>\n",
+       "      <td>-0.026972</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086490002</th>\n",
+       "      <td>-0.661373</td>\n",
+       "      <td>-0.584163</td>\n",
+       "      <td>-0.397421</td>\n",
+       "      <td>-0.086036</td>\n",
+       "      <td>-0.024809</td>\n",
+       "      <td>-0.136702</td>\n",
+       "      <td>-0.072155</td>\n",
+       "      <td>-0.013983</td>\n",
+       "      <td>-0.085174</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.004114</td>\n",
+       "      <td>-0.050063</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 all-images                     omissions                      \\\n",
+       "experience_level   Familiar   Novel 1  Novel >1  Familiar   Novel 1  Novel >1   \n",
+       "cell_specimen_id                                                                \n",
+       "1086489847        -0.012105 -0.529149 -0.001467 -0.112785 -0.153512 -0.028176   \n",
+       "1086489860         0.000000 -0.813781  0.000000  0.000000 -0.195218  0.000000   \n",
+       "1086489891        -0.055321 -0.602348  0.000000 -0.556917 -0.381988  0.000000   \n",
+       "1086489976        -0.683818 -0.629994 -0.559606 -0.096100 -0.194190 -0.172733   \n",
+       "1086490002        -0.661373 -0.584163 -0.397421 -0.086036 -0.024809 -0.136702   \n",
+       "\n",
+       "                 behavioral                          task                      \n",
+       "experience_level   Familiar   Novel 1  Novel >1  Familiar   Novel 1  Novel >1  \n",
+       "cell_specimen_id                                                               \n",
+       "1086489847        -0.963544 -0.468350 -1.000000 -0.003805 -0.015944 -0.006705  \n",
+       "1086489860         0.000000  0.000000  0.000000  0.000000 -0.231648  0.000000  \n",
+       "1086489891        -0.552129 -0.176099 -1.000000 -0.028019 -0.099654 -0.030652  \n",
+       "1086489976        -0.044653 -0.016107 -0.026972  0.000000  0.000000  0.000000  \n",
+       "1086490002        -0.072155 -0.013983 -0.085174  0.000000 -0.004114 -0.050063  "
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# unstack dropout scores to get a vector of features x experience levels for each cell\n",
+    "feature_matrix = processing.get_feature_matrix_for_clustering(dropouts, glm_version, save_dir=save_dir)\n",
+    "feature_matrix.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3921 cells in cell_metadata for feature_matrix\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ophys_experiment_id</th>\n",
+       "      <th>equipment_name</th>\n",
+       "      <th>full_genotype</th>\n",
+       "      <th>mouse_id</th>\n",
+       "      <th>reporter_line</th>\n",
+       "      <th>driver_line</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>age_in_days</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>...</th>\n",
+       "      <th>layer</th>\n",
+       "      <th>area_layer</th>\n",
+       "      <th>date</th>\n",
+       "      <th>first_novel</th>\n",
+       "      <th>n_relative_to_first_novel</th>\n",
+       "      <th>last_familiar</th>\n",
+       "      <th>last_familiar_active</th>\n",
+       "      <th>second_novel</th>\n",
+       "      <th>second_novel_active</th>\n",
+       "      <th>experience_exposure</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1086551315</th>\n",
+       "      <td>794381992</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>412366</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>VISp_lower</td>\n",
+       "      <td>20181212</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086550804</th>\n",
+       "      <td>794381992</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>412366</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>VISp_lower</td>\n",
+       "      <td>20181212</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086541251</th>\n",
+       "      <td>794381992</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>412366</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>VISp_lower</td>\n",
+       "      <td>20181212</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086540341</th>\n",
+       "      <td>794381992</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>412366</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>VISp_lower</td>\n",
+       "      <td>20181212</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086539950</th>\n",
+       "      <td>794381992</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...</td>\n",
+       "      <td>412366</td>\n",
+       "      <td>Ai93(TITL-GCaMP6f)</td>\n",
+       "      <td>[Slc17a7-IRES2-Cre, Camk2a-tTA]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>GCaMP6f</td>\n",
+       "      <td>...</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>VISp_lower</td>\n",
+       "      <td>20181212</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 41 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  ophys_experiment_id equipment_name  \\\n",
+       "cell_specimen_id                                       \n",
+       "1086551315                  794381992        CAM2P.4   \n",
+       "1086550804                  794381992        CAM2P.4   \n",
+       "1086541251                  794381992        CAM2P.4   \n",
+       "1086540341                  794381992        CAM2P.4   \n",
+       "1086539950                  794381992        CAM2P.4   \n",
+       "\n",
+       "                                                      full_genotype  mouse_id  \\\n",
+       "cell_specimen_id                                                                \n",
+       "1086551315        Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...    412366   \n",
+       "1086550804        Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...    412366   \n",
+       "1086541251        Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...    412366   \n",
+       "1086540341        Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...    412366   \n",
+       "1086539950        Slc17a7-IRES2-Cre/wt;Camk2a-tTA/wt;Ai93(TITL-G...    412366   \n",
+       "\n",
+       "                       reporter_line                      driver_line sex  \\\n",
+       "cell_specimen_id                                                            \n",
+       "1086551315        Ai93(TITL-GCaMP6f)  [Slc17a7-IRES2-Cre, Camk2a-tTA]   F   \n",
+       "1086550804        Ai93(TITL-GCaMP6f)  [Slc17a7-IRES2-Cre, Camk2a-tTA]   F   \n",
+       "1086541251        Ai93(TITL-GCaMP6f)  [Slc17a7-IRES2-Cre, Camk2a-tTA]   F   \n",
+       "1086540341        Ai93(TITL-GCaMP6f)  [Slc17a7-IRES2-Cre, Camk2a-tTA]   F   \n",
+       "1086539950        Ai93(TITL-GCaMP6f)  [Slc17a7-IRES2-Cre, Camk2a-tTA]   F   \n",
+       "\n",
+       "                  age_in_days           cre_line indicator  ...  layer  \\\n",
+       "cell_specimen_id                                            ...          \n",
+       "1086551315              149.0  Slc17a7-IRES2-Cre   GCaMP6f  ...  lower   \n",
+       "1086550804              149.0  Slc17a7-IRES2-Cre   GCaMP6f  ...  lower   \n",
+       "1086541251              149.0  Slc17a7-IRES2-Cre   GCaMP6f  ...  lower   \n",
+       "1086540341              149.0  Slc17a7-IRES2-Cre   GCaMP6f  ...  lower   \n",
+       "1086539950              149.0  Slc17a7-IRES2-Cre   GCaMP6f  ...  lower   \n",
+       "\n",
+       "                  area_layer      date  first_novel  \\\n",
+       "cell_specimen_id                                      \n",
+       "1086551315        VISp_lower  20181212        False   \n",
+       "1086550804        VISp_lower  20181212        False   \n",
+       "1086541251        VISp_lower  20181212        False   \n",
+       "1086540341        VISp_lower  20181212        False   \n",
+       "1086539950        VISp_lower  20181212        False   \n",
+       "\n",
+       "                  n_relative_to_first_novel  last_familiar  \\\n",
+       "cell_specimen_id                                             \n",
+       "1086551315                             -1.0           True   \n",
+       "1086550804                             -1.0           True   \n",
+       "1086541251                             -1.0           True   \n",
+       "1086540341                             -1.0           True   \n",
+       "1086539950                             -1.0           True   \n",
+       "\n",
+       "                  last_familiar_active second_novel  second_novel_active  \\\n",
+       "cell_specimen_id                                                           \n",
+       "1086551315                        True        False                False   \n",
+       "1086550804                        True        False                False   \n",
+       "1086541251                        True        False                False   \n",
+       "1086540341                        True        False                False   \n",
+       "1086539950                        True        False                False   \n",
+       "\n",
+       "                 experience_exposure  \n",
+       "cell_specimen_id                      \n",
+       "1086551315                Familiar 3  \n",
+       "1086550804                Familiar 3  \n",
+       "1086541251                Familiar 3  \n",
+       "1086540341                Familiar 3  \n",
+       "1086539950                Familiar 3  \n",
+       "\n",
+       "[5 rows x 41 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# get cell metadata for all cells in feature_matrix\n",
+    "cell_metadata = processing.get_cell_metadata_for_feature_matrix(feature_matrix, cells_table)\n",
+    "cell_metadata.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot feature matrix for each cre line"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_feature_matrix_for_cre_lines(feature_matrix, cell_metadata, save_dir=base_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### select  number of clusters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_cre = {'Slc17a7-IRES2-Cre': 10,\n",
+    "                 'Sst-IRES-Cre': 5, \n",
+    "                 'Vip-IRES-Cre':10}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### get coclustering matrices per cre line"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "cell_specimen_id\n",
+       "1086551315    Slc17a7-IRES2-Cre\n",
+       "1086550804    Slc17a7-IRES2-Cre\n",
+       "1086541251    Slc17a7-IRES2-Cre\n",
+       "1086540341    Slc17a7-IRES2-Cre\n",
+       "1086539950    Slc17a7-IRES2-Cre\n",
+       "                    ...        \n",
+       "1120113340    Slc17a7-IRES2-Cre\n",
+       "1120112555    Slc17a7-IRES2-Cre\n",
+       "1120111975    Slc17a7-IRES2-Cre\n",
+       "1120111711    Slc17a7-IRES2-Cre\n",
+       "1120111106    Slc17a7-IRES2-Cre\n",
+       "Name: cre_line, Length: 3921, dtype: object"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import SpectralClustering\n",
+    "from visual_behavior.dimensionality_reduction import clustering as vba_clust"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_dfs = {}\n",
+    "eigenvalues_cre = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    cre_ids = cell_metadata[cell_metadata.cre_line==cre_line].index.values\n",
+    "    cre_dfs[cre_line] = feature_matrix.loc[cre_ids]\n",
+    "    sc = SpectralClustering(n_clusters=2).fit(cre_dfs[cre_line])\n",
+    "    A = sc.affinity_matrix_\n",
+    "    eigenvalues, eigenvectors, nb_clusters = vba_clust.get_eigenDecomposition(A, max_n_clusters=25)\n",
+    "    eigenvalues_cre[cre_line] = eigenvalues\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "vba_clust.plot_eigengap_values(eigenvalues_cre, cre_lines, n_clusters_cre=n_clusters_cre,\n",
+    "                     save_dir=save_dir, folder='optimal_k')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [00:11<00:00,  8.88it/s]\n",
+      "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [00:05<00:00, 18.80it/s]\n",
+      "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [03:04<00:00,  1.84s/it]\n"
+     ]
+    }
+   ],
+   "source": [
+    "coclustering_matrices = vba_clust.get_coclustering_matrix(glm_version, feature_matrix, cell_metadata, n_clusters_cre, save_dir, nboot=100)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get cluster labels per cre line from Agglomerative clustering on co-clustering matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "generating cluster labels from coclustering matrix\n",
+      "saving cluster_labels to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_labels_Vip_10_Sst_5_Slc17a7_10.h5\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>labels</th>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>cluster_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>4</td>\n",
+       "      <td>1086492406</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1086492307</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1086492221</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>8</td>\n",
+       "      <td>1086492174</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3</td>\n",
+       "      <td>1086491936</td>\n",
+       "      <td>Vip-IRES-Cre</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   labels  cell_specimen_id      cre_line  cluster_id\n",
+       "0       4        1086492406  Vip-IRES-Cre           3\n",
+       "1       8        1086492307  Vip-IRES-Cre           1\n",
+       "2       8        1086492221  Vip-IRES-Cre           1\n",
+       "3       8        1086492174  Vip-IRES-Cre           1\n",
+       "4       3        1086491936  Vip-IRES-Cre           8"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cluster_labels = processing.get_cluster_labels(coclustering_matrices, cell_metadata, n_clusters_cre, save_dir, load=False)\n",
+    "cluster_labels.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### merge cluster labels with cell metadata, remove small clusters, and add manual sort order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "generating cluster_meta\n",
+      "dropping 2 cells for ('Slc17a7-IRES2-Cre', 10)\n",
+      "dropping 3 cells for ('Sst-IRES-Cre', 5)\n",
+      "5 cells dropped total\n",
+      "adding within cluster correlation to cluster_meta\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\scipy\\stats\\stats.py:4484: SpearmanRConstantInputWarning: An input array is constant; the correlation coefficient is not defined.\n",
+      "  warnings.warn(SpearmanRConstantInputWarning())\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "saving cluster_meta to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_metadata_Vip_10_Sst_5_Slc17a7_10.h5\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\generic.py:2718: PerformanceWarning: \n",
+      "your performance may suffer as PyTables will pickle object types that it cannot\n",
+      "map directly to c-types [inferred_type->mixed-integer,key->block3_values] [items->Index(['equipment_name', 'full_genotype', 'reporter_line', 'driver_line',\n",
+      "       'sex', 'cre_line', 'indicator', 'project_code', 'targeted_structure',\n",
+      "       'date_of_acquisition', 'session_type', 'experience_level', 'passive',\n",
+      "       'image_set', 'cell_type', 'depth', 'binned_depth', 'area_depth',\n",
+      "       'area_binned_depth', 'layer', 'area_layer', 'last_familiar_active',\n",
+      "       'second_novel_active', 'experience_exposure'],\n",
+      "      dtype='object')]\n",
+      "\n",
+      "  encoding=encoding,\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cluster_id</th>\n",
+       "      <th>labels</th>\n",
+       "      <th>ophys_experiment_id</th>\n",
+       "      <th>equipment_name</th>\n",
+       "      <th>full_genotype</th>\n",
+       "      <th>mouse_id</th>\n",
+       "      <th>reporter_line</th>\n",
+       "      <th>driver_line</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>age_in_days</th>\n",
+       "      <th>...</th>\n",
+       "      <th>date</th>\n",
+       "      <th>first_novel</th>\n",
+       "      <th>n_relative_to_first_novel</th>\n",
+       "      <th>last_familiar</th>\n",
+       "      <th>last_familiar_active</th>\n",
+       "      <th>second_novel</th>\n",
+       "      <th>second_novel_active</th>\n",
+       "      <th>experience_exposure</th>\n",
+       "      <th>original_cluster_id</th>\n",
+       "      <th>within_cluster_correlation</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1086492406</th>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20181213</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-0.797203</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086492307</th>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20181213</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.640861</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086492221</th>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20181213</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.888112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086492174</th>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20181213</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.783217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1086491936</th>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20181213</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>-0.893171</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 45 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  cluster_id  labels  ophys_experiment_id equipment_name  \\\n",
+       "cell_specimen_id                                                           \n",
+       "1086492406                 3       4            795073741        CAM2P.4   \n",
+       "1086492307                 1       8            795073741        CAM2P.4   \n",
+       "1086492221                 1       8            795073741        CAM2P.4   \n",
+       "1086492174                 1       8            795073741        CAM2P.4   \n",
+       "1086491936                 8       3            795073741        CAM2P.4   \n",
+       "\n",
+       "                                                  full_genotype  mouse_id  \\\n",
+       "cell_specimen_id                                                            \n",
+       "1086492406        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086492307        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086492221        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086492174        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086491936        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "\n",
+       "                               reporter_line     driver_line sex  age_in_days  \\\n",
+       "cell_specimen_id                                                                \n",
+       "1086492406        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086492307        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086492221        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086492174        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086491936        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "\n",
+       "                  ...      date first_novel  n_relative_to_first_novel  \\\n",
+       "cell_specimen_id  ...                                                    \n",
+       "1086492406        ...  20181213       False                       -1.0   \n",
+       "1086492307        ...  20181213       False                       -1.0   \n",
+       "1086492221        ...  20181213       False                       -1.0   \n",
+       "1086492174        ...  20181213       False                       -1.0   \n",
+       "1086491936        ...  20181213       False                       -1.0   \n",
+       "\n",
+       "                  last_familiar  last_familiar_active  second_novel  \\\n",
+       "cell_specimen_id                                                      \n",
+       "1086492406                 True                  True         False   \n",
+       "1086492307                 True                  True         False   \n",
+       "1086492221                 True                  True         False   \n",
+       "1086492174                 True                  True         False   \n",
+       "1086491936                 True                  True         False   \n",
+       "\n",
+       "                  second_novel_active  experience_exposure  \\\n",
+       "cell_specimen_id                                             \n",
+       "1086492406                      False           Familiar 3   \n",
+       "1086492307                      False           Familiar 3   \n",
+       "1086492221                      False           Familiar 3   \n",
+       "1086492174                      False           Familiar 3   \n",
+       "1086491936                      False           Familiar 3   \n",
+       "\n",
+       "                  original_cluster_id within_cluster_correlation  \n",
+       "cell_specimen_id                                                  \n",
+       "1086492406                          3                  -0.797203  \n",
+       "1086492307                          1                  -0.640861  \n",
+       "1086492221                          1                  -0.888112  \n",
+       "1086492174                          1                  -0.783217  \n",
+       "1086491936                          8                  -0.893171  \n",
+       "\n",
+       "[5 rows x 45 columns]"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cluster_meta = processing.get_cluster_meta(cluster_labels, cell_metadata, feature_matrix, n_clusters_cre, save_dir, load=False)\n",
+    "cluster_meta.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### sort coclustering matrix by cluster ID / cluster size"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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DA6IT7wYOM7OZqYCJnaJzVfdctFj6XcAN7l5U6cG6xcqFs3BE+RQvIWTaiF1/8WLn5SXuDYy4QY8kWHIvqCBa+IuXEhNCiBwakHbqcuBwQuTgwuge04ADgZtipRTtsry+u2e5/fYmBJJkBXRgZhu7+z9SZRsBhxDC8f9SZsCRpXlZmTYV+BLh+e8jZOF4drwdSok1GW2KqU0xs9ppU8zaaPSmmPVWYu5+m5ldRgiwmAs8QsgWvyUhUCLmYsK8V9YAPkgIDslLxXSomb0D+BkhG/w84GOEhcb7jP8pxsV+wC/cfe96dSgl1mQUYq8Q+6x2CrGvjUaH2Dco7dT+hLVQ+xNyJ94L7O3uFddDwUgew7cCP6/gzruZkKPwPwnzX32EnIQnF7lHg5kD1DyPloWUWJORJSZLLKudLLHaaDdLDEKGDuCI6MiT2SOnfAVVwvDd/Rqycym2An8kO7ClZqTEmowsMVliWe1kidVGKyx2FqU4AbjAzC5w98erShdASqzJyBKTJZbVTpZYbTTaEmuQO7GTeS3wKPBnM/sxIaPIUErG3f3Eoh1KiTUZWWKyxLLayRKrDVlijcPMprt70cXXRTk+8Xm/HBknyp9YBCmxJiNLTJZYVjtZYrXRjnNibcQSM/s+cL6731mnPreqLlIOKbEmI0tMllhWO1litdGm0Yntwk2E9WwfM7M/EraP+W5GUuPCxLtF15OO/gkJIUQlGrAVS9vg7m8lrF/7AmFn57OAp8zse2a254QOLoEsMSGEyKHDLTGiDCInETbs3JOwaeU7gfeb2SLg24Q9xzLTX5nZFwhzXCe5+3B0XeC2CuwQQohxM5ktrbK4+/XA9dEOzF8jBGacCBxvZv9HWEydzkp/PEGJnQr0M3ZrmsxbocAOIYQYP1Ji64jyL+5PsMZeSshk/0NCCqz9gP8ws0+4+3mJZlsBuHt/8rqeSIkJIUQOne5OtKDF30xQXG8DeoC7CMmEv+fuKyO5owm5HI8FRpRYOpBDgR1CCNFEOjmww8xOJCxM/jlBkV0E/LO7v9bdz40VGECUx/EiQrLhvP5mmtmQmR1bz3HKEmsyWiemdWJZ7bROrDa0TqyhHAPcSZifusTdn68i/wfgi3mV7t5nZsuAp+s2QqTEmo7WiWmdWFY7rROrDa0Tayivcfe7iwq7+32EfcIqcT1hi5lvjmNco+jon5AQQlSik92JwBlmtldepZntaWa/LtnnEcAuZnZCtK3MuDF3r0c/ogpmNh9YtGjRIubPnz/Bo5mclH2hVLKCs+QA9tprL6666iqGh4crysX96u9r4lm8eDFbbbUVwFbuvrhM28MPP7zqD/D000+flJrMzIaB/dz9kpz69xHcjFNK9PlXwsLpjaKiZ4BVKTF3962L9il3ohBC5DBlSuH3cycymxBeX4bHCOvA6oaUmBBC5DDJ3YVjMLNXAq9OFO1qZll6YkNCmP2fy/Sft9nneJASazLDw8NjouKSn5MT1elAgXSb7u5uhoeHGRoaGtMulk3S399Pd3c37s7g4GBmn8mySuTJp8vTMslnyovmS5ZV+g7Sz1w2uKNS8Eie/NKlS1l//fVzJ/yT/TQi4rCZVAoMaafoxEq/k9XoNCUG7AscF3124ODoyGIl8F/NGFQlpMSaTFdXV25UXPqPMb7OK4fg7ki7PKqFiptZxT6LUO0e1drlPVu6rMh3EF+XjfArOyfW29vLnDlzWLVqVe6c2HjD/luJSj/LVlBgUGwc4xlrB0YnXgjcABjwa+Bk4NqUjAN9wJ/dfU0tNzGz3YA3AZsBX3H3B8xsJvAa4N4ymfKlxIQQIodOs8SijBqPApjZgcBv3X1Rvfo3synAJcC7CYrSge8DDwCDwJXA6QTlWYhS/2aY2Rwze6mZTUuVH2hmV5nZJWb2ujJ9CiFEq9LJIfbuflE9FVjEUcC7gM8A2xMUWXy/NcCPgb3LdFjWEjuZkOhx07jAzD4FLEwMZh8z29HdS034dQqaE9OcWLugObHOciea2f7Rx/91d09cV8TdLy5xm/2Bi939zCihcJr7abAS2xm4zt1XJ8oOB54EPgC8ALiYoGUPKtl3R6A5Mc2JtQuaE+s4d+KFBPfeDwjbpsTXlb4EJ7zzizIf+EqF+mXAnBL9lVZi84Dr4gszeynwQuAod78xKnsPsFvJfjsGWWKyxNoFWWKdZYkBe8KobVMasXvzSkJ4fh7bEBZAF6asEpsOJKNRdiZo4l8lyh4B/qNkvx2DLDFZYu2CLLHOUmLu/ptK13XiRmA/MzstXWFmc4CPAL8o02HZn9CTwEsS128GVgD3JMrmAEl3oxBCtCWdHNjRIE4CtiWE78fGzqvM7GBCFvwZwJfKdFjWErse+LCZHUqwyN4O/Mjdk/+Wbg08XrLfjmFoaGjkc61us/h6YGCAKVOm0NXVNaZdLJukp6eHgYEBurq6RllveS69SuTJV/qvN8+VmDXOWtystbrvqrn/0hn6Z86cmSuXzsBfhLJZ74tSL5dfpcz9k51Oeu5o7VZp3P23JWR/b2bvAs4HvhMVn06Yd3sa2LdsUGBZJXYKITzyzOimfcDxcWWUlXiXxOCEEKJt6SR3ImGRc5m8hvE6r1IJJt3951FC9DeyLsz+L8Av3T2dDLgqpZSYuy8ys5cRFqoB/MTdH0uIbEPYJyYz67EQQrQTnWSJAQc2+gZmtgXwTBTh/rPoSNZPBzZJ6ZWKlM7Y4e5/A76eU/cHgl9T5JB049UawBDT3d2dK5dXlmxTtm0lykyw1xrckddPTKMDO2L6+voqbsVSZJfrJI0KkqhXvx32Ih9FJz27u1/UhNssAj5EvqHz9qiusHWntFNCCJGDtmKpO9X+K+ii5FYtFZWYmX2hTGcJ3N1PrLGtEEK0BJ1kiUWuPmJXXnxdjTKuv7hJhbrtCQueC1PNEju+TGcJHJASE0K0NR0W2LEYGDaz9aMFz4spZhVVNFfN7MPAhxNFnzez/8wQ3RB4OSF/YmGqKbFGrNgWQoi2oBGWWJRA/YuEuaE5hHW2x7j7dVXaHc+6vb6S/N3dX5Ah/1FCWsCtCDsqn+nuZ1e4xRcJSmswdT1eZkdjIOpvE2D9lEy8vcu3gWPKdF5RiTVoxbYQQrQFDXInXkhYqrQQeBg4ALjazHZ391sKtD8YSIaij0kuES0ePhe4DDgD2BX4upmt5+6ZuQvd/fhK17Xi7mcSlmVhZsPAAnevWwS7AjuajBY7a7FzGi12bl3q7U6Mtqp6P/Bpd18YlV0M/Ak4lWJ5Zy+ttGlkFKZ+EnCVu783Kj7PzLqA48zsfHdfXvtT1I67190/KyXWZBRirxD7NAqxb10a8OzvBgYIGSuAsI+WmV0AnGRmc919SfVhWS+w0t2z3H17AhsB56TKzwY+CLyFkKm+EJHi3Rd4UVT0V+BKd7+taB+JvqYA05KLms1sNvBRwpzYD9z9j2X6rBadOExtPlF3dylIIURb0wAltgPwgLv3pcpvJ4SfvxqopsQeA2YCK83scuBwd38udQ+A36fa3QkMR/VVlVikcL5FcHemv4gjIwvyIHcfSretwDeB1xMCODCzbkJS4JdG9Z8xsze4+91FO6ymaH5LfSb2RITciXInppE7sXUpsk4ssiRmZ1Qty3D7zSUkUk8TK67NK9xqKfA14FbCfl//Spgfe42Z7eTuaxP3WJtSbLh7v5k9W+UeST5PyOJxJXAaEOc0fBlwJGGDy8XACQX7g5CW8IrE9bsJCuyTwF0E5fo5gsu1ENUCO/YoMThRALkT5U5MI3di61Lw2ReQHTV4AmOXKU0H1o4VHdnianreTaIAiSSXm9mfCG7C/YHzEn3k/Re6ptI9UnwEuNbd35kqvwXY18yujWTKKLG5hKwdMW8F7nP3bwCY2bcIirkwHbUIQgghylBwK5aFhBDy9LEwo8vVwLSM8vUS9WU4lxCpuFeBe8T3KXqPTYGfVKi/MpIpgzF6XdkehN1RYpaU7bPmeSszmwG8GJjp7r+rtZ9OQzs7a2fndkE7OxdzJ0Yuw2UFu1xCsEbSxGVPFewnvvewmT3J6N2SlwA9ZrZh0qVoZj2EgI+i93gIGLP+LMHcSKYMiwj7UJ5rZjtHfSSV2OZAqcjJ0krMzP6JEPP/NoJG9bgfM9uFMBF4iLvfULbvTkA7O9fmSiziZtXOzvWl0s+yFRQYNH5n5wa4Uu8GDjOzmangjp2i8z1jm+QTBUa8ELgjdQ+AHYFrEuU7Erxvd1OMU4BzzOxydx81LjPbATgE+ESZ8RK26TojcoPOI+wh9stE/U7AA2U6LKXEzGwucBuwGcHM3BR4Q0LktqjsfYS9aUQKWWKyxNoFWWINUWKXE7JoHETkbowyeBwI3OTuT0VlWwDru/vIC93MNnH3Z1L9HUFwESYVwa+B5whKJqnEPkHIinF11sBycuUuAn5vZtewTrlsT9gL7B6CN64MZwIbAPsQAjmOjsPtzWwjQuTi6WU6LGuJHUdQUm909+vN7DgSSszdB8zsd8DOJfvtGGSJyRJrF2SJ1T+LvbvfZmaXAadFRsEjhLyCWxJC2WMuBnZndGj7o2b2A8LC6LWE9WDvIoSoX5K4x2ozOxY428wuJSiyXYH9gKMqLJQ+vsLQ3xIdSV5DCNcvnCc3Wtd2YlYbd3+W8nNspZXY3oSNMK+vIPMY4QsTQoi2pkGRmfsTXuL7E3In3gvs7e43VWn3PYKB8B6ghxDefiJwirsPJgXd/RwzGwA+C7wDeBw4zN3PqtD/VhXqWpaySmwzwjbSlRgAZtQ2HCGEaB0aocTcfQ3BDXhEBZk9MsqyMr9Xus95rAu7LyL/aJn+a6Hg9l6ltvIqq8SeI0wiVuLFwN9K9iuEEC2HNsWsO8dXqHOC+7TUVl5lldhNwNvN7AXuPkZRmdm2wL8D3y3ZrxBCtBydvNAbwMymEoIwdiK4PtMRTe7uHy3RZZbLciqwNfBpYBaj9x6rSlkl9mWCf/U3ZraAaE+YaM3YbsBXCbm5MlP9C0UnKjqxfVB0YmcrMTPbkLCG6+Wss5DiLyRpNRVWYhVclo9EGUB+S4jUPLpon6WUWBRZczDwDeBniao4DGsQ+Ii731em305C0YmKTmwXFJ3YcTs7p/kf4CWE5QA3ECIp30wI3jsW2Da6rgvu7lFC4yMoocRK/4Tc/dsEzXwWIfPyI8AfCGn/X+nu3yvbpxBCtCJdXV1Vj0nMW4GL3f07rDNUhtz9QXffj5C+6pQ63zPOKlKYmtJOuftfCP5LIVqG7K2VJpYi7qje3l4OPfRQTj755Jru0YrPPVnoZHciIeVUnAkknn9YL1F/JcFqKpu1IxMz2xE4DLi/TLuyGTveQxjwfvHK8lT9PMIivbPd/Yp0vRBCtBOT3NKqxnOsWy61krB8KhmdPkAI9iiMmf01p2pDQiaPQYL7sjBlLbGDgNlZCgzA3Z80s1mRnJRYBtpPrHH7iTWKovt9pcfV01Nsj7MVK1YUCiwpi/YTGz8drsQeItqsMko0fBdwgJldSMibuz9hl+cyPMbYPSqdMCX1EPAtd19cpsOySuwVjA7oyOIOQnJgkYH2E2vcfmKNouh9ssZVJLgjDgipdyBIvb6fTlVg0NnPTkhXdbiZHRptuHkGYdPK5wiKZzrwsTIdNmKPyrJKbENC1uFKPAtsXNtwJj+yxGSJpZEl1rp0uCV2MnB6vGO0u19qZoOEHIxDwOXu/sOJHCCUV2L/IIRVVmJbiu+t03HccccdPPHEExM9jEnJ7rvv3pB+x2OJHXjggVXbbbDBBpx99tmFZMsgSyywatWqmtu2+7OPhyhZ79pU2RW02FRRrRk7XpLcIiDGzLYnLIb+aT0GNxl5/etfz/z58yd6GKJJnHlmekf5sYw3OnHhwoU1tesU1l9//ZrbdrglNgozmw4hS36JNsOMnQOrhrt7Yd1UVomdDrwTuNHMvgj8AniSsLnZWwgL4KZQcj8YIYRoRTpdiZnZpoR8h/sQEsBjZk8DPwZOcPe/V+niYsorsVKUzdhxh5kdApxNSDH11ZTIEPAJd7+tTuObdDz99NPMmBGiVgcHB5k6deqoz8l0UPF1LJPVJimXbJesT/eXlEn3mSyrRJ58ujwtk3ymrGfOGmfed5B+5k022aTimGslzs5R7YU2PDxMV1fXKPk3vOENFdtACPa58847C8mWIR5Pp5OVXaUonexONLOtCHuVzQUeBG6NqrYHPg68w8x2dffcCEV3P6DR4yy92NndzzOzGwm7hu4EzCbMgd0KfMPdSy1U6zQ23XTThr1sRWMoqghiuaT8LbfcUrXdeN2J1cbT6Yzne+jwLPZfIWTPeKe7X5msMLN9ge+zzjs3YdSaseN+4FN1HosQQojWYS9C4oor0xXu/mMz+wbwkTIdmtm/AXu5+3/n1J8CXFNl4+VR6F81IYTIwcyqHpMYp/ImyA9Rfr7rSGCbCvVbAUeV6VBKTAghcujwBMC/AfasUL8HIbt9GV7Furm1LG6LZAozqX8CQggxHjrcElsAvN7MvhJFKQIhYtHMziDERCwo2ecs4PkK9aspmY+xpjkxUTvK2KGMHWmUsaN16aTnzknOO52gqBaY2bKobHZ0fha4jrArc1GeBF5bof61wN9K9Ccl1myUO1G5E9Mod2LrMsndhWmykvPWm58DHzezH7r7r5IVZrYX8GHg/DIdSokJIYRoSHLeDE4C3gX80syuBu6Oyl9NSJjxN+DEMh1KiQkhRA6dbIU2Anf/u5n9C/ANgtLaO64CrgYOdfclZfqUEhNCiBw6zJ2YiZltTciJ+6Ko6K/AVe7+SC39ufujwN5mNod14fYPu/vSWvqTEhNCiBw63RIzsxOBzxFy4iY5zcxOdvcv1Np3pLTuGM/4QCH2QgiRSyeH2JvZR4BjCGu39iFss7Vt9PkW4BgzO2Cc99jYzP5qZjUnDpUlJoQQOXS4O/GTBAW2h7sns3Q/Ymb/B/yOkH7wwnHcYwownxDKXxMd/RMSQgiRy/bAD1IKDICo7AeRzIQiS0wIIXKYzO7CAvQDMyvUbxDJTChSYkI0kLDDezFOOumkmu6R96KtZQF1mfF2Ah3uTrwDONjMzk9vfhmlofoYwd04HoaARwnppmpCSkwIIXLocEvsREJaqfvN7ALgz1H5y4ADCZbYB8dzA3f/ByFzfc1IiQkhRA6drMTc/bdm9k7g68BnU9WPAR929981f2SjkRITQogcOtydiLv/1Mx+TkjMG1tMfwX+4O7DtfRpZl2EHIn7MnoB9RXAxWX77eyfkBBCVKAR68TMbJqZnWpmT5nZajO7NUp+W63dO83sh2a2yMxWmdkDZvZlM5uVIes5x8cLjnGmmT1iZgvcfdjd73D3S6Pj9+NQYNMJLsrzCSmnZkXH3sAFwK/MbL0yfcoSE0KI5nIhIQnuQuBh4ADgajPb3d1vqdDuW8BTwP8S3HmvAP4LeIuZ7ejua1LyvwS+myorFIjh7n1mthHQV0S+BJ8HdgdOB06JU02Z2Wzgv4EjCAusjy3aoZSYEELkUG93opm9Dng/8Gl3XxiVXQz8CTgV2K1C83e7+w2p/u4ELor6vDAl/4C7p5VYGW4FdqTk1ihVeB9wqbsfmSx092XAUWa2JfD/KKHE5E4UQogcGuBOfDcwQEIxRBbUBcAuZjY3r2FagUX8ODpnLjo2s+ll3XMJPge818wOtPpFuPwTcEOF+t9EMoWRJSZECZYsWcLcubnvmQlhl112ySzfcMMNee6550r19eSTT5a+/+abb85TTz01cj1v3rzSfbQqDYhO3IFgIaXddLcDRthXq8xWJC+Izv/IqDuI4G40M/sjcJy7/zhDLo8zgKUEhXuamT0CrErJuLtXnc9LsIx1meuz2CaSKYyUmBAlaDUFBnDjjTdmltey2LlWBTSZFFeSIu7EaD5ndkbVsshNlmQukPWfQqy4Ni8+OgCOIiwYviJVfjPwQ2AR8ELgMOAKM/uAu3+/YN8vIuzz9Vh0vVnJsWVxLfBJM7vW3X+ZrDCzNwGfAC4r06GUmBBCjI8FwHEZ5ScAx6fKpgNrM2TXJOoLYWYfAD5KCJAYtbeXu++ckr2IMO92mpn9wAukZnH3+UXHUoLPA28G/s/M7gLui8pfRrBS/wGU2t5FSkwIIXIoGNixkOxM7ssyylYD0zLK10vUV8XMdiXMo/2cAkEQ7v68mZ0LfAnYDnigyH3qjbs/amY7AqcAbwNeE1WtBL4PHO3uj+W1z0JKTAghxkHkMlxWUHwJwaWYJi57KqNuFGb2KuAnwL3A+9x9qOC9H4/OGxaUj+83DdiD0QuTf5MR0l+ISEl9MAoW2SQqfqaIdZiFlJgQQuTQgMCOu4HDzGxmKrhjp+h8T5XxbA38AngaeKu7P1/i3rESeqZoAzPbnxDgMYcQeAJhnmyZmX3W3S8scf9RRErr6VrbxyjEXgghcujq6qp6lORyoJsQOQiMWDoHAje5+1NR2RZm9pJkQzN7AXANMAy8OUqeOwYz2zijbCPgEGCRu/+lyEDN7H0EN2kfYQHyPtHx+ajsgkimMGb2STP7VYX6a8zs4DJ9yhITQogm4e63mdllhACLucAjhDyCWxIyd8RcTMhskTQFf0Gwpk4jrClLrq14JJHt41AzewfwM0Jk4TzCtimbEpRQUY4mzJ293t2TYa4/MbNzCNk/jiZEQRblAOD3FeofAj4CfLNoh1JiQgiRQ4Oy2O9P2OZkf4Kb7l5gb3e/qUq7V0XnIzPqLgJiJXYzsDPwn4T5r76o7uQC90iyHXBsSoEB4O7Lzew7jI2+rMa2wHcq1N8HfKBMh1JiQgiRQyOUWBQQcUR05MnskVFWaDDufg3B7The/lbtVsDfq8ik6WZdJGYW61WpH4PmxIQQIodGZLFvIy4EDjSzmekKM+slzONVsqqyeAh4Y4X6NxFcrIWREhOiBLWkZWo07p55LF++PLcu70i+nGfNmsUGG2zAlClTxry4Z82aNfJ51113HddLvb+/vwHfSn3ocCX2O0KaqT+a2RFm9rboOJIQRdkH/M7MdkseVfr8PvAmMzvRzHriQjPrNrMTCErskjKDlDtRCCFymORKqhrXJj6fSnAfwrpgky1TMhbJTKnQ51eBtxCiHT9hZvGi65cQ5u9+B3ylzCClxIQQIocOV2IH1rtDdx+IciR+mhDAsUNU9RAhm8iZ7j5Qpk8pMSGEyKGTlZi7X9SgfgcIywROq0d/UmJCCJFDJyuxdkFKrMkMDw+PTGT39PSM+dzTMzLXOXKdnPhOXnd3dzM8PMzQ0NCYdrFskv7+frq7u3F3BgcHM/tMllUiT77SJH3yGdPndN/J/vK+g6zvqgyVvvs8+dWrV48EQOTJlB1HK9Hb2zvyecWKFfT29jJz5pjgtJE6CPuWJduVZTzfV9GfW61IibU+UmJNpqura9QfXd7n5HVeOcCUKVOYMmVKbn1WuZlV7LMI1e5RrV3es6XLinwHRe5bbaxF2vf09DB9+vSKL7Z2VmDAqP3Hent7GR4eZtWqVQwPD4+SS+5V9txzz5XetyzJeBR/0Z9brUiJtT5SYkIIkYOUWOsjJSaEEDlIibU+UmJNRnNimhNrZTbbbN0O9MuXL2fWrFnMmDFjjNzy5ctHZOfNmzeqXVmS39fQUNGtsYIrvcj3vWZNTdteAVJi7YCUmBBihNWr120svGbNmlwFkaxbvXr1qHbjIT2/Ww9q2C5lBCmx1kdKrMkosEOBHa2MAjtGIyXW+ih3ohBCiLZFlliTSf5HOzQ0NGJFxZ+TcwLxddLSSl4PDw+PJCFNt4tlk0yZMmXk/kkXS/oeWW3T5MlXcgclnzF9Tved7C/vO8h65kZQ5NmyxlV0TGXli5L1c63GeuuN3QVj6tSpmS65WHbGjBmZ7YoydWrrvobG44oUzaF1f3smKck/iuQLJv6cfulUus7rq1JZ1h9l0baVKCKffsa8Z06X5X0HjVRceWMpIteI764Wauk3GQQRu+EGBwfHuBN7enpGZJ9//vlxBU8MDg62vRtWTBxSYk1m5cqVPPvsswBMmzaNtWvXjvo8bdq0Edn4OpZJt+np6WFoaIihoaEx7WLZJGvXrqWnpwd3Z2BgILPPZFkl8uTT5WmZ5DNlPXPyuat9B+ln3mijjSqOOU0t0YnPP//8pI5OfOUrXznyeenSpcyZMydTbunSpcyfP3+kzXjmxBqdsWPp0qU19685sdbH3L26lBg3ZjYfWLRo0aKRP37Rfjz55JPMmzdvoofRMJIv7aKBHbvssgs33njjSF3Zd0qjFf/ixYvZaqutALZy98Vl2q5cubLqw2ywwQbSdBOILDEhSjCZFRiUV0BZxIowtljjPpPlSdmkZat/qkVZpMSEECIHuRNbHykxIYTIQUqs9VH8qBBihP7+/pEDGAkCSpbHdfHnhx9+eFSdu+PuI0Ews2bNGukreR2XxS5FuRJFLcgSE0KMkA6wMDO6u7srym6zzTZj2sDkmBOTJdb6SIkJIUZIJ1qOk0WnlUsyKfNjjz3GFltsMVIXyyYtseXLl4+Ux9exbFLRtRpSYq2PlJgQYoRaLLHp06dnhsj39/czY8YMVqxYMSqMPr6O+xjPrtBCSIkJIcZFetmB3ImimSiwQwgxggI7RLshS0yIBlJpk9CYIhuKFmlfD+rpTixKK7sTZYm1PlJiQjSQMi/3ds25mJfFZLvttuOJJ57gmWeeGeVWjK8hWGJxkEcrIiXW+kiJCSFGqEd0YqyMH3zwQQA22WSTUe3T160cnShaHykxIYTIQZZY6yMlJkQD0ZxYdTQnJsaDlJgQDaTd5sRqcSeuXr16TLsyjGcvMiEUYi+EGKGnp2fkgHWWWLI8ros/b7PNNmPqAGbMmAEwJnAjfZ2eHyt6FOWaa64p9yUkqOc4En1OM7NTzewpM1ttZrea2V4F284zs0vNbJmZrTCzK81sqxzZj5rZ/Wa2xsweMrNPlh5sGyAlJoQQOTRCiQEXAp8GvgscBgwDV5vZG6qMZSZwPbArcBJwHPAa4AYzm5OSPRg4H/gj8CngVuDrZvbZWgbcysidKIQQTcLMXge8H/i0uy+Myi4G/gScCuxWofkhwDbAa939rqjt1VHbTwNfiMqmE5TcVe7+3qjteWbWBRxnZue7e+uuayiJLDEhhMihAZbYu4EBgpUEgLuvAS4AdjGzuVXa3horsKjtA8B1wHsTcnsCGwHnpNqfDWwAvKXsoFsZKTEhhMihAUpsB+ABd+9Lld8OGPDqnHF0Aa8Efp9RfTvwYjNbP3EPMmTvJLgud2ASIXeiEEKMAzObDczOqFrm7stSZXOBJzNkl0TnzXNusyEwLSGXbmtR349E57Xu/lxSyN37zezZCvdoS2SJCSFEPlbgWAAsyjgWZPQ3HVibUb4mUZ9FXF6k7XQgb9Hhmgr3aEtkiQkhxPhYSIg4TLMso2w1waJKs16iPou4vEjbvHvEsnn3aEukxIQQYhxELsNlBcWXENx9aeKyp3LaPUewwvLaOutcjUuAHjPbMOlSNLMeQsBH3j3aErkThRCiedwNvCRa85Vkp+h8T1Yjdx8mrPnaMaN6J+Av7r4qcQ8yZHckvPPvZhIhJSaEEM3jcqAbOCguMLNpwIHATe7+VFS2hZm9JKPt681sh0Tb7YB/BS5LyP2aYLkdkmr/CaAPuLo+j9IayJ0ohMhlYGAgNwFwIyizJYuZ0dvbWzX34qJFi8Y7rLrh7reZ2WXAadGasEeADwNbAgckRC8GdicEjsScA/wn8H9m9hVgEPgMwX341cQ9VpvZscDZZnYpcA0hy8d+wFEZEZNtjZSYEEI0l/2BE6PzHOBeYG93v6lSI3dfaWZ7EBTWsQRP2vXAAnd/NiV7jpkNAJ8F3gE8Dhzm7mfV91EmHikxIYRoIlGGjiOiI09mj5zyJ4D3FLzPecB5NQyxrWiJObEoo/N1ZvZ4lNX5OTO7y8yOM7ONUrIvNLNzzOw2M/ubma2NskH/zswONLNc34eZfdjMbjezPjNbbmY3mNl/FBzjxma2xMzczG4c7zMLIYQYPy2hxAjJK2cA1wJnAt8j+HuPB+41sxcmZLcGPggsB64EvgL8lOBT/jbwSzMbY2Ga2emEtRxzCf+dfBd4BfBTMzu0wBi/CaQjioQQQkwgreJO7I1M7FGY2UnA0cB/sy7S5mZgThRympTtJkxg7gm8E7g0UfcvBN/wI8A/u/vSqPzLhHxip5vZz9x9cdbgzGz/qM9DGJtUUwghxATREpZYlgKLiBXRtgnZ/rQCi8oHCJbZKPmIj0fnk2IFFrVZTMjsHIe4jsHMtgDOImSZnlShqUII0e60hBKrwNui873VBM1sCrB3jvy/RudfZDS9OiWT7NMILsjlhFBWIYQQLUSruBMBMLPDCfNOswiry3chKKQvZchuDBxKWEexCfBGwoZxl7j7TxNyM4B5QJ+7Z2WA/kt0fnFG3QJgD+BN7r7CzDas6cGEEEI0hJZSYsDhwGaJ618AB7j7MxmyGxO2545x4HTCHFqSWdE5byfTuHx2stDMXgqcDJzr7r+qOnIhhBBNp6WUmLu/AMDMNgP+hWCB3WVm/+Huf0jJPhBEbQrB0toX+CJhd9S3pvfSKUMUJPK/hJXwR9bQfjZj9xfaEuC4445j0003BaCvr4+ZM2eO+tzXt26vvPg6lkm3WbVqFd3d3XR3d49pF8smmTlzJqtWraKrq4v11lsvs89kWSXy5NPlaZnkM2U9c/K5q30H6Wd+xSteUXHMtRJnhOjt7WWjjTbi2WefzZVLZpDo7e1lt90q7TYf6O/v5/777+dVr3pV/QYd9dvT0zPufty9ls0fG07RTBz33Xdf/HFKwwYjJg53b9mD8OJfC/ypoPz7CRbZ1xNlM6KylTltNo7q/54o+wJhB9TdU7LzI9kbq4zj+EhOhw4drXP8+0S/03TU/7DopduymNldhC27N3H3f1SRnUXYEuE+d395ovwJgrW2uafmxczsDYSw/Rvdfdeo7EpCqpZqLHf32RnjmM1YS+xFwHWEfGiPFehbCFEftgB+A2zn7g9N9GBEfWkpd2IO8VbaQwVk50XnwVT5r4EPAf8OfCdV95aETMy1QJbCnAm8D/g78DNgVYYMnrG/UMId85jnrEcTQtSfxN9e3m7Hoo2ZcCVmZi8muPKWp8q7CEkyNwVu9nULlF8D3OPuQyn5mYRsHwA/T93mXIISO8bMrkz0NR/4JMFlOaLc3P3snLHOJyixh939oCwZIYQQzWPClRhhbdcpUT7CRcCzhAjF3QkuuL8Rth+I+QKws5ndTHDLrQJeSLCoZhNcg6ckb+DuN5vZGYS1Xvea2eVAD0EhbQh8StaREEK0H62gxH5FWN+1C7ADQRE9DzxEiBA8y0dHGp5H2NjtdYQ1XOsDSwnpoy4Fvu3uaXci7v5ZM/sjwfL6GCFw4w/Al939Z414MCGEEI2l5QM7JgtRsMcCYKFPsk3phGhl9Lc3uZESE0II0ba0eu5EIYQQIhcpMSGEEG2LlJgQQoi2RUpMCCFE2yIlJoQQom2REhNCCNG2SIkJIYRoW6TEhBBCtC1SYkIIIdqW/w+HeSQWP59cegAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines: \n",
+    "    plotting.plot_coclustering_matrix_sorted_by_cluster_size(coclustering_matrices, cluster_meta, cre_line, \n",
+    "                                                    save_dir=save_dir, folder='', ax=None)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### plot average dropout scores for each cluster"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot each cluster separately and save to single cell examples dir"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell_examples_dir = os.path.join(save_dir, 'matched_cell_examples')\n",
+    "if not os.path.exists(cell_examples_dir):\n",
+    "    os.mkdir(cell_examples_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "feature_matrix = feature_matrix.abs()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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r1DZJQtJISQ+26Fg3SzqjFccym9u1zbMbkhYCBkfESy041hLAmxHxat8jax0/u9G55uZnN9pmtOyImApMbdGxJrXiOGY2h9UNSYMljZL0nKQZku6QNDSvGyYpJG0n6W5J0yXdImnFPMfmGElTJV2dJyGuHHOW6oakdSXdJGlK3n6MpC3yuvkknSbpGUmvS/qPpB9X7TtLdUPS4pIukPRyjudGSWtXrR+Rz7GVpAclvSbpr5KGVG2zkqQrJU2SNE3SWEn1ZiA36ypzWpL4CbAzaQ7OccDhwPWViXWzY4FDgVeA0cDvSPNufhV4mzTf5kjgoAbnGE2aYWsT0sS+6+b9AQ4mze25K2nOzxWB1QviPT+v/yxpYp4f5nhXi4jpeZvBwHfyNc0gzQP6c2DbvP5M4D3AFsCUHs5n1jV6nSQkLQjsD+wTEdfkZfsBWwIHAjfmTY+OiFvy+p+TJtrdKCLuycsuAD5fcKr3AydFxNj88+M16x4FbskzcD0F3NYg3lWBzwCbR8Tf87Iv5X12B87Nm84LHBgRj+RtTgJ+KUn5HO8HLo2IMXn78QXv0WLAYrXL7x/3XxZddLbFZm1tTqobqwDzAf+oLIiIt4HbgbWqtru/6vvn8tcHapYtXXCeU4BzJf1F0lGS1qhadz6wAfCopJ9JGi6p0bWsCbyT46vE+0qOpTre1ysJInsGmJ80qzjAqcB3Jd0u6ThJGxXEfigpiczy+uXPTy/Yxaw9tbrJtrr1/s3a5RFRu6zh+SNiJOmf+Argo8D9kvbK6+4hTfr7nXyMC4A/FySKZuJ9q8G6Qfmc5wFDgF8BqwG3SRrZ4Lij8razvPbar1HNyqx9zUmSeAJ4A9isskDSPMBHgIdaFBcAEfFYRJwWEcOB84B9qta9GhF/iIj9geGk6s4H6xzmYdJ1fqQq3kVIbRy9ijciJkbEORGxM/A9UvtKve0mR8SE2perGtaJet0mERGvSToLOEHSi6Si9GHAMqTGvT436ElaADiJ1Lg5IR97KHBnXn848CxwH6nE8gVSY+LEOvE+JulK4GxJXwUmkxoup5AaR5uN6VTgOlJbyCLAJ2lxUjRrR3N6d+Pb+euvSA109wKfjIhnJbWi1f9tUlvA+cBywEvA1cA38vpXgW8Cq5KqBfcC20XEtAbH25NUBfgj6Q7FP3K80xtsX88gUuPrSvn8NwFf78X+Zh2pbXpczg3c47Jzzc09Lrv7ys2sz5wkzKyQk4SZFXKSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJOEmRVqm4Fw5wYvTHm97BD61Ztvv1N2CP3m5FvGlR1Cv7pkxIYN17kkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZIScJMyvkJGFmhZwkzKxQj0lC0s2SzpjTE0gaJikkLTWnx2jyPCMkTe3Pc1Sda6SkBwfiXGZl66aSxO+AD5QdhFm36ZoHvPJsXL2ZkWs2kuaPiDdaFJJZV2i2JDGvpFMlvZxfJ1Zm8JY0v6QTJE2UNE3SPyVtW+cY60u6M2/zL0kzHzuTtKSk3+RjTJf0b0l7Vq3/qqTn8sTEVC0fLemP+fvZqhuS9pX0uKQ38tev1KwPSQdKukzSa8CPJM0j6TxJ43Msj0n61hzMWG7WFZr9w9+dd2fm3pc0m/ahed2vgM1Jk/auA1wAXCVp/ZpjHA8cAWxImtvzYkmVqcXeA9wDfBpYGziVNMHvVnn9JcCiwDaVg0laCPgscFG9gCV9DjiDNAfoOvmYZ0ravmbTY4BrSbOM/yxf59PAzsCawFHAkaT5RM3mOs1WN54FDo40cehYSasBh+fZuncDVo6Ip/K2Z0jampRMDqg6xtER8VcASd8HbgVWACZGxNPAiVXbniNpy3zsmyLiZUnXkpLV9XmbHYC3SJMA1/MN4NcRUWl0fVTSRqTJjq+q2u53EXFuzb7fq/p+Qi717Aac1+Bcs5C0GGki5Vn8dcyTLLzIbIvN2lqzJYk7YtaZhW8n/YMPJc0T+5CkqZUXMBxYpeYY91d9/0z+ujRALuIfJel+SS/lY+wIvK9qn4uAHSS9N/+8O3BpRMxoEPOapNnDq90KrFWz7F+1O0raL1eJXsixHFYTS08OBcbXvkb/8qxeHMKsPbSi4TKADwFv1iyvbUSsXl9JOJUk9Q3g68AhwAPAVOBH5CSSXUMqOXxW0k3A1kC9to9m4q32WvUPknYhVVG+AdwGTAEOBD7Xi3OMAs6vXfiFvfYf34tjmLWFZpPEhyWpqjSxKak0cDupJLFspSoxh4YCV0XErwFyW8VqwOTKBhHxuqRLSCWIpYD/AjcXHPNhYDNmrSIMBR5qIpY7q6opSKotFRWKiMlUxV5x94QpvTmMWVtoNkksD4ySdCapge+bwHER8aiki4HzJX2d1Pi4BDAMGBcRlzV5/EeBXSQNBV4EDgKGAPfWbHcRcFNe95uIKBpU8UTgEkl3A38CPklKMDs2EcsISdsBjwO7khpmX27yWsy6SrNJ4mJgHuBOUnH9POCned2epDsAPwFWBCYBdwG9KVkcR/rHv45UTTk/n7O2/eAW0p2HtUgNiQ1FxBWSDiJVG0YBTwIHRMRVRfsBZwMbAKNJpaRLgZOBvZq9GLNuolnbI60/3T1hSle/2R4tu3NdMmJDNVrnDkJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJOEmRVykjCzQk4SZlbIScLMCjlJmFkhP7sxgJ595Y2ufrPfeKt7L29QwycbusNKSwz2sxtmNmecJMyskJOEmRVykjCzQk4SZlbIScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCTRBMkDZMUkpYqOxazgdaVSULSzZLO6HlLM+tJVyYJM2udrksSks4nzd15YK4ihKRVJJ0nabyk6ZIek/QtSYOq9ltX0k2SpkiaKmmMpC0anGOwpMsl3SNp6XrbmHWLZucC7SSHkGYkHwscmZe9TJpDdGfgBWAT4BzgJd6ddXw0MCave4s0MfKM2oNLWgS4kpRgh0WEpwq3rtZ1SSIiXpH0BjAtIv5btep7Vd9PkLQhadLhSpJ4P3BSRIzNPz9e5/BLA78mJ5yImC2JAEhaDFisdvnDE55j0cVmW2zW1rquutGIpP0k/UvSC5KmAocB76va5BTgXEl/kXSUpDXqHOYGYCKwY6MEkR0KjK99/eKs01txKWYDaq5IEpJ2AUYB5wPbAhsAZwLzV7aJiJHAWsAVwEeB+yXtVXOoq4GhwDo9nHIUMKT29ZX9D+rDVZiVo+uqG9kbwDxVPw8F7oyImbdFJa1Su1NEPAY8Bpwm6SxgH+CXVZscDUwCbpK0VUTcV+/kETEZmFy7/NlX3ujtdZiVrluTxARgE0krA1NJ7QsjJG2Xv9+VdAfkZQBJCwAnAZfkfZchJ5baA0fEUZIE3JgTxZj+vhizMnVrdeMkUmniIdLdjOuA35PuYPwTWBk4uWr7t4HFSdWRR4DLgduBw+sdPCKOBH5BKlGs3x8XYNYuPFr2APJo2Z3Lo2WbmTXgJGFmhZwkzKyQk4SZFXKSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJ/d6FJ5dKxDgVH50fWu0s3X127X5iTRpfJj8uOBIRExodxoWq+br6/drs3VDTMr5CRhZoWcJMyskJOEmRVykuhek4FjqTMgb5eYTPde32Ta6Np8d8PMCrkkYWaFnCTMrJCThJkVcpIws0JOEmZtStIqkv5SdhxOEl1C0rySDpC0fNmxDCRJ60t6u+w4+slCpOkoS9Wtc4HOdSLiLUknAteUHUsJOnJ+LUnf62GTZQckkB44SXSXO4ANgSfLDqRVmihuLwR0amefkcA4YHqD9e8ZuFAac5LoLr8ATpb0fuBu4LXqlRFxTylR9c1Q4Grg6QbrlwI2GrhwWmo88N2I+G29lZI2IP0eS+Uel11E0jsFqyMi5hmwYFpE0hjg9Ig4t8H6DYC7O/TaLgHGR8S3GqxfH7g3IkptO3RJorsMKTuAfnAPqQrVyOvAUwMUS6sdA7y3YP1DtMHv1CUJa2uSBgPzRMS0smOZWzlJdBlJ8wKbAO8D5q9eFxEXlhKUdTQniS4iaQ3gKlIRVcDbpCrlm8DrEbFIieFZDyStAPwAOC4ixpUdT4U7U3WXUaTW8EWBacCawMbAfcBOpUVlzdoDGAHsVXIcs3BJootIegnYPCIelPQKsElEPCJpc9IdgvVKDtEKSHoYeAxYLyJWLjmcmVyS6C4ilSAAXgBWyN9PBD5YSkTWFEmbACuRShELS9qi5JBmcpLoLg8C6+fv7wK+nUsRxwKPlxaVNWMP4I8R8SLwe+DLJcczk6sbXUTStsCCEXGZpA+QnuNYHXgR2Dkibi4zvt6SdFqz20bEwf0ZS3+SNB/wLPCliLhO0lDgWmDZdrj1685UXSQibqj6fhywpqQlgJejMz8N1m1yu068tmrbk+5A3QAQEbdKeoHU2PzrMgMDlyTMSifpclL37MOrlh0LbBYRW5cXWY7FSaKzSfoj8MWImJK/bygiPjNAYfUrScsAL0RE0bMqHUHSUqSH1zaNiHurlq9G6pa9ckRMLCs+cHWjG7zEu8Xtl8oMpD/levsPgf2BBYDVgHGSTgCejIgzy4yvD14FVo2IWZ4/iYhHJQ2hDX6nLklYR5B0HKmOfgQwGlg3IsZJ2gn4dkRsUmqAXcwlCesUuwF7RcTfah6Jf5BUqrB+4iTR4Xpqh6jW4W0Sy1N/xK158d9xv/Kb2/lKr7MOkH8DHwcm1CzfmTYYvambOUl0uIjYs+wYBsixwEWSVgLmAf4vP/X6BWB4qZF1OTdcWsfIPUqPJI1pOYg0atX3I+JPpQbW5ZwkOtzc2E+iG3RSl3NXNzrf3NJP4gpSF+WrIuKNksNphY7pcu6ShHUESaOBz5CecbgU+HVE/K3cqOYOflTcOkJEfAFYBjiIdDv0z5KelPRjSeuUG13rSFpGUlv9X7ok0UXyyNIHAFsAS1PzIdBNvRIl/Q+wC7AfsEZEdGzVuV6X89ybtC26nHfsG2t1/QL4NHAl6eGgrvwEkPQeYEtgW1Jvy/+UG1GfHUN6XPyLpC7nFXcB3wacJKxlPgN8thvr6pIEbAPsDuxAGgn8EmCriLilxNBaoa27nDtJdJfnSaNQdaNngUWA60gjSl/TJXc5oM27nLdVA4n12ZHAjyQtXnYg/eBoYPmI2CkiLu+iBAHvdjmv1RZdzkvPUtZSfwL2BZ6X9F/S7cKZIuIDpUTVAhHxC5jZHvFBUnvLExExo9TAWqOtu5z77kYXyR2OPkRq/HqOmobLiDi5hLBaIk9feDzwNdL0hSJNFnw6cFREvFmwe9tr5y7nThJdRNJrwJYRcWfZsbSapFNIDXxHALfmxR8jJY6LI+IbZcXW7Vzd6C5PkT5du9EXSHcArq1a9kQeVfpcoGOTRLt3OXfDZXc5DPiJpG6crWtR4Ik6y58AFhvYUFpuGnAB8Jykc/OESm3D1Y0uIulVYDCp8et14K3q9Z08q7ikO4C7I+LAmuVnARtExEfKiaw1JC0IfI5UYtqadMv3N8BFEfFgqbE5SXQPSYVTw0XEBQMVS6tJ+jhpVqungTvy4k1JfQy2i4hbG+3badqty7mThHUMScsDBwJr5EUPA2dGxDPlRdVa+RbvZ0ldtLcFno6IIaXG5CTRnSQtS7pVOFPt3A7WHgq6nF/UDl3OfXeji0haFDiN1FNv/jqbzDOwEfVdnsu0RxExqb9j6Udt3eXcSaK7nASsT/o0ugzYC1gBOAT4enlh9cmL9Pw0a9DZf8tHA5dExOSyA6nH1Y0uImkisFtE3CJpCrBhRDwuqfKU4TYlh9hrPdwO/CQpAb7VyXduKtq1y3knZ1+b3WK8+zThK8CSwOPA7aQORx2n3mPvkv4XOJHU4/Js4AcDHVcrNepyLqktupy7M1V3eQKoPMT1MLBrbhTbEejkOjsAkobksS7vIg36u1ZEHBwRL5QcWl/9hHQ3Yz/S+BGrkkap+hIpeZTK1Y0uIGk90uPGBwNvR8RpkrYErgbmI30YHBIRZ5QY5hyTtCTwPdI/0T9IEwT/s9yoWic/sVvb5RxJw4FzI2K5ciLLcThJdD5JbwPLRcTz+edrgH1ICWJj4LGIeKDEEOeYpKOAb5Km9zsiIq4vN6LWkzSd1Gv0kZrlawD3RsQC5USW43CS6Hx5yLNlq5LEq8D6ETGu3Mj6Ll/bdOCvwDuNtuvkiYfavcu5Gy6t3V1Ilw7oW+VbwLWStqZOl/PSospckugCubqxbKUBL5ck1ouI8eVGZs1q5y7nThJdIBfJ/8y7Y0lsB/yN9AjyTJ1cJLfyuLrRHWqf7ryolCisVzqly7lLEmYlySXAHrucl/2ouEsSZuXZomDdzC7nAxRLQy5JmLWRel3Oy+5R6m7ZZm2gnbucO0mYlUjSkpJOBcYCywIfjYhdIqLeoL+lcJIwK0nucv4EsDlpouct2/GZFLdJmJWkU7qc++6GWXk6osu5SxJmVshtEmZWyEnCzAo5SZhZIScJMyvkJGFmhZwkzKzQ/wNLd1OZ9u0X3wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_dropout_heatmaps_and_save_to_cell_examples_folders(cluster_meta, feature_matrix, save_dir)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot average dropouts for each cre line in cluster size order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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EMu37IFPeJ8BVwBdqeQ1iUi//fIKPGq/FJ51mAjsBB+IG9ZA2ji+MKr4AHGJmhZHgtZKm4T/sHwPnApjZw5JWw+PozgReNLPPJO2Ax73dFOghjzG8Hy7JMwr4k7mSRHuZaGZXFu27BzgCn3h5Me17BpcOqgU74hObF5vZjAryHwx8hk8CNRQz+3XRruskjQKexr+7NastM62a+DceXP7gbJqZvZdWTqyN+5mfN7PZkvrhYTV/YWbvSvoOHvKzH36Hc7SZZV0d7eHvRZ8Ld4HF51hNP3gm877wm+iNK2N/CCDpStxA/1LSEDObXFTGXrjLZkX8T2LhVNb7VbSjdWr9Tx9b1aOCsiMjfAR3P+4yUFHaX/F/6lZHR/iKCcON94JFaaultCvaKGNh4BVgcPr8K3y0sCuwS3r/yw5cg/HAAyX2b5va9+M6XfsrU/lbVpB3vZT3tkb3gzaOuzS1a60qj1sKN+azKDHZ18px/wTuxf+Iv4z/Qf0UX4nwGHBLB67BsHQu802Spf2X1uha/yOVN6JE2gkpbZcKr8XbZCZDO7rFCDnfbIOLSR5nqQdkuAo3jAMovZSrwIT0Otnm1xR7O732baMdJ+DByP+SPh+EL3W6BUDSeWnfqW2U0xqtja4/l3uQ1JuWUkGtYmbvlCzQ/eHfBp6zypZsHZReOzyZV2PGp9dlqFCZWS6rdBewDi5v1Oo8ROa4XXF3yUZmZpIOAh62pMIi6TfAnZKWN7O3WymqVaz8nVYL2Y8qJ3wnmdmc9L7wmyjVNyr9TYC78PbBR84XV9GWsoRBzjcrpteeJdIWKHotiflt5RvAypIWMZ9VL1CYzHmv3PGS/g9f8/z1TIdeCXgzk+1NYOXW2lFDtsZHaJVSTk/uR/gta5s/pPQn8EP81vT6KupuBIXb+HdbzZXIGOP1gD3NrKK11GlC81zgz2ZWeICmVD8A7wvtNshVUE0d25FEWZm3bnulEvna/E1kWDi9VjxAaIswyPnmhfS6n6S/W0sJ84Hp9fHCDvlTc8sDH5hZVgvtctzPdygt/XOHp9dbSlUuqSe+8P9iM3swkzQR2DDzeUPmLcOrN7XyIR+ET4hdXkHeb+E++DOsCTLyaaXMXCuazU9/lt/DVz+8ktm/CO4bn5odqaaHIe7E5wf2MrNbq2jGifjqjtMy+ybibosCG2b2N4L2+pDvxydzd5e0oqUVQ+k6/wiXkxqT2ScrmmNIv40j08eaPRQTBrkJSPoh854G+gLQW/OEOF83s8sBzOwZSdcA3wH+I2kE8yb1dsc7QnbEtifuUzyBliKRp6YyTpe0Ft45t8En5e7BhSBLMQg38MUTSiOA4yV9iPvbDmGeO6NwjuOBVc2sLcXjqjCfaOmQfHxaKrY+cKWlCZ02qIu7otJ+gI+Cb5V0HfASvvZ8Y+ZN7P6kqOgt8LuI4cz74wY3xpvivs++kvYvOu5hK7E2WtIW+OTqV4v+kEbgSykvwwcGv8aXgU3IHDsMnzTezsxGl7sW7cHM2tUPzGyupCNwbcAxkobif84H4KP7g2ze069rAvdJuhqfWJ6E37nui094DjezBzp2Ji0bF1uDN/zWqdzynNFFeXsDv8SN6CzclzsON4CLFuUdmMoYXKLOZfBbzomp870KnETRE4CZ/KvhP/w9S6T1xh+lfidtZwC9i/J8ALxV4fUYX3zeaf+2FIlj1uj6X5DK3bGCvCvjRu+hWrahmn4ALIeP5MfiT5cVVt4MB9Zp5boNK9rf1tKw+a4z855IO7PMORyI/0lMxQcHyxelX4NP/K1dwfUYRpmliqXOpwbXfwA+IJmOD3QeAnYvyrMM/qj8M7gx/iT17TtJq4xq2aYQOQ1qjqSN8A58oJk1fIlYkA/S04TvATeb2Y+b3Z7OQDypF9SDnXCDPLzZDQmaymb4GubfNrshnYUYIQdBEOSEGCEHQRDkhDDIQRAEOSGWveWcZ96c3jSf0t8eeK1ZVfPLAV9sWt0brLhYTZfq1YLn3prRtH5wxyuVPCNRH3ZeoypRnJqy3gqLNrwfxAg5CIIgJ4RBDoIgyAlhkIMgCHJCUw2yihRziz+XyF9QAv5SY1oYBEHQODrbpN6bpOA5zW5IEARBrelUBtk8TmrJ+LZBEASdnbq6LCTtLOkBSZMlTZJ0u6R1O1BeC5eFpG3T510kPSFpVqpvJUkDJD0jaYakm1JA8kI5m0u6Q9IHkqZJelDSVkV1rSXpPrnq7YuSdk1lDczkWVEuFDo5bTdLWjOTvrKk69O5z5Q0VtI+7T3/IAi6NvX2IS8KDMHDAW6LR4S6MQX8riUn4KEiv4xH+r8Clyj/Sap3fVqGo1wcj5711dS2p4FbCkY7BUW5FhcW3RKPovZHYMFCASnm7L24cOgAYCs8YPZdKQ1gKP4s/3apDYPwWKtBEATzUVeXhZldk/0s6QA8fOAWuHpxrfi9pZikSU7oH8BmZvZk2jcc+Hyy0IokayQdhccL3gWP8bojHuv0GzYvePUxeHi+AvvgahQHWAoIIulQPLrVN3G9tlWBa8ysEBy7eU9aBEGQe+rtslhd0ihJr8gVjt9Nda5SwbG3JhfBDEnPt5H92cz7gpTNf4v29cuU3U/S+ZLGSZqKx0Ptl2nXOrgK8luZMh7H47oW2AyPGTy90E78DqAvsHrKcybwO0ljJJ0oabNWzrdPcsm02KZNndLGqQddiegH3Zt6uyxuwpUQDsXdCf+HuwEqcVkcDGyStl3byJtVMfBo1i2VDYyW5zoc2Bw4Btdo2wQXPqzGldIDd3VsUrStBZyf2nAxbrQvTfsfljS4THmD8BF0i23kxUOraFLQBRhEiX4w4qLoB92Burkskj92HeAIM7s37du00jqLRqe1ZhvgaDO7ObVrWXw5XYGxwAqSVjCzgj7Yl2hp1J/EZVw+MLMp5Soyl7O5ALhA0q+An9HSn11gCK6Y0IL9Djoi3BzdiyGU6Af7Hxz9oDtQTx/yZHy98CGS3sR1qE7DR8jNZhywv6RH8YnHU3FZowJ34vpZwyUdh6vLnoG3vRDkZSRwHHC9pD/gkjor49Ly55nZS5LOBG5N9S0B7Mw84dIWJKM+pXj/M29O78h5Bp2Mcv3gubdmzJc36HrUzWVhZp8BewMbAc8B5wC/xzXhms2BwGLAE8C/gEtwXTfg87bvia+qeAx3cZyEG+PZKc9M4Gu4Nt1V+Kh6OO5DnpyK6oFPML6AG/l3ccHHIAiC+aj3Kot7gA2Kdi+WSVdR/lbD3ZnZeHxlQ+Hz6OzntO/qEvvOA87LfH6GlvLlUCQHb2bjcIMLgKSNgV7Ay5k87+JKteXae1Rr5xMEQZClUz2p10gk7YmrLr8E9MddFs/gvuMgCIKaEwa5PIsDp+B+4cm4ZPsxhTXHQRAEtSYMchnM7DLgsma3IwiC7kPEQw6CIMgJYZCDIAhyQrgscs4PzhvTtLovOmCLptV96ZP1fC6odf624tpNq7sczZy5+OZayzWt7tcnz2xa3eutsGjD64wRchAEQU4IgxwEQZATwiAHQRDkhE5tkCUNlvRcjcoaLensWpQVBEHQHjr7pN7peKyIWrAXLcN4BkEQNJRObZDNbAZQkzBYZjapFuUEQRC0l4a5LCQtKGmIpHeTcOgjkrZJae0VK23hspC0oaS7k3DpjHTcdimtl6SzJE2U9LGkNyX9NXNsC5eFpL6Shifx0lmS7pK0fiZ9YKpje0nPSfpI0r2SVsvkCZHTIAgqppEj5FOB7+OhL18FjgVuy6o0M0+sdCowChcrnY2Llc7Fw1wOBspFURuFBwDaAo9dvGE6HuBoPKTmPniozZVw3bxyDEvp38ZjWZyU2ruWmc1KeRYEjk/nNBsPv3kesFNKHwoshIucTmujviAIujkNMciSFgUOBw7OqHQcBnwdOBK4K2WtSqy0BKsCp5vZ2PT55aK0ccADKUDQG8DDZdq7JvAtYICZ3Z/2/TAdsx9wUcq6AHCkmb2Y8pwOXCJJqY4QOQ2CoGIa5bJYHY8l/Llqs5nNBcYA62XyVSVWWoIzgIsk3SPpt5LWyaQNwzXvxkk6R9Juksqd/7q4oOnnj8mZ2dTUlmx7Py4Y48REXJevb/rcYZHTubNDKaI7ESKn3Zs8LHvLPhRarVhpy4LMBuMG8zpcvPRZSQemtCfxuMbHpzKGA3e2YpQraW+xHFUhrUeqs8Mipx8+dm2VzQs6OYMoJXIaYrfdgkYZ5FdwzbqvFHZI6glsRRmNufZiZi+Z2VlmthtwMa5eXUibbmZXm9nhwG64y2SNEsX8D782W2XauwTuk66qvWY2wcwuMLPvA3/A/eGlGIIb7xbb0lvsWU11QednCCX6wf4HHdHMNgUNoiE+ZDP7SNK5wCmSPsD/9Y8BlsUnvjo82SVpYXxd8lX4pN2yuLr0oyn9WOBt4Gl8JP4DfKJtQon2viTpeuB8ST/BRSdPSvlHVdGmDoucrv/bOyqtLugClOsH/50QrqvuQCNXWfwqvV4K9AGeAnY2s7cl1WL1wVzcdzsMWB74ELgJV4YGmA78AlgTdy08BeySxEpLcQA+WrkBXynxUGrvrDL5S1EQOV051X838PMqjg+CoBuhUCTKN+v/9o6mfUHNDL959f/ebTtTnfjb7mu3KrbbDP47YUbT+sGCCzRvqqmZ4Td3XHeZhveDPEzqBUEQBIRBDoIgyA1hkIMgCHJCGOQgCIKcEAY5CIIgJ4RBDoIgyAmx7C3nPP3G9OYtd+rVvP/rOZ981rS6N15l8dwte9vyr/c1rR/84/ubNKtqzn/8zabVfdHeG8SytyAIgu5KGOQgCIKcEAY5CIIgJ9TFIHdUwTkj6bRMLdtVop6BkhoStaWWCtlBEHRNuvsI+Qrgi81uRBAEAXRy1emOkiK3VRO9bT4k9TazOTVqUhAE3Zh6jpAXkHRmUm2eLOm0gjqHpN6STpE0IakxPy5ppxJlbCzp0ZTnP5I2LSRIWlrSP1MZsyQ9L+mATPpP5ArXPbMFShol6Yb0fj6XhaRDJb0saU56PaQo3SQdKenfkj4C/iKpp6SLJb2W2vKSpF+2Q40kCIJuTD0Nxn7MU904FFfKGJTSLgUG4EHiN8DllG6UtHFRGScDvwY2xeMbj5RUWBu4EPAk8E1gfVy/7nxJ26f0q4AlgR0LhUlaDFeRHlGqwZL2BM7G4yBvkMocKmn3oqx/BG7BFUTOSef5Fq6qvS7wW+A3eEzlIAiCiqiny+Jt4OikvjxW0lrAsUmJY1+gv5m9kfKeLWkH3HBntWp+b2b3Akj6E/AgsCIwwczeAk7L5L1A0tdT2Xeb2WRJt+B/DLelPHvgOng3lGnzccDlZlaYkByXhEl/BdyYyXeFmV1UdOwfMu/Hp9H8vriMVJtI6oMH7m/B/c++weJLzrc76KKU6web/eFGFlh48Ya3J2gs9RwhP2ItHwMcgxvTbQABL0iaUdhwjbvVi8rIqlBPTK/9wDX5krL0s5I+TGXsBaySOWYEsIekRdLn/YBrzGx2mTavS0YZO/EgLZWmAf5TfKCkw5Jb5f3UlmOK2tIWgyghbjnykhC37GYMokQ/eOehq5vZpqBBNGtSz4DNaakyDfNPsM2nQs28P5HjcDmknwH/BWYAfyEZ7MTN+Ij425LuBnYASvmqK2lvlo+yHyTtjbs5jgMexrX3jgSqUSgdgstPtWC/A494rYoygs7PEEr0g+W+8t3oB92AehrkL0tSZpS8JT7KHYOPkJcruCPayTbAjWZ2OUDyLa9FRiDSzD6WdBU+Ml4GeAcY3UqZ/8OVsbNuhm1oW2l6G+DRjKsDScWj/VYpJ2759BvTqykm6OSU6wdb/vW+hrclaDz1NMgrAEMkDcUnv34BnGhm4ySNBIZJ+jk+MbcUsC3wqpn9u8LyxwF7S9oG+AA4CpdMf6oo3whcXHQ14J9m1lrUmtOAqyQ9AdyBq0Tvh7tC2mrLQEm7AC8D++CTlpMrPJcgCIK6GuSRQE/gUfyW/2Lg7yntAHwlwqnASsAk4DGgmhHzibiRvRV3dQxLdRb7ex/AV0Csh0+ylcXMrpN0FO56GAK8DhxhZje2dhxwPrAJMAof/V8D/A04sNKTCYIgiPCbOSfCbzaeCL/Zkgi/2TjiwYUgCIKcEAY5CIIgJ4RBDoIgyAlhkIMgCHJCGOQgCIKcEKsscs670z5p2hc0c87cZlVNzx7NW+iwylIL5m6VxVtT5jSvH3zcvH6wcO+ebWeqEyv17R2rLIIgCLorYZCDIAhyQhjkIAiCnBAGuU40Sqg1CIKuQxjkREeVsoMgCDpKGOQgCIKcEAYZkDQMD5d5ZHIzmKTV2xIulbShpLslTUvKJ89I2q5MHQtKulbSk5L6lcoTBEH3plmKIXnjZ3hw+7G4OCl4LOOCcOn7wBbABbjYaiGA/SjgmZT2KR73eT55KElLANfjf4Dbmtm0ep1IEASdlzDIgJlNlTQHmGlm72SS2hIuXRU43czGps8vlyi+H3A5ybiX0/MrJ2754uvvsWSf+XYHXZRy/eD58e+yZIjddnnCZdEKFQiXngFcJOmeJLi6TolibgcmAHu1Iq4KZcQtLzj3rFqcStB5GESJfnDRuf9oZpuCBhGPTickjQaeM7Ofps97A8MpIVxqZv0zx60J7IKLp+4IHGZml0jaFldAOQ93e2xvZk+3Un8fSo+QX2vWCDkenW48rYyQX2vWCDkenW4c4bKYxxxccqpARcKlZvYS8BJwlqRzgYOBSzJZfo9LVN0tqaxRLidu+e60YmHuoCtTrh+8NWVOw9sSNJ4wyPMYD2whqT8wA/cHlxUulbQwcDpwVTp2WZIRLy7YzH6bVLHvSkb5mXqfTBAEnY/wIc/jdHyU/AK+quJW4Ep8JcXjQH9cuLTAXKAvLq76InAtMAY4tlThZvYb4EJ8pLxxPU4gCILOTfiQc06E32w8EX6zJeFDbhwxQg6CIMgJYZCDIAhyQhjkIAiCnBAGOQiCICeEQQ6CIMgJscqii5Ke+BoEDEkPG0Td3ZDu+l101n4QBrmLkh5weQ1YzczGR93dk+76XXTWfhAuiyAIgpwQBjkIgiAnhEEOgiDICWGQgyAIckIY5K7LFOAESoRyjLq7FVPont9FM+tuN7HKIgiCICfECDkIgiAnhEEOgiDICWGQuwmSBkqypPUXdFOiH+SbMMhBTZG0h6TBTaq7n6RLJT0raZKk2ZJelnSxpDWa0abuSjP7QTGSekgak/6Ibmp2e1ojDHJQa/YA/tikuvsCawF3pDb8FLgG+BbwpKT1mtSu7sgeNK8fFHMEsEGzG1EJIXIadBok9QJ6mtnsUulm9iLwlRLHXQ08hhvoI+rayKDutNUPivKuBPwF/3P4WxvZm06MkLsAknpL+qWkpyXNlDRV0n8k/bSN4wan27j+JdLGSxpdtG83SfdJ+kDSLElvSPq3pLVS+mjgx+m9ZbaBmTKWl3RuOnaOpImSLpDUr0zb1pd0hqQJwGxgy3ZcotfTa992HNtpiH5QknOAV4EzK8zfVGKE3MmR1Bu4HdgWv1UfgXfYDYG9gLNrVM8A4AbgOeBkfMH9CsAOwBrAOOAk/E/+q8APM4c/nMpYBVfm7g1cDLySjj0c2E7Sl8xsalHVI4FZ+OjGgLcraGsvYEmgVyp/cEq6pfIz7lxEPyjZ1u8CuwNbm9lcKXfatfMRBrnzMwj/EZ5sZr/JJkiq5R3Qt/Ef2Y5m9l5m/58Lb8zsTkn7AV81sxElyvgHbiT/z8wmZNp5FfAIcAzzjGeBKcAOZvZpFW3dCbgx8/ld4OdmdnkVZXQ2BhH94HMkLQmcBZxvZo9UckweCJdF52c/YDLwp+IEM/ushvUURizfkVT1H3n6gXwTH13NlrRMYQPGAy8D3yhx6JAqjTH4j3pHfDLv1/hoqm972t2JiH7QklNx+3Z8tW1sJmGQOz9rAmMrmeDoIGcDTwFDgUmSbpF0tKQvVHj82nh/Owh4v8S2NrBsiePGVdtQM/vAzO4ysxvN7BRgN/x2+Jxqy+pERD9ISPoqcAh+VzSl0uPyQFceMQRt01ogkxZ9w8w+lLQ57hfcEfga8HfgBEm7mtmYNuoqOPBGAMPL5JlVYt/MNsptEzObKOku4CBJR5vZxx0ts4vR1frB2cAzwKOaf/35ImnfFDP7oIoyG0IY5M7POGAdSQu2w9BMSq9L4beLAEhaCFgev338HDObC4xOG5I2Ap4AfoePQqH8j/vllNbbzO6qsp21YGGgJ7AEPhLrakQ/mMeq+KTuSyXStkv7z8GXQeaKcFl0fkbiy7l+V5ygtqeVC7eBOxTtP4aivpF8fMWMxUczS2X2zUj5s/swsw/xVQ57SZpvyZKcSm97SyKp1K0u8gdCtgdeMbOuaIwh+kGWHwHfK7GB/3F8D7iog3XUhRghd37OxJf2/C7dSt6BL3daH/fHFf/IstwFvAj8SdLSuCjkNvgaz+LbuQvli+zvwNf1LgzsDSwOXJbJ9wg+8hgq6WbgE+BRM3sN9+M+CNwv6TLcF9kD+CI+e38Z88+uV8PxknYEbsZHesKf0PohPqt/ZAfKzjvRDxJmdkOp/el/6R0zu7q9ZdcdM4utk2/AQsBvgefxH+EU4HHgiEyegfit4rZFx64F3Ib76KYAVwIr4gZtdCbfXvjM+ATgY/y2/z7gO0Xl9QBOT/nmpjoHZtKXAU7DR2WFtv4XNyjrZfINTsf2r+I67ABcndo+M7XzVeBSYP1mf0/RDxrTD1q5Pgbc1OzvqbUtAtQHQRDkhPAhB0EQ5IQwyEEQBDkhDHIQBEFOCIMcBEGQE8IgB0EQ5IQwyEEQBDkhDHIQBEFOCIPcBCQdL+kqSa8mNYTxVRx7SjpmRpV1riDpMknvJ5WH/0j6Xol8/SRdIRcJnSDpxFJhFiUdm1QelqymHc1EUn+1VLDIbs+VOWYXSXdLekfSR5JelHR6uce0q2xPxf1A0l8lPSzpPUkfS3pT0k2qUj06+kH7+kHR8e36DVZCPDrdHP6CB3R5EuhT6UGSNgGOxeMEVCx/kOIJPAj0A87An576AXClpAPN7NJM9kuBzfC4uv2AX+Fxdv+WKa9/Sv+Rza/s0Bm4Fvh30b4pxZkkHQJcgMc/OAX4CNgcDwa/l6QNzeyjDrSjmn6wJfAsLto6GVgO2B+4V9KPrILg+9EP5qOifpClvb/Bimn2o4LdcQO+mHn/HDC+gmN64o/B3oBH2ZpRRX2n4o+N7l5U3mPAh8Biad/C+GOuAzP5hgMPFZV3K3Bts69jO657/3QdBleY/0VgIrBQ0f4TUzl7NLofFB2/GK6G8kL0g/r1g6Jr1a7fYKVbuCyagJm92o7DjgbWA45qx7E/wCOdfS5rZB5C8R94hK5d0+4FcTfWpMyxk4BFCx/k0jxbU8PQhUpCmpLWkXSzpOlygc6rJS1Xq3qK6lxI0iJtZFsCmGzzB32fmF47Mjpubz/IHj8DN6SVirdGP5i/zkr6QYGO/AYro9n/Vt19o4KRER7fdQbwy/R5NBX+O+PxbA0YUSJtzZR2Wmbf/4D78Qhh2+AjsKEpbWngPeDwGl+D8XiM2neAc4HD0utnwB1FeXvhgWkq2oqO7Z/Od3oq24A38dvuBUu0a1jK8zdgXWBlPLjO2+k76NnIfpDyLYO7EDbGA7EbcHH0g/r1g47+Bqu6BrUuMLaqO2ElBvkW3H+4QLWdAfcDGnBKibRFUtqozL6tk8GxtD0G9Etpw3EfpGp8Dcanur5ftP+ctH/tzL5tM21rcysqbxXgbnyE8y1cRuj2lPdOigwsHuT8SuDTonIvAXo1oR8sVtSOmcD5wKLRD+rXDzr6G6xmi0m9nCNpX2BnYBurXuwT/McGHiqxmNlFeTCzhyWthsfRnQm8aGafSdoBj3u7KdBD0u9wYU0Bo4A/md/+tpeJZnZl0b57gCPwEdyLad8zuHRQ1ZjZG3ig+iwXS7oA12DbBw/0XuAT4A188udG/HrsBByI+1gPaU87OsAs/NwXwEds++FGehHadp9EP0hU2w9q8BusqnGxNXGjlZER7td7F7iwaP9o6jRCLlPGwsArpEkQfMb9A9znuEt6/8sOXIPxwAMl9m+b2vfjOn8HqxZfB9yHej/wMEUjQeCvKf8OjegHrRzTE3gAjyPc6og9+kG7+0GHf4PVbDFCzjd/xCdSLlRLscaFcbWbNYCPzezNVsooTECtWCKtsO+tNtpxAj6y+kv6fBBwnpndgjfkvLTv1DbKaY3WRlWfLy+S1JuWUkGtYmbvVJDtzVR/Vp5oG1zI8zhLv8AMV+HGaACuttEUzGyupJG4n/Vr+G14OaIftE2pflCL32DFhEHON6vineHRMukv4eoQG5QrwMzelvQWvo61mMK+/5Q7XtL/4etuv25mc9LulfDOW+BNfMKrEWwN3FtF/krWin4RH22+m9lXMFI9S+RfoOi1mSycXls1TtEP2t0POvwbrIY8dKigPKfgcunFnIB3nh8Cny/IT8t3VgGmmtnbmfz/BI6TtLulJU+SeuKTGlPwCYv5SHkuxGfxH8wkTQQ2zHzekHkjsHrTbt+hpKXNRTaz+3rg64rB/cQFXkiv+0n6u5l9kkkbmF4fb087qkVSX+CjjCEs7F8UH5F+hk+6FfZHP2iFKvtBVb/BjhIGuQlI+iH+zwvwBaB3mhwBeN3SU1dmNqbM8T8FVrX5xRq3wEcNw5lnNMB9nt8DRkk6A7813Rd/6uxgM5tepqmD8OVSvy7aPwIXFP0Q97kdwrzb2EIbx6c21vRpJjObTPvdBBdKWgL3C7+J35p+B/evXo/r8RXqeUbSNSn9P5JGMG9Sb3dcxPP69p4HVN4PcNfI+ak9L+PLtVbDjcFKwAlm9nqm6OgHrVNNP6j2N9gx6ukkj63s5MFoyi/RGV3h8fNNKDBv8mNYibQVgcvxiZfZ+OO6e7dSx2r4zP2eJdJ642tz30nbGUDvojwfAG9VeD3GlzrvzPkMrNF1Pyhdu3eAObhhewSfwe9R5jx/iY/GZuH+03G40WlzqVmt+gGwOi5b/wI+GvskncONwG7RD+rbD1r57mo+qRcip0HNkbQRbsSK4yME3YjoB9UTj04H9WAn/Ic4vNkNCZpK9IMqiRFyEARBTogRchAEQU4IgxwEQZATwiAHQRDkhFiHnHMeeXlK05z8iy3cvO7x8SefNa3uzfovUXsliA5y7bPvNK0fLNqr1MOKjWHVvou2nalOrL3cIg3vBzFCDoIgyAlhkIMgCHJCGOQgCIKc0FSDnKS0v1vuc4n8BfnuLzWmhUEQBI2js03qvYkHOfmg2Q0JgiCoNZ3KIJtLw1QSaDoIgqDTUVeXhaSdJT0gabKkSZJul7RuB8pr4bKQtG36vIukJyTNSvWtJGmApGckzZB0k6SlM+VsLukOSR9ImibpQUlbFdW1lqT7JM2W9KKkXVNZAzN5VpT0r3R+k5N0+ZqZ9JUlXZ/OfaaksZL2ae/5B0HQtam3D3lRYAgen3VbPHTgjUl+pZacgMds/TLQF7gC+APwk1Tv+sDgTP7F8RCEX01texq4pWC0U7Dqa3G14S3xmLJ/BBYsFJCCgN+LhzAcAGyFq/TeldIAhuJ6ZdulNgzCA4EHQRDMR11dFmZ2TfazpAOAabgRfLDkQe3j92b2QKrjPOAfwGZm9mTaNxz4fLLQzO4patdReIDqXfCg2zsCawPfMLO3Up5jgIcyh+2Dy8IcYClCk6RDgfeAb+Ly8asC15jZM+mY18qdgKQ+QJ/i/Xc8MZ7Fl1iykmsQdAHK9YPLHxjLotEPujz1dlmsLmmUpFckTcO1qnrg8jJtHXtrchHMkPR8G9mfzbwv6GH9t2hfv0zZ/SSdL2mcpKl4gOp+mXatg8uRZ0UfH8elcgpshgfvnl5oJ34H0BcPKA5wJvA7SWMknShps1bOYRBusFtsVww7t/UzD7oagyjRD24ceWEz2xQ0iHpP6t0ETAAOxeViPsVVDypxWRzMPAHHT1rLWJRuANZSA81o+eczHFgWOAZXKfgYV+ytxpXSA3d1lPIJT0ptuFjS7bhM+g7Aw5JONrPBJY4ZAgwr3rn3wMPLjqqDLskQSvSD3fc7JPpBN6BuBjn5Y9cBjjCze9O+TSuts2h0Wmu2AY42s5tTu5bFl9MVGAusIGkFMyuINn6Jlkb9SVyP7AMzm1KuIjObAFwAXCDpV8DPaOnPLuSbQgn/8iMvly066IKU6wfXPhuLi7oD9XRZTMbXCx8iaQ1JA4Dz8FFysxkH7C9pPUmbA//CtbUK3Am8CAyXtLGkLXG9sE9JI3BgJO4KuT6t6FhN0tck/a2w0kLSmWmlyRclbQLszDw14yAIghbUzSCb2WfA3sBGwHPAOcDvcfdAszkQWAx4AjfGl+CuC+Dztu+Jr6p4DHdxnIQb49kpz0zga8CrwFX4qHo47kOenIrqgU8wvoAb+XeBH9fzxIIg6LyEhFOFSNoY9xl/ycyeaFS9EX6z8UT4zZZE+M3G0ame1GskkvbE5c9fAvrjLotncN9xEARBzQmDXJ7FgVOAlXEXxGjgGItbiiAI6kQY5DKY2WXAZc1uRxAE3YeIhxwEQZATwiAHQRDkhHBZ5JwXp0xvWt0b9+7TtLrPf/zNptV9Qf/1m1Z3OZ57b0bT6v7BRis2re45c5u32qYZxAg5CIIgJ4RBDoIgyAlhkIMgCHJCpzbIkgZLeq5GZY2WdHYtygqCIGgPnX1S73Q8VkQt2Iu2w3wGQRDUjU5tkM1sBlCT6Wczm1SLcoIgCNpLw1wWkhaUNETSu0k49BFJ26S09oqVtnBZSNpQ0t1JuHRGOm67lNZL0lmSJkr6WNKbkv6aObaFy0JSX0nDk3jpLEl3SVo/kz4w1bG9pOckfSTpXkmrZfKEyGkQBBXTyBHyqcD38dCXrwLHArdlVZqZJ1Y6FRiFi5XOxsVK5+JhLgcDR5WpYxQeAGgLPHbxhul4gKPxkJr74KE2V8J188oxLKV/G49lcVJq71pmNivlWRA4Pp3TbDz85nnATil9KLAQLnI6rY36giDo5jTEIEtaFDgcODij0nEY8HXgSOCulLUqsdISrAqcbmZj0+eXi9LGAQ+kAEFvAA+Xae+awLeAAWZ2f9r3w3TMfsBFKesCwJFm9mLKczpwiSSlOjoscnrOPf9l0cVD3LK7UK4fHH/tEyy82BINb0/QWBrlslgd6EVGtdnM5gJjgPUy+aoSKy3BGcBFku6R9FtJ62TShgGbAOMknSNpN0nlzn9dXNB0TKa9U1Nbsu39uGCMExNxXb6+6XOHRU7v+OfFrRwSdEEGUaIfjPn3sCY2KWgUeVj2lg1nWa1YacuCXDx0PeA6YGvgWUkHprQn8bjGx6cyhgN3tmKUK2lvsRxVIa1HqvNiXJn6UmAtXOR0cJlyh6S8LbZv7HtQlc0LOjlDKNEPttprYBObFDSKRhnkV3DNuq8UdkjqCWxFjTXmzOwlMzvLzHYDLsbVqwtp083sajM7HNgNd5msUaKY/+HXZqtMe5fAfdJVtdfMJpjZBWb2feAPuD+8VL4pZja+eAt3RfeiXD8Id0X3oCE+ZDP7SNK5wCmSPsBvw44BlsUnvjo82SVpYXxd8lX4pN2yuLr0oyn9WOBtXIbpE+AH+ETbhBLtfUnS9cD5kn6CqwCflPKPqqJNZwK34r7rJQiR0yAIWqGRqyx+lV4vxSctngJ2NrO3JdVi9cFc3Hc7DFge+BC4CTgupU8HfgGsibsWngJ2SWKlpTgAv328AV8p8VBq76wy+UtREDldOdV/N/DzKo4PgqAbESKnOWf4f95s2he0cb8+zaqaoY++0bS6L/je+rkTOf3zXS83rR901/Cb6y6/aMP7QR4m9YIgCALCIAdBEOSGMMhBEAQ5IQxyEARBTgiDHARBkBM6dfjN7sCDr05tWt3n3V029EbdGfSN1ZtWdx7Zfa1lm1b3H25/se1MdeKxZ99pWt0vnbZzw+uMEXIQBEFOCIMcBEGQE8IgB0EQ5IS6GOSOCoZmFESWqWW7StQzUFJNJKAqqKtmgqxBEHRNuvsI+Qrgi81uRBAEAXTzVRYpUFA1wYLmQ1JvM5tToyYFQdCNqecIeQFJZyaR0MmSTisEg5fUW9IpkiYk8c/HJe1UooyNJT2a8vxH0qaFBElLS/pnKmOWpOclHZBJ/0kSVO2ZLVDSKEk3pPfzuSwkHSrpZUlz0ushRekm6UhJ/5b0EfAXST0lXSzptdSWlyT9sh3B74Mg6MbU02Dsx7wg74figdkHpbRLgQF4TOINcPWOGyVtXFTGycCvgU3xcJojJRUiMC0EPAl8E1gfl0s6X9L2Kf0qYElgx0JhkhbDRUtHlGqwpD2Bs/GwmxukModK2r0o6x+BW/CA9eek83wLF3FdF/gt8Bs8hGcQBEFF1NNl8TZwdBL7HCtpLeDYFPh9X6C/mRViLJ4taQfccB+RKeP3ZnYvgKQ/AQ8CKwITzOwt4LRM3gskfT2VfbeZTZZ0C/7HcFvKswcuu3RDmTYfB1xuZoUJyXFJB+9XwI2ZfFeY2UVFx/4h8358Gs3vi6uWtEk5ccsfXvIQCy4aahHdhXL94P5n32DxJefbHXQx6jlCfsRaBlsegxvTbQABL0iaUdhwSaXix7OyoqcT02s/cAmoJGT6rKQPUxl7AatkjhkB7CFpkfR5P1wFenaZNq9LRog18SAthU0B/lN8oKTDklvl/dSWY4ra0haDKCFu+dwtJQfzQddlECX6wchLhjazTUGDaNakngGb01LUFOafYJtP9JR5fyLH4eobP8PVoGcAf6GlKvXN+Ij425LuBnYASvmqK2lvlo+yHyTtjbs5jgMexqWejgT2rKKOIbjaSQs22HX/5j2/HDSDIZToB/sdeET0g25APQ3ylyUpM0reEh/ljsFHyMsV3BHtZBvgRjO7HCD5ltfC9e8AMLOPJV2Fj4yXAd4BRrdS5v9wIdasm2Eb2tbB2wZ4NOPqQFJVwRjMbAqZthc45MpYutydKNcPnn5jesPbEjSeehrkFYAhkobik1+/AE40s3GSRgLDJP0cn5hbCtgWeNXM/l1h+eOAvSVtA3wAHIVLpj9VlG8ErmW3GvBPM2tNE+Y04CpJTwB34KKk++GukLbaMlDSLsDLwD74pOXkCs8lCIKgrgZ5JNATV302fNT595R2AL4S4VRgJWAS8BhQzYj5RNzI3oq7OoalOov9vQ/gKyDWwyfZymJm10k6Cnc9DAFeB44wsxtbOw44H9gEV6QWcA3wN+DASk8mCIIgRE5zziFXPte0L+i51yY1q+qmht/c+/9WzJ3I6dNvTG9aPzjtvleaVXWzw2+GyGkQBEF3JQxyEARBTgiDHARBkBPCIAdBEOSEMMhBEAQ5IVZZ5Jx3pn3StC/o409aW7JdXxbq1byxwrJL9MrdKoupsz5rWj+Y27yq6dmjeV/Fkgs3vvIYIQdBEOSEMMhBEAQ5IQxyEARBTgiDXCcaJdQaBEHXIQxyoqNK2UEQBB0lDHIQBEFOCIMMSBqGh8s8MrkZTNLqbQmXStpQ0t2SpiXlk2ckbVemjgUlXSvpSUn9SuUJgqB70yzFkLzxMzy4/VhcnBQ8lnFBuPR9YAvgAlxstRDAfhTwTEr7FI/7PJ88lKQlgOvxP8BtzWxavU4kCILOSxhkwMymSpoDzDSzbLy/toRLVwVON7Ox6fPLJYrvB1xOMu6t6PkFQdDNCYPcCpIOAw7GDe/CQC88aH2BM4CLJP0YVyW5JmOcC9yOq6J8x8w+baWuPpRQGx77+nss2We+3UEXpVw/GD/xQ/pEP+jyhA+5DBnh0mG4MOomwFCgdyGPmQ3GlUiuA7YGnpVUrBJyE665t0EbVQ6ihNrwheee1YGzCDohgyjRD849+8xmtiloEBHLIiHpDuAVMzs8ff4HsJGZDcjkuSHt61+mjHOBjc1sa0nb4pJUXwCOAQ4Dtjezp8sc24fSI+TXmjVCjlgWjaeVEfJrzRohRyyLxhEui3mMB7aQ1B+YgfuDywqXSloYOB24Kh27LEl9urhgM/ttUsW+S9L2ZvZMiTxTKKE2/M60Tzp8YkHnoVw/mDqreX+OQeMIl8U8TgfmAC/gqypuBa7EV1I8DvTHhUsLzAX64i6NF4FrgTHAsaUKN7PfABcCd0vauB4nEARB5yZcFjknwm82ngi/2ZJwWTSOGCEHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATwiAHQRDkhFhl0UVJDxgMAoakta1Rdzeku34XnbUfhEHuoqQHXF4DVjOz8VF396S7fhedtR+EyyIIgiAnhEEOgiDICWGQgyAIckIY5CAIgpwQBrnrMgU4gRKRw6LubsUUuud30cy6202ssgiCIMgJMUIOgiDICWGQgyAIckIY5CAIgpwQBrmbIGmgJEtaf0E3JfpBvgmDHNQUSXtIGtzE+scng1NqW6ZZ7epuNLsfpDYsIukPkp6XNEvSJEljJO3ZzHa1RoicBrVmD+DHwOAmtmEscFKJ/dMb3ZBuzB40sR9I6gvcDawJXAqcASwKrAus2ow2VUIY5KDTIKkX0NPMZreR9V0zG9GINgWNp8J+cBawBvBlM3uhMS3rOOGy6AJI6i3pl5KeljRT0lRJ/5H00zaOG5xu5fuXSBsvaXTRvt0k3Sfpg3QL+Iakf0taK6WPxkdFFLkKBmbKWF7SuenYOZImSrpAUr8ybVtf0hmSJgCzgS0rvCYLSFqikrxdhegHnx/TH/gBcKGZvSCpp6TFWrsGeSFGyJ0cSb2B24FtgTuAEXiH3RDYCzi7RvUMAG4AngNOxp+AWgHYAR+JjMPdBD2ArwI/zBz+cCpjFWAM0Bu4GHglHXs4sJ2kL5nZ1KKqRwKzgL8BBrxdQXO/DMwEekmaClwPHG9mE6s66U5E9IMW7Jzqf0HS5cD3gd6S3gL+ZmZ/b8+5N4IwyJ2fQfiP8GQz+002QVIt74C+jXfyHc3svcz+PxfemNmdkvYDvlrGZfAPoBfwf2Y2IdPOq4BHgGOY3+c4BdjBzD6tsJ3PAxcB/0t1bQscDGwvaYsubJQHEf2gwNrp9WTgA+AwYE56PUNSHzP7YwXlNJxwWXR+9gMmA38qTjCzz2pYT2HE8h1JVf+RS1oS+CY+upotaZnCBowHXga+UeLQIVUYY8xsNzM70cyuMbN/mdlhwI+AFfHYBl2V6AfzWDy99sb/FC41s5HA11P5v0yTfrkjDHLnZ01gbAUTXR3lbOApYCgwSdItko6W9IUKj18b728HAe+X2NYGli1x3LiONtzMRuE/9t06WlaOiX4wj1np9SYz+7Cw08w+AUYBC1HhXESjCZdF96a1yFIt+oaZfShpc9wvuCPwNeDvwAmSdjWzMW3UpfQ6AhheJs+sEvtmtlFupYwHvlKjsroaXa0fFNwg75RIK/ieczlCDoPc+RkHrCNpQTP7uMpjJ6XXpXCDBYCkhYDl8du7zzGzucDotCFpI+AJ4HfMG32W+3G/nNJ6m9ldVbazFqwBvNuEehtF9IN5PJZeVyqRVtj3Xom0phMui87PSPzf/nfFCZI0f/YWFG4DdyjafwxFfUOln3Ibi49mlsrsm5HyZ/eRbh1vAfaSNN/topxKb3tLUlxnZv+R+A/xxo6Un3OiH8zjfuB1YHdJK2bKXhSfT5iCr/LIHTFC7vycCewO/C7dSt6BL3daH/fHFf/IstwFvAj8SdLSuErvNrh/7YOivBdKWimV/zqwMLA3PoFyWSbfI8BPgaGSbgY+AR41s9fwZU0PAvdLugz3RfYAvojP3l9Gx57s+pGkg4Db8JHeAvjKgz3wpVW5nFmvEdEPEmY2V9IR+MThGElD8VUWBwArAweZ2UftLb+umFlsnXzDJyl+iy/5mo2PAB4HjsjkGYjfKm5bdOxauAGbmY67El+RMB4Yncm3F97BJwAf4xMw9wHfKSqvB3B6yjc31Tkwk74McBo+Kiu09b+4QVkvk29wOrZ/FdfhK6mNb+Ajttn48re/An2a/T1FP2hMP8gcOwC4B39kfibwELB7s7+n1rZQDAmCIMgJ4UMOgiDICWGQgyAIckIY5CAIgpwQBjkIgiAnhEEOgiDICWGQgyAIckIY5BwhaTFJv5H0X0nTUwDwh+XClG09bZUt50eSnkrBw9+VdFGpp58k/UDSWEkzJD0g6f9K5FlC0puSftnR82skkv6art17kj5O53CTSoh7StpS0tWSXk7Xfbqk5yT9MUUna2S7CwHZy22fVFDGtm2UYZK+ksm/uqTbJE2T9Kqkn5Up9yxJz7QnyluzkAfTv0EeaH+mpMmSnpQ0KD0ans3bV9LPJN2R+sssSS/KA+ev3JD2xjrkfCCPWXsfsDUedOURYBFgX2AL4FQz+1UF5RyD64fdh0e2Wgk4Fn+qagtLTyhJ+jL++OiVeEyCg/AHAdY2s+mZ8s4BtkrHVhwGs9nIVSvGAi/hYSmXA/bHNdV+ZGaXZ/L+CNgHf4hiIj5Q2TzlfxE/91IBb+rR7o2AjUokbQT8ArjWzPZqo4xl8cA/xSwIXIA/fbeSmX2S+t3T+BN3f8ef7DsC+K6ZXZMp88vAA8BXzOzxas+rWUj6NS5Y8CQeWGhhPDDS9/AnFL9hyQhK2hm4Cdfiuwe/ThsAh+JP+m1t9ZaDavaTKbH5hhs9A/5etL838CowpYIylgE+woOr9Mzs3z2V/ZvMvpNTuYU/5dVSnh0zebZOHXGzZl+fGl3jxfAAQy9UmP8X6Zp8PwdtPz+1ZbcOlLFvKuO0zL61KXpyD/8zH5n53At4trhvduYNOCed9xaZff2B1Uvk3SHlvbre7QqXRX4o6L+1ULQwszn4P3Ulz97vgY+q/2EekatQxo248d0/k3dh3MgXbpEKEb8Whc8lgS4EzjKzJ6o6kzIk14tJ+rqk4yS9ktwJ4yT9uBZ1tIaZzQA+pPLQi6+n16aGakxBcfbBH0O+rQNFHZxeL8rsWzi9Tsrsm0TqB4lf4v1zvsBF7SX1g2GStpLr830k6cPkXmuE/t18362ZjTezV4ozmkelm4SPlutKp/EFdQMew5/n/6Wk8cCjuHH9MbAZLj/TFpun11KRrB4B9pW0WDJMY4CjJf0Qj451HD4aLhjfX+M/1j+052Ta4C+p7PPxeAiHA8MkvWxmDxUyJf9trwrLnGlm88XMlUcn64GHkTwEd1lcUqoASYvg13wR/Jqfgl+TZoQLzfI93CCelf2jrQZJqwHbAQ+a2YuZpBdxY/P7NE+wHq5J98d03Fq4Id7Lah+QZxPcRXAp7l7bFnedfQb8JNP2BZmnAtIWc81scvFOSYvjLpsl8Jgnv8L/nB9tq8DUDxfHdQTrS7NvHWJrcWv0VfwHYpltGrBHhcffmI5ZuETaqSltrfRZwLBMPbOBw1LaOunzN2p8fgNTXU/h8XAL+1fEDfM/i/KPLroWrW2DS9S3WFGemfifwKJl2nd6Uf7nan0N2nndHsCN1GodKOPP6Zx+XCJtD1yaqXDet+GBipS+g1F1OCdL5/Tlov2FyHCLleg3lWzjy9R3dVG+R6jQFZf57RxY7+86Rsj5YgZuBG7AFXqXAo4ERkn6tpnd2cbxi6TXUgHKZ2fzmPe0gZJ+jxvEcWY2Ka3muAC4yszukLQh8yZ7/gf8zMz+2+4zdIaau2JIbXlL0jhchijLz6ncXfBqiX2z8MmtBYBVcd25xfBrUGq0dz5ujPrgPv1tcb9805C0Nh4K827z0JXtKaMnbtSmAVcVp5vZdfKQmusCk8zs5XTcwbhq9fclLYzfMXwLv3bnmllHlazHmFnxCPUeYFfcn1sYkd5O6UnKUpSbfD0BOA/4An6nsBGwdFuFSfoufvd4Gz6Sry/N/OePrcW/8IZ4ZzqsaP8iuLEZT2airkwZFY+QWynjUDyk4jL4bdq7uFT7prjv8V1g8Xae48DUhu1LpI0GXqvzNe6Jjzb/C/SqIP9Oqb37NrFfFL63fTpQxq6pjPOqOGY5fHXKwPT5XDym9NfwycFZdGCyM7Xn8lb6yIA6X9dD8bCgX2njun2Mr75ZoiHfd7M6WmzzffmXpI64dIm0f6S0+WaAi/IVZuLXKJE2Er9FXKyV45fH/dg/TJ9/kDrkIunzIulzuwwUZWLxprTRFN1u4ncIy1W4lT2vojIPK/enUCb/O8ADTeoTC6T6PwAW7EA516Rz/lIVx1wJ3JXe90gG+OBM+gjg9g60yYBhlfQRfL6h0n7whQrrXzQZ5Pn+FFL6zvhd5ZNA30Z95+GyyA8FqZmeJdIWKHotx+P4ZMhWFOmg4eoPL5pP6JXjbOAxm7dGdyX8FnYmgJnNlDQJV11oBP/Gg4xXwglUpjJRWFVQUu6pBAtVkbfW7I4rMJ9p1evkASCpXyrnGTP7T4XH7A58E79rA79bWgh4M5PtTfyuqRHsTeXugtdxd0db9Mb/aOb7btN65Ovwdew7WIlJwnoRBjk/vAB8Ax8hnFrYKakPLmszmYyRlbQKPmJ9xVzeHOB64Czgp5JGWZqRTz+wLwK/L1e5pD3wUUF2ac9E4AuSljWzd9MDB1+gaGleHWmXD1lSX+Ajy/ip0/5FmTeL/1hm/3JmNp9CcVqKtyQ+wmwGB6XXi8tlkLQ83sY3rMQqE1xDrldrZRSVtzgwFDjB5i0B+xBfbbIh7s8lvW9UP2i3D7ncdwscnV4fKcr/DeBafHJ9ezObVHxgPQmDnB+G4D+ev6aJtIfwf+9DcFfCkdZyydNl+OhxNZJSsJm9nybpTgfukvRPfOT9c/zffkipiiUtgY+O/2gtJ45uxieCrpV0Ob6OeWraXzh2ID56OcHMBrf35Eth7V//PAA4X9I1+J/YdPw6/RAf9Z9gZq9n8t8i6UN8KeAbuIHbBv8jnEDHdP7ahaQV8D/Ix6z1SdST8aWR25FUoIs4CL/1HlFh1X/BDfDfCjvMNer+iS+NE7AC7l89oKjNBrxuZv0rrKsizOxt/Cm79vCcpAdx18Nb+Gh/R2B7fC5hSCGjpC/hgxrhfXoXFUUsMLNKr2P7aJRvJLaK/Fqr449NT8CX/kzD1wjvVSLvaMpojeGj7GfwH+J7uH+6Xyv1DsXXH883aYg/dvoYvgLkcWDLovSjUjsOqeD8BlKFD7mD1/Ei/K5jarqW7+CTnvM96Yavg74LH/HNwVcRPIsbu/l8+g3qC7+p5Loyb+liqWu6dUobWWGdW6bzn8/XjK/fHYYb6zeA40lPeab0xVNdD1VYV8U+5A5ex9/jE7nvZn5Tj6f2L1qm7rJbvb/3iGURdAhJ/8ZvX9ezea6ToJsh6Vv46PLrZnZvs9vTWQmXRdBuUtSvr+Oy6mGMuzc7ATeFMe4YMUIOgiDICRFcKAiCICeEQQ6CIMgJYZCDIAhyQkzq5ZzZn9I0J//R1z7frKoZvGNxnKHGsUKf3hXLZTWKn9/4YtP6wUPPl3quojGM/e+bbWeqE1NG7t/wfhAj5CAIgpwQBjkIgiAnhEEOgiDICU01yElX67vlPpfI3z/l+VJjWhgEQdA4Otuk3pt4oJ0Pmt2QIAiCWtOpDLJ5tLPmTfkGQRDUkbq6LCTtLOkBSZMlTZJ0u6R1O1BeC5eFpG3T510kPSFpVqpvJUkDJD0jaYakmyQtnSlnc0l3SPpA0jRJD0raqqiutZI8+WxJL0raNZU1MJNnRUn/Suc3WdLNktbMpK8s6fp07jMljZW0T3vPPwiCrk29fciL4vFGt8AFI6cCN0rqXeN6TgAG4aEi+wJX4PL1P0n1rk/LmLaLA5fjKs9bAE/jMXGXBpDUAw9S/SkeknAgLou+YKGAJBl/Lx7icgCu0vE2Hoe4IDY6FA8iv11qwyBcIikIgmA+6uqyMLMWSguSDsDjkW4BPFjDqn5vZg+kOs7DNeg2M7Mn077hwOeThWZ2T1G7jgK+A+yCB/LeEVgbl4B/K+U5Bg8aX2AfPJD1AZYiNEk6FI8//E1ck2xV4BozeyYdU1Y1OCmD9Cne//b7k+nTZ77dQRelXD84YtRjLLTYEg1vT9BY6u2yWF3SKEmvSJqGB4nuAaxSwbG3JhfBDEltPTL2bOb9u+n1v0X7+mXK7ifpfEnjJE3FFSX6Zdq1DjCxYIwTj+PSPwU2w1Uophfaid8B9MUDpAOcCfxO0hhJJ0rarJVzGIQb7Bbb2WcNafXEgy7HIEr0gydvGN7MNgUNot6Tejfh6heH4vIpn+IqDpW4LA5mniBlW7F2s+kuR9AyPq/R8s9nOC4eeQwuf/QxcHeF7SrQA3d1lPIJT0ptuFjS7bjczQ7Aw5JOttJSR0NwRYYW/PToQWVH1UGXZAgl+sGm3/px9INuQN0McvLHrgMcUQhaLWnTSussGp3Wmm2Ao83s5tSuZfHldAXGAitIWsHMCkKOX6KlUX8S2Bf4wMymlKvIzCYAFwAXSPoV8DNKaLSlMuYrZ/anlZ5S0BUo1w9+fuOLDW9L0Hjq6bKYjK8XPkTSGpIGAOfho+RmMw7YX9J6kjYH/oVriRW4E1edHS5pY0lbAmfgbS8EeRmJu0KuTys6VpP0NUl/K6y0kHRmWmnyRUmb4KKVLzTkDIMg6HTUzSCb2WfA3sBGwHPAObjg4Mf1qrMKDgQWw4U9/4WLgI4vJKa274mvqngMd3GchBvj2SnPTOBruPz8VfioejjuQ56ciuqBTzC+gBv5d3GF4CAIgvmo9yqLe4ANinYvlklXUf5Ww92Z2Xh8ZUPh8+js57Tv6hL7zsNH54XPz+BL5LJcXnTMONzgAiBpY6AXLitfyPMuRVLoRWUc1dr5BEEQZOlUT+o1Ekl74nLwLwH9cZfFM7jvOAiCoOaEQS7P4sApwMq4C2I0cExhzXEQBEGtCYNcBjO7DLis2e0IgqD7EPGQgyAIckIY5CAIgpygcInmm5lzmvcFvfb+zGZVzetTPmpa3buu3y93Iqe3v/B+0/rBKn0WaTtTvWjiN7Hu8ouGyGkQBEF3JQxyEARBTgiDHARBkBM6tUGWNFjSczUqa7Sks2tRVhAEQXvo7OuQT8djRdSCvWg7zGcQBEHd6NQG2cxmADNqVNakWpQTBEHQXhrmspC0oKQhkt5NwqGPSNompbVXrLSFy0LShpLuTsKlM9Jx26W0XpLOkjRR0seS3pT018yxLVwWkvpKGp7ES2dJukvS+pn0gamO7SU9J+kjSfdKWi2TJ0ROgyComEaOkE8Fvo+HvnwVOBa4LavSzDyx0qnAKFysdDYuVjoXD3M5GCgXRW0UHgBoCzx28YbpeICj8ZCa++ChNlfCdfPKMSylfxuPZXFSau9aZjYr5VkQOD6d02w8/OZ5wE4pfSiwEC5yOq2N+oIg6OY0xCBLWhQ4HDg4o9JxGPB14EjgrpS1KrHSEqwKnG5mY9Pnl4vSxgEPpABBbwAPl2nvmsC3gAFmdn/a98N0zH7ARSnrAsCRZvZiynM6cIkkpToqFjkNgiBolMtidTyW8OeqzWY2FxgDrJfJV5VYaQnOAC6SdI+k30paJ5M2DNgEGCfpHEm7SSp3/uvigqZjMu2dmtqSbe/HBWOcmIjr8vVNnysWOZXUR1L/4m3KlCmtnG7Q1SjXD2ZMm9rspgUNIA/L3rKPhFYrVtqyIBcPXQ+4DtgaeFbSgSntSTyu8fGpjOHAna0Y5UraWyxHVUjrkeq8GFemvhRYCxc5HVym3EGUUBs+5x9Dqmxe0MkZRIl+cO3l5zezTUGDaJRBfgXXrPtKYYeknsBW1FhjzsxeMrOzzGw34GJcvbqQNt3Mrjazw4HdcJfJGiWK+R9+bbbKtHcJ3CddVXvNbIKZXWBm3wf+gPvDSzEEN94ttiOPGlRNdUHnZwgl+sGePzy0mW0KGkRDfMhm9pGkc4FTJH2A/+sfAyyLT3x1eLJL0sL4uuSr8Em7ZXF16UdT+rHA28DT+Ej8B/hE24QS7X1J0vXA+ZJ+gqsAn5Tyj6qiTWcCt+K+6yVoReS0nNrwzDkR/Kk7Ua4f3P7C+w1vS9B4GrnK4lfp9VKgD/AUsLOZvS2pFqsP5uK+22HA8sCHwE3AcSl9OvALYE3ctfAUsEsSKy3FAfho5QZ8pcRDqb2zyuQvRUHkdOVU/93Az6s4PgiCbkSE38w5EX6z8UT4zZZE+M3GkYdJvSAIgoAwyEEQBLkhDHIQBEFOCIMcBEGQE8IgB0EQ5IROHX6zO9CjR/OmmZu5AmejFfo0re488ulnzfsu5jaxH/RdpHfT6m4GMUIOgiDICWGQgyAIckIY5CAIgpxQF4PcUcHQjILIMrVsV4l6BkqqiQRUBXXVTJA1CIKuSXcfIV8BfLHZjQiCIIBuvsoiBQqqJljQfEjqbWZzatSkIAi6MfUcIS8g6cwkEjpZ0mmFYPCSeks6RdKEJP75uKSdSpSxsaRHU57/SNq0kCBpaUn/TGXMkvS8pAMy6T+RC6r2zBYoaZSkG9L7+VwWkg6V9LKkOen1kKJ0k3SkpH9L+gj4i6Seki6W9Fpqy0uSftmO4PdBEHRj6mkw9mNekPdD8cDsg1LapcAAPCbxBrh6x42SNi4q42Tg18CmeDjNkZIKC3MXAp4Evgmsj8slnS9p+5R+FbAksGOhMEmL4aKlI0o1WNKewNl42M0NUplDJe1elPWPwC14wPpz0nm+hYu4rgv8FvgNHsIzCIKgIurpsngbODqJfY6VtBZwbAr8vi/Q38zeSHnPlrQDbriPyJTxezO7F0DSn4AHgRWBCWb2FnBaJu8Fkr6eyr7bzCZLugX/Y7gt5dkDl126oUybjwMuN7PChOS4pIP3K+DGTL4rzOyiomP/kHk/Po3m98VVS4IgCNqkniPkR6zlo15jcGO6DR7l9AVJMwobLqm0elEZWdHTiem1H7gEVBIyfVbSh6mMvYBVMseMAPaQVAjouh+uAj27TJvXJSPEmniQlsKmAP8pPlDSYcmt8n5qyzFFbWmVEDkNIEROuzvN8nEasDmuAl3Y1gUOLMo3n+gp89p8HK6+cRqwfSrjOlz1ucDN+Ij425L6ATtQxl1RQXuztIieLmlv3M0xDNgptWVoUVvaYhAlxC3PPmtI9a0NOjODKNEPrh9xQTPbFDSIerosvixJmVHylvgodww+Ql6u4I5oJ9sAN5rZ5QDJt7wWGT0yM/tY0lX4yHgZ4B1gdCtl/g8XYs26GbahbWHTbYBHM64OJBWP9ttiCG7QW/DTowe9VmU5QedmCCX6wbf3/0n0g25APQ3yCsAQSUPxya9fACea2ThJI4Fhkn6OT8wtBWwLvGpm/66w/HHA3pK2AT4AjsIVep8qyjcC17JbDfinmX3WSpmnAVdJegK4Axcl3Q93hbTVloGSdgFeBvbBJy0nV3guZcUtZ39aaQlBV6BcP7j5ufca3pag8dTTII8EeuKqz4aPOv+e0g7AVyKcCqwETAIeA6oZMZ+IG9lb8bXEw1Kdxf7eB/AVEOvhk2xlMbPrJB2Fu0OGAK8DR5jZja0dB5yPuylG4aP/a4C/Mb8LJgiCoCwhcppzZn86n/+6Ybz8TkOeKi9Jn0WbF3Zxpb69cydyevNz7zWtH6zat3kip32b2A9W7NP4fhAPLgRBEOSEMMhBEAQ5IQxyEARBTgiDHARBkBPCIAdBEOSEWGWRc2bOad4XNL2Ji6B7L9C8sULfRXrmbpXF5Jlzm9YPZs6Z26yqWaR3z7Yz1Ylm9IMYIQdBEOSEMMhBEAQ5IQxyEARBTgiDXCcaJdQaBEHXIQxyoqNK2UEQBB0lDHIQBEFOCIMMSBqGh8s8MrkZTNLqbQmXStpQ0t2SpiXlk2ckbVemjgUlXSvpyRQsPwiCoAX1DL/ZmfgZHtx+LC5OCh7LuCBc+j6wBXABLrZaCGA/CngmpX2Kx32eTx5K0hLA9fgf4LZmNq1eJxIEQeclDDJgZlMlzQFmmtk7maS2hEtXBU43s7Hp88sliu8HXE4y7q3o+QVB0M0Jg9wKkg4DDsYN78JALzxofYEzgIsk/RhXJbkmY5wL3I6ronzHzMo++iapD9CneP9b706iT5/5dgddlHL94LW3PmDJ6AddnvAhl6ES4VIzG4wrkVwHbA08K6lYJeQmXHNvgzaqHEQJcctz/jGk/ScRdEYGUaIfnHvOmc1sU9AgIpZFQtIdwCtmdnj6/A9gIzMbkMlzQ9rXv0wZ5wIbm9nWkrbFJam+ABwDHAZsb2ZPlzm2D6VHyK81a4QcsSwaTysj5NeaNUKOWBaNI1wW8xgPbCGpPzAD9weXFS6VtDBwOnBVOnZZkvp0ccFm9tukin2XpO3N7JkSeaZQQtxy5pz4w+xOlOsHk2c2zygGjSNcFvM4HZgDvICvqrgVuBJfSfE40B8XLi0wF+iLuzReBK4FxgDHlirczH4DXAjcLWnjepxAEASdm3BZ5JwIv9l4IvxmS8Jl0ThihBwEQZATwiAHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATYpVFFyU9YDAIGJLWtkbd3ZDu+l101n4QBrmLkh5weQ1YzczGR93dk+76XXTWfhAuiyAIgpwQBjkIgiAnhEEOgiDICWGQgyAIckIY5K7LFOAESkQOi7q7FVPont9FM+tuN7HKIgiCICfECDkIgiAnhEEOgiDICWGQgyAIckIY5G6CpIGSLGn9Bd2U6Af5JgxyUFMk7SFpcJPqLhib1rYVm9G27kYz+0Gqv5ekIyQ9IWlK2p6U9DNJvdsuoTmEyGlQa/YAfgwMbkLd9wM/LLF/eeBU4Ckze6uxTeq27EHz+gG41uUPgGuAi4CewO7AEGBrYO8mtatVwiAHnQZJvYCeZja7VLqZvQq8WuK449Pbi+vYvKBBtNUPJK2AG+PrzOy7mf3n4H/a35N0mJlNbkiDqyBcFl0ASb0l/VLS05JmSpoq6T+SftrGcYPTbXz/EmnjJY0u2rebpPskfSBplqQ3JP1b0lopfTQ+KqLITTAwU8byks5Nx86RNFHSBZL6lWnb+pLOkDQBmA1sWeW1EXAgMAsYWc2xnY3oB5+zeHqdmN1p/tDF28BnqYzcESPkTk7yh90ObAvcAYzAO9uGwF7A2TWqZwBwA/AccDL+BNQKwA7AGsA44CT8T/6rtHQdPJzKWAUYA/TGR6uvpGMPB7aT9CUzm1pU9UjcmP4NKPygqmFAqmNEZ4qLWy3RD1rwStoOlPQUcBfusvg2fi1ONrNZ1Z99AzCz2DrxBvwS76B/KZHWI/N+YMq3bWbf4LSvf4ljxwOjM5/PSHn7tdGeYaTBSIm064H3gJWK9n8J+BQYXKJto4EFOnB9Lk/lDGj2dxX9oHH9AFgPeDwdW9jmAIc3+7tqbQuXRednP2Ay8KfiBDP7rIb1FEYs35FU9Z2VpCWBb+Kjq9mSlils+I/+ZeAbJQ4dYmaftqfBctWI7wAvm9l97SmjExH9oCWzgJeAc4Hv4S6UB4CzJf2o2nY3ijDInZ81gbFWZoKjhpwNPAUMBSZJukXS0ZK+UOHxa+P97SDg/RLb2sCyJY4b14E2/wBYmO4xmRf9ICFpOXx0/IaZHWFmV5vZZcCOwGO4Ue5baXmNJHzI3ZvWIku16Btm9qGkzXG/4I7A14C/AydI2tXMxrRRl9LrCGB4mTyl/Hoz2yi3NQ7Cb4GHdaCM7kBX6wc/AZYGrsruNLPPJF2NTwhuCtxdRZkNIQxy52ccsI6kBc3s4yqPnZRel8JvFwGQtBC+dvflbGYzm4v78kanfBsBTwC/A3YrZCtT18sprbeZ3VVlO6tG0ib4j+56M3un3vXlgOgH8yg8/NOzRNoCRa+5IlwWnZ+RQF/8x9CCtOSrNQq3gTsU7T+Gor6RfHzFjMVHM0tl9s1I+bP7MLMPgVuAvSTNt2RJTqW3vZVwcHrtDu4KiH6Q5YX0OrCo7F64G+tT3O2SO3L5LxFUxZn4E0i/S7eSd+DLndbH/XHFP7IsdwEvAn+StDSu0rsNfkv3QVHeCyWtlMp/HffN7o2v+bwsk+8R4KfAUEk3A58Aj5rZa/iypgeB+yVdhv8oegBfxJckXUYNnuxKI7v98HWot3S0vE5C9IN5XAr8DDg8tfV2YBFgf2Aj4DQze68D5dePZi/ziK3jG7AQ8FvgefxHOAWf1Dgik2cgRcud0v61gNtwH90U4Er8lm88LZc77YXPjE8APsYnYO4DvlNUXg/g9JRvbqpzYCZ9GeA0fFRWaOt/cYOyXibfYMosxargevwgHXtSs7+b6AfN6QdAP3wC8jV8udtH+ITeISRhjjxuoRgSBEGQE8KHHARBkBPCIAdBEOSEMMhBEAQ5IQxyEARBTgiDHARBkBPCIAdBEOSEMMhBEAQ5IQxyzpC0lKTTJb0sabak9yXdK+mrFR4/XuUFPpcpyruZpAclzZD0P0n7lCnz+vS0VadB0rckXSpprKSPkiLFXZJ2LpE3d+KoHekHkvqlc39W0qR0/MuSLpa0Ron80Q9aHrOIpD9Iel6uiDJJ0hhJe9a7vfHodI6QtCoesGUxPAbDOGBJ/HHPagzCWFy1oZjpmboWB27Cn6Q6DleaGCnpFTN7PJPve8DX8UdwOxMXANPwYOgv4nEWDgBulfQ7M8ten1yJo9agH/TFn7wrPN48Cw/PeSCuJ7elmb2Q6op+kEEelvNu/HpdigfkXxRYF1i17q1t9qOCsc3b8ADabwLLd6CM8WQedW0l305kHknF75ZeI/O4MdAHl8r5WbOvTTuuw9dL7FsE/1HOAfpWUMbx6Rod2dn6QZlyN0/nMzT6Qel+gCvMTCPz+HYjt3BZ5ARJX8MDupxqZm9L6iVpkQ6Ut4CkJVrJsnB6nQSfq0pMwUcDBU4D3gD+0d52FLWpf7r9Hyzpm5IeT7fTb0s6Te1QoCiHmd1TYt9MfDTYCw+401pbmyKOWut+UMTr6TUbnD36QaZdeByUC83sBUk9JS1Wq7ZUQhjk/LBren1D0o24IfhI0jhJ+1dZ1pfxIDFTJU2RNFwujZ7lCTwC158lrSrpx8DGzBOiHIDL3hxitZUAAj/XS4Bb8RCPz+C3y7/MZkq+vGUq3JassO6V0uu7beQriKNeY40VR61ZP0jGfBm5wvNXgX+mpGwEvOgH89gZt4kvSLoc/w1NlzRB0jEdOM/KafYtRWyf3ypdi986vgc8hIePPABX9zXggArLuRmPifsdYB/gPDz+6wRghaK8h+GRtgoikJfiig4L4rd08wlmdvAc+6d6PiITvSvV+RzwdlH+wZm2tbWNrqD+jXHjc38FeZsijlqrfpDK+mbRNXoHOLZEvugHvv/vmWv/Qrru++EuJANOqPf3H9HecoKku4DtgVeBdc1sTtrfN+2bDaxo7RilSPoBftt9kZkdUpTWF79te8vM3kz7TsRj3G6I+9uG4BM67+M/zhbSOFW0oz/unxxlZvsVpf0Dj5+7uJkVgpt/EY+RWwmTzeyJVur+Ah6j9wvAl8ysrEabXBx1In5N1qyw/ppQy34gX1WzCe6WWA//g74JNyyfFuXt9v1A0kW47NdUYHXzYPqFwPYv4KPqFcxscoVtqZ5G/vvH1uq/9o34v/CJJdKGp7R1O1D+a8DECvJtgMe53S59vhWPI7sF/kP5DPhyO9vQP53Hn0ukDU5pq9bh2i4FPI3f/s83yVMi/xGpLb/uSv0AWAEPOH9+9IOSk33/SHWPKJF2QkrbpZ7ffyx7yw8T0msp/be302tHlHLHA19pLYOkHsCFeIe8N/mddwZ2NLPHgMfka1QPBB7tQFvmttaMTHsWw5d+VcIcM5tUvFMuIXQXsA7wbSsxyVOCZoqj1q0fmNnENAI/SNLRVkZ7rxv3g3r/BtskDHJ+eAz35a1UIq2wryOyM2vQ9kTWkcBqzJtYKtT7ZibPm8DKHWhHNRwH/LHCvPfha2g/J/MjXA/Y08xub6sQNV8ctd79YGFc/HMJ3PVQiu7aDx5Lr/W69m0SBjk/XIfL1+wv6USb5z9bHtgDGGdmn6v/SloF9+u9YmafpH1LlRkdHIl3qHPLVS5pZfxhkkNsno9sYnrdEJ/cKbx/pJ3nWC2X4dprldDCr5d8onfiDzLsZWa3VlhOs8VRr6Pj/WBZM5vvz1fSerh/+hUzK2mMu3k/uB9fGri7pBUtPQwkaVHgR/hywDHVNb06wiDnBDObLOk44HzgEUmXAL1xQcjewFFFh1yGL81ajXnS7T+SdBCujTYe/363xX/Ir9D6KGMoPut8RaZNEySNBs5Mt62b4R37yEKezATNfWa2bVUn3QZm9io+kdUe7sRHuv8E+pZYMvZwKv9zlANx1Br1g+Ml7YivuBmP3/5vgD+N2IvM91eCbtsPzGyupCNwzcAxkobiD48cgN8NHGRmH7WzHZVRTwd1bO2aeNgLH3l8hD/qfAfwlRL5RlMk/oj7iG/AF/HPwmfk/wf8FejTSp3fT3WtUiJteXzUNgV4GTiwKH3D1I6RFZxb/5R3cIm0wcXn08Hr2NbyqIEljsmNOGoH+8EOwNW4MZ6JT869ii9nWz/6QZv9YABwT7oWM/Hlh7s34nuPZW9Bh5B0NK4uvIG1spQs6NpEP6gN8aRe0FF2wpdRxY+wexP9oAbECDkIgiAnxAg5CIIgJ4RBDoIgyAmx7C3nrHDYv5vmUxqwdaXhA2rPsV9drWl1b77akmo7V2N57q0ZTesHcz6pdZC3yllq8d5Nq7v/0gs1vB/ECDkIgiAnhEEOgiDICWGQgyAIckJTDbJcxuW75T6XyF+QfvlSY1oYBEHQODrbpN6b+COcHzS7IUEQBLWmUxlkM5tL6VilQRAEnZ66uiwk7SzpAUmTJU2SdLukdTtQXguXhaRt0+ddJD0haVaqbyVJAyQ9I2mGpJskLZ0pZ3NJd0j6QNI0SQ9K2qqorrUk3SdXw31R0q6prIGZPCtK+lc6v8mSbpa0ZiZ9ZUnXp3OfKWlsCuwdBEEwH/X2IS+K63BtgYeBnArcKKnWiwtPAAbhast9gSuAPwA/SfWuj0eRKrA4LmL51dS2p4FbCkY7KSZci6tGbAkMxENXLlgoQC7Nfi8eUW0AsBWuKnCX5sm2D8Vj1W6X2jAIj5YVBEEwH3V1WZjZNdnPkg4ApuFGsNKA05XwezN7INVxHq6NtZmZPZn2DQc+nyy0IvkWSUfhKs27ACOAHXHBx2/YvCDVx+Bh+Arsg8eZPcBSQBBJh+KKAt8ErgRWxWXkn0nHvFbDcw6CoItRb5fF6pJGSXpF0jRcQqgHsEoFx96aXAQzJD3fRvZnM+8LSgn/LdrXL1N2P0nnSxonaSoe97Rfpl3r4IKgb2XKeBwXdiywGR4UfHqhnfgdQF9g9ZTnTOB3ksZIOlHSZq2cb5/kkmmxffZxfeNhB/miXD+YNnVKs5sWNIB6uyxuwuW2D8XdCf+HuwEqcVkcjEuYb8I8ba9yfJJ571Gpk5xNZl/2XIcDmwPHAFunOiZU2K4CPXBXxyZF21q42gNmdjFutC9N+x+WNLhMeYPwEXSL7aP/3lRFk4IuwCBK9IMRFw1tZpuCBlE3l0Xyx64DHGFm96Z9m1ZaZ9HotNZsAxxtZjendi2LL6crMBZYQdIKZlbQE/sSLY36k8C+wAdmNqVcRWY2AbgAuEDSr4Cf0dKfXWAIJVSOF93wm+Hm6F4MoUQ/2P/gI6IfdAPqOUKejK8XPkTSGpIGAOfhI+RmMw4XkVxP0ubAv3DtrAJ34mKOwyVtLGlL4Ay87YUgLyNxV8j1aUXHapK+JulvhZUWks5MK02+KFcz3hl4oVSDzGyKmY0v3nosuGgdTj/IK+X6wRJL9ml204IGUDeDbGafAXsDGwHPAecAv8f1vZrNgcBiwBO4Mb6EeQKRhbbvia+qeAx3cZyEG+PZKc9M4Gu4VtlV+Kh6OO5DLijf9sAnGF/Ajfy7wI/reWJBEHReQjGkQiRtjPuMv2RmTzSq3gi/2Xgi/GZLIvxm4+hUT+o1Ekl74oq/L+EquWcAz+C+4yAIgpoTBrk8iwOnACvjLojRwDEWtxRBENSJMMhlMLPLgMua3Y4gCLoPEQ85CIIgJ4RBDoIgyAmxyiLnPP3G9KZ9Qa9Nad5j26OenNh2pjpx1cBNc7fK4pyHxjetH5x25XPNqpof7bp20+r+005rhshpEARBdyUMchAEQU4IgxwEQZATOrVBljRYUk0cXJJGSzq7FmUFQRC0h86+Dvl0PFZELdiLlmE8gyAIGkqnNshmNgOYUaOyJtWinCAIgvbSMJeFpAUlDZH0bhIOfUTSNimtvWKlLVwWkjaUdHcSLp2RjtsupfWSdJakiZI+lvSmpL9mjm3hspDUV9LwJF46S9JdktbPpA9MdWwv6TlJH0m6V9JqmTwhchoEQcU0coR8KvB9PPTlq8CxwG3KqDQzT6x0KjAKFyudjYuVzsXDXA4GjipTxyg8ANAWeOziDdPxAEfjITX3wUNtroTr5pVjWEr/Nh7L4qTU3rXMbFbKsyBwfDqn2Xj4zfOAnVL6UGAhXOR0Whv1BUHQzWmIQZa0KHA4cHBGpeMw4OvAkcBdKWtVYqUlWBU43czGps8vF6WNAx5IAYLeAB4u0941gW8BA8zs/rTvh+mY/YCLUtYFgCPN7MWU53TgEklKdYTIaRAEFdMol8XqQC8yqs1mNhcYA6yXyVeVWGkJzgAuknSPpN9KWieTNgzXvBsn6RxJu0kqd/7r4oKmYzLtnZrakm3vxwVjnJiI6/L1TZ87LHI6PcQtuxXl+sHM6dOa3bSgAeRh2Vv2kdBqxUpbFmQ2GDeY1+Hipc9KOjClPYnHNT4+lTEcuLMVo1xJe4vlqAppPVKdHRY5HXlJiFt2MwZRoh/ce+UlzWxT0CAaZZBfwTXrvlLYIaknsBVlNObai5m9ZGZnmdluwMW4enUhbbqZXW1mhwO74S6TNUoU8z/82myVae8SuE+6qvaa2QQzu8DMvg/8AfeHl2IIbrxbbPsdeEQ11QWdnyGU6Afbff/AZrYpaBAN8SGb2UeSzgVOkfQB/q9/DLAsPvHV4ckuSQvj65KvwiftlsXVpR9N6ccCb+MyTJ8AP8An2iaUaO9Lkq4Hzpf0E2AKPqk3DZ84rLRNZwK34r7rJWhD5DTV04Kn35heaXVBF6BcPzjnofGNbkrQBBq5yuJX6fVSoA/wFLCzmb0tqRarD+bivtthwPLAh8BNwHEpfTrwC2BN3LXwFLBLEistxQH4aOUGfKXEQ6m9s8rkL0VB5HTlVP/dwM+rOD4Igm5EhN/MORF+s/FE+M2WRPjNxpGHSb0gCIKAMMhBEAS5IQxyEARBTgiDHARBkBPCIAdBEOSETh1+szvQZ5FeTat7dS3WtLp//tUvNq3uPPLi+7PbzlQnfr3PBk2re/nFFmpa3c0gRshBEAQ5IQxyEARBTgiDHARBkBPqYpA7KhiaURBZppbtKlHPQEk1kYCqoK6aCbIGQdA16e4j5CuAmD0KgiAXdOtVFilQUDXBguZDUm8zm1OjJgVB0I2p5wh5AUlnJpHQyZJOKwSDl9Rb0imSJiTxz8cl7VSijI0lPZry/EfSpoUESUtL+mcqY5ak5yUdkEn/iVxQtWe2QEmjJN2Q3s/nspB0qKSXJc1Jr4cUpZukIyX9W9JHwF8k9ZR0saTXUltekvTLdgS/D4KgG1NPg7Ef84K8H4oHZh+U0i4FBuAxiTfA1TtulLRxURknA78GNsXDaY6UVIjAtBDwJPBNYH1cLul8Sdun9KuAJYEdC4VJWgwXLR1RqsGS9gTOxsNubpDKHCpp96KsfwRuwQPWn5PO8y1cxHVd4LfAb/AQnkEQBBVRT5fF28DRSexzrKS1gGNT4Pd9gf5m9kbKe7akHXDDnZXI+L2Z3Qsg6U/Ag8CKwAQzews4LZP3AklfT2XfbWaTJd2C/zHclvLsgcsu3VCmzccBl5tZYUJyXNLB+xVwYybfFWZ2UdGxf8i8H59G8/viqiVBEARtUs8R8iPWMtjyGNyYbgMIeEHSjMKGSyqtXlRGVvS0ECC3H7gEVBIyfVbSh6mMvYBVMseMAPaQtEj6vB+uAl3usad1yQixJh6kpbApwH+KD5R0WHKrvJ/ackxRW1qlnLjltBA57VaU6wcffxQip92BZvk4DdgcV4EubOsCxcJh84meMq/Nx+HqG6cB26cyrsNVnwvcjI+Ivy2pH7ADZdwVFbQ3S4vI7ZL2xt0cw4CdUluGFrWlLQZRQtzykvPbvXow6JwMokQ/ePrGy5rZpqBB1NNl8WVJyoySt8RHuWPwEfJyBXdEO9kGuNHMLgdIvuW1yOiRmdnHkq7CR8bLAO8Ao1sp83+4EGvWzbANbQubbgM8mnF1IKl4tN8WQ3CD3oIDD/3pa1WWE3RuhlCiH2yy+4+iH3QD6mmQVwCGSBqKT379AjjRzMZJGgkMk/RzfGJuKWBb4FUz+3eF5Y8D9pa0DfABcBSu0PtUUb4RuJbdasA/zeyzVso8DbhK0hPAHbgo6X64K6SttgyUtAvwMrAPPmk5ucJzKStuOf6D5gWVCRpPuX5w9HVjG96WoPHU0yCPBHriqs+Gjzr/ntIOwFcinAqsBEwCHgOqGTGfiBvZW/G1xMNSncX+3gfwFRDr4ZNsZTGz6yQdhbtDhgCvA0eY2Y2tHQecj7spRuGj/2uAvzG/CyYIgqAsIXKac8Z/MLtpX9C0WZ82q2pmzmle3Vuu3id3IqdHXze2af1gvWWbFwKzmeE3v73hciFyGgRB0F0JgxwEQZATwiAHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATYtlbzhn79symfUGLLdSz7Ux14tPPmtcv+y+9UO6Wvb0//dOmXZDPmmgj5nza2nNc9WXlpRaMZW9BEATdlTDIQRAEOSEMchAEQU4Ig1wnGqWcHQRB1yEMckLSaEkRfDgIgqYRBjkIgiAnhEEGJA3D4xcfmdwMJmn1tpSkJW0o6W5J05IU1TOStitTx4KSrpX0ZFIvCYIgaEE94yF3Jn6Gq42MxdWiwYPLF5Sk3we2AC7A1a8LiiKjgGdS2qd4IP75IspLWgK4Hv8D3NbMQiAtCIL5CIMMmNlUSXOAmWb2TiapLSXpVYHTzawg5/ByieL7AZeTjHs5gVVJfYA+xfsf/d9bLLHkfLuDLkq5fvDSG++zZJ/5dgddjHBZtEIFStJnABdJuicpYK9TopjbgQnAXq2oXUMZccvLLjynFqcSdB4GUaIfnD/0rGa2KWgQ8eh0QtJo4Dkz+2n6vDcwHJdzehiYBhwJ7Glm/TPHrQnsgqtN7wgcZmaXSNoWl6Q6D3d7bG9mT7dSfx9Kj5Bfa9YIOR6dbjytjJBfa9YIOR6dbhzhspjHHFwDsEBFStJm9hLwEnCWpHOBg4FLMll+j2sG3i2prFEuJ2459u2Z1Z5H0Ikp1w/en948SaugcYRBnsd4YAtJ/YEZuD+4rJK0pIWB04Gr0rHLkox4ccFm9ltJAu5KRvmZep9MEASdj/Ahz+N0fJT8Ar6q4lbgSnwlxeNAf1xJusBcoC+udv0icC0wBji2VOFm9hvgQnykvHE9TiAIgs5N+JBzToTfbDwRfrMl4UNuHDFCDoIgyAlhkIMgCHJCGOQgCIKcEAY5CIIgJ4RBDoIgyAmxyqKLkp74GgQMSQ8bRN3dkO76XXTWfhAGuYuSHnB5DVjNzMZH3d2T7vpddNZ+EC6LIAiCnBAGOQiCICeEQQ6CIMgJYZCDIAhyQhjkrssU4ARKhHKMursVU+ie30Uz6243scoiCIIgJ8QIOQiCICeEQQ6CIMgJYZC7CZIGSrKk9Rd0A+I773yEQQ5qiqQ9JA1uYv2LSTpV0iuSPpb0jqRLJa3YrDZ1dXLwnR8qaaSksZLmSmp1YkzS2pKukzRZ0keSHpD09Ua1tzXCIAe1Zg/gj82oOOkc3ocrhT8AHI1LbH0XGCNpuWa0qxuwB036zhPHA98C3gMmtpYxCRU/DGwFnAr8AlgMuF3SDnVuZ5uEyGnQaZDUC+hpZrPLZDkU2BT4jZmdnDnuBuBB4ERcFTzoJFTwnQNsC7xhZp9JuglYqZW8JwN9gM0KCvCSLgOeB86RtI41celZjJC7AJJ6S/qlpKclzZQ0VdJ/JP20jeMGJx9j/xJp4yWNLtq3m6T7JH0gaZakNyT9W9JaKX008OP03jLbwEwZy0s6Nx07R9JESRdI6lembetLOkPSBGA2sGUrp7Rder00u9PMHgZeAvaRtFBr16SzEN/5PMxsvJm1Kb4naVF8JD26YIzT8TOAi4C1gM3bKqeexAi5kyOpN3A7Pkq4AxiBd+INgb2As2tUzwDgBuA5fJQxBVgB2AFYAxgHnIT/yX8V+GHm8IdTGavgyty9gYuBV9KxhwPbSfqSmU0tqnokMAtX/Dbg7VaauWB6nVkibSawKH5dHm/rfPNMfOftZiO8j4wpkfZIet0ceKxG9VVNGOTOzyD8h3mymf0mmyCplndA38Z/eDua2XuZ/X8uvDGzOyXtB3zVzEaUKOMfQC/g/8xsQqadV+E/iGOAwUXHTAF2MLNPK2jj88BOwNeB6zLlLw+skz6uTCc3yMR33l5WSK9vlUgr7Gvq5G+4LDo/+wGTgT8VJ1RyG1cFhVHMdyRV/UcuaUngm/iIa7akZQobMB54GfhGiUOHVPHDPBcfCZ8raW9Jq0r6Gm6ce6Y8i1Tb9hwS33n7KHz3H5dIm12UpymEQe78rAmMbWPSoxacDTwFDAUmSbpF0tGSvlDh8Wvj/e0g4P0S29rAsiWOG1dpA83sZWA34CPgX/iP/j5gAu4jBJhWaXk5Jr7z9lFwZS1YIm2hojxNIVwW3ZvWZpNb9A0z+1DS5rivcEfga8DfgRMk7WpmpfxyWZReRwDDy+SZVWJfVT8QMxstaU1gXWAZ4DUze1PSlSnL2GrK64J0ue+8CgpL4kq5JQr7SrkzGkYY5M7POGAdSQuaWalbsdaYlF6XwkeTAKSVCMvjt5SfY2ZzgdFpQ9JGwBPA7/CRKZT/wb+c0nqb2V1VtrMq0rKlFwqfJS2I+5VfNrN6jb4aSXzn7eO/uLtiqxJphZUc/2lcc+YnXBadn5FAX/wH0gJJmj97CwrGqXhB/DEU9Y3k9ytmLD7CWSqzb0bKn92HmX0I3ALsJWm+ZUxyKr0Vrpa/AEvjKwK6AvGdt4O0vO1GYFtJG2fasRi+Pv0lmrjCAmKE3BU4E9gd+F26vbwDn6BYH/fRtfb00V3Ai8CfJC2Ni0Jug48WPijKe6GklVL5rwMLA3sDiwOXZfI9AvwUGCrpZuAT4FEzew1f6vQgcL98Mf5TuBH4Ij6jfxnzz7hXhaQngHvxH9eC+FNk2wEXmNmwjpSdI+I7zyBpd6BgYNdI+wp/VlPMLLsM8Hhge+AOSX/H5xQOwV0WuzXzoRAAzCy2Tr7hExK/xZd9zcaXDT0OHJHJMxC/fdy26Ni1gNtwv90U4Eq8c47HF9AX8u2Fz5ZPwG/73scnzL5TVF4P4PSUb26qc2AmfRngNHykVmjrf3Ejs14m3+B0bP8qr8XZqeyZ+I/tfmDfZn9H8Z3X9Tsflo4rtY0vkX9d4PrUjpn4H8YOzf5OzSwC1AdBEOSF8CEHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATwiAHQRDkhDDIQRAEOSEMchAEQU4Ig5wjihQXstuMKsoY3Uo5XyrKu7qk2yRNk/SqpJ+VKfMsSc+0JwRjs5A0QNI5kv6bzu99SQ9J2rf48WJJvSSdJ+kJuTLGx5Jek3SFpP9rQts71A+qPZ/oB5/n7SvpZ5LukPSmXCHlRbm6ycoNaW88GJIf5Gq5DwAXFCV9YmZXVFjGaPwR2mNKJN9iZpNSvh7A0/jjsH9PxxwBfNfMrsmU9+XUpq+YWacJ7C7pEVxb7Vr8qbBF8cd+vwxcZGaHZPIuij+B9jDwKjAdWAU4AFgO2NnM7mlg2zvUD6o5n+gHLfrBzsBNwN3APfij5BvgWo1zgK3N7AXqSbMfFYxt3oY/6jmsg2WMpsTjoiXyrU3RY7X4j3hk5nMv4Fng782+Nu24DgNwcczsvh7pHA3YoIIylsfjMtzS2fpBpecT/WBePwD6A6uXKGOHlPfqerc3XBY5RC5guVgHy+ghaYlWon8tnF4nZfZNwkcQBX4JLEGJqGIdaJdJGiZpK7l45keSPpR0UUfPOYuZ3WceOjK77zPg6vRxgwqKeQ+PvdC3Vu2qhlr0gyJKnU/0g3n7x5vZKyXKuAu/JpX0mQ4RBjl/fBcPeDJd0nuS/iGXwqmGFfGQiFOBGXKV4HWK8ryId7LfS1pN0m7AzswTp1wL/wEebmYfdeB8SrEJfmv4OHAsHk3sIOCMbCZJCyoj+9PGVqnRLEjEv1ucIKlnKms5eRS1UcBieAjJRtPhflDh+UQ/aIN03RevJG+HafYtRWwtbo0eBY7DQ0b+CJchMvx2cbEKy7gUj/u7N/6jPg2PXzsV2LAo7x5pfyEy1m14FDHhro9RdThHAz4Dvly0vxC2cbHMvoGUj+LVZlSvEnWvgGvRvQL0KpG+QVGZU/BYygt0tn5QzflEP2gz/6mp7APr/d13mtnS7oCZfblo12WSnsUN7M+oIMC6mR1QtOtqSTfgP6wzcCmeQt7r5PFu1wUmmWvSIelgXFL++5IWBk4BvoVr1Z1rLePLtocxZvZo0b57gF1xP95zad/t2fa2QSkpoM+RtAg+sbMY8C0z+6REttdSfb3xuLr7A0vicZXrIbpZklr0g0RF5xP9oNX838X/HG/DBzv1pZH//LFVv+ETKh8DD3ewnHvxH+HCbeRbDh89DEyfz8VHEl8D9sU7/Pc70A4DLi+xf2BKG1CHa7gQfjs8F9i/iuMWw2P43tYV+kE15xP9wMD/GD7GXSpLNOJ7jhFyzjGzTyRNxIN8d4TxwLb4hE5ro4izgCfMbFhaEjUQOMrM7gdIPsaD8KDm7WVuK2mfT0KmUVmlftO5Zvb+fIW5Vtx1+Ez5QWY2otJGmtkMSf8GfiVpdSsx4dMoatEPqjyfbt0P0hK4f+MCAN8ws4aolYdBzjmpI62Ey+R0hDXxEfKkchnkUjjfxG9TwX/8CwFvZrK9CWzawbZUyt5Ufpv4On6b+zmZH+E3gJ+YWXtuOQurEJbCR4hNoYb9oM3z6e79IBnj63D9wB3MbHJ1zW0/YZBzgqSlzUUhi/kz/j3dWJR/eXzU8IaZzUz7lgRmWNEynzSa+Qpwq5nNLlP/4sBQ4ITMyOlDfEH8hrgfj/R+4vwl1IV2+w7lStPX4j/Cw8zsonIHyoU2PzRfDpXdvxzwPXzFyvNVtLvd1KgftPt8unM/SPm/kfK/CGxv6UGqRhEGOT/8Tq7Mey/wBu7v2xUX6HwU+EdR/pOBH6f00WnfdsAZkm7En9D6FNgCn8z5ABjUSv1/wX94fyvsMLO5kv6JL4kSPju9K/7E1+fInyx73cz6V3PCbWFmbwNvt/PwkfjyrbuAmZL2L0p/1syeTe/3AwZJuhafCJuD6879GHfxHFwwdg2gFv2gI+fTbfuBPLTA9bi75FJgFxUt46/G5dUuGuGojq2iCYdv4yOBt/DF+x/hj7T+BlioRP5hzP+E1bq4T+8VfBT0cXp/DrBiK3Vvif9ov1QibYlU14e4gTie9Mh9Sl88teOhCs/TKPEUGmUEOTtwPcfT+vKowZm8mwEjcKXqGelavAlcgT8u29n6QbvOJ/pB28vr6v39RyyLoENI+hY+qvi6md3b7PYEzSH6QW2IJ/WCjrITcFP8CLs90Q9qQIyQgyAIckKMkIMgCHJCGOQgCIKcEMvecs7Tb0xvmk+pzyK9mlU1SyzcvLqXWrRnuZClTeOtKXOa1g+WWLh5ZmLOp5+1nalOLL3oAg3vBzFCDoIgyAlhkIMgCHJCGOQgCIKcEAY5CIIgJzTVICddre+W+1wif3+VkLMPgiDoCnS2VRZv4sq5HzS7IUEQBLWmUxlk87CS7zS7HUEQBPWgri4LSTtLekDSZEmTJN0uad0OlNfCZSFp2/R5F0lPSJqV6ltJ0gBJz0iaIekmSUtnytlc0h2SPpA0TdKDkrYqqmstuTz5bEkvSto1lTUwk2dFSf9K5zdZ0s2S1sykryzp+nTuMyWNlbRPe88/CIKuTb19yIsCQ/CYvNviyrY3Supd43pOwGP9fhmP93oF8AfgJ6ne9YHBmfyLA5cDX01texq4pWC0k2TNtXg84S3xsHx/xMUhSXkWwWPWzgYGAFvhMVvvSmnggb4XwWPVrp/aOKU2pxwEQVejri4LM7sm+1nSAcA03Ag+WMOqfm9mD6Q6zsODeG9mZk+mfcOBzycLzeyeonYdBXwH2AWPI7sjsDaupfVWynMM8FDmsH3wQNYHWIrQJOlQ4D1c/uZKYFXgGjN7Jh3zWrkTkNQH6FO8//5n32DxJefbHXRRyvWD58e/y5LRD7o89XZZrC5plKRXJE0D3k11rlLBsbcmF8EMSW3J5zybef9uev1v0b5+mbL7STpf0jhJU4HpKb3QrnWAiQVjnHgcyD7HuRmwGjC90E78DqAvsHrKcyauADFG0omSNmvlHAbhBrvFNvKSoa2fedDVGESJfnDRucVCIUFXpN6TejcBE4BDcQWET4EXgEpcFgczT5DxkzbyZtNdjsCseF/2z2c4sCxwDK4o8DFwd4XtKtADd3WU8glPSm24WNLtuNzNDsDDkk42s8EljhmCKzK0YL8Djyg7qg66JEMo0Q8OPvyo6AfdgLoZ5OSPXQc4ohC0WtKmldZZNDqtNdsAR5vZzaldy+LL6QqMBVaQtIKZFYQcv0RLo/4ksC/wgZlNKVeRmU0ALgAukPQr4Ge09GcX8k2hhH/56TemV3pOQRegXD94a8qchrclaDz1dFlMxtcLHyJpDUkDgPPwUXKzGQfsL2k9SZsD/8K1xArciavODpe0cRKdPANveyHq1kjcFXJ9WtGxmqSvSfpbYaWFpDPTSpMvStoEF1t8oSFnGARBp6NuBtlcgnxvYCPgOVxo8/e4e6DZHIir+T6BG+NLcNcF8Hnb98RXVTyGuzhOwo3x7JRnJvA1XN35KnxUPRz3IU9ORfXAJxhfwI38u7jybxAEwXyEhFOFSNoY9xl/ycyeaFS9EQ+58UQ85JZEPOTG0ame1GskkvbEJdhfAvrjLotncN9xEARBzQmDXJ7FgVOAlXEXxGjgGItbiiAI6kQY5DKY2WXAZc1uRxAE3YeIhxwEQZATwiAHQRDkhHBZ5JxlFl+w7Ux1o3nu8mmz2no4s34stWjPptVdjskfNe/BkKUWrXUssMqZ8WkeHltoHDFCDoIgyAlhkIMgCHJCGOQgCIKc0KkNsqTBkp6rUVmjJZ1di7KCIAjaQ2ef1DsdjxVRC/ai7TCfQRAEdaNTG2QzmwHMqFFZk2pRThAEQXtpmMtC0oKShkh6NwmHPiJpm5TWXrHSFi4LSRtKujsJl85Ix22X0npJOkvSREkfS3pT0l8zx7ZwWUjqK2l4Ei+dJekuSetn0gemOraX9JykjyTdK2m1TJ4QOQ2CoGIaOUI+Ffg+HvryVeBY4LasSjPzxEqnAqNwsdLZuFjpXDzM5WDgqDJ1jMIDAG2Bxy7eMB0PcDQeUnMfPNTmSrhuXjmGpfRv47EsTkrtXcvMZqU8CwLHp3OajYffPA/YKaUPBRbCRU6ntVFfEATdnIYYZEmLAocDB2dUOg4Dvg4cCdyVslYlVlqCVYHTzWxs+vxyUdo44IEUIOgN4OEy7V0T+BYwwMzuT/t+mI7ZD7goZV0AONLMXkx5TgcukaRUR4dFTp97LcQtuxPl+sFDz7/JEtEPujyNclmsDvQio9psZnOBMcB6mXxViZWW4AzgIkn3SPqtpHUyacOATYBxks6RtJukcue/Li5oOibT3qmpLdn2flwwxomJuC5f3/S5wyKnF4e4ZXdjECX6wYiLQuy2O5CHZW/Z53OrFSttWZCLh64HXAdsDTwr6cCU9iQe1/j4VMZw4M5WjHIl7S1+rrOQ1iPVeTGuTH0psBYucjq4TLlDUt4W20GHl/POBF2UIZToB/sffEQz2xQ0iEYZ5FdwzbqvFHZI6glsRY015szsJTM7y8x2Ay7G1asLadPN7GozOxzYDXeZrFGimP/h12arTHuXwH3SVbXXzCaY2QVm9n3gD7g/vFS+KWY2vngLd0X3olw/CHdF96AhPmQz+0jSucApkj7Ab8OOAZbFJ746PNklaWF8XfJV+KTdsri69KMp/VjgbVyG6RPgB/hE24QS7X1J0vXA+ZJ+gqsAn5Tyj6qiTWcCt+K+6yUIkdMgCFqhkassfpVeL8UnLZ4CdjaztyXVYvXBXNx3OwxYHvgQuAk4LqVPB34BrIm7Fp4CdklipaU4AL99vAFfKfFQau+sMvlLURA5XTnVfzfw8yqOD4KgGxEipzlnwuTmiVs2M/zmp3ObV3f/ZRbKncjpc2/NaNoFWb3fYs2qmikzmxd2dPkleze8H+RhUi8IgiAgDHIQBEFuCIMcBEGQE8IgB0EQ5IQwyEEQBDmhU4ff7A5s8NMrm1b3Jx83Lzz0Z1PebTtTnZh116+bVnc5lli4V9Pq/nTuZ02re/GFmnfezSBGyEEQBDkhDHIQBEFOCIMcBEGQE+pikDsqGJpREFmmlu0qUc9ASTWRgKqgrpoJsgZB0DXp7iPkK4AvNrsRQRAE0M1XWaRAQdUEC5oPSb3NrHkP3AdB0GWo5wh5AUlnJpHQyZJOKwSDl9Rb0imSJiTxz8cl7VSijI0lPZry/EfSpoUESUtL+mcqY5ak5yUdkEn///buPEyuqlr/+Pc1zCCEQXAASVDBWS9XBBV+RsXpisgkIIiioIIIREW5MguocEEJMgiIGARRmWWGC0KEKyAyKoMC6QABImEIQwghCev3x9qVnFSqOt2dTtdJ6v08Tz3VdYZ99unetXrXPqf2+npJqDqsWqCksyRdVH6eZ8hC0jckPSDp5fL8tab1IWkPSedLmgr8WNIwSb+S1FPqcr+k7w9g8nsz62ILM2DsyJxJ3r9BTsw+uqz7NfBhck7id5LZOy6W9J6mMn4C/DewPjmd5m8lNWZgWga4DdgMeAeZLulkSR8r688BVgI+3ihM0gpk0tIzW1VY0pbA8eS0m+8sZZ4o6bNNmx4MXEZOWH9COc9HySSubwP2B/Yjp/A0M+uThTlk8TiwV0n2eZ+kdYHvlInfvwCMiIiHy7bHS9qUDNzVXDUHRsS1AJIOBW4A3gBMjIhHgaMq254i6aOl7Gsi4hlJl5H/GK4o22xBpl26qE2d9wHOiIjGBcl/lTx4+wIXV7b7Q0Sc2rTvQZWfJ5Te/BfIrCXz1S655YrbnISWWr4vRdhioF07uGv8JCe77QILs4d8U8w92fKNZDDdGBBwj6QXGg8ypdKbmsqoJj19rDyvDpkCqiQyvUvSU6WMrYA3VvY5E9hC0nLl9Y5kFuiX2tT5bVQSsRY3MHdiU4C/Ne8oabcyrDK51OXbTXWZn9G0SG45/b4r+1GELQZG06IdnHaSk912g05d1AtgA+ZOagrzXmCbJ+kpc/6J7ENm39ibzAb9AvBj5s5KfSnZI/6cpGuATYFWY9V9qW/V1OoLSduRwxz7AH8hUz3tAWzZj2OMIbOdzGXpt36ypx9l2KJvDC3awVd329PtoAsszIC8oSRVeskbkb3cG8ke8msbwxEDtDFwcUScAVDGltcl898BEBHTJZ1D9oxXAyYB1/VS5r1kItbqMMPGzD8P3sbAzZWhDiQ19/Z7FRFTqNS9YfiOLYe7bTHVrh08/PT0Ia+LDb2FGZBfD4yRdCJ58et7wOER8S9JvwXGSvoueWFuFWAUMD4izu9j+f8CtpO0MfAksCeZMv32pu3OJHPZjQR+FxG9zZRyFHCOpFuBq8ikpDuSQyHzq8vOkj4NPABsT160fKaP52JmtlAD8m+BYWTW5yB7nceUdV8h70T4H2BN4Gngr0B/esyHk0H2cnKoY2w5ZvN47/XkHRBvJy+ytRURF0rakxx6GAM8BHwzIi7ubT/gZOC9ZEZqAecBPwW+2teTMTNzktOaG77jmR37A3Xx9Ju1S3L68NPTO9YOVl6uc1NgzrnLdeitsPTQH9xfXDAzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJ32VRc89Pf6Vjf6DpMzqX3LKDF9dZdfklaneXxbQZ83xbdMi8MH1mpw7NksM696cYvuzQH9w9ZDOzmnBANjOrCQdkM7OacEBeSIYqUauZLT4ckIsFzZRtZragHJDNzGrCARmQNJacLnOPMswQkt40v8Slkt4l6RpJz5XMJ3dK+kibYywt6QJJt0lavdU2ZtbdOpUxpG72Jie3v49MTgo5l3Ejcelk4P3AKWSy1cYE9mcBd5Z1M8l5n+dJDyVpReCP5D/AURHx3MI6ETNbdDkgAxHxrKSXgRcjYlJl1fwSl64NHB0R95XXD7QofnXgDEpwb5fPr11yy4cnPcXw4fMstsVUu3bw2BPPuB10AQ9Z9KIPiUt/Bpwq6U8l4epbWxRzJTAR2KqX5KrQJrnliccdOxinYouO0bRoB8f/fEwHq2RDxV+dLiRdB/wjIr5VXm8HnE6LxKURMaKy31uAT5PJUz8O7BYRp0kaRWZAOYkc9vhYRNzRy/GH07qH3NOpnpG/Oj30eukhd6wd+KvTQ8dDFnO8TKacauhT4tKIuB+4H/i5pF8AuwKnVTY5kExRdY2ktkG5XXLL56d3Lija0GvXDqZ1LnmLDSEH5DkmAO+XNAJ4gRwPbpu4VNKywNHAOWXfNShBvLngiNi/ZMW+ugTlOxf2yZjZosdjyHMcTfaS7yHvqrgcOJu8k+IWYASZuLRhFrAymVz1n8AFwI3Ad1oVHhH7Ab8ke8rvWRgnYGaLNo8h15yn3xx6nn5zbh5DHjruIZuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWE77JYTJVvfI0GxpQvG/jYXahb/xaLajtwQF5MlS+49AAjI2KCj92duvVvsai2Aw9ZmJnVhAOymVlNOCCbmdWEA7KZWU04IC++pgA/pMVUjj52V5lCd/4tOnnsAfNdFmZmNeEesplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1cQSna6AtSdpaWAD4HFgVoer0y2GAa8DbomI6Z2uDLgddEhH2oEDcr1tAFzf6Up0qU2AGzpdicLtoHOGtB04INfb4wDXX389a665Zqfr0hUmTpzIJptsAuV3XxNuB0OsU+3AAbneZgGsueaajBgxosNV6Tp1GhpwO+icIW0HvqhnZlYTgx6QJe0sKSSNqCybIGlsH/Y9RFIMdp3MzBYF7iGbmdVE3QLy4cCyna6EmVkn1OqiXkTMBGZ2uh5mZp3Q5x6ypLUlnSjpn5KmSXpK0jnVseIF1WoMuYxHj5G0g6T7JL0o6c+S3lLWf0/Sw6VOF0lapWn/z0m6VNJjkqZLelDSgZKGtTj+HpLGl7L+KmkTSddJuq5pu2UlHV62nS7pIUmHSlqiabvtJd0q6XlJz0n6u6S9B+v3ZWaLl/70kDcAPgj8HpgIjAB2B66T9PaIeHHwqzfbR4AtgBOBJYH9gAsknQVsCRwNjAT2Bo4CdqnsuzPwAvCz8vxR4FBgReB7jY0k7Q4cD4wDjiHP70LgGfJ8G9u9CrgY2BA4GfgX8J/A/sBawFfKdh8HfgecD5xC/q7fDnwIOLb5BCUNB4Y3LfZNp13G7aC79ScgXxoR51YXSLoYuBHYGjhjMCvWZF1g3Yh4pBx3BnAkGWzf1fhqo6Q1gB0l7RYRM8q+O0TEtEpZJ0k6CfimpAMiYrqkpYDDgJuATcvQCZLuAsZSCcjAjsAo4EMRcXNjoaTxwBGSjoyI+4DPAHdHxNZ9PMfRwMF93NYWX6NxO+hafR6yqAY1SUtKWhV4AJgCrD/4VZvLVY1gXDQC4VlN3zO/GVia/A46ME+9Xy1pNfJrqMsBby2r3gesCpzSCMbFb8kectU2wD+AByWt1ngA15T1o8rzFGAtSRv28RzHkL386mOTPu5ri48xuB10rT73kCUtC/yA/Ej+BkCV1Sv1o5xhwGuaFj8dES/3stvDTa+fLc+PtFm+cmMfSe8g7974KDlMUdWo99rl+YHqyoiYKWlC0z5vAd4GTG5T18a5nQhsC9wkqQf4X+CciLi61U4RMYUM4rNJarWpLcbcDrpbf4YsjiOD8RhymOJZIMgx5f7cPrcW0NO07CPAdb3s0+7ri+2WC2aPx40DngMOAh4EXiJ79EcysNv+XgXcDny/zfrxABHxhKT3Ap8APl0eX5d0WkTs0mZfM+ti/QnI2wCnR8R3GwskLcO8FyDmZxLw8aZld/azjL4aRQ5FbBURf24slDSyabuHyvObqcyqVe6aGAHcVdn2QeAd7Xq6VaXXfwlwibKbcxywh6QfR8SD/T4bM1us9aeHOIu5hykA9iTnDe2ziHgpIq5uejSP0w6WRg96dr3LBbxvNm33N+Apsgdb/Se1Izn8UXUusLakLzcfTNIK5Z8UZYx9togI5gT2Zfp5HmbWBfrTQ74E2EnSs8A9wAeATclAVld/IS/KnS7p5+QQy040/WOJiJclHUL2YK+WdC7ZM96Z7BFX743+DbAd8Otya9uNwFLkLW3bkrfAPQCcWu6J/hN5l8YbyX9gdwD3DvqZmtkirz8BeW+yx7kj2cP7PzIgX7kQ6jUoIuIpSZsBPyUv7D0DnEneEXFl07bHl2GF75L3Nd8JbA78nBx3bmw3S9LmwD7AF4HPk/c3PwAcATxaNj0T+DrZGx9ODtWcDRwSEa8shNM1s0Wc8pO0tVK+BDIZOD8ivtaB448Aenp6ejwP7hCZMGECI0eOBBgZERM6XB3A7aATOtUO6ja5UMc0xn6bfAlYhd7vADEzGxS1mlyowzaWdCRwHjkuvj75Fex/AOd0smJm1h0ckOcYDzwG7EX2ip8GTgd+MJ8vrZiZDQoH5CIixgOf7XQ9zKx7eQzZzKwmHJDNzGqi9gG5VdLUQSp3bIuJg8zMOqb2AdnMrFssCgH5DDLx6UPz27CfvgasN8hlmpkNWO3vsoiIWbSfZnNByp0x/63MzIbOAveQJa0v6cqSyPN5SVdIek9l/SFlDPjNkn5fkn3+W9K+Zf26kq6SNLUkK/1iU/nzjCFLel855pMlIWmPpNOa9ttT0t3KpKjPSPqbpB0q6+cZQy6ztR0j6dGSvPSekmuvus2IUp/RknZTJk2dLukWSRs0bftaSb+WNLFs87ikPw72eLiZLR4WqIdcsnH8mZy05ydl8e7A9ZI2jIjqrGbnkt962xfYisw/N4XMQnI+8EdgN2CspBvafX9c0urAVeQk94cDU8k0N1tWtvkaOSnQr8gJ9ZcD3kMmJj2rTbkCLiLnUD6l1HUz4ERJq0TEj5p2+RKwPJnoNMgJ68+XtE6l930esA6ZPeQx4LXkXNBvBOY6Pzm5peF20PUiYsAP4AJgGrB2ZdkIcna088rrQ8iAdUJlm2XIb8K9AuxSWb5e2fbAyrKdy7IR5fUW5fVreqnXhWRS1t7qPhaYUHn9uVLuvpVlAi4r57Na5fwCeAJYqbLt5mX5ZuX18PL68338XTZ+T/M8enp6woZGT09P4/c+IhbgvTHQh9tBPXSqHQx4yKLkxvsEORPa7AtukT3bC4BPlm0aTq1s8xI5veUscn7hxvJ/kvnEmjN6VE0pz1uW2djabfMOSW9ts76V/wJmAMdX6hPAsWTi1E2btv9dRDxbed3INLJOeZ4GvAx8StLyfTj+GJzc0twOutqCjCG/hhwK+GeLdfeRH+dXqyxrlah0Usx7ce1Z5s3SUTWOHAo4GZgs6RxJO5VMIA1HksMx95Zx4GMkvX8+57M2MDEiprY4l8b6qrnOJ+ZkPVm5vJ5ODs/sDDwp6RpJ35bUnOC1sf+UiJhQfZAT21sXcTvobkN521urOyV6TVLaSvlEsQ2wEfALcgjhN8AtklYo29xLDn9sB9wEbA/cLOnAAdd+XvOte0SMIbNU70/2vo8A7qte9DQza1iQgDwZeJHW9/KuR15se3IByu9VRNwcEQdExAZk4H13eW6snxoRZ0fEV8mLaBcBB0lauk2RDwFrthheWK+yfiD1HB8RP4uITwFvI9M97TOQssxs8TbggBx5f/BVwFaS3thYXn7eEriybDOoJK1c7oiouqM8t0swOgO4mzzfpWjtMmBJKglQy3H2AqYD880y3VTP5SQt27R4Ajkk4ySnZjaPBf1iyAHkbVw3SPpFWbY7MLOsWxi+DHxT0oVkAtLlgV2B58igCnCVpElkktNJwFuBb5F3XjzfptyLgWvJ2/FGkgH8M8Cnybs++tvbXxe4RtI5ZFLYl8k7RN4A/L6fZZlZF1iggBwRd0v6f+TY6P5l8f+Rt44trMzK44D3k8MTa5A9zr8CO0VET9nmZDIZ67eBFciLIseR9y23FBGvlOSlh5PZo3clA/4eEXHiAOr5CPA74GNkMtSZ5AXCbSPivAGUZ2aLOSc5rTEntxx6TnJq4CSnZmZdzwHZzKwmHJDNzGrCAdnMrCYckM3MasIB2cysJvoUkCuTzA8fjINKmlC+2DGkGucx1MetHD8kHdKp45tZvbmHbGZWE90WkA8nE6aamdVO7ZOcDqaImEl+hXmBlcn3lyjzHpuZLbD+9pBXl3RuSWb6hKT/kbRkdQNJX5F0W0k++qSk0yWt0aowSR8uyUFfkjRe0pea1q8i6WhJf5f0gjJB6uWaO4nqGpJmSdq/RfkblnHbL5bX84whS1pC0sHl+NNL0tIDm7KdNMZ/x0j6kqT7yBngPlDW7SPpL5KeKud9q6Rt+verNbNu19+AfC4wDPhv4Brge2SKIwAkHUymarqHnNjnBDJX3bUtpqJcFzgbuBL4Lpl2aWxJnNqwDjlD2iXAd4CjgHcB4yS9HiAi/k0mWt22RX23JfPh/bGXczqVzGN2cznGLcChwEkttv0EmY3kTGA08HhZvjdwO3AQsB/ZCz9H0md6Oa6Z2Vz6O2Rxf0RsXX4+QdI0YDdJR1GSkwLfj4ifNnaQdDk5DeaXmTvIvQ34UET8pWx3NjlD2leYM4H734F1I+KVSnlnkLOm7QIcVhb/AfiFpPVKXr7GXMbbAJe3m3Kz9LS/DJwUEbtXzmsK8A1Jx0XEXZVd1gXeHhH/aipq3YiYVin3eOA2MsBf2urYLeoyHGcb7npuB92tvz3kE1q8FvBJclJ6AedLWq3xAB4ge5Kjmva9qxGMASJiMpmfb53KsumNYCxpWJl4/oWy3fqVss4jUypVe8kbkZlC/tDL+fxXef5Z0/JjmtY3/KlFMKYpGK8MrEQmPV2/edtejAZ6mh7X97aDLZZG43bQtfrdQ27zegSwIhngx7fZtzm5Z3PSU4BnqCQ4LVml9yazeIwkh0sanmr8EBGTJV1LzpHc6DVvS6aYuqRNfSATl84k5z2ueqAsb05s2kMLkjYjJ+R/L5mhenbVejl2szHA2KZla+I3Y7cZg9tB1xrMuyxeRfZSP03rQPRM0+u+JDjdjwywp5HDIU8Dr5CNtrl3fzZwiqS3A/eSwxWXtsgivSCmNS+QtAmZr+/P5D+Ox8mEpl8BduhrwRExhRxHr5Y98JraIsntoLv1NyC/hRznrb6GTAD6FNmDvX8QJ3TeBrg2InapLizjbM0plc4HTiR7xleRvYrehisg670E8Cbm7v2/qSzvS2LTrckLh5+s3gIn6St92NfMbLb+jiHv0eJ1kHdKXED2Xg9q3knSqyStMoD6zWLuHjOSPk/mpZtLRDxF3vmxbXm8wJwce+001o9uWr53ee7LBblZ5O9g9nBKyfCwRR/2NTObrd89ZEkXAP8LbAJsD5wcEeMBJB0EHC7pTWTS0Klkb3Nr4EfkLWb9cQlwkKRfk3dqvIvMlddunPps4Fdk7/ii6sW2ViLiTkmnk0lTVwZuADYGvgD8KiL+3oc6XkreTXGFpLOA1cl/VA8A7+7D/mZmQP8D8jbAT8h7cV8Cfgr8oLEyIn4k6X6yx/lDssf8MHAhGcT768dkVukdyAt2t5GZoI9os/0F5K11ryaDc1/sSl6s25k8v0fJXv6P+7JzRPxJ0i7kvdljSln7khc6HZDNrM+c5LTGnNxy6DnJqYGTnJqZdT0HZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQF4IJI0qE9pv0em6mNmioysDsqSNSvaQ4Z2ui5lZQ1cGZHKu5IOZdyJwM7OO6daAbGZWO10XkCUdwpyMID1lrDckjSgJWv9UErhOl3SPpN1blPE+SVeWJK7TJPVIOm0+x11O0tVln/9YCKdmZou4wZygflFxPjkD3RfJRKyNeZUnA7sDd5MTzs8EPgucKOlVEXECgKTVyfmWe4DDyRntRpIprFqStAI5K9xbgY/0cRY5M+syXReQI+IuSbeSAfnC6sQhkj7cNGXn8ZKuIKfXbOQT/CCZZmq9kgewYb9Wx5O0InA5mStwVETc22a74Ti5ZddzO+huXTdk0ZumZKUrlSSt44B1JK1UVk0pz1uWnH+9GU5OO7o28OF2wbgYjZNbmttBV3NArpD0oTLOO5UMvJOZMy9yIyCPI7NcnwxMlnSOpJ0kLdWiyOPIxKcfbZWtuskYcuij+thk4Gdji6gxuB10LQfkomQ5uQZYjRyi+AzwceZcAHwVQKRtyFvnfkFORP8b4JYyVlx1ITks9P35HT8ipkTEhOoDmLiAp2WLGLeD7tZ1Y8hFq1n5PwssDWweEQ83Fkr6SMsCIm4GbgYOkLQtmVB1OzKFVMN5wHXAqZKejYjvDk71zWxx1K0BeWp5Hl5ZNqs8z06qWsaN58oeXXLvTYm5U63cUZ6XaT5QRPyqXNj7maQpEXHYglXdzBZX3RqQby3PP5L0e2AG8GfgZeBiSScDKwBfA54AXlfZ98tkUtQLgQfJnH+7As/RJst1RBxTrp4fKumZiDh+0M/IzBZ5XRmQI+J2SfuR2aE/RY4PjySTnB4OHA1MIseIJwPVL32MA95PDk+sATwL/BXYKSJ6ejnmwaXH/fMyfHHGoJ+YmS3SujIgA0TET8gM2lUTgItbbP7ryn63k1mweyv7OipDH5Xlo8nbmszM5uG7LMzMaqJre8iLiGEAEyf6rqehUvldD+tkPZq4HQyxTrUDzX2zgNWJpI3xt7Q6ZZOIuKHTlQC3gw4b0nbggFxjkpYGNgAeZ85teX21Jvkm3oSh/2LBonzsYeRdNbdExPTBrNhAuR105NgdaQcesqix0hAG9N9Zmn1NcWJ1AqWhsBgc+8HBqc3gcDvo2LGHvB34op6ZWU04IJuZ1YQDsplZTTggL76mAD9kzvzNPnZ3mkJ3/i06eewB810WZmY14R6ymVlNOCCbmdWEA3KXkLSzpJA0orJsgqSxvW0zhPUbVY49alEsf1HhdlDvduCAPAQqDbzV47+H4thkDsBWNpd03YKWL+lFSa9tsf6OBSm/RXmvk3SEpGslPV+XN5ek9SQdI+kvkqa1CmhuB24H8+Nv6g2t/YGHm5bdPkTHXgo4Fniol23OAH4PDOSrossC3wMWdpqq9YB9gQeAu4APLuTj9dUHgL2Ae8vjP3rZ1u1gwS0O7WAeDshD67KIuKNDx76DzIDyYzILyjwiYhb9nyuhWv5uko6MiCcAJC03wLJ6cyuwWkQ8JWkL4ILBLFzSasASETGpn7teBAyPiOcljab3N6LbwYJbHNrBPDxk0WGS3i1prKTxkl6SNEnSaZJWbdrukPLx582Sfi/pOUn/lrRvWb+upKskTZX0sKQvNh3qL8BywKG91KXxsfPt5WPXo5JmlI+EUyRNl/Rgqcszkn5Z2X2pUv4JpYwZzMm2vYSk4yRNLGX8q3zUfLS8vgfYvFKPpVqU37AC8ISkAyrLXt1U/j8l7dX7b76tdwKPSLpA0mck9Wn6xYh4OiKeH+Ax3Q7cDgAH5KE2XNJqlceqwMeBdcisJHuSHxW3By6TNE/WEeBcYCb5ce0u4AhJ3wCuAv5BNv5ngbFNY1f/Ls87lf/+vTkV2JvMnnIP8AKwEnAF2TM5mJxBa0vmtKFp5bFNef1D4Kay/r1kyqvTyI9zKwGjgMfIj7YPA99uHDwiXgYuBLaU1PwpbptS5h8qy45tKv924FhJB8/nPFu5Azis1PkSYIKkQzW4F7jcDtwOWosIPxbyA9gZiBaPF4BlW2y/fVm/SWXZIWXZCZVlywBPA68Au1SWr1e2PbBy7IPK8yzgJ2W7CWX/61rUc9+ybFkyHdVlwEvAasBJ5ecg8w8G8LfKvpMqdXmcDBwjy+vPlW1uJN+4K5fybyrLP1e2+1R5/cmm3831wG3l5y3KNlMb5Ve2+0Wj/PJ6VNl2VB//ZgI2BX5XznUWcCUZCJacz76jy7FGuB24HTS3g94e7iEPrd3InlDjsVlETGuslLRM6bXcVBat36KMUxs/RMRLwJ1kI/lNZfk/ya+Mjmyx/8XAtySt0ks9ZwDHl7KmRbauY4Glyd7Q9eXnZ8mErw2Nc1m5Uv7wUpfny7ltVco/lgwkG5byzyvb/2d5vpoMEts2Cpf0euBDzN0rovwOnq/2Osme4jLAhr2cZ1uRro6ILwCvJ99cawDnAI9KOlrSkgMpG7cDt4M2HJCH1s3lj9t4XCdpFUnHSvo32ZAnA43s1Su1KKP56vyzZE9kRovlK7fY/zhyjO87vdRzUkRMBZD0DkkXkA0Q4BTgzPLz9cwdLBpjZ0tUyl8aWJU8r8nAl4AlyR4HwGuazmsNgIiYCZxPflxtNPjPkz2Ws5vq+4FK+Y3H+U3lD1jkuOBxwMZkj+s15Efs5QdYpNuB20FLvsui884mb9k5ihy3eoH8R3kFrf9htrr63e6KeKuxxwfLMfck36xtSRoOjAOeA35GjhmeCtwPHAlcB2xW2WV54JZyjD0l/bQsf5oc24PM9L0msFN5fXcvVTgb2JXsRV5GvhFviYiepu3+St5K1kpv5feJpA8Bu5C9tOWAa4Ffkr+XweJ20F7XtAMH5A6StDLwMeDgiDi0svwtC/nQh5GNKshxx2avlbQ8Od62Kvnxcpmy7hrg1eXn28ne0KvJtrQ8+THy8lL+aPJe1mERcTWApM8D7wFubPS+irXK878ry/4EPAlsK+lOMmB9r0V9l26UP1iUX274EvBVcix2EtmrPDUiBjWThNuB20GDhyw6q9Gjae7BjF6YB42Ie8ir9CuSHxubLQl8k7nrtxf5phpX1kG+iW8tPzduzzq7Uv7e5IWQlTTnW1SXNcov43wqdxFsXdY3yiPyftjzyIs2OzbKb1Hfd1fKn61Rfovt25K0lqQ/Ao+QvbjxZCBaKyJ+sDDehLgduB0U7iF3UEQ8J+nPwPfL+NijwCdofRFmsDV6Ryu0WHcjcAQwFniR7OksW54vZe7A8VeyB/U6YGpEPFIpvzHWNxW4UtJp5IWXB8mPuj8hb3P6NLBR2a/54/PZwDeAA8je1COVe0/fVp6fAa6WdCM5rrki2fvamuy1zezD76PhTeStTocDp1XOp1eSViI//kOOZUJeNJsCPBQRZ7Tb1+3A7aDBAbnzdiA/Au1BNtqryIb52MI8aET8Q9KL5FhYs12Br5Nv1KXIq+EzyMZ9Jvlx9cqy7X3leRiVycBL+eeRtwfdTn4hYRtyDG4KeX6vBn5KvjHH0LpHOI78+LoGc3pFhzVt07iSvxF5Nf2ZUq996f83zm4ib51q9RG+Nyu3qFfj68PjyK8j98btwO3AE9SbmdWFx5DNzGrCAdnMrCYckM3MasIB2cysJhyQzcxqwgHZzKwmHJDNzGrCAdnMrCYckM3MasIB2cysJv4/YCalRyDVSYYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 126x1008 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sort_col = 'cluster_id'\n",
+    "\n",
+    "plotting.plot_dropout_heatmaps_for_clusters(cluster_meta, feature_matrix, sort_col=sort_col, save_dir=base_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot dropout heatmaps in manually sorted order"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot feature matrix sorted by cluster ID"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_feature_matrix_sorted(feature_matrix, cluster_meta, sort_col='cluster_id', save_dir=save_dir, folder=folder)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### umap with cluster labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "module 'umap' has no attribute 'UMAP'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_20192\\3779767159.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mlabel_col\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_umap_for_clusters\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeature_matrix\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabel_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbase_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_umap_for_clusters\u001b[1;34m(cluster_meta, feature_matrix, label_col, save_dir, folder)\u001b[0m\n\u001b[0;32m    516\u001b[0m         \u001b[1;31m# fit umap to dropouts for this cre line\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    517\u001b[0m         \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfeature_matrix_cre\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 518\u001b[1;33m         \u001b[0mfit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mumap\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mUMAP\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    519\u001b[0m         \u001b[0mu\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    520\u001b[0m         \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcell_specimen_id\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlabel_col\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcell_specimen_id\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcre_csids\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mAttributeError\u001b[0m: module 'umap' has no attribute 'UMAP'"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# for column in ['project_code', 'binned_depth', 'targeted_structure', 'mouse_id']:\n",
+    "label_col = 'cluster_id'\n",
+    "\n",
+    "plotting.plot_umap_for_clusters(cluster_meta, feature_matrix, label_col=label_col, save_dir=base_dir, folder=folder)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Correlations within clusters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x216 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_within_cluster_correlations_all_cre(cluster_meta, n_clusters_cre, sort_order=None, save_dir=base_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### average dropouts per cre line"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py:9203: FutureWarning: merging between different levels is deprecated and will be removed in a future version. (2 levels on the left,1 on the right)\n",
+      "  validate=validate,\n"
+     ]
+    },
+    {
+     "ename": "KeyError",
+     "evalue": "'experience_level'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_20192\\931689980.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_average_dropout_heatmap_for_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature_matrix\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msave_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_average_dropout_heatmap_for_cre_lines\u001b[1;34m(dropouts, cluster_meta, save_dir, folder, suffix, suptitle)\u001b[0m\n\u001b[0;32m    754\u001b[0m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcre_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 756\u001b[1;33m         \u001b[0mmean_dropouts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdropouts_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdropouts_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'experience_level'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_features_for_clustering\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    757\u001b[0m         \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mheatmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_dropouts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Blues'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcbar_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'shrink'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0.7\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'label'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'coding score'\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    758\u001b[0m         \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_cell_type_for_cre_line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcre_line\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mgroupby\u001b[1;34m(self, by, axis, level, as_index, sort, group_keys, squeeze, observed, dropna)\u001b[0m\n\u001b[0;32m   7639\u001b[0m             \u001b[0msqueeze\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msqueeze\u001b[0m\u001b[1;33m,\u001b[0m  \u001b[1;31m# type: ignore[arg-type]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7640\u001b[0m             \u001b[0mobserved\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobserved\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 7641\u001b[1;33m             \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   7642\u001b[0m         )\n\u001b[0;32m   7643\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, observed, mutated, dropna)\u001b[0m\n\u001b[0;32m    895\u001b[0m                 \u001b[0mobserved\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobserved\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    896\u001b[0m                 \u001b[0mmutated\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmutated\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 897\u001b[1;33m                 \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    898\u001b[0m             )\n\u001b[0;32m    899\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\groupby\\grouper.py\u001b[0m in \u001b[0;36mget_grouper\u001b[1;34m(obj, key, axis, level, sort, observed, mutated, validate, dropna)\u001b[0m\n\u001b[0;32m    860\u001b[0m                 \u001b[0min_axis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgpr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgpr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    861\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 862\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    863\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgpr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mGrouper\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mgpr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkey\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    864\u001b[0m             \u001b[1;31m# Add key to exclusions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'experience_level'"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x144 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_average_dropout_heatmap_for_cre_lines(feature_matrix, cluster_meta, save_dir=save_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot 100 cells per cluster to examine within cluster variability"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note: this takes a while"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "49 cells in cluster 2\n",
+      "selecting a random subset of 49\n",
+      "41 cells in cluster 3\n",
+      "selecting a random subset of 41\n",
+      "22 cells in cluster 9\n",
+      "selecting a random subset of 22\n",
+      "19 cells in cluster 11\n",
+      "selecting a random subset of 19\n",
+      "40 cells in cluster 5\n",
+      "selecting a random subset of 40\n",
+      "71 cells in cluster 1\n",
+      "selecting a random subset of 71\n",
+      "40 cells in cluster 4\n",
+      "selecting a random subset of 40\n",
+      "23 cells in cluster 8\n",
+      "selecting a random subset of 23\n",
+      "36 cells in cluster 7\n",
+      "selecting a random subset of 36\n",
+      "38 cells in cluster 6\n",
+      "selecting a random subset of 38\n",
+      "20 cells in cluster 10\n",
+      "selecting a random subset of 20\n",
+      "16 cells in cluster 12\n",
+      "selecting a random subset of 16\n",
+      "104 cells in cluster 1\n",
+      "selecting a random subset of 100\n",
+      "26 cells in cluster 3\n",
+      "selecting a random subset of 26\n",
+      "14 cells in cluster 5\n",
+      "selecting a random subset of 14\n",
+      "22 cells in cluster 4\n",
+      "selecting a random subset of 22\n",
+      "33 cells in cluster 2\n",
+      "selecting a random subset of 33\n",
+      "513 cells in cluster 3\n",
+      "selecting a random subset of 100\n",
+      "816 cells in cluster 1\n",
+      "selecting a random subset of 100\n",
+      "585 cells in cluster 2\n",
+      "selecting a random subset of 100\n",
+      "224 cells in cluster 7\n",
+      "selecting a random subset of 100\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py:1130: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  ax = ax.ravel()\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "228 cells in cluster 5\n",
+      "selecting a random subset of 100\n",
+      "359 cells in cluster 4\n",
+      "selecting a random subset of 100\n",
+      "202 cells in cluster 8\n",
+      "selecting a random subset of 100\n",
+      "148 cells in cluster 9\n",
+      "selecting a random subset of 100\n",
+      "227 cells in cluster 6\n",
+      "selecting a random subset of 100\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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FHCzNjwb7YbSkr9SVfVrSlfn5zPw4SNJJ+b17QNK/Ja3Ri/3em5weo3SsqE1boafr7WGM/X2MGC1pcmF7atupvI8n5fd6k1xemhuFddXn2d5K/8u1dexfN/8wSU9KOqXJfhjo3LiwEO8USffn8hGSXi9MO72ndfdGf+dBYXq3jhGF6XO9d2X/I5IOVMex9VZJ78vlPkb0Un/nhcqPD6XnEHn6QpLuk3R5oWwbSffm9+RcSYNzeem5WVldDdZ3tKSf15VtJOnh/HyK8vmgpCPVcfy6X9L/5PI55xkl6zhG0hPF/49cXnp8k7RXfh8mStqrrO6+MAC5IPXgfFLSokrXCrV1/KgwreF5emH65krnZbsWyn6Zc2e8GnzuFOab51zoCUkfyXk9uy7erdX5GDFL0qfztIb/V/1hAPKix8cIlV9nHCtpQn4/LpU0PJdvUah/rKTPFJYZrnQuOiHHtmXJfpjn6wx1ff15ntKxf3ze7wvn8j1zXeMk3S7pA13ti/7Q37lQmD7P1xpN6mp4rZGnbVio7wFJi5bsB59HsMBcX5Rdey4i6Zz8vo2VNKrJfhjofCg7zm0n6Z5c9z2Stiks0/N8iAj/tdAf8BFgE2B8oexXwOH5+eHAL/Pz7xeeLw+8BCySX48BtsvPlwAWz8/3Af4ADMqvV6g9ApsDxwCHdhVTLr8W2Ck//xgwJj8/Fvhhfr4ucEOD7VwIeAZYvWQ/DANeqMWdyw4Ezips32bAKsBjwFKFbV0jPx8N7NpkX28MjACmAMsVykcBl5fE/BjwHmARYCzwvjbOi077rVC+HrBO7T0q2Z4NgP8U3+/8KOASYI/+yot5eA8+CdzY1fbPz3mQX28G/BGYWSi7CNgrP98G+GN+vjawVn7+LuBpYHjxPc3Pf12I8WvA6fn5HsCFXeVHg+k7ADfVlf0Z+FJ+PjM/fh64uJDXqwBL92K/9yanS+edH3ODkuMp6dh/Fel/94PAXV3lRpM82xs4pck2ngic38U8A5obdes5HjgqPx9B3WfmgpAHTd67hseIZu9d2f8InY8dnwKubjCPjxEtlBeUHx9KzyHy9G/nvLg8vx4EPAGsnV//GNgvPx9Fg3OzsrpK5lmnPm+AXwA/yM+nAMsBWwJ3AENy+XLAu7rzvpGOgysX/z9y+d40OHYBywD/yY9L5+fzdCyqOBd6dD5J+uxYIj9fGLgL+GB+3fA8PU9bCLgRuLKWe8DHgeuAwcBQ4G4Kx5O+zoUe7vcRwIZ53zS8Nsk58BJd/F/Np3nRcFvK8qL4HjRYZntgcH7+y0IsixfKVwaeK7w+F9g/P1+EwvlIXd0Dcf35MVLeC7gA+Gou34r8vw/sRD6farYv5sdcyK/75FqjSV0NrzVIx4ZxwAfy62WBhUr2g88jBiAfGJjri7J8OAg4Jz9fAbin9j62QD6UHec2puN85P3Ak/OSD+4Z3GIi4hbSP07RzqQPMfLjp2uzA0tKEumf6iVgtlIvmsERcV2uc2ZEvJaX+Srw44h4J097rvYYEf8G3upmTLX1D8vPlwKeys/fB9yQl50AjJC0Yt2y2wKPRcTjJfthBnALqQGuZg/Sh2bRCsArwMzCtk5uVGeDddwXEVO6M2+2BTApIv4TEW+SDgA97m3aG62YF01ifTgiHulits9TeC/z+w3pQ3qRvA2N6p7nvMjfmp2g9K37eOUe7d3QKeYq9HceKPXIPhb4Xt065vxPAzfldRIRj0bExPz8KdKJ9/L59Yxcp4DF6HhPi/FeDGyb5ynqal9fD6wraeW8jsWBjwKX1c23MvB0Ia+nRsS0vMxMSccr9dS5QdLyZSvrTU4PtAE4RpTZGfhDJHcCwyWt3Cw3muRZKUmbAiuSvoRsZkBzoxCfgM/hYwQUjhF5me6+d7VtmFF4OZTGnwc+RvRAVceHZucQSr2+Pg6cWSheFngjIh7Nr68DPtvV9pXU1SieR4Dp6tyz83Ok87milYEXIuKNvNwL+TjWpYi4MyKe7s682Q7AdRHxUs6964Ade7B8j7Ta+WT+7Kj14Fo4/0We1uw8/RukzgPPFcreB9wcEbMj4lVSp42G+7IvckGpt+YvlXo2/0vSe0tiJSKmRMQ44J2yeYBdgau68bnb51rxGNFkmWsjYnZ+eSepsYWIeK1QvmiOE0nDSA1aZ+X53oyI6SV1D8T155U57wP4VyH+22ufP8XtGmitdh7Ry/PJsmuN7YFxETE21/diRLxdsit8HsECc31Rlg/FNqvngOmkxuRGBjofyo5z9xXORx4EFpU0pKyerrgxeP6wYu3EMj/WunyfQvoW6SngAeCbOfHWJp3g/FXpJ3PHquNn92sCuysN63CVpLXmIa5DgGMlPQEcBxyRy8cCu0D6yQ6wOnN/oDX6YK13QZ4PSe/K23VT3TxjgWeByUrd/D9J39hS6ecCV0laP5e9m9RjpWZqLqtK1XkRwLVKP1E4oIex707d+y/pGtIB/RXSgbpMX+TF0IjYivRN4dldBZsP+DuSLjxq5mX7+1Jf5sHXgb83uJAdS8cF+WdIH/TLFmfI/+uLkHpK1MrOIf0CYF3g5Fw85/8of8i9TGoAKJorP4ryidtfSRdukHoP3hQRr9TN+hfgk0o/lTle0saFaUOBeyNiE+Bm4Idl6+umRjGfk9f9gwYN3gOhL3MD4Bilnyv9pnDi0eVxsUFulOUZwGfVMbTIqnn5QaRet9/taoMrzI0PA8/WTlCzNfJ+vFnSh7tRR3+p7BjRjfeu4f+IpIMkPUbqfXJwg+V8jJh3A3F8aOYE0gVbsXHsBWBhdfxEdldg1cL0RudmZXWVKZ5DfBB4se7/FtIXF6sqDXVwmqSR3ai3O+Y6vtEa55aVnk8qDfFxP+kc8LqIuKuL+d9NOs7UD78zFthJ0uJKQzxsTef8qdcXuTAjIrYg7asTmsXdDY2ujXr6f9WXqj5GdOc8e19S70EAJP2PpAdzXAfm88z3AM+Tjrf3STpT0tAm6x2Q60+l4SG+BFzdYPJ+xe2i+muOVr3WKKur7FpjbSAkXaPUIFfaKcHnEU3Nb9cXZfkwFthZ0mCloRw2peQzo+J86HScK/gscF/kLyuzHuWDG4PnbzsA95O6yG8EnKL07edg0oXpoaSf3ryH9PM0gCHArIjYDPg93WgIa+KrwLciYlXgW+RvXEk/s1o6n9h9A7gPqH2zgaRFSP9AF3VR/+XAh/I2fQ64uP7bu/x6R9IFw6PAbyQdPQ/bBHAvafiKD5AasGrf+DT6h2rYg7ViA5UX/y8fzHYCDpL0ke4Ep9QL47WI6DQGdUTsQPo2bQjp50Fl+iIvLsjz3QIMUx6Hp4lPArdFRPGb0V5t/wDqUR7kE97d6Gi0LToUGCnpPmAk8CSd/6dXJv0kZ5/aN6EAEbFPXv/DpBMY6OL/qCw/Gphzsk7Jl0sRMZX0k6sjSI0EN0jaNk9+B7gwP/8T8KEu1leqJOY9I2ID0r7+MOmEv1X05hhxBKlRf3PST1kPy+VdvZ+dcqOLPPsHMCIiNiR9A1/7Fv9rwJUR8USDZRqpIjfqe2s8DawWERuTf76e93ErGYhjRLP3rvR/JCJOjYg1SXn2f8WFfIzod315fGhI0ieA5yLinmJ5RATpvfqNpH+RvhyufdY0PDcrq6uJPwO7Kn1RUZYXM0kXhQeQGpEulLR3/Xw9VHZ8a+VzywE5n4yItyNiI1LHkS2U7zXSxAnAYQ3O/a4lDRtxO+l9vYPCuUoDfZELFxQeG45D2x35s3ID4JpCcY/+rwZQvx8jsqbn2ZKOJL2/59XKIuKuiFg/r+cIpfFgB5N+5v7b/Jn8Kumn7WUG6vrzNOCWiPhn3XZtTWoMLu6jVr3mqOxao4u6yo6rg0mf5Xvmx88UPvMb8XlEz7Tq9UVZXWeTGpnvJn2u3E7zz4wBz4dGx7lcvj5p+IjiOMY9zgc3Bs8fnlVHl/TaGEiQxuX6aySTgMmkf6appG8J/pO//biM9CFInlbr3Xgpafyq3tqL9A0JpIbdLSD9xCYi9skndl8mdd0v/nRmJ9K3Is82qzwiXid9W/oZmvQkztv/r4j4eZ6vy58UdrHeGfnkj4i4ktRLZTnSvit+W7QKHUNjVKHSvIj8E4VIP6u4lPz+d0Oz93IW8HeaDL/RR3lRf6HV1YXXXOuZh+3va32VBxsD7wUmSZoCLC5pEqRtjYhd8kn0kbns5bzOYcAVwP9F+hlPJ/mE+UI69v+c/yOlGwMtReefH3XnVwMAtwErK91gYyvSBeBcIuKNiLgqIr4L/IyOnzLNNWs31lmmUX48mR9fIY1jWUV+9NkxIiKezvO/AZxDx/aUHhdLcqNZnr0YHd9u/550AQ7pAvvref7jgC9L+kWT7R7Q3Mh5vAsdJ3i1ul/Mz+8h9VpYu1k9/ajKY0Tpe9fN/5E/M/f74mNE3xiI40OZ/wd8KufFn4FtJP0p13VHRHw4Um/LW4Daz0HLzs1K62ok0hcTU0iNDZ8l9eJpNN/bETEmIn5I6m00r+eWZce3Vji3bInrjEg/3R9D18NkbAb8Ob/nuwKnKd90LSKOiYiNImI7UgNAfU/f4vr6Ihei5HlPfQ64NCLmDJfQi/+rvlblMaLpebbSjRY/QWr8mGu/R8TDpEbf9+e4pkZHj/OL6cjXRuvt9+tPST8kXR9/u658Q9JwNzvXziHyuqq+5mjFa43Suii/1phKGkrmhUjDFFxJk1zA5xFl5qvrC0ryIdKQQt/Knxk7A8Np8pnBwF9fNDzOKQ2NdSnw5YiY84vc3uSDG4PnD38nNbySH/+Wn/+XNPYuSmPyrkO68cS/ST1za+OQbAM8lJ9fRkevy5GkbzN766lcR20dE3Msw3PvX4D9Sd96FscA7Ml4NxeQPihXJI2X0omkdynfXTLbCGg4DnF3SVpJSt3qlX5+MAh4kbRf15K0Rt6+PUjvTVUqywtJQyUtWXtOGoOpq15atZ9770ZhTDZJSxQ+UAaTBoyf0EVV85oXu+f5PgS8XDvZKIl5KdI++VuhrFfb30/6JA8i4oqIWCkiRkTECNK3z+/Nyy+X3ztI33SencsXIX0Y/SEi5vT0V1JbVqSe1bX3tBjvrqSb8tXGdZsrP8rkZf5C6l11ZaQvEjqRtEn+prhW94Z05MGgvH6ALwC3drXORkpyerA67kK+MOmDvIr86LNjROF/VKSTmtr2/J3UwCeln9m+HBFPl+VGF3m2ciH2T5F6lBMRe0bEann+Q3Odpb16KsiNjwITIvUGqNW/vPJP4CS9B1iLtI+rUNkxouy9a/Y/os4/K/84hRNzHyP61EAcHxqKiCMiYpWcF3uQPge+mOtYIT8OIfUQOj2/bnhu1qyuJi4AfkO6d8XU+omS1qnLw744t2x4fCP1BN1e0tJKd2Tfns69QwdCleeTy6vjLumLkY+nzZaJiDUKx6GLga9FxGVKw00sm+vakPT/3NVY5fOaC7sXHu/oYl3NzHVt1NP/q35Q2TGi2Xm2pB1Jx4ZPRWHc0Xx9Njg/Xz3HNSUingGekLROnnVbOvK1TL9df0ran9SD8vNR+DWdpNVInay+FB3jprfKNUfLXWs0q4vya41rgA2VhpIZTDpGleaCzyNKzVfXF5TkQ86DoXn92wGzI6Il8qHJcW44qSH8iIi4rVDeu3yIfrz7oP96/kf68HmaNJD+VNLPRJYlDW49MT8uk+d9F+kk54H8Zn+xUM92pLtlPkC6S2PtTo61BHqAdNJSu5vmSnl9M0iDZ08l34G3UUy5/EOkuy6OJd39d9NcvmWOdQLpQ23pQlyLkxpWl+rm/hhM+lnWL+rKx5B6BqxOupvwBNLPEq4D1szzjKb53VwPztszm9SwfWYu/zppQO6xpBOArQrLfIx0YvsYcGS75gXp5x1j89+DxX1B+iZ9KvAGaTytawrTRgF31m3biqQPiXG5rpPJd8/sp7wYA/yc9FOQ8cAWXaxrb+DPdWWl2z8/50Hduop3Yd011/8oqcdC7a7aX8yx3F/424j0YXdbYd3n0XE8WZT0S4JJpBtnvKdZfnSxPzYmfau6Y6PYSb2L7skxjCedWC5amwf4SZ5+I7B8k/X0NKeH5nprOX0iJXcrnl9yI++j2vx/ouPu7wJOJR0TH+keeNQAACAASURBVCDfxbYsN7rIs5/Tcey9CVi35P/xlFbJjTz/aNLYhMWyzxa25V7gk+14jCh775r9j+TnD+acuQlYv9n/WyvkAS1+jOjvvKD8+FB6blm3fy4vvD6W1FD6CHBIobz03Kysrib7Y/m8L+r/b6cAy5F67d5OulgdRzqXXS7PM4Ymd+smjXM9lfRz0KnA0bm89PhGGg9wUv7bZ34+RtDz88kNScPJjcvrOKqwjobn6XXbM5p8rk86v3go/91Jg8+cPs6FKaQxH+8ince+t8l6Ns/b8irpOujBwrQRpJ/ED6pbpuH/1XyaFz06RtD8OmMSafzP2rnF6bn8S3R8dtwLfLqwzEakn4KPI31hsXQX+6M/rz9nk86ZavEflcvPBKYVyu/O5QN6zdHfuVC3rl5fa3RRV7NrjS/m/Tge+FU39kdbn0f0dz4wMNcXDfOBdOx9hHTOcT1pKKpWyYey49z/kT5Hitu/Qm/zQblSM7O2IGkMcGhE3F11LFYdSTMjYomq47DW49wwcB6YWXNKP0XeLCJeqDoWM2s9Po+wolbMBw8TYWZmZmZmZmZmZtYG3DPYKifpVNINQIpOjIhz+qj+S4E16ooPi4iBHpPNeqC/86JuXfsA36wrvi0iDurrdVnPSLqLdHfyoi9FxAP9sK4Byzmbd84NA+eBNdbf534DmXc2bwbyOkDpzu+71RVfFBHH9PW6bN74+tNqfB5hRe2UD24MNjMzMzMzMzMzM2sDHibCzMzMzMzMzMzMrA0MrjoAa27WbCrvun3VQ89UHQIAO71vpapDmGPRwaiK9bZCPtjcqsoHcE60Kh8jWsP0196qOgQAVhq2sI8R1klVx4jdz72vJfLh3D03rjoEAE645bGqQwDg8G3W9DHCOqnqGHHHpOktkQ8vvP5G1SEAsN16K1YdAuBrjeNvnlR1CAB8Z+R7qw5hjqpyYuq0NyrPB4DllqwfyaG99SYf3DPYzMzMzMzMzMzMrA24MdjMzMzMzMzMzMysDbgx2MzMzMzMzMzMzKwNuDHYzMzMzMzMzMzMrA24MdjMzMzMzMzMzMysDbgxuJ9IGiUpJC1XdSxmZmZmZmZmZmZmbgzOJI2RdErVcZiZmZmZmZmZmZn1BzcGm5mZmZmZmZmZmbUBNwYDkkYDI4GD8tAOIWlNSWdJmizpdUkTJX1P0qDCchtIukHSDEmvSBoraeuSdQyRdKmkeyWtMECbZmZmZmZmZmZmZgbA4KoDaBHfBNYGJgDfz2XTgCeBzwHPA1sAvwNeBM7K85wPjM3TZgMbALPqK5c0DPgbqfF9VETM6K8NMTMzMzMzMzMzM2vEjcFARLws6U3gtYh4pjDpqMLzKZI2AT5PR2Pw6sBxETEhv57UoPrlgT+RG5YjYq7GYgBJw4Hh9eVPPz+N4cPnKrYFnPPB6jknrMj5YPWcE1ZUlg+fPvVmFhm6ZAURWdV8jLCisny45p4pLDlsqQoisqr5GGFFZfkwfvIzLLWU82FB4GEimpB0oKS7JT0vaSbwLWC1wiy/Bs6UdKOkIyWt26Caa4GpwC5lDcHZIcDk+r9TTjqhT7bF5jvOB6vnnLAi54PVc05YUcN8ePTa8yoNyirlY4QVNcyHC0f/ttKgrFI+RlhRw3w467cnVxqU9R1FRNUxtARJY4DxEfH1/Hp34FzgUOB2YAZwEPCZiBhRWG4tYCdgB2A74MCIOFvSKOAm4HTSUBMfjYj7mqy/7Ju4yVV/E3fVQ890PdMA2Ol9K1UdwhyLDkb9WX8r54PNrb/zAZwT8xsfI1rD9NfeqjoEAFYatrCPEdZJVceIT5968+RW6Bl87p4bVx0CACfc8ljVIQBw+DZr+hhhnVR1jLjmnimTW6Fn8Auvv1F1CABst96KVYcA+Frj+Jsb/QB74H1n5HurDmGOqo4R4yc/M7kVegYvt+SQqkNoKb3JBw8T0eFNYKHC6w8Bd0XEKbUCSWvWLxQRE4GJwEmSfgvsD5xdmOUHwEvA9ZK2jYj7G608IqYD0+vLZ83uxZbYfM/5YPWcE1bkfLB6zgkrKsuH3c8t7ZdgCzgfI6yoLB/umDRXkbUJHyOsqCwfpk5rjS9qbN65MbjDFGALSSOAmaTxf/eWtFN+vgcwknRjOSQtBhwHXJSXXZHcgFxfcUQcKUl0NAiP7edtMTMzMzMzMzMzM+vEYwZ3OI7UO/gh4HngKuAvwPnAv4ERwPGF+d8GliYNJfEIcClwB/DtRpVHxPeB3wM3SPpAv2yBmZmZmZmZmZmZWQn3DM4i4lFgy7ri/fJf0Y/z/G8CX2hS3xjoPG5HRBwBHDGvsZqZmZmZmZmZmZn1lHsGm5mZmZmZmZmZmbUBNwabmZmZmZmZmZmZtQE3BpuZmZmZmZmZmZm1ATcGm5mZmZmZmZmZmbUBNwabmZmZmZmZmZmZtQE3BpuZmZmZmZmZmZm1ATcGm5mZmZmZmZmZmbUBNwabmZmZmZmZmZmZtQFFRNUxWBPXPPR85W/QyLWXrzoEAN6a/U7VIcyx5KKDVMV6Z82m8nywuS06mEryAZwTraqqnLh47NMtkQ+fWH/lqkMA4NU3ZlcdAgDLDh3sY0QLeOed1tkViy+iSnLimZffaomdMHzowlWH0FJ8HtEaZr/dOrtiiSHVHCPGPTGzJXbC4IUq+5fo5D0rDK06BKDaY8RT09+sPCeenPZ61SEAsPZKS1YdwhxLLeb2COvQm2OEewabmZmZmZmZmZmZtQE3BpuZmZmZmZmZmZm1ATcGm5mZmZmZmZmZmbUBNwabmZmZmZmZmZmZtYF+aQyWNEbSKfOw/ChJIWm5voyrwXr2ljSzP9dRWNfRksYPxLrMzMzMzMzMzMzM6rV7z+ALgfdUHYSZmZmZmZmZmZlZfxtcdQBViojXgdfnpQ5Ji0TEm30UkpmZmZmZmZmZmVm/6M+ewYMlnShpWv47VtIgSA2okn4paaqkVyX9W9IODer4gKS7JL0m6W5Jm9QmSFpW0gW5jtclPShpn8L0r0h6VlKnBm9J50v6W34+1zAReblJkt7Mj/9bNz0kHSTpr5JeBX4maSFJZ0manGOZKOl7te01MzMzMzMzMzMzq1p/NlbumevfEvgKcABwSJ52DjAS+AKwAXAu8A9JH6ir4+fA4cAmwIvAeZKUpy0K3At8AlgfOBE4Q9K2efpfgOHAR2uVSRoK7Az8qVHAkj4DnAKcALw/13mapE/WzfpD4Moc+6l5O58EPgesBxwJfB/YBzMzMzMzMzMzM7MW0J/DRDwNHBwRAUyQtDbw7dwr9/PAiIj4b573FEkfJTUaf61Qxw8i4iYAST8GbgXeDUyNiCeBYwvz/k7SNrnuGyJimqQrSY3SV+d5PgPMBv5REvOhwB8jonbzu0clbQocVrfMhRFxZt2yRxWeT8m9mD8PnFWyLjMzMzMzMzMzM7MB05+NwXfmhuCaO4CfAB8CBDzU0ckXgCHAjXV1jCs8fyo/rgBMlbQQqdfw7qQG4iHAIsCYwjJ/AkZLWjwiXiM1DF8cEbNKYl4POLuu7FbgU3Vld9cvKOlAYH9gdWAxYGHg8ZL1zEXScFJP5k4uvmMiSwxbqrvV2AKiLB+efn4aw4fPVWxtwDlhRWX5MPqWhxnqz4y25GOEFZXlw4Qpz7GU86Et+RhhRWX58M8HnmDYUs6HdlSWEw9NeZalnBNtx58ZC76qxrQNYHNgo8LfesC+dfO9VbcMdMR8KPAdUu/gbXMdl5EahGsuJ/UE3lnSCqQhIxoOEdFgPc3KXi2+kLQ7aWiJ0cAOOZbT6mLpyiHA5Pq/S/94Rg+qsAVIw3w45aQTKg3KKuWcsKKG+XDFeb+vNCirlI8RVtQwH37/25MqDcoq5WOEFTXMh/POOq3SoKxSDXPizN+eXGlQVhl/Zizg1Lnzbh9VKo0BVgbWrfUOlnQkaQiIrYFHgG1qQ0A0WH4UcBOwfES8kMtGkBJw84i4W9I/gJciYq88XcB9wPSIGFWo6/c5lmuA7wGrR8Q7edrewCkRsUR+fRvwSETsW1h+NLBmRHw4vw5gt4i4uDDPycCGETGyUPb3XDYivz4a2DUi3l+yzWU9gydX3TN45NrLV7r+mrdmv1N1CHMsueggdT1X7zX5Jm6yv4lrPYsOpl/zAZwT85v+zokmPYMnt0LP4E+sv3LVIQDw6huzqw4BgGWHDvYxogW8807fn/P21uKLqJJjxIQpz01uhZ7Bw4cuXHUILcXnEa1h9tutc4xYYkg1x4h/PvDE5FboGTx4oX7/l+iW96wwtOoQgGqPEQ9NeXZy1T2Dn5z2eqXrr1l7pSWrDmGOpRZze4R16M0xoj+HiXgXcIKk00g3Wvsu8NOIeFTSeaThG75DugncMsAo4D8R8ddu1v8osLukDwEvAN8A1iA1CBf9Cbg+Tzu/1hBc4ljgIkn3ANcCO5KGltilG7HsLWknYBKwB+kGedO6uS1ExHRgen35NQ89390qbAFSlg+zWqNdwyrgnLCisny4eOzTFURjrcDHCCsqy4dnXn6rwdzWDnyMsKKyfBj3xMwKorFWUJYTT01/s4JorGr+zFjw9Wdj8HnAQsBdpGEWzgJ+k6ftAxwJ/ApYBXgJ+BepN3B3/ZTUwHsV8DppiIbzgPfVzXcL8GQu36NZhRFxmaRvkIagOIE05u/XIqLshnM1Z5CGhjifNB7yJcDxzD3shZmZmZmZmZmZmVkl+mWYCOs71zz0fOVvkIeJmFt/DxNRZtbshmNaW8UG4qdbZZwTramqnLh47NMtkQ8eJqKzgRgmooyPER3aaZiIMs+8/FZL7AQPE9GZzyNaQzsNE1Fm3BMzW2IneJiIzqo8Rjw1/c3Kc8LDRMytv4eJKOPPjNbUm2NEVTeQMzMzMzMzMzMzM7MB5MZgMzMzMzMzMzMzszbgxmAzMzMzMzMzMzOzNuDGYDMzMzMzMzMzM7M24MZgMzMzMzMzMzMzszbgxmAzMzMzMzMzMzOzNuDGYDMzMzMzMzMzM7M24MZgMzMzMzMzMzMzszYwuOoArLk/3fdU1SEwcu3lqw4BgPW/e3nVIczx35M/VXUIBqx2wF+qDgGA587+XNUhGPCLGydWHcIcR2+/ViXr/cT6K1ey3lZ1wIVjqw4BgEv23bSyda936BWVrbvm4eM+XnUIACy/5+iqQ5jj1Yv2qWS910x8ppL11tt9o1WrDgGAHU+5veoQABhzyFZVh2DAwZeOrzqEOc7eY4NK1nvZhNY4Rnxv6/dWHQIAK+31p6pDAGD6eV+sbN27n/WvytZdc/TH1606BAA+fuptVYcwx62HfriS9d786POVrLdeq7RRbfj9q6sOAYBHf7Vjj5dxz2AzMzMzMzMzMzOzNuDGYDMzMzMzMzMzM7M24MZgMzMzMzMzMzMzszbgxmAzMzMzMzMzMzOzNuDGYDMzMzMzMzMzM7M2MF83Bks6WlKf3PZV0hhJp/RFXWZmZmZmZmZmZmatZnDVAcyj44CT+6iuXYC3+qguMzMzMzMzMzMzs5YyXzcGR8RMYGYf1fVSX9RjZmZmZmZmZmZm1ooGbJgISUMknSDpWUmzJN0p6UN52ihJIWknSfdIel3SPyWtImmkpLGSZkq6XNKyhTo7DRMhaQNJN0iaIemVvNzWedrCkk6S9JSkNyQ9IekXhWU7DRMhaWlJ50qaluO5XtL6hel755i2lTRe0quSbpK0RmGeVSX9TdJLkl6TNEHSHv23l83MzMzMzMzMzMwaG8iewb8CPgfsC/wH+DZwtaS1CvP8CDgEeBk4H7gQmAUcALwNXAQcDXyjZB3nA2OBLYDZwAZ5eYCDgc8AewBTgFWAdZrEOzpP3xmYBhyT4107Il7P8wwBjsjbNAs4Fzgd2CFPPw1YFNgamNHF+szMzMzMzMzMzMz6zYA0BksaCnwV2D8irshlBwLbAAcB1+dZfxAR/8zTTyeNB7xpRNyby84Fdm2yqtWB4yJiQn49qW7ao8A/IyKA/wK3l8S7FvApYGRE3JLLvpSX2RM4M886GDgoIh7J8xwHnCNpUES8k9d5SUSMzfNPbrKPhgPD68s/d8YtLDJ0WJNNtgVRWT48/fw0hg+fq9jagHPCipwPVq8sJ1Y98M8sNGSJCiKyKpXlw6k3PsDQJZeqICKrmj83rKgsHw7/6z0stoSvPdtRWU588CdXMnixJSuIyKpUlg8X3zGRJYb5PGJBMFDDRKwJLAzcViuIiLeBO4D3FeYbV3j+bH58oK5shSbr+TVwpqQbJR0pad3CtNHARsCjkk6V9HFJZdu/HvBOjq8W78s5lmK8b9QagrOnSNtZ+6c5Efg/SXdI+qmkTZvEfgipsbjT38NXn9dkEVuANcyHU046odKgrFLOCStyPli9hjkx476/VRqUVaZhPlx7wVmVBmWV8ueGFTXMhzv/OrrKmKxaDXPiyVsuqjQoq0zDfLj0j2dUGpT1nYFqDFZ+jAbTimVv1ZdHRH1ZacwRcTSpsfYyYCtgnKR987R7gRHA93Md5wLXlTQIq0FZo3hnl0wblNd5FrAGcA6wNnC7pKNL6j0hz9vpb70d92wSii3AGubD1w8+pNKgrFLOCStyPli9hjkxbOOdKw3KKtMwH7b//H6VBmWV8ueGFTXMhw/usneVMVm1GubEuz+yW6VBWWUa5sNnvvSVSoOyvjNQYwZPAt4EPkQaLxhJCwFbksb57TMRMRGYCJwk6bfA/sDZedorpHGHL5I0GrgTeC9p+Iiih0gNulsCtWEihpHGID6nh/FMBX4H/E7SYcA3SeMe1883HZheX/6l88bWF1kbKMuHWfVfP1jbcE5YkfPB6pXlxBqHXFFBNFa1snw49+4nKojGWoE/N6yoLB9+fN2kBnNbOyjLiQ8ff2sF0VjVyvLhmoeeryAa6w8D0hgcEa/mhtlfSHqB1MX8W8CKpJuszfON1SQtBhxHauydkuv+EHBXnv5t4GngflIP5C+Qbuo2tUG8EyX9DThD0gGkf4Jj8vzdbryWdCJwFamxeRiwI6mh2czMzMzMzMzMzGxADVTPYIDD8uM5pDF17wN2jIinJc1zYzDwNrA0afiHlYAXgcuBQ/P0V4DvAmuRhnO4D9gpIl4rqW8fUtf4vwOLksY73jEiXu9BTININ8FbNa//BuA7PVjezMzMzMzMzMzMrE8MWGNwRLxBGoR6roGpImIMdeP0RsTFDcpOB04vvD6aPORCRLxJ6u1btv7fA79vMn1U3etpwF5N5h9Nuild6XZExDfKljczMzMzMzMzMzMbSAN1AzkzMzMzMzMzMzMzq5Abg83MzMzMzMzMzMzagBuDzczMzMzMzMzMzNqAG4PNzMzMzMzMzMzM2oAbg83MzMzMzMzMzMzagBuDzczMzMzMzMzMzNqAG4PNzMzMzMzMzMzM2oAbg83MzMzMzMzMzMzagCKi6hisiYeferXyN+iqSc9WHQIA+20+ouoQ5lhqsUGqYr2zZlN5PtjcFh1MJfkAzolWVVVOfOKMf7dEPly83+ZVh9BSqjxGHH3txMpz4vBt1qo6BABa6ZR3sYWryYl7psxoib2w/irDqg4BgOdmvFF1CACstswQn0dYJ1V9brz2ZmscKae99lbVIQCw7BKLVB0C4GuNF2e+WXUIQOvkA1SXE62QDza33uSDewabmZmZmZmZmZmZtQE3BpuZmZmZmZmZmZm1ATcGm5mZmZmZmZmZmbUBNwabmZmZmZmZmZmZtYFKG4MlhaRdy143mH9EnmezgYnQzMzMzMzMzMzMbMEwuOoAeugJYGXghaoDMTMzMzMzMzMzM5ufzFeNwRHxNvBM1XGYmZmZmZmZmZmZzW/6dZgISTtK+qekaZJeknSNpPXmob5Ow0RIGpVf7yTpHkmv5/WtImmkpLGSZkq6XNKyhXo2l3StpBckzZB0q6Qt69a1tqSbJc2S9Iikj+W69i7M825Jf87bN03SFZLWKkxfVdLf8ra/JmmCpD16u/1mZmZmZmZmZmZmvdXfYwYPBU4AtgBGAS8D/5C0SB+v50fAIcD/AEsDFwJHAQfk9a4PHF2Yf0ngj8CHc2z3A1dKWg5A0iDgUmA28EFgb+CHwJBaBZIWB24CZgEjgS2Bp4Hr8zSA04DFga1zDIcA0/tus83MzMzMzMzMzMy6p1+HiYiIS4qvJe0DzCA1wN7ah6v6QUT8M6/jdOBkYNOIuDeXnQvMuTFdRNxYF9c3gM8COwJ/ArYD1gG2j4gn8zzfAm4rLLYHIGCfiIg8z1eA54BPAH8BVgcuiYixeZnJfbjNZmZmZmZmZmZmZt3Wr43BktYEfkLqsbs8qSfyIGC1bix7FannLsDjEbF+k9nHFZ4/mx8fqCtboVD3CjmurYEVgYWAxQpxrQs8VWsIzv4NvFN4vSmwBvCKpGIsiwNr5ucnAqdL2hG4Abg0Iu5ptAGShgPD68vvfGgqw5aaq9gWcGX58PTz0xg+3PnQjpwTVlSWD9v/+gYWXnzJCiKyqpXlxGGX3M2iSwyrICKrUlk+3DT2cZYc5s+MduTzCCsqy4cnn33J+dCmfIywIufDgq+/h4n4B6kR+CukBuGNSUMvdGeYiP2BjfLfx7qY963C8wCIiPqy4raeC2wOfAvYKq9jaiEu1eppYhBpeImN6v7WBs7IMZxFajA+J5ffLunokvoOIfUc7vT3hzNP7SIMW0A1zIdTTjqh0qCsUs4JK2qYD5NvuKDSoKxSDXPizktHVxmTVadhPpx/9m8rDcoq5fMIK2qYD6ee7HxoYz5GWJHzYQGnPMJB31ecbtj2ArBNRNyUyzYB7iENrTBaUgC7RcTFeXqn1w3qHEFKws0j4m5Jo0jj9i4fES/keXYFLooIFZY7EPhpRNTGBH4FODgizsmvVwSeAH4WEUdL2gG4AlgtIp7K82wJ3F6I/X+BY4EREdGtcYAlHQZ8MyLe1WBaWc/gyVX3DL5q0rNdzzQA9tt8RNUhzLHUYoPU9Vy91+SbuMn+Jq71LDqYfs0HcE7Mb/o7J5r0DJ7cCj2DL95v86pDaClVHiMOu+TuyVX3DD58m7W6nmkA9NMpb68stnA1x4ibxj4+uRV6Bq+/Smv0Vn9uxhtVhwDAassM8XmEdVLVecSTz77UEvkw7bW3up5pACy7RF/f6qh32v1a48WZb1a6/ppWyQeo7hjRCvlgc+tNPvTnMBHTSI3B/yvpCeDdpMbT2f24zu56FPiipLtIN7n7FVA8wlwHPAKcK+lQ0hASvybFXruUOA84FPibpKOA/wKrAjsDp0fEREknAlfl9Q0jjUn8UKOAcoPyXI3KDz/16rxtqc2XyvJhViv891glnBNWVJYPnzjj3xVEY62gLCeOvnZiBdFY1cry4Z4pMyqIxlqBzyOsqCwfXnuzhb41swHlY4QVOR8WfP02TEREvAPsDmwIjAdOBX4AtMJX8PsCS5B6Kf8ZOBuYUpuYY/8MMAT4F2lYiWNIDcGz8jyvAR8B/gNcBEzI8y1NagiHtH9PJjUAX0cau3iv/twwMzMzMzMzMzMzs0b69QZyEXEj8P664iUK01U3f9OuzRExBTq6P0fEmOLrXHZxg7LTgdMLr8eSxjAu+mPdMo+SGnsBkPQBYGFgUmGeZ4F9msT7jWbbY2ZmZmZmZmZmZjZQ+rUxeH4m6TPAq8BEYARpmIixwL0VhmVmZmZmZmZmZmbWK24MLrck8EvSOMDTgDHAt6K/7rhnZmZmZmZmZmZm1o/cGFwiIv4A/KHqOMzMzMzMzMzMzMz6Qr/dQM7MzMzMzMzMzMzMWocbg83MzMzMzMzMzMzagBuDzczMzMzMzMzMzNqAG4PNzMzMzMzMzMzM2oAbg83MzMzMzMzMzMzagCKi6hisH0kaDhwCnBAR0x1Ha8RRlVbZfsfROlplHziO1tAq2+84Wker7APH0RpaZfsdR+tolX3gOFpDq2y/42gdrbIPHEdraJXtdxxuDF7gSRoBTAbWiIgpjqM14qhKq2y/42gdrbIPHEdraJXtdxyto1X2geNoDa2y/Y6jdbTKPnAcraFVtt9xtI5W2QeOozW0yvY7Dg8TYWZmZmZmZmZmZtYW3BhsZmZmZmZmZmZm1gbcGGxmZmZmZmZmZmbWBtwYbGZmZmZmZmZmZtYG3Bi84JsO/Cg/Oo7WiaMqrbL9jqN1tMo+cBytoVW233G0jlbZB46jNbTK9juO1tEq+8BxtIZW2X7H0TpaZR84jtbQKtvf9nEoIgZ6nWZmZmZmZmZmZmY2wNwz2MzMzMzMzMzMzKwNuDHYzMzMzMzMzMzMrA24MdjMzMzMzMzMzMysDbgx2MzMzMzMzMzMzKwNuDHYzMzMzMzMzMzMrA24MdjMzMzMzMzMzMysDbgx2MzMzMzMzMzMzKwNuDHYzMzMzMzMzMzMrA24MdjMzMzMzMzMzMysDbgx2MzMzMzMzMzMzKwNuDHYzMzMzMzMzMzMrA24MdjMzMzMzMzMzMysDbgxuIVIOlvSc5LGF8qWkXSdpIn5celcvpSkf0gaK+lBSfsUlllN0rWSHpb0kKQRuVySjpH0aJ52cC5fV9Idkt6QdGhdTFMkPSDpfkl3F8p/ImlcLr9W0rsK6zhJ0qQ8fZNcvnWet/Y3S9KnS/bD0ZJ+Xle2kaSHCzEtl58fmbe/Fsv/9GK/f0TSvZJmS9q1btrbhZj/XihfQ9Jd+X25UNIiPV1vD2NsxdwYLuliSRPyMlvWTT9UUhTeq2Z1fVPS+BzvIU32w96SLqgrW07S85KGSBojabNcvm/O3XG57p17ss9zHd8tvP/jcz4sk6c1/N8YKAOQE6MlTS5s/0a5fJSklwvlRxXqavo+1udEob778zI3d7euwnwtkROS1lHnY9yMZnH3tQrzQWpwzM/TrpY0XdLldbFuo3TMHS/pXEmDc/meuY5xkm6X9IFcvqqkm3JMD0r6ZpP90BL5kKcN+DGiwjxodnzfUdIjOUcOFJto2QAAIABJREFUL5SvoQafo5JWl3RDfl/GSFqlq7ga7IeBPo/4do5nXI599cI67yjUv3thmYb7sj8MQF5IfXQOIenYXDZO0qWShufyhZWOFw/k+Y/I5YtK+lch3h812Q/znBcqHENK1nGMpCckzawr31vpOFR7v/cvTNsrvw8TJe1VVndfa9G8KLvuOFrSk4X997Fc3jAv8rT56jyi2fb3lxbNgYbvm8qvPZdWOlaMUzoWvD+Xd/u8rIIc6M3/QMP3pT+1Wn6oyflgWX4Upm+e/9f+P3t3Hi9HVef///WGQCBASFhlDyCLKLIIARwEBBdAkUEZwJVFx8FBBR0UlVEZf19HHVyiIqKyCgIqgogKgpGICrITCBBCIBHCHrYQVgOf3x/n9E2l0tX33uTerkr6/Xw87uN21/qp6k+fOnW66tSBhWFNrVN8p5C30yQ9VRjXtm2im2rMi6pzsMp6gKSfKdVBp+S4lyuso+r85Rt5+ikq1Nva7IdhrVNIWkULlmGzJU3I4yrrFIMSEf5ryB+wG7A9MKUw7P+Az+XXnwO+kV9/ofB6TeAJYPn8fhLw1vx6ZWBUfn048FNgmfx+rdZ/YEfgq8CxpZhmAmu0iXV04fUngVPy632BSwEBOwPXtpl3tRzvqIr9sAVwb2nY14EvFmMCdgGuAUbm4WsA6y7Cfh8HvD7vmwNL4+ZWzPML4JD8+hTgYz2YG2cBH8mvlwfGFMZtAPwB+Ecrf6qWBbwOmAKMAkYAfwQ2q9gPo4HZxdwBjgROK2zfDsD6wD3AqoVt3XgxP4P9gD/1993o1l8XcuLM8vchD98D+G2b4R0/x4qcGAPcAWxYyrslMicKw5cFHgY26oF8qCzzgb3yPvptYdgywP3A5vn9V4AP59dvBMbm1/u0lgWsA2yfX68CTAO2ano+UEMZUWMeVJXvy+b9vAnpODG59dlRcRwFfgkcml/vCZxdWF7buNrE0+16xJsL++hjwM/z683JZRewLvAQ+VhZtS+X0LwYsjoE8DZgRH79jUIs7wPOz69H5c9wHKnsWTkPXw64Fth5uPIi74MdOuzrnUll1tzS8MOAk9pMvxpwb/4/Nr8e28N5MZP25x0nlKftJy+WyHpE1fb3Sg50+tyoPvc8Efhyfr0lMLHNdnasl3U7BxbxO9D2c+mx/KisD1blR+Hz/xPwewrH3aq42uyHrtYpSuv5BHB64X3btolu/tWVF6UY+spOOtQDSOcpyn/nMb+u2fb8BXgHcAWp/FkJuKGYW0OdF/RTpygt+0Zgt/z6MNrUKQb75yuDGyQiriJ9QYr2J1WYyf9bV9MGsIokkb48TwDzJG1FqkRfkZc5NyKey/N8DPhKRLySxz3a+h8R1wP/HESscwpvV8rxtOL9aSR/B8ZIWqc0+4HApYW4ysu+C3iq9EvaQcD5pUnXAWZHxIt5vtkR8SD0/RLzjfwr0XWSXt1hW2ZGxK3AKx03Osv7fE/ggjyo+LkMi6blhqTRpAPBaXm6lyLiqcIk3wE+y/y86JRnrwH+HhHPRcQ84M/AARX7YQ5wFekA0HIIqXAvWgt4Bphb2NYZOfZJkiYoXXk4RdL4dutq471t1lObLuTEYPX3OS6UE6STuAsj4r68/kcHuKw+Dc2JvYB7IuIfA1zOYqsxHyrL/IiYSNrnRasDL0bEtPz+CuA9efqrI+LJPPzvpJMuIuKhiLgpv34GuBNYr2I/NDEfuqauPOhQvo8HpkfEvRHxEuk4vn8/x9GtgIn59ZU5fgYTVw31iCsLsRRzd1pE3J1fPwg8SjoZ6qolqQ4REZfnch8K+zLHtZLSnQQrAi8Bc3LZ07oKd7n8VzzOFPfDYudFfyLi7xHx0ECmzd4OXBERT+Ty7wpg70HMv8ialheLuhm0yQuW/HpEVzQwByo/t6g+9+w7ZkTEVGCcpLVLy+1YL+t2Dizid6Dqcxk2TcuPTvXBDvkBqUH1V6RjMNDsOkVJ7XXLsrryoqRvv3SqB0TE7/P4AK5jfp2i6vxlK+DPETEvIp4lXcTQ9pjcjTpFi6TNSOXPXwYzX3/cGNx8a7cqlfn/Wnn4SaQD5oPAbcDR+QuzOSkpL5R0s9LtdsvmeTYFDpZ0g6RLc1L1J4DLJd0o6aPFEcq3wgHvB1q3iq9HuuqrZRYLn7S3O7iWnZenQ9LOwOOtE6qCy4ENlG4hOFnS7qXxcyJiPGlfTehnfVVWyPvr75rfrcXqwFOFk5V229gNdebGJsBjwBl5WadKWglA0ruAByJi8gC3Ywqwm6TVJY0i/VK3QYfpi7mxbt6uK0vTTAYeAWZIOkPSfqXxK0XEG4H/BE7vL8Ac196kikRL5XejRkOZEwBfVbqd5TuSRhaG76J0K86lkl6bh1V+jh1yYnNgbK5A3yjpQ/0tq0JTcqJlIGVcN3QjHwZS5hfNBpbT/FuiDqT9Z/th0i/2C1C6hWw70q/+VZqSD00pI7pVLrRTlR+djqOTyT8QkBoBVpG0+gDiKqurHlGVu+NJV8DeUxg8mH051BpZhyg5gvn78gLgWdLV1fcB34yIJwAkLSvpFtKJ/hURMdDyYVHzYlG9J3/eF0hqlXuDLUOHW2PPO4CP5/13uubfIl+VF0tqPaIJx406c6Dj56b2556TgXfn8eOBjZjf4NMy2HPPruRAhaocqPpcuq3uMgJoXx9slx+S1iPVJU4pLaLxdQqlLqc2Jl3V3NKubaIJupYX7crO/uoBSt1DfBC4LA+qOvZOBvaRNEqpi4c3M/Bjx3DWKd5Luuus+CNHuzrFoLgxeMn1duAW0m2H2wInKV1pMQJ4E3As6faKTUiXkQOMBF6IiB2AnzCwg9S/RMT2pFt2j5K0W2tERBwfERsAPwM+ngerzTL6klbpF5etSbeLd3I+cKCkZag4gOdfgN4AfJR0UvFzSYcVJjmv8H8XFs2GeX+9D5ggaVP62cYG6EZujCDdHvLDiNiOVBH/XC6cj2d+Ba1fEXEn6VbQK0gF9GRgXodZfgvsmrfpIOCCiHi5tMyXSQeJA0m3EH1H0gmFSVq/JF4FjFbuk7CD/YC/tU48s8rvRgMtSk58nnS73Y6k21ePy8NvIt1mtw3wfeDXUP059pMTI0jf4XfkGL8oafMlOCdQ6vf0XaRb3ZtqKPNhUOVhrsQcQtr/15GusFngs5X0ZlKD2nGl4SuTKn7HlK4AKWtKPjS9jBjKPKhSlR+d8uZYYHdJNwO7Aw+QcqRTXO10vR4h6QOkW4lPLA1fBzgbOLx1pQuD35fdUlsdojiBpONJn/vP8qDxwMs5ro2B/5K0CaTvc0RsS2oAGq/cZ2iFociLRXEJMC4iXk+69b11BVXT65QtdZ93/JDUQLAtqeH3W3l427xYgusRTT5uDHsO9Pe5VZx7fp10YcEtpCtAby7OM4h6WR050E6Tc6CTbpURlfXBivyYABxX/iz7iaudOtomDmHhPGzXNtFkw5EXC5WdA6gHnAxcFRGtK2vbHnsj4nJSdyJXkz6na+h87OhWnaK87Ko6xaC4Mbj5HsknEa2TidZl8oeTbq+OiJgOzCCdVMwCbo50S+Y8UkNNq0PsWcz/BeUiUj+5HUW+hD3S5fkXkSpdZecy/yqeWSz468n6pF+CWg4CLoqIjrfFRMT9pH5Wds/L/kXFdC9HxKSI+DKp0H9PcXTF6wErbP+9pD5dtiNd2TZG+aFHLLyN3VJnbswCZhV+dbsgL2tTUmV8sqSZpH1zk6RXdVpYRJwWEdtHxG6k20fKv6gVp32eVEE8gA6/9Oftvy4ivpanq8qNdu/LFlrPAL8b3TZkORHpVqyIdEvLGeTti4g5+aBGRPyedJXnGvl9u8+xU07MAi6LiGcjYjbpFr1tOiyrrabkRLYPcFNEPNLP/N0w7PlA/2X+QiLimoh4U6SrI66i8NlKej1wKrB/RDxeGL4cqYz6WURc2M/yG5EPDSojupEHVaryo/I4GhEPRsS7IzUSHp+HPd0prna6XY+Q9JYc77vy/mkNHw38DvjvSLcittY72H051JpYhyDHcyjwTuD9EX1XwbyPdLz4Z/5O/Y3U8N4nUlcTk+jQzcIQ5cWgRcTjhbz4CenEEBahDB1mjTzviIhH8mfyCmn/tb4vlXmxJNYjGnLcqDsHBvK59Z17RqqXHh6pIehDpK54ZhSmHVC9rKYcaLf8qhyo+ly6rdb8GGB9sNg2sQNwfj4HORA4OV9R2+g6RdapjCi2TTRBN/Oi0/dzoXqApC+TyoVPFyatPPZGxFcjYtuIeCup0bjTsWPY6xRKD9QeERE3FpZXVacYFDcGN99vgEPz60OBi/Pr+0j9H6HUL9IWpIdOXE/6dbTVJ92epAc0QfqS7Zlf7076RbOSpJUkrdJ6TXqox5T8vni5/ruAqYV4P6RkZ+DpWLDvtMH0e3MeqZ/ReyJiVpv4tijFsS3p4VQtBxf+XzPAdRaXP1b5ts3c2PUvwB35xORK0gEFFvxcuqm23IiIh4H7JW2RB+1F2je3RcRaETEuIsaRCtrt8/SVJK2V/29IutVrILdyfRpYm9SnYHl566rwVFAqckPSrqQcfbpDbKuS9snFhWGV342aDVlOFA7oIvX71PruvyoPa92OtwzweH6/0OfYT05cDLxJ0oh8BfFOpP6/lricKGhS317Dng/0X+YvpPDZjiRdDXlKfr8hcCHwwZjfp3BrnacBd0bEtwe47S4j5utGHlS5HthM0sZKV2cdAvym03FU6Qnurfrp55l/RUinY1iVrtQjJG0H/IjUEFzsk3B50onMTyPil6V5Brsvh1rj6hB5nXuTyoV3xYL9N94H7JnLmpVID3yZKmlN5avvJK0IvIX5ddIqi5sXg6YFn5/xLvKxjnSn3NtynXMsqazo7+654dTU847i/juA+d+XtnmR51mi6hENOm7UlgN52W0/t6pzT0ljclkL8BHS1X/Fu4cGe+7ZlRxop58cqPpcuq3OMqKyPliVHxGxceEc5ALgPyPi1/3EVaVrbRP5+Di2OJ0q2ib6iblbupIXFWVnZT1A0kdIVye/N+bfmdWKd6HzF6XuJlbP876e1BB9eT/bPtx1ioXKsA51isGJmp9G6L8FnhB4HunWp3+SGkw+TOpXbyLpF4mJwGp52nVJiXkb6SDxgcJy3grcmsedyfwnNo4hXZ1yG6lg2SYPb12hNwd4Kr8eTbpcf3L+ux04vrCOX+X13kq6TH29PFzAD0h94t1G4emIpKf7PkB+MuQA9seaeV8cWRo+k/QUxjeQLuG/I8dxIfnpq3maL5P6EboeeHWH9eyYt/lZUqPW7Xn4G/M2TM7/P1yYZxNSJ+TTSbcdjeyl3MjjtiU9YfNWUqG90NOvKTwRt59l/SV/jpOBvQawP0aQbrP4emn4JNIvwBuR+leaSro15Qpg08I0X8u5MwUY38+6DiM/qbr0+bf9bixF5cWfCtOfw/yntH48b/NkUkX5jYVl9fs5UnpKMvCZPM8U0u1eA15Wk3IiDx9FKkNW7aF86FTm/yV/Js/nmN6eh59IqrTcVfrMTwWezJ/PLcANefiupCsobi2M27fJ+UBNZUSNedCpfN+XVJG/hwXrEW2Po6QG4rvzPKdSOL5WxdVhf3SrHvFHUj+Srfz8TR7+gbz+Wwp/23bal0toXgxZHSLnw/2F/XVKHr5yzpPb8+f1mTz89aTbwm/N8X5pAPtjcfJiEh2e/E16ovos0kOJZwEn5OFfY/6x80pgy8I8R+Ttnk7qSmRpOW4M5XnH2Xk5t5JO4tfplBd53BJVj+i0/b2SA50+N6rPPXfJsU4lfVfHFuYZVL2sWzlQtf2dcqDqc+ml/KBDfbAqP0rbcyZwYH9xddgfXalT5OlPaJOHlW0T3fyrKy/yuMNYuOysrAeQuni4p5AvX8rD256/ACvkz+8O0nnutgPYH8NWp8jT3EuhzpCHVdYpBvOnvDCzpYrSrSA7RLr13KyPpEnAsRFxQ92xWDM4J6zI+WDgeoSZDZyPG+YcsE5cp7AmcjcRZmZmZmZmZmZmZj3AVwZbrSRdRHq4VNFxETHk/aUpPZn630qDfxkRXx3qddnik/QDUl9IRd+NiDOGYV2HA0eXBv8tIo4a6nXZonNOWJHzwcD1CGtvuPNC0rWkJ54XfTAibhuK5dvw8HHDnAPWiesU1s7SWqdwY7CZmZmZmZmZmZlZD3A3EWZmZmZmZmZmZmY9YETdAVhnL8yj9ku3X36l9hAAWHYZ1R1CnxVGUEswTcgHW1hd+QDOiaZyGWFFvV5GzH7mpbpDAGCNVZavO4Q+LiOsqNfLiKkPPlN3CABssPqKdYfQZ/WVRvR0GXHf48/VHQIAG6w2qu4QAFhxud4uI5riH7ObkZcAW7xqVC05cc+jzzciH9ZbrTnldRMsSj3CVwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGDxNJe0gKSWvUHYuZmZmZmZmZmZmZG4MzSZMknVR3HGZmZmZmZmZmZmbDwY3BZmZmZmZmZmZmZj3AjcGApDOB3YGjctcOIWlTSadJmiHpeUl3S/qspGUK820taaKkOZKekTRZ0psr1jFS0kWSbpK0Vpc2zczMzMzMzMzMzAyAEXUH0BBHA5sDU4Ev5GFPAg8ABwGPAeOBHwOPA6flac4FJudx84CtgRfKC5c0GriY1Pi+R0TMGa4NMTMzMzMzMzMzM2vHjcFARDwt6SXguYh4uDDqS4XXMyVtD7yX+Y3BGwHfjIip+f30NotfEziH3LAcEQs1FpuZmZmZmZmZmZkNNzcGdyDpSOAjpEbfFYHlgH8UJvk2cKqkQ4GJwK8KDcMtlwM3Ae+JiHkd1jUGGFMe/tBjTzJmzEKDbSnnfLAy54QVOR+szDlhRc4HK3NOWJHzwcqcE1ZUlQ83TXuQ0as6H5YG7jO4gqSDgQnAmcDbgW2Bk4HlW9NExAnAVsCvgTcCt0o6orSo3wK7krqQ6OQYYEb576TvTVjMLbEllPPBypwTVuR8sDLnhBU5H6zMOWFFzgcrc05YUdt8OOPHJ9UalA0dRUTdMTSCpMuBeyLiY/n994HXR8TuhWl+k4eNq1jGD4FtIuKNkvYAriR1E/Ep4Ehgr4i4pWLeql/iZtT9S9zLrzQjR5ZdRnWH0GeFEQxrME3OB1vYcOcDOCeWNC4jrKjXy4jZz7xU6/pb1lhl+f4n6hKXEVbU62XE1AefqXX9LRusvmLdIfRZfaURPV1G3Pf4c3WHAMAGq42qOwQAVlyut8uIpvjH7GbkJcAWrxpVSxlx07QHZzThyuD1VmtOed0Ei1KPcDcR880ExksaB8wl9f97mKR98utDgN1JD5ZD0orAN4Ff5nnXJl0BfG15wRFxvCQBf5S0V0RMbjPNU8BT5eEvVHYsYUsz54OVOSesyPlgZc4JK3I+WJlzwoqcD1bmnLCiqny459Hna4jGhoO7iZjvm8BLwB3AY8ClwC+Ac4HrgXHAtwrTvwyMBc4C7gIuAq4BPt1u4RHxBeAnwERJ2wzLFpiZmZmZmZmZmZlV8JXBWURMA3YpDf5w/iv6Sp7+JeB9HZY3CRa8VDsiPg98fnFjNTMzMzMzMzMzMxssXxlsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA0bUHYA137LLqO4QzMzMBu2Ff75cdwgArDBi2drWffp1M2tbd8sR48fVHYJZW/NejrpDSEb0dl27KVs/ssayuikmTn207hAAeOmVV+oOAYCHn36h7hAA2G3z1eoOwYCRI3wt5RNzX6o7BADWW23FukMA4Nb7nq47BADGb7LqoOdxNpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfWAYWkMljRJ0kmLMf8ekkLSGkMZV5v1HCZp7nCuo7CuEyRN6ca6zMzMzMzMzMzMzMp6/crgnwOb1B2EmZmZmZmZmZmZ2XAbUXcAdYqI54HnF2cZkpaPiJeGKCQzMzMzMzMzMzOzYTGcVwaPkPRdSU/mvxMlLQOpAVXSNyTNkvSspOslvb3NMraRdK2k5yTdIGn71ghJq0s6Ly/jeUm3Szq8MP4/JD0iaYEGb0nnSro4v16om4g833RJL+X//14aH5KOknShpGeB/5W0rKTTJM3Isdwt6bOt7TUzMzMzMzMzMzOr23A2Vr4/L38X4D+AjwLH5HFnALsD7wO2Bs4CLpG0TWkZXwM+B2wPPA78TJLyuBWAm4B3Aq8Fvgv8SNJeefwvgDHAW1oLk7QSsD9wTruAJR0AnARMAF6Xl3mypP1Kk34Z+H2O/Qd5Ox8ADgJeAxwPfAE4HDMzMzMzMzMzM7MGGM5uIh4CPhkRAUyVtDnw6XxV7nuBcRFxX572JElvITUa/2dhGV+MiCsBJH0F+CuwHjArIh4ATixM+2NJe+ZlT4yIJyX9ntQofVme5gBgHnBJRczHAmdHROvhd9MkvQE4rjTPzyPi1NK8Xyq8npmvYn4vcFrFuhYgaQyp8XoBDz32JGPGLDTYlnLOBytzTliR88HKqnLixMsmM2qV0TVEZHVyGWFlzgkrqsqH8/82jZVHr1pDRFY3lxFWVJUPE2+eySqjnQ9Lg+G8MvjvuSG45RpSQ+6ugIA7JM1t/QHvADYtLePWwusH8/+1AHLXDMdLulXS43kZ7wY2LMxzDvCvkkbl9+8HLoiIFypifg3wt9KwvwJblYbdUJ5R0pG5K4vHciyfKsXSn2OAGeW/k743YRCLsKWI88HKnBNW5HywsrY5ceUvTq81KKuNywgrc05YUdt8uPicH9calNXKZYQVtc2H8874Ya1B2dDRgu21Q7RQaRJwX0R8qDBsL+CPwGGkbiJeC/yzNOvzEfGApD2AK4E1I2J2nn8cKQF3jIgbJB1HumL3aOA2YC7wv8BaEbFHnmck8DDpauOJpK4c3la42vgw4KSIWDm/fwI4NiL6zpwkfQT4RkSsnt8H8G8RcUFhmoNJXV0cC1wNzAGOAg6IiHF5mhOAAyPidRX7rOqXuBn+Ja55VhiB+p9q0TkflizDnQ/gnFjSuIxohhf++XLdIQAwZsVlaysjTrxs8oy6rww+Yvy4WtffRC4jmmHey0N/HrQoVh6pnq5H3PXgM7Wuv2XTtVeuO4Q+w50THa4MntGEK4NfeuWVukMAYPUVlq87BAB223y1ni4jmuLhp6quKey+cWusUEsZMfHmmTOacGXw1hvWX04B3Hrf03WHAMD4TVYddD4MZzcRO0lS4ergnUlX915DujL4Va1G2UW0K3BJRJwNkPsS3hx4qjVBRLwo6QLSFcFrkBqG/9xhmXfm5RYvo9kVuGMAsVxb6F4CSeWrnDuKiKeKsbe8MG8wS7GlhfPBypwTVuR8sLKqnDj56pndD8Zq5zLCypwTVlSVD7+b8mgN0VgTuIywoqp8uP7eZjR+2uIbzsbgdYEJkk4mPWjtM8D/i4hpkn4GnCnpv0gPgVsN2AO4NyIuHODypwEHS9oVmA18AtgYuLk03TmkK5I3Bs6NiE4/M54I/FLSjcDlwN6khuR3DyCWwyTtA0wHDiE9IO/JAW6LmZmZmZmZmZmZ2bAazsbgnwHLAtcCQXqQ2nfyuMOB44H/A9YHngCuI3UNMVD/j9TAeynwPHBmXme5f9+rSN1DbEVqpK0UEb+W9AlSdw8TgH8A/xkRVQ+ca/kRsC1wLumq518B3wKOGPjmmJmZmZmZmZmZmQ2fYekz2IbOC/PwB9RA3egjth3nQzPVlQ/gnGgqlxHN0Et9Blc5+eqZteeE+wxemMuIZuilPoOrNCEn3GfwwurKid9NebT2fAD3GVzWjT6DqzShjGiKXuozuMr19z7diHxwn8ELWpQ+g5cZjkDMzMzMzMzMzMzMrFncGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA0bUHYDZQI3d8eN1h9Dn+ZtPqjsEozk54XxohrG7fLruEPo8f/236w7BgE9cOKXuEAA4+/3b1LbundZdrbZ1t9x2/9N1hwDAZ39ze90h9Lny6DfWst7PXHJnLestO3G/19QdAgDbHn9Z3SEAMP2b+9S27r1Purq2dbdc9vF6vg9lW3z6krpD6POP7+1Xy3r32nKtWtZbdv/jz9cdAgAfOP26ukMA4NrP7153CAZ88sLb6g6hz28+umMt6/36pOm1rLfsZx96Q90hAPDj6++vOwQAxm+y6qDn8ZXBZmZmZmZmZmZmZj3AjcFmZmZmZmZmZmZmPcCNwWZmZmZmZmZmZmY9wI3BZmZmZmZmZmZmZj1giW4MlnSCpCF5OoykSZL8FCgzMzMzMzMzMzNbKo2oO4DF9E3g+0O0rHcD/xyiZZmZmZmZmZmZmZk1yhLdGBwRc4G5Q7SsJ4ZiOWZmZmZmZmZmZmZN1LVuIiSNlDRB0iOSXpD0d0m75nF7SApJ+0i6UdLzkv4iaX1Ju0uaLGmupN9KWr2wzAW6iZC0taSJkuZIeibP9+Y8bjlJ35P0oKQXJd0v6euFeRfoJkLSWElnSXoyx/NHSa8tjD8sx7SXpCmSnpV0paSNC9NsIOliSU9Iek7SVEmHDN9eNjMzMzMzMzMzM2uvm1cG/x9wEHAEcC/waeAySZsVpvkf4BjgaeBc4OfAC8BHgZeBXwInAJ+oWMe5wGRgPDAP2DrPD/BJ4ADgEGAmsD6PLmQVAAAgAElEQVSwRYd4z8zj9weeBL6a4908Ip7P04wEPp+36QXgLOAU4O15/MnACsCbgTn9rM/MzMzMzMzMzMxs2HSlMVjSSsDHgI9ExO/ysCOBPYGjgD/mSb8YEX/J408h9Qf8hoi4KQ87Cziww6o2Ar4ZEVPz++mlcdOAv0REAPcBV1fEuxnwLmD3iLgqD/tgnuf9wKl50hHAURFxV57mm8AZkpaJiFfyOn8VEZPz9DM6xG5mZmZmZmZmZmY2bLp1ZfCmwHLA31oDIuJlSdcAWzG/MfjWwjyP5P+3lYat1WE93wZOlXQoMJHUENtqGD4TuAKYJuly4PfApbnRtuw1wCvANYV4n5Z0W4635cVWQ3D2YN7OMcATwHeBUyTtneO5KCJubBe4pDF5vgU89NiTjBmz0GBbyjkfrMw5YUXOByuryokrJ/+DVUY7J3pNVT78+9l/Z+RKo2uIyOpWlRP/8r+XMWLFVWqIyOrkeoSVOSesqCof3vn9K1l+lI8ZS4Nu9Rms/D/ajCsO+2d5eESUh1XGHBEnkBprfw28EbhV0hF53E3AOOALeRlnAVdIarc8tRnWLt55FeOWyes8DdgYOAPYHLha0gkVyz2GdOXwAn8nfW9Ch1BsKeZ8sDLnhBU5H6ysbU6ce/oPaw3KatM2H2655Ke1BmW1apsTs/78i1qDstq4HmFlzgkrapsP0684t9agbOh0qzF4OvASsGtrgKRlgV2AO4ZyRRFxd0R8LyLeAZwGfKQw7pmI+GVEfAx4B6mbile3WcwdpH2zSyHe0aQ+iAcVb0TMiogfR8RBwJdI/R+3M4HUcLzA38c/ecxgVmdLD+eDlTknrMj5YGVtc+J9R3ys1qCsNm3zYdv9PlRrUFartjmx/u4H1RqU1cb1CCtzTlhR23x49VvfV2tQNnS60k1ERDwr6YfA1yXNJv2q8ClgbdJD1hb7wWqSVgS+SXrI3My87F2Ba/P4TwMPAbeQrkB+H+mhbrPaxHu3pIuBH0n6KPAU6QFyc0gPqRtoTN8FLiX1VTwa2JuKxuSIeCqvZwEvlK89tp7gfLAy54QVOR+srConbpw5p4ZorG5V+fCJi+6sIRprgqqc2GNC20eo2FLO9Qgrc05YUVU+vOf0tr2e2hKoW30GAxyX/59B6nvkZmDviHhI0mI3BgMvA2NJ3T+8Cngc+C1wbB7/DPAZYDNSdw43A/tExHMVyzuc9GvIb4AVSP0d7x0Rzw8ipmVID8HbIK9/IvBfg5jfzMzMzMzMzMzMbEh0rTE4Il4k9Tuy0H0GETGJUj+9EXFBm2GnAKcU3p8AnJBfv0S62rdq/T8BftJh/B6l908Ch3aY/kzSQ+kqtyMiPlE1v5mZmZmZmZmZmVk3davPYDMzMzMzMzMzMzOrkRuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAIqLuGKyDF+bhD6iBVhiB6liv82FBW/7Xb+sOAYCZ331nLfkAzommchnRDPc88mzdIQDw2vVWqq2MOObiqbXnxNffsWXdITSOywgrqisfoBk5ceb1M+sOAYADXrte3SH0WXv0crXkxL6nXFd7PgAcsN3adYcAwPu327DuEAAYtbx6uoxoivtmP1d3CH02f9WoWnJi0l1PNCIfdt50tbpDAOCCybPqDgGAD7xh/UHng68MNjMzMzMzMzMzM+sBbgw2MzMzMzMzMzMz6wFuDDYzMzMzMzMzMzPrAW4MNjMzMzMzMzMzM+sBbgw2MzMzMzMzMzMz6wG1NgZLCkkHVr1vM/24PM0O3YnQzMzMzMzMzMzMbOkwou4ABul+YB1gdt2BmJmZmZmZmZmZmS1JlqjG4Ih4GXi47jjMzMzMzMzMzMzMljTD2k2EpL0l/UXSk5KekPQHSa9ZjOUt0E2EpD3y+30k3Sjp+by+9SXtLmmypLmSfitp9cJydpR0uaTZkuZI+qukXUrr2lzSnyW9IOkuSfvmZR1WmGY9Sefn7XtS0u8kbVYYv4Gki/O2PydpqqRDFnX7zczMzMzMzMzMzBbVcPcZvBIwARgP7AE8DVwiafkhXs//AMcAOwFjgZ8DXwI+mtf7WuCEwvSrAGcDb8qx3QL8XtIaAJKWAS4C5gE7A4cBXwZGthYgaRRwJfACsDuwC/AQ8Mc8DuBkYBTw5hzDMcBTQ7fZZmZmZmZmZmZmZgMzrN1ERMSviu8lHQ7MITXA/nUIV/XFiPhLXscpwPeBN0TETXnYWUDfg+ki4k+luD4BvAfYGzgHeCuwBfC2iHggT/Mp4G+F2Q4BBBweEZGn+Q/gUeCdwC+AjYBfRcTkPM+Mqg2QNAYYUx7+0GNPMmbMQoNtKed8sDLnhBU5H6ysKieOPOdaRq48uoaIrE4uI6zMOWFFVfnwlm/9keVGrVJDRFY3lxFWVJUPl1x3LyuPXrWGiGyoDXc3EZtKOlfSPZLmAI/kdW44gHkvzd0yzJV0ez+T31p4/Uj+f1tp2FqFZa8l6UeSpkl6Gngmj2/FtSXwYKshOLseeKXw/g3AxsAzrThJVz6PBTbN03wX+G9J10j6f5Le0GEbjiE1Fi/wd9L3JvSz6baUcj5YmXPCipwPVtY2J26+5Ke1BmW1cRlhZc4JK2qbDzP/dH6tQVmtXEZYUdt8uOCsU2oNyobOcD9A7hLgAeA/8v95wB3AQLqJ+AiwYn79z36mLY4PgIgoDys2fJ8FrA18CpgJvAhMLMSl1nI6WIbUvUS7PoCfyDGcJukPwL7AW4CrJX0tIk5oM88E4MzywI9/8pjKq4ltqeZ8sDLnhBU5H6ysbU5st9+HnBO9yWWElTknrKhtPozb8xDnQ+9yGWFFbfPhwEOPdD4sJYatMTg/sO01wFERcWUetv1A11m6Kneo7Qp8MiJ+l+NaG1inMP5OYD1J60bEg3nYDizYoHwT8F5gdkRU9gMcEbOAHwM/lnQccDQL9l/cmu4p2vQn/MK8QWyVLTWcD1bmnLAi54OVVeXEMRdPrSEaq5vLCCtzTlhRVT7se8p1NURjTeAywoqq8mHSXU/UEI0Nh+HsJuJJYDbw75JeLWl34BTS1cF1mwZ8QNJWknYEzgdeKoy/ArgLOEvSNpJ2Br5Nir11xfDPSN1PXCxpd0kbS9pN0rckbQYg6buS9pa0iaRtSX0S39GdTTQzMzMzMzMzMzObb9gagyPiFeBg4PXAFOAHwBdJXTLU7QhgZeBGUkPw6aTuIoC+2A8ARgLXkbqV+CqpIfiFPM1zwG7AvcAvgal5urGkhnBI+/f7pAbgK0iNx4cO54aZmZmZmZmZmZmZtTOsfQZHxJ+A15UGr1wYr9L0ooOImEnqz7f1flLxfR52QZthp5CuSm69nwzsVFr82aV5ppEaewGQtA2wHDC9MM0jwOEd4v1Ep+0xMzMzMzMzMzMz65bhfoDcEkvSAcCzwN3AOFI3EZNJfQWbmZmZmZmZmZmZLVHcGFxtFeAbwAakbh8mAZ+KiOg0k5mZmZmZmZmZmVkTuTG4QkT8FPhp3XGYmZmZmZmZmZmZDYVhe4CcmZmZmZmZmZmZmTWHG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAIqLuGGwYSRoDHANMiIinHEcz4qhLU7bfcTRHU/aB42iGpmy/42iOpuwDx9EMTdl+x9EcTdkHjqMZmrL9jqM5mrIPHEczNGX7HYcbg5d6ksYBM4CNI2Km42hGHHVpyvY7juZoyj5wHM3QlO13HM3RlH3gOJqhKdvvOJqjKfvAcTRDU7bfcTRHU/aB42iGpmy/43A3EWZmZmZmZmZmZmY9wY3BZmZmZmZmZmZmZj3AjcFmZmZmZmZmZmZmPcCNwWZmZmZmZmZmZmY9wI3BS7+ngP/J/x1Hc+KoS1O233E0R1P2geNohqZsv+NojqbsA8fRDE3ZfsfRHE3ZB46jGZqy/Y6jOZqyDxxHMzRl+3s+DkVEt9dpZmZmZmZmZmZmZl3mK4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMekFE+K8Bf8DpwKPAlMKw1YArgLvz/7F5+KrAJcBk4Hbg8MI8GwKXA3cCdwDj8nABXwWm5XGfzMP3B24FbgFuAHYdwLI+DkwHAlijMP1n8nJuAaYAL+dt2AC4Mi/nduDoDvvhMOC80rA1gMeAkcAkYIc8/Ajgthz/FGD/RdjvWwLXAC8CxxaGb1HYlluAOcAxedwJwAOFcfsuiTlRGP99YG7h/UbAxLxfJwHrF8Ydmtd9N3BoYfjBefrbgf8rDD8yf0a3AH8FtsrD31/av68A21bshzOB/ygN+1fg9/n13Px/GeB7ORduA64HNl6E/f5veTteaeVafzHn/XRXYdxaS3BZcSYwo7AtrW1s+13J4/bO2z8d+FybmMs5VpUXywNn5HGTgT067IfFzgtgJoUybCD7ur8yAPh83g93AW8frjxoSl7kcXvkYbcDf+5v/+Vxn8j7qK/MAFYnHSvmAieVpn9D/vym589TFfvhMLp7DKk67lUeQ5bkPOjwnW573AC2JZUbt+dxBxfmGVRdojB+WeBm4Lcd9sMJwNdKw7YF7ix/94HjC/HdAuy0CPt9N+AmYB5wYGH4m0t58ALwr/19p5aUfGBo65Z75n04BTgLGNFfPgBjgAuAqXl5uzSkXOjZumWHnOhUh6g8VuTxx7JwObEH7Y87M5lfv7ihw35wTtSXI2fSvp4p0vF9et7X2xeW9XJh+t8Uhv+MVJeYkuNertOySMeqGwu5c2SH/XAmw1jPbOJnX3MZ0fa4Qefj6MbAtTmunwPL5+E+/1y6cqPT8aOyHkD7c43xhf01GTggD18BuK4Q7/902A8n0N065ncKMU8DniqMa1s2DnjZw5kw/hvUh7wbsH3py/V/5IYV4HPAN/LrLxRerwk8wfzCbxLw1vx6ZWBUfn048FNgmfx+rcI0yq9fD0wtrL9qWdsB4+h8gNsP+FN+vQ7zD8Kr5CTeqmK+0cDs1rrysCOB0wox7QCsD9wDrFqIb1EK3rWAHUkFz7EV0ywLPAxslN+fUDXtkpQT+f0OwNkseFL/S3JDL+nk7Oz8ejXg3vx/bH49ltSAcx+wZp7uLGCv1udZWO67gMvabOfWwL0d9sPbgStLw84HPphftw7G7yUdDFo5vj75gDTI/f4aUgVtEoWDcaeYO027pOUFqfJzYJv1tv2u5O/HPcAmpMbcyRS+3xU51jYvgKOAMwrru7H1eQ5HXtB/Y/BC+zoPP4E2ZQCwVd7+kaQK6j3Askt5XowhVeQ2bH1uA9h/bwb+CIwszgOsBOxKKvPLjcHXAbuQKoqXAvtU7IeuHkNK6+477pWGL3AMWZLzIL8fzHFjc2Cz/Hpd4CFgTH4/qLpEYdingXPp3Bi8BaXjCvB14Iv59UxSw88upBOMVi6uAay7CPt9HKkO9dN235M8zWp5H3f8Ti1J+cAQ1S1JJ9P3A5vn4V8BPtxfPpDqGx/Jr5dv5Vab+Vy3rD8nKvdJu5gK4zYA/gD8g/kn152OOzPpcFx3TjQiR86kfX1iX9LxXcDOwLWFcXMrYt03Ty/gPOBjnZZFKidGFmKaSUWZTxfqmU377Lv0+Q/6uFGIo3wc/QVwSH59SuHz9/nn0pUbnY4fbesBVJ9rjGL+j83rkBq3R5DKipXz8OVIPzLsXLEfulrHLK3nE8Dphfdty8aB/rmbiIaIiKtIX5Ki/UkJTv7/r63JgVUkifQFegKYJ2krUnJfkZc5NyKey/N8DPhKRLySxz1amCbyNCvlZdNpWRFxc0TM7GeT3ks6KBMRD0XETfn1M6Rfbdar2A9zgKtIFf6WQ1rLKlgLeIZ0BVkrvhk59kmSJki6WtIUSeOrgoyIRyPieuCfHbZlL+CeiPhHh2mG3HDnhKRlgROBz5bWsRXpCi9IV+ntn1+/HbgiIp6IiCdJv/7tTWoEnBYRj+Xp/gi8J69vTmG5fflV0pcrFf4IbClpnRz3KOAtwK9L060DPFTI8Vk5TiTNlfQtSTdJmihpzaqVRcSdEXFXh3gGEvOw6UJZUbXequ/KeGB6RNwbES+RKkr7Q3WOdciLvtzLZdRTpJOxdhY7L/pTsa872R84PyJezOXRdNL+GXZ15QXwPuDCiLgvz/NoPzFBOh59PSJeLM4TEc9GxF9JV330yZ/x6Ii4Jh+vflrYlvJ+6OoxpKSqXOjaMaRpx42ImBYRd+fXD5Iq3Wvm94OqS+T1rw+8Azi100y5DH9K0k6FwQeRyqeidYDZhVycneNE0kxJ35B0Xf57dYf1zYyIW0lX7FQ5ELh0AN+pIbME1S1XB16MiGl5nivI9YiSvnyQNJp0YnpaXtZLEfFUxX5w3TKrMScq90k/x9rvkMqbYv2x8rgzUM6JajXWJ/YHfhrJ34ExrTpeh1h/n6cP0o/G63daVi4nXszTjKRzl5nDXs8saMRnD807bpT0HUfzOvckNcQuEFeH84win38OUtOOH/3UA6rONZ6LiHl5mhVynOSyYm4evlz+a5c3Xa9jlgxpDrgxuNnWjoiHIDWokiokACeRfj16kHQ7wtH5S7M5KTEvlHSzpBPziRvApsDBkm6QdKmkzVorkXSApKnA70i3QtHPsjrKheXewK/ajBtHuhro2g6LOI9UIUPSujmWK0vTTAYeAWZIOkPSfqXxK0XEG4H/JN3SsDjaVQ4/LulWSadLGruYyx+MocyJj5NuJ3iotI7JzD8JO4BUkK9OasC/vzDdrDxsOulgOU7SCNJBYIPWRJKOknQP6ZfDT7bZpoPpUKhFxMvAhaRCFtIvvFdG+mGh6BfAfpJuyQfe7QrjVgJuiojtgT8DX65a3wC1i/mMvO4v5gNfNw1lXgB8Nef3dySN7GfdVXkB1TlWlReTgf0ljZC0MalrgA3K8+btHIq8WBztyoBO+6IO3ciLzYGx+aT4RkkfGkBcmwNvknStpD9L2rGf6dcj7cuW/vZr148hnY57tD+GdFOdx40+uaFkedJVdv2q2KcTSA1DnRpdW4p5sDPweOSG6YLLgQ0kTZN0sqTdS+PnRMR40r6aMJC4O2iXB4Mpa4dKE+uWs4HlJLV+/DuQUtnfJh82Id3Sf0Ze1qmSVuqw3a5bVutKTgyWpHcBD0TE5NKoTsedAC7Pwz/azyqcEwPXjfpEpzrUCjmn/i5poR+DJS0HfBC4rL9lSdpA0q15/DdajTNlXa5nNvmzh3qPG0XF/bQ66Xb5VsPeAnXDivOMIp9/Do06jx+d6gGV5xqSdpJ0e47ryFYOSVpW0i2kCxeuiIiBtld1pY4paSPSnad/KgzuWDb2x43BS6a3k/oFWZfUP8lJSr+MjADeROpba0fSF+SwPM9I4IWI2AH4CYUKS0RcFBFbkhrx/r88uNOy+rMf8LeIWOCXI0krkyrxx5R+sSv7LbBr3qaDgAtygdwnv9+bdMIwDfiOpBMKk7SuSr4KGC1pzABjX4Ck5UmF/y8Lg39IKqy2Jd3y+q1FWfYQG1RO5Ervv5H6fSw7Fthd0s3A7qQ+q+aRbp8oi/zr58dIfTX9hXRrxLzCBD+IiE2B44D/Ls6s9IvacxExpZ/t6ytwqWhYiYhZpNs2Pk9qKJgoaa88+pUcH8A5pFvRF0lFzO+PiK1J+/pNpAppEyxKWfF5Ut9MO5Juxzqun3W0zYt+cqwqL04nVeZuIB0Ur6aQS20sbl4sqqoyoO2+WMx1DYehzIsRpEb7d+TlflHS5v2sfwSpi5mdSf2B/qKfCuxg92sdx5Cq4167Y0hTdOO4AfRd3X02qc+4gTTkQmmfSnon8GhE3DjA+c8HDpS0DNXlw1xS/n6UdELxc0mHFSY5r/B/lwGudyF5+7cm3e7eMtiydrjVVrfMV4MdQvoeXke6ErNc9pe/YyNIt6v+MCK2A54l3aJaxXXLwRvSnBgMpcb/44EvtRnd6bjzL7nhZR/gKEm7dViNc2LxDWV9otOxfsOcU+8DJkjatDTdycBVEfGX/pYVEfdHxOuBVwOHSlq7w/YNez1zCf7soTvHDaDtcbRj3dDnn7XrxvGjUz2g8lwjIq6NiNfm9X9e0gp5+MsRsS3pDoPxkl7XYd111DEPYeHjVH9lY0duDG62RzT/1oRWnyaQ+lO5MJLppE74tyQ1otwc6XbteaTbGLbP88xi/tUUF5H64llArshsKmmNfpbVn4W+EPkX218BP4uICzvNHBHPk37ZPaDdsgrTRURcFxFfy9MVbyksNxQsaoPMPqRf9B4prPeRXFi8QiqounIbeDZUObEdqRI0XdJMYJSk6ZBu5Y2Id+dC9fg87Om8rOKVOuuTfu0jIi6JiJ0iYhdSR+3lX8YgFZrlX6wGesXc34B1JG0DvBH4fbuJIt2ef2lEfAb43zbr65t0AOusslDMEfFA/v8MqS/LbuYEDGFZEalbl4h0S8sZA9iWqryozLGSvryIiHkR8amI2DYi9if1C9gul1qGOi8GpEMZUPkdqUk38mIWqS+2ZyNiNum22236iWtWYf3XkSrLa/Qz/fqF9x33a03HkKr1LHQMqUGdx43WbXy/A/470u26A1Xep/8CvCuv+3xgT0nnVM0cEfeTfpzcnfTZ/qJiupcjYlJEfJl05XNVHizOceMg4KKI6LvFcRHK2qHSyLplpG5g3hTpKpmrWLjsL+fDLGBWzL9y5wI61FNdt+yoqzkxQJuSroCanL/z6wM3SXoVHY47ka/yjHRL8EV02I/OiUHpVn2i6jyj9f9eUn+jfVdfSvoyqfuhTxfm7bc+lpd5O6lhqko36plN/+yh3uNGS/k4OpvU/ceI/L6qbujzz+FV5/GjUz2g33ONiLiT1ID8utLwp0jlzN5VK66pjtkuByrLxoFwY3Cz/QY4NL8+FLg4v76P1LcQ+dfMLUgP87qedNtUqz+aPUkPWID0Rdszv96d9Os2kl7d+pVE0vakWzgf72dZlSStmpd/cWGYSH253BkR3x7gtp9HOqivDSx08ihp3Rxvy7akh0u0HJyn2xV4unVSuggW6pdFC/ZfdQDp6aHdMiQ5ERG/i4hXRcS4iBhH+qXx1Xn+NfKvXJB+5Wz9KvcH4G2SxirdrvS2PAxJa+X/Y0m3yp2a3xdv73gHhZO7vI5/Y+H+dRYSEUEqZM8iPcX1hfI0krbPV661lv165ufEMqSrOiD9cvbX/tbZTruYlbo0WCO/Xg54J93NCRjCsqJwQBepMtPftlwPbCZp43x1wyGk28g75VjbvJA0Svn2HklvBeZFRGW5MwR5sUg6lAG/AQ6RNFKpm4vNSH3Y1aUbeXEx6TasEflKrp1I/cJ30nc8yldzLU+q1LcV6bazZyTtnNf/ocK2VOnaMaTdca+g1v7dstqOG7lMuIjUd+OAr45ut08j4vMRsX5e9yGkB4l9oJ9FnUfqc/SeSFfvlNezRak8apsH+f81A42/jcq6xCDK2qHSyLploR4xknQl1ymtgCvy4WHgfklb5EF70X891XXL9oY9JwYrIm6LiLUK5c0s0sOoH6biuCNpJUmr5HhXItVTB3Lln3Oif92oT/wG+JCSnUn786F83jEyz7MG6YfB1rI+QroC8b2x4F0nVctaX9KKed6xeVmV/bR2qZ7Z9M8e6j1utCywn/JncyXzz+/64vL5Z1fVdvzopx7Q9lwjn6+OyMM3ynHNlLSm8p0duYx4CzC1n23vWh0zb+PY4nSdysYBiy49fdB//T4Z8DzSbSD/JFV4PkzqC2ciqQCbCKyWp12X1AfJbaQv/QcKy3krcGsedybzn9o4hnRlzm05ibbJw48j/Sp6Sx6+6wCW9ckc4zzSL3CnFuY5jPQApeK27Ur6tePWvJ5bgH372R8jSJfTf700fBLpgVIbkfpLmZqXdwWwaWGar5FuMZ8CjO+wntYVBnNID6uaRX4CKelpk4+TnyBcmOfsvE9uJRWA6yyJOVFaV/Gp8Afm5U8jNeqOLIw7gtRH8HTS7b7FWO/If4cUhn+3kF9XAq8tjNsD+Psg9sd2OY/2bhc76de7G/P2TyE1RqzQmoZ0u9GNOW/W7LCeA/L+fpHUT9wfOsVM6g/qxryPb8/bvOwSXFb8qTD9Ocx/smqn78q+OV/uAY6viLuYY23zAhhHqpTfSXpww0bDnBcz6fCU53b7ur8ygHRV5D15O/YZrjxoSl7kcZ8hffenkLoB6m//LZ+XMQW4CdizMM9M0kMm5uZ5tsrDd8jT30PqW0v97I+uHEPy9IdROu7l4W2PIUtyHnT4Trc9bgAfyLHcUvjbNo8bVF2itO49gN8OYH+smdd/ZGn4TNIVIm/In/MdeXsvJJcJeZovk55xcD3w6g7r2TFvy7P5M7+9MG4cqduMZUrzVH6nlpR8YGjrlieSyv67KJQj/XzHtiV1K3Qr6cSv4xPccd2yzpzotE/aHivafWcL7xc67pBuN56c/26noj7inKg9R6rqmQJ+QDrO3wbskIe/Mb+fnP9/uLCOeXn61vHlS/0sqxXT5Pz/owPYH8NZz2zUZ19zGdHpuDGO9sfRTUgXXUwndbPRqnv4/HPpyo1O5WfbegAV5xqkrjRauXET8K95+OuBm/NyppDLkn72R1fqmHn6E1j4OFVZNg70T3lBZksNSZOAYyPihrpjsWaQNDciVq47DjNrPh9DDEDp1vQdIt2GbsjDfygAACAASURBVD3O5YKVOSfMrBOff1qVptQx3U2EmZmZmZmZmZmZWQ/wlcFWG0k/IPVtUvTdiDhjGNZ1OHB0afDfIuKooV6XLTpJ15KeJFr0wYi4bRjW1bX8s8UznHkhqXV7U9leEfF4m+HWED6GGICki0gPmio6LiL+0G76xVzX8aR++4p+GRFfHep12aJxuWBlzgnrj+uZvc3nn1Zlaa9jujHYzMzMzMzMzMzMrAe4mwgzMzMzMzMzMzOzHjCi7gCssxfmUful2xOnPlp3CADsteVadYfQZ4URqI71NiEfAJpyQ4Fq+RQWVlc+QDNy4tkX59UdAgAXTnmg7hD6/PtOG9WSE489M6/2fABYZUVXL4p6vYy47I6H6w4BgL23elXdIfTp9XrE6dfNrDsEAI4YP67uEACXEU0x+5mX6g6hz/pjl68lJz73+2mNyIcT3rZ53SE0issIK+v1eoQtaFHywVcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3Bg8TSXtICklr1B2LmZmZmZmZmZmZmRuDM0mTJJ1UdxxmZmZmZmZmZmZmw8GNwWZmZmZmZmZmZmY9wI3BgKQzgd2Bo3LXDiFpU0mnSZoh6XlJd0v6rKRlCvNtLWmipDmSnpE0WdKbK9YxUtJFkm6StFaXNs3MzMzMzMzMzMwMgBF1B9AQRwObA1OBL+RhTwIPAAcBjwHjgR8DjwOn5WnOBSbncfOArYEXyguXNBq4mNT4vkdEzBmuDTEzMzMzMzMzMzNrx43BQEQ8Lekl4LmIeLgw6kuF1zMlbQ+8l/mNwRsB34yIqfn99DaLXxM4h9ywHBELNRYDSBoDjCkPf+ixJxkzZqHBtpRzPliZc8KKqvLh7vseY1XnQ09yGWFFzgcrc05YUVU+HP3z61lh5dE1RGR1cxlhRc6HpZ+7iehA0pGSbpD0mKS5wKeADQuTfBs4VdKfJB0vacs2i7kcmAW8u6ohODsGmFH+O+l7E4ZkW2yJ43ywMueEFbXNhx+d/L1ag7JauYywIueDlTknrKhtPtxw8Vm1BmW1chlhRc6HpZwiou4YGkHSJGBKRHw8vz8YOAs4FrgamAMcBRwQEeMK820G7AO8HXgrcGREnC5pD+BK4BRSVxNviYibO6y/6peXGXX/8jJx6qO1rr9lry2b09XyCiPQcC6/yfkA0JRiQ8P6KQzccOcDNDsnnn1xXq3rb7lwygN1h9Dn33faqJYy4u77HpvRhCuDV1nRNx4V9XoZcdkdD/c/URfsvdWr6g6hT6/XI06/bmbdIQBwxPhxdYcAuIxoitnPvFR3CH3WH7t8LWXE0T+/fkYTrgw+4W2b1x1Co7iMsLJer0fYghYlH3y2Nt9L/z97dx4uR1Umfvz7QpAdgiKKogRRcAUEYcAfCogKuDE4jKKOI6DjMoqi4jDKqNFRRwEVEBUXtlFwBMQNRVkkLshmgLDJpkQFGQYkLAHC+v7+OKdDpdN9l+TeW5309/M897ndp6pOvVX99unq06dPAys27m8PXJCZR3YKImLj7o0y8zrgOuCIiPgq8DbgmMYqHwVuB86KiJ0z89JeO8/MO4A7ussXDEYfi6aY+aBu5oSa+uXDrXebEMPKNkJN5oO6mRNq6pcP//7Ta1uIRoPANkJN5sPyz87gR80FtomIGcB8yvy/e0fEbvX2XsAOlB+WIyJWBQ4FTq7bPoHagdxdcWYeFBHBox3Ccyb5WCRJkiRJkiRpEc4Z/KhDKaODrwJuBU4HTgJOBC4CZgCfb6z/MLAOZSqJa4DvA+cBH+hVeWZ+BPgGcHZEbD4pRyBJkiRJkiRJfTgyuMrMa4HtuorfWv+aPlnXfwB44wj1zYJF5+3IzA8DH17aWCVJkiRJkiRpvBwZLEmSJEmSJElDwM5gSZIkSZIkSRoCdgZLkiRJkiRJ0hCwM1iSJEmSJEmShoCdwZIkSZIkSZI0BOwMliRJkiRJkqQhYGewJEmSJEmSJA0BO4MlSZIkSZIkaQhEZrYdg0aw4CF8gAbQKtOINvZrPgymtvIBBiMnvjX7T22HAMCbt9qw7RAWso1Q07C3EYNyqXnnvQ+2HcJCT1x7JdsILTTsbcSgGJS2CmDVldrJidlz7xqIs/CcDdZqO4SBYhuhbr7XGAx/vu3etkMAYJMnrjbufHBksCRJkiRJkiQNATuDJUmSJEmSJGkI2BksSZIkSZIkSUPAzmBJkiRJkiRJGgKT0hkcEbMi4sil2H7HiMiIWHci4+qxn70jYv5k7qOxr5kRccVU7EuSJEmSJEmSug37yODvAk9rOwhJkiRJkiRJmmzT2g6gTZl5H3Df0tQREY/JzAcmKCRJkiRJkiRJmhSTOTJ4WkQcHhHz6t8hEbEClA7UiPhcRNwYEfdExEURsUuPOjaPiAsi4t6I+F1EbNlZEBGPi4jv1Drui4grI2KfxvJ3RMQtEbFIh3dEnBgRP6y3F5smom53fUQ8UP//S9fyjIh3R8SpEXEP8JmIWDEijo6IG2os10XEv3WOV5IkSZIkSZLaNpmdlW+q9W8HvAN4O7B/XXYssAPwRuB5wPHAjyNi8646/gv4d2BL4G/ACRERddkqwMXAq4DnAIcDX4uInevyk4DpwEs7lUXE6sDuwLd7BRwRewBHAocBz611fiUiXt216seBn9bYv1yP8ybgdcCzgIOAjwD7IEmSJEmSJEkDYDKnibgZeG9mJnB1RGwCfKCOyn0DMCMz/1zXPTIiXkrpNP7XRh0fzcxzACLik8BvgCcDN2bmTcAhjXW/HhEvqXWfnZnzIuKnlE7pn9V19gAeAn7cJ+YDgG9lZufH766NiK2AA7u2+W5mfrNr2481bs+to5jfABzdZ1+SJEmSJEmSNGUmszP4/NoR3HEe8J/A9kAAVz06yBeAlYFfdNVxWeP2X+v/9YAbI2JFyqjh11M6iFcGHgPMamzzbeC4iFgtM++ldAyfkpkL+sT8LOCYrrLfAK/pKvtd94YR8U7gbcCGwKrASsCf+uxnMRExnTKSeRE33zqP6dMXK9ZyznxQN3NCTeaDupkTajIf1M2cUFO/fDhnzp9Ycy3zYRjZRqjJfFj+tTWnbQJbA1s0/p4F7Nu13oNd28CjMR8AfJAyOnjnWscPKB3CHadRRgLvHhHrUaaM6DlFRI/9jFR2T/NORLyeMrXEccAuNZavdMUymv2BG7r/jjzisHFUoeWI+aBu5oSazAd1MyfUZD6omzmhpp75cOIxX201KLXKNkJN5sNyLhYdvDtBlUbMAtYHntkZHRwRB1GmgNgJuAZ4SWcKiB7b7wicAzw+M2+rZTMoCbh1Zv4uIn4M3J6Zb6nLA7gEuCMzd2zU9Y0ay8+BfwM2zMxH6rK9gSMzc416/1zgmszct7H9ccDGmfmiej+Bf8zMUxrrfAnYLDN3aJT9qJbNqPdnAntm5nP7HHO/T15u8JOXwbPKNGL0tZac+bBsmex8gMHOiW/NHvOXICbVm7fasO0QFrKNUNOwtxGTcKm5RO6898HRV5oiT1x7JdsILTTsbcSgGJS2CmDVldq5jjhnzp9uGISRwc/ZYK22QxgothHq5nuNwfDn2+5tOwQANnniauPOh8mcJuJJwGER8RXKD619CPhUZl4bESdQpm/4IOVH4B4L7Aj8MTNPHWP91wKvj4jtgduA/YCNKB3CTd8GzqrLTux0BPdxCHByRMwGzgB2pUwt8doxxLJ3ROwGXA/sRfmBvHljPBYy8w7gju7yBQ+NtQYtT8wHdTMn1GQ+qJs5oSbzQd3MCTX1y4fZc+9qIRoNAtsINZkPy7/J7Aw+AVgRuIAyzcLRwBfrsn2Ag4CDgQ2A24ELKaOBx+pTlA7e04H7KFM0nAA8u2u9XwE31fK9RqowM38QEftRpqA4jDLn779mZr8fnOv4GmVqiBMp8yF/D/g8i097IUmSJEmSJEmtmJRpIjRxFjzUcw5jtWwqvqrTi/kwmNrKBxiMnHCaiMXZRqhp2NuIQbnUHKZpIvoZhHzQ4oa9jRgUg9JWweRPE9HP7Ll3DcRZcJqIRdlGqJvvNQbDsjxNRFs/ICdJkiRJkiRJmkJ2BkuSJEmSJEnSELAzWJIkSZIkSZKGgJ3BkiRJkiRJkjQE7AyWJEmSJEmSpCFgZ7AkSZIkSZIkDQE7gyVJkiRJkiRpCNgZLEmSJEmSJElDIDKz7Rg0ggUP4QNUbfXxM9oOYaErP/3yaGO/5sOi3vTfs9sOAYDv7btVK/kA5kTTOlu/p+0QFrrvkiNbyYnZc+8aiHx4zgZrtR0CAG88fjDaiFPf2l4b8fQDTm89J6747G5thwDAK796XtshLHT2ftt5HTEA9jz6orZDAOC0d2zdWhux6otntp4T834xs+0QANjiP37edggLXf3ZXVrJic0+dlbr+QBw4cde2nYIAKyz/YFthwDAfed/zvcaA2Czj/ys7RAWuvbgXVvJidd8/aKByIeT9t267RAAeO03L2w7BAB++s5txp0PjgyWJEmSJEmSpCFgZ7AkSZIkSZIkDQE7gyVJkiRJkiRpCNgZLEmSJEmSJElDwM5gSZIkSZIkSRoCy3RncETMjIgrJqiuWRFx5ETUJUmSJEmSJEmDZlrbASylQ4EvTVBdrwUenKC6JEmSJEmSJGmgLNOdwZk5H5g/QXXdPhH1SJIkSZIkSdIgmrJpIiJi5Yg4LCJuiYgFEXF+RGxfl+0YERkRu0XE7Ii4LyJ+HREbRMQOETEnIuZHxGkR8bhGnYtMExERz4uIsyPiroi4u263U122UkQcERF/jYj7I+IvEfHZxraLTBMREetExPERMa/Gc1ZEPKexfO8a084RcUVE3BMR50TERo11nhIRP4yI2yPi3oi4OiL2mryzLEmSJEmSJEm9TeXI4IOB1wH7An8EPgD8LCKe0VjnE8D+wJ3AicB3gQXA24GHgZOBmcB+ffZxIjAH2AZ4CHhe3R7gvcAewF7AXGADYNMR4j2uLt8dmAd8usa7SWbeV9dZGfhwPaYFwPHAUcAudflXgFWAnYC7RtmfJEmSJEmSJE2aKekMjojVgXcBb8vMn9SydwIvAd4NnFVX/Whm/rouP4oyH/BWmXlxLTse2HOEXW0IHJqZV9f713ctuxb4dWYm8Gfgt33ifQbwGmCHzPxVLXtz3eZNwDfrqtOAd2fmNXWdQ4FjI2KFzHyk7vN7mTmnrn/DCOdoOjC9u/zmW+cxffpixVrOmQ/qZk6oqV8+nDPnT6y5lvkwjPrlxIx3n8SKq6zRQkRqk68Z6tYvJ1be7kBi2iotRKQ29cuHZ3/o+75mDClfN9TULx92/eLZrLTami1EpIk2VdNEbAysBJzbKcjMh4HzgGc31ruscfuW+v/yrrL1RtjPF4BvRsQvIuKgiHhmY9lxwBbAtRHx5Yh4ZUT0O/5nAY/U+Drx3lljacZ7f6cjuPor5Tg7T5rDgf+IiPMi4lMRsdUIse9P6Sxe5O/IIw4bYRMtx8wHdTMn1NQzH0485qutBqVW9cyJOy/+QatBqTW+Zqhbz5x46KbzWw1KremZD7ddcGqrQalVvm6oqWc+/PHs77QalCbOVHUGR/2fPZY1yx7sLs/M7rK+MWfmTEpn7Q+AFwKXRcS+ddnFwAzgI7WO44Ez+3QIR4+yXvE+1GfZCnWfRwMbAccCmwC/jYiZfeo9rK67yN973rv/CKFoOWY+qJs5oaae+fDGfd/ValBqVc+cWHvLv281KLXG1wx165kT0568batBqTU982Hdv3ttq0GpVb5uqKlnPjxt5ze0GpQmzlTNGXw98ACwPWW+YCJiRWA7yjy/EyYzrwOuA46IiK8CbwOOqcvupsw7fHJEHAecDzydMn1E01WUDt3tgM40EWtR5iA+dpzx3Ah8Hfh6RBwIvI8y73H3encAd3SXL+jubtZQMB/UzZxQU798mD33rhai0SDolxNPP+D0FqJR23zNULd+ObHqi2dOfTBqXb982OxjZ/VYW8PA1w019cuH13z9ohai0WSYks7gzLyndsx+NiJuowwxfz/wBMqPrC31D6tFxKrAoZTO3rm17u2BC+ryDwA3A5dSRiC/kfKjbjf2iPe6iPgh8LWIeDvlSfDpuv6YO68j4nDgdEpn81rArpSOZkmSJEmSJEmaUlM1MhjgwPr/WMqcupcAu2bmzRGx1J3BwMPAOpTpH54I/A04DTigLr8b+BDwDMp0DpcAu2XmvX3q24cyNP5HwCqU+Y53zcz7xhHTCpQfwXtK3f/ZwAfHsb0kSZIkSZIkTYgp6wzOzPspk1AvNulMZs6ia57ezDylR9lRwFGN+zOpUy5k5gOU0b799v8N4BsjLN+x6/484C0jrH8c5Ufp+h5HZu7Xb3tJkiRJkiRJmkpT9QNykiRJkiRJkqQW2RksSZIkSZIkSUPAzmBJkiRJkiRJGgJ2BkuSJEmSJEnSELAzWJIkSZIkSZKGgJ3BkiRJkiRJkjQE7AyWJEmSJEmSpCFgZ7AkSZIkSZIkDYHIzLZj0AgWPIQP0ABaZRrRxn4HJR/O/P0tbYcAwMue9YS2QwDaywcYjJy46sa72g4BgGdvsFbbISw07G3EzXcsaDsEANafvkrbIQC2EYPi/gcfaTuEhdZedYWhbiMGxePecGzbIQBwz8n72EYMgBMu/nPbISz01m2e2kpOzLrm9oHIh203fmzbIQCwztbvaTsEAO675EjbCC1i2N9raFFLkg+ODJYkSZIkSZKkIWBnsCRJkiRJkiQNATuDJUmSJEmSJGkI2BksSZIkSZIkSUOg1c7giMiI2LPf/R7rz6jrvGBqIpQkSZIkSZKk5cO0tgMYp78A6wO3tR2IJEmSJEmSJC1LlqnO4Mx8GPjftuOQJEmSJEmSpGXNpE4TERG7RsSvI2JeRNweET+PiGctRX2LTBMRETvW+7tFxOyIuK/ub4OI2CEi5kTE/Ig4LSIe16hn64g4IyJui4i7IuI3EbFd1742iYhfRsSCiLgmIl5R69q7sc6TI+J/6vHNi4ifRMQzGsufEhE/rMd+b0RcHRF7LenxS5IkSZIkSdKSmuw5g1cHDgO2AXYE7gR+HBGPmeD9fALYH/g7YB3gu8DHgLfX/T4HmNlYf03gW8CLamyXAj+NiHUBImIF4PvAQ8C2wN7Ax4GVOxVExGrAOcACYAdgO+Bm4Ky6DOArwGrATjWG/YE7Ju6wJUmSJEmSJGlsJnWaiMz8XvN+ROwD3EXpgP3NBO7qo5n567qPo4AvAVtl5sW17Hhg4Q/TZeYvuuLaD/gHYFfg28DLgE2Bl2fmTXWd9wPnNjbbCwhgn8zMus47gP8DXgWcBGwIfC8z59RtbpjAY5YkSZIkSZKkMZvUzuCI2Bj4T8qI3cdTRiKvADx1DNueThm5C/CnzHzOCKtf1rh9S/1/eVfZeo2616tx7QQ8AVgRWLUR1zOBv3Y6gquLgEca97cCNgLujohmLKsBG9fbhwNHRcSuwNnA9zNzdq8DiIjpwPTu8ptvncf06YsVazlnPqibOaEm80HdzAk1mQ/qZk6oqV8+/PjCP7LGWmu3EJHaZhuhJvNh+TfZ00T8mNIJ/A5Kh/DzKVMvjGWaiLcBW9S/V4yy7oON2wmQmd1lzWM9HtgaeD/wwrqPGxtxRaeeEaxAmV5ii66/TYCv1RiOpnQYH1vLfxsRM/vUtz9l5PAif0cecdgoYWg5ZT6omzmhJvNB3cwJNZkP6mZOqKlnPpxy/FGtBqVW2UaoyXxYzkWd4WDiKy4/2HYb8JLMPKeWbQnMpkytcFxEJPCPmXlKXb7I/R51zqAk4daZ+buI2JEyb+/jM/O2us6ewMmZGY3t3gl8KjM7cwLfDbw3M4+t958A/AX4TGbOjIhdgJ8AT83Mv9Z1tgN+24j9X4BDgBmZOaZ5gCPiQOB9mfmkHsv6ffJyg5+8DJ5VphGjr7XkBj0fzvz9LaOvNAVe9qwntB0CMPn5AIOdE1fdeFer++949gZrtR3CQsPeRtx8x4K2QwBg/emrtB0CYBsxKO5/8JHRV5oia6+6wlC3EYPicW84tu0QALjn5H1sIwbACRf/ue0QFnrrNk9tpY348YV/vGEQRgZvu/Fj2w4BgHW2fk/bIQBw3yVH2kZoEcP+XkOLWpJ8mMxpIuZROoP/JSL+AjyZ0nn60CTuc6yuBf4pIi6g/MjdwcADjeVnAtcAx0fEAZQpJL5Aib3Te34CcADww4j4GPBn4CnA7sBRmXldRBwOnF73txZlTuKregVUO5QX61ReMAhnS1POfFA3c0JN5oO6mRNqMh/UzZxQU798mHXN7S1Eo0FgG6Em82H5N2nTRGTmI8Drgc2AK4AvAx8F7p+sfY7DvsAalFHK/wMcA8ztLKyx7wGsDFxImVbi05SO4AV1nXuBFwN/BE4Grq7rrUPpCIdyfr9E6QA+kzJ38Vsm88AkSZIkSZIkqZdJ/QG5zPwF8Nyu4jUay6Nr/RGHNmfmXHh0+HNmzmrer2Wn9Cg7CjiqcX8OZQ7jpm91bXMtpbMXgIjYHFgJuL6xzi3APiPEu99IxyNJkiRJkiRJU2VSO4OXZRGxB3APcB0wgzJNxBzg4hbDkiRJkiRJkqQlYmdwf2sCn6PMAzwPmAW8PyfrF/ckSZIkSZIkaRLZGdxHZv438N9txyFJkiRJkiRJE2HSfkBOkiRJkiRJkjQ47AyWJEmSJEmSpCFgZ7AkSZIkSZIkDQE7gyVJkiRJkiRpCNgZLEmSJEmSJElDIDKz7Rg0iSJiOrA/cFhm3mEcgxFHWwbl+I1jcAzKOTCOwTAox28cg2NQzoFxDIZBOX7jGByDcg6MYzAMyvEbx+AYlHNgHINhUI7fOOwMXu5FxAzgBmCjzJxrHIMRR1sG5fiNY3AMyjkwjsEwKMdvHINjUM6BcQyGQTl+4xgcg3IOjGMwDMrxG8fgGJRzYByDYVCO3zicJkKSJEmSJEmShoKdwZIkSZIkSZI0BOwMliRJkiRJkqQhYGewJEmSJEmSJA0BO4OXf3cAn6j/jWNw4mjLoBy/cQyOQTkHxjEYBuX4jWNwDMo5MI7BMCjHbxyDY1DOgXEMhkE5fuMYHINyDoxjMAzK8Q99HJGZU71PSZIkSZIkSdIUc2SwJEmSJEmSJA0BO4MlSZIkSZIkaQjYGSxJkiRJkiRJQ8DOYEmSJEmSJEkaAnYGS5IkSZIkSdIQsDNYkiRJkiRJkoaAncGSJEmSJEmSNATsDJYkSZIkSZKkIWBnsCRJkiRJkiQNATuDJUmSJEmSJGkI2BksSZIkSZIkSUPAzmBJkiRJkiRJGgJ2Bg+oiDgmIv4vIq5olD02Is6MiOvq/3Vq+doR8eOImBMRV0bEPo1tnhoRZ0TE7yPiqoiYUcsjIj4dEdfWZe+t5c+MiPMi4v6IOKBRzyoRcWFjH59oLNs5Ii6OiEsj4jcR8fRa/uJa/lBE7Nl1fG+px3FdRLxlhPNwXES8o6vs7yPip/X2/Pp/hYg4IiKuiIjLI+KiiNhoCc77d+txXBoRcyPi0lo+IyLuayw7arx1L6llKRca63yp89jU+x+o+7wsIs6OiA0byw6u9fy+PobR5zwsdS7Ux3Td8ZzrWj4zIm5qPP6vaCz7cERcHxHXRMQu/epeWpOdB43l3Y/dhvUxuywiZkXEBo1lP4uIOyLitK46jouIGxrna4tavk5EfL/WdWFEPLeWb9pY99KIuCsi9u9zHvaOiO90la0bEbdGxMo1xhfU8n1rDlxW82H3JTjv/Z4HfWMeKV8m0mTnRBRjbhvqsukRcUpEXF232W6UuMZdV4/zMNU58aa6/WUR8duI2LyWPyUizqmxXhkR72tsM8w5Mbee80sj4neN8s3rNpfXONZqnN/mc+uReLQN2aquf32M/HoxEO3EKMff83GZLFOQG/3a/aiP1fX1HG/ZqKvfa0i/68qRriUebuz7RyOch5kR8V9dZVtExO/r7YXXCRFxUD3+y2q9f7cE5/2LjbiujYg7xhvzZGkrJ+qyHWvZlRHxy5FiquVbRMT5nedRRGwzUl0xQnvc4zxMdXvxocY5uaLmwWNjHNdCk2EK8iFigl4/6rL9olx7XxkRBzfKN6v1XVm3XaVrux9151fX8oHIh9GOfzINaC6M6z1aRDwmIo6t529OROzY2OYxEfH1uv+rI+If+pyHHSPivK6yaRFxS0SsH6WN27OWvyoiLqn7uirqe9Ya3wG96q/LD6kxXBblPdL0Wv6yiJhd458dES9pbDOr5n7nmNfrV//SmuxcaCwfz/vPfnnV89qhsd2eEZFRn79d9c0f5XGaFV3v8yNi/4j4SpR+oitq2WoRcUJ93K6ocawx+plebH/viXLdlNHou4iJbi8y078B/ANeDGwJXNEoOxj493r734HP1dsfadx+PHA78Jh6fxbwsnp7DWC1ensf4L+BFer99Tr/ga2BTwMHNPYdwBr19krABcC29f61wLPq7X8Fjqu3ZwCb1f3s2ajrscAf6/916u11+pyHXYBzusr+B3hzvT2//n8DcErjeDboV+c4HoPPAx9rHMsVS1PfMORCLXsB8K3OY1PLdmrs713Ad+vtFwLnAivWv/OAHScrF4C5wLrjOde1fGbzHDTKnw3MAVYGNgL+AKy4LObBCI/dycBb6u2XAN9qLNsZeDVwWlesx9F4zjfKDwE+Xm8/Ezi7xzorAv8LbNjnPKwF3NYV9zuBoxvH94L6uP8BWLtxrBstwXnv+TwYKeZ++bKs5QTjbBvqsuOBt9XbjwGmjxLXuOsagJx4IY+2KbsBF9Tb6wNb1ttrUl4bn21O9G53gYuAHertfYH/7LHO84A/Nu5fCGxHeR06HdhtQHJiSY6/5+OyDOfGcfRu919RH6sAtqU+X+qyfq8h/a4re15L1Pvzx3geNm3mVC37oeUMWQAAIABJREFULPDR5uNV8+w8YOVavi7wpKV8DPYDjhlvzMthTkwHrgKe2nn+jBRTLT+D+nyvOTVrpLoYoT3uEc+Uthdd+3418Ise5SNeCy2j+TCRrx87AWfx6POzU9c04DJg83r/cTSuy4HXAid259eg5kO/4x/SXBjve7R3A8c26p3d2N8ngE/V2yv0O8d12V+AGY2yXanvX6htHOX98F+BDWr5ysCmI8XXqO/lwLR6+3ONc/l86msO8FzgpsY2s4AXLA+5UO+P9/1nv7zqee1Q768J/Ao4v/vcAd+r+xvpcXpHJ58aZecDL6LRTwR8GPhCY51Nqe3UOM/782u9c0fIz6VuLxwZPKAy81eUJ1DT7pQ3x9T/f99ZHVgzIoLyhLgdeCgink1pXM6sdc7PzHvrNu8CPpmZj9Rl/9f5n5kXAQ92xZOZ2fm0ZqX6l439r1Vvr01pDMnMuZl5GfBI13HsApyZmbdn5jzgTErD2stZwDMjYn0on7YALwV+0LXe+sDNjeO5sdZN/aTn8/WTorMj4vF99rVQPZevA74z2rqTbVnKhYhYkdLh929d25zT2N/5lAuoTryrUDp6Vq513dLnVCx1Loymz7keye7A/2Tm/Zl5A3A9sM0o2yyRyc6Dfo8dpcP77Hr7nLrPTkxnA3eP4zAW1pWZVwMzIuIJXevsDPwhM//Uq4LMvIvyYv7qRvFeLP5cXa/GNr9uN78+Rp1Pdw+LMqrzimiMMOqxv57Pg/HEPFkGrW2IMrLzxcDRdb0HMrMzCq5nXEtYV/d5mOqc+G2jTVnYnmXmzZl5cb19N/B74Mn96pkMg5YTo9iU8rhBuQ7oNTLnDdTHsbb9a2XmeVmuev+7cSyLGNB2olu/x2VSTEFu9LM78N/12uF8YHrndXyE15B+15X9riXGLDOvAe6IRUf5vo7y4XLT+sBtmXl/3e62zPwrLBx987ko33C5sHv00QgW5vMgaDEn3gicmpl/rtv83ygxdfa/WE70q2s87fFUtxdd+uXElF9XLGOvH+8CPtt4fnZy6OXAZZk5p5b/LTMfBqij8z4AfGqU8zCI+TClBjEXluA9WvM9x/8Bd1A6HaF8AP1fddkjmXlbrwpqfCcDr28U98qFNSkfRPytbnd/fa0ZVWaekZkP1bvNa8pLOq85wJXAKhGx8ljqnEiD9v5zlLzq9zoB8J+UTuwFzZ1ExN9TBiZeOcqpOAV4VecxqKORnwT8pmu99YGbOncy85rMvL+OHr46Io6PMtr5lNqX0VN9/OeOEtNStxd2Bi9bnpCZN0O5yKG8CAEcCTyLkvCXA++rjdcmlAveU6N8beGQ+oQD2Bh4fZSvWp0eEc8YbecRsWKUaRP+j9KZe0Fd9DbgpxFxI/BmygiLkTyZ8ilbx430v0B7GDiVcqEO8BrK6NDuNw8nAa+uw+I/HxHPbyxbHbg4M7cEfgl8fJT4oHzKc0tmXtco26iex19GxIvGUMdkGtRceA/wo05sfbyVMkqIzDyP0sDfXP9+npm/77XRBOXC0nhPbbyPiUe/zjvmXJ4kE5kH/R67OTzaSbMH5UX+cWOI7dP1fH2xcfEyhzIqg3phvCGLv5nvdZHV7Tt1PSLiSfW4zukR9y3ADVG+JvbqruWrZ+YLKZ8cHzOG4xlJr5h75ctUaLNteBpwK3BsreubEbH6KHEtSV29tJUTC9uzpnqR+HzKNyc6hjEnoFycnxHla45vb5RfQWnHAf4ReEqPbV/Po8+tJ1Pa2I7R2ttBaSf6Hf94nxOTYSJzA3q3+0vyOjmW68ru594qNS/Pr2/uRtLMjW2Bv3Vd70EZifqUKF8j/kpE7NC1/K7M3IZyrg4bZX9EmdJiI+AXSxjzVJmKnNgEWCdKh9nsiPjnMcS1P3BIRPwFOJQy+mpMdfVpj7tNeXtROwJ2pYxK6zaWa6GpMKivH5sAL4qIC+r7sq0b5RkRP48yCKjZwfSflG99jvZhBQxOPvQ7/ja0nQsj6XV9NQfYPcq0DhsBW1Ha9Ol1+X/WHDk5Fh+Y0tTMhZUp30xY5DmbmbcDPwL+FBHfiTLd1ZL0s+1Lj2tKyvuwSzofflTHRnmv+9GI3lNmTaI233+OVFfPa4cofQFPyczuKalWBw6kjBQfUWb+jfLttM4Axr0o307KrlWPAQ6MMt3Jp7pye1Pg65m5GXAXpW1YIhPVXtgZvHzYBbiU8unEFsCRUUZVTaN0ah5A+crF04C96zYrAwsy8wXANxjDi1RmPpyZW1A6b7aJOt8n8H7gFZm5AXAs8IVRqurVYHU/kZoWNsL0uTjKzBspT7APU0Yinx0RO9fFjwDfrbe/DWw/Snyw+CctN1O+gvZ8yqfKJ9ZzPGhay4V6sfSPwJf6bRcR/0T5VPaQev/plBeNDShvDl8SES8eYddLmwtL6quUC5ctKLnw+c4h9Vh3pFyeKuPKg1EeuwOAHSLiEmAHyqedD/VYr+nDlGkgtqZMB3NgLf8s5U3bpZSvy17SrCsiHkPpHDp5lPpPA7avx/Q64JTOyI+Oen9Xyte3rgW+GBEzG6t8p673K2CtxsXhuPSJuV++tGkq2oZplK+SfbW2lfdQvj62JMZb15TnRETsROmQOrCrfA3Kxdn+dYQRDG9OAPy/+mHsbsC7G238vvX+bMqomgeaG0UZuXlvZnbmqRtvezso7US/4x9kS5Ib/dr9JXmdHPG6svtaonpqzcs3AodFxMYj1P8/wJ71zXq/a4n5lM6Dt1M+mPpuROzdWOU7jf895zPvsheL5+B4Ym7bRObENMq5fWWt96MRscko+38X8P7MfAolP44eS1192uNe2mgvXg2cWzuSFhrHtVCb2n79mEaZanBb4EPASbVDbBrlfd6b6v89oswjugXw9Mz8/hiPb1DyYVl4/ZiqXOin3/XVMZQPH39H+cDut5T3HNMo7zvPref2PMoHTD1lGam8RkRsSnkczs8e3zjNzLdRRvRfSDnmcR1TRBxU4zuhq/w5lOkj3tEoflNmPo9yfl9E6fgcBFPx/nOkvFrs2qG+zn8R+GCPfXwC+GI++o3n0YylH+LSGtMhlNe9iyLiWXXxXzLz3Hp7rH1S/UxIe2Fn8LLllnj0K/LrU0ZlQpl359QsrgduoFx83Uj5FOmPWb5+8APKm2vqss4nCd+nzO07Jlm+qjsL2DXKlAubN0aGfpcyn+JIbmTREUAbsOgw/m7nAutH+ZGeFwI/7RPX/Zl5emZ+CPgM/b9yOeKbkIiYRhm92OlA7tTd+erHbMocUaNduE6mgcsFyqiLpwPXR8RcYLWIuL6zbkS8FDgIeE3jk809KC+q82tDfDrlwq6fic6FMcnMW2oH+COUi5bO173Gm8sTbaLyoO9jl5l/zczX1g65g2rZnSMFleXrmVkf52Op5ysz78rMfeoHCf9MmU/qhsamu1FG8febKqRT/33Azyj503f0TI3hwsz8r7pe82vo3e3AknbiLxbzCPkyFdpsG24Ebmy8HpzSqKtfXEtS12KmOiciYjPgm8DundeGWr4S5ZydkJmnNvY7rDlB1q85Zvma5vd5tD24OjNfnplbUR6vP3Rt2v043sii3yQYsb0dlHai3/Ez/ufEZJiw3OjX7jPO18nRriv7XEs0z/MfKdclfb8VlJl/ocyttwPl8T6pz3oPZ+aszPw4ZfRSv9wYS14sloPjiXkKTVVO/Cwz78ny9exfAZuPEtdbKN8Og9JJOmpd/drjXlpqL/rtZ0zXQlNkIF8/al2d/V9IGfyxbi3/ZZZpXe6lvE/YkvKBzVb1Gvc3wCYRMWuE/Q5EPoxw/G0YiPee3fpdX2XmQ5n5/szcIjN3p8wvfh1lKod7636htCd9ry+r/6E8PiOO2M/MyzPzi8DL6D31VU8R8RbgVZRO3myUb1Dj/OfMXHiNlJk31f93U+bAnuq8aPP9Z8+6Rrh2WJMy5/Ksuo9tgR9F+RG5vwMOruX7Ax+JiPeMcNw/AHaO8kO4q2adiqhbln6NUzPzXymdvp0fjZ6o954wQe2FncHLlh9RLoao/39Yb/+Z8kkUUb7msCll7pOLKKPwOnPkvoTyIwtQkrnzq5Q7UD7R7CsiHh+P/rrlqpS5Wq8G5gFrNz6FfxllXq6R/Bx4eUSsE+WrHC+vZT3VRvEkypw0P83MBd3rRMSW9dMl6idAmwGdebZWoHxqC2X0RffcLt1eClydZYRpp/7HR/0KQkQ8DXgG5Ry3ZeByITN/kplPzMwZmTmDMqKr8wvgzwe+Rnnz1nzD+2fKp37T6kX7DoyQPxOQC0uk84JX7UH5ejOUx2GvKL8uvBElLy5cmn2N04TkwSiP3brx6FedPszYvurWuUAISkd85xdWp9cRL1C+yvOrXHSkznjmPvoOZZT+EyhzbHXH8KRo/Go95RPqZh68vq63PXBnjtLBPYLFYh4hX6ZCa21DZv4v8Jc6eoK6v05d/eJakrr6mZKciIinUjol3pyZ1zbKgzJa7feZ2T2ScShzIiJWj4g1O7cpr/ed9mC9+n8F4D+AoxrbrUAZLbJwHtcsXyG8OyK2ref6nxklj2i5nRjp+Bnnc2KSTFhu9Gv36z7+OYptKedxpKmk+l5X9ruWqNeTnXn81gX+H2NrL75ImZf1xu6FEbFpLPr1zp65Uf+fN9KOaju2TnO9JYx5KkxFTvyQ8hX/aVG+6vp3jP7e4a+UNqezj860Hj3rGqk9HsGUtRcRsXY9nl7P+4GYN7YayNePZl21rXgM5Ufffg5sFhGrRRncswPlOvermfmkeo27PXBtZu44yrG3mg+jHH8bWsuFkfS7vqo5sHq9/TLgocy8qr6X/DGwY91mrNeX/1Rj/lGPGNaIiB0bRd25MFL8u1K+NfGabMy3Xt9r/wT4cD46mpTa1q1bb69E6USe6rxo8/1nv7zqee2QmXdm5rqNfZxPOde/y8wXNcoPAz6TmUf2O+gsA9dm1Vh6ttER8f+iTlVS3/M+m0dz4akR0fkm0RsYvU+qpwltL3IKfoXQv/H/1QS7mTKB+o2Ur6I+jjKR9nX1/2Pruk+izG12eX3Q/6lRz8sov6p6OeUXLzu/6NhpYC6nXJx2fnX1iXV/d1EmWr+RMhH3ZpSvdF9W9/Gxxj72qPXMoTxBnlbLt67b30P5FO7Kxjb7Un5s63pgnzGcj+dTPj3Ztat8fv2/K+VXQq+of8cAq3TWocwTNZsyV9vjR9nXccA7u8r+gTKx+BzgYuDV5sLiudDrsam3z6LMq3Vp/ftRLV+R8sbu95SG/AtjOB9LkwtzGeFXNnud61r+rXp+LqO8AK7f2OYgyoi2a+jzy/bLQh6M8NjtWeu/ljIScuXGsl9Tvj57X41pl1r+i8a+vw2sUcu3q3VdTelMW6dR12qUdmLtMZ6PaXXfn+0qn0X5+vCGNY6ra86dCWzcWOe/KF8ZuwLYZoT99HwejBTzSPmyLOUE42wb6rItKF/Ju4xysb9OLe8X17jrGoCc+CblorPTnv2ulm9PaZsuayx7xTDnBOWrcnPq35XAQY19vI/SrlxLmUImGst2pHxrpPv4XlBj/QNlbroY5Xy02k6Mcvw9H5fJ+puC3OjX7gfw5fqYXU7jV7zp/xrS77qy37XECxvrX0597R7lfDy+novu6725lBGGW9XH/qp6vKdSrx/qOh+nzEF7EeXr5yPta2aPHBx3zMtLTtRlH6rn9grKFA59Y6rl21Ou7ebU877VSHUxQnvcdntR19+b8gPE3eXjuhZaxvJhIl8/HlNz6grK+7KXNJb9U13/CuDgHsc5A7hiDOej1XwY6fiHLRdGaRt6Xl/Vx/kaynvMs4ANG3FtSPkWwWX1WJ46hnMyp8djdBzlfdKalFHo19RcOJf6Wkdp/w8Yod7rKfPqd9qpo2r5f1D6UC5t/K1H+S2k2TX2K4HDgRWX1Vzo2tdY33/2y6ue1w69nr89ykd8nBrr7UF5bXlmo2wGtU2hDFToxHYl5Ufroq5zFWXgw2WUkfGrjbCf99bz/RDlw9BvTkZ7EXVjabkVEfMzc42245A0GKJ8NfCAzPxd27FoMJgT6mZOqJ8oXyl9Qfb5BXoNH9sLNZkPkpqi/JDpaZn53FFWnVJOEyFJkiRJkiRJQ8CRwRoYEXEB5ddFm96cmZdPwr6+TJmfrenwzDx2ovel8ZvMXIiIzldbuu2cjR+CUvum8nkaEftQvrbedG5mvnui96UlZ06omzmhfiLi+8BGXcUHZmbf36lYin0dRJnnuunkzPz0RO9LS872Qk3mgzomuw2372HZMNX9BFN5ndJz/3YGS5IkSZIkSdLyz2kiJEmSJEmSJGkITGs7AI1swUM4dHsArTKNaGO/5sNgaisfYDBy4sob72o7BACes8FabYew0LC3EdfcfHfbIQCw6fprth0CYBthG7G4tnJi9ty7Ws8HgLNvuLXtEAB474s2bjsEwDZCixv26wgtyjZC3Wwj1LQk+eDIYEmSJEmSJEkaAnYGS5IkSZIkSdIQsDNYkiRJkiRJkoaAncGSJEmSJEmSNATsDJYkSZIkSZKkIWBn8CSJiB0jIiNi3bZjkSRJkiRJkiQ7g6uImBURR7YdhyRJkiRJkiRNBjuDJUmSJEmSJGkI2BkMRMRxwA7Au+vUDhkRG0fE0RFxQ0TcFxHXRcS/RcQKje2eFxFnR8RdEXF3RMyJiJ367GPliPh+RFwcEetN0aFJkiRJkiRJEgDT2g5gQLwP2AS4GvhILZsH3AS8DrgV2Ab4OvA34Oi6zonAnLrsIeB5wILuyiNiLeCHlM73HTPzrsk6EEmSJEmSJEnqxc5gIDPvjIgHgHsz838biz7WuD03IrYE3sCjncEbAodm5tX1/vU9qn888G1qx3JmLtZZLEmSJEmSJEmTzc7gEUTEO4G3UTp9VwVWAv7UWOULwDcj4i3A2cD3Gh3DHWcAFwP/kJkPjbCv6cD07vKbb53H9OmLFWs5Zz6omzmhJvNB3cwJNfXLh3Pm/Ik11zIfhpFthJrMB3UzJ9RkPiz/nDO4j4h4PXAYcBywC7AF8BXgMZ11MnMm8GzgB8ALgcsiYt+uqk4DtqdMITGS/YEbuv+OPOKwpTwSLaPMB3UzJ9RkPqibOaGmnvlw4jFfbTUotco2Qk3mg7qZE2oyH5ZzkZltxzAQIuIM4A+Z+a56/0vAZpm5Q2OdH9WyGX3q+CqweWa+MCJ2BM6hTBPxfuCdwM6ZeWmfbft98nKDn7wMnlWmEZNZv/mwbJnsfIDBzokrbxyMadCfs8FabYew0LC3EdfcfHfbIQCw6fprth0CYBthG7G4ttqIc+b86YZBGBl89g23th0CAO990cZthwDYRmhxw34doUXZRqibbYSaliQfnCbiUXOBbSJiBjCfMv/v3hGxW729F7AD5YfliIhVgUOBk+u2T6CMAL6gu+LMPCgiAjgrInbOzDk91rkDuKO7fEHfiSW0PDMf1M2cUJP5oG7mhJr65cPsuYPRMa+pZxuhJvNB3cwJNZkPyz+niXjUocADwFXArcDpwEnAicBFwAzg8431HwbWAY4HrgG+D5wHfKBX5Zn5EeAbwNkRsfmkHIEkSZIkSZIk9eHI4CozrwW26yp+a/1r+mRd/wHgjSPUNwsWHaqdmR8GPry0sUqSJEmSJEnSeDkyWJIkSZIkSZKGgJ3BkiRJkiRJkjQE7AyWJEmSJEmSpCFgZ7AkSZIkSZIkDQE7gyVJkiRJkiRpCNgZLEmSJEmSJElDwM5gSZIkSZIkSRoCdgZLkiRJkiRJ0hCY1nYAksbu/T+8qu0QAPji7s9uOwQAFjz4cNshALDKtBXbDqFVT15n1bZD0IBZZ/XHtB2CqoPPub7tEPi3nZ7edggAnHblzW2HsNCem6/fyn5vuPOeVvbb7T3bP63tEAC4ff4DbYcAwJOmt9dmHn3B3Nb23bHVE6a3HQIAW8wYjDgkaVDNuubWtkMAYMdNH992CMs8RwZLkiRJkiRJ0hCwM1iSJEmSJEmShoCdwZIkSZIkSZI0BOwMliRJkiRJkqQhYGewJEmSJEmSJA2BSekMjohZEXHkUmy/Y0RkRKw7kXH12M/eETF/MvfR2NfMiLhiKvYlSZIkSZIkSd2GfWTwd4GntR2EJEmSJEmSJE22aW0H0KbMvA+4b2nqiIjHZOYDExSSJEmSJEmSJE2KyRwZPC0iDo+IefXvkIhYAUoHakR8LiJujIh7IuKiiNilRx2bR8QFEXFvRPwuIrbsLIiIx0XEd2od90XElRGxT2P5OyLilohYpMM7Ik6MiB/W24tNE1G3uz4iHqj//6VreUbEuyPi1Ii4B/hMRKwYEUdHxA01lusi4t86xytJkiRJkiRJbZvMzso31fq3A94BvB3Yvy47FtgBeCPwPOB44McRsXlXHf8F/DuwJfA34ISIiLpsFeBi4FXAc4DDga9FxM51+UnAdOClncoiYnVgd+DbvQKOiD2AI4HDgOfWOr8SEa/uWvXjwE9r7F+ux3kT8DrgWcBBwEeAfZAkSZIkSZKkATCZ00TcDLw3MxO4OiI2AT5QR+W+AZiRmX+u6x4ZES+ldBr/a6OOj2bmOQAR8UngN8CTgRsz8ybgkMa6X4+Il9S6z87MeRHxU0qn9M/qOnsADwE/7hPzAcC3MrPz43fXRsRWwIFd23w3M7/Zte3HGrfn1lHMbwCO7rOvRUTEdErn9SJuvnUe06cvVqzlXL982Of481h59bVaiEhts41Qk/mgbv1y4t9Pnc2qa/i6MWz65cNxv/o9q6+1dgsRqW39cuLg0+ew2pq2EcPG6wh1MyfU1C8fTv7tdazhdcRyYTJHBp9fO4I7zqN05G4PBHBVRMzv/AGvBDbuquOyxu2/1v/rAdSpGQ6KiMsi4m+1jtcCT21s823g7yNitXr/TcApmbmgT8zPAs7tKvsN8Oyust91bxgR76xTWdxaY3l/Vyyj2R+4ofvvyCMOG0cVWo70zIfLTvtWq0GpVbYRajIf1K1nTpx/6nFtxqT29MyHn5zwjVaDUqt65sQ5Jx3TalBqjdcR6mZOqKlnPvzgW19rNShNnLZ+QC6BrYEHu8q7f8ytubzTsdzpwD4A+CDwPuByYD7wGWpncXUaZSTw7hFxNmXKiJePIbbRyu5p3omI11OmljgA+C1wF/BuykjksToMOK678D3v3f+GcdSh5UfPfNjsVW82H4aXbYSazAd165kT2752b3NiOPXMh1e+6V/Mh+HVMyd2et2+5sRw8jpC3cwJNfXMh79/8zvMh+XEZHYG/11ERGN08LaU0b3nUUYGP7EzBcQS2h74cWZ+C6DOJbwJcEdnhcy8PyJOoYwIXhf4X+CXI9T5+1pv8yPy7YGrxhDLBY3pJYiI7lHOI8rMO5qxdyx4aDy1aHnRLx/e9b3RUlHLK9sINZkP6tYvJz555vUtRKO29cuHU+bc3EI0GgT9cuLL586d+mDUOq8j1M2cUFO/fPjZlbe2EI0mw2R2Bj8JOCwivkL5obUPAZ/KzGsj4gTguIj4IOVH4B4L7Aj8MTNPHWP91wKvj4jtgduA/YCNgEu61vs2cFZddmJmPjJCnYcAJ0fEbOAMYFdKR/JrxxDL3hGxG3A9sBflB/LmjfFYJEmSJEmSJGlSTWZn8AnAisAFlGkWjga+WJftAxwEHAxsANwOXAiMZ6TwpygdvKdTppc4ru6ze37fXwE31fK9RqowM38QEftRpns4DPgT8K+Z2e8H5zq+BmwBnEgZ9fw94PPAvmM/HEmSJEmSJEmaPJPSGZyZOzbuvqfH8geBmfWv1/azKJ2qzbK5zbLMnMfoI3ap01TM6LPsOLrmQcnMo4CjRqgvepQ9ALy1/jV9srHOTPocryRJkiRJkiRNthVGX0WSJEmSJEmStKyzM1iSJEmSJEmShoCdwZIkSZIkSZI0BOwMliRJkiRJkqQhYGewJEmSJEmSJA0BO4MlSZIkSZIkaQjYGSxJkiRJkiRJQ8DOYEmSJEmSJEkaAtPaDkAaq3VecUjbISx03xkfamW/m663aiv7HVQv+OgZbYcAwPWH7tbavo/49R9a23fHS5/2+LZDAODN35rddggLnfmebdsOoVXrrbVy2yEA8MwPntZ2CADMPfxVre37yr/e3dq+B82XZ93QdggL7bn5+q3sd+dnrNfKfrtdPSB5ud9Jc9oOAYBzP/Si1vZ954KHW9t3x5lzb2s7BABe+pEftB3CQvNP2rvtEASs8+ovth0CAPed/v62Q2jVmb+/pe0QAHjdxwfjuhLgvlPf2sp+5z3wQCv7HVQ7ff5XbYcAwHkHvnjc2zgyWJIkSZIkSZKGgJ3BkiRJkiRJkjQE7AyWJEmSJEmSpCFgZ7AkSZIkSZIkDYFlujM4ImZGxBUTVNesiDhyIuqSJEmSJEmSpEEzre0AltKhwJcmqK7XAg9OUF2SJEmSJEmSNFCW6c7gzJwPzJ+gum6fiHokSZIkSZIkaRBN2TQREbFyRBwWEbdExIKIOD8itq/LdoyIjIjdImJ2RNwXEb+OiA0iYoeImBMR8yPitIh4XKPORaaJiIjnRcTZEXFXRNxdt9upLlspIo6IiL9GxP0R8ZeI+Gxj20WmiYiIdSLi+IiYV+M5KyKe01i+d41p54i4IiLuiYhzImKjxjpPiYgfRsTtEXFvRFwdEXtN3lmWJEmSJEmSpN6mcmTwwcDrgH2BPwIfAH4WEc9orPMJYH/gTuBE4LvAAuDtwMPAycBMYL8++zgRmANsAzwEPK9uD/BeYA9gL2AusAGw6QjxHleX7w7MAz5d490kM++r66wMfLge0wLgeOAoYJe6/CvAKsBOwF2j7E+SJEmSJEmSJs2UdAZHxOrAu4C3ZeZPatk7gZcA7wbOqqt+NDN/XZcfRZkPeKvMvLiWHQ/sOcKuNgQOzcyr6/3ru5ZdC/w6MxP4M/DbPvE+A3gNsENm/qqWvblu8ybgm3XVacC7M/Oaus72mQpSAAAgAElEQVShwLERsUJmPlL3+b3MnFPXv2GE2CVJkiRJkiRp0kzVNBEbAysB53YKMvNh4Dzg2Y31LmvcvqX+v7yrbL0R9vMF4JsR8YuIOCgintlYdhywBXBtRHw5Il4ZEf2O/1nAIzW+Trx31lia8d7f6Qiu/ko5zun1/uHAf0TEeRHxqYjYql/gETE9ImZ0/91xxx0jHK6WV/3y4b6772o7NLWkb07MNyeGka8Z6tYvJx645+62Q1ML+uXDnbYRQ8vrCDV5HaFu5oSa+uXDPXff2XZomiBT1Rkc9X/2WNYse7C7PDO7y/rGnJkzKZ21PwBeCFwWEfvWZRcDM4CP1DqOB87s0yEcPcp6xftQn2Ur1H0eDWwEHAtsAvw2Imb2qXd/ysjhRf6OPOKwEULRcqxnPvzy5GNaDUqt6pkTvznl2FaDUmt8zVC3njlx7RkntBqUWtMzH7765cNbDUqt6pkTv/2e1xFDyusIdTMn1NQzH04/4ZsjbqRlx1R1Bl8PPABs3ymIiBWB7YCrJnJHmXldZh6Rma8Ejgbe1lh2d2aenJnvAl5Jmabi6T2quYpybrZrxLsWZQ7iccWbmTdm5tcz83XAxyjzH/dyGKXjeJG/97x3//HsTsuPnvmwwz/u22pQalXPnNh+z31aDUqt8TVD3XrmxCYvf1OrQak1PfPhXe9+X6tBqVU9c+KF/+B1xJDyOkLdzAk19cyH3d70thE30rJjSuYMzsx7IuKrwGcj4jbKpwrvB55A+ZG1pf5htYhYFTiU8iNzc2vd2wMX1OUfAG4GLqWMQH4j5UfdbuwR73UR8UPgaxHxduAOyg/I3UX5kbqxxnQ4cDplruK1gF3p05mcmXfU/SxiQffYYw2Ffvlw2K+ddnpY9cuJg8/5QwvRqG2+Zqhbv5x4/fGXtBCN2tYvH+bd+3AL0WgQ9MuJz5ztdcQw8jpC3cwJNfXLh+9cclML0WgyTElncHVg/X8sZU7dS4BdM/PmiFjqzmDgYWAdyvQPTwT+BpwGHFCX3w18CHgGZTqHS4DdMvPePvXtQ/k05EfAKpT5jnfNzPvGEdMKlB/Be0rd/9nAB8exvSRJkiRJkiRNiCnrDM7M+ynzjiz2PYPMnEXXPL2ZeUqPsqOAoxr3ZwIz6+0HKKN9++3/G8A3Rli+Y9f9ecBbRlj/OMqP0vU9jszcr9/2kiRJkiRJkjSVpmrOYEmSJP1/9u49XrOyrv//6w0EAiIHEU+jDUVl9ftpQRg8lBA1NdCSxFOpIKloIkLaNw+Ak2gaSmFkmWgCopHy9ZAwCAgMDqWgKSgiEOSAA4McBznOcPh8/1hrw2Kx957Zs2fmvtnr9Xw89uPe97WudV2fdc+Ha3h8uLhuSZIkSRohi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA1AqmrUMWgad9+Lf0Bj6FEbkVHMe+Pt945FPjz6URuNOgQAPvntn4w6BAAOevb2I8kHGI814s1f/MGoQwDgn172/486hAdstnFGkhPjkA8Ab//Kj0YdAgAfe+lvjjoEYHR/ZwAcvfgnI8+JN++6/ahDGDujyolFl9088nwAuPq2O0YdAgAv+Y0njToEALbebMNB/3vEuLjt7ntHHcIDHvfojQb97xF6qFH+e4Q5MZ5GlRPmw3hak3xwZ7AkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAIy0GJykkuwz1ftJ+s9v+/zO+olQkiRJkiRJkuaGjUYdwAz9FHgicOOoA5EkSZIkSZKkR5JHVDG4qu4Drht1HJIkSZIkSZL0SLNOj4lI8qIki5PckuTmJKcn+fVZjPeQYyKSPKd9/wdJ/jvJXe1885LsnuSiJLcnOSXJYzvj7JzkjCQ3Jvl5kvOS7Nqb61eTnJvk7iSXJdmzHWu/Tp8nJzmpfb5bkpya5Fc615+S5Kvts9+Z5NIkr1rT55ckSZIkSZKkNbWuzwzeHDgaeCbwHOBW4GtJNl7L8/w1cDDwu8DWwL8DhwNvauf9TWBBp/8WwGeB3drYLgQWJtkWIMkGwJeBe4FdgP2A9wGbTAyQZDPgHOBuYHdgV2AZ8I32GsA/AZsBe7QxHAwsX3uPLUmSJEmSJEmrZ50eE1FV/7f7PsnrgZ/TFGDPW4tTHVZVi9s5PgEcA+xUVd9r244HHvhiuqo6uxfX24CXAS8CTgR+H/g14AVVdU3b5xDgPzu3vQoI8PqqqrbPAcD1wIuBLwC/CPzfqrqovecnUz1Akq2Arfrty264ha22eliz5rip8uGKn97AlubDILlGqMt8UN9UOfE3p17Ipls8ZgQRaZSmyoevXfC/PPoxW44gIo2af2+oy3xQnzmhLvNh7lvXx0T8cpLPJ7kyyc+Bn7VzPnU17j2tPZbh9iQ/WkX3H3R+/1n7+sNe23adsbdL8i9JLk9yK3Bbe30irqcB104UglvfAe7vvN8J2B64bSJOmp3PWwO/3Pb5GHBokm8l+UCSnaZ5hoNpisUP+fnHfzh6FY+uOWrSfPiXf/qHkQalkXKNUJf5oL5Jc+LcL/7rSIPSyEyaDycf/4mRBqWR8u8NdZkP6jMn1GU+zHHr+gvkvgZcAxzQvt4LXAKszjERbwA2bX+/ZxV9u9cLoKr6bd3C9/HA44FDgCXACuCsTlyZGGcaG9AcLzHZGcA3tzF8OsnpwJ7A84H/SvKhqlowyT1HA8f1Gw886OApdxNrTps0Hw7484PMh+FyjVCX+aC+SXNi95fvb04M06T5sM++bzYfhsu/N9RlPqjPnFCX+TDHrbNicPuFbb8OvLWqzmnbdlzdOXu7cte2ZwMHVdWpbVyPB57Yuf5j4MlJnlRV17Ztv8NDC8rfA14N3FhVU54DXFVLgU8Cn0zyV8Dbeej5xRP9ljPJecJ33zuDp9KcMVU+3Hi7CTFUrhHqMh/UN1VOHL3Yf2cfoqnyYdFlN48gGo0D/95Ql/mgPnNCXebD3Lcuj4m4BbgReGOSHZLsDnyCZnfwqF0OvCbJbyTZGTgJWNm5fiZwGXB8kmck2QX4O5rYJ3YMf47m+ImvJtk9yfZJfi/JUUl+BSDJx5K8KMkvJfktmjOJL1k/jyhJkiRJkiRJD1pnxeCquh94JfB04GLg48BhNEcyjNr+wKOB/6YpBP8rzXERwAOx7w1sAlxAc6zEB2kKwXe3fe4Efg/4X+CLwKVtv61pCuHQfL7H0BSAz6QpHu+7Lh9MkiRJkiRJkiazTs8Mrqqzgf+v1/zozvX0+odpVNUSmvN8J94v6r5v206epO0TNLuSJ95fBPxub/jP9u65nKbYC0CSZwC/AFzR6fMz4PXTxPu26Z5HkiRJkiRJktaXdf0Fco9YSfYG7gD+B5hPc0zERTRnBUuSJEmSJEnSI4rF4KltAfwt8BSaYx8WAYdUVU13kyRJkiRJkiSNI4vBU6iqE4ATRh2HJEmSJEmSJK0N6+wL5CRJkiRJkiRJ48NisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNACpqlHHoHUoyVbAwcDRVbXcOMYjjlEZl+c3jvExLp+BcYyHcXl+4xgf4/IZGMd4GJfnN47xMS6fgXGMh3F5fuMYH+PyGRjHeBiX5zcOi8FzXpL5wE+A7atqiXGMRxyjMi7PbxzjY1w+A+MYD+Py/MYxPsblMzCO8TAuz28c42NcPgPjGA/j8vzGMT7G5TMwjvEwLs9vHB4TIUmSJEmSJEmDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBc99y4K/bV+MYnzhGZVye3zjGx7h8BsYxHsbl+Y1jfIzLZ2Ac42Fcnt84xse4fAbGMR7G5fmNY3yMy2dgHONhXJ5/8HGkqtb3nJIkSZIkSZKk9cydwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGoCNRh2AppZkE2BnYBlw34jD0YM2BJ4IfKeqVqyvSc2HsTWSfABzYoy5RqjLNUJ9rhHqco1Qn2uEulwj1Ocaoa41ygeLweNtZ2DxqIPQlHYDzluP85kP42195wOYE+PONUJdrhHqc41Ql2uE+lwj1OUaoT7XCHXNKB8sBo+3ZQCLFy9m3rx5o45FraVLl7LbbrtB++ezHpkPY2iE+fDAnObEeHGNUJdrhPpcI9TlGqE+1wh1uUaozzVCXWuaDxaDx9t9APPmzWP+/PkjDkWTWN//a4T5MN5G8b/KmBPjzTVCXa4R6nONUJdrhPpcI9TlGqE+1wh1zSgf/AI5SZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAEYZDE4yS5JFiTZah2N/5wkleSl62J8SZIkSZIkSZqpQRaDgV2A9wHrpBgsSZIkSZIkSeNmqMVgSZIkSZIkSRqUwRWDkywA/r59+5P2OIdKMj/JW5MsTnJDktuTXJjkLUk26I3x3CSLktyc5K4kS5KctIp5t2nHvjrJb66jx5MkSZIkSZKkSW006gBG4FPAlsDBwB8Dy9r2ZcAvAZ8FlgD3Ac8EPgo8CTgMIMn2wELgK8CRwF3AU4C9ppqwvec04G5gl6q6dpI+W/HwYyvmrcHzaQ4wH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMh/mvsEVg6tqaZKr2rffr6olncvvmPil3Q18LrAh8BdJDq+qAnYCNgEOqKpbO/eeMNl8SXYGTgEuAl5WVbdNEdrBNOcYS2A+6OHMCXWZD+ozJ9RlPqjPnFCX+aA+c0Jd5sMcN7hjIqaTZMckX0pyLXBP+3MEsDWwXdvt+8BK4OQkr0jypGmG3BNYRLOTeK9pCsEARwPb9352m8Xj6JHNfFCfOaEu80F95oS6zAf1mRPqMh/UZ06oy3yY4wa3M3gqSeYDi4FLgHfSHBWxEngp8F5gU4CqujLJ84G/Aj4DbJbkR8CRVdXfHbw38AvAJ6rqnunmr6rlwPJeTLN6Jj1ymQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkPc587gx/0R8BmNEc5fL6q/quqvgtUv2NVLa6qFwOPAXYBLgWOT/K8XteDgLOBM5P4X1EkSZIkSZIkjcxQi8Er2tdNO20TRd+VEw1JHgW8dqpBquq+qjqfB88afnqvy13AHwJnAV9vdxRLkiRJkiRJ0no31GMiLm5fD0xyIs3ZwOe2r59PciSwBU2R9yHHOyR5M7AHzTnAVwObA2+hKSKf3Z+oqlYmeTlwPHBKkn2q6pR18lSSJEmSJEmSNIVB7gyuqsXAh4E/Bs4DvgPcCrwc2Bb4MvAR4JS2X9eFwMY0Xyx3Gs25wRsDL6qqi6aY716aHcafBb6UZJ+1/EiSJEmSJEmSNK2h7gymqt4NvLvXvAT46iTdP92579s0Xww33diLgPTa7gfe2P5IkiRJkiRJ0no1yJ3BkiRJkiRJkjQ0FoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAFYrWJwkgVJKslWa2PSJEuSfGVtjDXDeRckqfU9b2f+SrJgVPNLkiRJkiRJGq6h7Qz+FLDrqIOQJEmSJEmSpPVto1EHsD5V1VJg6doYK8kGwIZVdc/aGE+SJEmSJEmS1qWZ7gzePsmpSW5PclOSf07y6ImLSTZIckiSHya5O8mNSU5I8oTJBkuyV5LvJ7kryaVJ9u9df1w7x4+T3JFkWZLTkuzY67MyyfsmGf/Z7dEMr2zfP+yYiCSbJzkqydXtOFcn+UiSTXv9KsnRSd6e5ApgJfCszrjfSXJLkluTXJDkFTP8bCVJkiRJkiRpnZnpzuAvAZ8DjgZ+FzgceCqwV3v9M8ArgaOARcCTgSOARUl2qqo7OmPtCBwJfAi4Hngj8OkkV1TVN9s+2wD3tfNcD2wJ7Av8V5Idq+qSqrohyWnAvkneX1XdYu++wHJg0vOJ2929X6Mp6r4fuKDzXM9I8sLeeC8HrgHeBdwOXNm2PxX4OPBTms90D+DzSbaoqk9P83lKkiRJkiRJ0nox02LwSVV1aPv7mUnuAT6cZFcgwOuAt1bVP03ckORC4HvAfjQF0wmPBXatqmvaft8Engv8KfBNgKq6DDiwM9aGwGnAj2iKx4e0l46jKVT/HnBu23dT4BXA56pqxRTP80Kawu3bquofO891G03B+wXA6Z3+jwKeX1U/7w5SVQ/saG4LzGcB27axr1YxuP1yvv4X9M1bnXs195gP6jMn1GU+qM+cUJf5oD5zQl3mg/rMCXWZD3PfjIvBk7z/MLA78GjgfuCkJN1xL6bZTbs7Dy0Gf2+iEAxQVXcnuRz4xYm2JAH+DHgzsAPNzuAJT+v8fgpwI03B+dy2bW/gMTSF4qns0b6e2Gs/gaYYvAcPLQaf1S8Et3HuQbNb+LeAx9EUxgHunmbuvoOBhx11ocEyH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMh/muJmeGXxd7/3P2tfHAo9vx7sJuKf3M49mp2zXTZOMv4Jm9+2EdwLHAt8GXk1zhMPOwEXAA2f6tl/i9nlgnySbt837AZdU1QXTPM82wIqqWt5trKpb2lge2+u/rD9Akl2AM2kKwG+lOXJiZ+Bfe8+yKkcD2/d+dpvB/ZpbzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyHOW6mO4OfwIMFYGgKwNAUdu+l2Rn8bJoCcN9tM44O/gQ4p6oO7DYmeSzNWcBdnwEOoikIfwN4Hs1u3encBGySZKtuQTjJ1sAmPLxgXTzcK2me9yXd4yiSbLyKuR86cDP/Q56p2RitITIf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a+me4MftUU78+lOct3A+AJVfXdSX4uW4P4CljZbUjyIiY5q6SqLqTZMbwf8Nr23s+uYvyz29fX9Npf07u+qhgnCuETMW4H/NFq3CtJkiRJkiRJ68VMdwa/Ksm9NF/w9kyaM0QWVtW3AJIcB5yQ5BjgPJozc59Mc/buwqo6eYbznQq8N8mCds5n0Oz2vWaK/scDRwG/Any9qvrHWvSdAXwD+GiSLYEL2uc6nOas4DNXM8ZDgM8l+STN7unDaHZQb7Ea90uSJEmSJEnSOjfTncF7AzsBXwbeQXM0wys71/enOef3BcDJwH8Ah9LsnP3BGsT3AeBjwJtoviTu5cArgCum6H9iO9eTmf6L4wCoqqLZwfuPwAHAwvb1Y8De7fVVjXFWG99vtzEeRnO+yudWda8kSZIkSZIkrS+rtTO4qhYAC9q3e07Tr4B/aX+mG2/+FO3P6b1fQbPr9pBe1+cwiaq6AZjyrN7ec0y03UlTwH7nKmKe8oCUqjqW5ovu+vpzeciKJEmSJEmSpJGY6c5gSZIkSZIkSdIjkMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gCMfTE4yX5JKsn8tTzucUmWrM0xJUmSJEmSJGlcjX0xGDgV2BVYtpbHPQLYey2PKUmSJEmSJEljaaNRB7AqVXUDcMM6GPfKtT2mJEmSJEmSJI2rWe8MTrJHknOT3NH+LEqye+f6gvaYh6cn+WqS25LckORDSTZIslPn/v9J8tre+A87JiLJc9t5bk5yV5IlSU7qXN8wyaFJLm+v35Lk+0le3+nzsGMikjwuybFJrkuyso3nPUk27PSZ38ZzSJK/bOe+Pcm3kuzSG++Xk/x7kmVJVrSvX0+yw2w/d0mSJEmSJEmaiVntDE7yPOB04NvA69rmdwDfSPKCqjqn0/0LwHHAMcAfAu8CNgFeDHwE+CBwIHB8kh9W1YVTzLk9sBD4CnAkcBfwFGCvTrf/A7wbOBz4b2Az4DeAbaZ5ls2ARcCTgcOAy4AXAh8Afgl4Q++Wg4BLgLe3748AFibZvqpubdsWAre1fa4DtgN2Bx4zyfxbAVv1mudNFa/mNvNBfeaEuswH9ZkT6jIf1GdOqMt8UJ85oS7zYe6b7TERf0NT5Hx+Vd0NkGQhcGV7bddO349X1TFtn7NoisCHALtV1Xlt+3eB64FXA5MWg4GdaIrIB3SKrgAndH5/FnBGVR3VaVu4imfZl6Zg/JKqOqVtOyPJBsDBST5aVZd2+i9v+97fxn4tcAGwJ/BvSbYFfhV4aVV9tXPfyVPMfzDwvlXEqOEwH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMh/muDU+JiLJ5sDOwMkThWCAqroL+CLwzHa37YRTO30KuBS4baIQ3LbfTFMM/sVppv4+sBI4Ockrkjxpkj7nA3smOTLJ7/XimMoewK2dQvCEiSLzc3rtp0wUgls/aF8nYr+Jpih+ZJI3J/n1Vcx/NLB972e31Yhbc5P5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TDHzWZn8NZAaHYG9y2jKTRv3Wm7uddn5SRtE+2PmmrSqroyyfOBvwI+A2yW5EfAkVU1Ubj9EM3xEa8B3gmsTHI68Fe93b1d20zzLACP7bXf1ItrRRImYq+qao/ReB/w18B2SZYB/wocUVUrevcvp9lt/IB2PA2Q+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kw983mC+RuAQp4wiTXngjc3/ZZ66pqcVW9mObs3V1odhkf3xZfqap7q+qjVfVbNEXefYFnAKdn6gy+iamfZeL6TOO8qqr2r6rHA78GfAp4D/DemY4lSZIkSZIkSbOxxsXgqrqD5jiGfZI8sJO3/f1lwPlVdefsQ5w2hvuq6nyaL60DePokfZZX1b/T7CJ+Kg8/BHvC2cCWSV7ca38NTdH7nIffMqNYL6+qw4GraArTkiRJkiRJkrTezPYL5N4DnAF8I8lRNMdG/AWwHfAnsxx7UkneTHO+70LgamBz4C00x0uc3fb5D+Bi4LvAjcAOwAE0BeqpdiufABwInJjkMJrdxi+g+ZK7Y6vqshnG+XTgGOALwBXAvcBewHzgb2cyliRJkiRJkiTN1qyKwVV1TpLfpzkT98S2+TvA86pq8WyDm8KFwAuBI2iKzre1bS+qqovaPufS7E5+E7AFzbm/XwEWTDVoVd2VZA+a84bfS3O8xFU0Be8j1yDO64D/Bd4GzKM5NuMK4ICq+uQajCdJkiRJkiRJa2y2O4OpqkXA7tNcX8AkRdiqeukU/ef33h8HHNd5/21g71XEdBRw1Cr67DdJ243AG1dx3xKaHdCTXUvn9+uB1083liRJkiRJkiStL7P5AjlJkiRJkiRJ0iOExWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQDWejE4yX5JKsn8TtuSJMetxr0LktTajkmSJEmSJEmShm7cdgZ/Cth11EFIkiRJkiRJ0lyz0agD6KqqpcDSUcchSZIkSZIkSXPNau8MTrJDkuOSXJnkriQ/TXJykh3WVjCTHRPRHjlxdJI/T3JFO/f5SX47yUZJ3p9kaZJbk3w5yeN6978qyZlJrktyZ5IfJTk0ySa9fknyniRXJbk7yfeS/EGSRUkW9fpu3cZ0VZKV7esRSX6h1+8tSX6Q5I4kP09ySZJ3ra3PS5IkSZIkSZJW10x2Bj8JuB54J3AT8HjgLcD5SX69qq5fB/FN2Bv4CfAO4BeAo4D/AM4ANgbeADwF+Dvgk23/Cb8MfK29dhfwdOBQ4NeA13b6fRB4N/DPwFfb8f6F5jO6fKJTkkcDi4Ft2nsuBZ4JHA7MnxgzyauBY4C/Ac4FNgR+leZzlCRJkiRJkqT1arWLwVX1TeCbE++TbAicSlMgfjXwsbUe3YM2BP6gqu5q594cOA6YX1XP68T0G8Dbk2xWVXe2cX+wcz3AecAtwHFJ3l5VNyfZBvgL4HNV9eed/hcD36JTDAYOAp4G7FhVP2jbzkpyJ3B0kg9X1Y+AZwE/rKrDO/eeMdUDJtkK2KrXPG9VH4zmJvNBfeaEuswH9ZkT6jIf1GdOqMt8UJ85oS7zYe5b7WJwko2BtwP70uyA3bxz+WkzmTRJf977qqom7dw4e6IQ3Ppx+3pqr9+PgQBPpdmxS3uMxWHAHsATeegz/wpwPrALsAnwhe5gVfXtJEt6c+wJXAhc0nuO04Cjgd2BH7Xj/nmSTwBfAs6vqlunecaDgfdNc13DYj6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+zHEzOSbi74EDgA/R7BBeDhSwENh0dQxJXx4AACAASURBVAdJMp/myIeuPYBF09x2c+/9ylW0P6qd6zE0RzrcDiwA/ofmqIhnAh/vxL1N+/qzSebutz0e2AG4Z4pYtwWoqs+2BfQ3tD+VZDHw7qo6f5L7jqbZ7dw1r41fw2M+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsxxMykG/wlwQlUdNtHQFju3mfqWSV0L7Nxru2yGY6yuPYAnALu3x1wAkOQZvX43ta+Pn2SMxwNXdd7fSFNcfuMUc1478UtVfRr4dJLN2lj+BjgjyfyquqV7U1UtpymwP6A51UJDZD6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+zH0zKQYXD+68nbA/zXm+qz9I1UrguzO5ZxYmjp54IO723OA/6/U7H1gBvILmi+km+u5CcyRGtxh8GvCXwM+q6qerFURzfvGpSbalPeuY5txiSZIkSZIkSVovZlIMPhXYL8mlwA+BZ9McG7F82rtG679o4vtEkvfRFIffDDyu26n9Erm/A96d5OfAV4Cn0JyRsgy4v9P974F9gMVJ/h64GNiYpsC7J3BgVV2V5FjgTuA/getottS/G7gauGSdPK0kSZIkSZIkTWEmxeCDgPuA99Kctfst4IXA19ZBXGtFVd2Y5CXAR4F/A25tX4+hOeu4673AHTTF4j+j+QK6twAfbO+bGPO2JM9q+x9I82V1d9Ccg3w6Dx45sRjYD3gVzbcw3gCcA7yvqlas5UeVJEmSJEmSpGmtdjG4PeN2v0kuze/1O47eQdNV9ZA+08yxgOaL3rptDzuYpKouBCZrn2zu84BdJpkuvX5FU/j94AMdku2BXwe+2Ot7G/Cu9meqZzkBOGGq65IkSZIkSZK0Ps1kZ/CclmRH4GU0O55vB34N+D/Az4FPjTA0SZIkSZIkSZo1i8EPup1mB/EBwJY0R0MsAt5bVT8bYVySJEmSJEmSNGsWg1tVdTnwvFHHIUmSJEmSJEnrwgajDkCSJEmSJEmStO65M3i8bQiwdOnSUcehjs6fx4breWrzYQyNMB8emNOcGC+uEepyjVCfa4S6XCPU5xqhLtcI9blGqGtN8yFVtfaj0VqR5NnA4lHHoSntVlXnra/JzIext17zAcyJRwDXCHW5RqjPNUJdrhHqc41Ql2uE+lwj1DWjfLAYPMaSbALsDCwD7lvDYebR/AO7GzDK/4Qzl+LYEHgi8J2qWrG2AlsV82Fs4xhJPoA5McZxuEbM3lyKwzVi7ZhLcbhGzN5cisM1Yu2YS3G4RszeXIrDNWLtmEtxuEbM3lyKY43ywWMixlj7Bzmr/9KTZOLXpVW1ZLYxGccDrpx9NDNjPox1HOs9H8CcGPM4XCOMo8s1YpbmYByuEcbR5RoxS3MwDtcI4+hyjZilORiHa4RxdM04H/wCOUmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBs99y4G/bl+NY3ziGJVxeX7jGB/j8hkYx3gYl+c3jvExLp+BcYyHcXl+4xgf4/IZGMd4GJfnN47xMS6fgXGMh3F5/sHHkapa33NKkiRJkiRJktYzdwZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBsNOoANLUkmwA7A8uA+0Ycjh60IfBE4DtVtWJ9TWo+jK2R5AOYE2PMNUJdrhHqc41Ql2uE+lwj1OUaoT7XCHWtUT5YDB5vOwOLRx2EprQbcN56nM98GG/rOx/AnBh3rhHqco1Qn2uEulwj1OcaoS7XCPW5RqhrRvlgMXi8LQNYvHgx8+bNG3Usai1dupTddtsN2j+f9ch8GEMjzIcH5jQnxotrhLpcI9TnGqEu1wj1uUaoyzVCfa4R6lrTfLAYPN7uA5g3bx7z588fcSiaxPr+XyPMh/E2iv9VxpwYb64R6nKNUJ9rhLpcI9TnGqEu1wj1uUaoa0b54BfISZIkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGYJDF4CS7JFmQZKt1NP5zklSSl66L8SVJkiRJkiRppgZZDAZ2Ad4HrJNisCRJkiRJkiSNm6EWgyVJkiRJkiRpUAZXDE6yAPj79u1P2uMcKsn8JG9NsjjJDUluT3Jhkrck2aA3xnOTLEpyc5K7kixJctIq5t2mHfvqJL+5jh5PkiRJkiRJkia10agDGIFPAVsCBwN/DCxr25cBvwR8FlgC3Ac8E/go8CTgMIAk2wMLga8ARwJ3AU8B9ppqwvae04C7gV2q6tq1/EySJEmSJEmSNK3BFYOrammSq9q336+qJZ3L75j4pd0NfC6wIfAXSQ6vqgJ2AjYBDqiqWzv3njDZfEl2Bk4BLgJeVlW3TdFvKx5+hvG81X4wzSnmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0Jd5sPcN7hi8HSS7AgcSvMFc4/nocdobAf8DPg+sBI4OcmxwHnT7PTdE/hT4AvAm6rqnmmmP5jmS+0kMB/0cOaEuswH9ZkT6jIf1GdOqMt8UJ85oS7zYY4b3JnBU0kyH1hMc+TDO4HdgJ2BD7ZdNgWoqiuB5wMrgM8A1yS5OMnrJhl2b+AXgE+sohAMcDSwfe9ntzV/Ij3CmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkPc5w7gx/0R8BmNEc5XD3RmOSP+h2rajGwOMmGwO8Afwkcn+Saqjqr0/UgYF/gzCR7tfdNqqqWA8u7bUlm8zx6BDMf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a+oe4MXtG+btppq/Z15URDkkcBr51qkKq6r6rO58Gzhp/e63IX8IfAWcDXkzx/NkFLkiRJkiRJ0poa6s7gi9vXA5OcCNxD82Vx9wCfT3IksAVNkfchxzskeTOwB7AQuBrYHHgLTRH57P5EVbUyycuB44FTkuxTVaesk6eSJEmSJEmSpCkMcmdwe1zDh4E/Bs4DvgPcCrwc2Bb4MvAR4JS2X9eFwMbAEcBpNOcGbwy8qKoummK+e2l2GH8W+FKSfdbyI0mSJEmSJEnStIa6M5iqejfw7l7zEuCrk3T/dOe+b9N8Mdx0Yy8C0mu7H3hj+yNJkiRJkiRJ69UgdwZLkiRJkiRJ0tBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNwGoVg5MsSFJJtlobkyZZkuQra2OsGc67IEmt73k781eSBaOaX5IkSZIkSdJwDW1n8KeAXUcdhCRJkiRJkiStbxuNOoD1qaqWAkvXxlhJNgA2rKp71sZ4kiRJkiRJkrQuzXRn8PZJTk1ye5KbkvxzkkdPXEyyQZJDkvwwyd1JbkxyQpInTDZYkr2SfD/JXUkuTbJ/7/rj2jl+nOSOJMuSnJZkx16flUneN8n4z26PZnhl+/5hx0Qk2TzJUUmubse5OslHkmza61dJjk7y9iRXACuBZ3XG/U6SW5LcmuSCJK+Y4WcrSZIkSZIkSevMTHcGfwn4HHA08LvA4cBTgb3a658BXgkcBSwCngwcASxKslNV3dEZa0fgSOBDwPXAG4FPJ7miqr7Z9tkGuK+d53pgS2Bf4L+S7FhVl1TVDUlOA/ZN8v6q6hZ79wWWA5OeT9zu7v0aTVH3/cAFned6RpIX9sZ7OXAN8C7gduDKtv2pwMeBn9J8pnsAn0+yRVV9eprPsxvLVkD/TOZ5q3Ov5h7zQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaEu82Hum2kx+KSqOrT9/cwk9wAfTrIrEOB1wFur6p8mbkhyIfA9YD+agumExwK7VtU1bb9vAs8F/hT4JkBVXQYc2BlrQ+A04Ec0xeND2kvH0RSqfw84t+27KfAK4HNVtWKK53khTeH2bVX1j53nuo2m4P0C4PRO/0cBz6+qn3cHqaoHdjS3BeazgG3b2FerGAwcDDxsd7MGy3xQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqMt8mONmekzESVO83x3YE7gfOCnJRhM/wMU0u2l37937vYlCMEBV3Q1cDvziRFsab0jy3STLgXtpjmf4FeBpnbFOAW6kKThP2Bt4DE2heCp7tK8n9tpP6F2fcFa/ENzGuUeS05P8rI3xHuDPejGuytHA9r2f3WZwv+YW80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNhjpvpzuDreu9/1r4+lmYL+QbATVPcu23v/WT9VtDsvp3wTpqjJD4OHNbecz/wKeCBM32r6p4knwf2T3JgexzFfsAlVXXBNM+zDbCiqpZ3G6vqliQr2ufqWtYfIMkuwJnA2cBbaQrf9wBvAfbv959KG8ND4kiyurdrjjEf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a+mRaDn8CDBWCAx7evN9HsiL0feDZNMbTvthlHB38CnFNVB3YbkzyWXmLSnFd8ELBPkm8Az6M523c6NwGbJNmqWxBOsjWwCQ8vWBcP90qa531J9ziKJBuvYm5JkiRJkiRJWm9mekzEq6Z4fy7NWb4bAE+oqu9O8nPZGsRXNMdCPCDJi5jk4OqquhC4iGZH8Gvbez+7ivHPbl9f02t/Te/6qmKcKIRPxLgd8Eerca8kSZIkSZIkrRcz3Rn8qiT30nzB2zNpDpReWFXfAkhyHHBCkmOA84C7gSfTnL27sKpOnuF8pwLvTbKgnfMZNLt9r5mi//HAUTRnCn+9qvrHWvSdAXwD+GiSLYEL2uc6nOaL485czRgPAT6X5JM0u6cPo9lBvcVq3C9JkiRJkiRJ69xMdwbvDewEfBl4B83RDK/sXN+f5pzfFwAnA/8BHEqzc/YHaxDfB4CPAW+i+ZK4lwOvAK6Yov+J7VxPZvovjgOgqopmB+8/AgcAC9vXjwF7t9dXNcZZbXy/3cZ4GM1h259b1b2SJEmSJEmStL6s1s7gqloALGjf7jlNvwL+pf2Zbrz5U7Q/p/d+Bc2u20N6XZ/DJKrqBmDKs3p7zzHRdidNAfudq4h5ytOyq+pY4NhJLvXn8sRtSZIkSZIkSSMx053BkiRJkiRJkqRHIIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAjH0xOMl+SSrJ/LU87nFJlqzNMSVJkiRJkiRpXI19MRg4FdgVWLaWxz0C2HstjylJkiRJkiRJY2mjUQewKlV1A3DDOhj3yrU9piRJkiRJkiSNq1nvDE6yR5Jzk9zR/ixKsnvn+oL2mIenJ/lqktuS3JDkQ0k2SLJT5/7/SfLa3vgPOyYiyXPbeW5OcleSJUlO6lzfMMmhSS5vr9+S5PtJXt/p87BjIpI8LsmxSa5LsrKN5z1JNuz0md/Gc0iSv2znvj3Jt5Ls0hvvl5P8e5JlSVa0r19PssNsP3dJkiRJkiRJmolZ7QxO8jzgdODbwOva5ncA30jygqo6p9P9C8BxwDHAHwLvAjYBXgx8BPggcCBwfJIfVtWFU8y5PbAQ+ApwJHAX8BRgr063/wO8Gzgc+G9gM+A3gG2meZbNgEXAk4HDgMuAFwIfAH4JeEPvloOAS4C3t++PABYm2b6qbm3bFgK3tX2uA7YDdgceM1UckiRJkiRJkrQuzPaYiL+hKXI+v6ruBkiyELiyvbZrp+/Hq+qYts9ZNEXgQ4Ddquq8tv27wPXAq4FJi8HATjRF5AM6RVeAEzq/Pws4o6qO6rQtXMWz7EtTMH5JVZ3Stp2RZAPg4CQfrapLO/2Xt33vb2O/FrgA2BP4tyTbAr8KvLSqvtq57+TJJk+yFbBVr3neKmLWHGU+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsx9a1wMTrI5sDPwDxOFYICquivJF4ED2922E07t9KkklwLbThSC2/abk1wP/OI0U38fWAmcnORY4LyqurbX53zg0CRHAqcA362qO1fxSHsAt3YKwRNOAA4GngN0i8GnTBSCWz9oXydiv4mmKH5kkicC51bVj6eZ/2DgfauIUcNhPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7McbM5M3hrIDQ7g/uWtWNv3Wm7uddn5SRtE+2PmmrS9ovfng+sAD4DXJPk4iSv63T7EPBe4AU0Rz/c3J5X/LRpnmebaZ4F4LG99pt6ca1of31U+76A5wH/Cfw1cEmSa5N8IMkmk8xzNLB972e3aeLV3GY+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsxxszkm4haggCdMcu2JwP1tn7WuqhYDi9svdvsd4C9pzhq+pqrOqqp7gY8CH223t78Q+Fvg9CTz20Jt303tWJM9y8T1mcZ5FbA/QJJfBV4DHErz2Rze67uc5uiJBySZ6ZSaI8wH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh7lvjXcGV9UdNMcx7JPkgZ287e8vA85fjaMZZqWq7quq82m+tA7g6ZP0WV5V/06zi/ipPPzckwlnA1smeXGv/TU0Re9zHn7LjGK9vKoOB64CnjGbsSRJkiRJkiRppmb7BXLvAc4AvpHkKJpjI/4C2A74k1mOPakkb6Y533chcDWwOfAWmuMlzm77/AdwMfBd4EZgB+AAmgL1VLuVTwAOBE5MchjN+cAvoPmSu2Or6rIZxvl04BjgC8AVwL3AXsB8ml3KkiRJkiRJkrTezKoYXFXnJPl9mjNxT2ybvwM8rz3KYV24kObYhyNois63tW0vqqqL2j7n0uxOfhOwBc25v18BFkw1aPvFd3vw4HnD29Ds4n0PcOQaxHkd8L/A22i+dfF+mqLwAVX1yTUYT5IkSZIkSZLW2Gx3BlNVi4Ddp7m+gEmKsFX10in6z++9Pw44rvP+28Deq4jpKOCoVfTZb5K2G4E3ruK+JTQ7oCe7ls7v1wOvn24sSZIkSZIkSVpf1vjMYEmSJEmSJEnSI4fFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIArPVicJL9klSS+Z22JUmOW417FySptR2TJEmSJEmSJA3duO0M/hSw66iDkCRJkiRJkqS5ZqNRB9BVVUuBpaOOQ5IkSZIkSZLmmtXeGZxkhyTHJbkyyV1Jfprk5CQ7rK1gJjsmoj1y4ugkf57kinbu85P8dpKNkrw/ydIktyb5cpLH9e5/VZIzk1yX5M4kP0pyaJJNev2S5D1Jrkpyd/L/2LvXaMuq8k7jz59CUFBBRNFYmiIhxqTHwA4GG4ZWI2LjhRgl3o0KMSqihIuXDFEuFRG1ERSb2DGibYlijGHEGxSKogVFoqitqIhIpFNgcZE7cimqEN7+sNaBxapzqVPn1Dnbs57fGHvss+eea853bV7mh5fJXPlBkucmWZlkZa/vI9qYrkiyvn0/LsmDev0OTvLjJHck+XWSS5K8Y7Z+L0mSJEmSJEnaWNPZGfw7wHXA24AbgZ2Ag4ELk/xRVV23GeIbsz/wn8BbgQcBJwFfBs4BtgJeBzwe+CDwsbb/mN8HvtJ+txbYFTgK+EPg1Z1+xwNHAv8AfKkd7x9pfqPLxjoleSiwCtihveZS4KnAMcCSsTGTvAI4BXgvcB6wCHgize+4gSTbA9v3mhdP8btogTIf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyHxa+jS4GV9X5wPljn5MsAs6iKRC/AvjwrEd3v0XAc6tqbTv3tsByYElV7dOJ6Y+Bw5JsU1V3tnEf3/k+wAXAzcDyJIdV1U1JdgDeApxeVW/q9L8Y+DadYjBwKPAkYLeq+nHbdm6SO4GTk7y/qn4KPA34SVUd07n2nEnu8XDg2I3/SbTAmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkPC9x0jonYKsnbk1yc5HbgN8AdwLY0xdGN1h7v0H1liku+OVYIbv2sfT+r1+9nQIAndObaJcmnklwJrAfuBk6jufc/aLvtAWwNfL47WFV9B1jdm+N5wEXAJd17AM5uv9+rfb8QeHKSjybZN8l2U9zjycDOvdfSKa7RwmU+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPixw0zkm4kPAQcD7aHYI3wIUsAJ4yMYOkmQJzZEPXXsDKye57Kbe5/VTtD+4nevhNEc63A4sA/6D5qiIpwIf6cS9Q/v+q3Hm7rftBOxCU1Qez44AVfXpJGNHWLwOqCSrgCOr6sL+RVV1C81vep+pa+RaqMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh4VvOsXgVwKnVdXRYw1tsXOHiS8Z19XA7r22n09zjI21N/AYYK/2mAsAkjy51+/G9n2nccbYCbii8/kGmuLy6yeY8+qxP6rqE8AnkmzTxvJe4JwkS6rq5unciCRJkiRJkiTNxHSKwcX9O2/HvJbmPN+NH6RqPfD96VwzA9W+3xd3eyTFX/f6XQisA15K82C6sb570DwUrlsMPht4O/CrqvrlRgXRnF98VpIdac86pjm3WJIkSZIkSZLmxHSKwWcBBya5FPgJ8HSaYyNumfSq+fXvNPF9NMmxNMXhNwKP6nZqHyL3QeDIJL8Gvgg8nubA7GuAezvdPwS8GFiV5EPAxcBWNAXe5wGHVNUVSU4F7gT+DbiW5smLRwJXApdslruVJEmSJEmSpAlMpxh8KHAP8C6as3a/DTwb+MpmiGtWVNUNSZ4PnAj8E3Br+34KzVnHXe+ieSDeG2l2Dl8KHAwc3143NuZtSZ7W9j+E5mF1d9Ccg/w17j9yYhVwIPByYHvgeuBbwLFVtW6Wb1WSJEmSJEmSJrXRxeD2jNsDx/lqSa/fcpqjELptD+gzyRzLaB701m3b4JTqqroIGK99vLkvAPYYZ7r0+hVN4ff4+zokOwN/BPxLr+9twDva10T3chpw2kTfS5IkSZIkSdJcms7O4AUtyW7Ai2h2PN8O/CHwt8CvgY/PY2iSJEmSJEmSNGMWg+93O80O4oOA7WiOhlgJvKuqfjWPcUmSJEmSJEnSjFkMblXVZcA+8x2HJEmSJEmSJG0OW8x3AJIkSZIkSZKkzc+dwaNtEcCaNWvmOw51dP55LJrjqc2HETSP+XDfnObEaHGNUJdrhPpcI9TlGqE+1wh1uUaozzVCXZuaD6mq2Y9GsyLJ04FV8x2HJrS0qi6Yq8nMh5E3p/kA5sRvAdcIdblGqM81Ql2uEepzjVCXa4T6XCPUNa18sBg8wpJsDewOXAPcs4nDLKb5F3YpMJ//CWchxbEIeCzwvapaN1uBTcV8GNk45iUfwJwY4ThcI2ZuIcXhGjE7FlIcrhEzt5DicI2YHQspDteImVtIcbhGzI6FFIdrxMwtpDg2KR88JmKEtf8gZ/RfepKM/bmmqlbPNCbjuM/lM49mesyHkY5jzvMBzIkRj8M1wji6XCNmaAHG4RphHF2uETO0AONwjTCOLteIGVqAcbhGGEfXtPPBB8hJkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDF44bsF+Lv23ThGJ475Mir3bxyjY1R+A+MYDaNy/8YxOkblNzCO0TAq928co2NUfgPjGA2jcv/GMTpG5TcwjtEwKvc/+DhSVXM9pyRJkiRJkiRpjrkzWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA7DlfAegiSXZGtgduAa4Z57D0f0WAY8FvldV6+ZqUvNhZM1LPoA5McJcI9TlGqE+1wh1uUaozzVCXa4R6nONUNcm5YPF4NG2O7BqvoPQhJYCF8zhfObDaJvrfABzYtS5RqjLNUJ9rhHqco1Qn2uEulwj1Ocaoa5p5YPF4NF2DcCqVatYvHjxfMei1po1a1i6dCm0/3zmkPkwguYxH+6b05wYLa4R6nKNUJ9rhLpcI9TnGqEu1wj1uUaoa1PzwWLwaLsHYPHixSxZsmSeQ9E45vp/jTAfRtt8/K8y5sRoc41Ql2uE+lwj1OUaoT7XCHW5RqjPNUJd08oHHyAnSZIkSZIkSQNgNfUvqwAAIABJREFUMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRqAQRaDk+yRZFmS7TfT+M9IUkleuDnGlyRJkiRJkqTpGmQxGNgDOBbYLMVgSZIkSZIkSRo1Qy0GS5IkSZIkSdKgDK4YnGQZ8KH243+2xzlUkiVJ3pxkVZLrk9ye5KIkByfZojfGM5OsTHJTkrVJVif53BTz7tCOfWWS/7KZbk+SJEmSJEmSxrXlfAcwDz4ObAccDvwFcE3bfg3we8CngdXAPcBTgROB3wGOBkiyM7AC+CJwArAWeDyw30QTttecDdwF7FFVV8/yPUmSJEmSJEnSpAZXDK6qNUmuaD/+sKpWd75+69gf7W7g84BFwFuSHFNVBTwF2Bo4qKpu7Vx72njzJdkdOBP4EfCiqrptgn7bs+EZxos3+sa0oJgP6jMn1GU+qM+cUJf5oD5zQl3mg/rMCXWZDwvf4IrBk0myG3AUzQPmduKBx2g8GvgV8ENgPXBGklOBCybZ6fs84C+BzwNvqKq7J5n+cJqH2klgPmhD5oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNhgRvcmcETSbIEWEVz5MPbgKXA7sDxbZeHAFTV5cCzgHXAJ4Grklyc5DXjDLs/8CDgo1MUggFOBnbuvZZu+h3pt5z5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+bDAuTP4fi8AtqE5yuHKscYkL+h3rKpVwKoki4A/Bd4OfCrJVVV1bqfrocABwNeT7NdeN66qugW4pduWZCb3o99i5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDwjfUncHr2veHdNqqfV8/1pDkwcCrJxqkqu6pqgu5/6zhXXtd1gJ/DpwLfDXJs2YStCRJkiRJkiRtqqHuDL64fT8kyWeAu2keFnc38NkkJwAPoynyPuB4hyRvBPYGVgBXAtsCB9MUkb/Zn6iq1id5CfAp4MwkL66qMzfLXUmSJEmSJEnSBAa5M7g9ruH9wF8AFwDfA24FXgLsCHwB+ABwZtuv6yJgK+A44Gyac4O3Ap5TVT+aYL7f0Oww/jTwr0lePMu3JEmSJEmSJEmTGurOYKrqSODIXvNq4EvjdP9E57rv0DwYbrKxVwLptd0LvL59SZIkSZIkSdKcGuTOYEmSJEmSJEkaGovBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAHYqGJwkmVJKsn2szFpktVJvjgbY01z3mVJaq7n7cxfSZbN1/ySJEmSJEmShmtoO4M/Duw530FIkiRJkiRJ0lzbcr4DmEtVtQZYMxtjJdkCWFRVd8/GeJIkSZIkSZK0OU13Z/DOSc5KcnuSG5P8Q5KHjn2ZZIskRyT5SZK7ktyQ5LQkjxlvsCT7JflhkrVJLk3y2t73j2rn+FmSO5Jck+TsJLv1+qxPcuw44z+9PZrhZe3nDY6JSLJtkpOSXNmOc2WSDyR5SK9fJTk5yWFJfgGsB57WGfd7SW5OcmuS7yZ56TR/W0mSJEmSJEnabKa7M/hfgdOBk4H/BhwDPAHYr/3+k8DLgJOAlcDjgOOAlUmeUlV3dMbaDTgBeB9wHfB64BNJflFV57d9dgDuaee5DtgOOAD49yS7VdUlVXV9krOBA5K8u6q6xd4DgFuAcc8nbnf3foWmqPtu4Lud+3pykmf3xnsJcBXwDuB24PK2/QnAR4Bf0vymewOfTfKwqvrEJL+nJEmSJEmSJM2J6RaDP1dVR7V/fz3J3cD7k+wJBHgN8Oaq+t9jFyS5CPgBcCBNwXTMI4E9q+qqtt/5wDOBvwTOB6iqnwOHdMZaBJwN/JSmeHxE+9VymkL1fwfOa/s+BHgpcHpVrZvgfp5NU7j9m6r6+8593UZT8N4X+Fqn/4OBZ1XVr7uDVNV9O5rbAvO5wI5t7BtVDG4fztd/QN/ijblWC4/5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+bDwTbsYPM7n9wN7AQ8F7gU+l6Q77sU0u2n34oHF4B+MFYIBququJJcBvzvWliTAXwNvBHah2Rk85kmdv88EbqApOJ/Xtu0PPJymUDyRvdv3z/TaT6MpBu/NA4vB5/YLwW2ce9PsFv6vwKNoCuMAd00yd9/hwAZHXWiwzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyHBW66ZwZf2/v8q/b9kcBO7Xg3Anf3Xotpdsp23TjO+Otodt+OeRtwKvAd4BU0RzjsDvwIuO9M3/Yhbp8FXpxk27b5QOCSqvruJPezA7Cuqm7pNlbVzW0sj+z1v6Y/QJI9gK/TFIDfTHPkxO7A/+ndy1ROBnbuvZZO43otLOaD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mwwI33Z3Bj+H+AjA0BWBoCru/odkZ/HSaAnDfbdOODl4JfKuqDuk2JnkkzVnAXZ8EDqUpCH8D2Idmt+5kbgS2TrJ9tyCc5BHA1mxYsC429DKa+31+9ziKJFtNMfcDB27mf8A9NRujNUTmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0Jd5sPCN92dwS+f4PN5NGf5bgE8pqq+P87r55sQXwHruw1JnsM4Z5VU1UU0O4YPBF7dXvvpKcb/Zvv+ql77q3rfTxXjWCF8LMZHAy/YiGslSZIkSZIkaU5Md2fwy5P8huYBb0+lOUNkRVV9GyDJcuC0JKcAF9Ccmfs4mrN3V1TVGdOc7yzgXUmWtXM+mWa371UT9P8UcBLwB8BXq6p/rEXfOcA3gBOTbAd8t72vY2jOCv76RsZ4BHB6ko/R7J4+mmYH9cM24npJkiRJkiRJ2uymuzN4f+ApwBeAt9IczfCyzvevpTnnd1/gDODLwFE0O2d/vAnxvQf4MPAGmofEvQR4KfCLCfp/pp3rcUz+4DgAqqpodvD+PXAQsKJ9/zCwf/v9VGOc28b3J22MR9Ocr3L6VNdKkiRJkiRJ0lzZqJ3BVbUMWNZ+fN4k/Qr4x/Y12XhLJmh/Ru/zOppdt0f0uj6DcVTV9cCEZ/X27mOs7U6aAvbbpoh5wgNSqupUmgfd9fXn8pAVSZIkSZIkSfNiujuDJUmSJEmSJEm/hSwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDMPLF4CQHJqkkS2Z53OVJVs/mmJIkSZIkSZI0qka+GAycBewJXDPL4x4H7D/LY0qSJEmSJEnSSNpyvgOYSlVdD1y/Gca9fLbHlCRJkiRJkqRRNeOdwUn2TnJekjva18oke3W+X9Ye87Brki8luS3J9Unel2SLJE/pXP8fSV7dG3+DYyKSPLOd56Yka5OsTvK5zveLkhyV5LL2+5uT/DDJX3X6bHBMRJJHJTk1ybVJ1rfxvDPJok6fJW08RyR5ezv37Um+nWSP3ni/n+Sfk1yTZF37/tUku8z0d5ckSZIkSZKk6ZjRzuAk+wBfA74DvKZtfivwjST7VtW3Ot0/DywHTgH+HHgHsDXwZ8AHgOOBQ4BPJflJVV00wZw7AyuALwInAGuBxwP7dbr9LXAkcAzwf4FtgD8GdpjkXrYBVgKPA44Gfg48G3gP8HvA63qXHApcAhzWfj4OWJFk56q6tW1bAdzW9rkWeDSwF/DwieKQJEmSJEmSpM1hpsdEvJemyPmsqroLIMkK4PL2uz07fT9SVae0fc6lKQIfASytqgva9u8D1wGvAMYtBgNPoSkiH9QpugKc1vn7acA5VXVSp23FFPdyAE3B+PlVdWbbdk6SLYDDk5xYVZd2+t/S9r23jf1q4LvA84B/SrIj8ETghVX1pc51Z4w3eZLtge17zYuniFkLlPmgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJf5sPBtcjE4ybbA7sD/GisEA1TV2iT/AhzS7rYdc1anTyW5FNhxrBDctt+U5DrgdyeZ+ofAeuCMJKcCF1TV1b0+FwJHJTkBOBP4flXdOcUt7Q3c2ikEjzkNOBx4BtAtBp85Vghu/bh9H4v9Rpqi+AlJHgucV1U/m2T+w4Fjp4hRw2E+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPixwMzkz+BFAaHYG913Tjv2ITttNvT7rx2kba3/wRJO2D357FrAO+CRwVZKLk7ym0+19wLuAfWmOfripPa/4SZPczw6T3AvAI3vtN/biWtf++eD2cwH7AP8G/B1wSZKrk7wnydbjzHMysHPvtXSSeLWwmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkPC9xMjom4GSjgMeN891jg3rbPrKuqVcCq9sFufwq8neas4auq6tyq+g1wInBiu7392cD/BL6WZElbqO27sR1rvHsZ+366cV4BvBYgyROBVwFH0fw2x/T63kJz9MR9kkx3Si0Q5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDwrfJO4Or6g6a4xhenOS+nbzt3y8CLtyIoxlmpKruqaoLaR5aB7DrOH1uqap/ptlF/AQ2PPdkzDeB7ZL8Wa/9VTRF729teMm0Yr2sqo4BrgCePJOxJEmSJEmSJGm6ZvoAuXcC5wDfSHISzbERbwEeDbxyhmOPK8kbac73XQFcCWwLHExzvMQ32z5fBi4Gvg/cAOwCHERToJ5ot/JpwCHAZ5IcTXM+8L40D7k7tap+Ps04dwVOAT4P/AL4DbAfsIRml7IkSZIkSZIkzZkZFYOr6ltJ/gfNmbifaZu/B+zTHuWwOVxEc+zDcTRF59vatudU1Y/aPufR7E5+A/AwmnN/vwgsm2jQ9sF3e3P/ecM70OzifSdwwibEeS3w/4C/oXnq4r00ReGDqupjmzCeJEmSJEmSJG2yme4MpqpWAntN8v0yxinCVtULJ+i/pPd5ObC88/k7wP5TxHQScNIUfQ4cp+0G4PVTXLeaZgf0eN+l8/d1wF9NNpYkSZIkSZIkzZVNPjNYkiRJkiRJkvTbw2KwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQBmvRic5MAklWRJp211kuUbce2yJDXbMUmSJEmSJEnS0I3azuCPA3vOdxCSJEmSJEmStNBsOd8BdFXVGmDNfMchSZIkSZIkSQvNRu8MTrJLkuVJLk+yNskvk5yRZJfZCma8YyLaIydOTvKmJL9o574wyZ8k2TLJu5OsSXJrki8keVTv+pcn+XqSa5PcmeSnSY5KsnWvX5K8M8kVSe5K8oMkz02yMsnKXt9HtDFdkWR9+35ckgf1+h2c5MdJ7kjy6ySXJHnHbP1ekiRJkiRJkrSxprMz+HeA64C3ATcCOwEHAxcm+aOqum4zxDdmf+A/gbcCDwJOAr4MnANsBbwOeDzwQeBjbf8xvw98pf1uLbArcBTwh8CrO/2OB44E/gH4UjveP9L8RpeNdUryUGAVsEN7zaXAU4FjgCVjYyZ5BXAK8F7gPGAR8ESa31GSJEmSJEmS5tRGF4Or6nzg/LHPSRYBZ9EUiF8BfHjWo7vfIuC5VbW2nXtbYDmwpKr26cT0x8BhSbapqjvbuI/vfB/gAuBmYHmSw6rqpiQ7AG8BTq+qN3X6Xwx8m04xGDgUeBKwW1X9uG07N8mdwMlJ3l9VPwWeBvykqo7pXHvORDeYZHtg+17z4ql+GC1M5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDwrfRxeAkWwGHAQfQ7IDdtvP1k6YzaZL+vPdUVY3bufHNsUJw62ft+1m9fj8DAjyBZscu7TEWRwN7A4/lgff8B8CFwB7A1sDnu4NV1XeSrO7N8TzgIuCS3n2cDZwM7AX8tB33TUk+CvwrcGFV3TrJPR4OHDvJ9xoW80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNhgZvOMREfAg4C3kezQ/gWoIAVwEM2dpAkS2iOfOjaG1g5yWU39T6vn6L9we1cD6c50uF2YBnwHzRHRTwV+Egn7h3a91+NM3e/bSdgF+DuCWLdEaCqPt0W0F/XvirJKuDIqrpwnOtOptnt3LW4jV/DYz6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+LHDTKQa/Ejitqo4ea2iLnTtMfMm4rgZ277X9fJpjbKy9gccAe7XHXACQ5Mm9fje27zuNM8ZOwBWdzzfQFJdfP8GcV4/9UVWfAD6RZJs2lvcC5yRZUlU3dy+qqltoCuz3aU610BCZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ8L33SKwcX9O2/HvJbmPN+NH6RqPfD96VwzA2NHT9wXd3tu8F/3+l0IrANeSvNgurG+e9AcidEtBp8NvB34VVX9cqOCaM4vPivJjrRnHdOcWyxJkiRJkiRJc2I6xeCzgAOTXAr8BHg6zbERt0x61fz6d5r4PprkWJri8BuBR3U7tQ+R+yBwZJJfA18EHk9zRso1wL2d7h8CXgysSvIh4GJgK5oC7/OAQ6rqiiSnAncC/wZcS7Ol/kjgSuCSzXK3kiRJkiRJkjSB6RSDDwXuAd5Fc9but4FnA1/ZDHHNiqq6IcnzgROBfwJubd9PoTnruOtdwB00xeK/pnkA3cHA8e11Y2PeluRpbf9DaB5WdwfNOchf4/4jJ1YBBwIvp3kK4/XAt4Bjq2rdLN+qJEmSJEmSJE1qo4vB7Rm3B47z1ZJev+X0Dpquqgf0mWSOZTQPeuu2bXAwSVVdBIzXPt7cFwB7jDNdev2KpvB7/H0dkp2BPwL+pdf3NuAd7WuiezkNOG2i7yVJkiRJkiRpLk1nZ/CClmQ34EU0O55vB/4Q+Fvg18DH5zE0SZIkSZIkSZoxi8H3u51mB/FBwHY0R0OsBN5VVb+ax7gkSZIkSZIkacYsBreq6jJgn/mOQ5IkSZIkSZI2hy3mOwBJkiRJkiRJ0ubnzuDRtghgzZo18x2HOjr/PBbN8dTmwwiax3y4b05zYrS4RqjLNUJ9rhHqco1Qn2uEulwj1Ocaoa5NzYdU1exHo1mR5OnAqvmOQxNaWlUXzNVk5sPIm9N8AHPit4BrhLpcI9TnGqEu1wj1uUaoyzVCfa4R6ppWPlgMHmFJtgZ2B64B7tnEYRbT/Au7FJjP/4SzkOJYBDwW+F5VrZutwKZiPoxsHPOSD2BOjHAcrhEzt5DicI2YHQspDteImVtIcbhGzI6FFIdrxMwtpDhcI2bHQorDNWLmFlIcm5QPHhMxwtp/kDP6Lz1Jxv5cU1WrZxqTcdzn8plHMz3mw0jHMef5AObEiMfhGmEcXa4RM7QA43CNMI4u14gZWoBxuEYYR5drxAwtwDhcI4yja9r54APkJEmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYvPDdAvxd+24coxPHfBmV+zeO0TEqv4FxjIZRuX/jGB2j8hsYx2gYlfs3jtExKr+BcYyGUbl/4xgdo/IbGMdoGJX7H3wcqaq5nlOSJEmSJEmSNMfcGSxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA7DlfAegiSXZGtgduAa4Z57D0f0WAY8FvldV6+ZqUvNhZM1LPoA5McJcI9TlGqE+1wh1uUaozzVCXa4R6nONUNcm5YPF4NG2O7BqvoPQhJYCF8zhfObDaJvrfABzYtS5RqjLNUJ9rhHqco1Qn2uEulwj1Ocaoa5p5YPF4NF2DcCqVatYvHjxfMei1po1a1i6dCm0/3zmkPkwguYxH+6b05wYLa4R6nKNUJ9rhLpcI9TnGqEu1wj1uUaoa1PzwWLwaLsHYPHixSxZsmSeQ9E45vp/jTAfRtt8/K8y5sRoc41Ql2uE+lwj1OUaoT7XCHW5RqjPNUJd08oHHyAnSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRqAQRaDk+yRZFmS7TfT+M9IUkleuDnGlyRJkiRJkqTpGmQxGNgDOBbYLMVgSZIkSZIkSRo1Qy0GS5IkSZIkSdKgDK4YnGQZ8KH243+2xzlUkiVJ3pxkVZLrk9ye5KIkByfZojfGM5OsTHJTkrVJVif53BTz7tCOfWWS/7KZbk+SJEmSJEmSxrXlfAcwDz4ObAccDvwFcE3bfg3we8CngdXAPcBTgROB3wGOBkiyM7AC+CJwArAWeDyw30QTttecDdwF7FFVV8/yPUmSJEmSJEnSpAZXDK6qNUmuaD/+sKpWd75+69gf7W7g84BFwFuSHFNVBTwF2Bo4qKpu7Vx72njzJdkdOBP4EfCiqrptgn7bs+EZxos3+sa0oJgP6jMn1GU+qM+cUJf5oD5zQl3mg/rMCXWZDwvf4IrBk0myG3AUzQPmduKBx2g8GvgV8ENgPXBGklOBCybZ6fs84C+BzwNvqKq7J5n+cJqH2klgPmhD5oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNhgRvcmcETSbIEWEVz5MPbgKXA7sDxbZeHAFTV5cCzgHXAJ4Grklyc5DXjDLs/8CDgo1MUggFOBnbuvZZu+h3pt5z5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+bDAuTP4fi8AtqE5yuHKscYkL+h3rKpVwKoki4A/Bd4OfCrJVVV1bqfrocABwNeT7NdeN66qugW4pduWZCb3o99i5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDwjfUncHr2veHdNqqfV8/1pDkwcCrJxqkqu6pqgu5/6zhXXtd1gJ/DpwLfDXJs2YStCRJkiRJkiRtqqHuDL64fT8kyWeAu2keFnc38NkkJwAPoynyPuB4hyRvBPYGVgBXAtsCB9MUkb/Zn6iq1id5CfAp4MwkL66qMzfLXUmSJEmSJEnSBAa5M7g9ruH9wF8AFwDfA24FXgLsCHwB+ABwZtuv6yJgK+A44Gyac4O3Ap5TVT+aYL7f0Oww/jTwr0lePMu3JEmSJEmSJEmTGurOYKrqSODIXvNq4EvjdP9E57rv0DwYbrKxVwLptd0LvL59SZIkSZIkSdKcGuTOYEmSJEmSJEkaGovBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAbFQxOMmyJJVk+9mYNMnqJF+cjbGmOe+yJDXX83bmryTL5mt+SZIkSZIkScM1tJ3BHwf2nO8gJEmSJEmSJGmubTnfAcylqloDrJmNsZJsASyqqrtnYzxJkiRJkiRJ2pymuzN45yRnJbk9yY1J/iHJQ8e+TLJFkiOS/CTJXUluSHJakseMN1iS/ZL8MMnaJJcmeW3v+0e1c/wsyR1JrklydpLden3WJzl2nPGf3h7N8LL28wbHRCTZNslJSa5sx7kyyQeSPKTXr5KcnOSwJL8A1gNP64z7vSQ3J7k1yXeTvHSav60kSZIkSZIkbTbT3Rn8r8DpwMnAfwOOAZ4A7Nd+/0ngZcBJwErgccBxwMokT6mqOzpj7QacALwPuA54PfCJJL+oqvPbPjsA97TzXAdsBxwA/HuS3arqkqq6PsnZwAFJ3l1V3WLvAcAtwLjnE7e7e79CU9R9N/Ddzn09Ocmze+O9BLgKeAdwO3B52/4E4CPAL2l+072BzyZ5WFV9YpLfU5IkSZIkSZLmxHSLwZ+rqqPav7+e5G7g/Un2BAK8BnhzVf3vsQuSXAT8ADiQpmA65pHAnlV1VdvvfOCZwF8C5wNU1c+BQzpjLQLOBn5KUzw+ov1qOU2h+r8D57V9HwK8FDi9qtZNcD/Ppinc/k1V/X3nvm6jKXjvC3yt0//BwLOq6tfdQarqvh3NbYH5XGDHNvaNKga3D+frP6Bv8cZcq4XHfFCfOaEu80F95oS6zAf1mRPqMh/UZ06oy3xY+KZdDB7n8/uBvYCHAvcCn0vSHfdimt20e/HAYvAPxgrBAFV1V5LLgN8da0sS4K+BNwK70OwMHvOkzt9nAjfQFJzPa9v2Bx5OUyieyN7t+2d67afRFIP35oHF4HP7heA2zr1pdgv/V+BRNIVxgLsmmbvvcGCDoy40WOaD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mwwI33TODr+19/lX7/khgp3a8G4G7e6/FNDtlu24cZ/x1NLtvx7wNOBX4DvAKmiMcdgd+BNx3pm/7ELfPAi9Osm3bfCBwSVV9d5L72QFYV1W3dBur6uY2lkf2+l/THyCVLar9AAAgAElEQVTJHsDXaQrAb6Y5cmJ34P/07mUqJwM7915Lp3G9FhbzQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaEu82GBm+7O4MdwfwEYmgIwNIXd39DsDH46TQG477ZpRwevBL5VVYd0G5M8kuYs4K5PAofSFIS/AexDs1t3MjcCWyfZvlsQTvIIYGs2LFgXG3oZzf0+v3scRZKtppj7gQM38z/gnpqN0Roi80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNh4ZvuzuCXT/D5PJqzfLcAHlNV3x/n9fNNiK+A9d2GJM9hnLNKquoimh3DBwKvbq/99BTjf7N9f1Wv/VW976eKcawQPhbjo4EXbMS1kiRJkiRJkjQnprsz+OVJfkPzgLen0pwhsqKqvg2QZDlwWpJTgAtozsx9HM3Zuyuq6oxpzncW8K4ky9o5n0yz2/eqCfp/CjgJ+APgq1XVP9ai7xzgG8CJSbYDvtve1zE0ZwV/fSNjPAI4PcnHaHZPH02zg/phG3G9JEmSJEmSJG12090ZvD/wFOALwFtpjmZ4Wef719Kc87svcAbwZeAomp2zP96E+N4DfBh4A81D4l4CvBT4xQT9P9PO9Tgmf3AcAFVVNDt4/x44CFjRvn8Y2L/9fqoxzm3j+5M2xqNpzlc5faprJUmSJEmSJGmubNTO4KpaBixrPz5vkn4F/GP7mmy8JRO0P6P3eR3Nrtsjel2fwTiq6npgwrN6e/cx1nYnTQH7bVPEPOEBKVV1Ks2D7vr6c3nIiiRJkiRJkqR5Md2dwZIkSZIkSZKk30IWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDMPLF4CQHJqkkS2Z53OVJVs/mmJIkSZIkSZI0qka+GAycBewJXDPL4x4H7D/LY0qSJEmSJEnSSNpyvgOYSlVdD1y/Gca9fLbHlCRJkiRJkqRRNeOdwUn2TnJekjva18oke3W+X9Ye87Brki8luS3J9Unel2SLJE/pXP8fSV7dG3+DYyKSPLOd56Yka5OsTvK5zveLkhyV5LL2+5uT/DDJX3X6bHBMRJJHJTk1ybVJ1rfxvDPJok6fJW08RyR5ezv37Um+nWSP3ni/n+Sfk1yTZF37/tUku8z0d5ckSZIkSZKk6ZjRzuAk+wBfA74DvKZtfivwjST7VtW3Ot0/DywHTgH+HHgHsDXwZ8AHgOOBQ4BPJflJVV00wZw7AyuALwInAGuBxwP7dbr9LXAkcAzwf4FtgD8GdpjkXrYBVgKPA44Gfg48G3gP8HvA63qXHApcAhzWfj4OWJFk56q6tW1bAdzW9rkWeDSwF/DwieKQJEmSJEmSpM1hpsdEvJemyPmsqroLIMkK4PL2uz07fT9SVae0fc6lKQIfASytqgva9u8D1wGvAMYtBgNPoSkiH9QpugKc1vn7acA5VXVSp23FFPdyAE3B+PlVdWbbdk6SLYDDk5xYVZd2+t/S9r23jf1q4LvA84B/SrIj8ETghVX1pc51Z4w3eZLtge17zYuniFkLlPmgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJf5sPBtcjE4ybbA7sD/GisEA1TV2iT/AhzS7rYdc1anTyW5FNhxrBDctt+U5DrgdyeZ+ofAeuCMJKcCF1TV1b0+FwJHJTkBOBP4flXdOcUt7Q3c2ikEjzkNOBx4BtAtBp85Vghu/bh9H4v9Rpqi+AlJHgucV1U/m2T+w4Fjp4hRw2E+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPixwMzkz+BFAaHYG913Tjv2ITttNvT7rx2kba3/wRJO2D357FrAO+CRwVZKLk7ym0+19wLuAfWmOfripPa/4SZPczw6T3AvAI3vtN/biWtf++eD2cwH7AP8G/B1wSZKrk7wnydbjzHMysHPvtXSSeLWwmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkPC9xMjom4GSjgMeN891jg3rbPrKuqVcCq9sFufwq8neas4auq6tyq+g1wInBiu7392cD/BL6WZElbqO27sR1rvHsZ+366cV4BvBYgyROBVwFH0fw2x/T63kJz9MR9kkx3Si0Q5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDwrfJO4Or6g6a4xhenOS+nbzt3y8CLtyIoxlmpKruqaoLaR5aB7DrOH1uqap/ptlF/AQ2PPdkzDeB7ZL8Wa/9VTRF729teMm0Yr2sqo4BrgCePJOxJEmSJEmSJGm6ZvoAuXcC5wDfSHISzbERbwEeDbxyhmOPK8kbac73XQFcCWwLHExzvMQ32z5fBi4Gvg/cAOwCHERToJ5ot/JpwCHAZ5IcTXM+8L40D7k7tap+Ps04dwVOAT4P/AL4DbAfsIRml7IkSZIkSZIkzZkZFYOr6ltJ/gfNmbifaZu/B+zTHuWwOVxEc+zDcTRF59vatudU1Y/aPufR7E5+A/AwmnN/vwgsm2jQ9sF3e3P/ecM70OzifSdwwibEeS3w/4C/oXnq4r00ReGDqupjmzCeJEmSJEmSJG2yme4MpqpWAntN8v0yxinCVtULJ+i/pPd5ObC88/k7wP5TxHQScNIUfQ4cp+0G4PVTXLeaZgf0eN+l8/d1wF9NNpYkSZIkSZIkzZVNPjNYkiRJkiRJkvTbw2KwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAs14MTnJgkkqypNO2Osnyjbh2WZKa7ZgkSZIkSZIkaehGbWfwx4E95zsISZIkSZIkSVpotpzvALqqag2wZr7jkCRJkiRJkqSFZqN3BifZJcnyJJcnWZvkl0nOSLLLbAUz3jER7ZETJyd5U5JftHNfmORPkmyZ5N1J1iS5NckXkjyqd/3Lk3w9ybVJ7kzy0yRHJdm61y9J3pnkiiR3JflBkucmWZlkZa/vI9qYrkiyvn0/LsmDev0OTvLjJHck+XWSS5K8Y7Z+L0mSJEmSJEnaWNPZGfw7wHXA24AbgZ2Ag4ELk/xRVV23GeIbsz/wn8BbgQcBJwFfBs4BtgJeBzwe+CDwsbb/mN8HvtJ+txbYFTgK+EPg1Z1+xwNHAv8AfKkd7x9pfqPLxjoleSiwCtihveZS4KnAMcCSsTGTvAI4BXgvcB6wCHgize8oSZIkSZIkSXNqo4vBVXU+cP7Y5ySLgLNoCsSvAD4869HdbxHw3Kpa2869LbAcWFJV+3Ri+mPgsCTbVNWdbdzHd74PcAFwM7A8yWFVdVOSHYC3AKdX1Zs6/S8Gvk2nGAwcCjwJ2K2qfty2nZvkTuDkJO+vqp8CTwN+UlXHdK49Z6IbTLI9sH2vefFUP4wWJvNBfeaEuswH9ZkT6jIf1GdOqMt8UJ858f/Zu/cozar6zv/vD40gEAURBbU1TUISk1lLJzg4sLQHWxw1oInEu1EhRIMoUfCSiNw6EtRBiPgjTozIiHiJMSyv0CgKNjaJooyiIoKBSYMtzZ1Grt1cvr8/zik4nK6q7uqqrnqs836t9aynnn322ft7Hr7sP75s9qMu82H+2+hicJKtgLcBB9DsgN2uc/mpU5k0SX/e+6uqxu3cOH+sENz6Wft+dq/fz4AAT6HZsUt7jMXRwBLgCTz8mX8HuAjYE9ga+Hx3sKr6bpKVvTn2BS4BLus9xznAycDewE/bcd+c5KPAF4CLquq2SZ7xMODYSa5rWMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh3luKsdEfAg4GHg/zQ7hNUABy4BtNnaQJItojnzoWgIsn+S2W3qf122g/ZHtXI+mOdLhDmAp8B80R0U8E/hIJ+4d2/frx5m737YzsBtw7wSx7gRQVZ9qC+hvaF+VZAVwRFVdNM59J9Psdu5a2Mav4TEf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a5qRSDXwOcUVVHjzW0xc4dJ75lXNcCe/TarpjiGBtrCbALsHd7zAUASZ7e63dz+77zOGPsDFzd+XwTTXH5jRPMee3YH1V1GnBakm3bWN4HnJtkUVXd2r2pqtbQFNgf1JxqoSEyH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMh/mv6kUg4uHdt6OOYjmPN+NH6RqHXDxVO6ZhrGjJx6Muz03+C96/S4C1gKvoPlhurG+e9IcidEtBp8DvAu4vqp+sVFBNOcXn51kJ9qzjmnOLZYkSZIkSZKkWTGVYvDZwIFJLgd+Ajyb5tiINZPeNbf+nSa+jyY5lqY4/Cbgcd1O7Y/I/T1wRJJfAV8CnkxzRspq4IFO9w8BLwNWJPkQcCmwFU2Bd1/g0Kq6OsmpwF3AvwHX0WypPwK4BrhsszytJEmSJEmSJE1gKsXgtwL3A0fSnLX7HeAFwFc3Q1wzoqpuSvJi4ETgn4Hb2vdTaM467joSuJOmWPwXND9AdwhwfHvf2Ji3J3lW2/9Qmh+ru5PmHOSv89CREyuAA4FX0fwK443At4Bjq2rtDD+qJEmSJEmSJE1qo4vB7Rm3B45zaVGv3+n0Dpquqof1mWSOpTQ/9NZtW+9gkqq6BBivfby5LwT2HGe69PoVTeH3+Ac7JLsCvw/8a6/v7cC729dEz3IGcMZE1yVJkiRJkiRpNk1lZ/C8lmR34KU0O57vAH4P+GvgV8DH5zA0SZIkSZIkSZo2i8EPuYNmB/HBwPY0R0MsB46squvnMC5JkiRJkiRJmjaLwa2q+jmwz1zHIUmSJEmSJEmbwxZzHYAkSZIkSZIkafOzGCxJkiRJkiRJA+AxEaNtAcCqVavmOg51dP55LJjlqc2HETSH+fDgnObEaHGNUJdrhPpcI9TlGqE+1wh1uUaozzVCXZuaD6mqmY9GMyLJs4EVcx2HJrS4qi6crcnMh5E3q/kA5sSvAdcIdblGqM81Ql2uEepzjVCXa4T6XCPUNaV8sBg8wpJsDewBrAbu38RhFtL8C7sYmMv/hDOf4lgAPAH4flWtnanANsR8GNk45iQfwJwY4ThcI6ZvPsXhGjEz5lMcrhHTN5/icI2YGfMpDteI6ZtPcbhGzIz5FIdrxPTNpzg2KR88JmKEtf8gp/VfepKM/bmqqlZONybjeNBV049masyHkY5j1vMBzIkRj8M1wji6XCOmaR7G4RphHF2uEdM0D+NwjTCOLteIaZqHcbhGGEfXlPPBH5CTJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGLw/LcG+Nv23ThGJ465MirPbxyjY1S+A+MYDaPy/MYxOkblOzCO0TAqz28co2NUvgPjGA2j8vzGMTpG5TswjtEwKs8/+DhSVbM9pyRJkiRJkiRplrkzWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA7DlXAegiSXZGtgDWA3cP8fh6CELgCcA36+qtbM1qfkwsuYkH8CcGGGuEepyjVCfa4S6XCPU5xqhLtcI9blGqGuT8sFi8GjbA1gx10FoQouBC2dxPvNhtM12PoA5MepcI9TlGqE+1wh1uUaozzVCXa4R6nONUNeU8sFi8GhbDbBixQoWLlw417GotWrVKhYvXgztP59ZZD6MoDnMhwfnNCdGi2uEulwj1OcaoS7XCPW5RqjLNUJ9rhHq2tR8sBg82u4HWLhwIYsWLZrjUDSO2f5fI8yH0TYX/6uMOTHaXCPU5RqhPtcIdblGqM81Ql2uEepzjVDXlPLBH5CTJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA3AIIvBSfZMsjTJDptp/OckqSQv2RzjS5IkSZIkSdJUDbIYDOwJHAtslmKwJEmSJEmSJI2aoRaDJUmSJEmSJGlQBlcMTrIU+FD78T/b4xwqyaIkb0myIsmNSe5IckmSQ5Js0RvjuUmWJ7klyd1JVib53Abm3bEd+5ok/2UzPZ4kSZIkSZIkjWvLuQ5gDnwc2B44DPhTYHXbvhr4LeBTwErgfuCZwInAE4GjAZLsCiwDvgScANwNPBnYb6IJ23vOAe4B9qyqa2f4mSRJkiRJkiRpUoMrBlfVqiRXtx9/WFUrO5ffMfZHuxv4AmAB8PYkx1RVAc8AtgYOrqrbOveeMd58SfYAzgJ+BLy0qm6foN8OrH+G8cKNfjDNK+aD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mw/w3uGLwZJLsDhxF8wNzO/PwYzQeD1wP/BBYB5yZ5FTgwkl2+u4L/BnweeAvq+reSaY/jOZH7SQwH7Q+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kwzw3uzOCJJFkErKA58uGdwGJgD+D4tss2AFV1FfA8YC3wCeCXSS5N8vpxht0feATw0Q0UggFOBnbtvRZv+hPp15z5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TDPuTP4IX8CbEtzlMM1Y41J/qTfsapWACuSLAD+G/Au4JNJfllV53W6vhU4APhGkv3a+8ZVVWuANd22JNN5Hv0aMx/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5r+h7gxe275v02mr9n3dWEOSRwKvm2iQqrq/qi7iobOGn9brcjfwx8B5wNeSPG86QUuSJEmSJEnSphrqzuBL2/dDk3wauJfmx+LuBT6b5ATgUTRF3ocd75DkTcASYBlwDbAdcAhNEfn8/kRVtS7Jy4FPAmcleVlVnbVZnkqSJEmSJEmSJjDIncHtcQ0fAP4UuBD4PnAb8HJgJ+CLwAeBs9p+XZcAWwHHAefQnBu8FfDCqvrRBPPdR7PD+FPAF5K8bIYfSZIkSZIkSZImNdSdwVTVEcARveaVwJfH6X5a577v0vww3GRjLwfSa3sAeGP7kiRJkiRJkqRZNcidwZIkSZIkSZI0NBaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQOwUcXgJEuTVJIdZmLSJCuTfGkmxprivEuT1GzP25m/kiydq/klSZIkSZIkDdfQdgZ/HNhrroOQJEmSJEmSpNm25VwHMJuqahWwaibGSrIFsKCq7p2J8SRJkiRJkiRpc5rqzuBdk5yd5I4kNyf5xyS/MXYxyRZJDk/ykyT3JLkpyRlJdhlvsCT7JflhkruTXJ7koN71x7Vz/CzJnUlWJzknye69PuuSHDvO+M9uj2Z4Zft5vWMikmyX5KQk17TjXJPkg0m26fWrJCcneVuSK4F1wLM6434/ya1JbkvyvSSvmOJ3K0mSJEmSJEmbzVR3Bn8B+AxwMvDfgWOApwD7tdc/AbwSOAlYDjwJOA5YnuQZVXVnZ6zdgROA9wM3AG8ETktyZVV9u+2zI3B/O88NwPbAAcC/J9m9qi6rqhuTnAMckOS9VdUt9h4ArAHGPZ+43d37VZqi7nuB73We6+lJXtAb7+XAL4F3A3cAV7XtTwE+AvyC5jtdAnw2yaOq6rRJvs9uLDsA/TOZF27MvZp/zAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyH+W+qxeDPVdVR7d/fSHIv8IEkewEBXg+8par+99gNSS4BfgAcSFMwHfNYYK+q+mXb79vAc4E/A74NUFVXAId2xloAnAP8lKZ4fHh76XSaQvX/AC5o+24DvAL4TFWtneB5XkBTuP2rqvqHznPdTlPwfj7w9U7/RwLPq6pfdQepqgd3NLcF5vOAndrYN6oYDBwGrLe7WYNlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7Mc1M9JuJzE3zeG9gXeAD4XJItx17ApTS7affu3fuDsUIwQFXdA/wc+M2xtjTekOTiJGuA+2iOZ/gd4Kmdsc4CbqIpOI/ZH3g0TaF4Ikva90/32s/oXR9zXr8Q3Ma5JMnXk1zfxngv8Be9GDfkZGDX3mvxFO7X/GI+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsxzU90ZfF3v8/Xt+2NptpBvAdw8wb079T6P128tze7bMe+kOUriI8DR7T0PAB8HHjzTt6ruTfJZ4KAkh7bHURwIXFZV35vkeXYE1lbVmm5jVd2aZG37XF2r+wMk2RP4BnA+8Baawve9wCHAQf3+E2ljeFgcSTb2ds0z5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebD/DfVYvAuPFQABti5fb+ZZkfsA8CzaYqhfbdPOTp4DfCtqjq025jksfQSk+a84rcCL0vyTWAfmrN9J3MzsHWSHboF4SSPAbZm/YJ1sb5X0jzvi7vHUSTZagNzS5IkSZIkSdKsmeoxEa+a4PMFNGf5bgHsUlUXj/O6YhPiK5pjIR6U5IWMc3B1VV0C/IhmR/Dr2ns/tYHxz2/fX9trf23v+oZiHCuEj8X4eOBPNuJeSZIkSZIkSZoVU90Z/Kok99H8wNszaQ6UXlZV3wFIcjpwRpJTgAuBe4An0Zy9u6yqzpzifGcDRyZZ2s75dJrdvr+coP8ngZNozhT+WlX1j7XoOxf4JnBiku2B77XPdQzND8d9YyNjPBz4TJKP0eyePppmB/WjNuJ+SZIkSZIkSdrsprozeH/gGcAXgXfQHM3wys71g2jO+X0+cCbwFeAomp2zP96E+P4O+DDwlzQ/Evdy4BXAlRP0/3Q715OY/IfjAKiqotnB+w/AwcCy9v3DwP7t9Q2NcV4b3x+2MR5Nc9j2ZzZ0ryRJkiRJkiTNlo3aGVxVS4Gl7cd9J+lXwD+1r8nGWzRB+3N6n9fS7Lo9vNf1OYyjqm4EJjyrt/ccY2130RSw37mBmCc8LbuqTgVOHedSfy5P3JYkSZIkSZI0J6a6M1iSJEmSJEmS9GvIYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAjXwxOcmCSSrJohsc9PcnKmRxTkiRJkiRJkkbVyBeDgbOBvYDVMzzuccD+MzymJEmSJEmSJI2kLec6gA2pqhuBGzfDuFfN9JiSJEmSJEmSNKqmvTM4yZIkFyS5s30tT7J35/rS9piHpyX5cpLbk9yY5P1JtkjyjM79/5Hkdb3x1zsmIslz23luSXJ3kpVJPte5viDJUUl+3l6/NckPk/x5p896x0QkeVySU5Ncl2RdG897kizo9FnUxnN4kne1c9+R5DtJ9uyN99tJ/iXJ6iRr2/evJdltut+7JEmSJEmSJE3FtHYGJ9kH+DrwXeD1bfM7gG8meX5VfavT/fPA6cApwB8D7wa2Bl4EfBA4HjgU+GSSn1TVJRPMuSuwDPgScAJwN/BkYL9Ot78GjgCOAf4vsC3wB8COkzzLtsBy4EnA0cAVwAuAvwN+C3hD75a3ApcBb2s/HwcsS7JrVd3Wti0Dbm/7XAc8HtgbePREcUiSJEmSJEnS5jDdYyLeR1PkfF5V3QOQZBlwVXttr07fj1TVKW2f82iKwIcDi6vqwrb9YuAG4NXAuMVg4Bk0ReSDO0VXgDM6fz8LOLeqTuq0LdvAsxxAUzB+cVWd1badm2QL4LAkJ1bV5Z3+a9q+D7SxXwt8D9gX+OckOwG/C7ykqr7cue/M8SZPsgOwQ6954QZi1jxlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7Mf5tcDE6yHbAH8P+NFYIBquruJP8KHNruth1zdqdPJbkc2GmsENy235LkBuA3J5n6h8A64MwkpwIXVtW1vT4XAUclOQE4C7i4qu7awCMtAW7rFILHnAEcBjwH6BaDzxorBLd+3L6PxX4zTVH8hCRPAC6oqp9NMv9hwLEbiFHDYT6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+zHPTOTP4MUBodgb3rW7Hfkyn7ZZen3XjtI21P3KiSdsffnsesBb4BPDLJJcmeX2n2/uBI4Hn0xz9cEt7XvFTJ3meHSd5FoDH9tpv7sW1tv3zke3nAvYB/g34W+CyJNcm+bskW48zz8nArr3X4kni1fxmPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7Mc9M5JuJWoIBdxrn2BOCBts+Mq6oVwIr2h93+G/AumrOGf1lV51XVfcCJwInt9vYXAP8L+HqSRW2htu/mdqzxnmXs+lTjvBo4CCDJ7wKvBY6i+W6O6fVdQ3P0xIOSTHVKzRPmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0Jd5sP8t8k7g6vqTprjGF6W5MGdvJslsHYAACAASURBVO3fLwUu2oijGaalqu6vqotofrQO4Gnj9FlTVf9Cs4v4Kax/7smY84Htk7yo1/5amqL3t9a/ZUqx/ryqjgGuBp4+nbEkSZIkSZIkaaqm+wNy7wHOBb6Z5CSaYyPeDjweeM00xx5XkjfRnO+7DLgG2A44hOZ4ifPbPl8BLgUuBm4CdgMOpilQT7Rb+QzgUODTSY6mOR/4+TQ/cndqVV0xxTifBpwCfB64ErgP2A9YRLNLWZIkSZIkSZJmzbSKwVX1rST/k+ZM3E+3zd8H9mmPctgcLqE59uE4mqLz7W3bC6vqR22fC2h2J/8l8Ciac3+/BCydaND2h++W8NB5wzvS7OJ9D3DCJsR5HfD/gL+i+dXFB2iKwgdX1cc2YTxJkiRJkiRJ2mTT3RlMVS0H9p7k+lLGKcJW1Usm6L+o9/l04PTO5+8C+28gppOAkzbQ58Bx2m4C3riB+1bS7IAe71o6f98A/PlkY0mSJEmSJEnSbNnkM4MlSZIkSZIkSb8+LAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBmDGi8FJDkxSSRZ12lYmOX0j7l2apGY6JkmSJEmSJEkaulHbGfxxYK+5DkKSJEmSJEmS5pst5zqArqpaBaya6zgkSZIkSZIkab7Z6J3BSXZLcnqSq5LcneQXSc5MsttMBTPeMRHtkRMnJ3lzkivbuS9K8odJtkzy3iSrktyW5ItJHte7/1VJvpHkuiR3JflpkqOSbN3rlyTvSXJ1knuS/CDJHyVZnmR5r+9j2piuTrKufT8uySN6/Q5J8uMkdyb5VZLLkrx7pr4vSZIkSZIkSdpYU9kZ/ETgBuCdwM3AzsAhwEVJfr+qbtgM8Y3ZH/hP4B3AI4CTgK8A5wJbAW8Angz8PfCxtv+Y3wa+2l67G3gacBTwe8DrOv2OB44A/hH4cjveP9F8Rz8f65TkN4AVwI7tPZcDzwSOARaNjZnk1cApwPuAC4AFwO/SfI/rSbIDsEOveeEGvhfNU+aD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mw/y30cXgqvo28O2xz0kWAGfTFIhfDXx4xqN7yALgj6rq7nbu7YDTgUVVtU8npj8A3pZk26q6q437+M71ABcCtwKnJ3lbVd2SZEfg7cBnqurNnf6XAt+hUwwG3go8Fdi9qn7ctp2X5C7g5CQfqKqfAs8CflJVx3TuPXeSZzwMOHbjvxLNc+aD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mwzw3lWMitkryriSXJrkDuA+4E9iOpji60drjHbqvbOCW88cKwa2fte9n9/r9DAjwlM5cuyX5ZJJrgHXAvcAZNM/+O223PYGtgc93B6uq7wIre3PsC1wCXNZ9BuCc9vre7ftFwNOTfDTJ85Nsv4FnPBnYtfdavIF7NH+ZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3FSOifgQcDDwfpodwmuAApYB22zsIEkW0Rz50LUEWD7Jbbf0Pq/bQPsj27keTXOkwx3AUuA/aI6KeCbwkU7cO7bv148zd79tZ2A3mqLyeHYCqKpPJRk7wuINQCVZARxRVRf1b6qqNTTf6YM2XCPXfGU+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsx/UykGvwY4o6qOHmtoi507TnzLuK4F9ui1XTHFMTbWEmAXYO/2mAsAkjy91+/m9n3nccbYGbi68/kmmuLyGyeY89qxP6rqNOC0JNu2sbwPODfJoqq6dSoPIkmSJEmSJEnTMZVicPHQztsxB9Gc57vxg1StAy6eyj3TUO37g3G3R1L8Ra/fRcBa4BU0P0w31ndPmh+F6xaDzwHeBVxfVb/YqCCa84vPTrIT7VnHNOcWS5IkSZIkSdKsmEox+GzgwCSXAz8Bnk1zbMSaSe+aW/9OE99HkxxLUxx+E/C4bqf2R+T+Hjgiya+ALwFPpjkwezXwQKf7h4CXASuSfAi4FNiKpsC7L3BoVV2d5FTgLuDfgOtofnnxCOAa4LLN8rSSJEmSJEmSNIGpFIPfCtwPHElz1u53gBcAX90Mcc2IqropyYuBE4F/Bm5r30+hOeu460iaH8R7E83O4cuBQ4Dj2/vGxrw9ybPa/ofS/FjdnTTnIH+dh46cWAEcCLwK2AG4EfgWcGxVrZ3hR5UkSZIkSZKkSW10Mbg94/bAcS4t6vU7neYohG7bw/pMMsdSmh9667atd0p1VV0CjNc+3twXAnuOM116/Yqm8Hv8gx2SXYHfB/611/d24N3ta6JnOQM4Y6LrkiRJkiRJkjSbprIzeF5LsjvwUpodz3cAvwf8NfAr4ONzGJokSZIkSZIkTZvF4IfcQbOD+GBge5qjIZYDR1bV9XMYlyRJkiRJkiRNm8XgVlX9HNhnruOQJEmSJEmSpM1hi7kOQJIkSZIkSZK0+bkzeLQtAFi1atVcx6GOzj+PBbM8tfkwguYwHx6c05wYLa4R6nKNUJ9rhLpcI9TnGqEu1wj1uUaoa1PzIVU189FoRiR5NrBiruPQhBZX1YWzNZn5MPJmNR/AnPg14BqhLtcI9blGqMs1Qn2uEepyjVCfa4S6ppQPFoNHWJKtgT2A1cD9mzjMQpp/YRcDc/mfcOZTHAuAJwDfr6q1MxXYhpgPIxvHnOQDmBMjHIdrxPTNpzhcI2bGfIrDNWL65lMcrhEzYz7F4RoxffMpDteImTGf4nCNmL75FMcm5YPHRIyw9h/ktP5LT5KxP1dV1crpxmQcD7pq+tFMjfkw0nHMej6AOTHicbhGGEeXa8Q0zcM4XCOMo8s1YprmYRyuEcbR5RoxTfMwDtcI4+iacj74A3KSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAye/9YAf9u+G8foxDFXRuX5jWN0jMp3YByjYVSe3zhGx6h8B8YxGkbl+Y1jdIzKd2Aco2FUnt84RseofAfGMRpG5fkHH0eqarbnlCRJkiRJkiTNMncGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAbDnXAWhiSbYG9gBWA/fPcTh6yALgCcD3q2rtbE1qPoysOckHMCdGmGuEulwj1OcaoS7XCPW5RqjLNUJ9rhHq2qR8sBg82vYAVsx1EJrQYuDCWZzPfBhts50PYE6MOtcIdblGqM81Ql2uEepzjVCXa4T6XCPUNaV8sBg82lYDrFixgoULF851LGqtWrWKxYsXQ/vPZxaZDyNoDvPhwTnNidHiGqEu1wj1uUaoyzVCfa4R6nKNUJ9rhLo2NR8sBo+2+wEWLlzIokWL5jgUjWO2/9cI82G0zcX/KmNOjDbXCHW5RqjPNUJdrhHqc41Ql2uE+lwj1DWlfPAH5CRJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJAzDIYnCSPZMsTbLDZhr/OUkqyUs2x/iSJEmSJEmSNFWDLAYDewLHApulGCxJkiRJkiRJo2aoxWBJkiRJkiRJGpTBFYOTLAU+1H78z/Y4h0qyKMlbkqxIcmOSO5JckuSQJFv0xnhukuVJbklyd5KVST63gXl3bMe+Jsl/2UyPJ0mSJEmSJEnj2nKuA5gDHwe2Bw4D/hRY3bavBn4L+BSwErgfeCZwIvBE4GiAJLsCy4AvAScAdwNPBvabaML2nnOAe4A9q+racfrswPrHVizchOfTPGA+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsx/gysGV9WqJFe3H39YVSs7l98x9ke7G/gCYAHw9iTHVFUBzwC2Bg6uqts6954x3nxJ9gDOAn4EvLSqbp8gtMNozjGWwHzQ+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mwzw3uGMiJpNk9yRfSHItcG/7Og54DPD4ttsPgXXAmUlekeSJkwy5L7CcZifxfpMUggFOBnbtvRZP43H06818UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjLfJjnBrczeCJJFgErgMuAd9IcFbEOeAlwJLANQFVdleR5wN8AnwC2TfJT4ISq6u8O3h94BPDRqrp3svmrag2wphfTtJ5Jv77MB/WZE+oyH9RnTqjLfFCfOaEu80F95oS6zIf5z53BD/kTYFuaoxw+W1X/XlUXA9XvWFUrqupFwKOBPYHLgU8m2afX9a3A+cA3kvhfUSRJkiRJkiTNmaEWg9e279t02saKvuvGGpI8EnjdRINU1f1VdREPnTX8tF6Xu4E/Bs4DvtbuKJYkSZIkSZKkWTfUYyIubd8PTfJpmrOBL2jfP5vkBOBRNEXehx3vkORNwBKac4CvAbYDDqEpIp/fn6iq1iV5OfBJ4KwkL6uqszbLU0mSJEmSJEnSBAa5M7iqVgAfAP4UuBD4PnAb8HJgJ+CLwAeBs9p+XZcAW9H8sNw5NOcGbwW8sKp+NMF899HsMP4U8IUkL5vhR5IkSZIkSZKkSQ11ZzBVdQRwRK95JfDlcbqf1rnvuzQ/DDfZ2MuB9NoeAN7YviRJkiRJkiRpVg1yZ7AkSZIkSZIkDY3FYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpADaqGJxkaZJKssNMTJpkZZIvzcRYU5x3aZKa7Xk781eSpXM1vyRJkiRJkqThGtrO4I8De811EJIkSZIkSZI027ac6wBmU1WtAlbNxFhJtgAWVNW9MzGeJEmSJEmSJG1OU90ZvGuSs5PckeTmJP+Y5DfGLibZIsnhSX6S5J4kNyU5I8ku4w2WZL8kP0xyd5LLkxzUu/64do6fJbkzyeok5yTZvddnXZJjxxn/2e3RDK9sP693TESS7ZKclOSadpxrknwwyTa9fpXk5CRvS3IlsA54Vmfc7ye5NcltSb6X5BVT/G4lSZIkSZIkabOZ6s7gLwCfAU4G/jtwDPAUYL/2+ieAVwInAcuBJwHHAcuTPKOq7uyMtTtwAvB+4AbgjcBpSa6sqm+3fXYE7m/nuQHYHjgA+Pcku1fVZVV1Y5JzgAOSvLequsXeA4A1wLjnE7e7e79KU9R9L/C9znM9PckLeuO9HPgl8G7gDuCqtv0pwEeAX9B8p0uAzyZ5VFWdNsn3KUmSJEmSJEmzYqrF4M9V1VHt399Ici/wgSR7AQFeD7ylqv732A1JLgF+ABxIUzAd81hgr6r6Zdvv28BzgT8Dvg1QVVcAh3bGWgCcA/yUpnh8eHvpdJpC9f8ALmj7bgO8AvhMVa2d4HleQFO4/auq+ofOc91OU/B+PvD1Tv9HAs+rql91B6mqB3c0twXm84Cd2tg3qhjc/jhf/wf6Fm7MvZp/zAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyH+W/KxeBxPn8A2Bv4DeAB4HNJuuNeSrObdm8eXgz+wVghGKCq7knyc+A3x9qSBPgL4E3AbjQ7g8c8tfP3WcBNNAXnC9q2/YFH0xSKJ7Kkff90r/0MmmLwEh5eDD6vXwhu41xCs1v4vwKPoymMA9wzydx9hwHrHXWhwTIf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a5qZ4ZfF3v8/Xt+2OBndvxbgbu7b0W0uyU7bp5nPHX0uy+HfNO4FTgu8CraY5w2AP4EfDgmb7tj7h9FnhZku3a5gOBy6rqe5M8z47A2qpa022sqlvbWB7b67+6P0CSPYFv0BSA30Jz5MQewP/pPcuGnAzs2nstnsL9ml/MB/WZE+oyH9RnTqjLfFCfOaEu80F95oS6zId5bqo7g3fhoQIwNAVgaAq799HsDH42TQG47/YpRwevAb5VVYd2G5M8luYs4K5PAG+lKQh/E9iHZrfuZG4Gtk6yQ7cgnOQxwNasX7Au1vdKmud9cfc4iiRbbWDuhw/czP+wZ2o2RmuIzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyH+W+qO4NfNcHnC2jO8t0C2KWqLh7ndcUmxFfAum5DkhcyzlklVXUJzY7hA4HXtfd+agPjn9++v7bX/tre9Q3FOFYIH4vx8cCfbMS9kiRJkiRJkjQrproz+FVJ7qP5gbdn0pwhsqyqvgOQ5HTgjCSnABfSnJn7JJqzd5dV1ZlTnO9s4MgkS9s5n06z2/eXE/T/JHAS8DvA16qqf6xF37nAN4ETk2wPfK99rmNozgr+xkbGeDjwmSQfo9k9fTTNDupHbcT9kiRJkiRJkrTZTXVn8P7AM4AvAu+gOZrhlZ3rB9Gc8/t84EzgK8BRNDtnf7wJ8f0d8GHgL2l+JO7lwCuAKyfo/+l2ricx+Q/HAVBVRbOD9x+Ag4Fl7fuHgf3b6xsa47w2vj9sYzya5nyVz2zoXkmSJEmSJEmaLRu1M7iqlgJL24/7TtKvgH9qX5ONt2iC9uf0Pq+l2XV7eK/rcxhHVd0ITHhWb+85xtruoilgv3MDMU94QEpVnUrzQ3d9/bk8ZEWSJEmSJEnSnJjqzmBJkiRJkiRJ0q8hi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkARj5YnCSA5NUkkUzPO7pSVbO5JiSJEmSJEmSNKpGvhgMnA3sBaye4XGPA/af4TElSZIkSZIkaSRtOdcBbEhV3QjcuBnGvWqmx5QkSZIkSZKkUTXtncFJliS5IMmd7Wt5kr0715e2xzw8LcmXk9ye5MYk70+yRZJndO7/jySv642/3jERSZ7bznNLkruTrEzyuc71BUmOSvLz9vqtSX6Y5M87fdY7JiLJ45KcmuS6JOvaeN6TZEGnz6I2nsOTvKud+44k30myZ2+8307yL0lWJ1nbvn8tyW7T/d4lSZIkSZIkaSqmtTM4yT7A14HvAq9vm98BfDPJ86vqW53unwdOB04B/hh4N7A18CLgg8DxwKHAJ5P8pKoumWDOXYFlwJeAE4C7gScD+3W6/TVwBHAM8H+BbYE/AHac5Fm2BZYDTwKOBq4AXgD8HfBbwBt6t7wVuAx4W/v5OGBZkl2r6ra2bRlwe9vnOuDxwN7Ao8eZfwdgh17zwoni1fxmPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7Mf9M9JuJ9NEXO51XVPQBJlgFXtdf26vT9SFWd0vY5j6YIfDiwuKoubNsvBm4AXg2MWwwGnkFTRD64U3QFOKPz97OAc6vqpE7bsg08ywE0BeMXV9VZbdu5SbYADktyYlVd3um/pu37QBv7tcD3gH2Bf06yE/C7wEuq6sud+86cYP7DgGM3EKOGw3xQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqMt8mOc2+ZiIJNsBewBnjhWCAarqbuBfgWe2u23HnN3pU8DlwO1jheC2/RaaYvBvTjL1D4F1wJlJXpHkieP0uQjYN8kJSf5HL46JLAFu6xSCx4wVmZ/Taz9rrBDc+nH7Phb7zTRF8ROSvCnJ729g/pOBXXuvxRsRt+Yn80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNhnpvOzuDHAKHZGdy3mqbQ/JhO2y29PuvGaRtrf+REk1bVVUmeB/wN8Alg2yQ/BU6oqrHC7ftpjo94LfBOYF2SrwN/09vd27XjJM8C8Nhe+829uNYmYSz2qqr2GI1jgb8FHp9kNfB/gOOqam3v/jU0u40f1I6nATIf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a/6fyA3K1AAbuMc+0JwANtnxlXVSuq6kU0Z+/uSbPL+JNt8ZWquq+qTqyq/0pT5D0AeDrw9UycwTcz8bOMXZ9qnFdX1UFVtTPwe8DHgfcAR051LEmSJEmSJEmajk0uBlfVnTTHMbwsyYM7edu/XwpcVFV3TT/ESWO4v6ouovnROoCnjdNnTVX9C80u4qew/iHYY84Htk/yol77a2mK3t9a/5YpxfrzqjoGuJqmMC1JkiRJkiRJs2a6PyD3HuBc4JtJTqI5NuLtwOOB10xz7HEleRPN+b7LgGuA7YBDaI6XOL/t8xXgUuBi4CZgN+BgmgL1RLuVzwAOBT6d5Gia3cbPp/mRu1Or6oopxvk04BTg88CVwH3AfsAi4H9NZSxJkiRJkiRJmq5pFYOr6ltJ/ifNmbifbpu/D+xTVSumG9wELgFeABxHU3S+vW17YVX9qO1zAc3u5L8EHkVz7u+XgKUTDVpVdydZQnPe8JE0x0tcTVPwPmET4rwO+H/AXwELaY7NuBI4uKo+tgnjSZIkSZIkSdImm+7OYKpqObD3JNeXMk4RtqpeMkH/Rb3PpwOndz5/F9h/AzGdBJy0gT4HjtN2E/DGDdy3kmYH9HjX0vn7BuDPJxtLkiRJkiRJkmbLdH5ATpIkSZIkSZL0a8JisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ADNeDE5yYJJKsqjTtjLJ6Rtx79IkNdMxSZIkSZIkSdLQjdrO4I8De811EJIkSZIkSZI032w51wF0VdUqYNVcxyFJkiRJkiRJ881G7wxOsluS05NcleTuJL9IcmaS3WYqmPGOiWiPnDg5yZuTXNnOfVGSP0yyZZL3JlmV5LYkX0zyuN79r0ryjSTXJbkryU+THJVk616/JHlPkquT3JPkB0n+KMnyJMt7fR/TxnR1knXt+3FJHtHrd0iSHye5M8mvklyW5N0z9X1JkiRJkiRJ0saays7gJwI3AO8EbgZ2Bg4BLkry+1V1w2aIb8z+wH8C7wAeAZwEfAU4F9gKeAPwZODvgY+1/cf8NvDV9trdwNOAo4DfA17X6Xc8cATwj8CX2/H+ieY7+vlYpyS/AawAdmzvuRx4JnAMsGhszCSvBk4B3gdcACwAfpfme5QkSZIkSZKkWbXRxeCq+jbw7bHPSRYAZ9MUiF8NfHjGo3vIAuCPqurudu7tgNOBRVW1TyemPwDelmTbqrqrjfv4zvUAFwK3AqcneVtV3ZJkR+DtwGeq6s2d/pcC36FTDAbeCjwV2L2qfty2nZfkLuDkJB+oqp8CzwJ+UlXHdO49d6IHTLIDsEOveeGGvhjNT+aD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mw/y30cXgJFsBbwMOoNkBu13n8lOnMmmS/rz3V1WN27lx/lghuPWz9v3sXr+fAQGeQrNjl/YYi6OBJcATePgz/w5wEbAnsDXw+e5gVfXdJCt7c+wLXAJc1nuOc4CTgb2Bn7bjvjnJR4EvABdV1W2TPONhwLGTXNewmA/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkP89xUjon4EHAw8H6aHcJrgAKWAdts7CBJFtEc+dC1BFg+yW239D6v20D7I9u5Hk1zpMMdwFLgP2iOingm8JFO3Du279ePM3e/bWdgN+DeCWLdCaCqPtUW0N/QvirJCuCIqrponPtOptnt3LWwjV/DYz6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+zHNTKQa/Bjijqo4ea2iLnTtOfMu4rgX26LVdMcUxNtYSYBdg7/aYCwCSPL3X7+b2fedxxtgZuLrz+Saa4vIbJ5jz2rE/quo04LQk27axvA84N8miqrq1e1NVraEpsD+oOdVCQ2Q+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsx/UykGFw/tvB1z0P/f3r3GWnpWBRz/r5lSLkpQLipEbhYrELmkBKRCiaAGlEiQCgh+qWAQAoEvUAuNIko1KIECBjRgolBLokZIuIkfQCxyEYsKpUGSIZQWKtJgpRQttV1+2LvtM8+cmXaY2Xuteff/lzQ9c/aeedeZ/s/68J7dZ7M6z/e2/yGZ3wH++Wh+zzG46eiJm+denxv83Ol5nwSuA57B6o3pbnruo1kdiTHeDP4A8DLga5l5+W0aYnV+8fsi4u6szzpmdW6xJEmSJEmSJG3F0dwMfh9wVkR8Hvgs8FhWx0ZcfcTfVetjrOb744h4Jaubw88H7jE+af0mcq8DXh4R3wTeDdyb1RkpVwI3Dk9/PfBLwEUR8XrgEuBkVjd4fx54UWZeFhFvBb4N/CPwH6xeUv9y4MvApRv5aiVJkiRJkiTpMI7mZvCLgRuAc1mdtftx4InAezYw13GRmVdFxC8ArwXeCfz3+t9vYnXW8ehc4FpWN4ufy+oN6F4AnLf+fTf9mddExGPW1I2/6gAAEPNJREFUz38Rqzeru5bVOcgf5JYjJy4CzgJ+mdW7MH4d+DDwysy87jh/qZIkSZIkSZJ0RLf5ZvD6jNuz9njoftPz/ozpoOnMPOg5R7jGb7N6o7fxc4ccTJKZ/wrs9fm9rv1R4NF7XC6m5yWrG7/n3fyEiPsDDwL+anruNcA5638O97W8HXj74R6XJEmSJEmSpG06mlcGL1pEnAacyeoVz98Cfgw4G/gm8LbC0SRJkiRJkiTpmHkz+BbfYvUK4l8H7sLqaIi/B87NzK8VziVJkiRJkiRJx8ybwWuZ+QXgp6vnkCRJkiRJkqRN2Fc9gCRJkiRJkiRp87wZLEmSJEmSJEk7wGMietsPcMUVV1TPocHw32P/li9tDw0V9nDzNW2iF3eERu4IzdwRGrkjNHNHaOSO0MwdodF320Nk5vGfRsdFRDwWuKh6Dh3WGZn50W1dzB7a22oPYBMnAHeERu4IzdwRGrkjNHNHaOSO0MwdodFR9eDN4MYi4vbAI4ErgRu+yz/mh1l9w54BVP4IZ0lz7AfuCXwqM687XoPdGntoO0dJD2ATjedwRxy7Jc3hjjg+ljSHO+LYLWkOd8TxsaQ53BHHbklzuCOOjyXN4Y44dkua47vqwWMiGlv/hzymn/RExE0fXpGZXzrWmZzjZgeOfZqjYw+t59h6D2ATzedwRzjHyB1xjBY4hzvCOUbuiGO0wDncEc4xckccowXO4Y5wjtFR9+AbyEmSJEmSJEnSDvBmsCRJkiRJkiTtAG8GS5IkSZIkSdIO8Gbw8l0NvGr9b+foM0eVLl+/c/TR5e/AOXro8vU7Rx9d/g6co4cuX79z9NHl78A5eujy9TtHH13+Dpyjhy5f/87PEZm57WtKkiRJkiRJkrbMVwZLkiRJkiRJ0g7wZrAkSZIkSZIk7QBvBkuSJEmSJEnSDvBmsCRJkiRJkiTtAG8GL0xE3C4i/iIiTqmeZS8R8bCIuKF6jl3SuQl72L7OPYBNVOjchD1sX+cewCYqdG7CHravcw9gExU6N2EP29e5B7CJCp2b2OUevBm8MJl5PfBkIKtnOYKoHmCXnABN2MMWnQA9gE1s1QnQhD1s0QnQA9jEVp0ATdjDFp0APYBNbNUJ0IQ9bNEJ0APYxFadAE3sZA8nVQ+gjXgX8FTgddu+cER86Fae8r30XQJLVtKEPbTljtDMHaGRO0Izd4RG7gjN3BEauSM0c0c0483gZToA/GZE/CRwMXDt+GBmvnGD134s8F7gK4d5/O7AIzZ4fe2tqgl76MkdoZk7QiN3hGbuCI3cEZq5IzRyR2jmjmgmMnfyJviiRcTlR3g4M/M+G7z2vwFvysy3HebxhwMXZ+b+Tc2gQ1U1YQ89uSM0c0do5I7QzB2hkTtCM3eERu4IzdwR/fjK4AXKzHsXXv7TwGlHePw64MtbmkVrhU3YQ0PuCM3cERq5IzRzR2jkjtDMHaGRO0Izd0Q/vjJYx1VE3B7Yn5nfrp5F9exBM5vQyB40swmN7EEzm9DIHjSzCY3s4fC8GbxQEXEKcCZwH+Dk8bHMfF7JUCplExrZg2Y2oZE9aGYTGtmDZjahkT1oZhO9eEzEAkXEk4B3A58FHsbqpfE/wuob7mOFo6mITWhkD5rZhEb2oJlNaGQPmtmERvagmU30s696AG3Eq4FXZ+YjWZ2B8mzgfsCHgA8WzqU6NqGRPWhmExrZg2Y2oZE9aGYTGtmDZjbRjMdELFBEXAM8PDMPRMR/AWdk5iUR8VDgPZl53+IRtWU2oZE9aGYTGtmDZjahkT1oZhMa2YNmNtGPrwxepmuB268/vhI4Zf3xPuBuJROpmk1oZA+a2YRG9qCZTWhkD5rZhEb2oJlNNOOZwcv0SeAxwKXA+4HXRsSPA08DPlE5mMrYhEb2oJlNaGQPmtmERvagmU1oZA+a2UQzHhOxQBHxAODOmfkvEfE9wPmsvvG+ALwkMy/b0HXfeFufm5kv3sQM2ltFE/bQlztCM3eERu4IzdwRGrkjNHNHaOSO0Mwd0Y83g3XcRMSHb+NTMzOfsNFhVM4eNLMJjexBM5vQyB40swmN7EEzm9DIHo7Mm8GSJEmSJEmStAM8M3ghIuIbwKmZedX63RkPe5c/M++6vckgIn4Q+Hpm3rjN6+66rk3YQ42uPYBNVOnahD3U6NoD2ESVrk3YQ42uPYBNVOnahD3U6NoD2ESVrk3Yw4o3g5fjZcA1649fWjkIQETcDjgPeAFwR+BU4IsR8Rrgssx8c+V8O6JNE/bQQpsewCaaaNOEPbTQpgewiSbaNGEPLbTpAWyiiTZN2EMLbXoAm2iiTRP2cCiPidBGRMSrgTOBc4ALgYdk5hcj4kzgNzLzUaUDaqvsQTOb0MgeNLMJjexBM5vQyB40swmN7OFQvjJYm/Is4DmZ+ZGIGF9+fwmrn8Jot9iDZjahkT1oZhMa2YNmNqGRPWhmExrZw8SbwQtxa2ewjLZ0Hsu9gMv2+PxJ2N1WNGvCHoo16wFsolyzJuyhWLMewCbKNWvCHoo16wFsolyzJuyhWLMewCbKNWvCHiY7+UUvVPm5PJPPAY8DvjR9/hnAxVufZjd1asIe6nXqAWyig05N2EO9Tj2ATXTQqQl7qNepB7CJDjo1YQ/1OvUANtFBpybsYeLN4IXIzD+tnmHyKuCCiLg3sB94ekQ8EHg28OTSyXZEsybsoVizHsAmyjVrwh6KNesBbKJcsybsoVizHsAmyjVrwh6KNesBbKJcsybsYeIbyGljIuKJwCuARwD7gE8Dv5OZf1c6mErYg2Y2oZE9aGYTGtmDZjahkT1oZhMa2cPBvBm8EBHxDeDUzLzq1s5m2dIZPSpmExrZg2Y2oZE9aGYTGtmDZjahkT1oZhO9eUzEcrwMuGb9cfnZLBHxLuAdwHsz8zvV8+yoNk3YQwttegCbaKJNE/bQQpsewCaaaNOEPbTQpgewiSbaNGEPLbTpAWyiiTZN2MOhfGWwNiIiLgSeAlwP/DXwjsz8h9qpVMUeNLMJjexBM5vQyB40swmN7EEzm9DIHg7lzeCFi4iTWJ2HcrNt/SQkIu4EPI3Vodw/A1wJXAhckJmf28YMOlRVE/bQkztCM3eERu4IzdwRGrkjNHNHaOSO0Mwd0YM3gxdo/Q6J5wOPB+4yP56Z+wtmugfwTOD5wAMz0yNKtqhbE/ZQq1sP65lsolC3JuyhVrce1jPZRKFuTdhDrW49rGeyiULdmrCHWt16WM9kE4W6NWEPnhm8VBcAd2Z1RsvXOMJB3dsQEXcAngA8ETgVuLxynh3Vpgl7aKFND2ATTbRpwh5aaNMD2EQTbZqwhxba9AA20USbJuyhhTY9gE000aYJe1jxlcELFBHfAh6VmZcWzrCP1UvvfwV4KnADq7NZLtj1s1kqVDdhD71U97CewSYaqW7CHnqp7mE9g000Ut2EPfRS3cN6BptopLoJe+iluof1DDbRSHUT9nAoXxm8TJ8F7lY8w1dZvfz/A8Cv4rs2Vqtuwh56qe4BbKKb6ibsoZfqHsAmuqluwh56qe4BbKKb6ibsoZfqHsAmuqluwh4mvjJ4gSLiIazOY3kdcAmrd0y8WWZ+dQszPA/4y8y8etPX0q2rbsIeeqnuYT2DTTRS3YQ99FLdw3oGm2ikugl76KW6h/UMNtFIdRP20Et1D+sZbKKR6ibs4VDeDF6giHgw8E7gIRx8FksAuc3DudfnsTxgPceBzPzfbV1bt+jShD300KWH9Sw20UCXJuyhhy49rGexiQa6NGEPPXTpYT2LTTTQpQl76KFLD+tZbKKBLk3Ywy08JmKZ3gFcDfwiRYdzR8RJwO8DLwJOZvVNfl1EvAk4NzOvP9Lv13FX2oQ9tOOO0MwdoZE7QjN3hEbuCM3cERq5IzRzRzTjzeBlehDw8Mz8QuEMfwA8C3g+8NH1585g9Q24D3hp0Vy7qroJe+ilugewiW6qm7CHXqp7AJvoproJe+ilugewiW6qm7CHXqp7AJvoproJe5h4M3iZPgXcF6hcvs8GnpOZ7x8+dyAivg68jR38ZitW3YQ99FLdA9hEN9VN2EMv1T2ATXRT3YQ99FLdA9hEN9VN2EMv1T2ATXRT3YQ9TLwZvEx/BJwfEX/I6l0b58O5P7OFGe4CHNjj8weA79vC9XWw6ibsoZfqHsAmuqluwh56qe4BbKKb6ibsoZfqHsAmuqluwh56qe4BbKKb6ibsYeIbyC1QRNy4x6eTLR7OHRGfAC7OzBdOn38Lq/894PRNz6BbVDdhD71U97CewSYaqW7CHnqp7mE9g000Ut2EPfRS3cN6BptopLoJe+iluof1DDbRSHUT9nAoXxm8TD9aPQBwNvD+iPhZ4OOsvtFPB+4F/FzlYDuqugl76KW6B7CJbqqbsIdeqnsAm+imugl76KW6B7CJbqqbsIdeqnsAm+imugl7mPjKYG1MRNwLeCHwQFY/8bkUeHNmfrV0MJWwB81sQiN70MwmNLIHzWxCI3vQzCY0soeDeTN4oSJiP/AI4D7AyeNjmXlhyVAqZRMa2YNmNqGRPWhmExrZg2Y2oZE9aGYTvXgzeIEi4lTgPcAD1p9KYB9wA3B9Zt5pg9e+6215XmZ+Y1Mz6FBVTdhDT+4IzdwRGrkjNHNHaOSO0MwdoZE7QjN3RD+eGbxM5wOfAR4JfAU4Dfh+Vu/geM6Gr30Vq2/sI0lsb9uqmrCHntwRmrkjNHJHaOaO0MgdoZk7QiN3hGbuiGZ27gveET8B/FRmfnP9ro37MvOfIuJs4A3AwzZ47ccf4bEnAS8B/m+D19feqpqwh57cEZq5IzRyR2jmjtDIHaGZO0Ijd4Rm7ohmvBm8TPuAa9cfX8XqHRL/HbicDb+LY2Z+ZP5cRJwGvAZ4HPAnwO9ucgbtqaQJe2jLHaGZO0Ijd4Rm7giN3BGauSM0ckdo5o5oxpvBy3QJ8FDgi8AngbMj4jvA84AD2xoiIu4PnAc8Hfgb4MGZubXr6yDlTdhDK+U9gE00U96EPbRS3gPYRDPlTdhDK+U9gE00U96EPbRS3gPYRDPlTdjDwfZVD6CN+D1uudH/W8ApwEXAk1m9DH6jIuJuEfEG4PPADwGnZ+Yzd/kbrYGyJuyhJXeEZu4IjdwRmrkjNHJHaOaO0MgdoZk7opnIvLWzlHWiiIiHApdk5o17PPYDwFV7PXacZ3gFcDbwJeCczPzbTV5PR1bdhD30Ut3D+jo20Uh1E/bQS3UP6+vYRCPVTdhDL9U9rK9jE41UN2EPvVT3sL6OTTRS3YQ9HJ43gxckIm4A7pmZ/7n+9fuAX8vMK7c4w43A/wAfBg77TZ2ZT9nWTLusugl76KW6h/U1baKR6ibsoZfqHtbXtIlGqpuwh16qe1hf0yYaqW7CHnqp7mF9TZtopLoJezg8zwxelph+/Tjgjlue4e2AP2Hoo7oJe+ilugewiW6qm7CHXqp7AJvoproJe+ilugewiW6qm7CHXqp7AJvoproJezgMbwbruMrMs6pnUB/2oJlNaGQPmtmERvagmU1oZA+a2YRG9nB4voHcsiSH/tTDn4LsNpvQyB40swmN7EEzm9DIHjSzCY3sQTObaMpXBi9LABdExHXrX98BeGtEfHt80i6eh7LDbEIje9DMJjSyB81sQiN70MwmNLIHzWyiKW8GL8ufT7++oGQKdWITGtmDZjahkT1oZhMa2YNmNqGRPWhmE01Fpq/QliRJkiRJkqSl88xgSZIkSZIkSdoB3gyWJEmSJEmSpB3gzWBJkiRJkiRJ2gHeDJYkSZIkSZKkHeDNYEmSJEmSJEnaAf8PZlemDHkHcNQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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YibNX1zwvqnHxvHEc90dG+W78RzTqrojYurX/d0bEQXXeoRFxfWPeXr23MDEmOz6i6HZO0fX4NPJbMcp3wg8bacfXz8uCWu6VGts4MkqdfFFEbNvKa+16XHvWGTH19cWJjfd5UURcUNNHfR400aYgFnp9d/T6rGwSpb6/rG7jrV3KfHC0vodr+pOifP/u3Ujbt+7HwojYd5jj8IBjob6n6y6be+9jXdN71gER8Z4a41dE63xnMk1BXER0ryN6fq4j4pM1/8vqMhERa8XSdestEXF4Y50X1+1eEhEnDJdXj+Mw4+uIuv1pEQ81feWI+FLN6/KIeGFNn47XoQMZD7UM/YqJl9dYuCgifhMRT2jkNTvKdcXldZ0da/o2EXF2DLVn7NDal6W+O6Kcy54XQ+efBw5zHAYlJkZ9rTQZpiAeup5L1Hm9rhV6XYduHhHn1HKdGBEr1/Su1zB13idqPgui0e7V5TgcGhEfa6VtExGX1en7zxMi4pAYaku7ICKePI7j/tnGMbkyIm6v6bvE0t+N9193jVpm+hiQB/B0YFtgQSPtk8C76/S7gU/U6fc2ptcDbgVWrq/nA8+s02sCq9fp/YH/BVaor9dvLBN1+vHA5XV6K2DLOr0RcCMwu75eu1HGzzTK2Ex/LvB/dXpOc79GOA67A2e20r4JvLJOL67PLwW+3difjYF1xnHcHwVsXY/b9j2WeRxwdeN1z2WnUTzMA/bust3ZwKXApq04CWDNOr0ScA7wlBHi4UvA6+v0o4FFrW19BzgJOHiY4/A64NhW2tnA05pxBbwH+Exjma2BVcZx3J9Y810ErNtjmecAZzRe91x2OYmJucAPu6Q/DLgGWK2+/haw33AxUV+vBfyivo/b17Q1gJ2AA4GjRjgO1hFTEA/19fbA1zrHtKadBOxbp3cFvtalbA+u21i9y7zvAK+q013rm7F8roC1gVta5T4Q+Grzvajv/x+ABzX2dfNxHPf1gScBH6FH3QWsCNwEbFZfH9pr2ekaH/Q+pxj2+ABvB06gUacAe1G+YwL4BkPfG3sBp9b0pwDntPI6oubVs85giuuL1nY+Dby/Ts9hlOdB0zAW5tH9u6NrLAAbAtvW6bWAK4FHN+ZvAvwE+CONOoDyuToD+HFne5S65ur6vE6d7vq+TUQsMEK91O1Y1/RDe3weHg1cCKwCbE6po1ZcTuKiVx3R9XMNPBX4dX2fVwTOAuZ2Kfd5wNPr9JbA7xvvz/pjyWui4uIBvAcDUUdMt3gAPgh8uE6vQP1MMg2vQwc1HvocE09l6DO9J43vfuA44IA6vTJDbRM/BfZsxNT8xjrdvjtWpl4n1jItAjYa8JgY9bXSNI2HeYytbWK469BvAfvU6S8wdF7Z9RoGeDZwGjCrHudzadQnrfJsTeOar6Z9HHhfnV4ErAvsSKm3OnG2bq8YG8N78GbgmC7pPa+7hnvYM3iAZOYvKG9i0/MolR71udPan8BaERGUD9GtwD1RfgGdlZmn1TwXZ+ZddZ3XA/+dmffVeX9pLJN1mTVq3mTmlZm5sE7fAPyF8mEmM++E8osesFpjnTsbZb8/rzH6GfDIiNiwbmN14BnAKa3lNgRubOzPdZl5W11ncUR8OiLOr7/+rNdrY5l5WWZeMUKZXkq5QJ0yUxAPvbwM+G5mXlvX6cRJZmand+BK9bHU+96Oh/q8dp1+EHBDZyP1l6urgUtGKM+3gf8XEavU9eZQfpz4VWu5DYHrOy8y84rM/EeUX9Yvj4jjYqiX6uq9NpaZv8/MRSOUacrjAfoaE8OZBawWEbOA1anv8TAxAfAhysnDksa+/T0zf9VMG4Z1BJMfDxGxInAY8J+tbTwaOL1On1m32bY3cGo7tiJiLcrJV+e96lrfjEWNtV9QfqTp2Idl34/1gb8Bi+t6izPzmlqu+RFxeJQeKAui1aOktb2/ZObvgH8NU6zdgD9k5h/Huj8TpY/nFD2PT+2B8WzgK62y/rh+xyTwW8oFVKe8/1tnnQ3MbnzutwM2oFwADmdK64vGvgbwYvrwXdHWr++OXrGQmTdm5vl1+m/AZZSLuo7PUuqd9jnkmyk/JjXrid2B0zLz1vp+nQbs0aNIDzgWRtLjWA/necA3M/MftT66CuhZ/0ykftUR9P5cJ7AqtZGGcp7552bhImJLSl3+y5r0H8DnO+9PYxsj5tUw4+sImHbx8GrgYzWf+zLzljo97a5DOwYtHqCv5xG/adS5Z1PPCSJibUqD5Ffrcv/MzNsb2+96zUmX74667j/qy1UY/o75gYiJMV4rTbg+XocOd62wzHVo3eaulDaEdrl6XcM8Gvh5Zt6TmX+n/Ejb9VyiXhPeHkv38n0x5QeCpg2BWzpxlpm3ZGlT6/Qe/kSUu65/GxGPGOEYdPS63ux63TUSG4MH3waZeSOUk2fKCRDAUZTeajcAFwNvrRXPVpTg/G6U2zAPqxf0AFsAL4ly68Sp9YQKgIh4fkRcDvyI8gW7lHphvDKlx0In7VhKz6dHAp9rpL8xIv5Aaex5SyObzWuZfh4RT+u1w5l5L/BdyocKyi+7Z9YLhqZvAc+J0i3+0xHxxMa8NYDzM3Nb4OfAB3ptb5RewrIfvGPrtt9XK52pMJHxAPCR2kD62aiNrXWddWrjyHkR8arOwlFu772A8mV6Wmae05jXLR4OBV4REddRfo19c112DeBdlF/2h5WZf6U0DnQq5H2AE2ujQdMxwLui3JL64WZ8U37B+1JmPh64E3jDSNvtpZ4A7EE5qbi/mMBP6/F67XjzHqepiAmAHaPc6nNqRDymbu964FPAtZQ7B+7IzPsbZrrFRP2cbpKZP2ScrCOGNZHx8Cbg+538Gi4EXlinn0852XtIa5lujbGd5U9vXLD1rG8Y2+fqG3WbRMRGNd8zu5T7z8A1EXFsRDynNX+NzHwqpX44ZoTtjaTb/r+pfraOiXobXR9MyTnFMA6nNPLd121mlOEhXgn8X016GPCnxiLXAQ+LiBUovWXeOdIG+1hfPA34c9Yf1atRnQdNkan67hhWlB94n0i524iIeC5wfWZe2FruYZT6o32rdNcY6batCYqFB6JbHTDq8k+Rqagjuu5zZp5FqbdvrI+fZOZlrfK9lKXPAbcCtoqIX0e5RXyPWvbR5EVd1jqit4GLh4iYXZf7UJSGtZMiYoPOyjF9r0OnQzzA1J9HvIbScxzg4cDNlPPr30fEV6JcUwIcBBwWEX+iXJu8B4b97iDKkEUXUeLvE52GurYBi4lB07e2iWGuQx8C3J6Z99T1m9+rva5hLgT2jDLs5LrALpS7lHppXnc8Bfhrl/fpp8AmUYZ2ODoidm7NvzMzd6jH6nBGEBGbUe4gOqPL7F7XXcPLKe5e7mPErt9zWLrr/e2t+bfV570pPScCeASli/zaNf0OSmU5i9Jg9Zq6zmLgHXX6BcAvu2z/6cDPWmkbAldQhwRozVsROBrYv8u8lwHH1elVgIfU6e0olW7Xrvd1mZ2As+r0KcALGvOatyuvQrl95DDKL0671fR7Kb86UY/FBaM49vPpcls38GTg4lbaw+rzWpQP+qumYTxsWJdfhfKLWecWlKMov8KuQbmdYSGwVWu7syknaI8dLh4otwN3Ym5Hyi0eK1Aq7hfX9EMZ4fZp4BXAN+r0BQzdXto+PmvW2D4auJ3yJTQHuLaxzK7AKaM49ovocisopdHvB620jerz+pQvk6dPRjz0MSbWZmiIkL2AhXV6HcoX0nqUHhunAK/oFRP1vZ8PzOn1mQP2YxS3PmEdManxwFDv+84xah7TjSgnxb+n3KZ/HXXohUYc3Qys1KW8pwIvbLzuWd8whs8Vpff5zXWfDgKO7Pa+1f3fgXKRcBVwaGOZXRvrXEu99XCYbR5K99u+V6YMW7FBI20DymdhBcot88vc4jWd4qMTEwxzTtE+PsD/A46u03PpPvTMl4HDG69/BOzUeH065RziTcB/1rT9GHlomX7UF//TOT6NvEd9HjTNYqHrd8coPitrUm75f0F9vTqlUbgzlMsihm7/PomhoanmMXSr7zuB/2rk+b7mcZ+EWLi/TKM91jWtax0AfJ7G9yalx9sLh8t/GsVF1zqC3p/rR9R5a9bHWbTqfcp55HaN1z8ETqacg2xO+T6aPZq8Jjgupn0dMV3igXKukJ3PCeVao9twVdPtOnTg4qFfMdHIexfKnSOd47A9cA/w5Pr6COBDdfrIRky8mNqeQY/vjtZ2NqJ0PNpgmOPQ95hopO9HH4aJmIJ4GFPbBD2uQ+vrqxpl2oR6ncYw1zDAIZR2htOA4ykN2L2OwyaUz+QKlIbctzfmLWLo3GVFyjnvBykdpPZrLPPwOr0SpTF5pGP/LuBzXdJ7XneN9LBn8OD7cwzdkrAhQ7c37E/pLp+ZeRXlA/ZISkD/PjOvzvJryCmUsV2o8zq9GU+mjA+8lCzd/7eIoUGv16Z8Ef9Xllt32svfC5zI0C8sTd+kdsnPcvvbX+v0eZQexlsNs9+/BjaMMmD8Uym9SpdR8z01M98JfJShWwCWWXSYbY1kmV9asvwSRZZfBE9gim7pYwLjIcttmpnl1oVjG/twHWWMrb9nue3qF8D9A/fXdW+nNJ7s0Upvx8NrKL+SkuUX/lUplfiTgU9GxCJKw817I+JNw+z3KcBuUf5UYrWst5e2ZbnV5LuZ+Qbg65SGS1j2/Z/oeOgMjfAXymdrquIBpiAmMvPOrEOEZOaPgZVqHfEM4JrMvDkz/0X5cn1qs3CtmFgLeCwwv773TwG+H40/ZRsD64juJioenkg5ebuqvlerR8RVdZ9uyMwXZOYTKSdOZOYdjTK8GDi5xsT96i/vO1C+Uzp61jdj+Vxl5t2U3qTPZ5hfx+v+/zYzP1aXa353TVQ9sSel98f9tyRn5p8z894svSK+zNTWEU1Tek7R8m/Ac2s8fRPYNSK+3pkZER+gnMC/vbHOdSzdM2NjSi+THSm9LBdRflx8VUR8fJhtT2l9EeV2xRdQ6r5m3mM5D5psU3E+0VOUXuDfAY7PzO/W5C0oDXoX1vd2Y+D8iHgopRHgmzV9b+DoKMNN9YqRXiY6FkZlmDpgrOWfbFNRR/Ta5+cDZ9dzucWUHw+f0lmovmez6ueHRl7fy8x/ZRlm4wrKOMLD5tWFdUR3gxgPfwXuqnlAaexb6s9Fq2lzHTqN4gGm6DwiIh5PGVLqeZ3jUJe/LofuTP12I699KdchUGKiU8f2+u64Xz3fvITSE7eXvsfEgOpn20Sv69BbKMPNzKrr3/+9Otw1TGZ+JDO3ycxnUhqle/bIzsw/URp0d6ZcS3yrx3L3Zub8zPwApSNDr+uO0Vxz9Lq+6XrdNRo2Bg++71MqN+rz9+r0tZQxCam3xmxNGX/1d5Ru9J1xaHal/IoO5cO2a53emfKHHUTEIyLu/3fWbSm9mv4a5V8XT6aM43RSp0BRPKIzTRmn8fL6unl7x7OpH6KIWK9zC0BEPJxyonZ1r53OzKR8qI4DfpyZy4yNExHbRrkdmCi3jD6e8mcjUGK780/TL2PZ8WVHpeb7IhpjwETErEZj+UqU3k4Luucw4SYsHhoVd1C+qDr78D3gaXU/V6c03F5W38PZdZ3VKBXw5cPFQ6tcj6I0Bt+cmU/LzDmZOYfya9pHM7Pnv6LWk8D5lFu3uzbyRMS/xdA/mK5MGfunEw+bRv23WcothuONhwdRPjvfa6StEWUc1M7wF89i6uIBpiAmIuKhjTpiB8rn6691G0+pt9RE3d5lvWIiM+/IzHUb7/3ZwHMz89yx7rR1RE8TEg+Z+aPMfGjjvborMzvv6bp1v6H0sG0PqdBrPKsXUXqDNt+rXvXNeD5X36A0JG5Aia2lRMRG0fiXcmAbhuIBSq9/ImInyq1mzQbusVhm/zufrer5TG0d0TTp5xS9ZOZ7MnPjGk/7UP6E8xV1mwdQxn59aW0sa5b3VbVOeQrlfbkxM1+emZvWvA6mnKe8e5htT3V98QxKnXddI/8xnQdNgak4n+iqLvdV4LLM/EwnPTMvzsz1G/XOdZQ7gW7KzM0b6d8G3pCZp1D+aO5ZEbFOPQd4Vk3ragJiYVyGqQO+D+wTEatE+df5LSk91PplKuqIrp/ruo2d6/fBSnWd5tAO3dbq+pUAACAASURBVL5bTqH0HqR+725VyzVSXkuxjuhp4OKhvlc/oPS2o5ajUxdN1+vQ6RIPMDVtE5tSGvZemZn3n1tk5k3AnyJi65q0WyOvG2oenW10/veo63dHRGxcr2ep3x3/RvkxqatBiIkB1be2CXpch9b36kyGjvf95ep1DRNlKMyH1OnHU967kf6T4huU3s9/6PY+RcTWrTqp63VHfT5ruA3VmF+nx3Lj/9+a7EP3ch89u35/gzLeyb8oJ8CvoYx5cjqlQjsdeHBddiNKgF5M+aA0bzF7JnBRnTePoX9unE3pkXVxDaQn1PR3UX4Nu6Cm71TTX1HLckHjsQ2lMvt1Y9vHU29boXS37+R1JvCYmv7Cmn4hcD7wnFEcjydSfiXZo5Xe+cfOPSi3Fy6oj2OAVTvLUP6k6jzq7QPDbOf59Xj/gzKe5E8a8+ZSfpVuLr9Gzfeiuk9HMAn//DwF8XBGY/mvU4cBqPPeSamYFwAH1bTHU26puKimd27dGC4eHl3nXVhj4lld9vNQRhgmovE+JfDIRtoc6q0qwKsa+3kJZaywqMtcShkr6iLKL9A9/2mTMr7YdZTbkG4AvtKYtx/lj16ayz+87t+FdbuHTOM6omtMUH7J7Hx+zwae2sjrg5TG/wXA1xj6E4auMdHan/k0hl2g/MJ6K+Xzex2Nf5e3jpj6eOh2TOv03jX/Kym9NlZpfSavp/6Tcpf3e48u6d3qmzF/rii3m90MfLxbnAGb1ff6coZuA9uisczHgN/UcuwwzHYeWo/3nZThaK5jqM5bnfJDyYNa63ytHt+LKCfOG05WPTGF9UWvc4qex6f1uflh4/U9lF5PnXONzvdLUG6j/0PdTrdhWvZjdEPLTEl9UZefBxzYShvzedA0ioVe3x1dY4Fyu23WvDrv+V5dyr2I7sM1zaNxqy/lvy6uqo9lhi2b4FjoWqbhjvVIdQCld9IfKA0Rey5HcdGrjuj6uabcTvtFykX+pcBnWuW9msY5YCOvz9TlL2bo3+OHzcs6YnrHA+X7/Bd1O6cDm9b0aXcdOqjx0OeY+ApwG0PfD+c28toGOLfmdwqwTk3fqR7vCynDDW3XZX/mMTTEUKdMF9bn1w56TNT0RYzhWmmaxcOY2iZq+jLXoTX94ZQfVq+i9BTvpHe9hqF0WLu0Ps4GthnF8VivHov2Z3cR5U7o7SjXFZfW/f0uQ8NHLKKMG30OpYH8ESNs61Ba1zc1fQ49rrtG84iaibRciYjFmblmv8uh/ovy5zQ/zMzH9rkoGiDWEWqKiPmUH6XG3Etdyz/rC0nDsY5Qk/GgNmNCTVGGLdk+y7AXfeMwEZIkSZIkSZI0A9gzWH0VEedQbitvemVmXjwJ2/o8ZTygpiMy89iJ3pbGro7Tc3qXWbvl0B8HTOT2Tqb8UU3TuzKz51iDmnrWEWqayvcoIvYH3tpK/nVmvnGit6WJYX2hjsmMhak+X9HEsY5Qk/GgNmNCTVPZXhARh1D+X6XppMz8yERv6/5t2hgsSZIkSZIkScs/h4mQJEmSJEmSpBlgVr8LoOEtuQe7bg+gVWcR/diu8TCY+hUPYEwMqpleR1x87R39LgIAj9v0Qf0uAmAdoWXN9DpCS7OOUJt1hJpmeh3x8TMW9rsIALx71y37XYT7WUeoaTzxYM9gSZIkSZIkSZoBbAyWJEmSJEmSpBnAxmBJkiRJkiRJmgFsDJYkSZIkSZKkGcDGYEmSJEmSJEmaAWwMniQRMTciMiLW7XdZJEmSJEmSJMnG4Coi5kfEUf0uhyRJkiRJkiRNBhuDJUmSJEmSJGkGsDEYiIh5wM7AG+vQDhkRW0TEVyPimoi4OyIWRsR/RsQKjfUeFxGnR8SdEfG3iLgwInbpsY1VIuLkiDg/Itafol2TJEmSJEmSJABm9bsAA+KtwFbA5cB7a9ptwPXAi4GbgR2ALwF/Bb5alzkBuLDOuwd4HLCknXlErA18j9L4Pjcz75ysHZEkSZIkSZKkbmwMBjLzjoj4J3BXZt7UmPX+xvSiiNgWeClDjcGbAZ/KzMvr66u6ZL8e8HVqw3JmLtNYDBARs4HZ7fQbb76N2bOXSdZyznhQmzGhJuNBbcaEmowHtRkTajIe1GZMqMl4WP45TMQwIuLAiDg3Im6OiMXA24BNG4t8BvhKRJwREYdExCO7ZPNT4DrgBb0agquDgGvaj6OOPHxC9kXTjvGgNmNCTcaD2owJNRkPajMm1GQ8qM2YUJPxsJyLzOx3GQZCRMwHFmTmm+rrlwDHAQcDvwHuBN4IPD8z5zTW2xLYE9gdeCZwYGYeExFzgTOBL1CGmnhGZv5+mO33+uXlGn95GTyrziImM3/jYXqZ7HgAY2K6mel1xMXX3tHvIgDwuE0f1O8iANYRWtZMryO0NOsItVlHqGmm1xEfP2NhX7ff8e5dt+x3Ee5nHaGm8cSDw0QM+SewYuP1TsA5mXlUJyEitmivlJkLgYXAkRHxP8ABwDGNRd4H3Ar8LCJ2y8wLum08M28Hbm+nL7lnHHuiac94UJsxoSbjQW3GhJqMB7UZE2oyHtRmTKjJeFj+2Rg8ZBGwQ0TMARZTxv/dLyL2rNP7ADtT/liOiFgN+BRwUl13A2oDcjvjzDwkIoKhBuELJ3lfJEmSJEmSJGkpjhk85FOU3sGXAjcDpwLfAk4AfgfMAT7dWP5eYB3KUBJXACcDZwFv75Z5Zr4X+DJwekQ8YVL2QJIkSZIkSZJ6sGdwlZlXAju2kl9TH03/XZf/J/CyYfKbD0uP25GZ7wHe80DLKkmSJEmSJEljZc9gSZIkSZIkSZoBbAyWJEmSJEmSpBnAxmBJkiRJkiRJmgFsDJYkSZIkSZKkGcDGYEmSJEmSJEmaAWwMliRJkiRJkqQZwMZgSZIkSZIkSZoBbAyWJEmSJEmSpBkgMrPfZdAwltyDb9AAWnUW0Y/tGg+DqV/xAMbEoLKOUJN1hNqsI9RkHaE26wg1WUeozTpCTeOJB3sGS5IkSZIkSdIMYGOwJEmSJEmSJM0ANgZLkiRJkiRJ0gxgY7AkSZIkSZIkzQCT0hgcEfMj4qgHsP7ciMiIWHciy9VlO/tFxOLJ3EZjW4dGxIKp2JYkSZIkSZIktc30nsEnAg/vdyEkSZIkSZIkabLN6ncB+ikz7wbufiB5RMTKmfnPCSqSJEmSJEmSJE2KyewZPCsijoiI2+rjsIhYAUoDakR8IiKui4i/R8TvImL3Lnk8ISLOiYi7IuLciNi2MyMiHhIR36h53B0Rl0TE/o35r4uIP0fEUg3eEXFCRHyvTi8zTERd76qI+Gd9/o/W/IyIN0bEdyPi78BHI2LFiPhqRFxTy7IwIv6zs7+SJEmSJEmS1G+T2Vj58pr/jsDrgNcCB9V5xwI7Ay8DHgccB/wgIp7QyuNjwLuBbYG/AsdHRNR5qwLnA/8PeAxwBPDFiNitzv8WMBt4RieziFgDeB7w9W4FjojnA0cBhwOPrXkeHRHPaS36AeDHteyfr/t5PfBi4FHAIcB7gf2RJEmSJEmSpAEQmTnxmUbMBzYCts66gYj4L+BASiPwQmBOZl7bWOcU4IbMfENEzAXOBPbIzJ/U+f8G/ArYJDOv67HdbwKLM/OA+vrk+vqV9fUrKI23G2TmkojYDzgqM9es838NXJGZr27kOQ94RGbuVF9nXefNIxyDjwPbZ+Yz6utDgb0z87EjH8EhS+5h4t8gPWCrziJGXmriGQ+DqV/xAMbEoLKOUJN1hNqsI9RkHaE26wg1WUeozTpCTeOJh8kcM/jsXLql+SzgQ8BOQACXDnXyBWAV4IxWHhc1pm+oz+sD10XEipRewy8BHlbXXxmY31jn68C8iFg9M++i9Fb+dmYu6VHmRwHHtNJ+BTy3lXZue8WIOBA4ANgMWA1YCfhjj+0sIyJmU3oyL+XGm29j9uxlkrWcMx7UZkyoyXhQmzGhJuNBbcaEmowHtRkTajIeln/9GtM2gScB2zQejwJe3VruX611YKjMBwPvAA4Ddqt5nEJpEO74IXAP8LyIWJ8yZETXISK6bGe4tL83X0TESyhDS8wDdq9lObpVlpEcBFzTfhx15OFjyELLEeNBbcaEmowHtRkTajIe1GZMqMl4UJsxoSbjYTk3mcNEbAg8sjFMxCHAG4BdgCuAXTPzzB7rz6UME7FeZt5S0+ZQAvBJmXluRPwAuDUz963zA/g9cHtmzm3k9eValp8A/wlslpn31Xn7MbphIrbIzKfV1wm8KDO/3Vjmc8DjM3PnRtr3a9qc+vpQhhkmYphfXq7xl5fBM9m3ZRgP08tU3KZjTEwv1hFqso5Qm3WEmqwj1GYdoSbrCLVZR6hp0IaJ2Ag4PCKOpvzR2juBD2fmlRFxPGX4hndQ/gTuwcBc4OrM/O4o878SeElE7ATcArwZ2JzSINz0deBndd4JnYbgHg4DToqI84CfAntQhpZ4wSjKsl9E7AlcBexDGRv5tlHuC5l5O3B7O33JPaPNQcsT40FtxoSajAe1GRNqMh7UZkyoyXhQmzGhJuNh+TeZjcHHAysC51CGWfgq8Nk6b3/gEOCTwMbArcBvKb2BR+vDlAbeU4G7KUM0HA88urXcL4Dra/o+w2WYmadExJspQ1AcThnz9w2Z+YMRyvJFytAQJ1DGQ/4O8GmWHfZCkiRJkiRJkvpiUoaJ0MTx3xoHk//eqSb/4Vdt1hFqso5Qm3WEmqwj1GYdoSbrCLVZR6hpPPHQrz+QkyRJkiRJkiRNIRuDJUmSJEmSJGkGsDFYkiRJkiRJkmYAG4MlSZIkSZIkaQawMViSJEmSJEmSZgAbgyVJkiRJkiRpBrAxWJIkSZIkSZJmABuDJUmSJEmSJGkGmNXvAkiSJEmafOddc1u/iwDAdpuv0+8iSJIkzVj2DJYkSZIkSZKkGcDGYEmSJEmSJEmaAWwMliRJkiRJkqQZwMZgSZIkSZIkSZoBbAyWJEmSJEmSpBlgWjcGR8ShEbFggvKaHxFHTURekiRJkiRJkjRoZvW7AA/Qp4DPTVBeLwD+NUF5SZIkSZIkSdJAmdaNwZm5GFg8QXndOhH5SJIkSZIkSdIgmrJhIiJilYg4PCL+HBFLIuLsiNipzpsbERkRe0bEeRFxd0T8MiI2joidI+LCiFgcET+MiIc08lxqmIiIeFxEnB4Rd0bE3+p6u9R5K0XEkRFxQ0T8IyL+FBEfb6y71DAREbFORBwXEbfV8vwsIh7TmL9fLdNuEbEgIv4eEWdGxOaNZTaJiO9FxK0RcVdEXB4R+0zeUZYkSZIkSZKk7qayZ/AngRcDrwauBt4O/F9EbNlY5oPAQcAdwAnAicAS4LXAvcBJwKHAm3ts4wTgQmAH4B7gcXV9gLcAzwf2ARYBGwNbD1PeeXX+84DbgI/U8m6VmXfXZVYB3lP3aQlwHPAFYPc6/2hgVWAX4M4RtidJkiRJkiRJk2ZKGoMjYg3g9cABmfmjmnYgsCvwRuBnddH3ZeYv6/wvUMYD3i4zz69pxwF7D7OpzYBPZebl9fVVrXlXAr/MzASuBX7To7xbAs8Fds7MX9S0V9Z1Xg58pS46C3hjZl5Rl/kUcGxErJCZ99VtficzL6zLXzPMMZoNzG6n33jzbcyevUyylnPGg9qMCTUZD2ozJtTUKx5OPfca1lr7QX0okfrNOkJNxoPajAk1GQ/Lv6kaJmILYCXg152EzLwXOAt4dGO5ixrTf67PF7fS1h9mO58BvhIRZ0TEIRHxyMa8ecA2wJUR8fmIeHZE9Nr/RwH31fJ1yntHLUuzvP/oNARXN1D2s/PpOAL4r4g4KyI+HBHbDVP2gyiNxUs9jjry8GFW0XLMeFCbMaEm40FtxoSausbDt+b9T18Lpb6yjlCT8aA2Y0JNxsNyLkon2UneSMQTgAuALTLz6kb614HVKD2AzwTWy8xb6ry9gZMyMxrLHwh8ODPXra8PBfbOzMc2ltkS2JMyVMMzgQMz85g6by1gD0qP5BdRhpR4ZmbeFxHzgQWZ+aaIeB7wXWDVzPxXI+9fAedk5jsiYj/gqMxcszF/bpf92BjYC3gGZciJj2XmoV2OUa9fXq7xl5fBs+osYuSlxs94mF4mOx7AmJhurCPUZB2htn7VEaeee801g9AzeLvN1+l3EQaKdYTaPI9Qk3WE2qwj1DSeeJiqMYOvAv4J7EQZL5iIWBHYkTLO74TJzIXAQuDIiPgf4ADgmDrvb5Rxh0+KiHnA2cAjKMNHNF1K6TW9I9AZJmJtyhjEx46xPNcBXwK+FBHvAt5KGfe4vdztwO3t9CX3jGVrWl4YD2ozJtRkPKjNmFBTr3j49cLb+lAaDQLrCDUZD2ozJtRkPCz/pqQxODP/XhtmPx4Rt1C6mL8N2IDyJ2sP+I/VImI14FOUxt5FNe+dgHPq/LcDN1J6KP8LeBnlT92u61LehRHxPeCLEfFayofgI3X5UTdeR8QRwKmUxua1Kb2SLx3XDkqSJEmSJEnSAzBVPYMB3lWfj6V0N/89sEdm3hgRD7gxGLgXWAc4Dngo8Ffgh8DBdf7fgHcCWwJZt79nZt7VI7/9gcOB7wOrUsY73iMz7x5DmVagDIGxSd3+6cA7xrC+JEmSJEmSJE2IKRkzWOO35B58gwbQVIzb1I3xMJj6FQ9gTAwq6wg1WUeorV8x8euFtw1EPDhm8NKsI9TmeYSarCPUZh2hpvHEwwqTURBJkiRJkiRJ0mCxMViSJEmSJEmSZgAbgyVJkiRJkiRpBrAxWJIkSZIkSZJmABuDJUmSJEmSJGkGsDFYkiRJkiRJkmYAG4MlSZIkSZIkaQawMViSJEmSJEmSZoBZ/S6AJEmSpMm33ebr9LsIkiSNycKbFve7CABs+dA1+10EacLYM1iSJEmSJEmSZgAbgyVJkiRJkiRpBrAxWJIkSZIkSZJmABuDJUmSJEmSJGkG6GtjcERkROzd63WX5efUZbafmhJKkiRJkiRJ0vJhVr8LMEZ/AjYEbul3QSRJkiRJkiRpOplWjcGZeS9wU7/LIUmSJEmSJEnTzaQOExERe0TELyPitoi4NSJ+EhGPegD5LTVMRETMra/3jIjzIuLuur2NI2LniLgwIhZHxA8j4iGNfJ4UET+NiFsi4s6I+FVE7Nja1lYR8fOIWBIRV0TEXjWv/RrLPCwivln377aI+FFEbNmYv0lEfK/u+10RcXlE7DPe/ZckSZIkSZKk8ZrsMYPXAA4HdgDmAncAP4iIlSd4Ox8EDgKeDKwDnAi8H3ht3e5jgEMby68FfA14Wi3bBcCPI2JdgIhYATgZuAd4CrAf8AFglU4GEbE6cCawBNgZ2BG4EfhZnQdwNLA6sEstw0HA7RO325IkSZIkSZI0OpM6TERmfqf5OiL2B+6kNMD+agI39b7M/GXdxheAzwHbZeb5Ne044P4/psvMM1rlejPwQmAP4OvAM4GtgWdl5vV1mbcBv26stg8QwP6ZmXWZ1wF/Af4f8C1gM+A7mXlhXeeaCdxnSZIkSZIkSRq1SW0MjogtgA9ReuyuR+mJvAKw6SjWPZXScxfgj5n5mGEWv6gx/ef6fHErbf1G3uvXcu0CbACsCKzWKNcjgRs6DcHV74D7Gq+3AzYH/hYRzbKsDmxRp48AvhARewCnAydn5nnddiAiZgOz2+k33nwbs2cvk6zlnPGgNmNCTcaD2owJNRkPajMm1GQ8qM2YUJPxsPyb7GEifkBpBH4dpUH4iZShF0YzTMQBwDb1sdcIy/6rMZ0AmdlOa+7rccCTgLcBT63buK5RrujkM4wVKMNLbNN6bAV8sZbhq5QG42Nr+m8i4tAe+R1E6Tm81OOoIw8foRhaThkPajMm1GQ8qM2YUJPxoDZjQk3Gg9qMCTUZD8u5qCMcTHzG5Q/bbgF2zcwza9q2wHmUoRXmRUQCL8rMb9f5S73ukuccShA+KTPPjYi5lHF718vMW+oyewMnZWY01jsQ+HBmdsYE/hvwlsw8tr7eAPgT8NHMPDQidgd+BGyamTfUZXYEftMo+38AhwFzMnNU4wBHxLuAt2bmRl3m9frl5Rp/eRk8q84iRl5q/IyH6WWy4wGMienGOkJN1hFqs45Qk3WE2qwj1DTT64iFNy3u6/Y7tnzomv0uwv2sI9Q0nniYzGEibqM0Bv9HRPwJeBil8fSeSdzmaF0JvCIizqH8yd0ngX825p8GXAEcFxEHU4aQ+Ayl7J3W8+OBg4HvRcT7gWuBTYDnAV/IzIURcQRwat3e2pQxiS/tVqDaoLxMo/KSQThamnLGg9qMCTUZD2ozJtRkPKjNmFCT8aA2Y0JNxsPyb9KGicjM+4CXAI8HFgCfB94H/GOytjkGrwbWpPRS/iZwDLCoM7OW/fnAKsBvKcNKfITSELykLnMX8HTgauAk4PK63DqUhnAox/dzlAbg0yhjF+87mTsmSZIkSZIkSd1M2jARy5uIeAJljODte/0J3GRYcs+IYxerD6biVp1ujIfB1K94AGNiUFlHqMk6Qm3WEWqyjlCbdYSaZnod4TARy7KOUNOgDRMxrUXE84G/AwuBOZRhIi4Ezu9jsSRJkiRJkiRpXGwM7m0t4BOUcYBvA+YDb0u7UkuSJEmSJEmahmwM7iEz/xf4336XQ5IkSZIkSZImwqT9gZwkSZIkSZIkaXDYGCxJkiRJkiRJM4CNwZIkSZIkSZI0A9gYLEmSJEmSJEkzgI3BkiRJkiRJkjQDRGb2uwyaRBExGzgIODwzb7ccg1GOfhmU/bccg2NQjoHlGAyDsv+WY3AMyjGwHINhUPbfcgyOQTkGlmMwDMr+W47BMSjHwHIMhkHZf8thY/ByLyLmANcAm2fmIssxGOXol0HZf8sxOAblGFiOwTAo+285BsegHAPLMRgGZf8tx+AYlGNgOQbDoOy/5Rgcg3IMLMdgGJT9txwOEyFJkiRJkiRJM4KNwZIkSZIkSZI0A9gYLEmSJEmSJEkzgI3BkiRJkiRJkjQD2Bi8/Lsd+GB9thyDU45+GZT9txyDY1COgeUYDIOy/5ZjcAzKMbAcg2FQ9t9yDI5BOQaWYzAMyv5bjsExKMfAcgyGQdn/GV+OyMyp3qYkSZIkSZIkaYrZM1iSJEmSJEmSZgAbgyVJkiRJkiRpBrAxWJIkSZIkSZJmABuDJUmSJEmSJGkGsDFYkiRJkiRJkmYAG4MlSZIkSZIkaQawMViSJEmSJEmSZgAbgyVJkiRJkiRpBrAxWJIkSZIkSZJmABuDJUmSJEmSJGkGsDFYkiRJkiRJkmYAG4MlSZIkSZIkaSbITB8D8ACOAf4CLGikPRg4DVhYn9ep6Q8CfgBcCFwC7N9YZ1Pgp8BlwKXAnNZ2PgcsbrzeDDgduAiYD2zcmLdv3fZCYN+athZwQeNxC3B4nfd04HzgHmDv1nY/ASyoj5cMcxwOBT7WStsGuKxOLwLWrdOH1P2/qJblyeM47l3LDOzS2s8lwL/XefOAaxrztpmOMQEE8BHgyjrvLTX95fWYXgT8BnhCI6+31fwXAN8AVq3pu9bjuAA4DphV09/ZOE4LgHvrPmzdOr53Agf1OA77Ad9opa0L3AysUuN2+5r+auDiWvYFwPPGcdwfCZwF/AM4uDVvUc3/AuDckd6X5SgmnsfQ5+xcYKdGXv8H3A78sEeZ23XOfvW967z3BzTm3dtI/771xLSIjQCOBK6qx3jbRl5d631gc+CcWq4TgZVr+tvrNi+ifC9tVtM3A86rx/ES4MBhjsM84HWttH8HflynF9fnFWq5F1A+078DNh/HcT+x8R4vAi6o6XOAuxvzvjCZ7/9UxcEwn+vhziW61hH0/t4Yrr4ZtlyN5Q7FOmIg46HOXxu4HjiqkbYy8CVKHXM58MKa/tnGMboSuH2kY2s89Dcueu0Lw5xf1vkrAr+nUVcAv2zkcwNwSmPeXIa+F34+Ul6TERc0zkG75L868CNKPF8CfLwxr+v3XZ03qnOh5TkmgE2AM2s+lwBvbb1HZzP0HbFDa1+eVI9h87P3yZrPZZTv/uhxHObxAM8hmnHTJf/h9uuwGisXAScDs2v6HKbwfGIKYmE81xpdPxO98upVPzANrz+HKzOlDru+MW+vaRgP8+heN3RtQ2h8xpa5Hm9s62AgGaq/hyvXtLr2HOHzcDxwRT1exwArjbidiQ4YH+N71Dd829YH7ZPAu+v0u4FP1On3NqbXA25l6GJ6PvDMOr0msHojv+2Br7H0CftJDDX07gp8rU4/GLi6Pq9Tp5dp4KJcoD+9Ts8BHg/8L0t/AT+bUlHMAtagVPBr9zgOWwNXt9I+DryvTi+iVMQ7UirMVWr6usBG4zjuXcvcWubB9RivXl/P67XsdIoJYP+63yvU1+vX56cyVKnvCZxTpx9GqaxXq6+/RfmiXAH4E7BVTf9v4DVd9uc5wBld0lcEbqJxItyavzblR4dmLB8IfLWxf9sDGwN/AB7U2NfxNO6sTzmR/AjdG4OXOcHr9b4sRzGxJvXEmfJ5ubyx/d3qe7vMBRfd65z9aDQAtJZfPNIxqMtZTwxObOwFnEo5IX8KQ/VFz3qfUnfsU6e/ALy+Tu/S2N7rgRPr9MqN93DN+v52fR+B3YEzW2nfBF7ZjDHgpcC3G/uzMQ/wRxzg08D7GzGz4IHkN4hxUF+P+lyivl6mjmCY7w2Gr296lqt1HKwjBjQeatoRwAks3Rj8QeDDjfjo9l37ZuCYkY6t8dDfuOi1L/Q4v2zMf3uNi14/Ln8HeFWdnk1pUNi0vl5/LHlNVFwwcmPwLnV6ZUrD9p71ddfvu/p6VOdCy3NMABtSf1ymdES6Evj/7N15uBxVnf/x9weCQdYgm0GWsCOjsorIIERAAUdh0CjgxqLj4I4MyCA/BWdk0MElCjKIIsEFkB1FUBCIoLIvCQEhLAkSiMgSlrCHfH9/nNP31q3b1X3vze0l6c/ree5zu6uqT52q+vapU6dOnd48v7+8sB/fA0wtpLc0BncOSwAAIABJREFUcBVwaW19eR1/zvOWzsdyYsV+WOQ6BI0bgxtt17vpvyn6rcI+nkAb6xNtiIWRXGvU/U40SKth+VCIlcXi+rMqz6QGyrrLLkbxMIUm5z5KbQg0v+Hye+BB+htnG+Vrsbv2bPB9eA/pekykTnufbrYeDxPRJSLiGlJgFu1N6i1D/v+vtcWBFSWJ9GV6ElggaXPSSeSKnOb8iHgeQNLSpDuOXy6tY3PSHWlIdyr3zq93B66IiCcjYh7pon6P4gclbUwquK7N65sdEdOBhXXW8ceIWBARz5HuyuxBHRFxD/CUpLcVJn+IdCIuGg88HhEv5c89HhGP5HzNlvQtSTfmv43qratJnosmAZfV9mW7tDomSJXP/4qIhXneP/L/v+RjDunO+9qF9Y8BXitpDKmS+wiwKvBSRMzMy1wBfKDOJu1PKpjKdgXuj4gHK/bDM8A1pBNBzX510loDeBaYX9jWWQCSpkqaLOkvkmZI2q7euvLn/hERNwGvVC1TR9VxGVUdjIn5kc8ypIa92msi4krSfh+gQZmzyFxODNap2Mjr+Fkk1wPjJI2notzP69yFdBE1IF8RcXVhfX1lT0S8XDuGpN4YjeoufwA2y3lA0nLAbsBFpeXGA3ML2zOnVu5Jmi/pO5JulXSlpNUbrI/8GZFisF4Z1zZdWJeoKiMqzxtV5U2T+CzvB5cRdGc8SNoGWJPUoFN0MHB8XsfCiHi8ziZV1SMa7lvHw0BtOF9UrbeyfilpbdJNxJ/U+6ykFUnnjlpZ/mHggoj4W077H4VlG6ZVyM8ix0WT9J+PiKvz65dJvbxq57W657tO6baYiIi5EXFrfv0sqTfhGwrrXym/Xpl0LVLzedJNg38UpgWwLPnGMrAM8GhFlha5DtFkeyu3KyIuj4gF5X3Rbt14rdFAVd20snwoWByvPxvmuRU6VTaUVJ376/keqU5SjJ+6+RrG+ru1HlH+zKX5eiyAGxlCGeLG4O62ZkTMhXTyIBU2ACcBbySd/O4gPWKyENiEFKQXSLpN0gm5og7wOVI38rmldUyjv+FuH9IXZVXSiemhwnJz6D8J1+xPupPdrLCeBuwpaTlJq5Huhq/TYPmzSIUtkrYHnoiIe0vLXA6sI2mmpJMl7Vya/0xEbEfaV5Ob5K+ZegX/cZKmS/qepLGLmP5wjGZMbAjsK+lmSZflxv2yT5B6/RERDwPfBv4GzAWejojLSXdNl5G0bf7MJErHN1em9iBV0Mrq7d+yYkyslbfr6tIy00iVu1mSTpf0vtL85SNiB+AzpEcnRiKAyyXdIulThelVx6Ud2hITkvaRdDfpkceDh5CvqjIH4AP5+3OepGKsLJvXfb2kZg3qLieaa0dsVJ0rqsr9VUmPeS8oLV/WV/YASFpH0vS8rm9VXYhHxKvABaQKGsBepF4+5cbIc4D3Sbo9N/xuVZi3PHBrRGwN/BE4pt66St4BPFqKwfXzfvyjpHcMIY1W6WRdokrD80ZFedMoX/W4jKivY/EgaSlSD/ojigtLGpdf/rfSTZhzJa1ZWmY90hAzV9XZpuHWIxwPg41mXEDzbRlQxpP255epvvDdB7gyN9CQ17+KUmPLLZI+Poy0ikYjLprKMf4++m+SFJX3xXDqQq3U6ZgAQNIEYCvS8FIAhwInSHqIdF1yVF7uDaQ4OaX4+Yi4jnTNMDf//T4i/lpvg0epDjEkdbar6GAG7otO1yc6fa1R9Z2oSqtR+VCzOF1/Nsrz5/L36qeSVlnE9IeqbWWD6rch1L0el7QX8HBETCvltypfsHheezbMs6RlgI+RhmlrLFrYrdx/I+oOXuyC/1Rp/rz8fxLproeAjUiP7q+Upz8NbEDqwXk+6cS6FvAn+h89KT7KtxbppHcb6bG9OaS7rEcA/6+w3FeB/yjl5y5gmzrbMYXB3dmPJo1rcgVpPJMvNtgP65Au+JcifUkOK8ybTX+X/6VJ4wF9nfTIxIGFZTbIr5chfVGb7ftBec7Tx5PGBlqmNE2ku8tnkB8LXpxiohYHtWMKvB+4tpT2O0l3rFfN71chXYStnvfrRcBH87y3k3qI3wh8A7itlNa+wG/qbN9rSI0CazbZD6/Nx2ElUiXwB4V5U+kfs0nAdqSK4X3AsYVldil85m/ksbgarPNYBg8TUXsscA3Syb82RErd47KkxUSevhPwh9K0iQx8BLxRmbMq/Y/OHMLAx35q+3cD0vd4wwb7weVEF8QGqcJeHNftSvJ5gTrlPqn8uK90HO8o5fOjpF4xY+ts41qkcqayzAB2BK7Lry8C3l+YV4zFsaTHUk8g9RLYNU9/tRC7G5DHAW6y7/+Pwjkyp10rO7fJsVp3eKTFJQ4YQV2iMH8ig8cMbnjeyMv0lTeN4rNiP7iM6LJ4IDUefzkvcyB5mAjSY5RB/zjBhzF4aIkjgROHsm8dD52Li6FsC4Prl+8FTs6vJ1J/2KnLavGR359EOk8sn+PnXlKDQ9O0RjkuplIxTEQhnTE5/4PGJqXO+Y5h1IWW1JgoTF+BNCRh8Tz+A/rLig/Rf444F9i+/N3LefxtTmsF0iPcOzXYD4tah+iLmwbrGLRdhXlHk8YMVmE9ba1PtDgWhn2tUfWdqEqLivKhkN5idf1ZlWfSUzZLk8qv46gzjNJiEA/NyoZBbQjUuR4nPbF8A/3Ddcymv/yum69GsVWxH7qiHtEsz8CPyb/p1ezPPYO726Pqf0xlPP2PvBxEevQhIuI+UkBvRqps3xYRD0TqdXURaYyXrUiBf5+k2cByku4DiIhHIuL9EbEV6eRDRDyd0yr22FubwmM4krYgXQDcMpQNiYjjImLLiHgX6YtYvotSXPYhUmDvTOpZck7Fcq9GxNSIOIZ0gVEcmiAqXg/Xh4ALI6LvkY1Ij/hEpO7/p5MK/3YZrZggz6vdZbuQNC4NOe23kB6v2zsinsiTdwNmRcRjeX9cQBqHi4i4LiLeEelO1zUMPr5Vd1/3JPXAq3pci5z+C6S7W/s0SIu8/TdGxPF5uaqYqPe+qci9ESM9bnQh/ce+6ri0Q1tioibS40IbKvX2rNKozHki+h/5/zGpYltLu7Z/HyBVoCp7WricGJJ2xEbluaKi3H+cNJTEmPLyOZ+7kc5FexXipE+OkTtJPXGr/BkYn89TO5DGDhwkIl6KiMsi4gjgf6ge3qVhbORteT/px+SKaT+RX99CGk9uk0bptFAn6xKVhnDeKJc3jeKzXvouI+rrZDy8ndSLaTapR9/HJX0TeAJ4nlS2QGrUKR/bqnP/oH1bj+OhqVE7XzTalor65T8De+W4OBvYRdIvCp9ZNafx20J+5wC/i4jnIg0pcg2wRbO0ykYpLpo5Fbg3Igb0Aqs63w2nLtRinYyJWu+284FfRsQFhXwdQLoGgVRW1NLaFjg7H/tJwMm519w+wPWRHk2fT2qY377Bdo92HWKABtuFpANINzQ+EpFadbqkPtHRa40G34lGddN65UPNYnX9WZXniHg0l00LSddUi1s9YijnvkH7Pepfj29IenpoWi4D1gZulfT6BvlaLK89G+VZ0jGkjjeHDSUtNwZ3t1+TTnjk/xfn138jjRmD0mN0m5J+4O0m0iMRtfENdwHuiojfRsTrI2JCREwAno+IjfLnV1N6bA/S3aza4wu/B94taZX8yMG787SaIY/dImnpXJGrnfDfwuCx4srOIt3BuT8i5tRJc1MNHNZgS9JA4TX7Fv5fN5R8Vhi0nYXCT6QT/4xFSH+4RiUm8uuL8ntIhdrM/Pl1SZWsj0X/eI61dWyv9Ni38vr+mj+zRv4/ltR7p+8RLUkr5/QvZrDhjAF0FqlgW5N0t3cASWtJKl481o0JSTuShrho2FBRJ/3llcasQ9LypO9E7dhXHZd2aEdMbJSPOXkfv4Z08V5XkzJnfGHRveiPoVVqjwblyt8/F/JVxeVEYy2PjbyOjyvZnvTdmltV7ueLm6tJF2oD8qX0mOWPSBfGA8Z/lPTa/HoVUmzcU7XReR3nkHoYXBoRL5aXkbS10iN/5HPgW+iPjaUK+fswqfdjI7uRfuikLwYlra78CJykDYCNSfu4EzpZl6hUdd5oUN40is8qLiMG61g8RMRHImLdvPzhpPHG/zN/Z39D6klDzkffsZW0KenppHrHYLj1CMdDfaN2vqjalqr6ZUQcFRFr57jYj/TE0EcLefsgqYdvsSy/GHiHpDFKjxG/jfSr7s3SqmdR46KSpG+QesUfWppedb4bSV2oVToWE3m500jH9LulfD1CqofU1nEvQESsXyiPzgM+ExEX5fzunGNlmfzZusNE5HQWtQ5RqdF2SdqDdC7cKwrjqXZJfaJj1xpNvhNVddO65UNhexab68+CyvNGtg+LWT0iL1d57qvXhlB1PR4Rd0TEGoUyYA7pxxr/XpWvxfHas1GeJX2S9Ltf+0f/MBiNRQu6kvtv+H+kwJpLGjR8DukRvFVJj9zem/+/Li+7Fqkx9Q7SF+ajhXTeBUzP86aQfymxtK7iIy6TcvozSXdli48pHUx61OE+4KBSGg8Am5WmvTXn/TnShdudefqyOUjvIhWiWw5hf6ye98UhpemzSY97bAP8Jac5nVSRWK2wzDGkRwVuAjZqsJ66ec7zJgAPk3+htDD9qsK+/wWwwuIYE6RfWv1tnn4dsEWe/hNgHunx7tuBmwtpfR24O6/j5/Q/7n8C6SR7D6XH4EiPgp5dZ/uWy/t85SHujzGkR3W+WZo+ldQbYL18bO6m/9H0DQvLHJ9jZgawXYP1vD7v72eAp/LrlUiPYkzLf3cCRxc+U/e4LEExcWTe5tvz9OKwANfm4/JCztPuTcqc43Na00iNgpvl6Tvk9U7L/ysf/3Y50VWxIeCHpJ4qd9D/yFxluU/6Lt1IOrecS3858gfSuGu1sufXpTxNy/8/NYT9sRXpjvse9WKRNP7YLXn7Z5Aaq5atLQP8d55/FbB6k3VNqRODH6A/zm8F3tfK49+uOGjwvW5Ul6hbRlBx3qBxedM0Xy4jujseCsscSB4mIr9fj9R7a3rO17qFecdSOvc32reOh87GRdW20KB+WUhzIoOHlJlKqSzP04/Ix2oG9YdgGJRWC+JiKhXDRJB6pgWpnKtt8yfzvKrz3bDrQktiTJCGaoicVm3eewrzbsn76AaaDFlIemT7R/k43AV8dwj7Y1HqELOpGCaiyXbdR3oEvTb9lDy9rfWJNsTCsK41aPCdqEqrUfnAYnb92SjPpGvxO/J+/jUwfjGMh8pzH3XaEGhwPV5abjb95XTdfDWKrQb7o6P1iEZ5Jv0o3v30lyFNh5uqjUVjtsRQejRg26j/S9TWgyRNJY2/dHOn82LdweWEVZE0PyJW6HQ+rLNcRliR48HMzIbD159W1I31CA8TYWZmZmZmZmZmZtYD3DPYOkbShaSBvouOjIjf11t+Edd1NGnMsaJzI+K40V6XjZykH5LGvin6fkSc3oJ1HQR8sTT5zxHx2dFel42cywmrIukG0q8PF30sIu5owbraVjbZ8LiMsCLHg9XT6rho5/nIRkcrj5nSbyZcWWfWrlH4kTzrDr7+tKJeqke4MdjMzMzMzMzMzMysB3iYCDMzMzMzMzMzM7MeMKbTGbDGXlyAu253oWXHoE6st1vi4Zp7H+t0FgDYaePVO50FoHPxAN0TE93g0adf6nQW+qy36tieLiNsIJcRVtbr9QgbqJNlxINPvNTxmFhz5fLT+uYywop6vR7xmxmPdDoLALyycGGns9Dnw1uv7TLC+oykjHDPYDMzMzMzMzMzM7Me4MZgMzMzMzMzMzMzsx7gxmAzMzMzMzMzMzOzHuDGYDMzMzMzMzMzM7Me4MZgMzMzMzMzMzMzsx7gxuAWkTRRUkhardN5MTMzMzMzMzMzM3NjcCZpqqSTOp0PMzMzMzMzMzMzs1ZwY7CZmZmZmZmZmZlZD3BjMCBpCrAz8Nk8tENI2lDSaZJmSXpB0r2SvixpqcLn3izpSknPSHpW0jRJ76xYx1hJF0q6VdIabdo0MzMzMzMzMzMzMwDGdDoDXeKLwCbA3cBX8rR5wMPAh4DHgO2AU4EngNPyMmcC0/K8BcCbgRfLiUtaCbiY1Pg+MSKeadWGmJmZmZmZmZmZmdXjxmAgIp6W9DLwfET8vTDra4XXsyVtDexPf2PwesC3I+Lu/P6+OsmvDvyC3LAcEYMai83MzMzMzMzMzMxazY3BDUg6BPgkqdH3tcAywIOFRb4L/ETSAcCVwPmFhuGay4FbgQ9ExIIG6xoHjCtPn/vYPMaNGzTZlnCOBytzTFiR48HKHBNW5HiwsqqYmHb/31l5ZcdEr3EZYWWOCStyPCz5PGZwBUn7ApOBKcDuwJbAycBrastExLHA5sBFwA7AdEkHl5K6BNiRNIREI4cCs8p/J/1g8iJuiS2mHA9W5piwIseDlTkmrMjxYGV1Y+Knp5zY0UxZx7iMsDLHhBU5HpZwiohO56ErSLocuD8iPp3fnwi8JSJ2Lizz6zxtQkUa/wdsERE7SJoIXE0aJuJLwCHArhFxe8Vnq+68zPKdl+6z7BjUyvS7PR6uufexTmcBgJ02Xr3TWQBaHw/Q/THRDR59+qVOZ6HPequO7ekywgZyGWFlvV6PsIE6WUZMu//vszrdM3jNlcd2dP3dyGWEFfV6PeI3Mx7p6PprXlm4sNNZ6PPhrdd2GWF9RlJGeJiIfrOB7SRNAOaTxv89UNKe+fV+wM6kH5ZD0muBbwPn5s+uSeoBfEM54Yg4WpKAP0jaNSKm1VnmKeCp8vQXKweWsCWZ48HKHBNW5HiwMseEFTkerKwqJh58ontupFr7uIywMseEFTkelnweJqLft4GXgbuAx4DLgHOAM4GbgAnAdwrLvwqsApwB3ANcCFwHHFYv8Yj4CvBj4EpJW7RkC8zMzMzMzMzMzMwquGdwFhEzgbeXJn8i/xX9V17+ZeDDDdKbCgO7akfEUcBRi5pXMzMzMzMzMzMzs+Fyz2AzMzMzMzMzMzOzHuDGYDMzMzMzMzMzM7Me4MZgMzMzMzMzMzMzsx7gxmAzMzMzMzMzMzOzHuDGYDMzMzMzMzMzM7Me4MZgMzMzMzMzMzMzsx7gxmAzMzMzMzMzMzOzHuDGYDMzMzMzMzMzM7MeMKbTGTCzxc9OG6/e6SyYDfLcSws6nYWCsZ3OgJmZWVNrruzzlfX72c0PdjoLAHx82/U6nQUAXlmwsNNZAGDZMb3dh+9Na6zc6SwAcMvceZ3Ogtmo6e1SxczMzMzMzMzMzKxHuDHYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB7gx2MzMzMzMzMzMzKwHuDHYzMzMzMzMzMzMrAe0pDFY0lRJJy3C5ydKCkmrjWa+6qznQEnzW7mOwrqOlTSjHesyMzMzMzMzMzMzK+v1nsG/AjbodCbMzMzMzMzMzMzMWm1MpzPQSRHxAvDCoqQh6TUR8fIoZcnMzMzMzMzMzMysJVrZM3iMpO9Lmpf/TpC0FKQGVEnfkjRH0nOSbpK0e500tpB0g6TnJd0saevaDEmrSjorp/GCpDslHVSY/++SHpU0oMFb0pmSLs6vBw0TkT93n6SX8/9/K80PSZ+VdIGk54D/kbS0pNMkzcp5uVfSl2vba2ZmZmZmZmZmZtZprWys/EhO/+3AvwOfAg7N804HdgY+DLwZOAP4jaQtSmkcD/wnsDXwBPBLScrzlgVuBd4L/BPwfeBHknbN888BxgG71RKTtDywN/CLehmWtA9wEjAZeFNO82RJ7ystegxwac77D/N2Pgx8CHgjcDTwFeAgzMzMzMzMzMzMzLpAK4eJmAt8ISICuFvSJsBhuVfu/sCEiPhbXvYkSbuRGo0/U0jjqxFxNYCk/wL+BLwBmBMRDwMnFJY9VdIuOe0rI2KepEtJjdK/y8vsAywAflOR58OBn0dE7cfvZkraBjiy9JlfRcRPSp/9WuH17NyLeX/gtIp1DSBpHKnxeoC5j81j3LhBk20J53iwMseEFTkerMwxYUWOBytzTFhRVTx87/JpLLfiyh3IkXWaywgrcjws+VrZM/j63BBccx2pIXdHQMBdkubX/oB/ATYspTG98PqR/H8NgDw0w9GSpkt6IqfxfmDdwmd+AfyrpOXy+48A50XEixV5fiPw59K0PwGbl6bdXP6gpEPyUBaP5bx8qZSXZg4FZpX/TvrB5GEkYUsQx4OVOSasyPFgZY4JK3I8WJljworqxsOVv/ppRzNlHeUywoocD0s4DWyvHaVEpanA3yLi44VpuwJ/AA4kDRPxT8ArpY++EBEPS5oIXA2sHhGP589PIAXgWyPiZklHknrsfhG4A5gP/A+wRkRMzJ8ZC/yd1Nv4StJQDu8u9DY+EDgpIlbI758EDo+IvrOgpE8C34qIVfP7AD4YEecVltmXNNTF4cBfgGeAzwL7RMSEvMyxwKSIeFPFPqu68zLLd166z7JjUPOlRs7xsHhpdTyAY2IoHvjHc53OQp/N11reZYT1cRlhZa5HWJHLCCvrVBnxvcunzeqGnsEf33a9TmcBgFcWLOx0FgBYcdmlerqMmNUldfxb5s7rdBb6fHSbtV2PsD4jOWe0cpiIt0lSoXfw9qTevdeRega/vtYoO0I7Ar+JiJ8D5LGENwGeqi0QES9JOo/UI3g1UsPwHxuk+decbvGW6I7AXUPIyw2F4SWQVO7l3FBEPFXMe82LC4aTii0pHA9W5piwIseDlTkmrMjxYGWOCSuqiodTr3+wA7mxbuAywoocD0u+VjYGrwVMlnQy6YfWjgC+EREzJf0SmCLpP0g/Avc6YCLwQERcMMT0ZwL7StoReBz4PLA+cFtpuV+QeiSvD5wZEY1u750AnCvpFuByYA9SQ/L7h5CXAyXtCdwH7Ef6gbzuuXVkZmZmZmZmZmZmPa2VjcG/BJYGbgCC9ENq38vzDgKOBv4XWBt4EriRNDTEUH2D1MB7GfACMCWvszy+7zWk4SE2JzXSVoqIiyR9njTcw2TgQeAzEVH1g3M1PwK2BM4k9Xo+H/gOcPDQN8fMzMzMzMzMzMysdVoyZrCNnhcX4APUhdoxtls9jofu1Kl4AMdEUS+NGVzF8dCdXEZYmesRVuQywso6FROnXv9gV8SDxwweqB1jBlfphjLCYwYP1uoxg6t0QzzYYCM5ZyzVioyYmZmZmZmZmZmZWXdxY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZDxjT6QyYDdWJf3qg01noc8TEDTqdBTMreXnBwk5nwcy62CV3zu10FvpM2mJ8p7NgZjbIg/Ne6nQWusoyY9x3rhusv8bync4CAC+8/Gqns2A2aly6mZmZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfWAxboxWNKxkmaMUlpTJZ00GmmZmZmZmZmZmZmZdZsxnc7AIvo2cOIopfV+4JVRSsvMzMzMzMzMzMysqyzWjcERMR+YP0ppPTka6ZiZmZmZmZmZmZl1o7YNEyFprKTJkh6V9KKk6yXtmOdNlBSS9pR0i6QXJF0raW1JO0uaJmm+pEskrVpIc8AwEZLeLOlKSc9IejZ/7p153jKSfiDpEUkvSXpI0jcLnx0wTISkVSSdIWlezs8fJP1TYf6BOU+7Spoh6TlJV0tav7DMOpIulvSkpOcl3S1pv9btZTMzMzMzMzMzM7P62tkz+H+BDwEHAw8AhwG/k7RxYZmvA4cCTwNnAr8CXgQ+BbwKnAscC3y+Yh1nAtOA7YAFwJvz5wG+AOwD7AfMBtYGNm2Q3yl5/t7APOC4nN9NIuKFvMxY4Ki8TS8CZwCnALvn+ScDywLvBJ5psj4zMzMzMzMzMzOzlmlLY7Ck5YFPA5+MiN/maYcAuwCfBf6QF/1qRFyb559CGg94m4i4NU87A5jUYFXrAd+OiLvz+/tK82YC10ZEAH8D/lKR342BvYCdI+KaPO1j+TMfAX6SFx0DfDYi7snLfBs4XdJSEbEwr/P8iJiWl5/VIO9mZmZmZmZmZmZmLdOunsEbAssAf65NiIhXJV0HbE5/Y/D0wmcezf/vKE1bo8F6vgv8RNIBwJWkhthaw/AU4ApgpqTLgUuBy3KjbdkbgYXAdYX8Pi3pjpzfmpdqDcHZI3k7xwFPAt8HTpG0R87PhRFxS72MSxqXPzfA3MfmMW7coMm2hHM8WJljwoocD1bmmLAix4OVOSasqCoeDjvnJpZdYaUO5Mg6zWWEFTkelnztGjNY+X/UmVec9kp5ekSUp1XmOSKOJTXWXgTsAEyXdHCedyswAfhKTuMM4ApJ9dJTnWn18rugYt5SeZ2nAesDpwObAH+RdGxFuoeSeg4P+DvpB5MbZMWWYI4HK3NMWJHjwcocE1bkeLAyx4QV1Y2HGy86o6OZso5yGWFFjoclnNKICS1eSRom4kng3yLiZ3na0qRhG84k9Zq9Glg9Ih7P8ycB50aECukcAnwjIlbL748FJkXEmyrW+3/AFhGxQ515bwOuBzaNiJmSpgIzIuJzeZiImQwcJmIl4CHgsIg4TdKBwEkRsUIhzYnl7Sit80jgixGxVp15VXdeZvnOS3Linx7odBb6HDFxg0Y3DBaZ42HxsuyYhjeQRoVjorm7H3m201nos+W6K7qMsD4uI7rDJXfO7XQW+kzaYrzLCOvjMsLKWh0TDXoGz+qGnsFffdcmnc5CV3EZ0R3umvNMp7PQZ+sJK7keYX1GUka0ZZiIiHguN8x+U9LjpLsKXwLWJP3I2iL/sJqk1wLfJv3I3Oyc9o7ADXn+YcBc4HZSD+QPk37UbU6d/N4r6WLgR5I+BTxF+gG5Z0iN10PN0/eBy0gNyysBewB31VugOGbUAAAgAElEQVQ2Ip7K6xngxXLfY+sJjgcrc0xYkePByhwTVuR4sDLHhBVVxcPRl83sQG6sG7iMsCLHw5KvXWMGAxyZ/59OusNwG7BHRMyVtMiNwcCrwCqk4R9eDzwBXAIcnuc/CxwBbEwazuE2YM+IeL4ivYOAycCvgWVJ4x3vEREvDCNPS5F+BG+dvP4rgf8YxufNzMzMzMzMzMzMRkXbGoMj4iXSuCOH1pk3ldI4vRFxXp1ppwCnFN4fCxybX79M6u1btf4fAz9uMH9i6f084IAGy08h/Shd5XZExOerPm9mZmZmZmZmZmbWTu36ATkzMzMzMzMzMzMz6yA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1AEVEp/NgDby4AB+gLrTsGNSJ9ToeulOn4gEcE0VvP+6qTmehz23H7OIywvq4jLAy1yOsyGWElXUqJu565LmuiIcN1li+01kAYJVJp3Y6CwC8cNGnerqMmDl3fqezAMAm41fodBb6uB5hRSOJB/cMNjMzMzMzMzMzM+sBbgw2MzMzMzMzMzMz6wFuDDYzMzMzMzMzMzPrAW4MNjMzMzMzMzMzM+sBbgw2MzMzMzMzMzMz6wEdbQyWFJImVb2vs/yEvMy27cmhmZmZmZmZmZmZ2ZJhTKczMEwPAeOBxzudETMzMzMzMzMzM7PFyWLVGBwRrwJ/73Q+zMzMzMzMzMzMzBY3LR0mQtIekq6VNE/Sk5J+L+mNi5DegGEiJE3M7/eUdIukF/L61pa0s6RpkuZLukTSqoV03irpckmPS3pG0p8kvb20rk0k/VHSi5LukfSenNaBhWXeIOnsvH3zJP1W0saF+etIujhv+/OS7pa030i338zMzMzMzMzMzGykWj1m8PLAZGA7YCLwNPAbSa8Z5fV8HTgUeBuwCvAr4GvAp/J6/wk4trD8isDPgXfkvN0OXCppNQBJSwEXAguA7YEDgWOAsbUEJC0HXA28COwMvB2YC/whzwM4GVgOeGfOw6HAU6O32WZmZmZmZmZmZmZD09JhIiLi/OJ7SQcBz5AaYP80iqv6akRcm9dxCnAisE1E3JqnnQH0/TBdRFxVytfngQ8AewC/AN4FbAq8OyIezst8Cfhz4WP7AQIOiojIy/w78A/gvcA5wHrA+RExLX9mVtUGSBoHjCtPn/vYPMaNGzTZlnCOBytzTFiR48HKHBNW5HiwMseEFVXFw3V3zWGllR0PvchlhBU5HpZ8rR4mYkNJZ0q6X9IzwKN5nesO4bOX5WEZ5ku6s8ni0wuvH83/7yhNW6OQ9hqSfiRppqSngWfz/Fq+NgMeqTUEZzcBCwvvtwHWB56t5ZPU83kVYMO8zPeB/yfpOknfkLRNg204lNRYPODvpB9MbrLptoRyPFiZY8KKHA9W5piwIseDlTkmrKhuPPz8Jz/saKaso1xGWJHjYQmn3Km1NYlLdwEPA9/K/xcAdwH/FhFTJAXwwYg4Ly/f917SG4DX5qReiYgHJU0gBeFbI+JmSRNJQzWsHhGP5zQmAedGhAr5OAT4RkTUhoG4DFgT+CowG3gJuBI4PSKOlXQo8KWIWK+QxjKkISE+kfP+f8BbST2Ey56MiCfz59YG3gPsBuwNHB8Rx9bZV1V3Xmb5zkv3WXYMar7UyDkeFi+tjgdwTAzF24+7qvlCbXLbMbu4jLA+LiOszPUIK3IZYWWdKiOuu2vOrG7oGbzBGst3OgsArDLp1E5nAYAXLvpUT5cRM+fO7+j6azYZv0Kns9DH9QgrGkk8tGyYiPyDbW8EPhsRV+dpWw91naVeuaNtR+ALEfHbnK81gfGF+X8F3iBprYh4JE/bloE9qW8F9gcej4jKcYAjYg5wKnCqpCOBLzJw/OLack9RZzzhFxcMY6tsieF4sDLHhBU5HqzMMWFFjgcrc0xYUVU83PXIcx3IjXUDlxFW5HhY8rVymIh5wOPAv0naSNLOwCmk3sGdNhP4qKTNJb0VOBt4uTD/CuAe4AxJW0jaHvguKe+1rtS/JA0/cbGknSWtL2knSd+RtDGApO9L2kPSBpK2JI1JfFd7NtHMzMzMzMzMzMysX8sagyNiIbAv8BZgBvBD0rAML7VqncNwMLACcAupIfinpOEigL687wOMBW4EzgCOIzUEv5iXeR7YCXgAOBe4Oy+3CqkhHNL+PZHUAHwFqfH4gFZumJmZmZmZmZmZmVk9LRsmAiAirgLeVJq8QmG+Sss3HOciImZD/1gYETG1+D5PO6/OtFNIvZJr76cBbysl//PSZ2aSGnsBkLQFsAxwX2GZR4GDGuT38422x8zMzMzMzMzMzKxdWtoYvDiTtA/wHHAvMIE0TMQ00ljBZmZmZmZmZmZmZosVNwZXWxH4FrAOadiHqcCXIiIafcjMzMzMzMzMzMysG7kxuEJE/Az4WafzYWZmZmZmZmZmZjYaWvYDcmZmZmZmZmZmZmbWPdwYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWAxQRnc6DtZCkccChwOSIeMr56I58dEq3bL/z0T26ZR84H92hW7bf+ege3bIPnI/u0C3b73x0j27ZB85Hd+iW7Xc+uke37APnozt0y/Y7H24MXuJJmgDMAtaPiNnOR3fko1O6Zfudj+7RLfvA+egO3bL9zkf36JZ94Hx0h27Zfueje3TLPnA+ukO3bL/z0T26ZR84H92hW7bf+fAwEWZmZmZmZmZmZmY9wY3BZmZmZmZmZmZmZj3AjcFmZmZmZmZmZmZmPcCNwWZmZmZmZmZmZmY9wI3BS76ngK/n/85H9+SjU7pl+52P7tEt+8D56A7dsv3OR/foln3gfHSHbtl+56N7dMs+cD66Q7dsv/PRPbplHzgf3aFbtr/n86GIaPc6zczMzMzMzMzMzKzN3DPYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB7gx2MzMzMzMzMzMzKwHuDHYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB7gx2MzMzMzMzMzMzKwHuDHYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB7gx2MzMzMzMzMzMzKwHuDHYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB7gx2MzMzMzMzMzMzKwHuDHYzMzMzMzMzMzMrAe4MbiLSPqppH9ImlGY9jpJV0i6N/9fJU9fWdJvJE2TdKekgwqfWVfS5ZL+KukuSRNK6zlR0vzC+/UkXSlpuqSpktYuTL9F0u15HYcUPrONpDsk3SfpB5KUp28p6fr8mZslbZenfySnP13SXyRt0WA/TJW0e2naoZJOljShtn8kLSfplzkfMyT9SdIKI9jvn8vbEZJWK0w/Im/H7Tn9VyW9Ls+bndd7u6Sbh7vOkWp1jEiaImlWYbu3zNOVj/N9+RhuXUjr1cLyvy5Mr0prxLFbWO5YSceXpm0p6a/59ezasZR0dF7P9JyPt+XpUyVtW5H+ioV83y7pcUmT87wDJT1WmPfJ5kdudLT6+BfmL1IZkb+bv5V0d57+zUJaO0m6VdICSZNK66hb3tTZD1Mk/Xtp2r9KujS/np//L5XjdobS9/UmSesPb6+DpA/mPC0sxoxSuVaMk4WFOJ8q6Z7CvDWGu94h5KvV5YEkHSdpZp73hcJ2DyrPJW1a2h/PSDq0yT5cVdLVkuZLOqkwvTKG6uyHiZKuK00bI+lRSeNzvEzK098r6ba8H+4qx9EQ9/u7cqzekf/v0izPamO50Ya4qCrbN5N0naSXJB1eytMe+ftwn6T/LEz/ZZ4+I+d7mcK8ieovD/5YSm/pfBwvabAfWnqeyPOPk/SQCuVlnl55vCUdkI/DvZIOqEp7NC1mMVFVJ5Pq1EMkvVMDy50XJf1rxX5oR0z8rrDvTpG0dJP9XXe7WqVLY2FQnvL0/y7s/8slrZWnV15TSPqiUnlyp/L5p2I/HCjprNK01ZS+t2OLx1nSwUrl/fSc9t4j2O97F7blZkk7FubVLRNUca3VCh2Mi6r6xLKSbiys4+uFdUjDqJvkeV/K6cyQdJakZSv2Q6uvLxrVEw7L+2y6Up17vcK8utdardDqWCjMH432iKrytm57ROFzb837dBIVcrxuWpo2WdKXleonl+Rpa0q6RP31ykuHs78LaVfVJ75XOPYzJT1VmNe2uMjr69R1R93zh6R1lK4h/prX8cXCvBPy92y6pAsljStty7pK1x7F9OrWS+rsh0UuJ4ajpTEQEf7rkj9gJ2BrYEZh2v8C/5lf/yfwrfz6K4XXqwNPAq/J76cC78qvVwCWK6S3LfBzYH5h2rnAAfn1LsDP8+vXAGML6cwG1srvbwTeDgi4DNgzT7+88Po9wNT8egdglfx6T+CGBvvh34HTS9OuB94BTKjtH+Ao4LuFZTat5XeY+32rnO5sYLWKZd4HXFV4X7ns4hwjwBRgUp31vicfZwHbF49fMZZKn6lKa0SxW0pjU+CB0rRvAl8tHp8co9cV4ni1QgxPBbYd4n6/Bdgpvz4QOKndx74dxz+/X+QyAlgOeGdhmWvpLxcmAG8BflaMj6q0KvbD7sDVpWlnAx8rxiSwP3AesFR+vza5HBrmfn9jjrnKmAHeXIzJ4cRXt8YDcFA+TrX9t0b+37Q8B5YG/g6s12gfAssDOwKHUPheNYqhOutaCngImFCYtgdwZX49BZgELAM8Aqydp48FNh3Bft+K/nLkTcDDzfJMG8uNNsTFFOqX7WsAbwWOAw4vxcL9wAZ5v0wDNs/z3kM6rwg4C/h0nj4OuAtYtxh7hTQPA84ELmmwH1p+niCdD8dTOg9WHW/gdcAD+f8q+fWwy6QlPCbq1sloUA8p7d8n6WDdAVgp/xdwPrBfk/3ddLuW5FioylNxX+bXXwBOya/rnoNI5fEMUlk8BvgDsHHVcQIeZ2D95xDgtOJxJtUb7gdWLmzr+iPY7ysAyq/fAtxdiNm6ZQIV11pLWFxUHUsBK+TXywA3ANvn98OqmwBvAGYBr83vzwEOrNgPLS0jaFxPeGdhf30a+FXhc3WvtRbHWMjvR6s9oqq8rdsekd8vDVwFXFovJgvLHQ8cU3i/FDAHWA+YSK5/AD8CvlhY7i0j3O916xOlZT4P/LQTcdGO2KD6u11VlxgPbJ1frwjMpL8u8W5gTH79rVpeCp89P8fc4YW4qFsvqbMfFrmcWIRjMKox4J7BXSQiriF9UYr2Bs7Ir88Aar0dAlhRkkhfoieBBZI2JwX+FTnN+RHxPKSeNMAJwJdL69gcuDK/vjqvk4h4OSJeytPHknuSSxpPKnyvixSFPyvla6X8emXShTcR8ZeImJenX0+qXFU5D3ivpLF5fRNIDUx/Ki03Hni49iYi7omIl5R6D98t6Yx8F+Y8SctVrSwibouI2Q3yA6lR6awmy7Rcq2Okgb2Bn0VyPTAux8GINmNR8xUR9wBPle6ufYjUIFg0Hni8FscR8XhEPDKczEramHQSunY4n2uFxaWMiIjnI+Lq2jLAreTvfETMjojpwMLSttVNq8IfgM1qMZi/37sBF5WWGw/MjYiFeR1zauVQvhv8HaVeyldKWr1qZRHx1xxzjbS9jGhDefBp4L8K++8f+f9QyvNdgfsj4sH8mbr7MCKei4g/AS+WplfGUJ00FpIqdPsWJu/H4OOxIqmB4In8uZdqeVLqtXSKpGvzXff31ltX/txthXLkTmBZSWOHk+dW6tR5IiL+ERE3Aa+UZm0H3BcRD+T9cjb9Zcil+bwSpIaP2v76MHBBRPytlnYtMaXeQv8C/KRJflp+noiI6yNi7lCWzXYHroiIJ/N36ArSjYuWWsxioqpONpR6yCTgsk7WHSLimfxyDOmCMgr5r7e/R7N+NZT8dVssVOWpuC8h3TiMPL3qHPRG4PpcFi8A/gjsU5GfZ4BrSJ09auqdN9YAngXm58/Nj4hZ0NcDdLJSL9QZKvU+LK1vfi7nBmwLFWVCk2utUdfBuKh7LPP3odZDcpn8V9tnI6mbjAFeK2kMqUG27ve51WVEo3pCRFxd2F/NrpVbptWxMFrXGnleVXlbtz0i+zypIfAfNHYWqUyo2QmYXavXFownNRLX8jQ9b+dESdfkXql35Tpm5bXNEOsTHW2PaEM5UfXdrnv+iIi5EXFrfv0s8FfSzR8i4vJ8HoDS90np6aEHSHX4msp6SZ39sMjlRO49/C2lJyBulLRRvXXVMaox4Mbg7rdmrWDI/2uPGp9EqvQ8AtxBuiO1ENiEFJwXKD1CeUIudAE+B/y6TkEzDfhAfr0P6Yu7KvR1v59O6nX1rRzAb6BQ6OXXb8ivDwVOkPQQ8G1S792yT5DucNcVEU+QLgprF0j7ke6ORmnRnwJHKj028I3caFezKXBqRLwFeAb4TNX6mskNTXuQThx92QQuV3ps5VMjTXuUjGaMAByXG9G/V2uQJx3fhwrLFI/5skqP4FyvwY9m1ktrpPkq6ztJS9oeeCIi7i0tczmwTm7cOVnSzg3Sq7I/g+PvA4UbDeuMIM3R1I1lRB+lx3LeR38Fr1KztGoi4lXgAtKJF2AvUk/hZ0uLngO8T+nRme9I2qowb3ng1ojYmnTBeEyz/DWxL4NPzqfndX81V4baYTTjYUNg3/z9vqxUxtZUlef1LqpHZIgxVCwPxpJ6ghTLbCLiSeDXwINKj4l+pFQxnwDsTGpoPEUVj5GWfAC4rXCh0ijPnSw32nGeqNLo/AGA0vAQHwN+lydtAqySG1tukfTxwuKTSReRA24oVWjXeaKeese76b5oo66OiRF+ZijlTstjQtLvSQ0Nz5I6OED1/u6GmOhkLDSk/Og08BHga3UWKZ6DZgA7KQ0/tBzpPNCorC3Gwlp5u64uLTMNeBSYJel0Se8rzV8+InYgXWf8tMm27CPpbuC3wMF5ctXxb3St1S7tjosB9Qml4YBuJ32XroiIG/KsYdVNIuJh0jXp34C5wNMRcXmD7W7LeaNJ3aZct2p0rdUOXXutUVHe1m2PkPSGnPYpzTY4N+ouVP9wI1Xnlx8CpykNV3B0LktqtgP+g/T04IbA+5utt4rSsCHrk3o113Q6LqD91x11KXUe3Ir0FEHZweTvk6TlgSOBr5eWGe65eDTKiWciYjvSvprcYF3k9Yx6DLgxePG1O3A7qcfslsBJklYi3Rl7B3A4qTv9BsCBuWD6IHBinbQOB3aWdBvpQvhhYAFARDyUG1Q3Ag6QtCbpUYyy4t3aL0XEOsCXgNOKC0l6J+kEd2ST7Svejatb+EbE7Xn7TiA9XnWTpDfm2Q9FxJ/z61+QHkMeqfcBf84NCTX/nBuR9gQ+K2mnRUi/VYYVI/kzRwGb5emvo/84NTrm60bEtqSeXJMlbdgkrZHkq56zgUm5MacqRuYD2wCfAh4DfiWpUZr1lNP+Delx9LeQeqieUfdTndfJMgIApR4YZwE/iIgHmmW4UVp1DKWMmEO6MXQUqeHoSkm75tkLgV/l14tURijdGX4+IorjHX4kIt5M2tfvIDV0ddJIvndjgRfz9/vHlC50q8pzSa8hNdCfu6iZHmoM5R4DKyiN77YnqXfYvDrLfZLUa/lG0jYXt+mciFiYK3MPkMqvRnn7J9KjZ+Xxq+vluVvLjdE8T1RpdP6oORm4JiJqT2CMIZXd/5Lz+FVJmyj12P5HRNwyxO1r13mirOp4D2VfdFq3xMSwPqPUk/LNwO+bpNPymIiI3Uk9gsaSHndupJtjoh2x0FBEHJ2vKX5JakTqUz4HRcRfSWXyFaQbS9PIdZUKlwA75m36EHBevtlcXP+rpA4hk0iPIH9P0rGFRc7Ky10DrKTSuJSltC6MiM1IPef+u7YZ9RZtML0bjHpc1KtPRMSrEbElqUffdpLelGcNq26iNIbp3qRGlLWA5SV9tMH2tbyMaFS3yXnblnR9W1N1rdVpHb/WqChvq9ojJgNHlr/nDZwF7JeP197UqddGxO/z9v2YFOO3qf9pwxtzT9NXc1qL0h6xH4PLqG6NC2jBdUcVpd+MOh84NAY+UYKko0lx9Ms86evA96L/yYO+Resk3ajMHY1y4qzC/7c3WFfNqMeAG4O736PqfxR6PP2PNBxEeoQyIuI+0lhIm5HuYtyWC54FpMemtybdKdkIuE/SbGA5SfcBRMQjEfH+iNgKODpPe7qYiXwH7k7Sl3cOAx9dWZv+xy8OIPXYg1Rg9j0yJektpMc6947U+7eRi4BdlX5I47WRHwEoi/RowQUR8RlSg857arPKizZZXyODvuC1O5KRHl+4kMJ2dsBoxUjtcYvIvdxOp3+75jCwd0XfMS/siwdIYwBt1SStYeernoh4iDQmz86kO8nnVCz3akRMjYhjSBcSH6i3XD35bvCYYsNDRDwR/b0Af0wq5DupG8uImlOBeyOi6d3OIaRV9mdgfD5GO5DG/qqX1ksRcVlEHAH8D9WPWY52GfFw/v8saWzTdpURo1Ye5Hm13rUXksY5JKfdqDzfk9Tr+tFR2J7hxNDZpGPRsHdgRNwREd8D3sXA8mDI5w2loQouBD4eEfc3y3MXlBvtOE9UqTx/5PwcQxpP7rDSZ34XaRiRx0mPc28B/DOwVy6jzgZ2kfSLqhW34zxRkV7V8W64L9qsa2NihJ/5EHBhRAwahqCoXTERES+SnkSoPWZatb+7ISY6GQtDdSaFY1B1DoqI0yJi64jYifRYcrmnFoVlXyA1Gu9Dg/NG3p4bI+L4vNyIzhuF9K4BNlT6gaGq49/oWqtd2hIXza4PI+Ip0vVF7YnR4dZNdgNmRcRjuXy4gFRvrKtNZUTduo2k3Uj17L0K55DKa6026uZrjXrlbVV7xLbA2Xndk4CTm/SmPIt0btkNmB6FIatK638yIs6MiI8BN5GGlID2tUd0Ki6gTdcdVZSeLDsf+GVEXFCadwDwXlIHndq+fxvwvzkGDgW+IulzDPNcPErlRFS8rjLqMeDG4O73a1KBRv5/cX79N1LvJvLdsU1JPZluIj1aWbsjtQtwV0T8NiJeHxETImICqRfbRvnzq6n/UdmjyHdhJK0t6bX59Sqki7B7Ij0C8Kyk7SUJ+HghX4+QvhS1dd+bP78uqVD+WETMbLbRke6kTM15qVs5k/TP6v/FyteQxhqqjeOzrqTaHZb9GTze8JBIWjlvz8WFactLWrH2mjRA+Yz6KbTFqMRIXq5WmIvUaFbbrl8DH1eyPekRq7mSVlH/2M6rkWKkWVrDzlcDZwHfI41NOqc8U9KmGviIyZb0x8hQDBqXRwPH8tuLND5RJ3VdGZHff4M0Tlflr3kXNUqrnnxSP4fU4+7SXBEsp7m1+n99fClSpaJ2/JciVQQh3U0daRmxFKmXw9mFaWPU/yuyy5AqIu0qI0atPCBV0Gq9LHYm9YoaSnk+KuNZDTeG8jo/SsrzoF/UlbSCpImFSeXy4IOSlsp31TegIv6Uen79Fjgq+p9AaZjnLig32nGeqHITsLGk9fO5er+cHyR9ktR7ZP/IY8RlFwPvyN+l5UiV979GxFERsXYuo/Yj/bBrox5e0PrzxCANjvfvgXfnc+cqpPpDs56srdKVMdEkv4PqIYX5wyl3WhITuYyp7YsxpA4KdxfyX29/N9uuduhkLFQqHYO9yPuy0TlI0hqFZd7P0IYNOQxYkzSuZDkPayl1TKkpx8K+ebkdScduQONVIZ2N8j4hp/ca0vj1dcuEJtda7dLyuKg6lpJWz+dact1wN/q/S8Otm/wN2F7Scnn9u9L8HNyy80aDesJWpB8j2ysGjpNfea3VRl13rdGkvK3bHhER6xfWfR7wmYgo/95In0g3+58g/ThYVXvELrmeglL7wIZ5v0Dq0b5+3q59Gfm1xqakH5i8rjCtG+IC2nDdUSV/n08j1Q+/W5q3B+npgL2iMHZ5RLyjEAOTgf+JiJMYWb1kUcuJfQv/r6OBlsVAtPEXCP3X9NcBzyKNZfQK6e7EJ4BVSWMJ3Zv/vy4vuxZpHJI7SCfUjxbSeRcwPc+bQv7lxtK6ir/eOSmnP5N0N3VsKZ1p+f+nCp/ZNq/3ftI4J7VfyN0RuCV/5gZgmzz9J8A80uMCtwM3D2F/7EO6S7JZYdoE8i9YkipGte28k/RrlsrL3EUaD2g66W5R3V+Wzul8Ie/vBaSTx08K8w4Ezi4tv0Hevml5vUcvKTFCGoOmtvwv6P8lX5HGRLo/z982T98hv5+W/3+isI6qtBYpdkv7Y/W8Lw4pTZ9N+sXObYC/5HiYTqokrpaXmUqDXwTPyzxQjL887fh83KeRxpbbrFEai9PxH60ygnQ3NUiV7dp3/pN53ltz3p8jVbDubFbeNNgfW+X17FEv76ReJLfk7Z9BqlguW1uG9JjmLTlWV2+wnn1ynl8ijR34+8K8iaQhCYrLL5/TnZ5j5fvA0otbPAC1Rs87SJWPLfL0yvKc9MMsT5B/eX2I+3A2qQfX/LzM5o1iqMk+mcbgMnsKKYZXJPUgvyen92f6y7IppArdtaQ4f2+Ddfy/HL+3F/7WaJRn2lhutCEuqsr21+f1PQM8lV/Xfun7PXm/3k/hnEk6795f2F9fK8w7glR2zyA9+lfezonkX/Nusj9adp4g1TvmkIadmQMc2+x4k8auuy//HdSqOFiMY6JunYyKekieN4H0SPFSQ9wfLYkJUoPiTfSX/SfS/2vmVfu7crt6KBYG5SlPPz+nM5009Mob8vRG56Br83GbBuw6hP0xhvT47jdL06eSrnXWy9t0d17XFcCGhWWOz7EyA9iuwXqOzDFxO+l8umOzMoGKa60lLC7qHkvSzfvbclozGHhuGEnd5Ov5GM4Afk6ux3agjGhUT/gDqX5Um/7rPL3yWmtxjIXSuhblWqNReVu3PaK07inApCHsjy+RfigedvQAACAASURBVOR45cK0ieT6B/11lVqs/kdhmatIQ9LV2iUqz1FU1CfyvGMZXEa1NS7aVE5Ufbfrnj/ycY6cVu178578mftIYwDXpp9SZ3uOBQ4vvK9bL2lROTGb9Hs1N5DieKMm62pJDNQa8MyWGEoDiF8SEW9qsqiZ9ShJ8yNihU7nw7qDpCmk88Z5zZY1MzOTNJXUkHBzp/NiZt0lP4l2eES8t9N5se6jNEzFtpGGQusYDxNhZmZmZmZmZmZm1gPcM9g6RlLtsYKyXaP5D8yNZH0XAuuXJh8Z6VdArUu1+rhJuoH066VFH4uIO0YjfVs07Tw+kn5IGm+p6PsRcfpor8tGRulXgT9YmnxuRBzXgnXtTvpl+qJZEbHPaK/LFo3PE1bmmLCadp7bJR0EfLE0+c8R8dnRXpctGpcRBiDpzaShQ4peioi3tWh9jovFSDvbj9p5jdO3TjcGm5mZmZmZmZmZmS35PEyEmZmZmZmZmZmZWQ8Y0+kMWGMvLsBdt7vQsmNQJ9breOhOnYoHcEx0K5cRVuQywspcRliRywgr6/Uy4rQbZnc6CwB8eKt1Op0FAFZZbmmXETZAr5cRNtBI4sE9g83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4NbRNJESSFptU7nxczMzMzMzMzMzMyNwZmkqZJO6nQ+zMzMzMzMzMzMzFrBjcFmZmZmZmZmZmZmPcCNwYCkKcDOwGfz0A4haUNJp0maJekFSfdK+rKkpQqfe7OkKyU9I+lZSdMkvbNiHWMlXSjpVklrtGnTzMzMzMzMzMzMzAAY0+kMdIkvApsAdwNfydPmAQ8DHwIeA7YDTgWeAE7Ly5wJTMvzFgBvBl4sJy5pJeBiUuP7xIh4plUbYmZmZmZmZmZmZlaPG4OBiHha0svA8xHx98KsrxVez5a0NbA//Y3B6wHfjoi78/v76iS/OvALcsNyRAxqLAaQNA4YV54+97F5jBs3aLIt4RwPVuaYsCLHg5U5JqzI8WBljgkrcjxYmWPCihwPSz4PE9GApEMk3SzpMUnzgS8B6xYW+S7wE0lXSTpa0mZ1krkcmAO8v6ohODsUmFX+O+kHk0dlW2yx43j4/+zdebwkVX338c8XBkFAMyjuqIMLihuI0UQfElA0go/GkKCixgjGqIkbbjHRR8VEkxgxoqJiogJRMe67GBXBFVFRNpUtQhQkRgREkFGB3/NHncvUFN13Zu7ce7tn+vN+ve7rdtdy6lfVvz5dffrUKQ2ZE+ozHzRkTqjPfNCQOaE+80FD5oT6zIfNXKpq0jFMhSQnAmdW1bPa88cBxwAvBL4GXAE8E9i/qlb11rsrsB/wcOBhwDOq6p1J9gZOAI6kG2rioVX1nXm2P+6Xl/P95WX6bLOCLGX55sOmZanzAcyJTY11hPqsIzRkHaE+6wgNzXod8Y6TL5h0CAA84b63n3QIAOyw7ZbWEVrLrNcRWttC8sFhItb4NbBl7/mewMlVdcTchCR3Hq5UVecC5wJvTPJW4KnAO3uLvAy4FPh8kn2q6tRRG6+qy4HLh9NXX7OAPdEmz3zQkDmhPvNBQ+aE+swHDZkT6jMfNGROqM982PzZGLzGBcADkqwCrqQb//egJPu1xwcCe9HdWI4kNwYOAz7Q1r0VrQF5WHBVvTRJWNMgfNoS74skSZIkSZIkrcUxg9c4jK538PeAnwLHAe8HjgW+CawCXtdb/lpgB7qhJM4GPgKcBDx/VOFV9RLg34Djk+y2JHsgSZIkSZIkSWM4ZvCUW30NvkBTaDnGdhvFfJhOk8oHMCemlXWE+qwjNGQdoT7rCA3Neh3hmMFrW44xg8eZlpzQ2ma9jtDaFpIP9gyWJEmSJEmSpBlgY7AkSZIkSZIkzQAbgyVJkiRJkiRpBtgYLEmSJEmSJEkzwMZgSZIkSZIkSZoBNgZLkiRJkiRJ0gywMViSJEmSJEmSZoCNwZIkSZIkSZI0A1ZMOgBJWqi//9w5kw4BgFfvt8ukQ5AkrcNXz7tk0iFcb5+77zjpECRpav3576yadAiStFmzZ7AkSZIkSZIkzQAbgyVJkiRJkiRpBtgYLEmSJEmSJEkzwMZgSZIkSZIkSZoBS9IYnOTEJEdsxPp7J6kkS3p3jSQHJblyKbfR29ahSc5cjm1JkiRJkiRJ0tCs9wx+H3CnSQchSZIkSZIkSUttxaQDmKSquhq4emPKSHKjqvr1IoUkSZIkSZIkSUtiKXsGr0jyhiSXtb/XJtkCugbUJK9JcmGSq5J8M8nDR5SxW5KTk/wyybeS7DE3I8nNk7y3lXF1ku8mObg3/+lJfpJkrQbvJMcm+Vh7fINhItp65yX5dfv/F4P5leSZST6c5CrgH5JsmeQdSc5vsZyb5K/n9leSJEmSJEmSJm0pGyuf2Mp/IPB04GnAIW3eUcBewBOAewPHAJ9IstugjH8E/gbYA/gZ8J4kafO2Ab4NPBK4J/AG4G1J9mnz3w+sBB46V1iS7YBHA+8eFXCS/YEjgMOBe7Uy35LkUYNFXwF8usX+5rafFwGPBXYFXgq8BDgYSZIkSZIkSZoCSzlMxMXAc6qqgLOS7AI8v/XKfTywqqp+2JY9IslD6RqN/6pXxsuq6gSAJH8HfAW4HXBhVV0EvLa37L8meUgr+/iquizJp+kapT/TltkfuAb4xJiYXwi8q6rmbn53TpL7AS8erPO+qnr7YN2X9x5f0HoxPx54x5htSZIkSZIkSdKyWcrG4K+3huA5JwF/D+wJBPjemk6+AGwNfGFQxum9xz9u/28JXJhkS7pew4+jayDeGrgRcGJvnXcDRyfZtqp+Sdcw/MGqWj0m5l2Bdw6mfQX4w8G0bw1XTPIM4KnAHYEbA1sB/z1mOzeQZCVdT+a1XPzTy1i58gaTtZkzHzRkTqjPfNCQOaE+80FD5oT6zAcNmRPqMx82f5Ma07aA+wO79/52BZ4yWO43g3VgTcwvBF5A1zt4n1bGR+kahOd8kq4n8KOT3JJuyIiRQ0SM2M58067qP0nyOLqhJY4GHt5iecsglnU5BDh/+HfEGw/fgCK0GTEfNGROqM980JA5oT7zQUPmhPrMBw2ZE+ozHzZzWbvz7iIVmpwI3Aa4+1zv4CQvpRsC4sHA2cBD5oaAGLH+3sAJwC2q6pI2bRVdAt6/qr6V5BPApVX15DY/wHeAy6tq715Z/9Zi+U/gr4E7VtV1bd5BwBFVtX17/lXg7Kp6Sm/9o4E7V9XvtecFPKaqPthb5k3Afapqr960j7dpq9rzQ4EDqupeY/Z53C8v5/vLy/TZZgVZ91ILZz6sn7//3DmTDgGAV++3y5LmA5gTmxrrCPUtdT6AObE+vnreJZMO4Xr73H1H6whdzzpCQ55HqM86QkPWEepbSD4s5TARtwUOT/IWuhutvQh4VVWdk+Q9dMM3vIDuJnA3A/YGflBVH17P8s8BHpdkT+AS4NnAznQNwn3vBj7f5h071xA8xmuBDyQ5BfgssC/d0BJ/vB6xHJRkP+A84EC6G+Rdtp77QlVdDlw+nL76mvUtQZsT80FD5oT6zAcNmRPqMx80ZE6oz3zQkDmhPvNh87eUjcHvAbYETqYbZuEdwOvbvIOBlwL/DOwEXAp8g6438Pp6FV0D73HA1XRDNLwHuMdguS8BF7XpB85XYFV9NMmz6YagOJxuzN+/qqpxN5yb8za6oSGOpRsP+UPA67jhsBeSJEmSJEmSNBFLMkyEFs/qa0aOYawJW45LdUYxH9Y2S8NEjGNOTCfrCPVNKh/AnOibpWEixjEfppN1hIY8j1CfdYSGrCPUt5B8mNQN5CRJkiRJkiRJy8jGYEmSJEmSJEmaATYGS5IkSZIkSdIMsDFYkiRJkiRJkmaAjcGSJEmSJEmSNANsDJYkSZIkSZKkGWBjsCRJkiRJkiTNABuDJUmSJEmSJGkGpKomHYPmsfoafIGm0DYryCS2az5Mp0nlA5gT08o6Qn3WERqyjlDfJOuIy6++duI5sc1WW046hKljHaE+zyM0ZB2hvoXkgz2DJUmSJEmSJGkG2BgsSZIkSZIkSTPAxmBJkiRJkiRJmgE2BkuSJEmSJEnSDLAxWJIkSZIkSZJmwCbdGJzk0CRnLlJZJyY5YjHKkiRJkiRJkqRps2LSAWykw4A3LVJZfwz8ZpHKkiRJkiRJkqSpskk3BlfVlcCVi1TWpYtRjiRJkiRJkiRNo2UbJiLJ1kkOT/KTJKuTfD3Jnm3e3kkqyX5JTklydZIvJ9kpyV5JTktyZZJPJrl5r8y1holIcu8kxye5Iskv2noPbvO2SvLGJD9O8qskP0ryT7111xomIskOSY5JclmL5/NJ7tmbf1CLaZ8kZya5KskJSXbuLXP7JB9LcmmSXyY5K8mBS3eUJUmSJEmSJGm05ewZ/M/AY4GnAD8Ang98Jslde8u8EjgE+DlwLPA+YDXwNOBa4APAocCzx2zjWOA04AHANcC92/oAzwH2Bw4ELgB2Au42T7xHt/mPBi4DXt3i3aWqrm7LbA38bdun1cAxwJHAw9v8twDbAA8GrljH9iRJkiRJkiRpySxLY3CS7YC/BJ5aVZ9q054BPAR4JvD5tujLqurLbf6RdOMB36+qvt2mHQMcMM+m7ggcVlVntefnDeadA3y5qgr4IfC1MfHeFfhDYK+q+lKb9qS2zhOBt7dFVwDPrKqz2zKHAUcl2aKqrmvb/FBVndaWP3+eY7QSWDmcfvFPL2PlyhtM1mbOfNCQOaE+80FD5oT6zAcNjcuJC358Cb9lTswc6wgNmRPqMx82f8s1TMSdga2Ar85NqKprgZOAe/SWO733+Cft/xmDabecZzv/Arw9yReSvDTJ3XvzjgZ2B85J8uYk/zfJuP3fFbiuxTcX789bLP14fzXXENz8mG4/594dbwD+X5KTkrwqyf3mif0Qusbitf6OeOPh86yizZj5oCFzQn3mg4bMCfWZDxoamRNvPeINEw1KE2MdoSFzQn3mw2YuXSfZJd5IshtwKnDnqvpBb/q7gRvT9QA+AbhFVV3S5h0AfKCq0lv+GcCrqmrH9vxQ4ICquldvmbsC+9EN1fAw4BlV9c427ybAvnQ9kh9DN6TEw6rquiQnAmdW1bOSPBr4MLBNVf2mV/ZXgJOr6gVJDgKOqKrte/P3HrEfOwGPAB5KN+TEP1bVoSOO0bhfXs73l5fps80Ksu6lFs582LQsdT6AObGpsY5Qn3WEhqwj1DfJOuKCH19y/qR7Bm+z1ZYT3f40so5Qn+cRGrKOUN9C8mG5xgw+D/g1sCfdeMEk2RJ4IN04v4umqs4FzgXemOStwFOBd7Z5v6Abd/gDSY4Gvg7chW74iL7v0fWafiAwN0zETenGID5qA+O5EPhX4F+TvBh4Lt24x8PlLgcuH05ffc2GbE2bC/NBQ+aE+swHDZkT6jMfNDQuJy6/+toJRKNJs47QkDmhPvNh87csjcFVdVVrmP2nJJfQdTF/HnArupusbfSN1ZLcGDiMrrH3glb2nsDJbf7zgYvpeij/BngC3U3dLhwR77lJPga8LcnT6N4Er27Lr3fjdZI3AMfRNTbflK5X8vcWtIOSJEmSJEmStBGWq2cwwIvb/6Poupt/B9i3qi5OstGNwcC1wA7AMcCtgZ8BnwRe2Ob/AngRcFeg2vb3q6pfjinvYOBw4OPANnTjHe9bVVdvQExb0A2Bcfu2/eOBF2zA+pIkSZIkSZK0KJZlzGAt3Opr8AWaQssxbtMo5sN0mlQ+gDkxrawj1GcdoSHrCPVNso64/OprJ54Tjhl8Q9YR6vM8QkPWEepbSD5ssRSBSJIkSZIkSZKmi43BkiRJkiRJkjQDbAyWJEmSJEmSpBlgY7AkSZIkSZIkzQAbgyVJkiRJkiRpBtgYLEmSJEmSJEkzwMZgSZIkSZIkSZoBNgZLkiRJkiRJ0gxYMekAJGmh/vy9p046BADe86TdJx2CJGkd7vKcj046hOtd+JY/msh2n/Tub09ku0Pv+tM9Jh2Cmm222nLSIUiSpGVmz2BJkiRJkiRJmgE2BkuSJEmSJEnSDLAxWJIkSZIkSZJmgI3BkiRJkiRJkjQDJtoYnKSSHDDu+YjlV7Vlfnt5IpQkSZIkSZKkzcOKSQewgX4E3Aa4ZNKBSJIkSZIkSdKmZJNqDK6qa4H/mXQckiRJkiRJkrSpWdJhIpLsm+TLSS5LcmmS/0yy60aUt9YwEUn2bs/3S3JKkqvb9nZKsleS05JcmeSTSW7eK+f+ST6b5JIkVyT5SpIHDra1S5IvJlmd5Owkj2hlHdRb5nZJ/qPt32VJPpXkrr35t0/ysbbvv0xyVpIDF7r/kiRJkiRJkrRQSz1m8HbA4cADgL2BnwOfSHKjRd7OK4FDgN8BdgDeB7wceFrb7j2BQ3vL3wR4F/B7LbZTgU8n2REgyRbAR4BrgN8FDgJeAWw9V0CSbYETgNXAXsADgYuBz7d5AG8BtgUe3GI4BLh88XZbkiRJkiRJktbPkg4TUVUf6j9PcjBwBV0D7FcWcVMvq6ovt20cCbwJuF9VfbtNOwa4/sZ0VfWFQVzPBv4E2Bd4N/Aw4G7AH1TVRW2Z5wFf7a12IBDg4KqqtszTgf8FHgm8H7gj8KGqOq2tc/4i7rMkSZIkSZIkrbclbQxOcmfg7+l67N6CrifyFsAd1mPd4+h67gL8d1Xdc57FT+89/kn7f8Zg2i17Zd+yxfVg4FbAlsCNe3HdHfjxXENw803gut7z+wE7A79I0o9lW+DO7fEbgCOT7AscD3ykqk4ZtQNJVgIrh9Mv/ullrFx5g8nazJkPGjIn1Gc+aMicUN+4fPjDN5/Ijba9yQQi0qRZR6jPfNCQOaE+82Hzt9TDRHyCrhH46XQNwvelG3phfYaJeCqwe/t7xDqW/U3vcQFU1XBaf1+PAe4PPA94UNvGhb24MlfOPLagG15i98HfLsDbWgzvoGswPqpN/1qSQ8eUdwhdz+G1/o544+HrCEObKfNBQ+aE+swHDZkT6huZD+d+9tiJBqWJso5Qn/mgIXNCfebDZi5thIPFL7i7YdslwEOq6oQ2bQ/gFLqhFY5OUsBjquqDbf5az0eUuYouCe9fVd9KsjfduL23qKpL2jIHAB+oqvTWewbwqqqaGxP4F8Bzquqo9vxWwI+Af6iqQ5M8HPgUcIeq+nFb5oHA13qx/wXwWmBVVa3XOMBJXgw8t6puO2LeuF9ezveXl+mzzQqy7qUWznxYP3/+3lMnHQIA73nS7kuaD2BObGqsI9S31PkA5sT6uMtzPjrpEK534Vv+aCJ1xB+++cTzp6Fn8Lv+dI9JhzBVrCM05HmE+qwjNGQdob6F5MNSDhNxGV1j8F8k+RFwO7rG02uWcJvr6xzgT5OcTHeTu38Gft2b/zngbOCYJC+kG0LiX+hin2s9fw/wQuBjSV4O/BC4PfBo4MiqOjfJG4Dj2vZuSjcm8fdGBdQalG/QqLx6Go6Wlp35oCFzQn3mg4bMCfWNy4fHHP3tCUSjaWAdoT7zQUPmhPrMh83fkg0TUVXXAY8D7gOcCbwZeBnwq6Xa5gZ4CrA9XS/l/wDeCVwwN7PFvj+wNfANumElXk3XELy6LfNL4PeBHwAfAM5qy+1A1xAO3fF9E10D8Ofoxi5+8lLumCRJkiRJkiSNsqQ3kKuqLwD3Gkzevjc/g+Xn7dpcVRfAmu7PVXVi/3mb9sER044Ejuw9P41uDOO+dw3WOYeusReAJLsBWwHn9Zb5CXDwPPE+e779kSRJkiRJkqTlsqSNwZuyJPsDVwHnAqvohok4DfD6OkmSJEmSJEmbHBuDx7sJ8Bq6cYAvA04EnldLdcc9SZIkSZIkSVpCNgaPUVX/Dvz7pOOQJEmSJEmSpMWwZDeQkyRJkiRJkiRNDxuDJUmSJEmSJGkG2BgsSZIkSZIkSTPAxmBJkiRJkiRJmgE2BkuSJEmSJEnSDEhVTToGLaEkK4FDgMOr6nLjmI44JmVa9t84pse0HAPjmA7Tsv/GMT2m5RgYx3SYlv03jukxLcfAOKbDtOy/cUyPaTkGxjEdpmX/jcPG4M1eklXA+cDOVXWBcUxHHJMyLftvHNNjWo6BcUyHadl/45ge03IMjGM6TMv+G8f0mJZjYBzTYVr23zimx7QcA+OYDtOy/8bhMBGSJEmSJEmSNBNsDJYkSZIkSZKkGWBjsCRJkiRJkiTNABuDJUmSJEmSJGkG2Bi8+bsceGX7bxzTE8ekTMv+G8f0mJZjYBzTYVr23zimx7QcA+OYDtOy/8YxPablGBjHdJiW/TeO6TEtx8A4psO07P/Mx5GqWu5tSpIkSZIkSZKWmT2DJUmSJEmSJGkG2BgsSZIkSZIkSTPAxmBJkiRJkiRJmgE2BkuSJEmSJEnSDLAxWJIkSZIkSZJmgI3BkiRJkiRJkjQDbAyWJEmSJEmSpBlgY7AkSZIkSZIkzQAbgyVJkiRJkiRpBtgYLEmSJEmSJEkzwMZgSZIkSZIkSZoBNgZLkiRJkiRJ0gywMXiKJXlnkv9NcmZv2s2SfC7Jue3/Dm36byX5RJLTknw3ycG9de6Q5LNJvp/ke0lWtelJ8uok57R5z2nTX5Tk1PZ3ZpJr23a3SfKN3jZe2dvGs5Kcl6SS7NibvneSn/fKe3lv3nNb+d9Ncsg8x+GgJO8dTNsxyU+TbJ3kxCS/3aY/JckZSU5vZT+6TT86yQHzbOPLvRh/nOSj64p/OS1DLhyd5Pzefu7eW2fvNu27Sb7Ym75vkrPb6/43vekblFfj9m/McdjoXNjA4z7uvXC33vRTk1wxXw4vpknlQntd39he79OT7NEr6zXt+JyZ5HG96fsk+XYr5ytJ7tKm/36bfs2o92WSmya5KMkR8xyHo5M8fTDtj5J8uj2+sv3fosV9ZsuHbybZuc27IL36alDWfPXdzklObsf7fUlu1KZv3Z6f1+avGhf/YliGXEhGv5cf3XLg1CTfSrJnr6zPJLk8yScHsY47Zq/v5do5SS5v0x88eI+tTvJHY47DoUn+cTBt9yTfb4+vf52TvLTt/1z8v7OA4z4yf+eLOfPUsYtpSnNiXFkPacfxzCTHJFnR28a4uubJbT/OTfLkeY7DRtcPG3jcH9OO4XVpn0Ft+hMHOXFd1tSpJ6b7DJ2bd8sN3e4GxjhV5xFZ2DnlfHk2rbnxvt4xuSDJqW362NxYKpPKgSR3T3JSkl8leeEgpgva8T01ybd603dr65zR4rhpm75VuvrijLb9v51v/8Ych+U+lxy5/5nnXDLd59pFvXmP2NDtLiDOqcqPJLdPckIr57tJntubN/L4JHlYklPaa3ZKkof01lmvOjddfXXSYNqKJD9Jcpv0vlMmeWSS77Tj8L0M6pb1PO4bndNLZRlyIhl9TrGQnBhZZwxiuHKuvPnKGnEclrvOmO8788g6c6lMMAee2I7h6Um+lmS3Xlkrk3wwyVltnQe26ePqhfneY+t1PCeQAyP3fx3vgQ3/3Kgq/6b0D/h9YA/gzN60fwb+pj3+G+A17fFLeo9vAVwK3Kg9PxF4WHu8PbBte3ww8O/AFu35LUfE8CjgC+1xgO3b462Ak4Hfbc/vC6wCLgB27K2/N/DJEeXeCzgT2BZYAXweuOuY43BT4JK5uNu0ZwDv6O3fbwM7Af8F/FZvX3duj48GDljP4/4h4M/mi38zzIWRxwdYCXwPuEM/R4At27G+E3Aj4DTgHgvJq3H7t1S5sBGvwVox96ZvCfwPcMfNPBceARxHVw/8LnBym/5/gc/RvY+3A74F3LTNOwfYtT3+K+Do9ngVcJ+WJ6O29QbgWOCIeY7Dw4ETBtP+A3hSe3xl+/944IO9fNwJ2KE9voBefTUoa7767v3Age3xkcBf9vbxyPb4QOB9m3gujHwvt2XSHt8HOKu3/X3o3iufHMQ68pgNlnk28M4R02/W4t12zHG4G/CDwbR/Al7Wf52BBwInAVu36TsCt13AcZ83f0fFzAZ8Bm2GOXGDsug6I/wI2KVN/zvgz9vjcXXNzYAftP87tMc7jDkOG10/bOBx37Xl4YnAb49Z5t79PJ1v2U00N0bmOOPPIxZyTjkyz6Y5NwbbeR3w8nXlxmaYA7cE7g+8GnjhYN5ar3Fv+jeBvdrjpwB/3x4/AfiP9njbtv6qcfs35jgs67nkfPvfW2atc0ng0HHLzkp+ALcB9miPb0J3Tjn3XWPk8aGrO27bHt8LuKg370TWo85lzefTqt60fYHj+/tBV2/9GNipTd8auNsCjvtG5/QmnBPjzikWkhMj64zeuh8CPjBX3nxljTgOU/P9k3m+u2xmOfAg1nxf2492LtieHwM8tT2+EbCyPT6U0fXCfO+x9Tqey50D4/Z/vrwdt//z/dkzeIpV1Zfo3kR9j6Z7A9D+z/WUKuAmSUKXdJcC1yS5B7Ciqj7Xyryyqn7Z1vlL4O+q6ro2739HhPF44L1tflXVlW36Vu2v2rzvVNUFG7B7uwJfr6pfVtU1wBeB/UctWFVXAF+iqwznHDgXV88tgV8AV7b1rqyq8zcgJpLcBHgI8NENWW+pLUMujPME4MNV9cO2zlyOPAA4r6p+UFW/pvsiNfer1wbl1Tz7dwOLkQvtl7vD269sZyZ5wLq2Oyrmnn2A/6qq/17PcjbKBHPh0cC/t3rg68DKJLcB7gF8saquqaqr6H4Y2Le3/blf5n+L7qSZqrqgqk4HrhtuJMn9gFsBn11HPJ8H7t5iIMm2wEO54Xv3NsDFvXy8sKouW0fZY+u7diwfQtdIAGsf7/7r8EFgn7b8kpjUZ0Rbptoy27Wy52I6nu69d711HLO+ce+xA4DjxuVoVZ0NXJ61e/k+lq5e6rsNcElV/aqtd0lV/bjFeEG6Hu7faH93GbWttt7Y/F3fmJfKtOXEPGXdHPhVVZ3T1vkcdvOlHAAAIABJREFU8Ce9eEfVNQ8HPldVl7b38OdYU9cMbXT9kK4H0evS9V4+PsktxmyLqvp+y8P5jMvvZTFt5xELOaecp+6Z2tyY047lYxmdA8uSG5PKgar636r6JvCbDQj3bnTne7B2/VDAdumuJLgx8Gvginn2b1Q8y3ouuZ77v6znkqNMW35U1cVV9e32+BfA94HbraOs78x9rgPfBbZJsvV864wo4zq6RsPH9SaPyo+b0HWE+Flb71dznwPpeg8fme7K03OSPHK+TbKROb1UJnhOsZCcGFdnkO4qrR/Q5cT6lDU8DtP4/XNZTDAHvtb7vvZ1ukZW0vX4/n3gHW25X1fV5evaDca8x9bXBD43Ru7/QurF+dgYvOm5VVVdDF0y0CUcwBF0Daw/Bs4AntveVLvQfUn+cLrLWF6bZMu2zp2Bx6W71O64JHftb6idIO9L90va3LQt013i9r90J94nr0fMD0x3ucBxSe7Zpp0J/H6Sm7ftPAK4/TxlvJfuDUeS27b9OmGwzGnAT4DzkxyV5FFsuP3pfvntVxCj4p8Gi5kLAK9OdynC63snTrsAO7TK65Qkf9am347uV/M5F7KmItrgvNpAi5EL21XVg+h6cr5zXRtcR8yjPgiW23LkwrjX/DRgvyTbpruc98GseS8/Ffh0kguBJ9H11hwryRZ0PadetK4drqprgQ/TfbkG+EO63l6/GCz6fuBR6S6XeV2S+66r7F48o+q7mwOXV/cjFqyd+9cfozb/52355bQsnxFJ9k9yFvApuh4Y85nvmM2Vd0dgZ+ALI9Zfn/dYv174XeBnVXXuYJnPArdvX8zekmSvwfwrquoBdMfq8HVsb11GxTzqfbUcJpkT48q6BNgqa4ZUOIA19ca4uma+z521LFL9sB3w7arag+4H61eM2tYGeBw3zImj2rZf1r48LbdJnkcs6JxyTJ5tCrnxe8BPRtRLMDo3lsty5MB8Cvhsy42n9aafSffaADyGNfXDB4GrgIuBHwKHVdVCGsuW/VxyHUZ9ZjyrHct3pl2GPQGTzg8A0l1Sfl+6KwjmrOv4/AnwnWo/ADfrW+f282Nruu+pa30HaHn3ceC/k7w33WXd/baVVcBedFfQHZlkmzHbWqycXi7L1hYxnxE5MbLOSLId8GLglYwxJr+GpuX757g6czktdw78Od0VY9BdlfxTuvfyd5K8vb3Gc0bVC/O9xzbkeE7qc6O//9dbYL24FhuDNx8PB04FbgvsDhyR7peTFXQnoC+ku9ziTsBBbZ2tgdVV9dvAv3HDhHwU8NX+B1JVXVtVu9P9OvGAJPdaR1zfprvkaTfgTbSeF1X1feA1dL/cfYbujXPNuEKATwJ7tn16LPDBdkJ/vfZ8X7ovlecAr09y6DriGxr++jYy/im3kFz4W+DubfrN6D40aevcj+5E5uHAy5LsQnd559BcD50NzqsNtBi5MNfb/UvATZOsXMc2R8acbtzTP6TrQTCNFjMXRr7mVfVZ4NPA1+iO60mseS8/D3hEVe0EHAX8yzri/Svg01X1o3UsN+f6D2XGNBhW1YV0vQX+lq4n5/FJ9lmfwsfUd/Pl/nzzJm1RPyOq6iNVdXe63gB/v45tr89xOZAR7+V0vffuDfznOrbxH8AB7YvYuFy4kq4+exrdieT7khzUW+S9vf8PXMf2xhoT87j31SQtR06MLKuqiu51en2Sb9D1opirN8bly4a+vza2frgOeF97/G5gz+H66ytdr/VfVlV/3McnVtW96Y7P79H9YDYtluM8YiHnlOPybFPIjZG9u8bkxjRYzByYz/9pjer7Ac9M8vtt+lPa81PoemD+uk1/AHBti2tn4AVJ7rSA/ZvEueRIY84l30rXSLI7XQPG6xZS9hJarvwgyfZ0jWGH9DrrzHt80nXeeQ3QH8N3vevc6nqlbp/kbnS5+fUacVVZVT2Vrlf3N9o+97/zvL+qrms/AP2g7fsoi5XTk7YUbREjjcmJcXXGK4HX15orUdanrFGm5fvnuDpzGix6DiR5MF1jaP+cYg/grVV1X7pG3rl7F42rF+Z7j23I8Vz2HBix/3PTN7heHMXG4E3PT7Lm0rbb0PWmgG68lQ9X5zzgfLoPnQvpfhX9QeuV9VG6NxBt3twvTR+hG3+tb2xvrOq645/I+Mvw5pa7Yq7yrapP0/UE2rE9f0dV7VFVv093GcGo3hJz5VxN12i8/zriqqr6RlX9Y1vuT0YtN0qSm9NVFp9an/inwKLlQnWXHFT79fwouuNAW+czVXVVVV1Cd3nEbm16vyf3TrQhANiIvFofi5QLwy+J62qwG7ed/eh6B/1kfWJfQsuVCyNf86p6dVXtXlUPo/tSfm66y2Z3qzU9vd5HN/7RfB5I94vmBcBhwJ8lma838VeB26QbVP9BdI3SN1DdpXvHVdWLgH9g9BAFYw3qu0voLltf0WYPc3+uJ8IKuqExlrt3x3J+RsydzNx5HfXifMdszrj32GOBj1TVvJcXtx8QLqDrhfMndL36Ri13bVWdWFWvAJ7F+HphYxrxbxDzPO+r5TDJnJivrjmpqn6vut7YX2LNOcC4uma+z51RFrt+2JicuEF+V9VF7f8v6MZIX86cmDPJ84jrre855WCdYZ5NbW60uu+PWdOA3Dfpq4uWIwfGqnZJf3WXBn9kbp2qOquq/qCq7kd3fP6rrfIEunz6TVvnq3TjNG6QCZ1LjnODc8mq+kn7vLqOroFkEvUDTDg/kmxF95nznqr68Nz0+Y5Pkp3ocunPquq/eutsaJ37H3Sv+bzv0ao6o6peDzyMheXHouT0MlrWc4qheXJiXJ3xO8A/t+8WhwAvSfKs+coaZUJ1xqhzh5F15jJblhxIch/g7cCjq+pnveUvrDXfLz/ImjpmXL0w9j22IcdzuXNgzP4vqF4cx8bgTc/HgSe3x08GPtYe/5Dul0mS3Ip2Qx26wdR3yJrxzB5CdyMP6N6Ic3dZ3Yvu1wtaGb/Vpn2sN+0Wc79eJLkx3RhrZ80XbJJbJ91lOOnGRdmCNrZS2l1ck9yB7iR5fS4Dfj7deKJfH7Gt26Z313G6X0U2ZOytx9Dd9Gj1+sQ/BRYtF3oVeui+7Mz1UPkY8Hvp7qK7Ld0H6vdbWXdNsnPr0XBgiwc2MK8WaGNz4XFtuT2Bn1fVz8dtaB0xT3Qcp57lyIWP0zXOJt1l+D+vqovTXeZ787bOfeg+xD8LXAb81lwPMLqT5O/PtxNV9cSqukNVraL79fjfq+pv5lm+6Br9jqHrUbx6uEySPdJdyjM3DMV9WI96YVx917Z5At0vvrD28e6/DgfQ3fBhuXsGL/lnRJK79OrFPehu3jC2XlzHMaP1vNmBrlf50Ia8x94LvJ5u3MULhzPT3bm9f/nZyHqh/R8Vy/q6QczzvK+WwyRzYr66Zu4cYGu6Hg9H9uK9QV1D19P6D5LskO7Stz9gnh7ji1A/bMGanH0C8JVx25pPK/cx9Mawbp+pO7bHWwGPZHlzYs7EziMWeE45Ls+mPTfmPj/WqpdG5cYELEcOjJRku3T36pi7lPsP5tbp1Q9bAP+PNfXDD4GHtPphO7qbTM6bN/NYtnPJdRj7mdHsz2TqB5hsfoRuXNDvV9W/DOaNPD6tTvkU8LdV9dXe8gupc98L/Gnbh48PZybZPsnevUnD/HhMki2S3JmuJ+S4ceUXM6eXw7K0RYyyjpwYWWdU96Pzqvbd4nDgH6rqiPnKmsdEv3/OV2cus+U4r7wD3ZBOT6o195egqv4H+FH77kDb3lp1TNOvN0e+xxZ4PJclB8bt/0LqxXnVMt2J0L8N/2vJdjHd4OkX0nURvzlwPF0PmuOBm7Vlb0vXAHNGe+H/tFfOw4DT27yjWXNXx7kPzDPovvju1lvnINpdF3vT7gN8p5V1Jr07IgPPaTFeQ9cb4+1t+rPoBms/je4N86DeOl+me/OeBuyzHsdjBd2lvf80mH4i3a87d6Qbb/IsuksUPgfcuS1zNOu4k3srZ9/BtLHxb2a58IXe8u+m3eG7zXtRe53OpLsUYW76I+gq7P8CXtqbvkF5NW7/ljAXTgT+kW5YgzOBB6xjW+Ni3pbuS+hvzUIu0PX4fXN7vc+g3ZEZ2Kblx/fae2T33jb2b8ue1o77ndr0+7fYr2rH8LtjjvsR63E87kv3q+rwvTt3R/h9gVPa/pxJd/nRNm3eBYy5gyzz13d3orsk8Dy6yzq37h2LD7Tp35jb3004F0a+l+ka7r5L9946CdizV9aX6d6bV7eYHj7fMWvzDmXwXm7TVwEX0e4wvB7H4xbtWDxjMP0CYEe6S9W/1nL1dLqTrB17y7yCbtytbwJ3mWc7Y/N3XMzMU8fOQE6MK+u1dD8Qnc3any0j65o27ykth84DDl7i+uFKumEITmmv3y3m2c7+7Xj/im6suP/szdub7hLj/vLbtXJPb8ftDcCWm3h9sUHnESzsnHK+PJvK3GjLH82gXhqXG5tjDgC3btu7Ari8Pb4p3efCae3vu6x9LvlcunPMc+juN5A2fXu6z5Dvtpx60Xz7t47jsSznkuP2v80beS4JvKsdy9PpGl5uM4P5sSfde/T0dvxPpRt6bOzxoWsEvKq3/Kl045kuqM5tuTn8Pnw03Y9BN6G7quDstp2vsubc+Gi6H6e/TJfDj5xnG4uW05tgTow7p1hIToysMwb7cyjwwvZ4bFmTrjPa8geNyL2xdeZmmANvp+tYNPfafKtX1u7At1p5HwV2WEe9MPI9tpDjuVw5MG7/58vbcfs/39/cB6skzYQkJ9KdCHxr0rFImg7pLh/87eouY5dIcmVVbT/pODR9zA15Lqn5JDma7mrTD046Fk0H6wxNYw44TIQkSZIkSZIkzQB7BmuqJHkz8H8Gk99QVUctUvkfobuLZN+Lq2pdd6rXMlvqXBhs62C6y4v6vlpVz1zsbWnDJTmZ7m6zfU+qqjMWoey5S52G9qneYP2aDstZhyd5Kd14nn0fqKpXL/a2tHBLWT+M2NayfS5p45kb8lxS81nOz/kkDwdeM5h8flXtv9jb0sJZZ2iWcsDGYEmSJEmSJEmaAQ4TIUmSJEmSJEkzYMWkA9D8Vl+DXben0DYryCS2az5Mp0nlA5gT02rW64gvnvPTSYcAwK63vumkQwDgDjfbeqbriO9f9ItJhwDArre7yaRDuN6s1xFam+cRGrKOUJ91hIasI9S3kHywZ7AkSZIkSZIkzQAbgyVJkiRJkiRpBtgYLEmSJEmSJEkzwMZgSZIkSZIkSZoBNgZLkiRJkiRJ0gywMXiJJNk7SSXZcdKxSJIkSZIkSZKNwU2SE5McMek4JEmSJEmSJGkp2BgsSZIkSZIkSTPAxmAgydHAXsAz29AOleTOSd6R5PwkVyc5N8lfJ9mit969kxyf5Iokv0hyWpIHj9nG1kk+kuTbSW65TLsmSZIkSZIkSQCsmHQAU+K5wC7AWcBL2rTLgIuAxwI/BR4A/CvwM+AdbZljgdPavGuAewOrh4UnuSnwMbrG972r6oql2hFJkiRJkiRJGsXGYKCqfp7k18Avq+p/erNe3nt8QZI9gMezpjH4jsBhVXVWe37eiOJvAbyb1rBcVTdoLJYkSZIkSZKkpWZj8DySPAN4Kl2j742BrYD/7i3yL8DbkzwZOB74UK9heM5ngW8Df1JV18yzrZXAyuH0i396GStX3mCyNnPmg4bMCfWZDxoyJ9RnPmjInFCf+aAhc0J95sPmzzGDx0jyOOBw4Gjg4cDuwFuAG80tU1WHAvcAPgo8CDg9yVMGRX0S2JNuCIn5HAKcP/w74o2Hb+SeaBNlPmjInFCf+aAhc0J95oOGzAn1mQ8aMifUZz5s5lJVk45hKiT5LPBfVfWX7fmbgPtU1V69ZT7epq0aU8Zbgd2q6kFJ9gZOoBsm4nnAM4B9qurUMeuO++XlfH95mT7brCBLWb75sGlZ6nwAc2JTM+t1xBfP+emkQwBg11vfdNIhAHCHm20903XE9y/6xUS3P2fX291k0iFcb9brCK3N8wgNWUeozzpCQ9YR6ltIPjhMxBoXAA9Isgq4km7834OS7NceHwjsRXdjOZLcGDgM+EBb91Z0PYBPHhZcVS9NEuDzSfapqtNGLHM5cPlw+uqxA0toc2Y+aMicUJ/5oCFzQn3mg4bMCfWZDxoyJ9RnPmz+HCZijcOAXwPfA34KHAe8HzgW+CawCnhdb/lrgR2AY4CzgY8AJwHPH1V4Vb0E+Dfg+CS7LckeSJIkSZIkSdIYDhMx5VZfgy/QFFqOS3VGMR+m06TyAcyJaTXrdYTDRKxtOYaJGGcacsJhIm5o1usIrc3zCA1ZR6jPOkJD1hHqW0g+2DNYkiRJkiRJkmaAjcGSJEmSJEmSNANsDJYkSZIkSZKkGWBjsCRJkiRJkiTNABuDJUmSJEmSJGkG2BgsSZIkSZIkSTPAxmBJkiRJkiRJmgE2BkuSJEmSJEnSDFgx6QAkSdLmZa9dbjHpEAB46XFnTzoEAF73qLtNOoSJOufSKyYdAgC73u4mkw5BkiRJG+l1Xzxv0iEA8IK97jLpEBbMnsGSJEmSJEmSNANsDJYkSZIkSZKkGWBjsCRJkiRJkiTNABuDJUmSJEmSJGkG2BgsSZIkSZIkSTNgSRqDk5yY5IiNWH/vJJVkx8WMa8R2Dkpy5VJuo7etQ5OcuRzbkiRJkiRJkqShWe8Z/D7gTpMOQpIkSZIkSZKW2opJBzBJVXU1cPXGlJHkRlX160UKSZIkSZIkSZKWxFL2DF6R5A1JLmt/r02yBXQNqElek+TCJFcl+WaSh48oY7ckJyf5ZZJvJdljbkaSmyd5byvj6iTfTXJwb/7Tk/wkyVoN3kmOTfKx9vgGw0S09c5L8uv2/y8G8yvJM5N8OMlVwD8k2TLJO5Kc32I5N8lfz+2vJEmSJEmSJE3aUjZWPrGV/0Dg6cDTgEPavKOAvYAnAPcGjgE+kWS3QRn/CPwNsAfwM+A9SdLmbQN8G3gkcE/gDcDbkuzT5r8fWAk8dK6wJNsBjwbePSrgJPsDRwCHA/dqZb4lyaMGi74C+HSL/c1tPy8CHgvsCrwUeAlwMJIkSZIkSZI0BZZymIiLgedUVQFnJdkFeH7rlft4YFVV/bAte0SSh9I1Gv9Vr4yXVdUJAEn+DvgKcDvgwqq6CHhtb9l/TfKQVvbxVXVZkk/TNUp/pi2zP3AN8IkxMb8QeFdVzd387pwk9wNePFjnfVX19sG6L+89vqD1Yn488I4x21pLkpV0jddrufinl7Fy5Q0mazNnPmjInFCf+aAhc0J95oOGzAn1mQ8aMifUZz5s/payZ/DXW0PwnJPoGnL3BAJ8L8mVc3/A/wXuPCjj9N7jH7f/twRoQzO8NMnpSX7Wyvhj4A69dd4N/FGSbdvzJwIfrKrVY2LeFfjqYNpXgHsMpn1ruGKSZ7ShLH7aYnneIJZ1OQQ4f/h3xBsP34AitBkxHzRkTqjPfNCQOaE+80FD5oT6zAcNmRPqMx82c1m7vXaRCk1OBH5YVX/Wm7YP8HngILphIu4J/Gaw6tVVdVGSvYETgFtU1SVt/VV0CXj/qvpWkhfT9dh9LnAGcCXwD8Atq2rvts7WwP/Q9TY+nm4ohz/o9TY+CDiiqrZvzy8FXlhV7+zF/VTgNVV18/a8gMdU1Qd7yzyObqiLFwJfA64AngnsX1Wr2jKHAgdU1b3GHLNxv7yc7y8v02ebFWTdSy2c+bBpWep8AHNiU2MdMR1eetzZkw4BgNc96m4zXUd87IyLJrr9OY++9+0mHcL1rCPU53mEhqwj1GcdoaFZryNe98XzJh0CAC/Y6y6TDgFYWD4s5TARv5Mkvd7Bv0vXu/ckup7Bt55rlF2gPYFPVNW7ANpYwrsAl88tUFW/SvJBuh7BO9I1DH9xnjK/38p9Z2/ansD31iOWk3vDS5Bk2Mt5XlV1eT/2Oauv2ZBStLkwHzRkTqjPfNCQOaE+80FD5oT6zAcNmRPqMx82f0vZGHxb4PAkb6G70dqLgFdV1TlJ3gMcneQFdDeBuxmwN/CDqvrwepZ/DvC4JHsClwDPBnYGvjNY7t10PZJ3Bo6tquvmKfO1wAeSnAJ8FtiXriH5j9cjloOS7AecBxxId4O8y9ZzXyRJkiRJkiRpSS1lY/B7gC2Bk4Giu5Ha69u8g4GXAv8M7ARcCnyDbmiI9fUqugbe44CrgaPbNofj+36JbniIe9A10o5VVR9N8my64R4OB/4b+KuqGnfDuTlvA3YHjqXr9fwh4HXAU9Z/dyRJkiRJkiRp6SzJmMFaPKuvwRdoCi3HuE2jmA/TaVL5AObEtLKOmA6zNGbwONOQE44ZfEPWEerzPEJD1hHqs47Q0KzXEY4ZvLaF5MMWSxGIJEmSJEmSJGm62BgsSZIkSZIkSTPAxmBJkiRJkiRJmgE2BkuSJEmSJEnSDLAxWJIkSZIkSZJmgI3BkiRJkiRJkjQDbAyWJEmSJEmSpBlgY7AkSZIkSZIkzYAVkw5AkiRpKTx599tNOgQBD7j9zScdgiRJkjYTL9jrLpMOYZNnz2BJkiRJkiRJmgE2BkuSJEmSJEnSDLAxWJIkSZIkSZJmgI3BkiRJkiRJkjQDNunG4CSHJjlzkco6MckRi1GWJEmSJEmSJE2bFZMOYCMdBrxpkcr6Y+A3i1SWJEmSJEmSJE2VTboxuKquBK5cpLIuXYxyJEmSJEmSJGkaLdswEUm2TnJ4kp8kWZ3k60n2bPP2TlJJ9ktySpKrk3w5yU5J9kpyWpIrk3wyyc17Za41TESSeyc5PskVSX7R1ntwm7dVkjcm+XGSXyX5UZJ/6q271jARSXZIckySy1o8n09yz978g1pM+yQ5M8lVSU5IsnNvmdsn+ViSS5P8MslZSQ5cuqMsSZIkSZIkSaMtZ8/gfwYeCzwF+AHwfOAzSe7aW+aVwCHAz4FjgfcBq4GnAdcCHwAOBZ49ZhvHAqcBDwCuAe7d1gd4DrA/cCBwAbATcLd54j26zX80cBnw6hbvLlV1dVtma+Bv2z6tBo4BjgQe3ua/BdgGeDBwxTq2J0mSJEmSJElLZlkag5NsB/wl8NSq+lSb9gzgIcAzgc+3RV9WVV9u84+kGw/4flX17TbtGOCAeTZ1R+CwqjqrPT9vMO8c4MtVVcAPga+NifeuwB8Ce1XVl9q0J7V1ngi8vS26AnhmVZ3dljkMOCrJFlV1Xdvmh6rqtLb8+fPELkmSJEmSJElLZrl6Bt8Z2Ar46tyEqro2yUnAPVjTGHx6b52ftP9nDKbdcp7t/Avw9iRPBo6na4idaxg+GvgccE6SzwKfBo5rjbZDuwLXASf14v15kjNavHN+NdcQ3Py47edK4FLgDcCRSfZt8Xykqk4ZFXiSlW29tVz808tYufIGk7WZMx80ZE6oz3zQkDmhPvNBQ+aE+swHDZkT6jMfNn/LNWZw2v8aMa8/7TfD6VU1nDY25qo6lK6x9qPAg4DTkzylzfs2sAp4SSvjGOBzSUaVlxHTRsV7zZh5W7RtvgPYGTgK2AX4WpJDx5R7CF3P4bX+jnjj4fOEos2Y+aAhc0J95oOGzAn1mQ8aMifUZz5oyJxQn/mwmUs3YsISb6QbJuJS4C+q6t/btC3phm04lq7X7AnALarqkjb/AOADVZVeOc8AXlVVO7bnhwIHVNW9xmz3rcBuVfWgEfN+B/g6cLeqOifJicCZVfWsNkzEOaw9TMRNgR8Bz6+qdyQ5CDiiqrbvlbn3cD8G23wx8Nyquu2IeeN+eTnfX16mzzYr5v3BYKOZD5uWpc4HMCc2NdYR0+Gci6+cdAgA3Of22890HXHx5avXvdAyuM3KbSYdwvWsI9TneYSGrCPUZx2hIesI9S0kH5ZlmIiquqo1zP5TkkvoflV4HnArupusbfSN1ZLcGDiM7iZzF7Sy9wRObvOfD1wMnErXA/kJdDd1u3BEvOcm+RjwtiRPAy6nu4HcFXSN1+sb0xuA4+galm8K7At8b9SyVXV5285aVg/7HmsmmA8aMifUZz5oyJxQn/mgIXNCfeaDhswJ9ZkPm7/lGjMY4MXt/1F0vzB8B9i3qi5OstGNwcC1wA50wz/cGvgZ8EnghW3+L4AXAXelG87hO8B+VfXLMeUdDBwOfBzYhm68432r6uoNiGkLupvg3b5t/3jgBRuwviRJkiRJkiQtimUZJkILt/qakeMsa8KW41KdUcyH6TSpfABzYlpZR0yHWRomYpxpyAmHibgh6wj1eR6hIesI9VlHaMg6Qn0LyYfluoGcJEmSJEmSJGmCbAyWJEmSJEmSpBlgY7AkSZIkSZIkzQAbgyVJkiRJkiRpBtgYLEmSJEmSJEkzwMZgSZIkSZIkSZoBNgZLkiRJkiRJ0gywMViSJEmSJEmSZsCKSQcgSZK0FLbwJ++psP02nm5KkiRpcVx46dWTDgGAnW5240mHsGB+TZIkSZIkSZKkGWBjsCRJkiRJkiTNABuDJUmSJEmSJGkG2BgsSZIkSZIkSTPAxmBJkiRJkiRJmgETbQxOUkkOGPd8xPKr2jK/vTwRSpIkSZIkSdLmYcWkA9hAPwJuA1wy6UAkSZIkSZIkaVOySTUGV9W1wP9MOg5JkiRJkiRJ2tQs6TARSfZN8uUklyW5NMl/Jtl1I8pba5iIJHu35/slOSXJ1W17OyXZK8lpSa5M8skkN++Vc/8kn01ySZIrknwlyQMH29olyReTrE5ydpJHtLIO6i1zuyT/0fbvsiSfSnLX3vzbJ/lY2/dfJjkryYEL3X9JkiRJkiRJWqilHjN4O+Bw4AHA3sDPgU8kudEib+eVwCHA7wA7AO8DXg48rW33nsChveVvArwL+L0W26nAp5PsCJBkC+AjwDXA7wIHAa8Atp4rIMm2wAnAamAv4IHAxcDn2zyAtwDbAg9uMRwCXL54uy1J+v/s3XmYXFWd//H3BwIJq0EIDnsAWVV2UByWKCLLT0X47SLQAAAgAElEQVQUBEYdgXFhXNFBURk0jjAqLqAioiMQXNgFRRQBkYggOyQQ9kCiBJB9CxDW7++Pc4o+uV1V3el0V910fV7P00/fuuu5p7517rmnzj1lZmZmZmZmZoMzosNERMSvy9eSDgCeJDXAXjaMhzo8Iv6aj3E88ENgy4i4Ps87GXjlh+ki4s+VdH0KeC+wK/BLYGdgA+DtEXFvXuezwOXFZvsCAg6IiMjrfAx4EHgHcAawFvDriJiet5nV6gQkjQfGV+ff/9BjjB/fb7aNco4Hq3JMWMnxYFWOCSs5HqzKMWElx4NVOSas5HgY/UZ6mIh1JZ0i6S5JTwIP5GOuOYhtz8/DMsyVdPMAq99YTD+Q/99Umbdyse+VJf1E0h2SngCeyssb6doQuK/REJxdA7xcvN4SWBt4qpFOUs/nFYB18zrfB/5b0hWSjpC0ZZtzOJjUWDzf37E/OGaAU7dRyvFgVY4JKzkerMoxYSXHg1U5JqzkeLAqx4SVHA+jnHKn1pHZuXQLcC/wrfz/ReAW4CMRMUVSAHtHxFl5/VdeS1oNWCrv6oWI+LukiaQg3DoirpU0iTRUw4SIeDjvYy/gzIhQkY6DgCMiojEMxPnAa4DDgdnAc8DFwEkRMVnSwcBnI2KtYh9LkIaE+I+c9h8DW5N6CFc9GhGP5u1WB3YH3gbsAXwjIiY3yatW37zM8jcv9TNuDBp4raFzPCxaRjoewDGxqHEZUQ8zH5jb7SQA8PrVlu3pMuKpeS929fgNy42rz+8mu4ywkusRVuUywkouI6yq18uIOY8+2+0kALD6q5caeKUOGEo8jFitOP9g20bAJyLikjxvi8Ees9Ird7htB3w6In6f0/UaYJVi+a3AapJWjYj78rytmL8n9fXAfsDDEdFyHOCImAP8FPippEOBzzD/+MWN9R6nyXjCNbl/sg5zPFiVY8JKjgerckxYyfFgVY4JKzkerMoxYSXHw+g3ksNEPAY8DHxE0msl7QgcT+od3G13AB+QtLGkrYHTgOeL5RcBtwMnS9pU0puA75HS3uhK/SvS8BO/lbSjpLUl7SDpu5LWA5D0fUm7SlpH0makMYlv6cwpmpmZmZmZmZmZmfUZscbgiHgZ2AfYBJgB/Ig0LMNzI3XMBXAgsCxwHakh+ETScBHAK2nfExgLXA2cDBxJagiel9d5BtgBuBs4E7gtr7cCqSEcUv7+kNQAfBGp8fhDI3liZmZmZmZmZmZmZs2M6JjBo4mkTYFpwFYRcV2njjvvRfwG1VAnxm1qxvFQT92KB3BM1JXLiHropTGDW6lDTHjM4P5cRljJ9QirchlhJZcRVtXrZYTHDJ5frcYMXtRJ2hN4GrgTmEgaJmI6aaxgMzMzMzMzMzMzs0WKG4NbWw74FrAGadiHqcBnw12pzczMzMzMzMzMbBHkxuAWIuLnwM+7nQ4zMzMzMzMzMzOz4TBiPyBnZmZmZmZmZmZmZvXhxmAzMzMzMzMzMzOzHuDGYDMzMzMzMzMzM7Me4MZgMzMzMzMzMzMzsx6giOh2GmwESRoPHAwcExGPOx31SEe31OX8nY76qEseOB31UJfzdzrqoy554HTUQ13O3+moj7rkgdNRD3U5f6ejPuqSB05HPdTl/J0ONwaPepImArOAtSNittNRj3R0S13O3+moj7rkgdNRD3U5f6ejPuqSB05HPdTl/J2O+qhLHjgd9VCX83c66qMueeB01ENdzt/p8DARZmZmZmZmZmZmZj3BjcFmZmZmZmZmZmZmPcCNwWZmZmZmZmZmZmY9wI3BZmZmZmZmZmZmZj3AjcGj3+PA1/J/p6M+6eiWupy/01EfdckDp6Me6nL+Tkd91CUPnI56qMv5Ox31UZc8cDrqoS7n73TUR13ywOmoh7qcf8+nQxHR6WOamZmZmZmZmZmZWYe5Z7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjcE1IOlHSg5JmFPNeLekiSXfm/yvk+a+S9DtJ0yXdLOmAYps1JV0o6VZJt0iamOdL0pGS7sjLPp3nv1/Sjfnvb5I2zfM3kDSt+HtS0sF52aaSrpB0U07H8sXxN8nLbs7Lx+X5S0r6aT7+bZLe2yIfJkm6ojJvjKQHJK0iaYqkvfL8d0i6IefDLZI+NoR8X1HSJZLmSjq2smyqpNuLPFg5zx8r6XRJMyVd1cjj4dbFmNgjx8M0SddK2q7Y1x8lPS7pvEpaT8jHvlHSWZKWzfPXknRxnj9V0urFNh/K53GnpA+1yYcp1fdW0rsl/SFPz83/F5P0A0kzcuxdI2ntIeT73jkPX5a0VTH//ZXPxMuSNsvLmsbKcBvpmCiW/7CRr/n1Ar2Pkpar5NXDko6pHGMvSdHIY0kTJT1bbHN8m3xwTMyfvpEuK6ZImlWcS+McW10/1lAqV2/Nx/hMcYzJku4t9rV75VzWVCqPD8mvW16LmuTD/pJOrcxbSdJDSuX21CLeDswxcWOOjz2Kc92rTV7/Kr+vM3K+L9EuL/Ky2flY0yRd2+69HE4diAtpAeoVxf4WV7p2n1fMa5Wv7dJ1VJ53q9LnXC3yodPlxelFvM6WNC3Pb1nfGCkdiIFWZcOGSnXB55Q/y+3SVCz7VI6DmyUdVcxvVbf8Y5He4yUt3iIfFrpsWMB8b1ePalr3kbRlPu7MdvG8MLoVD3nZpDzvZkl/aZemSpoPUaorrDSIfY1XqoPeltO2bYt9djoemn4e1P5eq+21ciR0ID6k5teMduXFrkplwkxJXyzmN91XsXxrSS+p755xM/WVITdK2qdNPkyW9I3KvM0k3ZqnZzfiUdJhxT6nSXrjguU6SDq6eJ/vkPR4seylYtm5C7rvhdXFmGhVvxwn6eriGF8rjtH0XjQve18+7s2STsnz3lL5/M2T9O4W+VCnmGh6L94JHYiHBapTDBAPO0m6Pu/nMkmvrZxL9T50m+K40yXt2SYfpkrapTLvYEnHKd3Pzsjzllaq396kdP24rIzLBcj3puciaYc8/0W1uXdpKyL8V4M/YAdgC2BGMe8o4It5+ovAt/L0l4vpCcCjwJL59VRg5zy9LLB0nj4A+DmwWH69cv7/ZmCFPL0bcFWTtC0O/BNYK7++BtgxTx8IfD1PjwFuBDbNr1cEFs/TXwOOyNOLASu1yIfFgHuAicW8XYGL8/QUYC9gCeA+YPU8fyywwRDyfRlgO+Ag4NjKsqnAVk22+ThwfJ7eFzh9lMXEsoDy9CbAbcXxdwLeCZxXSevyxfT3ijSeCXwoT78V+EWefjVwd/6/Qp5eoUU+7AJcUpl3GvDBPD03/98POKs4n9Vb7XOAfN8I2KDV+5/XeQNw90CxsqjFRH69FfCLRr4Ox/sIXAfsULxeDrgUuLKRb8DE8rwGyAfHRAfjglzuNjlu0+sHsAqwRfFe3wFsnF9PBg5pcy6/zvHWbx0q16Imy5cHHq7E80HACeV7kuPgLuBVxbmu3e5ci/3tDij/nQr8Z7u8yK9n0+Kat4jHxZDqFcDngFMoriNt8rVpuvIxLs8xsThwBTCpRT50tLyoHOe7wFfydMv6xiIcA00/L8DKwNbAkVQ+y83SlOe/BfgTMLYST+3qlsvn/yKVHfu2yIeFLhsWMN+b1qNoc80Erga2zedyPrDbKIqH8cAtwJrle9suHvKyNYALgL+Ty9AB9nUy8OE8vSQwvibx0PLzUKxTvdea3GrdkfrrQHy0umY0zZ+cJ3cB6+T3czp9dYmm+yq2+zPwh0Y8AusD6+XpVYH728THBhT1uTzvm8DheXo2sBLp83oFfWXWSsCqC/kefAo4sXg9d2H2twjHRKv6pYBl8/QSwFXAm/LrVvei6wE3FPtbucl5vjqnd+kW+VCnmGh6Lz5K4mEKC1CnGCAe7gA2ytMfB6YU2zW7D10aGJOnVwEebLxukp6PASdV5l0JbE9xPwt8CfheJY7GDiHfm55LPtYmpM9Qy3uXdn/uGVwTEXEp6UNS2oNUsSH/b3xbFcBykkT6AD0KvChpY1LQXpT3OTcinsnb/CfwPxHxcl72YP7/t4h4LK9zJaniU7UTcFdE/D2/3oD0AQK4CGj08n07cGNETM/7fiQiXsrLDgS+kee/HBEPt8iHl0kNAeU3tvuSbg5Ly5FuEB7J2z0XEbfDK98qHS/pr/nbtHc0O1be7umIuAyY12qdJsr35Sxgp/xeDKsuxsTcyCUM6ea1MU1EXAw81SStT0L6hhdYqthmY+DiPH1JTj+km/OLIuLRHH8XkRr9m/kTsKGkVfIxlgbeBvymst4qwP3F+cxpxLZST6zv5m/PLpY0ocWxiIhbG7HUxn70j8kRN9IxodSr6tvAFyrHGPL7KGk90kX8r8Xsr5MqDwvyuSs5JgodKCtaHbfp9SMi7o+I6/P0U8CtwGoDnUfukXE3cHOLVarXomp6niRdm95ZzG52/ViZVI7NzdvNjYhZA6Uvr/uHyEiNN41zHsy1tKPqWK9Qeqrg/wE/q6S1ab62SleeP47UQDCWdBPwQIus6Gh5UZyrgPeR42+I9Y2F0sWy4cGIuAZ4YZBpghRP34yI5xr7yPNb1i0bdQ9SfXBJivpK5ZgLXTbknkDHKPVSmyFpmzbn36oe1fSamWNz+Yi4Im/3c/rel2HTrXgA/g04OyL+kbdpvLft4gHgaFJ9pHxfm+5L6SnFHYAT8vznI+JxmuhCPLT8PBTaXt86oYvXjFb5sw0wMyLujojnSV/i7dFuX9mnSF8OlXF2R0Tcmafvy8ualuO5vve45u/R+b58/NIqwMNFmfVw3nejp+i3cq/Fq6u9EtvoWl2ymbrVI3I1ofHk4hL5L/KyVveiHwF+1NhfJVYa9gLOb1WW1SkmosW9eCfUrU7RLh7y/8bT668idSJs6HcfGhHPRMSL+eW4Yj/NnAW8Q9JYAKWezasCl1XWWwW4tzjG7RHxXO49fJukk9XXk33pNsdrei4RMTsibgRebrNtW24MrrfXRMT9kG6uSZUSgGNJPdXuA24CPpML0fVJBdXZSo9gflt9j8ytC+yj9Lja+bmBpuo/SL0RqqoVpBnAu/L03qRv7snHD0kX5BumL0B6bCsv/3qef6ak17Q571PzMckfst1JF/VXRMSjwLnA3yWdqvQ4SRnPE4EdSTedxys/UjgEJyl1yT+8aPBdjdR7mVxoPEHqqdIJHYkJSXtKug34Pakhf0CSTiL1atgQ+GGePZ2+Lwv2JF0UVqTIw2wOLRqL8k3f2aSLLqTYuyRSI1PpDOCd+f36rqTNi2XLANdHxBbAX4CvDuac2tiH/pW1ZrHSCcMZE58Ezm3sr7Aw7+N+pN7z6Svc9L6sERHNHm9aO6fpL5K2b3XCjolBGc64ADgyV1iOblR+KppeP3IFaXPSt/UNn8z7OlF9j5MtAxxKeoqklWY361Xl9WPVfF6XVNaZTmo4nCXpJEnvZAEpDWPwQeCPTRZX8yKACyVdJ+mjC3qsYdbtesUxpMadphXXJvnaNF0RcQXpfb0//10QEbc222cXy4vtgQcaDRA10umyYbDWB7ZXGn7rL5K2Lub3q1s2SLqA1LDzFOkGrZXhKBuWiYg3k3rmnNjuZFrUo1pdM1fL09X5ndCJeFgfWEGpAfU6Sf8+UKIkvQu4N/KXAIVW+1oHeIh03b1B0s/ydaWVjsbDIDS7vvW7VnZBp68ZpXZ1zKb7krQaqZ7abqixbUhfHt3V5thlfLwJeKRJWX4hsIZSx6PjJO1YWf5kRGxDyqtjGICktYC1Sb2aG8blc7xSLYYw6IKu1iOUhpqaRir3L4qIq4plze5F1wfWl3R5zsdmnY8WtH7ZzZiom67WKdrEw4eBP0iaQ6pXfjOv3/I+VNIbJd2c03tQ0Tg8n4h4hNRxoRFLjSfFqw3IJwKHKg1xcUQlvjcAfhoRmwBPkq4jrTQ9l+HgxuBF0y7ANNI3EJsBxyp9Iz6GdPNxCKkr/TrA/nmbscC8iNgK+D8qlRZJbyEVtodW5i9JunE6s5h9IPAJSdeReug+n+ePIT0C+f78f09JO+X5qwOX5xupK4DvtDq5/M3PspI2ID0acmXx7WC53odJ36Rfnc+5PKcz8g3jnaSeZhu2Ol4b74+IN5DydHvShw/SIwn9kjOE/Q+nYY2JiDgnIjYkfbv39cEkICIOyMe/lb6e3YcAO0q6gdQ4fy+pV9eC5uErF2BaXLAjYg6pYP0SqaHh4hx/5Nen5+lfkuJzSJS+FX4mIsrx7VrFSjctUEzkm6G96as8lRbmfXzl/VL6wuZo4L+abHc/6bHPzcmPkasYj7wJx8TQDKWs+BKpDN2a9Chd9TrR6vqxLOmLvIOjrwffj0mV/81I7/l38/yvAUcX3/DPp8W1qJnzgO3yOb0POCv6nlABXmkc3JXUE+QO4GhJkwfYb9VxwKURUfZ4b5UX/5qvfbuRrp07LOCxOmHE6xVKT+k8GBHXtUlHNV+bpkupR81GpLrFasBbB8jXbpQXterhNQjDXjYsoDGkoRPeBHweOEOSaF23BCAidiH1vhlLGsaoleEoGxq9vC8FlldfZ4d+WtSjWl0zR0u9slU8jAG2JHXQ2AU4XNL6rQ6s1EPqMOArTRa32tcY0uPLP871iKdJjyy30tF4aKfF9a3VtbIuhv2a0US7z0WrfR0DHFp9L1/ZYeqF/wvggNww1cppwF653trqmjGXFIsfJX0Rcbqk/YtVTi3+Nx2/umJf+sfhmvkc/w04RtK6g9hPt3SkfSIiXoqIzUjX/20kvb5Y1uxedAxpqIhJpOvyz8rPao6JN5CGpGmnLjGxqOhInaJNPHwW2D0iVgdOAr43wH0oEXFVRLwuH/9Lat+ZcDD1ymn5/L6dz+caSRvlxfdExOV5eqB6Zb9zabPuAnFjcL09oL7HGhtjl0AaX+fsSGYCs0gfnDnADZEep3mR9AjkFnmbOfT1rj2HNL4Ied+bkB7Z3CN/01HajdQb5pXHLyPitoh4e0RsSQr8xjerc4C/RHok4hnSWE1bkIZyeCYfF1Jlp5GuVk4jfbDaflMXETdFxNHAzvT1XIT+legFrlRHxL35/1Ok8Q0bj4DNIfeGljSG1F2/1SNuw60jMdGQK7jrqvjhjnbyxep08nsREfdFxHtyxfywPO8JijzMVmf+xzeqLgdWUfoBgTeTYqvZ8Z+LiPMj4vPA/9L6McuFucnqF5NtYqUThismNgdeC8yUNBtYWtJMGPr7mN+vMUXjz3LA64Gp+RhvAs6VtFV+7xrDvlxHKlda3izimBjIsJUVkYZ9iEiPvZ1Unkur64dSD89fA7+KiLMb8yPigVxxe5lU8W/s643AUTkuDga+LOmTxfn0uxY1ExHPknqV7kmb60c+n6sj4ht5vaY/atqMpK+SHi/9XGV+07yI/IhgpEcTz6HzsVDqZr3iX4F35ff4NFID7i+LbZrla6t07Un6onhuvvk6n1SetNLR8iLXDd5DXwNynXSkbBiCOcXxryY1wK9E67rlKyJiHulpsZY/7jVMZcMC1y0r9ahW18w5zD+0zEB1ouHUiXiYA/wx0lApD5OGaJjvhyUr1iX1hpuey4vVgesl/Uubfc0B5kRfr7CzaHOv0a14aKHZvVara2WndfS+o6JdHbPVvrYCTstxsxdwnHKP2twQ9XvgvyPiynYHjoh7SOPA7kh6z89osd5LETE1Ir5KerquVXwMJjaa1SUb9Ye7SeOsbt5/s46rQ/sEkYaBmUpleLqo3IvmY/w2Il6INMzL7aTG4Yb3AedERLthXGoTEzVUizpFGQ9KQ3ltWlwPTifV/Vreh1b2dSvpC8XX09pvSEOFbgEsFXl4vCbpmhsRZ0fEx0mNvo0fAx3U9aPNuQwLNwbX27nAh/L0h4Df5ul/kHrEojTcwgak3q/XkB6daoyB9FbSjyxACthGj4kdSd9wI2lN0uOTH4yIO5qkoV/PFkkr5/+LAf9N36M4FwCbKP1y4ph8nFsiIoDfkb6RI6f9Fto7FfhATnO/X0+VtKykScWszUg/MNGwt9Ivg69L+kZmoPE+q/sfo75fBV0CeAdpeAyY/33ZC/hzPsdO6ERMvDb3xiEXcEuSx2ZuRknjVy1FGoPttvx6JfUN3/El+r7xvQB4u6QVlB59ezttvpHN+XsGaSyiP+Qbv2o6tlDq3dqIzU3oi4nFSO8VpG/Xq2P6DEre794UY0QNECudMCwxERG/j4h/iYiJETGR1NO18b4O9X2sjnP1RESsVBzjSuBdEXGtpAnKjwlJWodUUbu71Uk7JgY0bGVFUckTqXGs8Su5Ta8feb0TgFsjYr5vrxv7yvZs7Csiti/i4hjgfyPi2GLdBelleSqpQfE1pBibj6RVc9nWUL1+tCTpw6TeDvtF0auoTV4sI2m5xjTpM9LpWCh1rV4REV+KiNXze7wv6dr5gbxN03xtk65/kJ5WGJM/YzuSegI11YXy4m2kHw2bM8B63TDiZcMQvRJPSj09lyT9yFfTumWuBzaOP4Z0g3XbAMdY2LJhn7zedsATkb4U7adNParpNTPSo7VPSXpT3u7f6XtfRlon4uG3pCFAxij1+n0j7T+vN0XEysU1YQ7pR0n/2Wpfedk9Sk8VwuDvNUY8Hgah2b1W02tlF4z4NaONa4D1JK2t1Ht6X/ruCZvuKyLWLuLmLODjEfGbvP05wM8jYqAnjBpOJfUivKtZWS5pA83/2HfT+Mj/r2h3oBy3K5Tr5XJibJ5eifSF6kAx3Qldq0fke4XxeXop8rW23b1oPsZb8rKVSB1NyvuLBa1fdi0maqprdYpW8QA8BrxKfU+g7Ey6TrS7D1071yUaw3NsQGr8bypSR4SppHvipvEj6V/VNxzekqTf4GnEw5qSGr3D96N1vbLpubRK1wKLDv8Kof9a/krgqaTHgF4gVXr+gzQO7cXAnfn/q/O6q5LGpLmJ9CH5QLGfnUm/unwT6RcZG7/aOJ70behNpEKl8avMP8tBNi3/XVvsa2lS5fVVlbR+hlRY30Eas0TFsg+QfvxnBnBUMX8t0rf3N+ZzWXMQeTIdOK0ybwrphmw5Uu+Q23O6L6fv1yCnkArqv+Y0vmOA48wm9eydm/N+Y9L4gNfl9N4MfJ++X68eR+rdPJM0RMU6oywmDs3nPC3P367Y119Jj708m9O0C+km+fLi2L+i7xe+98ppvSPH2thiXwfmPJxJelxroPzYnPSt2a6V+Y1fgt81v2cz8t+JwLjGOqTHNK8jjbs0oc1x9szn9hxprLgLimWTSL3RyvVbxsqiFhPN8nVh3kfyEC1tzmcqfZ/b9+b8mw5cD7zTMVGPuMj501j/l/T9cm/T6wfpUafI+2os2z0v+0Xe142kCuQqTc5nMvP/WnDTa1Gb/BhDKqe+2SzeSNejP5MqjNNIP+K0bl5nCm1+kZc0PMpdxXl9ZYC8WCfH9PQcC4eNVBx0IS4WuF5R+dycV7xula9N00X6tfifkCrEt1D8WnO3y4sijg5qMn82lfrGIh4DrcqGRg/OJ4HH8/TyrdKU5y+Z9zGDdA14a3H8fnVLUgPeNfSVsz+kxS9/D1PZMJX0Q8h/y+nYps1x2tWjml4z8/FnkD4Hx1LUrRf1eMjLPk/6rM4gDR3UMk0tPjcrDWJfmwHX5rT9BlihJvHQ7vPQ6l5rwGvlIhgfra4Z7fJnd1Ld8y6K62erfVXOZwr5ek4qQ16g7xozDdhsgPyYkLc5qDJ/NumphS3z+39LPt+zG3Ga1/kq6fcSrgFeO8CxJjeJwzfn85ue//f7bIzimGhVp9oEuCHvawZ9dYV296IiPVZ/S16+b5GuiaSh7xYbZH50NSby/H734qMoHhaoTtEqHvI2e9L3+ZlKk/Ya5r8P/SB91+3rgXcPIj/2JNUrNyzmTQRm5Ol/L87zZtKP1imvcwupQ+WNpN7xSw9wnH7nQhrOYg6pF/MjwM0L+p4q78hs1JA0hXST2e6HRKyHSJobEct2Ox1WH44JMxsslxcmaSrpS6pru50W6z7Hg7Wj9Aj6VpGGMjFzTNgrlH5c+7yIaDcMRUd4mAgzMzMzMzMzMzOzHuCewdY1kg4jjbVZOjMijhyBY+0CfKsye1ZE7Dncx7Khk3QV6ZdlSx+MiJtG4Fg/Io2/Vfp+RJw03MeyoXNMWDMj/V5JOof0A0alQyNioF+bti5yeWGdfF8kHUAaOq10eUR8YriPZUPjeLB2Onmt7+R9rw2dY8IaJDWGwKjaKZr8qOEwHK/j9x5uDDYzMzMzMzMzMzPrAWO6nQBrb96LuLW+hsaNQd04ruOhnroVD+CYqKtuxcQltz9Si3iYuOIy3U4CAKuMH9ftJAAuI6w/1yOs5DLCqlxGWKnXy4hZDz3d7SQAsPaEetRvwWWEzW8o8eAxg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg0eIpEmSQtJK3U6LmZmZmZmZmZmZmRuDM0lTJR3b7XSYmZmZmZmZmZmZjQQ3BpuZmZmZmZmZmZn1ADcGA5KmADsCn8hDO4SkdSWdIGmWpGcl3SnpC5IWK7Z7g6SLJT0p6SlJ0yW9pcUxxko6R9L1klbu0KmZmZmZmZmZmZmZATCm2wmoic8A6wO3AV/O8x4D7gXeBzwEbAP8FHgEOCGvcwowPS97EXgDMK+6c0nLA78lNb5PiognR+pEzMzMzMzMzMzMzJpxYzAQEfpf/CUAACAASURBVE9Ieh54JiL+WSz6SjE9W9IWwH70NQavBXwnIm7Lr2c22f0E4JfkhuWI6NdYDCBpPDC+Ov/+hx5j/Ph+s22UczxYlWPCSq3i4dyr72LZ5V/VhRRZt7mMsJLjwaocE1ZyPFiVY8JKjofRz8NEtCHpIEnXSnpI0lzgs8CaxSrfA34m6c+SDpO0YZPdXAjMAd7TqiE4OxiYVf079gfHDMu52CLH8WBVjgkrNY2Hs04+vquJsq5yGWElx4NVOSas5HiwKseElRwPo5wiottpqAVJU4EZEfHJ/Hof4GTgEOBvwJPAJ4A9I2Jisd16wG7ALsDOwEERcaKkScAlwPGkoSbeFhE3tDl+q29eZvmbl/oZNwaN5P4dD4uWkY4HcEwsarpVRpx79V2z6tAzeOKKy3Q7CQCsMn5ct5MAuIyw/lyPsJLLCKtyGWGlXi8jZj30dFeP37D2hHrUb8FlhM1vKPHgYSL6PA8sXrzeDrgqIo5tzJC0bnWjiLgTuBP4gaQfAx8GTixWORx4FPiTpJ0iYlqzg0fE48Dj1fnzXhzCmdgiz/FgVY4JK7WKh0tuf6QLqbE6cBlhJceDVTkmrOR4sCrHhJUcD6OfG4P7zAa2kTQRmEsa/3d/Sbvl6X2BHUk/LIekpYDvAGfmbV9DbkCu7jgiDpMk+hqEp4/wuZiZmZmZmZmZmZnNx2MG9/kOqXfwLcBDwPnAGcApwDXAROC7xfovASuQhpK4HTgHuAL4XLOdR8SXgf8DLpa06YicgZmZmZmZmZmZmVkLHjO45ua9iN+gGurEuE3NOB7qqVvxAI6JuupWTFxy+yO1iAePGTw/lxFW5XqElVxGWJXLCCv1ehnhMYP7cxlhpaHEg3sGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfUANwabmZmZmZmZmZmZ9QA3BpuZmZmZmZmZmZn1ADcGm5mZmZmZmZmZmfWAMd1OgNXfpXc+1O0kALDDehO6nQQzs1rbdt0Vu50EAO5+8OluJ8HMzMzMRoG1JyzT7SSYjTruGWxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYDRqQxWNJUSccuxPaTJIWklYYzXU2Os7+kuSN5jOJYkyXN6MSxzMzMzMzMzMzMzKp6vWfw6cA63U6EmZmZmZmZmZmZ2Ugb0+0EdFNEPAs8uzD7kLRkRDw/TEkyMzMzMzMzMzMzGxEj2TN4jKTvS3os/31b0mKQGlAlfUvSHElPS7pG0i5N9rGppKskPSPpWklbNBZIWlHSqXkfz0q6WdIBxfKPSXpA0nwN3pJOkfTbPN1vmIi83UxJz+f/H6ksD0mfkHS2pKeB/5W0uKQTJM3KablT0hca52tmZmZmZmZmZmbWbSPZWPn+vP9tgY8BHwUOzstOAnYE/g14A3Ay8DtJm1b28Q3gi8AWwCPAryQpLxsHXA+8A3gd8H3gJ5J2ysvPAMYDb2vsTNIywB7AL5slWNKewLHAMcDr8z6Pk/TOyqpfBf6Q0/6jfJ73Au8DNgIOA74MHICZmZmZmZmZmZlZDYzkMBH3A5+OiABuk7Q+8LncK3c/YGJE/COve6ykt5EajT9e7OPwiLgEQNL/AJcBqwFzIuJe4NvFuj+V9Na874sj4jFJfyA1Sv8xr7Mn8CLwuxZpPgT4RUQ0fvzuDklbAodWtjk9In5W2fYrxfTs3It5P+CEFscyMzMzMzMzMzMz65iRbAy+MjcEN1wBfB3YDhBwS18nXwDGAn+u7OPGYvq+/H9lYI6kxUm9hvchNRCPBZYEphbb/BKYImnpiHiG1DB8VkTMa5HmjYATK/MuA95VmXdtdUNJBwEfBtYClgKWAP7e4jj9SBpP6sk8n/sfeozx4/vNtlHO8WBVjgkrOR6syjFhJceDVTkmrOR4sCrHhJUcD6Nft8a0DWBrYLPibyPgwMp6L1S2gb40HwL8F6l38E55H78hNQg3nEfqCbyHpJVJQ0Y0HSKiyXHazXu6fCFpH9LQElOAXXJajqukZSAHA7Oqf8f+4JgF2IWNIo4Hq3JMWMnxYFWOCSs5HqzKMWElx4NVOSas5HgY5TR/591h2qk0FVgF2LDRO1jSYaQhIN4C3A68tTEERJPtJwGXABMi4uE8byIpALeOiGsl/Q54NCI+lJcLuAF4PCImFfv6v5yWC4AvAGtFxMt52f7AsRGxbH59OXB7RBxYbD8FWDcits+vA9g7Is4q1vkhsElE7FjMOzfPm5hfTwb2iojXtzjnVt+8zOr2Ny+X3vlQV4/fsMN6E7qdhFeMG4MGXmvo6hwP1t9IxwM4JhY1vV5G3P3g0wOv1AHrrLxMt5MAuIyw/nq9jLD5uYywKpcRVnIZYVUuI6w0lHgYyWEiVgWOkXQc6YfWPg8cERF3SPoVafiG/yL9CNyrgUnA3RFx9iD3fwewj6TtgIeBTwFrkxqES78E/pSXndJoCG7h28CZkq4DLgR2JQ0t8Z5BpGV/SbsBM4F9ST+Q99ggz4WIeBx4vDp/3ouD3YONJo4Hq3JMWMnxYFWOCSs5HqzKMWElx4NVOSas5HgY/UayMfhXwOLAVaRhFk4Ajs7LDgAOA44CVgceBa4m9QYerCNIDbznA8+Shmj4FbBxZb1LgXvz/H3b7TAifiPpU6QhKI4hjfn78Yho9YNzDT8hDQ1xCmk85F8D36X/sBdmZmZmZmZmZmZmXTEiw0TY8Jn3YtMxjDvKw0T014lHdZqpQzxYf92KB3BM1FWvlxEeJmJ+LiOsqtfLCJufywirchlhJZcRVuUywkpDiYdu/YCcmZmZmZmZmZmZmXWQG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMesCYbifA6m+H9SZ0OwlmZrYIWWflZbqdBDMzMzMzM2vCPYPNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6gBuDzczMzMzMzMzMzHqAG4PNzMzMzMzMzMzMeoAbg83MzMzMzMzMzMx6wCLdGCxpsqQZw7SvqZKOHY59mZmZmZmZmZmZmdXNmG4nYCF9B/jhMO3rPcALw7QvMzMzMzMzMzMzs1pZpBuDI2IuMHeY9vXocOzHzMzMzMzMzMzMrI46NkyEpLGSjpH0gKR5kq6UtF1eNklSSNpN0nWSnpX0V0mrS9pR0nRJcyWdJ2nFYp/zDRMh6Q2SLpb0pKSn8nZvycuWkPQDSfdJek7SPZK+WWw73zARklaQdLKkx3J6/iTpdcXy/XOadpI0Q9LTki6RtHaxzhqSfivpUUnPSLpN0r4jl8tmZmZmZmZmZmZmzXWyZ/BRwPuAA4G7gc8Bf5S0XrHO14CDgSeAU4DTgXnAR4GXgDOBycCnWhzjFGA6sA3wIvCGvD3Ap4E9gX2B2cDqwAZt0jslL98DeAw4Mqd3/Yh4Nq8zFvhSPqd5wMnA8cAueflxwDjgLcCTAxzPzMzMzMzMzMzMbMR0pDFY0jLAfwIfjojf53kHAW8FPgH8Ka96eET8NS8/njQe8JYRcX2edzKwV5tDrQV8JyJuy69nVpbdAfw1IgL4B/C3FuldD3gXsGNEXJrnfTBv837gZ3nVMcAnIuL2vM53gJMkLRYRL+dj/joipuf1Z7XJo/HA+Or8+x96jPHj+822Uc7xYFWOCSs5HqzKMWElx4NVOSas5HiwKseElRwPo1+nholYF1gCuLwxIyJeAq4ANi7Wu7GYfiD/v6kyb+U2x/ke8DNJf5Z0mKQNi2VTgM2AOyT9SNL/k9Tq/DcCXs7pa6T3iZyWMr3PNRqCs/tI59n4dHwf+G9JV0g6QtKWbdJ+MKmxeL6/Y39wTJtNbBRzPFiVY8JKjgerckxYyfFgVY4JKzkerMoxYSXHwyin1El2hA8ibQpMA9aNiLuL+b8EliL1AL4EmBARD+dlewFnRoSK9Q8CjoiIlfLrycBeEfH6Yp31gN1IQzXsDBwUESfmZcsBu5J6JO9NGlJi54h4WdJUYEZEfFLSHsDZwLiIeKHY92XAVRHxX5L2B46NiGWL5ZOanMfqwO7A20hDTnwjIiY3yaNW37zM8jcv9TNuDBp4raFzPCxaRjoewDGxqHEZYSWXEVblMsJKLiOsymWElVxGWJXLCCsNJR46NWbwTOB5YDvSeMFIWhzYljTO77CJiDuBO4EfSPox8GHgxLzsKdK4w2dKmgJcCbyWNHxE6RZSr+ltgcYwEcuTxiA+aQHTMwf4KfBTSYcCnyGNe1xd73Hg8er8eS8uyNFstHA8WJVjwkqOB6tyTFjJ8WBVjgkrOR6syjFhJcfD6NeRxuCIeDo3zH5T0sOkLuafBV5D+pG1hf5hNUlLAd8hNfbOzvveDrgqL/8ccD+ph/ILwL+RftRtTpP03inpt8BPJH2U9CE4Mq8/6MZrSd8Hzic1Ni9P6pV8y5BO0MzMzMzMzMzMzGwhdKpnMMCh+f9JpO7mNwC7RsT9kha6MRh4CVgBOBn4F+AR4DzgkLz8KeDzwHpA5OPvFhHPtNjfAcAxwLnAONJ4x7tGxLMLkKbFSENgrJGPfzHwXwuwvZmZmZmZmZmZmdmw6MiYwTZ0817Eb1ANdWLcpmYcD/XUrXgAx0RduYywkssIq3IZYSWXEVblMsJKLiOsymWElYYSD4uNRELMzMzMzMzMzMzMrF7cGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPcGGxmZmZmZmZmZmbWA9wYbGZmZmZmZmZmZtYD3BhsZmZmZmZmZmZm1gPGdDsBVn+X3vlQt5MAwA7rTeh2EszMbBBm/nNut5MAwGv/ZdluJ8HMzMzMzKxW3DPYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB7gx2MzMzMzMzMzMzKwHuDHYzMzMzMzMzMzMrAe4MdjMzMzMzMzMzMysB3S1MVhSSNqr1esm60/M62zVmRSamZmZmZmZmZmZjQ5jup2ABXQPsArwcLcTYmZmZmZmZmZmZrYoWaQagyPiJeCf3U6HmZmZmZmZmZmZ2aJmRIeJkLSrpL9KekzSo5IukLTRQuxvvmEiJE3Kr3eTdJ2kZ/PxVpe0o6TpkuZKOk/SisV+tpZ0oaSHJT0p6TJJ21aOtb6kv0iaJ+l2Sbvnfe1frLOapNPy+T0m6feS1iuWryHpt/ncn5F0m6R9h3r+ZmZmZmZmZmZmZkM10mMGLwMcA2wDTAKeAH4naclhPs7XgIOBNwIrAKcDXwE+mo/7OmBysf5ywC+A7XPapgF/kLQSgKTFgHOAF4E3AfsDXwXGNnYgaWngEmAesCOwLXA/8Ke8DOA4YGngLTkNBwOPD99pm5mZmZmZmZmZmQ3OiA4TERG/Ll9LOgB4ktQAe9kwHurwiPhrPsbxwA+BLSPi+jzvZOCVH6aLiD9X0vUp4L3ArsAvgZ2BDYC3R8S9eZ3PApcXm+0LCDggIiKv8zHgQeAdwBnAWsCvI2J63mbWMJ6zmZmZmZmZmZmZ2aCNaGOwpHWBr5N67E4g9UReDFhzENueT+q5C/D3iHhdm9VvLKYfyP9vqsxbudj3yjldbwFeAywOLFWka0PgvkZDcHYN8HLxektgbeApSWValgbWzdPfB46XtCtwMXBORFzX7AQkjQfGV+ff/9BjjB/fb7aNco4Hq3JMWMnxYFWOCSs5HqzKMWElx4NVOSas5HgY/UZ6mIjfkRqBP0ZqEN6cNPTCYIaJ+DCwWf7bfYB1XyimAyAiqvPKcz0Z2Br4LPDmfIw5RbrU2E8bi5GGl9is8rc+8JOchhNIDcYn5fl/kzS5xf4OJvUcnu/v2B8cM0AybJRyPFiVY8JKjgerckxYyfFgVY4JKzkerMoxYSXHwyinPMLB8O84/WDbw8BbI+KSPG8L4DrS0ApTJAWwd0SclZfP97rJPieSgnDriLhW0iTSuL0TIuLhvM5ewJkRoWK7g4AjIqIxJvBTwKcj4qT8+jXAPcD/RsRkSbsAvwfWjIj78jrbAn8r0v4R4NvAxIgY1DjAkg4FPhMRqzZZ1uqbl1nd/ubl0jsf6urxG3ZYb0K3k/CKcWPQwGsNXZ3jwfob6XgAx8SiptfLiJn/nNvtJADw2n9ZtttJAFxGWH+9XkbY/FxGWJXLCCu5jLAqlxFWGko8jOQwEY+RGoM/IukeYDVS4+mLI3jMwboD+ICkq0g/cncU8Hyx/CLgduBkSYeQhpD4HintjdbzXwGHAL+V9BXgH8AawB7A8RFxp6TvA+fn4y1PGpP4lmYJyg3K/RqV59Uht6zjHA9W5ZiwkuPBqhwTVnI8WJVjwkqOB6tyTFjJ8TD6jdgwERHxMrAPsAkwA/gRcDjw3EgdcwEcCCxL6qV8GnAiMLuxMKd9T2AscDVpWIkjSQ3B8/I6zwA7AHcDZwK35fVWIDWEQ8rfH5IagC8ijV38oZE8MTMzMzMzMzMzM7NmRmyYiNFG0qakMYK3avUjcCNh3osDjl084jxMRH+deFSnmTrEg/XXrXgAx0Rd9XoZ4WEi5ucywqp6vYyw+bmMsCqXEVZyGWFVLiOsVLdhIhZpkvYEngbuBCaShomYDlzfxWSZmZmZmZmZmZmZDYkbg1tbDvgWaRzgx4CpwGfDXanNzMzMzMzMzMxsEeTG4BYi4ufAz7udDjMzMzMzMzMzM7PhMGI/IGdmZmZmZmZmZmZm9eHGYDMzMzMzMzMzM7Me4MZgMzMzMzMzMzMzsx7gxmAzMzMzMzMzMzOzHqCI6HYabARJGg8cDBwTEY87HfVIR7fU5fydjvqoSx44HfVQl/N3OuqjLnngdNRDXc7f6aiPuuSB01EPdTl/p6M+6pIHTkc91OX8nQ43Bo96kiYCs4C1I2K201GPdHRLXc7f6aiPuuSB01EPdTl/p6M+6pIHTkc91OX8nY76qEseOB31UJfzdzrqoy554HTUQ13O3+nwMBFmZmZmZmZmZmZmPcGNwWZmZmZmZmZmZmY9wI3BZmZmZmZmZmZmZj3AjcFmZmZmZmZmZmZmPcCNwaPf48DX8n+noz7p6Ja6nL/TUR91yQOnox7qcv5OR33UJQ+cjnqoy/k7HfVRlzxwOuqhLufvdNRHXfLA6aiHupx/z6dDEdHpY5qZmZmZmZmZmZlZh7lnsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGOwmZmZmZmZmZmZWQ9wY7CZmZmZmZmZmZlZD3BjsJmZmZmZmZmZmVkPcGNwTUg6UdKDkmYU814t6SJJd+b/K+T5r5L0O0nTJd0s6YBimzUlXSjpVkm3SJqY50vSkZLuyMs+nee/X9KN+e9vkjYt9jVe0lmSbsvbbJvnbyrpCkk35XQsX2zzJUkzJd0uaZdi/uy8/jRJ17bJh/0lnVqZt5KkhySNlTRV0lZ5/oF5nzdKmiFpjyHke9Pzl7SGpEvyed8s6TPFNpMl3ZvPZZqk3Rf0uENI50jHxxRJs4pz2qzYZlKed7Okvwwif/bO815uvFd5/kRJzxbHOL7JeZ5bnmOT5Z2Oj88X6Z0h6aWc7xsU86dJelLSwQu6/4XRrZiQtKHS5/85SYcU+xkn6eriGF8rlknNy5+m+ZuXfSbPu7ld3nYhJtrl5R8lPS7pvAXd78LqVjzkZf3KiDx/V6VrwUxJX2yS5h9Kmls59iWSbsjv0e7Fsk1y3N2c38NxLfJhiqSPVea9W9If8vTc/H8xST/IcXCTpGskrT34HH9l36cXeTJb0rQ8//2av4x4ucyzTuhATLT6XCvn7cz8Pm5R7OuovP9b8zrK8/9YHPt4SYvn+d9WqoPcKOkcSeOLfS1qMTHgNXAkdTEeml4z8rKmdUNJX8/v+bR8rFXz/EmSnijy8CvFNp/NaZ0h6dQ28TBZ0jcq8zaTdGuRppXy9GF5n420vHEI+X50kd47JD1eLHupWHbugu57KEY6Dorl1fJ9LUkX57ycKmn1YlmrcmGq0jWkkUcrV46xl6RQUdcs0ja3Gm+VdaaquE/J8w6WdFz+rM7I85aW9KscpzMkXSZp2cHkdWXfn1QqE6MRX3l+u3rQoO6dhsNIx4WSQZcPan+fscBlrKR9cuzdLOmoNvkwSdIVlXljJD0gaRWl68leef47lOor0/O5fizPnzxA7DW9rknaWdJ1+T2/TtJbi23afhZGSg3jouX9l1rff7bL1/3Ud1/wRxWfzUo+dPpeoxblQpN01Soe8rK2+SHpEBXlrlrUI9SmzGmyz9ETDxHhvxr8ATsAWwAzinlHAV/M018EvpWnv1xMTwAeBZbMr6cCO+fpZYGl8/QBwM+BxfLrlfP/NwMr5OndgKuK458MfDhPLwmMz9PXADvm6QOBr+fpjYHpwFhgbeAuYPG8bDaw0iDyYXng4Ua687yDgBOK89sKWD3v/1XFua49hHxvev7AKsAWeXo54A5g4/x6MnDIKIuPKcBeTY47HrgFWLMSN+3yZyNgg8Z7VexrYpn+Jsd6D3DKAOt0ND4qx34n8Ocm8xcH/gms1SMxsTKwNXBk+TkABCybp5cArgLelF83LX9a5S/wemAGsDQwBvgTsF4dYmKAvNwpn8d5nYyFLsdDqzJi8Zzf65CuH9PJZURevhXwC2BuMe+nwH/m6Y2B2Xl6DHAjsGl+vSL52tIkPbsAl1TmnQZ8ME/Pzf/3A84qYnJ18rVgId6D7wJfaTL/DcDdozAmWtUrdgfOJ5UJb6Lvuvpm4PIcG4sDVwCT8rLl838Bvwb2za/fDozJ098q0rjIxQQDXANHcTw0vWbkZbNpUjdsxEOe/jRwfJ6eRJPyFVgNmAUslV+fAezfIh82oPJ5BL4JHF6mCdg2x+jYPH8lYNWFfA8+BZxYvJ67MPurYxzk183K9zOBD+XptwK/yNPtyoWpFPXIynksB1wKXFldh1SGnFmNt8o6HwNOqsy7Etie4rMKfAn4XiV+xg4h3zfP+20a83md+eqZ7dZd1OKCBSwfaHOfUUn3gGUs6frwD2BCfn0ysFOLfFgMuAeYWMzbFbg4T08B9iLVc+8DVs/zxwIb5OnJA8Req+va5uQyhlQPvrfYZmo1znsxLippm+/+i9b3n03zlVSPeJD8GcvnNbnFsWpz/0kHy4VFIR7a5QewBnAB8PfifZ5E83rEoMqc0RYP7hlcExFxKelDUtqDdMEi/393Y3VgOUkiBdWjwIuSNiZdXC7K+5wbEc/kbf4T+J+IeDkvezD//1tEPJbXuZIUtCj19t0BOCGv93xENHozbECqgAFcBLy3SO9pEfFcRMwCZgLbLGA+PJn3/c5i9r7AqZVVVwaeAuYW5zorp32qpGOUevrOkNQyDa3OPyLuj4jr8/RTwK2km42u6EB8tPJvwNkR8Y+8TSNuWuZPRNwaEbcvyPkp9bL4HHBEu/U6HR8V+zU5DqQGwLsi4u+D3M+w6FZMRMSDEXEN8EJlfkREoxfQEvkv8uum5U9Fmb8bAVdGxDMR8SLwF2DPFunpdEw0zcu8z4vzMTqubmUEqeyfGRF3R8TzpMa3PQCUen1+G/hC9TRIFSyAV5FutCDdON0YEdPzMR6JiJdapOdPwIaSVsnHWhp4G/CbynqrAPcXMTmncS1Q6lH2XUnXK/VkmzBAHpDz8n00LyNalR0jqlv1inyMn+cy4UpgfH4/AhhH+nJgLKmMeCBv+2TedkxeHnn+hbkMgOIazaIfEx3XxXpm02vGAGl9sni5DH3XknbGAEtJGkP6IvG+Zivl+snjmr+X7/tIZVRpFeDhiHgub/dwRNwHr/TE+ZbS0zBXS3rtoE6sS2VBaaTjoE35vjFwcZ6+JB+zcYym5cIAvk5qhJhXzpT0buBu4OYBtj8LeIeksXm7icCqwGWV9VYB7m28iIjbI+I5pV6ot0k6Off4OiuXLU1FxA0RMXuANHUtPupWPgzmPmwByth1gDsi4qH8+k/03btW8+Fl0hcJ+xSzm9UplyOVOY/k7Z4b7L1Pq+tajpFGuXUzMK4Rn91St7iomO/+q9X9Z5t8Vf5bJqd5eVpfN+p4/9lxNY+HZo4mXYsGrEMMpswp1h018eDG4Hp7TUTcDylASQEFcCypseQ+4CbgM/lDsz6pgnu20mMr386VMoB1gX0kXSvpfEnrNTnef5B680C6cD4EnJT39TNJy+RlM4B35em9Sd+6QPrA3FPsbw59H6IALlR6POOjA5z3qaQPFEqPBq5PqjiWppMqi7MknSTpnZXly0TEm4GPAycOcLyG8vxfkSuIm5N6OjZ8Mlf+TlR+HKILhjM+AI7M53R0UflYH1ghF1jXSfr3aiJa5E8ra+dj/0XS9sX8r5O+3R+o4Qm6EB+5gr8rqbdJVbPCv1s6ERMtSVpc6XG9B4GLIqIRE23Lnyb5OwPYQdKKednu9JUzzXQyJlrlZR11s4xodz34JHBuI22FycAHJM0B/kDqRdc4Rki6IDfGVRsZXpEbBM8m3SBCulZdkit2pTOAdyo9VvVdSZsXy5YBro+ILUhfRHy11fEK2wMPRMSdTZbtw+gsI1p9rpu+9xFxBelzeX/+uyAibm2sJOkCUtnxFKmhpupA+q7Ri2pMtLoGdkun65lVLeuGSo+K3gO8H/hKsWhbpcdOz5f0upz2e4HvkHr/3Q88EREXtjluec14E/BIk8/uhcAaLKfmygAAIABJREFUSo+rHidpx8ryJyNiG1JeHTPQiUpai/TU3J+L2eNyfl2p1IjZLcMZB63K9+n0NcDtSWokWHGgcoF0HzJN0uHSK8NHbA6sERHzDcmU71MOBb7GACLiEeBqUt0DUjycHhHVRoMTgUOVHlE+ohLXGwA/jYhNgCdJ9YchaVHPXJB7p5HQ7fIBaHufMdgydibpC8GJSl8WvZvB1ynHkuqg89X/I+JR4Fzg70rD0rxf0lDaVcrrWum9wA2NL6Oyfp+FLqlFXDC0+69X8jUiXiA1Pt6U07wxuRNcC3W5/+x2uVDV7Xhomh+S3kXqBT69yTb96hGlNmVOaXTEQ3Shi7n/Wnb7nsj/Z+/OwyUrysOPf18YFgFxkE1QYQBFRQUExCUoo7iAcQmKAnEDNYbERNFgjBJ1zE/jhgo6KklAICKIIJsLihLGFVFAZkAEBGdEEBFkk2XQgff3R1Vzz5zpvsvMvbd7bn8/z3Of2322qnP67Tp1quvUWb7b/e2t+bfV//tRfukI4DGUW+M2rNPvoDTkzqqB8sa6zl3Av9TXLwd+0Nr2cyi/gGxc3+9G6e32tPr+KEaGg3g8pZJ8MeWC6I91+meB1zS2eSzwivq6c3vGZpQvxrNHOQ4PoTREbwgcCny6MW8B9daPuv+7U27huoZ6a0dd5rmNda6jDnExSprL7X9j+gZ1P1/emLY55daUNSi3K3xhtG2vJvGxRV1+Hcqvep1bruZTfrVen3KL5K+A7Uc7Pt0+q/p+nUZ87UppLNgQ2Bn4Wrd9HKD42L+Tx9b0tSm3iWw+HTEwCDHR2PY8et+6NZtyQnxSfT9W+bPC8aX8OHMJ5ZfXo4FPDUJM9DqWjflz6cMwEf2KB3qUEZQfCo9ppP1a4DOM9Lzq3CLZvI34HY04eQZl+Ik1gMNqHjeh9Pi7gB63eNZ19wAuqK/PZPnyu5neOpThgT5O6bGwV51+fyN/2wKXjuPYf76T99b0pwGX9SMepiEmun6vgW8AezTSOI9S5j+mztug/l1Aqy5A6SH4Vertg43phwNnAFHfr3YxQY9z4EyPh8a257Hi7Z1j1g0p5fUH6usNGRmO6EXAr+rrjSiNrJtSepaeSaM+2mWbj67Hfw1KQ+47GvOWMHI76ZqUMv0DlNuRD2oss219vRa1HjzGsX8X8Jke+79t3eZ2q3McMHr5viXlR5mfU64prqfcAdKzXKD8iASlF+a5wOvqZ7aAehs/y5/jjwBe1SveuhyH1wAn19eXMnKLcPv4bECJ6c8Bt1MaOOYA1zWWeS5w5jiO/YPx1ZrerR407munQY6LTiwwwfKhcex7XWeMu4yl9OC7sMbXJ4AzxjgWv6I09v8N5ceNzvTjaQyZRRkG6u2UuD5+vLFXl1vuvNaY/kTKreXbNaat8F2YylhYDeKi5/UXPYbUaB9XStl9HqUBMij12X8f5TgMxPUn01wuDHo8dDselHrhhYwMz7CEkfN613pEY3s9y5yZGA/2DB5sN8XIbY1bUHrMQBlP5fQsrqF8uR5PqVj9PMttucsoleHOg1uuZ+RXhDOAHTuJRMSOwDHAy7L8Ut5Z/voc6dl3WmdbmXllZr4gM3el/CpybWOd5i+tj6LebpH19ows3f3PYJThIzLzXuBblJ4DPX/1q/v/08z8cF2uectPthfvlV6P/Sci1qIcsy9l5umNdG/KzPuz/Lr1P6PtyxSbtPjIcmtEZvkF+jhG9ul64FuZeXdm3kJpmOs8ZK/r8ekly6+wndupLqbEzfaURp9dI2IJ5SJi+4hYMMp2pjU+ql7p7EPpLTaeWxqnw3TExJiyDCmzgJEeNz3Ln2qF45uZx2bmLpn5bEqjTLcel51lpzMmeh3LQdTPMqLX+eAplErhNfU7v15EXFOXeSOldyZZeoutS2nsux74XpbbtO+h9Brehd5+BGwR5YGgz6zLr6CWSedk5juB/2Tk1rYVFh0lLWpPo5cDp3SZPUh3DsD01Ct6ffb7UoZ/uSvLkDLnUMYUflBmLqX0tnrwARsR8XrgxcCrs9Z4WQ1jYpRzYD9NSz2zl3HWDU+iltWZeWeNHTLzm8BaUR4K8zxgcWbenKW31+mUz7lXur+lXBzuWbf9lR7L3Z+ZCzLz/ZQer73OGWPVIaD7ea6z/7+mnDOfsuJq02Ky4qBn+Z6Zv8vMl2fmUyiNYGTmHYxSLmTp8U2WXvwnUeLjoZRxPxfUNJ4OnB3lYT1PAz5Wpx8KvCci/mmU/T4T2CvKQy4fkvUW4baat9Mz8x+BEykNCDDxuuRoRouPMa+dpkhfy4fRrjMmWsZm5tcy82mZ+QzgKkapU1Zfpnwmo57DM/OyzPwU8Hx6DD3RY9+6ndeI8mDFMyiNvZ3r617fhX7pa1xUE7r+6nFcdwbIzGvrZ/AVRj9vDMT15wCUC22DWI/YjnInzsJ6PngUcElEPGKUesSE2jZmSjzYGDzYzgZeX1+/Hjirvr6OMk4OEbE59WEYlAe7bRQjY9k9l9KzCsoXrfP0zD0pg2ITEVtRKs2vzcyrOwln5u+B30bE4+qkvTrbivoE03o7zL9Teu118ntAlKcobgM8FvhpRKwfEQ+t66xPGevvwadQ9nAypZfY5pReZ8uJiC2j8YRySoHeHLN1/7rcHpTbBe/olkiv/a+33xwL/DIzP9laZ4vG233HsS9TZdLio1GIB+Xit7NPZwHPivIk3fUoFe1fjnZ8eomITWPkCfHbUuLj15n5+czcMjPnUHpvXZ2Zc8fY3LTER13mYZTvzFldZg/MOE7VdMREV/Xz7TwR+SGUi/Mr6+yu5U9dtuvxbZQzW1Eq/GMd5+mKiV7HchD1rYyo23psRGwTEWtTKjBnZ+Y3MvMRmTmnfufvyczOeJvNfD2B0hh8M+XhDztGear7LEq8dM5tK2hU6k8AvpmlgXE5EbFLva2rcy7bkZF4WIPScwHKmMjtMSTbngdcmZnXt9JYg9JDuj0WaT9Neb2ipvG6KJ5O+T7dWNPYs8bKWnWdX0bEBo34mkVpaLmyvt+b0qPypbn8+NWrXUz0OgeOsZ2pNh3x0NVodcNY/tbQlzISD4+oZRBRxtdbgzJm53XA02s8RM17c6iBbk6m9Fq6tv3drdt/XCsfXc8Z9f8FY+zr4yi9ly9oTNsoRsar3QT4K0aJ4Sk2KXEwWvke5UnrnevOdzNyS2yvcmFW6wL9xZTeaHdk5iaNNH5CKR8uysxnNaYfCfxnZs7vtdO1QWBBzUvXOkZE/FXU4eDquWwHRuJgq4h4Rn19IGOXC111qwet5LXTZOtn+TDWdcaEythGnXIjyi3Zx4yx7ydTeo4/l3Ic2vnbICLmNia1y4fR9q3rea3Wob8BvDszf9SY3vW7MJ60pkjf4qJh3NdfvY4rZSzwHRr5ej7jO2/07fpzQMqFtoGrR9QfaTZrnA+up9z58fte9YhxlDndrP7xkNPYrdy/Ubt9n0wZK+svlIB9I+Xpp+dRfr08D3h4XXZLyi0il9UPvDk0w/MpT9i+jHIrS+epjZ2C8DJKZbTzBO5jgNsot0ddClzU2NbOwEV1e2dSn6oNvI3y5bya8gTmaKxzOOWX2KuAfeq0bSnd1hdSBm4/fBzHYxalEeAjrekLKENYbE25JfDKmu/vMHLbxwLgw8CP6/HZfZR0uu4/pVEy67535r2ozvtiPY6LKAXgFjMgPv6vsfyJ1Nsn6rx3Ugrpy4FDx3F89q15vI8yTs636/RX1M9/IeX2/5d02c85jONp69MVH3X5gygPRmxPX49yEfqwGVpmdI0J4BE1vTspt0teT7lFZkfKbXKL6jrva6TRtfwZ4/j+oMbdQka5/bsPZcZox/IHNQ/31uPywpkeD73KiDr9RZTzxLX0KPdZ/jbiHSg9OBfWz+gFjXmvoZQflwMfG8fxeAqljNq7W3qUXusX1+1dTmkMWLezDGUc84vrfm86RlrHA4d0mT6X0uNt2suHaYqJXvWKoAwbdW2d17lVbk3gvygXW1cAn6zTN6dcHCyqn/FnGLnN/BrKrb6d88zRq2tMMI5z4AyNh17njJ51Q0rPnMtrOl9j5Bbpf2ocw58Az2ys8wFK+X45pZ62zhjHY9N6LNqf0xLKHQm7Us4JV9R8nM7IbaZLKMOkXVhj9zFjpDWPFc9Nz6zHamH9/8aZEAfdvlv19X51+1dT6t7rjFEurE/5vnXKhaOANbuksYDut4TPY3y36u9LKRce35g2h1oXpQxN0dnPX1AeWhd1mSsoHWIW1Zhdb5R03lqP9zLKnRLNYZQOolUPYiWunQY5Lph4+dDzOqOudzwTKGPr/l1R/w4Y5zFZ2OVzOb7G8kMpd5hcVfP2I0bOdaPGHj3Oa5QOVnc3pl9KufV7XN+FYYiLOq/r9Re9rz+7Htc67xBK2dM512w8xvHo6/Un01wuDHo8jPd4sPwwEV3rEYxR5szUeOiMvSbNGFGGGDgsMy/qd140eIwPtRkTaoqIuzJzg37nQ4PDmFBTlNtOd8syNI6GUJQHDH09M5/U56xIWg14raGmQYkHh4mQJEmSJEmSpCFgz2D1TUR8ljJGWtNRmXncFKR1MGV4i6YfZeZbJjstTQ7jQ23GhJoi4kLK08ObXpuZl01BWtMWe1p5xoSaIuIMykNkmt6Vmd+egrQOp4wR3nRqZn5ostPS+EVE5xbmtr2y8dDoSUxv2mJOq2aqv7OeI1ZPXmuoaabHg43BkiRJkiRJkjQEHCZCkiRJkiRJkobArH5nQKNbugy7bg+gdWcR/UjXeBhM/YoHMCYGlWWEmiwj1GYZoSbLCLVZRqjJMkJtlhFqWpl4sGewJEmSJEmSJA0BG4MlSZIkSZIkaQjYGCxJkiRJkiRJQ8DGYEmSJEmSJEkaAjYGS5IkSZIkSdIQsDF4ikTE3IjIiNik33mRJEmSJEmSJBuDq4hYEBHz+50PSZIkSZIkSZoKNgZLkiRJkiRJ0hCwMRiIiOOBPYG31KEdMiK2i4hjI2JxRNwbEb+KiH+NiDUa6z05Is6LiDsj4k8RsTAintMjjXUi4oyIuCQiNpumXZMkSZIkSZIkAGb1OwMD4m3A9sCVwHvqtNuAG4BXATcDuwP/DfwROLYucxKwsM5bBjwZWNreeERsCJxFaXyfm5l3TtWOSJIkSZIkSVI3NgYDmXlHRPwZuCczf9+Y9b7G6yURsQtwICONwVsDR2TmlfX9NV02vylwIrVhOTNXaCyWJEmSJEmSpKlmY/AoIuIQ4E2URt+HAGsBv2ks8kngmIh4PXAe8NVGw3DHucAlwCsyc9koac0GZren33jzbcyevcJkzXDGg9qMCTUZD2ozJtRkPKjNmFCT8aA2Y0JNxsPM55jBPUTE/sCRwPHAC4Gdgc8Ba3eWycx5wA7AmcAzgUUR8YbWpr4O7EEZQmI0hwKL23/zP33kKu6JVlPGg9qMCTUZD2ozJtRkPKjNmFCT8aA2Y0JNxsMMF5nZ7zwMhIg4F7g2M/+hvv8MsGNm7tlY5uw6bU6PbXwe2CkznxkRc4HzKcNEvB04BNgrMy/tsW6vX14W+8vL4Fl3FjGV2zceVi9THQ9gTKxuLCPUZBmhNssINVlGqM0yQk2WEWqzjFDTysSDw0SMWALsHhFzgLso4/8eFBH71NcHAHtSHixHRDwEOAI4ta67OaUH8IXtDWfm4RERwHcjYq/MXNhlmduB29vTl/YcWEIzmfGgNmNCTcaD2owJNRkPajMm1GQ8qM2YUJPxMPM5TMSII4A/A1cANwPnAF8BTgJ+BswBPtFY/n5gI+AE4CrgDOAC4B3dNp6Z7wH+BzgvInaakj2QJEmSJEmSpB4cJmLALV2GH9AAmo5bdboxHgZTv+IBjIlBZRmhJssItVlGqMkyQm2WEWqyjFCbZYSaViYe7BksSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxWJIkSZIkSZKGgI3BkiRJkiRJkjQEbAyWJEmSJEmSpCFgY7AkSZIkSZIkDQEbgyVJkiRJkiRpCNgYLEmSJEmSJElDwMZgSZIkSZIkSRoCNgZLkiRJkiRJ0hCwMViSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhMCWNwRGxICLmr8L6cyMiI2KTycxXl3QOioi7pjKNRlrzIuLy6UhLkiRJkiRJktqGvWfwKcC2/c6EJEmSJEmSJE21Wf3OQD9l5r3AvauyjYhYOzP/PElZkiRJkiRJkqQpMZU9g2dFxFERcVv9+3hErAGlATUiPhoR10fE3RHxs4h4YZdt7BQRF0bEPRFxUUTs0pkRERtHxMl1G/dGxC8i4uDG/L+PiJsiYrkG74g4KSLOqq9XGCairndNRPy5/v+71vyMiLdExOkRcTfwnxGxZkQcGxGLa15+FRH/2tlfSZIkSZIkSeq3qWysfHXd/jOAvwfeDBxa5x0H7An8LfBk4ATgaxGxU2sbHwb+DdgF+CPwpYiIOm9d4BLgxcATgaOA/4qIver8rwCzged1NhYR6wMvA07sluGI2BeYDxwJPKlu83MR8ZLWou8Hvlnz/tm6nzcArwKeABwOvAc4GEmSJEmSJEkaAFM5TMSNwFszM4ErI2J74B21V+6BwJzMvK4uOz8inkdpNP7Hxjbem5nnA0TEfwA/BB4JXJ+ZNwAfbyz73xHx3Lrt8zLztoj4JqVR+lt1mX2BZcDXeuT5MOCLmdl5+N3VEbEr8K7WOqdk5jGtdd/XeL2k9mI+EDi2R1rLiYjZlMbr5dx4823Mnr3CZM1wxoPajAk1GQ9qMybUZDyozZhQk/GgNmNCTcbDzDeVPYN/UhuCOy6gNOTuAQRwRUTc1fkD/hrYrrWNRY3Xv6v/NwOoQzMcHhGLIuKPdRsvB7ZqrHMi8DcRsV59/2rgtMxc2iPPTwB+1Jr2Q2CH1rSL2itGxCF1KIuba17e3srLWA4FFrf/5n/6yAlsQjOI8aA2Y0JNxoPajAk1GQ9qMybUZDyozZhQk/Eww8Xy7bWTtNGIBcB1mfm6xrS9gO8CB1GGiXgi8JfWqvdm5g0RMRc4H9g0M2+p68+hBOBTM/OiiHgXpcfu24DLgLuA/wQ2y8y5dZ11gN9TehufRxnK4QWN3sYHAfMzc4P6/lbgsMz8QiPfbwI+mpkb1/cJvDIzT2sssz9lqIvDgB8DdwJvAfbNzDl1mXnAfpn5pB7HrNcvL4v95WXwrDuLGHuplWc8rF6mOh7AmFjdWEaoyTJCbZYRarKMUJtlhJosI9RmGaGmlYmHqRwm4mkREY3ewU+n9O69gNIz+BGdRtmVtAfwtcz8IkAdS3h74PbOApl5X0ScRukRvAmlYfh7o2zzl3W7X2hM2wO4Yhx5ubAxvAQR0e7lPKrMvL2Z946lyyayFc0UxoPajAk1GQ9qMybUZDyozZhQk/GgNmNCTcbDzDeVjcFbAkdGxOcoD1p7J/DBzLw6Ir4EHB8R/0J5CNzDgbnArzPz9HFu/2pg/4jYA7gF+GdgG+DnreVOpPRI3gY4KTMfGGWbHwdOjYiLgXOBvSkNyS8fR14Oioh9gGuAAygPyLttnPsiSZIkSZIkSVNqKhuDvwSsCVwIJOVBap+q8w4GDgc+BjwKuBX4KWVoiPH6IKWB9xzgXuD4mmZ7fN/vU4aH2IHSSNtTZp4ZEf9MGe7hSOA3wD9mZq8HznX8F7AzcBKl1/NXgU8Abxj/7kiSJEmSJEnS1JmSMYM1eZYuww9oAE3HuE3dGA+DqV/xAMbEoLKMUJNlhNosI9RkGaE2ywg1WUaozTJCTSsTD2tMRUYkSZIkSZIkSYPFxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxWJIkSZIkSZKGgI3BkiRJkiRJkjQEbAyWJEmSJEmSpCFgY7AkSZIkSZIkDQEbgyVJkiRJkiRpCNgYLEmSJEmSJElDwMZgSZIkSZIkSRoCNgZLkiRJkiRJ0hCwMViSJEmSJEmShoCNwZIkSZIkSZI0BFbrxuCImBcRl0/SthZExPzJ2JYkSZIkSZIkDZpZ/c7AKjoC+MwkbevlwF8maVuSJEmSJEmSNFBW68bgzLwLuGuStnXrZGxHkiRJkiRJkgbRtA0TERHrRMSREXFTRCyNiJ9ExB513tyIyIjYJyIujoh7I+IHEfGoiNgzIhZGxF0R8fWI2LixzeWGiYiIJ0fEeRFxZ0T8qa73nDpvrYj4dET8LiLui4jfRsRHGusuN0xERGwUESdExG01P9+NiCc25h9U87RXRFweEXdHxPkRsU1jmUdHxFkRcWtE3BMRV0bEAVN3lCVJkiRJkiSpu+nsGfwx4FXAG4BfA+8AvhURj20s8wHgUOAO4CTgFGAp8GbgfuBUYB7wzz3SOAlYCOwOLAOeXNcHeCuwL3AAsAR4FPC4UfJ7fJ3/MuA24EM1v9tn5r11mXWAd9d9WgqcABwNvLDO/xywLvAc4M4x0pMkSZIkSZKkKTMtjcERsT7wD8CbMvMbddohwHOBtwDfrYu+NzN/UOcfTRkPeNfMvKROOwHYb5SktgaOyMwr6/trWvOuBn6QmQlcB/y4R34fC7wU2DMzv1+nvbau82rgmLroLOAtmXlVXeYI4LiIWCMzH6hpfjUzF9blF4+Sd0mSJEmSJEmaMtPVM3g7YC3gR50JmXl/RFwA7MBIY/Cixjo31f+XtaZtNko6nwSOiYjXA+dRGmI7DcPHA98Bro6Ic4FvAufURtu2JwAPABc08ntHRFxW89txX6chuPpd3c/ZwK3AUcDREbF3zc8ZmXlxt4xHxOy63nJuvPk2Zs9eYbJmOONBbcaEmowHtRkTajIe1GZMqMl4UJsxoSbjYeabrjGDo/7PLvOa0/7Snp6Z7Wk985yZ8yiNtWcCzwQWRcQb6rxLgDnAe+o2TgC+ExHdthddpnXL77Ie89aoaR4LbAMcB2wP/Dgi5vXY7qGUnsPL/c3/9JGjZEUzmPGgNmNCTcaD2owJNRkPajMm1GQ8qM2YUJPxMMNFGTFhihMpw0TcCvxdZv5vnbYmZdiGkyi9Zs8HNs3MW+r8/YBTMzMa2zkE+GBmblLfzwP2y8wn9Uj388BOmfnMLvOeBvwEeFxmXh0RC4DLM/Of6jARV7P8MBEbAr8F3pGZx0bEQcD8zNygsc257f1opfku4G2ZuWWXeb1+eVnsLy+DZ91Zo/5gsMqMh9XLVMcDGBOrG8sINVlGqM0yQk2WEWqzjFCTZYTaLCPUtDLxMC3DRGTm3bVh9iMRcQvlV4W3A5tTHrK2yg9Wi4iHAEdQHjK3pG57D+DCOv8dwI3ApZQeyH9Leajb9V3y+6uIOAv4r4h4M3A75QFyd1Iar8ebp6OAcygNyxsCewNXdFs2M2+v6SxnabvvsYaC8aA2Y0JNxoPajAk1GQ9qMybUZDyozZhQk/Ew803XmMEA76r/j6P8wvBzYO/MvDEiVrkxGLgf2Igy/MMjgD8CXwcOq/P/BLwTeCxlOIefA/tk5j09tncwcCRwNrAuZbzjvTPz3gnkaQ3KQ/AeXdM/D/iXCawvSZIkSZIkSZNiWoaJ0MpbuqzrOMvqs+m4Vacb42Ew9SsewJgYVJYRarKMUJtlhJosI9RmGaEmywi1WUaoaWXiYboeICdJkiRJkiRJ6iMbgyVJkiRJkiRpCNgYLEmSJEmSJElDwMZgSZIkSZIkSRoCNgZLkiRJkiRJ0hCwMViSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhMKvfGZAkSZKk6bbxgcf1OwsA3H3qwf3OgiRJGiL2DJYkSZIkSZKkIWBjsCRJkiRJkiQNARuDJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgJ9bQyOiIyI/Xq977L8nLrMbtOTQ0mSJEmSJEmaGWb1OwMT9FtgC+CWfmdEkiRJkiRJklYnq1VjcGbeD/y+3/mQJEmSJEmSpNXNlA4TERF7R8QPIuK2iLg1Ir4dEU9Yhe0tN0xERMyt7/eJiIsj4t6a3qMiYs+IWBgRd0XE1yNi48Z2nhoR50bELRFxZ0T8MCKe0Upr+4j4XkQsjYirIuJFdVsHNZZ5ZER8ue7fbRHxjYh4bGP+oyPirLrv90TElRFxwMruvyRJkiRJkiStrKkeM3h94Ehgd2AucAfwtYhYe5LT+QBwKPA0YCPgFOB9wJtruk8E5jWWfyjwReBZNW+XAt+MiE0AImIN4AxgGfB04CDg/cA6nQ1ExHrA+cBSYE/gGcCNwHfrPIDPAesBz6l5OBS4ffJ2W5IkSZIkSZLGZ0qHicjMrzbfR8TBwJ2UBtgfTmJS783MH9Q0jgY+A+yamZfUaScADz6YLjP/r5WvfwZeAewNnAg8H3gc8ILMvKEu83bgR43VDgACODgzsy7z98AfgBcDXwG2Br6amQvrOot77UBEzAZmt6ffePNtzJ69wmTNcMaD2owJNRkPajMm1GQ8qM2YUJPxoDZjQk3Gw8w31cNEbBcRJ0XEtRFxJ3BTTXOrcax7Th2W4a6I+MUYiy9qvL6p/r+sNW2zxrY3i4j/ioirI+IO4E91fidfjwd+12kIrn4GPNB4vyuwDfCnTj4pPZ83AraryxwF/HtEXBARH4yIXUfZh0MpjcXL/c3/9JFj7LpmKONBbcaEmowHtRkTajIe1GZMqMl4UJsxoSbjYYaL2ql1ajYecQVwA/DR+n8ZcAXwd5l5fEQk8MrMPK0u/+D7iHgk8JC6qb9k5m8iYg4lCJ+amRdFxFzKUA2bZuYtdRv7AadmZjTycQjwwczsDANxDrA58F5gCXAfcB5wXGbOi4hDgbdn5taNbaxFGRLijTXvnweeSukh3HZrZt5a13sU8CLgecDLgA9n5rwux6rXLy+L/eVl8Kw7ixh7qZVnPKxepjoewJhY3VhGqMkyQm2WEYNh4wOP63cWALj71IMtI7Qcywg1WY9Qm2WEmlYmHqbW94oAAAAgAElEQVRsmIj6wLYnAG/JzPPrtF3Gm2arV+5k2wN4a2Z+o+Zrc2CLxvxfAo+MiC0z83d12m4s35P6EuBA4JbM7DkOcGZeD/w38N8R8S7gbSw/fnFnudvpMp7w0mUT2CvNGMaD2owJNRkPajMm1GQ8qM2YUJPxoDZjQk3Gw8w3lcNE3AbcAvxdRDwmIvYEjqb0Du63q4HXRMQOEfFU4MvAnxvzvwNcBZwQETtFxNOBT1Ly3ulK/SXK8BNnRcSeEbFNRDw7Ij4REY8FiIijImLviNg2InamjEl8xfTsoiRJkiRJkiSNmLLG4Mx8ANgf2BG4HPgsZViG+6YqzQl4A7ABcDGlIfgLlOEigAfzvi+wDvBT4ATgQ5SG4KV1mXuAZwO/Bk4FrqzLbURpCIdyfD9DaQD+DqXx+PVTuWOSJEmSJEmS1M2Ujhk8k0TETsClwG6ZefF0pbt0GX5AA2g6xm3qxngYTP2KBzAmBpVlhJosI9RmGTEYhmnM4F6MicFkGaEm6xFqs4xQ00CNGby6i4h9gbuBXwFzKMNELKSMFSxJkiRJkiRJqxUbg3t7KPBR4NGUYR8WAG9Pu1JLkiRJkiRJWg3ZGNxDZv4v8L/9zockSZIkSZIkTYYpe4CcJEmSJEmSJGlw2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSEIjM7HceNIUiYjZwKHBkZt5uPgYjH/0yKPtvPgbHoBwD8zEYBmX/zcfgGJRjYD4Gw6Dsv/kYHINyDMzHYBiU/Tcfg2NQjoH5GAyDsv/mw8bgGS8i5gCLgW0yc4n5GIx89Mug7L/5GByDcgzMx2AYlP03H4NjUI6B+RgMg7L/5mNwDMoxMB+DYVD233wMjkE5BuZjMAzK/psPh4mQJEmSJEmSpKFgY7AkSZIkSZIkDQEbgyVJkiRJkiRpCNgYLEmSJEmSJElDwMbgme924AP1v/kYnHz0y6Dsv/kYHINyDMzHYBiU/Tcfg2NQjoH5GAyDsv/mY3AMyjEwH4NhUPbffAyOQTkG5mMwDMr+D30+IjOnO01JkiRJkiRJ0jSzZ7AkSZIkSZIkDQEbgyVJkiRJkiRpCNgYLEmSJEmSJElDwMZgSZIkSZIkSRoCNgZLkiRJkiRJ0hCwMViSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQjYGCxJkiRJkiRJQ8DGYEmSJEmSJEkaAjYGS5IkSZIkSdIQsDF4gETEFyLiDxFxeWPawyPiOxHxq/p/ozr9YRHxtYhYGBG/iIiDG+tsFRHnRsQvI+KKiJhTp0dEfCgirq7z3lqnvzoiFtW/H0fETo1tvb1u//KIODki1q3TfxARl9a/30XEmePI1/2Ndc4e5TjMi4gPt6btHBG/rK+XRMQm9fXhNZ1FdbtPW4nj/uyIuCQilkXEfq15XfMcEdtExIX1czklItaeaLrjyNdUx8PxEbG4sX871+mPj4gLIuK+iDhsrDyNka+NIuKM+vn8NCKe1Fhn74i4KiKuiYh/G+U4THc8HBIRl9X1fxgROzTmvbvm96qIeOFE92VVTEM8RHQvH7rGQ0Q8rhE7l0bEnRFx6Bj5Gq2smR0Rp0XElTX9Z/Q4DgdFxMmtaZtExM0RsU5ELIiI3er0N9TPclGUMuxlK3Hcu+Y5Ih4dEefXvP4iIt7WWGdeRNzQODYvmmi6K5HPgTp/jHF8Pl4/50VRyofZdfrGdZ27ImJ+a/8ObHyW34r6ne9yHKY7Pt7Z+Jwvj3LOeHivz2SqTXUcNOZ/JiLuarzfOiLOq8dyQUQ8qrX8hvU7Mb8xbdd6/K+JiE9HRNTppzSO6ZKIuLSxzo5RyqNf1HXX7XEcjo+Iv29N+5uI+GZ9fVf9v0ZN+/K6vZ9FxDbjP+IPbvuVNU8PdOKrTn91LF9OPhAj59oFUc4bnXmbTTTdceSrL/WIOm9unfaLiPheY3rXsj56lwu7N7a/MCL2bWxrUOsRXeuVEfGcVjwsjYi/GetYTpVpiI+ICdQr6ryun2n0qHdHKddPqctf2Eh7TkTc2zieR49yHKa7vOhaxk0kz1Ohj/EwWt1wSYzUyS9qTF+ZMvdDEfHbaJy7ehyHuRFxQWvarIi4KSK2qPGyX53+4oj4eT0OV7TjaJzHfZXzPJmmIQ66lnUxerkwmXEwqPXJlbnemtbrjQGNjV51ipWuS0bE2TFK3b0PsTHasfxWRNweEV+f6HYByEz/BuQPeDawC3B5Y9rHgH+rr/8N+Gh9/Z7G602BW4G16/sFwPPr6w2A9errg4H/Bdao7zer/58JbFRf7wNcWF8/ElgMPKS+/wpwUJd8fxV43Tjyddc4j8PjgF+3pn0EeG99vQTYBHgGcAGwTp2+CbDlShz3OcCO9djs15rXNc/1WBxQXx8N/MNqGA/Ht/e3ExfAU4EPAYeNlacx8vVx4P319eOB8+rrNYFrgW2BtYGFwA4DEg8bNl6/FPhWfb1Dzec6wDY1/2tOZF8GPB56lQ8946GRjzWB3wNbj5GvrmVNfX8C8Kb6em1gdq/PB7ilk+867RDg2Mb+7QY8qn4uD2vs6zYrcdx7lY9bALvU1w8Fru587sC8Xsdqqv76GB8rc3xeAMyqrz/ayMv6wB7185zf2I9ZwB+ATRr7NW8Q4qOV9kuA/xvtM1nd46C+3w34Io3zI3Aq8Pr6+rnAF1v5Ogo4qfW5/pRSbgdwDrBPl/35BPC+RhwsAnaq7zcG1uxxHF4InN+a9mXgtfX1XfX/gcBpjbh+VCeeJ3jcn0A5Vy0AduuxzJNpnMtGW3Z1iQd61yNmA1cAW9X3mzXmdS3r6V0urNeYvgWlLJjFYNcj5tCjXtlY5uH1GI96LFfz+JhQvWK0z5Qe9W7gH4Gj6+sDgFMan8G4yl6mubxopdMs48ad5xkWD6PVDZdQz/2tvK5Mmft0Shky6vUopbPcb4E5jWl7M3INczywH7AW8DvgUXX6OsDjVvEzWKk8r2ZxcDwTv/6clDhggOuTo+1/Y5n29da8XssOUWyMef3IBOqSwMsp9dWeZXEfYmO0Y7kX5frj6yvzmdozeIBk5vcpH27TyyhBTv3/N53FgYdGRFAC61ZgWZRejLMy8zt1m3dl5j11nX8A/iMzH6jz/lD//zgzb6vL/IQSuB2zgIdExCxKhfx3zcxFxEMpF35njpavCR6Hq4DbY/neGK+iVMyatgBuycz76nq3ZObvar6WRMRHo/RG/WlEPGaU9JZk5iLggfHkr+7bcykVQlj+c5k00xAPvdL9Q2b+DPjLOPM0Wr52AM6r614JzImIzYHdgWsy89eZ+WfKZ9v1l7I+xMOdjbfrU45tZx+/nJn3ZeZi4Jq6H+Pel1XRx/KhZzw07AVcm5m/GS1fvcqaiNiQUsE4ti7358y8vcdxuBP4PuXE13EAcHJr0c2APwF3NfZ1cU1vQUQcGaUHyuURsXuvHeuV58y8MTMvqa//BPyS8gNaXwza+WO045OZ52bmsi7r3J2ZPwSWtvYj6t/6Nc8b0joXNY7DtMZHy4HNdEYpL6fMVMdBRKxJ+ZHvX1tpPFjWA+fTKAMjYldgc+DcxrQtKD+8XZClNvu/tM6jNV+vYuSYvgBYlJkLa77+mJn39zgU3wUeX9MhItYDnsdIXaVjC+DGRlxf34nnKD3UPxGlh+d5EbFpj7TIzF/Wc9VolouP6dCvegTwt8DpmXldXecPMHpZP0q5cE9j+rqMnJMHuR4xnnrlfsA54ziWU2YA6xVdP9Mx6t3N/J4G7FWXn4hpLS86upRxfTVo9Ygx8jrhMjczf5KZN45j2w9QfuDcvzG5Wz3ioZTr5D/W9e7r5ClKD8ejo9xJe3VEvHisdFclz5NpEK8/R1lnonEwsPXJlbzemlaDFhvjuX6cSF0yIjYA3gF8cIz8TPe1Rs/2tcw8r6axUmwMHnybd04C9X/nNsL5lF/DfgdcBrytnry2p1R4T49y28rH68UbwHbA/hFxUUScExGP7ZLeGyk9dMjMG4AjgOuAG4E7MvPc1vL7Un4p7TSg9coXwLo17Z9EvS1uFCdTvlRExNOBP2bmr1rLnAs8up5kPxcRe7bm35mZu9c8HTlGer10y/PGwO2Ni5Prmb5GoMmMB4APRblt4VMRsc4U5Gsh5Rc2aiG3NaWS90jKr+4dYx3DaY2HiHhLRFxL+bXzrXVyrzxPdF8m03SXD720T4C98tX0YFlD6QV0M3BczdcxEbH+KOk142HLul/nt5ZZCNwELI6I4yLiJa3562fmMym9ir4w1g52yfODotze9BTgwsbkf6rfrS9EvWWqD/p2/mjqcXw63tBtnabM/AvlIvKymucdqBW/HqY9Pmrjwd6UO2UGzWTGwT8BZ3e5OF0IvKK+3pdSad04Itag9Mh4Z2v5R1LKyo5u5eazgJsaZf32QEbEt2uDS7tB+kG1Yn865QIAyl0e52f5YaLpK8BLotxG+ImIeEpj3vrAJZm5C/A94P290hun/VnxQuG4mvZ7V6IBa2VNRz1ie2CjerFzcUS8rk4fb1m/XLkQEU+LiF/UfB1S618DXY8Yh24XjpNVJ1sV/axX9PpMR6t3P7hOnX9HXR5gm5qn70XEs3ol2sfyol3GjTvP06jf9YgEzq3lyJsnmPduZe54NcuLdYAX0Tq/Z+atwNnAb6IMpfjqes7rmAPsCfw1cHT0GNZoEvM8lfp9/TkpcbA61CfH0O280e/rjX7GxnjqFBOpS/4/Sp11PD/STmdsjNa+tkpsDF59vRC4FNgS2BmYH+XXkVmUoD+M0p1+W+Cgus46wNLM3A34H1pBFxHPoZyE31Xfb0T5tWebms76EfGaVj7aPV165QvK7YK7UXqMHBkR242yf18G9qsn1W4FH5l5F7Ar8GZKQXBKRBzUWOTkxv+u44+OQ7c8d7tgyy7TptPKxMO7KUM3PJVyu+K7piBfH6FcEF4K/DPwc8ovWRM9htMaD5n52czcjnJM/r1O7pXnmRIPo5YPvUQZt++llF4U49Iua2q+dgE+n5lPAe6m3GrUy9eBPeo+vQo4LVs9BOv7vSm9r64GPhUR8xqLdCqG3wc2jDo+5QTy3Jm+AeUC4dDGj2Kfp1z07Ez5Ie0To227D6b8/NGY3u34dOYdTikPvjRaZiNiLUrl/Sk1z4so5Vcv0x4flN4BP6oXh6uLCcVBrey+EvhMl20dBuwZET+nXPzeQPls/xH4Zmb+trX8eMrNdv1iFmUYkVfX//tGxF6j7N+DFXV6nzeup9xi+m5KL87zGtt8ADilvj6xprlSovRIvSczm2PQvTozn0w51s8CXruy258kk1mPmEU5H/913e57I2J7xlHWdysXMvPCzHxiTefdtVFloOsRo4nSA/XJwLcbk6ejTrYqpqNesTL1rF7zbqTU4Z9C6el1UuN6pJt+lBftMm6iee6n6apH/FVtYN8HeEtEPHs8metR5o5b7YW4QUQ8rqb9kxzpvdxc7k2U3po/pexzc5++kpkP1EaoX1O+31OW5z6ZruvPSYmD1aQ+2Wtful1vDfL1xnTExniuH8dVl4wyPvFjMvOMce7fdMbGaO1rq8TG4MF3U4zcttQZKw3KuEunZ3ENZWzfx1N+Lf95llusllFucdqlrnM9I79qnkEZz4y67R2BY4CXZeYf6+TnAYsz8+b6S9rplHGdOutsTLml6xuN/PbKF1lvtcvMX1PGUmn+or6ceuG4hHJR+QrKr/Hdlrs/Mxdk5vspPZZe0Zzd4/W49cjzLcDsKENnQOnp2vUWkykwafGQ5TbuzHI75HGUz3JS85WZd2bmwZm5M/A6yjg3i2u+Ht1Yf9Rj2Md4+DIjt7v0yvOE9mWSTUv5MIZ9KL1hbhpHvnqVNdcD12dmp+foaY18rSAz7wW+RemB2PWirS6XmfnTzPxwXa5XPHR7/6Aeee5UKr8KfCkzT2+ke1ONxQcoFzyr8t1aFf08f/Q8PnXe64EXUxrExvo+7gyQmdfWZb9C41zUNt3xUfVMZwBMVhw8BXgMcE1ELAHWi4hroJwrM/PltTJ+eJ12B6XB7J/q8kcAr4uIj9Q0mrcCL1du1vPryxlpXKGu870st+7fA3yTUcoJ4EfAFlEeRvTMuvwKstzae05mvhP4T3oP+7QqP/KtEB9Z7r7qDKNyEtNXTkxHPeJ6ynj7d2fmLZTbKXdijLJ+rHIhM39Judh7EqtPPaKbVwFn1Lp1J93JrJOtin7WK3p9pqPVux9cp85/GHBr/V53bt+/mDJu4/ajpD2t5UW3Mm4l8jwd+lqPyJHrsD/Udcb7vZiMc/KX63ZG3VZmXpaZnwKej/WIKbn+nMQ4WB3qk72scL01INcb/YyNseoUE6lLPgPYtdZXfwhsHxELeiU8zbHRs31tVdkYPPjOBl5fX78eOKu+vo7ySyRRxmB9HOVXx59RemJ2xqp6LuUhHlC+bM+tr/ek/EJBRGxFaeh9bWZe3Uj7OuDpEbFeRERN75eN+a+kDFa9tLXOCvmKiI2idvWP8tTOv2rkq5eTgU9Rxsa5vj0zytM1m7cY7Qw0x9DZv/H/gjHSWkGvPNeTx/mUX3lg+c9lqk1aPDQK7qBUZlfll+iu+YryhM+16/Q3Ad/P0jvwZ8Bjozwdem1K4Xj2GGlMSzy0tvHXQOe2krOBA6I8JXQb4LGUngArsy+TZcrLh3HoNg5mr3joWtZk5u+B39YeGNS8j6d8eAdlLNKftGdGxJYR0Wwo6hoPEbEHZQicO7ol0ivP9XtzLPDLzPxka50tGm/3ZdW+W6uib+ePMY7P3pRf+1+a4xsv8wZgh0a+ns/y56JupiU+6jIPoxyT6ToPTNSkxEFmfiMzH5GZczJzDqW3zWPq+pvEyO2x76b2jsrMV2fmVnX5w4D/zcx/y3Ir4Z8i4uk1Vl7H8sfvecCVrbL+28COtU4yi3LMe5YTjQu9Eyi9k9tjURMRu0Tp8UzN/46MxMEajJzn/5ZycTBhdbuvpDE+bZQn029SX69FaQCdrnJiOuoRZwHPqvu5HvA0SlnQs6zvVS7Uc+us+nrrmq8lDHA9YhxWOG9Ocp1sVfSzXtH1Mx2j3t3M736Uh3hmRGwa9dbjiNiWUmf7da+E+1BerFDGTTTP06Sf9Yj1ozybhii3fr+AcXwvupW5K+lk4DU1zyuULRGxQUTMbUxqlxevjIg1otxVui3Qc2zbSczzVOnb9eckx8FA1yfH0PO8UfXreqNvsTGO68dx1yUz8/OZuWWtr+4BXJ2Zc8fY9+mKjV7HctXlND190L9xPSnwZEoX/79QfrV4I2Xcq/MoDVLnAQ+vy25JGdvsMsoX5TWN7TyfctvDZZSnMnaeNjib0ov3MkoltvMUxWOA2yjdzy8FLmps6wPAlTWNL1KfsFznLQD2bu1D13xRfnW7jDJ2ymXAG8dxPDatx+KQ1vQllCc87wr8mPKlX0SpSGzSWOb9lDEqf0bp9t8rnafW43035SEAvxgrz5ST+k8pDxE7tXlcVqN4+L/G8icCG9Tpj6jp3QncXl9v2CtPdXqvfD2jTruyfj4bNfL1IkpF8Frg8AGKh6OAX1C+C+cDT2zMO7zm9yoYefL9RPdlQOOhV/kwWjysR/nOPKyV1175Gq2s2Rm4qObtTMZ4QjflNp+bgY+0pi+gPMF1a0qMX1nT+g6wXWOZD9d4uRzYfZR0uuaZUlHImt/OvBfVeV+sx3ERpZK0xVTExIDEx8ocn2soYzx2ph/d+j7fSnnYwvWMPEn+EEqFfRHwNWDjQYiPuvxBlIdLjvmZrO5x0Errrsbr/er2r64xscI5sR6n+Y33u9V0r6WMhxaNecfTKuvr9NdQyufLgY+N43g8pcZhu65yV/2/N3Bx3d7llEbsdTvLUMaPu7jGyqajpLNvPd73UcaH+3Zj3lzKLcbN5dev211U9+coGk+zXl3igR71iDrvnZTz8eWUYWI607uW9fQoFyjDZ3TOyZcAf9PY1qDWI7rWK+u8OZQGiTVa6/Q8lqtrecHK1Su6fqb0qHdTHip4ap3+U2DbOv0VNW4W1rh5yaCUF3X547vE4YTzPEPioVc9Ytt6LBbW49KMhwmVuXX6x+o6D9T/88ZxTBbSOr/XfdqP8gC5b1KuCS6l9C7frbHMp4Af1Hh+8RjpTFqeV4M4mND15xTEwUDWJ3vtf53X63prWq83Bi026rye14+sZF2Scp6+fBzHY7piY7Rj+YOah3vrcXnhRD7TqBuRZpQoXfx3y3J7ooac8aCmKLf9HJaZF/U7Lxo8xocAIuKuzNyg3/nQYLAeodFYXqgpIo6n3D17Wr/zov6xPqleBiU2HCZCkiRJkiRJkoaAPYPVVxFxBrBNa/K7MvPb3ZZfxbQOp4wd1HRqZn5ostPSyjEe1BQRn6WM1d10VGYeNwVpHQy8rTX5R5n5lslOS5PD+BBARFxIeUp902sz87IpSGvaYk4rx3qERmN5oabp/A5HxAuBj7YmL87MfSc7LU2M9Un1MtNjw8ZgSZIkSZIkSRoCs/qdAY1u6TL63lq/6LqVfejl5Npxq4f1OwsPWncW0Y90ByEetKJ+xQMYE4PKMkJNlhFqs4xQk2WE2iwj1DTsZcT9D/Q9CwCsuUbfPoYVWEaoaWXiwTGDJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxWJIkSZIkSZKGgI3BUyQi5kZERsQm/c6LJEmSJEmSJNkYXEXEgoiY3+98SJIkSZIkSdJUsDFYkiRJkiRJkoaAjcFARBwP7Am8pQ7tkBGxXUQcGxGLI+LeiPhVRPxrRKzRWO/JEXFeRNwZEX+KiIUR8ZweaawTEWdExCURsdk07ZokSZIkSZIkATCr3xkYEG8DtgeuBN5Tp90G3AC8CrgZ2B34b+CPwLF1mZOAhXXeMuDJwNL2xiNiQ+AsSuP73My8c6p2RJIkSZIkSZK6sTEYyMw7IuLPwD2Z+fvGrPc1Xi+JiF2AAxlpDN4aOCIzr6zvr+my+U2BE6kNy5m5QmOxJEmSJEmSJE01G4NHERGHAG+iNPo+BFgL+E1jkU8Cx0TE64HzgK82GoY7zgUuAV6RmctGSWs2MLs9/cabb2P27BUma4YzHtRmTKjJeFCbMaEm40FtxoSajAe1GRNqMh5mPscM7iEi9geOBI4HXgjsDHwOWLuzTGbOA3YAzgSeCSyKiDe0NvV1YA/KEBKjORRY3P6b/+kjV3FPtJoyHtRmTKjJeFCbMaEm40FtxoSajAe1GRNqMh5muMjMfudhIETEucC1mfkP9f1ngB0zc8/GMmfXaXN6bOPzwE6Z+cyImAucTxkm4u3AIcBemXlpj3V7/fKyuN+/vCy67o6+pt+x41YP63cWHrTuLGIqtz/I8aAVTXU8gDGxurGMUJNlhNosI9RkGaE2ywg1DXsZcf8Dg9FmteYaU/4xjJtlhJpWJh4cJmLEEmD3iJgD3EUZ//egiNinvj4A2JPyYDki4iHAEcCpdd3NKT2AL2xvODMPj4gAvhsRe2Xmwi7L3A7c3p6+tOfAEprJjAe1GRNqMh7UZkyoyXhQmzGhJuNBbcaEmoyHmc9hIkYcAfwZuAK4GTgH+ApwEvAzYA7wicby9wMbAScAVwFnABcA7+i28cx8D/A/wHkRsdOU7IEkSZIkSZIk9eAwEQNu6TL6/gE5TMSKpuNWnW4GIR60on7FAxgTg8oyQk2WEWqzjFCTZYTaLCPUNOxlhMNErMgyQk0rEw/2DJYkSZIkSZKkIWBjsCRJkiRJkiQNARuDJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxWJIkSZIkSZKGgI3BkiRJkiRJkjQEZvU7Axp8C2++vd9ZAGDHrR7W7yxIkiRJkqRpsuYa0e8sSF394c77+p0FALZ6+DoTXseewZIkSZIkSZI0BGwMliRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQjYGCxJkiRJkiRJQ2BKGoMjYkFEzF+F9edGREbEJpOZry7pHBQRd01lGo205kXE5dORliRJkiRJkiS1DXvP4FOAbfudCUmSJEmSJEmaarP6nYF+ysx7gXtXZRsRsXZm/nmSsiRJkiRJkiRJU2IqewbPioijIuK2+vfxiFgDSgNqRHw0Iq6PiLsj4mcR8cIu29gpIi6MiHsi4qKI2KUzIyI2joiT6zbujYhfRMTBjfl/HxE3RcRyDd4RcVJEnFVfrzBMRF3vmoj4c/3/d635GRFviYjTI+Ju4D8jYs2IODYiFte8/Coi/rWzv5IkSZIkSZLUb1PZWPnquv1nAH8PvBk4tM47DtgT+FvgycAJwNciYqfWNj4M/BuwC/BH4EsREXXeusAlwIuBJwJHAf8VEXvV+V8BZgPP62wsItYHXgac2C3DEbEvMB84EnhS3ebnIuIlrUXfD3yz5v2zdT9vAF4FPAE4HHgPcDCSJEmSJEmSNACmcpiIG4G3ZmYCV0bE9sA7aq/cA4E5mXldXXZ+RDyP0mj8j41tvDczzweIiP8Afgg8Erg+M28APt5Y9r8j4rl12+dl5m0R8U1Ko/S36jL7AsuAr/XI82HAFzOz8/C7qyNiV+BdrXVOycxjWuu+r/F6Se3FfCBwbI+0JEmSJEmSJGnaTGVj8E9qQ3DHBcD/A/YAArhipJMvAOsA/9faxqLG69/V/5sB10fEmpRew/tTGojXAdYGFjTWORE4PiLWy8x7KA3Dp2Xm0h55fgLwhda0HwIvbU27qL1iRBwCvAnYGngIsBbwmx7prCAiZlN6Mi/nxptvY/bsFSZrhjMe1GZMqMl4UJsxoSbjQW3GhJqMB7UZE2oyHma+fo1pm8BTgZ0bf08A3tBa7i+tdWAkz4cB/0LpHbxX3caZlAbhjm6i/hgAACAASURBVK9TegK/LCI2owwZ0XWIiC7pjDbt7uabiNifMrTE8cALa14+18rLWA4FFrf/5n/6yAlsQjOI8aA2Y0JNxoPajAk1GQ9qMybUZDyozZhQk/Eww8XynXcnaaMRC4AtgMd3egdHxOGUISCeA1wFPLczBESX9ecC5wObZuYtddocSgA+NTMvioivAbdm5uvr/AB+DtyemXMb2/qfmpdvA/8KbJ2ZD9R5BwHzM3OD+v5HwFWZ+YbG+scD22Xms+r7BF6Zmac1lvkMsGNm7tmYdnadNqe+nwfsl5lP6rHPvX55WdzvX16+ePG4OzhPqdfuunW/s/CgdWcRYy+18gY5HrSiqY4HMCZWN5YRarKMUJtlhJosI9RmGaEmywi1WUYMhj/ceV+/swDAVg9fZ8LxMJXDRGwJHBkRn6M8aO2dwAcz8+qI+BJl+IZ/oTwE7uHAXODXmXn6OLd/NbB/ROwB3AL8M7ANpUG46UTgu3XeSZ2G4B4+DpwaERcD5wJ7U4aWePk48nJQROwDXAMcQHlA3m3j3Bcy83bg9vb0pcvGuwXNJMaD2owJNRkPajMm1GQ8qM2YUJPxoDZjQk3Gw8w3lY3BXwLWBC6kDLNwLPCpOu9g4HDgY8CjgFuBn1J6A4/XBykNvOcA91KGaPgSsENrue8DN9Tp/5+9O4+3pCrv/f/5Nq0oKjaKoNJqE39g1DgERCU/uICaiJqrl4iCUxiiOCAKitcYg7YxJkYxaZQoGpFBwAEViQhRQNFGcQhDA0GmCGIDQZFmpoGG5/5RdaS6+pzT4zl799mf9+u1X3vvVatWPbV5WH88Z/WqPScbsKq+meQAmi0oFtDs+fu2qprogXNjPkuzNcQJNPshfx34BCtueyFJkiRJkiRJAzEl20Ro3Vm6bNw9jKeV20SsaDr+qc54hiEftKJB5QOYE8PKOUJdzhHqc45Ql3OE+pwj1OUcoT7niOGwPm8TMagHyEmSJEmSJEmSppHFYEmSJEmSJEkaARaDJUmSJEmSJGkEWAyWJEmSJEmSpBFgMViSJEmSJEmSRoDFYEmSJEmSJEkaARaDJUmSJEmSJGkEWAyWJEmSJEmSpBEwe9ABaPi9YdsnDToESZIkSZIkaShstvGGgw5hjbkyWJIkSZIkSZJGgMVgSZIkSZIkSRoBFoMlSZIkSZIkaQRYDJYkSZIkSZKkEbBeF4OTzE9y8Toa66wkh6+LsSRJkiRJkiRp2MwedABr6VDgU+torL8A7l1HY0mSJEmSJEnSUFmvi8FVdTtw+zoa66Z1MY4kSZIkSZIkDaNp2yYiyYZJFiS5IcnSJD9JskN7bOckleQlSc5NcleShUnmJtkpyaIktyc5JcmjO2Mut01EkmckOTPJrUlua8/bpT32oCSfTHJdkruT/DrJRzvnLrdNRJJNkhyTZEkbzxlJnt45vncb0wuTXJzkjiTfT7Jlp88Tkpyc5KYkdya5NMmeU/crS5IkSZIkSdL4pnNl8MeAVwP7Ar8E3gX8R5KtOn0+BBwI3AKcAHwFWArsB9wHnAjMBw6Y4BonAIuA5wLLgGe05wO8A9gN2BO4GpgLPGWSeI9uj78CWAJ8pI1366q6q+2zIfC+9p6WAscARwAvbo9/GngIsAtw60quJ0mSJEmSJElTZlqKwUkeBrwVeGNVfbttewvwAmB/4Iy26yFVtbA9fgTNfsDbVtV5bdsxwO6TXOpJwKFVdWn7/crescuBhVVVwDXAjyeIdyvg5cBOVfXDtu0N7TmvAz7fdp0N7F9Vl7V9DgWOSjKrqu5vr/n1qlrU9r9qktglSZIkSZIkacpM18rgJwMPAn401lBV9yU5B3gaDxSDL+ycc0P7flGvbbNJrvPPwOeT7AWcSVOIHSsMHw2cDlye5LvAqcBpbdG276nA/cA5nXhvSXJRG++Yu8cKwa3r2vucA9wEHAYckWTXNp6Tqurc8QJPMqc9bznX/3YJc+as0KwZznxQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqMt8mPmma8/gtO81zrFu27399qrqt00Yc1XNpynWfhP4E+DCJPu2x84D5gF/045xDHB6kvHGyzht48W7bIJjs9prHglsCRwFbA38OMn8CcY9kGbl8HKvwz+5YJJQNIOZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ8zXJodE6b4Is02ETcBb6qqY9u2DWi2bTiBZtXs94HHVNWN7fHdgROrKp1x3gL8fVVt2n6fD+xeVX80wXU/Azyrqv5knGPPA34CPKWqLk9yFnBxVb293SbicpbfJmJj4NfAu6rqyCR7A4dX1cM7Y+7cv4/eNd8LvLOqHj/OsYn+8nKVf3kZPg+ZPekfDNaa+bB+mep8AHNifeMcoS7nCPU5R6jLOUJ9zhHqco5Qn3OEutYkH6Zlm4iquqMtzH40yY00f1U4CNic5iFra/1gtSQPBQ6lecjc1e3YOwA/bY+/C7geuIBmBfJraR7qtniceK9IcjLw2ST7ATfTPEDuVpri9arGdBhwGk1heWNgV+CS8fpW1c3tdZaztL/2WCPBfFCfOaEu80F95oS6zAf1mRPqMh/UZ06oy3yY+aZrz2CA97bvR9H8heF8YNequj7JWheDgfuATWi2f3gs8DvgFODg9vhtwHuArWi2czgfeElV3TnBePsAC4B/Bx5Cs9/xrlV112rENIvmIXhPaK9/JvDu1ThfkiRJkiRJktaJadkmQmtu6bJx91nWgE3HP9UZj/kwnAaVD2BODCvnCHU5R6jPOUJdzhHqc45Ql3OE+pwj1LUm+TBdD5CTJEmSJEmSJA2QxWBJkiRJkiRJGgEWgyVJkiRJkiRpBFgMliRJkiRJkqQRYDFYkiRJkiRJkkaAxWBJkiRJkiRJGgEWgyVJkiRJkiRpBFgMliRJkiRJkqQRMHvQAWj4/erGOwcdAgBP2nSjQYcgSZIkSZKkEffkA04adAgAXPuZ3Vb7HFcGS5IkSZIkSdIIsBgsSZIkSZIkSSPAYrAkSZIkSZIkjQCLwZIkSZIkSZI0AiwGS5IkSZIkSdIIGGgxOEkl2X2i7+P0n9f2ec70RChJkiRJkiRJM8PsQQewmn4NPA64cdCBSJIkSZIkSdL6ZL0qBlfVfcD/DDoOSZIkSZIkSVrfTOk2EUl2TbIwyZIkNyX5TpKnrsV4y20TkWTn9vtLkpyb5K72enOT7JRkUZLbk5yS5NGdcbZL8t0kNya5NcnZSbbvXWvrJD9IsjTJZUle2o61d6fPFkm+3N7fkiTfTrJV5/gTkpzc3vudSS5Nsuea3r8kSZIkSZIkramp3jP4YcAC4LnAzsAtwLeSPHgdX+dDwIHA84BNgK8AHwD2a6/7dGB+p/8jgC8CO7axXQCcmmRTgCSzgJOAZcDzgb2BDwIbjg2QZCPg+8BSYCdge+B64Iz2GMCngY2AXdoYDgRuXne3LUmSJEmSJEmrZkq3iaiqr3e/J9kHuJWmAHv2OrzUIVW1sL3GEcCngG2r6ry27Rjg9w+mq6rv9eI6AHglsCtwHPCnwFOAP6uqa9s+BwE/6py2JxBgn6qqts+bgd8Afw58FXgS8PWqWtSec9U6vGdJkiRJkiRJWmVTWgxO8mTgwzQrdh9DsxJ5FvDEVTj3NJqVuwC/qqqnT9L9ws7nG9r3i3ptm3XG3qyNaxdgc2AD4KGduP4QuG6sENz6OXB/5/u2wJbAbUm6sWwEPLn9fBhwRJJdgTOBk6rq3PFuIMkcYE6//frfLmHOnBWaNcOZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ8z31RvE/EtmiLwm2kKwn9Ms/XCqmwT8Ubg2e3rpSvpe2/ncwFUVb+te6/HANsBBwF/0l5jcSeujI0ziVk020s8u/faGvhsG8ORNAXjo9r2HyeZP8F4B9KsHF7udfgnF6wkDM1Q5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDDJd2h4N1P3DzwLYbgRdU1ffbtm2Ac2m2Vjg6SQGvqqqvtceX+z7OmPNoknC7qvrPJDvT7Nv7mKq6se2zO3BiVaVz3luAv6+qsT2BbwPeUVVHtd83B34N/ENVzU/yYuDbwBOr6rq2z/bAjzuxvwn4ODCvqlZpH+Ak7wXeWVWPH+fYRH95uWrQf3n51Y13DvT6Y5606UYr7zRNHjKbrLzXmhvmfNCKpjofwJxY3zhHqMs5Qn3OEepyjlCfc4S6nCPU5xwxHJ58wEmDDgGAaz+z22rnw1RuE7GEphj8piS/BragKZ4um8JrrqrLgdcn+SnNQ+4+BtzTOX46cBlwTJKDabaQ+Gea2Meq58cDBwMnJ/kAcA3wBOAVwBFVdUWSw4DT2uttTLMn8SXjBdQWlFcoKi8dhl9L0858UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjLfJj5pmybiKq6H9gDeCZwMfCvwCHA3VN1zdWwL/BwmlXKXwa+AFw9drCNfTdgQ+BnNNtKfISmELy07XMn8L+AXwInApe2/TahKYRD8/t+iqYAfDrN3sV7TeWNSZIkSZIkSdJ4pmybiJkmybNo9gh+zkQPgZsKS5etdO/iKec2ESuajn+qM55hyAetaFD5AObEsHKOUJdzhPqcI9TlHKE+5wh1OUeozzliOLhNxAyUZDfgDuAKYB7NNhGLgPMGGJYkSZIkSZIkrRGLwRN7BPBPNPsALwHOAg4ql1JLkiRJkiRJWg9ZDJ5AVR0LHDvoOCRJkiRJkiRpXZiyB8hJkiRJkiRJkoaHxWBJkiRJkiRJGgEWgyVJkiRJkiRpBFgMliRJkiRJkqQRkKoadAyaQknmAAcCC6rqZuMYjjgGZVju3ziGx7D8BsYxHIbl/o1jeAzLb2Acw2FY7t84hsew/AbGMRyG5f6NY3gMy29gHMNhWO7fOCwGz3hJ5gFXAVtW1dXGMRxxDMqw3L9xDI9h+Q2MYzgMy/0bx/AYlt/AOIbDsNy/cQyPYfkNjGM4DMv9G8fwGJbfwDiGw7Dcv3G4TYQkSZIkSZIkjQSLwZIkSZIkSZI0AiwGS5IkSZIkSdIIsBgsSZIkSZIkSSPAYvDMdzPwofbdOIYnjkEZlvs3juExLL+BcQyHYbl/4xgew/IbGMdwGJb7N47hMSy/gXEMh2G5f+MYHsPyGxjHcBiW+x/5OFJV031NSZIkSZIkSdI0c2WwJEmSJEmSJI0Ai8GSJEmSJEmSNAIsBkuSJEmSJEnSCLAYLEmSJEmSJEkjwGKwJEmSJEmSJI0Ai8GSJEmSJEmSNAIsBkuSJEmSJEnSCLAYLEmSJEmSJEkjwGKwJEmSJEmSJI0Ai8GSJEmSJEmSNAIsBkuSJEmSJEnSCLAYLEmSJEmSJEkjwGKwJEmSJEmSJI0Ai8FDLMkXkvwmycWdtkclOT3JFe37Jm37I5N8K8miJP+VZJ/OOU9M8t0kv0hySZJ5bfvRSa5KckH7enbbniSfTHJlkguTbNOLa+Mk1yY5vNP24CSfS3J5kkuTvLJtf1d7zQuTnJnkSZ1z/inJxe1rj0l+h/lJ/rHX9uwkv2g/X51k0/bz+9v7v7C9p+e17Wclec4E4z+i8xtckOTGJAvaY3sn+W3n2Bsn+28mSZIkSZIkDSuLwcPtaGDXXttfA2dW1VbAme13gP2BS6rqWcDOwCeSPLg9dizw8ap6KvBc4Ded8d5TVc9uXxe0bS8Btmpf+wGf6cXwYeAHvbb3A7+pqq2Bp3WOnw88p6qeCXwN+BhAkpcB2wDPBp4HvCfJxhP8Dl8C+sXiPYETug1Jtgf+HNimvd6LgF9PMObvVdVtnd/g2cCvgG90unylc/zzKxtPkiRJkiRJGkYWg4dYVf0QuKnX/ArgmPbzMcD/GesOPCJJgIe35y1L8jRgdlWd3o55e1XduZJLvwI4tho/AeYkeRxAkm2BzYHv9s7ZF/jH9hr3V9WN7efvd673E2Bu+/lpwA+qallV3QEsYsXC99jvcBlw89gq39argS/3uj4OuLGq7m7Pu7GqrlvJvS4nyVbAZsDC1TlPkiRJkiRJGnYWg9c/m1fV9QDt+2Zt++HAU4HrgIuAd1bV/cDWNIXUbyQ5P8nHk2zQGe8j7ZYK/5Jkw7ZtC5ZfUbsY2CLJLOATwHu6ASWZ0378cJLzkpyYZPNxYv8r4LT28yLgJUk2ard42AV4wiT3/SWa1cAkeT7wu6q6otfnu8AT2q0qPp1kp0nGm8hraFYCV6ftle1v9LUkk8UoSZIkSZIkDS2LwTPHi4ELgMfTbL1weLvtwmxgR+BgYDvgD4C923PeB/xh2/4o4L1te8YZv4C3AadWVX/rhdk0K35/VFXbAOcAh3Y7JHk98Bzg4wBV9V3gVODHNIXec4Blk9zfl4Hd24L0nu05ywdYdTuwLc3WFr8FvpJk736/leiP/S1gXrvtxBk8sCpbkiRJkiRJWq9YDF7/3NDZsuFxPLD/7z7AN9qtHa4ErqIp9C4Gzq+qX1bVMuCbNHv1UlXXt/3vBo6i2U+Y9pzuCti5NCuOtwfenuRqmmLvXyb5KPA74E7gpLb/iWPXaON8Ec2ewi8f28Khvf5H2n14/5SmAN1f6Uun76+Bq4GdgFcCX52g331VdVZVfRB4e9t3lSR5Fs2WGud2xvtdJ+Z/oyk2S5IkSZIkSesdi8Hrn38H9mo/7wWc3H6+BnghQLtFw1OAXwI/BzZJ8pi23wuAS9p+Y0Xl0Ow9fHHnGn+ZxvOBW9rC8euq6olVNY9mpfGxVfXX7ZYK36J5cB1tHGPX+GPgszSF4N8/uC7JBkke3X5+JvBMVtyHuO9LwL8A/11Vi/sHkzyl3fN3zNjD4FbVa+itOB77jVovB36xGuNJkiRJkiRJQ2P2oAPQxJJ8iabAummSxcAHgY8CX03yVzQF4Fe13T8MHJ3kIppVtu8de4hbkoOBM9ui77k0K1wBjm+LxKHZYuItbfupwEuBK2lW/O6zCuG+F/hikgU0WzSMnfNxmgfandhcnmuq6uXAg4CFbdutwOvblcuTORE4DDhgguMPBz7V7mG8rI1/v1WIfcyrae676x1JXt6OdxMPbLEhSZIkSZIkrVey/HOyJEmSJEmSJEkzkdtESJIkSZIkSdIIcJsIDZUkJwFb9prfW1XfWUfj/xTYsNf8hqq6aF2ML0mSJEmSJA0rt4mQJEmSJEmSpBHgymBpPZFkQ2A74HrgvgGHowdsADwO+HlV3T2dFzYnhtZAcsJ8GFrOEepzjlCXc4T6nCPU5RyhPucIda1RPlgMHnJLl+HS7SH0kNlkAJfdDlg4gOtq1ewInD3N1zQnhtt054T5MNycI9TnHKEu5wj1OUeoyzlCfc4R6lqtfLAYLK0/rgdYuHAhc+fOHXQsai1evJgdd9wR2v8+08ycGEIDzAnzYQg5R6jPOUJdzhHqc45Ql3OE+pwj1LWm+WAxWFp/3Acwd+5c5s2bN+BQNI5B/FMZc2K4TXdOmA/DzTlCfc4R6nKOUJ9zhLqcI9TnHKGu1cqHWVMVhSRJkiRJkiRpeFgMliRJkiRJkqQRYDFYkiRJkiRJkkaAxeApkmTnJJVk00HHIkmSJEmSJEkWg1tJzkpy+KDjkCRJkiRJkqSpYDFYkiRJkiRJkkaAxWAgydHATsD+7dYOleTJSY5MclWSu5JckeT/JpnVOe8ZSc5McmuS25IsSrLLBNfYMMlJSc5Lstk03ZokSZIkSZIkATB70AEMiXcCWwOXAn/Tti0BrgVeDfwWeC7wOeB3wJFtnxOARe2xZcAzgKX9wZNsDJxMU3zfuapunaobkSRJkiRJkqTxWAwGquqWJPcAd1bV/3QOfaDz+eok2wCv4YFi8JOAQ6vq0vb7leMM/xjgONrCclWtUCyWJEmSJEmSpKlmMXgSSd4CvJGm6PtQ4EHArzpd/hn4fJK9gDOBr3cKw2O+C5wHvLKqlk1yrTnAnH779b9dwpw5KzRrhpsgH+YOIhYNB3NCXeaD+swJdZkP6jMn1GU+qM+cUJf5MPO5Z/AEkuwBLACOBl4MPBv4NPDgsT5VNR94GvBN4E+AC5Ps2xvqFGAHmi0kJnMgcFX/dfgnF6zlnWg9NV4+LBxoRBo0c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kww7ky+AH3ABt0vu8A/LSqDh9rSPLk/klVdQVwBfDJJJ+hWUn8hU6XQ4CbgDOSvLCqLpjg+mOF5+W8/R0HXrWa96GZYbx8mIsT8CgzJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ8znMXgB1wNPDfJPOB2mv1/907ykvbznsBONA+WI8lDgUOBE9tzN6ctIPcHrqr3JwkPFIQXjdPnZuDmfvvSCTeW0Ew2Xj40KaRRZU6oy3xQnzmhLvNBfeaEuswH9ZkT6jIfZj63iXjAoTSrgy8BfgucBnwVOAH4OTAP+ESn/33AJsAxwGXAScA5wLvGG7yq/gb4N+DMJM+akjuQJEmSJEmSpAm4MrhVVZcD2/ea/6p9df1d2/8e4LWTjHcWkF7b+4D3rW2skiRJkiRJkrS6XBksSZIkSZIkSSPAYrAkSZIkSZIkjQCLwZIkSZIkSZI0AiwGS5IkSZIkSdIIsBgsSZIkSZIkSSPAYrAkSZIkSZIkjQCLwZIkSZIkSZI0AiwGS5IkSZIkSdIImD3oADS5My69YdAh8KI/3HzQIUiSJEmSJElaS64MliRJkiRJkqQRYDFYkiRJkiRJkkaAxWBJkiRJkiRJGgEWgyVJkiRJkiRpBExJMTjJWUkOX4vzd05SSTZdl3GNc529k9w+ldfoXGt+koun41qSJEmSJEmS1DfqK4O/AvzBoIOQJEmSJEmSpKk2e9ABDFJV3QXctTZjJHlwVd2zjkKSJEmSJEmSpCkxlSuDZyc5LMmS9vXxJLOgKaAm+acki5PckeTnSV48zhjPSvLTJHcm+c8k24wdSPLoJF9qx7gryX8l2adz/M1JbkiyXME7yQlJTm4/r7BNRHvelUnuad/f1DteSfZP8o0kdwD/kGSDJEcmuaqN5Yok/3fsfiVJkiRJkiRp0KayWPm6dvztgTcD+wEHtseOAnYCXgs8AzgG+FaSZ/XG+Efgr4FtgN8BxydJe+whwHnAnwNPBw4DPpvkhe3xrwJzgBeNDZbkYcArgOPGCzjJbsDhwALgj9oxP53kf/e6fhA4tY39X9v7vBZ4NfBU4P3A3wD7IEmSJEmSJElDYCq3ibgeeEdVFXBpkq2Bd7Wrcl8DzKuqa9q+hyd5EU3R+G2dMQ6pqu8DJPk74GxgC2BxVV0LfLzT93NJXtCOfWZVLUlyKk1R+j/aPrsBy4BvTRDzwcAXq2rs4XeXJ9kWeG/vnK9U1ed7536g8/nqdhXza4AjJ7iWJEmSJEmSJE2bqSwG/6QtBI85B/gwsAMQ4JIHFvkCsCHwvd4YF3Y+X9e+bwYsTrIBzarhPWgKxBsCDwbO6pxzHHB0ko2q6k6awvDXqmrpBDE/FfhCr+1s4OW9tv/sn5jkLcAbgScBDwUeBPxqguusIMkcmpXMy/nSjy7j4Rs/clWH0QwxQT7MHUQsGg7mhLrMB/WZE+oyH9RnTqjLfFCfOaEu82HmG9QD5ArYDri3195/mFv3+FhheWxri4OBdwPvBC4Cbgf+gaZYPOYUmpXAr0hyJs2WEX+2CrGtrO2O7pcke9BsLXEw8GPgVmB/mpXIq+pAmu0nlvPvx32O177tPasxjGaIcfNBI82cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsxwU1kMfl6SdFYHP59mde85NCuDHzu2BcQa2gH4VlV9EaDdS3hr4OaxDlV1d5Kv0awI3hT4H+AHk4z5i3bc7urgHYBLViGWn3a2lyDJk1f9VoCmmHx0v/Hlr9/vqtUcRzPDePkwF1g4/aFoSJgT6jIf1GdOqMt8UJ85oS7zQX3mhLrMhxluKovBjwcWJPk0zYPW3gP8fVVdnuR4mu0b3k3zELhHATsDv6yqb6zi+JcDeyTZAbgROADYEji/1+844Iz22AlVdf8kY34cODHJucB3gV1pCsl/sQqx7J3kJcCVwJ40D8hbsor3QlXdTKeQPeaUi29Y1SE0g4yXD71tVTRizAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDzDeVxeDjgQ2An9Jss3Ak8C/tsX2A9wMfo/nrwk3Az4DVWSn89zQF3tNotpc4ur3m03r9fghc27bvOdmAVfXNJAfQbPewgGbP37dV1UQPnBvzWeDZwAk0q56/DnwC2HfVb0eSJEmSJEmSps6UFIOraufO17ePc/xeYH77Gu/8s2iKqt22q7ttVbWEla/Ypd2mYt4Ex46mt/S9qo4AjphkvBX+HFJV9wB/1b66/q7TZz4T3K8kSZIkSZIkTbVZK+8iSZIkSZIkSVrfWQyWJEmSJEmSpBFgMViSJEmSJEmSRoDFYEmSJEmSJEkaARaDJUmSJEmSJGkEWAyWJEmSJEmSpBFgMViSJEmSJEmSRoDFYEmSJEmSJEkaAbMHHYAmt8UjNhp0CJIkSZIkSZJmAFcGS5IkSZIkSdIIsBgsSZIkSZIkSSPAYrAkSZIkSZIkjQCLwZIkSZIkSZI0AiwGS5IkSZIkSdIIWK+LwUnmJ7l4HY11VpLD18VYkiRJkiRJkjRsZg86gLV0KPCpdTTWXwD3rqOxJEmSJEmSJGmorNfF4Kq6Hbh9HY1107oYR5IkSZIkSZKG0bRtE5FkwyQLktyQZGmSnyTZoT22c5JK8pIk5ya5K8nCJHOT7JRkUZLbk5yS5NGdMZfbJiLJM5KcmeTWJLe15+3SHntQkk8muS7J3Ul+neSjnXOX2yYiySZJjkmypI3njCRP7xzfu43phUkuTnJHku8n2bLT5wlJTk5yU5I7k1yaZM+p+5UlSZIkSZIkaXzTuTL4Y8CrgX2BXwLvAv4jyVadPh8CDgRuAU4AvgIsBfYDsaXaAAAAIABJREFU7gNOBOYDB0xwjROARcBzgWXAM9rzAd4B7AbsCVwNzAWeMkm8R7fHXwEsAT7Sxrt1Vd3V9tkQeF97T0uBY4AjgBe3xz8NPATYBbh1JdeTJEmSJEmSpCkzLcXgJA8D3gq8saq+3ba9BXgBsD9wRtv1kKpa2B4/gmY/4G2r6ry27Rhg90ku9STg0Kq6tP1+Ze/Y5cDCqirgGuDHE8S7FfByYKeq+mHb9ob2nNcBn2+7zgb2r6rL2j6HAkclmVVV97fX/HpVLWr7XzVJ7JIkSZIkSZI0ZaZrZfCTgQcBPxprqKr7kpwDPI0HisEXds65oX2/qNe22STX+Wfg80n2As6kKcSOFYaPBk4HLk/yXeBU4LS2aNv3VOB+4JxOvLckuaiNd8zdY4Xg1nXtfc4BbgIOA45Ismsbz0lVde54gSeZ0563nB8suoZHPHKFZs1wE+TD3EHEouFgTqjLfFCfOaEu80F95oS6zAf1mRPqMh9mvunaMzjte41zrNt2b7+9qvptE8ZcVfNpirXfBP4EuDDJvu2x84B5wN+0YxwDnJ5kvPEyTtt48S6b4Nis9ppHAlsCRwFbAz9OMn+CcQ+kWTm83Ov4L3x6klA0g42XDwsHGpEGzZxQl/mgPnNCXeaD+swJdZkP6jMn1GU+zHDTVQy+ErgH2GGsIckGwPbAJevyQlV1RVV9sqpeBhwJvLFz7LaqOrGq3gq8jGabiv9vnGEuoflttu/EuzHNHsSrFW9VLa6qz1XVq4EP0Ox/PJ4FNIXj5V6v2/dtq3M5zRzj5cOOA41Ig2ZOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH2a4adkmoqruSPIZ4KNJbqT5q8JBwOY0D1lb6werJXkocCjNQ+aubsfeAfhpe/xdwPXABTQrkF9L81C3xePEe0WSk4HPJtkPuJnmAXK30jykblVjOgw4jWav4o2BXZmgmFxVN7fXWc75v7ptVS+nGWS8fEgmW7Cumc6cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsx807VnMMB72/ejaPYeOR/YtaquT7LWxWDgPmATmu0fHgv8DjgFOLg9fhvwHmArmu0czgdeUlV3TjDePjR/Dfl34CE0+x3vWlV3rUZMs2gegveE9vpnAu9ejfMlSZIkSZIkaZ2YtmJwVd1Ns+/IgeMcO4vePr1V9bVx2o4Ajuh8nw/Mbz/fQ7Pad6Lr/xvwb5Mc37n3fQmw1yT9j6Z5KN2E91FVB0x0viRJkiRJkiRNp+naM1iSJEmSJEmSNEAWgyVJkiRJkiRpBFgMliRJkiRJkqQRYDFYkiRJkiRJkkaAxWBJkiRJkiRJGgEWgyVJkiRJkiRpBFgMliRJkiRJkqQRYDFYkiRJkiRJkkbA7EEHoMl98pyrBx0Cn9n9GYMOQZIkSZIkSdJacmWwJEmSJEmSJI0Ai8GSJEmSJEmSNAIsBkuSJEmSJEnSCLAYLEmSJEmSJEkjYKDF4CSVZPeJvo/Tf17b5znTE6EkSZIkSZIkzQyzBx3Aavo18DjgxkEHIkmSJEmSJEnrk/WqGFxV9wH/M+g4JEmSJEmSJGl9M6XbRCTZNcnCJEuS3JTkO0meuhbjLbdNRJKd2+8vSXJukrva681NslOSRUluT3JKkkd3xtkuyXeT3Jjk1iRnJ9m+d62tk/wgydIklyV5aTvW3p0+WyT5cnt/S5J8O8lWneNPSHJye+93Jrk0yZ5rev+SJEmSJEmStKames/ghwELgOcCOwO3AN9K8uB1fJ0PAQcCzwM2Ab4CfADYr73u04H5nf6PAL4I7NjGdgFwapJNAZLMAk4ClgHPB/YGPghsODZAko2A7wNLgZ2A7YHrgTPaYwCfBjYCdmljOBC4ed3dtiRJkiRJkiStmindJqKqvt79nmQf4FaaAuzZ6/BSh1TVwvYaRwCfAratqvPatmOA3z+Yrqq+14vrAOCVwK7AccCfAk8B/qyqrm37HAT8qHPankCAfaqq2j5vBn4D/DnwVeBJwNeralF7zlXr8J4lSZIkSZIkaZVNaTE4yZOBD9Os2H0MzUrkWcATV+Hc02hW7gL8qqqePkn3Czufb2jfL+q1bdYZe7M2rl2AzYENgId24vpD4LqxQnDr58D9ne/bAlsCtyXpxrIR8OT282HAEUl2Bc4ETqqqc8e7gSRzgDn99td8/mw2fNjG452iGWyCfJg7iFg0HMwJdZkP6jMn1GU+qM+cUJf5oD5zQl3mw8w31Q+Q+xZwLfDm9n0ZcAmwKttEvJGmQAtw70r6do8XQFX127pbYhxDUwQ+CLgauJumWDsWV8bGmcQsmu0lxtsD+KY2hiOTfAd4KfAi4MdJ/rGq5o9zzoE0W1Es55LTjuOPd3/bSkLRDDRuPmikmRPqMh/UZ06oy3xQnzmhLvNBfeaEusyHGW7KisHtA9ueCuxfVd9v27ZZ1Wv2VuWuazsA76iqb7dxbQ48rnP8F8AWSR5fVde1bc9h+YLyecBrgBurasJ9gKtqMfA54HNJ3gu8k+X3Lx6zADi63/i0l7zerSVG03j5MBdYOP2haEiYE+oyH9RnTqjLfFCfOaEu80F95oS6zIcZbipXBi8BbgTelOTXwBbAx2lWBw/a5cDrk/yU5iF3HwPu6Rw/HbgMOCbJwTQrlP+ZJvaxFcPHAwcDJyf5AHAN8ATgFcARVXVFksOA09rrbUyzJ/El4wXUFpRXKCrv8+WLxumtmW68fOhtR6IRY06oy3xQnzmhLvNBfeaEuswH9ZkT6jIfZr5ZK++yZqrqfmAP4JnAxcC/AofQbMkwaPsCDwfOBb4MfIFmuwjg97HvBmwI/IxmW4mP0BSCl7Z97gT+F/BL4ETg0rbfJjSFcGh+30/RFIBPp9m7eK+pvDFJkiRJkiRJGs+U7hlcVd8D/qjX/PDO8fT6T/qnhqq6mmY/37HvZ3W/t21fG6ftCOCIzvdFNA+16/pi75zLaYq9ACR5FvAg4MpOnxuAfSaJ94DJ7keSJEmSJEmSpstUP0BuvZVkN+AO4ApgHs02EYto9gqWJEmSJEmSpPWKxeCJPQL4J5p9gJcAZwEHVVVNdpIkSZIkSZIkDSOLwROoqmOBYwcdhyRJkiRJkiStC1P2ADlJkiRJkiRJ0vCwGCxJkiRJkiRJI8BisCRJkiRJkiSNAIvBkiRJkiRJkjQCfICctP7YAGDx4sWDjkMdnf8eGwzg8ubEEBpgTpgPQ8g5Qn3OEepyjlCfc4S6nCPU5xyhrjXNh1TVuo9GQyPJHOBAYEFV3WwcwxHHmkiyA7Bw0HFoQjtW1dnTeUFzYuhNa06YD0PPOUJ9zhHqco5Qn3OEupwj1Occoa7VygeLwTNcknnAVcCWVXW1cQxHHGsiyYbAdsD1wH1rOMxcmgl8R2CQf9KbSXFsADwO+HlV3b2uAlsV5sTQxjGQnDAfhjYO54h1YybF4Ryx9mZSHM4R68ZMisM5Yu3NpDicI9aNmRSHc8Tam0lxrFE+uE2EtJ5o/8deq7/8JRn7uHjARfmZFsd/r300q8+cGOo4pj0nzIehjsM5Yi3NwDicI4yjyzliLc3AOJwjjKPLOWItzcA4nCOMo2u188EHyEmSJEmSJEnSCLAYLEmSJEmSJEkjwGKwJEmSJEmSJI0Ai8Ez383Ah9p34xieOAZlWO7fOIbHsPwGxjEchuX+jWN4DMtvYBzDYVju3ziGx7D8BsYxHIbl/o1jeAzLb2Acw2FY7n/k40hVTfc1JUmSJEmSJEnTzJXBkiRJkiRJkjQCLAZLkiRJkiRJ0giwGCxJkiRJkiRJI8BisCRJkiRJkiSNAIvBkiRJkiRJkjQCLAZLkiRJkiRJ0giwGCxJkiRJkiRJI8BisCRJkiRJkiSNAIvBkiRJkiRJkjQCLAZLkiRJkiRJ0giwGCxJkiRJkiRJI8BisCRJkiRJkiSNAIvBkiRJkiRJkjQCLAZLkiRJkiRJ0giwGCxJkiRJkiRJI8BisCRJkiRJkiSNAIvBkiRJkiRJkjQCLAZLkiRJkiRJ0giwGCxJkiRJkiRJI8BisCRJkiRJkiSNAIvBkiRJkiRJkjQCLAZLkiRJkiRJ0giwGCxJkiRJkiRJI8BisCRJkiRJkiSNgNmDDkATS7IhsB1wPXDfgMPRAzYAHgf8vKrunq6Lmg9DayD5AObEEHOOUJdzhPqcI9TlHKE+5wh1OUeozzlCXWuUDxaDh9t2wMJBB6EJ7QicPY3XMx+G23TnA5gTw845Ql3OEepzjlCXc4T6nCPU5RyhPucIda1WPlgMHm7XAyxcuJC5c+cOOha1Fi9ezI477gjtf59pZD4MoQHmw++vaU4MF+cIdTlHqM85Ql3OEepzjlCXc4T6nCPUtab5YDF4uN0HMHfuXObNmzfgUDSO6f6nEebDcBvEP5UxJ4abc4S6nCPU5xyhLucI9TlHqMs5Qn3OEeparXzwAXKSJEmSJEmSNAIsBkuSJEmSJEnSCLAYLEmSJEmSJEkjwGKwJEmSJEmSJI2AkSwGJ3l+kvlJ5kzR+DsnqST/ZyrGlyRJkiRJkqTVNZLFYOD5wAeBKSkGS5IkSZIkSdKwGdVisCRJkiRJkiSNlJErBieZD/xL+/WqdjuHSjIvyf5JFib5bZLbk1yQ5K1JZvXGeEGSs5LclOSuJFcn+fJKrvuoduxrkjx9im5PkiRJkiRJksY1e9ABDMDngUcCBwJ/AVzftl8P/AHwReBq4D7gucChwOOBQwCSbAmcCnwT+BhwF/AE4GUTXbA95zRgKfD8qrpuHd+TJEmSJEmSJE1q5IrBVbU4ya/ar+dX1dWdw+8e+9CuBv4BsAHwriQfqKoCtgU2BN5cVbd0zj12vOsl2Q44BVgEvLKqbpug3xxW3MN47irfmGYU80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNh5hu5YvBkkmwD/C3NA+Y2Z/ltNDYDbgDOB+4Bvpbk34CzJ1np+1LgdcBXgf2q6t5JLn8gzUPtJDAftCJzQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TDDjdyewRNJMg9YSLPlw8HAjsB2wEfaLg8FqKr/Bl4E3A0cBVyb5OIkfznOsLsBDwKOWEkhGGABsGXvteOa35HWc+aD+swJdZkP6jMn1GU+qM+cUJf5oD5zQl3mwwznyuAHvALYiGYrh2vGGpO8ot+xqhYCC5NsADwHeA9wTJJrq+rMTtd3AHsBpyd5WXveuKrqZuDmbluStbkfrcfMB/WZE+oyH9RnTqjLfFCfOaEu80F95oS6zIeZb1RXBt/dvj+001bt+z1jDUkeArxhokGq6r6q+ikP7DX8zF6Xu4CXA2cC/5HkRWsTtCRJkiRJkiStqVFdGXxx+/72JMcB99I8LO5e4IQkHwMeQVPkXW57hyRvAXYBTgWuAR4GvJWmiPy9/oWq6p4krwKOAU5JsntVnTIldyVJkiRJkiRJExjJlcHtdg0fBf4COBv4OXAL8CpgU+Ak4OPAKW2/rguABwMfBk6j2Tf4wcCuVbVogusto1lh/EXgG0l2X8e3JEmSJEmSJEmTGtWVwVTV+4D39ZqvBk4ep/uRnfN+QvNguMnGPgtIr+1+4E3tS5IkSZIkSZKm1UiuDJYkSZIkSZKkUWMxWJIkSZIkSZJGgMVgSZIkSZIkSRoBFoMlSZIkSZIkaQRYDJYkSZIkSZKkEWAxWJIkSZIkSZJGgMVgSZIkSZIkSRoBFoMlSZIkSZIkaQRYDJYkSZIkSZKkEWAxWJIkSZIkSZJGgMVgSZIkSZIkSRoBFoMlSZIkSZIkaQRYDJYkSZIkSZKkEbBKxeAk85NUkjnr4qJJrk7yzXUx1mped36Smu7rdq5fSeYP6vqSJEmSJEmSRteorQz+PLD9oIOQJEmSJEmSpOk2e9ABTKeqWgwsXhdjJZkFbFBV966L8SRJkiRJkiRpKq3uyuAtk3w7ye1JfpfkM0kePnYwyawkByW5KMnSJDcmOTbJY8cbLMnLkpyf5K4klybZt3f8Me01fpHkjiTXJzktyTa9Pvck+eA44+/Qbs2wR/t9hW0ikjwsySeSXNOOc02Sjyd5aK9fJVmQ5J1JrgTuAf7/zrg/T7IkyS1Jfpbk1av520qSJEmSJEnSlFndlcHfAI4HFgDPAz4APBF4WXv8KGAP4BPAWcAWwIeBs5JsW1V3dMbaBvgY8I/Ab4A3AUcmubKqftj2eRRwX3ud3wCPBPYCfpxkm6q6pKp+m+Q0YK8kf1dV3WLvXsDNwLj7E7ere79FU9T9O+Bnnft6VpIX98Z7FXAt8NfA7cB/t+1PBP4V+DXNb7oLcEKSR1TVkZP8nt1Y5gD9PZnnrsq5mnnMB/WZE+oyH9RnTqjLfFCfOaEu80F95oS6zIeZb3WLwV+uqr9tP5+e5F7go0m2BwL8JbB/VX167IQkFwDnAXvTFEzHPBrYvqqubfv9EHgB8DrghwBVdRnw9s5YGwCnAf9FUzw+qD10NE2h+n8BP2j7PhR4NXB8Vd09wf28mKZwe0BVHd65r9toCt5/Bnyn0/8hwIuq6tbuIFX1+xXNbYH5TGDTNvZVKgYDBwIrrG7WyDIf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH2a41d0m4ssTfN8JeClwP/DlJLPHXsDFNKtpd+qde95YIRigqpYClwNPGmtL441J/jPJzcAymu0ZtgL+sDPWKcCNNAXnMbsBG9MUiieyS/t+XK/92N7xMWf2C8FtnLsk+U6SG9oY7wX+qhfjyiwAtuy9dlyN8zWzmA/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkPM9zqrgz+n973G9r3R9MsIZ8F/G6CczftfR+v3900q2/HHEyzlcS/Aoe059wPfB74/Z6+VXVvkhOAfZO8vd2OYm/gkqr62ST38yjg7qq6udtYVUuS3N3eV9f1/QGSPB84HfgesD9N4fte4K3Avv3+E2ljWC6OJKt6umYY80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhLvNh5lvdYvBjeaAADLB5+/47mhWx9wM70BRD+25b7ejgtcD3q+rt3cYkj6aXmDT7Fb8D2D3JGcALafb2nczvgA2TzOkWhJNsAmzIigXrYkV70Nzv/+5uR5HkwSu5tiRJkiRJkiRNm9XdJmLPCb7/gGYv31nAY6vqP8d5XbYG8RXNthC/l2RXxtm4uqouABbRrAh+Q3vuF1cy/vfa99f32l/fO76yGMcK4WMxbga8YhXOlSRJkiRJkqRpsborg/dMsozmAW/PpdlQ+tSqOgcgydHAsUk+BZwNLAW2oNl799Sq+tpqXu/bwPuTzG+v+Sya1b7XTtD/GOATNHsK/0dV9be16PsucAZwaJJHAj9r7+sDNA+OO30VYzwIOD7J52hWTx9Cs4L6EatwviRJkiRJkiRNudVdGbwbsC1wEvBumq0Z9ugc35dmn98/A74G/DvwtzQrZy9cg/j+HjgM2I/mIXGvAl4NXDlB/+Paa23B5A+OA6CqimYF7+HAm4FT2/fDgN3a4ysb48w2vj9uYzyEZrPt41d2riRJkiRJkiRNl1VaGVxV84H57deXTtKvgM+2r8nGmzdB+86973fTrLo9qNd1Z8ZRVf+vvTsPs6yq7/3//tIICiqIKA6oTSQ43Bsw8MMLPyWIGFFRr8TZqxGNCigRHMMg0IqoQVAMMTGiV0QcYngcoVFUBpsoOKICIhEDiIDMyGQ3wvf+sXfBYnVVdVfXsBfnvF/PU8+ps886e3/34VPrj28v1rkamHKv3uo+Jo7dStfAfvsqap5yt+zMPAY4ZpKX6mu547YkSZIkSZKkQcx0ZbAkSZIkSZIk6V7IZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYaL4ZHBG7R0RGxOI5Pu+xEXHxXJ5TkiRJkiRJklrVfDMYOAnYHrhijs97KLDbHJ9TkiRJkiRJkpq09tAFrEpmXg1cPQ/nvWiuzylJkiRJkiRJrZr1yuCI2CkizoiIW/qf0yNix+L1Jf02D1tGxFcj4qaIuDoi3h8Ra0XENsX7/ysiXlWdf6VtIiLi6f11rouI2yLi4oj4QvH6ooh4V0Rc2L9+fUT8NCJeU4xZaZuIiHhIRBwTEVdGxIq+ngMiYlExZnFfz1si4h39tW+OiO9HxHbV+R4bEf8eEVdExPL+8RsRsflsP3dJkiRJkiRJmolZrQyOiJ2BbwJnAX/bH34b8O2IeGZmnlYM/yJwLHA08HxgP2Bd4LnAB4HDgL2BT0fELzLznCmuuRmwFPgKcDhwG/AoYNdi2DuB/YGDgR8D6wFPBDaa5l7WA04HHgkcBPwK2AV4L/BnwOuqt7wZOB/Yp39+KLA0IjbLzBv7Y0uBm/oxVwIPBXYEHjhVHZIkSZIkSZI0H2a7TcT76Jqcz8jMPwJExFLgov617YuxH83Mo/sx36FrAr8F2CEzz+yP/wi4Cng5MGkzGNiGrom8R9F0BTiu+P0pwCmZeWRxbOkq7uXVdA3j52Xmif2xUyJiLWDfiDgiMy8oxt/Qj72zr/1y4AfAc4DPR8TGwBbACzLzq8X7Tpjs4hGxIbBhdXjTVdSsEWUeVDMTKpkH1cyESuZBNTOhknlQzUyoZB5G3xo3gyNifWBb4J8mGsEAmXlbRPwHsHe/2nbCScWYjIgLgI0nGsH98esi4irgMdNc+qfACuCEiDgGODMzL6/GnA28KyIOB04EfpSZt67ilnYCbiwawROOA/YFngaUzeATJxrBvZ/3jxO1X0vXFD88Ih4OnJGZv5zm+vsCh6yiRo0P86CamVDJPKhmJlQyD6qZCZXMg2pmQiXzMOJms2fwg4CgWxlcu6I/94OKY9dVY1ZMcmzi+H2numj/xW/PAJYDnwJ+FxHnRsTfFsPeDxwIPJNu64fr+v2KHz/N/Ww0zb0APLg6fm1V1/L+1/v2zxPYGfhP4N3A+RFxeUS8NyLWneQ6RwGbVT87TFOvRpt5UM1MqGQeVDMTKpkH1cyESuZBNTOhknkYcbPZJuJ6IIGHTfLaw4E7+zFzLjOXAcv6L3b7/4B30O01/LvM/E5m/gk4AjiiX96+C/CPwDcjYnHfqK1d259rsnuZeH2mdV4CvBYgIrYAXgm8i+6zObgaewPd1hN3iYiZXlIjwjyoZiZUMg+qmQmVzINqZkIl86CamVDJPIy+NV4ZnJm30G3H8KKIuGslb//7C4GzV2NrhlnJzDsy82y6L60D2HKSMTdk5r/TrSJ+NCvvezLhVGCDiHhudfyVdE3v01Z+y4xqvTAzDwYuAbaazbkkSZIkSZIkaaZm+wVyBwCnAN+OiCPpto14K/BQ4BWzPPekImJPuv19lwKXAusDe9FtL3FqP+ZrwLnAj4BrgM2BPega1FOtVj4O2Bs4PiIOotsf+Jl0X3J3TGb+aoZ1bgkcDXwR+DXwJ2BXYDHdKmVJkiRJkiRJWjCzagZn5mkR8dd0e+Ie3x/+IbBzv5XDfDiHbtuHQ+mazjf1x56VmT/rx5xBtzr5DcAD6Pb9/QqwZKqT9l98txN37ze8Ed0q3gOAw9egziuB3wB/T/eti3fSNYX3yMyPr8H5JEmSJEmSJGmNzXZlMJl5OrDjNK8vYZImbGa+YIrxi6vnxwLHFs/PAnZbRU1HAkeuYszukxy7Bnj9Kt53Md0K6Mlei+L3q4DXTHcuSZIkSZIkSVooa7xnsCRJkiRJkiTp3sNmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY2DOm8ERsXtEZEQsLo5dHBHHrsZ7l0REznVNkiRJkiRJkjTuWlsZ/Alg+6GLkCRJkiRJkqRRs/bQBZQy8zLgsqHrkCRJkiRJkqRRs9orgyNi84g4NiIuiojbIuK3EXFCRGw+V8VMtk1Ev+XEURHxxoj4dX/tsyPiLyNi7Yh4T0RcFhE3RsSXI+Ih1ftfFhHfiogrI+LWiDgvIt4VEetW4yIiDoiISyLijxHxk4h4dkScHhGnV2Mf1Nd0SUSs6B8PjYj7VOP2ioifR8QtEfGHiDg/Ivabq89LkiRJkiRJklbXTFYGPwK4Cng7cC2wCbAXcHZEPCEzr5qH+ibsBvw38DbgPsCRwNeAU4B1gNcBjwI+BHy8Hz/hscDX+9duA7YE3gU8DnhVMe4wYH/gX4Gv9uf7N7rP6MKJQRFxf2AZsFH/nguAJwMHA4snzhkRLweOBt4HnAEsArag+xxXEhEbAhtWhzddxeeiEWUeVDMTKpkH1cyESuZBNTOhknlQzUyoZB5G32o3gzPzu8B3J55HxCLgJLoG8cuBj8x5dXdbBDw7M2/rr70+cCywODN3Lmp6IrBPRKyXmbf2dR9WvB7AmcD1wLERsU9mXhcRGwFvBT6bmW8sxp8LfJ+iGQy8GXg8sHVm/rw/9p2IuBU4KiI+kJnnAU8BfpGZBxfvPWWae9wXOGT1PxKNOPOgmplQyTyoZiZUMg+qmQmVzINqZkIl8zDiZrJNxDoR8Y6IODcibgb+BNwCrE/XHF1t/fYO5U+s4i2nTjSCe7/sH0+qxv0SCODRxbU2j4hPR8SlwArgduA4unv/837YdsC6wBfLk2XmWcDF1TWeA5wDnF/eA3By//qO/ePZwFYR8bGIeGZEbLCKezwK2Kz62WEV79HoMg+qmQmVzINqZkIl86CamVDJPKhmJlQyDyNuJttEfBg/5ecPAAAgAElEQVTYA3g/3QrhG4AElgL3W92TRMRiui0fSjsBp0/ztuuq5ytWcfy+/bUeSLelw83AEuC/6LaKeDLw0aLujfrH309y7frYJsDmdE3lyWwMkJmfiYiJLSxeB2RELAP2z8yz6zdl5g10n+ldVt0j16gyD6qZCZXMg2pmQiXzoJqZUMk8qGYmVDIPo28mzeBXAMdl5kETB/pm50ZTv2VSlwPbVsd+NcNzrK6dgIcBO/bbXAAQEVtV467tHzeZ5BybAJcUz6+hay6/foprXj7xS2Z+EvhkRKzX1/I+4JSIWJyZ18/kRiRJkiRJkiRpNmbSDE7uXnk74bV0+/mu/kkyVwA/msl7ZiH7x7vq7rek+Ltq3NnAcuAldF9MNzF2O7ovhSubwScD7wB+n5m/Xa0iuv2LT4qIjen3Oqbbt1iSJEmSJEmSFsRMmsEnAbtHxAXAL4Cn0m0bccO07xrW9+jq+1hEHELXHN4TeEg5qP8SuQ8B+0fEH4CvAI+i2zD7CuDOYviHgRcByyLiw8C5wDp0Dd7nAHtn5iURcQxwK/CfwJV037y4P3ApcP683K0kSZIkSZIkTWEmzeA3A3cAB9Lttft9YBfg6/NQ15zIzGsi4nnAEcDngRv7x6Pp9jouHUj3hXh70q0cvgDYCzisf9/EOW+KiKf04/em+7K6W+j2Qf4md285sQzYHXgZsCFwNXAacEhmLp/jW5UkSZIkSZKkaa12M7jf43b3SV5aXI07lm4rhPLYPcZMc40ldF/0Vh5baZfqzDwHmOz4ZNc+E9hukstFNS7pGr+H3TUgYjPgCcB/VGNvAvbrf6a6l+OA46Z6XZIkSZIkSZIW0kxWBo+0iNgaeCHdiuebgccB7wT+AHxiwNIkSZIkSZIkadZsBt/tZroVxHsAG9BtDXE6cGBm/n7AuiRJkiRJkiRp1mwG9zLzQmDnoeuQJEmSJEmSpPmw1tAFSJIkSZIkSZLmnyuD27YI4LLLLhu6DhWK/x6LFvjS5qFBA+bhrmuaibY4R6jkHKGac4RKzhGqOUeo5ByhmnOESmuah8jMua9GcyIingosG7oOTWmHzDxzoS5mHpq3oHkAM3Ev4ByhknOEas4RKjlHqOYcoZJzhGrOESrNKA82gxsWEesC2wJXAHes4Wk2pfuD3QEY8p9wRqmORcDDgR9m5vK5KmxVzEOzdQySBzATDdfhHDF7o1SHc8TcGKU6nCNmb5TqcI6YG6NUh3PE7I1SHc4Rc2OU6nCOmL1RqmON8uA2EQ3r/0PO6l96ImLi18sy8+LZ1mQdd7lo9tXMjHlouo4FzwOYicbrcI6wjpJzxCyNYB3OEdZRco6YpRGswznCOkrOEbM0gnU4R1hHacZ58AvkJEmSJEmSJGkM2AyWJEmSJEmSpDFgM1iSJEmSJEmSxoDN4NF3A/Du/tE62qljKK3cv3W0o5XPwDra0Mr9W0c7WvkMrKMNrdy/dbSjlc/AOtrQyv1bRzta+Qysow2t3P/Y1xGZudDXlCRJkiRJkiQtMFcGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYWHvoAjS1iFgX2Ba4Arhj4HJ0t0XAw4EfZubyhbqoeWjWIHkAM9Ew5wiVnCNUc45QyTlCNecIlZwjVHOOUGmN8mAzuG3bAsuGLkJT2gE4cwGvZx7attB5ADPROucIlZwjVHOOUMk5QjXnCJWcI1RzjlBpRnmwGdy2KwCWLVvGpptuOnQt6l122WXssMMO0P/3WUDmoUED5uGua5qJtjhHqOQcoZpzhErOEao5R6jkHKGac4RKa5oHm8FtuwNg0003ZfHixQOXokks9P8aYR7aNsT/KmMm2uYcoZJzhGrOESo5R6jmHKGSc4RqzhEqzSgPfoGcJEmSJEmSJI0Bm8GSJEmSJEmSNAZsBkuSJEmSJEnSGLAZLEmSJEmSJEljYCybwRGxXUQsiYgN5+n8T4uIjIgXzMf5JUmSJEmSJGmmxrIZDGwHHALMSzNYkiRJkiRJklozrs1gSZIkSZIkSRorY9cMjoglwIf7p//db+eQEbE4It4UEcsi4uqIuDkizomIvSJireocT4+I0yPiuoi4LSIujogvrOK6G/XnvjQi/sc83Z4kSZIkSZIkTWrtoQsYwCeADYB9gb8BruiPXwH8GfAZ4GLgDuDJwBHAI4CDACJiM2Ap8BXgcOA24FHArlNdsH/PycAfge0y8/JJxmzIyttWbLoG96cRYB5UMxMqmQfVzIRK5kE1M6GSeVDNTKhkHkbf2DWDM/OyiLikf/rTzLy4ePltE7/0q4HPABYBb42IgzMzgW2AdYE9MvPG4r3HTXa9iNgWOBH4GfDCzLxpitL2pdvHWALzoJWZCZXMg2pmQiXzoJqZUMk8qGYmVDIPI27stomYTkRsHRFfiojLgdv7n0OBBwEP7Yf9FFgBnBARL4mIR0xzyucAp9OtJN51mkYwwFHAZtXPDrO4Hd27mQfVzIRK5kE1M6GSeVDNTKhkHlQzEyqZhxE3diuDpxIRi4FlwPnA2+m2ilgBvAA4ELgfQGZeFBHPAP4B+BSwXkScBxyemfXq4N2A+wAfy8zbp7t+Zt4A3FDVNKt70r2XeVDNTKhkHlQzEyqZB9XMhErmQTUzoZJ5GH2uDL7b/wbWo9vK4XOZ+b3M/BGQ9cDMXJaZzwUeCGwHXAB8OiJ2roa+GTgV+FZE+K8okiRJkiRJkgYzrs3g5f3j/YpjE03fFRMHIuK+wKumOklm3pGZZ3P3XsNbVkNuA54PfAf4Rr+iWJIkSZIkSZIW3LhuE3Fu/7h3RBxPtzfwGf3j5yLicOABdE3ee2zvEBF7AjvR7QN8KbA+sBddE/nU+kKZuSIiXgx8GjgxIl6UmSfOy11JkiRJkiRJ0hTGcmVwZi4DPgD8DXAm8EPgRuDFwMbAl4EPAif240rnAOvQfbHcyXT7Bq8DPCszfzbF9f5Et8L4M8CXIuJFc3xLkiRJkiRJkjStcV0ZTGbuD+xfHb4Y+Ookwz9ZvO8sui+Gm+7cpwNRHbsTeH3/I0mSJEmSJEkLaixXBkuSJEmSJEnSuLEZLEmSJEmSJEljwGawJEmSJEmSJI0Bm8GSJEmSJEmSNAZsBkuSJEmSJEnSGLAZLEmSJEmSJEljwGawJEmSJEmSJI0Bm8GSJEmSJEmSNAZsBkuSJEmSJEnSGLAZLEmSJEmSJEljwGawJEmSJEmSJI0Bm8GSJEmSJEmSNAZWqxkcEUsiIiNiw7m4aERcHBFfmYtzzfC6SyIiF/q6xfUzIpYMdX1JkiRJkiRJ42vcVgZ/Ath+6CIkSZIkSZIkaaGtPXQBCykzLwMum4tzRcRawKLMvH0uzidJkiRJkiRJ82mmK4M3i4iTIuLmiLg2Iv41Iu4/8WJErBURb4mIX0TEHyPimog4LiIeNtnJImLXiPhpRNwWERdExGur1x/SX+OXEXFLRFwRESdHxNbVmBURccgk539qvzXDS/vnK20TERHrR8SREXFpf55LI+KDEXG/alxGxFERsU9E/BpYATylOO8PI+L6iLgxIn4QES+Z4WcrSZIkSZIkSfNmpiuDvwR8FjgK+F/AwcCjgV371z8FvBQ4EjgdeCRwKHB6RGyTmbcU59oaOBx4P3AV8HrgkxHx68z8bj9mI+CO/jpXARsArwa+FxFbZ+b5mXl1RJwMvDoi3pOZZbP31cANwKT7E/ere79O19R9D/CD4r62iohdqvO9GPgdsB9wM3BRf/zRwEeB39J9pjsBn4uIB2TmJ6f5PCVJkiRJkiRpQcy0GfyFzHxX//u3IuJ24AMRsT0QwN8Cb8rMf5l4Q0ScA/wE2J2uYTrhwcD2mfm7ftx3gacD/wf4LkBm/grYuzjXIuBk4Dy65vFb+peOpWtU/xVwRj/2fsBLgM9m5vIp7mcXusbt32fmPxf3dRNdw/uZwDeL8fcFnpGZfyhPkpl3rWjuG8zfATbua1+tZnD/5Xz1F/Rtujrv1egxD6qZCZXMg2pmQiXzoJqZUMk8qGYmVDIPo2/GzeBJnn8A2BG4P3An8IWIKM97Lt1q2h25ZzP4JxONYIDM/GNEXAg8ZuJYRATwd8CewOZ0K4MnPL74/UTgGrqG8xn9sd2AB9I1iqeyU/94fHX8OLpm8E7csxn8nboR3Ne5E91q4ScBD6FrjAP8cZpr1/YFVtrqQmPLPKhmJlQyD6qZCZXMg2pmQiXzoJqZUMk8jLiZ7hl8ZfX89/3jg4FN+vNdC9xe/WxKt1K2dO0k519Ot/p2wtuBY4CzgJfTbeGwLfAz4K49ffsvcfsc8KKIWL8/vDtwfmb+YJr72QhYnpk3lAcz8/q+lgdX46+oTxAR2wHfomsAv4luy4ltgf9b3cuqHAVsVv3sMIP3a7SYB9XMhErmQTUzoZJ5UM1MqGQeVDMTKpmHETfTlcEP4+4GMHQNYOgau3+iWxn8VLoGcO2mGVcHrwBOy8y9y4MR8WC6vYBLnwLeTNcQ/jawM91q3elcC6wbERuWDeGIeBCwLis3rJOVvZTufp9XbkcREeus4tr3PHF3/XvcU7cwWuPIPKhmJlQyD6qZCZXMg2pmQiXzoJqZUMk8jL6Zrgx+2RTPz6Dby3ct4GGZ+aNJfn61BvUlsKI8EBHPYpK9SjLzHLoVw7sDr+rf+5lVnP/U/vGV1fFXVq+vqsaJRvhEjQ8F/vdqvFeSJEmSJEmSFsRMVwa/LCL+RPcFb0+m20NkaWZ+HyAijgWOi4ijgTPp9sx9JN3eu0sz84QZXu8k4MCIWNJfcyu61b6/m2L8p4EjgT8HvpGZ9bYWtVOAbwNHRMQGwA/6+zqYbq/gb61mjW8BPhsRH6dbPX0Q3QrqB6zG+yVJkiRJkiRp3s10ZfBuwDbAl4G30W3N8NLi9dfS7fP7TOAE4GvAu+hWzv58Dep7L/AR4A10XxL3YuAlwK+nGH98f61HMv0XxwGQmUm3gvefgT2Apf3jR4Dd+tdXdY7v9PX9ZV/jQXT7q3x2Ve+VJEmSJEmSpIWyWiuDM3MJsKR/+pxpxiXwb/3PdOdbPMXxp1XPl9Otun1LNfRpTCIzrwam3Ku3uo+JY7fSNbDfvoqap9wgJTOPofuiu1p9LTdZkSRJkiRJkjSIma4MliRJkiRJkiTdC9kMliRJkiRJkqQxYDNYkiRJkiRJksaAzWBJkiRJkiRJGgM2gyVJkiRJkiRpDNgMliRJkiRJkqQxYDNYkiRJkiRJksaAzWBJkiRJkiRJGgM2gyVJkiRJkiRpDNgMliRJkiRJkqQxYDNYkiRJkiRJksaAzWBJkiRJkiRJGgM2gyVJkiRJkiRpDDTfDI6I3SMiI2LxHJ/32Ii4eC7PKUmSJEmSJEmtar4ZDJwEbA9cMcfnPRTYbY7PKUmSJEmSJElNWnvoAlYlM68Grp6H81401+eUJEmSJEmSpFbNemVwROwUEWdExC39z+kRsWPx+pJ+m4ctI+KrEXFTRFwdEe+PiLUiYpvi/f8VEa+qzr/SNhER8fT+OtdFxG0RcXFEfKF4fVFEvCsiLuxfvz4ifhoRrynGrLRNREQ8JCKOiYgrI2JFX88BEbGoGLO4r+ctEfGO/to3R8T3I2K76nyPjYh/j4grImJ5//iNiNh8tp+7JEmSJEmSJM3ErFYGR8TOwDeBs4C/7Q+/Dfh2RDwzM08rhn8ROBY4Gng+sB+wLvBc4IPAYcDewKcj4heZec4U19wMWAp8BTgcuA14FLBrMeydwP7AwcCPgfWAJwIbTXMv6wGnA48EDgJ+BewCvBf4M+B11VveDJwP7NM/PxRYGhGbZeaN/bGlwE39mCuBhwI7Ag+c5PobAhtWhzedql6NNvOgmplQyTyoZiZUMg+qmQmVzINqZkIl8zD6ZrtNxPvompzPyMw/AkTEUuCi/rXti7Efzcyj+zHfoWsCvwXYITPP7I//CLgKeDkwaTMY2IauibxH0XQFOK74/SnAKZl5ZHFs6Sru5dV0DePnZeaJ/bFTImItYN+IOCIzLyjG39CPvbOv/XLgB8BzgM9HxMbAFsALMvOrxftOmOL6+wKHrKJGjQ/zoJqZUMk8qGYmVDIPqpkJlcyDamZCJfMw4tZ4m4iIWB/YFjhhohEMkJm3Af8BPLlfbTvhpGJMAhcAN000gvvj19E1gx8zzaV/CqwAToiIl0TEIyYZczbwnIg4PCL+qqpjKjsBNxaN4AkTTeanVcdPnGgE937eP07Ufi1dU/zwiNgzIp6wiusfBWxW/eywGnVrNJkH1cyESuZBNTOhknlQzUyoZB5UMxMqmYcRN5uVwQ8Cgm5lcO0Kukbzg4pj11VjVkxybOL4fae6aGZeFBHPAP4B+BSwXkScBxyemRON2/fTbR/xSuDtwIqI+CbwD9Xq3tJG09wLwIOr49dWdS2PCCZqz8zst9E4BHg38NCIuAL4v8Chmbm8ev8NdKuN79KfT2PIPKhmJlQyD6qZCZXMg2pmQiXzoJqZUMk8jL7ZfIHc9UACD5vktYcDd/Zj5lxmLsvM59Ltvbsd3SrjT/fNVzLzT5l5RGY+ia7J+2pgK+CbMXWCr2Xqe5l4faZ1XpKZr83MTYDHAZ8ADgAOnOm5JEmSJEmSJGk21rgZnJm30G3H8KKIuGslb//7C4GzM/PW2Zc4bQ13ZObZdF9aB7DlJGNuyMx/p1tF/GhW3gR7wqnABhHx3Or4K+ma3qet/JYZ1XphZh4MXELXmJYkSZIkSZKkBTPbL5A7ADgF+HZEHEm3bcRbgYcCr5jluScVEXvS7e+7FLgUWB/Yi257iVP7MV8DzgV+BFwDbA7sQdegnmq18nHA3sDxEXEQ3WrjZ9J9yd0xmfmrGda5JXA08EXg18CfgF2BxcA/zuRckiRJkiRJkjRbs2oGZ+ZpEfHXdHviHt8f/iGwc2Yum21xUzgH2AU4lK7pfFN/7FmZ+bN+zBl0q5PfADyAbt/frwBLpjppZt4WETvR7Td8IN32EpfQNbwPX4M6rwR+A/w9sCndthm/BvbIzI+vwfkkSZIkSZIkaY3NdmUwmXk6sOM0ry9hkiZsZr5givGLq+fHAscWz88CdltFTUcCR65izO6THLsGeP0q3ncx3QroyV6L4vergNdMdy5JkiRJkiRJWiiz+QI5SZIkSZIkSdK9hM1gSZIkSZIkSRoDNoMlSZIkSZIkaQzYDJYkSZIkSZKkMWAzWJIkSZIkSZLGgM1gSZIkSZIkSRoDNoMlSZIkSZIkaQzYDJYkSZIkSZKkMWAzWJIkSZIkSZLGgM1gSZIkSZIkSRoDNoMlSZIkSZIkaQzYDJYkSZIkSZKkMTDnzeCI2D0iMiIWF8cujohjV+O9SyIi57omSZIkSZIkSRp3ra0M/gSw/dBFSJIkSZIkSdKoWXvoAkqZeRlw2dB1SJIkSZIkSdKoWe2VwRGxeUQcGxEXRcRtEfHbiDghIjafq2Im2yai33LiqIh4Y0T8ur/22RHxlxGxdkS8JyIui4gbI+LLEfGQ6v0vi4hvRcSVEXFrRJwXEe+KiHWrcRERB0TEJRHxx4j4SUQ8OyJOj4jTq7EP6mu6JCJW9I+HRsR9qnF7RcTPI+KWiPhDRJwfEfvN1eclSZIkSZIkSatrJiuDHwFcBbwduBbYBNgLODsinpCZV81DfRN2A/4beBtwH+BI4GvAKcA6wOuARwEfAj7ej5/wWODr/Wu3AVsC7wIeB7yqGHcYsD/wr8BX+/P9G91ndOHEoIi4P7AM2Kh/zwXAk4GDgcUT54yIlwNHA+8DzgAWAVvQfY6SJEmSJEmStKBWuxmcmd8FvjvxPCIWASfRNYhfDnxkzqu72yLg2Zl5W3/t9YFjgcWZuXNR0xOBfSJivcy8ta/7sOL1AM4ErgeOjYh9MvO6iNgIeCvw2cx8YzH+XOD7FM1g4M3A44GtM/Pn/bHvRMStwFER8YHMPA94CvCLzDy4eO8pU91gRGwIbFgd3nRVH4xGk3lQzUyoZB5UMxMqmQfVzIRK5kE1M6GSeRh9q90Mjoh1gH2AV9OtgF2/ePnxM7loRNTXvSMzc9LBnVMnGsG9X/aPJ1XjfgkE8Gi6Fbv021gcBOwEPJx73vOfA2cD2wHrAl8sT5aZZ0XExdU1ngOcA5xf3cfJwFHAjsB5/XnfGBEfA74EnJ2ZN05zj/sCh0zzusaLeVDNTKhkHlQzEyqZB9XMhErmQTUzoZJ5GHEz2Sbiw8AewPvpVgjfACSwFLjf6p4kIhbTbflQ2gk4fZq3XVc9X7GK4/ftr/VAui0dbgaWAP9Ft1XEk4GPFnVv1D/+fpJr18c2ATYHbp+i1o0BMvMzfQP9df1PRsQyYP/MPHuS9x1Ft9q5tGlfv8aPeVDNTKhkHlQzEyqZB9XMhErmQTUzoZJ5GHEzaQa/AjguMw+aONA3Ozea+i2TuhzYtjr2qxmeY3XtBDwM2LHf5gKAiNiqGndt/7jJJOfYBLikeH4NXXP59VNc8/KJXzLzk8AnI2K9vpb3AadExOLMvL58U2beQNdgv0u3q4XGkXlQzUyoZB5UMxMqmQfVzIRK5kE1M6GSeRh9M2kGJ3evvJ3wWrr9fFf/JJkrgB/N5D2zMLH1xF119/sG/1017mxgOfASui+mmxi7Hd2WGGUz+GTgHcDvM/O3q1VEt3/xSRGxMf1ex3T7FkuSJEmSJEnSgphJM/gkYPeIuAD4BfBUum0jbpj2XcP6Hl19H4uIQ+iaw3sCDykH9V8i9yFg/4j4A/AV4FF0e6RcAdxZDP8w8CJgWUR8GDgXWIeuwfscYO/MvCQijgFuBf4TuJJuSf3+wKXA+fNyt5IkSZIkSZI0hZk0g98M3AEcSLfX7veBXYCvz0NdcyIzr4mI5wFHAJ8Hbuwfj6bb67h0IHALXbP47+i+gG4v4LD+fRPnvCkintKP35vuy+puodsH+ZvcveXEMmB34GV038J4NXAacEhmLp/jW5UkSZIkSZKkaa12M7jf43b3SV5aXI07lmqj6cy8x5hprrGE7oveymMrbUySmecAkx2f7NpnAttNcrmoxiVd4/ewuwZEbAY8AfiPauxNwH79z1T3chxw3FSvS5IkSZIkSdJCmsnK4JEWEVsDL6Rb8Xwz8DjgncAfgE8MWJokSZIkSZIkzZrN4LvdTLeCeA9gA7qtIU4HDszM3w9YlyRJkiRJkiTNms3gXmZeCOw8dB2SJEmSJEmSNB/WGroASZIkSZIkSdL8sxksSZIkSZIkSWPAbSLatgjgsssuG7oOFYr/HosW+NLmoUED5uGua5qJtjhHqOQcoZpzhErOEao5R6jkHKGac4RKa5qHyMy5r0ZzIiKeCiwbug5NaYfMPHOhLmYemregeQAzcS/gHKGSc4RqzhEqOUeo5hyhknOEas4RKs0oDzaDGxYR6wLbAlcAd6zhaTal+4PdARjyn3BGqY5FwMOBH2bm8rkqbFXMQ7N1DJIHMBMN1+EcMXujVIdzxNwYpTqcI2ZvlOpwjpgbo1SHc8TsjVIdzhFzY5TqcI6YvVGqY43y4DYRDev/Q87qX3oiYuLXyzLz4tnWZB13uWj21cyMeWi6jgXPA5iJxutwjrCOknPELI1gHc4R1lFyjpilEazDOcI6Ss4RszSCdThHWEdpxnnwC+QkSZIkSZIkaQzYDJYkSZIkSZKkMWAzWJIkSZIkSZLGgM3g0XcD8O7+0TraqWMordy/dbSjlc/AOtrQyv1bRzta+Qysow2t3L91tKOVz8A62tDK/VtHO1r5DKyjDa3c/9jXEZm50NeUJEmSJEmSJC0wVwZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAaPmIi4T0R8NiIeO3Qtk4mIrSLijqHrGCctZ8I8LLyW8wBmYggtZ8I8LLyW8wBmYggtZ8I8LLyW8wBmYggtZ8I8LLyW8wBmYggtZ2Kc82AzeMRk5u3ArkAOXcs0YugCxsm9IBPmYQHdC/IAZmJB3QsyYR4W0L0gD2AmFtS9IBPmYQHdC/IAZmJB3QsyYR4W0L0gD2AmFtS9IBNjmYe1hy5A8+LLwAuADy30hSPi1FUMuT/tTgKjbJBMmIdmOUeo5hyhknOEas4RKjlHqOYcoZJzhGrOEY2xGTyaLgIOioj/H/gxcEv5Ymb+0zxe+6nAicDvpnh9Y2Cbeby+JjdUJsxDm5wjVHOOUMk5QjXnCJWcI1RzjlDJOUI154jGROZYNsFHWkT8dpqXMzMfPY/X/hlwdGZ+YorXnwT8ODMXzVcNWtlQmTAPbXKOUM05QiXnCNWcI1RyjlDNOUIl5wjVnCPa48rgEZSZjxrw8j8Btp7m9eXApQtUi3oDZsI8NMg5QjXnCJWcI1RzjlDJOUI15wiVnCNUc45ojyuDNaciYl1gUWbeOnQtGp55UM1MqGQeVDMTKpkH1cyESuZBNTOhknmYms3gERURjwVeCDwaWKd8LTPfMEhRGpSZUMk8qGYmVDIPqpkJlcyDamZCJfOgmploi9tEjKCIeBbwFeAXwFZ0S+P/jO4P7nsDlqaBmAmVzINqZkIl86CamVDJPKhmJlQyD6qZifasNXQBmhfvBd6bmdvS7YHyCmAxcCrwzQHr0nDMhKCj9lEAAAyHSURBVErmQTUzoZJ5UM1MqGQeVDMTKpkH1cxEY9wmYgRFxE3AkzLzooi4HtghM8+NiC2Br2fmYwYuUQvMTKhkHlQzEyqZB9XMhErmQTUzoZJ5UM1MtMeVwaPpFmDd/vcrgMf2v68FPHiQijQ0M6GSeVDNTKhkHlQzEyqZB9XMhErmQTUz0Rj3DB5NZwNPAc4HlgJHRMT/BP4GOGvIwjQYM6GSeVDNTKhkHlQzEyqZB9XMhErmQTUz0Ri3iRhBEbE58IDM/GlErA8cRfeHdyGwT2ZeMk/X/afVHZuZb56PGjS5ITJhHtrlHKGac4RKzhGqOUeo5ByhmnOESs4RqjlHtMdmsOZMRJy2mkMzM58+r8VocOZBNTOhknlQzUyoZB5UMxMqmQfVzIRK5mF6NoMlSZIkSZIkaQy4Z/CIiIjrgC0y85r+2xmn7PJn5kYLVxlExCbA1Zl550Jed9y1mgnzMIxW8wBmYiitZsI8DKPVPICZGEqrmTAPw2g1D2AmhtJqJszDMFrNA5iJobSaCfPQsRk8Ot4B3NT//vYhCwGIiPsAhwF7AfcDtgB+ExH/CFySmf8yZH1joplMmIcmNJMHMBONaCYT5qEJzeQBzEQjmsmEeWhCM3kAM9GIZjJhHprQTB7ATDSimUyYh5W5TYTmRUS8F3ghsB/wOeAvMvM3EfFC4B8y88mDFqgFZR5UMxMqmQfVzIRK5kE1M6GSeVDNTKhkHlbmymDNl5cDr83MMyKiXH5/Lt2/wmi8mAfVzIRK5kE1M6GSeVDNTKhkHlQzEyqZh4rN4BGxqj1YSgu0H8sjgEsmOb425m5BNJYJ8zCwxvIAZmJwjWXCPAyssTyAmRhcY5kwDwNrLA9gJgbXWCbMw8AaywOYicE1lgnzUBnLmx5Rg+/LUzkP+Cvg4ur4S4AfL3g146mlTJiH4bWUBzATLWgpE+ZheC3lAcxEC1rKhHkYXkt5ADPRgpYyYR6G11IewEy0oKVMmIeKzeARkZmfHLqGyruB4yPiUcAi4MUR8XjgFcCug1Y2JhrLhHkYWGN5ADMxuMYyYR4G1lgewEwMrrFMmIeBNZYHMBODaywT5mFgjeUBzMTgGsuEeaj4BXKaNxGxC3AAsA2wFvAT4D2ZecqghWkQ5kE1M6GSeVDNTKhkHlQzEyqZB9XMhErm4Z5sBo+IiLgO2CIzr1nV3iwLtEePBmYmVDIPqpkJlcyDamZCJfOgmplQyTyoZiba5jYRo+MdwE3974PvzRIRXwY+A5yYmSuGrmdMNZMJ89CEZvIAZqIRzWTCPDShmTyAmWhEM5kwD01oJg9gJhrRTCbMQxOayQOYiUY0kwnzsDJXBmteRMTngOcDtwMnAJ/JzO8OW5WGYh5UMxMqmQfVzIRK5kE1M6GSeVDNTKhkHlZmM3jERcTadPuh3GWh/iUkItYD/oZuU+5nAFcAnwOOz8zzFqIGrWyoTJiHNjlHqOYcoZJzhGrOESo5R6jmHKGSc4RqzhFtsBk8gvpvSDwK2AnYoH49MxcNUNNDgJcCewKPz0y3KFlArWXCPAyrtTz0NZmJAbWWCfMwrNby0NdkJgbUWibMw7Bay0Nfk5kYUGuZMA/Dai0PfU1mYkCtZcI8uGfwqDoeeADdHi2/Z5qNuhdCRNwXeDqwC7AF8Nsh6xlTzWTCPDShmTyAmWhEM5kwD01oJg9gJhrRTCbMQxOayQOYiUY0kwnz0IRm8gBmohHNZMI8dFwZPIIi4mbgyZl5/oA1rEW39P7/AC8A7qDbm+X4cd+bZQhDZ8I8tGXoPPQ1mImGDJ0J89CWofPQ12AmGjJ0JsxDW4bOQ1+DmWjI0JkwD20ZOg99DWaiIUNnwjyszJXBo+kXwIMHruFyuuX/JwOvwW9tHNrQmTAPbRk6D2AmWjN0JsxDW4bOA5iJ1gydCfPQlqHzAGaiNUNnwjy0Zeg8gJlozdCZMA8VVwaPoIj4C7r9WD4EnEv3jYl3yczLF6CGNwBfzMwb5vtaWrWhM2Ee2jJ0HvoazERDhs6EeWjL0HnoazATDRk6E+ahLUPnoa/BTDRk6EyYh7YMnYe+BjPRkKEzYR5WZjN4BEXEE4HPA3/BPfdiCSAXcnPufj+Wzfs6LsrMPy7UtXW3VjJhHtrQSh76WsxEA1rJhHloQyt56GsxEw1oJRPmoQ2t5KGvxUw0oJVMmIc2tJKHvhYz0YBWMmEe7uY2EaPpM8ANwG4MtDl3RKwNvB/YG1iH7o98eUQcDRyYmbdP937NuUEzYR6a4xyhmnOESs4RqjlHqOQcoZpzhErOEao5RzTGZvBoegLwpMy8cMAaDgdeDuwJnNkf24HuD3At4O0D1TWuhs6EeWjL0HkAM9GaoTNhHtoydB7ATLRm6EyYh7YMnQcwE60ZOhPmoS1D5wHMRGuGzoR5qNgMHk0/BB4DDDn5vgJ4bWYuLY5dFBFXA59gDP/YBjZ0JsxDW4bOA5iJ1gydCfPQlqHzAGaiNUNnwjy0Zeg8gJlozdCZMA9tGToPYCZaM3QmzEPFZvBo+mfgqIj4IN23Ntabc/98AWrYALhokuMXARsuwPV1T0Nnwjy0Zeg8gJlozdCZMA9tGToPYCZaM3QmzENbhs4DmInWDJ0J89CWofMAZqI1Q2fCPFT8ArkRFBF3TnI4WcDNuSPiLODHmfmm6vi/0v3vAdvPdw2629CZMA9tGToPfQ1moiFDZ8I8tGXoPPQ1mImGDJ0J89CWofPQ12AmGjJ0JsxDW4bOQ1+DmWjI0JkwDytzZfBo+vOhCwDeCSyNiL8Gvk/3h7498Ajg2UMWNqaGzoR5aMvQeQAz0ZqhM2Ee2jJ0HsBMtGboTJiHtgydBzATrRk6E+ahLUPnAcxEa4bOhHmouDJY8yYiHgG8CXg83b/4nA/8S2ZePmhhGoR5UM1MqGQeVDMTKpkH1cyESuZBNTOhknm4J5vBIyoiFgHbAI8G1ilfy8zPDVKUBmUmVDIPqpkJlcyDamZCJfOgmplQyTyoZibaYjN4BEXEFsDXgc37QwmsBdwB3J6Z683jtTdanXGZed181aCVDZUJ89Am5wjVnCNUco5QzTlCJecI1ZwjVHKOUM05oj3uGTyajgJ+DmwL/A7YGngQ3Tc47jfP176G7g97OonZW2hDZcI8tMk5QjXnCJWcI1RzjlDJOUI15wiVnCNUc45ozNjd8Jj4X8DTMvMP/bc2rpWZP4iIdwIfAbaax2vvNM1rzwL2Af40j9fX5IbKhHlok3OEas4RKjlHqOYcoZJzhGrOESo5R6jmHNEYm8GjaS3glv73a+i+IfFXwG+Z529xzMwz6mMRsTXwj8BfAf8GHDqfNWhSg2TCPDTLOUI15wiVnCNUc45QyTlCNecIlZwjVHOOaIzN4NF0LrAl8BvgbOCdEbECeANw0UIVERGbAYcBLwa+BDwxMxfs+rqHwTNhHpoyeB7ATDRm8EyYh6YMngcwE40ZPBPmoSmD5wHMRGMGz4R5aMrgeQAz0ZjBM2Ee7mmtoQvQvHgfdzf6DwYeCywDdqVbBj+vIuLBEfER4ALgYcD2mfnScf5Da8BgmTAPTXKOUM05QiXnCNWcI1RyjlDNOUIl5wjVnCMaE5mr2ktZ9xYRsSVwbmbeOclrDwWumey1Oa7hAOCdwMXAfpn5jfm8nqY3dCbMQ1uGzkN/HTPRkKEzYR7aMnQe+uuYiYYMnQnz0Jah89Bfx0w0ZOhMmIe2DJ2H/jpmoiFDZ8I8TM1m8AiJiDuAh2fmVf3zk4DXZeYVC1jDncBtwGnAlH/Umfn8happnA2dCfPQlqHz0F/TTDRk6EyYh7YMnYf+mmaiIUNnwjy0Zeg89Nc0Ew0ZOhPmoS1D56G/pployNCZMA9Tc8/g0RLV878C7rfANRwH+C8M7Rg6E+ahLUPnAcxEa4bOhHloy9B5ADPRmqEzYR7aMnQewEy0ZuhMmIe2DJ0HMBOtGToT5mEKNoM1pzJz96FrUDvMg2pmQiXzoJqZUMk8qGYmVDIPqpkJlczD1PwCudGSrPyvHv4ryHgzEyqZB9XMhErmQTUzoZJ5UM1MqGQeVDMTjXJl8GgJ4PiIWN4/vy9wTETcWg4ax/1QxpiZUMk8qGYmVDIPqpkJlcyDamZCJfOgmplolM3g0fLp6vnxg1ShlpgJlcyDamZCJfOgmplQyTyoZiZUMg+qmYlGRaYrtCVJkiRJkiRp1LlnsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNgf8HZyZFlceVP1UAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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xuB7YtWnaEcBpwJjG8QGWAc7P+ZgA3AAs24vjfj4wMadxNrBUnr4icFnO87+BtxXW2S2v8xDw1SUxHgAB3wEeyPO+0OqzAtYCrsvL3gN8sat85XljSd+be4C/dZVWyXE4ELiwadrKwNPAiBwvW+TpB+d4uCt/nnv34rhX7f8GLFxGzACOyPPGAY8X5u3RHzExgLFxLi3KPGBL4FUWLkOPy+nfx8JlwnDgzBxn9wMfLHyuTxe2cUhXaZUch3OBzzRNez9wZX4/M78OyelMyPFxC7BOnjeZwnmtO8c6T/9NIe+TgTvz9DHA7MK8MwZbHABfKUybkGPhdXneF/O0e8jfjzx9Y1J94e6cj+UL896R592T5zfqHt8BHqNwvqo4DmOBG5umDQOmAavn/dg3T38fqV4yPu/rZ7o6ziXbW4lUfs0ETqlY5vKmz2UcHVBG0LqOWfpdKsw/kkI9syotWpTFJWkeyGKeP4rxU7GNqjpyq+/J5LytO4Fba4iF/fJn/Vpj//P0nYHbct5uA3YszOtpva9VHWo0cAnpnHAfsFWefnyedlded3TTvryR9L07sjCt9Nql5DiMY2CvN75M+s7cRapjr52n13q9UREPA1E2KMfNQ/mYbFZIq6fXGqXnE1rEb8lxOJfFrD/08LiXxjapzlmMh9cKx+x60rVGY96qA1hG1Ha+oIsyHvh8Pi73AMflae8sLD8e2KewfGm9pOQ4HMjAXm+UtqO02n8GoC5RYzz0qIwAlms6TtOBE/O8HxemPwA831V50yllRJ8XIP7r9RdtO2Czpi/aceSGJeCrwA/y+68V3q8CPAsMLwTBzvn9ssAy+f25lFReSQXvIo2zwBvyF3Pp/P9FwIH5/aakC9zJLFzRXZXUKPAdyhuDvwxcULa9wjIbAP9pmvZ94Ov5/WRSQbwVqcAckaevDKzRi+M+hnTh+Yuy45OXeV0+xi2P5ZIWE/n/LYBfsnBj8MUsKFh3BH5ZOA7/ya8r5veNwv/f+TMR8Cdg9y7yu3Vh3d2Bm1sch88A5zRNuwnYloUbg48GTmiKpRG9OO575P0Q6ULis3n68cA38/sNgWvy+6HAw8CbSA1d44G3LGnxABxE+h4Myf+v2uqzIjWqbJbfL0c6ub6li3yNJlUA3ti0jcq0So7D8qQTfDGODwV+Xti/LYA18+eyQmFfe3My7jJWcww8yYKLu3GUlIH99TcAsXEu1eXjUOBa4EoWNLBtDfwzzxtKKqvH5nnfAo7N74ew4GL7QEoa0lqlVbLsrsB1TdN+DXw8v29U1D5ManhoxPqahc94Mq0bgxc51iXL/IgFFzFjWi07WOKgsL09gWvz+7eRKsPLkBpjrwbWy/NuAbbP7w8Gvp3fDyNVfBs3XVYChub37yaVFV01Bg8hNRqPKUzbjQVl9rnAvsBSwBPkG56ki7sNenHcRwHbkMqhshj+AKnu09wYPOjLCCrqmF19l0g3CP8CPMLCjcGV9ce8zEJlccn8xT5/dPU9oKKOXPU9yf9XLjtAsbARqc50PQs3Bm9KrluTvs+PF+b1tN5XWofK/59HvgFIqkc1Lnp3AYbl9z9opFVY71JSnfXI/H/ltUvJcRjo640dWPB9+Szwm5JlBvx6oyIeBqJs2CPHjUhle6Nu2ZtrjarzSWX8luRnsesPPTzuLWM7T397MUZp+n4OwpgYSw/LeNL36moWfD8b1xXLFI7v6qTGzGG0qJeUbGugrzdatqNU7P+4qmUHQTz0uIxoWv82YLuS6Z8Hzu5JWnnZQVlGeJiINhERfyd9YYr2JlWQyK/vbywOLCdJpC/Ts8A8SW8hBc1fc5ozI+KlxcjWMGBpScNIheYTOd07ImJyyT48FRG3AK80z5O0JvBe4KxWG4yIicDzkt5VmPwh0petaHVgekS8nNebHhFP5G1NlvQDSf/Of29usb3JEXEX6a5KlX2BPy3mseyx/o4JSUNJlfP/bdrGW0i9FiD1dto7v98V+GtEPBsRz5HuBO4maXXSXfgbI5VEvyjkqzS/EfGvnAakht01WxyKS4D3SRqR8z0GWIPU87doddLdUfI2JkbEy5LGSLpf0nmS7pJ0iaRlqjYWEVdGRqp4NvI2/7hExP3AGEmvJ919figi/hMRc0mxundJ0otlAMqIzwL/LyJey/Oeyq+ln1VETI2I2/P7F0l3et/QRb4+Avw2Ih5t2kartJqPwwzg76SL6YYDSA33RasCL5J6DTX2dRKApOslnSjpX5ImSHpn2bZa7X+TnYCHI+KRqnT6U83nj8+TLsifKmYJGEm6qB9BanSblucdDHwvb+O1iJje1e61SKvZ1cCGuUwif8/fA/yuabnVgamFWJ9S+IxbZ6b8WM+Xj+uHWDQe+12b1CM+zIJ93wi4KSJeioh5wN+AffK8DUjfY0jnkg/m97sAd0XE+Lz9ZyLi1fz+poiY2lUG8ud6MbB/YXJZGbEcqZ7zTF7v5VwHQdK5ks6Q9A9JD0h6X4vtzYqIG0g9+hYiaVnSjfBju8p3f2qT2OhOnhp+TKqbRA+TbVkW98X5oytVdeQmxe/JgCo77hFxXyP2m6bf0ahbk3p5jZQ0ojf1PirqUJKWJzU2/DzPmxsRz+f3V+WyA5rOv5LeT7pwv6cp26XXLiX7NtDXG9cVvi9VdYkBv96osWzYG/hFrm7fBIzOcdWba43S80lV/FbkZ7HrD5JmSvqRpNslXSNplaqdbxXbBbWUE+14vihoLuM/C3y/8P1sXFe8VDi+I1lwLmlVL1lIDdcble0oLfa/3y0pZURxRUnrkT6Xf5SkW/xedZlWwaAsI9wY3N5e37jwya+r5umnkAqzJ0jdz7+YA259UsXmt5LukHR8bvBr+E5uDPtx08lwK0njJf1J0lvz9h4Hfgg8CkwFXoiIqxZjX04kVexbNbo2XEgqbJH0buCZiHiwaZmrgLXyRdppkrZvmj8jIt5JOlYnLka+obzgrzqW/a0vY+Jw4PKSi+vxLLgw34dUqK9Eapx7rLDclDztDfl98/RW+S36FOnOX6mIeIbUKNsonA8g9ahovkg8GzhK0o2Sjs0ngoYNgDMj4h2kn9d8rmp7DZKWAj4O/DlPGk/q4UU+ma9NKpirjstA6Mt4WBfYX9KtuSxYj0WVfla5gX5T4OYu8rU+sGKuHN0m6RPdSKtMsYxYI6d7XdMy40mNhpMknSNpz6b5oyJia1IsnN1iW0VVsVpWRhyey4izJa3YzfT7Ur+fPyS9gVRGnFHccETcSPo8pua/v0TEfZJG50W+nStCFyvdUGn4oBbcsFmrVVplO5wbDX9LuqAH2It0F//FpkUvAvaUdGeulG3a8kj2zLbAtKZz1jr5mP5N0rZ9uK3uGKh6RKNivBvp5gCk3jfbSVopz9uD1OOzMW+v/H6/wvT1gZD0lxwjzTcru6tYRozI2760uEBEPEsavuERSRdK+qikYr14DLA96Ub2GZJG9iIf3yb1FC+76Bn0ZUS2SB2zFUl7kXrwjS+Z3VVaZWVxs744f/RayfcE0gX0Vfm8+Om+2lYf+yBwR2506U29r6oO9SbSz67PyXF1lqRRJds/mHz+zfOPIv3SZL5eXLvUdb3Rk7pEHdcbA1E2tLqm6Om1RtX5pKgYv4voo/rDKOD2iNiM1Mj4zbJtlZgf2032Z9F4OCdv++uS1M30+0K7nC+avyPrA9tKujnXsbZszJD0LkmN4aYOzQ1rreolZeq63qjSLtcb7VhGFH2YkrYCSWsD65B+0dhqG4sYrGWEG4OXTLuSxgFZgzS+1SlKd9aHkS5EjyT9zOBNpJ/eQvoJ/YZ5+utIlShI4+WuHREbk8aO/R1ALkz2Jn1h1gBGSfpYbzKr1KPmqYi4rZur/BrYN1+UlVbsI2ImaeyoT5Mqkb+RdGBhkQsLr1v1Jt8ASnd/3k76uWJD1bGsU49iIp/Q9iN95s2OBLaXdAfpQvhx0pjKZQVKtJjeJUk7kCrFXR3D+SdjqmPiTtL+HU/6XG6RtFGe/VhE/DO//xXpJ71dOQ34e0Q07ip+n9SQeSepN+QdtD4udepNGTECmBMRWwA/o6nCUvVZKfV8u5Q0ftWMLvI1jPS9fW/O49clrd+LtP4AbJP36UPAJfkkPV/+fzdST5sHgB9LGldY5MK83N+B5bWgobJUi/0fTqoQXFyYfDqpcX0T0gXpj1qlPcD68vxxInBU87FX6h21EQtuluwoabu8jTWBf+aK0I2kC3dIY4yNyTdsrib3OGiRVpXulBVTSDeIjibdoLxG0k4t0uyJ5rv0U0nDomxKHiopH++69WUcNOxJ+myfhdTbkPTTtr+SbqqNJ5WZkCq2h0m6jdRDd26ePoxUPn80v+7Tm88m965ZVtIGpOFdboqS3t8RcQipp82/8z4Xy72LIvVef5DUA3HDnuRB0ibAmyPispLZnVJGlNYxq+SL82OAb5TMbplWRVlcpi/OH4tjoe9J9l+5TNyd9L1oVcYNuNwo8wPSsF3Qu3pPVR1qGOknyKfncnIW6WfHxe0fk5c9P0/6FvDjfC1QXK6n1y4Dfr2R87MFqa5anL4kXG/0ZdnQ02uKVjFXdT5JG1o0fqssbv3hNdLzA6Cb1xolsd2Y/i7gpYiYUJj80Yh4O+lYb0vqsFK3ATtfVJTxw0g/7383aVz2ixoNYBFxc0S8NW/naEkju6iXlBnw640qS8j1Rp1lRFHVjeEDWPgz7Om5bNCVEW4Mbm/TtKAremO8G0hje/42kodI42NtSLqbcUekn6vPIxWim8H8n2FHviN6Dumn7UTEjEZlKiKuBJaStDKp2/ukiHg6Il4h3QnZupf78V/AXpImkypeO0r6VdXCEfEYaayu7Ul3ci+qWO7ViLg+Ir5J6uX6weLsivc99SHgsnwMGtstPZYDpK9iYlPgzcBD+XNZRtJDABHxRER8IFfKj8nTXshpFe+erkm68zeFhX+60JjeKr9Iegdp2JC9I/X+beV3wE6SNiONBXd72UKRfnby24j4HKmQ3aMxq3nRVhuT9E3SWEdfLqQ9IyIOiohNgE/k+ZOoPi4Doc/KiDyv0VPpMtJY2uS0Sz8rpd7TlwLnR8Rvu5GvKcCfI/2sejrp51cbd5HWIiJiNqkStw8teoLl/f93RHwvL1dVRpT9P18Xsbo76S7v/KELImJaLp9eIzWsD2QZ0dDv5w/SBe2vcxmyL3Ca0k939yE1vs3M55c/kSrqz5B6SDYaxy4ubOOZWNBj52eki29apFXln8DqkjYmnbOuLFso0pAAf4qIrwDfZcFP3HpN6WfJH2BBRa+xncYwBLeRxpVbvzyFfjEQcdCwyHcxIn4eEZtFxHaknws+mKffHxG7RMTmeZ2H8ypTSA+WnB7pJ4RXsqCM6qlf5zy17C0aEXdHxI9JDxvqVRlRYStg8/z9uAFYX9L1eZsdUUa0qGNWWZfUkDc+H7c1gdslrdaNtBYpi8v00fljcZR9TxrDsD1FKh/riIdSSsO8XQZ8IiKK39Me1fu6qENNiYjGr4EuofCdl/RJ0oMePxoxv5fXu4DjcowcAXxN0uH08NolBvh6Q9J7SPXqvWLRHqrtdL0xEOeNVtcUPbrWaHE+qYrfKn1df+gqHspiu6GsnHg8v75IGod+Sbz+XJzzRVkZP6Ww/X+TGtsWOsdEagCeRRovuLJeUqaPzheLW5doaKfrjXYsI8j52Zg0JEVZJ8Tmz7Cn1/CDroxwY3B7u5z0hEPy6+/z+0dJPVlQ+ontBqReK7eQ7ro3xh/ZkfSwJgpfWJECckL+f7XGHTSln20NIV2wPwq8W9Iyef5OpHE8eywijo6INSNiDClwr42IrnoZX0gaM+7hSHdYFiJpAy38M/ZNSA8aadi/8Hpjb/KdLTIWS9WxHCB9EhMR8ceIWC0ixuTP5aWIeHNef2Ut+Kns0SzoKfUXYBdJK+beF7uQfrI9FXhR0rvzMflEIV+l+ZX0RlIl/eMR8UBXO50rB9fnvJSeiCX9V85X4+7pW1gQE2+U1Oix8WEWHW+4mM4hpDubH84n18b00TldgENIvYZnkI7xepLWyfMPyPs9EPqsjCCdmHfM77cn3d2u/KzyZ/1z0pO3T+hmvn5P+jnXMKUeYO8C7usirSoXkhrrX9SCxuUAACAASURBVE8aS2khktbINw8aSssISduQfkr6QtlGuhGrlWVEtg8DW0Y09Pv5IyLWKZQhlwCfi4jf5W1snz/npUjxdF+uyFxBekgIOR8LbSPbiwXnm9K0qnY6b+MiUs/iKyOibBzXzZR+HUEu697BwrHRW+8B7i+esyStovxTOElvAtYjHe+B0u9xkKetQPpsGuk3pq+aX99Iaii/sGn6EOD/WDDUyF+Ad+S6x7Cc5r30zoXAx/I+LFImS1pW0tjCpOYyYj9JQyStS+rFssiYqq1ExOkRsUb+fmwDPBARY/O2O6KMaFHHLBWpYX7VQrkyhfRw0Se7kVZPxs5b3PNHr5R9TySNkrRc4z2pblVHPCxCqQfbH4GjY8Gvq+hlva+0DhURTwKPKfXih4XPC7uReontFYXxJSNi20KMnAh8NyJOoXfXLgNyvaH0U+Gf5n15qmSRdrreGIjzxuXAJ5S8m1QPm0ovrjWqzidV8VulD+oPQ0g3xiE9I6PVtUZpbBfS3Y/C+NW5DrRyfr8UqYFoibv+zMv19nxRVsbPv3ZR+qXhcGB6viYblqevnfM1Of9fWi9pYUCuN7qhna432q6MKOSttC6QzzErsnA53VVaCxmUZUT049MH/dejJwZeSOre/wqp8vsp0lO0ryHdsboGeF1edg3SGFZ35w/5Y4V0diY9iftu0tMZG09wvLaw/K+AZfP0w0mD6o8nFXBbF9L6FnB/XueXLHhS5xdyHueR7p6claevlqfPAJ7P75dv2s+xdPGk0LzcKvlYHNo0fTLpjt/mwL9IBcldpMaalQvLfJM05ugtpJ9pVm1ny5zPWaQTzj2FeWNIQyQMaVqn9FguaTHRtK2Zhff75vQfIPWGHFGYdzDwUP47qDB9i7zdh0njBSlPr8rvWcBzpJ+S3Anc2o3jsQ/pDtqGTZ/RhPz+E4X9vIf0pFPlZe4lVQ7vIvU+XabFdubl/Wjk7Rt5+lZ5P+7P8bZiYZ098vF6GDhmSYwHoFFpvpt0oty41WdFatyInFZj3h6tPvc87yv585hAGg6iZVotjscw0k82v980/focj2uTvqv35/T+CqxbWOZ7pDJkAvDOFtupjFXSw2meIT9BuDD9l/k43kWqzKzeHzExgLHRZZlH4WnApKcd/5R0EX4vcEJhubVJPcLvyvl6Y57+PRaci64jf89bpdXieGya42m3snKO9HO+2/L+TCDdZBqZ500mn0u6e6ybjkHzOeuDhf26HdhzMMYB6ed+vy7J0z/y5zYe2Kkw/YukMvMB0s/HVZj3sXzMJgDHFaYfl/frtfw6rhvHZHxzvhqxSvo58ZWkRt47ST0+tigs8+Oc/weA93WxncmkHkYzc97e0jR/DAs/ibsjygha1zErv0tNx3XlbqRVWha3OB6Lc/44l5InnxfSKK0jV31PSDcaxue/e+inOkQXsbBPfv8yaezLv+Rl/49UP76z8LdqntfTel+rOtQmwK05tn7XmEeqaz5W2PYZJfszDjiy8H/ptUuL4zFQ1xtX52Pb2JfLm8qHWq43KuJhIMoGAafm+LmbXPbmeT291ig9n9Aiflscj8WpP8wkjRN/W97vVVpspzK2SdfKNzUtPyqnexepnDgJGDqAZUTd54uq+vbwnMYEUh1rxzz94zmtO/P09xfWKa2XtDgeA3W9UdmO0mL/+70uUWM89LiMyPP+Q6GtoDB9XPNn2FVanVBGNApLs0FD6WdjW0TXT6m3DqD0QLI/RMTbas6KtQmln2ofGRG31p0XM2s/ks4lnTcuqTsvZtaefL1hRZJmRsSydefD2oevN6yoHcsIDxNhZmZmZmZmZmZm1gHcM9hqI+ky0oNCio6KiMqxWhZjW8eQxlYpujgivtPX27LekdT4yUmznaLrB8z1ZnsDFn/WO5JOJT2AsuikiDinH7Z1EOmnhkX/jIjD+npbtvgk3QyMaJr88Yi4uw/SHtCyyHpvIM/tknYlPYW8aFJE7NPX27LF19/nD9chlhy+3rCi/qw/lGxrwOqx1nu+3rCiTioj3BhsZmZmZmZmZmZm1gE8TISZmZmZmZmZmZlZBxhWdwastTnzcNftNjRyGKpjuzNfbo+u/MOG1rL7bauueAC46eHna4+JTdYeXXcW2k5dMTFrbnuUEUOHuIwoqrOMuOLuabXHxM4bvb7uLLSdumLC9cr2VGcZ8eC02bXHxForLV13FgB4dubcurMw3xqjh9cSE/dNnVV7PACss8qourPQVuosI56ZNa/2mBg1ws1WzVyPsKLexIN7BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUANwabmZmZmZmZmZmZdQA3BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUANwb3E0ljJYWklevOi5mZmZmZmZmZmZkbgzNJ10s6pe58mJmZmZmZmZmZmfUHNwabmZmZmZmZmZmZdQA3BgOSzgW2Bw7LQzuEpHUl/VzSJEmzJT0o6X8lDSms93ZJ10iaIelFSeMl7VCxjRGSLpN0u6RVB2jXzMzMzMzMzMzMzAAYVncG2sQXgfWB+4Gv5WnPAY8DHwKeBt4JnAk8A/w8L3MBMD7Pmwe8HZjTnLik5YHfkxrfx0bEjP7aETMzMzMzMzMzM7MybgwGIuIFSXOBlyLiycKsbxTeT5a0GfBhFjQGrw38MCLuz/8/VJL8KsCvyA3LEbFIYzGApNHA6ObpU59+jtGjF5lsg1xVPDz25LOOhw5VFRNX3T6Z5ZZfoYYcWZ2q4mHKNJcRnaoqJi64YSLLuozoOK5XWrOqmLh14hMsv4JjotNUxcNN901xPHSoqph4eMrTrODzRsdxPWLw8zARLUg6VNKtkp6WNBP4EvDGwiInAGdJulbSMZI2LEnmKmAK8IGqhuDsCGBS898pJ5/YJ/tiS5zSeDjtJ46HDlYaE7855/RaM2W1KY2HU11GdLLSmLj8V2fWmimrjeuV1qw0Js4908/P7lCl8fCLn51aa6asVqUxccapJ9eaKauN6xGDnCKi7jy0BUnXAxMi4vD8//7AecCRwL+AGcBhwD4RMaaw3nrA7sCuwM7AoRFxtqSxwHXAGaShJt4TEXe02H7VnZdJvvPSfkYOQ/2ZfouewW0RD8OG9uvuL3H6Ox6gZc/gSXX3DN5k7fpjst3UVUZMmdYeZcTQIS4jiuosIy64YeKkunsG77zR62vdfjuqq4xwvbI91VlG3DrxiUl19wRda6Wla91+w7Mz59adhfnWGD28ljLipvum1B4PAOusMqruLLSVOsuIh6c8PanunsGjRvgH7c1cj7Ci3sSDv1ULzAWGFv7fBrg5IubfLpe0bvNKEfEg8CBwsqTTgUOAswuLfB14Frha0k4RcWfZxiPieeD55ulz5vViT2yJVxUPM1/2zZtOVRUTNz28yCTrAFXxMGuuy4hOVRUTV9w9rYbcWN1cr7RmVTHx4LTZNeTG6lYVD/dNnVVDbqwdVMXEM7N84uhErkcMfm4MXmAy8E5JY4CZpPF/D5S0e35/ALA96cFySFoa+CFwcV739eQG5OaEI+IYSWJBg/D4ft4XMzMzMzMzMzMzs4V4zOAFfkjqHXwv8DTwJ+Ai4ALgFmAM8KPC8q8CK5KGkpgIXAbcCHy5LPGI+BrwM+AaSRv3yx6YmZmZmZmZmZmZVXDP4CwiHgC2apr8qfxX9P/y8nOBj7RI73pYeNyOiDgaOHpx82pmZmZmZmZmZmbWU+4ZbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gGG1Z0BM+u+YUNVdxaszbx9rRXqzoK1kaFDXEYURdSdg/rtvNHr685C23hk+kt1Z2G+DVZbppbtzp77ai3bbbb08KF1Z8Gy1UaPqDsLbWPuvNfqzkLt3rDi0nVnwdrMqBFuMmp4ZubcurMw3xtGD69lu3NeaY96xMilXI9YXO4ZbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB+qUxWNL1kk5ZjPXHSgpJK/dlvkq2c6Ckmf25jcK2xkmaMBDbMjMzMzMzMzMzM2vW6T2DfwO8qe5MmJmZmZmZmZmZmfW3YXVnoE4RMRuYvThpSBoeEXP7KEtmZmZmZmZmZmZm/aI/ewYPk3SSpOfy3/GShkBqQJX0A0lTJM2SdIukXUvS2FjSzZJeknSrpM0aMyStJOnCnMZsSfdIOqgw/zOSpklaqMFb0gWSfp/fLzJMRF7vIUlz8+t/N80PSYdJ+q2kWcB3JQ2V9HNJk3JeHpT0v439NTMzMzMzMzMzM6tbfzZWfjSnvxXwGeDTwBF53jnA9sBHgLcD5wFXSNq4KY3vAV8FNgOeAc6XpDxvJHA78D7grcBJwE8l7ZTnXwSMBt7TSEzSKGBv4FdlGZa0D3AKcCLwtpzmaZL2bFr0m8CVOe+n5v18HPgQsBFwDPA14CDMzMzMzMzMzMzM2kB/DhMxFfhCRARwv6T1gS/nXrkfBsZExKN52VMkvYfUaPy5Qhpfj4jrACT9P+AG4A3AlIh4HDi+sOyZknbMaV8TEc9JupLUKP3nvMw+wDzgioo8Hwn8MiIaD797QNLmwFFN6/wmIs5qWvcbhfeTcy/mDwM/r9iWmZmZmZmZmZmZ2YDpz8bgm3JDcMONwLeBbQAB9y7o5AvACODapjTuKrx/Ir+uCkyRNJTUa3h/UgPxCGA4cH1hnV8B50paJiJeIjUMXxIRcyryvBFwdtO0G4C9mqbd2ryipEOBQ4C1gaWBpYBHKrazCEmjST2ZFzL16ecYPXqRyTbIOR6sWVVMTJn2rGOiA7mMsGaOCSuqiodJj09nBcdDR6qKiUeffMZlRAeqiodHpjoeOpXrEVZUFQ+Tn3A9YrCoa0zbALYENin8bQQc3LTcK03rwII8Hwn8D6l38E45jd+RGoQb/kDqCby3pFVJQ0aUDhFRsp1W02YV/5G0P2loiXOBXXNeTmvKS1eOACY1/51y8ok9SMIGEceDNSuNiVN/4pjoUC4jrJljwopK4+H0U0+qNVNWq9KYOO0njokOVV5GnOJ46GCuR1iRy4hBTgt33u2jRKXrgdWBDRu9gyUdQxoCYgdgIrBjYwiIkvXHAtcBq0TE9DxtDCkAt4yIWyVdATwbEZ/M8wXcATwfEWMLaf0s5+UvwP8Ca0fEa3negcApEbFs/v+fwMSIOLiw/rnAuhGxbf4/gP0i4pLCMj8B3hER2xemXZ6njcn/jwP2jYi3Vexz1Z24Sb4T135GDkNdL9V7joclS3/HA7TsGVx7TAwd0u+7v8RxGdEe+qGK0ytLL1VfGeGYWOCR6S/VnYX5NlhtmVrKiEmPT5/UDj16lh4+tO4stJU66xGPPvlM7WXEUkPb45nbTz5f9ePRgTdm5ZG1lBGPTK0/HgCGD2uPmGgXdZYRrkcs8MzMuXVnYb43jB5eSxkx+Yn2qEeMXMr1iKLelBH9OUzEGsCJkk4jPWjtK8CxEfGApPNJwzf8D+khcK8DxgL/iYjfdjP9B4D9JW0DTAc+D6xDahAu+hVwdZ53QaMhuMLxwMWSbgOuAnYjDS3xgW7k5UBJuwMPAQeQHpD3XDf3hYh4Hni+efqced1NwQYTx4M1q4qJWXPbpLXLBpTLCGvmmLCiqnh47qVXa8iNtYOqmHjx5VaXRjZYVcXDjDmOh07leoQVVcXD87Ndjxgs+rMx+HxgKHAzaZiFnwM/zvMOAo4BjgPWBJ4F/k3qDdxdx5IaeP8EzCYN0XA+8Jam5f4OPJ6nH9AqwYj4naTPk4agOJE05u/nIqLqgXMNPyUNDXEBaTzkS4EfseiwF2ZmZmZmZmZmZma16JdhIqzvzJlXOoax1WwgfqpTxvHQnuqKB4BZc+svxD1MxKJcRrSH+r8dyUAME1HFMbFAJw0TUeW5l15ti3jwMBELq7Me8eLLr9UeEx4mYlH9PUxElRlz6o8H8DARzeosI1yPWKCThomo8vzs9qhHeJiIhfWmjHApa2ZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gGG1Z0Ba23uvNfqzgLDh/megVm7mjH7lbqzwIqjhtedBbNSUt05qN9/nppVdxZ406qj6s6CZU8+P6fuLACwjmOibbz08qt1Z4EVlmmPa40X2qBOtcDIWrY6dIhPnGZVVlrW1zwjlxpadxasj7THmdfMzMzMzMzMzMzM+pUbg83MzMzMzMzMzMw6gBuDzczMzMzMzMzMzDqAG4PNzMzMzMzMzMzMOoAbg83MzMzMzMzMzMw6wBLdGCxpnKQJfZTW9ZJO6Yu0zMzMzMzMzMzMzNrNsLozsJh+CPykj9L6APBKH6VlZmZmZmZmZmZm1laW6MbgiJgJzOyjtJ7ti3TMzMzMzMzMzMzM2tGADRMhaYSkEyVNkzRH0k2StsnzxkoKSbtLuk3SbEn/kLSmpO0ljZc0U9IfJK1USHOhYSIkvV3SNZJmSHoxr7dDnreUpJMlPSHpZUmPSfp+Yd2FhomQtKKk8yQ9l/NztaS3FuYfmPO0k6QJkmZJuk7SOoVl1pL0e0nPSnpJ0v2SDui/o2xmZmZmZmZmZmZWbiB7Bh8HfAg4GPgP8GXgz5LWKyzzLeAI4AXgAuA3wBzg08CrwMXAOODzFdu4ABgPvBOYB7w9rw/wBWAf4ABgMrAmsEGL/J6b5+8NPAd8J+d3/YiYnZcZARyd92kOcB5wBrBrnn8aMBLYAZjRxfbMzMzMzMzMzMzM+s2ANAZLGgV8FjgkIv6Ypx0K7AgcBlydF/16RPwjzz+DNB7w5hFxe552HrBvi02tDfwwIu7P/z/UNO8B4B8REcCjwL8q8rsesBewfUT8PU/7eF7no8BZedFhwGERMTEv80PgHElDIuK1vM1LI2J8Xn5Si2M0GhjdPP2Rqc8wevQik22Qq4qHqU8/53joUFUxcd/kaazgmOg4LiOsWVVM3HjvFJZfwTHRaari4SbHQ8eqiomJjzzlekQHqoqHKdOedT2iQ7luaUWOh8FvoIaJWBdYCvhnY0JEvArcCLylsNxdhffT8uvdTdNWbbGdE4CzJF0r6RhJGxbmnQtsAjwg6VRJ75VUtf8bAa/l/DXy+0LOSzG/LzcagrMnSPvZ+HacBPyfpBslHStp8xZ5P4LUWLzQ3+mnnNRiFRvESuPhlJNPrDVTVqvSmPjZ6X31DE1bwriMsGalMfHLs06tNVNWm9J4+IXjoZOVxsSZp59ca6asNqXxcOpPXI/oYK5bWpHjYZBT6iTbzxuRNgbuBNaNiP8Upv8KWJrUA/g6YJWImJ7n7QtcHBEqLH8ocGxErJz/HwfsGxFvKyyzHrA7aaiGnYFDI+LsPG85YDdSj+T9SENK7BwRr0m6HpgQEYdL2hv4LTAyIl4ppH0DcHNE/I+kA4FTImLZwvyxJfuxJrAH8B7SkBPfi4hxJceoqmfwpLrvvAwfNmBDSy8xRg5DXS/Vey3uxNUeD7ao/o4HaNkzeFLdPXpWHDW81u23I5cRVlRnGXHjvVMm1d0T9E2rjqp1+w2PTH+p7izMt8Fqy9RSRtzUBvEAsE6bxES7qLOMmPjIU7XXI1ZYZqlat98wceqLdWdhvo3XWq6WMmLKtGfboh4xdEi/fyWWKHWWEa5btidfa1hRb+JhoMYMfgiYC2xDGi8YSUOBrUjj/PaZiHgQeBA4WdLpwCHA2Xnei6Rxhy+WdC5wE/Bm0vARRfeSek1vBTSGiVieNAbxOT3MzxTgTOBMSUcBXySNe9y83PPA883TZ8x5rSebs0GiKh7mzKshM9YWqmJi6gtza8iN1c1lhDWriol7n5hVQ26sblXxcJ/joWNVxcS0Ga+ULG2DXVU8zJrb/x3FrD25bmlFjofBb0AagyNiVm6Y/b6k6aQu5l8CXk96yNpiP1hN0tLAD0mNvZNz2tsAN+f5XwamknoovwJ8hPRQtykl+X1Q0u+Bn0r6NOlL8J28fLcbryWdBPyJ1Ni8PKlX8r292kEzMzMzMzMzMzOzxTBQPYMBjsqv55C6m98B7BYRUyUtdmMw8CqwInAesBrwDPAH4Mg8/0XgK8B6QOTt7x4RVb8ZPAg4EbgcGEka73i3iJjdgzwNIQ2BsVbe/jXA//RgfTMzMzMzMzMzM7M+MSBjBlvvzZjzWu0fkMcMXtRAjNtUZs48ao8HW1Rd8QAw9YX6f8/nMYMX5TLCiuosI+59YlbtMeExgxfV32MGV7mvDeIBPGZwszrLiGkzXqk9Jjxm8KL6e8zgKrPmtkfjgMcMXlidZYTrlu3J1xpW1Jt4cCufmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB1BE1J0Ha2HpTQ+v/QN67pZT6s4CAOt87tK6szDf1DM/qDq2u9z+59UeDwBPn//JurMAwIpbHl53FgCYfccptcQDwNJ7/7T2mHju0s/UnQUAdvjR3+vOwnw3HrVdLTGx9NZfqz0eAJ77+3frzgIAK76/Pc5fs/9weG1lxNpfuKL2mJh4wp51ZwGA4657qO4szPeNnd9cS0ys9t+X1B4PAJNP37fuLACw2TeuqjsLANz73V1qKyO2OPa62mPihq/uUHcWANjyW3+tOwvz3f3tnWuJiVH7nVN7PAA8c+FBdWcBgBW3+nLdWQBg9i0n1Het8Z7v1x4Tz/35q3VnAYC1D7247izMN+2s/eopI/ZtkzLi121SRizB7RHuGWxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAWptDJYUkvat+r9k+TF5mS0GJodmZmZmZmZmZmZmg8OwujPQQ48BqwPT686ImZmZmZmZmZmZ2ZJkiWoMjohXgSfrzoeZmZmZmZmZmZnZkqZfh4mQtJukf0h6TtKzkv4iaaPFSG+hYSIkjc3/7y7pNkmz8/bWlLS9pPGSZkr6g6SVCulsKekqSdMlzZB0g6Stmra1vqS/SZojaaKkPXJaBxaWeYOkX+f9e07SHyWtV5i/lqTf531/SdL9kg7o7f6bmZmZmZmZmZmZ9VZ/jxk8CjgReCcwFngBuELS8D7ezreAI4B3ASsCvwG+AXw6b/etwLjC8ssBvwS2zXm7E7hS0soAkoYAlwHzgHcDBwLfBEY0EpC0DHAdMAfYHtgKmApcnecBnAYsA+yQ83AE8Hzf7baZmZmZmZmZmZlZ9/TrMBERcWnxf0kHATNIDbA39OGmvh4R/8jbOAP4CbB5RNyep50HzH8wXURc25SvzwMfBHYDfgXsDGwA7BIRj+dlvgT8s7DaAYCAgyIi8jKfAZ4C3gdcBKwNXBoR4/M6k/pwn83MzMzMzMzMzMy6rb+HiVhX0gWSHpY0A5iWt/nGbqz7pzwsw0xJ93Sx+F2F99Py691N01YtpL2qpJ9KekDSC8CLeX4jXxsCTzQagrNbgNcK/28OrAO82MgnqefzisC6eZmTgP+TdKOkYyVt3mJ/R+dhMBb6i3kvd7HrNhhVxsPcWXVnzWpSGROvvFR31qwG1eeMOXVnzWpSFROvvTyz7qxZDarjwfWITlUVE/Nmu4zoRNXXGq5Xdqrqa43ZdWfNauAyYvDr72EirgBWAT5DGsJhU9LQC90ZJuIQYJP8t0cXy75SeB8AEdE8rbiv5wFbAl8Cts7bmFLIlxrptDCENLzEJk1/6wM/zXn4OanB+Jw8/V+SxlWkdwSp5/BCf/OeHl+xuA1ypfEw94Gras2U1aq8jHj4mlozZbUpj4ept9SaKatVaUzMuPPyWjNltSmNh5cm/LHWTFmtSmPiqRsvqTVTVpvSeHjlQV9rdLDyuuVj/2y5kg1a5WXEQy4jBot+GyYiP7BtI+CwiLguT9usu9ts6pXb17YBvhARf8z5ej2wemH+fcAbJK0REU/kaVuwcIPy7cCHgekRUTkOcERMAc4EzpR0FPBFFh6/uOFE4NzmicNW2dhDS3Sm0ngYvv4ujofOVV5GrLuTY6IzlcfD6ls6HjpXaUwsv8lejonOVBoPy7ztvY6HzlUaE6tuta9jojOVxsNS6/lao4OV1y3X+i/HRGcqLyPe7DJisOjPnsHPAdOB/5b0ZknbA2eQegbX7QHgY5LeImlL4NfA3ML8vwITgfMkbSzp3cAJpLw3egyfTxp+4veStpe0jqTtJP1I0noAkk6StJukN0nahDQm8b1lGYqI5yNicvOfho0oW9wGucp4GD6q7qxZTSpjYqllul7ZBp3qc8bIurNmNamKiSEjlq07a1aD6nhwPaJTVcXEsKVdRnSi6msN1ys7VfW1xtJ1Z81q4DJi8Ou3xuCIeA3YH3gHMAE4Ffg60A6D4B4MLAvcRmoIPhuY3JiZ874PMAL4N2lYie+QGoLn5GVeArYD/gNcDNyfl1uR1BAO6fj+hNQA/FdS4/En+3PHzMzMzMzMzMzMzMr02zARABFxLfC2psnLFuaraXnRQkRMJo3n2/j/+uL/edolJdPOIPVKbvw/njSGcdEvm9Z5gNTYC4CkjYGlgIcKy0wDDmqR38+32h8zMzMzMzMzMzOzgdKvjcFLMkn7ALOAB4ExpGEixpPGCjYzMzMzMzMzMzNborgxuNpywA+AtUjDPlwPfCki8FoRggAAIABJREFUotVKZmZmZmZmZmZmZu3IjcEVIuIXwC/qzoeZmZmZmZmZmZlZX+i3B8iZmZmZmZmZmZmZWftwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB1BE1J0H60eSRgNHACdGxPPOR3vkoy7tsv/OR/tol2PgfLSHdtl/56N9tMsxcD7aQ7vsv/PRPtrlGDgf7aFd9t/5aB/tcgycj/bQLvvvfLgxeNCTNAaYBKwTEZOdj/bIR13aZf+dj/bRLsfA+WgP7bL/zkf7aJdj4Hy0h3bZf+ejfbTLMXA+2kO77L/z0T7a5Rg4H+2hXfbf+fAwEWZmZmZmZmZmZmYdwY3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3Bg9/zwLfyq/PRPvmoS7vsv/PRPtrlGDgf7aFd9t/5aB/tcgycj/bQLvvvfLSPdjkGzkd7aJf9dz7aR7scA+ejPbTL/nd8PhQRA71NMzMzMzMzMzMzMxtg7hlsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB/j97dx4mR1Xvf/z9SQIJIUACAQRBwiIgoqyyiRBBEbgqoogoIotcxe2K/PAqohK3q4gLKiIqqwiIbIIKyiIRZJUtIUAIgQQJYd8DCRDy/f1xTmdqOlU9k2RmqpP+vJ6nn+k5VV11qupb51SdPnXajcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZp0gIvxqgxdwKvA4MKmQ9mHgLmAesHUh/d3ArcCd+e8uhWlb5fSpwM8B5fSVgSuA+/LfUTl9FHARMBG4Gdi0KV+DgduBvxTSrgXuyK+ZwJ9y+l55OXcAtwA75vTNgRvytkwEPtJiP4wDvt+UtjlwT34/HRid3x9dWOYdwLaLsN+PAO7Oy7gKWCenv7OwjXcAc4AP5GmnA9MK0zYfwJioOo4rAX8GJuR9cnDhM28ALgfuyds6JqcL+B4wJU/7n5y+f94fE4Hrgc1a5alw3B4u7JM9C8sq7sd5jf0FfCSv4y7ghy32w1jghqa0IcBjwBr5eOyT09+b43VC3tZPL8J+Lz2/gBWatuVJ4Pg87SDgicK0Q5fQmCiN7aplAevkfXRHTj+sp31VyMM+QNC9bDuKVHbdC7ynxX4Y3zwdOBw4ERjT2D/AcOCsfCwnAf8CRizCfj8r52lSPgbLLOq5soTFQ1UZsTGpTH8ZOLKnPOX0cwvxMB24o6fjDuye06YCX22xH8bhemMg4qF0G4AvF9ImAa8BK+dpX8xpdwGH9xQPtL6++R7wEDCrh/0wloGtM1YBrgZmASdUzHNJ03EZR0mduRTFhEjXoFNJ58mWhWX9DXiWwnVlTl8XuCnn61xg2Zy+E3AbMLdx3AqfOTDPfx9wYIv9cHrzsQU+AFya38/KfwflfE/KMfhvYN1F2O/HAZPztl8EjMzpra6JxpPKu8a01ZbQmOjLemNz4Ea67iu2yemlZQ4wjHQv08jvt1rsh3G43qiKh3a9/9yVVBbcQbqe26CnMiJPX5FU3paWz21WRmxTON4TgL0Ln+nVNdEAxMdA1CFjgecK6d8sLGskcH7ef/cA2xfO6bJ70dJ9CqxNqrvvyfn9Yov9cBBwTlPaaNK931BS+b11Tj8kx8bEHCd7LcJ+b3VdNT0v/w7gliU9BgrTf0Hh+o50j3lV3o/jgbUK036Yl38P3cub0rYF4KeF/TkFeDanV5a/JfthHEthndHvhYhfvT7gOwFbNp1obwI2KhYwOX0LYM38flPg4cK0m4HtSRdjlwF75PQfkisO4KvAsfn9ccAx+f3GwFUlgXg2TRfthekXAJ/I70cUTsa3ApPz+w2BN+b3awKPkCu9kuVtBDzQlPYD4Bv5/XRS4bs96aJyaE4f3dgnC7nf3wkMz+8/A5xbMs/KwNOF+U6n5GJjgGKi6jh+rfB+1Zzfxo3UeODdhWPU2I6Dgd8Bg/L/q+W/O9BVqO8B3NQqTzl9HE0X9yXb85bGsSXdPP8HWDX/fwawa8XnBpEaAMYU0nZvxGrjeADLkL6cWCunDwU2WoT9Xnl+Nc13K7BTfn8QLS4yl6CYKI3tqmXl19DCcqZTch4W91X+fwXgGtJNXuPiaRPSxcNQUqPA/cDgiv3waeC0prQbgXfQvTH4KOAnhXk2auR3Iff7nqQyVcA5wGcW9VxZwuKhqoxYDXgb6Ya/+aa+x+0Gfky+sK867vl1P7BejrMJwCYVy3O9MTDx0OM2AO8D/pHfb0q6iRlOaoy9knwt0CIeWl3fbEdqzO2pMXig64zlgR2BwyipB4APkq6jmhuDW9aZS3JMkMrMy0hl5nZ0Lxt3zXHS3Bj8R2C//P4kusrZMaRryt8V10U6xx7If0fl96Mq9sN7gKub0v4AHJDfNxp6PkpqZGiUeWtVLbOH/b4bMCS/P7axX5vmmX9NVNjHWy/sutowJvqs3iA1HDTuY/YExpdsT7HMEfkLX9L5fROwXcV+cL1RHQ9tef9JasR5U37/WeD0/H4MJWVE4XM/y8tq1RjcFmUEub7M79cgNcINYSGuiQYgPgaiDhlLddvDGeRON3lfNBrSx1FSr7bYp2uQv6gk3ZdMqdqnpC8UnmzkO6cdBpxS2L6tczzcD6xU2NaF/rKgad3zy7j8/3Ryo+NAvPo7BvL/WwNn0r0x+Dzyl7zALsCZ+f0OwHV03SvckOOlV20LwBeAU0vSu5W/JdOXyjrDw0S0iYi4hnQwi2n3RMS9JfPeHhEz8793AcMkDZW0BrBiRNwQKSJ+R/pWE1Kv3TPy+zMK6ZuQvm0gIiYDYyStDiBpLeC/gJPL8ixpBdLJ+af8+Vl5vZBujiKnT4mI+/L7maRCeNWK/XAv8KykbQvJ+5Iq5KI1gCcj4uX8uScb+0TSdEnHSro5vzYoW1f+3NUR8VL+90ZSId5sH+CywnwDoiwmqD6OAawgSaQC9mlgrqRNSBXgFXmZswrb8Rng2xExL097PP+9PiKeyfN02ycVeeqtj5Ia0iBdzEyJiCfy/1cCHyr7UM7feaRv+xr2KyyrYQVS5f5U/tzLjfNH0umSTpJ0raQpkt5blcmq86s4j6Q3km5srm21wX1tAGKictVly4qIVxrnIKkhZYE6pWJffYd0ITGnaTv+kI/bNFLPh20q8nM+8N7GcZE0hvRF07+a5luD1EuAvK33RsTLksZImizpDEkTJZ0vaXjlxkdcGhnphmetnN5f50qv1FhGPB4R/wZe7WWe5svr35eu87fquG8DTI2IByLiFVIdsFfFfnC9Qa3lQ1GxnH8TcGNEvBQRc4F/AnsXZ26Oh1blb0TcGBGP9JSBGuqMFyPiX3QvzxrbN4LUqPHdnvLdH2qMib2A3+Vi80ZgZL5GJSKuAl4ozpzXuQupbO+Wr4iYHhETSb0Ui94DXBERT+dy+ApSo3+ZK4GNG3nI5f27yNevBWsAjxTKvBmNMl7SLEk/lnSbpKsklV7H5s9dnmMeqsuI4rkyYJaweiNIjTCQepzNLJln/n7M8TYrpy+TX1HyGdcbXflaku4/S+OhRRmBpK2A1UlfLLTSFmVEob6E1NO9Eb+9vibqS21yXTGfpBVJjZOn5GW9EhHP9rANpfs0Ih6JiNvy+xdIvUxfX7GM50mdWN5XSC67rliNVL/Nyp+bla9tkTRe0vGSrpc0SVLVPU6zWuqKhv6OAUmDSV8O/W/TOuaXEaQe3I14D9JxXJZ077kM6cmv3rYtVO3PluXv0lpnuDF4yfch4PYccK8HZhSmzaCrUFu9cROV/66W0yeQeq2QC6V16Aq240kn5gKVa7Y36Zvc5xsJkvaWNBn4K+kxiW7yOpYlfWtW5RxSAYuk7YCnIjcmF1wOrJ1v0k6UtHPT9OcjYhvghLwdvfFJ0rfZzcoK++/lRqSfNjcU9rOq43gC6cZ7JunRkS/mC5UNSQXXhZJul3RcLnQB1gc+IukWSZflRrtmVfukzOfzPjlV0qiS6R+haz9OJV10jZE0hFSJrN1i2cWYGErqIXJBcYaIeJr0KO6Dks6RtL+kYhk3BtiZdIF5kqRhvdim4vlV9FHSN3TFm4wPFRoWW21LX+vLmIDy2K5aFpLWljSR1BPv2MKNQkO3fSVpC2DtiPhL03yvz8toKJZf3UTEU6RG2caN/34seDwgPdr0FUk3SPpuU4xvBPwmIt4KPE/qZdKSpGWAA0iPOTdbmHOlPw10GbGw3gE8VijTq457r+Mhc71RbiDKB2D+zfPudJXNk4CdJK2Sp+3JguV8czwUVZW/vVFXndHsO6Sez2UX6j3Vmf1lIGJiYc/fVUiPbc7t5fwLtY6IeA24kHTjBvB+Ui/AF5pm/SPwPkl35EadLQrTlgdui4gtSV9sHNND/hoOobyMKF4TNZyW1/2NfDM9UNq13jgcOE7SQ8CPSE/7zFdS5iBpsKQ7SB1ProiIm1os3/XGoqvj/vNQ4FJJM0jXYj9olcFcnv+Y9Mh9S+1URkjaVtJdpHPusFwuLmyZ2p8G6rpie0kTcjny5py2HmlohtPysk6WtHzhM6X1asU+pTB9DKnne2/LizXzdl3dNM8EUsPkNEmnSXpf0/TlI2IH0j3HqS3W1cjXAmUcqTH0ckm3SvpUT8voJ30ZA58HLokFv+yfQFdj7t6kRuZVIuIG0n5/JL/+HhH30Iu2BUnrkJ5C/EfJNpWVv82WujrDjcFLsFwwHkt6ZBrSoznNSr8RL/gBMCpfOH2BND7TXKVeMI9HxK0tPrvANysRcVFEbEw6Ab/TlN81SI8AHNxoSKrwB2CfXImXnpiRvvnfCvgUqVI4V9JBhVnOKfzdvsW6Gnn7OOkRheNK8vwW4O+F5KNIjzS9jdQ9/ys9LX8AvIc0NsyapPFrTlD69nQI6Wb7SFJ+1yMNaQDp27Q5EbE18FuaKiVJ7yQVPr3Zvl+RbgA2JxXMP25a1rbASxExCSB/i/4Z0riA15IerehWMRdF6k0yQtJGpMfxb4yuHpnF+Q4lPYJ6c97m4jb9MSLm5UL7AdIxrFRyfhU1x+WfSY8kv5X0TeQZJZ8ZaIsSE1WxXbUsIuKhvN0bAAcq9+womL+v8jn9U+D/leR3Ycuv+RUy1eXEHXn7jsvb829Jb8qTH4qI6/L735Me8+7JicA1EdGtR/hCnit16fMyYhE11xtVx31h48H1xsLpy/Kh4X3AdbmRlXxxfiypx+bfSBf2zeV8aQ+NHsrfHtVRZ5Rsw+akMS0vKpncss6sSV/GxMKev4ty/dofdcYM0heFR5Eaoq6StGuePI90zQK9rDMkHU2K+bOa0rtdE2X7R8RbSPv6HaTGrrrVXW98BvhSRKwNfIncG7CgW5kDqVEvIjYnNSxuI2nTFst3vbEIarz//BJpHNi1gNOAn/Swjs+Sxvx9qIf5GtqijIiImyLizaTjflT+InJR9vFA68s65DbSGKmbkcaSbfTQHkIasuBXEbEF8CJpmAJoUa9W7FNg/hM8F5B+12B+B7cSfwF2zNu0L3B+/hJhvvz/7qQem1OAn0oaV5il8RTDNcCKkka2WB+UlHHA2/MXDnsAn5O0Uw/LGEgLFQO5Uf3DpGPc7EhgZ0m3k76Yf5hURmxAanBei/SFyC6Sdupl28J+lBy3ivK3zFJXZ7gxeAml9AjNRaTxehu9bGfQvQv5WnQ9UvWYuh59aYyXQ0Q8HxEH5wunT5CGb5gGvB14v6TppMDfRdLvC+tfhfTIyl/L8pcLufUljc7zr5jn/XqkRwYr5Up7OunE/xDpW9iy+V6LiPERcQzpW6XiowBR8X4Bkt5FGuj7/SU9kPYFLoqI+Y+1RXqsJPK8p1H9KHt/KD2OpDHaLsz5mko6hhuTYuL2SI8VzSVVplvmz8yg65vGi0jjbZGX/VbS41l7ReqF2VJEPJaPxzzSxX/zPlmgwIyIP0fEthGxPekHEcp6hhX9IS+n5Td3EXFnRPyU9EMXVTFR9v98FedXY9pmpEdd5l+oRsRThdj5LakSGCh9FhMtYrtqWfNF6hF8F6myJ+eneV+tQBpnbnwuW7YDLpG0dc5X8RvcYvlV5k/ArpK2BJaL/KhXs0iPIl0YEZ8lXZzv2ZjUPGuLdSHpGFL5eERT+kKdKwNgQMqIRZG/qf8gXTdLjXWUHfeFigfXG5UGonxoKCvnT4mILSNiJ9LjgvPL+Yp4aFn+LqQBqzMqbA9slcu6fwEbShqf19lTndmfBiImFrY8f5I0lMSQXs6/KOu4Dlgj10s7AJeWzRRpuJDLIuLLwP/R9fjrArO2ypykA0k/ULh/xAJPrZSdKw/nvy+QxjddImOCvq03DiT11oQ09EuPZU5DpEfHx1M9dIjrjUVQ1/2n0pALm0VXT+9zSedxK9uTeopOJ/Us/4SkVr2J26mMaHyh+iLpunlhy7v+1O91SI6PxlALlwLL5DaFGcCMQhycX1hWj/Vq0z5tPPF3AXBWRFzYPH/TZ2eTvtjem9ZlT0TEzRHx/Tzf4lxXlNUVjeFRHiedi3WUC30VA1uQOhNNzefpcElTIW1nRHwwUqP/0TntOdL+vzHS/d0sUo/Z7fL0ntoWqo7bAuVvmaWxznBj8BIof4v0V+Co6OrZ1uim/4Kk7SSJVLlenCdfQrqoIv+9uLEsScvm9ENJvd6ej4ijImKtiBhDOnH+EREfL2Tjw6SB3eePkSdpg7xecgPNssBTefkXkcaPO6+Xm3kOqQfh/ZG+hW3eBxup+6NnmwMPFv7/SOHvDVUrUXq859ekk+zxklkW6LVUKPxEugCYVPK5/lJ6HEkDpu+a87U6eZBz0q/cjlLXuFW7kH6ZElJBvEt+vzPpG0wkvYF08X1AREzpTaYa+yTbm8I+yd+efZimMXUkrZb/jiJ9e186NnXBOcDHc54vKcnDCEljC0nNMfFhSYMkrU/6RnKB8dDyckrPr4LKmMjeTxp3aqD0WUy0iO3SZUlaS9JyOX0U6SK+uF+77auIeC4iRkfEmFy23Eg6927J27Gf0vhz6wJvJPXWK5UvAMaTeh2VXpBJenvOF7kc2oSumHiDpMY3sh9lwfGGi8s5lPRt90ej8FTDopwrA6Dfy4jF8C7SD4sWy/Sq4/5v4I2S1s3Hbj9KzvsmrjcWNBDlA5JWIsVIY/mN9EY5/wZSw29xvywQD70ofxfGgNQZVSLiVxGxZi7rdiSNZTc2r7uyzhwAAxETl5AaXqT0KOVz0WK859wQcjWpN1Vzvqr8HdhN0qhczu9Gi149eR1/JD25c2nx+rVB0pZKPZUa1y5vpSsmBhXy9zFa1xm7k3rkvD+axvIruyaSNERdnSeWITUQLZExQd/WGzPzMhrrKH6ZtECZI2nVXIaQr03eBUzuYR2uN3qp5vvPZ4CVJG2YP/NuerjWjoj9I+INeVlHku5Dv9pi/trLiHzNMyS/X4d0zk1n0a6J+ku/1yGSXldoU9iGtG+fiohHgYeUnvohr6/bsrK9C8sq3ad5+acA90RET73MG84hdQpZnXQP042kNZXaQBpKywtJO5LqxeeqVlRRxi2v9JtNKA2PsRv1lAt9EgMR8deIeF3hvvCliNggf360uobuOoqup0z+Q+oxPCTXlzuTywK1aFvIMTOK8nJ6YcZlXrrqjBigXyL0q8dfDDyH9EjDq6RvTz5JKshmAC+Txp/5e57366Rvte4ovBq/1rt1PvD3k8YiUU5fhTQI933578o5ffucNpnUqLHAL6JS8oue5G/bm9K+QuoZeAcpuHfM6R/P21XM7+Y97I9V82cOa0qfTvpVxq2A60kVwMSc99GFeY4hjfvzb9JjmlXruTLv20a+LilMG0N6JGFQ02f+QRoHZxKpp+GIAYyJquO4JmmMmka+Pl5YzrvzPrqT9CuTjV/1bFzU3ZmP12Y5/WTSRVdjn9zSKk85/cy8nImkCmKNpvi5sWL77s6v/Xq5TyaQfmyqmHY66eJrBdK3+PfmfF9H/hXkPM9PSY+NTAHe22IdledXnv4AsHHTZ75Piv0JpBvajXuzPW0YE6WxXbWswnIm5L+fasrvAvuqpBwp/lL10aSy617yL1H3sD/2Jn2runEhbQz5F29JNySN7byL9KN1yvPcTfrF+omkXgGlvx6blzM356sRD99c1HNlCYuHqjLidXl9zwPP5vcr9rTdedmHlWxH6XEn9eKekqcd3Yv90dH1xgDEQ+U2kB75/ENJnq7N+3sCTb/qXBYPtL6++WHernn577he7JN+rzMK8fM06UdjZtD0i+QUyqX8f2WduTTEBKmc/SXp3L2T7uX8taRHJ2fnPL0np69H+iJoKqkXaOOXuN+W53uR9GN/dxWWdUiefyppCLKe9scWpDqj+fp1Vv67O3Br3p5JpJvPYY15SMOf3Zq3e9UW65lKGt+zEcMnFaaNpemaiDTW6K15H98F/AwYvITGRJ/VG6QvUW4lncc3AVu1KnNIDXO353xNItfVPewP1xtLyP1nztedOR7GA+v1VEY0xcsJ7V5GkIaHadxL3wZ8oPCZhbomWkLKi6o65PN03VfdCOxQWNbmwC15eX9qxA4V9WrVPiWVL5HnbxyHPXvYH0NI9dcPmtLHk86BdfI2Tc7LuwJYvzDP90nlySRgmx7WdRALlnHr5X0yIW9Tv8dBf8dA2XmW3++Tlz+FdL/VuCYYTGokvYdULv+kKa+lbQvAuObjltPHUFL+ttgfS1Wd0SiozZYaSo8ZbB0RT9adF2sPkk4nXVCe39O8tvRT+qGIv0REq7EErYO43rAi1xnWTNKsiBhRdz6sfbjesCKXEdaK0jBRR0Z6GtI6UDvWGR4mwszMzMzMzMzMzKwDuGew1UbSRcC6TclfiYiefslxUdZ1NGmMtqLzIuJ7fb0uW3QDeZwkvYf0a8hF0yJi775ely0apR+qvKpk0q7RDz/WNpBlki0a1xtW5DrDmkm6CRjalHxARNzZD+v6JWms/KKfRcRpfb0uW3SuN6zIZYS1MpDHTNLBwBebkq+LiM/19bqs9zqpznBjsJmZmZmZmZmZmVkH8DARZmZmZmZmZmZmZh1gSN0ZsNZmPvtK7V23Vx6xbN1ZAGD2K6/VnYX5Rg0frDrWO2cutceDLWjYEGqJB3BMtKu6YmLSw7PaIh42WL09fkNl6qOz6s4CAJuuNaK2MuLSux6vPSZ22Wi1urMAwKPPzqk7C/ONGT2slph4bva82uMBYOgy7o9SVOd1xPSn5tQeE69baVjdWWg7dcXEm4++vPZ4ALj1W7vVnYW2UmcZ8dKr9T9KPki1bX7bqismHnii/joD4IXZr9adBQA2XGOFurMAwHLLLHw8+ErMzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gxuJ9IGispJI2uOy9mZmZmZmZmZmZmbgzOJI2XdELd+TAzMzMzMzMzMzPrD24MNjMzMzMzMzMzM+sAbgwGJJ0O7Ax8Lg/tEJLWl3SKpGmSZku6T9L/ShpU+NxbJF0l6XlJL0iaIOmdFesYKukiSbdJWm2ANs3MzMzMzMzMzMwMgCF1Z6BNfBHYEJgMfC2nPQM8DOwLPAFsA/wGeAo4Jc9zNjAhT5sLvAWY07xwSSsCF5Ma38dGxPP9tSFmZmZmZmZmZmZmZdwYDETEc5JeAV6KiEcLk75ZeD9d0pbAR+lqDF4H+FFETM7/Ty1Z/KrA78kNyxGxQGOxmZmZmZmZmZmZWX9zY3ALkg4DDiU1+i4HLAM8WJjlJ8DJkg4ErgIuKDQMN1wO3AZ8KCLmtljXSGBkc/rd0x9jpZUWSLalXFU8PPLEM4wc6XjoRI4JK6qKh+vueogVXWd0pKqYOPf6KYxYcaUacmR1qoqH6TOfcp3RoapiYsL9j7je6EBV8bDRERcweNiIGnJkdauKiYcff9r1Rgeqiofb73OdsbTwmMEVJH0EOB44HXgPsDlwIrBsY56IGAdsAvwJ2AGYKOmQpkX9BdiRNIREK4cD05pfJ//qF4u5JbaEKo2HE35+fK2Zslo5JqyoNB5+f/KJtWbKalUaExef+ZtaM2W1KY2HX53ws1ozZbUqjYlTTzqh1kxZbUrj4ambL6o1U1ar0pj4pe81OlVpPJz2a9cZSwtFRN15aAuSLgfuj4jP5P9/Abw1InYuzHNJThtTsYxfAZtFxA6SxgJXk4aJ+BJwGLBrRNxR8dmqnsHT6u4ZvPKIZXueaQDMfuW1urMw36jhg9Wfy2/RC3Sav5ltP8OG0K/xAI6JJU1/x0SLnsHT2uHb+g1Wb49eRVMfnVV3FgDYdK0RtZUR514/ZVrdPYN32ag9fjf30WfbZ6SuMaOH1VJGTJ/5VFvUGUOXcX+UojqvIybc/0jt9cbrVhpW6/rbUV3XERsdccG0dugZfOu3dqs7C22lzjLi4cefrr3eGKR+3/wlTl1lxO331V9nALww+9W6swDAhmusUHcWAFhumYWPBw8T0WU6sI2kMcAs0vi/B0naI7/fD9iZ9MNySFoO+BFwXv7s6qQewDc1LzgijpYk4EpJu0bEhJJ5ngWebU6f+ewri79ltsSpioc5lQON2NLOMWFFVfEw6eH2aPy0gVcVE5fe9XgNubG6VcXDc7Pn1ZAbawdVMTH9qfb5ksQGTlU8vPnoy2vIjbWDqph46VV3HuxEVfHwwBOuM5YW/lq+y4+AV4C7gSeAy4A/AmcD/wbGAD8uzP8aMAo4A7gXuAi4ATiibOER8TXgt8BVkjbrly3HPSJhAAAgAElEQVQwMzMzMzMzMzMzq+CewVlETAG2b0r+ZH4VfTvP/wrwsRbLGw/du2pHxFHAUYubVzMzMzMzMzMzM7OF5Z7BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHWBI3Rmw1kYtv2zdWWgbr82LurNQu3nRHvtgkFR3FsysxDKD/R1v0SoruA7dZaPV6s5C+3DVxZDB3gnW3egRQ+vOgrWRW7+1W91ZaCvtc/9ZX9nt+74u7RMPUFdMDFumPe411hy1Qt1ZWOK1x5E0MzMzMzMzMzMzs37lxmAzMzMzMzMzMzOzDuDGYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDtAvjcGSxks6YTE+P1ZSSBrdl/kqWc9Bkmb15zoK6xonadJArMvMzMzMzMzMzMysWaf3DD4XWK/uTJiZmZmZmZmZmZn1tyF1Z6BOETEbmL04y5C0bES80kdZMjMzMzMzMzMzM+sX/dkzeIikn0l6Jr+OkzQIUgOqpGMlzZD0oqR/S3pPyTI2k3STpJck3SJpy8YESatIOicvY7akuyQdXJj+aUmPSerW4C3pbEkX5/cLDBORPzdV0iv57383TQ9Jn5N0oaQXgf+TNFjSKZKm5bzcJ+l/G9trZmZmZmZmZmZmVrf+bKzcPy9/e+DTwKeAw/O004CdgY8BbwHOAP4sabOmZXwf+CqwJfAUcJYk5WnDgNuA9wJvBn4G/FrSrnn6H4GRwLsaC5O0PLAX8PuyDEvaGzgBOB7YNC/zREnva5r1GODSnPdf5u18GNgXeBNwNPA14GDMzMzMzMzMzMzM2kB/DhPxCPA/ERHAZEkbAkfkXrkfBcZExH/yvCdIehep0fizhWV8IyKuBpD0beBfwOuBGRHxMHBcYd7fSNolL/uqiHhG0qWkRum/5Xn2BuYCf67I85HAmRHR+PG7KZK2Ar7S9JlzI+Lkps9+s/B+eu7F/FHglIp1dSNpJKnxupuZjz/DyJELJNtSrioeHn78acdDh6qKiUeecBnRiari4ebJD7PiSo6HTuQywoqq4mHGY76O6FRVMfHQo46JTuQ6w5o5JqyoKh7unv4YK/leY6nQnz2Db8wNwQ03kBpydwQE3C1pVuMF/BewftMyJhbez8x/VwPIQzMcLWmipKfyMj4IvKHwmd8DH5A0PP+/P3B+RMypyPObgOua0v4FbNKUdkvzByUdloeyeCLn5UtNeenJ4cC05tcJPz9+IRZhS5HSePil46GTuYywotJ4OOO3v6w1U1YrlxFWVH4d8QvHQwcrjYkTHROdynWGNXNMWFFpPJz8q1/UminrO+reXttHC5XGA/+JiE8U0nYFrgQOIg0T8Wbg1aaPzo6IhyWNBa4GVo2IJ/Pnx5AC8G0RcYukr5B67H4RuBOYBfwfsFpEjM2fGQo8SuptfBVpKIfdCr2NDwJOiIgR+f+ngSMj4tRCvg8Fjo2IVfL/AXw4Is4vzPMR0lAXRwLXA88DnwP2jogxeZ5xwD4RsWnFPqvqGTyt7m/i5g/MUbNZc+bWnYX5Ro8Y0q97pUXP4NrjAWBQuwRFmxg2hH7fIS2+rW+LmLDu+jsmWvQMntYOPYPXGT2855kGwDMvtsfvu66x0rIuI9rAo89V9QUYeGNWGVZLGTHjsfa4jhg8yNcRRXVeRzz0aP0xMWSw46FZXdcRrjO6e21e37eVLIrll+3/my/HRM/aJR6g/2OiRc/gae3QM3jlEcvWnYW2sih1Rn8OE7GtJBV6B29H6t17A6ln8OsajbKLaEfgzxFxJkAeS3hD4NnGDBHxsqTzST2CR5Mahv/ZYpn35OWeWkjbEbi7F3m5qTC8BJKaezm3FBHPFvPeMLu5udw6QlU8vPRq+1RANrCqYqKNviOxAVQVD/c++lINubF24DLCiqri4cVXfB3RqapiYtbLjolO5DrDmjkmrKgqHmY+2x4dLWzx9Wdj8JrA8ZJOJP3Q2peB70bEFElnAadL+n+kH4FbGRgLPBARF/Zy+VOAj0jaEXgS+AKwLnB703y/J/VIXhc4OyLmtVjmccB5km4FLgd2JzUkf7AXeTlI0h7AVGA/0g/kPdPLbTEzMzMzMzMzMzPrV/3ZGHwWMBi4CQjSD6n9NE87GDga+CGwFvA0cDNpaIje+i6pgfcyYDZwel5n8/i+15CGh9iE1EhbKSL+JOkLpOEejgceBD4bEVU/ONfwa2Bz4GxSr+cLgB8Dh/R+c8zMzMzMzMzMzMz6T7+MGWx9Z/ar1H6A2mV42E4aM7jKS6+2xwnrMYO7G4ix/qrMmVt/GWELqism7n30pbaIB48Z3N1AjBlcxWVEl04aM7jKi6+0x3WExwzurs7riFkv1x8THjN4QXXFhOuM7tpljNiBGDO4imOiS7vEA9QXEzOfbY/xpjxmcHeLUmcM6o+MmJmZmZmZmZmZmVl7cWOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQcYUncGrDWp7hy0jxHDHK5mZq2MHL5M3VloKy/PnVd3FmoXUXcO2udaZqXlfH5MfWxW3VkAYKM1Vqg7C5YNGdwmJ6i1hTNvfbDuLABwwFbr1J0FAAYP8vkxrw0uJLY+5oq6swDAbd/ere4s1G7lEcvWnQXrI+4ZbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYBlujGYEnjJE3qo2WNl3RCXyzLzMzMzMzMzMzMrN0MqTsDi+lHwC/6aFkfBF7to2WZmZmZmZmZmZmZtZUlujE4ImYBs/poWU/3xXLMzMzMzMzMzMzM2tGADRMhaaik4yU9JmmOpBsl7ZinjZUUkvaQdKuk2ZKulbSWpJ0lTZA0S9JfJK1SWGa3YSIkvUXSVZKel/RC/tw787RlJP1c0kxJL0t6SNIPCp/tNkyEpFGSzpD0TM7PlZLeXJh+UM7TrpImSXpR0tWS1i3Ms7akiyU9LeklSZMl7dd/e9nMzMzMzMzMzMys3ED2DP4hsC9wCPAAcATwN0lvLMzzLeBw4DngbOBcYA7wKeA14DxgHPCFinWcDUwAtgHmAm/Jnwf4H2BvYD9gOrAWsFGL/J6ep+8FPAN8L+d3w4iYnecZChyVt2kOcAZwEvCePP1EYBjwTuD5HtZnZmZmZmZmZmZm1m8GpDFY0vLAZ4BDI+KvOe0wYBfgc8CVedZvRMS1efpJpPGAt4qI23LaGcA+LVa1DvCjiJic/5/aNG0KcG1EBPAf4PqK/L4ReD+wc0Rck9MOyJ/ZHzg5zzoE+FxE3Jvn+RFwmqRBETEvr/OCiJiQ55/WIu9mZmZmZmZmZmZm/WagegavDywDXNdIiIjXJN0AbEJXY/DEwmcey3/vbEpbrcV6fgKcLOlA4CpSQ2yjYfh04ApgiqTLgUuBy3KjbbM3AfOAGwr5fU7SnTm/DS83GoKzmXk7RwJPAz8DTpK0e87PRRFxa1nGJY3Mn+vmkSeeYeTIBZJtKVcVDw8//rTjoUO5jLCiqni498HHWcnx0JGqYmLm4y4jOlFVPFxz539YcSXHQyfydYQVVcXD8VdMYPgKK9WQI6ub7z+tyHXG0m+gxgxW/hsl04pprzanR0RzWmWeI2IcqbH2T8AOwERJh+RptwFjgK/lZZwBXCGpbHkqSSvL79yKaYPyOk8B1gVOAzYErpc0rmK5h5N6Dnd7nfDz41tkxZZipfHwS8dDJ3MZYUWl8fCbX/281kxZrVxGWFFpPJx1yom1Zspq5TLCikrj4co/nFprpqxWvv+0ItcZSzmlERP6eSVpmIingf+OiN/ltMGkYRvOJvWavRpYNSKezNP3Ac6LCBWWcxjw3YgYnf8fB+wTEZtWrPdXwGYRsUPJtG2BG4GNImKKpPHApIj4fB4mYgrdh4lYEXgIOCIiTpF0EHBCRIwoLHNs83Y0rfMrwBcjYs2SaVXfvEzzNy/tZ9iQll8YLLYW38y2RTwMUr9u/hKnv+MBXEYsaeoqI+598PFp7dAzeKXhy9SdBQAefW5OzzMNgDGrDKutjJj5eP1lRLtUGbNfea3uLMw3avjgWsqIa+78z7R26Bm80Ror1J2FtuLrCGtW13XE8VdMmNYOPYMP2GqdurPQVuosI9rh/nPrY66odf0Nt317t7qzMF9dZYTrjPa0KPEwIMNERMSLuWH2B5KeJH2r8CVgddKPrC32D6tJWg74EelH5qbnZe8I3JSnHwE8AtxB6oH8MdKPus0oye99ki4Gfi3pU8CzpB+Qe57UeN3bPP0MuIzUsLwisDtwd9m8EfFsXk83c5r7HltHqIqHl17t/y9vrD25jLCiqnh47PlXS+a2TlAVE7MdEh2pKh4mPPRCDbmxduDrCCuqioff3vRgDbmxduD7TytynbH0G6gxgwG+kv+eRvqG4XZg94h4RNJiNwYDrwGjSMM/vA54CvgLcGSe/gLwZeCNpOEcbgf2iIiXKpZ3MHA8cAkwjDTe8e4RMXsh8jSI9CN4a+f1XwX8v4X4vJmZmZmZmZmZmVmfGJBhImzRzZlbOs6y1WwgHtUp89Kr7XHCepiI7uqKB3AZ0a7qionHnm+P7hseJqK7gRgmosrsV+svI9qlyuikYSKqTHjohdrjATxMRDNfR1izumLitzc92Bbx4GEiuquzjGiH+08PE7GgumLCdUZ7WpR4GKgfkDMzMzMzMzMzMzOzGrkx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDKCLqzoO1sOnXr6j9AN0y7t11ZwGA1T9xZt1ZmO+5sw9QHetd7p3fqT0eAJ654ht1ZwGAVfY7re4sAPDi+QfXEg8Ay23x+dpj4pl/n1B3FgBY73MX1p2F+Wb++oO1xMRXL51SezwAjNttw7qzAMD+v7u17iwAcMEhW9VWRqz2yT/WHhP/+fW+dWcBgN1+fl3dWZjvmiPeXktMrHzA2bXHA8DM0z5WdxYAGPW2z9edBQBm335CfdcRe/269ph45oJP150FoH3iAeqLieX2Prn2eAB45rxD684CAG/41B/rzgIAj5+6b31lxI7fqD0mnhn/nbqzALiMAHj7cdfWHg8AV33pHXVnAWifmFiUeHDPYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDuDGYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw5Qa2OwpJC0T9X/JfOPyfNsPTA5NDMzMzMzMzMzM1s6DKk7AwvpIWAN4Mm6M2JmZmZmZmZmZma2JFmiGoMj4jXg0brzYWZmZmZmZmZmZrak6ddhIiTtLulaSc9IelrS3yW9aTGW122YCElj8/97SLpV0uy8vrUk7SxpgqRZkv4iaZXCct4m6XJJT0p6XtK/JG3ftK4NJf1T0hxJ90raMy/roMI8r5f0h7x9z0j6q6Q3FqavLenivO0vSZosab9F3X4zMzMzMzMzMzOzRdXfYwYvDxwPbAOMBZ4D/ixp2T5ez7eAw4FtgVHAucA3gU/l9b4ZGFeYfwXgTOAdOW93AJdKGg0gaRBwETAX2A44CDgGGNpYgKThwNXAHGBnYHvgEeDKPA3gRGA48M6ch8OBZ/tus83MzMzMzMzMzMx6p18bgyPigvy6LyImAgcD65IaYPvSNyLi2ryOk4AdgC9HxE0RcQtwBqlBtpGvf0TEmRFxT0RMBr5AatTdPc/ybmAj4BMRcUdE3AB8ie7DauwHCDg4Iibm5XwaGAG8N8+zDvCviJgQEdMi4m8R8beyDZA0Mvd87vZ6bc6sPtlBtmSpiod4dXbdWbOaVMbE3JfrzprVoCoe5sx6vu6sWU2qYmLeyy/WnTWrQWU8vOJ46FTV15Yv1Z01q0FlPLzieOhU1fcac+rOmtWgKh7mzn6h7qxZH+nvYSLWl3S2pPslPQ88ltf5hl589rI8LMMsSXf1MPvEwvvH8t87m9JWKyx7NUm/ljRF0nPAC3l6I18bAzMj4uHCMv4NzCv8vxWpYfuFRj5JPZ9HAevneX4GfF3SDZK+K2mrFttwODCt+fXUzRf2sOm2lCqNh7kzbqg1U1ar8ph4YkKtmbLalMbDLRefUWumrFalMTH7rktrzZTVpjQeXr6ntE+CdYby64j7r6o1U1abini4stZMWa3KY2LmTbVmympTGg8zrz2v1kxZ3+nvH5D7M/Awqcfsw6RhF+4GejNMxKHAcvn9qz3MW5weABHRnFZs+D4DWJ3U23c68DJwVSFfaiynhUGk4SXKxgB+OufhFEl/B/YE3gVcL+n7ETGu5DPHA6c3J66yzQen9ZAPWzqVxsOQtbZ3PHSu8phYdTPHRGcqjYet9zrQ8dC5SmNiuTfv6ZjoTKXxMPRNuzseOlf5dcT6uzomOlNFPLzL8dC5ymNizW0dE52pNB7WfMeHHQ9LiX7rGZx/sO1NwP9FxJURcQ9prN5eNUBHxMMRMTW/Huzj7O0I/CIi/hoRd5F6Bq9RmH4P8HpJaxbStqb7/roN2AB4spDPxuvpwnbMiIjfRMS+dI1jvICIeDYipje/Bg8b0TdbbEuUqnjQMsv1/GFbKlXGxJChPX/YljpV8TBsxIp1Z81qUhUTg4YuX3fWrAaV8bCs46FTVV9bDu/5w7bUqYyHZR0Pnar6XmNY3VmzGlTFw5DlVqg7a9ZH+nOYiGeAJ4H/lrSBpJ1J4/nO7cd19tYU4OOSNpH0NuAPwCuF6VcA9wJnSNpM0nbAT0h5b/QYPos0/MTFknaWtK6knST9WNIbAST9TNLuktaTtDlpTOK7B2YTzczMzMzMzMzMzLr0W2NwRMwDPgK8FZgE/BL4BmlIhrodQvqht1tJDcGnkoaLAObnfW9gKHAzaViJ75EagufkeV4CdgIeAM4DJuf5RpEawiHt31+QGoCvIDUeH9ifG2ZmZmZmZmZmZmZWpl/HDI6IfwCbNiWPKExX0/yihYiYThrPt/H/+OL/Oe38krSTSL2SG/9PALZtWvyZTZ+ZQmrsBUDSZsAywNTCPI8BB7fI7xdabY+ZmZmZmZmZmZnZQOnvH5BbYknaG3gRuA8YQxomYgJprGAzMzMzMzMzMzOzJYobg6utABwLrE0a9mE88KWIiFYfMjMzMzMzMzMzM2tHbgyuEBG/A35Xdz7MzMzMzMzMzMzM+kK//YCcmZmZmZmZmZmZmbUPNwabmZmZmZmZmZmZdQA3BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUARUTdebB+JGkkcDhwfEQ863y0Rz7q0i7b73y0j3bZB85He2iX7Xc+2ke77APnoz20y/Y7H+2jXfaB89Ee2mX7nY/20S77wPloD+2y/c6HG4OXepLGANOAdSNiuvPRHvmoS7tsv/PRPtplHzgf7aFdtt/5aB/tsg+cj/bQLtvvfLSPdtkHzkd7aJftdz7aR7vsA+ejPbTL9jsfHibCzMzMzMzMzMzMrCO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MXjp9yzwrfzX+WiffNSlXbbf+Wgf7bIPnI/20C7b73y0j3bZB85He2iX7Xc+2ke77APnoz20y/Y7H+2jXfaB89Ee2mX7Oz4fioiBXqeZmZmZmZmZmZmZDTD3DDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MbhOSTpX0uKRJhbQPS7pL0jxJWxfS3y3pVkl35r+7FKZtldOnSvq5JOX0lSVdIem+/HdUTh8l6SJJEyXdLGnTwrJGSjpf0mRJ90jaPqd/J89/h6TLJa2Z0/fP6RMlXS9ps8Kypud83SHplhb74SBJ5zSljZb0hKShksY39oWkQ/IyJ0qaJGmvRdjvpXmWtFHOa+P1vKTD87Rxkh4uTNtzYde7kHksi42q47mSpD9LmpBj5+DCZ96Qj9c9ku6WNCanny5pWmF7Ns/pXy6kTZL0Wl7v2pKuzsu5S9IXS/J8pKSQNDr/P1bSc4XlfbMwb2mclSxzsWMjb+s+Lfb1WZLuzZ85VdIyOX2xY3txVcRBu5YRpfnK094q6YY8/U5Jw1rlq2Q/uIzoylu/lg2F6b+QNKvw/zqSrsr7ZLyktXL6O5v2yRxJH8jTdpF0Wz4OZ0gaktOVj/fUvLwtC+v5Yc7rPT3ExOmSPt2U9gFJl+b3s/LfQXk5k3Jc/FvSuouw34/LMT8xnxsjc/r+Tds/T13l6XilsqUxbbWFXe9C5K+WOiNPG5vT7pL0z5zW6lzZTKk8uDPnY8XCsmovK7TodUar/fpaYV9c0tPx7At1xkSe/ra83fsU0krP76rjK+ncwvKnS7ojp1fWdyX7YbHLirzu0Quzr3vI/xhJswvTTqpatpmZmVmfiQi/2uAF7ARsCUwqpL0J2AgYD2xdSN8CWDO/3xR4uDDtZmB7QMBlwB45/YfAV/P7rwLH5vfHAcfk9xsDVxWWdQZwaH6/LDAyv1+xMM//ACfl9zsAo/L7PYCbCvNNB0b3Yj+sCDwJDC+kHQackt+PB7YG1gLuB1bK6SOAdRdhv1fmuTDPYOBRYJ38/zjgyJpjo+p4fq3wflXgaWDZwr57d2F/Dc/vTwf26SEP7wP+kd+vAWyZ368ATAE2Kcy7NvB34MHGMQfGAn+pWHZpnPVHbPS0rcCepHNHwDnAZ/oqtvspDtq1jKjK1xBgIrBZ/n8VYHCrfPVHHCzkfm/bMqIiJvqsbMj/bw2cCcwqpJ0HHJjf7wKcWZK3lfM6hpO+eH4I2DBP+zbwycI5d1k+7ts19m/e79flfTsYuAEYW7Ef3gNc3ZT2B+CA/H5W/vtR4HxgUP5/rcaxXcj9vhswJL8/trFfm+Z5C/BA4f/xFM6FJTkuqChHgZHA3cAb8v+r9eJc+Tewc35/CPCd/L4tyoqqbS0sr6rOaLVfZ1Utb2mLicIx/wdwaWMeWpzfvTm+wI+Bb+b3lfVdyecWu6yghzq/bF/3kP8xreb1yy+//PLLL7/86o+Xewa3iYi4hnTBXUy7JyLuLZn39oiYmf+9CxiWe7msQWqovSEiAvgd8IE8316khhvy30b6JsBVebmTgTGSVs+9c3YCTsnTXomIZ/P75wvZWR6InH59RDyT028kXTwv7H54HriG1PjYsB/pJqtoNeAFYFb+3KyImAbze2Adr9SLb5KkbVqsrzd53hW4PyIeXNjt6QtlsUH18QxghdyTZkT+3FxJm5AaL67Iy5wVES8tRDY+Sj4GEfFIRNyW378A3AO8vjDvT4H/zXlpqVWcNeuL2OhJRFwaGemGdK2cvtixvbiWsDKiNF+kRrSJETEhz/dURLzWQ76at81lRNbfZYOkwaQvA/63aR3zYwK4Oq+z2T7AZXlZqwAvR8SUPO0K4EOF/P4un3Y3AiNzPAQwjPQlw1BgGeCxil1xJbBx/hyShgPvAv7UNN8awCMRMS9v64zGsZU0S9KPlXovXyVp1Yp1ERGXR8Tc/G9VTMwvMwdajXXGx4ALI+I/+TOPl8zTfK5sRDqfoXtctEVZ0ZOqOoOK/dqbZfaHmq8jvgBcABTjofT87s3xzfnal65rktL6riIvi11W9KRiX1fm38zMzKwObgxe8n0IuD0iXiY1yM0oTJtBVyPd6hHxCKTGPNLND8AE4IMAuUFkHdLNzHrAE8Bpkm6XdLKk5RsLlvQ9SQ8B+wPzH/kv+CSpR0dDAJfnR/g+1cM2nUO6YUNpCIoNSQ0ORRNIDQPTJJ0m6X1N05ePiB2AzwKn9rC+qjw3lN08fl7pcdJTlR+tHGBVx/MEUq/MmcCdwBfzzcyGwLOSLszH87jc0NPwvbw9P22+ico3S7uTbuZomjaG1Cvnpvz/+0m9ciaU5Hl7pcdOL5P05pzWMs5K9EVs9EjpUd8DgL+VTF6c2K5DLWVEhQ2BkPT33OjWaGRsla8yLiOq9WXZ8HngksbyCibQ1Wi3N6nhaJWmeYr75ElgGXUNGbIP6QkCSMf5ocLnZgCvj4gbSMf0kfz6e0TcU7bBEfEacCGpgQXg/aTefy80zfpH4H35UewfS9qiMG154LaI2BL4J3BM2bpKHEJ5THyEBWPitLzub+QGoYE0EHXGhsCo/GXLrZI+UZKP5nNlEul4AXyYrrhop7KiRyV1RtV+hdRYeYukG5WHUalJv8eEpNeTyohuQx+0OL97c3zfATwWEfeVbFOxvltAH5UVi6ss/+vmffpPSe/ow3WZmZmZlXJj8BIsN6gdCzTGPyu7ueypd+YPSDdvd5B6b9xO6r0yhPSY268iYgvgRdJjhGmhEUdHxNrAWaQGg2K+3klqNPlKIfnt+SZ7D+BzknZqkae/ADsq9TzcFzg/X8B3bVT6f3dSo8IU4KeSxhVmafQYuQZYUXlMxyoVeUbSsqSbhfMKyb8C1gc2J93E/LjVsgfYe4A7gDVJ+Tsh78chpBuQI4G3kRryDsqfOUYr6TUAACAASURBVIr0+P/bSI92f6X7InkfcF1EdOvpImkEqYH48Ih4PjcaH035lwO3kR4L3gz4BV29cFrGWYm+iI3eOBG4JiKuLSb2QWwPqDrLiApDgB1JXyLtCOwtaddFyJfLiIW3UGVDbjj7MOl8bXYksLOk24GdgYcp9HpU6nX3FtJwMeQefvuRjsHNpF6YjflLj72kDUgNUmuRGoN26eHcmt/oR3njPBExg9QT9ShgHnBVjj/y/+fm978nxWdLko7O23FWU/q2wEsRURwzdP+IeAtpX7+D1HDYDvqyzhgCbAX8V17uNyRt2FhRxblyCKncvJU07NArhWW1S1nRG811RtV+hTSMxtakntTHS1p/IdfV3/oyJo4HvtK8z1uc3705vqW97kvquyqLW1Ysrub8P0KKiS2AI4CzC7FiZmZm1i/cGLyEUvrBnouAT0TE/Tl5Bt0fV12L1LMDuh6/a9yoPw7pMcqIODgiNgc+QRofblpe1oyIuCl//nxSw0+zs+nqIYaktwInA3tFxFON9MYjfPmx0YuAVo9lzyb1rtmbigv1PF9ExM0R8f0834eKk5tnr1pfVZ6zPUi9xeY/nhwRj0XEa7mnzG9bbUs/Kj2ewMGkx3QjIqaSjuXGpON5e0Q8EOnx5j+Rj2ekYR8i96Q5jQW3Z4FjkHtBXQCcFREX5uT1gXWBCZKmk+LvNkmvy3HWeAT3UlIvwdH0Ps7In+2L2GhJ0jGk8+CIpvTFju2B1EZlRNEM4J8R8WSkx4svzZ9pla8FuIxoqa/Khi2ADYCp+XweLmkqpJiPiA/mxoujc9pzhTzsC1wUEa82EiI99v2OiNiG9Oh+o1fcDLp6g0LXsd8buDHSo+izSL1vt2ux3dcBayj9wN8OpNhaQES8HBGXRcSXgf+jYogBeviSRNKBwHtJjbzN8y4QkxHxcP77AqneHOhyYiDqjBnA3yLixYh4knSc5//YJuXnyuSI2C0itiLts2JZ1S5lRUsVdUbVfi3WGQ+QxuDty16nC2MgYmJr4A+5DNkHODH3hq46v1seX6UfnvwgXV/cNNLL6rsqfV1W9FpZ/vN6nsrvbyWdAxuWL8HMzMysb7gxeAmUe7D9FTgqIq5rpEd6zO8FSdvlR1A/AVycJ18CHJjfH9hIlzQy99YBOJTUs+X5iHgUeEjSRnnarqQfhkHSGwvZeT8wOae/gfT43QHRNTYkkpaXtELjPWkswG6/slziHNKN1eqkMRmb98GaKvzqPKn3SnG8zo/k+XYEnmtqqCgupzTPBQv0QGncPGV792Jb+kPp8QT+QzpWSFqd1LPlAdKP9IxS1ziYu9B1PBs3gyLd7BR/bXwlUs+/iwtpIo0Te09E/KSRHhF3RsRqETEmIsaQbuq2jIhHJb0uf64x1MAg4KlWcdbC4sZGJUmHknpFfTS6Hunt69jud3WXES38HXirpOH5pnhn4O4e8lXFZUS5PikbIuKvEfG6wvn8UkRskD8/WlLj+uEoFhxmo2yfrJb/DiX1Gmw8Nn4J8Akl25GOxSM5vztLGpK/fNqZND55qdwg+0fS2KeXRsSc5nkkbZl7PJPz/1a6YmIQqbEKUo/Nf1WtS9LueRveH01jpublfpj0o1SNtCH5y6/GF2nvZeDLiYGoMy4G3pG3dziwLd2PWau4GAR8na64aKeyolJVnUHFfpU0Sl1DKIwG3k7P5WZ/6feYiIh1C2XI+cBnI+JPVJzfvTi+7wImR+q5S15naX1XpQ/KisVRlv9VlYfbkLQe8EbS/jYzMzPrP9EGv2LnV0C6WXkEeJXUiPZJUiPCDOBl0nh2f8/zfp30SPYdhddqedrWpIvw+0njvimnr0L6wZ/78t+Vc/r2OW0yqcFjVCFPmwO3kH7R+090/ZLyBXkdE4E/k8Z3hNRz7plCnm7J6euRxuSbQPpxj6N7sT+GkMYj/UFT+vi8jeuQfp16cl7XFcD6hXm+D1yf87lNi/WU5jlPGw48Rf6F8UL6maRx9CaSbqbWqCE2qo7nmsDlOX+TgI8XlvPunOc7Sb/83fh18H8U5v89MKLwmYOAPzTlZ0dSr7mJhf22Z0m+p5N/cZs0lMhdOQZuBHboKc76KTZOp/Uvw88lnTuN7Wr82nefxXaHlBGl+crTPp731STgh4X00ny5jKivbGha16zC+33y8qfk/TO0MG0MadiIQU2fP47UMHgvaWiZRrqAX+bjfiewdU4fDPw6f+Zu4Ce92B9bkMqm3cvyThoK4Na8/ZNIjdjDGvMA38nT/wGs2mI9U0njHDdi4qTCtLGkHo/F+ZfPy51Iiv2fAYMHuKwYqDrjy/l4TWo6zlXnyhdzHE0hDUmjwrR2KCtOZ9HqjNL9SuqJeiepzrgT+GR/xUG7xEThs/P3JS3O71bHNy/jsKblVtZ3/VRWTCdf2/R2X/eQ/w/x/9m783C7qvr+4+8PCYRBISAKlKihKpX6q1otVlpSQKxjW0trneqAVkUFFRXbKoJxbItQwRFBZFCpU+vEUAckGhxwQFCKDCoBA2EOc0gY1u+PvW/Y7Jxzk5vce/fh7vfrec5z7tl77bW++/DNSvhmZe17/3x0DvDX05ETvnz58uXLl69+v8aKANKMkWQRcFAp5addxyJp9DhHqC3JraWUB3QdhyRJkiRNNbeJkCRJkiRJkqQecGWwOpPko1T75TUdVUo5fgrGejnVP0dt+n4pZf/JHksbbqpzI8mXqR521/QvpZRvTEb/mhzOEWpLcjYwp3X4JaWUX07BWNOWf9ow/p6htqmcK5KMbbHRtndZ8yGjkiRJI8disCRJkiRJkiT1wOyuA5AkSZIkTa8kc4BdqR56d3fH4ehes4AdgJ+UUlZO16Dmw8jqJB/AnBhhzhFqWq98sBg84n5zzYrOl27vuM1mXYcwcjadTboY96qb7+w8HwDmbr5x1yGMlK7yAeBnS27uPCcuXn5L1yEA8Pjt53Ydwmq77LBFJzlx9YjMEVuNyBxx+XW3dx0CADtvv3lnc8QddzESOaH76ur3DfPhvm65466uQwDgwQ+Y3dUcsSuwuKOxtXYLgLOmcTzzYbRNdz6AOTHqnCPUNKF8sBgsSZIkSf2zDGDx4sXMmzev61hUW7p0KQsWLID6v880Mh9GUIf5sHpMc2K0OEeoaX3zwWKwJEmSJPXP3QDz5s1j/vz5HYeiAab7n2GbD6Oti3+Wb06MNucINU0oHzaaqigkSZIkSZIkSaPDYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBUyTJnklKkm27jkWSJEmSJEmSLAbXkixK8pGu45AkSZIkSZKkqWAxWJIkSZIkSZJ6wGIwkOQEYA9g/3prh5LkEUmOS3JpkhVJLknyz0k2alz3R0nOSHJzkluSnJdkryFjzEny5STnJHnINN2aJEmSJEmSJAEwu+sARsQbgZ2BC4G318eWA1cAzwOuBZ4EHANcDxxXtzkZOK8+dxfwR8Ad7c6TbAl8lar4vmcp5eapuhFJkiRJkiRJGsRiMFBKuSnJKuD2UspVjVOHNn5ekuQJwAu5txj8cODwUsqF9edfD+j+wcBnqAvLpZQ1isUASeYCc9vHz7n4Srbcao3DmuGG5cOFl13DVnPNhz4alhNnnncZD9zSnOibYflwkXNEbw3LiWXXLmeuOdE75oPahuTEvC5iUffMB7WZE2oyH2Y+t4kYR5LXJPlpkmuT3Aq8CXhYo8l/Ap9M8p0kByd59IBuvgksBf5uWCG4diBwaft1/DE+066nBubDsR//UKdBqVMDc+LkT32806DUmYH5cIxzRJ8NzImPfOjIToNSZ8wHtQ3KicWdRqQumQ9qMyfUZD7McCmldB3DSEiyCDi/lHJA/fn5wInAQcAPgJuB/YF9SinzG9c9Cngm8HTgL4HXlFI+lWRP4EzgaKqtJp5aSvn5OOMPWxl8adcrg3fcZrNOxx9Fm84mU9n/OCuDLx2FVX9zN9+46xBGylTnA4y7MvjSrlcGX7z8lk7HH/P47bv/tTFmlx226GSOuGhE5oitRmSOuPy627sOAYCdt9+8szli2bXLL3Ul6Ojp6s8R5sN93XLHXV2HAMCDHzC7qzliHrD40ksvZf78+VMdgtbRkiVL2GmnnQB2KqUsmYoxzIf7j+nIBzAn7k+cI9S0vvngNhH3WgXManzeHTi7lLJ6aW6SR7QvKqVcAlwCfCjJx4FXAp9qNDkEuAH4dpK9SynnDhq8lHIjcGP7+G+uWbEet6L7u2H5cNXNd3YQjUbBsJz42RK3IO+jYflwtXNEbw3LiRGpdWmamQ9qG5QTyZTXoDWizAe1mRNqMh9mPovB91oCPCnJfOBWqv1/903yzPrnFwB7UD1YjiSbAYcDX6yv3Y66gNzuuJRycKpfOWMF4fOm+F4kSZIkSZIk6T7cM/heh1OtDr4AuBY4HfgCcDLwE2A+cESj/d3A1lRbSVwEfBn4IfDmQZ2XUt4OHAuckeRxU3IHkiRJkiRJkjSEK4NrpZSLgd1ah/+pfjW9u26/CnjROP0tgvvuB1dKeRvwtg2NVZIkSZIkSZImypXBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeqB2V0HoPFtt9WmXYegEbLlZv6SbTrvspu6DgGAP33EVp2N/Zh5W3Y29ijFAHDX3aXrEDq31eYbdx3CSHnYtpt3HULn7r6n+18XszZK1yEAsOzGO7oOYbWdtvXPd6NgzmzXxUiSpP7xT0CSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6YkmJwkkVJPrIB1++ZpCTZdjLjGjDOvkluncoxGmMtTHL+dIwlSZIkSZIkSW19Xxn8eeD3uw5CkiRJkiRJkqba7K4D6FIpZQWwYkP6SLJJKWXVJIUkSZIkSZIkSVNiKlcGz05yVJLl9esDSTaCqoCa5D+SLE1yW5KfJHn6gD4el+TsJLcn+WmSJ4ydSPKgJP9V97Eiyf8leXnj/H5Jrk5yn4J3kpOTfLX+eY1tIurrfp1kVf3+qtb5kmT/JP+T5Dbg/UlmJTkuyaV1LJck+eex+5UkSZIkSZKkrk1lsfIf6/53A/YDXg0cWJ87HtgDeBHwR8CJwNeTPK7Vx78B/wo8Abge+GyS1Oc2Bc4B/gp4DHAU8Ikke9fnvwDMBZ461lmSLYDnAJ8ZFHCSfYCPAEcC/6/u82NJ/rrV9J3AaXXsH63v8wrgecAuwMHA24GXI0mSJEmSJEkjYCq3iVgGvKGUUoALk+wMvLlelftCYH4p5fK67UeSPJWqaPy6Rh+HlFLOBEjybuAsYEdgaSnlCuADjbbHJHlK3fcZpZTlSU6jKkr/b91mH+Au4OtDYj4I+HQpZezhdxcneSLwL61rPl9K+WTr2kMbPy+pVzG/EDhuyFiSJEmSJEmSNG2mshj8o7oQPOaHwHuA3YEAF9y7yBeAOcB3Wn38ovHzlfX7Q4ClSWZRrRp+PlWBeA6wCbCocc1ngBOSbF5KuZ2qMPylUsodQ2LeBfhU69hZwN+0jv20fWGS1wCvBB4ObAZsDFw2ZJw1JJlLtZL5Pn531Q3MnbvGYc1ww/LhimvMh74alhPLrl1uTvSQ+aC2YTmx9Gp/3+gj5wi1DcmJeV3Eou6ZD2ozJ9RkPsx8Xe1pW4Bdgcc3XrsAr2i1u7N1Ddwb80HAW6hWB+9d9/EVqoLwmFOoVgI/J8lDqLaMGLhFxIBxxjt2W/NDkudTbS1xAvD0OpaPtWJZmwOBS9uvj334yAl0oRlkYD589EPmQ48NzImPmBN9ZT6obfDvG/45oq+cI9Q2KCcWdxqRumQ+qM2cUJP5MMNN5crgP02SxurgJ1Ot7v0h1crg7ce2gFhPuwNfL6V8GqDeS3hn4MaxBqWUlUm+RLUieFvgKuC74/T5q7rf5urg3YEL1iGWsxvbS5DkEet+K8C9xeT7eN3rD7x0gv1oZhiYD/u/wXzosYE5cYA50Vfmg9oG/77hnyP6yjlCbYNyYh7+z31fmQ9qMyfUZD7McFNZDP494MgkH6N60NpbgfeWUi5O8lmq7RveQvUQuG2APYHfllL+Zx37vxh4fpLdgeuA1wM7AT9vtfsM8O363MmllHvG6fMDwBeT/Az4JvAMqkLy361DLPsmeSbwa+AFVA/IW76O90Ip5UYahewxt64ctFBZM92wfLj9TvOhr4blxB13dRCMOmc+qG1YTty2yt83+sg5Qm2DcqK1ZZ96xHxQmzmhJvNh5pvKYvBngVnA2VTbLBwHfLA+93LgYOAwqr9duAH4MTCRlcLvpSrwng6soPpbi88Cf9hq9z3givr4C8brsJTylSSvp9qC4kiqPX9fV0oZ9sC5MZ+g2hriZKpVz/8NHMGa215IkiRJkiRJUiempBhcStmz8fGAAefvBBbWr0HXL6IqqjaPLWkeK6UsZ+0rdqm3qZg/5NwJtJa+l1KOBo4ep781/jqklLIK+Kf61fTuRpuFDLlfSZIkSZIkSZpqXT1ATpIkSZIkSZI0jSwGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPWAxWJIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwZIkSZIkSZLUA7O7DkDjW37bqq5D4MFbzuk6BNVuW3l31yEA8MBNR2PqeNzDt+o6hM7dvOLOrkNgy8027joEAK5YvqLrEFb7g+037zoECYCVd97TdQhsPmdW1yEAsMPcTbsOQSNmk9mui5EkSf3jn4AkSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSeuB+XQxOsjDJ+ZPU16IkH5mMviRJkiRJkiRp1MzuOoANdDjw4Unq6++AOyepL0mSJEmSJEkaKffrYnAp5Vbg1knq64bJ6EeSJEmSJEmSRtG0bRORZE6SI5NcneSOJD9Ksnt9bs8kJckzk/wsyYoki5PMS7JHkvOS3JrklCQPavR5n20ikvxRkjOS3Jzklvq6vepzGyf5UJIrk6xM8rsk/9649j7bRCTZOsmJSZbX8Xw7yWMa5/etY9o7yflJbktyZpKdGm0emuSrSW5IcnuSC5O8YOq+ZUmSJEmSJEkabDpXBh8GPA94BfBb4M3A/yZ5VKPNu4ADgZuAk4HPA3cArwbuBr4ILAReP2SMk4HzgCcBdwF/VF8P8AZgH+AFwBJgHvAH48R7Qn3+OcBy4H11vDuXUlbUbeYAb6vv6Q7gROBo4On1+Y8BmwJ7ATevZTxJkiRJkiRJmjLTUgxOsgXwWuCVpZRT62OvAZ4C7A98u256SCllcX3+aKr9gJ9YSjmnPnYi8Nxxhno4cHgp5cL6869b5y4GFpdSCnA58IMh8T4K+Btgj1LK9+pjL6mv+Ufgk3XT2cD+pZSL6jaHA8cn2aiUck895n+XUs6r2186znc0F5jbPv7L317FVlutcVgz3LB8uOR317LVXPOhj4blxMWXX2NO9NCwfFh27XLmmg+9NCwnfrv0OueIHnKOUNuQnJjXRSzqnvmgNnNCTebDzDdd20Q8AtgY+P7YgVLK3cAPgT9stPtF4+er6/dfto49ZJxx/hP4ZJLvJDk4yaMb504AHg9cnOSjSZ6dZNj97wLcU8c3Fu9NdSzNeFeOFYJrV1Ld59gvmqOAdyT5YZL3JnniOLEfSFUsvs/ruKMn6/l4up8ZmA+f+NiHOg1KnRqYE8eYE301MB8+8qEjOw1KnRqYE0d/9KhOg1JnnCPUNignFncakbpkPqjNnFCT+TDDTVcxOPV7GXCueezO9vFSSvvY0JhLKQupirVfAf4M+EWSV9TnzgHmA2+v+zgR+NaQgnAGHBsU711Dzm1Uj3kcsBNwPLAz8IMkC4f0e2Td9j6vf3rNsB0xNMMNzIf9XveGToNSpwbmxKvNib4amA8HvOHAToNSpwbmxGv2f2OnQakzzhFqG5QTCzqNSF0yH9RmTqjJfJjhpmvP4F8Dq4DdqfYLJsksYDeqfX4nTSnlEuAS4ENJPg68EvhUfe4Wqn2Hv5jkBOBHwCOpto9ouoCqoLsbMLZNxJZUexAfP8F4lgLHAMck+RfgjVT7Hrfb3Qjc2D7+uxtWTmQ4zRDD8uHaW9t//6C+GJYT19xy54DWmumG5cMdThG9NSwnbrjt7g6iUdecI9Q2KCeS8da/aCYzH9RmTqjJfJj5pqUYXEq5rS7M/nuS66iWmL8J2I7qIWsb/GC1JJsBh1MVe5fUfe8OnF2ffzOwDDiXagXyi6ge6rZ0QLyXJPkq8Ikkr6b6RfC+uv06F6+THAWcTlVs3hJ4BlWhWZIkSZIkSZKm1XStDAb4l/r9eKo9dX8OPKOUsizJBheDgbuBram2f9geuB44BTioPn8L8FbgUVTbOfwceGYp5fYh/b2camn814BNqfY7fkYpZcUEYtqI6iF4D63HPwN4ywSulyRJkiRJkqRJMW3F4FLKSqpNqNfYrKyUsojWPr2llC8NOHY0cHTj80LqLRdKKauoVvsOG/9Y4Nhxzu/Z+rwceNk47U+geijd0PsopbjhryRJkiRJkqSRMF0PkJMkSZIkSZIkdchisCRJkiRJkiT1gMVgSZIkSZIkSeoBi8GSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPTC76wA0vj/55691HQKXHf0PXYcAwNZ/+sauQ1htxc+O6mTch734U52M27b8S6/uOgQAnvnRH3QdAgBnvvHPOhv7z9717c7GHvPfb9y96xAAeO6Hvt91CKtd8oFndDLujq/4r07GbbviUy/sOgQA/uKwRV2HAMCP375nZ2Pv+Df/0dnYY5Z/4+1dhwDA1k9/f9chrLbijG6+k62f9YFOxm37whEv7ToEAJ538P90HQIAK7722q5DkCRJPeLKYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD3RaDE5Skjx32OcB7efXbf5keiKUJEmSJEmSpJlhdtcBTNDvgB2A67oORJIkSZIkSZLuT+5XxeBSyt3AVV3HIUmSJEmSJEn3N1O6TUSSZyRZnGR5khuSfCPJLhvQ3322iUiyZ/35mUl+lmRFPd68JHskOS/JrUlOSfKgRj+7JvlmkuuS3JzkrCS7tcbaOcl3k9yR5KIkz6r72rfRZsckn6vvb3mSU5M8qnH+oUm+Wt/77UkuTPKC9b1/SZIkSZIkSVpfU71n8BbAkcCTgD2Bm4CvJ9lkksd5F3Ag8KfA1sDngUOBV9fjPgZY2Gj/QODTwII6tnOB05JsC5BkI+DLwF3Ak4F9gXcCc8Y6SLI5cCZwB7AHsBuwDPh2fQ7gY8DmwF51DAcCN07ebUuSJEmSJEnSupnSbSJKKf/d/Jzk5cDNVAXYsyZxqENKKYvrMY4GPgw8sZRyTn3sRGD1g+lKKd9pxfV64O+BZwCfAf4S+APgaaWUK+o2bwK+37jsBUCAl5dSSt1mP+Aa4K+ALwAPB/67lHJefc2lk3jPkiRJkiRJkrTOprQYnOQRwHuoVuw+mGol8kbAw9bh2tOpVu4CXFZKecw4zX/R+Pnq+v2XrWMPafT9kDquvYDtgFnAZo24Hg1cOVYIrv0EuKfx+YnATsAtSZqxbA48ov75KODoJM8AzgC+XEr52aAbSDIXmNs+vu2Lj2ejOVsMukQz2LB8mPOsD5KNNx9whWa6YTkxf/8vMGvTB3QQkbo0LB/mPv9YNtrE3zP6aOjvGwveQTberIOI1KWh+bDnu8yHnhqSE/O6iEXdMx/UZk6oyXyY+aZ6m4ivUxWB96MqCP8x1dYL67JNxCuBx9evZ62l7Z2NnwtAKaV9rHmvJwK7Am8C/qweY2kjroz1M46NqLaXeHzrtTPwiTqG46gKxsfXx3+QZOGQ/g6kWjl8n9ft/3fqWsLQDDUwH+76zRmdBqVODcyJm875SqdBqTMD8+GOX53eaVDq1ODfN373g06DUmcG58PlizsNSp0alBMmRH+ZD2ozJ9RkPsxwU7YyuH5g2y7A/qWUM+tjT1jXMVurcifb7sAbSimn1nFtB+zQOP8rYMckv1dKubI+9ifct6B8DvBC4LpSytB9gEspS4FjgGOS/AvwRu67f/GYI4ET2gc3f8yz3Vqinwbmw+xH7G0+9NfAnNjqCX9rTvTTwHzYdJdnmg/9Nfj3jYf+mTnRT4Pz4WELzIf+GpQT8/B/7vvKfFCbOaEm82GGm8ptIpYD1wGvSvI7YEfgA1Qrg7t2MfDiJGdTPeTuMGBV4/y3gIuAE5McRLWFxH9SxT62YvizwEHAV5McClwOPBR4DnB0KeWSJEcBp9fjbUm1J/EFgwKqC8prFJW3e+UXN+xOdb80LB82+9tjOohGo2BYTjzyIFeC9tGwfHjQS/+rg2g0Cob+vrH3+zuIRl0bmg9P+0AH0WgUDMqJ1lZ36hHzQW3mhJrMh5lvyraJKKXcAzwfeCxwPvBR4BBg5VSNOQGvAB4A/Az4HPApYMnYyTr2fYA5wI+ptpV4H1Uh+I66ze3AXwC/Bb4IXFi325qqEA7V9/thqgLwt6j2Ln7ZVN6YJEmSJEmSJA0ypQ+QK6V8B/h/rcMPaJxPq/24f9VQSllCtZ/v2OdFzc/1sS8NOHY0cHTj83lUexg3fbp1zcVUxV4AkjwO2Bj4daPN1cDLx4n39ePdjyRJkiRJkiRNlyktBt+fJdkHuA24BJhPtU3EeVR7BUuSJEmSJEnS/YrF4OEeCPwH1T7Ay4FFwJtKKWW8iyRJkiRJkiRpFFkMHqKUchJwUtdxSJIkSZIkSdJkmLIHyEmSJEmSJEmSRofFYEmSY0Z5KQAAIABJREFUJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQd8gJwkSZIk9c8sgKVLl3Ydhxoa/z1mTfPQ5sMI6jAfVo9pTowW5wg1rW8+pJQy+dFoZCSZCxwIHFlKudE4RiOOrozK/RvH6BiV78A4RsOo3L9xjI5R+Q6MYzSMyv0bx+RIsjuwuOs4NNSCUspZ0zWY+TDypjUfwJy4H3COUNOE8sFi8AyXZD5wKbBTKWWJcYxGHF0Zlfs3jtExKt+BcYyGUbl/4xgdo/IdGMdoGJX7N47JkWQOsCuwDLh7PbuZR1UcWAB0uVxsJsUxC9gB+EkpZeVkBbY25sPIxtFJPoA5McJxOEdsuJkUx3rlg9tESJIkSVLP1P/TuEGrypKM/bi048L8TIvjNxsezcSYDyMdx7TnA5gTIx6Hc4RxNE04H3yAnCRJkiRJkiT1gMVgSZIkSZIkSeoBi8GSJEmSJEmS1AMWg2e+G4F31e/GMTpxdGVU7t84RseofAfGMRpG5f6NY3SMyndgHKNhVO7fOEbHqHwHxjEaRuX+jWN0jMp3YByjYVTuv/dxpJQy3WNKkiRJkiRJkqaZK4MlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeoBi8GSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPWAxWJIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwZIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDs7sOQMMlmQPsCiwD7u44HN1rFrAD8JNSysrpGtR8GFmd5AOYEyPMOUJNzhFqc45Qk3OE2pwj1OQcoTbnCDWtVz5YDB5tuwKLuw5CQy0AzprG8cyH0Tbd+QDmxKhzjlCTc4TanCPU5ByhNucINTlHqM05Qk0TygeLwaNtGcDixYuZN29e17GotnTpUhYsWAD1f59pZD6MoA7zYfWY5sRocY5Qk3OE2pwj1OQcoTbnCDU5R6jNOUJN65sPFoNH290A8+bNY/78+R2HogGm+59GmA+jrYt/KmNOjDbnCDU5R6jNOUJNzhFqc45Qk3OE2pwj1DShfPABcpIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHuhlMTjJk5MsTDJ3ivrfM0lJ8rdT0b8kSZIkSZIkTVQvi8HAk4F3AlNSDJYkSZIkSZKkUdPXYrAkSZIkSZIk9UrvisFJFgIfrD9eWm/nUJLMT7J/ksVJrk1ya5Jzk7w2yUatPp6SZFGSG5KsSLIkyefWMu42dd+XJ3nMFN2eJEmSJEmSJA00u+sAOvBJYCvgQODvgGX18WXA7wOfBpYAdwNPAg4Hfg84BCDJTsBpwFeAw4AVwEOBZw8bsL7mdOAO4MmllCsn+Z4kSZIkSZIkaVy9KwaXUpYmuaz++PNSypLG6beM/VCvBv4uMAt4c5JDSykFeCIwB9ivlHJT49qTBo2XZFfgFOA84O9LKbcMaTeXNfcwnrfON6YZxXxQmzmhJvNBbeaEmswHtZkTajIf1GZOqMl8mPl6VwweT5InAO+gesDcdtx3G42HAFcDPwdWAV9Kcixw1jgrfZ8F/CPwBeDVpZQ7xxn+QKqH2klgPmhN5oSazAe1mRNqMh/UZk6oyXxQmzmhJvNhhuvdnsHDJJkPLKba8uEgYAGwK/C+uslmAKWU3wBPBVYCxwNXJDk/yUsHdLsPsDFw9FoKwQBHAju1XgvW/450P2c+qM2cUJP5oDZzQk3mg9rMCTWZD2ozJ9RkPsxwrgy+13OAzam2crh87GCS57QbllIWA4uTzAL+BHgrcGKSK0opZzSavgF4GfCtJM+urxuolHIjcGPzWJINuR/dj5kPajMn1GQ+qM2cUJP5oDZzQk3mg9rMCTWZDzNfX1cGr6zfN2scK/X7qrEDSTYFXjKsk1LK3aWUs7l3r+HHtpqsAP4GOAP43yRP3ZCgJUmSJEmSJGl99XVl8Pn1+wFJPgPcSfWwuDuBk5McBjyQqsh7n+0dkrwG2As4Dbgc2AJ4LVUR+TvtgUopq5L8A3AicEqS55ZSTpmSu5IkSZIkSZKkIXq5MrjeruHfgb8DzgJ+AtwE/AOwLfBl4APAKXW7pnOBTYD3AKdT7Ru8CfCMUsp5Q8a7i2qF8aeB/0ny3Em+JUmSJEmSJEkaV19XBlNKeRvwttbhJcBXBzQ/rnHdj6geDDde34uAtI7dA7yqfkmSJEmSJEnStOrlymBJkiRJkiRJ6huLwZIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQeWKdicJKFSUqSuZMxaJIlSb4yGX1NcNyFScp0j9sYvyRZ2NX4kiRJkiRJkvqrbyuDPwns1nUQkiRJkiRJkjTdZncdwHQqpSwFlk5GX0k2AmaVUu6cjP4kSZIkSZIkaSpNdGXwTklOTXJrkuuTfDzJA8ZOJtkoyZuS/DLJHUmuS3JSku0HdZbk2Ul+nmRFkguTvKJ1/sH1GL9KcluSZUlOT/KEVptVSd45oP/d660Znl9/XmObiCRbJDkiyeV1P5cn+UCSzVrtSpIjk7wxya+BVcCfN/r9SZLlSW5K8uMkz5vgdytJkiRJkiRJU2aiK4P/B/gscCTwp8ChwMOAZ9fnjweeDxwBLAJ2BN4DLEryxFLKbY2+ngAcBvwbcA3wKuC4JL8upXyvbrMNcHc9zjXAVsDLgB8keUIp5YJSyrVJTgdeluTdpZRmsfdlwI3AwP2J69W9X6cq6r4b+HHjvh6X5Omt/v4BuAL4V+BW4Df18YcBHwV+R/Wd7gWcnOSBpZTjxvk+m7HMBdp7Ms9bl2s185gPajMn1GQ+qM2cUJP5oDZzQk3mg9rMCTWZDzPfRIvBnyulvKP++VtJ7gT+PcluQICXAvuXUj42dkGSc4FzgH2pCqZjHgTsVkq5om73PeApwD8C3wMopVwEHNDoaxZwOvB/VMXjN9WnTqAqVP8F8N267WbA84DPllJWDrmfp1MVbl9fSvlI475uoSp4Pw34RqP9psBTSyk3Nzsppaxe0VwXmM8Atq1jX6diMHAgsMbqZvWW+aA2c0JN5oPazAk1mQ9qMyfUZD6ozZxQk/kww010m4jPDfm8B/As4B7gc0lmj72A86lW0+7RuvacsUIwQCnlDuBi4OFjx1J5ZZKfJrkRuItqe4ZHAY9u9HUKcB1VwXnMPsCWVIXiYfaq3z/TOn5S6/yYM9qF4DrOvZJ8I8nVdYx3Av/UinFtjgR2ar0WTOB6zSzmg9rMCTWZD2ozJ9RkPqjNnFCT+aA2c0JN5sMMN9GVwVe1Pl9dvz+Iagn5RsD1Q67dtvV5ULuVVKtvxxxEtZXER4FD6mvuAT4JrN7Tt5RyZ5KTgVckOaDejmJf4IJSyo/HuZ9tgJWllBubB0spy5OsrO+raVm7gyRPBr4FfAfYn6rwfSfwWuAV7fbD1DHcJ44k63q5ZhjzQW3mhJrMB7WZE2oyH9RmTqjJfFCbOaEm82Hmm2gxeHvuLQADbFe/X0+1IvYeYHeqYmjbLROODl4EnFlKOaB5MMmDaCUm1X7FbwCem+TbwN5Ue/uO53pgTpK5zYJwkq2BOaxZsC6s6flU9/vXze0okmyylrElSZIkSZIkadpMdJuIFwz5/F2qvXw3ArYvpfx0wOui9YivUG0LsVqSZzBg4+pSyrnAeVQrgl9SX/vptfT/nfr9xa3jL26dX1uMY4XwsRgfAjxnHa6VJEmSJEmSpGkx0ZXBL0hyF9UD3p5EtaH0aaWUHwIkOQE4KcmHgbOAO4AdqfbePa2U8qUJjncqcHCShfWYj6Na7XvFkPYnAkdQ7Sn8v6WU9rYWbd8Evg0cnmQr4Mf1fR1K9eC4b61jjG8CPpvkGKrV04dQraB+4DpcL0mSJEmSJElTbqIrg/cBngh8GXgL1dYMz2+cfwXVPr9PA74EfA14B9XK2V+sR3zvBY4CXk31kLh/AJ4H/HpI+8/UY+3I+A+OA6CUUqhW8H4E2A84rX4/CtinPr+2Ps6o4/vjOsZDqDbb/uzarpUkSZIkSZKk6bJOK4NLKQuBhfXHZ43TrgCfqF/j9Td/yPE9W59XUq26fVOr6Z4MUEq5Fhi6V2/rPsaO3U5VwD5oLTEP3S27lHIscOyAU+2x3HFbkiRJkiRJUicmujJYkiRJkiRJknQ/ZDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeqBkS8GJ9k3SUkyf5L7PSHJksnsU5IkSZIkSZJG1cgXg4FTgd2AZZPc73uAfSa5T0mSJEmSJEkaSbO7DmBtSinXAtdOQb+/mew+JUmSJEmSJGlUbfDK4CR7Jfluktvq16IkezTOL6y3eXhskq8muSXJtUn+LclGSZ7YuP6SJC9p9b/GNhFJnlKPc0OSFUmWJPlc4/ysJO9IcnF9fnmSnyd5eaPNGttEJHlwkmOTXJVkVR3P25PMarSZX8fzpiRvrce+NckPkzy51d8jknw+ybIkK+v3/03yyA393iVJkiRJkiRpIjZoZXCSvYFvAD8CXloffgvw7SRPK6Wc2Wj+BeAE4MPA3wD/CswB/gr4APA+4ADgxCS/LKWcO2TMnYDTgK8AhwErgIcCz240+2fgbcChwM+AzYE/BLYZ5142BxYBOwKHABcBTwfeC/w+8MrWJW8ALgDeWH9+D3Bakp1KKTfVx04DbqnbXAU8BNgD2HJYHJIkSZIkSZI0FTZ0m4j3UxU5n1pKuQMgyWnAb+pzuzXafrSU8uG6zRlUReA3AQtKKWfVx38KXAO8EBhYDAaeSFVE3q9RdAU4qfHznwPfLKUc0Th22lru5WVUBeO/LqWcUh/7ZpKNgAOTHF5KubDR/sa67T117FcCPwaeBfxXkm2BnYG/LaV8tXHdlwYNnmQuMLd1eN5aYtYMZT6ozZxQk/mgNnNCTeaD2swJNZkPajMn1GQ+zHzrXQxOsgWwK/ChsUIwQCllRZIvAgfUq23HnNpoU5JcCGw7Vgiuj9+Q5Brg4eMM/XNgFfClJMcCZ5VSrmy1ORt4R5LDgFOAn5ZSbl/LLe0F3NQoBI85CTgQ2BNoFoNPGSsE135Rv4/Ffj1VUfywJDsA3y2l/Gqc8Q8E3rmWGNUf5oPazAk1mQ9qMyfUZD6ozZxQk/mgNnNCTebDDLchewZvDYRqZXDbsrrvrRvHbmi1WTXg2NjxTYcNWj/47anASuB44Iok5yd5aaPZvwEHA0+j2vrhhnq/4kePcz/bjHMvAA9qHb++FdfK+sdN688F2Bv4PvAu4IIkVyZ5b5I5A8Y5Etip9VowTrya2cwHtZkTajIf1GZOqMl8UJs5oSbzQW3mhJrMhxluQ7aJWA4UYPsB53YA7qnbTLpSymJgcf1gtz8B3kq11/AVpZQzSil3AYcDh9fL258O/AfwjSTz60Jt2/V1X4PuZez8ROO8DHgFQJKdgRcD76D6bg5ttb2RauuJ1ZJMdEjNEOaD2swJNZkPajMn1GQ+qM2cUJP5oDZzQk3mw8y33iuDSym3UW3H8Nwkq1fy1j//PXD2OmzNsEFKKXeXUs6memgdwGMHtLmxlPJ5qlXED2PNfU/GfAfYKslftY6/mKrofeaal0wo1otLKYcClwGP25C+JEmSJEmSJGmiNvQBcm8Hvgl8O8kRVNtGvBl4CPCiDex7oCSvodrf9zTgcmAL4LVU20t8p27zNeB84KfAdcAjgf2oCtTDViufBBwAfCbJIVT7Az+N6iF3x5ZSLppgnI8FPgx8Afg1cBfwbGA+1SplSZIkSZIkSZo2G1QMLqWcmeQvqfbE/Ux9+CfA3vVWDlPhXKptH95DVXS+pT72jFLKeXWb71KtTn418ECqfX+/Aiwc1mn94Lu9uHe/4W2oVvG+HThsPeK8Cvgt8Hqqpy7eQ1UU3q+Ucsx69CdJkiRJkiRJ621DVwZTSlkE7DHO+YUMKMKWUv52SPv5rc8nACc0Pv8I2GctMR0BHLGWNvsOOHYd8Kq1XLeEagX0oHNp/HwN8PLx+pIkSZIkSZKk6bLeewZLkiRJkiRJku4/LAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSemDSi8FJ9k1SksxvHFuS5IR1uHZhkjLZMUmSJEmSJElS343ayuBPArt1HYQkSZIkSZIkzTSzuw6gqZSyFFjadRySJEmSJEmSNNOs88rgJI9MckKS3yRZkeR3Sb6U5JGTFcygbSLqLSeOTPK6JL+uxz47yR8nmZ3k3UmWJrkpyZeTPLh1/QuSfCvJVUluT/J/Sd6RZE6rXZK8PcllSe5Ick6SZyZZlGRRq+3WdUyXJVlVv78nycatdq9N8osktyW5OckFSf51sr4vSZIkSZIkSVpXE1kZ/HvANcBBwPXAdsBrgbOT7FJKuWYK4huzD3Ap8BZgY+AI4GvAN4FNgFcCDwX+Ezimbj/mEcDX63MrgMcC7wD+AHhJo937gLcBHwe+Wvf3Carv6OKxRkkeACwGtqmvuRB4EnAoMH+szyQvBD4MvB/4LjAL2Jnqe1xDkrnA3NbheWv5XjRDmQ9qMyfUZD6ozZxQk/mgNnNCTeaD2swJNZkPM986F4NLKd8Dvjf2Ocks4FSqAvELgaMmPbp7zQKeWUpZUY+9BXACML+Usncjpj8E3phk81LK7XXc72ucD3AWsBw4IckbSyk3JNkGeDPw2VLK6xrtzwd+SKMYDLwBeDTwhFLKL+pjZyS5HTgyyb+XUv4P+HPgl6WUQxvXfnOcezwQeOe6fyWa4cwHtZkTajIf1GZOqMl8UJs5oSbzQW3mhJrMhxluIttEbJLkrUnOT3IrcBdwG7AFVXF0ndXbOzRfWcsl3xkrBNd+Vb+f2mr3KyDAwxpjPTLJiUkuB1YBdwInUd37o+pmTwbmAF9odlZK+RGwpDXGs4BzgQua9wCcXp/fo34/G3hckqOTPC3JVmu5xyOBnVqvBWu5RjOX+aA2c0JN5oPazAk1mQ9qMyfUZD6ozZxQk/kww01km4gPAvsB/0a1QvhGoACnAZutaydJ5lNt+dC0F7BonMtuaH1etZbjm9ZjbUm1pcOtwELgEqqtIp4EfLQR9zb1+9UDxm4f2w54JFVReZBtAUopn04ytoXFK4GSZDHwtlLK2e2LSik3Un2nq629Rq6ZynxQmzmhJvNBbeaEmswHtZkTajIf1GZOqMl8mPkmUgx+EXBSKeWQsQN1sXOb4ZcMdCWwa+vYRRPsY13tBWwP7FFvcwFAkse12l1fv283oI/tgMsan6+jKi6/asiYV479UEo5DjguyeZ1LO8Hvplkfill+URuRJIkSZIkSZI2xESKwYV7V96OeQXVfr7r3kkpq4CfTuSaDVDq99Vx11tS/FOr3dnASuB5VA+mG2v7ZKqHwjWLwacDbwWuLqX8bp2CqPYvPjXJttR7HVPtWyxJkiRJkiRJ02IixeBTgX2TXAj8EtidatuIG8e9qls/oIrv6CTvpCoOvwZ4cLNR/RC5/wTeluRm4CvAQ6k2zF4G3NNo/kHgucDiJB8Ezgc2oSrwPgs4oJRyWZJjgduB7wNXUT158W3A5cAFU3K3kiRJkiRJkjTERIrBbwDuBg6m2mv3h8DTga9PQVyTopRyXZK/Bg4H/gu4qX7/MNVex00HUz0Q7zVUK4cvBF4LvK++bqzPW5L8ed3+AKqH1d1GtQ/yN7h3y4nFwL7AC4C5wLXAmcA7SykrJ/lWJUmSJEmSJGlc61wMrve43XfAqfmtdidQbYXQPHafNuOMsZDqQW/NY2vsUl1KORcYdHzQ2GcBTx4wXFrtClXh932rGyQ7AbsAX2y1vQX41/o17F5OAk4adl6SJEmSJEmSptNEVgbPaEmeAPw91YrnW4E/AP4ZuBn4ZIehSZIkSZIkSdIGsxh8r1upVhDvB2xFtTXEIuDgUsrVHcYlSZIkSZIkSRvMYnCtlHIxsHfXcUiSJEmSJEnSVNio6wAkSZIkSZIkSVPPlcGjbRbA0qVLu45DDY3/HrOmeWjzYQR1mA+rxzQnRotzhJqcI9TmHKEm5wi1OUeoyTlCbc4RalrffEgpZfKj0aRIsjuwuOs4NNSCUspZ0zWY+TDypjUfwJy4H3COUJNzhNqcI9TkHKE25wg1OUeozTlCTRPKB4vBIyzJHGBXYBlw93p2M4/qF+wCoMu/wplJccwCdgB+UkpZOVmBrY35MLJxdJIPYE6McBzOERtuJsXhHDE5ZlIczhEbbibF4RwxOWZSHM4RG24mxeEcMTlmUhzOERtuJsWxXvngNhEjrP4PuUF/05Nk7MelpZQlGxqTcaz2mw2PZmLMh5GOY9rzAcyJEY/DOcI4mpwjNtAMjMM5wjianCM20AyMwznCOJqcIzbQDIzDOcI4miacDz5ATpIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwTPfjcC76nfjGJ04ujIq928co2NUvgPjGA2jcv/GMTpG5TswjtEwKvdvHKNjVL4D4xgNo3L/xjE6RuU7MI7RMCr33/s4UkqZ7jElSZIkSZIkSdPMlcGSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPWAxWJIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwZIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeqB2V0HoOGSzAF2BZYBd3ccju41C9gB+EkpZeV0DWo+jKxO8gHMiRHmHKEm5wi1OUeoyTlCbc4RanKOUJtzhJrWKx8sBo+2XYHFXQehoRYAZ03jeObDaJvufABzYtQ5R6jJOUJtzhFqco5Qm3OEmpwj1OYcoaYJ5YPF4NG2DGDx4sXMmzev61hUW7p0KQsWLID6v880Mh9GUIf5sHpMc2K0OEeoyTlCbc4RanKOUJtzhJqcI9TmHKGm9c0Hi8Gj7W6AefPmMX/+/I5D0QDT/U8jzIfR1sU/lTEnRptzhJqcI9TmHKEm5wi1OUeoyTlCbc4RappQPvgAOUmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJ/5+9e42yrCrv/f/90QgKURBRvLSmSUhikjH0BA4eGNpBxKMGNJF4NyrEaJBIFLwkIreOBPUgRPwTT4zgscVLjGEoKjSKgo1NoihHUBHRwEmDLY1cG7k03Vye/4u1Charq6q7uqqrtrW+nzH22LXnnmvOZ20e5ouHyVySJEmSpAEYZDE4yV5JliTZcQuN/+wkleTFW2J8SZIkSZIkSZqqQRaDgb2A44AtUgyWJEmSJEmSpFEz1GKwJEmSJEmSJA3K4IrBSZYAH2w//ld7nEMlWZTkzUlWJLkxyR1JLktyaJKtemM8J8nyJLckWZtkZZLPbmTendqxr03y+1vo9iRJkiRJkiRpXFvPdQBz4HRgB+Bw4E+B1W37auA3gE8CK4H7gGcAJwFPBI4BSLIrsAw4CzgRWAs8GThgognba84F7gb2qqrrxumzIxseW7FwM+5P84D5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TD/Da4YXFWrklzTfry0qlZ2vn772B/tbuALgQXA25IcW1UF7AFsCxxSVbd1rj1jvPmS7AmcDXwfeElV3T5BaIfTnGMsgfmgDZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh3lucMdETCbJ7kk+n+Q64J72dTzwaOBxbbdLgfXAmUlenuSJkwy5P7CcZifxAZMUggFOAXbtvRZP43b0q818UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjLfJjnBrczeCJJFgErgCuAd9AcFbEeeDFwFPAIgKq6Oslzgb8FPg5sl+RHwIlV1d8dfCDwMOAjVXXPZPNX1RpgTS+mad2TfnWZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/znzuDH/QnwHY0Rzl8pqr+o6ouAarfsapWVNULgUcBewFXAp9Isl+v61uAC4CvJfG/okiSJEmSJEmaM0MtBq9r3x/RaRsr+q4fa0jycOC1Ew1SVfdV1cU8eNbw03pd1gJ/DJwPfKXdUSxJkiRJkiRJs26ox0Rc3r4fluRTNGcDX9i+fybJicAjaYq8DzneIcmbgH1pzgFHSSVWAAAgAElEQVS+FtgeOJSmiHxBf6KqWp/kZcAngLOTvLSqzt4idyVJkiRJkiRJExjkzuCqWgG8H/hT4CLgu8BtwMuAnYEvAB8Azm77dV0GbEPzYLlzac4N3gZ4QVV9f4L57qXZYfxJ4PNJXjrDtyRJkiRJkiRJkxrqzmCq6kjgyF7zSuCL43T/WOe6b9M8GG6ysZcD6bXdD7yxfUmSJEmSJEnSrBrkzmBJkiRJkiRJGhqLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAGxSMTjJkiSVZMeZmDTJyiRnzcRYU5x3SZKa7Xk781eSJXM1vyRJkiRJkqThGtrO4NOBvec6CEmSJEmSJEmabVvPdQCzqapWAatmYqwkWwELquqemRhPkiRJkiRJkrakqe4M3jXJOUnuSHJzkn9K8mtjXybZKskRSX6Y5O4kNyU5I8njxxssyQFJLk2yNsmVSV7f+/6x7Rw/TnJnktVJzk2ye6/P+iTHjTP+s9qjGV7Rft7gmIgk2yc5Ocm17TjXJvlAkkf0+lWSU5K8NclVwHrgmZ1xv5vk1iS3JflOkpdP8beVJEmSJEmSpC1mqjuDPw98GjgF+B/AscBTgAPa7z8OvAI4GVgOPAk4HlieZI+qurMz1u7AicD7gBuANwIfS3JVVX2z7bMTcF87zw3ADsBBwH8k2b2qrqiqG5OcCxyU5D1V1S32HgSsAcY9n7jd3ftlmqLue4DvdO7r6Ume3xvvZcDPgXcBdwBXt+1PAT4M/IzmN90X+EySR1bVxyb5PSVJkiRJkiRpVky1GPzZqjq6/ftrSe4B3p9kbyDA64A3V9X/HrsgyWXA94CDaQqmYx4D7F1VP2/7fRN4DvBnwDcBquonwGGdsRYA5wI/oikeH9F+tZSmUP2HwIVt30cALwc+XVXrJrif59MUbv+6qv6xc1+30xS8nwd8tdP/4cBzq+qX3UGq6oEdzW2B+Xxg5zb2TSoGtw/n6z+gb+GmXKv5x3xQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqMt8mP+mXAwe5/P7gX2AXwPuBz6bpDvu5TS7affhocXg740VggGq6u4kPwV+fawtSYC/AN4E7EazM3jMUzt/nw3cRFNwvrBtOxB4FE2heCL7tu+f6rWfQVMM3peHFoPP7xeC2zj3pdkt/N+Ax9IUxgHunmTuvsOBDY660GCZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3FTPDL6+9/kX7ftjgF3a8W4G7um9FtLslO26eZzx19Hsvh3zDuA04NvAq2iOcNgT+D7wwJm+7UPcPgO8NMn2bfPBwBVV9Z1J7mcnYF1Vrek2VtWtbSyP6fVf3R8gyV7A12gKwG+mOXJiT+D/9O5lY04Bdu29Fk/hes0v5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDPDfVncGP58ECMDQFYGgKu/fS7Ax+Fk0BuO/2KUcHrwa+UVWHdRuTPIbmLOCujwNvoSkIfx3Yj2a37mRuBrZNsmO3IJzk0cC2bFiwLjb0Cpr7fVH3OIok22xk7ocO3Mz/kHtqNkZriMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh/lvqjuDXznB5wtpzvLdCnh8VV0yzusnmxFfAeu7DUlewDhnlVTVZTQ7hg8GXtte+8mNjH9B+/6aXvtret9vLMaxQvhYjI8D/mQTrpUkSZIkSZKkWTHVncGvTHIvzQPenkFzhsiyqvoWQJKlwBlJTgUuojkz90k0Z+8uq6ozpzjfOcBRSZa0cz6dZrfvzyfo/wngZOC3gK9UVf9Yi77zgK8DJyXZAfhOe1/H0pwV/LVNjPEI4NNJPkqze/oYmh3Uj9yE6yVJkiRJkiRpi5vqzuADgT2ALwBvpzma4RWd719Pc87v84AzgS8BR9PsnP3BZsT398CHgL+keUjcy4CXA1dN0P9T7VxPYvIHxwFQVUWzg/cfgUOAZe37h4AD2+83Nsb5bXx/0MZ4DM35Kp/e2LWSJEmSJEmSNFs2aWdwVS0BlrQf95+kXwH/3L4mG2/RBO3P7n1eR7Pr9ohe12czjqq6EZjwrN7efYy13UVTwH7HRmKe8ICUqjqN5kF3ff25PGRFkiRJkiRJ0pyY6s5gSZIkSZIkSdKvIIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAEY+WJwkoOTVJJFMzzu0iQrZ3JMSZIkSZIkSRpVI18MBs4B9gZWz/C4xwMHzvCYkiRJkiRJkjSStp7rADamqm4EbtwC414902NKkiRJkiRJ0qia9s7gJPsmuTDJne1reZJ9Ot8vaY95eFqSLya5PcmNSd6XZKske3Su/88kr+2Nv8ExEUme085zS5K1SVYm+Wzn+wVJjk7y0/b7W5NcmuTPO302OCYiyWOTnJbk+iTr23jenWRBp8+iNp4jkryznfuOJN9KsldvvN9M8q9JVidZ175/Jclu0/3dJUmSJEmSJGkqprUzOMl+wFeBbwOva5vfDnw9yfOq6hud7p8DlgKnAn8MvAvYFngh8AHgBOAw4BNJflhVl00w567AMuAs4ERgLfBk4IBOt78BjgSOBf4vsB3we8BOk9zLdsBy4EnAMcBPgOcDfw/8BvCG3iVvAa4A3tp+Ph5YlmTXqrqtbVsG3N72uR54HLAP8Khx5t8R2LHXvHCieDW/mQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkP8990j4l4L02R87lVdTdAkmXA1e13e3f6friqTm37nE9TBD4CWFxVF7XtlwA3AK8Cxi0GA3vQFJEP6RRdAc7o/P1M4LyqOrnTtmwj93IQTcH4RVV1dtt2XpKtgMOTnFRVV3b6r2n73t/Gfh3wHWB/4F+S7Az8NvDiqvpi57ozJ5j/cOC4jcSo4TAf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a5zT4mIsn2wJ7AmWOFYICqWgv8G/CMdrftmHM6fQq4Erh9rBDctt9CUwz+9UmmvhRYD5yZ5OVJnjhOn4uB/ZOcmOQPe3FMZF/gtk4heMxYkfnZvfazxwrBrR+072Ox30xTFD8xyZuS/O5G5j8F2LX3WrwJcWt+Mh/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5rnp7Ax+NBCancF9q2kKzY/utN3S67N+nLax9odPNGlVXZ3kucDfAh8HtkvyI+DEqhor3L6P5viI1wDvANYn+Srwt73dvV07TXIvAI/ptd/ci2tdEsZir6pqj9E4Dvg74HFJVgP/Bzi+qtb1rl9Ds9v4Ae14GiDzQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaEu82H+m84D5G4FCnj8ON89Abi/7TPjqmpFVb2Q5uzdvWh2GX+iLb5SVfdW1UlV9d9oirwHAU8HvpqJM/hmJr6Xse+nGuc1VfX6qtoF+B3gdODdwFFTHUuSJEmSJEmSpmOzi8FVdSfNcQwvTfLATt7275cAF1fVXdMPcdIY7quqi2keWgfwtHH6rKmqf6XZRfwUNjwEe8wFwA5JXthrfw1N0fsbG14ypVh/WlXHAtfQFKYlSZIkSZIkadZM9wFy7wbOA76e5GSaYyPeBjwOePU0xx5XkjfRnO+7DLgW2B44lOZ4iQvaPl8CLgcuAW4CdgMOoSlQT7Rb+QzgMOBTSY6h2W38PJqH3J1WVT+ZYpxPA04FPgdcBdwLHAAsAv7XVMaSJEmSJEmSpOmaVjG4qr6R5H/SnIn7qbb5u8B+VbViusFN4DLg+cDxNEXn29u2F1TV99s+F9LsTv5L4JE05/6eBSyZaNCqWptkX5rzho+iOV7iGpqC94mbEef1wP8D/hpYSHNsxlXAIVX10c0YT5IkSZIkSZI223R3BlNVy4F9Jvl+CeMUYavqxRP0X9T7vBRY2vn8beDAjcR0MnDyRvocPE7bTcAbN3LdSpod0ON9l87fNwB/PtlYkiRJkiRJkjRbpvMAOUmSJEmSJEnSrwiLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAMx4MTjJwUkqyaJO28okSzfh2iVJaqZjkiRJkiRJkqShG7WdwacDe891EJIkSZIkSZI032w91wF0VdUqYNVcxyFJkiRJkiRJ880m7wxOsluSpUmuTrI2yc+SnJlkt5kKZrxjItojJ05J8ldJrmrnvjjJHyTZOsl7kqxKcluSLyR5bO/6Vyb5WpLrk9yV5EdJjk6yba9fkrw7yTVJ7k7yvSR/lGR5kuW9vo9uY7omyfr2/fgkD+v1OzTJD5LcmeSXSa5I8q6Z+r0kSZIkSZIkaVNNZWfwE4EbgHcANwO7AIcCFyf53aq6YQvEN+ZA4L+AtwMPA04GvgScB2wDvAF4MvAPwEfb/mN+E/hy+91a4GnA0cDvAK/t9DsBOBL4J+CL7Xj/TPMb/XSsU5JfA1YAO7XXXAk8AzgWWDQ2ZpJXAacC7wUuBBYAv03zO0qSJEmSJEnSrNrkYnBVfRP45tjnJAuAc2gKxK8CPjTj0T1oAfBHVbW2nXt7YCmwqKr268T0e8Bbk2xXVXe1cZ/Q+T7ARcCtwNIkb62qW5LsBLwN+HRV/VWn/+XAt+gUg4G3AE8Fdq+qH7Rt5ye5Czglyfur6kfAM4EfVtWxnWvPm+gGk+wI7NhrXrixH0bzk/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJf5MP9tcjE4yTbAW4GDaHbAbt/5+qlTmTRJf977qqrG7dy4YKwQ3Ppx+35Or9+PgQBPodmxS3uMxTHAvsATeOg9/xZwMbAXsC3wue5gVfXtJCt7c+wPXAZc0buPc4FTgH2AH7Xj/lWSjwCfBy6uqtsmucfDgeMm+V7DYj6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+zHNTOSbig8AhwPtodgivAQpYBjxiUwdJsojmyIeufYHlk1x2S+/z+o20P7yd61E0RzrcASwB/pPmqIhnAB/uxL1T+/6Lcebut+0C7AbcM0GsOwNU1SfbAvob2lclWQEcWVUXj3PdKTS7nbsWtvFreMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh3luKsXgVwNnVNUxYw1tsXOniS8Z13XAnr22n0xxjE21L/B4YJ/2mAsAkjy91+/m9n2XccbYBbim8/kmmuLyGyeY87qxP6rqY8DHkmzXxvJe4Lwki6rq1u5FVbWGpsD+gOZUCw2R+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kw/02lGFw8uPN2zOtpzvPd9EGq1gOXTOWaaRg7euKBuNtzg/+i1+9iYB3wcpoH04313YvmSIxuMfhc4J3AL6rqZ5sURHN+8TlJdqY965jm3GJJkiRJkiRJmhVTKQafAxyc5Ergh8CzaI6NWDPpVXPrP2ji+0iS42iKw28CHtvt1D5E7h+AI5P8EjgLeDLNGSmrgfs73T8IvBRYkeSDwOXANjQF3v2Bw6rqmiSnAXcB/w5cT7Ol/kjgWuCKLXK3kiRJkiRJkjSBqRSD3wLcBxxFc9but4DnA1/eAnHNiKq6KcmLgJOAfwFua99PpTnruOso4E6aYvFf0DyA7lDghPa6sTFvT/LMtv9hNA+ru5PmHOSv8uCREyuAg4FX0jyF8UbgG8BxVbVuhm9VkiRJkiRJkia1ycXg9ozbg8f5alGv31J6B01X1UP6TDLHEpoHvXXbNjiYpKouA8ZrH2/ui4C9xpkuvX5FU/g94YEOya7A7wL/1ut7O/Cu9jXRvZwBnDHR95IkSZIkSZI0m6ayM3heS7I78BKaHc93AL8D/A3wS+D0OQxNkiRJkiRJkqbNYvCD7qDZQXwIsAPN0RDLgaOq6hdzGJckSZIkSZIkTZvF4FZV/RTYb67jkCRJkiRJkqQtYau5DkCSJEmSJEmStOW5M3i0LQBYtWrVXMehjs4/jwWzPLX5MILmMB8emNOcGC2uEepyjVCfa4S6XCPU5xqhLtcI9blGqGtz8yFVNfPRaEYkeRawYq7j0IQWV9VFszWZ+TDyZjUfwJz4FeAaoS7XCPW5RqjLNUJ9rhHqco1Qn2uEuqaUDxaDR1iSbYE9gdXAfZs5zEKaf2EXA3P5n3DmUxwLgCcA362qdTMV2MaYDyMbx5zkA5gTIxyHa8T0zac4XCNmxnyKwzVi+uZTHK4RM2M+xeEaMX3zKQ7XiJkxn+JwjZi++RTHZuWDx0SMsPYf5LT+S0+SsT9XVdXK6cZkHA+4evrRTI35MNJxzHo+gDkx4nG4RhhHl2vENM3DOFwjjKPLNWKa5mEcrhHG0eUaMU3zMA7XCOPomnI++AA5SZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGz39rgL9r341jdOKYK6Ny/8YxOkblNzCO0TAq928co2NUfgPjGA2jcv/GMTpG5TcwjtEwKvdvHKNjVH4D4xgNo3L/g48jVTXbc0qSJEmSJEmSZpk7gyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpALae6wA0sSTbAnsCq4H75jgcPWgB8ATgu1W1brYmNR9G1pzkA5gTI8w1Ql2uEepzjVCXa4T6XCPU5RqhPtcIdW1WPlgMHm17AivmOghNaDFw0SzOZz6MttnOBzAnRp1rhLpcI9TnGqEu1wj1uUaoyzVCfa4R6ppSPlgMHm2rAVasWMHChQvnOha1Vq1axeLFi6H95zOLzIcRNIf58MCc5sRocY1Ql2uE+lwj1OUaoT7XCHW5RqjPNUJdm5sPFoNH230ACxcuZNGiRXMcisYx2/9rhPkw2ubif5UxJ0aba4S6XCPU5xqhLtcI9blGqMs1Qn2uEeqaUj74ADlJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gAMshicZK8kS5LsuIXGf3aSSvLiLTG+JEmSJEmSJE3VIIvBwF7AccAWKQZLkiRJkiRJ0qgZajFYkiRJkiRJkgZlcMXgJEuAD7Yf/6s9zqGSLEry5iQrktyY5I4klyU5NMlWvTGek2R5kluSrE2yMslnNzLvTu3Y1yb5/S10e5IkSZIkSZI0rq3nOoA5cDqwA3A48KfA6rZ9NfAbwCeBlcB9wDOAk4AnAscAJNkVWAacBZwIrAWeDBww0YTtNecCdwN7VdV1M3xPkiRJkiRJkjSpwRWDq2pVkmvaj5dW1crO128f+6PdDXwhsAB4W5Jjq6qAPYBtgUOq6rbOtWeMN1+SPYGzge8DL6mq2yfotyMbnmG8cJNvTPOK+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kw/w2uGDyZJLsDR9M8YG4XHnqMxuOAXwCXAuuBM5OcBlw0yU7f/YE/Az4H/GVV3TPJ9IfTPNROAvNBGzIn1GU+qM+cUJf5oD5zQl3mg/rMCXWZD/Pc4M4MnkiSRcAKmiMf3gEsBvYETmi7PAKgqq4GngusAz4O/DzJ5UleN86wBwIPAz6ykUIwwCnArr3X4s2/I/2KMx/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5jl3Bj/oT4DtaI5yuHasMcmf9DtW1QpgRZIFwH8H3gl8IsnPq+r8Tte3AAcBX0tyQHvduKpqDbCm25ZkOvejX2Hmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0Jd5sP8N9Sdweva90d02qp9Xz/WkOThwGsnGqSq7quqi3nwrOGn9bqsBf4YOB/4SpLnTidoSZIkSZIkSdpcQ90ZfHn7fliSTwH30Dws7h7gM0lOBB5JU+R9yPEOSd4E7AssA64FtgcOpSkiX9CfqKrWJ3kZ8Ang7CQvraqzt8hdSZIkSZIkSdIEBrkzuD2u4f3AnwIXAd8FbgNeBuwMfAH4AHB226/rMmAb4HjgXJpzg7cBXlBV359gvntpdhh/Evh8kpfO8C1JkiRJkiRJ0qSGujOYqjoSOLLXvBL44jjdP9a57ts0D4abbOzlQHpt9wNvbF+SJEmSJEmSNKsGuTNYkiRJkiRJkobGYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpADapGJxkSZJKsuNMTJpkZZKzZmKsKc67JEnN9ryd+SvJkrmaX5IkSZIkSdJwDW1n8OnA3nMdhCRJkiRJkiTNtq3nOoDZVFWrgFUzMVaSrYAFVXXPTIwnSZIkSZIkSVvSVHcG75rknCR3JLk5yT8l+bWxL5NsleSIJD9McneSm5KckeTx4w2W5IAklyZZm+TKJK/vff/Ydo4fJ7kzyeok5ybZvddnfZLjxhn/We3RDK9oP29wTESS7ZOcnOTadpxrk3wgySN6/SrJKUnemuQqYD3wzM64301ya5Lbknwnycun+NtKkiRJkiRJ0hYz1Z3Bnwc+DZwC/A/gWOApwAHt9x8HXgGcDCwHngQcDyxPskdV3dkZa3fgROB9wA3AG4GPJbmqqr7Z9tkJuK+d5wZgB+Ag4D+S7F5VV1TVjUnOBQ5K8p6q6hZ7DwLWAOOeT9zu7v0yTVH3PcB3Ovf19CTP7433MuDnwLuAO4Cr2/anAB8Gfkbzm+4LfCbJI6vqY5P8nt1YdgT6ZzIv3JRrNf+YD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z31SLwZ+tqqPbv7+W5B7g/Un2BgK8DnhzVf3vsQuSXAZ8DziYpmA65jHA3lX187bfN4HnAH8GfBOgqn4CHNYZawFwLvAjmuLxEe1XS2kK1X8IXNj2fQTwcuDTVbVugvt5Pk3h9q+r6h8793U7TcH7ecBXO/0fDjy3qn7ZHaSqHtjR3BaYzwd2bmPfpGIwcDiwwe5mDZb5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TDPTfWYiM9O8HkfYH/gfuCzSbYeewGX0+ym3ad37ffGCsEAVXU38FPg18fa0nhDkkuSrAHupTme4beAp3bGOhu4iabgPOZA4FE0heKJ7Nu+f6rXfkbv+zHn9wvBbZz7Jvlqkl+0Md4D/EUvxo05Bdi191o8hes1v5gP6jMn1GU+qM+cUJf5oD5zQl3mg/rMCXWZD/PcVHcGX9/7/Iv2/TE0W8i3Am6e4Nqde5/H67eOZvftmHfQHCXxYeCY9pr7gdOBB870rap7knwGeH2Sw9rjKA4Grqiq70xyPzsB66pqTbexqm5Nsq69r67V/QGS7AV8DbgAeDNN4fse4FDg9f3+E2ljeEgcSTb1cs0z5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebD/DfVYvDjebAADLBL+34zzY7Y+4Fn0RRD+26fcnTwauAbVXVYtzHJY+glJs15xW8BXprk68B+NGf7TuZmYNskO3YLwkkeDWzLhgXrYkOvoLnfF3WPo0iyzUbmliRJkiRJkqRZM9VjIl45wecLac7y3Qp4fFVdMs7rJ5sRX9EcC/GAJC9gnIOrq+oy4Ps0O4Jf2177yY2Mf0H7/ppe+2t6328sxrFC+FiMjwP+ZBOulSRJkiRJkqRZMdWdwa9Mci/NA96eQXOg9LKq+hZAkqXAGUlOBS4C7gaeRHP27rKqOnOK850DHJVkSTvn02l2+/58gv6fAE6mOVP4K1XVP9ai7zzg68BJSXYAvtPe17E0D4772ibGeATw6SQfpdk9fQzNDupHbsL1kiRJkiRJkrTFTXVn8IHAHsAXgLfTHM3wis73r6c55/d5wJnAl4CjaXbO/mAz4vt74EPAX9I8JO5lwMuBqybo/6l2ricx+YPjAKiqotnB+4/AIcCy9v1DwIHt9xsb4/w2vj9oYzyG5rDtT2/sWkmSJEmSJEmaLZu0M7iqlgBL2o/7T9KvgH9uX5ONt2iC9mf3Pq+j2XV7RK/rsxlHVd0ITHhWb+8+xtruoilgv2MjMU94WnZVnQacNs5X/bk8cVuSJEmSJEnSnJjqzmBJkiRJkiRJ0q8gi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkoLxE+EAACAASURBVCRJ0gCMfDE4ycFJKsmiGR53aZKVMzmmJEmSJEmSJI2qkS8GA+cAewOrZ3jc44EDZ3hMSZIkSZIkSRpJW891ABtTVTcCN26Bca+e6TElSZIkSZIkaVRNe2dwkn2TXJjkzva1PMk+ne+XtMc8PC3JF5PcnuTGJO9LslWSPTrX/2eS1/bG3+CYiCTPaee5JcnaJCuTfLbz/YIkRyf5afv9rUkuTfLnnT4bHBOR5LFJTktyfZL1bTzvTrKg02dRG88RSd7Zzn1Hkm8l2as33m8m+dckq5Osa9+/kmS36f7ukiRJkiRJkjQV09oZnGQ/4KvAt4HXtc1vB76e5HlV9Y1O988BS4FTgT8G3gVsC7wQ+ABwAnAY8IkkP6yqyyaYc1dgGXAWcCKwFngycECn298ARwLHAv8X2A74PWCnSe5lO2A58CTgGOAnwPOBvwd+A3hD75K3AFcAb20/Hw8sS7JrVd3Wti0Dbm/7XA88DtgHeNREcUiSJEmSJEnSljDdYyLeS1PkfG5V3Q2QZBlwdfvd3p2+H66qU9s+59MUgY8AFlfVRW37JcANwKuAcYvBwB40ReRDOkVXgDM6fz8TOK+qTu60LdvIvRxEUzB+UVWd3badl2Qr4PAkJ1XVlZ3+a9q+97exXwd8B9gf+JckOwO/Dby4qr7Yue7M8SZPsiOwY6954UZi1jxlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7Mf5tdDE6yPbAn8P+NFYIBqmptkn8DDmt32445p9OnklwJ7DxWCG7bb0lyA/Drk0x9KbAeODPJacBFVXVdr8/FwNFJTgTOBi6pqrs2ckv7Ard1CsFjzgAOB54NdIvBZ48Vgls/aN/HYr+Zpih+YpInABdW1Y8nmf9w4LiNxKjhMB/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5rnpnBn8aCA0O4P7VrdjP7rTdkuvz/px2sbaHz7RpO2D354LrAM+Dvw8yeVJXtfp9j7gKOB5NEc/3NKeV/zUSe5np0nuBeAxvfabe3Gta/98ePu5gP2Afwf+DrgiyXVJ/j7JtuPMcwqwa++1eJJ4Nb+ZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3HSOibgVKODx43z3BOD+ts+Mq6oVwIr2wW7/HXgnzVnDP6+q86vqXuAk4KR2e/vzgf8FfDXJorZQ23dzO9Z49zL2/VTjvAZ4PUCS3wZeAxxN89sc2+u7huboiQckmeqUmifMB/WZE+oyH9RnTqjLfFCfOaEu80F95oS6zIf5b7N3BlfVnTTHMbw0yQM7edu/XwJcvAlHM0xLVd1XVRfTPLQO4Gnj9FlTVf9Ks4v4KWx47smYC4Adkryw1/4amqL3Nza8ZEqx/rSqjgWuAZ4+nbEkSZIkSZIkaaqm+wC5dwPnAV9PcjLNsRFvAx4HvHqaY48ryZtozvddBlwLbA8cSnO8xAVtny8BlwOXADcBuwGH0BSoJ9qtfAZwGPCpJMfQnA/8PJqH3J1WVT+ZYpxPA04FPgdcBdwLHAAsotmlLEmSJEmSJEmzZlrF4Kr6RpL/SXMm7qfa5u8C+7VHOWwJl9Ec+3A8TdH59rbtBVX1/bbPhTS7k/8SeCTNub9nAUsmGrR98N2+PHje8E40u3jfDZy4GXFeD/w/4K9pnrp4P01R+JCq+uhmjCdJkiRJkiRJm226O4OpquXAPpN8v4RxirBV9eIJ+i/qfV4KLO18/jZw4EZiOhk4eSN9Dh6n7SbgjRu5biXNDujxvkvn7xuAP59sLEmSJEmSJEmaLZt9ZrAkSZIkSZIk6VeHxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAMx4MTjJwUkqyaJO28okSzfh2iVJaqZjkiRJkiRJkqShG7WdwacDe891EJIkSZIkSZI032w91wF0VdUqYNVcxyFJkiRJkiRJ880m7wxOsluSpUmuTrI2yc+SnJlkt5kKZrxjItojJ05J8ldJrmrnvjjJHyTZOsl7kqxKcluSLyR5bO/6Vyb5WpLrk9yV5EdJjk6yba9fkrw7yTVJ7k7yvSR/lGR5kuW9vo9uY7omyfr2/fgkD+v1OzTJD5LcmeSXSa5I8q6Z+r0kSZIkSZIkaVNNZWfwE4EbgHcANwO7AIcCFyf53aq6YQvEN+ZA4L+AtwMPA04GvgScB2wDvAF4MvAPwEfb/mN+E/hy+91a4GnA0cDvAK/t9DsBOBL4J+CL7Xj/TPMb/XSsU5JfA1YAO7XXXAk8AzgWWDQ2ZpJXAacC7wUuBBYAv03zO24gyY7Ajr3mhRv5XTRPmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkP898mF4Or6pvAN8c+J1kAnENTIH4V8KEZj+5BC4A/qqq17dzbA0uBRVW1Xyem3wPemmS7qrqrjfuEzvcBLgJuBZYmeWtV3ZJkJ+BtwKer6q86/S8HvkWnGAy8BXgqsHtV/aBtOz/JXcApSd5fVT8Cngn8sKqO7Vx73iT3eDhw3Kb/JJrnzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyHeW4qx0Rsk+SdSS5PcgdwL3AnsD1NcXSTtcc7dF/ZyCUXjBWCWz9u38/p9fsxEOApnbl2S/KJJNcC64F7gDNo7v232m57AdsCn+sOVlXfBlb25tgfuAy4onsPwLnt9/u07xcDT0/ykSTPS7LDRu7xFGDX3mvxRq7R/GU+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsxzUzkm4oPAIcD7aHYIrwEKWAY8YlMHSbKI5siHrn2B5ZNcdkvv8/qNtD+8netRNEc63AEsAf6T5qiIZwAf7sS9U/v+i3Hm7rftAuxGU1Qez84AVfXJJGNHWLwBqCQrgCOr6uL+RVW1huY3fcDGa+Sar8wH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh/lvKsXgVwNnVNUxYw1tsXOniS8Z13XAnr22n0xxjE21L/B4YJ/2mAsAkjy91+/m9n2XccbYBbim8/kmmuLyGyeY87qxP6rqY8DHkmzXxvJe4Lwki6rq1qnciCRJkiRJkiRNx1SKwcWDO2/HvJ7mPN9NH6RqPXDJVK6ZhmrfH4i7PZLiL3r9LgbWAS+neTDdWN+9aB4K1y0Gnwu8E/hFVf1sk4Jozi8+J8nOtGcd05xbLEmSJEmSJEmzYirF4HOAg5NcCfwQeBbNsRFrJr1qbv0HTXwfSXIcTXH4TcBju53ah8j9A3Bkkl8CZwFPpjkwezVwf6f7B4GXAiuSfBC4HNiGpsC7P3BYVV2T5DTgLuDfgetpnrx4JHAtcMUWuVtJkiRJkiRJmsBUisFvAe4DjqI5a/dbwPOBL2+BuGZEVd2U5EXAScC/ALe176fSnHXcdRTNA/HeRLNz+ErgUOCE9rqxMW9P8sy2/2E0D6u7k+Yc5K/y4JETK4CDgVcCOwI3At8AjquqdTN8q5IkSZIkSZI0qU0uBrdn3B48zleLev2W0hyF0G17SJ9J5lhC86C3btsGp1RX1WXAeO3jzX0RsNc406XXr2gKvyc80CHZFfhd4N96fW8H3tW+JrqXM4AzJvpekiRJkiRJkmbTVHYGz2tJdgdeQrPj+Q7gd4C/AX4JnD6HoUmSJEmSJEnStFkMftAdNDuIDwF2oDkaYjlwVFX9Yg7jkiRJkiRJkqRpsxjcqqqfAvvNdRySJEmSJEmStCVsNdcBSJIkSZIkSZK2PHcGj7YFAKtWrZrrONTR+eexYJanNh9G0BzmwwNzmhOjxTVCXa4R6nONUJdrhPpcI9TlGqE+1wh1bW4+pKpmPhrNiCTPAlbMdRya0OKqumi2JjMfRt6s5gOYE78CXCPU5RqhPtcIdblGqM81Ql2uEepzjVDXlPLBYvAIS7ItsCewGrhvM4dZSPMv7GJgLv8TznyKYwHwBOC7VbVupgLbGPNhZOOYk3wAc2KE43CNmL75FIdrxMyYT3G4RkzffIrDNWJmzKc4XCOmbz7F4RoxM+ZTHK4R0zef4tisfPCYiBHW/oOc1n/pSTL256qqWjndmIzjAVdPP5qpMR9GOo5ZzwcwJ0Y8DtcI4+hyjZimeRiHa4RxdLlGTNM8jMM1wji6XCOmaR7G4RphHF1TzgcfICdJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxeD5bw3wd+27cYxOHHNlVO7fOEbHqPwGxjEaRuX+jWN0jMpvYByjYVTu3zhGx6j8BsYxGkbl/o1jdIzKb2Aco2FU7n/wcaSqZntOSZIkSZIkSdIsc2ewJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGYOu5DkATS7ItsCewGrhvjsPRgxYATwC+W1XrZmtS82FkzUk+gDkxwlwj1OUaoT7XCHW5RqjPNUJdrhHqc41Q12blg8Xg0bYnsGKug9CEFgMXzeJ85sNom+18AHNi1LlGqMs1Qn2uEepyjVCfa4S6XCPU5xqhrinlg8Xg0bYaYMWKFSxcuHCuY1Fr1apVLF68GNp/PrPIfBhBc5gPD8xpTowW1wh1uUaozzVCXa4R6nONUJdrhPpcI9S1uflgMXi03QewcOFCFi1aNMehaByz/b9GmA+jbS7+VxlzYrS5RqjLNUJ9rhHqco1Qn2uEulwj1Ocaoa4p5YMPkJMkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDcAgi8FJ9kqyJMmOW2j8ZyepJC/eEuNLkiRJkiRJ0lQNshgM7AUcB2yRYrAkSZIkSZIkjZqhFoMlSZIkSZIkaVAGVwxOsgT4YPvxv9rjHCrJoiRvTrIiyY1J7khyWZJDk2zVG+M5SZYnuSXJ2iQrk3x2I/Pu1I59bZLf30K3J0mSJEmSJEnj2nquA5gDpwM7AIcDfwqsbttXA78BfBJYCdwHPAM4CXgicAxAkl2BZcBZwInAWuDJwAETTdhecy5wN7BXVV03w/ckSZIkSZIkSZMaXDG4qlYluab9eGlVrex8/faxP9rdwBcCC4C3JTm2qgrYA9gWOKSqbutce8Z48yXZEzgb+D7wkqq6fYJ+O7LhGcYLN/nGNK+YD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3+CKwZNJsjtwNM0D5nbhocdoPO7/Z+9eozSr6juPf380cvWCiKKxNU1CjMmshRMMDiztwRZGDcQoEa9RId4QJQheskS5dETUQYg4xIkRHRHRGMPyCo2CYGOTKOoIKuIlMgFsaO40cu1G+M+LcwoOp6uqu7qqqx7qfD9rPeup5zz77LPPw4/94s9mH+A64GJgLXBGklOACydZ6bsP8FfAF4A3VtU9k1z+MJqH2klgHrQuM6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDPDW7P4IkkWQSsoNny4R3AYmA34Li2ydYAVXU5sDewBvgUcHWSS5O8Zpxu9wMeBnxsPYVggJOAnXqvxRt/R3qIMw/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/znCuDH/BCYBuarRyuGjuY5IX9hlW1AliRZAHwp8A7gU8nubqqzus0PRQ4ADg3yb7teeOqqtXA6u6xJNO5Hz2EmQf1mQl1mQf1mQl1mQf1mQl1mQf1mQl1mYf5b6grg9e071t3jlX7vnbsQJKtgFdP1ElV3VtVF/HAXsO79JrcBfwFcB7w9SR7T2fQkiRJkiRJkrSxhroy+NL2/ZAkpwP30Dws7h7gc0mOBx5BU+R90PYOSd4ELAGWAVcB2wIH0xSRz+9fqKrWJnkJ8GngzCT7V9WZm+SuJEmSJEmSJGkCg1wZ3G7X8EHgL4ELge8DtwIvAXYAvgR8CDizbdd1CbAFcCxwNs2+wVsAz6+qH01wvd/SrDD+DPDFJPvP8C1JkiRJkiRJ0qSGujKYqjoCOKJ3+ArgK+M0/2TnvO/SPBhusr6XA+kduw94Q/uSJEmSJEmSpFk1yJXBkiRJkiRJkjQ0FoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA7BBxeAkS5NUku1m4qJJrkjy5Znoa4rXXZqkZvu6netXkqVzdX1JkiRJkiRJwzW0lcGfAPaY60FIkiRJkiRJ0mzbfK4HMJuqaiWwcib6SrIZsKCq7pmJ/iRJkiRJkiRpU5rqyuCdkpyV5PYkNyX5xyQPH/syyWZJDk/ykyR3J7kxyWlJHj9eZ0n2TXJxkruS/DzJa3vfP7a9xs+S3JFkVZKzk+zaa7M2yTHj9P+sdmuGl7Wf19kmIsm2SU5MclXbz1VJPpRk6167SnJSkrcm+RWwFnhmp9/vJ7klya1JvpfkpVP8bSVJkiRJkiRpk5nqyuAvAp8FTgL+G3A08GRg3/b7TwEvA04ElgNPBI4Flid5elXd0elrV+B44APA9cAbgE8m+VVVfbttsz1wb3ud64FHAQcA/55k16q6rKpuSHI2cECS91ZVt9h7ALAaGHd/4nZ179doirrvBb7Xua+nJXler7+XAFcD7wJuBy5vjz8Z+Cjwa5rfdAnwuSSPqKpPTvJ7SpIkSZIkSdKsmGox+PNVdWT797lJ7gE+mGQPIMBrgLdU1f8eOyHJJcAPgQNpCqZjHgPsUVVXt+2+DTwH+Cvg2wBV9QvgkE5fC4CzgZ/SFI8Pb786laZQ/d+BC9q2WwMvBT5bVWsmuJ/n0RRu/6aq/qFzX7fRFLyfC3yj034rYO+q+k23k6q6f0VzW2A+D9ihHfsGFYPbh/P1H9C3cEPO1fxjHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHua/KReDx/n8QWBP4OHAfcDnk3T7vZRmNe2ePLgY/MOxQjBAVd2d5JfA744dSxLgdcCbgJ1pVgaPeWrn7zOBG2kKzhe0x/YDHklTKJ7Ikvb99N7x02iKwUt4cDH4vH4huB3nEprVwv8VeCxNYRzg7kmu3XcYsM5WFxos86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDPTXXP4Gt7n69r3x8D7Nj2dxNwT++1kGalbNdN4/S/hmb17Zh3AKcA3wVeQbOFw27Aj4D79/RtH+L2OWD/JNu2hw8ELquq701yP9sDa6pqdfdgVd3SjuUxvfar+h0k2R04l6YA/BaaLSd2A/5P717W5yRgp95r8RTO1/xiHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHua5qa4MfjwPFIChKQBDU9j9Lc3K4GfRFID7bpvy6OCVwLeq6pDuwSSPodkLuOtTwKE0BeFvAnvRrNadzE3Alkm26xaEkzwa2JJ1C9bFul5Gc78v6G5HkWSL9Vz7wR0313/QPTULozVE5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH+m+rK4JdP8PkCmr18NwMeX1U/GOf1i40YXwFruweSPJ9x9iqpqktoVgwfCLy6Pfcz6+n//Pb9Vb3jr+p9v74xjhXCx8b4OOCFG3CuJEmSJEmSJM2Kqa4MfnmS39I84O0ZNHuILKuq7wAkORU4LcnJwIU0e+Y+kWbv3WVVdcYUr3cW8J4kS9trPo1mte/VE7T/NHAi8AfA16uqv61F3znAN4ETkjwK+F57X0fT7BV87gaO8XDgs0k+TrN6+iiaFdSP2IDzJUmSJEmSJGmTm+rK4P2ApwNfAt5OszXDyzrfv5Zmn9/nAmcAXwWOpFk5++ONGN/7gI8Ab6R5SNxLgJcCv5qg/enttZ7I5A+OA6CqimYF7z8ABwHL2vePAPu136+vj/Pa8f1JO8ajaPZX+ez6zpUkSZIkSZKk2bJBK4OraimwtP24zyTtCvin9jVZf4smOP7s3uc1NKtuD+81fTbjqKobgAn36u3dx9ixO2kK2O9Yz5gn3CClqk6hedBdX/9abrIiSZIkSZIkaU5MdWWwJEmSJEmSJOkhyGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAI18MTnJgkkqyaIb7PTXJFTPZpyRJkiRJkiSNqpEvBgNnAXsAq2a432OB/Wa4T0mSJEmSJEkaSZvP9QDWp6puAG7YBP1ePtN9SpIkSZIkSdKomvbK4CRLklyQ5I72tTzJnp3vl7bbPOyS5CtJbktyQ5IPJNksydM75/9Hklf3+l9nm4gkz2mvc3OSu5JckeTzne8XJDkyyS/b729JcnGSv+60WWebiCSPTXJKkmuTrG3H8+4kCzptFrXjOTzJO9tr357kO0l27/X3+0n+JcmqJGva968n2Xm6v7skSZIkSZIkTcW0VgYn2Qv4BvBd4DXt4bcD30zy3Kr6Vqf5F4BTgZOBvwDeBWwJ/DnwIeA44BDg00l+UlWXTHDNnYBlwJeB44G7gCcB+3aa/S1wBHA08H+BbYA/Braf5F62AZYDTwSOAn4BPA94H/B7wOt7pxwKXAa8tf18LLAsyU5VdWt7bBlwW9vmWuBxwJ7AIycahyRJkiRJkiRtCtPdJuL9NEXOvavqboAky4DL2+/26LT9aFWd3LY5j6YIfDiwuKoubI//ALgeeAUwbjEYeDpNEfmgTtEV4LTO388EzqmqEzvHlq3nXg6gKRi/oKrObI+dk2Qz4LAkJ1TVzzvtV7dt72vHfg3wPWAf4J+T7AA8BXhRVX2lc94Z4108yXbAdr3DC9czZs1T5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH+2+hicJJtgd2A/zVWCAaoqruS/CtwSLvadsxZnTaV5OfADmOF4Pb4zUmuB353kktfDKwFzkhyCnBhVV3Ta3MRcGSS44EzgR9U1Z3ruaUlwK2dQvCY04DDgGcD3WLwmWOF4NaP2/exsd9EUxQ/PskTgAuq6meTXP8w4Jj1jFHDYR7UZybUZR7UZybUZR7UZybUZR7UZybUZR7muensGfxoIDQrg/tWtX0/unPs5l6bteMcGzu+1UQXbR/8tjewBvgUcHWSS5O8ptPsA8B7gOfSbP1wc7tf8VMnuZ/tJ7kXgMf0jt/UG9ea9s+t2s8F7AX8G/B3wGVJrknyviRbjnOdk4Cdeq/Fk4xX85t5UJ+ZUJd5UJ+ZUJd5UJ+ZUJd5UJ+ZUJd5mOems03ELUABjx/nuycA97VtZlxVrQBWtA92+1PgnTR7DV9dVedV1W+BE4AT2uXtzwP+J/CNJIvaQm3fTW1f493L2PdTHeeVwGsBkjwFeBVwJM1vc3Sv7WqarSful2Sql9Q8YR7UZybUZR7UZybUZR7UZybUZR7UZybUZR7mv41eGVxVd9Bsx7B/kvtX8rZ/vxi4aAO2ZpiWqrq3qi6ieWgdwC7jtFldVf9Cs4r4yay778mY84FHJfnz3vFX0RS9v7XuKVMa6y+r6mjgSuBp0+lLkiRJkiRJkqZqug+QezdwDvDNJCfSbBvxNuBxwCun2fe4kryJZn/fZcBVwLbAwTTbS5zftvkqcCnwA+BGYGfgIJoC9USrlU8DDgFOT3IUzf7Az6V5yN0pVfWLKY5zF+Bk4AvAr4DfAvsCi2hWKUuSJEmSJEnSrJlWMbiqvpXkf9DsiXt6e/j7wF7tVg6bwiU02z4cS1N0vq099vyq+lHb5gKa1clvBB5Bs+/vl4GlE3XaPvhuCQ/sN7w9zSredwPHb8Q4rwX+H/A3NE9dvI+mKHxQVX18I/qTJEmSJEmSpI023ZXBVNVyYM9Jvl/KOEXYqnrRBO0X9T6fCpza+fxdYL/1jOlE4MT1tDlwnGM3Am9Yz3lX0KyAHu+7dP6+HvjryfqSJEmSJEmSpNmy0XsGS5IkSZIkSZIeOiwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgZgxovBSQ5MUkkWdY5dkeTUDTh3aZKa6TFJkiRJkiRJ0tCN2srgTwB7zPUgJEmSJEmSJGm+2XyuB9BVVSuBlXM9DkmSJEmSJEmabzZ4ZXCSnZOcmuTyJHcl+XWSM5LsPFODGW+biHbLiZOSvDnJr9prX5TkT5JsnuS9SVYmuTXJl5I8tnf+y5Ocm+TaJHcm+WmSI5Ns2WuXJO9OcmWSu5P8MMmfJVmeZHmv7aPbMV2ZZG37fmySh/XaHZzkx0nuSPKbJJcleddM/V6SJEmS0aNySQAAIABJREFUJEmStKGmsjL4d4DrgXcANwE7AgcDFyX5o6q6fhOMb8x+wH8CbwceBpwIfBU4B9gCeD3wJODvgY+37cf8PvC19ru7gF2AI4E/BF7daXcccATwj8BX2v7+ieY3+uVYoyQPB1YA27fn/Bx4BnA0sGiszySvAE4G3g9cACwAnkLzO0qSJEmSJEnSrNrgYnBVfRv49tjnJAuAs2gKxK8APjLjo3vAAuDPququ9trbAqcCi6pqr86Y/hh4a5JtqurOdtzHdb4PcCFwC3BqkrdW1c1JtgfeBny2qt7caX8p8B06xWDgUOCpwK5V9eP22HlJ7gROSvLBqvop8EzgJ1V1dOfccya6wSTbAdv1Di9c3w+j+ck8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8zH8bXAxOsgXwVuAAmhWw23a+fupULpqkf917q6rGbdw4f6wQ3PpZ+35Wr93PgABPplmxS7uNxVHAEuAJPPie/wC4CNgd2BL4Qrezqvpukit619gHuAS4rHcfZwMnAXsCP237fXOSjwFfBC6qqlsnucfDgGMm+V7DYh7UZybUZR7UZybUZR7UZybUZR7UZybUZR7mualsE/Fh4CDgAzQrhFcDBSwDtt7QTpIsotnyoWsJsHyS027ufV67nuNbtdd6JM2WDrcDS4H/oNkq4hnARzvj3r59v26ca/eP7QjsDNwzwVh3AKiqz7QF9Ne3r0qyAjiiqi4a57yTaFY7dy1sx6/hMQ/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/z3FSKwa8ETquqo8YOtMXO7Sc+ZVzXALv1jv1iin1sqCXA44E9220uAEjytF67m9r3HcfpY0fgys7nG2mKy2+Y4JrXjP1RVZ8EPplkm3Ys7wfOSbKoqm7pnlRVq2kK7PdrdrXQEJkH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmH+W8qxeDigZW3Y15Ls5/vhndStRb4wVTOmYaxrSfuH3e7b/Dreu0uAtYAL6V5MN1Y291ptsToFoPPBt4JXFdVv96gQTT7F5+VZAfavY5p9i2WJEmSJEmSpFkxlWLwWcCBSX4O/AR4Fs22EasnPWtu/TvN+D6W5Bia4vCbgMd2G7UPkft74IgkvwG+DDyJZo+UVcB9neYfBvYHViT5MHApsAVNgXcf4JCqujLJKcCdwL8B19IsqT8CuAq4bJPcrSRJkiRJkiRNYCrF4EOBe4H30Oy1+x3gecDXNsG4ZkRV3ZjkBcAJwD8Dt7bvJ9Psddz1HuAOmmLx62geQHcwcFx73liftyV5Ztv+EJqH1d1Bsw/yN3hgy4kVwIHAy2mewngD8C3gmKpaM8O3KkmSJEmSJEmT2uBicLvH7YHjfLWo1+5UehtNV9WD2kxyjaU0D3rrHltnY5KqugQY7/h4174Q2H2cy6XXrmgKv8fd3yDZCfgj4F97bW8D3tW+JrqX04DTJvpekiRJkiRJkmbTVFYGz2tJdgVeTLPi+XbgD4G/BX4DfGIOhyZJkiRJkiRJ02Yx+AG306wgPgh4FM3WEMuB91TVdXM4LkmSJEmSJEmaNovBrar6JbDXXI9DkiRJkiRJkjaFzeZ6AJIkSZIkSZKkTc+VwaNtAcDKlSvnehzq6PzzWDDLlzYPI2gO83D/Nc3EaHGOUJdzhPqcI9TlHKE+5wh1OUeozzlCXRubh1TVzI9GMyLJs4AVcz0OTWhxVV04WxczDyNvVvMAZuIhwDlCXc4R6nOOUJdzhPqcI9TlHKE+5wh1TSkPFoNHWJItgd2AVcC9G9nNQpp/YRcDc/mfcObTOBYATwC+X1VrZmpg62MeRnYcc5IHMBMjPA7niOmbT+NwjpgZ82kczhHTN5/G4RwxM+bTOJwjpm8+jcM5YmbMp3E4R0zffBrHRuXBbSJGWPsPclr/pSfJ2J8rq+qK6Y7Jcdzv8umPZmrMw0iPY9bzAGZixMfhHOE4upwjpmkejsM5wnF0OUdM0zwch3OE4+hyjpimeTgO5wjH0TXlPPgAOUmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBs9/q4G/a98dx+iMY66Myv07jtExKr+B4xgNo3L/jmN0jMpv4DhGw6jcv+MYHaPyGziO0TAq9+84Rseo/AaOYzSMyv0Pfhypqtm+piRJkiRJkiRplrkyWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGYPO5HoAmlmRLYDdgFXDvHA9HD1gAPAH4flWtma2LmoeRNSd5ADMxwpwj1OUcoT7nCHU5R6jPOUJdzhHqc45Q10blwWLwaNsNWDHXg9CEFgMXzuL1zMNom+08gJkYdc4R6nKOUJ9zhLqcI9TnHKEu5wj1OUeoa0p5sBg82lYBrFixgoULF871WNRauXIlixcvhvafzywyDyNoDvNw/zXNxGhxjlCXc4T6nCPU5RyhPucIdTlHqM85Ql0bmweLwaPtXoCFCxeyaNGiOR6KxjHb/2uEeRhtc/G/ypiJ0eYcoS7nCPU5R6jLOUJ9zhHqco5Qn3OEuqaUBx8gJ0mSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkagEEWg5PsnmRpku02Uf/PTlJJXrQp+pckSZIkSZKkqRpkMRjYHTgG2CTFYEmSJEmSJEkaNUMtBkuSJEmSJEnSoAyuGJxkKfDh9uN/tts5VJJFSd6SZEWSG5LcnuSSJAcn2azXx3OSLE9yc5K7klyR5PPrue72bd9XJfkvm+j2JEmSJEmSJGlcm8/1AObAJ4BHAYcBfwmsao+vAn4P+AxwBXAv8AzgBOB3gKMAkuwELAO+DBwP3AU8Cdh3ogu255wN3A3sXlXXzPA9SZIkSZIkSdKkBlcMrqqVSa5sP15cVVd0vn772B/tauALgAXA25IcXVUFPB3YEjioqm7tnHvaeNdLshtwJvAj4MVVddsE7bZj3T2MF27wjWleMQ/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/z3+CKwZNJsitwJM0D5nbkwdtoPA64DrgYWAuckeQU4MJJVvruA/wV8AXgjVV1zySXP4zmoXYSmAety0yoyzyoz0yoyzyoz0yoyzyoz0yoyzzMc4PbM3giSRYBK2i2fHgHsBjYDTiubbI1QFVdDuwNrAE+BVyd5NIkrxmn2/2AhwEfW08hGOAkYKfea/HG35Ee4syD+syEusyD+syEusyD+syEusyD+syEuszDPOfK4Ae8ENiGZiuHq8YOJnlhv2FVrQBWJFkA/CnwTuDTSa6uqvM6TQ8FDgDOTbJve964qmo1sLp7LMl07kcPYeZBfWZCXeZBfWZCXeZBfWZCXeZBfWZCXeZh/hvqyuA17fvWnWPVvq8dO5BkK+DVE3VSVfdW1UU8sNfwLr0mdwF/AZwHfD3J3tMZtCRJkiRJkiRtrKGuDL60fT8kyenAPTQPi7sH+FyS44FH0BR5H7S9Q5I3AUuAZcBVwLbAwTRF5PP7F6qqtUleAnwaODPJ/lV15ia5K0mSJEmSJEmawCBXBrfbNXwQ+EvgQuD7wK3AS4AdgC8BHwLObNt1XQJsARwLnE2zb/AWwPOr6kcTXO+3NCuMPwN8Mcn+M3xLkiRJkiRJkjSpoa4MpqqOAI7oHb4C+Mo4zT/ZOe+7NA+Gm6zv5UB6x+4D3tC+JEmSJEmSJGlWDXJlsCRJkiRJkiQNjcVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkANqgYnGRpkkqy3UxcNMkVSb48E31N8bpLk9RsX7dz/UqydK6uL0mSJEmSJGm4hrYy+BPAHnM9CEmSJEmSJEmabZvP9QBmU1WtBFbORF9JNgMWVNU9M9GfJEmSJEmSJG1KU10ZvFOSs5LcnuSmJP+Y5OFjXybZLMnhSX6S5O4kNyY5Lcnjx+ssyb5JLk5yV5KfJ3lt7/vHttf4WZI7kqxKcnaSXXtt1iY5Zpz+n9VuzfCy9vM620Qk2TbJiUmuavu5KsmHkmzda1dJTkry1iS/AtYCz+z0+/0ktyS5Ncn3krx0ir+tJEmSJEmSJG0yU10Z/EXgs8BJwH8DjgaeDOzbfv8p4GXAicBy4InAscDyJE+vqjs6fe0KHA98ALgeeAPwySS/qqpvt222B+5tr3M98CjgAODfk+xaVZdV1Q1JzgYOSPLequoWew8AVgPj7k/cru79Gk1R973A9zr39bQkz+v19xLgauBdwO3A5e3xJwMfBX5N85suAT6X5BFV9clJfk9JkiRJkiRJmhVTLQZ/vqqObP8+N8k9wAeT7AEEeA3wlqr632MnJLkE+CFwIE3BdMxjgD2q6uq23beB5wB/BXwboKp+ARzS6WsBcDbwU5ri8eHtV6fSFKr/O3BB23Zr4KXAZ6tqzQT38zyawu3fVNU/dO7rNpqC93OBb3TabwXsXVW/6XZSVfevaG4LzOcBO7Rj36BicPtwvv4D+hZuyLmaf8yD+syEusyD+syEusyD+syEusyD+syEuszD/DflYvA4nz8I7Ak8HLgP+HySbr+X0qym3ZMHF4N/OFYIBqiqu5P8EvjdsWNJArwOeBOwM83K4DFP7fx9JnAjTcH5gvbYfsAjaQrFE1nSvp/eO34aTTF4CQ8uBp/XLwS341xCs1r4vwKPpSmMA9w9ybX7DgPW2epCg2Ue1Gcm1GUe1Gcm1GUe1Gcm1GUe1Gcm1GUe5rmp7hl8be/zde37Y4Ad2/5uAu7pvRbSrJTtummc/tfQrL4d8w7gFOC7wCtotnDYDfgRcP+evu1D3D4H7J9k2/bwgcBlVfW9Se5ne2BNVa3uHqyqW9qxPKbXflW/gyS7A+fSFIDfQrPlxG7A/+ndy/qcBOzUey2ewvmaX8yD+syEusyD+syEusyD+syEusyD+syEuszDPDfVlcGP54ECMDQFYGgKu7+lWRn8LJoCcN9tUx4dvBL4VlUd0j2Y5DE0ewF3fQo4lKYg/E1gL5rVupO5CdgyyXbdgnCSRwNbsm7BuljXy2ju9wXd7SiSbLGeaz+44+b6D7qnZmG0hsg8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8zH9TXRn88gk+X0Czl+9mwOOr6gfjvH6xEeMrYG33QJLnM85eJVV1Cc2K4QOBV7fnfmY9/Z/fvr+qd/xVve/XN8axQvjYGB8HvHADzpUkSZIkSZKkWTHVlcEvT/Jbmge8PYNmD5FlVfUdgCSnAqclORm4kGbP3CfS7L27rKrOmOL1zgLek2Rpe82n0az2vXqC9p8GTgT+APh6VfW3teg7B/gmcEKSRwHfa+/raJq9gs/dwDEeDnw2ycdpVk8fRbOC+hEbcL4kSZIkSZIkbXJTXRm8H/B04EvA22m2ZnhZ5/vX0uzz+1zgDOCrwJE0K2d/vBHjex/wEeCNNA+JewnwUuBXE7Q/vb3WE5n8wXEAVFXRrOD9B+AgYFn7/hFgv/b79fVxXju+P2nHeBTN/iqfXd+5kiRJkiRJkjRbNmhlcFUtBZa2H/eZpF0B/9S+Jutv0QTHn937vIZm1e3hvabPZhxVdQMw4V69vfsYO3YnTQH7HesZ84QbpFTVKTQPuuvrX8tNViRJkiRJkiTNiamuDJYkSZIkSZIkPQRZDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNwMgXg5McmKSSLJrhfk9NcsVM9ilJkiRJkiRJo2rki8HAWcAewKoZ7vdYYL8Z7lOSJEmSJEmSRtLmcz2A9amqG4AbNkG/l890n5IkSZIkSZI0qqa9MjjJkiQXJLmjfS1Psmfn+6XtNg+7JPlKktuS3JDkA0k2S/L0zvn/keTVvf7X2SYiyXPa69yc5K4kVyT5fOf7BUmOTPLL9vtbklyc5K87bdbZJiLJY5OckuTaJGvb8bw7yYJOm0XteA5P8s722rcn+U6S3Xv9/X6Sf0myKsma9v3rSXae7u8uSZIkSZIkSVMxrZXBSfYCvgF8F3hNe/jtwDeTPLeqvtVp/gXgVOBk4C+AdwFbAn8OfAg4DjgE+HSSn1TVJRNccydgGfBl4HjgLuBJwL6dZn8LHAEcDfxfYBvgj4HtJ7mXbYDlwBOBo4BfAM8D3gf8HvD63imHApcBb20/HwssS7JTVd3aHlsG3Na2uRZ4HLAn8MiJxiFJkiRJkiRJm8J0t4l4P02Rc++quhsgyTLg8va7PTptP1pVJ7dtzqMpAh8OLK6qC9vjPwCuB14BjFsMBp5OU0Q+qFN0BTit8/czgXOq6sTOsWXruZcDaArGL6iqM9tj5yTZDDgsyQlV9fNO+9Vt2/vasV8DfA/YB/jnJDsATwFeVFVf6Zx3xngXT7IdsF3v8ML1jFnzlHlQn5lQl3lQn5lQl3lQn5lQl3lQn5lQl3mY/za6GJxkW2A34H+NFYIBququJP8KHNKuth1zVqdNJfk5sMNYIbg9fnOS64HfneTSFwNrgTOSnAJcWFXX9NpcBByZ5HjgTOAHVXXnem5pCXBrpxA85jTgMODZQLcYfOZYIbj14/Z9bOw30RTFj0/yBOCCqvrZJNc/DDhmPWPUcJgH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmHeW46ewY/GgjNyuC+VW3fj+4cu7nXZu04x8aObzXRRdsHv+0NrAE+BVyd5NIkr+k0+wDwHuC5NFs/3NzuV/zUSe5n+0nuBeAxveM39ca1pv1zq/ZzAXsB/wb8HXBZkmuSvC/JluNc5yRgp95r8STj1fxmHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHua56WwTcQtQwOPH+e4JwH1tmxlXVSuAFe2D3f4UeCfNXsNXV9V5VfVb4ATghHZ5+/OA/wl8I8mitlDbd1Pb13j3Mvb9VMd5JfBagCRPAV4FHEnz2xzda7uaZuuJ+yWZ6iU1T5gH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmH+W+jVwZX1R002zHsn+T+lbzt3y8GLtqArRmmparuraqLaB5aB7DLOG1WV9W/0KwifjLr7nsy5nzgUUn+vHf8VTRF72+te8qUxvrLqjoauBJ42nT6kiRJkiRJkqSpmu4D5N4NnAN8M8mJNNtGvA14HPDKafY9riRvotnfdxlwFbAtcDDN9hLnt22+ClwK/AC4EdgZOIimQD3RauXTgEOA05McRbM/8HNpHnJ3SlX9Yorj3AU4GfgC8Cvgt8C+wCKaVcqSJEmSJEmSNGumVQyuqm8l+R80e+Ke3h7+PrBXu5XDpnAJzbYPx9IUnW9rjz2/qn7UtrmAZnXyG4FH0Oz7+2Vg6USdtg++W8ID+w1vT7OK993A8RsxzmuB/wf8Dc1TF++jKQofVFUf34j+JEmSJEmSJGmjTXdlMFW1HNhzku+XMk4RtqpeNEH7Rb3PpwKndj5/F9hvPWM6EThxPW0OHOfYjcAb1nPeFTQroMf7Lp2/rwf+erK+JEmSJEmSJGm2bPSewZIkSZIkSZKkhw6LwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAMx4MTjJgUkqyaLOsSuSnLoB5y5NUjM9JkmSJEmSJEkaulFbGfwJYI+5HoQkSZIkSZIkzTebz/UAuqpqJbByrschSZIkSZIkSfPNBq8MTrJzklOTXJ7kriS/TnJGkp1najDjbRPRbjlxUpI3J/lVe+2LkvxJks2TvDfJyiS3JvlSksf2zn95knOTXJvkziQ/TXJkki177ZLk3UmuTHJ3kh8m+bMky5Ms77V9dDumK5Osbd+PTfKwXruDk/w4yR1JfpPksiTvmqnfS5IkSZIkSZI21FRWBv8OcD3wDuAmYEfgYOCiJH9UVddvgvGN2Q/4T+DtwMOAE4GvAucAWwCvB54E/D3w8bb9mN8HvtZ+dxewC3Ak8IfAqzvtjgOOAP4R+Erb3z/R/Ea/HGuU5OHACmD79pyfA88AjgYWjfWZ5BXAycD7gQuABcBTaH5HSZIkSZIkSZpVG1wMrqpvA98e+5xkAXAWTYH4FcBHZnx0D1gA/FlV3dVee1vgVGBRVe3VGdMfA29Nsk1V3dmO+7jO9wEuBG4BTk3y1qq6Ocn2wNuAz1bVmzvtLwW+Q6cYDBwKPBXYtap+3B47L8mdwElJPlhVPwWeCfykqo7unHvORDeYZDtgu97hhev7YTQ/mQf1mQl1mQf1mQl1mQf1mQl1mQf1mQl1mYf5b4OLwUm2AN4KHECzAnbbztdPncpFk/Sve29V1biNG+ePFYJbP2vfz+q1+xkQ4Mk0K3Zpt7E4ClgCPIEH3/MfABcBuwNbAl/odlZV301yRe8a+wCXAJf17uNs4CRgT+Cnbb9vTvIx4IvARVV16yT3eBhwzCTfa1jMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMwzw3lW0iPgwcBHyAZoXwaqCAZcDWG9pJkkU0Wz50LQGWT3Lazb3Pa9dzfKv2Wo+k2dLhdmAp8B80W0U8A/hoZ9zbt+/XjXPt/rEdgZ2BeyYY6w4AVfWZtoD++vZVSVYAR1TVReOcdxLNaueuhe34NTzmQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYZ6bSjH4lcBpVXXU2IG22Ln9xKeM6xpgt96xX0yxjw21BHg8sGe7zQUASZ7Wa3dT+77jOH3sCFzZ+XwjTXH5DRNc85qxP6rqk8Ank2zTjuX9wDlJFlXVLd2Tqmo1TYH9fs2uFhoi86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zD/TaUYXDyw8nbMa2n2893wTqrWAj+YyjnTMLb1xP3jbvcNfl2v3UXAGuClNA+mG2u7O82WGN1i8NnAO4HrqurXGzSIZv/is5LsQLvXMc2+xZIkSZIkSZI0K6ZSDD4LODDJz4GfAM+i2TZi9aRnza1/pxnfx5IcQ1McfhPw2G6j9iFyfw8ckeQ3wJeBJ9HskbIKuK/T/MPA/sCKJB8GLgW2oCnw7gMcUlVXJjkFuBP4N+BamiX1RwBXAZdtkruVJEmSJEmSpAlMpRh8KHAv8B6avXa/AzwP+NomGNeMqKobk7wAOAH4Z+DW9v1kmr2Ou94D3EFTLH4dzQPoDgaOa88b6/O2JM9s2x9C87C6O2j2Qf4GD2w5sQI4EHg5zVMYbwC+BRxTVWtm+FYlSZIkSZIkaVIbXAxu97g9cJyvFvXanUpvo+mqelCbSa6xlOZBb91j62xMUlWXAOMdH+/aFwK7j3O59NoVTeH3uPsbJDsBfwT8a6/tbcC72tdE93IacNpE30uSJEmSJEnSbJrKyuB5LcmuwItpVjzfDvwh8LfAb4BPzOHQJEmSJEmSJGnaLAY/4HaaFcQHAY+i2RpiOfCeqrpuDsclSZIkSZIkSdNmMbhVVb8E9prrcUiSJEmSJEnSprDZXA9AkiRJkiRJkrTpWQyWJEmSJEmSpAFwm4jRtgBg5cqVcz0OdXT+eSyY5UubhxE0h3m4/5pmYrQ4R6jLOUJ9zhHqco5Qn3OEupwj1Occoa6NzUOqauZHoxmR5FnAirkehya0uKounK2LmYeRN6t5ADPxEOAcoS7nCPU5R6jLOUJ9zhHqco5Qn3OEuqaUB4vBIyzJlsBuwCrg3o3sZiHNv7CLgbn8TzjzaRwLgCcA36+qNTM1sPUxDyM7jjnJA5iJER6Hc8T0zadxOEfMjPk0DueI6ZtP43COmBnzaRzOEdM3n8bhHDEz5tM4nCOmbz6NY6Py4DYRI6z9Bzmt/9KTZOzPlVV1xXTH5Djud/n0RzM15mGkxzHreQAzMeLjcI5wHF3OEdM0D8fhHOE4upwjpmkejsM5wnF0OUdM0zwch3OE4+iach58gJwkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoPnv9XA37XvjmN0xjFXRuX+HcfoGJXfwHGMhlG5f8cxOkblN3Aco2FU7t9xjI5R+Q0cx2gYlft3HKNjVH4DxzEaRuX+Bz+OVNVsX1OSJEmSJEmSNMtcGSxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqTue2CRAAAgAElEQVQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAHYfK4HoIkl2RLYDVgF3DvHw9EDFgBPAL5fVWtm66LmYWTNSR7ATIww5wh1OUeozzlCXc4R6nOOUJdzhPqcI9S1UXmwGDzadgNWzPUgNKHFwIWzeD3zMNpmOw9gJkadc4S6nCPU5xyhLucI9TlHqMs5Qn3OEeqaUh4sBo+2VQArVqxg4cKFcz0WtVauXMnixYuh/eczi8zDCJrDPNx/TTMxWpwj1OUcoT7nCHU5R6jPOUJdzhHqc45Q18bmwWLwaLsXYOHChSxatGiOh6JxzPb/GmEeRttc/K8yZmK0OUeoyzlCfc4R6nKOUJ9zhLqcI9TnHKGuKeXBB8hJkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgZgkMXgJLsnWZpku03U/7OTVJIXbYr+JUmSJEmSJGmqBlkMBnYHjgE2STFYkiRJkiRJkkbNUIvBkiRJkiRJkjQogysGJ1kKfLj9+J/tdg6VZFGStyRZkeSGJLcnuSTJwUk26/XxnCTLk9yc5K4kVyT5/Hquu33b91VJ/ssmuj1JkiRJkiRJGtfmcz2AOfAJ4FHAYcBfAqva46uA3wM+A1wB3As8AzgB+B3gKIAkOwHLgC8DxwN3AU8C9p3ogu05ZwN3A7tX1TUzfE+SJEmSJEmSNKnBFYOramWSK9uPF1fVFZ2v3z72R7sa+AJgAfC2JEdXVQFPB7YEDqqqWzvnnjbe9ZLsBpwJ/Ah4cVXdNkG77Vh3D+OFG3xjmlfMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMw/w3uGLwZJLsChxJ84C5HXnwNhqPA64DLgbWAmckOQW4cJKVvvsAfwV8AXhjVd0zyeUPo3monQTmQesyE+oyD+ozE+oyD+ozE+oyD+ozE+oyD/Pc4PYMnkiSRcAKmi0f3gEsBnYDjmubbA1QVZcDewNrgE8BVye5NMlrxul2P+BhwMfWUwgGOAnYqfdavPF3pIc486A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDPuTL4AS8EtqHZyuGqsYNJXthvWFUrgBVJFgB/CrwT+HSSq6vqvE7TQ4EDgHOT7NueN66qWg2s7h5LMp370UOYeVCfmVCXeVCfmVCXeVCfmVCXeVCfmVCXeZj/hroyeE37vnXnWLXva8cOJNkKePVEnVTVvVV1EQ/sNbxLr8ldwF8A5wFfT7L3dAYtSZIkSZIkSRtrqCuDL23fD0lyOnAPzcPi7gE+l+R44BE0Rd4Hbe+Q5E3AEmAZcBWwLXAwTRH5/P6FqmptkpcAnwbOTLJ/VZ25Se5KkiRJkv4/e/caZklZnn3/fzIICioIKG5Qh0iM5n2jCb74wKsEER8xoolExU00EqMiCVGJmojsJuIuKIohZqPyiAjGGA63bAIKDEJU1CgqIBJIABGQ7SDbGYTr+VDVUNZ090xP9/Qq1vr/jqOP1avWXVVXNSf3h4ube0mSJM1gIlcGt9s1vB/4Q+Ac4DvAzcBLga2ALwAfAE5sx3WdB2wEHAacQrNv8EbA86rqBzPc75c0K4w/DXw+yUsW+JEkSZIkSZIkaVaTujKYqjoAOKB3+DLgS9MMP7pz3rdovhhutmsvB9I7dg/w+vZHkiRJkiRJkhbVRK4MliRJkiRJkqRJYzNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJsFbN4CTLklSSzRfipkkuS/LFhbjWHO+7LEkt9n07968ky0Z1f0mSJEmSJEmTa9JWBn8C2GnURUiSJEmSJEnSYttw1AUspqq6ErhyIa6VZANgSVXdtRDXkyRJkiRJkqT1aa4rg7dNclKSW5PckOQfkzx46sMkGyTZP8mPktyZ5PokxyZ55HQXS7JHku8nuSPJRUle2/v84e09fpzktiRXJzklyfa9MauSHDrN9Z/Zbs3wsvb9attEJNk0yRFJrmivc0WSDyR5UG9cJTkyyZuTXAKsAp7Rue53ktyU5OYk306y1xz/tpIkSZIkSZK03sx1ZfDngeOBI4H/BRwCPA7Yo/38k8DLgCOA5cBjgMOA5UmeVlW3da61PXA48D7gWuD1wNFJLqmqr7djtgDubu9zLbAZ8BrgG0m2r6oLq+q6JKcAr0nyrqrqNntfA6wApt2fuF3d+xWapu67gG93nuupSXbvXe+lwM+AdwC3Ape2xx8HfBT4Kc3fdFfgM0keUlVHz/L37NayOdDfk3mbtTlX48c8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jL+5NoM/W1UHtb9/NcldwPuT7AQE+GPgz6vqH6ZOSHIe8D1gb5qG6ZQtgZ2q6mftuK8Dzwb+CPg6QFX9BNivc60lwCnABTTN4/3bj46haVT/LnBWO/ZBwF7A8VW1cobn2Z2mcfsXVfX3nee6habh/Vzg1M74BwLPqapfdC9SVfeuaG4bzKcDW7W1r1UzGHgLsNrqZk0s86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDm5rpNxGdneL8L8HzgHuCzSTac+gHOp1lNu0vv3O9NNYIBqupO4GLg8VPH0nhdku8mWQH8kmZ7hl8HntS51onA9TQN5yl7Ag+laRTPZNf29bje8WN7n085vd8IbuvcNcmpSX7e1ngX8Ke9GtfkSGDb3s/Oczhf48U8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jLm5rgy+pvf+5+3rljRLyDcAbpjh3K1676cbt5Jm9e2Ut9FsJfFR4OD2nHuATwD37ulbVXcl+Qzw2iT7tdtR7A1cWFXfnuV5tgBWVtWK7sGquinJyva5uq7uXyDJjsBXgTOAP6dpfN8F7Au8tj9+Jm0Nv1JHkrU9XWPGPKjPTKjLPKjPTKjLPKjPTKjLPKjPTKjLPIy/uTaDH8l9DWCArdvXG2hWxN4DPJOmGdp3y5yrg1cCZ1bVft2DSbakF0ya/YrfBLwkydeA3Wj29p3NDcDGSTbvNoSTPAzYmNUb1sXqXkbzvC/sbkeRZKM13FuSJEmSJEmSFs1ct4l4+Qzvz6LZy3cD4JFV9d1pfn6yDvUVzbYQ90ryPKbZuLqqzgN+QLMi+NXtuZ9ew/XPaF9f1Tv+qt7na6pxqhE+VeMjgD9Yi3MlSZIkSZIkaVHMdWXwy5P8kuYL3p5Os6H0yVX1TYAkxwDHJjkKOAe4E3gMzd67J1fVCXO830nAgUmWtfd8Ks1q35/NMP5TwBE0ewr/e1X1t7XoOw34GvDBJJsB326f6xCaL4776lrWuD9wfJKP0ayePphmBfVD1uJ8SZIkSZIkSVrv5royeE/gacAXgLfSbM3wss7nr6XZ5/e5wAnAl4GDaFbO/nAd6ns38BHgDTRfEvdSYC/gkhnGH9fe6zHM/sVxAFRV0azg/XtgH+Dk9vUjwJ7t52u6xultfb/T1ngwzWbbx6/pXEmSJEmSJElaLGu1MriqlgHL2rfPn2VcAf/c/sx2vaUzHH9W7/1KmlW3+/eGPotpVNV1wIx79faeY+rY7TQN7LetoeYZd8uuqo8DH5/mo/693HFbkiRJkiRJ0kjMdWWwJEmSJEmSJOl+yGawJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBLAZLEmSJEmSJEkTwGawJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBLAZLEmSJEmSJEkTwGawJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBBh8MzjJ3kkqydIFvu4xSS5byGtKkiRJkiRJ0lANvhkMnATsBFy9wNc9DNhzga8pSZIkSZIkSYO04agLWJOqug64bj1c99KFvqYkSZIkSZIkDdW8VwYn2TXJWUlua3+WJ9ml8/mydpuHpyT5UpJbklyX5H1JNkjytM75/5Xk1b3rr7ZNRJJnt/e5MckdSS5L8tnO50uSHJTk4vbzm5J8P8mfdMastk1Ekocn+XiSa5Ksaut5Z5IlnTFL23r2T/L29t63Jvlmkh1713tCkn9NcnWSle3rvyfZbr5/d0mSJEmSJEmai3mtDE6yG3Aq8C3gj9vDbwW+luS5VXVmZ/jngGOAo4DfB94BbAy8APgA8B5gP+BTSX5UVefNcM9tgZOBLwKHA3cAjwX26Az7K+AA4BDgP4FNgN8EtpjlWTYBlgOPAQ4GfgLsDrwb+DXgdb1T3gRcCLy5fX8YcHKSbavq5vbYycAt7ZhrgEcAuwAPnakOSZIkSZIkSVof5rtNxHtpmpzPqao7AZKcDFzafrZTZ+xHq+qodszpNE3g/YGdq+qc9vh3gWuBVwDTNoOBp9E0kffpNF0Bju38/gzgtKo6onPs5DU8y2toGsYvrKoT22OnJdkAeEuSD1bVRZ3xK9qx97S1XwV8G3g+8C9JtgKeCLyoqr7UOe+E6W6eZHNg897hbdZQs8aUeVCfmVCXeVCfmVCXeVCfmVCXeVCfmVCXeRh/69wMTrIpsAPwd1ONYICquiPJvwH7tattp5zUGVNJLgK2mmoEt8dvTHIt8PhZbv19YBVwQpKPA+dU1VW9MecCByU5HDgR+G5V3b6GR9oVuLnTCJ5yLPAW4FlAtxl84lQjuPXD9nWq9htomuKHJ3kUcFZV/XiW+78FOHQNNWpymAf1mQl1mQf1mQl1mQf1mQl1mQf1mQl1mYcxN589gx8GhGZlcN/V7bUf1jl2Y2/MqmmOTR1/4Ew3bb/47TnASuCTwM+SnJ/kjzvD3gccCDyXZuuHG9v9ip80y/NsMcuzAGzZO35Dr66V7a8PbN8XsBvwH8DfABcmuSrJu5NsPM19jgS27f3sPEu9Gm/mQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYczNZ5uIm4ACHjnNZ48C7mnHLLiqOhs4u/1it/8PeDvNXsM/q6rTq+qXwAeBD7bL23cH/hY4NcnStlHbd0N7remeZerzudZ5OfBagCRPBF4FHETztzmkN3YFzdYT90oy11tqTJgH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmH8bfOK4Or6jaa7RhekuTelbzt7y8Gzl2LrRnmparurqpzab60DuAp04xZUVX/SrOK+HGsvu/JlDOAzZK8oHf8VTRN7zNXP2VOtV5cVYcAlwNPnc+1JEmSJEmSJGmu5vsFcu8ETgO+luQImm0j/hJ4BPDKeV57WkneSLO/78nAFcCmwL4020uc0Y75MnA+8F3gemA7YB+aBvVMq5WPBfYDjktyMM3+wM+l+ZK7j1fVT+ZY51OAo4DPAZcAvwT2AJbSrFKWJEmSJEmSpEUzr2ZwVZ2Z5H/T7Il7XHv4O8Bu7VYO68N5NNs+HEbTdL6lPfa8qvpBO+YsmtXJbwAeQrPv7xeBZTNdtP3iu125b7/hLWhW8b4TOHwd6rwG+G/gL2i+dfEemqbwPlX1sXW4niRJkiRJkiSts/muDKaqlgO7zPL5MqZpwlbVi2YYv7T3/hjgmM77bwF7rqGmI4Aj1jBm72mOXQ+8fg3nXUazAnq6z9L5/VrgT2a7liRJkiRJkiQtlnXeM1iSJEmSJEmSdP9hM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AyWJEmSJEmSpAlgM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AyWJEmSJEmSpAlgM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AyWJEmSJEmSpAmw4M3gJHsnqSRLO8cuS3LMWpy7LEktdE2SJEmSJEmSNOmGtjL4E8BOoy5CkiRJkiRJksbNhqMuoKuqrgSuHHUdkiRJkiRJkjRu1nplcJLtkhyT5NIkdyT5aZITkmy3UMVMt01Eu+XEkUn+LMkl7b3PTfI7STZM8q4kVya5OckXkjy8d/7Lk3w1yTVJbk9yQZKDkmzcG5ck70xyeZI7k3wvye8lWZ5keW/sw9qaLk+yqn09LMkDeuP2TfLDJLcl+UWSC5O8Y6H+XpIkSZIkSZK0tuayMvjRwLXA24AbgK2BfYFzkzy5qq5dD/VN2RP4H+CtwAOAI4AvA6cBGwGvAx4LfAj4WDt+yhOAr7Sf3QE8BTgI+A3g1Z1x7wEOAP4R+FJ7vX+m+RtdPDUoyYOBs4Et2nMuAp4OHAIsnbpmklcARwHvBc4ClgBPpPk7ribJ5sDmvcPbrOHvojFlHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHsbfWjeDq+rrwNen3idZApxE0yB+BfCRBa/uPkuA36uqO9p7bwocAyytqt06Nf0m8OYkm1TV7W3d7+l8HuAc4CbgmCRvrqobk2wB/CVwfFX9WWf8+cA36TSDgTcBTwK2r6oftsdOT3I7cGSS91fVBcAzgB9V1SGdc0+b5RnfAhy69n8SjTnzoD4zoS7zoD4zoS7zoD4zoS7zoD4zoS7zMObmsk3ERknenuT8JLcCvwRuAzalaY6utXZ7h+5P1nDKGVON4NaP29eTeuN+DAR4XOde2yX5VJIrgFXAXcCxNM/+6+2wHYGNgc91L1ZV3wIu693j+cB5wIXdZwBOaT/fpX09F3hqkn9K8twkm63hGY8Etu397LyGczS+zIP6zIS6zIP6zIS6zIP6zIS6zIP6zIS6zMOYm8s2ER8G9gHeR7NCeAVQwMnAg9b2IkmW0mz50LUrsHyW027svV+1huMPbO/1UJotHW4FlgH/RbNVxNOBj3bq3qJ9/fk09+4f2xrYjqapPJ2tAKrq00mmtrB4HVBJzgYOqKpz+ydV1Qqav+m91twj17gyD+ozE+oyD+ozE+oyD+ozE+oyD+ozE+oyD+NvLs3gVwLHVtXBUwfaZucWM58yrauAHXrHfjLHa6ytXYFHAru021wAkOSpvXE3tK9bT3ONrYHLO++vp2kuv36Ge1419UtVHQ0cnWSTtpb3AqclWVpVN83lQSRJkiRJkiRpPubSDC7uW3k75bU0+/mu/UWqVgHfncs581Dt6711t1tS/Glv3LnASmAvmi+mmxq7I82XwnWbwacAbwd+XlU/Xasimv2LT0qyFe1exzT7FkuSJEmSJEnSophLM/gkYO8kFwE/Ap5Js23EilnPGq1v0NT3T0kOpWkOvxF4eHdQ+yVyHwIOSPIL4IvAY2k2zL4auKcz/MPAS4Czk3wYOB/YiKbB+3xgv6q6PMnHgduB/wCuofnmxQOAK4AL18vTSpIkSZIkSdIM5tIMfhNwN3AgzV673wR2B76yHupaEFV1fZIXAh8E/gW4uX09imav464Dab4Q7400K4cvAvYF3tOeN3XNW5I8ox2/H82X1d1Gsw/yqdy35cTZwN7Ay4HNgeuAM4FDq2rlAj+qJEmSJEmSJM1qrZvB7R63e0/z0dLeuGNotkLoHvuVMbPcYxnNF711j622S3VVnQdMd3y6e58D7DjN7dIbVzSN3/fcOyDZFngy8G+9sbcA72h/ZnqWY4FjZ/pckiRJkiRJkhbTXFYGj7Uk2wMvplnxfCvwG8BfAb8APjHC0iRJkiRJkiRp3mwG3+dWmhXE+wCb0WwNsRw4sKp+PsK6JEmSJEmSJGnebAa3qupiYLdR1yFJkiRJkiRJ68MGoy5AkiRJkiRJkrT+uTJ42JYAXHnllaOuQx2dfx5LFvnW5mGARpiHe+9pJobFOUJdzhHqc45Ql3OE+pwj1OUcoT7nCHWtax5SVQtfjRZEkmcCZ4+6Ds1o56o6Z7FuZh4Gb1HzAGbifsA5Ql3OEepzjlCXc4T6nCPU5RyhPucIdc0pDzaDByzJxsAOwNXA3et4mW1o/oXdGRjlf8IZpzqWAI8CvlNVKxeqsDUxD4OtYyR5ADMx4DqcI+ZvnOpwjlgY41SHc8T8jVMdzhELY5zqcI6Yv3GqwzliYYxTHc4R8zdOdaxTHtwmYsDaf5Dz+i89SaZ+vbKqLptvTdZxr0vnX83cmIdB17HoeQAzMfA6nCOso8s5Yp7GsA7nCOvoco6YpzGswznCOrqcI+ZpDOtwjrCOrjnnwS+QkyRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2g8ffCuBv2lfrGE4dozKU57eO4RjK38A6hmEoz28dwzGUv4F1DMNQnt86hmMofwPrGIahPL91DMdQ/gbWMQxDef6JryNVtdj3lCRJkiRJkiQtMlcGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIE2HDUBWhmSTYGdgCuBu4ecTm6zxLgUcB3qmrlYt3UPAzWSPIAZmLAnCPU5RyhPucIdTlHqM85Ql3OEepzjlDXOuXBZvCw7QCcPeoiNKOdgXMW8X7mYdgWOw9gJobOOUJdzhHqc45Ql3OE+pwj1OUcoT7nCHXNKQ82g4ftaoCzzz6bbbbZZtS1qHXllVey8847Q/vPZxGZhwEaYR7uvaeZGBbnCHU5R6jPOUJdzhHqc45Ql3OE+pwj1LWuebAZPGx3A2yzzTYsXbp0xKVoGov9v0aYh2Ebxf8qYyaGzTlCXc4R6nOOUJdzhPqcI9TlHKE+5wh1zSkPfoGcJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBLAZLEmSJEmSJEkTYCKbwUl2TLIsyebr6frPSlJJXrQ+ri9JkiRJkiRJczWRzWBgR+BQYL00gyVJkiRJkiRpaCa1GSxJkiRJkiRJE2XimsFJlgEfbt/+T7udQyVZmuTPk5yd5LoktyY5L8m+STboXePZSZYnuTHJHUkuS/LZNdx3i/baVyT5f9bT40mSJEmSJEnStDYcdQEj8AlgM+AtwB8CV7fHrwZ+Dfg0cBlwN/B04IPAo4GDAZJsC5wMfBE4HLgDeCywx0w3bM85BbgT2LGqrppmzOasvm3FNuvwfBoD5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH8TVwzuKquTHJ5+/b7VXVZ5+O3Tv3SrgY+C1gC/GWSQ6qqgKcBGwP7VNXNnXOPne5+SXYATgR+ALy4qm6ZobS30OxjLIF50OrMhLrMg/rMhLrMg/rMhLrMg/rMhLrMw5ibuG0iZpNk+ySfT3IVcFf7cxjwMOAR7bDvA6uAE5LsleTRs1zy+cBympXEe8zSCAY4Eti297PzPB5H92/mQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYcxN3MrgmSRZCpwNXAi8jWariFXAi4ADgQcBVNWlSZ4D/DXwSWCTJBcAh1dVf3XwnsADgH+qqrtmu39VrQBW9Gqa1zPp/ss8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jD9XBt/nD4BNaLZy+ExVfaOqvgtUf2BVnV1VLwAeCuwIXAR8KsluvaFvAs4AvprE/4oiSZIkSZIkaWQmtRm8sn19UOfYVNN31dSBJA8EXj3TRarq7qo6l/v2Gn5Kb8gdwO8DpwP/3q4oliRJkiRJkqRFN6nbRJzfvu6X5DiavYHPal8/k+Rw4CE0Td5f2d4hyRuBXWn2Ab4C2BTYl6aJfEb/RlW1KslLgU8BJyZ5SVWduF6eSpIkSZIkSZJmMJErg6vqbOD9wB8C5wDfAW4GXgpsBXwB+ABwYjuu6zxgI5ovljuFZt/gjYDnVdUPZrjfL2lWGH8a+HySlyzwI0mSJEmSJEnSrCZ1ZTBVdQBwQO/wZcCXphl+dOe8b9F8Mdxs114OpHfsHuD17Y8kSZIkSZIkLaqJXBksSZIkSZIkSZPGZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEWKtmcJJlSSrJ5gtx0ySXJfniQlxrjvddlqQW+76d+1eSZaO6vyRJkiRJkqTJNWkrgz8B7DTqIiRJkiRJkiRpsW046gIWU1VdCVy5ENdKsgGwpKruWojrSZIkSZIkSdL6NNeVwdsmOSnJrUluSPKPSR489WGSDZLsn+RHSe5Mcn2SY5M8crqLJdkjyfeT3JHkoiSv7X3+8PYeP05yW5Krk5ySZPvemFVJDp3m+s9st2Z4Wft+tW0ikmya5IgkV7TXuSLJB5I8qDeukhyZ5M1JLgFWAc/oXPc7SW5KcnOSbyfZa45/W0mSJEmSJElab+a6MvjzwPHAkcD/Ag4BHgfs0X7+SeBlwBHAcuAxwGHA8iRPq6rbOtfaHjgceB9wLfB64Ogkl1TV19sxWwB3t/e5FtgMeA3wjSTbV9WFVXVdklOA1yR5V1V1m72vAVYA0+5P3K7u/QpNU/ddwOLj6TkAACAASURBVLc7z/XUJLv3rvdS4GfAO4BbgUvb448DPgr8lOZvuivwmSQPqaqjZ/l7SpIkSZIkSdKimGsz+LNVdVD7+1eT3AW8P8lOQIA/Bv68qv5h6oQk5wHfA/amaZhO2RLYqap+1o77OvBs4I+ArwNU1U+A/TrXWgKcAlxA0zzev/3oGJpG9e8CZ7VjHwTsBRxfVStneJ7daRq3f1FVf995rltoGt7PBU7tjH8g8Jyq+kX3IlV174rmtsF8OrBVW/taNYPbL+frf0HfNmtzrsaPeVCfmVCXeVCfmVCXeVCfmVCXeVCfmVCXeRh/c24GT/P+/cAuwIOBe4DPJule93ya1bS78KvN4O9NNYIBqurOJBcDj586liTAnwJvBLajWRk85Umd308ErqdpOJ/VHtsTeChNo3gmu7avx/WOH0vTDN6VX20Gn95vBLd17kqzWvi3gYfTNMYB7pzl3n1vAVbb6kITyzyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzyMubnuGXxN7/3P29ctga3b690A3NX72YZmpWzXDdNcfyXN6tspbwM+DnwLeAXNFg47AD8A7t3Tt/0St88AL0myaXt4b+DCqvr2LM+zBbCyqlZ0D1bVTW0tW/bGX92/QJIdga/SNID/nGbLiR2A/9N7ljU5Eti297PzHM7XeDEP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jIPY26uK4MfyX0NYGgawNA0dn9JszL4mTQN4L5b5lwdvBI4s6r26x5MsiXNXsBdnwTeRNMQ/hqwG81q3dncAGycZPNuQzjJw4CNWb1hXazuZTTP+8LudhRJNlrDvX/1ws39f+WZmoXRmkTmQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYfzNdWXwy2d4fxbNXr4bAI+squ9O8/OTdaivgFXdA0mexzR7lVTVeTQrhvcGXt2e++k1XP+M9vVVveOv6n2+phqnGuFTNT4C+IO1OFeSJEmSJEmSFsVcVwa/PMkvab7g7ek0e4icXFXfBEhyDHBskqOAc2j2zH0Mzd67J1fVCXO830nAgUmWtfd8Ks1q35/NMP5TwBHArwP/XlX9bS36TgO+BnwwyWbAt9vnOoRmr+CvrmWN+wPHJ/kYzerpg2lWUD9kLc6XJEmSJEmSpPVuriuD9wSeBnwBeCvN1gwv63z+Wpp9fp8LnAB8GTiIZuXsD9ehvncDHwHeQPMlcS8F9gIumWH8ce29HsPsXxwHQFUVzQrevwf2AU5uXz8C7Nl+vqZrnN7W9zttjQfT7K9y/JrOlSRJkiRJkqTFslYrg6tqGbCsffv8WcYV8M/tz2zXWzrD8Wf13q+kWXW7f2/os5hGVV0HzLhXb+85po7dTtPAftsaap5xg5Sq+jjNF9319e/lJiuSJEmSJEmSRmKuK4MlSZIkSZIkSfdDNoMlSZIkSZIkaQLYDJYkSZIkSZKkCWAzWJIkSZIkSZImgM1gSZIkSZIkSZoANoMlSZIkSZIkaQLYDJYkSZIkSZKkCWAzWJIkSZIkSZImgM1gSZIkSZIkSZoANoMlSZIkSZIkaQLYDJYkSZIkSZKkCWAzWJIkSZIkSZImgM1gSZIkSZIkSZoAg28GJ9k7SSVZusDXPSbJZQt5TUmSJEmSJEkaqsE3g4GTgJ2Aqxf4uocBey7wNSVJkiRJkiRpkDYcdQFrUlXXAdeth+teutDXlCRJkiRJkqShmvfK4CS7JjkryW3tz/Iku3Q+X9Zu8/CUJF9KckuS65K8L8kGSZ7WOf+/kry6d/3VtolI8uz2PjcmuSPJZUk+2/l8SZKDklzcfn5Tku8n+ZPOmNW2iUjy8CQfT3JNklVtPe9MsqQzZmlbz/5J3t7e+9Yk30yyY+96T0jyr0muTrKyff33JNvN9+8uSZIkSZIkSXMxr5XBSXYDTgW+Bfxxe/itwNeSPLeqzuwM/xxwDHAU8PvAO4CNgRcAHwDeA+wHfCrJj6rqvBnuuS1wMvBF4HDgDuCxwB6dYX8FHAAcAvwnsAnwm8AWszzLJsBy4DHAwcBPgN2BdwO/Bryud8qbgAuBN7fvDwNOTrJtVd3cHjsZuKUdcw3wCGAX4KHT3H9zYPPe4W1mqlfjzTyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzyMv/luE/Femibnc6rqToAkJwOXtp/t1Bn70ao6qh1zOk0TeH9g56o6pz3+XeBa4BXAtM1g4Gk0TeR9Ok1XgGM7vz8DOK2qjugcO3kNz/IamobxC6vqxPbYaUk2AN6S5INVdVFn/Ip27D1t7VcB3waeD/xLkq2AJwIvqqovdc47YYb7vwU4dA01anKYB/WZCXWZB/WZCXWZB/WZCXWZB/WZCXWZhzG3zttEJNkU2AE4YaoRDFBVdwD/Bjy9XW075aTOmAIuAm6ZagS3x2+kaQY/fpZbfx9YBZyQZK8kj55mzLnA85McnuR3e3XMZFfg5k4jeMpUk/lZveMnTjWCWz9sX6dqv4GmKX54kjcmefIa7n8ksG3vZ+e1qFvjyTyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzyMufmsDH4YEJqVwX1X0zSaH9Y5dmNvzKppjk0df+BMN62qS5M8B/hr4JPAJkkuAA6vqqnG7ftoto94FfA2YFWSU4G/7q3u7dpilmcB2LJ3/IZeXSuTMFV7VVW7jcahwN8Aj0hyNfB/gMOqamXv/BU0q43v1V5PE8g8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jL/5fIHcTUABj5zms0cB97RjFlxVnV1VL6DZe3dHmlXGn2qbr1TVL6vqg1X12zRN3tcATwVOzcwJvoGZn2Xq87nWeXlVvbaqtgZ+A/gE8E7gwLleS5IkSZIkSZLmY52bwVV1G812DC9Jcu9K3vb3FwPnVtXt8y9x1hrurqpzab60DuAp04xZUVX/SrOK+HGsvgn2lDOAzZK8oHf8VTRN7zNXP2VOtV5cVYcAl9M0piVJkiRJkiRp0cz3C+TeCZwGfC3JETTbRvwl8AjglfO89rSSvJFmf9+TgSuATYF9abaXOKMd82XgfOC7wPXAdsA+NA3qmVYrHwvsBxyX5GCa1cbPpfmSu49X1U/mWOdTgKOAzwGXAL8E9gCWAn87l2tJkiRJkiRJ0nzNqxlcVWcm+d80e+Ie1x7+DrBbVZ093+JmcB6wO3AYTdP5lvbY86rqB+2Ys2hWJ78BeAjNvr9fBJbNdNGquiPJrjT7DR9Is73E5TQN78PXoc5rgP8G/gLYhmbbjEuAfarqY+twPUmSJEmSJElaZ/NdGUxVLQd2meXzZUzThK2qF80wfmnv/THAMZ333wL2XENNRwBHrGHM3tMcux54/RrOu4xmBfR0n6Xz+7XAn8x2LUmSJEmSJElaLPP5AjlJkiRJkiRJ0v2EzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJsODN4CR7J6kkSzvHLktyzFqcuyxJLXRNkiRJkiRJkjTphrYy+BPATqMuQpIkSZIkSZLGzYajLqCrqq4Erhx1HZIkSZIkSZI0btZ6ZXCS7ZIck+TSJHck+WmSE5Jst1DFTLdNRLvlxJFJ/izJJe29z03yO0k2TPKuJFcmuTnJF5I8vHf+y5N8Nck1SW5PckGSg5Js3BuXJO9McnmSO5N8L8nvJVmeZHlv7MPami5Psqp9PSzJA3rj9k3ywyS3JflFkguTvGOh/l6SJEmSJEmStLbmsjL40cC1wNuAG4CtgX2Bc5M8uaquXQ/1TdkT+B/grcADgCOALwOnARsBrwMeC3wI+Fg7fsoTgK+0n90BPAU4CPgN4NWdce8BDgD+EfhSe71/pvkbXTw1KMmDgbOBLdpzLgKeDhwCLJ26ZpJXAEcB7wXOApYAT6T5O0qSJEmSJEnSolrrZnBVfR34+tT7JEuAk2gaxK8APrLg1d1nCfB7VXVHe+9NgWOApVW1W6em3wTenGSTqrq9rfs9nc8DnAPcBByT5M1VdWOSLYC/BI6vqj/rjD8f+CadZjDwJuBJwPZV9cP22OlJbgeOTPL+qroAeAbwo6o6pHPuaTM9YJLNgc17h7dZ0x9G48k8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jL+1bgYn2Qh4M/AamhWwm3Y+ftJcbpqkf9+7q6qmHdw4Y6oR3Ppx+3pSb9yPgQCPo1mxS7uNxcHArsCj+NVn/nXgXGBHYGPgc92LVdW3klzWu8fzgfOAC3vPcQpwJLALcEF73T9L8k/A54Fzq+rmWZ7xLcChs3yuyWIe1Gcm1GUe1Gcm1GUe1Gcm1GUe1Gcm1GUextxcton4MLAP8D6aFcIrgAJOBh60thdJspRmy4euXYHls5x2Y+/9qjUcf2B7r4fSbOlwK7AM+C+arSKeDny0U/cW7evPp7l3/9jWwHbAXTPUuhVAVX26baC/rv2pJGcDB1TVudOcdyTNaueubdr6NXnMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMw5ibSzP4lcCxVXXw1IG22bnFzKdM6ypgh96xn8zxGmtrV+CRwC7tNhcAJHlqb9wN7evW01xja+DyzvvraZrLr5/hnldN/VJVRwNHJ9mkreW9wGlJllbVTd2TqmoFTYP9Xs2uFppE5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH8zaUZXNy38nbKa2n28137i1StAr47l3PmYWrriXvrbvcN/tPeuHOBlcBeNF9MNzV2R5otMbrN4FOAtwM/r6qfrlURzf7FJyXZinavY5p9iyVJkiRJkiRpUcylGXwSsHeSi4AfAc+k2TZixaxnjdY3aOr7pySH0jSH3wg8vDuo/RK5DwEHJPkF8EXgsTR7pFwN3NMZ/mHgJcDZST4MnA9sRNPgfT6wX1VdnuTjwO3AfwDX0CypPwC4ArhwvTytJEmSJEmSJM1gLs3gNwF3AwfS7LX7TWB34Cvroa4FUVXXJ3kh8EHgX4Cb29ejaPY67joQuI2mWfynNF9Aty/wnva8qWvekuQZ7fj9aL6s7jaafZBP5b4tJ84G9gZeTvMtjNcBZwKHVtXKBX5USZIkSZIkSZrVWjeD2z1u957mo6W9ccfQ22i6qn5lzCz3WEbzRW/dY6ttTFJV5wHTHZ/u3ucAO05zu/TGFU3j9z33Dki2BZ4M/Ftv7C3AO9qfmZ7lWODYmT6XJEmSJEmSpMU0l5XBYy3J9sCLaVY83wr8BvBXwC+AT4ywNEmSJEmSJEmaN5vB97mVZgXxPsBmNFtDLAcOrKqfj7AuSZIkSZIkSZo3m8GtqroY2G3UdUiSJEmSJEnS+rDBqAuQJEmSJEmSJK1/NoMlSZIkSZIkaQK4TcSwLQG48sorR12HOjr/PJYs8q3NwwCNMA/33tNMDItzhLqcI9TnHKEu5wj1OUeoyzlCfc4R6lrXPKSqFr4aLYgkzwTOHnUdmtHOVXXOYt3MPAzeouYBzMT9gHOEupwj1OccoS7nCPU5R6jLOUJ9zhHqmlMebAYPWJKNgR2Aq4G71/Ey29D8C7szMMr/hDNOdSwBHgV8p6pWLlRha2IeBlvHSPIAZmLAdThHzN841eEcsTDGqQ7niPkbpzqcIxbGONXhHDF/41SHc8TCGKc6nCPmb5zqWKc8uE3EgLX/IOf1X3qSTP16ZVVdNt+arONel86/mrkxD4OuY9HzAGZi4HU4R1hHl3PEPI1hHc4R1tHlHDFPY1iHc4R1dDlHzNMY1uEcYR1dc86DXyAnSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGj78VwN+0r9YxnDpGZSjPbx3DMZS/gXUMw1Ce3zqGYyh/A+sYhqE8v3UMx1D+BtYxDEN5fusYjqH8DaxjGIby/BNfR6pqse8pSZIkSZIkSVpkrgyWJEmSJEmSpAlgM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AweM0kekOT4JE8YdS3TSfLUJHePuo5JMuRMmIfFN+Q8gJkYhSFnwjwsviHnAczEKAw5E+Zh8Q05D2AmRmHImTAPi2/IeQAzMQpDzsQk58Fm8JipqruAPYAadS2zyKgLmCT3g0yYh0V0P8gDmIlFdT/IhHlYRPeDPICZWFT3g0yYh0V0P8gDmIlFdT/IhHlYRPeDPICZWFT3g0xMZB42HHUBWi++ALwI+NBi3zjJGWsY8mCGOwmMs5FkwjwMlnOE+pwj1OUcoT7nCHU5R6jPOUJdzhHqc44YGJvB4+lS4OAk/z/wn8Bt3Q+r6u/W472fCZwI/GyGz7cCnrYe76/pjSoT5mGYnCPU5xyhLucI9TlHqMs5Qn3OEepyjlCfc8TApGoim+BjLclPZ/m4qupx6/HePwCOqqpPzPD5bwP/WVVL1lcNWt2oMmEehsk5Qn3OEepyjlCfc4S6nCPU5xyhLucI9TlHDI8rg8dQVT12hLf/HrD9LJ+vBK5YpFrUGmEmzMMAOUeozzlCXc4R6nOOUJdzhPqcI9TlHKE+54jhcWWwFlSSjYElVXX7qGvR6JkH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmHmdkMHlNJngC8GHgcsFH3s6p6w0iK0kiZCXWZB/WZCXWZB/WZCXWZB/WZCXWZB/WZiWFxm4gxlOR5wBeBHwFPpVka/2s0/8J9Y4SlaUTMhLrMg/rMhLrMg/rMhLrMg/rMhLrMg/rMxPBsMOoCtF68G3h3Ve1AswfKK4GlwBnAqSOsS6NjJtRlHtRnJtRlHtRnJtRlHtRnJtRlHtRnJgbGbSLGUJJbgN+uqkuT3ATsXFXnJ3kK8JWqevyIS9QiMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/qMxPD48rg8XQbsHH7+9XAE9rfNwC2HElFGjUzoS7zoD4zoS7zoD4zoS7zoD4zoS7zoD4zMTDuGTyezgWeAVwInAx8MMn/C/wh8K1RFqaRMRPqMg/qMxPqMg/qMxPqMg/qMxPqMg/qMxMD4zYRYyjJdsBDqur7STYFjqT5F+9i4M1Vdfl6uu/fre3YqnrT+qhB0xtFJszDcDlHqM85Ql3OEepzjlCXc4T6nCPU5RyhPueI4bEZrAWT5My1HFpV9ez1WoxGzjyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzzMzmawJEmSJEmSJE0A9wweE0luBJ5YVde33844Y5e/qrZYvMogydbAdVV1z2Led9INNRPmYTSGmgcwE6My1EyYh9EYah7ATIzKUDNhHkZjqHkAMzEqQ82EeRiNoeYBzMSoDDUT5qFhM3h8vB24pf39baMsBCDJA4D3APsCDwKeCPx3kr8FLq+qfxhlfRNiMJkwD4MwmDyAmRiIwWTCPAzCYPIAZmIgBpMJ8zAIg8kDmImBGEwmzMMgDCYPYCYGYjCZMA+rc5sIrRdJ3g28GHgH8Bngt6rqv5O8GPjrqnr6SAvUojIP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jIPq3NlsNaXVwCvraqzknSX359P819hNFnMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMQ4/N4DGxpj1YuhZpP5ZHA5dPc3xDzN2iGFgmzMOIDSwPYCZGbmCZMA8jNrA8gJkYuYFlwjyM2MDyAGZi5AaWCfMwYgPLA5iJkRtYJsxDz0Q+9Jga+b48PRcAvwtc1ju+F/Cfi17NZBpSJszD6A0pD2AmhmBImTAPozekPICZGIIhZcI8jN6Q8gBmYgiGlAnzMHpDygOYiSEYUibMQ4/N4DFRVUePuoaevwGOS/JYYAnw0iRPAl4J7DHSyibEwDJhHkZsYHkAMzFyA8uEeRixgeUBzMTIDSwT5mHEBpYHMBMjN7BMmIcRG1gewEyM3MAyYR56/AI5rTdJdgfeCTwN2AD4HvCuqjptpIVpJMyD+syEusyD+syEusyD+syEusyD+syEuszDr7IZPCaS3Ag8saquX9PeLIu0R49GzEyoyzyoz0yoyzyoz0yoyzyoz0yoyzyoz0wMm9tEjI+3A7e0v498b5YkXwA+DZxYVatGXc+EGkwmzMMgDCYPYCYGYjCZMA+DMJg8gJkYiMFkwjwMwmDyAGZiIAaTCfMwCIPJA5iJgRhMJszD6lwZrPUiyWeA3wfuAk4APl1VXx9tVRoV86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu87A6m8FjLsmGNPuh3Gux/ktIkk2AP6TZlPs5wNXAZ4DjquqCxahBqxtVJszDMDlHqM85Ql3OEepzjlCXc4T6nCPU5RyhPueIYbAZPIbab0g8EtgV2Kz/eVUtGUFNDwdeBrwReFJVuUXJIhpaJszDaA0tD21NZmKEhpYJ8zBaQ8tDW5OZGKGhZcI8jNbQ8tDWZCZGaGiZMA+jNbQ8tDWZiREaWibMg3sGj6vjgIfQ7NHyc2bZqHsxJHkg8Gxgd+CJwE9HWc+EGkwmzMMgDCYPYCYGYjCZMA+DMJg8gJkYiMFkwjwMwmDyAGZiIAaTCfMwCIPJA5iJgRhMJsxDw5XBYyjJrcDTq+rCEdawAc3S+z8CXgTcTbM3y3GTvjfLKIw6E+ZhWEadh7YGMzEgo86EeRiWUeehrcFMDMioM2EehmXUeWhrMBMDMupMmIdhGXUe2hrMxICMOhPmYXWuDB5PPwK2HHENV9Es/z8F+BP81sZRG3UmzMOwjDoPYCaGZtSZMA/DMuo8gJkYmlFnwjwMy6jzAGZiaEadCfMwLKPOA5iJoRl1JsxDjyuDx1CS36LZj+VDwPk035h4r6q6ahFqeAPwuapasb7vpTUbdSbMw7CMOg9tDWZiQEadCfMwLKPOQ1uDmRiQUWfCPAzLqPPQ1mAmBmTUmTAPwzLqPLQ1mIkBGXUmzMPqbAaPoSS/CfwL8Fv86l4sAWoxN+du92PZrq3j0qq6c7HurfsMJRPmYRiGkoe2FjMxAEPJhHkYhqHkoa3FTAzAUDJhHoZhKHloazETAzCUTJiHYRhKHtpazMQADCUT5uE+bhMxnj4NrAD2ZESbcyfZEHgfsB+wEc2/5CuTHAUcWFV3zXa+FtxIM2EeBsc5Qn3OEepyjlCfc4S6nCPU5xyhLucI9TlHDIzN4PH0ZOC3q+riEdZwOPAK4I3AOe2xnf9ve/cOKlcVBWD431cQtfEFoikU8YFYRIiIpAlaCIpgJ4KViNiksJFLsLARBbFJQCKijRIsbcRgJ2LhC5sQRIsrgqigwUJQ8ZEsizmQfXfujRaZWcs5/1dlzgT2Dvyzij2Tc1h8ADeAp5P2NVfZTdhDLdk9gE1Uk92EPdSS3QPYRDXZTdhDLdk9gE1Uk92EPdSS3QPYRDXZTdjDwMPg9fQZcAOQOXwfBR6PiOPdta3W2k/A68zww5Ysuwl7qCW7B7CJarKbsIdasnsAm6gmuwl7qCW7B7CJarKbsIdasnsAm6gmuwl7GHgYvJ5eBg631l5i8dTG8ebcJ1awh8uBrR2ubwFXrGB9bZfdhD3Ukt0D2EQ12U3YQy3ZPYBNVJPdhD3Ukt0D2EQ12U3YQy3ZPYBNVJPdhD0MfIDcGmqtndnhcrDCm3O31j4GPo+Ig8P1V1j894D9y96Dzspuwh5qye5h2oNNFJLdhD3Ukt3DtAebKCS7CXuoJbuHaQ82UUh2E/ZQS3YP0x5sopDsJuzhXP4yeD3dkr0BYBM43lq7D/iIxQd9P7AHeCBzYzOV3YQ91JLdA9hENdlN2EMt2T2ATVST3YQ91JLdA9hENdlN2EMt2T2ATVST3YQ9DPxlsJamtbYHOAjcxuIbny+AoxHxferGlMIeNLIJ9exBI5tQzx40sgn17EEjm1DPHrbzMHhNtdYuAu4Ergcu7t+LiLdSNqVUNqGePWhkE+rZg0Y2oZ49aGQT6tmDRjZRi4fBa6i1divwDnDzdCmADeA08FdEXLbEta/6L38vIn5e1h50rqwm7KEmZ4RGzgj1nBEaOSPUc0Zo5IxQzxmhkTOiHu8ZvJ4OAyeAu4DvgH3AlSye4HhoyWufYvHBPp/A9lYtqwl7qMkZoZEzQj1nhEbOCPWcERo5I9RzRmjkjChmdv/gmbgbuCcifpme2rgREZ+21jaBI8AdS1z73vO8dz/wFPD3EtfXzrKasIeanBEaOSPUc0Zo5IxQzxmhkTNCPWeERs6IYjwMXk8bwK/Tn0+xeELiV8C3LPkpjhHxwXittbYPeBE4ALwKPLfMPWhHKU3YQ1nOCI2cEeo5IzRyRqjnjNDIGaGeM0IjZ0QxHgavp5PAXuBr4BNgs7X2J/AksLWqTbTWbgSeBx4G3gZuj4iVra9t0puwh1LSewCbKCa9CXsoJb0HsIli0puwh1LSewCbKCa9CXsoJb0HsIli0puwh+02sjegpXiBswf9zwI3AR8CD7L4GfxStdaubq0dAb4ErgX2R8Qjc/6gFZDWhD2U5IzQyBmhnjNCI2eEes4IjZwR6jkjNHJGFNMi/u1eyvq/aK3tBU5GxJkd3rsGOLXTexd4D88Am8A3wKGIeG+Z6+n8spuwh1qye5jWsYlCspuwh1qye5jWsYlCspuwh1qye5jWsYlCspuwh1qye5jWsYlCspuwh915GLxGWmungesi4sfp9bvAExHxwwr3cAb4HXgf2PVDHREPrWpPc5bdhD3Ukt3DtKZNFJLdhD3Ukt3DtKZNFJLdhD3Ukt3DtKZNFJLdhD3Ukt3DtKZNFJLdhD3sznsGr5c2vD4AXLriPbwJ+A1DHdlN2EMt2T2ATVST3YQ91JLdA9hENdlN2EMt2T2ATVST3YQ91JLdA9hENdlN2MMuPAzWBRURj2XvQXXYg0Y2g/Q/KwAAAN1JREFUoZ49aGQT6tmDRjahnj1oZBPq2cPufIDcegnO/dbDb0HmzSbUsweNbEI9e9DIJtSzB41sQj170MgmivKXweulAcdaa39Mry8BXmut/db/pTneD2XGbEI9e9DIJtSzB41sQj170Mgm1LMHjWyiKA+D18sbw+tjKbtQJTahnj1oZBPq2YNGNqGePWhkE+rZg0Y2UVSL8BfakiRJkiRJkrTuvGewJEmSJEmSJM2Ah8GSJEmSJEmSNAMeBkuSJEmSJEnSDHgYLEmSJEmSJEkz4GGwJEmSJEmSJM3AP4YfHuPnU9eNAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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8VTev36rARfl4/hN4S3d1Q2FbPwNm9/DcOjBveypwYIvjcBbwuVLZB4FL8/+z8+OgvH+T8/7eDGywBMf9u3TVLZcDa+XypvVcb/ZlGasrqur7pud3ntb0HgA4PW/7TuBCYOXCeT6zkCMHLwP58ZtCvNOBO3L5GGBOYdopy3oOtDiv1weuyq/nRGCdwrS/AM8Cfy6to2kO5Gkfydu9Gzi3UH5MLruXQt3VBjlwLOle4k5SXTmqcG7cUfhbQNc910TSudGYtsaymBP0bb1QdQ1ueg0qLDcYuL2cY6V5xrOU95S9PO5fycfpTtK5sX4u37mUE3OBDxbytun92LKSD0tYRzSt24GP0nUv95fC61N1TW6ZJ6X4JgK7lcqOAE4m1d2Tc9mKOS/vynl5HYW6qhfHvSq3v1Z4vSeT7ilfW8jJxe61Bygnaru3zNNGka4LU3KObVc4j3vcFgFswqLn2/PAERXHYRxL+T6jl8e96r1RZczd7f+yVFewZO8/D8/H++7i60jFNbhFXnTs+89+SRb/LdWJ9i5gq9KJdgz55gj4OvCj/P83Cv+vDjwNDMvPJwK75v9XBlZslXz5JGt609Qsplw+nkJDb5PlfgdcUDjRBgMPAG8AhuVEflPFspsAD5bKfgh8M/8/PZ9425EaE4fn8tF03QQsPBmbrH9FYOf8/zDgWmCPJvN9ETij8Hx21f52Sk6QbvQbb9SHAjcB78zPDwJ+CQzKz9fIj3sCl+Vl3wnclMs3BjbK/68FPE6pwnZOtE0+jCJdtNcrvrbFY99kmaq4tqfrhmGPQj6sSdcHBauQ3kxW1REjgVmNuHPZIcDpxdcaWIdU77ymsK8btNrXwvr2zDkr4Dzg8z04rgOWDxW5sBnpXFkk14EtC+fBW4BHC9P+STpvRDpP9+jm9TsW+Hb+f1Pgqvx/Zd2Qy7YBflV1jCicW6QbzAfz46r5/1UrltsNuKZUdj7wyeJrQnojeSFd9dM6Vevs5riPLPz/JXKjHtX1XI/3ZQDyoy/riqr6vur8rrwHKB3T4woxjgMmNNm3ts2P0nZ+QtcHqWMo3Uct6zmQny92XpPu/Q7M/78b+FVh2i7AB1i8MbgqBzYiNew1cqqYZ//IeTWYdN0f2w45ALwXGJL//1HjuJbmeSuFexpa3J8sSzlB39YLVdfgptegwv58BTi3nGOleZb6nrKXx33nwjH6PPCbJvO8Nh/jlvdjy1I+5Oc9riOoqNuBIaSGqNGFGMfn/6uuyS3zpHQcPgecWSq7EdiRRRuDjwKOK+XR8CU47k1zuzTPB4CrC8+n0+Ree4ByorZ7y/z8bPKHwaR6ovEB23h60RZRmjYYeIL8wUyT6Uv9PqOXx71pHdkq5u72fwDyorb3nznfJpPevw8BrqSrTaHlNbicF3Tw+08PE9FmIuLvpBe2aG9SJUh+/GBjdmAVSSIl2NPAfElvIp0AV+R1zo6Il/o4ppYkfZB0Ab+7ULwtMC0iHoyIeaQb8b0rtnkf8KykdxSKP5KXKVoTmBURL+flZkXEY93FFxEvRcQ1+f95wG2kk7bso6STsDbtlhORzM5Ph+a/yM8/D/xPRCzI8/67EO8v87I3AqMkrRkR90fE1DzvY6QbvdUrtuucoNZ8+Bjw+4h4OC/z727mr4wrIq6PiGdy+Y3k4xwRj0fEbfn/F0if0K7dbMUR8Tzwd9LNcsMBLP7arAG8QPoEuLGvD/UgdiLi0pyzQbqpbeRD0+Pak3X2pWa5EBH35nOlPO/thfPgbmCEpOGS1iS9kboh7+cv6cqfqrx6E6lHDxExBRgj6XWt6gZJg0k3+v/dYpeK59ZuwBUR8XTOlStIvceauRLYNO8LklYE3gP8oTTfmsDjhfppRiMPJc2W9BNJt0m6SlLTeigv93zh6Up01X9N67le7kufGYC6oml9X3V+0+IeoHFM8/ZXoOuYVmnb/GjI+/IRluPrRYvzemEdQepts/BeLyKuItXJ5VircuA/gZMar0Xh2hOkbyMMI/XGGQo8WXEoBrqOuDwiGteE4jlQVMu9xDJWL1Rdg5tegwAkrQO8Dzitm+Ow1PeUkqZL+pGkf+a/N7bY3jWFY1SVE/sCly3p/fmSaMM6oqpubzSMrJS3PxJ4LG+v6ppcmSdNXAi8X9LwHPcYUieV60rzrUnqiUle730R8bKkMZKmSDpb0p2SLsz1TFMtcruobeqIOu8tJY0kNUSenqfNi4hnu9uPiraIol2AByLiX80m9sX7DEkTJR0v6XpJkyVtWxVvizqyxzH3pwG4dlSpev+5GXBjpPfv84G/AfvkeSqvwc3yIjr4/acbg5cNr4uIxyElKym5ACaQToTHSF3QD883XxuTbnB+L+l2Scfmi3HD9/OF6qeNi162naRJki6T9OYexnZYXtcZklYFkLQScCTwndK8awOPFJ7PoOJEy84jnVxIeifwVOSGw4LLgXUl3S/pZEk79TDuhSSNIp3QV5XK1wc2AK4uFI+QdIukG3NlUpdac0LSYEl3kBpvr4iIm/KkDYH98zG6TNJGubzb1z5fIIeRPkWr4pxobiDyYWNg1Xxjc6ukTxXmD+DyXP7ZHsRV9BlSj4FF5BvxLUm9S6sU82GtHOM1pXkmkRoIHpJ0pqQP0EuShgKfJH0tEaqPK7RHPnTnw8Dt+c3t2qTzsaF4bla9fpOAD8HC83Z98o1Ki7rhMNLXlh5vFlCTc6vH14uIeBX4PemNPMBepF6A5Qan3wIfkHRHbtTZsjBtJeC2iNiKdEP57WbbKsT7fUmPkL7W961uYu7tta8/9WVdUVXfFxXP75bHQdKZpB4vm5K+Utzw4cKb63V7sq6iOvIj2xF4snSN2iAfx79J2rEH6+gPfZkDVef1JFI9A+nN2SqSVususIoc2BjYWNI/cr26e479BlJ9/3j++2tE3NtsvTXmAKSviS52jQP2Z/E3j2fmbX8zv9kbKG1bL0DTa3DlNQg4ntTwuIDu9cU95fMRsS3pWB3fg21CxX0PzRsUqu7P+1OddUTTfIiIV0gfNNyVt/8mcuMgVF6TW+XJIiLiKVKjS+NDxQNIvbfLH0yeARwp6QZJ3yvl9ybAqRHxNtJX+b/QbFtFTXK7Ub5ijuV3xTBpfq/dLvrr3vINpK/gn5nz6zSltoaG3rRFFDU738r64n3GShGxPSkfzuhmew29qSMW2/8BVOf7z8nAuyStls+XPUnDPZQtvAb3JC867f2nG4OXbbuRxgVZizTO1QSlT8+GkN6EfBV4O6kSHZeXOYp0k/120ldwjszlt5G+crA56Qa83Fuimf8j3fRtQboR/0ku/w7w0+jqIdbQ7Ma2Ve+f84F9JQ2iosLO29ga+CzpQvEbSeN6EHsKSBqS13tiRDxYmnwAcGF+E9GwXkRsQ/qU6nhJG/Z0WwNkQHIiIl6NiC1IF+ltJb0lTxoOzM3H6Bd0XfRavvZKnyD/ijT2TasbeOdE7/RlPgwhHdf35fV+U9LGedp/5DfIewCHSnpXT4KTtDPphufIUvnKpBvgI2LRHh9lfwZ2yPv0ERZ/bRqNALuTetzcD/xU0viexFdwMvD3iLg2P686rtDe+YDShzo/In0lEnpfL0P6Ku2qSo2+XyR9hXs+NK8b8o3SfizawFdWPrd6G9fCGzOq64YZpDdrR5EaCq6StEuevIA01ivAr4EdWmyLiDg6ItYljet1WDcxL8kxHmhLUldU1fdA0/O75XGIiIPy9u8lNZRBGhttTH5zfSVdPVDaOj+ycq+ux0n1w5bkr7EX6o120Ksc6Oa8/iqwk6TbgZ1IPem67b1SkQNDSENFjCUd09MkjVLqhbkZqa5ZG3h3N9eeAc8BSUeT9vucUvk7gJciYnKh+OMR8VbSsd6R9AawbrXXC1n5Gtz0GiTp/cC/I+LWHu5fX9xTnld43K67DUr6BOkrxMeWytckDR3y10Jx1f1YXQaijmiaD7lR5PPkYQlIY3AetXCG5tfkynuVCj2pI+7I+3cs6TW5WdJmefIjEfGP/H9PrxPl3G74APCPiCj2xFyie+2B0M/3lkNIwxP8X75+vkgakgB63xbRiHcY6UPBC7qJqS/eZ5yX5/s7MFKpw1GlFu+NmsVctf916/f3n/nD3x+Rvj3wF1Lj6yLnd5NrcHd50XHvP90YvGx4Ul1fbVuT1OMK0rhcv49kGmnQ7U1Jn77dHukrV/NJjXhbwcJu8JE/tTuT9PUsIuL5xokREZcCQyWNbhVURDyZ3/gvIN3wNb768A7gGEnTSYPvf0PSYTmu4ic265C/4lOx/kdI4yPtRPq08bcV870aERMj4tukG4APN5uvwqnA1Iho9mn+YjcCkb8KkxsJJ5JuSurQFjkR6Ws6E+n6JH0GXZ9iXwS8rVDe9LXPldglwP+L9NXqSs6JSv2eD3mZv0TEixExi/QVmc3zMo1j8G/S695YpiouJL2N9DXOvSP1yGiUDyXl0DkR8ftWOx0Rc0g3APvQ4hP+vD//jIgf5Pl6nA+Svk0auuQrheKq49ou+dCU0tdnLwI+FRGNHvgzWLSnTLFebvr65brhoNzo+ynS8Vnkq0+lumFL4I3AtHxdWFHStFJ45devV9cL0tiha0ranDTu2qXNZoqIlyPisoj4GvC/dH2lbbFZW2yr6Fy68qkq5t7uS3/qs7qC6vq+6vzu9jjkm+ffkI9pRDyV6yJI9xlb93RdJQOaH/lDxQ/R1XjYWPdT+f9bSd+C2bj5GvpVX+VA5XkdEY9FxIcivXE/Opc915PgyjmQt39xRLwS6SuW95Eah/chfUV0dr5XuYw0VneVgc6BA4H3kxp5y/M2u5d4ND++QKpXKr9O3A/atl5odg1ucQ36D2CvnI/nkz4g+HXVTvfRPWVU/L8YSe8hnQ97Feq1ho8AF0XqAdvYbtX9WH+rs46oyoct8jwP5PPpt6TzuGzhNbkn9yolfwB2kbQVsELkr42X5Trn9xHxBVKj756NSeVZW2yr6v6yodX7jfK9dq0G4N5yBjAjur5pdiFd71l62xbRsAfpmx5VQwuR198X7zN6nBdV742qYm6x/wOl7vefp0fEVhHxLtKQCQu/2VFxDa7Mi059/+nG4GXDH0m/rEp+vDj//zBp7BiUxkDahDQGys2kT9Ya45m9mzTwNoUTVqQb3Mn5+etzWeOrGYOAciW0iMa6sn0a64qIHSNiTESMIX1l6n8jYkKOayNJG+RPtw7I+9bKeaRfm38gUo+NcgybaNGv6GwB9GgcHUnfI/0q4xHN1kv6wYIbCmWrqmssqdGkm857erKtflBbTkhavfGppqQVSOPuTcnr/UNeN6Sb6/sL8X5KyTuB5yLi8ZwHF5HG2ezu09kG58Ti+j0f8jp3lDRE6es47wDulbSSpFXyMiuRBu1vLNM0Lknrkb6y+8mIaORIY5unk37N+7ge7vt5pAvl60jjQi1C0lr5xr6hN/lwMOlT2I/Goj3Wmx7XNsqHxeRz9hLgqOjqudL4WtcLkt6Zj/+n6MqfqtdvVD53AQ4mfWr9fFXdEBGXRMTrC9eFlyJi4diKzc4tUu+o9+Zjuiopr4o9phZReHN4NnBpRMxtcgy2UuqphFJPsLfRlQuDSJ/eQ/pUvTxOYHE9xfplL7rqv6b1XG/3pZ/1WV1BRX1fdX5TcQ+Qj9cb87Ii9Yiakp8X7zP2IvUYhTbOj6yR+wuvUfn8GJz/fwOpQbP87ZOB0Cc50Oq8ljQ6H0NIvX1afjW2VQ6Q8mznxnpJDegP5nh3ytekoaQcbDpMBAx4HbE7qVfTXlEaDzGvdz8KY9PmfRid/x9KegNb7DXc39quXsjLNL0GV12DIuKoiFgn5+MBpB/f+kQ3+76095T7Fx6L17DyerYEfk7KiWa/ubDY+LAt7sf6W511RFXd/ijwpsI2diWf71XX5Ko8qdrpSB8qTcyxNG3ckfQf6hqKYBhpuIpGPqwnqdE7/KO0riOq7i+R9BrSuXNxoazVvXZtBuLeMiKeAB7J94qQcnCR9yxZT9oiGnozHvPSvs/YP8+3A+m+sOkHoy3qyMqYq/Z/ANX2/jPPu0Z+XI/0Afx5+XnTa3BVXuRtdub7zxiAXx/0X69+qfE8Ujf/V0ifhHwGWI00dunU/PjaPO9apIu4snEAACAASURBVLGs7iKdMJ8orGdX0ldo7iL9YmHjlwavLsz/a7p++f0w0kDak0gJvX2rmHL5r/K67iRVBms22Z/xFH7lkvTp6f2kHjFH9+B4rJ63e0ipfDrpF323Bq7PCX8nqRJt/NLsRCp+mZn0CWWQKpM78t/Bpbh/WFpm+7y/k/LjZzoxJ0hvjm7P65pM/qX0PK1xU3AX6aZ481wu4KT8ut/VeF2AT+T9uqPwt4Vzov3yIU/7Wj6uk0lfoYH0FZ9J+e9uCud1i7hOA54pHOdbcvkO+TW4szBtz26OxxDSVzfLr81E0lcx18/7NCWv7wpgwzzPWbT+Ndf5OWcbsXyr1XEd6HyoyIV98v8vk8aq+mue9/+RvlpXPNcav8i7Td6PB0jjUamb12+7XDaFdH41fv24sm4oxT279Hx8+fXL5Z8GpuW/g3pwPLbM+bN7s+2ReinfmmObTHrDN6IxD/DdPP1qYPUW2/ldXv5O0jAGa+fypvXckuzLMlJXVNX3Tc/vPG2xewBSI9s/Cts+h/zr8MAP6LoOXQNs2u75UahbyteoDxf25TbgA8t6DlSd16RG06n5tT4NGF6Ydi2pzp6TY9qtmxwQcBzp2nMXcEAuH0xqXLs3TzuuXXIg5+QjdJ0DpxSmjSX1aC7Ov1Je7505R04ABi+LOUEf1Qu5vOoa3PQaVNrPscCfe3A8luaecjpp7OibSI0cb2yxnStJ1+TGvvyxMG0MqbFzUGmZyvuxZSUflrCOaFq3A4eQzvfGtXe1XF51Te42T5rEuA+pjihea8YAk/P/nyrs593AMaQ6akzOkVPy9N8BK7bYTtPcztPGAeeX5q+81x6gnKjt3jJP2wK4JR/bP9B137kkbRErkjq8vaaHx2Np3mdMJN3HXJ+PxbYtttOqjmwac0/2f1mpK+jl+89cfm0unwTsUiivvAY3yws6+P1n46Q0MzMz60iSZkfEynXHYe3J+WHOAStT+qrxNpG+umwdTOlHp/4cEW/pZlbrIJImkhocb6k7FrNmPEyEmZmZmZmZmZmZWQdwz2CrnaSLgA1KxUdGRJ+MqSjpJtKvGxd9MiLu6ov1W99zTliRpJNI4x8VnRARZ/bR+vs136zvDOS52995Z33P+WHOASsbyGu80q/X71cqviAivt/X27Lek9T4WnvZLrH4D3b1xfZ8f7kMGMi6XNJBwOGl4n9ExKF9vS1bOp3w/tONwWZmZmZmZmZmZmYdwMNEmJmZmZmZmZmZmXWAIXUHYK09/eKrtXfdHj60PT4zGDxIdYew0Igh1BJMO+QDtM9r0S65WVc+AMydT1vkhC2qrpxwPrSnTq8j5sx7te4QgPa5dgGMHFFPMO2QDwDXTm2P39zacaPRdYcAuI6wxXX6fcSsF+bVHQIAo1cZVncIQL11xAtzF9SeEzdPf6buEADY/o2r1R3CQnXmxFMvzq89J55qkzpi9ZHlkanqseqKg3udD+3RkmJmZmZmZmZmZmZm/cqNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3B/UTSWEkhqT1+ptjMzMzMzMzMzMw6mhuDM0kTJU2oOw4zMzMzMzMzMzOz/uDGYDMzMzMzMzMzM7MO4MZgQNJZwE7AoXloh5C0oaTTJT0kaY6kqZL+W9KgwnJvlXSVpOclvSBpkqSdK7YxXNJFkm6TtMYA7ZqZmZmZmZmZmZkZAEPqDqBNHA5sDEwBvpHLngEeBT4CzAS2BU4FngJOz/OcC0zK0+YDbwXmllcuaSRwManxfWxEPN9fO2JmZmZmZmZmZmbWjBuDgYh4TtI84KWIeKIw6VuF/6dL2gr4KF2NwesDP46IKfn5tCarXx34NblhOSIWaywGkDQKGFUuf3DGLF4zarFiW845H6ysKicen/kMo5wTHcf5YGXOCStyPliZc8KKnA9WVpUTDz/+lHOiQ1XlxAMzZrpNYjngYSJakHSIpFskzZQ0G/gysF5hluOA0yRdLeloSZs2Wc3lwAzgQ1UNwdkRwEPlv1NOOqFP9sWWOc4HK2uaExNOPL7WoKw2zgcrc05YkfPBypwTVuR8sLKmOXHyBL//7GAVbRIn1hqU9Q1FRN0xtAVJE4HJEXFYfr4/cDbwVeB64HngUGCfiBhTWG4jYA9gN2BX4JCIOEPSWOAa4BTSUBPviYjbW2y/qifoQ3V/6jJ8aHt8ZjB4kOoOYaERQ+jXYNo5H6B9Xot2yc3+zgdo2YPjIX9a337qqiOcD+2p0+uIOfNerXX7De1y7QIYOaJ/g2nnfAC4duqsukMAYMeNRtcdAuA6whbX6fcRs16YV3cIAIxeZVjdIQD11hEPP/5U7Tlx8/Rnat1+w/ZvXK3uEBaqMycemDGz9jaJp9qkjlh95PC6QwBg1RUH9zofPExEl3nA4MLzHYCbImJCo0DShuWFImIqMBU4UdL/AQcDZxRm+SbwNHClpF0i4o5mG4+IZ4Fny+VPv9geb6BsYDkfrKwqJ+bOryEYq53zwcqcE1bkfLAy54QVOR+srConXpi7oIZorB1U5cRTL7qiWB64MbjLdGBbSWOA2aTxf8dJ2iP/fwCwE+mH5ZC0AvBj4IK87OvIDcjlFUfE0ZJEV4PwpH7eFzMzMzMzMzMzM7NFtMd3rNvDj0m9g+8BZgKXAb8FzgVuBsYAPynM/yqwKmkoifuAi4AbgK80W3lEfAP4BXCVpM37ZQ/MzMzMzMzMzMzMKrhncBYR9wPblYo/k/+K/ifPPw/4WIv1TYRFx3GJiKOAo5Y2VjMzMzMzMzMzM7Pecs9gMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDuDGYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDuDGYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDjCk7gCstb89MLPuELhw0hN1hwDAqwui7hAWOv/ALWvZ7lGXTallu2WTps2qOwQAnnxydt0hAPDQT99XdwhmZm1rxNDBdYcAwIyn59QdwkIjR6xQdwi12nGj0XWHYGZtbPQqw+oOAYCXX1lQdwgAjBhSXx++t339stq23bBgQXu8DptuukbdISz01y+8o7Ztb3LohbVtu2H061etOwQAnnry2bpDAGDmmfv3ehn3DDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAP3SGCxpoqQJS7H8WEkhqV9/XULSOEkD8gtUksZLmjwQ2zIzMzMzMzMzMzMr6/Sewb8B3lB3EGZmZmZmZmZmZmb9bUjdAdQpIuYAc5ZmHZKGRcS8PgrJzMzMzMzMzMzMrF/0Z8/gIZJOkPRM/jtW0iBIDaiSfiRphqQXJd0sabcm69hc0k2SXpJ0i6StGhMkrSbpvLyOOZLulnRQYfrnJD0paZEGb0nnSro4/7/YMBF5uWmS5uXH/yxND0mHSvq9pBeB/5U0WNLpkh7KsUyV9N+N/TUzMzMzMzMzMzOrW382Vn48r3874HPAZ4Ej8rQzgZ2AjwFvBc4G/iRp89I6fgB8HdgKeAo4R5LytBHAbcD7gTcDJwA/l7RLnv5bYBTwnsbKJK0E7A38ulnAkvYBJgDHA2/J6zxZ0gdKs34buDTHflLez0eBjwCbAUcD3wAOwszMzMzMzMzMzKwN9OcwEY8DX4qIAKZI2hj4Su6V+1FgTEQ8nOedIOk9pEbjLxTW8c2IuAZA0v8A1wFrAzMi4lHg2MK8p0p6d173VRHxjKRLSY3Sf8nz7APMB/5UEfNXgV9FROPH7+6XtDVwZGmZ30TEaaVlv1X4f3ruxfxR4PSKbZmZmZmZmZmZmZkNmP5sDL4xNwQ33AB8F9gBEHBPVydfAIYDV5fWcWfh/8fy4xrADEmDSb2G9yc1EA8HhgETC8v8GjhL0ooR8RKpYfjCiJhbEfNmwBmlsuuAvUplt5QXlHQIcDCwPrACMBT4V8V2FiNpFKkn8yJ+de0UVhr5mp6uxpYTVflw4FnXM3ylkTVEZHWryonHZz7DqFGLFdtyzvlgZc4JK3I+WJlzwoqcD1ZWlRPrHnI+g4evXENEVreqnFj1o6cxaNhKNURkfamuMW0DeDuwReFvM+DTpfleKS0DXTF/FfgvUu/gXfI6/kBqEG74M6kn8N6S1iANGdF0iIgm22lV9mLxiaT9SUNLnAXslmM5uRRLd44AHir//emcX/RiFbYcaZoPd13yq1qDslo1zYkJJx5fa1BWG+eDlTknrMj5YGXOCStyPlhZ05x4/vaLaw3KatU0J+bec1mtQVnf6M+ewe+QpELv4HeSevfeQOoZ/PrGEBBLaAfgTxHxK4A8lvDGwLONGSLiZUkXknoEjwaeAP7WYp335vUWewfvANzTg1huKgwvgaQNe74rQFdj8iI+8PH/fKiX67HlQ9N8eOv7Pul86FxNc+KwLx3hnOhMzgcrc05YkfPBypwTVuR8sLKmOTFyy72dE52raU6MeNMezonlQH82Bq8FHC/pZNIPrX0N+F5E3C/pHNLwDf9F+hG41wJjgQcj4vc9XP/9wP6SdgBmAV8ENgBuL833a+DKPO3ciFjQYp3HAhdIuhW4HNid1JD8oR7EMk7SHsA04ADSD+Q908N9ISKepdCQ3XDRnU/0dBW2HKnKh89deHcN0Vg7qMqJufNrCMZq53ywMueEFTkfrMw5YUXOByuryokNjrikhmisHVTlxOhx59cQjfW1/mwMPgcYDNxEGmbhdOCnedpBwNHAMcA6wNPAP4He9BT+HqmB9zJgDukTi3OAN5Xm+zvwaC4/oNUKI+IPkr5IGoLieNKYv1+IiKofnGv4OWloiHNJvZ5/B/yExYe9MDMzMzMzMzMzM6tFvzQGR8TYwtPDmkx/BRif/5otP5HUqFosm14si4hn6L7HLnmYijEV086i1O09Ik4BTmmxPjUpmwd8Jv8V/U9hnvFU7K+ZmZmZmZmZmZlZf6vrB+TMzMzMzMzMzMzMbAC5MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysAygi6o7BWrj/yZdqf4HWHDWi7hAAGCzVHcJCKw6rJ5iXXmmPE3ZQG70W7WDEEGo7IHPn0xY50Q7mvvJq3SEsNGqFwbXkhPOhPXV6HTFv/oK6QwDaq45YY5WhriNsoU6vI2xxdeWE86E91VlHPDhzbu05Mf/V9riPOPmmh+sOYaHj9960tpyYNXt+7TkxZ1573NONGDa47hAAWH3lIb3OB/cMNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wDLdGOwpPGSJvfRuiZKmtAX6zIzMzMzMzMzMzNrN0PqDmAp/Rj4WR+t60PAK320LjMzMzMzMzMzM7O2skw3BkfEbGB2H63r6b5Yj5mZmZmZmZmZmVk7GrBhIiQNl3S8pCclzZV0o6Qd8rSxkkLSHpJulTRH0rWS1pG0k6RJkmZL+rOk1QrrXGSYCElvlXSVpOclvZCX2zlPGyrpREmPSXpZ0iOSflhYdpFhIiStKulsSc/keK6U9ObC9HE5pl0kTZb0oqRrJG1QmGddSRdLelrSS5KmSDqg/46ymZmZmZmZmZmZWXMD2TP4GOAjwKeBB4GvAH+RtFFhnu8ARwDPAecCvwHmAp8FXgUuAMYDX6zYxrnAJGBbYD7w1rw8wJeAfYADgOnAOsAmLeI9K0/fG3gG+H6Od+OImJPnGQ4clfdpLnA2cAqwW55+MjAC2Bl4vpvtmZmZmZmZmZmZmfWbAWkMlrQS8Hng4Ii4JJcdArwbOBS4Ms/6zYi4Nk8/hTQe8NYRcVsuOxvYt8Wm1gd+HBFT8vNppWn3A9dGRAAPA9dXxLsRsBewU0T8PZd9Mi/zceC0POsQ4NCIuC/P82PgTEmDImJB3ubvImJSnv+hFsdoFDCqXH7zfY8y8jWLFdtyriofHv3304wa5XzoRFU58fjMZ5wTHcj5YGXOCStyPliZc8KKnA9WVpUTt0993O0RHaoqJ6Y9MpPXuJ5Y5g3UMBEbAkOBfzQKIuJV4AbgTYX57iz8/2R+vKtUtkaL7RwHnCbpaklHS9q0MO0sYAvgfkknSXqfpKr93wxYkONrxPtcjqUY78uNhuDsMdJ+Ns6ME4D/J+kGSd+TtHWL2I8gNRYv8nf2qSe1WMSWY03z4aQTj681KKtV05yY4JzoVM4HK3NOWJHzwcqcE1bkfLCypjlx5s8ntFzIlmtNc+LnJ59Ya1DWN5Q6yfbzRqTNgTuADSPiwUL5r4EVSD2ArwFWj4hZedq+wAURocL8hwDfi4jR+fl4YN+IeEthno2APUhDNewKHBIRZ+RpqwC7k3ok70caUmLXiFggaSIwOSIOk7Q38HtgRES8Ulj3dcBNEfFfksYBEyJi5cL0sU32Yx1gT+A9pCEnfhAR45sco6qewQ/V/UncmqNG1Lr9hsFS9zMNkBWH9W8wLXoGP9QOn9YPaqPXoh2MGEK/H5AWPTjaIifawdxXXq07hIVGrTC4ljrC+dCeOr2OmDd/Qa3bb2inOmKNVYa6jrCFOr2OsMX1d044H5YtddYRt099vPb2iPmvtsd9xMk3PVx3CAsdv/emteXEtEdmPlR3z+A589rjnm7EsMF1hwDA6isP6XU+DNSYwdOAecAOpPGCkTQY2I40zm+fiYipwFTgREn/BxwMnJGnvUAad/gCSWcBNwJvJA0fUXQPqdf0dkBjmIiRpDGIz+xlPDOAU4FTJR0JHE4a97g837PAs+Xy+598qTebs+VEVT689Er/f3hj7akqJ+bOryEYq53zwcqcE1bkfLAy54QVOR+srConHpw5t8nc1gmqcmLWbFcUy4MBaQyOiBdzw+wPJc0idS//MvA60o+sLfUPq0laAfgxqbF3el73DsBNefpXgMdJPZRfAT5G+lG3GU3inSrpYuDnkj5LOgG+n+fvceO1pBOAy0iNzSNJvZLvWaIdNDMzMzMzMzMzM1sKA9UzGODI/Hgmqav57cDuEfG4pKVuDAZeBVYFzgZeDzwF/Bn4ap7+AvA1YCMg8vb3iIiqrrcHAccDfwRGkMY73j0i5vQipkGkITDWzdu/CvivXixvZmZmZmZmZmZm1icGZMxgW3L3P/lS7S+QxwxeXH+PGVzlpVfa44T1mMGLGohxvKrMnU9b5EQ7aKfxQPt7zOAqzof21Ol1hMcMXlx/jxlcpR3ywRbX6XWELa6unHA+tKc664gHZ86tPSc8ZvDiBmLM4CqzZs+vPSc8ZvCilmTM4EH9EYiZmZmZmZmZmZmZtRc3BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUANwabmZmZmZmZmZmZdQA3BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUANwabmZmZmZmZmZmZdQA3BpuZmZmZmZmZmZl1gCF1B2Ct/c8VU+sOge/uvkndIQCwYEHUHcJCG66xQi3b/f6V9ecDwGHbj6k7BADmzW+PnFh/teF1h1CrVd9+WN0hADB4o23qDmGh2b8dV3cIRvvk5pzbJ9QdQq3eduSldYcAwFprj6w7hIWu/+931R1Crdb+9Hl1hwDAo2d8tO4QzKyJdx/397pDAOD26+6uOwQA5vzx87Vt+7mXXqlt2w1DB6vuEAD40GZr1B1CW3huTv05MVjtkRNDBrVHHEvCPYPNzMzMzMzMzMzMOoAbg83MzMzMzMzMzMw6gBuDzczMzMzMzMzMzDqAG4PNzMzMzMzMzMzMOkCtjcGSQtK+Vc+bzD8mz9M+vxJkZmZmZmZmZmZmtgwYUncAvfQIsCYwq+5AzMzMzMzMzMzMzJYly1RjcES8CjxRdxxmZmZmZmZmZmZmy5p+HSZC0u6SrpX0jKSnJf1V0mZLsb5FhomQNDY/30PSrZLm5O2tI2knSZMkzZb0Z0mrFdbzdkmXS5ol6XlJ10narrStjSX9TdJcSfdJ2jOva1xhnrUlnZ/37xlJl0jaqDB9XUkX531/SdIUSQcs6f6bmZmZmZmZmZmZLan+HjN4JeB4YFtgLPAc8CdJw/p4O98BjgDeAawK/Ab4FvDZvN03A+ML868C/ArYMcd2B3CppNEAkgYBFwHzgXcC44BvA8MbK5C0InANMBfYCdgOeBy4Mk8DOBlYEdg5x3AE8Gzf7baZmZmZmZmZmZlZz/TrMBER8bvic0kHAc+TGmCv68NNfTMirs3bOAX4GbB1RNyWy84GFv4wXURcXYrri8CHgd2BXwO7ApsA742IR/M8Xwb+UVjsAEDAQREReZ7PAf8G3g/8Flgf+F1ETMrLPNSH+2xmZmZmZmZmZmbWY/3aGCxpQ+C7pB67q5N6Ig8C1uvBspeReu4C/Csi3txi9jsL/z+ZH+8qla1RWPcaOa6dgdcBg4EVCnFtCjzWaAjObgYWFJ5vDWwAvCCpGMuKwIb5/xOAUyTtDlwFXBQRtzbbAUmjgFHl8v1O+TvDVhrZbBFbjlXlw1d+ezMjVnY+dKKqnHh85jOMGrVYsS3nnA9W5pywIueDlTknrMj5YGVVOfG3SQ+zymucE52oKidum/oYI50Ty7z+HibiT6RG4M+RGoS3JA290JNhIg4Gtsh/e3Yz7yuF/wMgIsplxX09G3g78GVg+7yNGYW41FhPC4NIw0tsUfrbGPh5juF0UoPxmbn8eknjK9Z3BKnn8CJ/U/56Tjdh2HKqaT788w9n1xqU1appTkw48fhag7LaOB+szDlhRc4HK3NOWJHzwcqa5sQ5Z5xca1BWq6Y5cebPJ9QalPWNfusZnH+wbTPg0Ii4Jpdt1dNtlnrl9rUdgC9FxCU5rtcBaxam3wusLWmtiHgsl23Dog3KtwEfBWZFROU4wBExAzgVOFXSkcDhLDp+ccPxwFnlwk13+7iHluhMTfNh2w8e6HzoXE1z4rAvHeGc6EzOBytzTliR88HKnBNW5HywsqY58fFPf8E50bma5sRBnzvMObEc6M9hIp4BZgH/KekRYG3gWFLP4LrdD3xC0k2kH7k7BphXmH4FcB9wtqSvkoaQOI4Ue6PH8DnAV4GLJX0LeBhYF9gbOCUipko6Abgsb28kaUzie5oFlBuUF2tU/sSvJzWZ25Z3Vflw9GX31xCNtYOqnJjbDjWqDTjng5U5J6zI+WBlzgkrcj5YWVVO3P6vF2qIxtpBVU48MHNODdFYX+u3YSIiYgGwP/A2YDJwEvBN4OX+2mYvfBpYGbgVOB84A5jemJhj3wcYDvyTNKzE90kNwXPzPC8B7wIeBC4ApuT5ViU1hEM6vj8jNQBfQRq7+MD+3DEzMzMzMzMzMzOzZvr1B+Qi4mrgLaXilQvTVZpftBAR00nj+TaeTyw+z2UXNik7BTil8HwSaQzjol+Vlrmf1NgLgKTNgaHAtMI8TwIHtYj3i632x8zMzMzMzMzMzGyg9Gtj8LJM0j7Ai8BUYAxpmIhJpLGCzczMzMzMzMzMzJYpbgyutgrwI9I4wM8AE4EvR0S0WsjMzMzMzMzMzMysHbkxuEJE/BL4Zd1xmJmZmZmZmZmZmfWFfvsBOTMzMzMzMzMzMzNrH24MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAioi6Y7B+JGkUcARwfEQ86zjaI466tMv+O4720S7HwHG0h3bZf8fRPtrlGDiO9tAu++842ke7HAPH0R7aZf8dR/tol2PgONpHuxyDdoijzhjcGLyckzQGeAjYICKmO472iKMu7bL/jqN9tMsxcBztoV3233G0j3Y5Bo6jPbTL/juO9tEux8BxtId22X/H0T7a5Rg4jvbRLsegHeKoMwYPE2FmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYvPx7FvhOfnQc7RNHXdpl/x1H+2iXY+A42kO77L/jaB/tcgwcR3tol/13HO2jXY6B42gP7bL/jqN9tMsxcBzto12OQTvEUVsMioiB3qaZmZmZmZmZmZmZDTD3DDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDG5Tks6Q9G9Jkwtl+0m6W9ICSdsUyneVdKuku/LjuwvTts7l0ySdKEm5/LWSrpA0NT+umstXlXSRpDsl/VPSW1rFlMt/I+mO/Ddd0h25fIykOYVpp3QXV5PjME7SeaWy0ZJmShouaWLjWEj6dF7nnZImS9p7CY771wrxTpb0qqTX5mnT8/rvkHRLb9e9BLG0XQ7k6YMl3S7pz4Wy0yVNystcKGnlXD4uv1aNY3pwaV0jJT0qaUKL43CWpM+Vyj4o6dL8/+z8OCjv3+S8vzdL2qA3x7ybY7zU+dyXKvKj6jV9jaQ/5dfobkkHFZZZT9Llku6VdI+kMblckr4v6f487Uu5fFNJN0h6WdJXSzEdno//3ZKOKE37oqT78rRjStPWkzS7uL5W6yot27F1RCGm/s6FsyQ9VNjvLXL5WEnPFcq/lcvXlXRNXs/dkg4vbKPp9SJPOyqfQ/dJ2q1QPmC5kPd13xbbOCfHvysqPAAAIABJREFUNzkf96G5vC3yoiIX6r53aLr/ko6VNCUvc5GkUbl8Wbx3+Hhe/k5J10vaPJePyMejcb59p7DMBpJuysfyN5KG9Xa7vYivrjqi1Xmxez6Xpkn6emEbTc+xwvS35/XsWyg7MO/HVEkHtjgOS30/kfN5dMX6W9V9W0i6sXEeSNo2lzetR/tLRS7UVkdI2qSw73dIel65nq+KqxBDs3uHpu9VmizbLnVEq/0fr3SP3Ji2Z2+324O4+rVuKEz/WeP8ys/Xl3RVPh4TJa1TmNb0fJY0TNKpSvelUyR9uLDta5Tem9zZOE55/jPzazdJ0tgWx2Gg32tUXf8+XsqHBeqqTycq1Y2NaWv0drs9jG2ZqSPy9N6+vxil9F51Ss7X7SqOg+uIrtiWpXqiKu++m9dzR45hrVzest2jFN9EFd6f5LIj9P/Zu/NwOaoy8ePfFwJhJ8gmiBJgWF1AVAQHJIoL+nMZ1BHQUcEVxQUdHEcZFXcdUEHjOrIpguICiIKySBQRkX0RwxqUALKGJYYAgff3R50mdSvdfZOQe6uT/n6e5z63+9T2VvXbp6tPnT4V8c2ozl2vLGWrRHUuc0XJhz9EaRtZxOPe6ztHv3PurudWPWWmfwP4Bzwf2B64sla2NbAlMA14dq38mcCG5fHTgJtr0/4M7AQEcBrwslL+v8B/l8f/DXypPD4E+GR5vBVwVr+YusT9ZeAT5fHkXvP2iqvLfGsAdwKr1Mr2A44oj6cBzwY2Aq4H1izlqwGbPM7X4JXAb2vPbwTWGeYcKGUfAo4Dfll/nWqPv1Jb7z7A1D77eHhZV795Xgqc3Sj7EfCm8nh2+b838FNgufJ8I2CtxTjuvY7x487ncciPXq/px2qP1wXuBlYsz6cBLy6PV+u814B9ge/Xjud6nf/Ac4DPAQfWtv004EpgFWACcCaweZn2gvJ8Yn1dtWV/Bvyks75+6+pyHIa2jhjHXDgaeF2X7U6hVg/UyjcAti+PVweuAbbpMl/982Ib4DJgIrBJea2WH+9c6LWvtfW9nOp9HsDxwLsHKS965ELb5w5d9x94CTChPP5SbV2TWcrOHYDnUT5vgJcB55fHAaxWHq8AnA/sWJ6fAOxVHn+7Wy6NcV6MeR3R631B9d6+HtgUWJHqvb/NaO+xstxvgVM72wOeANxQ/q9VHnf97GcJnE/0yucyrWfdB5zO/PfRy4Fp5fEUutSj45wLrZ9b1l7ffwAb94urNv+Ic4de+9fjOAxEHTHK/h9c37dxzIclVjeU588GfkB5f5WynwBvKY9fCPygPO75fgY+BXy2PF6O8j4EvkupJ6jOJW4sj/cHjiqP1wMuorynuxyH8f6u0fXzrzHP04Ebas+7vg/GKScGtY5YpO8XpewY4O3l8YrApB7HwTqif04Maj3RK+/qbRXvB769sHlXW+5dlDqlVvYnYBdq567AR4Gv1ObZspOji3jcu54P9YqZPudWvf7sGTygMvP3VG+eetlfM/PqLvNekpm3lKd/AVYqV6w2oEr887LKkO8D/1bmezVVZUj53ynfBjirrHc6MDki1u8VU1258vJ6qmTtaZS4mvt2H/B7qi8RHXt12cZ6wP3A7LLc7MycUbY3LSIOK1fZrozSG2Mh7D3avoylQcyBckXu/wHfa2z/vjI9gJWBHG3/IuJZwPpUX5D6ORPYquwLEbEK8CLgpMZ8GwC3ZuajJaaZmTmrLDM7Ir4cEReXK4zr9tpYr2PcZz8WOp+XpB7vx16vaQKrl9dntbLcvIjYhupk9IyyztmZOacs827g07XjeXvnf2ZeADzc2PbWwJ8yc05mzgN+B+xRW9cXM/PB+rqg6nlB9SH+l4VcV/M4DG0d0TEOubCo8dyamReXx/cDfwWeVJ+ny+fFq4EfZeaD5XW5DtiBcc6Fhdi3U7OgOuHcqMtsreXFIH5u9In19PKaQnUy3e1YPmaQzx0y84+dz5v6vpRU6fRyWaH8Zcn/F1I1KsDIY7nEDUgdUX9f7ABcl5k3ZOZDVI0ury7r7fceex/Vl/vba2UvBc7IzLvLa3AGsHuPGB73+UQ/o9R9SdW4ALAmcMuCaxh7A15H7AZcn5l/6xcX9Dx3GPW7Sm2+gagjGkbs/3gY67ohIpanarj4r8Y2HssH4OyyTej/fn4r8IWyjUcz885aXN3eW/Wcux24h6rBqZvx/q6xMJ9/rZxLLE11BIv4/SIi1qBq2DyizP9QZt7T4zhYRxRLSz3RL+/K69mxKvPbKhbl/PWnwCsiYmKJezKwIfCHxnwbADd3nmTm1Zn5YOk9PD0ijon5v6Zepce2+p0P9Yq557lVLzYGL3teC1xSKsUnATNr02Yy/6R0/cy8FaqTV6qKDKorCK8BKBXWxozyBa1mF+C2zLy2VrZJVD/b+V1E7FLK+sXVzfFUlS9RdenfgqpCqLsMuA2YEdVPgl7ZmL5qZj4PeA9w5Gg7Ut6Yu1N96ehI4PSofgbzztHW0aKxzIHDqCrqR5sbjYijqK5WbgV8vR5PrcJ7cpl3OapegR8ebWcy8xHg51QNRwCvorp6f39j1hOAV0b1848vR8Qza9NWBS7OzO2pGpM+Odp2e1gS+TyWer2mU6ka1W4BrgA+UE5ktwDuiYifl/06pHwgA2wG7BnVz1lPi4jNR9n2lcDzI2Lt8v55OfDkMm0LYJeofhL9u4h4DkBErAp8hKq3x8KuqxvriAUtyVwA+Fx5H3+1cxJU7BTVT8FOi4inNoMoJ0rPpOoRWdf8vHgScFNteud91EYujCqqn2q9Cfh1o3zQ86KXsfzcWJj9fytVD46OpfLcoXhbfV+iGlrpUqoGzDMy83xgbeCeWmNAG58b41VHdHtf9Hq/15cZ8R6LiCdRXQj6NiONuq6OJXQ+sVC61H0HAIdExE3AoVQ9hzr61qMDYjy+X3RraFlAn3OHRTUQdURNt/1/b3lfHRnlZ9jjYEnWDe8FftFZX81lVDkF1ft69YhYmx7v5yjDKACfiaqx9Scxv8HmYOA/ImIm1a8G3lfbxqsjYkJUQzk8ix7nDy1/12h+/nXsyYL5cFTZ9scjxn5IukXURh2xqN8vNgXuoDqOl0TE98q8vVhH9DZw9QSjnCdGNfzhTcAbgc6QTAvd9pWZd1E1ynYuUO0F/Lg01tYdCXwkqmEVP9v4Dr0l8N3MfAZwH1Ve9NXlO0evmBf6fKjDxuBlSDmB/BJVF3aoupQ3jdZj84vAWuWLy/uAS4B5/Rd5TPMK5q3AUzLzmZShBaK6Ireocf0S2Lks+3rgp+VDe/7C1fPdgddR/SzvqxFxcG2W48t8vwfWqJ1U9PJK4NzMrF8F+9fyAf8yYP+IeP4o6xh3Y5kDEfEK4PbMvKjbQpm5L9XVsb9SncAAnAJMLhXemcy/gvge4NTMvGmBFXX32IcxPb4sZOZMqgr2o1SN1WdFxG5l8qPAj8vjY4GdF3K7dUsqn9vwUuBSqtdnO2BqiX0CVaPcgVRDP2xKNbQHVD/Xn5uZzwb+j1FOYDLzr1S5dwbVh9VlzK87JlD9jGdHqgsAJ5ST2E8BX835PecWZl3dWEcsvMXJhY9SXeR5DtVPsj5Syi+m+qnatlQXgEb0oIlqfKyfAQc0rsjDgp8XXd9HLeXCwvgm8PvMPKdRvtTlxTicO/Td/4g4qMz7w1K01J47RMQLqL7Edd4jZOYjmbkd1Yn6DlGN7TbInxtLso7oaL4vFmb/m++xw4CPNF/DhVxX3eM9nxhVj7rv3cAHM/PJwAcpPdMYpR4dBOPx/SKqMbNfRfWz4NF0PXdYDANRR5Tybvv/LaoL89tR1YtfXsT9W9IWqW4ojWf/zsgOIh0HArtGxCXArlS96ObRO7cmUNWh55bPk/OoLqpAdT5xdGZuRHXB+AdRdTo5kqox5EKq+uOP9D9/GPfvGl0+/zrlzwXmZGZ97Os3ZubTqY71LlSNQwOhxTpikb5flPm3B75VzjH+STXEQS/WEYuuzXqib95l5kHlM/iHVA3QsOhtXwtTT1xa9u8QqnOiCyJi6zL5psw8tzxe2DaJ5vlQr5gX/X2XYzzGiH+L/0ePcfPoMmYQ1QfkNVRfujplGwDTa8/3Br5THl8NbFCb7+ou2wmqsdHWWIiYJlBdFduoz/5Mo/p5Ts+4+iz7A+AtVD+b2KnfsSjlzwauqM3zgtq0v1PG9emzvROBN/SZfjDjM0bPwOQA1U+zZpbn/wDmAMd2WWZXuo8jujxwb3n8w/I63Eg1HtN9VD/z6XUcOnFsS9W7aqXatNk9ljkQ+Hp5/Ajzx+balOrK9WjHvmtuLYl8Hqv86PWaAr8CdqnN91uqn5LsSBm3sJS/CfhGeTydqiG/c/zvXZT3APB54D3l8a+BKbVp11ONI3VOeV1vpPr53t3Ae/utq8/2hrKOGI9caGxnCj3Gt6Q2libVz+F/A3yoy3wLfF5QfbH6aO35b+qv4zjmwtGMPvbpJ6kabBYYe3AQ8qKZC/32n3E6d+i1/+V1Oo/auHG94u4X1xjlwjQWoV4AnkFVt20xSu4cWI7Rncz/XNoJ+M145kWv15IxqCOa74vm/rLg+3+B9xgwg/mfF7OpzgX+rZkHwHeAvfsch8d7PnEjfcYAp0fdB9wLRC2G+3os33f9Y5EL/d4XjN/3i1cDp/eId0RcjHLu0Gv/eqx7IOqIfvu/qPv0ePOh12vIItYNVMPK/aP2Wj1K9RPm5vZXA2Y2c6k8/04pC6qGu85YvU8G/lIe/wV4cm2ZG2iMHVvK/0if8TMZ5+8a9Pn8A74KfKzPsvvQ534rSzon+r0vaLGOYBG/XwBPpIwpXebfBfjVKMdi6OuIbuvv9TrSbj2xUOeJVD1pu+V3z/PXRhy3U11UuLpW3vP4U/WW/s8yz99q5S8EThzluC9wPtQrZkY5t+r2Z8/gZUC5wvQrqhe7c6WBrLra3x8RO5arZG8GTi6Tf0FVsVH+n9xZV8y/o/Xbqa5CNHt0dfMiqjffY13zI2LdTvf/iNgU2JxqIPx+cfVyPFUPofWpKuPmMdgwIravFW0H1MfT2bPMtzNVo9a9vTYUEWtSNWieXCtbNSJW7zymGvi/752Kx9N45EBmfjQzN8rMyVRXwn6bmf8RlX8pywZVD6Dp5fkGtTBfRdVrmMx8Y2Y+pazrQOD7mdnzymxWNdoJVD2LT83MuV2OwfYx/86gy1F9oHZyYDmqK7YAb2DBsX1GtYTzeax0fU2pTj52A4jqZ3VbUp0sX0B1ZbEzrtkLgavK45PKc6jeD9eMtvEodzaOiKdQ/Xylc7X0sXVFxBZUg9rfmZm7ZObkkgeHAZ/PzKmjrKsX64iRllguxPwx9IKq8aVzt9wnlrLOz5SWA+4qZUcAf83Mr3SJbYHPixLvXlGNNbcJ1fvrz2Xd450LPUXE26l6PeydZczA2rSlIS8eMx6fG/32PyJ2p+r58qqsjT27NJ47lNz8OdXNhq6pla8b8+8SvzLzcz+pfmra+Vyqv0fHy5jXEaVsgfdFWdfmEbFJyZu9Sjw932OZuUnt8+KnVBeFTqJqeH1JVHfXXosqx37Ta6eXwPlET6PUfbeU4wDVsbu2LNO1Hh1tW+NhnL9fLPT4qP3OHRZDq3VEzQL73ziH3oPx++xYInVDZv4qM59Ye63mZGbn+8I65b0FVYNF59dnXd/P5X17CtXFJkocnfPVelxbAysBd0TEKuVzh4h4MTAvMzvLLGA8v2v0+vyrrfffqcb77JRNiIh1yuMVgFcwAOcSA1BHLNL3i8z8B3BTRGxZlq/nUS/WEd0NYj3RM+9i5FANr2J+W8UitX1l1dt8Woml62dWRPxriavTo3sb5ufEUyJip/J4b/rXE13Ph/rE3PPcqqd+LcX+tfdXkutWqps0zaT6ucAe5fGDVL2qflPm/R+qq6WX1v7WK9OeTVUxXE91VaLTK2FtqoGnry3/n1DKdypl06kqpLX6xVSbdjSwX2MfXkt1tfYyqp/BvbI2rWtcfY7HBKoxfr7YKJ9W1rUx1ZWn6WX/zwA2q83zBaorwlcCO4yyrX2obmRUL9u07MdlZZ8OGsYcqMU2hdLzh+rk51yqcYGupOr1u0aZ9oVaDpwNbNXjeI96dZtq7L0Edm+Ud+7wuzvVnYKvLH9HUq7qU/Ui+kyZ/ltg3T7b6XWMl1g+j2F+9HpNN6S6UV/nNfqP2npeDFxeph3N/Du+dk7wrqDqubBtKX9i2d59VFfbZ9Ze73OoTqouA3arbWNFqp/CXFmO3Qu77M/BjOwx2HVd1hGt5MJva/MfC6xWyt/L/PfEn4DnlfKdqd6rlzO/Pnp5bTtH0/i8KOUHUb2Hrqbc/beFXDiaPj2DqX6GdX1tvz4xSHnRIxda+9zot/9UNwm8qbbtzp2dl7pzB6qbqs6q7cuFpfwZVD/fu7yso54vm1Jd8LiO6mefi3yn6UGvI3q9L0r5y6kuMl7fyIue77FGHfK62vO3luN4HbDvQhyPx3M+cSM9eu7Sp+4r0y6iyuvzgWeV8q716LDUEWXaKlQN4Gs2Yu0aV2Oegxl57tDzu8og1hGj7P8PqN5Xl1N9od9gaasbur2/yuPXlfVfU47NxNq0ru/n8lr8vmznLKrhhKBqaDmX6j10KfCSUj6Z6nzir1RD1W08xnXDonzX6Pr5V6ZNobpxbn3+Vct6L6eqLw4HlreOWKzvF9tRDR1yOVVj8gLfc60jlup6olfe/ayUX051YelJo+Vdn+OxB1U9sVWtbDKlZzBVI3RnP/8C/C9VD97JVN9nvl2m/4z+v4zrej7UL2Z6nFv1+uscHGmZFRHTqD4ELmw7FrUjImZn5mptx6HBZB0hqcl6QVI/1hGq87uGmqwjVBfVjWV/mZlPazmUxzhMhCRJkiRJkiQNAXsGa2BExDeAf20UH56ZR43BtvYFPtAoPjcz91/S29LCi4jzgYmN4jdl5hVjsK1xyzctGdYR6hjrXIiIE4FNGsUfycyeY5GqHdYL6mYszyciovPz2KbdMnMgxvvVfNYRqvO7hpqsI1Q33p/xbX7nsDFYkiRJkiRJkoaAw0RIkiRJkiRJ0hCY0HYA6m/uPOy6PYBWmkC0sV3zYTC1lQ8As+Y80npOzHnokbZDAGDVicu3HcJjJq28vHWEHtNmHWFODKa2cmLGnXMHIh/mPDgYnxsrrTgY/WI2W3dl6wiNMOzfNe6a/VDbIQDw4MOPth0CAJuuu5J1hEYY9nPLM6ff1nYIAKyzcnPUmXbsuNmkRc6HwTgDkiRJkiRJkiSNKRuDJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxeIxExJSIyIhYp+1YJEmSJEmSJMnG4CIipkXE1LbjkCRJkiRJkqSxYGOwJEmSJEmSJA0BG4OBiDga2BXYvwztkBGxWUQcEREzIuKBiLg2Iv4rIparLff0iDgrIu6LiPsj4rKIeEGPbUyMiBMj4uKIWG+cdk2SJEmSJEmSAJjQdgAD4gPAFsB04GOlbBZwM/B64A5gB+C7wF3AEWWe44DLyrR5wNOBuc2VR8QawMlUje9TMvO+sdoRSZIkSZIkSerGxmAgM++NiIeAOZn5j9qkT9Qe3xgR2wN7M78xeGPg0MycXp5f12X16wLHUhqWM3OBxmJJkiRJkiRJGms2BvcREfsBb6dq9F0ZWAH4W22WrwDfi4i3AGcBP6s1DHecDlwMvDYz5/XZ1iRgUrP81jtmMWnSAsVaxpkPauqVEzNuvpM1zYmhYx2hJnNCdb3y4dLrbmWNNc2HYWQdoTrzQU3mhJrMiWWbYwb3EBF7AocBRwMvBbYDvgms2JknMw8GtgFOAp4HXB4Rb22s6pfAzlRDSPRzADCj+Tf1a4c9zj3RUsp8UFPXnPjWNw5vNSi1xjpCTeaE6rrmw5HfmdpqUGqVdYTqzAc1mRNqMieWYZGZbccwECLidOD6zHx3ef514BmZuWttnl+Ussk91vEtYNvMfF5ETAHOphom4oPAfsBumXlpj2V7XXWZ4VWXwbPSBGIs128+LF3GOh+gb8/gGW33DJ7z0COtbr9j1YnLtx3CYyatvLx1hB7TZh1hTgymts4jLr3u1hmD0DN4zoOD8bmx0oqD0S9ms3VXto7QCMP+XeOu2Q+1HQIADz78aNshALDpuitZR2iEYT+3PHP6ba1uv2OdlSe2HQIAO242aZHzwWEi5rsR2CEiJgOzqcb/3SciXlYe7wXsSnVjOSJiZeBQ4Cdl2fWpegCf31xxZh4UEQGcGRG7ZeZlXea5B7inWT6358ASWpaZD2rqlROz5gzGF2qNL+sINZkTquuVDzPu9NYVw8o6QnXmg5rMCTWZE8u2wbgcPhgOBR4CrgLuAE4DTgCOAy4AJgNfrs3/CLAWcAxwNXAicB7woW4rz8yPAf8HnBUR247JHkiSJEmSJElSD/YMLjLzGmCnRvHbyl/dp8v8DwFv6LO+aTCy635mfhT46OONVZIkSZIkSZIWlT2DJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxWJIkSZIkSZKGgI3BkiRJkiRJkjQEbAyWJEmSJEmSpCFgY7AkSZIkSZIkDYEJbQcgSVp8nzz92rZDYPbch9sOAYCZd/2z7RAec/r+O7YdgiQt4PXf+VPbIQDw7K3WazsEAP52x+y2QwDg1P12aDsEaaDcN2cwzi0jou0QJHUxZfPBOI+YsPzSW0fYM1iSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQiMSWNwREyLiKmPY/kpEZERsc6SjKvLdvaJiHG5jXBEHBwRV47HtiRJkiRJkiSpadh7Bv8Y2LTtICRJkiRJkiRprE1oO4A2ZeYDwAOPZx0RsWJmPrSEQpIkSZIkSZKkMTGWPYMnRMThETGr/B0SEctB1YAaEV+KiJkR8c+IuCAiXtplHdtGxPkRMSciLoyI7TsTImLtiDi+rOOBiPhLROxbm/6uiLgtIkY0eEfEcRFxcnm8wDARZbnrIuKh8v8djekZEftHxM8j4p/A5yNi+Yg4IiJmlFiujYj/6uyvJEmSJEmSJLVtLBsr31jWvxPwLuCdwAFl2lHArsAbgKcDxwCnRMS2jXV8AfhvYHvgLuCHERFl2krAxcArgKcChwPfiYjdyvQTgEnAizori4hVgVcDx3YLOCL2AKYChwFPK+v8ZkS8sjHrJ4FTS+zfKPt5M/B6YGvgIOBjwL5IkiRJkiRJ0gAYy2EibgXen5kJTI+ILYAPlV65ewOTM/PvZd6pEfEiqkbj99TW8fHMPBsgIj4N/AF4EjAzM28GDqnN+92IeGFZ91mZOSsiTqVqlP51mWcPYB5wSo+YDwR+kJmdm99dExHPAj7SWObHmfm9xrKfqD2+sfRi3hs4ose2RoiISVSN1yPcescsJk1aoFjLOPNBTb1y4p3Hns/EVddoISK1yTpCTeaE6nrlw3YHncKElVdrISK1zTpCdeaDmswJNZkTy7ax7Bn8p9IQ3HEeVUPuzkAAV0XE7M4f8P+AzRrruLz2+Jbyfz2AMjTDQRFxeUTcVdbxGuAptWWOBf4tIlYpz98I/DQz5/aIeWvg3EbZH4BtGmUXNheMiP3KUBZ3lFg+2IhlNAcAM5p/U7922CKsQssQ80FNXXPi0lO+32pQao11hJrMCdV1zYfb/vjTVoNSq6wjVGc+qMmcUJM5sQyLke21S2ilEdOAv2fmm2tluwFnAvtQDRPxVODhxqIPZObNETEFOBtYNzPvLMtPpkq+52TmhRHxEaoeux8ArgBmA58H1svMKWWZicA/qHobn0U1lMNLar2N9wGmZuZq5fndwIGZeWQt7rcDX8rMtcvzBP49M39am2dPqqEuDgT+CNwH7A/skZmTyzwHA6/LzKf1OGa9rrrM8KrL4FlpAjH6XIvPfFi6jHU+QN+ewTPa7hk8e26zKm/HzLv+2XYIjzl9/x2tI/SYNusIc2IwtXUesd1Bp8wYhJ7Bz95qvbZDAOBvd8wefaZxcOp+O1hHaIRh/64x4/bBOKebP0Jlu7baYBXrCI0w7OeW8x5Z8u2Yi2PC8oNRRyxOPozlMBHPjYio9Q7ekap373lUPYOf2GmUXUw7A6dk5g8AyljCWwD3dGbIzAcj4qdUPYLXoWoY/l2fdf61rPfIWtnOwFULEcv5teEliIhmL+e+MvOeeuwdc+ctylq0rDAf1NQrJ95/0vQWolHbrCPUZE6orlc+POdz08Y/GA0E6wjVmQ9qMifUZE4s28ayMXhD4LCI+CbVjdY+DHw2M6+JiB8CR0fEf1LdBO4JwBTghsz8+UKu/xpgz4jYGbgTeB+wCXBJY75jqXokbwIcl5mP9lnnIcBPIuIi4HRgd6qG5NcsRCz7RMTLgOuAvahukDdrIfdFkiRJkiRJksbUWDYG/xBYHjgfSKobqX21TNsXOAj4X2Aj4G7gz1RDQyysz1I18J4GPAAcXbbZHN/391TDQ2xD1UjbU2aeFBHvoxru4TDgb8B7MrPXDec6vgNsBxxH1ev5Z8CXgbcu/O5IkiRJkiRJ0tgZkzGDteTMnYcv0AAajzF6ujEfBlNb+QDw/pOmt54Tjhm8oLEeM7gX64jB1GYdYU4MprZy4jmfmzYQ+eCYwSONx5jBvVhHDKZh/67hmMEjjceYwb0MSk5opGE/t3TM4JEWJx+WG4tAJEmSJEmSJEmDxcZgSZIkSZIkSRoCNgZLkiRJkiRJ0hCwMViSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQhMaDsASdLiWy7ajgCev9mabYcAwJQXb952CCoemvdo2yEAsMLyXvOW6n7+7p3aDgGAe+Y83HYIAKy16gpthyCjp+11AAAgAElEQVSpi43XWaXtEAB44OFH2g5BUhePPJpthwDAhOUH4Mv4YvJbkiRJkiRJkiQNARuDJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgJLdWNwRBwcEVcuoXVNi4ipS2JdkiRJkiRJkjRoJrQdwON0KPD1JbSu1wCDcWtjSZIkSZIkSVrClurG4MycDcxeQuu6e0msR5IkSZIkSZIG0bgNExEREyPisIi4LSLmRsSfImLnMm1KRGREvCwiLoqIByLinIjYKCJ2jYjLImJ2RPwyItaurXPEMBER8fSIOCsi7ouI+8tyLyjTVoiIr0XELRHxYETcFBFfrC07YpiIiFgrIo6JiFklnjMj4qm16fuUmHaLiCsj4p8RcXZEbFKb58kRcXJE3B0RcyJiekTsNXZHWZIkSZIkSZK6G8+ewf8LvB54K3AD8CHg1xGxeW2eTwEHAPcCxwE/BuYC7wQeAX4CHAy8r8c2jgMuA3YA5gFPL8sDvB/YA9gLuBHYCNiyT7xHl+mvBmYBnyvxbpGZD5R5JgIfLfs0FzgG+Dbw0jL9m8BKwAuA+0bZniRJkiRJkiSNmXFpDI6IVYF3A2/PzF+Vsv2AFwL7A2eWWT+emeeU6d+mGg/4WZl5cSk7Bnhdn01tDByamdPL8+sa064BzsnMBP4O/LFHvJsDrwJ2zczfl7I3lWXeCHyvzDoB2D8zry7zHAocFRHLZeajZZs/y8zLyvwz+sQuSZIkSZIkSWNmvHoGbwasAJzbKcjMRyLiPGAb5jcGX15b5rby/4pG2Xp9tvMV4HsR8RbgLKqG2E7D8NHAGcA1EXE6cCpwWmm0bdoaeBQ4rxbvvRFxRYm348FOQ3BxS9nPScDdwOHAtyNi9xLPiZl5UbfAI2JSWW6EW++YxaRJCxRrGWc+qKlXTux37PlMXG2NFiJSm6wj1GROqK5XPlxxwz9Yc03zYRhZR6jOfFCTOaEmc2LZNl5jBkf5n12m1csebpZnZrOsZ8yZeTBVY+1JwPOAyyPirWXaxcBk4GNlHccAZ0REt/VFl7Ju8c7rMW25ss0jgE2Ao4AtgD9GxME91nsAVc/hEX9Tv3ZYn1C0DDMf1NQ1Jy455futBqXWWEeoyZxQXdd8OOLbX281KLXKOkJ15oOazAk1mRPLsKhGTBjjjVTDRNwNvCMzv1/KlqcatuE4ql6zZwPrZuadZfrrgJ9kZtTWsx/w2cxcpzw/GHhdZj6tx3a/BWybmc/rMu25wJ+ALTPzmoiYBlyZme8tw0Rcw8hhItYAbgI+lJlHRMQ+wNTMXK22zinN/Whs8yPABzJzwy7Tel11meFVl8Gz0oS+FwweN/Nh6TLW+QB9ewbPaLtn8HYbrtLq9jumbNrvhyPja/LaKw11HfHQvG4/uhl/Kyw/bvfJ7WvlFdqrIwYlJzRSW+cRV9zwjxmD0DP4njkPjz7TOFhr1RXaDgGAjdaaaB2hEYb9u8ajj459G8XCeODhR9oOAYC1V51gHaER2vz+OQg58eDDg/FdY+IKg/FdY3HyYVyGicjMf5aG2S9GxJ1UVxQ+CKxPdZO1x31jtYhYGTiU6iZzN5Z17wycX6Z/CLgVuJSqB/IbqG7qNrNLvNdGxMnAdyLincA9VDeQu4+q8XphYzocOI2qYXkNYHfgqm7zZuY9ZTsjzG32PdZQMB/U1CsnDjh5epe5tayzjlCTOaG6Xvlw090PthCNBoF1hOrMBzWZE2oyJ5Zt4zVmMMBHyv+jqK4uXALsnpm3RsTjbgwGHgHWohr+4YnAXcAvgQPL9PuBDwObUw3ncAnwssyc02N9+wKHAb8AVqIa73j3zHxgEWJajuomeE8u2z8L+M9FWF6SJEmSJEmSlohxGSZCi2/uvK7jLKtl4/GzjG7Mh8HUVj4AHHDy9NZzwmEiFjTWw0T0Mih1hMNEjDQew0T0Mig5oZHa+ty46e4HByIfHCZipPEYJqIX64jBNOzfNRwmYqTxGCail0HJCY3U5vfPQcgJh4kYaXHyYTAilyRJkiRJkiSNKRuDJUmSJEmSJGkI2BgsSZIkSZIkSUPAxmBJkiRJkiRJGgI2BkuSJEmSJEnSELAxWJIkSZIkSZKGgI3BkiRJkiRJkjQEbAyWJEmSJEmSpCEwoe0AJGlxrfWc97YdAgAPXDK1tW3/xzM2bG3bHSssH22HAMDchx5tOwQV67/k022HUHl4btsRAPDAeV9sOwQBaz3/Y22H8JgH/vj5VrZ7ze33t7LdprvmPtR2CABsv+JabYcgqYuXf/O8tkMA4PbbZ7cdAgBXff4lbYcgDZStDzip7RAAeHDug22HAMBdx+y9yMvYM1iSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQi02hgcERkRr+v1vMv8k8s8zx6fCCVJkiRJkiRp2TCh7QAW0U3ABsCdbQciSZIkSZIkSUuTpaoxODMfAf7RdhySJEmSJEmStLQZ02EiImL3iDgnImZFxN0R8ZuI2PpxrG/EMBERMaU8f1lEXBQRD5TtbRQRu0bEZRExOyJ+GRFr19bznIg4PSLujIj7IuIPEbFTY1tbRMTvImJuRFwdES8v69qnNs+TIuJHZf9mRcSvImLz2vQnR8TJZd/nRMT0iNhrcfdfkiRJkiRJkhbXWI8ZvCpwGLADMAW4FzglIlZcwtv5FHAA8FxgLeDHwCeAd5btPhU4uDb/6sAPgF1KbJcCp0bEOgARsRxwIjAP2BHYB/gkMLGzgohYBTgbmAvsCuwE3AqcWaYBfBNYBXhBieEA4J4lt9uSJEmSJEmStHDGdJiIzPxZ/XlE7AvcR9UA+4cluKmPZ+Y5ZRvfBr4OPCszLy5lxwCP3ZguM3/biOt9wGuB3YFjgRcDWwIvycybyzwfBM6tLbYXEMC+mZllnncBtwOvAE4ANgZ+lpmXlWVm9NqBiJgETGqW33rHLCZNWqBYyzjzQU29cuK3l/6N1dcwJ4aNdYSazAnV9cqHk86/jtXWWLOFiNQ26wjVmQ9qMifUZE4s28Z6mIjNIuK4iLg+Iu4DbivbfMpCLHtaGZZhdkT8ZZTZL689vq38v6JRtl5t3etFxHci4pqIuBe4v0zvxLUVcEunIbi4AHi09vxZwCbA/Z04qXo+rwVsVuY5HPifiDgvIj4bEc/qsw8HUDUWj/ib+rXDRtl1LaPMBzV1zYnjj/xWq0GpNdYRajInVNc1H372/e+0GpRaZR2hOvNBTeaEmsyJZdhY30DuFOBm4F3l/zzgKmBhhol4O7ByefzwKPPWpydAZjbL6g3fxwDrAx8EbgQeBM6qxRWd9fSxHNXwEt3GAL67xHBERPwGeDnwIuCPEfGFzDy4yzKHAUc3C9/7/gN69ibWMs18UFPXnNj7re82J4aTdYSazAnVdc2H1775XebD8LKOUJ35oCZzQk3mxDJszBqDyw3btgb2z8yzS9n2C7vNRq/cJW1n4P2Z+asS1/rABrXpfwWeFBEbZuYtpezZjGxQvhjYG7gzM3uOA5yZM4HvAt+NiI8AH2Dk+MWd+e6hy3jCc+ctwl5pmWE+qKlXTlw4474WolHbrCPUZE6orlc+nDX9zhai0SCwjlCd+aAmc0JN5sSybSyHiZgF3Am8IyL+JSJ2Bb5N1Tu4bdcA/xER20TEc4AfAQ/Vpp8BXA0cExHbRsSOwFeoYu/0GP4h1fATJ0fErhGxSUQ8PyK+HBGbA0TE4RGxe0RsGhHbUY1JfNX47KIkSZIkSZIkzTdmjcGZ+SiwJ/AM4ErgG8DHqYZkaNtbgdWAi6gago+kGi4CeCz2PYCJwJ+phpX4HFVD8Nwyzxzg+cANwE+A6WW+tagawqE6vl+nagA+g6rx+C1juWOSJEmSJEmS1M2Yjhmcmb8FntYoXq02PRrzB31k5o1U4/l2nk+rPy9lP+1S9m2qXsmd55cBz22s/geNZa6hauwFICK2BVYArqvNcxuwb59439dvfyRJkiRJkiRpvIz1DeSWWhGxB/BP4FpgMtUwEZdRjRUsSZIkSZIkSUsVG4N7Wx34EvBkqmEfpgEfzMzst5AkSZIkSZIkDSIbg3vIzO8D3287DkmSJEmSJElaEsbsBnKSJEmSJEmSpMFhY7AkSZIkSZIkDQEbgyVJkiRJkiRpCNgYLEmSJEmSJElDIDKz7Rg0hiJiEnAAcFhm3mMcgxFHWwZl/41jcAzKMTCOwTAo+28cg2NQjoFxDIZB2X/jGByDcgyMYzAMyv4bx+AYlGNgHINjUI7BIMTRZgw2Bi/jImIyMAPYJDNvNI7BiKMtg7L/xjE4BuUYGMdgGJT9N47BMSjHwDgGw6Dsv3EMjkE5BsYxGAZl/41jcAzKMTCOwTEox2AQ4mgzBoeJkCRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQjYGCxJkiRJkiRJQ8DG4GXfPcCnyn/jGJw42jIo+28cg2NQjoFxDIZB2X/jGByDcgyMYzAMyv4bx+AYlGNgHINhUPbfOAbHoBwD4xgcg3IMBiGO1mKIzBzvbUqSJEmSJEmSxpk9gyVJkiRJkiRpCNgYLEmSJEmSJElDwMZgSZIkSZIkSRoCNgZLkiRJkiRJ0hCwMViSJEmSJEmShoCNwZIkSZIkSZI0BGwMliRJkiRJkqQhYGOwJEmSJEmSJA0BG4MlSZIkSZIkaQjYGCxJkiRJkiRJQ8DGYEmSJEmSJEkaAjYGS5IkSZIkSdIQsDFYkiRJkiRJkoaAjcEDKiKOjIjbI+LKWtkTIuKMiLi2/F+rlK8ZEadExGUR8ZeI2Le2zFMi4vSI+GtEXBURk0t5RMTnIuKaMu39pXyriDgvIh6MiAMbMX0gIq4s2zigVv6ZiLg8Ii4t29qw37oiYssyb+fvvvr6GtvcJyKOb5StExF3RMTEiJgWEc8u5W+NiCtKLFdGxKsX47h/uBbXlRHxSEQ8oUy7saz/0oi4cFHXvRixdMuBfy/H/9HOfpfyF0fERSW+iyLihbVpzyrl10XE1yIiSnmvfForIk4sx/HPEfG0Ur5Sed7Js0/VtrFbRFxcjs0fIuJfSvnEiPhx2fb5tfybHBEP1I71t/sch6Mj4l2Nsn+LiFPL49nl/3Jl/64s+3tBRGyyGMe9Vz5HWf91Zfr2tWXeUo7jtRHxlkXdpiRJkiRJ0niwMXhwHQ3s3ij7b+CszNwcOKs8B9gfuCoztwWmAF+OiBXLtO8Dh2Tm1sAOwO2lfB/gycBWZdqPSvndwPuBQ+sbLg2C7yjr2BZ4RURsXiYfkpnPyMztgF8Cn+i3rsy8OjO3K/M/C5gDnNjjOPwceHFErFIrex3wi8x8sBbfRsBBwM6Z+QxgR+DyHuvsKTMPqcX2UeB3mXl3bZYXlOnP7rGKJeloFsyBK4HXAL9vlN8JvDIznw68BfhBbdq3gHcCm5e/zjp75dPHgEvLcXwzcHgpfxB4Ycmz7YDdI2LH2jbeWI7bccD/lPK3AbMy81+ArwJfqsV1fedYZ+Z+fY7D8cBejbK9SnndnsCGwDPKcdgDuKfPenvplc8vY/4xfCfVPlMuFnwSeC7V++OTnYZ1SZIkSZKkQWJj8IDKzN9TNabWvRo4pjw+Bvi3zuzA6qXH52pluXkRsQ0wITPPKOucnZlzyjLvBj6dmY+Wabd3/mfmBcDDjW1vDfwpM+dk5jzgd1SNbWTmfbX5Vi3x9FtX3W5UjYJ/63Ec7qNq+HxlrbhbQ+B6wP3A7Nq+zgAovYcPi4g/ll6jO/SJp27vLtsZN91yIDP/mplXd5n3ksy8pTz9C7BS6ZW7AbBGZp6XmUl1caCTN73yaRuqxmEyczowOSLWz8rsMs8K5S87IQBrlMdrAp1Y6tv4KbBbp2fyIjgT2KrsC+XCwIuAkxrzbQDcWsvpmZk5qywzOyK+XHovnxUR6/baWK98Lvvy/XIc/gRMKjG9FDgjM+8u2zuDBRvxJUmSJEmSWmdj8NJl/cy8FaD8X6+UT6VqrL0FuAL4QGkQ2wK4JyJ+HhGXRMQhEbF8WWYzYM+IuDAiTqv18u3lSuD5EbF2aYx7OVXPYgCiGnLiJuCNzO9JuTC6New2PdYztPxkfwvg7MY8lwG3ATMi4qiIeGVj+qqZ+TzgPcCRowVV9nF34Ge14gROL8MwvHO0dbTotcAlpef0k4CZtWkzSxn0zqfLqHofUxrONwY2Ks+Xj4hLqXqYn5GZ55dl3g6cGhEzgTcBXyzlTwJuKtuYB9wLrF2mbVLy8ncRsUuvncnMR6h6iL++FL0KODsz72/MegLwyjK8w5cj4pm1aasCF2fm9lQXMj7Za3tlP7vl82P7UnSOZa9ySZIkSZKkgWJj8LLhpcClVD+R3w6YGhFrABOAXYADgecAm1INDwEwEZhbhjv4P0ZpIM3Mv1L9xP8M4NdUDYbzatMPyswnAz8E3rswQZehLF4F/GSUWX8J7Fz26fXAT0sDYT2+R6gab18HXAN8NSIOrs1yfJnv98AaETFplG2+Eji3MUTEv5bGxJcB+0fE80dZx7iLiKdSvU6dMXa79cLNLmV1XwTWKo2+7wMuobzWmflIGT5hI2CHznjCwAeBl2fmRsBRwFdG2f6twFMy85nAh4DjyuvbS32oiK4XEDJzJrAl1fAejwJnRcRuZfKjwI/L42OBnftsq1c+99qXxTnGkiRJkiRJ487G4KXLbbWfym/A/PF/9wV+Xn6+fh0wA9iKqofiJZl5Q+mVeRLQuenVTOb3ej0ReMZoG8/MIzJz+8x8PtXwBdd2me04qp6pC+NlVL01bxtluw9QNUDvQZ+exGX//5yZXyjz1eNoNs6N1li3wHY6wzCUITVOpBofdmCUcZNPBN6cmdeX4pmUXr3FRswfwqFrPmXmfZm5b2n0fTOwLlVOPSYz7wGmUY0bvC6wba2X8I+B59W2/+SyjQlUQ0jcnZkPZuZdZV0XAddT9fju5Vxgg4jYtqz71G4zlfWelpkfBj7P/KEvFpi1z7bq6vn82L4UnWPZq1ySJEmSJGmg2Bi8dPkF1c3BKP9PLo//TjX2LhGxPlXvyBuAC6h6eHbGR30hcFV5fFJ5DrArVW/aviJivfL/KVTDCBxfnteHmHgVMH0h92dRxuQ9nqoH6frAn7rEtmFEbF8r2g6oj0O8Z5lvZ+DezLy314YiYk2qY3JyrWzViFi98xh4CdXQGQOh9HT+FfDRzDy3U16Gf7g/InYsY/W+mfn71TWfImJS7QaEbwd+n5n3RcS6nR7VEbEy1bi904FZwJoR0WnMfTHw1y7beB3w28zMsq7ly7o2pbop2w299q+Md3wC1fjDp2bm3C7HYPsyjAgRsRzVBY5ODixXtg/wBuAPvbbVJ59/Abw5KjtS5dGtwG+Al0TEWuXGcS8pZZIkSZIkSQNlQtsBqLuIOB6YAqxTxmH9JNXP90+IiLdRNQD/e5n9M8DREXEF1U/WP5KZd5b1HEj1c/kALqIaEoKyrh9GxAepbrr29jL/E4ELqW4G9mhEHABsU26q9bOIWJvqhnD7d27OBXwxIrak+in+34D9RltXGZP3xcwfzmA0p1M1BB5RGgabVgAOLY2Bc4E7OnEUsyLijyWWt46yrT2A0zPzn7Wy9YETy73PJgDHZeavFzL2xdIjB+4Gvk7VW/dXEXFpZr6UaiiDfwE+HhEfL6t4SenF/G7gaGBl4LTyB73zaWvg+xHxCNXFg7eV8g2AY0oj7nLACZn5yxLrO6jy41GqxuHOMT4C+EFEXFdi7wz18Hzg0xExD3gE2K8xJEc3xwMfBv67x/T1gP+LiInl+Z+pxtMG+Cfw1Ii4iGrc4j37bKdrPlP1Rn45cB0wh6pHPpl5d0R8huriC1Q3ZhxtXyRJkiRJksZddG9Xk5YdETENODAzL2w7FrUjImZn5mptxyFJkiRJktQmh4mQJEmSJEmSpCFgz2ANjIj4BvCvjeLDM/OoMdjWvsAHGsXnZub+S3pbWngRcT4wsVH8psy8Ygy2NW75JkmSJEmSNAhsDJYkSZIkSZKkIeAN5CRpKVVulvcc4FaqG/FpMCxPdcPFCzLzwfHaqPkwsFrJBzAnBph1hOqsI9RkHaE66wg1mROqW6x8sDF4wM2dR+tdt6++5f62QwBgyw1XbzuEx6w0gWhju+dff2/r+QCw7cZrth3CQGkrH6g+iM9padsa3S7AH8Zxe+bDYBvvfABzYtBZR6jOOkJN1hGqs45QkzmhukXKBxuDJWnpdSvAOeecw0YbbdR2LCpmzpzJLrvsAuX1GUfmwwBqMR8e26Y5MVisI1RnHaEm6wjVWUeoyZxQ3eLmg43BkrT0egRgo402YvLkyS2Hoi7G+6dT5sNga+OndObEYLOOUJ11hJqsI1RnHaEmc0J1i5QPy41VFJIkSZIkSZKkwWFjsCRJkiRJkiQNARuDJUmSJEmSJGkI2Bg8RiJiSkRkRKzTdiySJEmSJEmSZGNwERHTImJq23FIkiRJkiRJ0liwMViSJEmSJEmShoCNwUBEHA3sCuxfhnbIiNgsIo6IiBkR8UBEXBsR/xURy9WWe3pEnBUR90XE/RFxWUS8oMc2JkbEiRFxcUSsN067JkmSJEmSJEkATGg7gAHxAWALYDrwsVI2C7gZeD1wB7AD8F3gLuCIMs9xwGVl2jzg6cDc5sojYg3gZKrG9ymZed9Y7YgkSZIkSZIkdWNjMJCZ90bEQ8CczPxHbdInao9vjIjtgb2Z3xi8MXBoZk4vz6/rsvp1gWMpDcuZuUBjMUBETAImNctvvWMWkyYtUKxlXK98OOPiG1l9DfNhGPXIiY3aiEXtMx/UZE6oznxQkzmhOvNBTeaEmsyJZZvDRPQREftFxIURcUdEzAY+CDylNstXgO9FxG8j4qCI2KrLak4HZgKv6dUQXBwAzGj+Tf3aYUtkX7TU6ZoPPzrqW60GpVZ1y4lzWo1IbTIf1GROqM58UJM5oTrzQU3mhJrMiWWYjcE9RMSewGHA0cBLge2AbwIrdubJzIOBbYCTgOcBl0fEWxur+iWwM9UQEv0cBmzS/Hvv+w94nHuipVTXfNhr33e3GpRa1S0ndmk1IrXJfFCTOaE680FN5oTqzAc1mRNqMieWYQ4TMd9DwPK15zsD52fm1E5BRGzWXCgzrwWuBb4WEd8C3g4cWZvl48DdwJkRsVtmXtpt45l5D3BPs3zuvMXYEy31euXD+dff20I0GgTdciIiWopGbTMf1GROqM58UJM5oTrzQU3mhJrMiWWbjcHz3QjsEBGTgdlU4//uExEvK4/3AnalurEcEbEycCjwk7Ls+pQG5OaKM/OgqN41nQbhy8Z4XyRJkiRJkiRpBIeJmO9Qqt7BVwF3AKcBJwDHARcAk4Ev1+Z/BFgLOAa4GjgROA/4ULeVZ+bHgP8DzoqIbcdkDyRJkiRJkiSpB3sGF5l5DbBTo/ht5a/u02X+h4A39FnfNCAaZR8FPvp4Y5UkSZIkSZKkRWXPYEmSJEmSJEkaAjYGS5IkSZIkSdIQsDFYkiRJkiRJkoaAjcGSJEmSJEmSNARsDJYkSZIkSZKkIWBjsCRJkiRJkiQNARuDJUmSJEmSJGkI2BgsSZIkSZIkSUNgQtsBaPBtueHqbYegYq1VV2g7BAA2fe/P2w4BgElPWK3tEAC46vMvaTsESZIkSZKkUdkzWJIkSZIkSZKGgI3BkiRJkiRJkjQEbAyWJEmSJEmSpCFgY7AkSZIkSZIkDYExaQyOiGkRMfVxLD8lIjIi1lmScXXZzj4RMXsst1Hb1sERceV4bEuSJEmSJEmSmoa9Z/CPgU3bDkKSJEmSJEmSxtqEtgNoU2Y+ADzweNYREStm5kNLKCRJkiRJkiRJGhNj2TN4QkQcHhGzyt8hEbEcVA2oEfGliJgZEf+MiAsi4qVd1rFtRJwfEXMi4sKI2L4zISLWjojjyzoeiIi/RMS+tenviojbImJEg3dEHBcRJ5fHCwwTUZa7LiIeKv/f0ZieEbF/RPw8Iv4JfD4ilo+IIyJiRonl2oj4r87+SpIkSZIkSVLbxrKx8o1l/TsB7wLeCRxQph0F7Aq8AXg6cAxwSkRs21jHF4D/BrYH7gJ+GBFRpq0EXAy8AngqcDjwnYjYrUw/AZgEvKizsohYFXg1cGy3gCNiD2AqcBjwtLLOb0bEKxuzfhI4tcT+jbKfNwOvB7YGDgI+BuyLJEmSJEmSJA2AsRwm4lbg/ZmZwPSI2AL4UOmVuzcwOTP/XuadGhEvomo0fk9tHR/PzLMBIuLTwB+AJwEzM/Nm4JDavN+NiBeWdZ+VmbMi4lSqRulfl3n2AOYBp/SI+UDgB5nZufndNRHxLOAjjWV+nJnfayz7idrjG0sv5r2BI3psS5IkSZIkSZLGzVg2Bv+pNAR3nAd8BtgZCOCq+Z18AZgI/Laxjstrj28p/9cDZkbE8lS9hvekaiCeCKwITKstcyxwdESskplzqBqGf5qZc3vEvDVwZKPsD8CrGmUXNheMiP2AtwMbAysDKwB/67GdBUTEJKqezCPcescsJk1aoFjLuF75cMH0m1ljTfNhGPXIiY3aiEXtMx/UZE6oznxQkzmhOvNBTeaEmsyJZVtbN5BL4DnAw43y5s3c6tM7DcudoS0OBP4T+ABwBTAb+DxVY3HHL6l6Ar864v+zd+dRmtTl3f/fHwZFRXTEXUczxCUm+T2aQDDwCwRQo6hJDEYFjQYkKvqICIpPogJOXKIPQsQtISIRUIhR4hJZVATBISq4gRIExDjiwIhsg6wzLNfzR1VDUdPdMz3T0/dN1/t1Tp+776pvVV3VfFI555qv38rpNEtGPHsdalvbtpu6X5LsTrO0xIHAN4FfA6+nmYm8rvanWX7iHj7yoSM46JAlMziN5olJ83DsUR/lDQe+fQTlaAxMmgkNlnlQn5lQl3lQn5lQl3lQn51HV6sAACAASURBVJlQn5mYxzZmM/gPk6QzO3g7mtm936KZGfyoiSUg1tMOwJeq6pMA7VrCTwZWTgyoqlVJTqSZEfww4JfAWdOc88ftebuzg3cALlyHWs7pLC9Bkies+60ATTP5mP7Gfffb/2czPI/mh0nzsOerX28ehmuyTCwCls59KRoD5kF9ZkJd5kF9ZkJd5kF9ZkJ9ZmIe25jN4McARyT5J5oXrb0FeHdVXZLkeJrlG95M8xK4LYGdgf+pqs+t4/kvAXZPsgNwNfAGYCvgB71xnwK+1u47oarunOac7wc+m+R7wFeBXWkayS9ch1r2SvJc4FJgD5oX5F23jvdCVa2k08iecOvt63oGzSdT5eGSX948gmo0DibLRG+pHQ2IeVCfmVCXeVCfmVCXeVCfmVCfmZjfNmYz+HhgAXAOzTILRwMfaPe9Eng7cCjNvyxcC5wLzGSm8LtpGryn0iwvcUx7zd/pjfsGcHm7fY/pTlhVX0jyBprlHo6gWfP3f1fVVC+cm/AvwO8BJ9DMev4P4HBg73W/HUmSJEmSJEnaeDZKM7iqdu583XeS/bcBS9qfyY4/k6ap2t22rLutqq5j7TN2aZepWDzFvmPoTXuvqiOBI6c53xr/FFJVq4G/aX+63tkZs4Qp7leSJEmSJEmSNrZN1j5EkiRJkiRJknRvZzNYkiRJkiRJkgbAZrAkSZIkSZIkDYDNYEmSJEmSJEkaAJvBkiRJkiRJkjQANoMlSZIkSZIkaQBsBkuSJEmSJEnSANgMliRJkiRJkqQB2HTUBUhad9ffctuoSwDg1Lf9yahLAOC3HrPFqEuQJEmSJEm613BmsCRJkiRJkiQNgM1gSZIkSZIkSRoAm8GSJEmSJEmSNAA2gyVJkiRJkiRpAGwGS5IkSZIkSdIA3KubwUmWJLlgls51ZpKPzMa5JEmSJEmSJGncbDrqAjbQYcCHZ+lcLwRum6VzSZIkSZIkSdJYuVc3g6vqRuDGWTrXtbNxHkmSJEmSJEkaR3O2TESSzZIckeTKJLcm+XaSHdp9OyepJM9N8r0ktyRZmmRRkp2SnJ/kxiQnJXlo55z3WCYiyf9KcnqSXye5oT1ul3bffZJ8KMkVSVYl+UWS93WOvccyEUkekuTYJNe19Xwtye929u/V1vTMJBckuSnJ15Ns1RnzuCRfTHJtkpuTXJRkj433V5YkSZIkSZKkyc3lzOBDgZcAewP/A7wJ+HKSJ3XG/D2wP3A9cALw78CtwGuAO4DPAkuAN0xxjROA84GnA7cD/6s9HmA/YDdgD2AZsAj4rWnqPabd/wLgOuA9bb1Prqpb2jGbAW9t7+lW4FjgSOA57f5/Au4H7AL8ei3XkyRJkiRJkqSNZk6awUk2B14HvKqqTm63vRZ4BvB64Gvt0IOramm7/0ia9YC3qarvt9uOBV40zaV+Azisqi5qv1/a23cJsLSqCrgM+OYU9T4J+HNgp6r6RrvtFe0xfwV8vB26KfD6qrq4HXMY8Ikkm1TVne01/6Oqzm/H/2yav9FCYGF/+4qrrmPhwjU2a56bKg+nn7eMLR5kHoZoikwsGkUtGj3zoD4zoS7zoD4zoS7zoD4zoT4zMb/N1TIRTwDuA/zXxIaqugP4FvA7nXE/7Px+Zfv5o962R0xznX8EPp7kjCRvT/KUzr5jgN8DLkny0STPTzLV/f82cGdb30S917e1dOtdNdEIbl1Bc58T/wfzQeCgJN9K8u4k20xT+/40zeJ7/HzkQ0dMc4jmsUnz8G//+s8jLUojNVkmlo60Io2SeVCfmVCXeVCfmVCXeVCfmVCfmZjH5qoZnPazJtnX3XZbf3tV9bdNWXNVLaFp1n4B+P+BHybZu933fWAx8Lb2HMcCp03REM4k2yar9/Yp9m3SXvNoYCvgE8CTgW8mWTLFeY9ox97jZ9/99p+mFM1jk+bhpXu/bqRFaaQmy8SOI61Io2Qe1Gcm1GUe1Gcm1GUe1Gcm1Gcm5rG5WjP4UmA1sAPNesEkWQBsT7PO76ypqp8APwE+lOSfgVcB/9ruu4Fm3eHPJjkG+DbwRJrlI7oupGnobg9MLBPxIJo1iD8xw3qWAx8DPpbkb4E30qx73B+3EljZ335rv92sQZgqD9/52fUjqEbjYLJMJNP9u5XmM/OgPjOhLvOgPjOhLvOgPjOhPjMxv81JM7iqbmobs+9LcjXN9PIDgEfSvGRtg1+sluT+wGE0zd5l7bl3AM5p978JWAGcRzMD+WU0L3VbPkm9P0nyReBfkryG5v8A3tOOX+fmdZIPAqfSNJsfBOxK02iWJEmSJEmSpDk1VzODAf62/fwEzZq6PwB2raoVSTa4GQzcATyEZvmHRwHXACcBB7b7bwDeAjyJZjmHHwDPraqbpzjfK2mmxf8ncD+a9Y53rapbZlDTJjQvwXtce/3TgTfP4HhJkiRJkiRJmhVz1gyuqlU0C1CvsQhuVZ1Jb53eqjpxkm1HAkd2vi+hXXKhqlbTzPad6vpHAUdNs3/n3vfrgD2nGX8MzUvppryPqnrDVMdLkiRJkiRJ0lyaqxfISZIkSZIkSZJGyGawJEmSJEmSJA2AzWBJkiRJkiRJGgCbwZIkSZIkSZI0ADaDJUmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZLEmSJEmSJEkDsOmoC9D4+8x5vxh1CQBsuklGXcJdXrb1opFc9+JrbxjJdfv+4DFbjroEAM79n2tHXQIAf/zk8fh7SJIkSZIkTceZwZIkSZIkSZI0ADaDJUmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkARhpMzhJJXnRVN8nGb+4HfMHc1OhJEmSJEmSJM0Pm466gBn6BfBo4OpRFyJJkiRJkiRJ9yb3qmZwVd0B/HLUdUiSJEmSJEnSvc1GXSYiya5Jlia5Lsm1Sb6S5Lc34Hz3WCYiyc7t9+cm+V6SW9rrLUqyU5Lzk9yY5KQkD+2cZ9skX01ydZJfJzk7yfa9az05yVlJbk1ycZLntefaqzPmsUk+3d7fdUlOTvKkzv7HJflie+83J7koyR7re/+SJEmSJEmStL429prBmwNHAE8HdgauB76U5L6zfJ2/B/YH/hB4CPDvwCHAa9rr/i6wpDN+C+CTwI5tbecBpyR5GECSTYDPA7cD2wF7Ae8ANps4QZIHAF8HbgV2ArYHVgBfa/cB/BPwAGCXtob9gZWzd9uSJEmSJEmStG426jIRVfUf3e9JXgn8mqYBe/YsXurgqlraXuNI4MPANlX1/XbbscBdL6arqjN6db0B+EtgV+BTwJ8AvwU8u6oub8ccAPxX57A9gACvrKpqx+wD/Ar4U+AzwG8A/1FV57fH/GwW71mSJEmSJEmS1tlGbQYneQLwLpoZuw+nmYm8CfD4dTj2VJqZuwA/r6rfnWb4Dzu/X9l+/qi37RGdcz+irWsX4JHAAuD+nbqeAlwx0QhufQe4s/N9G2Ar4IYk3VoeADyh/f2DwJFJdgVOBz5fVd+b7AaSLAQW9revuOo6Fi5cY7PmuanycOTXL2DzLR48goo0alNkYtEoatHomQf1mQl1mQf1mQl1mQf1mQn1mYn5bWO/QO5LwOXAPu3n7cCFwLosE/EqmgYtwG1rGdvdXwBV1d/WXRLjWJom8AHAMmAVTbN2oq5MnGcam9AsLzHZGsDXtjUcneQrwPOAZwHfTPLeqloyyTH70yxFcQ8f+dARHHTIZMM1z02ah6+ccDQv3OdNIyhHY2DSTGiwzIP6zIS6zIP6zIS6zIP6zIT6zMQ8ttGawe0L234beH1Vfb3dtvW6XrM3K3e27QDsV1Unt3U9Enh0Z/+PgccmeUxVXdFu+wPu2VD+PvBS4OqqmnId4KpaDnwM+FiSvwXeyD3XL55wBHBMf+O+++3v0hLDNGkenvOyvzEPwzVZJhYBS+e+FI0B86A+M6Eu86A+M6Eu86A+M6E+MzGPbcyZwdcBVwOvTvIL4LHA+2lmB4/aJcDLk5xD85K7Q4HVnf2nARcDxyY5kGaG8j/S1D4xY/h44EDgi0kOAS4DHge8ADiyqn6S5IPAqe31HkSzJvGFkxXUNpTXaCrfOg5/Lc25qfLwqe8tH0E1GgeTZaK3RI0GxDyoz0yoyzyoz0yoyzyoz0yoz0zMb5usfcj6qao7gd2BpwIXAB8FDqZZkmHU9gYeCHwP+DTwrzTLRQB31b4bsBlwLs2yEu+haQTf2o65Gfhj4H+AzwIXteMeQtMIh+bv+2GaBvBpNGsX77kxb0ySJEmSJEmSJrNR1wyuqjOA/6+3+YGd/emNn/afGapqGc16vhPfz+x+b7edOMm2I4EjO9/Pp3mpXdcne8dcQtPsBSDJ04D7AJd2xlwJvHKaet8w3f1IkiRJkiRJ0lzZ2C+Qu9dKshtwE/ATYDHNMhHn06wVLEmSJEmSJEn3KjaDp7YF8H9p1gG+DjgTOKCqarqDJEmSJEmSJGkc2QyeQlUdBxw36jokSZIkSZIkaTZstBfISZIkSZIkSZLGh81gSZIkSZIkSRoAm8GSJEmSJEmSNAA2gyVJkiRJkiRpAHyBnCTdey0AWL58+ajrUEfnv8eCOb60eRhDI8zDXdc0E+PFZ4S6fEaoz2eEunxGqM9MqGt985Cqmv1qNDaSLAT2B46oqpXWMR51jMq43L91zI4kOwBLR12HprRjVZ09VxczD2NvTvMAZuJewGeEunxGqM9nhLp8RqjPTKhrRnmwGTzPJVkM/AzYqqqWWcd41DEq43L/1jE7kmwGbAusAO5Yz9Msovl/6DsCo/wn3vlUxwLg0cB3qmrVbBW2NuZhbOsYSR7ATIxxHT4jNtx8qsNnxOyYT3X4jNhw86kOnxGzYz7VYSZmxzjUMbI8uEyEJN1LtQ/7DfrX4CQTvy4fcWN+vtXx0w2vZmbMw1jXMed5ADMx5nX4jLCOLp8RG2ge1uEzwjq6fEZsoHlYh5nYQONQxyjz4AvkJEmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZPP+tBP6+/bSO8aljVMbl/q1jfIzL38A6xsO43L91jI9x+RtYx3gYl/u3jvExLn8D6xgP43L/1jE+xuVvYB3jY1z+BuNQx8hqSFXN9TUlSZIkSZIkSXPMmcGSJEmSJEmSNAA2gyVJkiRJkiRpAGwGS5IkSZIkSdIA2AyWJEmSJEmSpAGwGSxJkiRJkiRJA2AzWJIkSZIkSZIGwGawJEmSJEmSJA2AzWBJkiRJkiRJGgCbwZIkSZIkSZI0ADaDJUmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZLEmSJEmSJEkDYDNYkiRJkiRJkgbAZrAkSZIkSZIkDYDNYEmSJEmSJEkaAJvBkiRJkiRJkjQANoMlSZIkSZIkaQBsBkuSJEmSJEnSANgMliRJkiRJkqQBsBksSZIkSZIkSQNgM1iSJEmSJEmSBsBmsCRJkiRJkiQNgM1gSZIkSZIkSRqATUddgKaWZDNgW2AFcMeIy9HdFgCPBr5TVavm6qLmYWyNJA9gJsaYzwh1+YxQn88IdfmMUJ/PCHX5jFCfmVDXeuXBZvB42xZYOuoiNKUdgbPn8HrmYbzNdR7ATIw7nxHq8hmhPp8R6vIZoT6fEeryGaE+M6GuGeXBZvB4WwGwdOlSFi1aNOpa1Fq+fDk77rgjtP995pB5GEMjzMNd1zQT48VnhLp8RqjPZ4S6fEaoz2eEunxGqM9MqGt982AzeLzdAbBo0SIWL1484lI0ibn+n0WYh/E2iv+ZjJkYbz4j1OUzQn0+I9TlM0J9PiPU5TNCfWZCXTPKgy+QkyRJkiRJkqQBsBksSZIkSZIkSQNgM1iSJEmSJEmSBsBmsCRJkiRJkiQNwCCbwUm2S7IkycKNdP6dk1SSv9gY55ckSZIkSZKkmRpkMxjYDngHsFGawZIkSZIkSZI0bobaDJYkSZIkSZKkQRlcMzjJEuAD7deftcs5VJLFSV6fZGmSq5LcmOS8JK9LsknvHM9IcmaSa5PckmRZkk+v5bpbtue+LMnvbqTbkyRJkiRJkqRJbTrqAkbg48CDgf2BFwIr2u0rgN8EPgksA+4Ang4cBjwGOBggyVbAKcAXgEOBW4DHAc+f6oLtMacCtwLbVdUVs3xPkiRJkiRJkjStwTWDq2p5kp+3X39QVcs6u9888Us7G/gsYAHwpiSHVFUB2wCbAftU1fWdY4+b7HpJtgVOAs4H/rKqbphi3ELWXMN40TrfmOYV86A+M6Eu86A+M6Eu86A+M6Eu86A+M6E+MzG/Da4ZPJ0kWwMH0bxg7pHccxmNRwBXAj8AVgMnJjkKOHuamb7PA/4K+Azwmqq6bZrL70/zUjsJzIPWZCbUZR7UZybUZR7UZybUZR7UZybUZybmscGtGTyVJIuBpTRLPhwI7AhsC7ynHXJ/gKr6KfAsYBXwCeDyJBck+etJTrsbcB/gyLU0ggGOALbq/ey4/nekeznzoD4zoS7zoD4zoS7zoD4zoS7zoD4zoT4zMY85M/huLwAeQLOUw2UTG5O8oD+wqpYCS5MsAP4AeAtwbJLLq+r0ztD9gD2B05I8vz1uUlW1EljZ3ZZkQ+5H92LmQX1mQl3mQX1mQl3mQX1mQl3mQX1mQn1mYn4b6szgVe3n/Tvbqv1cPbEhyf2AV0x1kqq6o6rO4e61hp/aG3IL8OfA6cCXkzxrQ4qWJEmSJEmSpPU11JnBF7Sf+yb5FHAbzcvibgNOSHIosAVNk/ceyzskeS2wC3AKcBmwOfA6mibyGf0LVdXqJC8GjgVOSvKiqjppo9yVJEmSJEmSJE1hkDOD2+Ua3ge8EDgb+A5wPfBi4GHA54H3Aye147rOA+4LvAs4lWbd4PsCu1bV+VNc73aaGcafBD6X5EWzfEuSJEmSJEmSNK2hzgymqt4KvLW3eRnwxUmGH9057ts0L4ab7txnAultuxN4dfsjSZIkSZIkSXNqkDODJUmSJEmSJGlobAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZLEmSJEmSJEkDYDNYkiRJkiRJkgbAZrAkSZIkSZIkDYDNYEmSJEmSJEkaAJvBkiRJkiRJkjQANoMlSZIkSZIkaQBsBkuSJEmSJEnSANgMliRJkiRJkqQBsBksSZIkSZIkSQNgM1iSJEmSJEmSBmCdmsFJliSpJAtn46JJliX5wmyca4bXXZKk5vq6netXkiWjur4kSZIkSZKk4RrazOCPA9uPughJkiRJkiRJmmubjrqAuVRVy4Hls3GuJJsAC6rqttk4nyRJkiRJkiRtTDOdGbxVkpOT3JjkmiT/nOSBEzuTbJLkgCQ/SnJrkquTHJfkUZOdLMnzk/wgyS1JLkqyd2//w9tr/DjJTUlWJDk1yda9MauTvGOS8+/QLs2we/t9jWUikmye5PAkl7XnuSzJ+5PcvzeukhyR5I1JLgVWA3/UOe93klyX5Pok5yZ5yQz/tpIkSZIkSZK00cx0ZvDngOOBI4A/BA4BHg88v93/CWB34HDgTOCxwLuAM5NsU1U3dc61NXAo8F7gV8CrgaOTXFpV32jHbAnc0V7nV8CDgT2BbybZuqourKqrkpwK7JnknVXVbfbuCawEJl2fuJ3d+yWapu47gXM79/W0JM/pne/FwOXA3wE3Aj9ttz8e+CjwC5q/6S7ACUm2qKqjp/l7dmtZCPTXZF60Lsdq/jEP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jMT89tMm8GfrqqD2t9PS3Ib8L4k2wMB/hp4fVX908QBSc4Dvg/sRdMwnfBQYPuqurwd9w3gGcBfAd8AqKqLgX0751oAnAr8N03z+IB21zE0jeo/Bs5qx94feAlwfFWtmuJ+nkPTuH1DVX2kc1830DS8nw18pTP+fsCzqurX3ZNU1V0zmtsG8+nAw9ra16kZDOwPrDG7WYNlHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRnJuaxmS4T8ekpvu8EPA+4E/h0kk0nfoALaGbT7tQ79vsTjWCAqroVuAT4jYltabwqyXeTrARup1me4UnAUzrnOgm4mqbhPGE34EE0jeKp7NJ+fqq3/bje/gmn9xvBbZ27JPlKkivbGm8D/qZX49ocAWzV+9lxBsdrfjEP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jMT89hMZwb/svf9yvbzoTTTxzcBrpni2If1vk82bhXN7NsJB9IsJfFR4OD2mDuBjwN3relbVbclOQHYO8m+7XIUewEXVtW509zPlsCqqlrZ3VhV1yVZ1d5X14r+CZJsB5wGnAG8nqbxfRvwOmDv/viptDXco44k63q45hnzoD4zoS7zoD4zoS7zoD4zoS7zoD4zoT4zMb/NtBn8KO5uAAM8sv28hmZG7J3ADjTN0L4bZlwdvAz4elXt292Y5KH0QkmzXvF+wIuSfA14Js3avtO5BtgsycJuQzjJQ4DNWLNhXaxpd5r7/bPuchRJ7ruWa0uSJEmSJEnSnJnpMhF7TPH9LJq1fDcBHlVV353k5+L1qK9oloW4S5JdmWTR6qo6DzifZkbwK9pjP7mW85/Rfr68t/3lvf1rq3GiET5R4yOAF6zDsZIkSZIkSZI0J2Y6M3iPJLfTvODt6TSLSZ9SVd8CSHIMcFySDwNnA7cCj6VZe/eUqjpxhtc7GXh7kiXtNZ9GM9v38inGHwscTrOm8Jerqr+sRd9Xga8BhyV5MHBue1+H0Lw47rR1rPEA4PgkH6OZPX0wzQzqLdbheEmSJEmSJEna6GY6M3g3YBvg88CbaZZm2L2zf2+adX6fDZwI/CdwEM3M2R+uR33vBj4IvIbmJXEvBl4CXDrF+E+113os0784DoCqKpoZvB8B9gFOaT8/COzW7l/bOU5v6/v9tsaDaRbaPn5tx0qSJEmSJEnSXFmnmcFVtQRY0n593jTjCviX9me68y2eYvvOve+raGbdHtAbujOTqKqrgCnX6u3dx8S2m2ka2AeupeYpV8quqqOAoybZ1b+Wq21LkiRJkiRJGomZzgyWJEmSJEmSJN0L2QyWJEmSJEmSpAGwGSxJkiRJkiRJA2AzWJIkSZIkSZIGwGawJEmSJEmSJA2AzWBJkiRJkiRJGgCbwZIkSZIkSZI0ADaDJUmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZLEmSJEmSJEkDYDNYkiRJkiRJkgZg7JvBSfZKUkkWz/J5j0mybDbPKUmSJEmSJEnjauybwcDJwPbAilk+77uA3Wb5nJIkSZIkSZI0ljYddQFrU1VXAVdthPP+dLbPKUmSJEmSJEnjaoNnBifZJclZSW5qf85MslNn/5J2mYenJvlikhuSXJXkvUk2SbJN5/ifJHlF7/xrLBOR5Bntda5NckuSZUk+3dm/IMlBSS5p91+X5AdJXtkZs8YyEUkenuSoJL9Msrqt521JFnTGLG7rOSDJW9pr35jkW0m2653vCUn+PcmKJKvazy8neeKG/t0lSZIkSZIkaSY2aGZwkmcCXwG+Dfx1u/nNwNeSPLuqvt4Z/hngGODDwJ8DfwdsBvwp8H7gPcC+wLFJflRV501xza2AU4AvAIcCtwCPA57fGfZ/gLcChwDfAx4A/A6w5TT38gDgTOCxwMHAxcBzgHcDvwm8qnfIfsCFwBvb7+8CTkmyVVVd3247BbihHfNL4BHATsCDpqpDkiRJkiRJkjaGDV0m4h9ompzPqqpbAZKcAvy03bd9Z+xHq+rD7ZjTaZrABwA7VtXZ7fbvAr8CXgpM2gwGtqFpIu/TaboCHNf5/Y+Ar1bV4Z1tp6zlXvakaRj/WVWd1G77apJNgP2THFZVF3XGr2zH3tnWfgVwLvA84N+SPAx4MvAXVfXFznEnTnbxJAuBhb3Ni9ZSs+Yp86A+M6Eu86A+M6Eu86A+M6Eu86A+M6E+MzG/rXczOMnmwLbAhyYawQBVdUuSzwL7trNtJ5zcGVNJLgIeNtEIbrdfm+RXwG9Mc+kfAKuBE5McBZxdVVf0xpwDHJTkUOAk4LtVdfNabmkX4PpOI3jCccD+wM5Atxl80kQjuPXD9nOi9mtomuKHJnk0cFZV/Xia6+8PvGMtNWo4zIP6zIS6zIP6zIS6zIP6zIS6zIP6zIT6zMQ8tiFrBj8ECM3M4L4V7bkf0tl2bW/M6km2TWy/31QXbV/89ixgFfAJ4PIkFyT5686w9wJvB55Ns/TDte16xU+Z5n62nOZeAB7a235Nr65V7a/3a78X8Ezgv4C/By5MckWSdyfZbJLrHAFs1fvZcZp6Nb+ZB/WZCXWZB/WZCXWZB/WZCXWZB/WZCfWZiXlsQ5aJuA4o4FGT7Hs0cGc7ZtZV1VJgaftitz8A3kKz1vDlVXV6Vd0OHAYc1k5tfw7wf4GvJFncNmr7rmnPNdm9TOyfaZ0/B/YGSPJk4OXAQTR/m0N6Y1fSLD1xlyQzvaTmCfOgPjOhLvOgPjOhLvOgPjOhLvOgPjOhPjMxv633zOCquolmOYYXJblrJm/7+18C56zD0gwbpKruqKpzaF5aB/DUScasrKp/p5lF/HjWXPNkwhnAg5P8aW/7y2ma3l9f85AZ1XpJVR0C/Bx42oacS5IkSZIkSZJmakNfIPc24KvA15IcTrNsxJuARwAv28BzTyrJa2nW9z0FuAzYHHgdzfISZ7Rj/hO4APgucDXwRGAfmgb1VLOVjwP2BT6V5GCa9YGfTfOSu6Oq6uIZ1vlU4MPAZ4BLgduB5wOLaWYpS5IkSZIkSdKc2aBmcFV9Pcmf0KyJ+6l283eAZ7ZLOWwM59Es+/AumqbzDe22Xavq/HbMWTSzk18DbEGz7u8XgCVTnbR98d0u3L3e8JY0s3jfBhy6HnX+Evgf4A00b1y8k6YpvE9VfWw9zidJkiRJkiRJ621DZwZTVWcCO02zfwmTNGGr6i+mGL+49/0Y4JjO928DzRGpiQAAIABJREFUu62lpsOBw9cyZq9Jtl0NvHotxy2jmQE92b50fv8V8MrpziVJkiRJkiRJc2W91wyWJEmSJEmSJN172AyWJEmSJEmSpAGwGSxJkiRJkiRJA2AzWJIkSZIkSZIGwGawJEmSJEmSJA2AzWBJkiRJkiRJGgCbwZIkSZIkSZI0ADaDJUmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZLEmSJEmSJEkDYDNYkiRJkiRJkgbAZrAkSZIkSZIkDcCsN4OT7JWkkizubFuW5Jh1OHZJkprtmiRJkiRJkiRp6MZtZvDHge1HXYQkSZIkSZIkzTebjrqArqpaDiwfdR2SJEmSJEmSNN+s88zgJE9MckySnya5JckvkpyY5ImzVcxky0S0S04ckeR/J7m0vfY5SX4/yaZJ3plkeZLrk3w+ycN7x++R5LQkv0xyc5L/TnJQks1645LkbUl+nuTWJN9P8twkZyY5szf2IW1NP0+yuv18V5L79Ma9LskPk9yU5NdJLkzyd7P195IkSZIkSZKkdTWTmcGPAX4FHAhcAzwSeB1wTpLfrqpfbYT6JuwG/Ax4M3Af4HDgP4GvAvcFXgU8DvhH4GPt+AlPAL7U7rsFeCpwEPBbwCs6494DvBX4Z+CL7fn+heZvdMnEoCQPBJYCW7bHXAQ8HTgEWDxxziQvBT4M/ANwFrAAeDLN33ENSRYCC3ubF63l76J5yjyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoz0zMb+vcDK6qbwDfmPieZAFwMk2D+KXAB2e9urstAJ5bVbe0194cOAZYXFXP7NT0O8Abkzygqm5u635PZ3+As4HrgGOSvLGqrk2yJfAm4Piq+t+d8RcA36LTDAb2A54CbF1VP2y3nZ7kZuCIJO+rqv8G/gj4UVUd0jn2q9Pc4/7AO9b9T6J5zjyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoz0zMYzNZJuK+Sd6S5IIkNwK3AzcBm9M0R9dZu7xD9ydrOeSMiUZw68ft58m9cT8GAjy+c60nJjk2yWXAauA24Diae39SO2w7YDPgM92TVdW3gWW9azwPOA+4sHsPwKnt/p3az3OApyU5Msmzkzx4Lfd4BLBV72fHtRyj+cs8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqM9MzGMzWSbiA8A+wHtpZgivBAo4Bbj/up4kyWKaJR+6dgHOnOawa3vfV69l+/3aaz2IZkmHG4ElwE9olop4OvDRTt1btp9XTnLt/rZHAk+kaSpP5mEAVfXJJBNLWLwKqCRLgbdW1Tn9g6pqJc3f9C5r75FrvjIP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jMT89tMmsEvA46rqoMnNrTNzi2nPmRSVwDb9rZdPMNzrKtdgEcBO7XLXACQ5Gm9cde0n4+c5ByPBH7e+X41TXP51VNc84qJX6rqaODoJA9oa/kH4KtJFlfVdTO5EUmSJEmSJEnaEDNpBhd3z7ydsDfNer7rfpKq1cB3Z3LMBqj286662yUp/qY37hxgFfASmhfTTYzdjualcN1m8KnAW4Arq+oX61REs37xyUkeRrvWMc26xZIkSZIkSZI0J2bSDD4Z2CvJRcCPgB1olo1YOe1Ro/VNmvqOTPIOmubwa4GHdwe1L5H7R+CtSX4NfAF4HM1i2SuAOzvDPwC8CFia5APABcB9aRq8zwP2raqfJzkKuBn4L+CXNG9dfCtwGXDhRrlbSZIkSZIkSZrCTJrB+wF3AG+nWWv3W8BzgC9thLpmRVVdneTPgMOAfwOubz8/TLPWcdfbaV6I91qamcMXAa8D3tMeN3HOG5L8UTt+X5qX1d1Esw7yV7h7yYmlwF7AHsBC4Crg68A7qmrVLN+qJEmSJEmSJE1rnZvB7Rq3e02ya3Fv3DE0SyF0t91jzDTXWELzorfutjVWqK6q84DJtk927bOB7Sa5XHrjiqbx+567BiRbAb8NfLY39gbg79qfqe7lOOC4qfZLkiRJkiRJ0lyayczgeS3J1sBf0sx4vhH4LeD/AL8GPj7C0iRJkiRJkiRpg9kMvtuNNDOI9wEeTLM0xJnA26vqyhHWJUmSJEmSJEkbzGZwq6ouAZ456jokSZIkSZIkaWPYZNQFSJIkSZIkSZI2PmcGj7cFAMuXLx91Hero/PdYMMeXNg9jaIR5uOuaZmK8+IxQl88I9fmMUJfPCPX5jFCXzwj1mQl1rW8eUlWzX41mRZIdgKWjrkNT2rGqzp6ri5mHsTeneQAzcS/gM0JdPiPU5zNCXT4j1OczQl0+I9RnJtQ1ozzYDB5jSTYDtgVWAHes52kW0fwf647AKP/5Zj7VsQB4NPCdqlo1W4WtjXkY2zpGkgcwE2Nch8+IDTef6vAZMTvmUx0+IzbcfKrDZ8TsmE91+IzYcPOpDp8Rs2M+1WEmZsc41DGyPLhMxBhr/0Nu0L/0JJn4dXlVLdvQmqzjLj/d8GpmxjyMdR1zngcwE2Neh88I6+jyGbGB5mEdPiOso8tnxAaah3X4jLCOLp8RG2ge1mEmNtA41DHKPPgCOUmSJEmSJEkaAJvBkiRJkiRJkjQANoMlSZIkSZIkaQBsBs9/K4G/bz+tY3zqGJVxuX/rGB/j8jewjvEwLvdvHeNjXP4G1jEexuX+rWN8jMvfwDrGw7jcv3WMj3H5G1jH+BiXv8E41DGyGlJVc31NSZIkSZIkSdIcc2awJEmSJEmSJA2AzWBJkiRJkiRJGgCbwZIkSZIkSZI0ADaDJUmSJEmSJGkAbAZLkiRJkiRJ0gDYDJYkSZIkSZKkAbAZLEmSJEmSJEkDYDNYkiRJkiRJkgbAZrAkSZIkSZIkDYDNYEmSJEmSJEkaAJvBkiRJkiRJkjQANoMlSZIkSZIkaQBsBkuSJEmSJEnSANgMliRJkiRJkqQBsBksSZIkSZIkSQNgM1iSJEmSJEmSBsBmsCRJkiRJkiQNgM1gSZIkSZIkSRoAm8GSJEmSJEmSNAA2gyVJkiRJkiRpAGwGS5IkSZIkSdIA2AyWJEmSJEmSpAGwGSxJkiRJkiRJA2AzWJIkSZIkSZIGYNNRF6CpJdkM2BZYAdwx4nJ0twXAo4HvVNWqubqoeRhbI8kDmIkx5jNCXT4j1OczQl0+I9TnM0JdPiPUZybUtV55sBk83rYFlo66CE1pR+DsObyeeRhvc50HMBPjzmeEunxGqM9nhLp8RqjPZ4S6fEaoz0yoa0Z5sBk83lYALF26lEWLFo26FrWWL1/OjjvuCO1/nzlkHsbQCPNw1zXNxHjxGaEunxHq8xmhLp8R6vMZoS6fEeozE+pa3zzYDB5vdwAsWrSIxYsXj7gUTWKu/2cR5mG8jeJ/JmMmxpvPCHX5jFCfzwh1+YxQn88IdfmMUJ+ZUNeM8uAL5CRJkiRJkiRpAGwGS5IkSZIkSdIA2AyWJEmSJEmSpAGwGSxJkiRJkiRJA2AzWJIkSZIkSZIGYJDN4CTbJVmSZOFGOv/OSSrJX2yM80uSJEmSJEnSTA2yGQxsB7wD2CjNYEmSJEmSJEkaN0NtBkuSJEmSJEnSoAyuGZxkCfCB9uvP2uUcKsniJK9PsjTJVUluTHJektcl2aR3jmckOTPJtUluSbIsyafXct0t23NfluR3N9LtSZIkSZIkSdKkNh11ASPwceDBwP7AC4EV7fYVwG8CnwSWAXcATwcOAx4DHAyQZCvgFOALwKHALcDjgOdPdcH2mFOBW4HtquqKScYsZM1lKxatx/1pHjAP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jMT89vgmsFVtTzJz9uvP6iqZZ3db574pZ0NfBawAHhTkkOqqoBtgM2Afarq+s6xx012vSTbAicB5wN/WVU3TFHa/jTrGEtgHrQmM6Eu86A+M6Eu86A+M6Eu86A+M6E+MzGPDW6ZiOkk2TrJ55JcAdzW/rwLeAjwiHbYD4DVwIlJXpLkMdOc8nnAmTQziZ8/TSMY4Ahgq97PjhtwO7p3Mw/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMxPz2OBmBk8lyWJgKXAhcCDNUhGrgb8A3g7cH6CqfprkWcDfAp8AHpDkv4FDq6o/O3g34D7AkVV123TXr6qVwMpeTRt0T7r3Mg/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMxPzmzOD7/YC4AE0SzmcUFXfrKrvAtUfWFVLq+pPgQcB2wEXAccmeWZv6H7AGcBpSfwXFEmSJEmSJEkjM9Rm8Kr28/6dbRNN39UTG5LcD3jFVCepqjuq6hzuXmv4qb0htwB/DpwOfLmdUSxJkiRJkiRJc26oy0Rc0H7um+RTNGsDn9V+npDkUGALmibvPZZ3SPJaYBeadYAvAzYHXkfTRD6jf6GqWp3kxcCxwElJXlRVJ22Uu5IkSZIkSZKkKQxyZnBVLQXeB7wQOBv4DnA98GLgYcDngfcDJ7Xjus4D7kvzYrlTadYNvi+wa1WdP8X1bqeZYfxJ4HNJXjTLtyRJkiRJkiRJ0xrqzGCq6q3AW3ublwFfnGT40Z3jvk3zYrjpzn0mkN62O4FXtz+SJEmSJEmSNKcGOTNYkiRJkiRJkobGZrAkSZIkSZIkDYDNYEmSJEmSJEkaAJvBkiRJkiRJkjQANoMlSZIkSZIkaQBsBkuSJEmSJEnSANgMliRJkiRJkqQBsBksSZIkSZIkSQNgM1iSJEmSJEmSBsBmsCRJkiRJkiQNgM1gSZIkSZIkSRoAm8GSJEmSJEmSNADr1AxOsiRJJVk4GxdNsizJF2bjXDO87pIkNdfX7Vy/kiwZ1fUlSZIkSZIkDdfQZgZ/HNh+1EVIkiRJkiRJ0lzbdNQFzKWqWg4sn41zJdkEWFBVt83G+SRJkiRJkiRpY5rpzOCtkpyc5MYk1yT55yQPnNiZZJMkByT5UZJbk1yd5Lgkj5rsZEmen+QHSW5JclGSvXv7H95e48dJbkqyIsmpSbbujVmd5B2TnH+HdmmG3dvvaywTkWTzJIcnuaw9z2VJ3p/k/r1xleSIJG9McimwGvijznm/k+S6JNcnOTfJS2b4t5UkSZIkSZKkjWamM4M/BxwPHAH8IXAI8Hjg+e3+TwC7A4cDZwKPBd4FnJlkm6q6qXOurYFDgfcCvwJeDRyd5NKq+kY7ZkvgjvY6vwIeDOwJfDPJ1lV1YVVdleRUYM8k76yqbrN3T2AlMOn6xO3s3i/RNHXfCZzbua+nJXlO73wvBi4H/g64Efhpu/3xwEeBX9D8TXcBTkiyRVUdPc3fU5IkSZIkSZLmxEybwZ+uqoPa309LchvwviTbAwH+Gnh9Vf3TxAFJzgO+D+xF0zCd8FBg+6q6vB33DeAZwF8B3wCoqouBfTvnWgCcCvw3TfP4gHbXMTSN6j8GzmrH3h94CXB8Va2a4n6eQ9O4fUNVfaRzXzfQNLyfDXylM/5+wLOq6tfdk1TVXTOa2wbz6cDD2trXqRncvpyv/4K+RetyrOYf86A+M6Eu86A+M6Eu86A+M6Eu86A+M6E+MzG/zbgZPMn39wE7AQ8E7gQ+naR73gtoZtPuxD2bwd+faAQDVNWtSS4BfmNiW5IAfwO8FngizczgCU/p/H4ScDVNw/msdttuwINoGsVT2aX9/FRv+3E0zeBduGcz+PR+I7itcxea2cK/BzycpjEOcOs01+7bH1hjqQsNlnlQn5lQl3lQn5lQl3lQn5lQl3lQn5lQn5mYx2a6ZvAve9+vbD8fCjyyPd81wG29n0U0M2W7rpnk/KtoZt9OOBA4Cvg28FKaJRy2Bc4H7lrTt32J2wnAi5Js3m7eC7iwqs6d5n62BFZV1cruxqq6rq3lob3xK/onSLIdcBpNA/j1NEtObAv8a+9e1uYIYKvez44zOF7zi3lQn5lQl3lQn5lQl3lQn5lQl3lQn5lQn5mYx2Y6M/hR3N0AhqYBDE1j93aamcE70DSA+26YcXXwMuDrVbVvd2OSh9KsBdz1CWA/mobw14Bn0szWnc41wGZJFnYbwkkeAmzGmg3rYk2709zvn3WXo0hy37Vc+54nbq5/j3tqJkZriMyD+syEusyD+syEusyD+syEusyD+syE+szE/DbTmcF7TPH9LJq1fDcBHlVV353k5+L1qK+A1d0NSXZlknVKquo8mhnDewGvaI/95FrOf0b7+fLe9pf39q+txolG+ESNjwBesA7HSpIkSZIkSdKcmOnM4D2S3E7zgren06wfckpVfQsgyTHAcUk+DJxNs2buY2nW3j2lqk6c4fVOBt6eZEl7zafRzPa9fIrxxwKHA08CvlxV/WUt+r4KfA04LMmDgXPb+zqEZq3g09axxgOA45N8jGb29ME0M6i3WIfjJUmSJEmSJGmjm+nM4N2AbYDPA2+mWZph987+vWnW+X02cCLwn8BBNDNnf7ge9b0b+CDwGpqXxL0YeAlw6RTjP9Ve67FM/+I4AKqqaGbwfgTYBzil/fwgsFu7f23nOL2t7/fbGg+mWVvl+LUdK0mSJEmSJElzZZ1mBlfVEmBJ+/V504wr4F/an+nOt3iK7Tv3vq+imXV7QG/ozkyiqq4Cplyrt3cfE9tupmlgH7iWmqdcHKWqjqJ50V1f/1ousCJJkiRJkiRpJGY6M1iSJEmSJEmSdC9kM1iSJEmSJEmSBsBmsCRJkiRJkiQNgM1gSZIkSZL+H3v3Gm1ZVd75//ujEBSiIKJoLE2RkMSkx8AOBBuGViNiq4EYJd6NCjEqEomCl7TIrSJBbYSIf2LHiLYlXmIMI96gUBQsLBJFbUFFRAKdAguLO4VcqxCe/4u1DixWnUudOqfO2Z71/Yyxxz577rnmfNbmYb54mMwlSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkARj5YnCSQ5JUkiWzPO7yJKtnc0xJkiRJkiRJGlUjXwwGzgb2AdbO8rgnAAfN8piSJEmSJEmSNJK2nu8AplJVNwI3boFxr5rtMSVJkiRJkiRpVM14Z3CS/ZJckOTO9rUyyb6d75e1xzzsnuSLSW5PcmOS9ybZKsmenev/I8mre+NvdExEkme189yS5O4kq5N8tvP9oiTHJLmi/f7WJBcn+fNOn42OiUjy2CSnJ7kuyYY2nnclWdTps6SN58gk72jnviPJt5Ls3Rvvt5L8c5K1Sda3719JsttMf3dJkiRJkiRJmo4Z7QxOsj/wVeDbwGva5rcBX0/ynKr6Rqf754DlwGnAnwDvBLYF/hh4P3AicDjwiSQ/qqpLJphzV2AF8AXgJOBu4EnAgZ1ufw0cBRwH/F9gO+D3gZ0muZftgJXAE4FjgZ8CzwX+FvhN4HW9S94MXAa8pf18ArAiya5VdVvbtgK4ve1zHfA4YF/gUePMvyOwY6958UTxamEzH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMycWtpkeE/EemiLns6vqHoAkK4Cr2u/26fT9UFWd1vY5j6YIfCSwtKoubNu/B9wAvAIYtxgM7ElTRD60U3QFOKPz99OBc6vqlE7biinu5WCagvHzq+qstu3cJFsBRyQ5uaou7/Rf1/a9v43958B3gAOAf0qyM/A7wAur6oud686cYP4jgOOniFHDYT6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GdOLGCbfUxEku2BvYAzxwrBAFV1N/AvwNPa3bZjzu70KeBy4PaxQnDbfgtNMfg3Jpn6YmADcGaSlyb59XH6XAQckOSkJP+9F8dE9gNu6xSCx4wVmZ/Zaz9rrBDc+mH7Phb7zTRF8ZOSvDHJ700x/6nArr3X0k2IWwuT+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQnzmxgM1kZ/CjgdDsDO5bS1NofnSn7ZZenw3jtI21P3yiSavqqiTPBv4n8HFguyQ/Bk6qqrHC7Xtpjo94FfB2YEOSrwL/s7e7t2unSe4F4DG99pt7ca1PwljsVVXtMRrHA38DPC7JWuD/ACdU1fre9etodhs/oB1PA2Q+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RnTixsM3mA3K1AAY8f57snAPe3fWZdVa2qqj+mOXt3b5pdxp9oi69U1S+r6uSq+q80Rd6DgacCX83E2XszE9/L2PfTjfPqqnptVe0C/C7wUeBdwNHTHUuSJEmSJEmSZmKzi8FVdSfNcQwvTvLATt727xcBF1XVXTMPcdIY7quqi2geWgew+zh91lXVP9PsIn4yGx+APeZ8YIckf9xrfxVN0fsbG18yrVivqKrjgKtpCtOSJEmSJEmSNGdm+gC5dwHnAl9PcgrNsRFvBR4HvHKGY48ryRtpzvddAVwDbA8cRnO8xPltny8BlwLfA24CdgMOpSlQT7Rb+QzgcOBTSY6l2W38HJqH3J1eVT+dZpy7A6cBnwOuBH4JHAgsAf7XdMaSJEmSJEmSpJmaUTG4qr6R5H/QnIn7qbb5u8D+VbVqpsFN4BLgucAJNEXn29u251XVD9o+F9DsTn4D8Eiac3+/ACybaNCqujvJfjTnDR9Nc7zE1TQF75M2I87rgP8H/BWwmObYjCuBQ6vqI5sxniRJkiRJkiRttpnuDKaqVgL7TvL9MsYpwlbVCyfov6T3eTmwvPP528BBU8R0CnDKFH0OGaftJuD1U1y3mmYH9HjfpfP3DcCfTzaWJEmSJEmSJM2VmTxATpIkSZIkSZL0K8JisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ALNeDE5ySJJKsqTTtjrJ8k24dlmSmu2YJEmSJEmSJGnoRm1n8EeBfeY7CEmSJEmSJElaaLae7wC6qmoNsGa+45AkSZIkSZKkhWaTdwYn2S3J8iRXJbk7yc+SnJlkt9kKZrxjItojJ05N8pdJrmznvijJHyTZOsm7k6xJcluSzyd5bO/6lyf5WpLrktyV5MdJjkmyba9fkrwrydVJ7kny/SR/lGRlkpW9vo9uY7o6yYb2/YQkD+v1OyzJD5PcmeQXSS5L8s7Z+r0kSZIkSZIkaVNNZ2fwrwM3AG8HbgZ2AQ4DLkrye1V1wxaIb8xBwH8CbwMeBpwCfAk4F9gGeB3wJODvgI+0/cf8FvDl9ru7gd2BY4DfBV7d6XcicBTwD8AX2/H+keY3umKsU5JfA1YBO7XXXA48DTgOWDI2ZpJXAKcB7wEuABYBv0PzO0qSJEmSJEnSnNrkYnBVfRP45tjnJIuAs2kKxK8APjjr0T1oEfBHVXV3O/f2wHJgSVXt34np94G3JNmuqu5q4z6x832AC4FbgeVJ3lJVtyTZCXgr8Omq+stO/0uBb9EpBgNvBp4C7FFVP2zbzktyF3BqkvdV1Y+BpwM/qqrjOteeO9ENJtkR2LHXvHiqH0YLk/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJ85sbBtcjE4yTbAW4CDaXbAbt/5+inTmTRJf977qqrG7dw4f6wQ3PpJ+352r99PgABPptmxS3uMxbHAfsATeOg9/zZwEbA3sC3wue5gVfXtJKt7cxwAXAJc1ruPc4BTgX2BH7fj/mWSDwP/ClxUVbdNco9HAMdP8r2GxXxQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqM+cWMCmc0zEB4BDgffS7BBeBxSwAnjEpg6SZAnNkQ9d+wErJ7nslt7nDVO0P7yd61E0RzrcASwD/oPmqIinAR/qxL1T+379OHP323YBdgPunSDWnQGq6pNtAf117auSrAKOqqqLxrnuVJrdzl2L2/g1POaD+swJdZkP6jMn1GU+qM+cUJf5oD5zQn3mxAI2nWLwK4EzqurYsYa22LnTxJeM6+fAXr22n05zjE21H/B4YN/2mAsAkjy11+/m9n2XccbYBbi68/kmmuLy6yeY8+djf1TVx4CPJdmujeU9wLlJllTVrd2LqmodTYH9Ac2pFhoi80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhPnNiYZtOMbh4cOftmNfSnOe76YNUbQC+N51rZmDs6IkH4m7PDf6LXr+LgPXAS2keTDfWd2+aIzG6xeBzgHcA11fVzzYpiOb84rOT7Ex71jHNucWSJEmSJEmSNCemUww+GzgkyeXAj4Bn0BwbsW7Sq+bXv9PE9+Ekx9MUh98IPLbbqX2I3N8BRyX5BfAF4Ek056OsBe7vdP8A8GJgVZIPAJcC29AUeA8ADq+qq5OcDtwF/BtwHc12+qOAa4DLtsjdSpIkSZIkSdIEplMMfjNwH3A0zVm73wKeC3x5C8Q1K6rqpiTPB04G/gm4rX0/jeas466jgTtpisV/QfMAusOAE9vrxsa8PcnT2/6H0zys7k6ac5C/yoNHTqwCDgFeTvMExhuBbwDHV9X6Wb5VSZIkSZIkSZrUJheD2zNuDxnnqyW9fsvpHTJdVQ/pM8kcy2ge9NZt2+hQkqq6BBivfby5LwT2Hme69PoVTeH3xAc6JLsCvwf8S6/v7cA729dE93IGcMZE30uSJEmSJEnSXJrOzuAFLckewItodjzfAfwu8NfAL4CPzmNokiRJkiRJkjRjFoMfdAfNDuJDgR1ojoZYCRxdVdfPY1ySJEmSJEmSNGMWg1tVdQWw/3zHIUmSJEmSJElbwlbzHYAkSZIkSZIkactzZ/BoWwSwZs2a+Y5DHZ1/HovmeGrzYQTNYz48MKc5MVpcI9TlGqE+1wh1uUaozzVCXa4R6jMn1LW5+ZCqmv1oNCuSPANYNd9xaEJLq+rCuZrMfBh5c5oPYE78CnAerX5dAAAgAElEQVSNUJdrhPpcI9TlGqE+1wh1uUaoz5xQ17TywWLwCEuyLbAXsBa4bzOHWUzzL+tSYD7/881CimMR8ATgu1W1frYCm4r5MLJxzEs+gDkxwnG4RszcQorDNWJ2LKQ4XCNmbiHF4RoxOxZSHK4RM7eQ4nCNmB0LKQ5zYnaMQhzzlg8eEzHC2n+QM/ovPUnG/lxTVatnGpNxPOCqmUczPebDSMcx5/kA5sSIx+EaYRxdrhEztADjcI0wji7XiBlagHG4RhhHl2vEDC3AOMyJGRqFOOYzH3yAnCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgxe+dcDftO/GMTpxzJdRuX/jGB2j8hsYx2gYlfs3jtExKr+BcYyGUbl/4xgdo/IbGMdoGJX7N47RMSq/gXGMjlH5DUYhjnmLIVU113NKkiRJkiRJkuaYO4MlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQC2nu8ANLEk2wJ7AWuB++Y5HD1oEfAE4LtVtX6uJjUfRta85AOYEyPMNUJdrhHqc41Ql2uE+lwj1OUaoT5zQl2blQ8Wg0fbXsCq+Q5CE1oKXDiH85kPo22u8wHMiVHnGqEu1wj1uUaoyzVCfa4R6nKNUJ85oa5p5YPF4NG2FmDVqlUsXrx4vmNRa82aNSxduhTafz5zyHwYQfOYDw/MaU6MFtcIdblGqM81Ql2uEepzjVCXa4T6zAl1bW4+WAwebfcBLF68mCVLlsxzKBrHXP9vEebDaJuP/03GnBhtrhHqco1Qn2uEulwj1OcaoS7XCPWZE+qaVj74ADlJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gAMshicZO8ky5LsuIXGf2aSSvLCLTG+JEmSJEmSJE3XIIvBwN7A8cAWKQZLkiRJkiRJ0qgZajFYkiRJkiRJkgZlcMXgJMuAD7Qf/7M9zqGSLEnypiSrktyY5I4klyQ5LMlWvTGelWRlkluS3J1kdZLPTjHvTu3Y1yT5L1vo9iRJkiRJkiRpXFvPdwDz4KPADsARwJ8Ca9v2tcBvAp8EVgP3AU8DTgZ+HTgWIMmuwArgC8BJwN3Ak4ADJ5qwveYc4B5g76r6+SzfkyRJkiRJkiRNanDF4Kpak+Tq9uPFVbW68/Xbxv5odwNfACwC3prkuKoqYE9gW+DQqrqtc+0Z482XZC/gLOAHwIuq6vYJ+u3IxmcYL97kG9OCYj6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GdOLGyDKwZPJskewDE0D5jbhYceo/E44HrgYmADcGaS04ELJ9npewDwZ8DngDdU1b2TTH8EzUPtJDAftDFzQl3mg/rMCXWZD+ozJ9RlPqjPnFCfObGADe7M4IkkWQKsojny4e3AUmAv4MS2yyMAquoq4NnAeuDjwLVJLk3ymnGGPQh4GPDhKQrBAKcCu/ZeSzf/jvQrznxQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqM+cWMDcGfygFwDb0RzlcM1YY5IX9DtW1SpgVZJFwB8C7wA+keTaqjqv0/XNwMHA15Ic2F43rqpaB6zrtiWZyf3oV5j5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCfObGwDXVn8Pr2/RGdtmrfN4w1JHk48OqJBqmq+6rqIh48a3j3Xpe7gT8BzgO+kuTZMwlakiRJkiRJkjbXUHcGX9q+H57kU8C9NA+Luxf4TJKTgEfSFHkfcrxDkjcC+wErgGuA7YHDaIrI5/cnqqoNSV4CfAI4K8mLq+qsLXJXkiRJkiRJkjSBQe4Mbo9reB/wp8CFwHeB24CXADsDnwfeD5zV9uu6BNgGOAE4h+bc4G2A51XVDyaY75c0O4w/CfxrkhfP8i1JkiRJkiRJ0qSGujOYqjoKOKrXvBr44jjdP9a57ts0D4abbOyVQHpt9wOvb1+SJEmSJEmSNKcGuTNYkiRJkiRJkobGYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpADapGJxkWZJKsuNsTJpkdZIvzMZY05x3WZKa63k781eSZfM1vyRJkiRJkqThGtrO4I8C+8x3EJIkSZIkSZI017ae7wDmUlWtAdbMxlhJtgIWVdW9szGeJEmSJEmSJG1J090ZvGuSs5PckeTmJP+Q5NfGvkyyVZIjk/woyT1JbkpyRpLHjzdYkgOTXJzk7iSXJ3lt7/vHtnP8JMmdSdYmOSfJHr0+G5IcP874z2iPZnhZ+3mjYyKSbJ/klCTXtONck+T9SR7R61dJTk3yliRXAhuAp3fG/W6SW5PcluQ7SV46zd9WkiRJkiRJkraY6e4M/lfg08CpwH8DjgOeDBzYfv9x4GXAKcBK4InACcDKJHtW1Z2dsfYATgLeC9wAvB74WJIrq+qbbZ+dgPvaeW4AdgAOBv49yR5VdVlV3ZjkHODgJO+uqm6x92BgHTDu+cTt7t4v0xR13w18p3NfT03y3N54LwGuBd4J3AFc1bY/GfgQ8DOa33Q/4DNJHllVH5vk9+zGsiPQP5N58aZcq4XHfFCfOaEu80F95oS6zAf1mRPqMh/UZ06oz5xY2KZbDP5sVR3T/v21JPcC70uyDxDgNcCbqup/j12Q5BLg+8AhNAXTMY8B9qmqa9t+3wSeBfwZ8E2AqvopcHhnrEXAOcCPaYrHR7ZfLacpVP934IK27yOAlwKfrqr1E9zPc2kKt39VVX/fua/baQrezwG+2un/cODZVfWL7iBV9cCO5rbAfB6wcxv7JhWDgSOAjXY3a7DMB/WZE+oyH9RnTqjLfFCfOaEu80F95oT6zIkFbLrHRHx2gs/7AgcA9wOfTbL12Au4lGY37b69a78/VggGqKp7gCuA3xhrS+N1Sb6XZB3wS5rjGX4beEpnrLOAm2gKzmMOAh5FUyieyH7t+6d67Wf0vh9zXr8Q3Ma5X5KvJrm+jfFe4C96MU7lVGDX3mvpNK7XwmI+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RnTixg090ZfF3v8/Xt+2Noto9vBdw8wbU79z6P1289ze7bMW+nOUriQ8Cx7TX3Ax8FHjjTt6ruTfIZ4LVJDm+PozgEuKyqvjPJ/ewErK+qdd3Gqro1yfr2vrrW9gdIsjfwNeB84E00he97gcOA1/b7T6SN4SFxJNnUy7XAmA/qMyfUZT6oz5xQl/mgPnNCXeaD+swJ9ZkTC9t0i8GP58ECMMAu7fvNNDti7weeQVMM7bt92tHBK4FvVNXh3cYkj6GXlDTnFb8ZeHGSrwP705ztO5mbgW2T7NgtCCd5NLAtGxesi429jOZ+n989jiLJNlPMLUmSJEmSJElzZrrHRLx8gs8X0JzluxXw+Kr63jivn25GfEVzLMQDkjyPcQ6trqpLgB/Q7Ah+dXvtJ6cY//z2/VW99lf1vp8qxrFC+FiMjwNesAnXSpIkSZIkSdKcmO7O4Jcn+SXNA96eRnOY9Iqq+hZAkuXAGUlOAy4E7gGeSHP27oqqOnOa850NHJ1kWTvnU2l2+147Qf9PAKfQnCn8larqH2vRdy7wdeDkJDsA32nv6ziaB8d9bRNjPBL4dJKP0OyePpZmB/UjN+F6SZIkSZIkSdriprsz+CBgT+DzwNtojmZ4Wef719Kc8/sc4EzgS8AxNDtnf7gZ8f0t8EHgDTQPiXsJ8FLgygn6f6qd64lM/uA4AKqqaHbw/j1wKLCiff8gcFD7/VRjnNfG9wdtjMfSHLT96amulSRJkiRJkqS5skk7g6tqGbCs/XjAJP0K+Mf2Ndl4SyZof2bv83qaXbdH9ro+k3FU1Y3AhGf19u5jrO0umgL226eIecKTsqvqdOD0cb7qz+Vp25IkSZIkSZLmxXR3BkuSJEmSJEmSfgVZDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBmDki8FJDklSSZbM8rjLk6yezTElSZIkSZIkaVSNfDEYOBvYB1g7y+OeABw0y2NKkiRJkiRJ0kjaer4DmEpV3QjcuAXGvWq2x5QkSZIkSZKkUTXjncFJ9ktyQZI729fKJPt2vl/WHvOwe5IvJrk9yY1J3ptkqyR7dq7/jySv7o2/0TERSZ7VznNLkruTrE7y2c73i5Ick+SK9vtbk1yc5M87fTY6JiLJY5OcnuS6JBvaeN6VZFGnz5I2niOTvKOd+44k30qyd2+830ryz0nWJlnfvn8lyW4z/d0lSZIkSZIkaTpmtDM4yf7AV4FvA69pm98GfD3Jc6rqG53unwOWA6cBfwK8E9gW+GPg/cCJwOHAJ5L8qKoumWDOXYEVwBeAk4C7gScBB3a6/TVwFHAc8H+B7YDfB3aa5F62A1YCTwSOBX4KPBf4W+A3gdf1LnkzcBnwlvbzCcCKJLtW1W1t2wrg9rbPdcDjgH2BR00UhyRJkiRJkiRtCTM9JuI9NEXOZ1fVPQBJVgBXtd/t0+n7oao6re1zHk0R+EhgaVVd2LZ/D7gBeAUwbjEY2JOmiHxop+gKcEbn76cD51bVKZ22FVPcy8E0BePnV9VZbdu5SbYCjkhyclVd3um/ru17fxv7z4HvAAcA/5RkZ+B3gBdW1Rc715053uRJdgR27DUvniJmLVDmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0J95sTCttnF4CTbA3sB/99YIRigqu5O8i/A4e1u2zFnd/pUksuBnccKwW37LUluAH5jkqkvBjYAZyY5Hbiwqn7e63MRcEySk4CzgO9V1V1T3NJ+wG2dQvCYM4AjgGcC3WLwWWOF4NYP2/ex2G+mKYqflOQJwAVV9ZNJ5j8COH6KGDUc5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCfebEAjaTM4MfDYRmZ3Df2nbsR3fabun12TBO21j7wyeatH3w27OB9cDHgWuTXJrkNZ1u7wWOBp5Dc/TDLe15xU+Z5H52muReAB7Ta7+5F9f69s+Ht58L2B/4N+BvgMuS/DzJ3ybZdpx5TgV27b2WThKvFjbzQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaE+c2IBm8kxEbcCBTx+nO+eANzf9pl1VbUKWNU+2O0PgXfQnDV8bVWdV1W/BE4GTm63tj8X+F/AV5MsaQu1fTe3Y413L2PfTzfOq4HXAiT5HeBVwDE0v81xvb7raI6eeECS6U6pBcJ8UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjPnFjYNntncFXdSXMcw4uTPLCTt/37RcBFm3A0w4xU1X1VdRHNQ+sAdh+nz7qq+meaXcRPZuMzT8acD+yQ5I977a+iKXp/Y+NLphXrFVV1HHA18NSZjCVJkiRJkiRJ0zXTB8i9CzgX+HqSU2iOjXgr8DjglTMce1xJ3khzvu8K4Bpge+AwmuMlzm/7fAm4FPgecBOwG3AoTYF6ot3KZwCHA59KcizN+cDPoXnI3elV9dNpxrk7cBrwOeBK4JfAgcASml3KkiRJkiRJkjRnZlQMrqpvJPkfNGfifqpt/i6wf3uUw5ZwCc2xDyfQFJ1vb9ueV1U/aPtcQLM7+Q3AI2nO/f0CsGyiQdsH3+3Hg+cN70Szi/ddwEmbEed1wP8D/ormiYv30xSFD62qj2zGeJIkSZIkSZK02Wa6M5iqWgnsO8n3yxinCFtVL5yg/5Le5+XA8s7nbwMHTRHTKcApU/Q5ZJy2m4DXT3Hdapod0ON9l87fNwB/PtlYkiRJkiRJkjRXNvvMYEmSJEmSJEnSrw6LwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBmPVicJJDklSSJZ221UmWb8K1y5LUbMckSZIkSZIkSUM3ajuDPwrsM99BSJIkSZIkSdJCs/V8B9BVVWuANfMdhyRJkiRJkiQtNJu8MzjJbkmWJ7kqyd1JfpbkzCS7zVYw4x0T0R45cWqSv0xyZTv3RUn+IMnWSd6dZE2S25J8Pslje9e/PMnXklyX5K4kP05yTJJte/2S5F1Jrk5yT5LvJ/mjJCuTrOz1fXQb09VJNrTvJyR5WK/fYUl+mOTOJL9IclmSd87W7yVJkiRJkiRJm2o6O4N/HbgBeDtwM7ALcBhwUZLfq6obtkB8Yw4C/hN4G/Aw4BTgS8C5wDbA64AnAX8HfKTtP+a3gC+3390N7A4cA/wu8OpOvxOBo4B/AL7YjvePNL/RFWOdkvwasArYqb3mcuBpwHHAkrExk7wCOA14D3ABsAj4HZrfcSNJdgR27DUvnuJ30QJlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZ04sbJtcDK6qbwLfHPucZBFwNk2B+BXAB2c9ugctAv6oqu5u594eWA4sqar9OzH9PvCWJNtV1V1t3Cd2vg9wIXArsDzJW6rqliQ7AW8FPl1Vf9npfynwLTrFYODNwFOAParqh23beUnuAk5N8r6q+jHwdOBHVXVc59pzJ7nHI4DjN/0n0QJnPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZ04sYNM5JmKbJO9IcmmSO4BfAncC29MURzdZe7xD95UpLjl/rBDc+kn7fnav30+AAE/uzLVbkk8kuQbYANwLnEFz77/ddtsb2Bb4XHewqvo2sLo3xwHAJcBl3XsAzmm/37d9vwh4apIPJ3lOkh2muMdTgV17r6VTXKOFy3xQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqM+cWMCmc0zEB4BDgffS7BBeBxSwAnjEpg6SZAnNkQ9d+wErJ7nslt7nDVO0P7yd61E0RzrcASwD/oPmqIinAR/qxL1T+379OHP323YBdqMpKo9nZ4Cq+mSSsSMsXgdUklXAUVV1Uf+iqlpH85s+YOoauRYq80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhPnNiYZtOMfiVwBlVdexYQ1vs3GniS8b1c2CvXttPpznGptoPeDywb3vMBQBJntrrd3P7vss4Y+wCXN35fBNNcfn1E8z587E/qupjwMeSbNfG8h7g3CRLqurW6dyIJEmSJEmSJM3EdIrBxYM7b8e8luY8300fpGoD8L3pXDMD1b4/EHd7JMVf9PpdBKwHXkrzYLqxvnvTPBSuWww+B3gHcH1V/WyTgmjOLz47yc60Zx3TnFssSZIkSZIkSXNiOsXgs4FDklwO/Ah4Bs2xEesmvWp+/TtNfB9OcjxNcfiNwGO7ndqHyP0dcFSSXwBfAJ5Ec1j2WuD+TvcPAC8GViX5AHApsA1NgfcA4PCqujrJ6cBdwL8B19E8dfEo4Brgsi1yt5IkSZIkSZI0gekUg98M3AccTXPW7reA5wJf3gJxzYqquinJ84GTgX8CbmvfT6M567jraJoH4r2RZufw5cBhwIntdWNj3p7k6W3/w2keVncnzTnIX+XBIydWAYcALwd2BG4EvgEcX1XrZ/lWJUmSJEmSJGlSm1wMbs+4PWScr5b0+i2nOQqh2/aQPpPMsYzmQW/dto1OqK6qS4Dx2seb+0Jg73GmS69f0RR+T3ygQ7Ir8HvAv/T63g68s31NdC9nAGdM9L0kSZIkSZIkzaXp7Axe0JLsAbyIZsfzHcDvAn8N/AL46DyGJkmSJEmSJEkzZjH4QXfQ7CA+FNiB5miIlcDRVXX9PMYlSZIkSZIkSTNmMbhVVVcA+893HJIkSZIkSZK0JWw13wFIkiRJkiRJkrY8dwaPtkUAa9asme841NH557Fojqc2H0bQPObDA3OaE6PFNUJdrhHqc41Ql2uE+lwj1OUaoT5zQl2bmw+pqtmPRrMiyTOAVfMdhya0tKounKvJzIeRN6f5AObErwDXCHW5RqjPNUJdrhHqc41Ql2uE+swJdU0rHywGj7Ak2wJ7AWuB+zZzmMU0/7IuBebzP98spDgWAU8AvltV62crsKmYDyMbx7zkA5gTIxyHa8TMLaQ4XCNmx0KKwzVi5hZSHK4Rs2MhxeEaMXMLKQ7XiNmxkOIwJ2bHKMQxb/ngMREjrP0HOaP/0pNk7M81VbV6pjEZxwOumnk002M+jHQcc54PYE6MeByuEcbR5RoxQwswDtcI4+hyjZihBRiHa4RxdLlGzNACjMOcmKFRiGM+88EHyEmSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMXjhWwf8TftuHKMTx3wZlfs3jtExKr+BcYyGUbl/4xgdo/IbGMdoGJX7N47RMSq/gXGMhlG5f+MYHaPyGxjH6BiV32AU4pi3GFJVcz2nJEmSJEmSJGmOuTNYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDsPV8B6CJJdkW2AtYC9w3z+HoQYuAJwDfrar1czWp+TCy5iUfwJwYYa4R6nKNUJ9rhLpcI9TnGqEu1wj1mRPq2qx8sBg82vYCVs13EJrQUuDCOZzPfBhtc50PYE6MOtcIdblGqM81Ql2uEepzjVCXa4T6zAl1TSsfLAaPtrUAq1atYvHixfMdi1pr1qxh6dKl0P7zmUPmwwiax3x4YE5zYrS4RqjLNUJ9rhHqco1Qn2uEulwj1GdOqGtz88Fi8Gi7D2Dx4sUsWbJknkPROOb6f4swH0bbfPxvMubEaHONUJdrhPpcI9TlGqE+1wh1uUaoz5xQ17TywQfISZIkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGYJDF4CR7J1mWZMctNP4zk1SSF26J8SVJkiRJkiRpugZZDAb2Bo4HtkgxWJIkSZIkSZJGzVCLwZIkSZIkSZI0KIMrBidZBnyg/fif7XEOlWRJkjclWZXkxiR3JLkkyWFJtuqN8awkK5PckuTuJKuTfHaKeXdqx74myX/ZQrcnSZIkSZIkSePaer4DmAcfBXYAjgD+FFjbtq8FfhP4JLAauA94GnAy8OvAsQBJdgVWAF8ATgLuBp4EHDjRhO015wD3AHtX1c9n+Z4kSZIkSZIkaVKDKwZX1ZokV7cfL66q1Z2v3zb2R7sb+AJgEfDWJMdVVQF7AtsCh1bVbZ1rzxhvviR7AWcBPwBeVFW3T9BvRzY+w3jxJt+YFhTzQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaE+c2JhG1wxeDJJ9gCOoXnA3C489BiNxwHXAxcDG4Azk5wOXDjJTt8DgD8DPge8oarunWT6I2geaieB+aCNmRPqMh/UZ06oy3xQnzmhLvNBfeaE+syJBWxwZwZPJMkSYBXNkQ9vB5YCewEntl0eAVBVVwHPBtYDHweuTXJpkteMM+xBwMOAD09RCAY4Fdi191q6+XekX3Hmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0J95sQC5s7gB70A2I7mKIdrxhqTvKDfsapWAauSLAL+EHgH8Ikk11bVeZ2ubwYOBr6W5MD2unFV1TpgXbctyUzuR7/CzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaE+syJhW2oO4PXt++P6LRV+75hrCHJw4FXTzRIVd1XVRfx4FnDu/e63A38CXAe8JUkz55J0JIkSZIkSZK0uYa6M/jS9v3wJJ8C7qV5WNy9wGeSnAQ8kqbI+5DjHZK8EdgPWAFcA2wPHEZTRD6/P1FVbUjyEuATwFlJXlxVZ22Ru5IkSZIkSZKkCQxyZ3B7XMP7gD8FLgS+C9wGvATYGfg88H7grLZf1yXANsAJwDk05wZvAzyvqn4wwXy/pNlh/EngX5O8eJZvSZIkSZIkSZImNdSdwVTVUcBRvebVwBfH6f6xznXfpnkw3GRjrwTSa7sfeH37kiRJkiRJkqQ5NcidwZIkSZIkSZI0NBaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkht1x9gAACAASURBVCRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQOwScXgJMuSVJIdZ2PSJKuTfGE2xprmvMuS1FzP25m/kiybr/klSZIkSZIkDdfQdgZ/FNhnvoOQJEmSJEmSpLm29XwHMJeqag2wZjbGSrIVsKiq7p2N8SRJkiRJkiRpS5ruzuBdk5yd5I4kNyf5hyS/NvZlkq2SHJnkR0nuSXJTkjOSPH68wZIcmOTiJHcnuTzJa3vfP7ad4ydJ7kyyNsk5Sfbo9dmQ5Phxxn9GezTDy9rPGx0TkWT7JKckuaYd55ok70/yiF6/SnJqkrckuRLYADy9M+53k9ya5LYk30ny0mn+tpIkSZIkSZK0xUx3Z/C/Ap8GTgX+G3Ac8GTgwPb7jwMvA04BVgJPBE4AVibZs6ru7Iy1B3AS8F7gBuD1wMeSXFlV32z77ATc185zA7ADcDDw70n2qKrLqurGJOcAByd5d1V1i70HA+uAcc8nbnf3fpmmqPtu4Dud+3pqkuf2xnsJcC3wTuAO4Kq2/cnAh4Cf0fym+wGfSfLIqvrYJL+nJEmSJEmSJM2J6RaDP1tVx7R/fy3JvcD7kuwDBHgN8Kaq+t9jFyS5BPg+cAhNwXTMY4B9quratt83gWcBfwZ8E6Cqfgoc3hlrEXAO8GOa4vGR7VfLaQrV/x24oO37COClwKerav0E9/NcmsLtX1XV33fu63aagvdzgK92+j8ceHZV/aI7SFU9sKO5LTCfB+zcxr5JxeD24Xz9B/Qt3pRrtfCYD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAn1mRML27SLweN8fh+wL/BrwP3AZ5N0x72UZjftvjy0GPz9sUIwQFXdk+QK4DfG2pIE+AvgjcBuNDuDxzyl8/dZwE00BecL2raDgEfRFIonsl/7/qle+xk0xeD9eGgx+Lx+IbiNcz+a3cL/FXgsTWEc4J5J5u47AtjoqAsNlvmgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJ85sYBN98zg63qfr2/fHwPs0o53M3Bv77WYZqds183jjL+eZvftmLcDpwPfBl5Bc4TDXsAPgAfO9G0f4vYZ4MVJtm+bDwEuq6rvTHI/OwHrq2pdt7Gqbm1jeUyv/9r+AEn2Br5GUwB+E82RE3sB/6d3L1M5Fdi191o6jeu1sJgP6jMn1GU+qM+cUJf5oD5zQl3mg/rMCfWZEwvYdHcGP54HC8DQFIChKez+kmZn8DNoCsB9t087Ongl8I2qOrzbmOQxNGcBd30ceDNNQfjrwP40u3UnczOwbZIduwXhJI8GtmXjgnWxsZfR3O/zu8dRJNlmirkfOnAz/0PuqdkYrSEyH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMycWtunuDH75BJ8voDnLdyvg8VX1vXFeP92M+ArY0G1I8jzGOaekqi6h2TF8CPDq9tpPTjH++e37q3rtr+p9P1WMY4XwsRgfB7xgE66VJEmSJEmSpDkx3Z3BL0/yS5oHvD2N5vyQFVX1LYAky4EzkpwGXEhzZu4Tac7eXVFVZ05zvrOBo5Msa+d8Ks1u32sn6P8J4BTgt4GvVFX/WIu+c4GvAycn2QH4Tntfx9GcFfy1TYzxSODTST5Cs3v6WJod1I/chOslSZIkSZIkaYub7s7gg4A9gc8Db6M5muFlne9fS3PO73OAM4EvAcfQ7Jz94WbE97fAB4E30Dwk7iXAS4ErJ+j/qXauJzL5g+MAqKqi2cH798ChwIr2/YPAQe33U41xXhvfH7QxHktztsqnp7pWkiRJkiRJkubKJu0MrqplwLL24wGT9CvgH9vXZOMtmaD9mb3P62l23R7Z6/pMxlFVNwITntXbu4+xtrtoCthvnyLmCQ9HqarTaR5019efywNWJEmSJEmSJM2L6e4MliRJkiRJkiT9CrIYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNwMgXg5MckqSSLJnlcZcnWT2bY0qSJEmSJEnSqBr5YjBwNrAPsHaWxz0BOGiWx5QkSZIkSZKkkbT1fAcwlaq6EbhxC4x71WyPKUmSJEmSJEmjasY7g5Psl+SCJHe2r5VJ9u18v6w95mH3JF9McnuSG5O8N8lWSfbsXP8fSV7dG3+jYyKSPKud55YkdydZneSzne8XJTkmyRXt97cmuTjJn3f6bHRMRJLHJjk9yXVJNrTxvCvJok6fJW08RyZ5Rzv3Hfn/2bvXKMuq8t7/3x+NoBAVEUVjaxpDjMkZQ/+B4IGhfRDhgIEYJd6NCvGGKOHiJUOUS0dEPQgRD/HEiB5bvMQYhqJCoyjQ2CQKEkVFBCMngA3NnUau3QjP/8VaBYtFVXVXV3XVttb3M8Yeu/bcc835rM3DfPEwmSv5XpKde+P9fpJ/SbIqyZr2/ZtJtp/u7y5JkiRJkiRJUzGtncFJdge+BXwfeH3b/E7gO0n2rKpzO92/DCwFTgL+AngPsDnw58BHgGOBg4DPJvlpVV08wZzbAcuA04DjgLuBpwL7dLr9LXA4cBTwH8AWwB8DW09yL1sAy4GnAEcClwN7AR8Ang68qXfJwcClwCHt52OAZUm2q6rb2rZlwO1tn+uAJwK7Ao+ZKA5JkiRJkiRJ2hime0zEB2mKnHtU1T0ASZYBV7Tf7dLp+/GqOqntczZNEfgwYHFVnd+2XwTcALwaGLcYDOxIU0Q+oFN0BTil8/dzgbOq6oRO27J13Mt+NAXjF1XV6W3bWUk2AQ5NcnxVXdbpv7rte38b+7XAhcDewD8n2QZ4BvCSqvpa57pTx5s8yVbAVr3mheuIWfOU+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQnzkxv21wMTjJlsBOwP8eKwQDVNXdSf4VOKjdbTvmjE6fSnIZsM1YIbhtvyXJDcDvTTL1j4C1wKlJTgbOr6pre30uAI5IchxwOnBRVd21jlvaDbitUwgecwpwKPB8oFsMPn2sENz6Sfs+FvvNNEXx45I8GTivqn4+yfyHAkevI0YNh/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJ85MY9N58zgxwGh2Rnct6od+3Gdtlt6fdaO0zbW/siJJm0f/LYHsAb4DHBNkkuSvL7T7UPA+4A9aY5+uKU9r/iZk9zP1pPcC8Dje+039+Ja0/75yPZzAbsD/wb8HXBpkmuTfCDJ5uPMcyKwXe+1eJJ4Nb+ZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAn1mRPz2HSOibgVKOBJ43z3ZOD+ts+Mq6oVwIr2wW5/Cryb5qzha6rq7Kr6DXA8cHy7tX0v4H8B30qyqC3U9t3cjjXevYx9P9U4rwLeAJDkGcBrgSNofpujen1X0xw98YAkU51S84T5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCfOTG/bfDO4Kq6k+Y4hpcleWAnb/v3S4EL1uNohmmpqvuq6gKah9YBPGucPqur6l9odhE/jYefeTLmHOCxSf681/5amqL3uQ+/ZEqx/qKqjgKuAp49nbEkSZIkSZIkaaqm+wC59wJnAd9JcgLNsRHvAJ4IvGaaY48ryVtpzvddBlwNbAkcSHO8xDltn68DlwAXATcB2wMH0BSoJ9qtfApwEPD5JEfSnA+8J81D7k6uqsunGOezgJOALwO/BH4D7AMsotmlLEmSJEmSJEmzZlrF4Ko6N8n/pDkT9/Nt8w+A3dujHDaGi2mOfTiGpuh8e9v2wqr6cdvnPJrdyW8BHk1z7u9pwJKJBm0ffLcbD543vDXNLt73AsdtQJzXAf8P+BuaJy7eT1MUPqCqPrkB40mSJEmSJEnSBpvuzmCqajmw6yTfL2GcImxVvWSC/ot6n5cCSzufvw/su46YTgBOWEef/cdpuwl48zquu5JmB/R436Xz9w3AX082liRJkiRJkiTNlg0+M1iSJEmSJEmS9NvDYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpAGa8GJxk/ySVZFGn7cokS9fj2iVJaqZjkiRJkiRJkqShG7WdwZ8CdpnrICRJkiRJkiRpvtl0rgPoqqqVwMq5jkOSJEmSJEmS5pv13hmcZPskS5NckeTuJL9KcmqS7WcqmPGOiWiPnDgxyduS/LKd+4Ikf5Jk0yTvT7IyyW1JvprkCb3rX5Xk20muS3JXkp8lOSLJ5r1+SfLeJFcluSfJD5P8WZLlSZb3+j6ujemqJGvb92OSPKLX78AkP0lyZ5JfJ7k0yXtm6veSJEmSJEmSpPU1lZ3BvwvcALwLuBnYFjgQuCDJH1XVDRshvjH7Av8FvBN4BHAC8HXgLGAz4E3AU4G/Bz7Z9h/z+8A32u/uBp4FHAH8IfC6Tr9jgcOBfwS+1o73TzS/0S/GOiX5HWAFsHV7zWXAc4CjgEVjYyZ5NXAS8EHgPGAB8Aya31GSJEmSJEmSZtV6F4Or6rvAd8c+J1kAnEFTIH418LEZj+5BC4A/q6q727m3BJYCi6pq905MfwwckmSLqrqrjfvYzvcBzgduBZYmOaSqbkmyNfAO4AtV9bZO/0uA79EpBgMHA88Edqiqn7RtZye5CzgxyYer6mfAc4GfVtVRnWvPmugGk2wFbNVrXriuH0bzk/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJ85Mb+tdzE4yWbAIcB+NDtgt+x8/cypTJqkP+99VVXjdm6cM1YIbv28fT+j1+/nQICn0ezYpT3G4khgN+DJPPSe/wC4ANgZ2Bz4cnewqvp+kit7c+wNXAxc2ruPM4ETgV2Bn7Xjvi3JJ4CvABdU1W2T3OOhwNGTfK9hMR/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jMn5rGpHBPxUeAA4EM0O4RXAwUsAx61voMkWURz5EPXbsDySS67pfd57TraH9nO9RiaIx3uAJYA/0lzVMRzgI934t66fb9+nLn7bdsC2wP3ThDrNgBV9bm2gP6m9lVJVgCHV9UF41x3Is1u566FbfwaHvNBfeaEuswH9ZkT6jIf1GdOqMt8UJ85oT5zYh6bSjH4NcApVXXkWENb7Nx64kvGdS2wU6/t8imOsb52A54E7NoecwFAkmf3+t3cvm87zhjbAld1Pt9EU1x+8wRzXjv2R1V9Gvh0ki3aWD4InJVkUVXd2r2oqlbTFNgf0JxqoSEyH9RnTqjLfFCfOaEu80F95oS6zAf1mRPqMyfmt6kUg4sHd96OeQPNeb7rP0jVWuCiqVwzDWNHTzwQd3tu8Bt7/S4A1gCvoHkw3VjfnWmOxOgWg88E3g1cX1W/Wq8gmvOLz0iyDe1ZxzTnFkuSJEmSJEnSrJhKMfgMYP8klwE/BZ5Hc2zE6kmvmlv/ThPfJ5IcTVMcfivwhG6n9iFyfw8cnuTXwGnAU2nOR1kF3N/p/lHgZcCKJB8FLgE2oynw7g0cVFVXJTkZuAv4N+A6mu30hwNXA5dulLuVJEmSJEmSpAlMpRh8MHAf8D6as3a/B+wFfGMjxDUjquqmJC8Cjgf+GbitfT+J5qzjrvcBd9IUi99I8wC6A4Fj2+vGxrw9yXPb/gfRPKzuTppzkL/Fg0dOrAD2B15F8wTGG4FzgaOras0M36okSZIkSZIkTWq9i8HtGbf7j/PVol6/pfQOma6qh/SZZI4lNA9667Y97FCSqroYGK99vLnPB3YeZ7r0+hVN4ffYBzok2wF/BPxrr+/twHva10T3cgpwykTfS5IkSZIkSdJsmsrO4HktyQ7AS2l2PN8B/CHwt8CvgU/NYWiSJEmSJEmSNG0Wgx90B80O4gOAx9IcDbEceF9VXT+HcUmSJEmSJEnStFkMblXVL4Dd5zoOSZIkSZIkSdoYNpnrACRJkiRJkiRJG587g0fbAoCVK1fOdRzq6PzzWDDLU5sPI2gO8+GBOc2J0eIaoS7XCPW5RqjLNUJ9rhHqco1Qnzmhrg3Nh1TVzEejGZHkecCKuY5DE1pcVefP1mTmw8ib1XwAc+K3gGuEulwj1OcaoS7XCPW5RqjLNUJ95oS6ppQPFoNHWJLNgZ2AVcB9GzjMQpp/WRcDc/mfb+ZTHAuAJwM/qKo1MxXYupgPIxvHnOQDmBMjHIdrxPTNpzhcI2bGfIrDNWL65lMcrhEzYz7F4RoxffMpDteImTGf4jAnZsYoxDFn+eAxESOs/Qc5rf/Sk2Tsz5VVdeV0YzKOB1wx/WimxnwY6ThmPR/AnBjxOFwjjKPLNWKa5mEcrhHG0eUaMU3zMA7XCOPoco2YpnkYhzkxTaMQx1zmgw+QkyRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBi8Py3Gvi79t04RieOuTIq928co2NUfgPjGA2jcv/GMTpG5TcwjtEwKvdvHKNjVH4D4xgNo3L/xjE6RuU3MI7RMSq/wSjEMWcxpKpme05JkiRJkiRJ0ixzZ7AkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDcCmcx2AJpZkc2AnYBVw3xyHowctAJ4M/KCq1szWpObDyJqTfABzYoS5RqjLNUJ9rhHqco1Qn2uEulwj1GdOqGuD8sFi8GjbCVgx10FoQouB82dxPvNhtM12PoA5MepcI9TlGqE+1wh1uUaozzVCXa4R6jMn1DWlfLAYPNpWAaxYsYKFCxfOdSxqrVy5ksWLF0P7z2cWmQ8jaA7z4YE5zYnR4hqhLtcI9blGqMs1Qn2uEepyjVCfOaGuDc0Hi8Gj7T6AhQsXsmjRojkOReOY7f8twnwYbXPxv8mYE6PNNUJdrhHqc41Ql2uE+lwj1OUaoT5zQl1TygcfICdJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGoBBFoOT7JxkSZKtNtL4z09SSV6yMcaXJEmSJEmSpKkaZDEY2Bk4GtgoxWBJkiRJkiRJGjVDLQZLkiRJkiRJ0qAMrhicZAnw0fbjf7XHOVSSRUnenmRFkhuT3JHk4iQHJtmkN8YLkixPckuSu5NcmeRL65h363bsq5P8t410e5IkSZIkSZI0rk3nOoA58CngscChwF8Cq9r2VcDTgc8BVwL3Ac8Bjgd+FzgSIMl2wDLgNOA44G7gqcA+E03YXnMmcA+wc1VdO8P3JEmSJEmSJEmTGlwxuKpWJrmq/fijqrqy8/U7x/5odwOfBywA3pHkqKoqYEdgc+CAqrqtc+0p482XZCfgdODHwEur6vYJ+m3Fw88wXrjeN6Z5xXxQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqM+cmN8GVwyeTJIdgCNoHjC3LQ89RuOJwPXAj4C1wKlJTgbOn2Sn797AXwFfBt5SVfdOMv2hNA+1k8B80MOZE+oyH9RnTqjLfFCfOaEu80F95oT6zIl5bHBnBk8kySJgBc2RD+8CFgM7Ace2XR4FUFVXAHsAa4DPANckuSTJ68cZdl/gEcAn1lEIBjgR2K73Wrzhd6TfcuaD+swJdZkP6jMn1GU+qM+cUJf5oD5zQn3mxDzmzuAHvRjYguYoh6vHGpO8uN+xqlYAK5IsAP4UeDfw2STXVNXZna4HA/sB306yT3vduKpqNbC625ZkOvej32Lmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0J95sT8NtSdwWva90d12qp9XzvWkOSRwOsmGqSq7quqC3jwrOFn9brcDfwFcDbwzSR7TCdoSZIkSZIkSdpQQ90ZfEn7flCSzwP30jws7l7gi0mOAx5NU+R9yPEOSd4K7AYsA64GtgQOpCkin9OfqKrWJnk58Fng9CQvq6rTN8pdSZIkSZIkSdIEBrkzuD2u4cPAXwLnAz8AbgNeDmwDfBX4CHB626/rYmAz4BjgTJpzgzcDXlhVP55gvt/Q7DD+HPCVJC+b4VuSJEmSJEmSpEkNdWcwVXU4cHiv+Urga+N0/3Tnuu/TPBhusrGXA+m13Q+8uX1JkiRJkiRJ0qwa5M5gSZIkSZIkSRoai8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gCsVzE4yZIklWSrmZg0yZVJTpuJsaY475IkNdvzduavJEvman5JkiRJkiRJwzW0ncGfAnaZ6yAkSZIkSZIkabZtOtcBzKaqWgmsnImxkmwCLKiqe2diPEmSJEmSJEnamKa6M3i7JGckuSPJzUn+McnvjH2ZZJMkhyX5aZJ7ktyU5JQkTxpvsCT7JPlRkruTXJbkDb3vn9DO8fMkdyZZleTMJDv0+qxNcvQ44z+vPZrhle3nhx0TkWTLJCckubod5+okH0nyqF6/SnJikkOS/BJYCzy3M+4Pktya5LYkFyZ5xRR/W0mSJEmSJEnaaKa6M/grwBeAE4H/DhwFPA3Yp/3+M8ArgROA5cBTgGOA5Ul2rKo7O2PtABwHfAi4AXgz8Okkv6yq77Z9tgbua+e5AXgssB/w70l2qKpLq+rGJGcC+yV5f1V1i737AauBcc8nbnf3foOmqPt+4MLOfT07yV698V4OXAO8B7gDuKJtfxrwceBXNL/pbsAXkzy6qj49ye8pSZIkSZIkSbNiqsXgL1XVEe3f305yL/DhJLsAAV4PvL2q/s/YBUkuBn4I7E9TMB3zeGCXqrqm7fdd4AXAXwHfBaiqy4GDOmMtAM4EfkZTPD6s/WopTaH6fwDntX0fBbwC+EJVrZngfvaiKdz+TVX9Q+e+bqcpeO8JfKvT/5HAHlX16+4gVfXAjua2wHw2sE0b+3oVg9uH8/Uf0Ldwfa7V/GM+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RnTsxvUy4Gj/P5w8CuwO8A9wNfStId9xKa3bS78tBi8A/HCsEAVXVPkl8AvzfWliTAG4G3AtvT7Awe88zO36cDN9EUnM9r2/YFHkNTKJ7Ibu3753vtp9AUg3fjocXgs/uF4DbO3Wh2C/9/wBNoCuMA90wyd9+hwMOOutBgmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJ9ZkT89hUzwy+rvf5+vb98cC27Xg3A/f2Xgtpdsp23TzO+Gtodt+OeRdwMvB94NU0RzjsBPwYeOBM3/Yhbl8EXpZky7Z5f+DSqrpwkvvZGlhTVau7jVV1axvL43v9V/UHSLIz8G2aAvDbaY6c2An4v717WZcTge16r8VTuF7zi/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJ85MY9NdWfwk3iwAAxNARiawu5vaHYGP4+mANx3+5Sjg9cA51bVQd3GJI+nOQu46zPAwTQF4e8Au9Ps1p3MzcDmSbbqFoSTPA7YnIcXrIuHeyXN/b6oexxFks3WMfdDB27mf8g9NRujNUTmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0J95sT8NtWdwa+a4PN5NGf5bgI8qaouGud1+QbEV8DabkOSFzLOOSVVdTHNjuH9gde1135uHeOf076/ttf+2t7364pxrBA+FuMTgRevx7WSJEmSJEmSNCumujP4VUl+Q/OAt+fQnB+yrKq+B5BkKXBKkpOA82nOzH0Kzdm7y6rq1CnOdwbwviRL2jmfTbPb95oJ+n8WOAH4A+CbVdU/1qLvLOA7wPFJHgtc2N7XUTRnBX97PWM8DPhCkk/S7J4+kmYH9aPX43pJkiRJkiRJ2uimujN4X2BH4KvAO2mOZnhl5/s30JzzuydwKvB14AianbM/2YD4PgB8DHgLzUPiXg68AvjlBP0/3871FCZ/cBwAVVU0O3j/ATgAWNa+fwzYt/1+XWOc3cb3J22MR9KcrfKFdV0rSZIkSZIkSbNlvXYGV9USYEn7ce9J+hXwT+1rsvEWTdD+/N7nNTS7bg/rdX0+46iqG4EJz+rt3cdY2100Bex3rSPmCQ9HqaqTaR5019efywNWJEmSJEmSJM2Jqe4MliRJkiRJkiT9FrIYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRqAkS8GJ9k/SSVZNMPjLk1y5UyOKUmSJEmSJEmjauSLwcAZwC7Aqhke9xhg3xkeU5IkSZIkSZJG0qZzHcC6VNWNwI0bYdwrZnpMSZIkSZIkSRpV094ZnGS3JOclubN9LU+ya+f7Je0xHcVOHgAAIABJREFUD89K8rUktye5McmHkmySZMfO9f+Z5HW98R92TESSF7Tz3JLk7iRXJvlS5/sFSY5I8ov2+1uT/CjJX3f6POyYiCRPSHJykuuSrG3jeW+SBZ0+i9p4Dkvy7nbuO5J8L8nOvfF+P8m/JFmVZE37/s0k20/3d5ckSZIkSZKkqZjWzuAkuwPfAr4PvL5tfifwnSR7VtW5ne5fBpYCJwF/AbwH2Bz4c+AjwLHAQcBnk/y0qi6eYM7tgGXAacBxwN3AU4F9Ot3+FjgcOAr4D2AL4I+BrSe5ly2A5cBTgCOBy4G9gA8ATwfe1LvkYOBS4JD28zHAsiTbVdVtbdsy4Pa2z3XAE4FdgcdMFIckSZIkSZIkbQzTPSbigzRFzj2q6h6AJMuAK9rvdun0/XhVndT2OZumCHwYsLiqzm/bLwJuAF4NjFsMBnakKSIf0Cm6ApzS+fu5wFlVdUKnbdk67mU/moLxi6rq9LbtrCSbAIcmOb6qLuv0X932vb+N/VrgQmBv4J+TbAM8A3hJVX2tc92p402eZCtgq17zwnXErHnKfFCfOaEu80F95oS6zAf1mRPqMh/UZ06oz5yY3za4GJxkS2An4H+PFYIBquruJP8KHNTuth1zRqdPJbkM2GasENy235LkBuD3Jpn6R8Ba4NQkJwPnV9W1vT4XAEckOQ44Hbioqu5axy3tBtzWKQSPOQU4FHg+0C0Gnz5WCG79pH0fi/1mmqL4cUmeDJxXVT+fZP5DgaPXEaOGw3xQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqM+cmMemc2bw44DQ7AzuW9WO/bhO2y29PmvHaRtrf+REk7YPftsDWAN8BrgmySVJXt/p9iHgfcCeNEc/3NKeV/zMSe5n60nuBeDxvfabe3Gtaf98ZPu5gN2BfwP+Drg0ybVJPpBk83HmORHYrvdaPEm8mt/MB/WZE+oyH9RnTqjLfFCfOaEu80F95oT6zIl5bDrHRNwKFPCkcb57MnB/22fGVdUKYEX7YLc/Bd5Nc9bwNVV1dlX9BjgeOL7d2r4X8L+AbyVZ1BZq+25uxxrvXsa+n2qcVwFvAEjyDOC1wBE0v81Rvb6raY6eeECSqU6pecJ8UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjPnJjfNnhncFXdSXMcw8uSPLCTt/37pcAF63E0w7RU1X1VdQHNQ+sAnjVOn9VV9S80u4ifxsPPPBlzDvDYJH/ea38tTdH73IdfMqVYf1FVRwFXAc+ezliSJEmSJEmSNFXTfYDce4GzgO8kOYHm2Ih3AE8EXjPNsceV5K005/suA64GtgQOpDle4py2z9eBS4CLgJuA7YEDaArUE+1WPgU4CPh8kiNpzgfek+YhdydX1eVTjPNZwEnAl4FfAr8B9gEW0exSliRJkiRJkqRZM61icFWdm+R/0pyJ+/m2+QfA7u1RDhvDxTTHPhxDU3S+vW17YVX9uO1zHs3u5LcAj6Y59/c0YMlEg7YPvtuNB88b3ppmF+97geM2IM7rgP8H/A3NExfvpykKH1BVn9yA8SRJkiRJkiRpg013ZzBVtRzYdZLvlzBOEbaqXjJB/0W9z0uBpZ3P3wf2XUdMJwAnrKPP/uO03QS8eR3XXUmzA3q879L5+wbgrycbS5IkSZIkSZJmywafGSxJkiRJkiRJ+u1hMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGoAZLwYn2T9JJVnUabsyydL1uHZJkprpmCRJkiRJkiRp6EZtZ/CngF3mOghJkiRJkiRJmm82nesAuqpqJbByruOQJEmSJEmSpPlmvXcGJ9k+ydIkVyS5O8mvkpyaZPuZCma8YyLaIydOTPK2JL9s574gyZ8k2TTJ+5OsTHJbkq8meULv+lcl+XaS65LcleRnSY5IsnmvX5K8N8lVSe5J8sMkf5ZkeZLlvb6Pa2O6Ksna9v2YJI/o9TswyU+S3Jnk10kuTfKemfq9JEmSJEmSJGl9TWVn8O8CNwDvAm4GtgUOBC5I8kdVdcNGiG/MvsB/Ae8EHgGcAHwdOAvYDHgT8FTg74FPtv3H/D7wjfa7u4FnAUcAfwi8rtPvWOBw4B+Br7Xj/RPNb/SLsU5JfgdYAWzdXnMZ8BzgKGDR2JhJXg2cBHwQOA9YADyD5neUJEmSJEmSpFm13sXgqvou8N2xz0kWAGfQFIhfDXxsxqN70ALgz6rq7nbuLYGlwKKq2r0T0x8DhyTZoqruauM+tvN9gPOBW4GlSQ6pqluSbA28A/hCVb2t0/8S4Ht0isHAwcAzgR2q6idt29lJ7gJOTPLhqvoZ8Fzgp1V1VOfasya6wSRbAVv1mheu64fR/GQ+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RnTsxv610MTrIZcAiwH80O2C07Xz9zKpMm6c97X1XVuJ0b54wVgls/b9/P6PX7ORDgaTQ7dmmPsTgS2A14Mg+95z8ALgB2BjYHvtwdrKq+n+TK3hx7AxcDl/bu40zgRGBX4GftuG9L8gngK8AFVXXbJPd4KHD0JN9rWMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhPrMiXlsKsdEfBQ4APgQzQ7h1UABy4BHre8gSRbRHPnQtRuwfJLLbul9XruO9ke2cz2G5kiHO4AlwH/SHBXxHODjnbi3bt+vH2fuftu2wPbAvRPEug1AVX2uLaC/qX1VkhXA4VV1wTjXnUiz27lrYRu/hsd8UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjPnJjHplIMfg1wSlUdOdbQFju3nviScV0L7NRru3yKY6yv3YAnAbu2x1wAkOTZvX43t+/bjjPGtsBVnc830RSX3zzBnNeO/VFVnwY+nWSLNpYPAmclWVRVt3YvqqrVNAX2BzSnWmiIzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaE+syJ+W0qxeDiwZ23Y95Ac57v+g9StRa4aCrXTMPY0RMPxN2eG/zGXr8LgDXAK2geTDfWd2eaIzG6xeAzgXcD11fVr9YriOb84jOSbEN71jHNucWSJEmSJEmSNCumUgw+A9g/yWXAT4Hn0RwbsXrSq+bWv9PE94kkR9MUh98KPKHbqX2I3N8Dhyf5NXAa8FSa81FWAfd3un8UeBmwIslHgUuAzWgKvHsDB1XVVUlOBu4C/g24jmY7/eHA1cClG+VuJUmSJEmSJGkCUykGHwzcB7yP5qzd7wF7Ad/YCHHNiKq6KcmLgOOBfwZua99PojnruOt9wJ00xeI30jyA7kDg2Pa6sTFvT/Lctv9BNA+ru5PmHORv8eCREyuA/YFX0TyB8UbgXODoqlozw7cqSZIkSZIkSZNa72Jwe8bt/uN8tajXbym9Q6ar6iF9JpljCc2D3rptDzuUpKouBsZrH2/u84Gdx5kuvX5FU/g99oEOyXbAHwH/2ut7O/Ce9jXRvZwCnDLR95IkSZIkSZI0m6ayM3heS7ID8FKaHc93AH8I/C3wa+BTcxiaJEmSJEmSJE2bxeAH3UGzg/gA4LE0R0MsB95XVdfPYVySJEmSJEmSNG0Wg1tV9Qtg97mOQ5IkSZIkSZI2hk3mOgBJkiRJkiRJ0sZnMViSJEmSJEmSBsBjIkbbAoCVK1fOdRzq6PzzWDDLU5sPI2gO8+GBOc2J0eIaoS7XCPW5RqjLNUJ9rhHqco1Qnzmhrg3Nh1TVzEejGZHkecCKuY5DE1pcVefP1mTmw8ib1XwAc+K3gGuEulwj1OcaoS7XCPW5RqjLNUJ95oS6ppQPFoNHWJLNgZ2AVcB9GzjMQpp/WRcDc/mfb+ZTHAuAJwM/qKo1MxXYupgPIxvHnOQDmBMjHIdrxPTNpzhcI2bGfIrDNWL65lMcrhEzYz7F4RoxffMpDteImTGf4jAnZsYoxDFn+eAxESOs/Qc5rf/Sk2Tsz5VVdeV0YzKOB1wx/WimxnwY6ThmPR/AnBjxOFwjjKPLNWKa5mEcrhHG0eUaMU3zMA7XCOPoco2YpnkYhzkxTaMQx1zmgw+QkyRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBi8Py3Gvi79t04RieOuTIq928co2NUfgPjGA2jcv/GMTpG5TcwjtEwKvdvHKNjVH4D4xgNo3L/xjE6RuU3MI7RMSq/wSjEMWcxpKpme05JkiRJkiRJ0ixzZ7AkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgZg07kOQBNLsjmwE7AKuG+Ow9GDFgBPBn5QVWtma1LzYWTNST6AOTHCXCPU5RqhPtcIdblGqM81Ql2uEeozJ9S1QflgMXi07QSsmOsgNKHFwPmzOJ/5MNpmOx/AnBh1rhHqco1Qn2uEulwj1OcaoS7XCPWZE+qaUj5YDB5tqwBWrFjBwoUL5zoWtVauXMnixYuh/eczi8yHETSH+fDAnObEaHGNUJdrhPpcI9TlGqE+1wh1uUaoz5xQ14bmg8Xg0XYfwMKFC1m0aNEch6JxzPb/FmE+jLa5+N9kzInR5hqhLtcI9blGqMs1Qn2uEepyjVCfOaGuKeWDD5CTJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA3AIIvBSXZOsiTJVhtp/OcnqSQv2RjjS5IkSZIkSdJUDbIYDOwMHA1slGKwJEmSJEmSJI2aoRaDJUmSJEmSJGlQBlcMTrIE+Gj78b/a4xwqyaIkb0+yIsmNSe5IcnGSA5Ns0hvjBUmWJ7klyd1JrkzypXXMu3U79tVJ/ttGuj1JkiRJkiRJGtemcx3AHPgU8FjgUOAvgVVt+yrg6cDngCuB+4DnAMcDvwscCZBkO2AZcBpwHHA38FRgn4kmbK85E7gH2Lmqrp3he5IkSZIkSZKkSQ2uGFxVK5Nc1X78UVVd2fn6nWN/tLuBzwMWAO9IclRVFbAjsDlwQFXd1rn2lPHmS7ITcDrwY+ClVXX7BP224uFnGC9c7xvTvGI+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RnTsxvgysGTybJDsARNA+Y25aHHqPxROB64EfAWuDUJCcD50+y03dv4K+ALwNvqap7J5n+UJqH2klgPujhzAl1mQ/qMyfUZT6oz5xQl/mgPnNCfebEPDa4M4MnkmQRsILmyId3AYuBnYBj2y6PAqiqK4A9gDXAZ4BrklyS5PXjDLsv8AjgE+soBAOcCGzXey3e8DvSbznzQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaE+c2Iec2fwg14MbEFzlMPVY41JXtzvWFUrgBVJFgB/Crwb+GySa6rq7E7Xg4H9gG8n2ae9blxVtRpY3W1LMp370W8x80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhPnNifhvqzuA17fujOm3Vvq8da0jySOB1Ew1SVfdV1QU8eNbws3pd7gb+Ajgb+GaSPaYTtCRJkiRJkiRtqKHuDL6kfT8oyeeBe2keFncv8MUkxwGPpinyPuR4hyRvBXYDlgFXA1sCB9IUkc/pT1RVa5O8HPgscHqSl1XV6RvlriRJkiRJkiRpAoPcGdwe1/Bh4C+B84EfALcBLwe2Ab4KfAQ4ve3XdTGwGXAMcCbNucGbAS+sqh9PMN9vaHYYfw74SpKXzfAtSZIkSZIkSdKkhrozmKo6HDi813wl8LVxun+6c933aR4MN9nYy4H02u4H3ty+JEmSJEmSJGlWDXJnsCRJkiRJkiQNjcVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gCsVzE4yZIklWSrmZg0yZVJTpuJsaY475IkNdvzduavJEvman5JkiRJkiRJwzW0ncGfAnaZ6yAkSZIkSZIkabZtOtcBzKaqWgmsnImxkmwCLKiqe2diPEmSJEmSJEnamKa6M3i7JGckuSPJzUn+McnvjH2ZZJMkhyX5aZJ7ktyU5JQkTxpvsCT7JPlRkruTXJbkDb3vn9DO8fMkdyZZleTMJDv0+qxNcvQ44z+vPZrhle3nhx0TkWTLJCckubod5+okH0nyqF6/SnJikkOS/BJYCzy3M+4Pktya5LYkFyZ5xRR/W0mSJEmSJEnaaKa6M/grwBeAE4H/DhwFPA3Yp/3+M8ArgROA5cBTgGOA5Ul2rKo7O2PtABwHfAi4AXgz8Okkv6yq77Z9tgbua+e5AXgssB/w70l2qKpLq+rGJGcC+yV5f1V1i737AauBcc8nbnf3foOmqPt+4MLOfT07yV698V4OXAO8B7gDuKJtfxrwceBXNL/pbsAXkzy6qj49ye/ZjWUroH8m88L1uVbzj/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJ85Mb9NtRj8pao6ov3720nuBT6cZBcgwOuBt1fV/xm7IMnFwA+B/WkKpmMeD+xSVde0/b4LvAD4K+C7AFV1OXBQZ6wFwJnAz2iKx4e1Xy2lKVT/D+C8tu+jgFcAX6iqNRPcz140hdu/qap/6NzX7TQF7z2Bb3X6PxLYo6p+3R2kqh7Y0dwWmM8GtmljX69iMHAo8LDdzRos80F95oS6zAf1mRPqMh/UZ06oy3xQnzmhPnNiHpvqMRFfmuDzrsDewP3Al5JsOvYCLqHZTbtr79ofjhWCAarqHuAXwO+NtaXxpiQXJVkN/IbmeIY/AJ7ZGet04CaagvOYfYHH0BSKJ7Jb+/75Xvspve/HnN0vBLdx7pbkW0mub2O8F3hjL8Z1ORHYrvdaPIXrNb+YD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAn1mRPz2FR3Bl/X+3x9+/54mu3jmwA3T3DtNr3P4/VbQ7P7dsy7aI6S+DhwZHvN/cCngAfO9K2qe5N8EXhDkoPa4yj2By6tqgsnuZ+tgTVVtbrbWFW3JlnT3lfXqv4ASXYGvg2cA7ydpvB9L3Ag8IZ+/4m0MTwkjiTre7nmGfNBfeaEuswH9ZkT6jIf1GdOqMt8UJ85oT5zYn6bajH4STxYAAbYtn2/mWZH7P3A82iKoX23Tzk6eA1wblUd1G1M8nh6SUlzXvHBwMuSfAfYneZs38ncDGyeZKtuQTjJ44DNeXjBuni4V9Lc74u6x1Ek2Wwdc0uSJEmSJEnSrJnqMRGvmuDzeTRn+W4CPKmqLhrndfkGxFc0x0I8IMkLGefQ6qq6GPgxzY7g17XXfm4d45/Tvr+21/7a3vfrinGsED4W4xOBF6/HtZIkSZIkSZI0K6a6M/hVSX5D84C359AcJr2sqr4HkGQpcEqSk4DzgXuAp9Ccvbusqk6d4nxnAO9LsqSd89k0u32vmaD/Z4ETaM4U/mZV9Y+16DsL+A5wfJLHAhe293UUzYPjvr2eMR4GfCHJJ2l2Tx9Js4P60etxvSRJkiRJkiRtdFPdGbwvsCPwVeCdNEczvLLz/RtozvndEzgV+DpwBM3O2Z9sQHwfAD4GvIXmIXEvB14B/HKC/p9v53oKkz84DoCqKpodvP8AHAAsa98/Buzbfr+uMc5u4/uTNsYjaQ7a/sK6rpUkSZIkSZKk2bJeO4OragmwpP249yT9Cvin9jXZeIsmaH9+7/Maml23h/W6Pp9xVNWNwIRn9fbuY6ztLpoC9rvWEfOEJ2VX1cnAyeN81Z/L07YlSZIkSZIkzYmp7gyWJEmSJEmSJP0WshgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA3AyBeDk+yfpJIsmuFxlya5cibHlCRJkiRJkqRRNfLFYOAMYBdg1QyPewyw7wyPKUmSJEmSJEkjadO5DmBdqupG4MaNMO4VMz2mJEmSJEmSJI2qae8MTrJbkvOS3Nm+lifZtfP9kvaYh2cl+VqS25PcmORDSTZJsmPn+v9M8rre+A87JiLJC9p5bklyd5Irk3yp8/2CJEck+UX7/a1JfpTkrzt9HnZMRJInJDk5yXVJ1rbxvDfJgk6fRW08hyV5dzv3HUm+l2Tn3ni/n+RfkqxKsqZ9/2aS7af7u0uSJEmSJEnSVExrZ3CS3YFvAd8HXt82vxP4TpI9q+rcTvcvA0uBk4C/AN4DbA78OfAR4FjgIOCzSX5aVRdPMOd2wDLgNOA44G7gqcA+nW5/CxwOHAX8B7AF8MfA1pPcyxbAcuApwJHA5cBewAeApwNv6l1yMHApcEj7+RhgWZLtquq2tm0ZcHvb5zrgicCuwGMmikOSJEmSJEmSNobpHhPxQZoi5x5VdQ9AkmXAFe13u3T6fryqTmr7nE1TBD4MWFxV57ftFwE3AK8Gxi0GAzvSFJEP6BRdAU7p/P1c4KyqOqHTtmwd97IfTcH4RVV1ett2VpJNgEOTHF9Vl3X6r2773t/Gfi1wIbA38M9JtgGeAbykqr7Wue7U8SZPshXw/7d352GWVfW9/99fGgFBZXBADWoTCQ73Bgz+8MJPEREjKiZX4uzVSIwKKHHWyNyKqCGgGDIYh2uLaBLD48gQURlsorYjKiASMYAtIGMjk90I3/vH3tUsVldVd3UNe3HO+/U89VTVPuvs/d2HT60/vr1Ye6vq8HbrqFkjyjyoZiZUMg+qmQmVzINqZkIl86CamVDNTIy2DW4GR8QWwK7A3000ggEy8/aI+Hfg4H617YTTijEZERcDD5poBPfHb4iIa4BHTXPpHwKrgVMi4qPAeZl5ZTVmOXB4RBwLnAp8LzNvW8ct7QXcVDSCJ5wEvAl4GlA2g0+daAT3ftx/n6j9erqm+LER8TDg3Mz86TTXfxNw1Dpq1PgwD6qZCZXMg2pmQiXzoJqZUMk8qGYmVDMTI2w2ewZvDQTdyuDaVf25ty6O3VCNWT3JsYnjm0110f7Bb88AVgGfAH4VERdExJ8Xw94HHAY8k27rhxv6/YofO839bDPNvQA8sDp+fVXXqv7HzfrfE9gb+E/gXcBFEXFlRLwnIjad5DonANtXX3tMU69Gm3lQzUyoZB5UMxMqmQfVzIRK5kE1M6GamRhhs9km4kYggYdO8trDgLv6MXMuM5cBy/oHu/1/wNvp9hr+VWZ+PTN/BxwHHNcvbd8H+BvgKxGxuG/U1q7vzzXZvUy8PtM6LwdeBRAROwIvBw6n+2yOrMaupNt6Yo2ImOklNSLMg2pmQiXzoJqZUMk8qGYmVDIPqpkJ1czEaNvglcGZeSvddgwviIg1K3n7n58PLF+PrRlmJTPvzMzldA+tA9hpkjErM/Pf6FYRP5K19zyZcBawZUQ8tzr+crqm99lrv2VGtV6SmUcClwM7z+ZckiRJkiRJkjRTs32A3KHAmcDXIuJ4um0j3gI8BHjZLM89qYg4kG5/39OBK4AtgIPotpc4qx/zJeAC4HvAdcAOwAF0DeqpViufBBwMnBwRR9DtD/xMuofcfTQzfzbDOncCTgQ+C/wc+B2wL7CYbpWyJEmSJEmSJC2YWTWDM/PsiPhjuj1xT+4PfxfYu9/KYT6cT7ftw9F0Teeb+2PPyswf9WPOpVud/Frg/nT7/n4BWDLVSfsH3+3F3fsNb0O3ivdQ4NgNqPNq4BfAX9E9cfEuuqbwAZn5kQ04nyRJkiRJkiRtsNmuDCYzzwH2nOb1JUzShM3M500xfnH1+1JgafH7t4H91lHT8cDx6xiz/yTHrgNes473XUa3Anqy16L4+RrgL6Y7lyRJkiRJkiQtlA3eM1iSJEmSJEmSdO9hM1iSJEmSJEmSxoDNYEmSJEmSJEkaAzaDJUmSJEmSJGkM2AyWJEmSJEmSpDFgM1iSJEmSJEmSxoDNYEmSJEmSJEkaAzaDJUmSJEmSJGkM2AyWJEmSJEmSpDFgM1iSJEmSJEmSxoDNYEmSJEmSJEkaAzaDJUmSJEmSJGkM2AyWJEmSJEmSpDEw583giNg/IjIiFhfHLouIpevx3iURkXNdkyRJkiRJkiSNu9ZWBn8M2H3oIiRJkiRJkiRp1Gw8dAGlzFwBrBi6DkmSJEmSJEkaNeu9MjgidoiIpRFxaUTcHhG/jIhTImKHuSpmsm0i+i0nToiI10XEz/trL4+IP4qIjSPi3RGxIiJuiojPR8SDq/e/JCK+GhFXR8RtEXFhRBweEZtW4yIiDo2IyyPitxHxg4h4dkScExHnVGO37mu6PCJW99+Pjoj7VOMOiogfR8StEfGbiLgoIt45V5+XJEmSJEmSJK2vmawMfjhwDfA24HpgW+AgYHlEPC4zr5mH+ibsB/w38FbgPsDxwJeAM4FNgFcDjwA+AHykHz/h0cCX+9duB3YCDgceA7yiGHcMcAjwT8AX+/P9M91ndMnEoIi4H7AM2Kaf5Ps7AAAgAElEQVR/z8XAk4AjgcUT54yIlwInAu8FzgUWATvSfY5riYitgK2qw9ut43PRiDIPqpkJlcyDamZCJfOgmplQyTyoZiZUMxOjbb2bwZn5DeAbE79HxCLgNLoG8UuBD815dXdbBDw7M2/vr70FsBRYnJl7FzU9HnhjRGyembf1dR9TvB7AecCNwNKIeGNm3hAR2wBvAT6dma8rxl8AfIuiGQy8AXgssEtm/rg/9vWIuA04ISLen5kXAk8GfpKZRxbvPXOae3wTcNT6fyQaceZBNTOhknlQzUyoZB5UMxMqmQfVzIRqZmKEzWSbiE0i4u0RcUFE3AL8DrgV2IKuObre+u0dyq9Yx1vOmmgE937afz+tGvdTIIBHFtfaISI+GRFXAKuBO4CT6O79D/phuwGbAp8tT5aZ3wYuq67xHOB84KLyHoAz+tf37L8vB3aOiA9HxDMjYst13OMJwPbV1x7reI9Gl3lQzUyoZB5UMxMqmQfVzIRK5kE1M6GamRhhM9km4oPAAcD76FYIrwQSOB247/qeJCIW0235UNoLOGeat91Q/b56Hcc366/1ALotHW4BlgD/RbdVxJOAfyjq3qb//utJrl0f2xbYga6pPJkHAWTmpyJiYguLVwMZEcuAQzJzef2mzFxJ95muse4euUaVeVDNTKhkHlQzEyqZB9XMhErmQTUzoZqZGG0zaQa/DDgpM4+YONA3O7eZ+i2TuhLYtTr2sxmeY33tBTwU2LPf5gKAiNi5Gnd9/33bSc6xLXB58ft1dM3l10xxzSsnfsjMjwMfj4jN+1reC5wZEYsz88aZ3IgkSZIkSZIkzcZMmsHJ3StvJ7yKbj/f9T9J5mrgezN5zyxk/31N3f2WFH9ZjVsOrAJeRPdguomxu9E9FK5sBp8BvB34dWb+cr2K6PYvPi0iHkS/1zHdvsWSJEmSJEmStCBm0gw+Ddg/Ii4GfgI8hW7biJXTvmtY36Sr78MRcRRdc/hA4MHloP4hch8ADomI3wBfAB5Bt1n2VcBdxfAPAi8AlkXEB4ELgE3oGrzPAQ7OzMsj4qPAbcB/AlfTPXXxEOAK4KJ5uVtJkiRJkiRJmsJMmsFvAO4EDqPba/dbwD7Al+ehrjmRmddFxJ8AxwH/AtzUfz+Rbq/j0mF0D8Q7kG7l8MXAQcAx/fsmznlzRDy5H38w3cPqbqXbB/kr3L3lxDJgf+AlwFbAtcDZwFGZuWqOb1WSJEmSJEmSprXezeB+j9v9J3lpcTVuKd1WCOWxe4yZ5hpL6B70Vh5ba4fqzDwfmOz4ZNc+D9htkstFNS7pGr/HrBkQsT3wOODfq7E3A+/sv6a6l5OAk6Z6XZIkSZIkSZIW0kxWBo+0iNgFeD7diudbgMcA7wB+A3xswNIkSZIkSZIkadZsBt/tFroVxAcAW9JtDXEOcFhm/nrAuiRJkiRJkiRp1mwG9zLzEmDvoeuQJEmSJEmSpPmw0dAFSJIkSZIkSZLmnyuD27YIYMWKFUPXoULx32PRAl/aPDRowDysuaaZaItzhErOEao5R6jkHKGac4RKzhGqmQmVNjQPkZlzX43mREQ8BVg2dB2a0h6Zed5CXcw8NG9B8wBm4l7AOUIl5wjVnCNUco5QzTlCJecI1cyESjPKg83ghkXEpsCuwFXAnRt4mu3o/lj3AIb855tRqmMR8DDgu5m5aq4KWxfz0Gwdg+QBzETDdThHzN4o1eEcMTdGqQ7niNkbpTqcI+bGKNXhHDF7o1SHc8TcGKU6zMTcaKGOwfLgNhEN6/9DzupfeiJi4scVmXnZbGuyjjUunX01M2Memq5jwfMAZqLxOpwjrKPkHDFLI1iHc4R1lJwjZmkE63COsI6Sc8QsjWAdZmKWWqhjyDz4ADlJkiRJkiRJGgM2gyVJkiRJkiRpDNgMliRJkiRJkqQxYDN49K0E3tV/t4526hhKK/dvHe1o5TOwjja0cv/W0Y5WPgPraEMr928d7WjlM7CONrRy/9bRjlY+A+toRyufQQt1DFZDZOZCX1OSJEmSJEmStMBcGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY8BmsCRJkiRJkiSNAZvBkiRJkiRJkjQGbAZLkiRJkiRJ0hiwGSxJkiRJkiRJY2DjoQvQ1CJiU2BX4CrgzoHL0d0WAQ8DvpuZqxbqouahWYPkAcxEw5wjVHKOUM05QiXnCNWcI1RyjlDNTKi0QXmwGdy2XYFlQxehKe0BnLeA1zMPbVvoPICZaJ1zhErOEao5R6jkHKGac4RKzhGqmQmVZpQHm8Ftuwpg2bJlbLfddkPXot6KFSvYY489oP/vs4DMQ4MGzMOaa5qJtjhHqOQcoZpzhErOEao5R6jkHKGamVBpQ/NgM7htdwJst912LF68eOBSNImF/t8izEPbhvjfZMxE25wjVHKOUM05QiXnCNWcI1RyjlDNTKg0ozz4ADlJkiRJkiRJGgM2gyVJkiRJkiRpDNgMliRJkiRJkqQxYDNYkiRJkiRJksbAWDaDI2K3iFgSEVvN0/mfFhEZEc+bj/NLkiRJkiRJ0kyNZTMY2A04CpiXZrAkSZIkSZIktWZcm8GSJEmSJEmSNFbGrhkcEUuAD/a//ne/nUNGxOKIeH1ELIuIayPilog4PyIOioiNqnM8PSLOiYgbIuL2iLgsIv51Hdfdpj/3FRHxP+bp9iRJkiRJkiRpUhsPXcAAPgZsCbwJ+DPgqv74VcDvA58CLgPuBJ4EHAc8HDgCICK2B04HvgAcC9wOPALYd6oL9u85A/gtsFtmXjnJmK1Ye9uK7Tbg/jQCzINqZkIl86CamVDJPKhmJlQyD6qZCdXMxGgbu2ZwZq6IiMv7X3+YmZcVL7914od+NfC5wCLgLRFxZGYm8ERgU+CAzLypeO9Jk10vInYFTgV+BDw/M2+eorQ30e1jLIF50NrMhErmQTUzoZJ5UM1MqGQeVDMTqpmJETZ220RMJyJ2iYjPRcSVwB3919HA1sBD+mE/BFYDp0TEiyLi4dOc8jnAOXQrifedphEMcAKwffW1xyxuR/du5kE1M6GSeVDNTKhkHlQzEyqZB9XMhGpmYoSN3crgqUTEYmAZcBHwNrqtIlYDzwMOA+4LkJmXRsQzgL8GPgFsHhEXAsdmZr06eD/gPsCHM/OO6a6fmSuBlVVNs7on3XuZB9XMhErmQTUzoZJ5UM1MqGQeVDMTqpmJ0ebK4Lv9b2Bzuq0cPpOZ38zM7wFZD8zMZZn5XOABwG7AxcAnI2LvaugbgLOAr0aE/4IiSZIkSZIkaTDj2gxe1X+/b3Fsoum7euJARGwGvGKqk2TmnZm5nLv3Gt6pGnI78KfA14H/6FcUS5IkSZIkSdKCG9dtIi7ovx8cESfT7Q18bv/9MxFxLHB/uibvPbZ3iIgDgb3o9gG+AtgCOIiuiXxWfaHMXB0RLwQ+CZwaES/IzFPn5a4kSZIkSZIkaQpjuTI4M5cB7wf+DDgP+C5wE/BC4EHA54G/BU7tx5XOBzahe7DcGXT7Bm8CPCszfzTF9X5Ht8L4U8DnIuIFc3xLkiRJkiRJkjStcV0ZTGYeAhxSHb4M+OIkwz9evO/bdA+Gm+7c5wBRHbsLeE3/JUmSJEmSJEkLaixXBkuSJEmSJEnSuLEZLEmSJEmSJEljwGawJEmSJEmSJI0Bm8GSJEmSJEmSNAZsBkuSJEmSJEnSGLAZLEmSJEmSJEljwGawJEmSJEmSJI0Bm8GSJEmSJEmSNAZsBkuSJEmSJEnSGLAZLEmSJEmSJEljwGawJEmSJEmSJI0Bm8GSJEmSJEmSNAbWqxkcEUsiIiNiq7m4aERcFhFfmItzzfC6SyIiF/q6xfUzIpYMdX1JkiRJkiRJ42vcVgZ/DNh96CIkSZIkSZIkaaFtPHQBCykzVwAr5uJcEbERsCgz75iL80mSJEmSJEnSfJrpyuDtI+K0iLglIq6PiH+KiPtNvBgRG0XEmyPiJxHx24i4LiJOioiHTnayiNg3In4YEbdHxMUR8arq9Qf31/hpRNwaEVdFxBkRsUs1ZnVEHDXJ+Z/Sb83w4v73tbaJiIgtIuL4iLiiP88VEfG3EXHfalxGxAkR8caI+DmwGnhycd7vRsSNEXFTRHwnIl40w89WkiRJkiRJkubNTFcGfw74NHAC8L+AI4FHAvv2r38CeDFwPHAO8HvA0cA5EfHEzLy1ONcuwLHA+4BrgNcAH4+In2fmN/ox2wB39te5BtgSeCXwzYjYJTMvysxrI+IM4JUR8e7MLJu9rwRWApPuT9yv7v0yXVP33cB3ivvaOSL2qc73QuBXwDuBW4BL++OPBP4B+CXdZ7oX8JmIuH9mfnyaz1OSJEmSJEmSFsRMm8H/mpmH9z9/NSLuAN4fEbsDAfw58PrM/MeJN0TE+cAPgP3pGqYTHgjsnpm/6sd9A3g68H+AbwBk5s+Ag4tzLQLOAC6kax6/uX9pKV2j+qnAuf3Y+wIvAj6dmaumuJ996Bq3f5WZf1/c1810De9nAl8pxm8GPCMzf1OeJDPXrGjuG8xfBx7U175ezeD+4Xz1A/q2W5/3avSYB9XMhErmQTUzoZJ5UM1MqGQeVDMTqpmJ0TbjZvAkv78f2BO4H3AX8K8RUZ73ArrVtHtyz2bwDyYawQCZ+duIuAR41MSxiAjgL4EDgR3oVgZPeGzx86nAdXQN53P7Y/sBD6BrFE9lr/77ydXxk+iawXtxz2bw1+tGcF/nXnSrhZ8APJiuMQ7w22muXXsTsNZWFxpb5kE1M6GSeVDNTKhkHlQzEyqZB9XMhGpmYoTNdM/gq6vff91/fyCwbX++64E7qq/t6FbKlq6f5Pyr6FbfTngb8FHg28BL6bZw2BX4EbBmT9/+IW6fAV4QEVv0h/cHLsrM70xzP9sAqzJzZXkwM2/sa3lgNf6q+gQRsRvwVboG8OvptpzYFfi/1b2sywnA9tXXHjN4v0aLeVDNTKhkHlQzEyqZB9XMhErmQTUzoZqZGGEzXRn8UO5uAEPXAIausfs7upXBT6FrANdunnF18DLg7Mw8uDwYEQ+k2wu49AngDXQN4a8Be9Ot1p3O9cCmEbFV2RCOiK2BTVm7YZ2s7cV09/sn5XYUEbHJOq59zxN317/HPXULozWOzINqZkIl86CamVDJPKhmJlQyD6qZCdXMxGib6crgl0zx+7l0e/luBDw0M783ydfPNqC+BFaXByLiWUyyT0lmnk+3Ynh/4BX9ez+1jvOf1X9/eXX85dXr66pxohE+UeNDgP+9Hu+VJEmSJEmSpAUx05XBL4mI39E94O1JdPuHnJ6Z3wKIiKXASRFxInAe3Z65v0e39+7pmXnKDK93GnBYRCzpr7kz3WrfX00x/pPA8cAfAP+RmfW2FrUzga8Bx0XElsB3+vs6km6v4K+uZ41vBj4dER+hWz19BN0K6vuvx/slSZIkSZIkad7NdGXwfsATgc8Db6XbmuHFxeuvotvn95nAKcCXgMPpVs7+eAPqew/wIeC1dA+JeyHwIuDnU4w/ub/W7zH9g+MAyMykW8H798ABwOn99w8B+/Wvr+scX+/r+6O+xiPo9lb59LreK0mSJEmSJEkLZb1WBmfmEmBJ/+tzphmXwD/3X9Odb/EUx59W/b6KbtXtm6uhT2MSmXktMOVevdV9TBy7ja6B/bZ11Dzl5iiZ+VG6B93V6mu5wYokSZIkSZKkQcx0ZbAkSZIkSZIk6V7IZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWOg+WZwROwfERkRi+f4vEsj4rK5PKckSZIkSZIktar5ZjBwGrA7cNUcn/doYL85PqckSZIkSZIkNWnjoQtYl8y8Frh2Hs576VyfU5IkSZIkSZJaNeuVwRGxV0ScGxG39l/nRMSexetL+m0edoqIL0bEzRFxbUS8LyI2iognFu//r4h4RXX+tbaJiIin99e5ISJuj4jLIuJfi9cXRcThEXFJ//qNEfHDiPiLYsxa20RExIMj4qMRcXVErO7rOTQiFhVjFvf1vDki3t5f+5aI+FZE7Fad79ER8W8RcVVErOq//0dE7DDbz12SJEmSJEmSZmJWK4MjYm/gK8C3gT/vD78V+FpEPDMzzy6GfxZYCpwI/CnwTmBT4LnA3wLHAAcDn4yIn2Tm+VNcc3vgdOALwLHA7cAjgH2LYe8ADgGOBL4PbA48HthmmnvZHDgH+D3gCOBnwD7Ae4DfB15dveUNwEXAG/vfjwZOj4jtM/Om/tjpwM39mKuBhwB7Ag+Y5PpbAVtVh7ebql6NNvOgmplQyTyoZiZUMg+qmQmVzINqZkI1MzHaZrtNxHvpmpzPyMzfAkTE6cCl/Wu7F2P/ITNP7Md8na4J/GZgj8w8rz/+PeAa4KXApM1g4Il0TeQDiqYrwEnFz08GzszM44tjp6/jXl5J1zD+k8w8tT92ZkRsBLwpIo7LzIuL8Sv7sXf1tV8JfAd4DvAvEfEgYEfgeZn5xeJ9p0xx/TcBR62jRo0P86CamVDJPKhmJlQyD6qZCZXMg2pmQjUzMcI2eJuIiNgC2BU4ZaIRDJCZtwP/DjypX2074bRiTAIXAzdPNIL74zfQNYMfNc2lfwisBk6JiBdFxMMnGbMceE5EHBsRT63qmMpewE1FI3jCRJP5adXxUycawb0f998nar+eril+bEQcGBGPW8f1TwC2r772WI+6NZrMg2pmQiXzoJqZUMk8qGYmVDIPqpkJ1czECJvNyuCtgaBbGVy7iq7RvHVx7IZqzOpJjk0c32yqi2bmpRHxDOCvgU8Am0fEhcCxmTnRuH0f3fYRLwfeBqyOiK8Af12t7i1tM829ADywOn59VdeqiGCi9szMfhuNo4B3AQ+JiKuA/wscnZmrqvevpFttvEZ/Po0h86CamVDJPKhmJlQyD6qZCZXMg2pmQjUzMdpm8wC5G4EEHjrJaw8D7urHzLnMXJaZz6Xbe3c3ulXGn+ybr2Tm7zLzuMx8Al2T95XAzsBXYur0Xs/U9zLx+kzrvDwzX5WZ2wKPAT4GHAocNtNzSZIkSZIkSdJsbHAzODNvpduO4QURsWYlb//z84HlmXnb7EuctoY7M3M53UPrAHaaZMzKzPw3ulXEj2TtDbAnnAVsGRHPrY6/nK7pffbab5lRrZdk5pHA5XSNaUmSJEmSJElaMLN9gNyhwJnA1yLieLptI94CPAR42SzPPamIOJBuf9/TgSuALYCD6LaXOKsf8yXgAuB7wHXADsABdA3qqVYrnwQcDJwcEUfQrTZ+Jt1D7j6amT+bYZ07AScCnwV+DvwO2BdYDPzNTM4lSZIkSZIkSbM1q2ZwZp4dEX9Mtyfuyf3h7wJ7Z+ay2RY3hfOBfYCj6ZrON/fHnpWZP+rHnEu3Ovm1wP3p9v39ArBkqpNm5u0RsRfdfsOH0W0vcTldw/vYDajzauAXwF8B29Ftm/Fz4IDM/MgGnE+SJEmSJEmSNthsVwaTmecAe07z+hImacJm5vOmGL+4+n0psLT4/dvAfuuo6Xjg+HWM2X+SY9cBr1nH+y6jWwE92WtR/HwN8BfTnUuSJEmSJEmSFspsHiAnSZIkSZIkSbqXsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0Bua8GRwR+0dERsTi4thlEbF0Pd67JCJyrmuSJEmSJEmSpHHX2srgjwG7D12EJEmSJEmSJI2ajYcuoJSZK4AVQ9chSZIkSZIkSaNmvVcGR8QOEbE0Ii6NiNsj4pcRcUpE7DBXxUy2TUS/5cQJEfG6iPh5f+3lEfFHEbFxRLw7IlZExE0R8fmIeHD1/pdExFcj4uqIuC0iLoyIwyNi02pcRMShEXF5RPw2In4QEc+OiHMi4pxq7NZ9TZdHxOr++9ERcZ9q3EER8eOIuDUifhMRF0XEO+fq85IkSZIkSZKk9TWTlcEPB64B3gZcD2wLHAQsj4jHZeY181DfhP2A/wbeCtwHOB74EnAmsAnwauARwAeAj/TjJzwa+HL/2u3ATsDhwGOAVxTjjgEOAf4J+GJ/vn+m+4wumRgUEfcDlgHb9O+5GHgScCSweOKcEfFS4ETgvcC5wCJgR7rPUZIkSZIkSZIW1Ho3gzPzG8A3Jn6PiEXAaXQN4pcCH5rz6u62CHh2Zt7eX3sLYCmwODP3Lmp6PPDGiNg8M2/r6z6meD2A84AbgaUR8cbMvCEitgHeAnw6M19XjL8A+BZFMxh4A/BYYJfM/HF/7OsRcRtwQkS8PzMvBJ4M/CQzjyzee+ZUNxgRWwFbVYe3W9cHo9FkHlQzEyqZB9XMhErmQTUzoZJ5UM1MqGYmRtt6N4MjYhPgjcAr6VbAblG8/NiZXDQi6uvemZk56eDOWRON4N5P+++nVeN+CgTwSLoVu/TbWBwB7AU8jHve8x8Ay4HdgE2Bz5Yny8xvR8Rl1TWeA5wPXFTdxxnACcCewIX9eV8XER8GPgcsz8ybprnHNwFHTfO6xot5UM1MqGQeVDMTKpkH1cyESuZBNTOhmpkYYTPZJuKDwAHA++hWCK8EEjgduO/6niQiFtNt+VDaCzhnmrfdUP2+eh3HN+uv9QC6LR1uAZYA/0W3VcSTgH8o6t6m//7rSa5dH9sW2AG4Y4paHwSQmZ/qG+iv7r8yIpYBh2Tm8knedwLdaufSdn39Gj/mQTUzoZJ5UM1MqGQeVDMTKpkH1cyEamZihM2kGfwy4KTMPGLiQN/s3Gbqt0zqSmDX6tjPZniO9bUX8FBgz36bCwAiYudq3PX9920nOce2wOXF79fRNZdfM8U1r5z4ITM/Dnw8Ijbva3kvcGZELM7MG8s3ZeZKugb7Gt2uFhpH5kE1M6GSeVDNTKhkHlQzEyqZB9XMhGpmYrTNpBmc3L3ydsKr6PbzXf+TZK4GvjeT98zCxNYTa+ru9w3+y2rccmAV8CK6B9NNjN2NbkuMshl8BvB24NeZ+cv1KqLbv/i0iHgQ/V7HdPsWS5IkSZIkSdKCmEkz+DRg/4i4GPgJ8BS6bSNWTvuuYX2Trr4PR8RRdM3hA4EHl4P6h8h9ADgkIn4DfAF4BN3+KFcBdxXDPwi8AFgWER8ELgA2oWvwPgc4ODMvj4iPArcB/wlcTbec/hDgCuCieblbSZIkSZIkSZrCTJrBbwDuBA6j22v3W8A+wJfnoa45kZnXRcSfAMcB/wLc1H8/kW6v49JhwK10zeK/pHsA3UHAMf37Js55c0Q8uR9/MN3D6m6l2wf5K9y95cQyYH/gJXRPYLwWOBs4KjNXzfGtSpIkSZIkSdK01rsZ3O9xu/8kLy2uxi2l2mQ6M+8xZpprLKF70Ft5bK1NSTLzfGCy45Nd+zxgt0kuF9W4pGv8HrNmQMT2wOOAf6/G3gy8s/+a6l5OAk6a6nVJkiRJkiRJWkgzWRk80iJiF+D5dCuebwEeA7wD+A3wsQFLkyRJkiRJkqRZsxl8t1voVhAfAGxJtzXEOcBhmfnrAeuSJEmSJEmSpFmzGdzLzEuAvYeuQ5IkSZIkSZLmw0ZDFyBJkiRJkiRJmn82gyVJkiRJkiRpDLhNRNsWAaxYsWLoOlQo/nssWuBLm4cGDZiHNdc0E21xjlDJOUI15wiVnCNUc45QyTlCNTOh0obmITJz7qvRnIiIpwDLhq5DU9ojM89bqIuZh+YtaB7ATNwLOEeo5ByhmnOESs4RqjlHqOQcoZqZUGlGebAZ3LCI2BTYFbgKuHMDT7Md3R/rHsCQ/3wzSnUsAh4GfDczV81VYetiHpqtY5A8gJlouA7niNkbpTqcI+bGKNXhHDF7o1SHc8TcGKU6nCNmb5TqcI6YG6NUh5mYGy3UMVge3CaiYf1/yFn9S09ETPy4IjMvm21N1rHGpbOvZmbMQ9N1LHgewEw0XodzhHWUnCNmaQTrcI6wjpJzxCyNYB3OEdZRco6YpRGsw0zMUgt1DJkHHyAnSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGj76VwLv679bRTh1DaeX+raMdrXwG1tGGVu7fOtrRymdgHW1o5f6tox2tfAbW0YZW7t862tHKZ2Ad7WjlM2ihjsFqiMxc6GtKkiRJkiRJkhaYK4MlSZIkSZIkaQzYDJYkSZIkSZKkMWAzWJIkSZIkSZLGgM1gSZIkSZIkSRoDNoNHTETcJyI+HRGPHrqWyUTEzhFx59B1jJOWM2EeFl7LeQAzMYSWM2EeFl7LeQAzMYSWM2EeFl7LeQAzMYSWM2EeFl7LeQAzMQQz0SabwSMmM+8A9gVy6FqmEUMXME7uBZkwDwvoXpAHMBML6l6QCfOwgO4FeQAzsaDuBZkwDwvoXpAHMBML6l6QCfOwgO4FeQAzsaDMRJs2HroAzYvPA88DPrDQF46Is9Yx5H60PQmMqkEyYR6a5RyhmnOESs4RqjlHqJmgWB0AAA3NSURBVOQcoZpzhErOEaqZicbYDB5NlwJHRMT/D3wfuLV8MTP/bh6v/RTgVOBXU7z+IOCJ83h9TW6oTJiHNjlHqOYcoZJzhGrOESo5R6jmHKGSc4RqZqIxkTl2DfCRFxG/nOblzMxHzuO1fwScmJkfm+L1JwDfz8xF81WD1jZUJsxDm5wjVHOOUMk5QjXnCJWcI1RzjlDJOUI1M9EeVwaPoMx8xICX/wGwyzSvrwKuWKBa1BswE+ahQc4RqjlHqOQcoZpzhErOEao5R6jkHKGamWiPK4M1pyJiU2BRZt42dC0annlQzUyoZB5UMxMqmQfVzIRK5kE1M6GamZiczeARFRGPBp4PPBLYpHwtM187SFEalJlQyTyoZiZUMg+qmQmVzINqZkIl86CamWiL20SMoIh4FvAF4CfAznTL4n+f7g/umwOWpoGYCZXMg2pmQiXzoJqZUMk8qGYmVDIPqpmJ9mw0dAGaF+8B3pOZu9Ltf/IyYDFwFvCVAevScMyESuZBNTOhknlQzUyoZB5UMxMqmQfVzERj3CZiBEXEzcATMvPSiLgR2CMzL4iInYAvZ+ajBi5RC8xMqGQeVDMTKpkH1cyESuZBNTOhknlQzUy0x5XBo+lWYNP+56uAR/c/bwQ8cJCKNDQzoZJ5UM1MqGQeVDMTKpkH1cyESuZBNTPRGPcMHk3LgScDFwGnA8dFxP8E/gz49pCFaTBmQiXzoJqZUMk8qGYmVDIPqpkJlcyDamaiMW4TMYIiYgfg/pn5w4jYAjiB7g/vEuCNmXn5PF3379Z3bGa+YT5q0OSGyIR5aJdzhGrOESo5R6jmHKGSc4RqzhEqOUeoZibaYzNYcyYizl7PoZmZT5/XYjQ486CamVDJPKhmJlQyD6qZCZXMg2pmQjUzMTWbwZIkSZIkSZI0BtwzeERExA3Ajpl5Xf90xim7/Jm5zcJVBhGxLXBtZt61kNcdd61mwjwMo9U8gJkYSquZMA/DaDUPYCaG0momzMMwWs0DmImhtJoJ8zCMVvMAZmIoZqJtNoNHx9uBm/uf3zZkIQARcR/gGOAg4L7AjsAvIuJvgMsz8x+HrG9MNJMJ89CEZvIAZqIRzWTCPDShmTyAmWhEM5kwD01oJg9gJhrRTCbMQxOayQOYiUaYiYa5TYTmRUS8B3g+8E7gM8AfZuYvIuL5wF9n5pMGLVALyjyoZiZUMg+qmQmVzINqZkIl86CamVDNTNyTK4M1X14KvCozz42Icun9BXT/AqPxYh5UMxMqmQfVzIRK5kE1M6GSeVDNTKhmJgo2g0fEuvZgKS3QfiwPBy6f5PjGmLsF0VgmzMPAGssDmInBNZYJ8zCwxvIAZmJwjWXCPAyssTyAmRhcY5kwDwNrLA9gJgZnJto2djc8wgbfg6VyIfBU4LLq+IuA7y94NeOppUyYh+G1lAcwEy1oKRPmYXgt5QHMRAtayoR5GF5LeQAz0YKWMmEehtdSHsBMtMBMNMxm8IjIzI8PXUPlXcDJEfEIYBHwwoh4LPAyYN9BKxsTjWXCPAyssTyAmRhcY5kwDwNrLA9gJgbXWCbMw8AaywOYicE1lgnzMLDG8gBmYnBmom0+QE7zJiL2AQ4FnghsBPwAeHdmnjloYRqEeVDNTKhkHlQzEyqZB9XMhErmQTUzoZqZuJvN4BERETcAO2bmdevam2WB9mPRwMyESuZBNTOhknlQzUyoZB5UMxMqmQfVzETb3CZidLwduLn/efC9WSLi88CngFMzc/XQ9YypZjJhHprQTB7ATDSimUyYhyY0kwcwE41oJhPmoQnN5AHMRCOayYR5aEIzeQAz0Qgz0TBXBmteRMRngD8F7gBOAT6Vmd8YtioNxTyoZiZUMg+qmQmVzINqZkIl86CamVDNTNyTzeARFxEb0+2FssZC/StIRGwO/BndhtzPAK4CPgOcnJkXLkQNWttQmTAPbXKOUM05QiXnCNWcI1RyjlDNOUIl5wjVzEQbbAaPoP7piCcAewFb1q9n5qIBanow8GLgQOCxmekWJQuotUyYh2G1loe+JjMxoNYyYR6G1Voe+prMxIBay4R5GFZreehrMhMDai0T5mFYreWhr8lMDMhMtGesbnaMnAzcn26Pll8zzUbdCyEiNgOeDuwD7Aj8csh6xlQzmTAPTWgmD2AmGtFMJsxDE5rJA5iJRjSTCfPQhGbyAGaiEc1kwjw0oZk8gJlohJlojCuDR1BE3AI8KTMvGrCGjeiW3f8f4HnAnXT7spw8zvuyDGXoTJiHtgydh74GM9GQoTNhHtoydB76GsxEQ4bOhHloy9B56GswEw0ZOhPmoS1D56GvwUw0xEy0x5XBo+knwAMHruFKuuX/ZwB/gU9sHNrQmTAPbRk6D2AmWjN0JsxDW4bOA5iJ1gydCfPQlqHzAGaiNUNnwjy0Zeg8gJlojZlojCuDR1BE/CHdfiwfAC6ge1riGpl55QLU8Frgs5m5cr6vpXUbOhPmoS1D56GvwUw0ZOhMmIe2DJ2HvgYz0ZChM2Ee2jJ0HvoazERDhs6EeWjL0HnoazATDTET7bEZPIIi4vHAvwB/yD33YgkgF3Jz7n4vlh36Oi7NzN8u1LV1t1YyYR7a0Eoe+lrMRANayYR5aEMreehrMRMNaCUT5qENreShr8VMNKCVTJiHNrSSh74WM9EAM9Eet4kYTZ8CVgL7MdDm3BGxMfA+4GBgE7o/8lURcSJwWGbeMd37NecGzYR5aI5zhGrOESo5R6jmHKGSc4RqzhEqOUeoZiYaYzN4ND0OeEJmXjJgDccCLwUOBM7rj+1B98e3EfC2geoaV0Nnwjy0Zeg8gJlozdCZMA9tGToPYCZaM3QmzENbhs4DmInWDJ0J89CWofMAZqI1ZqIxNoNH03eBRwFD/qG9DHhVZp5eHLs0Iq4FPsaY/aE1YOhMmIe2DJ0HMBOtGToT5qEtQ+cBzERrhs6EeWjL0HkAM9GaoTNhHtoydB7ATLTGTDTGZvBo+nvghIj4W7qnNtabc/94AWrYErh0kuOXAlstwPV1T0Nnwjy0Zeg8gJlozdCZMA9tGToPYCZaM3QmzENbhs4DmInWDJ0J89CWofMAZqI1ZqIxPkBuBEXEXZMcThZwc+6I+Dbw/cx8fXX8n+j+94Dd57sG3W3oTJiHtgydh74GM9GQoTNhHtoydB76GsxEQ4bOhHloy9B56GswEw0ZOhPmoS1D56GvwUw0xEy0x5XBo+kPhi4AeAdwekT8MfAtuj/03YGHA88esrAxNXQmzENbhs4DmInWDJ0J89CWofMAZqI1Q2fCPLRl6DyAmWjN0JkwD20ZOg9gJlpjJhrjymDNm4h4OPB64LF0/+JzEfCPmXnloIVpEOZBNTOhknlQzUyoZB5UMxMqmQfVzIRqZuJuNoNHVEQsAp4IPBLYpHwtMz8zSFEalJlQyTyoZiZUMg+qmQmVzINqZkIl86CamWiLzeARFBE7Al8GdugPJbARcCdwR2ZuPo/X3mZ9xmXmDfNVg9Y2VCbMQ5ucI1RzjlDJOUI15wiVnCNUc45QyTlCNTPRHvcMHk0nAD8GdgV+BewCbE33BMd3zvO1r6P7w55OYvYW2lCZMA9tco5QzTlCJecI1ZwjVHKOUM05QiXnCNXMRGPG6mbHyP8CnpaZv+mf2rhRZn4nIt4BfAjYeR6vvdc0rz0LeCPwu3m8viY3VCbMQ5ucI1RzjlDJOUI15wiVnCNUc45QyTlCNTPRGJvBo2kj4Nb+5+vono74M+CXzPNTHDPz3PpYROwC/A3wVOCfgaPnswZNapBMmIdmOUeo5hyhknOEas4RKjlHqOYcoZJzhGpmojE2g0fTBcBOwC+A5cA7ImI18Frg0oUqIiK2B44BXgh8Dnh8Zi7Y9XUPg2fCPDRl8DyAmWjM4JkwD00ZPA9gJhozeCbMQ1MGzwOYicYMngnz0JTB8wBmojFmojEbDV2A5sV7ubvRfyTwaGAZsC/dEvh5FREPjIgPARcDDwV2z8wXj+sfWSMGy4R5aJJzhGrOESo5R6jmHKGSc4RqzhEqOUeoZiYaE5nr2kdZ9xYRsRNwQWbeNclrDwGum+y1Oa7hUOAdwGXAOzPzP+bzepre0JkwD20ZOg/9dcxEQ4bOhHloy9B56K9jJhoydCbMQ1uGzkN/HTPRkKEzYR7aMnQe+uuYiYaYiXbZDB4hEXEn8LDMvKb//TTg1Zl51QLWcBdwO3A2MOUfdWb+6ULVNM6GzoR5aMvQeeivaSYaMnQmzENbhs5Df00z0ZChM2Ee2jJ0HvprmomGDJ0J89CWofPQX9NMNMRMtMs9g0dLVL8/FbjvAtdwEuC/MLRj6EyYh7YMnQcwE60ZOhPmoS1D5wHMRGuGzoR5aMvQeQAz0ZqhM2Ee2jJ0HsBMtMZMNMpmsOZUZu4/dA1qh3lQzUyoZB5UMxMqmQfVzIRK5kE1M6GamZicD5AbLcna/+Lhv4CMNzOhknlQzUyoZB5UMxMqmQfVzIRK5kE1M9EoVwaPlgBOjohV/e+bAR+NiNvKQeO2F8qYMxMqmQfVzIRK5kE1M6GSeVDNTKhkHlQzE42yGTxaPln9fvIgVaglZkIl86CamVDJPKhmJlQyD6qZCZXMg2pmolGR6QptSZIkSZIkSRp17hksSZIkSZIkSWPAZrAkSZIkSZIkjQGbwZIkSZIkSZI0BmwGS5IkSZIkSdIYsBksSZIkSZIkSWPg/wHt7N5U/fLixgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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O8f6Nbby0cTx+xqI6/duN9OcD59Tpj29MnwPs0accZgPP7Jp2APB5yjXK3DptDeCbNR9zgd8Ca02g3L9a83Qu8N1OGsD/NvJ8CXBjY517G/N+uLxiYsBxsS5wYi2XPwKPaqQ1o5bVRTW9ner0bSl1yXk1H+vU6SsDx9TpFwLv69rHlYA/03VO6lrmILy2GHhcNNZ7XP0c7Nk1fR3gKuDwxrS96rE4HzikZV/2BJLFz9WPYdF56Tzq992WdY9mcq8tPlnj/lzK52NGnT7wa4sB1xfb1ON1J/CuRjpbd5XLzcABdV7rdVqv40+p839Sy/984OA+5TALOL1r2nTgWmCTuh971unPodQ/c+q+vn4sZd2Vdus5bin7fxDls9KZ9+wpGBf9vou8um77UuDVdVrPY0yPOrlXWkNSX0zKd5HlEjQ+Fgbd9l0fnEOA99bX7wU+UV+/v/F6Q+BfLPoiPRt4en29FrBGfb0v8DVgWn2/UX1+UuMD+SzgD/X1g+sHbfX6/jvAPi35PgF4VWN7nYbBxwAXNbbxO8oF2EqUCndWj3J4JnBa17TjgFfW150PzkspF4ed/dm0sx/jLPd1Gq/fSkuDJPBc4NTG+/nUi8ApEBdH01XJTfRYsuhCPGpc7F3fP4JygprNko3Bc8dYDsbFJMZFfb8j8HUWbww+nkUn0V2Brzfm9UyrsUyzvphQvrrS2xq4rGvawcAHm8cE2KnG6qp1+gbUBv5xlvtMyufha7R8buoy69V96fsZWxHjgt7nkWcDJ1E++0+knkfqvN0on5XuxuDvsKiOOAJ4Q339RurnDdgb+HbLfj66+7h3zZ/s+qK1juuX537LrmAx0Rrf9D6HPBzYqr5+EHANi77g9kprBuWLwEObcVdfz2cM9S6l0eB6Fq/j9ge+2jweNQb+AjygsR8TuShv3f+uZaZyXdHrWLbWFcAqLKqf16rH9UGUL9T/YFHD2yHAQS3pfho4sL5eA5heX29S15/eoxxeDxzVNe0M4Cks3hj8PuAzjWW27uR3nOXevLb4TKe8u5Z5C3Bk4/2t493OChgXnwQ+VF9vA5zSmHcMsF8jTjr1xZ+Anevr1wAfqa9fBhzXiIX5NH5QBt4BfIv+jcFeWwxBXNR5KwGnAj/tXgb4bD2Wh9f36wNXABs2Yme3xvJrA7+mfMY7P/5NpzQcbdtIY6UeeZnsa4tnsKgu+0SnXLuWGci1xSDjAtiI8gPBx2g0BrfEzd+Bzer7Xt9FW48/pe7YpU5bhdKx5Vk9tjUN+BuL1zO7U+uxzn5Qfqi6mtqRhvJD9NYTKPelnuNa9v+gXmU1heKi1/XFesBl9Xnd+nrdfseYHnVyr7R6lMOU/C7iMBHLSWb+mvIBaHo+5URGfX5BZ3Fg7YgIyofjX8A9EfFISmXwi5rmrZl5e13nDcB/Z+Z9dd4/6vPvM/OGuswZlADsmA6sHhHTKR+Yq5uZi4i1KQ1C329sL+vsNWs+O/ldjXqxT6kMr+1RFL8EtomITeo21gCe1tlGwybANY39ubKzHxFxa0R8OiLOjohTImLDHtsiM29uvG3muemllJ7Rk24S4qLXdsd9LBtlOb3Ozzr9wsy8eDz73cK4aFjecRERK1G+nP1n1zYeSekZDHBa3SZjibHu+mIi+Woph4uBGyPiCY3JL6GcbJs2Aa7PzDvretdn5tU1X/Mj4hMR8cf62LJtW3W9+Zl5LuVX1V72BE5a2mdseRjUeaRu42tZnAHM6HxWM/MU4JZmhuo2d6Vc/HTnq5nf7wK71eWblvbZm+z6Yix13EDqi2E7h2TmJZl5aX19NeVLTM+yrV4GfC8zr6jr/WMpy7fl52ZKI8BzG5P3ZsljshElXm9t7MflABExOyIOjYjfR8TciHh8n+31Ooc2TeW6opfWuiIz7+rUz5Rri873jaiPNev212HJa9Gg1PvH1nzcnpn31Nmr0V72Hd8FnhMRq9a0ZlIaoX/btdwmlF5V1G1cnJl3RsTMiLgoIo6JiHMj4ru1vmnVubaoeV69R96m7LVFHwuvLTLzImBmRGwcEetQGha+WufdlZk31nW2pnymofQ0e1EjX2vW7y6rA3dResgREZsC/wF8ZSnl4LVFwwDjAsqPIydQzhULRcQOwMaUnoMdDwMuyczr6vtfsiguoNz1dwilh3XHM4BzM3NOzdc/M/PeHnmZ7GuLnzfqsu7v6B0jV19k5j8y80/A3X0W2w34S2b+ta7T6zqt9fjX88hpddpdlF6ibeVPPc7HU3qld7RdX6xN+Y78z7renZ08RcTREXFERPwmIi6JiOf02f+xnOMW2//JNGzXF5RG2V9k5r/q5/AXwO79jnGfOrk1rR75mZLfRWwMnlwbZ+Y1APV5ozr9cErr/9WU7uRvqwH0cMrFy/ci4s8R8cnaqAOwBbBXRJwZESdFxFYt23st5RcVMvMq4FOUX1ivAW7KzJ93Lb8H5VevhQ1nEbFHRFxE6Xb/mprW6ZSGo2vq4+TMvLBth+sJ+HuUiy6A51F+Vbmla9HvAM+NiHPqh+SxjXlrAmdn5vbAr4APtW2rkeePRcTfKN3oD+yatwblQ35CM5vAzyPirIh4Xb+0l5NlGRcAH6tfYv6384UIJnYsI+JkygXbLSxq6Oln85qnX0XEU3otZFyMybKMizdTbke9pmsbc1h0Yb0H5QS+/lLSorF8s76YaLx2O5Zy0UVEPBH4Z6exqeHnwEPqBdbnI2Lnrvk3Z+bja54O7bOtsWi7AGz9jE2SyTiPPJjSK6Ljyjqtl/Upt0Hf07L8wrTq/Jvq8k170ediZhD1xRi05fmouu0P1gvhyTKwc0hTlMbUVSg9cful9XBg3SiNsWdFxKsay4+n3m3WFQ+q6Z7Wtcwcyg+cl0fEURHx3K75a2bmkyg92I/st7Gl7T9Tu66A9n3pWVdExEMi4tw6/xOZeXVm3k35Eeq8uv1HUhsGG54CXNus9yPiCRHRueV3/0Zds5jM/CdlWILOl7nO3QjdX66PBN4TEadHxEe7rqG3Br6UmY+hNDq+sW1bjbwdRemxtQ1lKKbmvM0oQ+ic2pi8Wq1zz4iIFzD5JiMu5gAvhIX1wmaUL+UPowzlclRN6ysRsWZdZy6lbodye+xD6uvvArdRrlGvAD6VmZ2GiUMpP3L3a3Tt8Nqiv+UeFxHxYMq14xHNDUfENMrdAO/uytM8SuPLzCg/BryAGhf1/P6QzPxx1zoPBzIiTo7S4NLdCWKhAV9bvIb6Hb3LMF1bwCRdX4xB2+elzVKPf0TMoPyQfMoSay/SrC9WpfRSbX5HpNZDPwT+GhHHRsTLayx3zAR2pvxgdURErNZrY2M4x7Xt/5trWR4ZEev22ZflYZDXF0v9jjLGY9xvG0uYst9FchK6l4/qg67b5mmMGVbf31Cf96SMLxbAlpThHNap02+iXDxNp1RCr63r3Aq8s75+IfCbrrR3oYzJsn59vy7lYnRDSu/P7wOv6FrnJOBFPfblqcAv6+stKV+G1qqP04Gn9imHJ1PH3qnbfWFjXvOW9VUpQ1t8kvJL0m51+r0sun3iYdRx5MZQ/u8DPtw1bS/gR13TOuPHbkS5gO25LytAXGxSl1+V8kvdgff3WFJ+pTyBemtHY/psFr81Z9VGvO1AqVzX6VMOxsUkxAWLekV1yqpZtg+inNj+TLk970rKeE89Y6yx7mL1xUTitUc5PKTGzjTKl613NObNZ9HtxStRxvX6MOWL+D6NZR5WX69M+cK3tLI/mvZblDahfHFduWta38/YihAXnVig5TxCqROa44qfAuzQeD+Lxi25lPPKvK5jeF59fT6Lj0X9F2o9Ud8/obPsUsph0usLetxu1ZZn4MH1eW1Kg8KrVtCYGNc5pOtzcTHwxKV9VihfFs6gXBRvQBmn7eF13pjrXUovwevqPh0AHNZ27GoeHk+p++dRhyWoy+zaWOcK6i3rSyn/Xvs/leuKXseyb13ROaaUBtqNKXXyKZQfoqLGwn91Lf8Far3Uso+PqGm1jgFal3kFdTxpyph52/con7Uo9d7nKeOgP6Iuc0VjmV2p4+IvpexXquns2zX9PcDnusujPj+Mcr7aYgrGxTrAUbX8v04ZAmJbytAt91DH4aVcd3SGg9iGUneeRfmC/M86/d8p4zuvTKkXLq55eQ7w+brMLPoME1GX8dpi8HFxPPUcweLjrr4Z+M/6eh8WHzP4uZT/Gzid0mB8Yj2Gs1k05uhsFtX376p53IByF+zpNIaWaCmHQVxbfKDuR3RNH+i1xaDiopH2QbQMfUD5kfl6SgNk97yFx34sx7/m6STq2LtLKYtLKT8OvoDG+O50fa4pt+q/nfJd6ujGMq9pLPNrxjAOOC3nuLb9p5xPV6J8Fj5GYyiiqRIX9Li+oPxo9F+N6R+kcc3Q7xi3HLu+abWsP+W+i9gzeHJdG4u6lnfGhIEybuP3sphH+eBsQ2mY+XNmXpblF6LvU8Zsoc7r/EJ1ImUcFGraj6HcMvX8LL0koHRjvzwzr8vSM+N7lPFiO+usT/my9JO2jGe5RWCLiNiA8qvuGVm6+N9K+cA9sc9+/w7YJCK2rdv8aY9t3JmZJ2Xmu4H/YdEtB0ss2mdbTd9i8duJoOWXtay3gGW5VfVESjlMpmUWF5l5TV3+TsqF+BL7Mt5jmZkLKL98Pr/fTtTj17lV5ixKo8/D+6xiXPS3rOLisZQT8ryImA+sERHzoOxjZr4wMx9LuTglM2/qkxY1P231xUTqsSVk5t8oX7p2phyn7/RY7t7MnJ2ZH6J8kWge0+zxerxeApxY68zOdpf6GVvOJuM8ciWLemVB6dG12K3cXa6n3L41vWX5hWnV+Q9g8dvNxtrbY1D1RZu2+uKq+nwLpY6ZzLgY5DmEKLd+/4RyQX1GY7leaV0J/Cwzb8vM6ylfkrat64y53s3MOyh/QLYHfeKo5uGPmfnxulyvuqLtfVt6i+1/NaXriqUcy751RT2m51N6/G5Xp/0lM5NSvzevRadTGmi/3bZDWe5cug14VJ/9/j5lOJrtKf+TcXaPtG7NzO9l5huBb1B6fsHEYuLemufxXFtcRvmS91gm13KPi8y8OTP3zcztgFdRfjC8vKZ1ZWb+oW7zu420LsrMZ2TmDpQy69xh8DJKfXF3rRd+R2lU/nfgefW65jhg14j4Rq+d9tpiqSajvtgROK4esz2Bz9fe8TtRejnOp9zF+qqIOLim9aPMfEJm7kT5IeBSSkPHo4DZdZ0nAj+MiB1rvn6VZYiP2ynXCj2vOZnka4uIeDXlh4yX1zqwadiuLWCSry96eBalN2WvISmblnb8vwRcmplj6dl/HOWY9L1OzczzMvN/gadz/68v2s5xS+x/Zl5b66r7gC8zNeOi1/XF0q47xnOMx/t9Z8p9F7ExeHL9kPKPhdTnH9TXV1DGgiEiNqb+0QHll/R1Y9F4IrtS/nQFyodo1/p6Z8q/FRMRD6U09L4yMy9pbPsK4IkRsUbtMr4bpedwx4spv6ovHHcpIrbsdC+vF9WrUMbFuQLYOSKmR8TKdfutw0RA+SJGueg6hvKPiwu6l4mI7aPc5tm5XegxQGdcnGmUiwYoF4XdY78102ne6vc8yj9KduY9oOb1B41pa0YZ+5Qot6o9g3Kr2mRaZnHRqJiDUvHMre/HdSwjYq1GWtMpX5IWlmWbiNiwc8tHRDwM2Krmt5VxsVTLJC4y8yeZ+cDMnJmZM4HbM3PLuv4GjVua3sei26T71T3QUl+MN19L2fdjKb8s/yUzr+yeGRFbdx3T7VgUF7BonK+9KL0CJmqJsZh6fcYm0XI/j9RtvCqKJ1KGFeoeYmSh+lk+jUWfx2a+mvndk/InjVnzOY0SS93jNvbaxqTUF/205bnWn52G0ZUpX/QmMy4Gdg6JiFUojbZfy8zjm5nq81n5AfCUWm5rUHo3XDjBevdYyh9IbUzpbbyYiHhQzW9Ha10REU+mxPlNbRvpcw7tmNJ1RZ99aa0rImLTiFi9rrMupeHuYso4vY9sbOPpLH79+DTKn/MtrPcjYvN6HdIZdmFrSqNeqyw/bM+mnM9av8BHxL/XfFFj+JEsiouHRsRO9fVL6VFX1H3unEuD0oOxeW2xNeWuvNMb09aNRbfMbxWixv8AACAASURBVFDLZWnnw2VtMuqLGbVcAfYDfl0biP8O/K2WDXV7nbQ2qs/TgP9i0VACV1AaeqPWC0+kxMj7MnPTel2zN+Xc8oql7LvXFr0t97jIzM0b16LfBd6Ymd/PzJdn5kPr9HdRzifvrWl04mJdypAtX8nMmzJzg0ZaZwDPy8wzgZOBx0T5vjudcm3T8zM2yd9FdqfcLfC8XPJ/OIbx2gIm5zyyNOMZF7Xn8Y+Ij1I6JBwwxrSOpdxpsiulHBYT5bvyrMak7vrixRExLSK2oPQCbR3/dQznuJ71RbUHUzMuen0XORl4Rj2frku5Vjy5pjHeY9wzrTZT8rtILscu5aP8oHxor6EMhn4l5Xbt9Sld3C+tz+vVZR9E6cp9Xj1or2ik83TKv2KeR+na3vlHxhmUnjjnUS5IOv+a+RXgBsqtWecAZzbS+jDlQnUu5batVRvzZlMG327uw3sovTnOqdt4cp2+EvBFygX8BTT+kblPeTyW8utH9zY6/7y4O+XWsLn1cST1FgnKrcwfqfNPpf6rbI/tnFDXPxf4EbW7fJ23D/UfiRvTHka5FXVO3dcPrOBxcWpj+W8Aa03kWFK+WP+pbuN8yjh4ndsa9qh5v5MyFuPJdfqL6rJzKIO2P9e4GI64aCvb+nrPmv4llLpj1bGkRXt9cb/y1ZXWhrUs9u+aPp9y69cOwO9rzJ5L+QFsg8YyH6LcVvgnYMs+23lcLe/bKA075zfmzaQ0XEzrWqf1M7YixgW9zyMB/B+lZ9Z5LH4L3m8ot7feUfP0zMZn5o+U2/CPZ9G/sa9W38+r8x/WSGsW5c6EsZbHZNUXrXVcrzxThjs4i0X15Wfp8e/lK0BMjPcc8oqal3Maj+2W9lmh3Jp3QZ13QCOGxlXvUm4HvA44uGv6bEovtM1qPi6qefsF9bb8uszHKXXJXODxfbbTuv8jVFf0iovWuqKRzpz6/LrGNvanXHN0zsfNYWOOZsl6/5WNsj8beMEYymMPSl2xTddxmltfv6qxn+dT/oQq6jIXUBoiz6VcO6zRYxvTKL2EOuXyTRpDY1Fuee6OyyfV5efU555DJq3gcbFTTf8iyvl53UZa2wFn1vS+35kHvI1yLXIJcDD1FnrKcB7H1+N0AfDulv2cxVKGiajLeW0xwLjoysPRtA+hsQ+LDxNxbD0eFwB799if2Sx+nfKKGi9zgUPGUB6TdW0xjzJUSedceURXDA/s2mLA9cUD6/ZupgzZcyW1LqUM9fBP4AFdee13nbbE8af0+EzKuadT/vuNoUzmsOR3xKMp35/WpvQMvbim9zsWnQOPpvzw9BtKnfacPtvoeY7rs/9fr2V5LqXRdJMpGBf9vou8hvJ5mkcdnqnfMaZ/nbxEWkNSX0zKd5HOiVYaWhFxa2auNeh8aLgYF2oT5ZbBHbPcfi4B1hdaUkTMpoxPeOag86LhEBEzKY2K/Yah0Ajy2kJtvLZQm4g4mnIuGcufr2tEDGN94TARkiRJkiRJkjQC7BmsZSYi/kD598SmV2bmecthW/9HGWut6bOZedSy3pbuH+NCbSLiRGDzrsnvycyeYzXdj219gDK2UtPxmfmxZb0t3T/WF+o2mccpIval3K7e9LvMfNOy3pYmLsqfmJ7SMmu3XPTHyctye5N2vtL947WF2nhtoTaT+RmOiGcCn+iafHlm7rGst6X7Z5TqCxuDJUmSJEmSJGkEOEyEJEmSJEmSJI2A6YPOwChZcA92wx5Sq00nBrXt3T53+sDj4idv2GnQWVhomG5WWH3lwcSFdcXwGmRdYVwML+NieNx+572DzsJC6625knGhJVhfqM2ox8XF19wy6CwstPUmaw86CwsNKi7OvPzmgccEwA0L7hp0FhZ6ylYbDDoLgHWF2k0kLuwZLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwZIkSZIkSZI0AmwMHoOImBURGRHD8ReSkiRJkiRJkjROU7IxOCJmR8Thg86HJEmSJEmSJA2LKdkYLEmSJEmSJEla3JRrDI6Io4GdgTfVoR0yIraIiK9GxOURcUdEXBoR/xkR0xrrPToiTomImyPiloiYExG79NjGqhFxYkScHREbTdKuSZIkSZIkSdKETR90BpaDtwEPBy4C3l+n3QBcBbwEuA54PPAl4J/AV+sy3wLm1Hn3AI8GFnQnHhHrAD+gNKTPysybl9eOSJIkSZIkSdKyMuUagzPzpoi4C7g9M//emHVg4/X8iNgeeCmLGoM3Az6VmRfV9/Nakt8Q+Aa1YTkzl2gsBoiIGcCM7unXXHcDM2YsMVkjoldcPOXgk1l5jbUHkCMNmnWF2hgXamNcqI1xoTbGhdoYF+rWKyZOPeevrL2OMTGqrCtGw5QbJqKXiNg/Is6MiOsi4lbg7cBDG4t8BvhKRJwaER+IiG1akvk5cCXwwl4NwdUBwOXdj8MPO3SZ7ItWWK1x8bfZ3x5opjRQ1hVqY1yojXGhNsaF2hgXamNcqFtrTBx75BcGmikNnHXFCIjMHHQelrmImA3Mzcw31/d7AccA7wJ+D9wMvAnYIzNnNtbbCngW8Ezg6cD+mXlkRMwCTgOOoAw18bTM/HOf7ff6JeVyf0kZTqtNJ5b3Nvr0DL580D2Df/KGnQa6/aZhqpJWX3n5xoV1xYpnkHWFcTG8jIvhcfud9w46Cwutt+ZKxoWWYH2hNqMeFxdfc8tAt9+09SbDc8fm8o6LPj2DLx+GnsE3LLhr0FlY6ClbbTDoLADWFWo3kbiYcsNEVHcBKzXePxn4Q2Ye3pkQEVt0r5SZlwKXAodFxBeA/YAjG4t8EPgX8MuI2C0zz2nbeGbeCNzYPX3BPRPYE00ZveJit8+dPoDcaBhYV6iNcaE2xoXaGBdqY1yojXGhbr1i4szL/VukUWZdMRqmamPwfODxETETuJUy/u8+EfGs+npvYGfKH8sREasDnwKOr+tuTG1A7k44Mz8QEcGiBuE5y3lfJEmSJEmSJOl+m6pjBn+K0jv4AuA64CTgO8C3gD8BM4FPN5a/F1iXMpTExcCJwOnAO9oSz8z3A18GTomIbZfLHkiSJEmSJEnSMjQlewZn5iVA9yCor62Ppv+uy98FvKxPerNh8TE4MvN9wPvub14lSZIkSZIkaTJM1Z7BkiRJkiRJkqQGG4MlSZIkSZIkaQTYGCxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkERCZOeg8jIwF92BhD6nVphOD2rZxMbwGFRfGxPCyrlAb40JtjAu1MS6Gx+yLrxt0Fhba/d82NC6GxDA1j6y+8mDqiz9edtNQlMJjHvqAQWdh6HgOUZuJxIU9gyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0ghYamNwRMyOiMMnuoGImBURGREbTDSNMW5nn4i4dXluo7GtgyJi7mRsS5IkSZIkSZKWhanUM/jbwMMGnQlJkiRJkiRJGkbTB52BZSUz7wDuuD9pRMQqmXnXMsqSJEmSJEmSJA2NsfYMnh4Rn42IG+rjkxExDUoDakR8IiKujIjbIuJPEfHMljS2jYg/RMTtEXFmRGzfmRER60fEsTWNOyLi/IjYtzH/9RFxbUQs1ngdEd+KiB/U10sME1HXmxcRd9Xn/9c1PyPiTRHxvYi4DfifiFgpIr4aEZfXvFwaEf/Z2V9JkiRJkiRJWhGNtYHz5XXZnYDXA68DDqjzjgJ2Bl4GPBo4BvhRRGzblcbHgfcC2wP/BL4ZEVHnrQacDTwH+Dfgs8AXI2K3Ov87wAzgaZ3EImJN4PnAN9oyHBF7AIcDhwKPqml+PiKe27Xoh4Cf1rz/X93Pq4CXAI8APgC8H9gXSZIkSZIkSVpBjXWYiGuAt2ZmAhdFxMOBd9ReuS8FZmbmFXXZwyPiaZRG4zc20vhgZp4GEBH/DfwWeDBwZWZeBXyyseyXImLXmvYpmXlDRPyU0ij9s7rMHsA9wI965PldwNczs/Pnd5dExA7Ae7rW+XZmfqVr3QMbr+fXXswvBb7aY1uSJEmSJEmSNNTG2hh8Rm0I7jgd+AjwZCCACxZ18gVgVeDUrjTObby+uj5vBFwZEStReg3vRWkgXhVYBZjdWOcbwNERsUZm3k5pGP5uZi7okedHAEd2Tfst8LyuaWd2rxgR+wP7AZsBqwMrA3/tsZ0lRMQMSk/mxVxz3Q3MmLHEZI0I40LdjAm1MS7UxrhQG+NCbYwLtTEu1K1XTPzyz/NZex1jYlRZV4yGZTEObgKPA7ZrPB4BvKZrubu71mlu/13AOym9g3eraXyf0iDc8WNKT+DnR8RGlCEjWoeIaNlOv2m3Nd9ExF6UoSWOBp5Z8/L5rrwszQHA5d2Pww87dBxJaAoyLtTNmFAb40JtjAu1MS7UxrhQG+NC3Vpj4rijvjDQTGngrCtGQCze4bdlgYjZwCbANp3ewRHxAcoQELsAFwO7doaAaFl/FnAasGFmXl+nzaQE1OMy88yI+BHwr8x8dZ0fwJ+BGzNzViOtL9e8nAz8J7BZZt5X5+0DHJ6Za9X3vwMuzszXNNY/GtgiM59S3yfw4sz8bmOZzwGPycydG9N+WKfNrO8PAvbMzEf12Odev6Rc7i8pw2m16cTSl7p/jIsVz/KOC2NixWNdoTbGhdoYF2pjXAyP2RdfN+gsLLT7v21oXAyJpTSPTKrVVx7Md5Ff/nn+5cPQM/gxD33AoLMwdDyHqM1E4mKsw0Q8CDg0Ij5P+aO1dwMfzcxLIuKblOEb3kn5E7j1gFnAZZn5vTGmfwmwV0Q8GbgeeAuwOaVBuOkbwC/rvG91GoJ7+CRwfEScBfwc2J0ytMQLx5CXfSLiWcA8YG/KH+TdMMZ9ITNvBG7snr7gnrGmoKnIuFA3Y0JtjAu1MS7UxrhQG+NCbYwLdesVE3+87KYB5EbDwrpiNIy1MfibwErAHyjDLHwV+N86b1/gA8AhwKbAv4A/UnoDj9VHKQ28JwF3UIZo+CbwyK7lfg1cVafv3S/BzPx+RLyFMgTFoZQxf9+Ymb3+cK7ji5ShIb5FGQ/5BODTLDnshSRJkiRJkiStMJY6TISWnQX3tI5hrCEwGbdb9GJcDK9BxYUxMbysK9TGuFAb40JtjIvhMWrDRPRiXCxumJpHlvcwEb388bKbhqIUHCZiSZ5D1GYicbEs/kBOkiRJkiRJkjTkbAyWJEmSJEmSpBFgY7AkSZIkSZIkjQAbgyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRsD0QWdA0uB9+lfzBp2Fhd6585aDzoIkSZKmuFVWsl+UlhQx6BwM3mMe+oBBZwGAE+ZcOegsLPSibTcddBakZcozoCRJkiRJkiSNABuDJUmSJEmSJGkE2BgsSZIkSZIkSSPAxmBJkiRJkiRJGgE2BkuSJEmSJEnSCBiaxuCIOCgi5i6jtGZHxOHLIi1JkiRJkiRJmgqmDzoDDZ8CPreM0nohcPcySkuSJEmSJEmSVnhD0xicmbcCty6jtP61LNKRJEmSJEmSpKliQsNERMSqEXFoRFwbEQsi4oyIeHKdNysiMiKeFRFnRcQdEfGbiNg0InaOiDkRcWtE/Dgi1m+kudgwERHx6Ig4JSJujohb6nq71HkrR8RhEXF1RNwZEX+LiIMb6y42TERErBsRx0TEDTU/v4yIf2vM36fmabeImBsRt0XEaRGxeWOZh0TEDyLiXxFxe0RcFBF7T6T8JEmSJEmSJGmyTbRn8CHAS4DXAJcB7wB+FhFbNZb5MHAAcBPwLeDbwALgdcC9wPHAQcBbemzjW8Ac4PHAPcCj6/oAbwX2APYG5gObAlv3ye/Rdf7zgRuAj9X8Pjwz76jLrAq8r+7TAuAY4AjgmXX+54HVgF2Am5eyPUmSJEmSJEkaKuNuDI6INYE3APtl5k/qtP2BXYE3Ab+si34wM39T5x9BGQ94h8w8u047Btizz6Y2Az6VmRfV9/O65l0C/CYzE7gC+H2P/G4FPA/YOTN/Xae9sq7zcuArddHpwJsy8+K6zKeAoyJiWmbeV7d5QmbOqctf3qeMZgAzuqdfc90NzJixxGSNCONC3YwJtTEu1Ma4UBvjQm2MC7UxLtTNmFAb42I0TGSYiC2AlYHfdSZk5r3A6cAjG8ud23h9bX0+r2vaRn228xngKxFxakR8ICK2acw7GtgOuCQi/i8i/iMieu3LI4D7av46+b2p5qWZ3zs7DcHV1ZT97ET7Z4H/iojTI+KjEbFDn7wfQGksXuxx+GGH9llFI8C4UDdjQm2MC7UxLtTGuFAb40JtjAt1MybUxrgYAVE61o5jhYhtgXOALTLzssb0bwCrU3oAnwZsmJnX13l7AsdnZjSW3x/4aGZuUN8fBOyZmY9qLLMV8CzKUA1PB/bPzCPrvLWB3Sk9kl9MGVLi6Zl5X0TMBuZm5psj4vnA94DVMvPuRtq/Bf6Qme+MiH2AwzNzrcb8WS37sSnwbOBplCEnPp6ZB7WUUa9fUi73l5ThtNp0YulL3T/DHBef/tW8pS80Sd6585aDzsJCyzsuhjkm1G7U6wq1My7UxrhQG+NiePx+3j8HnYWFdt1mfeNCSxj17yInzLly0FlY6EXbbjroLACeQ9RuInExkTGD5wF3AU+mjBdMRKwE7EQZ53eZycxLgUuBwyLiC8B+wJF13i2UcYePj4ijgTOALSnDRzRdQOkBvRPQGSZiHcoYxEeNMz9XAl8CvhQR7wHeRhn3uHu5G4Ebu6cvuGc8W9NUY1yomzGhNsaF2hgXamNcqI1xoTbGhboZE2pjXIyGcTcGZ+ZttWH24Ii4ntJl/O3AxpQ/Wbvff6wWEasDn6I09s6vaT8Z+EOd/w7gGkoP5buBl1H+1G2Jn44y89KI+AHwxYh4HSWoP1aXH3PjdUR8FjiJ0ti8DqVX8gUT2kFJkiRJkiRJmmQT6RkM8J76fBSl+/ifgd0z85qIuN+NwcC9wLrAMcADgX8CPwbeVeffArwb2ArIuv1nZebtPdLbFzgU+CGwGmW8490z845x5GkaZQiMh9TtnwK8cxzrS5IkSZIkSdLAjHvMYE3cgnuwsIfUZIy908swxIVjBrcbVFwMQ0yo3ajXFWpnXKiNcaE2xsXwGLUxg3sxLobXqH8XcczgJXkOUZuJxMW05ZERSZIkSZIkSdJwsTFYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkEWBjsCRJkiRJkiSNABuDJUmSJEmSJGkE2BgsSZIkSZIkSSPAxmBJkiRJkiRJGgHTB50Bja51H/fmQWdhoTv+fPigszBQ79x5y0FnYSHjQm2GJS6MieGx7k7vGHQWFrrjT58ZdBZUrTvrg4POwkJ3/PYjg86CqmE5h4DnkWHysV9cMugsLLTrNjsNOguq1n3q+wedhYXu+P3/DGS73zz7ioFst9vW66496CwsNCznEc8hw2NYYgImFhf2DJYkSZIkSZKkEWBjsCRJkiRJkiSNABuDJUmSJEmSJGkE2BgsSZIkSZIkSSNgmTYGR0RGxJ693rcsP7Mus+OyzIckSZIkSZIkaXHTB7z9vwGbANcPOB+SJEmSJEmSNKUNtDE4M+8F/j7IPEiSJEmSJEnSKBjXMBERsXtE/CYiboiIf0XEyRHxiIluvHuYiIiYVd8/KyLOiog76vY2jYidI2JORNwaET+OiPUb6TwuIn4eEddHxM0R8duI2KlrWw+PiF9FxIKIuDginl3T2qexzIMj4ri6fzdExE8iYqvG/IdExA/qvt8eERdFxN4T3X9JkiRJkiRJmizjHTN4TeBQ4PHALOAm4EcRscoyzteHgQOAJwDrAt8GDgReV7f7b8BBjeXXBr4OPKXm7RzgpxGxAUBETANOBO4BngjsA3wIWLWTQESsAZwGLAB2BnYCrgF+WecBfB5YA9il5uEA4MZlt9uSJEmSJEmStHyMa5iIzDyh+T4i9gVupjTA/nYZ5uuDmfmbuo0jgM8BO2Tm2XXaMcDCP6bLzFO78vUW4EXA7sA3gKcDWwPPyMyr6jJvB37XWG1vIIB9MzPrMq8H/gE8B/gOsBlwQmbOqetcvgz3WZIkSZIkSZKWm3E1BkfEFsBHKD12N6T0LJ4GPHQM655E6bkL8NfM/Lc+i5/beH1tfT6va9pGjbQ3qvnaBdgYWAlYvZGvbYCrOw3B1Z+A+xrvdwA2B26JiGZe1gC2qK8/CxwREbsDpwAnZuZZLfs6A5jRPf2a625gxowlJmtEGBfqZkyojXGhNsaF2hgXamNcqI1xoW69YuKwX57LGms/YAA50jCwrhgN4x0m4keURuDXUxqEH0sZemEsw0TsB2xXH89eyrJ3N14nQGZ2T2vm/RjgccDbgSfVbVzZyFd00uljGmV4ie26Hg8Hvljz8FVKg/FRdfrvI+KglrQOoPQaXuxx+GGHLiULmuKMC3UzJtTGuFAb40JtjAu1MS7UxrhQt9aY+MVxRw40Uxo464oRMOaewfUP2x4BvCkzT6vTth9rGl29cpe1JwNvzcyf1HxtDGzSmH8h8OCIeFBmXl2n7cjiDcpnAy8Frs/MnuMAZ+aVwJeAL0XEe4C3sfj4xVDGVT66e903v/UAh5UYbcaFuhkTamNcqI1xoTbGhdoYF2pjXKhba0w8fe/XGBOjzbpiBIxnmIgbgOuB/xcRfwMeDHyS0jN40C4BXhERf6D8yd0hwF2N+b8ALgaOiYh3UYaQ+Awl750ew98E3gX8ICIOBK4AHgI8HzgiMy+NiM8CJ9XtrUMZk/iC7szUxuQlGpQXDENJaWCMC3UzJtTGuFAb40JtjAu1MS7UxrhQt14x8dU/XjGA3GhYWFeMhjEPE5GZ9wF7AY8B5gL/B3wQuHP5ZG1cXgOsBZwFHAccCczvzKx53wNYFfgjZViJj1EaghfUZW4HngpcBhwPXFSXW5fSEA6lvD5HaQD+BWXs4lcvzx2TJEmSJEmSpGVhXH8gl5mnAo/qmrxWY350LR/0kZnzKeP5dt7Pbr6v077bMu0I4IjG+zmUMYybvt61ziWUxl4AImJbYGVgXmOZa4F9++T3Lf32R5IkSZIkSZKG1bgag1dkEbEHcBtwKTCTMkzEHMpYwZIkSZIkSZI0pY1MYzCwNvAJyjjANwCzgbdnZvZbSZIkSZIkSZKmgpFpDM7MrwFfG3Q+JEmSJEmSJGkQxvwHcpIkSZIkSZKkFZeNwZIkSZIkSZI0AmwMliRJkiRJkqQRYGOwJEmSJEmSJI0AG4MlSZIkSZIkaQREZg46DxqjiJgBHAAcmpk3jno+hi0vgzIsZWA+hsuwlIP5GB7DVAbDkpdhyccgDVMZDEtehiUfgzQsZTAs+Ri2vAzKsJTBsORj2PIyKMNSBuZjuAxLOZiP4TFMZTAseRlkPmwMXoFExEzgcmDzzJw/6vkYtrwMyrCUgfkYLsNSDuZjeAxTGQxLXoYlH4M0TGUwLHkZlnwM0rCUwbDkY9jyMijDUgbDko9hy8ugDEsZmI/hMizlYD6GxzCVwbDkZZD5cJgISZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwZIkSZIkSZI0AmwMXrHcCHy4PpuPYpjyMijDUgbmY7gMSzmYj+ExTGUwLHkZlnwM0jCVwbDkZVjyMUjDUgbDkg8YrrwMyrCUwbDkA4YrL4MyLGVgPobLsJSD+Rgew1QGw5KXgeUjMnOytylJkiRJkiRJmmT2DJYkSZIkSZKkEWBjsCRJkiRJkiSNABuDJUmSJEmSJGkE2BgsSZIkSZIkSSPAxmBJkiRJkiRJGgE2BkuSJEmSJEnSCLAxWJIkSZIkSZJGgI3BkiRJkiRJkjQCbAyWJEmSJEmSpBFgY7AkSZIkSZIkjQAbgyVJkiRJkiRpBNgYLEmSJEmSJEmjIDN9LIcHcCTwD2BuY9p6wC+AS+vzunX6A4AfAXOA84F9G+s8FPg5cCFwATCzTj8auBw4pz6269r+44B7gT3r+10ay54DLABeUOcF8DHgkrqdty4tX3X+OsBVwOF9yuFo4PVd014A/LS+vrU+TwMOA+YC5wF/AjafQLm/uOb1PmDHrnmPAU6v888DVqvTZwMXN8pmoxU1LhrzP9cp2/p+M+AU4Ny6v5s25n2ilvtcYK/G9N2As2uZ/BbYsk7fv5ZfZ/oj6/T1gdOAW/vFxIDi4iN138+p5fagOv3djeM+l/KZWa/Om9/YzzOXV0xMZnzQo94AXl7L51zg98C2jbTeXtOfCxzLos/NbxrpXA18v2tfuuugzYCz6vLnA/svz/iox2+D8ZR1nb4dcEbnuAOPr9O3odQfdwLvmiLx0Kvu7xcP82n5XACfBC6q65wIzGik1Tz33NeIux1qWvPqcYwe5bAPcGzXtA2A64BVKXXajnX6a2qa59a4eP4Eyr31WANbd+3LzcABdd5BlPNhZ96zp1hMRD1G82rZbt/4vHTOq+ey+DlkXGnVea3no5ZyOAj4eMtn98Luzz/wgUb+zgGeMIFyfyrlfHgPtU6r0/tdWx1Nn+u0FSwuWvcFmAXc1Jh+YCOtt9XjeD71c1Knt16nAasAR1E+v3OAWS37+UO66uwB1xXPb8TVmcCTjYve5dJIb4nvD8BedZ3zgUO6jul1jW3stwLUF++o5XQu5dp7M+Oi/7VFnb8S8Gfgx41pvdJqvX4HHkL5LnJhze/bhqi+GNpri0HGRWO9xb431Gn3Npb/YWP6V+u2zwW+C6zVr75gkr+DjLPce50T+10/t9aXUyUm6P89pNe1xUH0+KzQuw1oFeBLlOvUi4AX9SiHWcDpXdOmA9cCm9T96HzffQ6lHptT9/X1YynrrrSfFqCaWwAAIABJREFUXuP1vPq8a2Nea56B/23s+yXAjWPa1vIKnlF/UL44bN/14TkEeG99/V7gE/X1+xuvNwT+BaxS388Gnl5frwWsUV8vDLqWba8EnAr8tG2Z+iH+VyOtfYGvAdPq+42Wlq867bPAt+jfGPxM4LSuaccBr6yvOxXqSymVeScPm1Irl3GW+yMoJ9XZLF6hTqdUKNvW9+sDKzXKeMfxbmsY46K+3xH4Oos3Bh8PvLq+3hX4en39H5SKfDrw/9m773A7qnr/4+9PCCSQEEKXHoo0pYhIuyhRLGADFAUbghXFgl68XC5XjVe5ygUVFRH9CQQLqICICCiCRIoUaQmhhZIIgYh0CD3w/f2x1s6ZM5nZp+ScMzvZn9fznOfsPXXN2t+9Zs2aNWuPI1XaJ+R5s4At8utPA1Pz6wmF7b4T+GN+PQ7YldRY3Fdj8EjHRTHNnwNOrFjmHcBfCu/n0KYxcUmMD2rKDWAXek7mewJX59frkE7Sy+f3vwEOrFj/LOCAwvtFyiDSyWtMIU1zyI3ywxEffX1+VXmdp18I7JlfvxWYll+vQaqoHsXINQYPdzzUlf2V8dAuX4E3A6Pz66NbaSktsxVwd+H9NcDOpMbBC1r5XrHeBOAhepdzBwMnFY5v+/z53wWsVDjWwVTM+/ysc4z/k56L/CkjERcNxsRb82ckYCd6yohNgZfn12sD8+i5ETDQbdWejyryYbNiLOVp3wK+XIzTHF9X0lP2rEZNudNHvk8iXUz8jPq6V7luNbVu2SUwLiqPhXSB9IeK6a8kXaytkD/PiwpxUldPOwQ4pfAdvK4VO3nau0h1znaNwSNdVown38TK8XGb46LvfKF0/UCqk98DrJ7fnwrsnl8fSEWdks4uL15fyKNPAb92XLSvW+RpX8xxUW4MbpsvFOrvpIaZ1s3KFUnXMlvWrOe6RQfEReG4F2m7oHAtW/7sCq+/U0jjgVSXFyN6DTLAfK88J5aWWVh/pk15ubTEBPXXpe3qFpXfFdq3AX0N+EZ+PYqa68Y8714Kne+APYCLi8cBLEvqILVunj4G2GwQ+f4qejquvRK4rzCvzzQDnwVO7s++PEzEMImIS0lfgqK9SF9Y8v+9W4sDK0oS6QvyCLBA0paki+s/523Oj4in+7H7z5IaZ/5VM39f4ILCtj4F/E9EvJT301qvMl0Akl4NrElqOGnnImBzSWvl9VYA3gj8rrTcWsC8QhrmRsSjeZ35kr4t6XpJF0tavW5nEXFrRNxeMevNwIyImJ6XezgiXuwj7UNuuONC0jKkHnr/UdrHlqTeCZDumO9VmP7XiFgQEU+R7mLtUdj/hPx6JVLhRkQ8UdjuuLwcEfFURFxO6unQl5GOi8o0l7yP1PO1MU2VGxHxt1a+knrFrluYPRpYXtJo0sn3/uK6klYk3WAofnaLlEER8XxEPJffjqH9MEWLHR99qclrqI/7f0XE34EX+rP9oTAC8VBZ9vcRD3VpvTAiFvSxzsLvWP5sJ0TElZFqLj8rHEt5208Al5Iu+Fr2Z9Hv6xrAk6SnE1rHOjvvb5qk4yT9TdJMSTu0OZb+fNa7A3dFxD/aLDPkmoqJvI+fRXIVMFHSWhExKyLuyMveT/rOrz6YbdH+fFTOh9uBxyTtWJj8XtIFW9FawEOtsiciHsrpRNIcSUdLuib/bVK1r7zenIiYQeqZU6dctxoxDdc5q2wBXBURT+dy4a/APnm7dfW0hfWUHCuPkRpikDSe1FD0jXY7baCsmJ/LL6ivW3RdXLTLl5rrh42AWRHxYH5/EfDuPg6vk8uLSwp5VHc+7Ma4qK1bSFqX1MD/00Ec0sK6RUTMi4jr8+snST0R16lJj+sWBQ2fR/pquyin9QmAvP/lqS57i8uP6DXIELVdFBWvUQdTXg5KB5YVtXWLNtq1AX0E+Gae/lJEPFSTnpdIHev2K0yuKitWJF03P5zXe6712UqaKulESZdJmiXp7W2O/4bWuYfUm3mspDEDSHO/2zTcGDyy1oyIeZBOVqSTC8DxpOC+n9Qd/PM56DYlVV5+K+kGScfkxr6WoyTNkPTdVoBIWof0pTixTTrKwbsxsJ+kayVdIOnl7dIlaRTwbdIjOm3lL9tvSZUuSD1JL8kn6KLfAO+QdGMuPF9VmDcOuD4itiN96b/a134rbAqEpD/lgrncWHpK3veXcyE2koYyLj5DeoxmXmkf0+k5UexDKqxXzdP3lLSCpNVIvRnWy8t9DDhf0lzgQ6ReFABIOkTSXaS7g58b6AE3EReSjpJ0L+nRk6+U5q1Auog4q5hM4EJJ10n6xMCOcEgNe7lR8lFSrz0i4j7gWNId6HnA4xFRvgG0D+nOaKtiVlsGSVpP0gzS3dWjCye6XoYoPgbrUOCYHCvHAkcMwTaH0lDGQ13ZX7QwHrL+fC8+UlqnZT96zj3rAHML8+ZSc8GWnU46dyFp7Xxcl5SWmU56ZGu2pFMkvaM0f1xE7EJ60uHkNvvqj6pK4Gfyd+tkSSsv5vYHYiRiYh3S97Zlkc8rXwQvR+pBNZhttTsfVSnGxE7Aw5EbpgsuBNbLFe8TJO1Wmv9EROyQ8+q4Nvvqj6qY6Ku8HU4jde7YWdL0/Bm/Ik+bCbxO0qr5/PpW2n+WkD7/vSSNlrQhaRiZ1jpfJ9U7+9OoMKJlhaR9JN0GnEcq+8q6Mi6q8qXN9cOdpMaXSUo3nvemd7y8O+/jTEmt6UtKeVE+h7Z0ZVwUlPPlOFJHlqobbrXbqqm/t+ZNIvWwu7rNcbtu0V7TbRdjcx3iKkm9OgxIOoXUi3pz0vCILVXlxUhfgwxF20VRsf7cV3k53JosK/qqW1R9VyrbgCRNzPO/nqefIWnNNsddLCvG5H33Knci4hHScFb/kHS6pA/k817LJGA30o2vEyWNbbO/lncDN0TEc/1Js6QNgA1JPe37FsPQpdx/C7toT6J3t/rHSvMfzf/3JY3zIWAT0mPZE/L0x0l3gEaTAu6jeZ218vJjSHdlvpKnnwHslF9PpdT1Pq/3ILBsYdp84N/z63cBl/WRrs8A/5GXOZC+hwTYlTzOCumu2ruK+y68HkN6FOAY0t2k1iNiL9Lz+PFGwI39yPtp9H788LCc/tVIvRuvLGx/nfx/RVJF8IC+tt+JcUF6RPfyQl4V83Zt0ontBtLjeXPpedzpSNL4Mn8GfkkeXysvv2N+/SXgpxXH8n7g1NK0PmOiqbjIyx4BfK00bT/g3NK01uMZa5Aqgq8bzrgY7vjI61SWG4Vtv57Ui2LV/H5l0slkddKjL78DPlha5wIKYyzRRxlUiMdrSBWK4YqPOfQxzEc5r/O079Mz/tJ7gYtK86cwQo/sjUA8VJb9dfHQn+8FqTw5m9L4v8COwE2F968p5i3wWkrfwdL6y5POXRNIDfbfL8ybRs+4fgJ2IH3P7wSmFJYpjrl1D3k4gzb7rPysSQ2eDxXjl9TTbRnSTfaj6OfjWUtKTJAadHYt7ONi4NWF92uRxt7fqTBtwNui5nxUkw/rkS7qRpEaEr5YmDeHnjFAlyENZ/A10oXjgYVlNsqvlyU1DvWV91OpLtOq6lZty9slLC7q6pwT6Bmr8a3AHYX9fZQ0zvKlpIv875bSM41Fh/NqjXl3Dulx4b1IY7ueW3WMNfkw4mVFXu51LHq+6Mq4qMsX2lw/kHpnXk2qn38bODtPX5Wex7sPpvdwXp1eXnyQ1KttjOOi17bLdc23Ayfk15PpPUxEX9tapP6ep48nDTXzrj7ywXWLhuOCNtcN9NQ5NyJ9BzcupWcZ4ATy+LS0KS+K22T4r0EWu+2iML1X/TlPqywvl5aYKGy76jqksm5BzXeFmjag/D7oueb7InkYzTZ5cQdpSI+96T2GdTlutyL95s4N9AyzORX4SGGZS+ljbHjgFaQOFhvn932mGTgc+EG/P9/hChz/VX55bgfWyq/XAm7Pr88DXltY7i+kE85O5PEq8/QPAT+s2M9k8okzB/uc/Def9LjF3oVlPw/8pLT+bfT+8ZjH+0jXL0knuzmkk9YTwLfa5IPystvk9IwtzKsbC+iwViCzaIF6Qz/yfhq9LzL2b30Z8/svA1+qWO9A+tGQ2YlxQbrL9M/C5/8ScGfF/scDc2vSdhrpgm510mNKrenrA7dULD+qFS8DzcMm4iIvuwGLNgCeDby/zTpTGLkxu4YlPir2M5neFe6tSSecTQvT3kMeOy2/P4BcYc/vVyU9ClP87NqWQYXlTqHNOHBDEB9zGFxj8OP0jHUoUk+gRmJhuOOBmrK/Lh76+l4AHyZVslaoWPa7wH8V3q9FYRxJ0iNNP+4jL36e93EVsHNh+jSqK9DbkyvQeZnXF+bdQ74h1t/jK0zfC7hwIHG1pMcE8GPgfTX7nECqmL+nlM4Bb6u0/mn08WM5pB+yfD2pkaf4w6hzqB5HbV96Ghbn0PODk8uSHg/vK++nUt0YvEjdqjR/MhVj6y4pcdHfY2mT7/8LfLo0bRptfq+B9KMxW5KGG7k/b3su8HwxnTXrjmhZUVh2dvH4HRe984V+Xj8An6DiR5FIF/qP1+yjo8oL0mPlt1Lxo9TdHBdU1zW/SfpuzyFdxzwN/KI/+UJF/T1/Pn+i0ODfR164btFgXND/64apVJ9/d6v6vtC+vDilaluF+Y23XRSm96o/V8yvLC+X5JjI7/tzHbJI3aKcZmragPJn/BQ9Yz6vB9zcR158ndTL+1f0rsfWxeZqwJOFZYo/qncppR/RLK27LmnM838rxWXbNJMaoHfp7+frYSJG1u9JJxvy/3Py63tIdyjIXb03A+4m/SrlyuoZZ+YNpF8lbI232BorZ29St3kiYsOImBQRk0iDmn86Iopj3FSNIfK7vG1IBeqsdumKiA9ExPp5H4eRxv77z7qDjhSZvyHd8Tk/IhYZU1bSdvnxnNZjZFsDrfGSRpEqZJB6ol5et682/gRsnR8nG52P85b8OOJqeb/Lku5OzxzE9hfHkMRFRJwXES8rfP5PR8Qmef3VCo8pHEF+jEnSMkrDRSBpa1K+Xwg8CqwkadO8zptIlVrU+1Hyt5Hukg3YSMZFKc3vJDVStOatRIqHcwrTximNhYukcaTxhkY6LlqGvdyQtD6pJ/iHIqL1/W/tY6f8vVHe362F+e8hnbgXfnZ1ZZCkdSUtn/e3MvBvpApFpSGIj8G6nxQPkPJuUPE9jIYsHqgp++viod33QtIepLvR74zSWGD5s3kPhfEZIz1a9qSknXJsHVA4ljqnk+6Cr0m6aOtF0tqStitM2pbe8bBfXm5X0gXC433sr84i59HWdyvbh5EtL4Y9JvI+DlCyEyn/5klajnQx/rOIOKOUroFuq+581M7ppAuluyJibnmmpM1K5X9lTOT/V/axr3ZqY6Jc3o6gkTh3vCxPaw0TMoo8Vp6kNfL/9Uk9w9uOX5fPM+Py6zcBCyLiloj4UUSsnc8pu5LGSpzcx7GPSFkhaZPC8W9H6tn3cGGRbo2Lynxpd/1QiJeVSY/b/7S4j+yd9NRFO7a8UHpc/Mek82HVGKjdGheVdYuIOCIi1s1xsT+pN+cH220rT6uqvws4Cbg1Ir7Tz2N33aJeY20XklZWz1ASq5GuG27JdYdNCtt6B/m6rk15MdLXIEPRdlFZf87TK8vLEdLkdWlt3aLNd6WyDSh/xueSGqHJab+F9k4nPfHxhpwPvUgaL2lyYVK5rHiPpFGSNibdJKiMQaXhIM4DjoiIK1rT+0qzpM1IT/X2vz7b31Zj/w3sLwfLPNIg8XNJXdpXJT0OeUf+v0pedm1SBeYmUuB+sLCdN5F+AfEm0h2F1q8y/qWw/C/Ij+mV0jCV3l3WJwH3Ufh15jy9FXA35eDZpq90FdY9kP71An0VqVv7HqXprV/k3IP0OM/M/Hcy+S4c6S7h1/P8v5B/PbNmP/vk/H6ONL7TnwrzPkgahHsm+Q4aaUyf63Ie30waQmGZJTUuqvI2v943b38W6YTReoRmLKkQuYVUAdq2sM4+efvTSXcrW4/HfS/n1Y2kcbVeUVhnDukxmfn5+Cp/wbeBuDgrrz+DVIiuU4rhX5WW3ygf9/R8rEcuzeVGjolH82d6I3BtYVtfI1WyZpJ6T4wpzJtW/uxKxzOVXAYV0jQ9///EMJcbc2jTM7gqr/P0XfM2p5MewWo9vv6yvNwTpB82mkvNL5cvQfFQV/ZXxgNtvhekxybvLaxzYmHeZNIPPpSPb/uc1rtIY42pj/wYTXqc81ul6dPytjYgxfht9Dw6vHFhmW+SehvOBHZos5/az5r0iNnDlHr+kL4bN+V8/j0VPV2X8JgQ6QmUu/K81qOzH8xpubHwt+0gt1V7PmqTH6vn/R9cmj6H1CPj1fkzvyUf72/peRx8DqmHx9Wki5VN2uznNTm/n8qf/82FeZOorlv1WU9bguKi7tzxGVJZMD1/ZrsUtnVZzvfpFH7pnJp6Ws7H20kX7xcBG1Qc5yT60TOOkSsrDqenPnQlvYc/6ea4qM2XwjYPpPcwEafT8/3fvzD9m4UYuwTYfAkoLy4ixXarTCw+TtzNcVFb1yxsczK9ewfW5gvV9fddSfXGGYX99NVjvOvrFk3GRSkNU+m5btiFnuvQm+ipp48Crihs65eFfKwrL0b6GmSo2i4mU11/riwvl5aYoP11aV3dova7QkUbUJ6+AamH7ox8LOv3I0+ms2i5M5XU1rIiaYir23O6r6CnjjuVdDPyMlJ7zNvb7OO/SfXNYt16jb7STHrqoPZp/aq/1qOwZh1L0vyIGN90OqyzOC7MrL8kTSM9lnlt02mxziBpDqmSXvnr0dadXFZYFZcXVsXlhVXxNaqVSZpKutF1ZtNpKfIwEWZmZmZmZmZmZmZdwD2DbchIupr0a5BFH4qIm4ZhXz8kjfdT9L2IOGWo92WLx3Fh7QxnfOTxBC+umLV7RDxcMd0aNpLfYUkHkX7Ip+iKiDhkqPdlgyfpbGDD0uTDI+JPw7CvI0nj8xWdERFHDfW+bPG4rLAqLi+sissLq+JrVCsbyXJd0luAo0uTZ0fEPkO9r9o0uDHYzMzMzMzMzMzMbOnnYSLMzMzMzMzMzMzMusDophPQTZ5dgLthd6ixo1FT+37q+ea75z/+9AtNJ2GhVcYv13QSFmoqLlxWdK4mywrHRedyXHSOl5o/pS60wrJqLC4uv+PRjsiI++Y/3XQSANhrq3WaTsJCLi86x+wHn2o6CQttsdY4x4UtwtciVtbkOeTB+Qs6Ii5WHOtmzLLBxIV7BpuZmZmZmZmZmZl1ATcGm5mZmZmZmZmZmXUBNwabmZmZmZmZmZmZdQE3BpuZmZmZmZmZmZl1ATcGm5mZmZmZmZmZmXUBNwb3g6TJkkLSak2nxczMzMzMzMzMzGwwlsrGYEnTJB3fdDrMzMzMzMzMzMzMOsVS2RhsZmZmZmZmZmZmZr0tdY3BkqYCuwGH5KEdQtLGkk6SNFvSM5LukPQfkkYV1ttK0sWSnpD0pKTpkl5fs48xks6WdL2kNUbo0MzMzMzMzMzMzMwGbXTTCRgGnwc2BW4D/itPexS4D3gv8CCwA/AT4GHgpLzMacD0PG8BsBXwbHnjkiYA55Aa0idHxBPDdSBmZmZmZmZmZmZmQ2WpawyOiMclPQ88HRH/LMz6SuH1HEnbAe+jpzF4A+DYiLgtv7+zYvOrA78gNyxHxCKNxWZmZmZmZmZmZmadaKlrDK4j6WDgY6RG3+WBZYF/FBb5DvBTSR8GLgbOKjQMt1wIXA+8OyIWtNnXRGBiefq8Bx9l4sRFJluXqIuLuQ884rjoUi4rrIrjwqo4LqxKXVycf+1sVpywUgMpsk7g8sKqOC6szDFhVeri4o57H2Qlx8VSY6kbM7iKpP2A44CpwFuAbYETgOVay0TEFGBL4HfALsAMSR8pbeoPwK6kISTaORSYXf47/vvHLeaR2BKuMi5++APHRRdzWWFVHBdWxXFhVSrj4oypP2o0UdY4lxdWxXFhZY4Jq1IZFz8+4fuNJsqGliKi6TQMOUkXAndFxKfy+x8AW0fEboVlfp+nTarZxo+AbSJiF0mTgUtIw0R8ATgY2D0ibqxZt+4O22zfYetMY0ej4d5Hm57BjcfF40+/0Oj+i1YZv1zfC42Q4Y4LlxVLnibLCsdF53JcdI6XOqheu8Kyaiwuzr929uxO6Bl83/ynm04CAHtttU7TSVjI5UXnmP3gU00nYaEt1hrnuLBF+FrEypo8h9xx74OzO6Fn8Ipju2aAg34bTFwsrbk4B9hB0iRgPmn83wMl7Zlf7w/sRvphOSQtDxwLnJHXXZPUA/jq8oYj4khJAi6StHtETK9Y5jHgsfL0Z2sHlrBuUBcXTz3fOReuNrJcVlgVx4VVcVxYlbq4uPyORxtIjXUKlxdWxXFhZY4Jq1IXFw/Od2AsTZbWYSKOBZ4HbgEeBC4AfgOcBvwdmAR8u7D8i8DKwKnA7cDZwJXAF6s2HhH/Bfw/4GJJ2wzLEZiZmZmZmZmZmZkNoaVymIhO9ewCnNkdaiQet6jz1PPNfwk9TES1puLCZUXnarKscFx0LsdF5+i2YSLqXH7Hox2RER4mYlEuLzpHtw0TUcdx0bl8LWJlTZ5DHpy/oCPiwsNELGowcbG09gw2MzMzMzMzMzMzswI3BpuZmZmZmZmZmZl1ATcGm5mZmZmZmZmZmXUBNwabmZmZmZmZmZmZdQE3BpuZmZmZmZmZmZl1ATcGm5mZmZmZmZmZmXUBNwabmZmZmZmZmZmZdQE3BpuZmZmZmZmZmZl1gdFNJ8Cs2/199qNNJ4GdNl6l6SQsdPv9TzadhIW2WX/FppNg2XMvvNR0EgAYO9r3UM062Sip6SR0hO03XLnpJACw6TPjm06CWa0NVx/XdBLMzJYYK47tjObDGfc83nQSANh6/ZWaTsJi8VWtmZmZmZmZmZmZWRdwY7CZmZmZmZmZmZlZF3BjsJmZmZmZmZmZmVkXcGOwmZmZmZmZmZmZWRdwY7CZmZmZmZmZmZlZF+izMVjSNEnHD3YHkiZLCkmrDXYb/dzPgZLmD+c+CvuaImnmSOzLzMzMzMzMzMzMbCgsTT2Dfw1s1HQizMzMzMzMzMzMzDrR6KYTMFQi4hngmcXZhqTlIuL5IUqSmZmZmZmZmZmZWcfob8/g0ZK+J+nR/HeMpFGQGlAlHS1prqSnJP1d0lsqtrGNpKslPS3pWknbtWZIWlXS6Xkbz0i6WdJBhfmflPSApF6N15JOk3ROfr3IMBF5vTslPZ//f7w0PyQdIum3kp4C/lfSMpJOkjQ7p+UOSf/ROl4zMzMzMzMzMzOzJVF/Gzg/kJfdGfgk8Ang0DzvFGA34P3AVsCpwLmStilt45vAfwLbAQ8Dv5SkPG8scD3wduAVwPeAH0vaPc//DTAReGNrY5LGAXsBv6hKsKR9gOOB44BX5m2eIOkdpUW/Cpyf0/7DfJz3Ae8FtgCOBP4LOAgzMzMzMzMzMzOzJVR/h4mYB3wuIgK4TdKmwBdzr9z3AZMi4p687PGS3khqNP50YRtfjohLACT9D3A5sA4wNyLuA44pLPsTSW/I2744Ih6VdD6pUfqPeZl9gAXAuTVpPgz4eUS0fvxulqRXA4eX1vl1RPy0tO5XCq/n5F7M7wNOqtlXL5Imkhqve5n34KNMnLjIZOsSdXFx7jV3M37CSg2kyJrmssKqOC6siuPCqjgurIrjwqo4LqzMMWFVHBfdob89g6/KDcEtV5IacncFBNwiaX7rD3gbsHFpGzMKr+/P/9cAyEMzHClphqSH8zbeBaxfWOcXwN6SVsjvPwCcGRHP1qR5C+CK0rTLgS1L064tryjp4DyUxYM5LV8opaUvhwKzy3/Hf/+4AWzClkKVcXHmqSc2mihrlMsKq+K4sCqOC6viuLAqjgur4riwMseEVXFcdAH1buOtWECaBtwTEQcUpu0OXAQcSBom4hXAC6VVn4mI+yRNBi4BVo+Ih/L6k0gB9ZqIuFbS4aQeu58HbgLmA/8LrBERk/M6Y4B/knobX0wayuHNhd7GBwLHR8T4/P4R4LCIOLmQ7o8BR0fEqvl9AO+JiDMLy+xHGuriMOBvwBPAIcA+ETEpLzMF2DciXlmTZ3V3Umb7TkpnGjsa9b3U4mnTM3h20z2Dd9p4lUb3X3T7/U82nYSFtll/xWGNC5cV/ffcCy81nQQAVlp+VGNlheOiczV5DnFcdC7HBTzxTPnyoBkTll+26SQs5LiwKo4LqzLcceGYWPK4rIAZ9zzedBIA2Hr9znm6ezBx0d9hInaUpELv4J1IvXuvJPUMflmrUXaQdgXOjYifA+SxhDcFHmstEBHPSTqT1CN4NVLD8F/bbPPWvN2TC9N2BW7pR1quLgwvgaRyL+e2IuKxYtpbnl0wkK3Y0qYuLqbd/kgDqbFO4LLCqjgurIrjwqo4LqyK48KqOC6szDFhVRwX3aG/jcFrA8dJOoH0Q2tfAr4REbMk/RKYKunfST8CtwowGbg7In7bz+3PAvaTtCvwEPBZYEPghtJyvyD1SN4QOC0i2nUVOwY4Q9J1wIXAHqSG5Hf1Iy0HStoTuBPYn/QDeY/281jMzMzMzMzMzMzMOk5/G4N/CSwDXA0E6YfUvpvnHQQcCfwfsC7wCHANaWiI/voGqYH3AuAZYGreZ3l830tJw0NsSWqkrRURv5P0WdJwD8cB/wA+HRF1PzjX8mNgW+A0Uq/ns4BvAx/p/+GYmZmZmZmZmZmZdZY+xwy2ofPsApzZHWokxt6pM+32RxqPC48ZXG24xwyu47JiUd00ZnAdx0XnavIc4rjoXI4LjxlcxXFhVRwXVqWpuHBMdC6XFR4zuMpg4mLUcCTEzMzMzMzMzMzMzDqLG4PNzMzMzMzMzMzMuoAbg83MzMzMzMzMzMy6gBuDzczMzMzMzMzMzLqAG4PNzMzMzMzMzMzMuoAbg83MzMzMzMzMzMy6gBuDzcy5FcjRAAAgAElEQVTMzMzMzMzMzLqAG4PNzMzMzMzMzMzMusDophNg1u3WX2WFppPQUTZbe8Wmk2Ad6P7Hnmk6CQCstPy4ppNg1pEemf9800kAYJXxyzWdBCuYsPyyTSfBzMzMliJbr79S00lYKrhnsJmZmZmZmZmZmVkXcGOwmZmZmZmZmZmZWRdwY7CZmZmZmZmZmZlZF3BjsJmZmZmZmZmZmVkX6JjGYElTJM0com1Nk3T8UGzLzMzMzMzMzMzMbGkwuukEFBwL/GCItvUu4IUh2paZmZmZmZmZmZnZEq9jGoMjYj4wf4i29chQbMfMzMzMzMzMzMxsaTGoYSIkjZF0nKQHJD0r6SpJu+Z5kyWFpD0lXSfpGUmXSVpX0m6SpkuaL+kPklYtbLPXMBGStpJ0saQnJD2Z13t9nrespO9Lul/Sc5LulfStwrq9homQtLKkUyU9mtNzkaRXFOYfmNO0u6SZkp6SdImkDQvLrCfpHEmPSHpa0m2S9h9M/pmZmZmZmZmZmZmNtMH2DP4/4L3AR4C7gS8Cf5T08sIyXwMOBR4HTgN+DTwLfAJ4ETgDmAJ8tmYfpwHTgR2ABcBWeX2AzwH7APsDc4B1gc3apHdqnr8X8ChwVE7vphHxTF5mDHBEPqZngVOBE4G35PknAGOB1wNP9LE/MzMzMzMzMzMzs44y4MZgSeOATwEfi4jz8rSDgTcAhwAX5UW/HBGX5fknksYDfnVEXJ+nnQrs22ZXGwDHRsRt+f2dpXmzgMsiIoB7gL/VpPflwDuB3SLi0jztQ3mdDwA/zYuOBg6JiNvzMscCp0gaFREv5X2eFRHT8/Kz26TdzMzMzMzMzMzMrKMMpmfwxsCywBWtCRHxoqQrgS3paQyeUVjngfz/ptK0Ndrs5zvATyV9GLiY1BDbahieCvwZmCXpQuB84ILcaFu2BfAScGUhvY9Luimnt+W5VkNwdn8+zonAI8D3gBMl7ZHTc3ZEXFeVcEkT83q9zHvwUSZOXGSydYm6uLjhjnlMWMlx0Y1cVlgVx4VVcVxYFceFVXFcWBXHhZU5JqyK46I7DGbMYOX/UTGvOO2F8vSIKE+r3X9ETCE11v4O2AWYIekjed71wCTgv/I2TgX+LKlqe6qYVpXeBTXzRuV9ngRsCJwCbAr8TdKUmu0eSuo53Ovv+O8f1yYp1gUq4+KUHx/fdiVbqrmssCqOC6viuLAqjgur4riwKo4LK3NMWBXHRRdQGmVhACukYSIeAT4eET/L05YhDdtwGqnX7CXA6hHxUJ6/L3BGRKiwnYOBb0TEavn9FGDfiHhlzX5/BGwTEbtUzNsRuArYLCJmSZoGzIyIz+RhImbRe5iICcC9wBcj4iRJBwLHR8T4wjYnl4+jtM/Dgc9HxNoV8+rupMz2nZTONHZ025sGQ6JNz+DZTfcMXnvlsY3uv1MNd1y4rOi/2Q8+1XQSANhirXGNlRWOi87V5DmkU+LikfnPN50EAFYZv1zTSVjIcWFVHBdWxXFhVXwtYmUuK6zKYOJiwMNERMRTuWH2W5IeIt0l+AKwJulH1hb7h9UkLQ8cS/qRuTl527sCV+f5XwTmATeSeiC/n/SjbnMr0nuHpHOAH0v6BPAY6QfkniA1Xvc3Td8DLiA1LE8A9gBuqVo2Ih7L++nl2XLfY+sqdXFx94PPVixt3cBlhVVxXFgVx4VVcVxYFceFVXFcWJljwqo4LrrDYMYMBjg8/z+FdMfgBmCPiJgnabEbg4EXgZVJwz+8DHgY+ANwWJ7/JPAl4OWk4RxuAPaMiKdrtncQcBzwe2AsabzjPSLimQGkaRTpR/DWy/u/GPj3AaxvZmZmZmZmZmZm1pgBDxNhg/fsgspxlq0DjMTjFnXufvDZxuPCw0RUayouXFYsqpuGiajjuOhcTZ5DOiUuPEzEohwXVsVxYVUcF1bF1yJW5rLCqgwmLgbzA3JmZmZmZmZmZmZmtoRxY7CZmZmZmZmZmZlZF3BjsJmZmZmZmZmZmVkXcGOwmZmZmZmZmZmZWRdwY7CZmZmZmZmZmZlZF3BjsJmZmZmZmZmZmVkXcGOwmZmZmZmZmZmZWRdwY7CZmZmZmZmZmZlZFxjddAKse638ms80nYSFnrnh+Mb2fcyldze275bv7rVl00lYaNMv/L7pJCx0zw/e2XQSLHvzNy5qOgkA3PvDvZpOgmU+h3SWVcYv13QSANjiS+c1nYSFZn/3bU0noXG33f9k00kAYOcPH9d0EhZ65pIvN50Ey3b6xsVNJ2GhG6fs3nQSLHP9wqp0Slw4JjpHp8QEDC4u3DPYzMzMzMzMzMzMrAu4MdjMzMzMzMzMzMysC7gx2MzMzMzMzMzMzKwLuDHYzMzMzMzMzMzMrAu4MdjMzMzMzMzMzMysCwxpY7CkkLRv3fuK5SflZbYfynSYmZmZmZmZmZmZWW+jG97/vcBawEMNp8PMzMzMzMzMzMxsqdZoY3BEvAj8s8k0mJmZmZmZmZmZmXWDAQ0TIWkPSZdJelTSI5L+JGmLwe68PEyEpMn5/Z6SrpP0TN7fupJ2kzRd0nxJf5C0amE7r5F0oaSHJD0h6XJJO5f2tamkv0p6VtLtkt6at3VgYZl1JP0qH9+jks6T9PLC/PUknZOP/WlJt0naf7DHb2ZmZmZmZmZmZjZSBjpm8DjgOGAHYDLwOHCupOWGOF1fAw4FdgRWBn4NfAX4RN7vK4ApheVXBH4OvDan7UbgfEmrAUgaBZwNLAB2Ag4EvgqMaW1A0grAJcCzwG7AzsA84KI8D+AEYAXg9TkNhwKPDd1hm5mZmZmZmZmZmQ2PAQ0TERFnFd9LOgh4gtQAe/kQpuvLEXFZ3seJwA+AV0fE9XnaqcDCH6aLiL+U0vVZ4N3AHsAvgDcBmwFvjoj78jJfAK4orLY/IOCgiIi8zCeBfwFvB34DbACcFRHT8zqzqxIvaSIwsTx93oOPMnHiIpOtS9TFxUGnXsmYcRMaSJE1zWWFVXFcWBXHhVVxXFgVx4VVcVxYmWPCqjguusNAh4nYWNJpku6S9ATwQN7G+v1Y94I8LMN8STf3sfiMwusH8v+bStPWKGx7DUk/ljRL0uPAk3l+K12bA/e3GoKzvwMvFd6/GtgQeLKVTlLP55WBjfMy3wP+W9KVkr4h6dU16T+U1FDc6+/47x/Xx2HbUq4yLmb84eeNJsoa5bLCqjgurIrjwqo4LqyK48KqOC6szDFhVRwXXWCgPyB3LnAf8Mn8fwFwC9CfYSI+BiyfX7/Qx7LF+QEQEeVpxYbsU4E1gS8Ac4DngIsL6VJrO22MIg0vUTUG8CM5DSdJ+hPwVuCNwN8kfTMippSWPw6YWt7IZz53aGVPYusalXGx9ds/5LjoXi4rrIrjwqo4LqyK48KqOC6siuPCyhwTVsVx0QX63Ricf7BtC+CQiLgkT9uuv9so9codarsCn4uI83K61gTWKsy/FVhH0toRcX+etj29G5SvB94HPBQRteMAR8Rc4CfATyQdDnye3uMXk9dfZBvPLhjgUdlSpS4uPnXWLQ2kxjqBywqr4riwKo4Lq+K4sCqOC6viuLAyx4RVcVx0h4EME/Eo8BDwcUmbSNoNOJHUO7hps4APStpS0muAXwHPF+b/GbgdOFXSNpJ2Ar5DSnurx/AvScNPnCNpN0kbSnqdpG9LejmApO9J2kPSRpK2JY1J7JY8MzMzMzMzMzMz63j9bgyOiJeA/YCtgZnAD4Evk4ZkaNpHgPHAdaSG4JNJw0UAC9O+DzAGuIY0rMRRpIbgZ/MyTwOvA+4GzgBuy8utTGoIh5RfPyA1AP+Z1Hj84eE8MDMzMzMzMzMzM7OhMKAxgyPiL8ArS5PHF+artLxoIyLmkMbzbb2fVnyfp51ZMe1EUq/k1vvpwI6lzf+8tM4sUmMvAJK2AZYF7iws8wBwUJv0frbd8ZiZmZmZmZmZmZl1qoH+gNwSS9I+wFPAHcAk0jAR00ljBZuZmZmZmZmZmZkt1bqmMRhYETgaWI807MM04AsREe1WMjMzMzMzMzMzM1sadE1jcET8DPhZ0+kwMzMzMzMzMzMza0K/f0DOzMzMzMzMzMzMzJZcbgw2MzMzMzMzMzMz6wJuDDYzMzMzMzMzMzPrAm4MNjMzMzMzMzMzM+sCioim02D9JGkicChwXEQ81u3p6LS0NKVT8sDp6Cydkg9OR+fopDzolLR0Sjqa1El50Clp6ZR0NKlT8qBT0tFpaWlKp+RBp6Sj09LSlE7JA6ejs3RKPjgdnaOT8qBT0tJkOtwYvASRNAmYDWwYEXO6PR2dlpamdEoeOB2dpVPywenoHJ2UB52Slk5JR5M6KQ86JS2dko4mdUoedEo6Oi0tTemUPOiUdHRaWprSKXngdHSWTskHp6NzdFIedEpamkyHh4kwMzMzMzMzMzMz6wJuDDYzMzMzMzMzMzPrAm4MNjMzMzMzMzMzM+sCbgw2MzMzMzMzMzMz6wJuDF6yPAZ8Lf93OpJOSktTOiUPnI7O0in54HR0jk7Kg05JS6eko0mdlAedkpZOSUeTOiUPOiUd0FlpaUqn5EGnpAM6Ky1N6ZQ8cDo6S6fkg9PROTopDzolLY2lQxEx0vs0MzMzMzMzMzMzsxHmnsFmZmZmZmZmZmZmXcCNwWZmZmZmZmZmZmZdwI3BZmZmZmZmZmZmZl3AjcFmZmZmZmZmZmZmXcCNwWZmZmZmZmZmZmZdwI3BZmZmZmZmZmZmZl3AjcFmZmZmZmZmZmZmXcCNwWZmZmZmZmZmZmZdwI3BZmZmZmZmZmZmZl3AjcFmZmZmZmZmZmZmXcCNwWZmZmZmZmZmZmZdwI3BZmZmZmZmZmZmZl3AjcFmZmZmZmZmZmZm3SAi/DcMf8DJwL+AmYVpqwB/Bu7I/1fO01cCzgWmAzcDBxXWWR+4ELgVuAWYVNrPD4D5hfcbABcDM4BpwLqF6dcBN+Z9HFxYZ7+8/M3A/xWmHwzclNe5HNgyT/9Antb6ewnYtiYfpgKfLE3bGzg/v56f/48Cvg/MzPv8O7DhIPL96/lYbsz5tnae/qVCemcCLwKr5HlzCsd57ZIcFzm/ZxeOdds8fXPgSuA54LBSmvYAbgfuBP6zMP0NwPU5v04FRpfWe03Ox31L0ycA9wHHt8mHkY6L9+Q8fAnYvjC9NpZJ35/bC/PWWArjQjl/7yR9b7YrbOvonO8zgf0K0wUcBczK+/lcu7gAXl/K42eBvWvyYQrwzdK0bYFbC9/V1fLrI/Pxt77vOw4i3wdcxo1kXLSJjbp4fhOpnL8p/39DYd6r8/Q782euPra1KnAJMJ/Sd5mac0ae994cezcDp+VpAz7/VOTDZODK0rTRwAPAWqQYb8Xc24EbSN+RW8hlTY6vw9rs4xjgtpyes4GJ/YiHynwdqb+a+BiJsuMDOZ9mAH8DtilsayJwZs7LW4GdC/l/X2Fbb+1HrL0v5+8M4I/k739FPhwInF6athrwIDCG9L3dPk//SGGbM4G9BpHvlXUKYCxwTSGPv9ZgHDRWTgAr0vs78xBwXJ733cL0WcBjeXrtuaIuDivyYRIwFxhVmn4jsAOFMgDYCbg6z7sVmDKIfN+WVLdqnYuK58rLCum9H/hdnj4ZeLww7ytLYflQWbfo4zPenVTnbJ2PN2kXL+3SVZEPUxjZusXr8rEsoFBH7uP4K/OyG+Iiz/u/vP1b6V32tK0jAPsCQU/5vizpmuWmvK0j2uTDNOAtpWmHAieQypKZedoKwC/zNmfm+Bw/iHw/KefjDNI5cnw/YvzFwrzfD1dMNBwXg7lGrStfVybV32aQzsWvLKxTWTepyIcDGdn6ROXxA5vRu7x4Ajg0z5tCRX2qS2JikTTl6b8ubGcOcGOevhxwSv6cpgOT8/TaekpFPkxmMa9BBpjvOxTSNR3YZ7hiYtgKlG7/I1UEtit9ef6PXJAB/wkcnV//V+H16sAjwHL5/TTgTfn1eGCFwva2B35O78bgM4AP59dvAH6eXy8HjClsZw6wNqkifw+wep53KrB7fj2hsN13An+sOM6tgLvb5MNbgEtK034FfCi/bjX6vY9UQI/K79clFy4DzPdimj8HnFixzDuAvxTez6HmAnNJiwsKhVFpv2uQGumOoveJZhngLmCjHCPTgS1JjbD3Apvm5f4H+Ghpvb8A55f3B3wPOI32jcEjHRdbkArQaRQuZNvFcrtll6K4eCtwAamCvhNwdZ7+NtIJfjQwDriW/N0CDgJ+VvhM1ihsrzYu8vxVcnpXqMmHzSiVJ8C3gC/n13NIFbKdSZWEVpm2GvnGzwDzfcBl3EjGRZvYqIxn4FX03AB7JXBfYd41Od+UP/M9+9jWOGBXUoN5sZGn3Tnj5aQKUKtiuEb+P+DzT0U+tMqkSYVpewAXF2OcdCF4Pz03QscAm+XXU2jfGPxm8k0v0s2Qo/sRD5X52nB8jETZsUvhc96TXHYUPsePFT77VqN6Zf63ibXRpAr/aoXjmlKTDxNIFfliHelg4KTi95Z0DrkLWKlwrAO+wVja98I6RY6D1gX+sqTGxp0aioPGyomK9F0HvK5i+meBkyum9zpX1MVhzb6uBHYrvN8cuKscg6QGhm3y62XINwMHmO+bAi/Pr9cG5rXivbTcWcAB+fVk4A/DHRNt4qKxukUfn/EsYIv8+tPA1L7ipS5dFeuNdN1iErA1qa5UGbeLE+NLW1yQzidXkL6Hy+TPYDJ91BFIjTmXAlfR0zj3fuBX+fUK+bOdVJMPnwROKU27CngtvRuDjwC+U4qnMYPI92Kd8zsUGjfbxPj8ge5nCYyLAV2jVqxfLF+PAb6aX29OriMW4meRuknV58QI1ifqjr+0zDLAP4EN8vspdcsuzTFRl6aK9b9NvtEKHEL+nuftXkfphnGeV1lPyfMW+xpkgPm+Aj3XI2uR6sLlTnlDEhMeJmKYRMSlpC9B0V6kgoj8f+/W4sCKkkT6gjwCLJC0JemD/3Pe5vyIeBpA0jKkAu8/SvvYktQzGFJvjb3yus9HxHN5+hh6hgjZCJgVEQ/m9xcB787rPFHY7riczrL3AafXZENre5tLWiunewXgjcDvSsutBcyLiJfyvudGxKN5nfmSvi3pekkXS1q9bmdDlOZhM9xx0Wa//4qIvwMvlGbtANwZEXdHxPOkBtm9SBWw5yJiVl7uz+S4yD5LOvn+q7gxSa8G1iTd/WtnpOPi1oi4vY80dV1c5H38LJKrgIn5M9kS+GtELIiIp0gVsD3yOp8C/qfwmRRjoDIuCvYFLqhLV/6MHpO0Y2Hye0lxWbQW8FCrTIuIhyLifgBJcyQdLema/LdJ3cF3enkB1bFRF88RcUMrH0h35cdKGpM/0wkRcWWkGsPPyPHUZltPRcTlpJ5LRbXnDODjwA9b39FWbAzm/FORnpdINzv3K0zen0U/mxVJjYgP5/We68d3v7WPCyNiQX57FamiX7YwHtrl60hp8Jzyt9bnTCGvJE0gVdRPyss9HxGP9bGtulhT/huX0zyBVMmu2sYTpEaBdxQmV8XHGsCTpJ6srWOdndM+TdJxkv4maaakHdqlu2BhTOSydH6evmz+qypXhlQHlhMLSXo5Kd8vq5hdV762PVf04XTSZ99SFQfkNM0DiIgXI+KWnN4pkn4u6S+S7pD08bodRcSsiLgjv76fdO7rVReRtCKpc0a5fjPsOrBuUVT+jIP0HYfUw6zqu14sf/udrgbqFnMiYgapJ32dxYnxxdKBcRGkpyqWI9URliX1uOurjvB1UsNUsfwJ0jljNLA88Dyp91yVM4G3SxoDIGkS6abO5aXl1iL1uCMf6+0R8ZykSZJuk3SqpBmSzszXM5Vadc6cl8vTYXXOJegadaGK8nVhO0hE3AZMkrTmQOomI12faHP8RbuTbmr+o80yQ64DY6IuTQvl/b+Xns+rGBP/Ah4jNeYX12lXTxmSaxBJUyWdKOkySbMkvb3uGCLi6cL1yFiqy4ohiQk3Bo+sNSOiVfGcRwo6gONJvS7uJ3Vh/3wOuk1JlZffSrpB0jG5ERjgM6THReaV9jGdnhPlPqQv5aoAktaTNIN0Z+PoXMG5k9QoNymfOPcG1mttTNIhku4inWw/V3FM+9HmpBURLwK/JX0pIfW+uyQiniwt+hvgHZJuzA18ryrMGwdcHxHbAX8Fvlq3v5zmoyTdS3qM9SuleSuQGrXOKiYTuFDSdZI+0W7bw2Qo4wLgqFwp+W6rgtPGOqR4aJmbpz0ELCupVVjuS44LSeuQYuvE4oYkjSLdiftSXwfcRFz0Q1Usn5L3/eV8chlJIxEXdZ//dGBPSStIWo30aGOrXNgY2E/StZIuyCfQ2rgoqbsoL1p4IS9pJ+Dh1sV2wYXAevlkeoKk3Urzn4iIHUh5dVy7nQ2yjGsyLvrr3cAN+aJ2HdJn29L6nAej3TljU2BTSVdIukpS6wbCoM4/FYqxMYbUy6hYlhMRjwC/B/4h6XRJH8hl00B9hNSDqawYD0OZr0NppM8pH6UnrzYiPUp5St7WTyWNKyz7mbytkyWt3O4gIuIF0s2nm3KatyRfyNUoxsfa+bguKS0zndTIMFvSKZLeUZo/LiJ2IfVMPLld+vJ+FqlTSFpG0o2khsE/R8TVfW2nQcNVThS9D/h1bmBeSNIGwIakp0nKqs4V/a3b/AbYO5cpkL6z5UY/SI9m3y7pbEmflDS2MG9r0hMyOwNfyfHUVr7YX47UU6xoH1LvoWKD1M6Spudz6Cv62vYQa7JuUVT+jD8GnC9pLvAhUs/dhSripa90lY1o3aIfFifGh0NjcRERV5LK6nn5708RcStt6gj5emC9iPhD6TjOBJ7K27kHODbXCxYREQ+TnoZo1VX2p6KsIp0LDpd0paRvtOq92WbATyJia1Kj86er9tUi6RRSb77NSUM9FudVlYljc337KkkjerM568Rr1KJy+TodeBcsLJM3IN2s7qtuUjbi9Yk+VJUX/a5PDbEmY6I/Xgs8UCjfpwN7SRotaUPScFjla43KekrJUFyDTAJ2I9UvTizVO3qRtKOkm0l5eXChcbhlSGLCjcGd4S2ksT3WJo1hdbzSHazRpIA+jNRVfiPgwFwovYfSSSQ7DNhN0g2kYLuPNGYVEXFvPlltAnxY0pqRevZ8ijTOymWkx2kWBltE/DAiNgYOB/67uCOlO+xPR8TMPo6v2EujsjEoIuaSTqhHkO6kXyxp9zz7pZw+gF+QHkmsFRFHRsR6pPGdPlOa/Q7gilLF4N9yg+KewCGSXtfH8YyUAcVFXucIUgXjNaRH0A7vYx9VDVmRC8P9ge9KuoZ057MVF8cBh+cG3aJPk8b8vZf+GdG4aKcmlj8QEVuR8vq1pIuTTjCUcVH3+V9IGurhb6TP5Up6Pv8xwLMRsT3w/+ip4NTFRdpR6v2xFfCnPo7vV8C++eRZFxfzSSfzT5Aqd7+WdGBhkdML/3dut7NBlHGdGhcL5caFo0mPQELN5zyYbfdxzhhNGipiMqli9VNJE/N6Az7/VOz778B4SZuRyuuroqd3anG5j5HumF9D+j4MqBIu6cicjl+WppfjYcjydYQM+TlF0utJjcGt6aNJj+/9KCJeRboo/88870ekm0nbki7Uv90usZKWJcXHq3KaZ+T01PkDsGs+pvcCZ5bLo/x+D9INzlmkc9yUwiKtHr6XAhNa8dvGInWKSL1MtyVdgO4g6ZV9bKMRw1lOlNTdBNyfis+o5lzR77pNRPyT1ON5d0nbAi9U1VMj4n9IvYMuJD1a/sfC7HMi4pmIeIjUANC2l3hO889JYySWe4OWe/pdT3qscxtSPX7EewzXGPa6RetFzWf8BdIYh+uSxnf8Tmn9cry0S1eVEa1btLO4MT7Chj0ulHpZb0EqM9cB3iDpdXV1hPwZfhf494rt7UAaZ3dtUsPqv0vaqM3x9eda5MZ8fMfk4/m7pC3y7Hsj4or8uj/XqAfltN1K716Grf2Xy8T1c337/cBxkjZut/0R1Ng1aul9uXz9FrCy0g3Zz5KGLltA+7pJlSbqE5UkLUfqNHVGYfKA6lMjZCRioj/KMXEy6UbCtaRr1b+x6LVGn52Vhuga5DcR8VJuqL6bdOx1+7s6Il5Bypsjig3HQxkTbgweWQ+o57H41vgfkMbg/G0kd5IG0t6cFLg3RHo8YgGpwrgd6cJoE+BOSXOAFSTdCekxtYh4Vy7ojszTHi8mIvfIupn0xSQizo2IHSNiZ9IYauU75ZAqUeU7kv3p5QdpHKi1JG1DGhfq/KqFInWlvyAivgT8b8X+Fi7aj31CGre2/MjxImnO+dF6dOBs+qj0D4OhigsiYl5e/jlSZbqvY5lL77tj65IfzYv0qOhrI/WCuJSeuNge+FWOvX2BE/Ld6p1Jd6TmAMcCB0jq1bOjpKm4qFIVF/fl/0+SYmlpjIt2n/9REbFtRLyJVCG7o7BO607o2aQeVFAfFy3vBc6O1NuvVr6ZMId0M+vdpF5eVcu9GBHTIuKrpJs+xe961Lxup19lXAfERVuS1iV9LgdERKuH2lx6D3mw8HMejDbnjLmkRpQXIj0qdzupcbi47mDOP0W/In0ubc8/EXFTRHyX9GNZlUNPVJH0YdKPP3wgYpEeAuV9Dmm+DqEROadI2hr4KekHUx7Ok+cCc6OnN+yZhW09kL+3L5FuJPX13dk2r3dX/ix+QzpXVIqIZ0gNevvQJj7y8VwTEd/My9WVHVXvy9rt5zHSOHl7VM1v0kiUE3k/25AeD72uYnZd3i1yrhhE3abVwNNXOXFXRPyIdOG2jfKTdAwgDvLF7nnAf0d69L04b9Wc1vMK+3wi8lAiEXE+6Sms1fo4nqHUaN0i6/UZKw3ztU2h3Pg1i37Xq8rfynRVabBuUWUoYnyoNRkX+5AaVubn78YFpDGF6+oIK5LGO5+W65w7Ab9Xeprx/aTff3gh0nXdFZQeCS/5HenG0XbA8hFxfdVCOW2/jaSTZOkAACAASURBVIhPkxp939qaVV60zb5a23qRFOMDuUa9m3Q+eRUjqyOvUXN66srXgyLdkD2ANGzPbNrUTao0VJ+osyfpSdgHCvsdaH1qKDUZE20pPUHwLno6ixFpyMMvRLqm3Yv0Q4J3FNZpV08pW9xrkMGUF7eSbl4UOxYMWUy4MXhk/R74cH79YeCc/PoeUkUUSWuSf+gA+Dvp7lZr/LE3ALdExHkR8bKImBQRk0g9lTbJ669W6I5+BPluhKR1JS2fX68M/BvppIqkNQrTP026uGuNn9LyNnp/cUaReidXPXrXS8TCi7hTST1HFxlbTtJ2ucdza9tbA60xUEaRGpcgneTLYzkVt1NM8ztJvxjamrcSqRJ4TmHaOKXxhlB6XOTNpF8DHUlDEhd5uVbhLFLDVl/H8nfg5ZI2zHeZ9s/pKcbFGNKduhMBImLDQuydCXw6In4XER+IiPXz9MNI44LV3nUdybhopyqWlR4lWS2/XpbUOLQ0xsXvSY32Unps8vGImKf0mHNreJmtSfneGgf6d3nbkL5Ps6A+LgrHM5Bx0E4n9fq4K1Lv8F4kbVb6rm9LT1xAT2+L/Ui9misNtIzrkLiolXsdnEf69exWT5XWY1xPStopx8ABFMrBQeyn8pxBio3X53mrkR4Nu3sw5582Tgc+SIrB31ekbbykyYVJ5dhod1x7kMq6d0ZpPLOqeBjqfB1Cw152SFqfNNTPh6JnbPlWr8x7c88J8v56bSvbh76/O/cBWxbS9SZSb6p2Tge+SBq7/qryTElr54v+lsqyQ9KupPKw18300raq6hSr5+8hOebfSKEe0glGqpzIKsv9HB8rU10+L7LOIOo2Z5Eaa+qGiEDS2/L2IN20epE0liCkR0rH5vPgZNJ3pGoby5Ea1X8WEWdULPIe0o/FPVtY52Wt/So9xjyKPL7gCGmsblFIQ/kzfhRYSdKm+X2v73pNvNSmq40RqVv0w1DE+FBrMi7uIT3VOjrXrXYjf/5VdYSIeDwiVivUOa8inbevzdt6Q97HOFJDcW0ZnBufp5GulyvrqJL+Le+/9Z3fkp64WF9Sq5f4+6i5FsnpaV2ri/RUSfEadZEYl7SyesYzXo1Ud+orxodaR16jZlXl68S8LKShZy7NDcS1dZM2Rqw+0Yfa8iLrT31qKDUZE315I3BbsXxXGvJwXH79JmBB5N8IyAZ6fbo41yDvkTRKqYf/RuRroYrtbKg81JXS8DGbkW5m1qZ50DERw/wrhN36lz+geaSBr+eSHqNclTSA9R35/yp52bVJDS035Q/ug4XtvIn0aORNpF8qXK5iX/MLr/fN259FuqgeU9rO9Pz/E6W03pL/9i9M/x6pB9eNpMfkXlGYN5l0F7e/+fEq0t2PParSTuo5c10+/pmkk/LY1jKkHwm4jjSO0upt9nNWXn8GcC5pLKrWvAPJvzBbmLZRzpPp+ViPXJLjIudPa/lf0POr5i/L+3uCdLEzl/yrtqQLplmkce6OLOzjGFJl7Hbg0JrjmUr1r4AeSJtfFm8gLvbJx/wcaXynP7WLZdJ4xNflPL6Z9F1YZimMCwE/zJ/9TfT8GvNYesqEq4BtC/toNSTcRKq0btNXXJDGSLqPil9vrcmP1XNeHFyaPof0696vJj3mc0s+3t8CqxWW+SpwNakCskmb/QyojBvpuGgTG5XxTBrm4ql8PK2/NfK87fPnfxdpXC/147sxh/QjDfPzMlsW0lR1zhDp0d5bcnzsX4rLfp9/+siT6Sxalk8lnf9WJD1lcHs+/ivoiesptPmlXdL4hPcW8u7EdvHQLl9H6q8mPkai7PgpqQGnlVfXFra1LelxvBmkGwQr5+k/z9uaQapEr9WPWDuYdB5qndNX7SM/RpMe7/5Wafq0/FltkI/ptpzuPwMbF5b5JqlsmQns0Me+DqyIw61Jj6XOyNv4SoNx0Gg5kefdDWxekd4p5c8oT59ExbmiLg77yJNzWLQMn0IuA0iNxLNa8Qu8pbDMT+j5Dn28zT4+mPO8mJfF8+U0Fq3ffIZ0/phOOr/ushSWD5V1iz4+433ystNzvm3Uj3jp8xqptPxI1S1ek/P7KVJD/83DEeNLS1wAywA/JpX1twDfKaW1bR0hx0trW+NJj07fnNf5Uj/yYx/StcjmhWmTgJn59QGF47yZ9BsTysvcQuosM4N0DbpCzT5GkeojrXz5Jfk6rC7GSb3jW9+Jm4CPDldMNBwXA75GLXzu5fJ155zW20jf35UL8yrrJm3yY0TqE30c/wqkMmSl0jq19akuiIlF0lTYz1QWLd8nka4JbiX9COUGpfmV9ZQ2eTLYa5CppJuRl5Fi+u1t9vEheq5Prwf2Lswb0phoVfLMOpak+RExvul0WGdxXFgVpUcGt4801qOZWb9ImkZqKLy26bRYc5TGfJwfEcc2nRbrHK5bWJmkSaSeqR05Lrw1x/UJK5M0lVRenNl0Woo8TISZmZmZmZmZmZlZF3DPYBsykq4GxpQmfygibhqGff2QNHZS0fci4pSh3pctHseFVZF0NrBhafLhEfGnquUXc19HksYWKzojIo4a6n3Z4hvuz8vlxJJtJD8/SQcBny9NviIiDhnqfdnAjORnI2kr0iOYRc9FxI5DvS9bPK5bWFke+/viilm7R8+Pnw7l/kYsBm3xuD5hZSNZrkt6C3B0afLsiNhnqPdVmwY3BpuZmZmZmZmZmZkt/TxMhJmZmZnZ/2fvzuMlqcqDj/8eGJhhEYcIKIgyiIAbghuKL5FR9BVMokFRUJMIxigRFzQYgrwakmjciEFFRSMCiqCiIq4RRSYqAso2OCCbgrJJWAbZZoCB5/3jnJ6p6Vvdd5k7t3umf9/P535u96mqU09VP32q6nT1aUmSJGkEzBp0AKNk6TKG4jbsG25fMugQAJi93rqDDmG5rTddPwa17mHJC401ZxYDyQtzYqyb7lg66BAA2HazObYVGmNQbQWYF93uWrps0CEst/nGswaWFx/88W+GIi8Oed52gw5h6NhewGXX3znoEADYctM5gw5huS0f7rWIxvJaZHgsum442q1nbruJbcWQ+M6lNw06hOX23XnLSeeFdwZLkiRJkiRJ0giwM1iSJEmSJEmSRoCdwZIkSZIkSZI0AuwMliRJkiRJkqQRYGewJEmSJEmSJI0AO4MnICLmR0RGxGaDjkWSJEmSJEmSpmKt7AyOiAURccyg45AkSZIkSZKkYbFWdgZLkiRJkiRJkla21nUGR8QJwB7AwXVoh4yI7SLiuIi4JiKWRMRVEfGPEbFOY7mdIuLMiLgzIu6KiIUR8fwe65gdEadFxIURscUMbZokSZIkSZIkTdmsQQewGrwd2AG4HHh3LVsM3AC8CrgF2BX4LHAbcFyd52RgYZ22DNgJWNpdeURsApxO6Uifn5l3rq4NkSRJkiRJkqTpstZ1BmfmHyPifuDezPxDY9J7G4+vjYinA69mRWfwNsBRmXl5fX51S/WbAydRO5Yzc0xnMUBEzAXmdpffdMti5s4dU6wRYV6omzmhNuaF2pgXatMrL957+oVssPEmA4hIw8D2Qm3MC3UzJ9TGvBgNa90wEb1ExEERcX5E3BIRdwPvAB7bmOWjwOci4scRcUREPKGlmjOA64GX9+oIrg4Brun+O+bjR0/LtmiNZV6omzmhNuaF2pgXatOaF2d//fiBBqWBs71QG/NC3cwJtTEvRkBk5qBjmHYRsQBYlJlvqc/3A04EDgV+DtwJHAzsk5nzGsttD+wNvBh4EXBQZn4+IuYDZwHHUoaaeGFmXtRn/b0+SblmGD5JueH2JYMOAYDZ66076BCW23rT9WN1r2PY80JjzZnFas0Lc2Librqj3+dvM2fbzebYVmiM1d1WgHkxUXctXTboEJbbfONZA8uL955+4TXDcGfwIc/bbtAhDB3bC7js+uEYZW/LTecMOoTltny41yIay2uR4bHouuFot5657Sa2FUPiO5feNOgQltt35y0nnRdr3TAR1f1As6dxd+C8zDymUxARY85OM/Mq4Crg4xHxaeANwOcbs7wHuB34UUTsmZkXt608M+8A7uguH6LrEw2AeaFu5oTamBdqY16oTa+8+OCPfzOAaDQsbC/UxrxQN3NCbcyL0bC2dgZfC+waEfOAuynj/x4QEXvXx/sDe1B+WI6I2AA4Cji1LvtIagdyd8WZeUREBCs6hBeu5m2RJEmSJEmSpFW2to4ZfBTl7uDLgFuA7wNfBU4GfgnMA/6jMf+DwKaUoSSuAE4DzgHe2VZ5Zr4b+C/gzIjYebVsgSRJkiRJkiRNo7XyzuDMvBLYrav4b+tf07/W+e8HXtOnvgWw8ng9mXk4cPiqxipJkiRJkiRJM2FtvTNYkiRJkiRJktRgZ7AkSZIkSZIkjQA7gyVJkiRJkiRpBNgZLEmSJEmSJEkjwM5gSZIkSZIkSRoBdgZLkiRJkiRJ0giwM1iSJEmSJEmSRoCdwZIkSZIkSZI0AiIzBx3DyFi6jKHY2b+5+Z5BhwDANpttOOgQltt4dsSg1j0seaGx5sxiIHlhTgyvQeUEmBfd7rjngUGHsNyjHr6eeTEkrrttyaBDWG77R25gXmgMjyNqY16ojdciw+Ohh4Zjl2y4vv0WGmsqbYV3BkuSJEmSJEnSCLAzWJIkSZIkSZJGgJ3BkiRJkiRJkjQC7AyWJEmSJEmSpBEwbmdwRCyIiGOmuoKImB8RGRGbTbWOCa7ngIi4e3Wuo7GuIyNi0UysS5IkSZIkSZKmw9p0Z/BXgMcNOghJkiRJkiRJGkazBh3AdMnMJcCSVakjItbPzPunKSRJkiRJkiRJGhoTvTN4VkR8LCIW17+PRMQ6UDpQI+JDEXF9RNwTEb+MiBe31LFzRJwXEfdGxPkR8fTOhIh4REScUutYEhGXRsSBjelvioibI2KlzuuIODkiTq+PxwwTUZe7OiLur///rmt6RsTBEfGNiLgH+PeIWDcijouIa2osV0XEP3a2V5IkSZIkSZLWRBPt4HxtnXc34E3AG4FD6rTjgT2A1wA7AScC346Inbvq+ADwT8DTgduAL0VE1GlzgAuBPweeDHwM+ExE7FmnfxWYC7ywU1lEbAS8DDipLeCI2Ac4BjgaeEqt81MR8Rdds/4z8L0a+yfrdt4AvAp4InAE8G7gQCRJkiRJkiRpDTXRYSJuAt6WmQlcHhE7AO+sd+W+GpiXmb+v8x4TES+kdBq/uVHHezLzLICI+FfgZ8Cjgesz8wbgI415PxsRL6h1n5mZiyPie5RO6f+u8+wDLAO+3SPmQ4EvZmbnx++ujIhnAId1LfOVzPxc17LvbTy+tt7F/GrguB7rkiRJkiRJkqShNtHO4HNrR3DHOcC/AbsDAVy24iZfAGYDP+6q45LG4xvr/y2A6yNiXcpdw/tROohnA+sDCxrLnAScEBEbZua9lI7hr2Xm0h4xPxH4fFfZz4CXdpWd371gRBwEvAHYBtgAWA/4XY/1jBERcyl3Mq/kplsWM3fumGKNCPNC3cwJtTEv1Ma8UBvzQm3MC7UxL9TNnFAb82I0TMc4uAk8C9il8fdE4PVd8z3QtUxz/YcC/0C5O3jPWsc3KR3CHd+h3An8sojYgjJkROsQES3r6Vd2T/NJROxHGVriBODFNZZPdcUynkOAa7r/jvn40ZOoQmsh80LdzAm1MS/UxrxQG/NCbcwLtTEv1M2cUBvzYgTEyjf8tswQsQDYEnhC5+7giDiCMgTE84ErgBd0hoBoWX4+cBaweWbeWsvmURLqWZl5fkR8G7g9M19XpwdwEXBHZs5v1PVfNZYfAP8IbJOZD9VpBwDHZObG9fnZwBWZ+frG8icA22Xmn9bnCbwyM7/WmOcTwFMzc49G2bdq2bz6/Ehg38x8So9t7vVJyjXD8EnKb26+Z/yZZsA2m2046BCW23j2yre2rw7Dnhcaa84sVmtemBNrntWdE2BeTNQd9zww/kwz5FEPX8+8GBLX3bZk0CEst/0jNzAvNIbHEbUxL9TGa5Hh8dBD/fvNZsqG69tvobGm0lZMdJiIrYCjI+JTlB9aexfwvsy8MiK+RBm+4R8oPwL3J8B84LeZ+Y0J1n8lsF9E7A7cCrwV2JbSIdx0EvCjOu3kTkdwDx8BTo2IC4AzgL0oQ0u8fAKxHBARewNXA/tTfiBv8QS3hcy8A7iju3zpsonWoLWReaFu5oTamBdqY16ojXmhNuaF2pgX6mZOqI15MRom2hn8JWBd4DzKMAvHAf9Zpx0IHAF8GNgauB34BeVu4Il6H6WD9/vAEsoQDV8CntQ130+AG2r5/v0qzMxvRsRbKUNQHE0Z8/fNmdnrB+c6PkMZGuJkynjIXwf+g7HDXkiSJEmSJEnSGmPcYSI0fZYuax3DeMY5TMRYMzFMRC/Dkhcaaya+stfGnBheg8oJMC+6jdowEb2YFysbtWEiejEvhpfHEbUxL9TGa5HhMUrDRPRiXgyvqbQV0/EDcpIkSZIkSZKkIWdnsCRJkiRJkiSNADuDJUmSJEmSJGkE2BksSZIkSZIkSSPAzmBJkiRJkiRJGgF2BkuSJEmSJEnSCLAzWJIkSZIkSZJGgJ3BkiRJkiRJkjQCZg06AM28W+6+b9AhAPCoubMHHcJyG8/2rSBJa5K5G6036BA0hO5eumzQIUhaQyy5/8FBh7DcnFnrDjoESX2ss04MOgRpWnlnsCRJkiRJkiSNADuDJUmSJEmSJGkE2BksSZIkSZIkSSPAzmBJkiRJkiRJGgF2BkuSJEmSJEnSCBiazuCIODIiFk1TXQsi4pjpqEuSJEmSJEmS1gazBh1Aw1HAJ6aprpcDD0xTXZIkSZIkSZK0xhuazuDMvBu4e5rqun066pEkSZIkSZKktcWUhomIiNkRcXRE3BwRSyPi3IjYvU6bHxEZEXtHxAURsSQifhoRW0fEHhGxMCLujojvRMQjGnWuNExEROwUEWdGxJ0RcVdd7vl12noR8fGIuDEi7ouI6yLig41lVxomIiI2jYgTI2JxjedHEfHkxvQDakx7RsSiiLgnIs6KiG0b8zwmIk6PiNsj4t6IuDwi9p/K/pMkSZIkSZKkmTbVO4M/DLwKeD3wW+CdwH9HxPaNef4FOAT4I3Ay8BVgKfBG4EHgVOBI4K091nEysBDYFVgG7FSXB3gbsA+wP3AtsDWwY594T6jTXwYsBt5f490hM5fUeWYDh9dtWgqcCBwLvLhO/xQwB3g+cOc465MkSZIkSZKkoTLpzuCI2Aj4e+ANmfndWnYQ8ALgYOBHddb3ZOZP6/RjKeMBPyMzL6xlJwL79lnVNsBRmXl5fX5117QrgZ9mZgK/B37eI97tgZcCe2TmT2rZX9dlXgt8rs46Czg4M6+o8xwFHB8R62TmQ3WdX8/MhXX+a/rso7nA3O7ym25ZzNy5Y4o1IswLdTMn1Ma8UBvzQm3MC7UxL9TGvFA3c0JtzIvRMJVhIrYD1gPO7hRk5oPAOcCTGvNd0nh8c/3/q66yLfqs56PA5yLixxFxREQ8oTHtBGAX4MqI+GRE/FlE9NqWJwIP1fg68f6xxtKM975OR3B1I2U7O9n+MeD/RcQ5EfG+iHhGn9gPoXQWr/R3zMeP7rOIRoB5oW7mhNqYF2pjXqiNeaE25oXamBfqZk6ojXkxAqLcWDuJBSJ2Bi4GtsvM3zbKTwI2oNwBfBaweWbeWqftC5yamdGY/yDgfZm5WX1+JLBvZj6lMc/2wN6UoRpeBByUmZ+v0x4G7EW5I/mVlCElXpSZD0XEAmBRZr4lIl4GfAOYk5kPNOr+GXBeZv5DRBwAHJOZGzemz2/Zjq2BlwAvpAw58YHMPLJlH/X6JOWaYfgk5dzfDMfv6+209SaDDmG5R2w0K8afa9UMe15orDmzWK15YU6seVZ3ToB5sSYyL4bHr2+4a9AhLPe0bR5mXmgM24vhseT+BwcdwnKbbriueaExvBZRN48hajOVvJjKmMFXA/cDu1PGCyYi1gV2o4zzO20y8yrgKuDjEfFp4A3A5+u0uyjjDp8aEScA5wKPpwwf0XQZ5Q7o3YDOMBGbUMYgPn6S8VwPfBb4bEQcBrydMu5x93x3AHd0ly9dNpm1aW1jXqibOaE25oXamBdqY16ojXmhNuaFupkTamNejIZJdwZn5j21Y/aDEXEr5ZbxdwCPpPzI2ir/sFpEbAAcRensvbbWvTtwXp3+TuAmyh3KDwCvofyo2/Ut8V4VEacDn4mIN1KS+v11/gl3XkfEx4DvUzqbN6HclXzZlDZQkiRJkiRJkmbYVO4MBjis/j+ecvv4RcBemXlTRKxyZzDwILApcCLwKOA24DvAoXX6XcC7gO2BrOvfOzPv7VHfgcDRwLeAOZTxjvfKzCWTiGkdyhAYj6nrPxP4h0ksL0mSJEmSJEkDM+kxgzV1S5cxFDvbMYPHmokxg3sZlrzQWDMxJlMbc2J4DSonwLwYZubF8Bi1MYN7MS+Gl+3F8Bi1MYN7MS+Gl9ci6uYxRG2mkhfrrI5AJEmSJEmSJEnDxc5gSZIkSZIkSRoBdgZLkiRJkiRJ0giwM1iSJEmSJEmSRoCdwZIkSZIkSZI0AuwMliRJkiRJkqQRYGewJEmSJEmSJI0AO4MlSZIkSZIkaQTMGnQAmnkbzFp30CEAsN0bvzzoEJa740t/NegQVG36rLcMOoTlllx0zKBDULXpHkcMOgQAlpz9/kGHoOrRrz9l0CEsd9sXXj3oEFQd9p1LBx3Ccmcc/JxBh6DqcW/5xqBDWO7GY18+6BBUbfWXHx10CMstOeNdgw5BldciarP3J38+6BAAOOvtzx10CKoe/bdDdC1y4uSvRbwzWJIkSZIkSZJGgJ3BkiRJkiRJkjQC7AyWJEmSJEmSpBFgZ7AkSZIkSZIkjYBp7QyOiIyIfXs9b5l/Xp3nmdMZhyRJkiRJkiRpZbMGvP7rgC2BWwcchyRJkiRJkiSt1QbaGZyZDwJ/GGQMkiRJkiRJkjQKJjVMRETsFRE/jYjFEXF7RPwgIp441ZV3DxMREfPr870j4oKIWFLXt3VE7BERCyPi7oj4TkQ8olHPsyLijIi4NSLujIifRcRuXevaISL+JyKWRsQVEfGSWtcBjXkeHRFfrtu3OCK+GxHbN6Y/JiJOr9t+b0RcHhH7T3X7JUmSJEmSJGmmTHbM4I2Ao4FdgfnAH4FvR8T60xzXvwCHAM8GNgW+ArwXeGNd75OBIxvzPwz4IvCnNbaLge9FxGYAEbEOcBqwDHgOcADwz8DsTgURsSFwFrAU2APYDbgJ+FGdBvApYEPg+TWGQ4A7pm+zJUmSJEmSJGn1mNQwEZn59ebziDgQuJPSAfuzaYzrPZn507qOY4FPAM/IzAtr2YnA8h+my8wfd8X1VuAVwF7AScCLgB2B/5uZN9R53gGc3VhsfyCAAzMz6zxvAv4X+HPgq8A2wNczc2Fd5ppp3GZJkiRJkiRJWm0m1RkcEdsB/0a5Y3dzyp3F6wCPncCy36fcuQvwu8x8cp/ZL2k8vrn+/1VX2RaNureocT0feCSwLrBBI64nADd2OoKrXwIPNZ4/A9gWuCsimrFsCGxXH38MODYi9gLOBE7LzAtatnUuMLe7/KZbFjN37phijQjzQt3MCbUxL9TGvFAb80JtzAu1MS/UzZxQG/NiNEx2mIhvUzqB30TpEH4aZeiFiQwT8QZgl/r3knHmfaDxOAEys7usGfuJwLOAdwDPreu4vhFXdOrpYx3K8BK7dP3tAHymxnAcpcP4+Fr+84g4sqWuQyh3Da/0d8zHjx4nBK3lzAt1MyfUxrxQG/NCbcwLtTEv1Ma8UDdzQm3MixEw4TuD6w+2PRE4ODPPqmVPn2gdXXflTrfdgbdl5ndrXI8EtmxM/zXw6IjYKjNvrGXPZOUO5QuBVwO3ZmbPcYAz83rgs8BnI+Iw4O2sPH4xlHGVT+he9i1vO8RhJUabeaFu5oTamBdqY16ojXmhNuaF2pgX6mZOqI15MQImM0zEYuBW4O8i4jrg0cBHKHcGD9qVwF9FxHmUH7n7MHB/Y/oPgSuAEyPiUMoQEh+lxN65Y/hLwKHA6RHxXuD3wGOAlwHHZuZVEfEx4Pt1fZtQxiS+rDuY2pk8pkN56TDsKQ2MeaFu5oTamBdqY16ojXmhNuaF2pgX6mZOqI15MRomPExEZj4E7Ac8FVgEfBJ4D3Df6gltUl4PbAxcAHwZ+DxwbWdijX0fYDbwC8qwEu+ndAQvrfPcCzwP+C1wKnB5nW9TSkc4lP31CUoH8A8pYxe/bnVumCRJkiRJkiRNh0n9gFxm/hh4Slfxxo3p0TV/0EdmXksZz7fzfEHzeS37WkvZscCxjecLKWMYN32xa5krKZ29AETEzsB6wNWNeW4GDuwT71v7bY8kSZIkSZIkDatJdQavySJiH+Ae4CpgHmWYiIWUsYIlSZIkSZIkaa02Mp3BwMOAD1HGAV4MLADekZnZbyFJkiRJkiRJWhuMTGdwZn4B+MKg45AkSZIkSZKkQZjwD8hJkiRJkiRJktZcdgZLkiRJkiRJ0giwM1iSJEmSJEmSRoCdwZIkSZIkSZI0AuwMliRJkiRJkqQREJk56Bg0QRExFzgEODoz7xj1OIYtlkEZln1gHMNlWPaDcQyPYdoHwxLLsMQxSMO0D4YllmGJY5CGZR8MSxzDFsugDMs+GJY4hi2WQRmWfWAcw2VY9oNxDI9h2gfDEssg47AzeA0SEfOAa4BtM/PaUY9j2GIZlGHZB8YxXIZlPxjH8BimfTAssQxLHIM0TPtgWGIZljgGaVj2wbDEMWyxDMqw7INhiWPYYhmUYdkHxjFchmU/GMfwGKZ9MCyxDDIOh4mQJEmSJEmSpBFgZ7AkSZIkSZIkjQA7gyVJkiRJkiRpBNgZLEmSJEmSJEkjwM7gNcsdwL/U/8ZRDFMsgzIs+8A4hsuw7AfjGB7DtA+GJZZhiWOQhmkfDEss7kmfEwAAIABJREFUwxLHIA3LPhiWOGC4YhmUYdkHwxIHDFcsgzIs+8A4hsuw7AfjGB7DtA+GJZaBxRGZOdPrlCRJkiRJkiTNMO8MliRJkiRJkqQRYGewJEmSJEmSJI0AO4MlSZIkSZIkaQTYGSxJkiRJkiRJI8DOYEmSJEmSJEkaAXYGS5IkSZIkSdIIsDNYkiRJkiRJkkaAncGSJEmSJEmSNALsDJYkSZIkSZKkEWBnsCRJkiRJkiSNADuDJUmSJEmSJGkE2BksSZIkSZIkSaMgM/1bDX/A54H/BRY1yv4E+CFwVf2/aS1/OPBtYCFwKXBgY5nHAmcAvwYuA+bV8gDeD1xZp72tUf5x4GrgEuDpjbo+BCyqf/s1yk8ArgEurn+71PJNgdNqPb8AntJv+3rshwOAU7rKNgNuAWYDC4Bn1vLXA7+q61sEvGwK+/0JwDnAfcChjfIdG9t3MXAncEiddiRwQ2PaS9bUvGhM/wRwd+P5NsCZdd8uALZuTPtwrf/XNXeili8Armjsly1q+X82yq4E7mjU9WBj2rf67IcjgQ90le0C/Lo+vhbYrD4+osZ3Sa332VPY788DLgSWAfs2yp/flRdLgb/s975YE/Oi17YAr6379RLg58DOjbreTnkfXkp9r9TyrzTquRa4uJavB5xIeQ//Gji8scw7aj2LgFOAOebFUOTFVI4jre/xPnW9rPEanQ/s3lim9Zg0BHnxzrqfLqG0m9tMIC+Oq/v+EuBrwMarKy/65MYr67Y/RD2u1vIXARdQ3psXAC9oTHtGLb+aldv/1rrqtMPr/FcAL26Uz63bfnnNgd3GaTPmAUsa045t1LU+8NmaT5cDr+ixH+YD53SVzQJuBrakvF/3reV/DlxUX6fLgDc18uvQPvv6IzWGSyjnRHNr+Wu78uEhVrStC2g5fq7uvx55MRPHkta6KO/Tc1jxnmyee/ZqM+YDf2ys472NZa6l5OvFwPl99sMBrOK5ZzN3eqzjLZT3QVLbn668vLhu9/80yluPq2tqPjSmT+acc7K59a5G2SLKMehPJrM/pyMfJrnfR/papM9r2XpuUfPlAla8Zw5qiflbTOB4V6e1HqNa6lzQPR04BPgU5fi0qJZtCHyp5sUi4GdM4RhPj/MEpuG6ak3OizptPu1tZmt/A/BvrDjPOwPYqt97r7HcupTzgO/02Q9HMgTXIlPdl2taXjSmT+g4Qp/2AvjvxrqPBdZtvKZj2ldg10bZQmCfPvthATPbXrSeY9D/mHgtEzhHWmk9qytxRv2vvrGf3vXG+TDwT/XxPwEfqo/f3Xi8OXA7sH4j8V5UH28MbFgfHwh8AVinPu901L0E+D7lgPsc4Lxa/mf1zToL2IhyUb5JnXYCLSe8lAugf66PnwCc2W/7euyHTYBbO3HXsoOA4xrb90xga+A3wMMb27rtFPb7FsCzKBcYrRd3lAPBH1hxgX9kr3nXtLyoz58JfJGVG9RTgdfVxy8AvlgfPxc4u+6TdSkH0PnN12ac7Xkr8PnG87vH2wd1vh2B33aVfRB4T318LeVEfbca0+xavhn1gD/J/T4PeCrlPdN6cUc5sN3OivdY6/tiTcyLXttSX//OAXxvVrQXT6EcYDaktBk/ArZvWf4/qBfqwGuAL9fHG9bXcB7waMoJywZ12leBA8yLociLSR1H6rTW93ifujZmRQfjU4HL6+Oex6QhyIvnN/bR3wNfmUBebNKY9tHOazTDufHEuq8WsHJn8NNYcaH0FOCGxrRf1P0W9TXfe5y6nkQ5YZ4NbEs5bndOtk8E3lAfr0/tNO2Ku9lmzKPHOQTwL8D76uN16Opsa8y3DnAdjYsKYC/q+Qr1/Ur5sOpGVlxMzAZ2rI+PpH9n8P8FZtXHH6K+z7rm2amZo937bab+euTFTBxLWusCdqAeO4CtgJtY0Zneq82YT48LdRoX4ePsh1U+9+y1rV3vq3ndMVE+FLkMeGzXdk3ouLom5UN9PuFzzqnkVtf2/AXw48nuz+nIh0nu95G+Fun1WtL7GnV9Vhy3N6a8p7ZqLPdy4GQmdrzreYxqiedNwPFdZecCf8rKnTuHAx9tzLNjJ95J7vdxzxOY4nXVGp4XrW1mr5ha9uXbqB8mM857j/Jh/8n07wwemmuRye7LNTEv6vPJ9F30bC9Y0bcVwNeB/evzI3vkw4asOL/bktLpPavHfpjp9qL1HKNrnuXHxGZuTmY9DhOxmmTmTyhvgKaXUS6WqP//sjM78LCICEpS3w4si4gnURLyh7XOuzPz3rrM3wP/mpkP1Wn/21jHF7I4F5gbEVtSDo7/k5nLMvMeyoFyr3E240mUT2TIzMuBeRHxyD7b17Yf7gR+QknWjv0pdwc2bQHcBdzd2NZrACJiQUQcHRE/j4hFEbFrn/X9b2b+EnigT1h7Ar/JzN+NF/90W915ERHrUjrx/7FrHctfS+Csus7OOuZQG1bKBfPNk9ikVzP2tRxXZl4B3BERz24Uvwr4ctesWwK3ZuZ9dblbM/NGgIi4NiI+FBG/qH+P77O+azPzEsodBL3sC3y/8R6bMTPQXvRa788zc3F9ei7lQgjKSfa5mXlvZi4D/gfYp7lsXf+rWPH6J7BRRMwCNgDup9z1AuVCbYM6bUNKp0xbPOZFwxAeR/pprauuL+s8G9U4YRLHpAHkxVmNfdR8XzStlBf1WNd5X2zQ2M7Voi03MvPXdV91z3tRZz9Q7paYExGz62u6SWaeU1+jL1DzqVddlNz4cmbeV4/RVwO7RsQmlAuG4+ry92fmHc0FW9qMfl4PfKDW9VBm3tpjPzxEuWDYr1Hcdo7xMEo7dFtd7r4e29e2jjNqOwi982FKx8LpNqhjSa+6MvPKzLyq1nMj5UJr87pMr/ZnlU3HuecE1nFRZl7bMuk1wDcy8/d1vs52jXtcnW7Dds45xdxqar7PJrw/vRZZ2QDbidZzi3q8uK/OM5vGMJYRsTGlA+99XdswqWNUj3i+Bvx5RMyu65pH+dDqZ13zbUm5q7Cz7isy876ImBcRl0fEiRFxSUR8LSI27LXxEzxPGNixZIB50avN7Nnf0NmX1fJzy37vvYjYmnIjwuf6BTMs1yLT0F5Oi2E7jvRrLxp5MYvSt9H3XLxx/IDSH9Jv/pluL3qdYzStcnthZ/DMemRm3gRQ/29Ry4+hnNTcSLm1++315HgHSmP0jYi4KCI+Ut8wANsB+0XE+RHx/YjYvpY/mnKXTMf1tWwhsHdEbBgRm1HufHpMY77318T8z06S12VeDlBPerah/SJoPKdQTrqIiK3qdp3VNc9CSifkNRFxfET8Rdf0jTLzucCbKV9XWBVtJ4Bvqdv/+YjYdBXrn6zpzIu3UL5GdFPXOhYCr6iP96E01I/IzHMor8VN9e8HmfnrxnLHR8TFEfGe2rAvFxHbUD51/3GjeE7NyXMj4i/pr5kXzwFu61w0NpwBPCYiroyIT0XEHl3T78zMXeu+Onqc9Y2nLS/a3hczZTrzAsbflr+l3LEB5W6b50XEI+qB6iWs3F5A+ST05sZr9jXgHkoe/R44KjNvz8wbgKNq2U3AHzPzjD7bbV70N8jjCPR+j/eqi4jYJyIuB75L6eSD8Y9J3QaVF833RdOYvIiI4yl3ej2B8nW3YfQK4KJ6Iv1oymvb0Xyde+mVG4+jfOX6+Jpnn4uIjbqW7W4zALat8/9PRPwpQETMrdP+LSIujIhTo34Q3UMzN2ZT2quvN2fIzNspXzP+XUScEhGvjYipnAO/nvZ82I+x7UTP4+cMm4ljSa+6lqvnketT7tSDPm0GsFtELKzlT26UJ3BGRFwQEW8cZ7un49xzKnYANo3SeXhBRPxNLZ/IcXUmDOycc5y6oM+xte6zvVjx3p7s/vRapL+ZaCd6nltExGMi4pI6/UO54gPMf6N8o2SinWD9zl9Wkpm3Ub4d0/kgen/KN4G6O4Q+DxwWEedExPu62qodgc9m5lMpN0C8uV9w/c4TYtWvq1aHmciLXm1mXxHx/oi4jjJk03snsMjRlA7HfjeAdAzDtciqXtetToM8jvRrL4iIH1A+eL6Lcm3a0dq+RsSzI+LSGu9Bjc7hlQyivein5ZgIkztHAuwMHhYvpoztsRVlTJpjotxlM4ty8XQo5SsPj6OMewXlk5ClmflM4L9YcVLSdsGRtfPle5RxQU+hfK2hk+yHUw5Kz6J89fWwWv5BSuN8MeVrKxc1lpmM7wC71216FfC1zHywK8AHKQm9L2W8pP+MiCMbs5xS5/sJsEnjYnFSImJ94KWUO4k6Pk25KNmF0ln1H1OpezWYVF7Uk9tX0t4JcSiwR0RcBOxB+cRqWZRPKp9I6eR/NPCCiHheXea1mblTXdefAn/dVef+jH0tH1tz8jXA0RGxXZ/t+zKwb70gbzspJjPvpoxp+UZKR8NXIuKAxiynNP7v1mddfUW5Q24n4AeN4l7vi0GbSnvRd1si4vmUTq/DoNxxQfk69A9ZMf5S93u/+9PIXSnjFm1FOZn9h4h4XD3gvqyWbUW5e/iv+myfeTE1q/04Uv/3eo/3qovMPC0zn0C5c+Dfalm/Y1KbGc+LmqfPpNyx0Cxvywsy80DK/v81K9+pOhRqp9qHKF91g/6vc89qeiwzi/I1wk9n5tMoHwz9U9d83W3GTZR8ehr1q5uNnN0aODszn07JjaN6BVTvAto4InakDHdzbq74xkNzvjdQ7sb7BeX9MKnOnIg4gpKjX+oqfzZwb2YuahSPd/wcBtN5LOlVF7D8PfNFyviBnQvxXm3GhZSvzu9MOZ/5ZiPm/1NzYm/g4Mb5SpvpOPecilmUdujPKPvlPRGxwwSPq4O02s85e9VVlxnv2PoXlDbhdpjweUqT1yJTM53tRM9jTmZeVztIHg+8LiIeGRG7AI/PzNMmEe9kj2vLO/3ofW5xMWX7PkLZnl9GxBPr5Osy8+z6+CRg937BjXOesKrXVTNpOvOitc0cL4DMPCIzH0M5Jr+l37wR8efA/2bmBRPcvmG4FlmV9nJQZuI40tpedBbKzBdT7s6dTRleAvq0r5l5XmY+ucZ1eETM6bN9M9pejGOlY2I1mXMkwM7gmXZzPSHunBh3vgZxIOXrEZmZV1PG13wC5dPMizLzt/VTim9SLrao0zqfBJxGGWumU978ZHxr6leyM/P9mblLZr6IcrDsfHXvprru+4DjqV+nycw7M/PAzNwF+BvKV/sm9PW5psxcQjlR24ceb5w6X2bmLzLzA3W+VzQnd88+2TiqvYELM3P5UAiZeXNmPlgvUP6L3l8nWl2mKy+eRmkUr46Ia4ENI+JqKF/PzMyX14vuI2rZHymvyblZvq5xN+WOp+fU6TfU/3dRxlfq3i9jXsvOJ3OZ+VvK2EBP67XRmXkdZWybPSiv9Vd7zPdgZi7IzH+mHOx75cWqfC37VcBpmbn8a0W93hczaNrai37bEhFPpXxl6mVZPvWkLnNcZj49M59H+ZrPVY1lZlG+NfCVRryvAf47Mx/I8hWvsykdaS8ErsnMW+r+/QZlrOJW5sW4Bn0c6fUe71XXcvUCersodwL3PCa1mem8iIgXUtrKl+aKr6N1jMmL5vop74tXdE8bpChfjzwN+JvM7NyZeT0rf9tn+evcR6/cuB64PjPPq+VfY0WetbYZWb7G2xm24QLKHaM7UIZyuLfGC6XDZHldPXyZckzqeY5R1/OrzPxPyo/qTfg1iojXUX6A7rWZY+4CaTsWjnf8nEkzcSzpVRf1QvC7wP/L8tXwjtY2o557dr6m/z1gvUab0Wl//rcu0++r+tNx7jkV11OOhfdkGd7kJ8DOdV09j6szaJDnnFM6T6na3mcT3p/TlA9ei6xaO9Hz3KKjvscvpXQc7QY8o+bXz4AdImLBONsx7jq6fBPYMyKeTvltiwvbZspynfSNzHwzpRPnJZ1J3bOOE1+/84RVuq5aTWYqL1rbzAk6mfHb7f8DvLTm0pcpNz+d1GvmmT7n7GFV2svVbZDHkeW62otm+VLKt8E6Q0uM275m+YDxHsp49L3MeHvRR7/2YtxzpA47g2fWt4DX1cevA06vj39PuVuF+snGjsBvgV9S7sztjK/2AsoA61CSsfNpxx6UT7A76/ibKJ5D+Ur2TRGxbuPW+qdSTrrPqM87b+ag3Lm1qD6fWz+9BngD8JNceYyeyTiFcufPIylj7q0kIraqb6yOXYDmOFr71fl2r9u0UmMwCWPGVomVx8Lch7r9M2ha8iIzv5uZj8rMeZk5j3Kn0uPr8pvFiq/EHs6KO3B+T/nUbVZErEfJpV/X55vVZdejXAQv3y/1DqxNKXdsdco2jRXj6GxGOfB28rWXUyi/ovubzLy+e2JE7Bgrf72iNS/q/3OYup550f2+mEHT1l70eY8/ltI5+9eZ2WlDqNO2aMzzclbePy+k/BBY8zX7PeXkKqJ8Pfw5wOW1/DlRhgOIGntzKJI25kVvgzyO9HuPt9YVEY+v+4raxq8P3NbvmNTHjORFRDwN+AylI7htHNOV8qLup05bG5RP6y8fZ1tmTJS7174LHJ4r7kjofLXvroh4To37b1iRT718C9g/ypjD2wLbA7/IzD8A19VjA5RcbLb/Y9qMiNg86tcEI+Jxta7fZmZSfo16fo+62pwC/BUlB7/Vsg82joj5jaLu3OgpIvai3HXz0uwar68eV19JYyzB8Y6fA7DajyW96qrnkKdRxglt3gUJvduMRzXajF0p1yq3RcRGEfGwWr4R5Yf9xtuvq3ruORWnA39a82BD4NnUY944x9WZMshzzqnkFhHxcEqOrNQ+TWF/ei3S20y0E73OLbaOiA3qMptSzi2uyMxPZ+ZWNb92B67MzPkT2I4xx6heM2f54GkBJUdb8yci/k+Nq3NX95NYkRePjYjOXZ+vZuz4oZ06+p4nxPRdV023mciLnm1mL13nei9lnHOuzDw8M7euubQ/5Ue3+n1LEQZ/LTKl9nKGDOw40qu9qOd5nf0yi9IBe3l93tq+RsS2dV6iDNOyI+VDgFYz1V6Mp+2YOMVzJMgZ+BXCUfyrCXITZQDz6ylfwX4EZSDsq+r/P6nzbkW5CP5VfdH+qlHPi4BL6rQTWPGLjJ2Lu19RGpida3kAn6TcYfMr6i+sUgbFvqz+nQvs0ljHjxvrPgnYuJbvVmO9nNJhtGm/7Rtnf8yifIXig13lCyh3D25T47ic8vWCHwLbNeb5AOXrxIuAXfus51E1njuBO+rjzi9Lbki54+jhXct8sW7/JZTGbcs1NS+61tX8Rc59a/1XUu4C7fwK57qUTo9f19z4aC3fCLigruNS4GM0fo2X8quc3a/lc2s8C+v/vjlRl9m87ouDusqvpfwq6zPq635ZjeUb1F/JrPP8M3Ae5SDz+D7reVbd3/fUHLi0MW0e5asn63Qt0/q+WBPzote21FxYTHnPXQyc36jrp3W/LwT27Ir3hJbXbGPKHXyX1uXe1Zj2L5T39iLK+63vr6qaFzOWF5M9jvR8j/ep67CaExfX8t1rec9j0hDkxY8o40Z23hff6pcXlM6qsxv7/ks0ful6BnNjn/r4vhr/D+q8/6/m+MWNvy3qtGfWmH9DGestanlrXXXaEXX+K4C9G+W7AOfXff9NVj5nOKHldXtFzY2FlKEB/qIxbRvK3UGXUPL8sRPYJwspPxzU3VbtS/kBue/VmC+ur1cnr4+k5VemG3VcTRmXrrPvjm1Mm0/5dk1z/r7HzwHkxUwcS1rronTQP9CVe7uM02a8pZEX5wLPreWPq2UL6/QjJrA/VuXc8wT6/Fo75Rfsr6d8bfVG4HONae+itEOLgEMa5T2Pq2tiPnSta9xzzqnkVp12AF3v7ansz1XMhwV4LbKq7USvc4tOPQvr/ze2xDwPWNR4PuljVJ/9sQ/lDr0ntK2P8kFpZzsvBT5ct2Vezb9j6/SvAxv2WEff8wSm6bpqTcyLOq1Xm9na31D39aK6nm8Djx7vvdeocz7wnQnsj2G4Fpn0vlzT8qJrXRPpu2htLygf8v2SFeden6D8aB30aF8pQ3h1rlEuBP5yGNqLWk+/c4wDGHu+O+lzpMxcftIvDa0oXwk6NDPPH3QsGh5Rvk7yzOzxK/MaTeaF2pgXkqSp8lpE3SJiHqVTsd/XyjWCPOdUt2FtLxwmQpIkSZIkSZJGgHcGa9pExCcp47Y0fSwzj18N6zoQeHtX8dmZefB0r0urJiJOA7btKj4sM3+wGtZ1BGX8xqZTM/P9070urRrzQm3MC/Wyul+vmTyH0fRZ3a/bTLZJWnVei6hblN8nOLNl0p7Z+OHkaVyfbcYawnNOdRu19sLOYEmSJEmSJEkaAQ4TIUmSJEmSJEkjYNagAxglS5fhbdhDas4sYlDrNi9W9oc7lg46hOXmbTZnIHlhTgwv24rh8eBDw7M7Nlo/zAuNYXuhNuaF2pgXajOovBiWnNjmoFMHHcJyvzu2e5SHwbCtgCX3PzjoEABYd52BvRRjbDJn8sF4Z7AkSZIkSZIkjQA7gyVJkiRJkiRpBNgZLEmSJEmSJEkjwM5gSZIkSZIkSRoBdgZLkiRJkiRJ0giwM3gCImJ+RGREbDboWCRJkiRJkiRpKtbKzuCIWBARxww6DkmSJEmSJEkaFmtlZ7AkSZIkSZIkaWVrXWdwRJwA7AEcXId2yIjYLiKOi4hrImJJRFwVEf8YEes0ltspIs6MiDsj4q6IWBgRz++xjtkRcVpEXBgRW8zQpkmSJEmSJEnSlM0adACrwduBHYDLgXfXssXADcCrgFuAXYHPArcBx9V5TgYW1mnLgJ2Apd2VR8QmwOmUjvT5mXnn6toQSZIkSZIkSZoua11ncGb+MSLuB+7NzD80Jr238fjaiHg68GpWdAZvAxyVmZfX51e3VL85cBK1Yzkzx3QWS5IkSZIkSdIwWus6g3uJiIOAN1A6fTcA1gN+15jlo8DnIuJ1wJnA1xsdwx1nABcCr8jMZX3WNReY211+0y2LmTt3TLFGhHmhbuaE2pgXamNeqI15oTbmhdqYF+pmTqiNeTEa1roxg9tExH7A0cAJwIuBXYBPAet35snMI4EnAd8EngtcEhGv76rqO8DulCEk+jkEuKb775iPH72KW6I1nHmhbuaE2pgXamNeqI15oTbmhdqYF+pmTqiNeTECIjMHHcO0i4gzgN9k5t/X558AnpqZezTm+VYtm9ejjk8DO2fmcyNiPnAWZZiIdwAHAXtm5sU9lu31Sco1fpIynObMIlb3OsyLifnDHcMz+sq8zeas1rwwJ9Y8thXD48GHhuf8ZaP1w7zQGLYXamNeqI15oTarOy+GPSe2OejUQYew3O+OfeWgQwBsKwCW3P/goEMAYN11VvtLMWGbzJl8MGvrMBHXArtGxDzgbsr4vwdExN718f7AHpQfliMiNgCOAk6tyz6Scgfwed0VZ+YRERHAjyJiz8xc2DLPHcAd3eVLew4soVFgXqibOaE25oXamBdqY16ojXmhNuaFupkTamNejIa1dZiIo4D7gcuAW4DvA18FTgZ+CcwD/qMx/4PApsCJwBXAacA5wDvbKs/MdwP/BZwZETuvli2QJEmSJEmSpGm0Vt4ZnJlXArt1Ff9t/Wv61zr//cBr+tS3AFa+HT8zDwcOX9VYJUmSJEmSJGkmrK13BkuSJEmSJEmSGuwMliRJkiRJkqQRYGewJEmSJEmSJI0AO4MlSZIkSZIkaQTYGSxJkiRJkiRJI8DOYEmSJEmSJEkaAXYGS5IkSZIkSdIIsDNYkiRJkiRJkkZAZOagYxgZS5fhzh5Sc2YRg1q3eTG8BpUX5sTwsq0YHg88+NCgQ1juYbPXMS+GxOJ77h90CMtt+fD1zQuN4XFEbcwLtfFaRN1sK9RmKnnhncGSJEmSJEmSNALsDJYkSZIkSZKkEWBnsCRJkiRJkiSNADuDJUmSJEmSJGkE2BksSZIkSZIkSSNg3M7giFgQEcdMdQURMT8iMiI2m2odE1zPARFx9+pcR2NdR0bEoplYlyRJkiRJkiRNh7XpzuCvAI8bdBCSJEmSJEmSNIxmDTqA6ZKZS4Alq1JHRKyfmfdPU0iSJEmSJEmSNDQmemfwrIj4WEQsrn8fiYh1oHSgRsSHIuL6iLgnIn4ZES9uqWPniDgvIu6NiPMj4umdCRHxiIg4pdaxJCIujYgDG9PfFBE3R8RKndcRcXJEnF4fjxkmoi53dUTcX///Xdf0jIiDI+IbEXEP8O8RsW5EHBcR19RYroqIf+xsryRJkiRJkiStiSbawfnaOu9uwJuANwKH1GnHA3sArwF2Ak4Evh0RO3fV8QHgn4CnA7cBX4qIqNPmABcCfw48GfgY8JmI2LNO/yowF3hhp7KI2Ah4GXBSW8ARsQ9wDHA08JRa56ci4i+6Zv1n4Hs19k/W7bwBeBXwROAI4N3AgUiSJEmSJEnSGmqiw0TcBLwtMxO4PCJ2AN5Z78p9NTAvM39f5z0mIl5I6TR+c6OO92TmWQAR8a/Az4BHA9dn5g3ARxrzfjYiXlDrPjMzF0fE9yid0v9d59kHWAZ8u0fMhwJfzMzOj99dGRHPAA7rWuYrmfm5rmXf23h8bb2L+dXAcT3WtZKImEvpvF7JTbcsZu7cMcUaEeaFupkTamNeqI15oTbmhdqYF2pjXqibOaE25sVomOidwefWjuCOcygdubsDAVwWEXd3/oA/A7brquOSxuMb6/8tAOrQDEdExCURcVut4+XAYxvLnAT8ZURsWJ+/FvhaZi7tEfMTgbO7yn4GPKmr7PzuBSPioDqUxS01lnd0xTKeQ4Bruv+O+fjRk6hCayHzQt3MCbUxL9TGvFAb80JtzAu1MS/UzZxQG/NiBMTKfbwtM0QsAH6fmX/TKNsT+BFwAGWYiCcDD3QtuiQzb4iI+cBZwOaZeWtdfh4loZ6VmedHxGGUO3bfDvwKuBv4d2CLzJxfl5kN/IFyt/GZlKEc/m9b6By+AAAgAElEQVTjbuMDgGMyc+P6/Hbg0Mz8fCPuNwAfysxH1OcJvDIzv9aYZz/KUBeHAj8H7gQOBvbJzHl1niOBfTPzKT32Wa9PUq7xk5ThNGcWMf5cq8a8WPOs7rwwJ9Y8thXD44EHHxp0CMs9bPY65sWQWHzP8PwO8JYPX9+80BgeR9TGvFAbr0XUzbZCbaaSFxMdJuLZERGNu4OfQ7m79xzKncGP6nTKTtHuwLcz84sAdSzhHYA7OjNk5n0R8TXKHcGbUTqG/6dPnb+u9X6+UbY7cNkEYjmvMbwEEdF9l3NfmXlHM/aOpcsmU4vWNuaFupkTamNeqI15oTbmhdqYF2pjXqibOaE25sVomGhn8FbA0RHxKcoPrb0LeF9mXhkRXwJOiIh/oPwI3J8A84HfZuY3Jlj/lcB+EbE7cCvwVmBb4KKu+U6i3JG8LXByZva7LegjwKkRcQFwBrAXpSP55ROI5YCI2Bu4Gtif8gN5iye4LZIkSZIkSZI0dCbaGfwlYF3gPCApP6T2n3XagcARwIeBrYHbgV9QhoaYqPdROni/DywBTqjr7B7f9yeU4SGeROmk7SkzvxkRb6UM93A08DvgzZnZ6wfnOj4D7AKcTLnr+evAfwCvn/jmSJIkSZIkSdJwGXfMYE2fpctwZw+pmRh7pxfzYngNKi/MieFlWzE8Rm3M4F7Mi5WN2pjBvZgXw8vjiNqYF2rjtYi62VaozVTyYp3VEYgkSZIkSZIkabjYGSxJkiRJkiRJI8DOYEmSJEmSJEkaAXYGS5IkSZIkSdIIsDNYkiRJkiRJkkaAncGSJEmSJEmSNALsDJYkSZIkSZKkEWBnsCRJkiRJkiSNgFmDDkCSmm6/+/5Bh7DcVnPXH3QIknpYb10/z9ZYm25kuy1JkqTV64FlDw06hOXmzJr8dZFXUpIkSZIkSZI0AuwMliRJkiRJkqQRYGewJEmSJEmSJI0AO4MlSZIkSZIkaQQMTWdwRBwZEYumqa4FEXHMdNQlSZIkSZIkSWuDWYMOoOEo4BPTVNfLgQemqS5JkiRJkiRJWuMNTWdwZt4N3D1Ndd0+HfVIkiRJkiRJ0tpiSsNERMTsiDg6Im6OiKURcW5E7F6nzY+IjIi9I+KCiFgSET+NiK0jYo+IWBgRd0fEdyLiEY06VxomIiJ2iogzI+LOiLirLvf8Om29iPh4RNwYEfdFxHUR8cHGsisNExERm0bEiRGxuMbzo4h4cmP6ATWmPSNiUUTcExFnRcS2jXkeExGnR8TtEXFvRFweEftPZf9JkiRJkiRJ0kyb6p3BHwZeBbwe+C3wTuC/I2L7xjz/AhwC/BE4GfgKsBR4I/AgcCpwJPDWHus4GVgI7AosA3aqywO8DdgH2B+4Ftga2LFPvCfU6S8DFgPvr/HukJlL6jyzgcPrNi0FTgSOBV5cp38KmAM8H7hznPVJkiRJkiRJ0lCZdGdwRGwE/D3whsz8bi07CHgBcDDwozrrezLzp3X6sZTxgJ+RmRfWshOBffusahvgqMy8vD6/umvalcBPMzOB3wM/7xHv9sBLgT0y8ye17K/rMq8FPldnnQUcnJlX1HmOAo6PiHUy86G6zq9n5sI6/zV9YpckSZIkSZKkoTKVO4O3A9YDzu4UZOaDEXEO8CRWdAZf0ljm5vr/V11lW/RZz0eBz0XE64AzKR2xnY7hE4AfAldGxBnA94Dv107bbk8EHgLOacT7x4j4VY23475OR3B1Y93OucDtwMeAYyNirxrPaZl5QVvgETG3LreSm25ZzNy5Y4o1IswLdTMn1Ma8UBvzQm3MC7UxL9TGvFA3c0JtzIvRMJUxg6P+z5ZpzbIHusszs7us5/oz80hKZ+03gecCl0TE6+u0C4F5wLtrHScCP4yItvqipawt3mU9pq1T13kcsC1wPLAD8POIOLJHvYdQ7hxe6e+Yjx/dJxSNAPNC3cwJtTEv1Ma8UBvzQm3MC7UxL9TNnFAb82IERBllYRILlGEibgf+LjO/UMvWpQzbcDLlrtmzgM0z89Y6fV/g1MyMRj0HAe/LzM3q8yOBfTPzKT3W+2lg58x8bsu0ZwPnAjtm5pURsQBYlJlvqcNEXMnKw0RsAlwHvDMzj4uIA4BjMnPjRp3zu7eja52HAW/PzK1apvX6JOUaP0kZTnNm9f3QYFqYFxPz/9m783g5qjLh478nBBLZTAThRVACCIobKJvMixJwA0dFFAW3ERzXUREVdRxHxVFfFTdQdNARCKKgoiguILJF2QTZwr6TYRUJe4CwnvePczqpVKr7Ltzcrnv79/187ud21/rU6adOVZ2uOn3nwof7HcJiT5ux0nLNC3Ni4rGuUBPzQk3MCzUxL9TEvFCT5Z0X5sTEY13RHo882tQxQX+sNn3KiPNixN1EpJTuLw2zX42IBeRvCT4KrE3+kbUn/MNqEfEk4BvkH5mbX5a9HXB2Gf8x4FbgQvIdyG8l/6jbTQ3xXh0RxwI/iIj3AneTf0DuXnLj9XBjOhA4ntywvDqwE3BZ07QppbvLepayqH7vsQaKeaE6c0JNzAs1MS/UxLxQE/NCTcwL1ZkTamJeDIbR9BkM8Kny/zDyNwYXADullG6NiCfcGAw8Bswkd//wf4A7gN8D+5bx9wGfADYmd+dwAbBzSumBLsvbCzgA+C0wndzf8U4ppQdHENMU8o/gPb2s/2Tg4yOYX5IkSZIkSZL6ZsTdRGj0Fj3a2M+yWmA8HrfoxrxY2iB1E9GNOdFe1hVqYl6oiXmhJuaFmpgXatKvvDAn2su6oj0mejcRo/kBOUmSJEmSJEnSBGNjsCRJkiRJkiQNABuDJUmSJEmSJGkA2BgsSZIkSZIkSQPAxmBJkiRJkiRJGgA2BkuSJEmSJEnSALAxWJIkSZIkSZIGgI3BkiRJkiRJkjQApvY7AA2umVt9qN8hLPbgBQf1OwQVW/777/sdwmK3HPyGfoegoi31hXVFe8zc4XP9DmGxB0/7r36HoGLtdxzR7xAWu+eod/Q7BBUz//kb/Q5hsQdP2LffIahoy7kFeH7RJuaFmrQlL8yJ9ljrpZ/sdwiLPXjOyM9zvDNYkiRJkiRJkgaAjcGSJEmSJEmSNABsDJYkSZIkSZKkAWBjsCRJkiRJkiQNABuDJUmSJEmSJGkAjGljcESkiNit2/uG6WeVabYcyzgkSZIkSZIkSUub2uf13wisAyzocxySJEmSJEmSNKn1tTE4pfQY8Pd+xiBJkiRJkiRJg2BE3URExE4RcVpE3BURd0bECRGx6WhXXu8mIiJml/c7R8R5EfFgWd96EbF9RMyLiIUR8fuIWKOynK0i4k8RsSAi7o2I0yNi29q6NomIP0fEooi4MiJeXZa1Z2WadSPiZ2X77oqIP0TExpXxT4+IY8u2PxARV0TEHqPdfkmSJEmSJEkaLyPtM3gV4ABga2A2cA/wu4hYaYzj+gKwD7ANMBP4OfA54L1lvc8F9qtMvxpwBPCSEtuFwHERsSZAREwBfg08CrwY2BP4PDCts4CIWBk4FVgEbA9sC9wKnFTGAXwfWBnYocSwD3D32G22JEmSJEmSJC0fI+omIqX0q+r7iNgLuJfcAHv6GMb12ZTSaWUdBwPfBbZIKZ1fhh0OLP5hupTSKbW4Pgy8EdgJ+AnwCuBZwCtTSjeXaT4KnFGZbQ8ggL1SSqlM8z7gH8BrgF8A6wO/SinNK/Nc3xR8RMwAZtSH33r7XcyYscxgDQjzQnXmhJqYF2piXqiJeaEm5oWamBeqMyfUxLwYDCPtJmKjiDgyIq6NiHuB28oynjGMeY8v3TIsjIhLh5j8osrr28r/i2vD1qose62I+EFEXBUR9wD3lfGduJ4N3NJpCC7+Bjxeeb8FsAFwXydO8p3PM4GNyjQHAv8ZEWdFxJciYosu8e9Dbihe6u+g7xwwxGZrkjMvVGdOqIl5oSbmhZqYF2piXqiJeaE6c0JNzIsBMNIfkPsdcDPwvvL/UeAyYDjdRLwbeFJ5/cgQ01bHJ4CUUn1YtSH7cGBt4KPAfOAh4ORKXNFZTg9TyN1LNPUBfGeJ4ZCIOAF4NfBy4MyI+EpKab/a9AcAc+oL+dDe+zTeSayBYV6ozpxQE/NCTcwLNTEv1MS8UBPzQnXmhJqYFwNg2I3B5QfbNgU+mFI6tQx70XCXUbsrd6xtB+ydUvpDiWttYJ3K+MuBdSPiaSmlW8qwLVm6Qfl84C3AgpRS136AU0o3AT8EfhgRnwI+wtL9F1PmX2YZix4d4VZpUjEvVGdOqIl5oSbmhZqYF2piXqiJeaE6c0JNzIvBMJJuIu4CFgDviYhnRsT2wMHku4P77Srg7RHxnIjYCvgZ8HBl/InAlcDhEbFZRLwY+BY59s4dwz8ldz9xbERsHxEbRMRLI+KbEbExQEQcGBE7RcSGEbE5uU/iy8ZnEyVJkiRJkiRp9IbdGJxSehzYHXgBcAnwPeCz5C4Z+u1dwKrAeeSG4EPJ3UUAi2PfFZgGnEPuVuLL5IbgRWWaB4CXAtcBRwNXlOlmkhvCIZfXd8kNwCeSG4/fuTw3TJIkSZIkSZLGwoj6DE4pnQI8rzZ41cr4qE0f9JBSmk/uz7fzfm71fRn2y4ZhB5PvSu68nwdsU1v8EbV5riI39gIQEZsBKwLXVKa5DdirR7wf7rU9kiRJkiRJktRWI/0BuQkrInYF7geuBmaRu4mYR+4rWJIkSZIkSZImtYFpDAZWA74GPJ3c7cNc4KMppdRrJkmSJEmSJEmaDAamMTil9GPgx/2OQ5IkSZIkSZL6Ydg/ICdJkiRJkiRJmrhsDJYkSZIkSZKkAWBjsCRJkiRJkiQNABuDJUmSJEmSJGkAREqp3zFomCJiBrAPcEBK6e5Bj6NtsfRLW8rAONqlLeVgHO3RpjJoSyxtiaOf2lQGbYmlLXH0U1vKoC1xtC2WfmlLGbQljrbF0i9tKQPjaJe2lINxtEebyqAtsfQzDhuDJ5CImAVcD2yQUpo/6HG0LZZ+aUsZGEe7tKUcjKM92lQGbYmlLXH0U5vKoC2xtCWOfmpLGbQljrbF0i9tKYO2xNG2WPqlLWVgHO3SlnIwjvZoUxm0JZZ+xmE3EZIkSZIkSZI0AGwMliRJkiRJkqQBYGOwJEmSJEmSJA0AG4MlSZIkSZIkaQDYGDyx3A18ofw3jqxNsfRLW8rAONqlLeVgHO3RpjJoSyxtiaOf2lQGbYmlLXH0U1vKoC1xQLti6Ze2lEFb4oB2xdIvbSkD42iXtpSDcbRHm8qgLbH0LY5IKY33OiVJkiRJkiRJ48w7gyVJkiRJkiRpANgYLEmSJEmSJEkDwMZgSZIkSZIkSRoANgZLkiRJkiRJ0gCwMViSJEmSJEmSBoCNwZIkSZIkSZI0AGwMliRJkiRJkqQBYGOwJEmSJEmSJA0AG4MlSZIkSZIkaQDYGCxJkiRJkiRJA8DGYEmSJEmSJEkaADYGS5IkSZIkSdIAsDFYkiRJkiRJkgZBSsm/5fAHHAr8A7ikMuwpwInA1eX/zDL8ycDvgHnApcBelXmeAfwJuBy4DJhVhgfwZeCqMm7vMvxtwEXl70xgs1pcKwAXAL+vDHsZcD5wIXA68MwyfBrwc+Aa4OzOusu4FwBnlXgvBqZ3KYc5wPtqw14PHFdeLyz/pwDfAS4py/sbsMEoyv1NJabHgS0rw99Wtq/z9ziweRk3F7iyMm6tcc6LbjG/AjivlMd5wI6VcVuU4deUcoshlrV1ZfvmAbuW4U8HTi05dCnwkco8+wE3V+Z79TDK8o8syeODgRW6lMOewFG1YWsCt5e8m9uJH3hX2daLSn7sMopyb9wvgGfVtuVeYJ9e++sErS/mANdXtnPzyjyzy7BLgT9Xhs8AfglcUZa3bRn+88py5gMXluFrlFxaCBzUZTt/W93GCZoXXyzTX1jK+mmTLS+GWNb+ZdjlLF337F7K5VJg/8r0HkeWf0707RjSLaYh6ooVgcPL+i8HPl2GTwfOqeTdF3qUw37AV2rDNgcuL6/nA2uW158py+vst9uMotw/Rt53LgJOBtYvw3eo5cQi4PVl3AbknL+6lMVKk7Cu6HrOyciPIY15UVneMuevLciLl5LPnx8FdqsM75UXjWU5EfOiMv67lHq4vF+fvJ9cRK4b16uMe2dZ99XAOyvD59KlDgXeXNZ7KXDkcOPqY168v+Rx57rqOZX9pa3XIq085yzjPlzKZvH5Bb2Pb43nIw3lMBs4qzZsKnAbsE7Zjt3K8NeQ6595ZVvf16uMu6yv8TwZWK2WFwuAA8q4PcnnwJ1x755secHojiNfL8MuAn4NzBjGPtbWvOh2jd7rWmQ/Gq7RJ2JeVMaP5DiyzLUIsDLwh5IXlwJfHWpZ5ONA5zrkImD3HuWwH5Pw/GK5JI1/iz/AF9V2nP2Bfy+v/x34Wnn9H5XXTwXupFw0lIR9RXm9KrByeb0X8GNgSnm/Vvn/T5Udcmfg7FpcHwOOZOnG4KuATcvrfwPmVF4fXF7vAfy8vJ5akrvTcLIG3Rv9XgWcWhv2M+Ad5XXnIv4t5Mq+sz3rMYrGN2BTcuU5l8qFbG2a5wPXVd53nXac8qIxZuCFlIYm4HnAzZVx5wDbkiu/44Gdh1jWysDU8nodcqU+tbx+URm+WsmFzknrfsC+Q2xPvSxXL/8D+BWwR5f5Vief7KxcGfZ+4JDqZ1Ly4FrgyZV9YDSNOz33izJ8BeDvLLnIb9xfxzEvxrK+mEPlQFJZxwzyAfkZ5X314utwykknsBLlRKs2/zeBz5XXqwDblc9xmcZg4A3kuqdXY/BEyIvVK+P2ptSRkywvGpdVyuuMUiYrkE+gZpOPATcAT63kzsvKa48jyz8n+nYM6RZTQ9zVuuKtwM8qy50PzCqxrFqGr0huSH1xl+U9q1r+ZdhXgc+W1/PJXyRtW/J0Whm+JqP4Aod88t3Zbz7QyePaNE8h7yud6X5BOQaSvxz9wDjnxXjUFV3rUEZ+DGnMi8q0y5y/tiAvZpG/1PpxU/l0yYvGspyIeVHebwkcwdIX8UdTGnqBHYEjKmVxXfk/s7yeWVnHMnUosDG5saUzXfU8pWtcfc6L6nnC64A/NkzTtmuRVp5zkuvekyqfSed6t/H4Ro/zkYZ4pgA3snQ9sxNwcnU7yMejW1jSgDQNeNYoyr3neXJluvOAl5bXe/aadpLkxYiPI8ArWXIO8jUartGo7GMtz4uu51eVaerXIvsxxDX6RMmL8n4kx5Fu1yIrAztUcuU0lpzbdlvWJsDG5fXTgFtpOFcp4yfl+YXdRCwnKaW/kD+cql3IlQ/l/+s7kwOrRUSQd447gUcj4jnkyuDEssyFKaUHyjwfAP4rpfR4GfeP8v/MlNJdZZq/ki+GAYiI9YB/Bn5UD5fcCAP5G51bGuL9JfCyEuMrgYtSSvPKOu9IKT3WpShOAp4dEeuUGFYGXg78pjbdOsCtle25qbMdEbEwIr4ZEedHxMkR8dQu6yKldHlK6cpu44u3AEcNMc1y0ZQX3WJOKV2QUup8FpcC0yNiWinL1VNKZ6W85/+Ykks9lvVASunR8nY6+TMnpXRrSun88vo+8jds645gk5Yqy5TSveXlVHJFnJpmKtP9BXhtZfAeLPu5rAXcR/4WvbMPXA8QEXMj4oCIODMiLomIrbsF2Wu/qHgZcG1K6X/L+27765gbh/qim7cCx6SUbijz/AMgIlYnH/wPKcMfTindXZ2xrP/NlM8spXR/Sul08jeU1KZdlXwh/6UhyqH1eVHJccgn9o05Phb6mBeNyyrDp5P37WnkE+HbgA2Bq1JKt5f5TwLe2BCvx5EnqG3HkG4xVdXrijLvKhExFXgS8DBwb8oWlmlWLH/djiFXAndHxDaVwW8mf0lQtQ6wIKX0UJlvQadMImJ+RHwtIs4pf8/stg0ppVMr+023umI34PiU0gNlm3ck5zxM0mNItzp0NMcQuuRFmbbb+Ws9nvHOi/kppYvId591szgvesW+PCzvvIiIFch36H2yto7nkO/Cgnwn5C7l9auAE1NKd5a8OZHcyNLLe4DvdfKscp4y7HztQ14M5zyhVdcitPec8wPkO/weqs7T7fhG7/ORejk8Tm4k2r0yuOmcczXydc0dZb6HOsfJiJgTEQdHxGkRcVVEvKbbxvc6T+6IiI3J57indZtmeZlIx5GU0p8q5yTdjsnVfazNedH1/Kqifo06blp4HGm8FinleGpZ/sPku2rX67WslNJVKaWry+tbyA3xjdcHk/X8wsbg8bV2SulWyI1w5Moe4CDy3Ti3kB93+UipiDYhJ90xEXFBRHy97DAAGwG7R8S5EXF8OXjU/Sv5jp+OA8g7Wj2p3g0cFxE3Ae8gf8sBuVHwxhLvo8A95G/WNgFSRJxQLqzrO+9i5eL+GPLOAvkb8lNTbnis+gXw2oi4sFywv7AybhXg/JTSi4A/A5/vtr5h2p1lK/TDyro/WyqwtnkjcEGpWNYFbqqMu4lhNOBGxDYR0Xkc+/2VA09n/CzyN+1nVwZ/KCIuiohDI2Jmw2KXKcuIOIFcmd7HkgvhJkeRD65ExNPIeXVqbZp55Mam6yPisIh4bW38KimlfyLffXhoj3VV1feLjvqBvtv+Ol7Gsr4A+HL5LL9dTpgp88wsDajnRcS/lOEbkh9LO6ws60cRsUotvpeQD75XD2Nbvki+A2w4B6u25wUR8eWIuJH8ONrnhrn8sTIeedG4rJTSWeTP4tbyd0JK6XJyVwPPjohZpSHn9eQuaMDjSFss92NID/W64pfA/eQcugH4RkrpzrKOFSLiQvIx5MSU0tlNCyyqdcWLgTsa6qM/AU8vF2Pfj4jta+PvTSltTc75A4a5PcOpK9YA7q6U0bDKeIyNR11RVS2X0RxDuuYF3c9fm/QrL7ppakQYqiyXp7HMiw8Bv+0sr2IeSxpadiU3DqxB5XhQ1PeLpjp0E2CTiDgjIv4aETtVhvfK17pxzYuI+GBEXEu+g27vhknadgxp6znnJsBLIuLsiPhzRGzVEHv1+NbrfKRJNS+mAa8mP9m4WKmHfgv8b0QcFRFvi4hqG8osYHvyF1YHR8T0HusbylvIT55UGwTfWMrylxHRa1uWh7YfRyB3G9d0TK7uY63Oi2GcXzUdR4a6Rl+e+nYc6XEtslhEzCDfWHRyr2XV5tma3MB8bY/tnnznF2kcbi8f1D9yJVC9pf7u2vi7yv/dgG+TH5F8Jrmvj9XL8HvIleFUciX0r2WehcDHy+s3AKfVlr0D+S7PNcr71wDfL69ns3Q3EcdQ+jIBPgH8qLy+lKX7Z7mWfIGzb4lxTfIt+WfR5VGLMt92lL53yHdyvaEyrvo4wDTy4yFfJ3+T1HnM+DGWPD6xIaV/uSHKfi7Nj5ttA1xcG7Zu+b8aeQf+l/HMi2HE/NxS9huV91sBJ1XGvwT43XCWVcZtSn5EeHpl2Krkx5Kqn83a5McvppD7pz50qLKsjJte8vUVPcrhSeSD/OrAPsB3muIn7xdbA58mH8z3q0xT7SPsBro82tFtv6gMX4ncPcHaQ+2v45UX3dbP6OqLdcr008jf4HYeyz2I/I36KuT9+WryAXtL8p2gnXrhQOCLtXj+m1IH1YbvydJ9oW3eyc9uuT+R8qI2/tP06Nd0AudFt2U9k9wf16rl7yyWPMr4WvIXSWeRG/5/XYZ7HFnOOTGMeMfjGNIYUxm3VF0B/F/gp+S7OdYi9wW5YW2eGeST/ef1KIenkxuWppBPqD9WGTefJX23rUA+7/kC+THLPSvTbFher0g+qR+q7N9OrjOn1YavQ663VizvnwpcU4u18Xi5vPKCcagrKsuun3OO+BjSLS/ocf7aoryYQ/Pjz0vlxXDKcqLkBfmR2tNZUq9W6+Gnka8tLiif/U3kJw8/AfxnZbrPsuRaprEOBX5P7hN0RXI/3DeR64eu+dqWvCjTvhU4vDasddciY5UXvXKcUZxzkn8DoNMn6NZl/VGJc6njWxnWeD7SoyyuJj8C/npyo1Tjfk3uduCj5LyeU5nmXZVp/sIQ/XTSo+sHcjcaW1Ter8GSx83fD5wy2fKisuzRHEc+Q64foja8aR9rdV6U6ZrOr5quUXteo0+UvGB0x5Gu1yJlvqnkLwf2GWpZlfHrkM85Grsmq0w36c4vvDN4fN0WSx5z7fQJA7n/32NSdg15x3k2OVEvSCldl/I3RL8h99lCGdf5hurX5D5FKMt+AflRul1SSneUwf8XeF1EzCffzr5jRPwk8qOym6Uld9/8nNwXS2cdTy/LnEreAe8sw/+c8m3vDwDHVeJqcgawTkRsVpZ9XNNEKT9ecXxK6RPA/6P7I5Wpx7qGssw3KCmlm8v/+8j90XV9rHy8RX408tfkk8LON1U3sfTjMOuxpGuPIaX87dn95D62iIgVybn005TSMZXpbkspPZbyN3r/w7Ll0vRtVGfeReRvS3dpGl+meZD8g3O7DrGslFI6J6X0lTJd9bGeei50zY0u+0XHzuS7Bm+rDOu2v46XMasvUu4OJKV818RhLPksbyL3ZXd/SmkB+WRlszL8pkq98Esq+3ipD95Ari+Gsi2wRal7Tiff4TO328QTIC+qjqTLY2bL0XjkRbdl7Qr8NeXHuxaST7ZeXJb1u5TSNimlbcknVJ1vyj2O9NF4HEOGWH9TXfFWcr3zSMqP/J5BvuirruNucoN010fIU0o3kk+styfvh7/oMt1jKaW5KaXPk+9A6VZX9MyJiHg5+cLzdWWfqXoz+cLykfJ+ATCjbD+MsIzHyHjUFd3q0NEcQ7rlReP5a7eNHu+8GEI9L3qW5TgZq7x4Ifmi/Jry2awcEddAftw2pfSGlNILyfsMKaV7qBwPisX7RY869Cbg2JIX15OPLxv3iKtRH/PiZyx7HGrjMaSt55w3VdZ/DvnpgDVLnE3Ht17nI938jPyZdD3nLMu9OKX0bfKP143qnLOXcn4zNaV0XmWdd1SONyYHmB4AACAASURBVP9D/vHX8dTm48g7yV8Wvi2lVC/zpn2s9XnR5fxqmWuRNPQ1+vLWz+NI12uR4ofA1SmlxXfd9lhWpzuSP5C/qPxrr42ejOcXNgaPr9+Sf0WX8v/Y8voGcl8wRMTalA6qyb+EPjOW9G24I/kbQ8g70Y7l9fbkH/4iIp5B/ubjHSmlqzorTil9OqW0XkppFrlSOyWl9HbgLuDJEbFJmfQV5G/l6vHuVuZJwAnACyJi5XJCv30lrmWUeX5B/obiuJQbCpcSES+K/Eg45RGLFwCdfnGmlPVDvlg4vdu6einLfROVvl0iYmpEdE4qViQfVC4ZzfLHWnnE4Q/kX9Q+ozM85cco7ouIF0dEAP/CklzqtqwNOhelEbE+Ocfml/kPIf8S5rdq86xTebsrlXLpUparVg4MU8mP1FwxxGYeRe5Ldm3y3QL1uJ8WEdWT+81ZkhdQ+nOKiO2AezoVe8NyGveLiqa+27rtr+NlzOqLyucS5IuSzmd5LPnxu6mR+2HdhpwLfwdujIhnlelextL7+MuBK1JK1UfNG6WU/jul9LRS92xH7rNr9hCztTYvYukueV7H0Dk+1sYjL7ot6wZg+5IvK5Lr/svLdGuV/zPJ3XN0+vb0ONIn43EMGUYYTXXFDeQGvYj8yOeLgSsi4qklZiLiSZ15h1j+UeS7UK5tqo8i4lm1fbaxrij/z+q2kshdjvyA3BDc9MVgvf/8RL6zuZNzk/IY0uOcczTHkMa86HH+2su45MUwNB1DutW742VM8iKl9IeU0v9JKc0qn80DKaVnlvnXjCWPS3+aJd01nQC8MiJmlmPFK4EThqhDf0O+Y5AyzSa94hpi28ervqgu45+pNDq1+BjS1nPOxde75Vp1JWBBt+Nbma7b+Ug3R5Gf+tixlMNSyvXN7Mqgel68KSKmRMRG5Dsfh/rNgW661hfF61hyjT5eWnkcidxdzKfIx+SluqBr2sfK8FbmxTDOr4bKi6Wu0cdJP48jva5FvkS+6WSfarDdlhURK5G/UPpxSunoYW775Dq/SMvxlvJB/isfzq3AI+RvQ/6V/KjHyeSTgpOBp5Rpn0Z+JOji8qG9vbKcV5B/cf1i8m3inV9k7BwELyYnUucX2X9EbuC9sPyd2xDbbJbuJmLXspx55DtxOrevTyd3oH4N+ZGFDSvzvJ38+O8lwP7DKI8Xkr/92Kk2vPMr8DuRuym4pPwdSnlEgtwlxhfL+FMovwTaZT27lvJ+iNyn6Am17f5rbfpVynIvKttzIF1+0X455kVjzMB/kr8dvLDy1/kV3S1LOV1Lfuwqem0/uS/oS8syzgdeX4ZvVz6XiyrreHUZd0TJi4vIlf46Q5Tl2uTKvlOW36X2a6gN5TGV/IjDV2vD55ZtXL985leU2E5kyaPOc4GvAGeWsti6x3q67hfkR9TvoPK4SBneuL9O0PrilMr0PwFWrczzCfLJ1SUs/UjN5sC5ZXm/ofzSbxk3h9ynVX075pPv+lxYtuM5tfGzGKKbiAmQF78qy70I+B3l0c7JlBfdlkV+7OkH5JOuy4Bv1WK9rPztURnucWT550TfjiHdYupVV5Af6zu6LO8y4BNl+AvIj/BdVGIb8vE2cncMjzSsYz757rEtyHXBZWW5x7DkMb755L6jzyYfu57ZYz0nlfLolGP1kdFZwM3AlNo8G5Jz/pqyvdOG2p4JWFf0qkNHdAzplhe1aWYzRDcR45wXW5Xyvp98vLh0GHnR9Xg80fKitq7q4727leVfVXJkWmXcu8j7xDXAXmVY1zqU/Mjrt8pndTFLH1+GjKtPeXEgS+rLU4Hn1nK4jdcirTznJDf+/qRMfz6lGzB6H98az0eGKJN5wM9qw+aQc3k18tNIV5b1nMGSLsvmkBuGTiPn+2uGWM98upwnkxvNnl2b/islJ+aVXHr2cLZnIuUFoziOkOuPGyvzHNxrH2tzXtD7/KrbtUjXa/SJlhe1dQ15HKHLtQj5SZNUhnfy4t1DLOvtZbuq9chQ3bxMqvOLzsm/1FoRsTCltGq/41C7RO5qYN+U0rn9jkXtYV6oiccR1UV+JHHLlB9XlgDzQs3MCzWJiDnkL6h6/WC2Box5oSZtPI7YTYQkSZIkSZIkDQDvDNaYiYizyb9eWPWOlNLFy2Fd3yP/qEjVgSmlw8Z6XXpixvOzioi9gI/UBp+RUvrgWK9LT4x5oSYeR1QXEb8GNqgN/lRK6YTlsK7PkPsarDo6pfTlsV6XnhjzQk3MCzUZz88qIl4FfK02+PqU0q5jvS49MeaFmgzSccTGYEmSJEmSJEkaAFP7HcAgWfQotry31PSpRL/WbV60V7/ywpxY1rW33d/vEAB47rqrDHxdcc51d/Y7BAC23vAp/Q5hMY8hamJeqEk/8+LH597Yirz4w6Xt6DLx8Le9sN8hLDbo9cWZ19zR7xAW23DNVfodwmKz1pzutUhL3LHw4X6HAMC6M1Ya6LqiTR5v0Y21K68YI84L+wyWJEmSJEmSpAFgY7AkSZIkSZIkDQAbgyVJkiRJkiRpANgYLEmSJEmSJEkDwMZgSZIkSZIkSRoANgZLkiRJkiRJ0gCwMXgYImJ2RKSIWLPfsUiSJEmSJEnSaEzKxuCImBsRB/U7DkmSJEmSJElqi0nZGCxJkiRJkiRJWtqkawyOiDnA9sAHS9cOKSI2iohDIuL6iHgwIq6OiE9GxJTKfM+PiJMj4t6IuC8i5kXEDl3WMS0ifh0R50fEWuO0aZIkSZIkSZI0alP7HcBy8BFgE+AK4D/KsLuAm4E3A7cDWwM/BO4ADinTHAnMK+MeBZ4PLKovPCJWB44lN6TPTindu7w2RJIkSZIkSZLGyqRrDE4p3RMRDwMPpJT+Xhn1ucrr+RHxIuAtLGkMXh/4RkrpivL+mobFPxX4CaVhOaW0TGMxQETMAGbUh996+13MmLHMYA0I80J15oSamBdqYl6oiXmhJt3y4vunXMwqqz25DxGpDawvVGdOqIl5MRgmXTcR3UTE+yPi3Ii4PSIWAh8FnlGZ5FvAjyLilIj4TEQ8u2ExfwJuAt7QrSG42Ae4vv530HcOGJNt0YRlXqjOnFAT80JNzAs1MS/UpDEv/nTUIT1n0qRnfaE6c0JNzIsBECmlfscw5iJiLnBJSulD5f3uwOHAvsCZwL3AB4FdU0qzKvNtDOwMvAp4BfD+lNKhETEbOBU4mNzVxMtTShf0WH+3b1Ku95uUdpo+lVje6zAvJp7lnRfmxPBde9v9/Q4BgOeuu8rA1xXnXHdnv0MAYOsNn9LvEBbzGKIm5oWa9DMvvn/Kxde34c7gP1y6oN8hAHD4217Y7xAWG/T64sxr7ujr+qs2XHOVfoew2Kw1p3st0hJ3LHy43yEAsO6MlQa6rmiTx1vUlrryijHivJh03UQUDwMrVN5vB5ydUjqoMyAiNqrPlFK6Grga+E5E/DfwbuDQyiSfBe4EToqIl6WULmxaeUrpbuDu+vBFj45iSzRpmBeqMyfUxLxQE/NCTcwLNemWFz8+98Y+RKO2sL5QnTmhJubFYJisjcHzga0jYhawkNz/754RsXN5vQewPfmH5YiIJwHfAI4u865NaUCuLzil9JmICJY0CM9bztsiSZIkSZIkSU/YZO0z+Bvku4MvA24Hjgd+ARwJ/A2YBXyzMv1jwExyVxJXAr8GzgI+1rTwlNJ/AP8DnBwRmy2XLZAkSZIkSZKkMTQp7wxOKV0FbFsb/K/lr+q/yvQPA2/tsby5sHQ/TimlTwOffqKxSpIkSZIkSdJ4mKx3BkuSJEmSJEmSKmwMliRJkiRJkqQBYGOwJEmSJEmSJA0AG4MlSZIkSZIkaQDYGCxJkiRJkiRJA8DGYEmSJEmSJEkaADYGS5IkSZIkSdIAmNrvACRJGsqTV/Zw1RZbb/iUfocAwD0PPNLvEBabvvqK/Q5Bkob09/se7ncIABz+thf2OwS1zDYtObcAWGFK9DsEtdDqT/JaREubEhO7rvDOYEmSJEmSJEkaADYGS5IkSZIkSdIAsDFYkiRJkiRJkgaAjcGSJEmSJEmSNABsDJYkSZIkSZKkATBkY3BEzI2Ig0a7goiYHREpItYc7TKGuZ49I2Lh8lxHZV37RcQl47EuSZIkSZIkSRoLk+nO4J8DG/Y7CEmSJEmSJElqo6n9DmCspJQeBB58IsuIiJVSSg+PUUiSJEmSJEmS1BrDvTN4akQcGBF3lb+vR8QUyA2oEfG1iLgpIu6PiL9FxKsalrFZRJwdEQ9ExLkR8aLOiIhYIyKOKst4MCIujYi9KuPfFxG3RcRSjdcRcWREHFteL9NNRJnvmoh4uPx/T218iogPRsQxEXE/8P8iYoWIOCQiri+xXB0Rn+xsryRJkiRJkiRNRMNt4HxbmXZb4H3Ae4F9yrjDgO2BtwLPBw4HfhcRm9WW8RXg34EXAXcAP42IKOOmA+cDrwGeCxwI/CAiXlbG/wKYAby8s7CIWAXYBfhJU8ARsStwEHAA8LyyzO9HxGtrk34eOK7E/r2ynTcDbwY2BT4D/AewF5IkSZIkSZI0QQ23m4hbgb1TSgm4IiI2AT5W7sp9CzArpXRDmfagiHg5udH43yrL+GxK6VSAiPgv4HRgXeCmlNLNwNcr0/4wInYsyz45pXRXRBxHbpT+Y5lmV+BR4HddYt4XOCKl1Pnxu6siYgvgU7V5fp5S+lFt3s9VXs8vdzG/BTiky7okSZIkSZIkqdWG2xj819IQ3HEW8EVgOyCAy5bc5AvANOCU2jIuqry+pfxfC7gpIlYg3zW8O7mBeBqwEjC3Ms9PgDkRsXJK6QFyw/AvU0qLusS8KXBobdjpwOtqw86tzxgR7wfeDawPPAlYEfjfLutZRkTMIN/JvJRbb7+LGTOWGawBYV6ozpxQE/NCTcwLNTEv1KRbXuz32/N50qqr9yEitYH1herMCTUxLwbDWPSDm4CtgM0rf5sC76pN90htnur69wU+Tr47+GVlGb8hNwh3/J58J/AuEbEWucuIxi4iGtbTa9j91TcRsTu5a4k5wKtKLN+vxTKUfYDr638HfeeAESxCk5B5oTpzQk3MCzUxL9TEvFCTxrw4/ZeH9TUo9Z31herMCTUxLwZALH3Db8MEEXOBdYBnd+4OjojPkLuA2AG4Etix0wVEw/yzgVOBp6aUFpRhs8gJtVVK6dyI+B1wZ0rpnWV8ABcAd6eUZleW9T8llhOATwLrp5QeL+P2BA5KKa1a3p8BXJlSeldl/jnARimll5T3CXhTSumXlWm+C7wgpbR9Zdhvy7BZ5f1+wG4pped12eZu36Rc7zcp7TR9KjH0VE+MeTHxLO+8MCeGb8F9D/U7BADWmznNuqIl7nngkaEnGidrr76ieaFleG6hJv3Mi/1+e/71bbgzeO+XbNTvEFpn0OuLxx7v3SYxnlaYstw/imHzWqQ9Hnns8X6HAMBq05Z/gpoXE89o6orhdhPxNOCAiPg++YfWPgF8KaV0VUT8lNx9w8fJPwL3FGA2cF1K6ZhhLv8qYPeI2A5YAHwY2IDcIFz1E+CkMu7ITkNwF18Hjo6I84A/ATuRu5Z4wzBi2TMidgauAfYg/0DeXcPcFlJKdwN314cvenS4S9BkZF6ozpxQE/NCTcwLNTEv1KRbXux/6rV9iEZtYX2hOnNCTcyLwTDcxuCfAisAZ5O7WTgE+HYZtxfwGWB/YD3gTuAc8t3Aw/UlcgPv8cCD5C4afgo8pzbdX4Cby/A9ei0wpfSbiPgwuQuKA8h9/v5bSqnbD851/IDcNcSR5P6QfwV8k2W7vZAkSZIkSZKkCWPIbiI0dhY92tiHsVpgPB7N6sa8aK9+5YU5saxB6iaiG/NiaYPWTUQ35kV7eW6hJv3Mi/1PvbYVeWE3Ecsa9PrCbiKaeS3SHoPUTUQ35kV7jaauGIsfkJMkSZIkSZIktZyNwZIkSZIkSZI0AGwMliRJkiRJkqQBYGOwJEmSJEmSJA0AG4MlSZIkSZIkaQDYGCxJkiRJkiRJA8DGYEmSJEmSJEkaADYGS5IkSZIkSdIAmNrvACRJGsqaq03rdwhqmd9efku/Q1jsPdus3+8QJGlIe79ko36HIDVaYUr0OwSppxVX8D5KLe3iG+7pdwiLbbXhk0c8jxktSZIkSZIkSQPAxmBJkiRJkiRJGgA2BkuSJEmSJEnSALAxWJIkSZIkSZIGgI3BkiRJkiRJkjQAWtMYHBH7RcQlY7SsuRFx0FgsS5IkSZIkSZImg6n9DqDiG8B3x2hZbwAeGaNlSZIkSZIkSdKE15rG4JTSQmDhGC3rzrFYjiRJkiRJkiRNFqPqJiIipkXEARFxW0Qsioi/RsR2ZdzsiEgRsXNEnBcRD0bEaRGxXkRsHxHzImJhRPw+ItaoLHOpbiIi4vkRcXJE3BsR95X5dijjVoyI70TELRHxUETcGBFfrcy7VDcRETEzIg6PiLtKPCdFxHMr4/csMb0sIi6JiPsj4tSI2KAyzdMj4tiIuDMiHoiIKyJij9GUnyRJkiRJkiSNt9HeGbw/8GbgXcB1wMeAP0bExpVpvgDsA9wDHAn8HFgEvBd4DDga2A/4cJd1HAnMA7YGHgWeX+YH2BvYFdgDmA+sBzyrR7xzyvhdgLuAL5d4N0kpPVimmQZ8umzTIuBw4GDgVWX894HpwA7AvUOsT5IkSZIkSZJaZcSNwRGxCvAB4N0ppT+UYe8HdgQ+CJxUJv1sSum0Mv5gcn/AW6SUzi/DDgd267Gq9YFvpJSuKO+vqY27CjgtpZSAG4Azu8S7MfA6YPuU0l/KsHeUed4G/KhMOhX4YErpyjLNN4DDImJKSunxss5fpZTmlemv71FGM4AZ9eG33n4XM2YsM1gDwrxQnTmhJuaFmpgXamJeqIl5oSbmherMCTUxLwbDaLqJ2AhYETijMyCl9BhwFvCcynQXVV7fVv5fXBu2Vo/1fAv4UUScEhGfiYhnV8bNATYHroqI70XEP0dEt23ZFHi8xNeJ954SSzXehzoNwcUt5O3sZPuBwH9GxFkR8aWI2KJH7PuQG4uX+jvoOwf0mEUDwLxQnTmhJuaFmpgXamJeqIl5oSbmherMCTUxLwZA5BtrRzBDxGbAhcBGKaXrKsN/AjyJfAfwqcBTU0oLyrjdgKNTSlGZ/v3Al1JKa5b3+wG7pZSeV5lmY2BnclcNrwDen1I6tIxbDdiJfEfym8hdSrwipfR4RMwFLkkpfSgidgGOAaanlB6pLPt04OyU0scjYk/goJTSqpXxsxu2Yz3g1cDLyV1OfCWltF9DGXX7JuV6v0lpp+lTiaGnemLMi4lneeeFOTHxWFe0xxHn/W+/Q1jsPdusb15oGdYXamJeqIl5oSZei6jOuqI9Lr7hnn6HsNhWGz55xHkxmj6DrwEeBrYj9xdMRKwAbEvu53fMpJSuBq4GvhMR/w28Gzi0jLuP3O/w0RExB/gr8Exy9xFVl5HvgN4W6HQTsTq5D+LDRhjPTcAPgR9GxKeAj5D7Pa5Pdzdwd334okdHsjZNNuaF6swJNTEv1MS8UBPzQk3MCzUxL1RnTqiJeTEYRtwYnFK6vzTMfjUiFpBvGf8osDb5R9ae8A+rRcSTgG+QG3vnl2VvB5xdxn8MuJV8h/IjwFvJP+p2U0O8V0fEscAPIuK95KT+cpl+2I3XEXEgcDy5sXl18l3Jl41qAyVJkiRJkiRpnI3mzmCAT5X/h5FvH78A2CmldGtEPOHGYOAxYCZwOPB/gDuA3wP7lvH3AZ8ANgZSWf/OKaUHuixvL+AA4LfAdHJ/xzullB4cQUxTyF1gPL2s/2Tg4yOYX5IkSZIkSZL6ZsR9Bmv0Fj2Khd1S49H3TjfmRXv1Ky/MifayrmiPQeszuBvzor2sL9TEvFAT80JNvBZRnXVFe0z0PoOnLI9AJEmSJEmSJEntYmOwJEmSJEmSJA0AG4MlSZIkSZIkaQDYGCxJkiRJkiRJA8DGYEmSJEmSJEkaADYGS5IkSZIkSdIAsDFYkiRJkiRJkgZApJT6HcPAWPQoFnbFzK0+1O8QFnvwgoOiX+s2L5Y285/27XcIiz14zjf6khfmxLI2/NAx/Q4BgFsOfoN1RUvMfNOP+h3CYg/++t3mRUvM/Odv9DuExR48YV/zoiU858yOu/QfrciLHZ+1Vr9DAMyLjjbUF7+cd1O/Q1jsY98/s98hLPaPQ97stUhLrPGWw/odAgD3H73XQNcVbTJzx/36HcJiD/5lvxHnhXcGS5IkSZIkSdIAsDFYkiRJkiRJkgaAjcGSJEmSJEmSNABsDJYkSZIkSZKkAWBjsCRJkiRJkiQNgDFtDI6IFBG7dXvfMP2sMs2WYxmHJEmSJEmSJGlpU/u8/huBdYAFfY5DkiRJkiRJkia1vjYGp5QeA/7ezxgkSZIkSZIkaRCMqJuIiNgpIk6LiLsi4s6IOCEiNh3tyuvdRETE7PJ+54g4LyIeLOtbLyK2j4h5EbEwIn4fEWtUlrNVRPwpIhZExL0RcXpEbFtb1yYR8eeIWBQRV0bEq8uy9qxMs25E/Kxs310R8YeI2Lgy/ukRcWzZ9gci4oqI2GO02y9JkiRJkiRJ42WkfQavAhwAbA3MBu4BfhcRK41xXF8A9gG2AWYCPwc+B7y3rPe5wH6V6VcDjgBeUmK7EDguItYEiIgpwK+BR4EXA3sCnwemdRYQESsDpwKLgO2BbYFbgZPKOIDvAysDO5QY9gHuHrvNliRJkiRJkqTlY0TdRKSUflV9HxF7AfeSG2BPH8O4PptSOq2s42Dgu8AWKaXzy7DDgcU/TJdSOqUW14eBNwI7AT8BXgE8C3hlSunmMs1HgTMqs+0BBLBXSimVad4H/AN4DfALYH3gVymleWWe68dwmyVJkiRJkiRpuRlRY3BEbAR8kXzH7lPJdxZPAZ4xjHmPJ9+5C/C/KaXn9pj8osrr28r/i2vD1qose60S1w7A2sAKwJMqcT0buKXTEFz8DXi88n4LYAPgvoioxrIysFF5fSBwcETsBJwM/DqldF7Dts4AZtSH33r7XcyYscxgDQjzQnXmhJqYF2piXqiJeaEm3fLi52dexaqrP7kPEakNrC9UZ06oiXkxGEbaTcTvyI3A7yM3CL+Q3PXCcLqJeDewefl79RDTPlJ5nQBSSvVh1dgPB7YCPgr8U1nHTZW4orOcHqaQu5fYvPa3CfCDEsMh5Abjw8rwMyNiv4Zl7UO+a3ipv4O+c8AQIWiSMy9UZ06oiXmhJuaFmpgXatKYF8ce8cO+BqW+s75QnTmhJubFABj2ncHlB9s2BT6YUjq1DHvRcJdRuyt3rG0H7J1S+kOJa21gncr4y4F1I+JpKaVbyrAtWbpB+XzgLcCClFLXfoBTSjcBPwR+GBGfAj7C0v0XQ+5XeU593g/tvY/dSgw280J15oSamBdqYl6oiXmhJo15scs73mteDDbrC9WZE2piXgyAkXQTcRewAHhPRNwIrAt8nXxncL9dBbw9Is4m/8jd/sDDlfEnAlcCh0fEvuQuJL5Fjr1zx/BPgX2BYyPic8ANwNOBXYCDU0pXR8SBwPFlfauT+yS+rB5MaUxepkF5URtKSn1jXqjOnFAT80JNzAs1MS/UpFteHHfpP/oQjdrC+kJ15oSamBeDYdjdRKSUHgd2B14AXAJ8D/gs8NDyCW1E3gWsCpwH/Aw4FJjfGVli3xWYBpxD7lbiy+SG4EVlmgeAlwLXAUcDV5TpZpIbwiGX13fJDcAnkvsufufy3DBJkiRJkiRJGgsj+gG5lNIpwPNqg1etjI/a9EEPKaX55P58O+/nVt+XYb9sGHYwcHDl/TxyH8ZVR9TmuYrc2AtARGwGrAhcU5nmNmCvHvF+uNf2SJIkSZIkSVJbjagxeCKLiF2B+4GrgVnkbiLmkfsKliRJkiRJkqRJbWAag4HVgK+R+wG+C5gLfDSllHrNJEmSJEmSJEmTwcA0BqeUfgz8uN9xSJIkSZIkSVI/DPsH5CRJkiRJkiRJE5eNwZIkSZIkSZI0AGwMliRJkiRJkqQBYGOwJEmSJEmSJA2ASCn1OwYNU0TMAPYBDkgp3T3ocbQtln5pSxkYR7u0pRyMoz3aVAZtiaUtcfRTm8qgLbG0JY5+aksZtCWOtsXSL20pg7bE0bZY+qUtZWAc7dKWcjCO9mhTGbQlln7GYWPwBBIRs4DrgQ1SSvMHPY62xdIvbSkD42iXtpSDcbRHm8qgLbG0JY5+alMZtCWWtsTRT20pg7bE0bZY+qUtZdCWONoWS7+0pQyMo13aUg7G0R5tKoO2xNLPOOwmQpIkSZIkSZIGgI3BkiRJkiRJkjQAbAyWJEmSJEmSpAFgY7AkSZIkSZIkDQAbgyeWu4EvlP/GkbUpln5pSxkYR7u0pRyMoz3aVAZtiaUtcfRTm8qgLbG0JY5+aksZtCUOaFcs/dKWMmhLHNCuWPqlLWVgHO3SlnIwjvZoUxm0JZa+xREppfFepyRJkiRJkiRpnHlnsCRJkiRJkiQNABuDJUmSJEmSJGkA2BgsSZIkSZIkSQPAxmBJkiRJkiRJGgA2BkuSJEmSJEnSALAxWJIkSZIkSZIGgI3BkiRJkiRJkjQAbAyWJEmSJEmSpAFgY7AkSZIkSZIkDQAbgyVJkiRJkiRpANgYLEmSJEmSJEkDwMZgSZIkSZIkSRoANgZLkiRJkiRJ0iBIKfm3HP6AQ4F/AJdUhj0FOBG4uvyfWYY/GfgdMA+4FNirMs8zgD8BlwOXAbPK8AC+DFxVxu1dhr8NuKj8nQlsVoZPB86prOMLlXW8DDgfuBA4HXhmGf5+4OLK8OdU5nkBcFZZ1sXA9C7lMAd4X23Y64HjyuuF5f8U4DvAJWV5fwM2GEW5v6nE9DiwZWX428p2dP4eBzYv4+YCV1bGrTWB82IOcH1lWzrbOBu4pzL8c5Vl7VS2/xrg3yvDP1SGJWDNWlkuk2Pdtq9LOewJHquzAAAAIABJREFUHFUbtiZwOzCtfCZbluHvKjlxUcmPXUZR7ruU+S8EzgW2K8N3qOXFIuD1vcpykuXFJyrDLgEeA55Sxs1nyf5/bi3eD5ecuRTYvwybBTxYWd7BlennMox9rOTpWbVhU4HbgHXKduxWhr8GuKCUw2XU6plhlvsrgPPKdp4H7FiGr1bLiwXAAWVc13pxef71MUeeTa7rHwL2rSyn1zFlNHVHYz3UUA77AV+pDdscuLySt2uW158psXX2/W1GUe7frpTJVcDdQ9UdEzkPKuO/Szk+l/frAyeXspwLrFcZt39Z/uXk43iU4SsBPyzldgXwxsq6TyXvvxcBr64sy3OLyZMXj1W2/beV4T8t5XJJiXvFMnw2IzxPaUH90Hg8aEtejGeO0P0Y0qve/0jJg0uBfYYRV2OO0ON41IIcadUxpM+5EOT6+JpSpi+qLOudZd1XA++sDN+9TLv4fLMM35N8zdBZx7sr4/4I3A38fohyGO9caHV9MVHygh7n6GX8m8t6LwWOrG3j6sDNwEE9ymEO43t+8cVKXv0JeFoZPqprtImWF5Xxwz6/6PZZ0mV/wTat7utZnskzyH/AS4EX1Xac/SknscC/A18rr/+j8vqpwJ3ASpUP9RXl9arAyuX1XsCPgSnlfSfZ/6myQ+4MnF1eB7Bqeb0icDbw4vL+KmDT8vrfgDnl9eqV2F8H/LG8nlp2zE5D8xrACl3K4VXAqbVhPwPeUV53dpy3AL+sbM96ne0YYblvCjyLSmNiwzTPB66rvO867QTMizmUxrLaemfTcFIErABcC2xIvnCfx5KTkxeSG/jms3SDTmOOddu+LuWwOvngvXJl2PuBQ6qfScmDa4EnV7Z1NBXqqixpoHgBcEXDNE8pZdyzLCdTXtRieC1wSuX9Up97ZfgOwEnAtPK+U/fM6va5M8x9jHwAvZHKCQK5EeDk6naQ67BbKCcG5C8QnjWKcn8hS066ngfc3GW684CXdnK3MnxxvThZcwRYC9iK/OVjtTG41zFlRHUHPeqhhnieRaX+LsO+Cny2mrfAtuSTu06ertn5rJ/AZ/Bh4NCG4UvVHRM5D8r7LYEjWPqk/GiWXIjtCBxR+UzPKJ/hCqXMZ5dxXwC+VF5PYclF9Q+BD5TXzwHml9eeW0ySvKh+Bg2xvppcfwRwVCUXZjPC85SGace1fmAYx4N+5sV45gjdjyHd6v3nkS+WVybv+ycBGw8RV7cc6Xo86neO1NbT92NIn3Ph1cDx5fN6cSUXngJcV/7PLK9nko8BNwBPLdMdDrysvN6TLg165JucXtuUK/3MBVpeX0yUvGiYv3qOvjH5i+ZOnbNWbdoDgSO75U6ZZrzPL6p5sTeVm2kqw4d1jTYR86K8H9H5RbfPstv+gm1aXf/sJmI5SSn9hbwDVO1CPpBR/r++MzmwWkQEeee4E3g0Ip4DTE0pnViWuTCl9ECZ5wPAf6WUHi/j/lH+n5lSuqtM81dyApKyhWX4iuUvVda/enn9ZHIjCymleyuxr1KZ/pXARSmleWW6O1JKj3UpipOAZ0fEOgARsTLwcuA3tenWAW6tbM9Nne2IiIUR8c2IOD8iTo6Ip3ZZFymly1NKV3YbX7yFfAEy7sYhL0Zqa+CalNJ1KaWHyZXaLmW5F6SU5jdsQ2OO9di+ZZTc+gv54NaxB8t+LmsB9wELy3wLU0rXA0TE3Ig4ICLOjIhLImLrHutbmEotydK5XLUbcPwTKMtRa0leDHe/+ADw1ZTSQ2U9/xjBOnoq+//R5DtBOpryYjXyAfyOMt9Dnf0+IuZExMERcVpEXBURr+mxvgtSSreUt5cC0yNiWnWaiNiYnIenlXm61YvLVb9yJKX0j5TS34BHasO7HlNGUXd0rYcalnElcHdEbFMZ/OYyT9U6wIJKni7ofNYRMT8ivhYR55S/Z/Yqg4pu+8i41R3LOw8iYgXg68Ana+t4DvkODch39XY+n0S+K28l8pcyK5Lv5If8VMdXyjoeTyktqMyzzDkHnluMWgvzolesx5X6I5Hv5lxviFlaWz8M83jQt7yo6uMxpFu9vynw15TSAymlR4E/A7sOEVe3dfS6xqlPO9DHEOjrOecuwI/L5/VXYEapw18FnJhSurPkyonkGwE2BK5KKd1e5j8JeOMwtu9k8rXDUNNZX1RMoLxYrH6ODrwH+F6nzqleo0TEFsDa5LtTexnv84uBzovRnF+M4LPsbINtWl3YGDy+1k4p3QpQ/q9Vhh9EPim6hXw7+UdKAm1CPkgdExEXRMTXyw4DsBGwe0ScGxHHl8qw7l/J37QBeWeLiAvJt/qfmFI6u4x6N3BcRNwEvIP8rWhnng9GxLXkb4D2LoM3AVJEnFCSub7zLlZ2qGPIB1fI38acmlKqH6R/Abw2Ii4sO8kLK+NWAc5PKb2IfLL4+W7rG6bdWXbHOays+7OlAhtPY5kXAF+OiIsi4tu1hq1tI+L/s3fnYZIUZeLHvy8M9+Egh4KAgyh4gqKiIsqoq4I3ioKCCq4/F49VdHVdZFXWXdcLFRVd1wUBRQ4vFBUXBEFZRESO4b5nRBAVlPt04P39EVHTOTVZNd093V01U9/P89TT1ZFZmZFZb0ZGRkZGzavx8oSa9ghKT8yO62vaeC0WYxN0DKWhj4jYhLJdp3XNM4/SsDA/Ig6PiJd3TV8rM3eg9Gj/er+VRcSuEXE58BNKI0W3tkbHXvtyJsxUXHROaDsD32skJ3ByRJwbEW9rpG8FPCcizo6IX0TE0xvTtqjr/kVEPKdre8Z7jDXjYjVKj4FmvsjMvwInAL+LiGMiYs+IaJ7P5gA7AS8FvhoRq/dZX8drgPM7lf2G1wPH1YYLar7aysVBmLEYadPnnDIezbJjouVQM0aeCfwlM6/qmudkYLMoNwS+EhE7dU2/PTO3p+yrg5eW2Yh4JLAF8POWyW1lx0yayjh4F+WR/hu71jGPsYvwXSmV/fUz8yxKuX1jfZ2UmZdFxOw677/XesJ3IuJhNe1AYK9a5ziR0lsOrFtMtYHFRf1/9VpH/XVELNGYFxGrUOqc/9tInop6yoyWD+M4HwxbXDTN9DmkWe5fDDw3ItavdZCXAJstJV/QHiMTPR95DlnSTMRCr2O5V/rVlMaXORExi9LgtFljvtfUdXw3IprpE2F50d8wxkVTdx19K2CriDiznnt2BqjXCJ+lDL3Q1yDqFxHx8Yj4PWUIgI90TZvINdpMGVj9YhzfZevx0uPYs96ZM9C9fFRfdD02TR0nqvH/LfXvbpQxpQJ4NGU8nXVr+m2UO6OzKIXA39fP3An8U33/auCMrmU/jzImy/ot+ZpNuXh7Yv3/+9SxjygH1qEtn3kDcGR9//6axw0oj3edRX1sp8d+2JE6Dijl7smrG9OajwOsRnmE7DOUO0mdR4EeoNxNou6LC8ax70+n/TGBZwAXdaU9ov5dh3LCf9NyHBcb1/lXo9yp64ynti5jj9C9BLiqvn9t8/umXJh9qSs/C+g9XMASMda9fX32wxqU8b7WBfYDvtj2/dXt2R7Yn1IxPLAxz/Mbn7kOmD2O9T4XOKUrbeOal1W60pbYlytSXDSWvTvwo660zvAJG1FOyJ1HsC6mjgtav5f5jWWvX+d5KqUCt+5kjjHKGFRbUyr+zbEmj6DxiBnl8Zj3Uh4JO6Ixz1sa8/ySpYz3DDyB8hjyli3TLgWe2uNzi8rFmXgNOEYOpDFMRNe0xc4pjfQFjKPsYBzlUNfnN6vxtRLlwut9beukPF4+lzJcwR+BvRvzPKq+X4Vy8be0ff/BtjzRUnYsr3EAbEIZS61zvm2enzeh1BXOpzyadz2lV++jKTfY1q6vsyhl7AaUi5XOOMHvY2xoifcxVn95FuUYWwnrFitMXHSmNfbtArrKV+B/WHycx0nXU7qWO+PlQ513ifPBMMTFTMRI/czSziFL1BlrfJ1HOU9/Ffj8UvLVGiNd87aejwYdIwzROWRQsUA5V+zYWMeplPriB4B/baR/mLFzxMspw36cRWkAOr6mr8/YsA370niEvqbNZSnDRAwqFuq8Q1leLC9x0UhbrI4O/Bg4vn4XW1DOSbMpDY7/XOfZmz7DRNR5Zrx+Uefdn64xz5nANdryFhdMrt7Z87tkHMcLtmkt9rJn8Mz6U4x1Ld+Ycvcayvi/38/iakpQPpYS9OdneTRuISXotqufuZ6xO0THU8ZBpS57G+BQyg9t/aU7E5l5KyWwdo7SPX3bHLuDfhxlfK9uxzL2CMD1wC+yPCZzN6Vnz3Ytn+k4E9g4Iratyz6xbaYsj3r/NDM/APwnvR8Lyz7rWpol7r5n5g317x2UsWd6DjcwTaYsLjLzxjr/fcDhnW3JzNuzPkKXmScCq0TEBnVZzbvpmzL2yG5PS4ux8cjMeyg9gnalT6+Iuj2/ycxP1Pmaj4h1x8JSYyPL4y5b1u3veB2lgvm3xnyt+3IGTXtcNLQdF53hYv5MKWM6n7m+sf7fUAau36Aev51hG86lNK5uVf+f6DF2bM1T394ymXlRZn6e8kNwk4qLiNi0bt+bMvOarmnbUk7a5/bJZ9/HV6fZTMZIT81zytLm7VF2TKgcyszfUy7AdqJ879/uMd8DmXl6Zn6UUnnsFSPjOaf0isUlyo4BmKo4eAql8n51RCwA1oyIq6GUB5n56sx8CuWHdMjM2yjl96+zPPJ3J6XX3zMpQ7jcTTm2oAz/0qkn/D31O8vSs3h1SkXcusXUGmRcNM8h11LKh0W9YyLio5TxBN/XSZuqesqAygdoPx8MY1w0zcg5pFedMTMPy8ztMvO5lAvmTo/M1nz1iREay1zq+chzSKuZiIVex3LPYzwzf5SZz8jMZ1F+GOmqmv6XHHuS638ojYcTZnmxVEMZFzU/bXX064EfZubfsgwreAVlHOFnAe+q57CDgDdFxCfpbVD1i6NZciiUiVyjzZRB1i96fpfjPF5s02qwMXhmnUD5VUzq3x/W99dRBrsnymOUW1MGST8HWC/GxhN5PuUOGJSD6Pn1/U6UH4EjIjan3EV5Y2Ze2VlxRGwY9bHNiFiDMsbJ5cAtwEMiYqs66wspd+474/B0vJSxStpJwDYRsWZ9bGenRr6WkJlJObkeSfnFxXu754mI7aIMFdB5lGMb4Hd18kqUO0pQ7ub8X6919VOX+1oaY0FFxKxORTLKI4svo/R8nElTFheNgjkoBc/F9f+Hdx4ViDK27kqUi/VzgMdExBYRsSqlYDmhX2Z7xdgkHUO5GHwYZSy57nVtEhHNQvnJjMUF1LFlI2JH4LbORWjLch7d2P7tKONbNhuxlxhzp9e+nEHTHhc17SGUY/iHjbS1ImKdznvKmEqdzywqe2q5sSpwcy1jVq7pj6JUvq6d5DF2DLBXXc8S8RgRa0fE3EZSd1y8NiJWiogtKXdeW8dcqmXiT4D9M/PMllna4qJXuTgIMxIjbfqcU/p9plfZMeFyiPK9fB64JjOvb1nX1l3fVWvZUf+etZR8b0358ZK2+YZhPNApiYPM/ElmPjwz52TmHODuzHx0/fwGMTYUy/6MDctzHbBTPc5XoZQll9Xz/o8oPamo+bi08ZlOvh5HaQy+CesWU21gcRER60V9BLjuh2czVta8lTIW5OuzjqlX06esnsIMlQ/9zgdDHBdNM1H/7FlnjIiNGvO8mrGytDVfvWJkMucjPId0m4n6xAmUhpuIMiTDbVkeDT8JeFEtN9aj1DlPqsvoxMh6lCHhDm2uo3oF9dp1kiwvehvKuKjajp0fUJ5C6Jx7tqL8wNaembl5PYe9nzJG8b/02uiZrF90xcUraJRdk7hGmykDq1/0+i77HS99jj3rnTmNXcpH+UUpnG6k/OjO9ZSeMOtTHn24qv59aJ13E0pX7ovql7ZXYzkvpPzK4UWUx587v8jYacS4iHLi6fwK4qGUBt4L6uu3NX0bSjf7C+s6PtJYx651OfMod9M7j7t8gfKjShdQHrl6QuMze9VpFwOfHsf+eArl7sfOXemdX17cmfJroBfX19eB1TvzAP9ep/+c+quyPdaza93f91HGmj2pMW0upQdTc/616nIvrNvzBXr8iuRyEhc/b8x/FGOP072rbt88SqPrDo1lvYRyM+Ea4IBG+rtrHhdS7sQe2i/Gem3fUvbHLEojwCe70k+n/LLoI+s2XV7X9TPqo6Z1nk8Av6rbu32f9XywEctnsfjjSHOAG6i/+tlIb92XK1Jc1Gl7A8d25edRNVbm1f3WjItV6zIupjze+fya/ppGjJ0HvHxZjrG6nO58HUE5ia5DuRt7Rf1Oz2RsWJEjKJX6Myhx/bI+6/hX4C7GYvkCGr88TKnAPLbrMz3Lxel8DSpGgIfX9d0O3Frfr0v/c8pkyo7WcqjP/tiw7ot9u9IXUHqZPpVSNlxa8/h9xh73XEAZp+tsSgX10UtZ14F0lVH9yo7lOQ661tV85G23uvwr6/fYeTx3ZeC/KRfilwKfa3zmkZTHvy+s+dq8pj+ecszOq3HwosZnrFusGHGxA2P1yoto1AUo5cI1jJUDnUeFJ1xPGXT5QP968sDjYiZjhN7nkH7l/hn1O5hH49HcPvlqjRH6nI8GHSN1/gMZknPIgGMhgC9TjuOLaDz6TPktj6vra5+uvF5aX3s00j/RiIXTaNTValzdBNxTt+/FwxALDHl5sTzFRZ3WVkcP4HP1u7qoGTONefZmKcNE1Plmqn7xvfr5Cyk30R/RlddxX6Mtj3HRtm/r+9b6Ra/vkj7HC7Zp9XxF/bA0tCLizsxce9D50HCJiNMpY5j+dtB50fCIiCMo48R9d9B50XCK8mjZ0zLz5kHnRYNj3UJtLB+0NMaIOowFtbF+oTbDGBcOEyFJkiRJkiRJI8CewZoyEXE25dcTm96YmRdNw7q+TBmDrukLmXn4VK9Ly2Ymv6uI2Ad4T1fymZn5zqlel5ZNRBxAGe+o6TuZ+fFpWNeLgU91Jc/PzF2nel2aOhFxPLBFV/IHM/OktvmXcV0zFo+aGOsWamP5oKUxRtRhLKiN9Qu1GaW4sDFYkiRJkiRJkkaAw0RIkiRJkiRJ0giYNegMjJJ7F2I37CG1+ixiUOs2LhY3TA8rrLHKYOJiWGLi6j/eOegsLPLohw/HePuWFWpjXKjNIONix4POGIq4OGW/5ww6C0PH8kJtRj0u7l/44KCzsMhFv79t0FlY5NmPWW+kr0WGyT33PzDoLACw3porj3RZAXDzHfcNOgsAbLBO92gSgzOZc4g9gyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNweMQEXMjIiNig0HnRZIkSZIkSZImY4VsDI6I0yPikEHnQ5IkSZIkSZKGxQrZGCxJkiRJkiRJWtwK1xgcEUcAOwHvrEM7ZERsGRGHRcT8iLgnIq6KiH+OiJUan3tSRJwaEbdHxB0RMS8intdjHatFxPERcV5EbDRDmyZJkiRJkiRJkzZr0BmYBu8BtgIuBz5U024BbgBeB9wEbA98DfgLcFid52hgXp22EHgScG/3wiNiXeCHlIb0uZl5+3RtiCRJkiRJkiRNlRWuMTgzb4uI+4G7M/OPjUkfabxfEBHbAa9nrDH4kcBBmXl5/f/qlsVvCBxFbVjOzCUaiyVJkiRJkiRpGK1wjcG9RMS+wFspjb5rAKsAv2vM8jng0Ih4M3Aq8L1Gw3DHycB5wGsyc2Gfdc0GZnen33jTLcyevUSyRoRxoW7GhNoYF2pjXKhNr7h4xsd+wqw11hlAjjQMLC/UxrhQN2NCbYyL0bDCjRncJiJ2Bw4GjgBeDDwZ+AqwameezDwQeDzwA2AH4MKIeEvXon4M7EgZQqKf/YD53a9DvnjwMm6JlnPGhboZE2pjXKiNcaE2rXHxhzO+M9BMaeAsL9TGuFA3Y0JtjIsREJk56DxMuYg4GbgmM99e//8SsE1m7tSY54SaNqfHMv4L2DYzd4iIucBplGEi3gvsC7wgMy/o8dled1LmeydlOK0+i5judRgX4zNMRdIaq0xvXAx7TFz9xzsHnYVFHv3wtQedBcCyQu2MC7UZZFw842M/mT8MPYNP2e85g87C0LG8UJtRj4v7Fz440PU3XfT72wadhUWe/Zj1RvpaZJjcc/8Dg84CAOutufJIlxUAN99x36CzAMAG66w26CwsMplzyIo6TMQCYPuImAPcSRn/d++I2KW+3wPYifLDckTEGsBBwHfqZx9G6QF8dveCM/OAiAjglIh4QWbOa5nnVuDW7vR7ew4soVFgXKibMaE2xoXaGBdq0ysudjzojAHkRsPC8kJtjAt1MybUxrgYDSvqMBEHAfcDlwI3AT8Fvg0cDZwDzAE+25j/AWA94EjgCuB44CzgfW0Lz8wPAf8DnBoR207LFkiSJEmSJEnSFFohewZn5pXAs7qS/76+mj5W578feEOf5Z0Oi3e7zsz9gf2XNa+SJEmSJEmSNBNW1J7BkiRJkiRJkqQGG4MlSZIkSZIkaQTYGCxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkERCZOeg8jIzdjzx/KHb2kXs+ZdBZAGD+TXcNOguLPG7jtWJQ6153j28MPC7+fNSbBp2FRe64d+Ggs7DIhmvPGkhc3LuQgceE2q0+i4GVFcbF8DIu1GaQcXHOtbcNRVw8afOHDDoLQ8fyYnj8+fb7Bp2FRTZ/6GrGhZYwqPLCmFjSgw8Oxy5Zc9WwrNASJlNW2DNYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkEWBjsCRJkiRJkiSNABuDJUmSJEmSJGkELLUxOCJOj4hDJruCiJgbERkRG0x2GeNcz94Rced0rqOxrgMj4uKZWJckSZIkSZIkTYUVqWfwccCjBp0JSZIkSZIkSRpGswadgamSmfcA9yzLMiJi1cy8f4qyJEmSJEmSJElDY7w9g2dFxBci4pb6+kxErASlATUiPhUR10fEXRFxTkS8uGUZ20bE2RFxd0T8NiK260yIiPUj4pi6jHsi4pKI2Kcx/R8i4k8RsVjjdUQcHRE/rO+XGCaifu7qiLi//v1/XdMzIt4ZEd+PiLuA/4yIlSPisIiYX/NyVUT8c2d7JUmSJEmSJGl5NN4Gzj3rvM8C/gF4G7BfnXY4sBPwBuBJwJHAjyJi265lfAL4F2A74C/AtyIi6rTVgfOAlwFPAL4A/HdEvKBO/zYwG/i7zsIiYi3glcBRbRmOiF2BQ4CDgSfWZX4lIl7eNetHgRNr3r9ct/MG4HXA44ADgA8B+yBJkiRJkiRJy6nxDhNxI/DuzEzg8ojYCnhf7ZX7emBOZl5X5z0kIv6O0mj8jsYyPpyZpwFExMeA/wMeAVyfmTcAn2nM+7WIeH5d9qmZeUtEnEhplP7fOs+uwELgRz3y/H7gm5nZ+fG7KyPiqcAHuz5zXGYe2vXZjzTeL6i9mF8PHNZjXYuJiNmUxuvFvOrLv2DVtdYZzyK0AuoVF2vv+hVi1bUGkCMNWq+YuPGmW5g9e4lkjQjjQm2MC7XpFRennr+AddY1LkaV5YXaGBfqZkyojXExGsbbM/jXtSG44yxKQ+6OQACXRsSdnRfwUmDLrmVc2Hj/h/p3I4A6NMMBEXFhRPylLuPVwOaNzxwFvCoi1qz/7wl8NzPv7ZHnxwFndqX9H/D4rrTfdn8wIvatQ1ncVPPy3q68LM1+wPzu15Unf2sCi9AKqDUu7r/y5IFmSgPVGhOHfPHggWZKA2dcqI1xoTatcXHM4f810Exp4Cwv1Ma4UDdjQm2MixEQi7fxtswQcTpwXWa+qZH2AuAUYG/KMBFPAP7W9dF7MvOGiJgLnAZsmJk318/PoQTU0zPztxHxQUqP3fcAFwF3Av8JbJSZc+tnVgP+SOltfCplKIcXNXob7w0ckplr1///Crw/M7/eyPdbgU9l5vr1/wRem5nfbcyzO2Woi/cDvwJuB94J7JqZc+o8BwK7ZeYTe+yzXj2D5w9Dz+Aj93zKoLMAwPyb7hp0FhZ53MZrxdLnWjZ9egbPH3TP4D8f9aalzzRD7rh34aCzsMiGa8+a1rjoc9d1vnddh9PqsxhYWWFcDC/jQm0GGRennr9g/jD0DH7S5g8ZdBaGjuXF8Pjz7fcNOguLbP7Q1YwLLWG6ywtjYvwefLB/u9lMWXPVsKzQEiZTVox3mIhnREQ0egc/k9K79yxKz+CHdxplJ2lH4EeZ+U2AOpbwVsCtnRky876I+C6lR/AGlIbhX/RZ5mV1uV9vpO0IXDqOvJzdGF6CiOju5dxXZt7azHvH7keeP5HFaAXTKy7W3eMbA8iNhkGvmBii9nANgHGhNsaF2vSKi3OuvW0AudGwsLxQG+NC3YwJtTEuRsN4G4M3AQ6OiK9QfmjtA8B/ZOaVEfEt4IiI+CfKj8A9FJgLXJuZ3x/n8q8Edo+IHYGbgX8EtgC6W0+PovRI3gI4OjMf7LPMzwDfiYhzgZOBnSkNya8eR172johdgKuBPSg/kHfLOLdFkiRJkiRJkobOeBuDvwWsDJwNJOWH1D5fp+0DHAB8GtgU+CvwG8rQEOP1H5QG3p8C9wBH1HV2j+/7S8rwEI+nNNL2lJk/iIh/pAz3cDDwO+AdmdnrB+c6/ht4MnA0pdfz94DPAm8Z/+ZIkiRJkiRJ0nBZ6pjBmjq7H3n+UOxsxwxe0kyMGdzLunt8Y+Bx4ZjB7aZ7zOBe7l3IwGNC7WZirMdejIvhZVyozSDj4pxrbxuKuHDM4CVZXgyPURszuBfjYngNqrwwJpY0SmMG92JcDK/JlBUrTUdGJEmSJEmSJEnDxcZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwZIkSZIkSZI0AmwMliRJkiRJkqQRYGOwJEno7hzEAAAgAElEQVSSJEmSJI2AyMxB52Fk3LsQd/aQWn0WMah1GxeLG6YiaY1VBhMXxsTwsqxQG+NCbYwLtTEu1Ma4UJtBxYUxMbwsK9RmMnFhz2BJkiRJkiRJGgE2BkuSJEmSJEnSCLAxWJIkSZIkSZJGgI3BkiRJkiRJkjQCbAyWJEmSJEmSpBEwNI3BEXFgRFw8Rcs6PSIOmYplSZIkSZIkSdKKYNagM9BwEPClKVrWq4G/TdGyJEmSJEmSJGm5NzSNwZl5J3DnFC3rr1OxHEmSJEmSJElaUUxqmIiIWC0iDo6IP0XEvRHx64jYsU6bGxEZEbtExLkRcU9EnBERm0bEThExLyLujIgfR8T6jWUuNkxERDwpIk6NiNsj4o76uefVaatExBcj4g8RcV9E/D4iPtn47GLDRETEehFxZETcUvNzSkQ8oTF975qnF0TExRFxV0ScFhFbNObZLCJ+GBF/jYi7I+LyiNhjMvtPkiRJkiRJkmbaZHsGfxp4HfAW4FrgfcD/RsRjGvP8G7AfcBtwNHAccC/wNuAB4DvAgcA/9ljH0cA8YHtgIfCk+nmAdwO7AnsAC4BNga375PeIOv2VwC3Ax2t+t8rMe+o8qwH71226FzgS+Crw4jr9K8DqwPOA25eyPkmSJEmSJEkaKhNuDI6ItYC3A2/NzJ/UtH2B5wPvBE6ps344M8+o079KGQ/4qZl5Xk07Etitz6oeCRyUmZfX/6/umnYlcEZmJnAd8Kse+X0M8Apgp8z8ZU17Y/3MnsChddZZwDsz84o6z0HA4RGxUmY+WNf5vcycV+ef3yfvkiRJkiRJkjRUJtMzeEtgFeDMTkJmPhARZwGPZ6wx+MLGZ/5U/17UlbZRn/V8Djg0It4MnEppiO00DB8B/Ay4MiJOBk4Eflobbbs9DngQOKuR39si4qKa3477Og3B1R/qds4G/gp8AfhqROxc83N8Zp7blvGImF0/t5gbb7qF2bOXSNaIMC7UzZhQG+NCbYwLtTEu1Ma4UBvjQt2MCbUxLkbDZMYMjvo3W6Y10/7WnZ6Z3Wk915+ZB1Iaa38A7ABcGBFvqdPOA+YAH6rLOBL4WUS0LS9a0tryu7DHtJXqOg8DtgAOB7YCfhURB/ZY7n6UnsOLvQ754sF9sqIRYFyomzGhNsaF2hgXamNcqI1xoTbGhboZE2pjXIyAKKMsTOADZZiIvwL/LzO/UdNWpgzbcDSl1+xpwIaZeXOdvhvwncyMxnL2Bf4jMzeo/x8I7JaZT+yx3v8Cts3MHVqmPQP4NbB1Zl4ZEacDF2fmu+owEVey+DAR6wK/B96XmYdFxN7AIZm5dmOZc7u3o2udHwTek5mbtEzrdSdlvndShtPqs/reNJgSxsX4TLBImlZrrDK9cWFMLH8sK9TGuFAb40JtjAu1MS7UZrrjwphY/lhWqM1k4mLCw0Rk5l21YfaTEXEz5S7Be4GHUX5kbZl/WC0i1gAOovzI3IK67B2Bs+v09wE3AhdQeiC/gfKjbte35PeqiPgh8N8R8TbgVsoPyN1Oabweb56+APyU0rC8LrAzcGnbvJl5a13PYu7t7nuskWJcqJsxoTbGhdoYF2pjXKiNcaE2xoW6GRNqY1yMhsmMGQzwwfr3cModg/OBnTPzxohY5sZg4AFgPcrwDw8H/gL8GHh/nX4H8AHgMZThHM4HdsnMu3ssbx/gYOAEYHXKeMc7Z+Y9E8jTSpQfwdusrv9U4J8m8HlJkiRJkiRJGpgJDxOhybt3Yes4yxoCM/G4RS/GxeKGqUia7mEiejEmhpdlhdoYF2pjXKiNcaE2xoXaDCoujInhZVmhNpOJi8n8gJwkSZIkSZIkaTljY7AkSZIkSZIkjQAbgyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwZIkSZIkSZI0AmYNOgOj5MLrbht0FgDYZvOHDDoLADxmvx8OOguL/P6QVw5s3df86a6Brbtjy4etNegsLLLJPt8adBYWueWoPQedBVXrPf1dg84CAPecf8igs6BqWGICjIthstFe3xh0Fha5/dg3DWzdB/z0ioGtu+nju2w96CwAsN6zPzDoLCxyz9mfGXQWVG2455GDzsIidxz35kFnQdW2B5w06CwscsWnXjzoLKha74X/PugsAHDPaR8edBZUrbfD+wedhUXu+c1BE/6MPYMlSZIkSZIkaQTYGCxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkbAlDYGR0RGxG69/m+Zf06d52lTmQ9JkiRJkiRJ0uJmDXj9vwc2Bm4ecD4kSZIkSZIkaYU20MbgzHwA+OMg8yBJkiRJkiRJo2BCw0RExM4RcUZE3BIRf42IkyLicZNdefcwERExt/6/S0ScGxH31PVtGhE7RcS8iLgzIn4cEes3lvP0iDg5Im6OiNsj4v8i4lld69oqIn4REfdGxBUR8ZK6rL0b8zwiIo6t23dLRPwkIh7TmL5ZRPywbvvdEXF5ROwx2e2XJEmSJEmSpJky0TGD1wIOBrYH5gK3AT+KiFWnOF//BuwHPANYDzgO+AjwtrreJwAHNuZfB/gm8JyatwuAEyNiA4CIWAk4HlgIPBPYG/gosFpnARGxJnAacC+wE/As4EbglDoN4CvAmsDzah72A26dus2WJEmSJEmSpOkxoWEiMvN7zf8jYh/gdkoD7P9NYb4+nJln1HV8FfgS8NTMPK+mHQks+mG6zPx5V77+EXgNsDNwFPBCYGvgRZl5Q53nvcCZjY/tAQSwT2ZmnecfgD8DLwO+DTwS+F5mzqufmd+W+YiYDczuTj/l/AWss+4SyRoRveLiV5dcz7oPMS5GUa+YuPGmW5g925gYVcaF2hgXatMrLt5x9G9Yfe11B5AjDQPLC7UxLtTNmFAb42I0THSYiC0j4uiIuCYibgf+VJex+Tg++9M6LMOdEXHJUma/sPH+T/XvRV1pGzWWvVFE/HdEXBkRtwF31OmdfD0W+EOnIbg6B3iw8f9TgS2AOzr5pPR8Xg/Yss7zBeBfI+KsiPiPiHhqj/zvR2koXux17OH/tZTN1gquNS6+eeiXB5opDVRrTBzyxYMHmikNnHGhNsaF2rTGxXknHDnQTGngLC/UxrhQN2NCbYyLETDRH5D7EXAD8A/170LgUmA8w0S8FVijvv/bUuZtTk+AzOxOazZkHwk8DHgvsAC4Dzi1ka/oLKePlSjDS7SNAfzXmofDIuIk4CXA3wG/iohPZOaBXfMfDBzRvZA99nl7a09ijYzWuHjjW99pXIyu1ph417v3MyZGm3GhNsaF2rTGxXaveLNxMdosL9TGuFA3Y0JtjIsRMO7G4PqDbY8D3pmZp9W07ca7jK5euVNtR+DdmfmTmq+HARs3pl8GPCIiNsnMP9S0p7F4g/J5wOuBmzOz5zjAmXk98DXgaxHxQeA9LD5+MfXzSyzjN9feNsHN0oqkV1xccsNdA8iNhkGvmLh34QAyo6FhXKiNcaE2veLin350xQByo2FheaE2xoW6GRNqY1yMhokME3ELcDPw/yLi0RGxE/BVSu/gQbsS2CsiHh8RTweOBe5vTP8ZcAVwZERsGxHPBD5HyXunx/C3KMNP/DAidoqILSLiuRHx2Yh4DEBEfCEido6IR0XEkyljEl86M5soSZIkSZIkSZM37sbgzHwQ2B3YBrgY+DLwYcqQDIP2FmBt4FxKQ/DXKcNFAIvyviuwGvAbyrASH6c0BN9b57kbeC5wLfAd4PI633qUhnAo++tLlAbgn1Eaj988nRsmSZIkSZIkSVNhQmMGZ+bPgSd2Ja/dmB5d8wd9ZOYCyni+nf9Pb/5f077bkvZVSq/kzv/zgGd0Lf6bXZ+5ktLYC0BEbAusAlzdmOdPwD598vuP/bZHkiRJkiRJkobVRH9AbrkVEbsCdwFXAXMow0TMo4wVLEmSJEmSJEkrtJFpDAbWAT4FbEYZ9uF04L2Zmf0+JEmSJEmSJEkrgpFpDM7MbwDfGHQ+JEmSJEmSJGkQxv0DcpIkSZIkSZKk5ZeNwZIkSZIkSZI0AmwMliRJkiRJkqQRYGOwJEmSJEmSJI2AyMxB50HjFBGzgf2AgzPz1lHPx7DlZVCGZR+Yj+EyLPvBfAyPYdoHw5KXYcnHIA3TPhiWvAxLPgZpWPbBsORj2PIyKMOyD4YlH8OWl0EZln1gPobLsOwH8zE8hmkfDEteBpkPG4OXIxExB5gPbJGZC0Y9H8OWl0EZln1gPobLsOwH8zE8hmkfDEtehiUfgzRM+2BY8jIs+RikYdkHw5KPYcvLoAzLPhiWfAxbXgZlWPaB+Rguw7IfzMfwGKZ9MCx5GWQ+HCZCkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkEWBjsCRJkiRJkiSNABuDly+3Av9W/5qPYpjyMijDsg/Mx3AZlv1gPobHMO2DYcnLsORjkIZpHwxLXoYlH4M0LPtgWPIBw5WXQRmWfTAs+YDhysugDMs+MB/DZVj2g/kYHsO0D4YlLwPLR2TmTK9TkiRJkiRJkjTD7BksSZIkSZIkSSPAxmBJkiRJkiRJGgE2BkuSJEmSJEnSCLAxWJIkSZIkSZJGgI3BkiRJkiRJkjQCbAyWJEmSJEmSpBFgY7AkSZIkSZIkjQAbgyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwZIkSZIkSZI0CjLT1zS8gK8DfwYubqQ9FPgZcFX9u15NfwjwI2AecAmwT+MzmwMnA5cBlwJzavoRwHzggvp6ck3/QCPtYuAB4KGN5a0MnA/8uJF2WF33hcB3gbVr+r7ARXVZ/wc8vqavAhxZp10G7N9nP5wOvLgrbT/gK8Cczv4B1gS+VZd5cV3f2pPY798CrqjL+DqwSmPa3LotlwC/6PddjVps9NsHwD/WfXoJ8OmatipweP2+5gFzG9/jT4DL6/yf7LMf5gJndaXNAv4EbFy3Y7ea/rIat/Pqtv5DTT8QeH+fdby25uNB4Gld07YBzqrTLwJWB9Zp7KMLgJuBg1fgmJgL3NZI/0hjWe+pcXIJsF8jfdu63y6q+Vi3ps8B7mks66td5cAVjWkbTVdMTHC/b9/I0zxg15q+dVcc3N7ZBzXmbmhMe8lyHBcBfBy4sk57d03fk3I+uBD4FbBtY1kLGDsv/LaR3rpf6HO+6BVjLfthb+CYrrQNgJuA1Wp8Pa2mv6Wu68K67FdOYr8/lhLj99EoX4YlLgZcZrTum8by2uoYLwDOY6wu8eia/kjg1PpdnQ5s2kg/l7Hz9b599sMRdB37wKuAE+v7O+vflYAv1pi4CDgH2KIR0xv0WP5mwGl1/1wCvKcx7cnAr2s+fwtsP559tJzGw4TLij7x0FpPq+v4InB1Xd52jc98uub1sjpPTFc8THC/t9Yx6n5plhUPMnYMnc44zofLSVwcwcTrFu+ty78YOAZYfTLlRJ32qbqci4Hd++yHA4FPdKU9GbisuwwADqj5u7Dm5RmT2O/vq/vpwpr3R9b053XFxb3Aq/rtyxmMi16x/EJKeXxR/fv8xrSn1vSraRyXvZZVp+1f57+Cen1I/3J2MvH65jr/VcCb++yHI5jZ8uLfG3F1MrBJ1/SnU67NdpvotkxjXMxEedGv7J/osiZ8TmrZDwcys+VFr/aWoTiPDDI26rS5tLffLKDleqQx/f1ANr6r1tigT/nTssy9WcbrERrXsj3W8S7KsbAo7+PYF+O6nmpd33QGzii/gOcC23UdNJ8G/qW+/xfgU/X9hxrvNwT+Cqxa/z8deGF9vzaw5ngCqc7zcuDnXWnvA45m8Yr5uo33n2vksZn+CuB/6/s3AMfW92vWg3FOjzz8A3B4V9qvgeeweGPw/sDnGvNsDaw2if3+EspJJSiVzLfX9NmUQmfz+v9Gjc8s8V2NWmz02geUiuspne+is9+Ad3a+V2AjSgVxpRoPz6vpqwJnALv0yMNKwO+bsQPsDJza3A5KY9IfGGsoWA3Yur4/kP6NwY+rsXQ6i1duZ1EK586JYH1g5ZbPnws8d0WNCcpJZYkKEfBEykllzbqvTgEeU6edA+xU378F+Pf6fk53/DSWt9j+77MfljkmJrjf1wRm1fcbUyo6s7rmWRn4I2MXc31jbjmLi32AbwAr1f87x/cOjFXqdgHObqx/AS0NZ732Cz3OF/1irGUZ61JuzKzZSNsXOKwZX8CmwDXAQxrbOpkLto0oF2Uf7/VdDzIuZig2jqC9zOi7b2ivY1wJPK6+fwdwRH3/HerFLfB84Jv1/aqMnXPWrjGzSY/98GLgtK60Y4E31vedi/nXU252d2J900aMt8Z0nbYx9cKUcrPwSsYu1E6mnt8odY/Txxs/y2E8TLis6BMPveppLwF+WtOf2VlWXceZlGNuZUpD+9zpiocJ7vfWOkbXPE8Crm3833Pe5TAujmBidYtHUC7416j/fxvYu76faDnxUkoDxCxgLcoNmXV77Ietm99BTfsk8OH6fgHlgv5ZNb465c8G9Ch7lrLfn9fYR28HjmuZ56F1H4+77j7NcdGrvvyUzj6gnLdvaEz7Td1nQTl2d1nKsh5PaSBaDdiCcr5emf7l7ITite7Xa+vf9er71mObmS8vmtfV72bxThMrAz8HTmSs08O4t2Ua42ImyovWsn+Sy5rwOallGTNdXrS2t3TNM7DzyIBjo1/7zQL638g/CfgdY43BrbFBn/Kn7btiGa9Hem1rY3lPoVwnLbZ9vfYFE7ieans5TMQ0ycxfUoK/6ZWUHlLUv6/qzA6sExFBCZa/Agsj4vGUhomf1WXemZl3TyAbr6dUtAGIiE0pladDu/J6e50ewBo1P4vSq7U66fXvWhExq85/P6WHVJvvAi+LiNXqOuYAm1DufDVtTOlV1cnTFZl5X0TMiYjLI+LIiLgwIr4bEWv22uDMPDErSiVl0zrpDcD3M/O6Ot+fG59p+66mzTDGRp998HZK79776nyd/fZ4Sm+HTtqtlJPS3Zl5Wk2/n9LLY9MlllqmP0ip5O/eSN6jma9qHUrh9pf6ufsy84rxbGRmXtZj3hcBF2bmvDrfXzLzgeYMEfEYykX9GeNZ17IYkphoehzw6/p9LgR+Aexap20N/LK+/xnwmkmuYwlTERMRcUREfDUizoiIKyPiZX3W19k+KD3Ds2W2FwDXZObvJrVRy2AG4uLtwMfqfl90fGfmrzLzljrPr+lxDI93M2g/X/SLscUXUM5Fv6TcxOpoi4uNgDuAOxvbOh8gIk6PiIMj4lcRcXFEbN8zw5l/zsxzgL/12a6BxQUMrszot2961THq+tet7x9CuZEDjfMIpVfGK+s67u+ccyiNBv3qqqcAj42IjWse1gT+DvhB13wbAzc2Yv36Roz3lJk3ZuZ59f0dlJ4jj+i3XeOMnyk1jGVFnzpnr3raK4Fv1Em/BmbX7zUp5fOqlHhYhfK0SJtljoeIuDMiPhsR50XEqRGxYY919atjNC1W35pJQ1i3gHLuXqOeE9ZkrDyYUDlR03+RmQsz8y5KI+PObSus39GtEfGMRvLrKA1/TRsDNzfqvDdn5h8AImJBRHwqIn5TX4/utYGZeVpjH/U6h+4G/HQZ9+WktMVFr1jOzPM7+4DS62z1iFitHmPrZuZZ9Vj+BjWW+hwXr6TcHL6vnpuvpjxR0a+cnVC8Uhp4f5aZf63H9M/oERfMfHnR67oaylOY36N0SuiYyLYsswGWF61l/yTrKBM+J7UsY6bLi35x0TGw8wgMNDZ6tt8sxeeBf6axL3vFxlLKn8VMxfXI0tQyd0HLpF77YtzXU21sDJ5ZD8vMG6EEHiVQAA6hfJF/oHQnf0894WxFKYy+HxHnR8RnImLlxvI+XhtIP99pbO2oJ7SdKSeWjoMpB8aD3RmLiMMpvZweC3ypkf7OiLiGcvfn3TX5u8BdwI3AdcBBmdnamJqZf6FU9jsnrz0od8i7C7qvAx+MiLMi4j9qQ1zH1sDXMnMbSiPCO9rW1bU9qwBvBP63Jm0FrFcbBM6NiDctbRkzbNCx0ctWwHMi4uyI+EVEPL2mzwNeGRGzImILyqNim3WtZzalsDyV3o6hxAQ1ny/pzleNrROA30XEMRGxZ0Qsa9m1FZARcVKtwP1zyzyvpz1WZ8pMxcSzImJeRPw0Ip5Q0y4GnhsR69d4eQlj3+/FlDvXUB4FbH7vW9R1/yIintO1PYdHxAUR8eFaQehlKmJiDrATpdL31YhYvdfKIuIZEdEZKmTfHGsc7mg7yb+r7suvR8R6fbZlOkxlXGwJ7B4Rv63f/2NY0t9Temx0JHByLUff1jVv237pdb7oF2NtmnGxSd2u07rmmUdpJJofEYdHxMu7pq+VmTtQziFf77Ou8Ri2uIAZPI/00KuO8VbgxIi4nnJe/mRNn8fYzaRdKRcP6wNExGYRcSHlSYFPNRojFpPlJt73KRdqUMqm02qFvunbwMtrGfTZiHjKOLZnMVFuZj8FOLsm7Qd8JiJ+DxxEecJpmAy6rOhZ54TWetojKN93x/XAIzLzLMqxfmN9nZSZl7Utc4riYS3gvMzcjnJR9dG2dU3A7ixZVoz3fDgdBla3yMwbKMfKdZTv8rbMPLnOP9FyYh6wS0SsGREbUHrjjvcc8kzgL5l5Vdc8JwObRbmR/JWI2Klr+u2ZuX3dVwf3WVdT93HR0XYOmWiZO9NeA5xfG78eQTlGO66nRwNKQ+sx3pyhpZydaLwudR0dgygvIuLj9ZyxJ/CRmvYISmx/tWv2cW/LNJqJ8qLXdi5rHWVC56QuM1peRHt7S9OwnUdgZmKjX/tN6/VIRLyC8gTDvD55by2XW8qfNlNxPTIZvfbFRK+nFmNj8HB4MWX8j00oY9IcEhHrUu6eP4cy5snTgUdRxiqBctHx2Jr+UOCDXct8OXBmp5E2Su+4P2fmuW0ZyMx96vovo9ErLzO/nJlb1uX/a03enjKm0SaUx3z+KSIe1Wf7Fh00tFd+yMwL6vZ9pm7PORHxuDr595l5Zn1/FLBjn3V1fAX4ZWZ2enXOojRYvpSyvz8cEVuNYzmDNu2xsRSzKI8mPZMy5vC36wnn65ST9W8pJ7hfUe7IAxClx8cxwBcz89peC8/Se2rtiNia8sjGr7Olt1ZmvpXSE+83dZuXtSFnFiWO9qx/d42IF3TN0xqrQ2AqY+I8ymPu21JuAv0ASq8Oylh8P6NcqM9j7Pt9C/DOiDiX0kP3/pp+I+XRladQH8Oq+QLYMzOfVPP3HMqFXqspiolvZ+aDteJ2bd32Xus7OzOfUPfN/tFoOI6IVSkXB99pfOS/KA0jT67b/Nley55hk4mL1YB7M/NpwP/QdVxFxPMoFaZmGfLsetGzCyUOnlvTe+2X1vPFUmKszY+BHes2vQ74bnb15q//70zpcXUl8PmIOLAxyzF1vl8C60a5YTVhy1lcwPScRxazlDrGeyljKG9KGWv+czX9/cBOEXE+5ebNDdQYyMzf1xvAjwbeHBEP67P68dQxrqfcWN6fciF4akuZ32/71qbclNqv0Yvn7cB7M3Ozuo2HjXd5AzbtZcXS6pxVdz2t7WI2o/SoehylF88jgOc3yp02yxoPDwLH1ffjrXO2itKz7O7MvLiRPO7z4Qyb9rpFlJtkr6ScCzahPDWyV/3MhMqJ2oh8IqX+eQzlce1+55Bjgd2i3DjuFRd3Uq4V3kYZA/K4iNi7Mcsxjb/P6rMu6vbuRXlk+DNd6RtTHvs+qZE8oTJ3ptUG/U9Rhv+DHsfr0hbT7zM9ytleesXrRPM1o+VFZh5QzxnfoowNCuU66oPddZpJbMtMmsryotd2TrqOMslzUtOMlhc92ls627I8nUdgamOjX/vNEtcjtTH0AOqNljY9rm0mUv5MxfXIZLTui0lcTy3GxuCZ9acYexSlMz4llLHYvp/F1ZTxtB5LaWw7PzOvrb3VfkAZr6XTpT3r3dnDKRfcTd0F17OBV0TEAkoB9/yIOKr5gRq4x9H+2PexjHX/fwNlPJu/ZemifialstPLD4AXRMR2lHHCzmubKUsX+u9n5jsoJ9SXdCZ1z9pnXUTERylj1LyvkXx9zfNdmXkzpYv/tv2WM8MGGRv9XN9Y/28olZ4NsjyW997MfHJmvpIyjk3zjunXgKsyczw9J46teeqbr8y8KDM/T/kxi2UdmuB6yuOFN2d5ROVE6v4DiIhtKY+yjLfSMB2mPSYy8/ZamSEzTwRWidLDhsw8LDO3y8znUh7xuaqmX56ZL8rMp1K+r2tq+n1ZngSg7rdrKHcxO72BOo/fHM2SMdltWWNiQmVGXdZllB6sT2wk70Lp8fGnxnx/yswHstzl/p9xbMtUm7K4qNM6va6Pp/yoInXZ21AepXtl53sFyNpDs5b9xzMWS732S8/zRa8Ya5OZ91AqObvSJy46ZVVmfqLOt0xx0cMwxgXM7HmkW2sdI8ojs9tmZqeXxXGUcdvIzD9k5quz3EA6oKbd1lxojbdLKBcQvZwJbFzL7R0o5fkSahn108z8APCfjNVp+orSg/V7wLcy8/uNSW+m9CqDcmNgEN95P4MsK/rWOfvU05q9WTal9CzalXJT8M56vvop5QZ1L1MdD8vS+LJEWTWJ8+FUG2Td4u+A+Zl5U2b+jXL87DDZciIzP56lHvpCSoNSv3PI7yljMO5EOS98u8d8D2Tm6Zn5UUpjXa9zyNKuRf6u5vcVOTbsTcfrgOPrPuisd6Jl7oyJ8nj98cCbMvOamnw9iw9/0Tle++l1jPcrZycTr63r6GFQ5cXRjMXW04Bja3m5G/CViHjVJLZlOsxEvaLXdk6qjjKZc1K3mS4vGprtLR3DeB6BmYuN1vabbL8e2ZJys3Fe/a43Bc6LiIfXfLZe2/Qpf2IaEbEAACAASURBVJaQU3M9Mhn99sW4r6e62Rg8s06gXDxQ//6wvr+O0sON2vtla0pvtnMo3cE74w89nzJwNI2DLyiFxqK7RRHxEErh1Vk+mbl/Zm6amXMoAfnzzNwrikc3lvVy4PL6f/MxwJcyFljXUQrRiIi1KJXyy3ttdK0Qnk7pSdJ6wETEs2uPgU6vq8dTBv0G2DwiOnfUXs+S4w03l/NWyt2S12cd26n6IWW4g1n1rtEzKL2gh8XAYmMpflCXTb0Ttypwc5TH8taq6S+k9NLorP8/KOO97TfOdRwD7FXXc0L3xIhYOyLmNpKezFhsTNZJwDZ1O2ZR9smljekDHZupmvaYiIiH1zSijKG6EnUc3ojYqP7dHHg1dX800lei3L3+av1/w6iP+0R5UuAxwLX1mNugpq8CvIxGTPawrDHx2ohYKSK2pNx5bh3TMSK2qN8/EfFIyr5c0JhliTjo7Mtq13Fsy1SbsrigcXxTjoEr6+c3p1ykvzEzr+ysOCLWioh1Ou8pY293YqnXful5vugVY30cQ2k8ehhlvK/FRMQmUW46dnTHxe51vh0pjycv1vA4AcMYFzBD55E2veoYwC3AQ2KsJ8cLqefeiNggxoZ32Z/a2zQiNo2INer79SgXcT3HZc3MpFyoHUn5Ffh7u+eJiO2iPM7XKbu2YRznkbr9h1F+RfxzXZP/QDluoOy7cVe+Z8jAyoo+8dCvnnYC8KZaVjyTcox2hpfZqZ5LVqnr71l/m4J4WInSIAPlZlbPOmc/dbmvpTHO5CTPh1NtkHWL64Bn1rpX1PVdxuTKiZVjbFiZbSjfYWfIiV6OoYwleU2W3p6LiYitu659Ws8h9e9ZvVYSZRiB/6Y0BLeNcdnzHDLeMnemRHmC5ifA/jn2lGbnsfA7IuKZNc9vYunXFicAe0QZc3gLSj3xN0spZycarycBL4qI9er540Us3gN7MTNZXnTF1iuodaHM3CIz59Ty8rvAOzLzBxPdlmkyE/WKXmX/ZMqeCZ+T+pip8qJXe8swn0dgZmKjtf2m1/VIlk5CGzWOp+spPw73xz7XNv3Kn16W9XpkMnq2ZU3iempMztCvEI7aq34JN1J+QOR6Snf09Snjp15V/z60zrsJpQJzESX492os54XAhXXaEYz9GuPPG/MfBazd+Mze1F9v75G3udRf0aScxM5sLOtb1F+1BL5A6ZFzAWUslCfU9LUpvWAuoRzEHxjH/tiVclfssY20OdRfpaRUIjrbeQllzJyo81xKaXC6kHLXZs0+61lI6ZF4QX19pDHtA3VZF1MeAej5XY1abPTaB5TG36Pqss4Dnt/47q6gFEKnUB4HhHIHLmt65zt46zj2ybzufNVt2o0yFMGJdX0X1Hh9Wp3nQPr8WnuNu+uB+yhj95zUmLZXjbWLgU93fe7aZqyuqOUF5S72JXX//xrYobGsMyjHyzzgBY3091AaAq6kjOkXNf01jWWdB7y8pq8FnFvzdQmlXFl5GmPiCErl7Yyax5f1WccbGSvjzgNe1Zi2JuXi9SFdn/lm3ZcXUipCGy/HcdG5yLuIUlHdtqYfSrk47xzDv63pj6rfy7y63w5Y2n6hz/miV4z12R+zKI/ifbIr/XRKz5pHUmL98prvnwFbNub5BOWR4ospP1rTaz0Pr/v7dsqPY17P2Hlx4HEx4DKj575pLHMujV/qppTDF9Xv+XTgUTV9t5rXK2vMrdaVp3n179vGsT+eQjn37NyV3vk1+J0p5dDF9fV1YPU6bQG9f5F6x7rcCxk7Hl7SmHZuzefZwFPHu4+Ww3iYUFmxlHhoradR6nxfrtMuYqxMX5nSsHYZpbz43DTHw53Av9fpPwc27LOefnWMuZQezc35J3U+HOK4mEzd4t8oZfTFlHKzc9xPtJxYvcbDpXUdTx7H/tiw7ot9u9IXABtQHsH9VV3mhZSGgw0a83yUcqyfAzy6z3pOqfHQifETGtPmUIa6WKnrMz3r7jMUF62xTLnpf1djWy5g7Ffsn1bzew1lnNBOfbDfcXFAnf8KYJea1q+cnUy8voXy43RXA/sMUXnxvfr5C4EfUcZE757nCGC3yW7LclpetJb9k1zWhM9JQ1BetLa3NPI60PPIIGOjTlui/YY+1yNt31W/2KBP+dNnfyzL9cgRNI7xlmW/u+7jhZROB4f22xc1fULXU81Xp9CWhlKUgbx/nJlPXMqskkREHEEpM7476LxoeETE6ZQbR78ddF4kDa+IuDMz1x50PjRcojxy/LQsj+dKgOWF2lleaHnhMBGSJEmSJEmSNALsGawpUcftOrVl0guyMUD3FK7veMoA4U0fzMyZHktJ4xARB1DGPGr6TmZ+fIqW/2XKuJJNX8jMw6di+Zp60x0TXet6MeWXVpvmZ+auU70uLZuZPJYjYh/KsCdNZ2bmO6d6XVp2EXE2sFpX8hsz86IpWPaM1mG07KYzHlrWZR1jOTGT1wczWY/RsrG8UBvLC/Uy3cfxsLRl2RgsSZIkSZIkSSNg1qAzMEruXYgt70Nq9VnEoNZtXCzujnsXDjoLi2y49qyBxIUxsaRjz79u0FkAYO+nbz6wsuKtx108FHFxyGscwr2b55DhseCmuwedhUUeu/GaxsWQOPXyPw86C4u89IkbGRdagucRtRlUXBgTw8uyQm0mExeOGSxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDB6HiJgbERkRGww6L5IkSZIkSZI0GStkY3BEnB4Rhww6H5IkSZIkSZI0LFbIxmBJkiRJkiRJ0uJWuMbgiDgC2Al4Zx3aISNiy4g4LCLmR8Q9EXFVRPxzRKzU+NyTIuLUiLg9Iu6IiHkR8bwe61gtIo6PiPMiYqMZ2jRJkiRJkiRJmrRZg87ANHgPsBVwOfChmnYLcAPwOuAmYHvga8BfgMPqPEcD8+q0hcCTgHu7Fx4R6wI/pDSkz83M26drQyRJkiRJkiRpqqxwjcGZeVtE3A/cnZl/bEz6SOP9gojYDng9Y43BjwQOyszL6/9Xtyx+Q+AoasNyZi7RWCxJkiRJkiRJw2iFawzuJSL2Bd5KafRdA1gF+F1jls8Bh0bEm4FTge81GoY7TgbOA16TmQv7rGs2MLs7/cabbmH27CWSNSKMC3UzJtSmV1zsddiZrLbWugPIkYaB5YXaGBdqY1yojXGhbsaE2hgXo2GFGzO4TUTsDhwMHAG8GHgy8BVg1c48mXkg8HjgB8AOwIUR8ZauRf0Y2JEyhEQ/+wHzu1+HfPHgZdwSLeeMC3UzJtSmNS4uOfGogWZKA2d5oTbGhdoYF2pjXKibMaE2xsUIiMwcdB6mXEScDFyTmW+v/38J2CYzd2rMc0JNm9NjGf8FbJuZO0TEXOA0yjAR7wX2BV6QmRf0+GyvOynzvZMynFafRUz3OoyL8bnj3p6d7mfchmvPmta4MCbG79jzrxt0FgDY++mbD6ys2OuwM+cPQ8/gQ17zxEFnYeh4DhkeC266e9BZWOSxG69pXAyJUy//86CzsMhLn7iRcaEleB5Rm+mOC2Ni+WNZoTaTiYsVdZiIBcD2ETEHuJMy/u/eEbFLfb8HsBPlh+WIiDWAg4Dv1M8+jNID+OzuBWfmARERwCkR8YLMnNcyz63Ard3pQ9TGpQEwLtTNmFCbXnHx1uMuHkBuNCwsL9TGuFAb40JtjAt1MybUxrgYDSvqMBEHAfcDlwI3AT8Fvg0cDZwDzAE+25j/AWA94EjgCuB44CzgfW0Lz8wPAf8DnBoR207LFkiSJEmSJEnSFFohewZn5pXAs7qS/76+mj5W578feEOf5Z0Oi3e7zsz9gf2XNa+SJEmSJEmSNBNW1J7BkiRJkiRJkqQGG4MlSZIkSZIkaQTYGCxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkERCZOeg8jIx7F+LOHlKrzyIGtW7jYnEPPjg8u2PNVWMgcWFMDC/LCrUxLobHPfc/MOgsLLLemisbF1qC5cXwuPbPdw06C4s8fpO1jIshccWNdww6C4tsu9k6XosMif/P3p3Hy1GVCR//PSGQEJZJZHHYgygILiAICi8OQWYEfFUGRcEdGFRc0Igoo7xqHHVGhXGCRkQHJKigiCiIgLJIFGRRdlBZFCKrSiSIQAIEzvvHOZ3UrVTfjZt0Jf37fj73c7tPbU9VP326+unq0w8teKLXIQCw/lqr2ldoKaM5t/DKYEmSJEmSJEnqAxaDJUmSJEmSJKkPWAyWJEmSJEmSpD5gMViSJEmSJEmS+oDFYEmSJEmSJEnqA0MWgyNiTkTMGu0GImJaRKSIWHe06xjmdg6MiIeX5TYq25oRETctj21JkiRJkiRJ0lhYma4MPg14Vq+DkCRJkiRJkqQ2Gt/rAMZKSmkBsODprCMiVkspPT5GIUmSJEmSJElSawz3yuDxEXFsRMwvf0dHxDjIBdSI+HxE3B0Rj0TEryNiz4Z1bBsRV0bEoxFxVURs35kQEetExHfKOhZExG8i4qDK9HdFxJ8jYkDxOiJOjYizyu2lhokoy/0+Ih4v/99Rm54i4r0R8YOIeAT4z4hYJSJOjIg7Siy3RcRHOvsrSZIkSZIkSSui4RY431zm3Rl4F/BOYHqZdhKwG/Am4AXAycDZEbFtbR3/Bfw7sD3wV+CUiIgybSJwDfAq4HnAscDXImKPMv17wGTgnzsri4g1gH2AbzcFHBH7ArOAmcDzyzqPi4hX12b9JHBuif0rZT/vAd4AbA0cBXwMOAhJkiRJkiRJWkENd5iI+4D3p5QScHNEbAkcXq7KfSMwNaV0Z5l3VkT8M7lo/J7KOj6eUroYICL+A7gU2Ai4O6V0D3B0Zd6vR8TLy7ovSinNj4hzyUXpn5R59gUWAWd3ifkI4Fsppc6P390aETsAR9aWOS2ldEJt2U9Ubs8tVzG/ETixy7YkSZIkSZIkqdWGWwy+ohSCOy4HPg3sCgTw2yUX+QIwAfhZbR03VG7fW/6vD9wdEauQrxren1wgngCsBsypLPNtYHZETEopPUouDH8/pbSwS8xbA9+otV0KvKbWdlV9wYg4FDgE2AxYHVgV+GOX7SwlIiaTr2Qe4L775zN58lLN6hPmherMCTUxL9TEvFAT80JNzAs1MS9UZ06oiXnRH8ZiHNwE7AhsV/nbGji4Nt8TtWWq2z8C+BD56uA9yjrOJBeEO35MvhJ4n4hYnzxkROMQEQ3bGaztkeqdiNifPLTEbGDPEstxtViGMh24o/4360szR7AKrYTMC9WZE2piXqiJeaEm5oWamBdqYl6ozpxQE/OiD8TAC34bZoiYA2wAPLdzdXBEHEUeAmJ34Bbg5Z0hIBqWnwZcDKyXUppX2qaSE2rHlNJVEXE28EBK6e1legDXAg+mlKZV1vW/JZafAh8BNkspPVWmHQjMSimtWe7/ErglpXRwZfnZwBYppZeV+wl4fUrp+5V5vgy8MKW0W6XtR6Vtark/A9gvpfT8Lvvc7ZOUO/wkpZ0mjieGnuvpMS+G56mnBu+TlqdJq8UyzQtzYsVjX6Em5kV7LHj8yV6HsNiUSauYF1qK/UV73P6XR4aeaTnZZsM1zIuWuOW+v/c6hMW23WQt34u0xEMLnhh6puVg/bVWta/QUkZzbjHcYSI2BGZGxHHkH1r7MPCZlNKtEXEKefiGD5F/BO4ZwDTg9pTSD4a5/luB/SNiV2AecBiwObkgXPVt4MIy7dROIbiLo4HTI+Jq4HxgL/LQEq8dRiwHRsTewO+BA8g/kDd/mPtCSulB4MF6+8JFw12DVkbmherMCTUxL9TEvFAT80JNzAs1MS9UZ06oiXnRH4ZbDD4FWAW4kjzMwonA/5RpBwFHAV8ANgYeAH5Fvhp4uD5DLvCeBywgD9FwCrBNbb5fAPeU9gMGW2FK6cyIOIw8BMVM8pi/70kpdfvBuY6vkYeGOJU8HvIZwH+z9LAXkiRJkiRJkrTCGHKYCI2dhYsaxzBWCyyPr+x1Y14M1E/DRHRjTrSXfYWamBft0W/DRHRjXrSX/UV79NswEd2YFwP10zAR3ZgTS+unYSK6MS/aazTnFmPxA3KSJEmSJEmSpJazGCxJkiRJkiRJfcBisCRJkiRJkiT1AYvBkiRJkiRJktQHLAZLkiRJkiRJUh+wGCxJkiRJkiRJfcBisCRJkiRJkiT1AYvBkiRJkiRJktQHxvc6AEmqGjcueh2CimvnPtjrEBabML4dn11uP3XtXocgaRCrr7ZKr0OQtIJ41vpr9DqEVlj4xJO9DoGJq7an795qg7V6HYJaaM0Jls60cmnHu2tJkiRJkiRJ0jJlMViSJEmSJEmS+oDFYEmSJEmSJEnqAxaDJUmSJEmSJKkPtKYYHBEzIuKmMVrXnIiYNRbrkiRJkiRJkqSVQZt+EvEY4MtjtK7XAk+M0bokSZIkSZIkaYXXmmJwSulh4OExWtcDY7EeSZIkSZIkSVpZjGqYiIiYEBEzI+LPEbEwIq6IiF3LtGkRkSJi74i4OiIWRMQlEbFxROwWEddHxMMR8eOIWKeyzgHDRETECyLiooh4KCL+XpbbvUxbNSK+FBH3RsRjEXFXRHyusuyAYSIiYkpEnBwR80s8F0bE8yrTDywx7RERN0XEIxFxcURsXplnk4g4KyIeiIhHI+LmiDhgNMdPkiRJkiRJkpa30V4Z/AXgDcDBwO3A4cBPIuI5lXk+BUwH/gacCpwGLATeCTwJnA7MAA7rso1TgeuBnYBFwAvK8gDvB/YFDgDmAhsDWw0S7+wyfR9gPvDZEu+WKaUFZZ4JwEfLPi0ETgaOB/Ys048DJgK7Aw8NsT1JkiRJkiRJapURF4MjYg3g3cAhKaVzStuhwMuB9wIXllk/nlK6pEw/njwe8A4ppWtK28nAfoNsajPgmJTSzeX+72vTbgUuSSkl4E7gsi7xPgd4DbBbSukXpe2tZZk3AyeUWccD700p3VLmOQY4KSLGpZSeKts8I6V0fZn/jkFilyRJkiRJkqRWGc2VwVsAqwK/7DSklJ6MiMuBbVhSDL6hssyfy/8ba23rD7KdLwInRMTbgYvIhdhOYXg2cAFwa0ScD5wLnFeKtnVbA08Bl1fi/VtE3Fji7XisUwgu7i37ORl4ADgWOD4i9irx/DCldHVT4BExuSw3wH33z2fy5KWa1SfMC9WZE2piXqiJeaEm5oWamBdq0i0v5t47j38wL/qSfYWamBf9YTRjBkf5nxqmVdueqLenlOptXbefUppBLtaeCewC3BARB5dp1wBTgY+VdZwMXBARTeuLhrameBd1mTaubPNEYHPgJGBL4LKImNFlvdPJVw4P+Jv1pZmDhKI+YF6ozpxQE/NCTcwLNTEv1MS8UJPGvPjqrGN7GpR6yr5CTcyLPhB5lIURLJCHiXgAeEdK6ZulbRXysA2nkq+avRhYL6U0r0zfDzg9pRSV9RwKfCaltG65PwPYL6X0/C7b/SqwbUppl4ZpLwGuALZKKd0aEXOAm1JK7yvDRNzKwGEi1gbuAg5PKZ0YEQcCs1JKa1bWOa2+H7VtHgl8IKW0YcO0bp+k3OEnKe00cfygHxqMCfNixbOs86LtOXHt3Ad7HcJiE8aP6vdOx9z2U9e2r9BSfA1RE/NCTcwLNellXsy9d94dvb4yeOKqq/R0+23V7+9F2uSpp0ZWN1tWJq0WvoZoKaPpK0Y8TERK6ZFSmP1cRMwjf0rwQeCZ5B9Ze9o/rBYRqwPHkH9kbm5Z967AlWX64cB9wHXkK5DfRP5Rt7sb4r0tIs4CvhYR7wQeJP+A3EPk4vVwYzoWOI9cWF4b2Av4bdO8KaUHy3YGWFi/9lh9xbxQnTmhJuaFmpgXamJeqIl5oSbd8uLBBU/2IBq1gX2FmpgX/WE0YwYDHFn+n0T+xOBaYK+U0n0R8bSLwcCTwBTy8A//CPwV+DFwRJn+d+DDwHPIwzlcC+ydUnq0y/oOAmYCPwImksc73iultGAEMY0j/wjeJmX7FwEfGsHykiRJkiRJktQzIx4mQqO3cFHjOMtqgeXx1axuzIv26lVetCUnHCZiactjmIhu2pIXWpqvIWpiXqiJeaEmvcyLBxc82fO8cJiIZv3+XqRN+mmYiG7Mi/YaTV/RjnfXkiRJkiRJkqRlymKwJEmSJEmSJPUBi8GSJEmSJEmS1AcsBkuSJEmSJElSH7AYLEmSJEmSJEl9wGKwJEmSJEmSJPUBi8GSJEmSJEmS1AcsBkuSJEmSJElSHxjf6wD6yUs/c1GvQwDgiv+3R69DAGDKju/rdQiLLbh2Vq9DUDFl58N7HcJiC379xV6H0FMvmjq51yEsttesy3odAgBzpu/S6xBU+BqiJtse9dNeh7DYLZ/fs9chqLC/UJMprz+h1yEstuCHh/Rs2xNXXaVn224j80JNNn3nab0OAYB5sw/odQgqVvRzC68MliRJkiRJkqQ+YDFYkiRJkiRJkvqAxWBJkiRJkiRJ6gMWgyVJkiRJkiSpD1gMliRJkiRJkqQ+MKbF4IhIEbFft/sN808t87x4LOOQJEmSJEmSJA00vsfbvwvYAJjX4zgkSZIkSZIkaaXW02JwSulJ4E+9jEGSJEmSJEmS+sGIhomIiL0i4pKImB8RD0TETyNi69FuvD5MRERMK/f3joirI2JB2d7GEbFbRFwfEQ9HxI8jYp3KenaMiPMjYl5EPBQRl0bEzrVtbRkRP4+IhRFxS0S8sqzrwMo8G0XEd8v+zY+IcyLiOZXpm0TEWWXfH42ImyPigNHuvyRJkiRJkiQtLyMdM3gNYCawEzAN+BtwdkSsNsZxfQqYDrwEmAKcBnwCeGfZ7vOAGZX51wK+BbysxHYdcG5ErAsQEeOAHwKLgJcCBwKfBCZ0VhARk4CLgYXAbsDOwH3AhWUawHHAJGD3EsN04MGx221JkiRJkiRJWjZGNExESumM6v2IOAh4iFyAvXQM4/p4SumSso3jgS8DO6SUriltJwOLf5gupfSzWlyHAa8D9gK+DfwLsBXwipTSPWWeDwK/rCx2ABDAQSmlVOZ5F/AX4FXA94DNgDNSSteXZe4Yw32WJEmSJEmSpGVmRMXgiNgC+DT5it31yFcWjwM2Hcay55Gv3AX4Y0rpeYPMfkPl9p/L/xtrbetX1r1+iWt34JnAKsDqlbieC9zbKQQXvwaeqtzfAdgc+HtEVGOZBGxRbh8LHB8RewEXAT9MKV3dsK+Tgcn19ucfeSarTFyzYXfVD7rlxX33z2fy5KWa1QfMCTUxL9TEvFAT80JNzAs1MS9UZ06oiXnRH0Y6TMTZ5CLwu8gF4ReRh14YzjARhwDblb9XDjHvE5XbCSClVG+rxn4ysCPwQWCXso27K3FFZz2DGEceXmK72t+WwNdKDCeSC8YnlfbLImJGw7qmk68aHvB3/xVnNMyqPtKYF7O+NLOnQamnzAk1MS/UxLxQE/NCTcwLNTEvVGdOqIl50QeGfWVw+cG2rYH3ppQuLm3bD3cdtatyx9quwPtTSueUuJ4JbFCZ/jtgo4jYMKV0b2l7MQMLytcAbwTmpZS6jgOcUrob+Drw9Yg4EvgAA8cvhjyu8uz6suu99HUOK9HfGvPife+fbl70L3NCTcwLNTEv1MS8UBPzQk3MC9WZE2piXvSBkQwTMR+YB7wjIu4CNgKOJl8Z3Gu3Am+JiCvJP3L3BeDxyvQLgFuAkyPiCPIQEl8kx965YvgU4AjgrIj4BHAnsAmwD3B8Sum2iDgWOK9sb23ymMS/rQdTislLFZS3m3HR099TrbC65cXCNjyD1BPmhJqYF2piXqiJeaEm5oWamBeqMyfUxLzoD8MeJiKl9BSwP/BC4CbgK8DHgceWTWgjcjCwJnA18F3gG8DczsQS+77ABOBX5GElPksuBC8s8zwK/BNwO3A6cHOZbwq5EA75eH2ZXAC+gDx28duX5Y5JkiRJkiRJ0lgY0Q/IpZR+Bjy/1rxmZXrU5g8GkVKaSx7Pt3N/TvV+aft+Q9vxwPGV+9eTxzCu+lZtmVvJxV4AImJbYFXg95V5/gwcNEi8hw22P5IkSZIkSZLUViMqBq/IImJf4BHgNmAqeZiI68ljBUuSJEmSJEnSSq1visHAWsDnyeMAzwfmAB9MKaXBFpIkSZIkSZKklUHfFINTSt8EvtnrOCRJkiRJkiSpF4b9A3KSJEmSJEmSpBWXxWBJkiRJkiRJ6gMWgyVJkiRJkiSpD1gMliRJkiRJkqQ+ECmlXsegYYqIycB0YGZK6cF+j6NtsfRKW46BcbRLW46DcbRHm45BW2JpSxy91KZj0JZY2hJHL7XlGLQljrbF0ittOQZtiaNtsfRKW46BcbRLW46DcbRHm45BW2LpZRwWg1cgETEVuAPYPKU0t9/jaFssvdKWY2Ac7dKW42Ac7dGmY9CWWNoSRy+16Ri0JZa2xNFLbTkGbYmjbbH0SluOQVviaFssvdKWY2Ac7dKW42Ac7dGmY9CWWHoZh8NESJIkSZIkSVIfsBgsSZIkSZIkSX3AYrAkSZIkSZIk9QGLwZIkSZIkSZLUBywGr1geBD5V/htH1qZYeqUtx8A42qUtx8E42qNNx6AtsbQljl5q0zFoSyxtiaOX2nIM2hIHtCuWXmnLMWhLHNCuWHqlLcfAONqlLcfBONqjTcegLbH0LI5IKS3vbUqSJEmSJEmSljOvDJYkSZIkSZKkPmAxWJIkSZIkSZL6gMVgSZIkSZIkSeoDFoMlSZIkSZIkqQ9YDJYkSZIkSZKkPmAxWJIkSZIkSZL6gMVgSZIkSZIkSeoDFoMlSZIkSZIkqQ9YDJYkSZIkSZKkPmAxWJIkSZIkSZL6gMVgSZIkSZIkSeoDFoMlSZIkSZIkqQ9YDJYkSZIkSZKkfpBS8m8Z/AHfAP4CiPr4BAAAIABJREFU3FRpewZwAXBb+T+ltP8DcDZwPfAb4KDKMpsC5wO/A34LTC3ts4E7gOvK33a17e8IPAnsV2n7PHBT+du/0n5JZT33AmeW9inAD4EbgF8Bz68sMxe4sSxz1SDH4UDgO7W2dYH7gQnAHODFpf3gss4bSoz7jOK4Pxe4HHgMOKLSvlVlH68DHgKml2nblmVuLI/D2itbXgBvLsf1BuAyYNvKuiYD3wduLuvbeYi4BltXW/NiNPt/WuU4zgWuW1HzojL9y8DDlfubAReV4zIH2HgYOXYKcEt5LL4BrFraA/gS8Puyvu1r214buAeYNchxmA28q9b2r8C55fbD5f+4sq2bSm78Gth8FMf99eUYPtXJt0q+VPuLp1jyXJpT9r8zbf0VNS/KY/ZZ4NYy7f217Te9jry9bPs24O0NMf+oGm9pO6wcs98AXyht6wAXAw8PlhM9yotPlxy+rhy3DUv7hyuP+03l2DyjTJvLMPq+tudEZfqw+orSfnXZ798Ah5b2ScA55H71N8Dnatu+GLi2rO+VpX0qsKByjI9vUU70e18xm+Zzi8Z+H9i9dlwWAv9apnU75+x2/jaRfA7aifdTgxyHGcB/1dq2A35XeZ6uW24fVdbXea6/ZBTH/VCWPO8vBbYxLwY/H6D7e5H3lflT5zGq7ctSr0el3XOLFSQvuj2WDN5fdMuxfVjy3L0K2HWouFrQX/wTcA2wqCGPR3UsV6b8YJC6Q5m+Cvm84ceVtj3KMe30wc+ubLvpPGOnynavB/Yd5DjMAfastU0HjiOfr9xU2iaR3xvdSO47LgXWrPYtg2zjJ8CD1X0q7Y3n50Mdo5UsH0Z8zk1+/l7Bkn5hp9LetQ7QLbfa2l8weH/58rLMTcDJwPght7OsE6hf/8oDuH3tifMF4N/L7X8HPl9uf6xyez3gAWC1cn8O8C/l9prApHJ7NrUXksp2VgF+BpzLkhfa/1uerOOBNcoTZKmiJ3AG8LZy+2jgk+X2c4GLKvMtTvghjsPawLxO3KXtUODEyv69GNgY+APwD5V9Hc0J2Prkk4zPUnkz0XB8/gRsVu7/Gtit3D4Y+PTKlhfALizpqPcGrqxMOxk4pNxeDZg8RFyDrauteTHi/a8t/9/AJ1bUvCj3Xwx8i4EFntMpBT3yC8i3KtO65dgryScpAXwHeHel/bzS/tLqMS7TjwVOZfA3bHsCF9favgu8tdzuvGF7I7mAP67c37jz+I7wuG9N/qBoDpU3bLV5XgDcXjsujfOuaHkBHAR8s3Ic169sp+l15BnA7eX/lHJ7SmWZ15bHuBrv7sCFwITqNsivQ7uSn/dDFYOXd16sXbn9fhqKksCrgZ9V7s9lGH1f23Oi3B92X0HuMydU1jMX2JD85mj3yjyXAHuX+19nSb+xDTC33J5K7YOEFuVEv/cVs2k+txi03y/zPKNsY1LDtOo5Z+P5W1l35431qsCVwEu7HIetqo9Bafsc8PFyey75g+edyYXnTu6uS/nQZ4THvdpXvAb4iXnRPS8Y5L0I8CJyHzCXWl9Kw+tRZZrnFitIXgz1WJbpA/qLQXJsTSDK7RcCN9eOZePrW20dy7u/mFpi/WZDHo/4WK5s+cEgdYfSdjj5uV4tBt8KbF1uvweYXW53O8+YRCmQARuQi5yNBTPgXcBJtbYrgJcxsBj8UeCLtbzq5MpQxeA9yOeT9WJw4/n5UMdoZcqHWgzDOucmF5s755qvBOaU213rAN1yq2HdrekvKvMs7i/JH2beBWxZpv0H8G9DbcdhIpaRlNIvyA9O1T7kwhPl/792ZgfWioggPzkeABZFxDbkDuqCss6HU0qPDmPzh5FPsP9SadsG+HlKaVFK6RHyJzZ7VReKiLXIb/LOrCxzUdn2zcDUiHjmMLa/WErpIeAX5CdxxwHkIlLV+sDfyVeJdfb1jhLXnIiYGRGXRcRNEbHTINv7S0rp18ATg4S1B/CHlNIfy/2tSoyQT1JfN7y9G7le5UVK6bKU0vxy9wryCS4RsTa5kz+xzPd4SunBweLqtq6R6EFejGb/KfME8IaG2MbMss6LiFiFfALxkdo2Fj/HyZ+g71Pm77qulNK5qSB/Kt15/PcBvlkmXQFMjogNyvp2AJ5JfpEezIXAcyvLTQL+mSV9UscGwH0ppadKTHd3Ht+IeDgi/jsiromIiyJivW4bSyn9LqV0yxAxvZFl+NgPZjn0F+8G/qNyHKuvGU2vI3sCF6SUHijH+wLK60hErEk+mfpMLd53k68Kfay6jZTSIymlS8mfaA9leefFQ5W7a5CPbV1P8qJtfUXpMx8r7RMow4+llB5NKV3cmYd8pUKnr0jkDwQhX0Vy7wgPA9hXDNDDc86u/X7FfsB59XXVzzm7nb+VdT9c7q5a/pqek5TH6MGIeEml+Q3kwl/VBsC8Sr80L6V0b4lrbkR8PiJ+Vf6e3W3n29xXQCvzout7kZTStSmluV3W1/R65LnFKLXwPWpVY3/RsA8Pl/NQqDz3RhJXD/qLuSmlG8hXhC/2NI7lMtHD/Ohad4iIjckfJp1QD5fm84nG9nJusqi0T6TLa0nxfeBVETGhxDCV/GH3pbX5NiB/O4GyjVsq50WDSildRH6fW9ft/Pxp12ZGqsf9Rcdw+8tuj3vX2sUguTVwxS3pL2qq/eU6wGMppVvLtGHVtCwGL1/PTCndB1D+r1/aZ5E/Rb6XfMn7B8qTf0ty0v0gIq6NiKPLG7WOz0bEDRHxP5WOaiNgX+D42ravB/aOiEkRsS75aq1NavPsS/6E6aHKMq8t692J/HXQ6pu58yPi6oh45xD7/R1yoY+I2LDs18UN8f0ZuCMiToqIV9emr5FS2oX8qd83htjeUOpFx5vIV3RA/mpX/bgsa8s8L2r+jXzFBsCzyEMznFTWdUJErDFEXN3WBStGXgx3/zteBvw5pXTbMNc/VsYyL94H/KizvorrWfJCsS/5BXydIdYFQESsCryV/BUngI3In0h23A1sFBHjyFdWf3ioHU4pPQn8gPziCvl5eXFKqX6i9D3g1RFxXXlz9qLKtDWAa1JK2wM/Bz451HaHsD9Ln4CcVLb98XLCszyNZV5sAewfEVdFxHkR8RwY9HWk8TEutz9NfpzrJ3dbAi+LiCsj4ucRseNId7gXeRERn42Iu8hfLftEbdokcgHjjGqYDL/vG2u97CuIiE0i4gZybny+c9LbERGTyR/8dYrJM4C3RMTd5KvDDqvMvnmJ6ecR8bJuO2xfMSzL49xisD6ho+mDXlj6nLOriFglIq4jF5AuSCldOcjs1XOLlwJ/bXj9Ph/YJCJujYjjImK32vSHUko7kY/VzCFie29E/IF8pdT7G2YxL5bkxXDeiwzQ7fXIc4sx18v3qFVN/UXj+5qI2DcibiYPSXRwaR7y/LVmufYXXTzd93XLw/LoNwarO8wkf0hdL4wdApxbzifeSr5SEwY5z4iIl0TEb0q8h1aKwwOklP5Kvuilc/HcAcBplQ8hOr4BHBkRl0fEZzrn0k9T4/k5gx+j5Wm51S5GeM49HTi6nL8fQ75qu65eu+iWW03a0F9UVfvLecCqEfHicn8/hlPTSsv40vJ+/qP2lUfgwdr0+eX/fsD/kL9O9WzyuClrl/a/kQtW48lPgn8ry2xQ5p9A/kTmE6X9dMrX56hddk8ev+Q68icFp5CfoNV4zgNeV7m/NnBSWeZb5OEUti3TOmMork/umP5pkOOwOrngtjb5SfqlyrQ5LBkbNshj+XyUPG7YjMo8L68scycNX+WvbXMGDcNEkL+uOo/ciXXankt+4l5NPrn768qWF5V1704eq2edcv/F5LFoXlLuH0sZJqNbXN3WtYLkxbD3v7LMV4EPLcucWJZ5wZJPsTtfi6p+9XtD8huka8u+303+JLVrjlWW/V9gZuX+OQwcs+0iYAdycekjpe1Ahh4SYFfg8nL7TOC1lWnV2CeQv+pzNPmT5z1K+5OVfX0WwxjrmS5fzwReAtxYa9uo/F+L3G+8bUXMi87x7OQ2+eTyknK78XWE/Kb7/1W2/XHgQ+Qxs87uEu9N5DEYO8/jOyhf7RxuTvQqL8q8H6U2Rin5TfzZtbZh931tzQlG0VfUjwH5jVP19XU8+dxieqXt8Ere7UweO25ceew6ffMO5GJS1zH8e5ET9G9f0e2cs7Hfr9zfgPw6v2pDvAPOOSvtM+g+zNdk8ofGXcdJJL/5uavk1Ezg8Mq0uSwZ028VYBrwKfLQYQdW5nlWub0qwzwnBN4EnGxeDJ4XDP1eZPFjVO53ez3y3GLFy4uu71Eryw3oL7qtq7bcPwEXVuId9Py1tuxy7y/q+z6aY7ms/3qUH411B+BVwHFlnmkMHCbiByx5D/dh4IRyu/E8o7YPW5PPWSYOchzeQvmNmxLX9l2Oz5rk8+jjyGMAd4auGHSYiKZ96ixH8/l519rMypYPlXUP+5yb/H7jdeX2Gyj9QmW5eh2ga251OQ497y8q7U395c7kYdl+Rf6m5rVDrn9ZJ08//zU8cW4BNqg8gLeU2+cAL6vM9zPym+aXUsY6Ke1vBb7SsJ3FyVuedHPL38Pkqyj+tWGZUymDqZf76wB/pUuHWJ6kc2keZ3gGXU7cK/N8i/zDQ1dQfqCrtM+h+UTpxZQTpTLP7pVpd1J7EzrcmMhfazh/kOW2BH61suVFuf9C8vi7W1ba/pEyjlK5/zLgnMHi6rautufFSPe/3B9PvjJ548H2o815Qf7qy59Y0i88Bfy+YftrAneX24PmGPlDkzOpnFgBXwPeWI+f/GbvzrLteeQfb/zcIMeh09dsS+6/JlamNZ5UAUcAXy6362/Yhn4h7J5v/wN8bJDlDmQYhcw25kW5fTMDf0zub+V24+sI+WtaX6s/5uSvs91b5r8beJwl43T9BJhWWeYPwHojPYa9yIsy72bUxrEl/3jHmwZZZgZD9H1tzAlG0Vc0TDuJgW9yv0Hlg77S9htgk8r922n4sSSGGEOzFznRLSZW8r6itp1pLDnnbOz3K/c/AHy9YR1dzzmHev6QX3+GOre4hPym7y4G/jDqXJrHGdyPJR9ozaX8NgH5zdq8YR7/cZQ+1LwYPC8q7QPeizQ9RnR/PfLcYsXLi8bHsjJvY3/RtK6GaXeQx+YcVly1ZZdrf8HSxeBRva9b2fKj1r647gD8F/ncci75HOVR4NvkMWn/UFlmU+C35fZwzzMuZvDzjDVLnm7PwPfBA45PbZlZLCnkjrYY3Hh+3u0Yrcz5wAjOuckF585Y4kG+CrczX1MdoDG3hjgWPe0vKu1D9ZevAL431PodJmL5+hG58EX5f1a5fSd5HFsij/uyFbnT+jUwJZaMS/Vy8idbxJJxr4J8UnQTQEpp85TS1JTSVPJYN+9JKZ1ZvmLX+UrnC8lPiOoYW68nP/kWj98YEZMjYrVy9xDgFymlhyJijchjvRH5K/Wv6Gx/EN8hf0r3THLhb4CI2DAitq80bQf8sXJ//zLfruQO8W9DbK+bpcaciYj1y/9xwP9j8K8vLQvLPC8iYlPyp6dvTUvGkiGl9CfgrojYqjTt0VlXt7i6ravNeTHK/Yc8ptzNKaW7h9iPZWFM8iKldE5K6R8r/cKjKaVnl+XXLXkP+QrIzlAbg+XYIeSxY9+YylhWlXjfFtlLyY/HfSmlN6eUNi3bPoI8juC/d9vplF/Bvkf+dPjcap/UERHbRx5apPO8fSFL8mIc+YUX8pVa9bG9hqWs9/VUxoKKiPHlq62dYTJexdA5PtbGrL8gF/RfXm7vRv4hjq6vI8BPgVdExJSImEJ+jv80pfTVlNKGZf5dgVtTStPq24iILVny7YwRWZ55UfuK32vIJ+Wdaf9APlZnVdpG0/eNpZ71FRGxcUSsXm5PAf4P+U0CEfEZ8jcNptfirca1NXncvvsjYr3O1wYj4lnAc0q8jewrhrTMzy3o0u9XYug2zt9S55zdlLyYXG6vTnldHmKx75ALbn9oev2OiK1qz/PGc4vy//JBYquu4/+Sf1m9M828qOXFMN6LLKXb65HnFmOuZ+9RKzE0vUfr9r7m2aWN8j5hNfIHTIOd83SzXPqLQYzmOba8LY/3qo11h5TSR1NKG5e8OYD8Q2JvAeYD/1DOLQH+hXzVZz2u6nnG5hExvrRvVuKd222nUx6vfg75nKdxzNqI+D/l/IcS/zYMzI/RaDw/73aMnua2RmN5vI6M5pz73jJ/Zxu3lfm61QG65dZget1fdAxW05oAHMlwalpDVYv9G91feXDuI/8Qxt3kr2CuQ/6q1G3l/zPKvBuST4ZuJCfzWyrr+RfghjJtNkt+kfFnlfm/Tfml5VoMs1nydaqJ5Cfdb8lFt+1q884B9qq17VxivZn8BOr8CuOzyJfkX0/+5O2oYRyP8eRL2T/XsN0Xk6+++lnZVufrY1tU5vkv4LKyvzsNsp1/LMf7IfLXNO5myS8VTyKfKNS/2voBcid7K3msoRhqf1a0vCAPij6/HNvrgKsq69qO/IvON5BffDqPc7e4GtfV8rwY8f5XnkOHruj9RW1b1a9D7lfWf2s5RhOGkWOLyJ+sdo5l5+tdQb668A9lmaarYQ5keFeBvog8HlS9T3q4/N+LPKzLTeXvG5SrfMhXm3y6TP8ZlatQG7azbznej5GvAP9pZdo04Ira/GuU9d5QcvxYYJUVNS/IX7k+p7RfTsNXzVj6CpaDycO1/B44qGH+qQy8emA1cl90E/lHxKpDu8wlfw334bJ/27QkL84oy98AnE35+m4lh79bm3/EfV9bc2KkfUVlPdeX/+8s7RuXx+p3LOkrDinTtgF+WZa5DnhFaX9dOX7Xl1x5tX1FO/KC7ucWXft9cl9wD7Wv5pZpcxoes8bzN3JB7toS100M42vS5CvGnqD2+s2SX/vegXzu8Nuy3h+w5Oudc8lXH19JfgP77EG2c2x5fK8jX2H2PPOie14wyHsR8njLd5PPMe6lfN27tj+zab5C6kA8t2h9Xgz2WNKlvxgkx45kyXPvcgYOSzLk61uP+osdy/F+hPx+9DdjcSxXlvygS92hFts0Bn7rdd+yruvJryudr+B3O894ayVvrqHh29Ndns8JeG4tX28qt99W2c/fkMeP71ydOuiVweSrTO8HFpRjvWdpbzw/H84xWlnyoUw7kBGcc5MvSLm6TLuSJcMTda0DdMutlvcXU2nuL48mn3ffQmV4tsH+OokqtVZEzCFf/n9Vr2NRe5gXahIRD6eU1ux1HGoX80J15oSaRMRccvFyxN9g0MrL/kJN7C8kDVcb+wuHiZAkSZIkSZKkPuCVwRozEfEV8niBVcemlE5aBts6iDy8Q9UvU0rvHett6ekxL9QkIq4k/3Js1VtTSjcug20ttxzU02NeqM6cUJOI+CGwea35yJTST5fBto4ij/NadXpK6bNjvS09PfYXamJ/oW7KOOYXNUzaI6X01zFY/wvIP5he9VhK6SVPd91aNvqpv7AYLEmSJEmSJEl9wGEiJEmSJEmSJKkPjO91AP1k4SK8DLulJo4nerVt86K9epUX5kR72Ve0xz0PLOh1CIttsf7q5oWWYn8Bt//lkV6HAMCm60zqdQiLrTkh+j4vtDT7i/ZY8PiTvQ5hsSmTVvG9iAawr1CT0eSFVwZLkiRJkiRJUh+wGCxJkiRJkiRJfcBisCRJkiRJkiT1AYvBkiRJkiRJktQHLAZLkiRJkiRJUh+wGDwMETEtIlJErNvrWCRJkiRJkiRpNFbKYnBEzImIWb2OQ5IkSZIkSZLaYqUsBkuSJEmSJEmSBlrpisERMRvYDXhvGdohRcQWEXFiRNwREQsi4raI+EhEjKss94KIuCgiHoqIv0fE9RGxe5dtTIiIH0bENRGx/nLaNUmSJEmSJEkatfG9DmAZ+ACwJXAz8LHSNh+4B3gDcD+wE/B14K/AiWWeU4Hry7RFwAuAhfWVR8TawFnkQvq0lNJDy2pHJEmSJEmSJGmsrHTF4JTS3yLiceDRlNKfKpM+Ubk9NyK2B97IkmLwZsAxKaWby/3fN6x+PeDblMJySmmpYrEkSZIkSZIktdFKVwzuJiIOBQ4hF31XB1YF/liZ5YvACRHxduAi4IxKYbjjfOAa4HUppUWDbGsyMLneft/985k8ealm9QnzQnXmhJqYF2piXqiJeaEm5oWamBeqMyfUxLzoDyvdmMFNImJ/YCYwG9gT2A44DlitM09KaQawDXAmsAtwQ0QcXFvVj4FdyUNIDGY6cEf9b9aXZj7NPdEKzrxQnTmhJuaFmpgXamJeqIl5oSbmherMCTUxL/pApJR6HcOYi4jzgT+klN5d7n8ZeGFKabfKPD8qbVO7rOOrwLYppV0iYhpwMXmYiA8ChwJ7pJSu67Jst09S7vCTlHaaOJ5Y1tswL1Y8yzovzIkVj31Fe9zzwIJeh7DYFuuvbl5oKfYXcPtfHul1CABsus6kXoew2JoTou/zQkuzv2iPBY8/2esQFpsyaRXfi2gA+wo1GU1erKzDRMwFdoqIqcDD5PF/D4yIvcvtA4DdyD8sR0SsDhwDnF6WfSb5CuAr6ytOKR0VEQFcGBF7pJSub5jnQeDBevvCrgNLqB+YF6ozJ9TEvFAT80JNzAs1MS/UxLxQnTmhJuZFf1hZh4k4Bngc+C1wP3Ae8D3gVODXwFTgvyvzPwlMAU4GbgF+CFwOHN608pTSx4D/BS6KiG2XyR5IkiRJkiRJ0hhaKYeJaKuFi/Bgt9Ty+LpFN+ZFe/UqL8yJ9rKvaI9+GyaiG/OivewvHCaiyfIYJqKbtuSFlmZ/0R79NExEN+ZEe9lXqMlo8mJlvTJYkiRJkiRJklRhMViSJEmSJEmS+oDFYEmSJEmSJEnqAxaDJUmSJEmSJKkPWAyWJEmSJEmSpD5gMViSJEmSJEmS+oDFYEmSJEmSJEnqAxaDJUmSJEmSJKkPjO91AOpfTzz5VK9DWGzieD8XkaQVyeQ1Vu11CGqhU6+9s9chLHbwjpv2OoSeO+Gqu3odAgBv226jXoew2HabrtXrECQNYvy46HUIkrTMWQGTJEmSJEmSpD5gMViSJEmSJEmS+oDFYEmSJEmSJEnqAxaDJUmSJEmSJKkPDFkMjog5ETFrtBuIiGkRkSJi3dGuY5jbOTAiHl6W26hsa0ZE3LQ8tiVJkiRJkiRJY2FlujL4NOBZvQ5CkiRJkiRJktpofK8DGCsppQXAgqezjohYLaX0+BiFJEmSJEmSJEmtMdwrg8dHxLERMb/8HR0R4yAXUCPi8xFxd0Q8EhG/jog9G9axbURcGRGPRsRVEbF9Z0JErBMR3ynrWBARv4mIgyrT3xURf46IAcXriDg1Is4qt5caJqIs9/uIeLz8f0dteoqI90bEDyLiEeA/I2KViDgxIu4osdwWER/p7K8kSZIkSZIkrYiGW+B8c5l3Z+BdwDuB6WXaScBuwJuAFwAnA2dHxLa1dfwX8O/A9sBfgVMiIsq0icA1wKuA5wHHAl+LiD3K9O8Bk4F/7qwsItYA9gG+3RRwROwLzAJmAs8v6zwuIl5dm/WTwLkl9q+U/bwHeAOwNXAU8DHgICRJkiRJkiRpBTXcYSLuA96fUkrAzRGxJXB4uSr3jcDUlNKdZd5ZEfHP5KLxeyrr+HhK6WKAiPgP4FJgI+DulNI9wNGVeb8eES8v674opTQ/Is4lF6V/UubZF1gEnN0l5iOAb6WUOj9+d2tE7AAcWVvmtJTSCbVlP1G5PbdcxfxG4MQu25IkSZIkSZKkVhtuMfiKUgjuuBz4NLArEMBvl1zkC8AE4Ge1ddxQuX1v+b8+cHdErEK+anh/coF4ArAaMKeyzLeB2RExKaX0KLkw/P2U0sIuMW8NfKPWdinwmlrbVfUFI+JQ4BBgM2B1YFXgj122s5SImEy+knmA++6fz+TJSzWrT5gXqjMn1MS8UBPzQk3MCzUxL9TEvFCdOaEm5kV/GItxcBOwI7Bd5W9r4ODafE/Ulqlu/wjgQ+Srg/co6ziTXBDu+DH5SuB9ImJ98pARjUNENGxnsLZHqnciYn/y0BKzgT1LLMfVYhnKdOCO+t+sL80cwSq0EjIvVGdOqIl5oSbmhZqYF2piXqiJeaE6c0JNzIs+EAMv+G2YIWIOsAHw3M7VwRFxFHkIiN2BW4CXd4aAaFh+GnAxsF5KaV5pm0pOqB1TSldFxNnAAymlt5fpAVwLPJhSmlZZ1/+WWH4KfATYLKX0VJl2IDArpbRmuf9L4JaU0sGV5WcDW6SUXlbuJ+D1KaXvV+b5MvDClNJulbYflbap5f4MYL+U0vO77HO3T1Lu8JOUJZ548qleh7DYWhPGxdBzPT3mxYpn4niWaV6YEyueZZ0TYF4M1yOPLep1CIuts8Z486IlTr32zqFnWk4O3nHTvs+Lj517c69DAOBt223U6xAW227Ttfo+L7Q0zy/a44lFLXqPOnHZvkc1J1Y89hVqMpq8GO4wERsCMyPiOPIPrX0Y+ExK6daIOIU8fMOHyD8C9wxgGnB7SukHw1z/rcD+EbErMA84DNicXBCu+jZwYZl2aqcQ3MXRwOkRcTVwPrAXeWiJ1w4jlgMjYm/g98AB5B/Imz/MfSGl9CDwYL19YXvet6oHzAvVmRNqYl6oiXmhJuaFmpgXamJeqM6cUBPzoj8Mtxh8CrAKcCV5mIUTgf8p0w4CjgK+AGwMPAD8inw18HB9hlzgPQ9YQB6i4RRgm9p8vwDuKe0HDLbClNKZEXEYeQiKmeQxf9+TUur2g3MdXyMPDXEqeTzkM4D/ZulhLyRJkiRJkiRphTHkMBEaOwsXNY5h3Lf6bZiIbsyL9loeX8NpYk60V69yAsyLun4bJqIb82Kgfhsmopu25IXDRCxteQwT0U1b8kJL8/yiPfppmIhuzIn2sq9Qk9HkxVj8gJwkSZIkSZIkqeUsBkuSJEmSJElSH7AYLEmSJEmSJEl9wGKwJEmSJEnQBRglAAAgAElEQVSSJPUBi8GSJEmSJEmS1AcsBkuSJEmSJElSH7AYLEmSJEmSJEl9wGKwJEmSJEmSJPWBSCn1Ooa+sXARHuyKhxcu6nUIi6275vjo1bbNi/aaOJ6e5IU50V69ygkwL9rMvFAT80JNzAs1MS/UxPciqrOvUJPR5IVXBkuSJEmSJElSH7AYLEmSJEmSJEl9wGKwJEmSJEmSJPUBi8GSJEmSJEmS1AcsBkuSJEmSJElSH2hNMTgiZkTETWO0rjkRMWss1iVJkiRJkiRJK4PxvQ6g4hjgy2O0rtcCT4zRuiRJkiRJkiRphdeaYnBK6WHg4TFa1wNjsR5JkiRJkiRJWlmMapiIiJgQETMj4s8RsTAiroiIXcu0aRGRImLviLg6IhZExCURsXFE7BYR10fEwxHx44hYp7LOAcNERMQLIuKiiHgoIv5eltu9TFs1Ir4UEfdGxGMRcVdEfK6y7IBhIiJiSkScHBHzSzwXRsTzKtMPLDHtERE3RcQjEXFxRGxemWeTiDgrIh6IiEcj4uaIOGA0x0+SJEmSJEmSlrfRXhn8BeANwMHA7cDhwE8i4jmVeT4FTAf+BpwKnAYsBN4JPAmcDswADuuyjVOB64GdgEXAC8ryAO8H9gUOAOYCGwNbDRLv7DJ9H2A+8NkS75YppQVlngnAR8s+LQROBo4H9izTjwMmArsDDw2xPUmSJEmSJElqlREXgyNiDeDdwCEppXNK26HAy4H3AheWWT+eUrqkTD+ePB7wDimla0rbycB+g2xqM+CYlNLN5f7va9NuBS5JKSXgTuCyLvE+B3gNsFtK6Rel7a1lmTcDJ5RZxwPvTSndUuY5BjgpIsallJ4q2zwjpXR9mf+OQWKXJEmSJEmSpFYZzZXBWwCrAr/sNKSUnoyIy4FtWFIMvqGyzJ/L/xtrbesPsp0vAidExNuBi8iF2E5heDZwAXBrRJwPnAucV4q2dVsDTwGXV+L9W0TcWOLteKxTCC7uLfs5GXgAOBY4PiL2KvH8MKV0dVPgETG5LDfAfffPZ/LkpZrVJ8wL1ZkTamJeqIl5oSbmhZqYF2piXqjOnFAT86I/jGbM4Cj/U8O0atsT9faUUr2t6/ZTSjPIxdozgV2AGyLi4DLtGmAq8LGyjpOBCyKiaX3R0NYU76Iu08aVbZ4IbA6cBGwJXBYRM7qsdzr5yuEBf7O+NHOQUNQHzAvVmRNqYl6oiXmhJuaFmpgXamJeqM6cUBPzog9EHmVhBAvkYSIeAN6RUvpmaVuFPGzDqeSrZi8G1kspzSvT9wNOTylFZT2HAp9JKa1b7s8A9kspPb/Ldr8KbJtS2qVh2kuAK4CtUkq3RsQc4KaU0vvKMBG3MnCYiLWBu4DDU0onRsSBwKyU0pqVdU6r70dtm0cCH0gpbdgwrdsnKXf4ScoSDy+s1997Z901xw/2ocGYMC9WPBPHD/ph0tNmTqx4lnVOgHmxIjIv1MS8UBPzQk3MCzXxvYjq7CvUZDR5MeJhIlJKj5TC7OciYh75U4IPAs8k/8ja0/5htYhYHTiG/CNzc8u6dwWuLNMPB+4DriNfgfwm8o+63d0Q720RcRbwtYh4J/Ag+QfkHiIXr4cb07HAeeTC8trAXsBvm+ZNKT1YtjNAi2qf6gHzQnXmhJqYF2piXqiJeaEm5oWamBeqMyfUxLzoD6MZMxjgyPL/JPInBtcCe6WU7ouIp10MBp4EppCHf/hH4K/Aj4EjyvS/Ax8GnkMezuFaYO+U0qNd1ncQMBP4ETCRPN7xXimlBSOIaRz5R/A2Kdu/CPjQCJaXJEmSJEmSpJ4Z8TARGr2FixrHWe5b/TZMRDfmRXstj6/hNDEn2qtXOQHmRZuZF2piXqiJeaEm5oWa+F5EdfYVajKavBjND8hJkiRJkiRJklYwFoMlSZIkSZIkqQ9YDJYkSZIkSZKkPmAxWJIkSZIkSZL6gMVgSZIkSZIkSeoDFoMlSZIkSZIkqQ9YDJYkSZIkSZKkPmAxWJIkSZIkSZL6wPheB6D+tckrPtHrEBZbcNl/9joEFVN2fF+vQ1hswbWzeh2Ciim7HNHrEABY8Ktjeh2Cik3ecVqvQ1js/pP273UIKg6YfVWvQ1jszENe3OsQeu6We//e6xAA2PPTP+11CIv96X/363UIKjznVJMpe7bnfeGCiz7W6xBUtKW/sK9oj22Pas+5xS2f33PEy3hlsCRJkiRJkiT1AYvBkiRJkiRJktQHLAZLkiRJkiRJUh+wGCxJkiRJkiRJfWBMi8ERkSJiv273G+afWubxFzYkSZIkSZIkaRka3+Pt3wVsAMzrcRySJEmSJEmStFLraTE4pfQk8KdexiBJkiRJkiRJ/WBEw0RExF4RcUlEzI+IByLipxGx9Wg3Xh8mIiKmlft7R8TVEbGgbG/jiNgtIq6PiIcj4scRsU5lPTtGxPkRMS8iHoqISyNi59q2toyIn0fEwoi4JSJeWdZ1YGWejSLiu2X/5kfEORHxnMr0TSLirLLvj0bEzRFxwGj3X5IkSZIkSZKWl5GOGbwGMBPYCZgG/A04OyJWG+O4PgVMB14CTAFOAz4BvLNs93nAjMr8awHfAl5WYrsOODci1gWIiHHAD4FFwEuBA4FPAhM6K4iIScDFwEJgN2Bn4D7gwjIN4DhgErB7iWE68ODY7bYkSZIkSZIkLRsjGiYipXRG9X5EHAQ8RC7AXjqGcX08pXRJ2cbxwJeBHVJK15S2k4HFP0yXUvpZLa7DgNcBewHfBv4F2Ap4RUrpnjLPB4FfVhY7AAjgoJRSKvO8C/gL8Crge8BmwBkppevLMneM4T5LkiRJkiRJ0jIzomJwRGwBfJp8xe565CuLxwGbDmPZ88hX7gL8MaX0vEFmv6Fy+8/l/421tvUr616/xLU78ExgFWD1SlzPBe7tFIKLXwNPVe7vAGwO/D0iqrFMArYot48Fjo+IvYCLgB+mlK5u2NfJwOR6+333z2fy5KWa1SfMC9WZE2piXqiJeaEm5oWamBdqYl6ozpxQE/OiP4x0mIizyUXgd5ELwi8iD70wnGEiDgG2K3+vHGLeJyq3E0BKqd5Wjf1kYEfgg8AuZRt3V+KKznoGMY48vMR2tb8tga+VGE4kF4xPKu2XRcSMhnVNJ181POBv1pdmDhGCVnLmherMCTUxL9TEvFAT80JNzAs1MS9UZ06oiXnRB4Z9ZXD5wbatgfemlC4ubdsPdx21q3LH2q7A+1NK55S4nglsUJn+O2CjiNgwpXRvaXsxAwvK1wBvBOallLqOA5xSuhv4OvD1iDgS+AADxy+GPK7y7Pqy73v/dIeV6G/mherMCTUxL9TEvFAT80JNzAs1MS9UZ06oiXnRB0YyTMR8YB7wjoi4C9gIOJp8ZXCv3Qq8JSKuJP/I3ReAxyvTLwBuAU6OiCPIQ0h8kRx754rhU4AjgLMi4hPAncAmwD7A8Sml2yLiWOC8sr21yWMS/7YeTCkmL1VQXtiGI6WeMS9UZ06oiXmhJuaFmpgXamJeqIl5oTpzQk3Mi/4w7GEiUkpPAfsDLwRuAr4CfBx4bNmENiIHA2sCVwPfBb4BzO1MLLHvC0wAfkUeVuKz5ELwwjLPo8A/AbcDpwM3l/mmkAvhkI/Xl8kF4AvIYxe/fVnumCRJkiRJkiSNhf/P3p2Hy1HVCR///kLYwmKQCIZFgiggKiAggi8Kio6IOoii4g7qKC4oOjqOw6vijLyK2yCiw6jIooAo4g4KInEFlC0xrALJKMugSADDpoHz/nFO59atW913yb23K+nv53nuc7tPVVedOv2rU6dOVZ0e1w/IpZR+Cjyplrx+ZXrU5g96SCktIY/n23k/v/q+pJ3VkHYCcELl/QLyGMZVX6195npyZy8AEbETsCZwQ2We24FDe+T38F7bI0mSJEmSJEltNa7O4FVZRBwI3Av8HphHHiZiAXmsYEmSJEmSJElarQ1MZzCwAXAMeRzgpcB84N0ppdTrQ5IkSZIkSZK0OhiYzuCU0qnAqf3OhyRJkiRJkiT1w5h/QE6SJEmSJEmStOqyM1iSJEmSJEmSBoCdwZIkSZIkSZI0AOwMliRJkiRJkqQBYGewJEmSJEmSJA2ASCn1Ow8ao4iYDRwBHJtSumvQ89G2vPRLW8rAfLRLW8rBfLRHm8qgLXlpSz76qU1l0Ja8tCUf/dSWMmhLPtqWl35pSxm0JR9ty0u/tKUMzEe7tKUczEd7tKkM2pKXfubDzuBVSETMAxYDW6eUlgx6PtqWl35pSxmYj3ZpSzmYj/ZoUxm0JS9tyUc/takM2pKXtuSjn9pSBm3JR9vy0i9tKYO25KNteemXtpSB+WiXtpSD+WiPNpVBW/LSz3w4TIQkSZIkSZIkDQA7gyVJkiRJkiRpANgZLEmSJEmSJEkDwM5gSZIkSZIkSRoAdgavWu4CPlL+m4+sTXnpl7aUgflol7aUg/lojzaVQVvy0pZ89FObyqAteWlLPvqpLWXQlnxAu/LSL20pg7bkA9qVl35pSxmYj3ZpSzmYj/ZoUxm0JS99y0eklKZ7nZIkSZIkSZKkaeadwZIkSZIkSZI0AOwMliRJkiRJkqQBYGewJEmSJEmSJA0AO4MlSZIkSZIkaQDYGSxJkiRJkiRJA8DOYEmSJEmSJEkaAHYGS5IkSZIkSdIAsDNYkiRJkiRJkgaAncGSJEmSJEmSNADsDJYkSZIkSZKkAWBnsCRJkiRJkiQNADuDJUmSJEmSJGkA2BksSZIkSZIkSYMgpeTfFPwBXwH+BCyqpD0SOB/4ffm/UUl/BPB9YAFwFXBo5TOPAc4DrgGuBubV1vM5YFnl/VbABcBCYD6wRWXaQ8CV5e97lfStgUtKvs4E1qqt4yAgAbtV0j4A3ABcBzyvRznMr08HjgC+AMzrlA8wCzgN+B2wCPglsP4Eyv3EUo4LgbM6ywD+s7Lt1wN3jVYu0xgXLyvf+8O1Mn4ucFkpk8uAZ1em7VrSbwCOA2IllrUW8MVSLtcCLy3ph5X5ryzfxw4l/dWV8rqyrGvnXvlqKIdDgDNqaXOAPwNrl7jZraS/oSxzYYmNAyZQ7q8un18I/BrYqaRvV9uWe4Ajeu2vq2J9AQRwdPmOrwHeWdK3By4CHgTeW8vTu8vyFwFnAOvUpg+re0ray8t6rwJOr6R/oqRdM0pcnAy8pZb2YuCc8npZ+T+jLGdRiY3fAltPoNy77S+9Ynw+ud7rTNtkFY6Lk4HFlW3ZubL9I/aXMm2/sv03AP9aST+tpC8q+V6zEnvHlfkXArtUPnNMmX8R8Ioe5XAU8LFa2s7ANeX1EmBOeX1k2f6FZZueNoFyfyZwObAcOKiS/qxaXDwAvLhXWa4uMVH53FPJx8yDaukbArcAx1fS5tOwr5R1XwhcUb6n/Uv6POD+yvwn9CiHk2lBXVGm7UiuR68q61hndasrKtPH0+YcUe8DGzB8H7oDOHaUuOjafmlBXPwHQ3XNecBmJf19lW1cRN5nHlmmLWGobXXpVMXEGOJjMtueE4m1xvof2Jdc/3bano8r6d3apPOYxnqDyvGmYflblhi+pmzvuyrTzqzkcQlw5Xjzv6rUF3Rvc3ZtD5Tp4zmO9Kp7fgTcBfxglHI4CtsW0x0bjdtDlzqT3vvUzsDF5TOXAruX9H2AuyvL+1DlMz3PbSYzNqicyzYsfxbwQ/J591XAxyvTWtFn0ZK4aFwWvfeZX1TSbwW+06v+Idcll5X5rwIO61EOJzOFx5BuZV2Zdji5PrwK+ERJWws4qaxnAbDPuL7b6QqiQfsjV/i71HaaT1BOnoF/BY4pr/+t8vpRwJ2UDllyRfLc8np9YFZlebsBX2V4w/ybwOvL62cDX61MW9Ylr98ADi6vTwDeWpm2AfBzcmXb6ZzboQTb2uSO5BuBNbos+y3ASbW0i4FnMLwz+APAZyrzbAesPYFy37Dy+jNUOisq6YcDXxmtXKYxLp5Qtnc+wxvkT2HoxOJJwC2Vab8B9iRXbOcCz1+JZX0E+Gh5PYOhg1u1LP8R+FHD9jwZuGm0fDV9T+STwGo8HwacWIn73YAtSnw9orIPTOSE7ekMHaSeD1zSMM8awP8CW6Ue++s0xsWk1RfAocCpwIzyvtOY3oTcuXM0lc5gYHPyQXnd8v4bwCGV6U11z+PJJ/Eb1dbxdOBXpXzXIHea7NOlHJ4HXFhL+zrw2lTZV4FXki/2dLZnCybQWU+X/WWUGO867yoYFydT69Trtb+U7+9G4LHkxscChk7I9yfv90FuYL+1kn5uSd+jsqwXkBuPM4H1yA35DbuUw3bV76CkfRz4YHm9hHwxac8SX2uX9DmUem+c5T6P3MF3alP5lHkeWcq4Z1muLjFR+f5/CpxTnwf4LHA6I0/iR+wr5IuPnfjYAVhSKfcRjd8ueWlFXVHidyFDFxg3prSHum3/qhgX5f2Y25yMsd4nn4A9c5S46Np+aUFcVNtJ76ShIw94EfDTyvsl9DgRnMb4mMy257hijR71P7nz4wnl9duAkxvKekWblGmuN3p9f8BchjoYNijbskPDfJ+mdFCNJ/9THA/T0eZsbA9U8jCe40iv8919yfvdaJ3Bti2mPzZG3R4qdSY99ilyp2KnDtofmF9e79P03TPKuc1kx0a32C3TZgHPKq/XIndgjjhnpo99Fm2Ii17L6rbP1KZ9C3hdJUaazkfWqnx/65fvtnH/ZoqPId3KuqQ/C/hJJa+devXtlL428nn9ZZ31juXPYSKmSErp5+TArDoAOKW8PoV8JQHyXbcbRESQg/BOYHlE7ADMTCmdX5a5LKV0H0BErAF8EviX2jp2IF8phXwl7YBe+SzrfDY5YOv5gnzXwyfIV1yq2/H1lNKDKaXF5Cssu3dZxVnACyNi7bK+ecBm5Kv6VXPJV4MBSCldl1J6MCLmRcS1EXFKRCyMiLMiYla37Ukp3VPZrnXJZVv3SnJnxbRriouU0jUppesa5r0ipXRreXsVsE5ErB0Rc8mN4otS3vNPpXxn411Wef8G4GNlvodTSneU1/dUFrEeo5Rlr3w15Oce8kWGF1WSD2bk97IJ8FdgWfncshJzRMT8iDg2In4dEYsiolsMklL6dUppaXl7MblSrtsXuDGl9D/lfbf9ddJNdX0BvBX495TSw2Xanzr/U0q/Bf7ekK2ZwLoRMZPcaLkVetY9/wR8vlPOnXWU/K5DOdgCawK3dymKnwDbl1ii7OvPAb5Tm28ucFtle27urDcilkXEpyPi8oi4ICIe1WVdXfeXmlbVF0xuXHRbb7f9ZXfghpTSTSmlv5EbQAeUz5yTCnKHQeczBwCnlkkXA7PL97sD8LOU0vKU0r3kjuX9uuTnOuCuiHhaJfnlZf1Vc4E7UkoPls/d0an3ImJJRBwTEb8pf4/rsf1LUkoLyXfMdXMQcO5oZTnZ+hUTxeHkhvWfqokRsSuwKfnEbEybQb4gCPmuj1t7zNtNW+qKfwAWppQWlPn+klJ6aALbs1Ja2OYctd6PiMeTj/G/qHxmRFyM0n6pm+64GFc7qV+muu3JOGON3vV/tzgYS1mPZqXjo5eU0m0ppcvL67+S737bvDpPKYuX08eY6Febk+7tgYkcR7qe76aULiCfO/Rk22KkPrcxOlbUmaPsUxNpSzSe29RNRmz0klK6L6V0YXn9N/Id403npn0/fkBf46LbMaSqcZ+JiA3IfVyd+r2x/kkp/a3z/ZHbK736R6f0GFLmbSpryPXqxyux1qlXV9SFJe0u8sX7MbEzeHptmlK6DXLlRm4EAxxPvkJ/K/kW73eV4NmWXBGdHRFXRMQnS4Mc4B3kxwNuq61jAfDS8vpA8g60cXm/TkRcGhEXR0Rnh92Y/PhBZ8e6mVLJRsRTgC1TSj+orWNz4I+V9ys+U5dS+gu5Y6DTyDsYOLM0JKu+Arw/Ii6KiI+Wk4SO7YAvppR2JD/G/7amdXVExEnkOzy3Jz/SWJ22Fflu5p9WkpvKpW1eClxRKoDNyWXe0bX8R1tWRMwuaf9RTny+GRGbdmaMiLdHxI3kCwLvbFjWKxg6SI03X2eQ44GI2Iwc7xfW5llAPoFcHBEnRcSLatPXSyk9nRwTX+mxrqo3kq8M1tU7o7vtr9NlMuuLbYBXlDg/t7Z/jZBSugX4FPAH4Dbg7pRSp4Here7ZFtg2In5V9qX9yrIuIn+vt5W/H6eUrumy3oeAs8kNLsh3/1xYGoBV3wBeFBFXlpP2p1SmrQdcnlLaBfgZ8OFe2zoG1RjvOKms+4OlgTKdJjMuAI6OfKHtP7t0sFT3l1Hr/ohYE3gt+THNXp9ZADw/ImZFxBzyFe8te2x3tb7YA/hLSun3tXnOA7aMiOsj4gsRsXdt+j0ppd3JZXVsj3WNRdPFq9HKcqpMeUxExObkNsUJ1RVHxAzyXW7v65K3pn3lKOA1EXEz+S7jwyvzb13y9LOIeEa3DW5RXbEtkCLix+UYWu8sXV3qinG1OcdY77+S4e3Bo+geFx3VttAI/YiLiDg6Iv5IHl7nQ7Vps8jt329VswmcFxGXRcSbey27Bcba9hxvrPWq/98EnFPi4LXku/GAnm3S6aw3xiTyzS9PIQ/DV/UM4Pba8WtM+Z9i09HmbGwPTPA40ut8dzxsW4xu2tqdXerMzrR5DN+njgA+WerfT5GfMu7YMyIWlPh7Ysl7r3ObJpMRG6OKfC7+IoYubnTS295nMR1x0W1ZVU37DOR64YI0dCGx6zlMRGwZEQvL9GO6dehP5zGkwbbAMyLiknKseGpJXwAcEBEzI2Jr8nBOvc6nhkt9uNV8UP6oPfpDZcyX8n5p+X8QeXyYAB5HfoRhw5J+N/mR3JnkivGNDN1ZOzNVbkkvrzcjB+kV5MdtbmboEfvOYwuPJd+ivg35lvsbKp/fkryzzSDfyj+vpM9naJiIzwOvqXzmRMo4s13K4TWU8WHJ47Hs0qV81gdeQh5P+C7yzj8P+ENlnmdTxn4ZpezXKMs5tJb+fuBztbQR5TKdcVFJX1HGtfQnkh/N3qa8fyrwk8r0ZwDfn+Cy5pBPTDrjBL+HyqNWlc+9CjillvY04HeV96Pmq/b5dcljBG9IPqAf15R/8n6xO0PjVB9Vmac6lt0fgNmjlP2zyFeVN66lr0UetmLT0fbX6YqLbutnnPVF+cwy4J/L65cAv6gt+yiGDxOxEbnx8SjyHV3fIe/HveqeHwDfLvNvTa57Zpc8/pC8f69PfpzqmT3KYS/govL6O8BLKtOq61ubPITBJ8lXUPct6Q9V8vdYyrh8o5T9injrFeMlbfPyfwNyI/B1q3BczC3zr02+qv+h2rKH7S/kMSa/XJn+WkbWp1+ijAFa3v8Q2Kvy/gJg1/L6SPIx4XzymMPv6lEOW5IbaTPIJ1vvqUxbwtDwNmuQHxH8CPmi4CGVeR5bXq9JbtSPVvYn0/zY2lxy3bVmLa1rWa7qMUF+JHePermQOwn/pbw+hOGP9zbuK+TjTKc+2pM8btyMss5OrO1avu/GoUPKPH2vK4D3lnKdQ77L6KLK8leLuoIJtDkZQ71fvvddK+8b46IyfVj7pU1xUeb9APCRWtorGNk+67Q5NyGfxHU9Hk5lfHSL6W7lTY823nhjrUxrrP9LPHXG3HwflWNOZfkr2qRMf72xhFGG+Sgxf1l12ZVp/9WJ84nkf6riYbzfIRNoc9KlPcDEjiNdz3fL9H0YZZiIMp9ti+mNjdHanSPqzG77FHlM1s7568sp9VPJQ+c3g/YHfl9eN57bTGFszGeUoaJK+ZxL+b2a2rS+91n0Oy66LavXPlOZdi6V/il6nI9Uy5d8E+OmPcphOo4hw8q6pC1i6PcXdi9lEaUsO+NMf5d8MX3Mv6/kncHT6/YYuq18LkOPWh4KnJ2yG8hf7vbkA9sVKT+Su5wccLuQr4o9DrghIpYAsyLiBoCU0q0ppZeklJ5CbmiRUrq7M638v4lcQT2F3AE2O/LjEpAfUbiVfNB9EjC/rGMP4HsRsVvJV/WKQ+cz3XwH2DcidiGP03N500wpPy5wdkrpbcDXyBU4jHwUrP6+aVkPkX+s4aW1SSOuHnUpl1aIiC3IHWyvSyndWJJvZvijJKOVf69l/QW4r6RDPuHfpeHjX2fkMAn1shxXvlJK95PvHjywYVnV+VJK6TcppY+V+arf6ZhjIyJ2BL5MriD/Upv8fPKdQNXHWLvtr9NlsuoLyrTOVfZvk8cs6+U5wOKU0p9TSn8nN7ifTo+6p6zjuymlv6c8lMd15HGEDwQuLvv3MvLBeY8e6/4VMDcidirrPKdpppSHqTk3pfQ+4P/RfRiPUeuLHprqi1vK/7+Sx7brOjzJFJm0uEj58buU8l1fJ1W3pcv+0rPuj4gPkxvZ76nM0/UzKaWjU0o7p5SeS27Q1O+4WCGl9EdyA2pvch3wjS7zPZRSmp9S+jD5BLNbfbEycfFy4Ntl3+ist2tZToPpiIndgK+X/f4g4AvlrpQ9gXeU9E8Br4uIj5dlddtX3kj5/lK+g3QdcsP4wU6spZQuI3dEbdtju9tQV9xMftz9jpQfUTyHobJcXeqKibQ5e9b75TubWb7njsa4KPM3tV+66VdcnM742px/Im/TdMfFqCbQ9hxvrDXW/5GH5NgppdS58+9M8ndYt6JN2oJ6Y5jIT8d8CzgtpXR2bdpMcufombX1jCf/U2U62pzd2gPjPo70qHvGxbbFmExLu7MYUWf22KdeTz4/gXz+2omNe8pxh5TSOcCakZ9A6HZu02iSYmM0XyR3VjfdUd72PovpiIuux5BixD5T8rNxWcYPK8mj9l+V8r2KfLGzmyk9hvRwM0Nl8RvycDNzUh5u6d3leHoA+UasrudTdXYGT6/vkSsuyv/vltd/II9XSuRH9LcDbiL/8uBGMTRe2bOBq1NKP0wpPTqlNC+lNA+4L6X0uPL5OeVxG8h3KXylpG8UQ497zgH+T1lWIj/Kd1A1Xymlu1NKc0wjOGwAACAASURBVCrruBj4x5TSpWU7Do48htjW5A6f33Tb6FIhzy95aezwi4j/ExEblddrkcc/6Yzd+piI2LO8fiUjxxvuLCOijNVUHiN6EflXOjvTtyNfFbyoktZYLt22ZTqVx0Z+CHwgpfSrTnrKj2L8NSL2KNv5OoZiabzLSuRf6dynJO1L2f4YPpTAC6hULCXGXkZl7KSJ5IscD+8hjxN2cUO+NysXETp2ZiguIF9BJiL2Ij/u09gQjIjHkA/6r00pXd8wS9OYTN321+kyKfVFef2d8h5yo6apDKr+AOwR+RHOKOu7plfdU9bxrJKvOeSTmZvKsvYuj6+sWdbfOEwErIjJb5CvDJ+TUnqgPk9E7BJ5aJFOLO7IUFzMYKg+exVd6ovRNMV42YZO58SawAvJV2qn06TFRaURF+RGyqLyvtv+8lvg8RGxdamnDy75ISLeRP5hhVem4Y9wfY98YheRH7O7O6V0W0SsURprnY7nHRl9rMAzyFe/b0wp3VyfGBHb1eqtxvqi/L+IiRtRX3Qry2ky5TGRUtq6st+fBbwtpfSdlNKrU0qPKenvJY/H9q+j7CvVfD2B3On354h4VJRHBiPiseS2xU3dNroldcWPgR1LXTmTXL9dvTrVFRNpczJ6vd90zO0WF43tl26mMy5q9c0/MrzN+Qjydn+3krZe5HEMiYj1yGNOT3dc9DTBtue4Yq1H/b8UeEREdDpDn0uJm25t0j7UG12VcjmR3F76TMMszwGurR6/xpv/KTQdbc7G9sBEjiM96p6JsG3R25S3MUpaU53Za5+6tczfWUenTnh0+RyRf09mBvnmp8Zzm1G2fWVjo6uI+Cj5SZojmpZL+/sspiMuui2ro9uYyi8jPxlQrd+7nY9sERHrlnVsRC7Xrr8nM5XHkFGsqFfLMXIt4I4Sz+uV9OcCy1NKY4+LNE23lg/aHzkwbyP/MNPN5DseNibfkv778v+RaeiW9PPIwzMsYvgQDM8l/1L178iPlazVsK7qLekHleVfT76rq/OLg08vy1hQ/r+x8pnHkjtzbyBfWVu7YR3zGf5o5JHkq9fX0fDrlw2fP5B8tXT7Sto8yi3w5EZlZzuvIo8HFmWeq8njFC4kXxkc8WuRZRkzyFdrOuV4GsMfJTiKPPB29TNdy2Ua4+LA8vpB8vi4Py7z/l/gXvJt/52/zi9H7la28UbyeDpRKefxLmsr8o+5LSxx+ZiS/tnyXVxJvmDwxMp27EO+66e+fY356lEeM8mPd9S/l/llWVuRH+m5lqHHCbepzPMx4Ndlnbv3WM+XyScZnW2/tDJtFrmR8IjaZxr311WxviBfJfxhSb+IfOcNwKPL+u4hD81yM0OPcH6klPsi8i/IN9UL1bongM+Q99ffAQeX9DWA/yY3uK4GPjOG8ngKub7Yr2l95PHELit5W0Q+CVinMw/5hy8vK7HzqFHqpRH7S7cYJ48leVkp46vI+8gaq3Bc/LQy/9cYeqyu1/6yP/n4ciNwZCV9eUnrfKbziFeQhxa6sayrM/zLOiUeriZfCNp5DOXxqFIWh9XSl5DvINyVXB9cXbb3bIYe41tCHvvzEnKD9HE91vPUUt73kuuGqyrT5pF/7HRG7TONZbm6xEQtDyfT/IjrIZTHe+mxr5Av9v6KfNy9EviHkv7SMu8C8o+pvGgVqSteU/K9CPjE6lhXNJVted2tzdmz3iefzG1fS+sWF13bLy2Ii2+Vzy8kX1jfvLY/fL02/2PL9i0ocXFkr+2Y4viYzLbnuGKNHvV/yVenXT6foUfwG9ukTH+9sYQuj/iSHx9OJR46Zbd/ZfrJjDx+jTv/ba8v6N7mbGwP1PJ2CGM7jjTWPWXaL8jnFveX7XveKOUx8G2LaYyNrttDc53ZdZ8q0y4j7zuXMDQE2TsY2qcuBp5eWd6o5zaTGBvz6TJMBPmu1EQ+Rna2602V6UfR5z6LNsTFKMuaR8M+Uyn7ev3e7Xykk6cF5f+bx1AeU3IM6VbWJX2tUjaLyMeKZ1fK4boSSz8BthrPd9s5iEutFHmw+B+klJ7U56yoZSJiPnmc20v7nRe1R0QsSymt3+98qF0iP366W0rpjn7nRe1gXaEmxoWksbJtIWlV5jARkiRJkiRJkjQAvDNYk6KM/XVBw6R908gf65qM9X0b2LqW/P6U0o8ne11aORHxefL4O1WfTSmdNAXrOhR4Vy35Vymlt0/2urRyIuIS8i+tVr02pfS7KVjXtMWgVs501u0RcSR5XLGqb6aUjp7sdWnirCvUxLhQL1MZH9N9zqOVZ9tC3Ux1bEznsUqTZ1COIXYGS5IkSZIkSdIAmNnvDAySB5bTip73c666rd9ZAGD/J87tdxZWWGcm0a91tyUu2uLeB5f3OwsrbLzezL7ERVti4tLFS/udhRW2n7tBv7MAwJz1+xMT0J640EgeQ9rjnvv/3u8srLDJBmv2LS7OuOKWVsTFH+8a8UPbffHOZ2zT7yysYH2hJsaFmvQrLm5e+mArYmLOBvWbM2VdoSYTiQvHDJYkSZIkSZKkAWBnsCRJkiRJkiQNADuDJUmSJEmSJGkA2BksSZIkSZIkSQPAzmBJkiRJkiRJGgB2Bo9BROwTESki5vQ7L5IkSZIkSZI0EatlZ3BEzI+I4/udD0mSJEmSJElqi9WyM1iSJEmSJEmSNNxq1xkcEScDewNvL0M7pIjYJiJOjIjFEXF/RPw+Iv4lImZUPvfkiLggIu6JiL9GxIKIeFaXdawdEd+OiMsjYpNp2jRJkiRJkiRJmrCZ/c7AFHgXsC1wLfBvJW0pcAvwcuDPwO7AF4G/ACeWeU4HFpRpy4EnAw/UFx4RGwLfJXek75NSumeqNkSSJEmSJEmSJstq1xmcUro7Iv4G3JdS+t/KpA9VXi+JiF2AVzLUGbwV8KmU0rXl/Q0Ni38U8DVKx3JKaURnsSRJkiRJkiS10WrXGdxNRBwGvInc6bsusCbwP5VZPgN8OSJeD1wAfKvSMdxxHnA58NKU0vIe65oNzK6n3/bnpcyePSJZA8K4UJ0xoSbGhZoYF2rSLS6+9LOrWG+DR/QhR2oD6ws1MS5U1y0mFi3+Xx7xCGNiUFlXDIbVbszgJhHxCuBY4GTgecDOwBeAtTrzpJSOAnYAvgM8HVgYEW+oLeoHwF7kISR6OQJYXP87/rhjV3JLtIozLlRnTKiJcaEmxoWaNMbFuad9ua+ZUt9ZX6iJcaG6xpg48b8+19dMqe+sKwZApJT6nYdJFxHnATemlN5a3n8O2DGltHdlnu+VtHldlvFfwE4ppadHxD7AheRhIt4NHAbsm1K6sstnu11JWdyGKynnXHVbv7MAwP5PnNvvLKywzkxiqtfR9rhoi3sf7HrT/bTbeL2ZUxoXbY+JSxcv7XcWVth+7gb9zgIAc9af2piA9seFRvIY0h733P/3fmdhhU02WLNvcfGln121uA13Bv/xrnaMqPbOZ2zT7yysYH2hJsaFmkx1XPS4M3hxG+4MnrPB2v3OQutYV6jJROJidR0mYgmwe0TMA5aRx/89JCKeX14fDOxN/mE5ImJd4FPAN8tnNyXfAXxJfcEppSMjIoCfRMS+KaUFDfPcBdxVT3+gPX1c6gPjQnXGhJoYF2piXKhJt7g444pb+pAbtYX1hZoYF6rrFhM3L32wD7lRW1hXDIbVdZiITwF/A64G/gycC3wDOB34LTAP+HRl/oeAjYBTgOuAbwMXAe9pWnhK6d+ALwEXRMROU7IFkiRJkiRJkjSJVss7g1NK1wN71pLfWP6q/r3M/zfgVT2WNx+G33adUvoA8IGVzaskSZIkSZIkTYfV9c5gSZIkSZIkSVKFncGSJEmSJEmSNADsDJYkSZIkSZKkAWBnsCRJkiRJkiQNADuDJUmSJEmSJGkA2BksSZIkSZIkSQPAzmBJkiRJkiRJGgB2BkuSJEmSJEnSAIiUUr/zMDAeWI6F3VLrzCT6tW7jYrgH/v5Qv7Owwux11+hLXBgT7WVdoSbGRXv8zx339TsLK2z36FnGhUboZ32x9L6HWhEX6661Rr+z0DoeR9SkX3FhTIz0cEv6zWatGdYVGmEidYV3BkuSJEmSJEnSALAzWJIkSZIkSZIGgJ3BkiRJkiRJkjQA7AyWJEmSJEmSpAFgZ7AkSZIkSZIkDYBRO4MjYn5EHD/RFUTEPhGRImLORJcxxvUcEhHLpnIdlXUdFRGLpmNdkiRJkiRJkjQZVqc7g88EHtvvTEiSJEmSJElSG83sdwYmS0rpfuD+lVlGRKyVUvrbJGVJkiRJkiRJklpjrHcGz4yIz0bE0vL3yYiYAbkDNSKOiYibI+LeiPhtRDyvYRk7RcQlEXFfRFwaEbt0JkTExhFxRlnG/RFxVUQcWpn+loi4PSKGdV5HxOkR8d3yesQwEeVzN0TE38r/f6pNTxHx9og4OyLuBf5fRKwRESdGxOKSl99HxL90tleSJEmSJEmSVkVj7eB8dZl3T+AtwJuBI8q0k4C9gVcBTwZOAb4fETvVlvEx4F+BXYC/AKdFRJRp6wCXAy8Engh8FvjviNi3TP8GMBt4TmdhEbEecADwtaYMR8SBwPHAscCTyjK/EBEvqs36YeCckvfPl+28BXg58ATgSODfgEORJEmSJEmSpFXUWIeJuA14Z0opAddGxLbAe8pdua8E5qWU/lDmPT4inkPuNH5bZRkfTCldCBAR/w78EtgcuDmldAvwycq8X4yIZ5dlX5BSWhoR55A7pX9U5jkQWA58v0ue3wt8NaXU+fG76yNiV+D9tc+cmVL6cu2zH6q8XlLuYn4lcGKXdQ0TEbPJndfD3PbnpcyePSJZA8K4UJ0xoSbGhZoYF2piXKhJt7hYfMsdPMK4GFjWF6ozJtTEuBgMY70z+OLSEdxxEbkjdy8ggKsjYlnnD3gBsE1tGQsrr28t/zcBKEMzHBkRCyPiL2UZLwEeU/nM14AXR8Ss8v7VwFkppQe65PkJwK9qab8EdqilXVr/YEQcVoay+HPJy7treRnNEcDi+t/xxx07jkVoNWRcqM6YUBPjQk2MCzUxLtSkMS7+6/Of7Wum1HfWF6ozJtTEuBgAMbyPt2GGiPnAH1JKr6uk7Qv8BDiEPEzEE4G/1z56f0rplojYB7gQeFRK6Y7y+XnkgHpqSunSiHg/+Y7ddwG/A5YB/w/YJKW0T/nM2sD/ku82voA8lMM/VO42PgQ4PqW0fnl/J/DelNJXKvl+E3BMSmnj8j4BL0spnVWZ5xXkoS7eC/wauAd4O3BgSmlemeco4KCU0pO6lFm3KymLvZLSTuvMJEafa+UYF2PzwN8f6ncWVpi97hpTGhfGxKrHukJNjIv2+J877ut3FlbY7tGzjAuN0M/6YvEtdyxuw53B6661Rr+z0DoeR9RkquPCmBi7h0fpN5sus9YM6wqNMJG6YqzDRDwtIqJyd/Ae5Lt7LyLfGfzoTqfsBO0FfD+l9FWAMpbwtsBdnRlSSg9GxFnkO4LnkDuGf9ZjmdeU5X6lkrYXcPUY8nJJZXgJIqJ+l3NPKaW7qnnveGD5eJai1Y1xoTpjQk2MCzUxLtTEuFCTbnGx9L72XHDX9LO+UJ0xoSbGxWAYa2fwZsCxEfEF8g+tvQ/4aErp+og4DTg5Iv6Z/CNwjwT2AW5KKZ09xuVfD7wiIvYC7gAOB7YGrqjN9zXyHclbA6enlB7uscxPAt+MiMuA84D9yB3JLxlDXg6JiOcDNwAHk38gb+kYt0WSJEmSJEmSWmesncGnAWsAlwCJ/ENq/1mmHQocCXwC2AK4E/gNeWiIsfoouYP3XOB+4OSyzvr4vj8nDw+xA7mTtquU0nci4nDycA/HAv8DvC2l1O0H5zr+G9gZOJ181/O3gE8Dbxj75kiSJEmSJElSu4w6ZrAmzwPLsbBbajrG6erGuBhukMYM7saYaC/rCjUxLtpj0MYM7sa4aK9+1hdL73uoFXHhmMEjeRxRk37FhTEx0iCNGdyNcdFeE6krZkxFRiRJkiRJkiRJ7WJnsCRJkiRJkiQNADuDJUmSJEmSJGkA2BksSZIkSZIkSQPAzmBJkiRJkiRJGgB2BkuSJEmSJEnSALAzWJIkSZIkSZIGgJ3BkiRJkiRJkjQAZvY7A5JUtc6aa/Q7C5KkVdRWc2b1OwtqoeUPpX5nYcjM6Nuq33jGlX1bd9Xpr9+131mQpHGZEf2ru6Wp4J3BkiRJkiRJkjQA7AyWJEmSJEmSpAFgZ7AkSZIkSZIkDQA7gyVJkiRJkiRpALSmMzgijoqIRZO0rPkRcfxkLEuSJEmSJEmSVgcz+52Bik8Bn5ukZb0E+PskLUuSJEmSJEmSVnmt6QxOKS0Dlk3Ssu6cjOVIkiRJkiRJ0upiQsNERMTaEXFsRNweEQ9ExMURsVeZtk9EpIh4fkRcFhH3R8QvImKLiNg7IhZExLKI+EFEbFxZ5rBhIiLiyRFxQUTcExF/LZ97Vpm2ZkQcFxG3RsSDEfHHiPh45bPDhomIiI0i4pSIWFry85OIeGJl+iElT/tGxKKIuDciLoyIrSvzbBkR342IOyPivoi4NiIOnkj5SZIkSZIkSdJ0m+idwZ8AXg68AbgJeA/wo4h4fGWejwBHAHcDpwNnAg8AbwYeAr4JHAUc3mUdpwMLgN2B5cCTy+cB3gkcCBwMLAG2ALbrkd+Ty/QDgKXA0SW/26aU7i/zrA18oGzTA8ApwAnA88r0LwDrAM8C7hllfZIkSZIkSZLUKuPuDI6I9YC3Am9KKf2wpB0GPBt4O/CTMusHU0q/KNNPII8HvGtK6fKSdgpwUI9VbQV8KqV0bXl/Q23a9cAvUkoJ+APw6y75fTzwj8DeKaWfl7TXls+8GvhymXUm8PaU0nVlnk8BJ0XEjJTSw2Wd30opLSjzL+6Rd0mSJEmSJElqlYncGbwNsCbwq05CSumhiLgI2IGhzuCFlc/cXv7/rpa2SY/1fAb4ckS8HriA3BHb6Rg+GTgfuD4izgPOAc4tnbZ1TwAeBi6q5PfuiPhdyW/Hg52O4OLWsp2zgTuBzwInRMR+JT/fTild1pTxiJhdPjfMbX9eyuzZI5I1IIwL1RkTamJcqIlxoSbGhZp0i4sXHHcha83aoA85UhtYX6jOmFAT42IwTGTM4Cj/U8O0atrf6+kppXpa1/WnlI4id9Z+B3g6sDAi3lCmXQ7MA/6tLOMU4PyIaFpeNKQ15Xd5l2kzyjpPBLYGTgK2BX4dEUd1We4R5DuHh/0df9yxPbKiAWBcqM6YUBPjQk2MCzUxLtSkMS5uPP/0vmZKfWd9oTpjQk2MiwEQeZSFcXwgDxNxJ/BPKaVTS9oa5GEbTiffNXsh8KiU0h1l+kHAN1NKUVnOYcBHU0pzyvujgINSSk/qst7/AnZKKT29YdrTgIuB7VJK10fEfGBRSukdZZiI6xk+TMSGwB+B96SUToyIQ4DjU0rrV5a5T307aut8P/CulNJmDdO6XUlZ7JWUdlpnZs+LBpPCuFj1THVcGBOrHusKNTEu1MS4aI/lD43vfGcqrb929C0uXnDchYvbcGfw6a/ftd9ZaB3rCzXxXER11hVqMpG4GPcwESmle0vH7Mcj4g7yVYJ3A5uSf2RtpX9YLSLWBT5F/pG5JWXZewGXlOnvAW4DriTfgfwq8o+63dyQ399HxHeB/46INwN3kX9A7h5y5/VY8/RZ4Fxyx/KGwH7A1U3zppTuKusZ5oH6vccaKMaF6owJNTEu1MS4UBPjQk26xcVLTmwc4U4DwvpCdcaEmhgXg2EiYwYDvL/8P4l8xeAKYL+U0m0RsdKdwcBDwEbk4R8eDfwF+AHw3jL9r8D7gMeTh3O4Anh+Sum+Lss7FDgW+B6wDnm84/1SSvePI08zyD+Ct2VZ/wXAP4/j85IkSZIkSZLUN+MeJkIT98DyxnGW1QLT8bhFN8ZFe/UrLoyJ9rKuUBPjQk2Mi/YYtGEiunnJiZe1oiAcJmIk6ws18VxEddYVajKRuJjID8hJkiRJkiRJklYxdgZLkiRJkiRJ0gCwM1iSJEmSJEmSBoCdwZIkSZIkSZI0AOwMliRJkiRJkqQBYGewJEmSJEmSJA0AO4MlSZIkSZIkaQDYGSxJkiRJkiRJAyBSSv3Ow8B4YDkWdsVGT31Hv7Owwv1XHB/9WrdxMdxGL/xMv7Owwv0/ek9f4sKYGOmx7zi731kA4NYTXmJd0RJbHfbNfmdhhdu//DLjoiUe/fqv9TsLK9x12mv6FhfPPu6iVsTFOW/bs99ZAGxzdlhfDGdcZMbFcMYFnL3gtlbExP5PnNvvLKyw0T8c3e8sAHD/T4+0rmiJVb2u8M5gSZIkSZIkSRoAdgZLkiRJkiRJ0gCwM1iSJEmSJEmSBoCdwZIkSZIkSZI0AOwMliRJkiRJkqQBMKmdwRGRIuKgbu8b5p9X5tltMvMhSZIkSZIkSRpuZp/X/0dgLnBHn/MhSZIkSZIkSau1vnYGp5QeAv63n3mQJEmSJEmSpEEwrmEiImK/iPhFRCyNiDsj4scR8YSJrrw+TERE7FPePz8iLouI+8v6toiIvSNiQUQsi4gfRMTGleU8NSLOi4g7IuKeiPhlROxZW9e2EfGziHggIq6LiP3Lsg6pzLN5RHy9bN/SiPhhRDy+Mn3LiPhu2fb7IuLaiDh4otsvSZIkSZIkSdNlvGMGrwccC+wO7APcDXw/Itaa5Hx9BDgCeBqwEXAm8CHgzWW9TwSOqsy/AfBV4Bklb1cC50TEHICImAF8G1gO7AEcAnwYWLuzgIiYBVwIPADsDewJ3Ab8pEwD+AIwC3hWycMRwF2Tt9mSJEmSJEmSNDXGNUxESulb1fcRcShwD7kD9peTmK8PppR+UdZxAvA5YNeU0uUl7RRgxQ/TpZR+WsvX4cBLgf2ArwHPBbYD/iGldEuZ593AryofOxgI4NCUUirzvAX4E/BC4BvAVsC3UkoLymcWN2U+ImYDs+vpt/15KbNnj0jWgDAuVGdMqIlxoSbGhZp0i4u9PvZj1py1QR9ypDawvlAT40J13WLi1J9fw3obPqIPOVIbWFcMhvEOE7FNRJweETdGxD3A7WUZjxnDZ88twzIsi4irRpl9YeX17eX/72ppm1SWvUlE/HdEXB8RdwN/LdM7+doeuLXTEVz8Fni48n5XYGvgr518ku983gjYpszzWeD/RsRFEfHRiNi1S/6PIHcUD/s7/rhjR9lsreaMC9UZE2piXKiJcaEmjXFx88/O7Gum1HfWF2piXKiuMSZ+cNqX+pop9Z11xQAY7w/IfR+4BXhL+b8cuBoYyzARbwLWLa//Psq81ekJIKVUT6t2ZJ8CbAq8G1gCPAhcUMlXdJbTwwzy8BJNYwDfWfJwYkT8GNgfeA7w64j4WErpqNr8xwIn1xfyjnce0XgnsQaGcaE6Y0JNjAs1MS7UpDEuttj7FcbFYLO+UBPjQnWNMfHCV/+TMTHYrCsGwJg7g8sPtj0BeHtK6cKStstYl1G7K3ey7QW8M6X0w5KvTYG5lenXAJtHxGYppVtL2m4M71C+HHglcEdKqes4wCmlm4EvAl+MiPcD72L4+MWUz49YxgPLx7lVWq0YF6ozJtTEuFAT40JNusXFs4+7qA+5UVtYX6iJcaG6bjFx9oLb+pAbtYV1xWAYzzARS4E7gH+KiMdFxN7ACeS7g/vteuA1EbFDRDwV+Drwt8r084HrgFMiYqeI2AP4DDnvnTuGTyMPP/HdiNg7IraOiGdGxKcj4vEAEfHZiNgvIh4bETuTxyS+eno2UZIkSZIkSZImbsydwSmlh4FXADsCi4DPAx8kD8nQb28A1gcuI3cEf4U8XASwIu8HAmsDvyEPK3E0uSP4gTLPfcAzgZuAbwLXlvk2IneEQy6vz5E7gM8ndx6/fio3TJIkSZIkSZImw7jGDE4p/RR4Ui15/cr0qM0f9JBSWkIez7fzfn71fUk7qyHtBPJdyZ33C4Cn1Rb/1dpnrid39gIQETsBawI3VOa5HTi0R34P77U9kiRJkiRJktRW4/0BuVVWRBwI3Av8HphHHiZiAXmsYEmSJEmSJElarQ1MZzCwAXAMsCV52If5wLtTSqnXhyRJkiRJkiRpdTAwncEppVOBU/udD0mSJEmSJEnqhzH/gJwkSZIkSZIkadVlZ7AkSZIkSZIkDQA7gyVJkiRJkiRpANgZLEmSJEmSJEkDIFJK/c6DxigiZgNHAMemlO4a9Hy0LS/90pYyMB/t0pZyMB/t0aYyaEte2pKPfmpTGbQlL23JRz+1pQzako+25aVf2lIGbclH2/LSL20pA/PRLm0pB/PRHm0qg7bkpZ/5sDN4FRIR84DFwNYppSWDno+25aVf2lIG5qNd2lIO5qM92lQGbclLW/LRT20qg7bkpS356Ke2lEFb8tG2vPRLW8qgLfloW176pS1lYD7apS3lYD7ao01l0Ja89DMfDhMhSZIkSZIkSQPAzmBJkiRJkiRJGgB2BkuSJEmSJEnSALAzWJIkSZIkSZIGgJ3Bq5a7gI+U/+Yja1Ne+qUtZWA+2qUt5WA+2qNNZdCWvLQlH/3UpjJoS17ako9+aksZtCUf0K689EtbyqAt+YB25aVf2lIG5qNd2lIO5qM92lQGbclL3/IRKaXpXqckSZIkSZIkaZp5Z7AkSZIkSZIkDQA7gyVJkiRJkiRpANgZLEmSJEmSJEkDwM5gSZIkSZIkSRoAdgZLkiRJkiRJ0gCwM1iSJEmSJEmSBoCdwZIkSZIkSZI0AOwMliRJkiRJkqQBYGewJEmSJEmSJA0AO4MlSZIkSZIkaQDYGSxJkiRJkiRJA8DOYEmSJEmSJEkaAHYGS5IkSZIkSdIgSCn5NwV/wFeAPwGLKmmPBM4Hfl/+b1TSHwF8H1gAXAUcWvnMY4DzgGuAq4F5Jf1kYDFwZfnbubb+pwIPAQdV0l5f1v174PWV9KOBPwLLast4JnA5sLy6nF7LVMPAfgAAIABJREFUaiiHk4G31NJeDJxTXi8r/2cAxwGLgN8BvwW2nkC5fxK4FlgIfBuYXdJfXSmrK4GHO2UGzAeuq0zbZFWNi8r0z1W/T2Ar4IJSLvOBLSrpl5Xtvgo4rCHP3xtLfnvFXsMyFwPb1dKOBf4F2Af4QUnbFPhBKYOrO3EzgXLvFuP/Wfnerwfuqkx7qDLte1MVE9MRF3SpL4DtgYuAB4H3VpazDvCbyjo+UpkWpTyvL+t552jf/2jxWpnvKOBjtbSdgWvK6yXAnPL6yJK3hWWbnjaBcj+MXN9cCfwS2KGkt7m+eFnZ7oeB3SrpzyXvy78r/59dmbZrSb+BXM/GKMvaGLgQWAYcP8Z96THlM1eU72T/kr57pawWAAeOFmMtiIv3lDhdSK43tyrpz6rFxQPAi3vtY6thndG4rPJ9XFQp+1c05Ll+XFobOLPE5SWVdXfd/xqWeTIr2caoxs9Yy7oy7XByfXAV8ImSthZwUlnPAmCfqYyFPsdDlHK9oXzvu5T0xrYFMAv4IbmddhXw8THEw5jLczLiYZzl/h8M1TXnAZuV9PdVymoR+Zj4yEq8dY47l66OcVH53HjORdYCvkhuW1wLvLSkdztOrwmcUqZdA3ygRznMB55XSzsC+AIwr1M+JT5PK8tcVNa3/gTK/R0ljhO1uoXcxu3sFz+rpE9bXIwSH5PZxphIrB1Tyn4RleMIsC/5nLQTB48r6YcAf67E4JtGi9uGcjiKlWxjlBjbrcvye9V7rTgPaUFMbEQ+b19Ibhs+qbKsd5f1LwLOANYp6aeRj7+LSr7XnOiypjsmyvRWn5uOEhN9a1+MsqxuMbEPcHdlHR+qLOtdZf6rgCN6lMMhwBm1tDnk+mft6vcNvIEc/wvLsg+YQLkfUImpS4G9SvqknotMeQAN6h+5I3WX2o7zCeBfy+t/BY4pr/+t8vpRwJ3AWuX9fOC55fX6wKzKl93Y2QasAfwUOKczT9lpbyr/NyqvOzvuHsBcRlZG84AdgVMZ3pDruqyGvDwPuLCW9nXgteV1p2H+SuAsYEZ5v0W3ZY5S7v8AzCyvj+mUa22eJwM3Vd6v2HlX9bgo73cDvsrwk+5vUhrdwLOBr5bXawFrV5azhHIyU9JeApw+lvx2i70u5fAx4MOV9zOAm8knkPsw1Bn838C7KvPtOMFyb4zx2jyHA1+pvO8676oWF3SpL4BNyCdrRzO8MzgoJ0DkE65LgD3K+0PJdUJnX92k8rnG779XvNbysx2VfbOkfRz4YHm9hHzg3ZPc8dSJ3TnVuB1HuW9Yef2PwI8a5mlbffGEUk7D8gE8haGOiCcBt1Sm/aaUWQDnAs8fZVnrAXuRT8LrncHdjhdfBN5aXu8ALCmvZzFUJ88lNyhn9oqxFsTFsxjad94KnNkwzyPJ+96ox+RpjI3pqDMalwVsCzy+pG8G3Ea5GFvSmo5LbwNOKK8P7lLOw/a/hukr3cZg9M7gEWVdiZOfVOJtk/L/7cBJnTTySfKM1TQe9ifXKUGuGy4p6Y1tC3J98KzKPL9gqD5qjIfxlOdkxMM4y716DHlnJ/+1eV4E/LTyvme8rQ5xUaaN91zkI8BHy+sZDHW0NB6ngVcBXy+vZ5VyndclL2/pxFAl7WLgGQzvDP4A8JnKPNt14nic5f6Ustxh3zUwm9xx8ZhOPPcjLkaJj8lsY4wr1oAXkDuWZpLbIZd2vn9yp9gTyuu3ASeX14dQa6dU8tUYtw3zrXQbo15etWV1rfdq8/XtPKQFMfFJynkh+UaVC8rrzcmdW+uW998ADimv9y/LD3LH7lsnuqzpjokyvdXnpqPERN/aF6Msq1tM7EPpW6it40nkztpZ5HrnJ5S2bMO8GwJ3MLzP5TDgxOr3TW5P3Ag8opK/iVxsXp+hiyg7Atc2zLPS5yIOEzFFUko/J385VQeQr2JT/r+4MzuwQUQE+Yu/E1geETuQT6LPL8tcllK6bwyrPxz4Fvmku+N5wPkppTtTSkvJB9v9ynIvTind1rANS1JKC8lXAqu6LqvBT4DtI2IuQETMAp4DfKc231zgtpTSw2XdN5dlExHLIuLTEXF5RFwQEY/qtuEppfNSSsvL24vJO2TdK8kVxLSb6riIiDXIB8F/qa1jB/IdbpDv3jugfPZvKaUHS/raVIaOiYj1yXfIfXSM+YXm2GtyBvlkr+OZ5M6j/6nNN5fcSUzJ78KSt30i4ucR8e2IuDoiToiIrvVZtxivWW3josd6/5RS+i3w91p6SiktK2/XLH+pvH8r8O+VfbX6XY/4/seTr5TSdcBdEfG0SvLLySfzVXOBOzqxm1K6I6V0a1nfkog4JiJ+U/4e12P776m8Xa+yjVWtiouU0jWlnOrzXtEpA/LV7XUiYu1S926YUroo5ZbCqZRY6rGse1NKvyRfba5P67YvJXJDCfKdAbeW+e+r1MnrlPlGi7H6Oqc7Li6sxGi348hBwLljPCZPuj62MRqXlVK6PqX0+7KcW8l1wKOg53Gpmt+zgH3LcqtG2/9Wuo0xmi5lDbku/Hgl3jr13orjbUm7i3yCMGX6GA8HAKeW/fliYHZEzO3Wtij1wYXl9d/Id/ptUVlWUzyMpzynu825yh1DaOm5CPlOqo+VdTycUrqjvO5WxglYLyJmAusCfwOq81adBbwwItYGiIh55IsTv6zNNxe4pfMmpXRdSunBiJgXEddGxCkRsTAiziqx1agcj5c0THoVcHZK6Q9lvtHaylNqqtsYjDPWyPv6z1JKy1NK95LvLtyv8pkRbYxuprvt2cso9V5V3+qKjj7GRLWevxaYFxGblmkzgXXLvj6LofblOeXYk8idz1tMdFkN2zalMVHmbfW5aUfb2he9ltUjJrp5AnBx5VzlZ8CBXcrhHuDn5Au8HQcz8vvZBPgr+enKTv4WA0TE/Ig4NiJ+HRGLImL3bhkrn+sc77q1L1b6XMTO4Om1aWenL/83KenHk4PxVvIt5e8qDdRtyRXR2RFxRUR8spxUdRxdGiX/WWngbE4O4hNq696c/ChCx80lbSLGvKyU0kPA2eQKFPJV/QtTSn+tzfoN4EURcWVphD+lMm094PKU0i7knfTDY8znG8hXlOpewcgd96Sy7g82nIxOtcmMi3eQHxupH1wWAC8trw8kV9QbA0TElhGxkPydHlM5iP0H8GmgXsE05rdH7I2QykWGiNipJDVVpgCfB06MiAsj4siI2KwybXfgn8l3jm1Dvot5QiJiK2Br8l0sHetExKURcXFEvLjLR6fSlNcXvUTEGhFxJflE7vyU0iVl0jbAK0rZnBsRjy/zd/v+R8tX3YoLBRGxB/CXVDqZKs4DtoyI6yPiCxGxd236PSml3UtZHTvKdr49Im4kX+V+Z8MsbasvxuKlwBWlcbo5lQsqrFzd38tRwGsi4mbynWCHdyZExNMi4ipyvB5WGly9YqzJtMZFxRtpPo401Vnj2semwHTUGd2WtUJp3K5FvjMCuh+XVrQlSkzcTR6ipKpp/1thktoYE7Ut8IyIuCQifhYRTy3pC4ADImJmRGxNflx2y0lY33hNRzx0bQ/2aFtQps8mn1RdUF9WLR7GXJ79aHNGxNER8Ufy8CYfqk2bRe7M+lY1m8B5EXFZRLy517KnSOvORUosAPxH5E74b8ZQ50234/RZwL3kpxD+AHwqpdR00YaU0l/IHQOdjsXOnef1k+uvAO+PiIsi4qOd9k2xHfDFlNKO5E7ntzWtaxTbAhtF7hC4LCJeV80m/Y2L8RhrG2O8sbYAeH5EzIqIOeSnLzr7+puAc0ob47XkuzRX5CeGOuk78/ej7Tmqhnqvk97G85DxWNmYWEA5jyttiK3IQxreAnyKvI/fBtydUjqvuuKIWJMcEz9a2WXVTEtMdNPymOhn+2LUfbshJgD2jIgFkc9dn1jSFgHPjIiNy/F6f3q316oxsVnJy4W1eRYAtwOLI+KkiHhRbfp6KaWnk48hX+mxLiLiwIi4ljzMzBsaZlnpcxE7g9vheeRxPTYjj0dzfERsSL569QzgveRHuR9LfhwG8qNM25f0RwLvL+nHAu8vDeKqpg6LxruwxmC8y6reBdrY6ZdSupnc0PoA+U7kCyJi3zL5YfI4cgBfIz++3DuDEUeSrzKfVkt/GnBfSmlRJfnVKaUnk8v6GeTKow3GFRelUnoZeVzGuvcCe0fEFcDe5DsflgOklP5YGrePA14fEZtGxM7k8bi+PY78dou9bs4ADo58dfYA8lAWw6SUfly270vkeL8ihu7S+U1K6aayvjMYQ1z0cDBwVi3vj0kp7Ua+k+PYiNhmJZY/mSazvugqpfRQSmln8lXV3SPiSWXS2sADpWy+xNCBrNv33ytfTb4OHBT5Tu9u9cUycofAm8ljNZ0ZEdVlnlH5v+co2/n5lNI25DL5v9Vpq1h9AUBp4BxDfiwWJrfu7+WV5Mc2tyA3pr5avkNSSpeklJ5I/v4/EBHrlPRuMdZkWuMCICJeQ74D8ZO19Lnki1A/riSPex+bRpNZZ3RbFrCibL5KHifu4VGOSz1js8v+12Rl2xgTNZP8qPse5DFivxERQa4TbyY/4nws8GvK8bYlJjMeun6HTW2LzgzluH8GcFxK6aZRljXe8pzWNmdK6ciU0pbk9uY7apNfBPyq1kn5f0pH8/OBt0fEM3stfxr181xkJvk48KtSNheRO23yDM3H6d3J42duRu4w+eeIeGyP7RtLXFxZtu+TZXt+GxFPKJP/mFL6VXk9pnORBjPJx6gXkMv7gxGxbZnW1rgYZpLaGI2xVjrmziHv42eQ46Czr7+b/FsEW5DHEP9MSf8+eXiQHclPBnTuVuxH27OnLvVex6p0HjLMJMXEx8kXSq4k30xwBfmO0o3I54hbk+NlvdI2q/oC8POU0i8mYVlVUx4To1gVY2I62hdj2bfrMXE5+fc/diK3R78D+a53cuyeT+44XkDv9sUPgL3KNr2ckd9P56L0fuS7dq8H/jMijqrMckaZ7+fAhjF0MXTkxqb07ZTS9uQ7r/+jOm2yzkXsDJ5et8fQo2udsRMhj8F5dspuII9nsz3/v707D5ekqu8//v4Ow44yIyCoKGMQXBEEl2CIIIpi9IfBDTAbqCFEXFBRE4kGE42JGgOIiAsKOuJCFBGVaBSISJAo6OCIrDIiiMgybAPD+v39cerO9NScvvfOcO+tmun363nuc29XVVd9u+6nq6tPnz5VTn5/2jR43UcJ7s5QPoVplr+b8qI41s386cCXImIRJYTHNZ8cXcOKn3RszQRfsRnHqq7rXOARUXqBPpvyQr+SzLw7M8/IzLcD/8KKww+ssOh4xUXEXwEvoTTatJdd6WDefFJI03PkZJbvy5kyVbl4GuVN1xXN/3+jiLgCytd2M/Nlmfk0ykD3ZOatg0U0vXZ+QTnA7grs0qznh8D2EXH2BPUOy94wX6QcSJ8PXJRDvi6X5euEJ2fmX1Au8jJ2gtz+3z6YBq5aLsa+hvQryjhAU9GTbFXMxPFiQpl5C+Xxj/WouYblvZxOpYxjBOMfe6p1Ddnebyhjce1O6WnwlSHL3Z+ZZ2fmP1LegL98cPaQv8fzJVY+5vTxeDFURGxN+Z/8ZWaO9cq8hhW/JvVgjv3jeS3N/yozz6MMCbH54ALNSdcSyhhdg9PbGVvJTOciIp5POVbuk8u/7j7mVcCpmblseJUH8xybQjNxzBi2LpqT428B/5DlK30wzusSA+cSzZvkTVnxq4jDvjHSNtXnGJN1Dcv3xf9RGhE3z/IV57dk5k6Z+VLKOKHt3kQzYSbyMOH5YOvcYswngcszc7CHfjUPq7E/Z/Scc8DJrHi8gfHPLX5POV6vqeecU/le5CbKt9DGOiCcQv08YfB1+tWU8YPvbfbluYw/HMvXKUOP7EwZM/TC2kJZvpr7tcx8PaXR90/GZrUXHWdbw1zT1LwkyzAYPwB2bLbbdS4mtBrnGKuaNTLz/c1zfS9KY9DlTSeQHXP5t4e+THluk5k3DbxGf4rSMDdW10yfe06kdtwb08f3IROaqkxk5m2ZeVCWDgJ/SRlm6irKe8SrMvOG5pzrazT/+2Yd/9gs+9axaau7rrYZysR4+pyJLs8vxn1uj5OJsWEbvg2sG+XbB2TmCZm5c2Y+h3IOOvT8IjPvojQa78s456hj54WZ+YFmuWHvRWq3a+v7AbDtWM2NKXkvYmPwzPoG5Sq6NL9Pa/6+mnKVVJqeE4+nXFThx5RPtsZ6Qu5JufAAA0/AoJwYLQTIzMdm5rzMnEf5CtXrM/PrlE8NXhARc5tPxl7Aip8krIpVWldmJuUAehLlis4rjUMZETs3PYhoPoF7KjA2fuwsyskklJO/9hhfg+vZm/IpyD7ZGj+lWe8rGRjvJ8rXDjdv/l6X0og8US+kqTYlucjMb2XmVgP//zsz83HN/TeP5WPq/j1Nb86I2DoiNmz+ngv8EXBpZn48Mx/ZrGc34LLM3GO8esfJXlVz0nAT5RPc6sE0IvaMZly2iHgIZYiCq5vZz4yIxzaPaz/GycV4IuLxlN5d5w1MmxvLv+64OWW/XLw6638Qpv14MUxEbDH2SWWTj+dTroIM5UV3z+bv3Smfeo73/x9a1zi+SLma7pVZenC163t8rPj1zZ1YfryAkoex3+cxRGsdL2bgBKDHx4uq5v/1LcoV1cd6L419fev2iPjD5v//lyzP0lQazOUTKY3BNzTP0dnN9G0oeV00QcaGmalcPI1y8cp9sv4h1UpjuK3qc2yazMQxo7quiFiP8obwc5m57Fse470utep9BeUiW9mse6Xn3zBTcI6xupYdC6P07lsPuDHKV5w3bqbvRRlTeaZfP2Bm8vAN4C+j+EPK126vG3Zu0dx+H6Wh97Bx6l2Wh1XdnzN8zjl4vNmHgWNYRGxKeY08bWDaxs25DM1jegFr6Dlns9yUvBdp/menUy7yQ1PH2DaGvU5fDezZZG9jSg/9oa8hTUPA2ZTz32HnnH/U1EVzTHsSy3PxmIgY+0bJAazeOedplKFlZjfnts8CftmTXIxrNc8xVilrUYaOGhvC7qmU5+V3gcXAprG8F/VewC+b5R4xUOY+Y9Pp5txzqHGOe31+HzKuqcxERMxpnnNQhgT5QZYxWq8G/rB5HQhKbsb+96+j9EQ9IAeGq1qddY1j2jIxnjUgE52dX0ywrmGZ2KpZP1GGDplFaYMgIsaGu3wMZXiRiTohfJHS0Lwl5boiK4iIR0b50HFM9b1IROzWPKYVOucNrOdxAzXvTDnHvGlgkal5L5IzfEXCUflp/jnXUS7MdA2l19RmlDGCLm9+P6xZ9pGUF7ufN/+0Px9Yz17ARc28E1l+RcYzB5afT3NV9lYNJzJwRUHKWCNXND8HDUz/YFPjA83vI5vpz2huL2nC94uJ1jXO/nga5ZOPvVvTx67svDflCtELm5/PABuMLUPpGn9B87i3GGc7V1DGl/lZ83P8wLw9KIOEDy6/cbPeiyg9V44G1llTc1Hbt83fr2jWfxnwaZZf9XRsPQua3wdX1jOPFa8gWq13vOyNsz/eQrlI1aat/9M3m7/fTjnAX9Tsg7cNLHMmpXfAxZRx6YZerX1Yxpt5R1IuAjS4/LObfbug+f3atfF4AWzVbO82ykV5rqFcoOOplK9Vje339wxsY+zk7+eUk5QdJ/r/Tyavrftv0eyLQ1rTF1F6m+5C+RrhWDa+xvIrjy+ijPF4PuWE4XHjbOdoyvP+Z5Qxn568Bhwv9m3+vpsyJtV3mmX/gXKs/tnAz8ObeU9v/o9XUsbzGrs6bXVdA/vxZsrx9xrgSeM9lyhvms+lPGd+Brygmf4XA/v4QuBPm+lDM9aDXHyv2R9j+/EbA/PmUYbZmdW6z4SvyWvJMaO6LuDPm1oG87dTpe7B16UNKD0Ar6CM5/kH4z3/JtgfD+YcY9FYTia7r5vp6zX7ZmGT7T0HMnIp5U3m9yhfTZy2LHSch6CM7X9lM//prfWscG5B6dmTzb4Zy8nrxsvD6uzPB5mHVTnn/Gpz/4sojZmPGph3IPCl1vJ/0OyTBZTj4hFrYy5aNZzI5N6LbEPpKXtRU9djmunV12nKxYlOaeZdDLx9Evtj3yYXTxiYNo/mHJfSaDX2OH9Beb2LZpmxc82Lmv/7RuNs503N/r6P0pPt0wPzxs5rFwKHdZGLCfIxlecYq5Q1yjHg4ubnRwy8hjR1jZ2Xn83y48MHmn22oMnH4P92Js89z6Y5/lXWO/S418w/ko7fh/QgE7s20y5p9uvcgZre20xfSBmGauw97H3N+se2/Z7VXddMZ6KZ3+v3phNkorPziwnWNSwTb2D5ceJHwLMH1nVO8/9bADxvEvtjNmVIkPb/52xK7rdpHtMlTQ3/DWw7sMwHmswsBJ45znbeyfLXvvOA3QbmzWOK3ouMPTGl3oqIOzJzk67rUH9ExB7A4Zn5kq5rUb9E+Vrq07O5ErkE5kLS5HjOqbaImEfppDDeuPaSJA0VZcjNwzPzJ13XMsZhIiRJkiRJkiRpBNgzWFMmIs4H1m9N/ovM/Pk0bOtjlLFyBh2dmZ+d6m1p9UXEDpSv4Qy6OzOfNU3bm7EM6sGJiFOBx7YmvzMzV3cs8/G2dQRl/NFBp2Tm+6d6W3pwzIWGmc7jezNO5fcrs56XmTdVpqtjnnOqbaafxzP5eqWpMd3/M9+HrHnMhNpm8jU/Ig4C3tyafG5mHjrV26pu38ZgSZIkSZIkSVr7OUyEJEmSJEmSJI2A2V0XMEqW3ofdsHtqg9lEV9vuQy6uv/XurktYZstN29+k6U5XuehDJvpmyd33dV0CAJttPHukjxUA+5/Yj+sefOnAp3ddwjJdvoZ8/aLf9SIXez9pq65L6J1RP7cAWLzknq5LAGDuxut1XcIy5kI15kI1vhfpjzvvvr/rEgB42MbrjPyx4val/XhfeMuSe7suYZntttxwlXNhz2BJkiRJkiRJGgE2BkuSJEmSJEnSCLAxWJIkSZIkSZJGgI3BkiRJkiRJkjQCbAyWJEmSJEmSpBFgY/AkRMQeEZERsXnXtUiSJEmSJEnS6lgrG4Mj4uyIOLbrOiRJkiRJkiSpL9bKxmBJkiRJkiRJ0orWusbgiDgR2B04tBnaISNi24g4ISKuioi7IuLyiHhHRMwauN8OEfH9iLgtIm6PiAUR8dwh21g/Ik6NiAsj4uEz9NAkSZIkSZIkabXN7rqAafBmYHvgEuBdzbTFwLXAq4AbgGcCnwRuAk5oljkZWNDMuw/YAVjaXnlEPBQ4jdKQvkdm3jZdD0SSJEmSJEmSpspa1xicmbdGxD3AnZn5u4FZ7xn4e1FE7AwcwPLG4G2AD2fmJc3tKyqr3wKYT9OwnJkrNRYDRMQcYE57+nU3LGbOnJUma0SYC7WZCdWYC9UMy8X8cy5h44du2kFF6gOPF6oxF6oxF2ozE6oxF6NhrRsmYpiIOCQifhIRN0TEHcBbgMcMLPIR4NMRcWZEHBERT6is5rvANcDLhjUENw4Drmr/HHvMUVPyWLTGMhdqMxOqMReqqebi9C98qtOi1DmPF6oxF6oxF2ozE6oxFyMgMrPrGqZcRJwNLMzMNzS39wNOAg4H/he4DTgU2Dcz5w3cbzvgRcALgb2AQzLzMxGxB3AWcDxlqInnZ+ZPx9n+sE9SrvKTlH7aYDYx3dvocy6uv/XuTrc/aMtN1++6hGWmOxd9zkTfLLn7vq5LAGCzjWeP9LECYP8Tf9J1CQB86cCnd13CMl2+hsw/55Kr+tAzeO8nbdV1Cb0z6ucWAIuX3NN1CQDM3Xi9rktYxlyoxlyoxvci/XHn3fd3XQIAD9t4nZE/Vty+tB/vC29Zcm/XJSyz3ZYbrnIu1rphIhr3AOsM3N4NOD8zjx2bEBHbtu+UmZcDlwPHRMTHgdcBnxlY5N3AzcD3IuJ5mfmz2sYz8xbglvb0nmRWHTEXajMTqjEXqhmWi69f9LvK0hoVHi9UYy5UYy7UZiZUYy5Gw9raGLwIeGZEzAPuoIz/e2BEvKj5e39gd8qF5YiIDYEPA6c0992SpgG5veLMPCIiguUNwgum+bFIkiRJkiRJ0oO2to4Z/GFK7+CLgRuAM4CvACcDPwbmAf8+sPz9wFzKUBKXAqcC5wFvra08M98FfAr4fkTsOC2PQJIkSZIkSZKm0FrZMzgzLwN2bU1+bfMz6J+a5e8BXj3O+s6GFcfrycy/B/7+wdYqSZIkSZIkSTNhbe0ZLEmSJEmSJEkaYGOwJEmSJEmSJI0AG4MlSZIkSZIkaQTYGCxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkaAjcGSJEmSJEmSNAIiM7uuYWQsvQ93dk9tMJvoatvmor+6yoWZ6C+PFaoxF6oxF6oxF6rpMhcfO3dR57l47bPmdV3CMr+7dWnXJSwzb7MNfC+iFfgaoprVyYU9gyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giYsDE4Is6OiGNXdwMRsUdEZERsvrrrmOR2DoyIO6ZzGwPbOjIiFs7EtiRJkiRJkiRpKqxNPYO/DPxB10VIkiRJkiRJUh/N7rqAqZKZdwF3PZh1RMR6mXnPFJUkSZIkSZIkSb0x2Z7BsyPi6IhY3Px8KCJmQWlAjYh/i4hrImJJRPw4Il5YWceOEXF+RNwZET+JiJ3HZkTEZhHxxWYdd0XELyLioIH5fxMR10fECo3XEXFyRJzW/L3SMBHN/a6IiHua33/dmp8RcWhEfC0ilgD/EhHrRMQJEXFVU8vlEfGOsccrSZIkSZIkSWuiyTZw/lmz7K7A3wAHA4c18z4L7A68GtgBOAk4PSJ2bK3jA8DfATsDNwFfiIho5m0AXAi8BHgycDTwiYh4XjP/K8Ac4PljK4uIjYGXAvNrBUfEvsCxwFHAU5p1HhcR/6+16D8C327WGVVlAAAegklEQVRq/1jzOK8FXgU8ETgCeBdwEJIkSZIkSZK0hprsMBHXAW/KzAQuiYjtgbc2vXIPAOZl5tXNssdGxPMpjcavH1jHuzPzLICI+Cfgh8CjgGsy81rgQwPLfjIi9mzW/f3MXBwR36Y0Sv9Xs8y+wH3A6UNqPhz4fGaOXfzusojYBXhn6z5fzsxPt+77noG/FzW9mA8AThiyLUmSJEmSJEnqtck2Bv+oaQgecx7wz8BuQAAXL+/kC8D6wJmtdVw08Pdvm98PB66JiHUovYb3ozQQrw+sB5w9cJ/5wIkRsVFm3klpGP7PzFw6pOYnAp9pTfshsE9r2k/ad4yIQ4DXAdsAGwLrAr8esp2VRMQcSk/mFVx3w2LmzFlpskaEuVCbmVCNuVCNuVCNuVCNuVDNsFx88IwFbPSQh3ZQkbrmsUI15mI0TMU4uAk8A9hp4OeJwGtay93bus/g9g8H3kbpHfy8Zh1fpzQIj/kmpSfwSyPi4ZQhI6pDRFS2M960JYM3ImI/ytASJwIvbGo5rlXLRA4Drmr/HHvMUauwCq2FzIXazIRqzIVqzIVqzIVqzIVqqrk46yvt/lMaIR4rVGMuRkCs2OG3skDE2cAjgCeM9Q6OiCMoQ0A8F7gU2HNsCIjK/fcAzgK2yMwbm2nzKIF6Rmb+JCJOB27OzL9q5gfwU+CWzNxjYF2famr5DvAOYJvMfKCZdyBwbGZu0tw+F7g0M18zcP8TgW0z84+b2wm8MjP/c2CZjwJPzczdB6Z9o5k2r7l9JPCKzHzKkMc87JOUq/wkpZ82mE1MvNSDYy7WPNOdCzOx5vFYoRpzoRpzoRpzoZouc/HBMxZc1XXP4Nc+a16n2x/0u1uHffF45s3bbAPfi2gFvoaoZnVyMdlhIh4JHBURx1EutPZ24H2ZeVlEfIEyfMPbKBeBexiwB/CrzPzaJNd/GbBfROwG3Ai8EXgspUF40Hzge828k8cagof4EHBKRFwAfBfYmzK0xMsmUcuBEfEi4Apgf8oF8hZP8rGQmbcAt7SnL71vsmvQ2shcqM1MqMZcqMZcqMZcqMZcqGZYLj527qKZL0a94LFCNeZiNEy2MfgLwDrA+ZRhFk4A/qOZdxBwBPBBYGvgZuD/KL2BJ+t9lAbeM4C7KEM0fAF4Umu5HwDXNtP3H2+Fmfn1iHgjZQiKoyhj/r4+M4ddcG7MJyhDQ5xMGQ/5q8C/s/KwF5IkSZIkSZK0xphwmAhNnaX3VccwVg/MxNcthjEX/dVVLsxEf3msUI25UI25UI25UE2XufjYuYs6z4XDRNRN9zARw3is6C9fQ1SzOrmYigvISZIkSZIkSZJ6zsZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwZIkSZIkSZI0AmwMliRJkiRJkqQRYGOwJEmSJEmSJI0AG4MlSZIkSZIkaQTM7roASd174IHsuoRlZs2Krkvo3A8uv6HrEgB4znZbdF2CpAnccue9XZcAwJyN1u26BACuvvHOrktYZvutNuq6BEma0KYb2CQwaKtNN+i6BKmXHsh+tBksXtKPc9/NNlmv6xIeFHsGS5IkSZIkSdIIsDFYkiRJkiRJkkaAjcGSJEmSJEmSNAJsDJYkSZIkSZKkEWBjsCRJkiRJkiSNgN40BkfEkRGxcIrWdXZEHDsV65IkSZIkSZKktcHsrgsY8GHgo1O0rpcB907RuiRJkiRJkiRpjdebxuDMvAO4Y4rWdfNUrEeSJEmSJEmS1harNUxERKwfEUdFxPURsTQifhQRuzXz9oiIjIgXRcQFEXFXRJwTEVtHxO4RsSAi7oiIb0bEZgPrXGGYiIjYISK+HxG3RcTtzf2e28xbNyKOiYjfRsTdEfGbiPjXgfuuMExERMyNiJMiYnFTz/ci4skD8w9sanpeRCyMiCURcVZEPHZgmUdHxGkRcXNE3BkRl0TE/quz/yRJkiRJkiRppq1uz+APAq8CXgP8Cngr8F8Rsd3AMu8FDgNuBU4GvgwsBQ4G7gdOAY4E3jhkGycDC4BnAvcBOzT3B3gTsC+wP7AI2Bp4/Dj1ntjMfymwGHh/U+/2mXlXs8z6wN83j2kpcBJwPPDCZv5xwAbAc4HbJtieJEmSJEmSJPXKKjcGR8TGwN8Cr8vMbzXTDgH2BA4Fvtcs+u7MPKeZfzxlPOBdMvPCZtpJwCvG2dQ2wIcz85Lm9hWteZcB52RmAlcD/zuk3u2AfYDdM/MHzbS/aO7zZ8Cnm0VnA4dm5qXNMh8GPhsRszLzgWabX83MBc3yV42zj+YAc9rTr7thMXPmrDRZI8JcqG1YJr76o8vZ5KGbdlCR+sBjhWqG5eKSX/+eTc3FyPJ4oRpzoZphuTj+rIVs/BDPO0eRxwrVDMvFtb+/2VysRVZnmIhtgXWBc8cmZOb9wHnAkwaWu2jg7+ub3z9vTXv4ONv5CPDpiDgzIo6IiCcMzDsR2Am4LCI+FhEvjohhj+WJwANNfWP13trUMljv3WMNwY3fUh7nWNqPBv4hIs6LiPdFxC7j1H4YpbF4hZ9jjzlqnLtoBJgLtVUzcernPtFpUeqcxwrVVHPxqY8f02lR6pzHC9WYC9VUc/Gdk0/otCh1ymOFaqq5+Ji5WKtE6Vi7CneI2BH4GbBtZv5qYPp8YENKD+CzgC0y88Zm3iuAUzIzBpY/BHhfZm7e3D4SeEVmPmVgme2AF1GGatgLOCQzP9PMewiwN6VH8ispQ0rslZkPRMTZwMLMfENEvBT4GrBBZt47sO4fAudn5tsi4kDg2MzcZGD+HpXHsTXwJ8DzKUNOfCAzj6zso2GfsF3lJyn9tMFsYuKlHpw+5+KBB1btODCdZs2a9n/FpE13LsbpGXxVH3oGP2e7LbouoXdG/Vihui5zccmvf39VH3oGz9lo3a5LAODqG+/suoRltt9qI48XWomvI6rpMhfHn7Xwqq57Br9ix6073X5fdfVexGNFf3V5rLj29zf3IheLl9w78UIzYLNN1uu6hGVWJxerM2bwFcA9wG6U8YKJiHWAXSnj/E6ZzLwcuBw4JiI+DrwO+Ewz73bKuMOnRMSJwI+Ax1GGjxh0MaUH9K7A2DARD6WMQfzZVaznGuCTwCcj4p3AmynjHreXuwW4pT196X2rsjWtbcyF2oZl4ru/vKGDatQXHitUMywXv7utHyfE6obHC9WYC9UMy8X8C67poBr1gccK1QzLxZ339qcDmR68VW4MzswlTcPsv0bEjZQu428BtqRcZO1BX1gtIjYEPkxp7F3UrHs34Pxm/luB6yg9lO8FXk25qNtKr2SZeXlEnAZ8IiIOpoT6/c3yk268joijgTMojc0PpfRKvni1HqAkSZIkSZIkzbDV6RkM8M7m92cp3cd/CuydmddFxINuDAbuB+YCJwFbATcB3wQOb+bfDrwd2A7IZvsvysxh3w08CDgK+AawAWW8470z865VqGkWZQiMRzfb/z7wtlW4vyRJkiRJkiR1ZpXHDNbqW3of7uyemomxd4bpQy4cM7iuq1x895c39OIf4pjBKxv1Y4XquszF727rx3f2HDN4ZTMxZvAwHi/6y9cR1XSZi/kXXNN5LhwzuK6rXHis6K8ujxV33tuPxkPHDF7Z6uRi1nQUIkmSJEmSJEnqFxuDJUmSJEmSJGkE2BgsSZIkSZIkSSPAxmBJkiRJkiRJGgE2BkuSJEmSJEnSCLAxWJIkSZIkSZJGgI3BkiRJkiRJkjQCbAyWJEmSJEmSpBEwu+sCNLrmvvBfui5hmbu+/66uS+jUrFnRdQnLzH3GG7ouYZm7fnpsJ9t9znZbdLLdPutLLrrKhFY2d9e3dl3CMnf9+COdbXvORut2tu0+2vElR3RdwjJ3/eQ/ui5Bjbn7Htd1Ccvcdfrruy5Bjb6cW0C35xdz1vd1ZNDD9vtM1yUsc+dXX9N1CWrM3fPIrksA4K4fHNnZtmdFP9oMNttkva5LAOBRr/1i1yUsc9NJB6zyfewZLEmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRsCUNgZHREbEK4bdriw/r1nm6VNZhyRJkiRJkiRpRbM73v5vgEcAN3ZchyRJkiRJkiSt1TptDM7M+4HfdVmDJEmSJEmSJI2CVRomIiL2johzImJxRNwcEd+JiCeu7sbbw0RExB7N7RdFxAURcVezva0jYveIWBARd0TENyNis4H1PCMivhsRN0bEbRHxw4jYtbWt7SPifyJiaURcGhF/0qzrwIFlHhURX2oe3+KI+FZEbDcw/9ERcVrz2O+MiEsiYv/VffySJEmSJEmSNFNWdczgjYGjgGcCewC3AqdHxHpTXNd7gcOAZwFzgS8D7wEObrb7ZODIgeUfAnwe+OOmtp8B346IzQEiYhZwKnAf8IfAgcA/AuuPrSAiNgLOApYCuwO7AtcB32vmARwHbAQ8t6nhMOCWqXvYkiRJkiRJkjQ9VmmYiMz86uDtiDgIuI3SAPvDKazr3Zl5TrON44GPArtk5oXNtJOAZRemy8wzW3W9EXg5sDcwH9gLeDzwgsy8tlnmLcC5A3fbHwjgoMzMZpm/AX4PvAT4CrAN8NXMXNDc56opfMySJEmSJEmSNG1WqTE4IrYF/pnSY3cLSs/iWcBjJnHfMyg9dwF+nZlPHmfxiwb+vr75/fPWtIcPrPvhTV3PBbYE1gE2HKjrCcBvxxqCGz8GHhi4vQvwWOD2iBisZSNg2+bvo4HjI2Jv4PvAqZl5QeWxzgHmtKdfd8Ni5sxZabJGhLlQm5lQjblQjblQjblQjblQzbBcfPHcS9nkoZt2UJG65rFCNeZiNKzqMBGnUxqB/4bSIPw0ytALkxkm4nXATs3Pn0yw7L0DfydAZranDdZ+EvAM4C3As5ttXDNQV4ytZxyzKMNL7NT62R74RFPDCZQG48820/83Io6srOswSq/hFX6OPeaoCUrQWs5cqM1MqMZcqMZcqMZcqMZcqKaai2/M/2SnRalTHitUYy5GwKR7BjcXbHsicGhmntVM23my62j1yp1quwFvysxvNXVtCTxiYP4vgUdFxCMz87fNtKezYoPyhcABwI2ZOXQc4My8Bvgk8MmIeCfwZlYcvxjKuMontu/7hjcd5rASo81cqM1MqMZcqMZcqMZcqMZcqKaai33+/GBzMbo8VqjGXIyAVRkmYjFwI/DXEfEb4FHAhyg9g7t2GfDnEXE+5SJ3HwTuGZj/38ClwEkRcThlCImPUGof6zH8BeBw4LSIeA9wNfBo4KXA8Zl5eUQcDZzRbO+hlDGJL24X0zQmr9SgvLQPe0qdMRdqMxOqMReqMReqMReqMReqGZaLby68vrK0RoHHCtWYi9Ew6WEiMvMBYD/gqcBC4GPAu4G7p6e0VfIaYBPgAuBLwGeARWMzm9r3BdYH/o8yrMT7KQ3BS5tl7gSeA/wKOAW4pFluLqUhHMr++iilAfi/KWMX/9V0PjBJkiRJkiRJmgqrdAG5zDwTeEpr8iYD86O1fDCOzFxEGc937PbZg7ebaf9ZmXY8cPzA7QWUMYwHfb51n8sojb0ARMSOwLrAFQPLXA8cNE69bxzv8UiSJEmSJElSX61SY/CaLCL2BZYAlwPzKMNELKCMFSxJkiRJkiRJa7WRaQwGHgL8G2Uc4MXA2cBbMjPHu5MkSZIkSZIkrQ1GpjE4Mz8HfK7rOiRJkiRJkiSpC5O+gJwkSZIkSZIkac1lY7AkSZIkSZIkjQAbgyVJkiRJkiRpBNgYLEmSJEmSJEkjwMZgSZIkSZIkSRoBkZld16BJiog5wGHAUZl5y6jX0bdautKXfWAd/dKX/WAd/dGnfdCXWvpSR5f6tA/6Uktf6uhSX/ZBX+roWy1d6cs+6EsdfaulK33ZB9bRL33ZD9bRH33aB32ppcs6bAxeg0TEPOAq4LGZuWjU6+hbLV3pyz6wjn7py36wjv7o0z7oSy19qaNLfdoHfamlL3V0qS/7oC919K2WrvRlH/Sljr7V0pW+7APr6Je+7Afr6I8+7YO+1NJlHQ4TIUmSJEmSJEkjwMZgSZIkSZIkSRoBNgZLkiRJkiRJ0giwMViSJEmSJEmSRoCNwWuWW4D3Nr+to+hTLV3pyz6wjn7py36wjv7o0z7oSy19qaNLfdoHfamlL3V0qS/7oC91QL9q6Upf9kFf6oB+1dKVvuwD6+iXvuwH6+iPPu2DvtTSWR2RmTO9TUmSJEmSJEnSDLNnsCRJkiRJkiSNABuDJUmSJEmSJGkE2BgsSZIkSZIkSSPAxmBJkiRJkiRJGgE2BvdYRKwbEV+IiG27rqUmInaMiPu7rmPUmAvVmAvVmAvVmAu1mQnVmAvVmAvVmAvVmIv+sjG4xzLzXuDFQHZdyzii6wJGjblQjblQjblQjblQm5lQjblQjblQjblQjbnor9ldF6AJnQr8KfCRmd5wRJw5wSKb0O8n9drMXKjGXKjGXKjGXKjNTKjGXKjGXKjGXKjGXPSQjcH9dyXw7oh4NnABsGRwZmYeM43b3g34JnDtkPmbA7tM4/Y1nLlQjblQjblQjblQm5lQjblQjblQjblQjbnoocgcyUbwNUZE/Gac2ZmZj5nGbS8APpqZnx4yfyfggsxcZ7pqUJ25UI25UI25UI25UJuZUI25UI25UI25UI256Cd7BvdcZj66w81fCOw8zvy7gatnqBYNMBeqMReqMReqMRdqMxOqMReqMReqMReqMRf9ZM9gDRUR6wPrZOadXdei/jAXqjEXqjEXqjEXajMTqjEXqjEXqjEXqjEXw9kYvAaIiG2BlwOPAdYbnJeZB3dSlDpnLlRjLlRjLlRjLtRmJlRjLlRjLlRjLlRjLvrHYSJ6LiL2Br4O/BzYkdLN/Q8oT6D/7bA0dchcqMZcqMZcqMZcqM1MqMZcqMZcqMZcqMZc9NOsrgvQhN4HvC8zn0EZz+TVwDzgTOA7HdalbpkL1ZgL1ZgL1ZgLtZkJ1ZgL1ZgL1ZgL1ZiLHnKYiJ6LiNuBnTLzyohYDPxxZi6MiKcCp2fmNh2XqA6YC9WYC9WYC9WYC7WZCdWYC9WYC9WYC9WYi36yZ3D/LQHWb/6+Dti2+XsWsFknFakPzIVqzIVqzIVqzIXazIRqzIVqzIVqzIVqzEUPOWZw/50P/BFwMfBt4MMR8RTgZcCPuixMnTIXqjEXqjEXqjEXajMTqjEXqjEXqjEXqjEXPeQwET0XEY8DHpKZP42IjYGjKE+ky4A3Z+avp2m7x0x22cx803TUoOHMhWrMhWrMhWrMhdrMhGrMhWrMhWrMhWrMRT/ZGKyqiDhrkotmZu45rcWoN8yFasyFasyFasyF2syEasyFasyFasyFaszF+GwMliRJkiRJkqQR4JjBPRQRNwPbZ+aNzdUWh7bYZ+bDZq4yiIgtgRsy84GZ3K7MherMhWrMhWrMhdrMhGrMhWrMhWrMhWrMRf/ZGNxPbwdub/4+vMtCACJiXeD9wN8CGwLbA7+KiH8Dfp2Zx3VZ3wgxF6oxF6oxF6oxF2ozE6oxF6oxF6oxF6oxFz3nMBGaUES8D3g58HfAycAOmfmriHg58M7MfGanBaoT5kI15kI15kI15kJtZkI15kI15kI15kI15mJl9gzWZBwAvCYz/yciBrvSL6R8oqLRZC5UYy5UYy5UYy7UZiZUYy5UYy5UYy5UYy5abAzuoYnGVBk0Q+OrPBL4dWX6bMzQjDEXqjEXqjEXqjEXajMTqjEXqjEXqjEXqjEX/TeSD3oN0PmYKi2/AJ4DLGpNfxVwwYxXM7rMhWrMhWrMhWrMhdrMhGrMhWrMhWrMhWrMRc/ZGNxDmXlC1zW0vBeYHxGPBtYBXhkRTwBeDby408pGiLlQjblQjblQjblQm5lQjblQjblQjblQjbnoPy8gp0mJiBcC7wJ2AWYBFwL/lJnf7bQwdcpcqMZcqMZcqMZcqM1MqMZcqMZcqMZcqMZcrMjG4B6KiJuB7TPzxonGWpmh8VXUA+ZCNeZCNeZCNeZCbWZCNeZCNeZCNeZCNeai/xwmop/eDtze/N35WCsRcSrweeCbmXlP1/WMMHOhGnOhGnOhGnOhNjOhGnOhGnOhGnOhGnPRc/YM1oQi4mRgH+Be4D+Bz2fmD7qtSl0zF6oxF6oxF6oxF2ozE6oxF6oxF6oxF6oxFyuzMXgNEhGzKWObLDNTn2pExEbAyygDbD8fuA44GZifmb+YiRpUZy5UYy5UYy5UYy7UZiZUYy5UYy5UYy5UYy76w8bgnmuudngU8Fxg0/b8zFyng5q2APYDDgGekJkONzLDzIVqzIVqzIVqzIXazIRqzIVqzIVqzIVqzEU/jdwDXgPNBx5CGXPlesYZeHsmRMQGwJ7AC4Htgd90Wc8IMxeqMReqMReqMRdqMxOqMReqMReqMReqMRc9ZM/gnouIO4BnZubFHdYwi9KN/s+APwXup4yzMn/Ux1npirlQjblQjblQjblQm5lQjblQjblQjblQjbnoJ3sG99/Pgc06ruG3lO78ZwAH4RUY+8BcqMZcqMZcqMZcqM1MqMZcqMZcqMZcqMZc9JA9g3suInagjK/yEWAh5eqHy2Tmb2eghoOBr2TmLdO9LU2OuVCNuVCNuVCNuVCbmVCNuVCNuVCNuVCNuegnG4N7LiKeBHwR2IEVx1YJIGdysO1mbJXHNXVcmZlLZ2rbWpG5UI25UI25UI25UJuZUI25UI25UI25UI256CeHiei/zwO3APvS0WDbETEb+ADwBmA9ypP27oj4KHBEZt473v01LcyFasyFasyFasyF2syEasyFasyFasyFasxFD9kY3H9PBHbKzMs6rOGDwAHAIcAPm2l/THkyzQIO76iuUWYuVGMuVGMuVGMu1GYmVGMuVGMuVGMuVGMuesjG4P77MbAN0OUT59XAazLz2wPTroyIG4BPM4JPnB4wF6oxF6oxF6oxF2ozE6oxF6oxF6oxF6oxFz1kY3D/HQscFREfolyFsT3Y9kUzUMOmwJWV6VcCc2Zg+1qZuVCNuVCNuVCNuVCbmVCNuVCNuVCNuVCNueghLyDXcxHxQGVyMoODbUfEj4ALMvPQ1vSPU7r77zrdNWhF5kI15kI15kI15kJtZkI15kI15kI15kI15qKf7Bncf9t1XQDwDuDbEbEXcB7libsr8EjgRV0WNsLMhWrMhWrMhWrMhdrMhGrMhWrMhWrMhWrMRQ/ZM1iTEhGPBA4FnkD5BOdi4LjM/G2nhalT5kI15kI15kI15kJtZkI15kI15kI15kI15mJFNgavASJiHWAX4DHAeoPzMvPkTopS58yFasyFasyFasyF2syEasyFasyFasyFasxF/9gY3HMRsT1wOvC4ZlICs4D7gXszc6Np3PbDJrNcZt48XTWozlyoxlyoxlyoxlyozUyoxlyoxlyoxlyoxlz0k2MG999RwEXAM4BrgZ2BuZQrMv7dNG/7RsoTdTyJOeqCuVCNuVCNuVCNuVCbmVCNuVCNuVCNuVCNueihkXvAa6BnAXtk5m3NVRhnZeb/RcQ7gKOBHadx288dZ97ewJuB+6Zx+xrOXKjGXKjGXKjGXKjNTKjGXKjGXKjGXKjGXPSQjcH9NwtY0vx9I+Vqh5cCv2Gar8qYmf/TnhYROwP/BjwH+ATwz9NZg4YyF6oxF6oxF6oxF2ozE6oxF6oxF6oxF6oxFz1kY3D/LQSeCvwKOB94R0TcAxwMXDlTRUTEY4H3A68EvgY8KTNnbPtaiblQjblQjblQjblQm5lQjblQjblQjblQjbnooVldF6AJ/QvLG+3fA2wLnAO8mNKlfVpFxGYRcTRwCbAVsGtm7jfKT5qeMBeqMReqMReqMRdqMxOqMReqMReqMReqMRc9FJkTjaWsLkTEU4GFmflAZd7DgRtr86a4hncB7wAWAX+Xmf81ndvTxMyFasyFasyFasyF2syEasyFasyFasyFasxFv9kY3FMRcT/wiMz8fXP7W8DrMvO6GazhAeAu4Cxg6JM0M/eZqZpGnblQjblQjblQjblQm5lQjblQjblQjblQjbnoN8cM7q9o3X4OsOEM1/A5wE8L+sVcqMZcqMZcqMZcqM1MqMZcqMZcqMZcqMZc9JiNwRoqMw/sugb1j7lQjblQjblQjblQm5lQjblQjblQjblQjbkYzgvI9Vey8icYfqIhc6Eac6Eac6Eac6E2M6Eac6Eac6Eac6Eac9Fj9gzurwDmR8Tdze0NgE9FxJ2DC43i2CYjzlyoxlyoxlyoxlyozUyoxlyoxlyoxlyoxlz0mI3B/XVS6/b8TqpQ35gL1ZgL1ZgL1ZgLtZkJ1ZgL1ZgL1ZgL1ZiLHotMe2lLkiRJkiRJ0trOMYMlSZIkSZIkaQTYGCxJkiRJkiRJI8DGYEmSJEmSJEkaATYGS5IkSZIkSdIIsDFYkiRJkiRJkkbA/wesCHwqjrynNgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 100 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_random_subset_of_cells_per_cluster(cluster_meta, dropouts, save_dir)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### breakdown by area and depth"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We are going to normalize within each area or depth to account for the large imbalance in N due to Scientifica datasets only being performed in V1 at certain depths, as well as biological variation in cell type specific expression by depth"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot fraction cells by area and depth"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1728x144 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "label = 'fraction of cells'\n",
+    "plotting.plot_fraction_cells_by_area_depth(cluster_meta, n_clusters_cre, normalize=True, label=label, \n",
+    "                                           save_dir=base_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1728x144 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "label = '# of cells'\n",
+    "plotting.plot_fraction_cells_by_area_depth(cluster_meta, n_clusters_cre, normalize=False, label=label, \n",
+    "                                           save_dir=base_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### compute % cells per area / depth relative to chance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "to deal with uneven sampling across areas & depths, we will express the fraction of cells per cluster in each area & depth as a percentage relative to chance. We can compute the expected number of cells per area and depth in each cluster based on random sampling of our area/depth distribution, then compute how many cells are actually in each area and depth per cluster and express that as a % relative to chance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To compute the expected number of cells in each cluster based on sampling: \n",
+    "    * take size of cluster (n_neurons) and select a random set of cells of that size\n",
+    "    * repeat 100x to get a distribution of random cells\n",
+    "    * compute the number of cells in each area and depth in the random distribution\n",
+    "    * quantify how many cells are actually in each area and depth in the clustered data\n",
+    "    * compute significance of actual # cells relative to random distrubution \n",
+    "    * report % cells relative to chance and p_value\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "cell_count_stats = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure', 'layer'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>targeted_structure</th>\n",
+       "      <th>layer</th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>n_cells_total_cre</th>\n",
+       "      <th>n_cells_cond_cre</th>\n",
+       "      <th>fraction_per_cond_cre</th>\n",
+       "      <th>cluster_id</th>\n",
+       "      <th>n_cells_total_cluster</th>\n",
+       "      <th>n_cells_cond_cluster</th>\n",
+       "      <th>fraction_per_cond_cluster</th>\n",
+       "      <th>n_cells</th>\n",
+       "      <th>random_n_cells</th>\n",
+       "      <th>random_n_cells_mean</th>\n",
+       "      <th>fraction_of_random</th>\n",
+       "      <th>relative_to_random</th>\n",
+       "      <th>n_times_actual_greater_than_random</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>VISl</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3302</td>\n",
+       "      <td>263</td>\n",
+       "      <td>0.079649</td>\n",
+       "      <td>1</td>\n",
+       "      <td>816</td>\n",
+       "      <td>55</td>\n",
+       "      <td>0.067402</td>\n",
+       "      <td>55</td>\n",
+       "      <td>[68, 71, 67, 71, 68, 61, 67, 58, 55, 58, 66, 6...</td>\n",
+       "      <td>65.87</td>\n",
+       "      <td>0.834978</td>\n",
+       "      <td>-0.165022</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>VISl</td>\n",
+       "      <td>upper</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3302</td>\n",
+       "      <td>328</td>\n",
+       "      <td>0.099334</td>\n",
+       "      <td>1</td>\n",
+       "      <td>816</td>\n",
+       "      <td>134</td>\n",
+       "      <td>0.164216</td>\n",
+       "      <td>134</td>\n",
+       "      <td>[74, 70, 77, 83, 86, 75, 78, 84, 77, 89, 82, 7...</td>\n",
+       "      <td>80.24</td>\n",
+       "      <td>1.669990</td>\n",
+       "      <td>0.669990</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3302</td>\n",
+       "      <td>1600</td>\n",
+       "      <td>0.484555</td>\n",
+       "      <td>1</td>\n",
+       "      <td>816</td>\n",
+       "      <td>244</td>\n",
+       "      <td>0.299020</td>\n",
+       "      <td>244</td>\n",
+       "      <td>[381, 388, 396, 360, 392, 419, 406, 408, 414, ...</td>\n",
+       "      <td>395.14</td>\n",
+       "      <td>0.617503</td>\n",
+       "      <td>-0.382497</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>VISp</td>\n",
+       "      <td>upper</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3302</td>\n",
+       "      <td>1111</td>\n",
+       "      <td>0.336463</td>\n",
+       "      <td>1</td>\n",
+       "      <td>816</td>\n",
+       "      <td>383</td>\n",
+       "      <td>0.469363</td>\n",
+       "      <td>383</td>\n",
+       "      <td>[293, 287, 276, 302, 270, 261, 265, 266, 270, ...</td>\n",
+       "      <td>274.75</td>\n",
+       "      <td>1.393995</td>\n",
+       "      <td>0.393995</td>\n",
+       "      <td>100.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>VISl</td>\n",
+       "      <td>lower</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3302</td>\n",
+       "      <td>263</td>\n",
+       "      <td>0.079649</td>\n",
+       "      <td>2</td>\n",
+       "      <td>585</td>\n",
+       "      <td>46</td>\n",
+       "      <td>0.078632</td>\n",
+       "      <td>46</td>\n",
+       "      <td>[37, 52, 45, 41, 41, 34, 47, 45, 41, 42, 46, 5...</td>\n",
+       "      <td>46.56</td>\n",
+       "      <td>0.987973</td>\n",
+       "      <td>-0.012027</td>\n",
+       "      <td>41.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  targeted_structure  layer           cre_line  n_cells_total_cre  \\\n",
+       "0               VISl  lower  Slc17a7-IRES2-Cre               3302   \n",
+       "1               VISl  upper  Slc17a7-IRES2-Cre               3302   \n",
+       "2               VISp  lower  Slc17a7-IRES2-Cre               3302   \n",
+       "3               VISp  upper  Slc17a7-IRES2-Cre               3302   \n",
+       "0               VISl  lower  Slc17a7-IRES2-Cre               3302   \n",
+       "\n",
+       "   n_cells_cond_cre  fraction_per_cond_cre  cluster_id  n_cells_total_cluster  \\\n",
+       "0               263               0.079649           1                    816   \n",
+       "1               328               0.099334           1                    816   \n",
+       "2              1600               0.484555           1                    816   \n",
+       "3              1111               0.336463           1                    816   \n",
+       "0               263               0.079649           2                    585   \n",
+       "\n",
+       "   n_cells_cond_cluster  fraction_per_cond_cluster  n_cells  \\\n",
+       "0                    55                   0.067402       55   \n",
+       "1                   134                   0.164216      134   \n",
+       "2                   244                   0.299020      244   \n",
+       "3                   383                   0.469363      383   \n",
+       "0                    46                   0.078632       46   \n",
+       "\n",
+       "                                      random_n_cells  random_n_cells_mean  \\\n",
+       "0  [68, 71, 67, 71, 68, 61, 67, 58, 55, 58, 66, 6...                65.87   \n",
+       "1  [74, 70, 77, 83, 86, 75, 78, 84, 77, 89, 82, 7...                80.24   \n",
+       "2  [381, 388, 396, 360, 392, 419, 406, 408, 414, ...               395.14   \n",
+       "3  [293, 287, 276, 302, 270, 261, 265, 266, 270, ...               274.75   \n",
+       "0  [37, 52, 45, 41, 41, 34, 47, 45, 41, 42, 46, 5...                46.56   \n",
+       "\n",
+       "   fraction_of_random  relative_to_random  n_times_actual_greater_than_random  \n",
+       "0            0.834978           -0.165022                                 4.0  \n",
+       "1            1.669990            0.669990                               100.0  \n",
+       "2            0.617503           -0.382497                                 0.0  \n",
+       "3            1.393995            0.393995                               100.0  \n",
+       "0            0.987973           -0.012027                                41.0  "
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cell_count_stats.head()[cell_count_stats.keys()[:16]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# save stats\n",
+    "cell_count_stats.to_csv(os.path.join(save_dir, 'cell_count_stats.csv'))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### heatmap of % rel chance"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### fraction of cells relative to random distribution"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_limited_range'\n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre, \n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
+    "                                                      cluster_order=None, suffix=suffix, save_dir=base_dir, folder=folder)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_full_range'\n",
+    "\n",
+    "vmax = cell_count_stats.relative_to_random.max()\n",
+    "vmin = cell_count_stats.relative_to_random.min()\n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre, \n",
+    "                                             value_to_plot, cbar_label, cmap='PRGn', vmin=-vmax, vmax=vmax, \n",
+    "                                             cluster_order=None, save_dir=base_dir, folder=folder, suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py:1213: FutureWarning: \n",
+      "Passing list-likes to .loc or [] with any missing label will raise\n",
+      "KeyError in the future, you can use .reindex() as an alternative.\n",
+      "\n",
+      "See the documentation here:\n",
+      "https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#deprecate-loc-reindex-listlike\n",
+      "  ax[i] = sns.heatmap(data.T, vmin=vmin, vmax=vmax, cmap=cmap, ax=ax[i],\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_full_range_manual_sort_order'\n",
+    "\n",
+    "vmax = cell_count_stats.relative_to_random.max()\n",
+    "vmin = cell_count_stats.relative_to_random.min()\n",
+    "\n",
+    "cluster_order = processing.get_manual_sort_order()\n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre,\n",
+    "                                             value_to_plot, cbar_label, cmap='PRGn', vmin=-vmax, vmax=vmax, \n",
+    "                                             cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### sort clusters by the fraction of cells in VISp upper"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_full_range_VISp_upper_sort'\n",
+    "\n",
+    "vmax = cell_count_stats.relative_to_random.max()\n",
+    "vmin = cell_count_stats.relative_to_random.min()\n",
+    "\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, \n",
+    "                                                                 location='VISp_upper', metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre,\n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-vmax, vmax=vmax, \n",
+    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_limited_range_VISp_upper_sort'\n",
+    "\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, \n",
+    "                                                                 location='VISp_upper', metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre,\n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
+    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot dropouts in this order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 126x1008 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
+    "                                       save_dir=base_dir, folder=folder, sort_type='VISp_upper_pct_rel_chance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### try for just V1 vs LM or upper vs lower"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure'])\n",
+    "\n",
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_limited_range_area_sort'\n",
+    "\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "                                                                 location='VISp', metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
+    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 126x1008 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
+    "                                       save_dir=base_dir, folder=folder, sort_type='area_sort')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### depths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['binned_depth'])\n",
+    "\n",
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_limited_range_binned_depth_sort'\n",
+    "\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "                                                                 location=175, metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
+    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, \n",
+    "                                                      suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 126x1008 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
+    "                                       save_dir=base_dir, folder=folder, sort_type='binned_depth_sort')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### layers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['layer'])\n",
+    "\n",
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_limited_range_layer_sort'\n",
+    "\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "                                                                 location='upper', metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
+    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, \n",
+    "                                                      suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 126x1008 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x1008 with 12 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
+    "                                       save_dir=base_dir, folder=folder, sort_type='upper_pct_rel_chance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### test plot components then plot clusters with other information as additional panels "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot clusters with % cells per area and depth"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fraction_cells = processing.get_fraction_cells_per_area_depth(cluster_meta)\n",
+    "cre_fraction = fraction_cells[fraction_cells.cre_line==cre_line]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x220b45b0f28>"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_fraction_cells_per_area_depth(cre_fraction, cluster_id=1, ax=None)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get relevant data and plot clusters with fractions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell_count_stats = processing.get_cell_count_stats(cluster_meta)\n",
+    "cre_counts = cell_count_stats[cell_count_stats.cre_line==cre_line]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x22097f20b70>"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cluster_id = 1\n",
+    "plotting.plot_pct_rel_to_chance_for_cluster(cre_counts, cluster_id, ax=None)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### population average trace"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "there are 1885 experiments in the full multi_session_df\n",
+      "there are 1249 experiments in the multi_session_df after limiting to platform experiments\n",
+      "there are 402 experiments after filtering for inclusion criteria -  active_only_closest_familiar_and_novel_containers_with_all_levels\n",
+      "402\n"
+     ]
+    }
+   ],
+   "source": [
+    "# load dataframe with response traces\n",
+    "df_name = 'omission_response_df'\n",
+    "conditions = ['cell_specimen_id', 'omitted']\n",
+    "\n",
+    "data_type = 'events'\n",
+    "event_type = 'omissions'\n",
+    "inclusion_criteria = 'active_only_closest_familiar_and_novel_containers_with_all_levels'\n",
+    "\n",
+    "\n",
+    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type, event_type, conditions, inclusion_criteria)\n",
+    "print(len(multi_session_df.ophys_experiment_id.unique()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cluster_mdf = multi_session_df.merge(cluster_meta[['cluster_id']], \n",
+    "                                     on='cell_specimen_id', how = 'inner')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x220f066ecf8>"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotting.plot_population_average_response_for_cluster(cluster_mdf, cre_line, cluster_id, change=False, omitted=True, ax=None)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot clusters, fraction per area depth, and pop avgs as rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# get fraction cells relative to chance per cluster per cre_line\n",
+    "cell_count_stats = processing.get_cell_count_stats(cluster_meta)\n",
+    "# get fraction of cells per area/depth per cluster per cre_line \n",
+    "fraction_cells = processing.get_fraction_cells_per_area_depth(cluster_meta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2160x720 with 48 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1620x720 with 36 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines: \n",
+    "    plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
+    "                                              cell_count_stats, fraction_cells, cre_line, \n",
+    "                                              sort_order=None, suffix='_size_order', \n",
+    "                                              save_dir=base_dir, folder=folder, )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### use manual sort order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# manual_sort_order = processing.get_manual_sort_order()\n",
+    "\n",
+    "# for cre_line in cre_lines: \n",
+    "#     plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
+    "#                                               cell_count_stats, fraction_cells, cre_line, \n",
+    "#                                               sort_order=manual_sort_order, suffix='_manual_sort', \n",
+    "#                                               save_dir=base_dir, folder=folder, )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### sort by visp upper "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# get fraction cells relative to chance per cluster per cre_line\n",
+    "cell_count_stats = processing.get_cell_count_stats(cluster_meta)\n",
+    "# get fraction of cells per area/depth per cluster per cre_line \n",
+    "fraction_cells = processing.get_fraction_cells_per_area_depth(cluster_meta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2160x720 with 48 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1620x720 with 36 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cell_count_stats['location'] = cell_count_stats.targeted_structure+'_'+cell_count_stats.layer\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
+    "\n",
+    "for cre_line in cre_lines: \n",
+    "    plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
+    "                                              cell_count_stats, fraction_cells, cre_line, \n",
+    "                                              sort_order=cluster_order, suffix='_VISp_upper_sort', \n",
+    "                                              save_dir=base_dir, folder=folder, )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### sort by V1 vs LM order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x162 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure'])\n",
+    "\n",
+    "value_to_plot = 'relative_to_random'\n",
+    "cbar_label = 'fraction cells\\nrel. to chance'\n",
+    "suffix = '_limited_range_area_sort'\n",
+    "\n",
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "                                                                 location='VISp', metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
+    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
+    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# cell_count_stats_area['location'] = cell_count_stats_area.targeted_structure\n",
+    "# # need to have both a 'layer' and 'targeted_structure' column for plot to work\n",
+    "# cell_count_stats_area['layer'] = cell_count_stats_area.targeted_structure\n",
+    "\n",
+    "# cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "#                                                                  location='VISp', metric='relative_to_random')  \n",
+    "\n",
+    "# for cre_line in cre_lines: \n",
+    "#     plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
+    "#                                               cell_count_stats_area, fraction_cells, cre_line, \n",
+    "#                                               sort_order=cluster_order, suffix='_area_sort', \n",
+    "#                                               save_dir=base_dir, folder=folder, )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot as columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for cre_line in cre_lines: \n",
+    "#     plotting.plot_clusters_stats_pop_avg_cols(cluster_meta, feature_matrix, multi_session_df,\n",
+    "#                                               cell_count_stats, fraction_cells, cre_line, \n",
+    "#                                               sort_order=cluster_order, suffix='_VISp_upper_sort', \n",
+    "#                                               save_dir=base_dir, folder=folder, )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### within cluster correlations sorted by VISp upper"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x216 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sort_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
+    "\n",
+    "plotting.plot_within_cluster_correlations_all_cre(cluster_meta, n_clusters_cre, sort_order=sort_order, \n",
+    "                                                  suffix='_VISp_upper_sort', save_dir=base_dir, folder=folder)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Compute selectivity metrics on dropout scores"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### define stats"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### compute stats across cells "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* positive value of exp_mod_direction means stronger coding of pref feature in novel session \n",
+    "* positive value of exp_mod_persistence means similar coding in Novel 1 and Novel >1 for pref feature\n",
+    "* high value of feature_sel_within_session means highly feature selective in strongest exp level\n",
+    "* low value of feature_sel_within_session means similar strength of coding for multiple features in a given session\n",
+    "* high value of feature_sel_across sessions means there is a big difference between the strength of coding for the preferred feature in the preferred experience level and a different feature in a different experience level \n",
+    "* low value of feature_sel_across sessions means similar coding across two different features in two different sessions\n",
+    "* cell switching is indicated by low feature_sel_across_sessions and high experience selectivity\n",
+    "* lack of coding overall would be low exp selectivity and low feature_sel_across_sessions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:929: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  exp_mod_direction = (row['Novel 1']-row['Familiar'])/(row['Novel 1']+row['Familiar'])\n",
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:932: RuntimeWarning: divide by zero encountered in double_scalars\n",
+      "  exp_mod_persistence = row['Novel >1']/row['Novel 1']\n",
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:932: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  exp_mod_persistence = row['Novel >1']/row['Novel 1']\n",
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:919: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  feature_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:923: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  experience_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:942: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  feature_sel_within_session = (values[0]-values[1])/(values[0]+values[1])\n",
+      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:955: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  feature_sel_across_sessions = (pref_cond_value-next_highest_value)/(pref_cond_value+next_highest_value)\n"
+     ]
+    }
+   ],
+   "source": [
+    "cell_stats = pd.DataFrame()\n",
+    "for i, cell_specimen_id in enumerate(cluster_meta.index.values):\n",
+    "    cell_dropouts = dropouts[dropouts.cell_specimen_id==cell_specimen_id].groupby('experience_level').mean()[features]\n",
+    "    stats = processing.get_coding_metrics(index_dropouts=cell_dropouts, index_value=cell_specimen_id, index_name='cell_specimen_id')\n",
+    "    cell_stats = pd.concat([cell_stats, stats], sort=False)\n",
+    "cell_stats = cell_stats.merge(cluster_meta, on='cell_specimen_id')\n",
+    "metrics = stats.keys()[-6:]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### average stats across cells per cluster"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "avg_cluster_stats = cell_stats.groupby(['cre_line', 'cluster_id']).mean()\n",
+    "avg_cluster_stats = avg_cluster_stats[list(metrics)]\n",
+    "avg_cluster_stats = avg_cluster_stats.reset_index()\n",
+    "n_cells = cell_stats.groupby(['cre_line', 'cluster_id']).count()[['labels']].rename(columns={'labels':'n_cells'})\n",
+    "avg_cluster_stats = avg_cluster_stats.merge(n_cells, on=['cre_line', 'cluster_id'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### compute stats on each cluster directly"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cluster_stats = pd.DataFrame()\n",
+    "for cre_line in cre_lines:\n",
+    "    # get cell specimen ids for this cre line\n",
+    "    cre_cell_specimen_ids = cluster_meta[cluster_meta.cre_line==cre_line].index.values\n",
+    "    # get cluster labels dataframe for this cre line\n",
+    "    cre_cluster_ids = cluster_meta.loc[cre_cell_specimen_ids]\n",
+    "    # get unique cluster labels for this cre line\n",
+    "    cluster_labels = np.sort(cre_cluster_ids.cluster_id.unique())\n",
+    "    # limit dropouts df to cells in this cre line\n",
+    "    feature_matrix_cre = feature_matrix.loc[cre_cell_specimen_ids]\n",
+    "    for i, cluster_id in enumerate(cluster_labels):\n",
+    "        # get cell specimen ids in this cluster in this cre line\n",
+    "        this_cluster_csids = cre_cluster_ids[cre_cluster_ids['cluster_id'] == cluster_id].index.values\n",
+    "        # get dropout scores for cells in this cluster in this cre line\n",
+    "        mean_dropout_df = np.abs(feature_matrix_cre.loc[this_cluster_csids].mean().unstack())\n",
+    "        stats = processing.get_coding_metrics(index_dropouts=mean_dropout_df.T, index_value=cluster_id, index_name='cluster_id')\n",
+    "        fraction_cre = len(this_cluster_csids) / float(len(cre_cell_specimen_ids))\n",
+    "        stats['fraction_cre'] = fraction_cre\n",
+    "        stats['cre_line'] = cre_line\n",
+    "        stats['F_max'] = mean_dropout_df['Familiar'].max()\n",
+    "        stats['N1_max'] = mean_dropout_df['Novel 1'].max()\n",
+    "        stats['N2_max'] = mean_dropout_df['Novel >1'].max()\n",
+    "        cluster_stats = pd.concat([cluster_stats, stats])\n",
+    "cluster_stats = cluster_stats.reset_index()\n",
+    "n_cells = cell_stats.groupby(['cre_line', 'cluster_id']).count()[['labels']].rename(columns={'labels':'n_cells_cluster'})\n",
+    "cluster_stats = cluster_stats.merge(n_cells, on=['cre_line', 'cluster_id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### merge cluster stats with cell counts per cluster"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create location column merging area and depth\n",
+    "cell_count_stats['location'] = cell_count_stats.targeted_structure+'_'+cell_count_stats.layer\n",
+    "# group & unstack to get fraction relative to random for each location as columns\n",
+    "fraction_cells = cell_count_stats[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
+    "# get rid of multi-index column\n",
+    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
+    "# merge fraction cells per location with other cluster metrics\n",
+    "cluster_stats = fraction_cells.reset_index().merge(cluster_stats, on=['cre_line', 'cluster_id'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cre_line</th>\n",
+       "      <th>cluster_id</th>\n",
+       "      <th>VISl_lower</th>\n",
+       "      <th>VISl_upper</th>\n",
+       "      <th>VISp_lower</th>\n",
+       "      <th>VISp_upper</th>\n",
+       "      <th>dominant_feature</th>\n",
+       "      <th>dominant_experience_level</th>\n",
+       "      <th>next_highest_conditions</th>\n",
+       "      <th>feature_selectivity</th>\n",
+       "      <th>experience_selectivity</th>\n",
+       "      <th>exp_mod_direction</th>\n",
+       "      <th>exp_mod_persistence</th>\n",
+       "      <th>feature_sel_within_session</th>\n",
+       "      <th>feature_sel_across_sessions</th>\n",
+       "      <th>fraction_cre</th>\n",
+       "      <th>F_max</th>\n",
+       "      <th>N1_max</th>\n",
+       "      <th>N2_max</th>\n",
+       "      <th>n_cells_cluster</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.157475</td>\n",
+       "      <td>0.660882</td>\n",
+       "      <td>-0.380270</td>\n",
+       "      <td>0.386074</td>\n",
+       "      <td>task</td>\n",
+       "      <td>Novel 1</td>\n",
+       "      <td>(Familiar, behavioral)</td>\n",
+       "      <td>0.357109</td>\n",
+       "      <td>0.243331</td>\n",
+       "      <td>0.227614</td>\n",
+       "      <td>0.587987</td>\n",
+       "      <td>0.254160</td>\n",
+       "      <td>0.267889</td>\n",
+       "      <td>0.247123</td>\n",
+       "      <td>0.013037</td>\n",
+       "      <td>0.020721</td>\n",
+       "      <td>0.012184</td>\n",
+       "      <td>816</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.002834</td>\n",
+       "      <td>-0.334016</td>\n",
+       "      <td>0.347311</td>\n",
+       "      <td>-0.403974</td>\n",
+       "      <td>all-images</td>\n",
+       "      <td>Novel &gt;1</td>\n",
+       "      <td>(Familiar, task)</td>\n",
+       "      <td>0.895500</td>\n",
+       "      <td>0.002784</td>\n",
+       "      <td>-0.003099</td>\n",
+       "      <td>1.008709</td>\n",
+       "      <td>0.845088</td>\n",
+       "      <td>0.829065</td>\n",
+       "      <td>0.177165</td>\n",
+       "      <td>0.864070</td>\n",
+       "      <td>0.858731</td>\n",
+       "      <td>0.866210</td>\n",
+       "      <td>585</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-0.293372</td>\n",
+       "      <td>0.058914</td>\n",
+       "      <td>-0.106096</td>\n",
+       "      <td>0.203773</td>\n",
+       "      <td>all-images</td>\n",
+       "      <td>Novel 1</td>\n",
+       "      <td>(Novel &gt;1, task)</td>\n",
+       "      <td>0.926534</td>\n",
+       "      <td>0.327805</td>\n",
+       "      <td>0.973665</td>\n",
+       "      <td>0.999147</td>\n",
+       "      <td>0.898357</td>\n",
+       "      <td>0.893041</td>\n",
+       "      <td>0.155360</td>\n",
+       "      <td>0.025168</td>\n",
+       "      <td>0.893832</td>\n",
+       "      <td>0.893069</td>\n",
+       "      <td>513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-0.258998</td>\n",
+       "      <td>-0.077439</td>\n",
+       "      <td>-0.145887</td>\n",
+       "      <td>0.295251</td>\n",
+       "      <td>all-images</td>\n",
+       "      <td>Novel 1</td>\n",
+       "      <td>(Familiar, task)</td>\n",
+       "      <td>0.930123</td>\n",
+       "      <td>0.980790</td>\n",
+       "      <td>0.971493</td>\n",
+       "      <td>0.004937</td>\n",
+       "      <td>0.889282</td>\n",
+       "      <td>0.963623</td>\n",
+       "      <td>0.108722</td>\n",
+       "      <td>0.016537</td>\n",
+       "      <td>0.892661</td>\n",
+       "      <td>0.016455</td>\n",
+       "      <td>359</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>Slc17a7-IRES2-Cre</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1.547425</td>\n",
+       "      <td>-0.112689</td>\n",
+       "      <td>0.178513</td>\n",
+       "      <td>-0.587363</td>\n",
+       "      <td>all-images</td>\n",
+       "      <td>Familiar</td>\n",
+       "      <td>(Novel &gt;1, behavioral)</td>\n",
+       "      <td>0.483975</td>\n",
+       "      <td>0.058112</td>\n",
+       "      <td>-0.021128</td>\n",
+       "      <td>0.857172</td>\n",
+       "      <td>0.231036</td>\n",
+       "      <td>0.019346</td>\n",
+       "      <td>0.069049</td>\n",
+       "      <td>0.458800</td>\n",
+       "      <td>0.439814</td>\n",
+       "      <td>0.441385</td>\n",
+       "      <td>228</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            cre_line  cluster_id  VISl_lower  VISl_upper  VISp_lower  \\\n",
+       "0  Slc17a7-IRES2-Cre           1   -0.157475    0.660882   -0.380270   \n",
+       "1  Slc17a7-IRES2-Cre           2    0.002834   -0.334016    0.347311   \n",
+       "2  Slc17a7-IRES2-Cre           3   -0.293372    0.058914   -0.106096   \n",
+       "3  Slc17a7-IRES2-Cre           4   -0.258998   -0.077439   -0.145887   \n",
+       "4  Slc17a7-IRES2-Cre           5    1.547425   -0.112689    0.178513   \n",
+       "\n",
+       "   VISp_upper dominant_feature dominant_experience_level  \\\n",
+       "0    0.386074             task                   Novel 1   \n",
+       "1   -0.403974       all-images                  Novel >1   \n",
+       "2    0.203773       all-images                   Novel 1   \n",
+       "3    0.295251       all-images                   Novel 1   \n",
+       "4   -0.587363       all-images                  Familiar   \n",
+       "\n",
+       "  next_highest_conditions  feature_selectivity  experience_selectivity  \\\n",
+       "0  (Familiar, behavioral)             0.357109                0.243331   \n",
+       "1        (Familiar, task)             0.895500                0.002784   \n",
+       "2        (Novel >1, task)             0.926534                0.327805   \n",
+       "3        (Familiar, task)             0.930123                0.980790   \n",
+       "4  (Novel >1, behavioral)             0.483975                0.058112   \n",
+       "\n",
+       "   exp_mod_direction  exp_mod_persistence  feature_sel_within_session  \\\n",
+       "0           0.227614             0.587987                    0.254160   \n",
+       "1          -0.003099             1.008709                    0.845088   \n",
+       "2           0.973665             0.999147                    0.898357   \n",
+       "3           0.971493             0.004937                    0.889282   \n",
+       "4          -0.021128             0.857172                    0.231036   \n",
+       "\n",
+       "   feature_sel_across_sessions  fraction_cre     F_max    N1_max    N2_max  \\\n",
+       "0                     0.267889      0.247123  0.013037  0.020721  0.012184   \n",
+       "1                     0.829065      0.177165  0.864070  0.858731  0.866210   \n",
+       "2                     0.893041      0.155360  0.025168  0.893832  0.893069   \n",
+       "3                     0.963623      0.108722  0.016537  0.892661  0.016455   \n",
+       "4                     0.019346      0.069049  0.458800  0.439814  0.441385   \n",
+       "\n",
+       "   n_cells_cluster  \n",
+       "0              816  \n",
+       "1              585  \n",
+       "2              513  \n",
+       "3              359  \n",
+       "4              228  "
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cluster_stats.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot each relationship on its own fig"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# for col_x in cluster_stats.columns[2:]:\n",
+    "#     for col_y in cluster_stats.columns[2:]:\n",
+    "#         try:\n",
+    "#             figsize=(4,4)\n",
+    "#             fig, ax = plt.subplots(figsize=figsize)\n",
+    "#             ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
+    "#                                 hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
+    "#             ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "#             ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "#             ax.get_legend().remove()\n",
+    "#             plt.axis(\"equal\")\n",
+    "#             for i in range(len(cluster_stats[col_x].values)):\n",
+    "#                 xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
+    "#                 color_index = cluster_stats['color_index'].values[i]\n",
+    "#                 cluster_id = cluster_stats['cluster_id'].values[i]\n",
+    "#                 plt.annotate(cluster_id, xy, color=colors[color_index])\n",
+    "#             utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n",
+    "#         except:\n",
+    "#             pass"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### barplots of metric values for clusters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for next_highest_conditions\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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TyukPSHf8e5xDuqCzF+mq+/Oku56fiog/1Ox3PumEaRfSidQI0rSCwdDZfJFUBxxPWpVWwF+Ar0fEk00cv3t27DGkoX2PAZfUbPs76Ts8LkvrOuC7NR36In5NOulekuKjZ8y61a7Zq551SfXLXGC33PSkfUjnAOdJen9EPJd1vjYBvkN6LuY40qPRppJuCDQUETdKOoh0/nI6qa9xBGle5NeyeHYi1Z+Pky7+3ErqfNbG8y9Je5Pmc55GekbmWaQLcLMlfTiL95OkevIp0nN1D4sFn7HZjImkzuZDpPrFSqKSF5oy6xhJ00jPfxvb4awMO5IuIz13cJVsEQ4zs66UzeN/Erg1Iv6n0/kxs87L5mveAnwnIr7f6fwMJZ6zaWYDIuldpGHP57ijaWaDwO6kRyz8vNMZMbOusT9p6oJHO5TMw2jNrCWSPkhaIfIrpOHKP+lsjszMGpO0LfAO0hzSqaTVtM1smMoWJ9qWtEL/HsDEBs8LtgFwZ9PMWrUvaV7pI8DuETGts9kxM+vTSaTnCt4OfLbgY7XMbOhZgTSXdQ5p8aJvdTY7Q5PnbJqZmZmZmVnpfGezRdkCAxuRFhnw1VEzq8pCwMqkxUxe7nRmhhrX5dYil8sKuVyaDSp91ofubLZuI9KziszM2mEM6VlnVi7X5TYQLpfVcLk0G3zq1ofubLbuSYApU6YwatSoTufFzIao6dOnM2bMGMjqHCud63IrzOWyci6XZoNEf/WhO5utex1g1KhRjB49usNZMbNhwEPJquG63AbC5bIaLpdmg0/d+tDP2TQzMzMzM7PSubNpZmZmZmZmpXNn08zMzMzMzErnOZtmZiXae+39Sovrl/eeUlpcZmZmZu3mO5tmZmZmZmZWOnc2zczMzMzMrHTubJqZmZmZmVnp3Nk0MzMzMzOz0rmzaWZmZmZmZqVzZ9PMzMzMzMxK586mmZmZmZmZlc6dTTMzMzMzMyudO5tmZmZmZmZWOnc2zczMzMzMrHTubJqZmZmZmVnp3Nk0MzMzMzOz0rmzaWZmZmZmZqVzZ9PMzMzMzMxK13RnU9KSkl6X9N0qM2RmZtYft0lm3cVl0szqabqzGRFzgFnA09Vlx8zMrH9uk8y6i8ukmdVTdBjttcDmVWTEzMysILdJZt3FZdLMeina2fwmsKmkIyQtVUWGzMzMmuQ2yay7uEyaWS8LF9z/amAx4FDgUEnPAC/l9omIeGcZmTMzM+uD2ySz7uIyaWa9FO1s/guIKjJiZmZWkNsks+7iMmlmvRTqbEbE2IryYWZmVojbJLPu4jJpZnl+zqaZmZmZmZmVrqXOpqTNJH1P0umS1sjClszCR5abRTMzs8bcJpl1F5dJM+tRqLMpaSFJvyEtbf0dYG9glWzza8BFwJdKzaGZmVkdbpPMuovLpJnlFb2zeRCwI/A1YE1APRsiYh5wIbBNabkzMzNrzG2SWXdxmTSzXop2Nj8DnB0RPwWerbP9PsDLWZuZWTu4TTLrLi6TZtZL0UefjAaO62P7LGCZlnNjZmbWvNG4TTLrJqNxmTRr2mkHn1d6nPseu3vpcQ5E0TubLwDL9rH9XcAzrWfHzMysaW6TzLqLy6SZ9VK0s3kDsIck5TdIWoY0EfzaMjLWl2xFsxMlPSlprqTbJH2yieMOlxR1Xv+pOs9mZla6rmiTzGw+l0kz66XoMNqjSRXJNcCkLOx9kt4NHAy8FTi2tNw1diGwPvAt4FFgPHChpG0j4rImjt8KmFPz/1dKz6GZmVWtW9okM0tcJs2sl0KdzYi4TdIOwBnAmVnwj0mrjT0NjIuIqeVmsTdJ2wBbAjtExIVZ2LXAaqR5As10Nm+LiFnV5dLMzKrWDW2Smb3JZdLM8ore2SQiLpM0mnR3sGdZ638Cl0fES6Xmrr5xwGzg4po8haSzgImS1nJFZmY2PHRBm2RmNVwmzaxW4c4mQES8DFyavdptHWBqRLyRC7+rdns/cdwn6e2kq2yXAodExNPlZtPMzNqhw22SmeW4TJpZj0KdTUknA1cD10XEzGqy1K/lgAfrhM+s2d7Iw8B3gDtI8zQ/TJr3+VFJG0TEc/UOkjQSGJkLHlUk02ZmVq6ibZLrcrNqtXKe6HJpNrQVvbP5BWBfICTdRZoAfg1wfUTM6fPIckUr2yLinFzQNZJuBq4A9gO+1+DQA4DDCuXQzMyqVrRNcl1uVq1WzhNdLs2GsKKPPlkG+CTwU1Kn7gDSEImZkv4q6XuStig5j3kzqH/3sue5ToXuuEbElcCTwCZ97HYCsGruNaZIOmZmVrqibZLrcrNqtXKe6HJpNoQVXY12DvCn7NUz9OEj2Wtr4Nukpa1bmgvapHuBHSWNyM3bfG/2fk8LcY4A8nNA58tWru21em2dR0iZmVkbFW2TXJebVauV80SXS7OhreidzfkkLURaZWxtYF3gv0grjj1ZTtYaupA0tn/bXPhngAeKrkQr6WPAisDN5WTPzMzarYNtkpnV4TJpZlB8gaB1gY9mrzHA20jDWicDBwLXRMQDJecx7zLgWuAMScsBjwJ7AZsC29XkdTKweUSoJuwO4GzgAeBV4EPAN4CHgFMqzreZmZWoS9okM8u4TJpZXtHhrncCr5MW1DmCVGncWXqu+pA9U3N74JjsNZL0qJMdIuKSfg6/H/gSsAqwCPA48AvgqGwYh5mZDR4db5PMrBeXSTPrpWhn8yVgCWBD4AXgBUkvRMTDpeesDxHxPLB/9mq0z9g6YbtWmC0zM2uvrmiTzGw+l0kz66VoZ3Mk8EFgi+x1IrCopOm8ubz1NRHx71JzaWZmtiC3SWbdxWXSzHopuhrta8CN2esoSYsBHyaNzR9HWqQnisZrZmZWlNsks+7iMmlmeS0XdklLkCZ/b0GqRN5NWmWs4SNEzMzMquA2yay7uEyaGRRfjXYzUoWxBbARaZEdkZ59eQppeMTkcrNoZma2ILdJZt3FZdLM8ore2ZycvT8MnMWbY++fKTNTZmZmTZicvbtNMusOk7N3l0kzA4p3NicAV0fE9CoyY2ZmVoDbJLPu4jJpZr0UXSDorKoyYmZmVoTbJLPu4jJpZnktLRAk6SOkVcVWy4IeAS6IiMkl5cvMzKwpbpPMuovLpA12k3/7t9LjHLvTB0qPczAoukDQCNIY/N3ovaLYCGA/SecBe0VElJpLMzOzHLdJZt3FZdLM8kYU3P/rwO7A74H1gMWz1/uB32bbvlZmBs3MzBpwm2TWXVwmzayXosNoxwNXRMTOufC7gF0lLQPsDRxXQt7MzMz6Mh63SWbdZDwuk2ZWo+idzdWAS/rYfglvjs83MzOrktsks+7iMmlmvRTtbL4IrNjH9pWyfczMzKrmNsmsu7hMmlkvRTubU4D9Ja2d3yBpLWA/4PoyMmZmZtYPt0lm3cVl0sx6KTpn8/+Am4E7JF0MTM3C1wa2BV4BDisve2ZmZg25TTLrLi6TZtZLoc5mRNwtaXPgp8CO2avHX4GvRsTdJebPzMysLrdJZt3FZdLM8ore2SQibgM+LGkFYFXSc5QeiYhnys6cmZlZX9wmmXUXl0kzq1W4s9kjqzRccZiZWce5TTLrLi6TZgbFFwgyMzMzMzMz61efdzYlvQFEwTgjIlq+Y2pmZlaP2ySz7uIyaWb96a+wn03xSsRsSJg559nS4lp2yeVLi8tsGHObZNZdXCbNrE99djYjYnyb8mFmZtYnt0lm3cVl0sz6U+mcTUnLSLpG0npVpmNmZtYft0lm3cVl0mzoq3rM/KLAWGCZitMxMzPrj9sks+7iMmmFPHH/k6XHucoaK5ceZ7f5ykYHlx7nibce29R+Xo3WzMzMzMzMSufOppmZmZmZmZXOnU0zMzMzMzMrnTubZmZmZmZmVjo/VNfMzMyGlB9MOKWSeA86c79K4jUzG6rc2TQzM7PK3H7FPZXFvcHH1qksbjMzGzh3Ns3MzMzMrGVz580tPc7FF1u89Dit/aqeszkXOAt4ouJ0zMzM+uM2yay7uEyaDXEt3dmU9BbSQ3hXy4IeAa6LiHm1+0XE88CEgWTQzMysL26TzLqLy6SZ9Sjc2ZT0GeAnwDKAsuAAZkn6ekRMKi97ZmZmjblNMusuLpNmVqvQMFpJOwOTgDnAIcD2wDjg0CzsjGyfSklaUtKJkp6UNFfSbZI+2eSx75R0kaTZkl6QdJmktarOs5mZlatb2iQzS1wmzSyv6J3N7wD3AxtnQx96XCzpVOAWUuXym5Ly18iFwPrAt4BHgfHAhZK2jYjLGh0k6e3AFOBpYC/gNVIFeJ2k9SJiesX5NjOz8nRLm2RmicukmfVSdIGg1YEzcxUIABExGzgTeHcZGWtE0jbAlsBnI+KMiLiG1HG8CTiun8O/QRrWsU1EXBQRlwIfB95CqvzMzGzw6HibZGa9uEyaWS9FO5v/4c3x9/W8ATzVenaaMg6YDVzcExARQVrNbI1+hsSOA66MiPmrnkXEDOASYIdqsmtmZhXphjbJzN7kMmlmvRQdRjsJGC/p1IiYU7tB0lLA3qSrVlVaB5gaEW/kwu+q3Z4/SNLiwDuB39WJ8y5gN0lvj4iny8ysmZlVZhIlt0nb/3S38nKXc9FXf1VZ3GZdYhKdP080sy5StLM5BfgEcHc29v5+0gpjawH7As8CUyRtVntQRFxfQl57LAc8WCd8Zs32enpWRZtZZ1vtsQt0NiWNBEbmgkf1m1MzM6tS0TZpyez1t5o4XJeblaeV88QlWfAmgcul2RChNAK1yZ2l/N3EnoNVJ6wnPCJiodayVzcPDwIPRMS2ufB3kzqh+0bEz+octwrwb+AbEXFcbtvngInAmhFxf51jDwcOq5efRx99lNGjR7f2YZr0vz/6dGlx/eWbC97YPfTS/yst/u994sjS4hrqZj87u7S4ll5+6dLiasaUC24rLa4xO2y4QNi5x15cZ8/W7HHwdr3+/71dTygt7kPPP6C0uBqZNm0aq666KsCqETGt8gQHkRbapIZTR9pRlzdy9cN/qSTej77zf+uGz503t5L0ABZfbPHK4u4mLpf1tXiemN8+X0+5XH3/TUvK4ZseOPmGBcI+f95+paczcfdTFgj73T3nl57Op9fZdYGwh2YscEo7YO9abo3S47TBrb/6sOidzW548O4M6t+9XDZ7r3fnEuA5UgXXyrEnkIaG1BpFuoJnZmadUbRNWiJ7/aEmzHW5WXlaOU9cAvhzLszl0myIKNTZjIizqspIAfcCO0oakZu3+d7s/Z56B0XEXEmPkOZ05r0XeKbRfM2ImAXMqg2T+pr/bmZmVSujTXJdblaess4TXS7Nho6iq9F2gwtJ8ye3zYV/hjS8doHFgXLHbiVppZ4ASctmcV1QdkbNzMzMzMyGq347m5KWlbS+pCVy4ZJ0kKQHJb0o6W+Stqwuq/NdBlwLnCFpb0kfkTQJ2BT4Zk3+JkvKT0j9MemxKZdJ2k7Sx4E/Aa8Bx7Qh72ZmNgBd2CYNOosvtnhlLxt+XCbNrC/N3Nk8CLgByC/y831SB+2dwFxgQ+BSSe8rNYc52TM1twd+naX/Z2BdYIeIuKSfY58CxgCPA+cAvyENj90sIv5VZb7NzKwUXdUmmZnLpJk11kxnc1Pgsoh4oScgexTIV4FnSCu4Lg9sDrwKfK2KjNaKiOcjYv+IWCkiFouI9SPiotw+YyNigUH/EfHPiNguIpaKiCUjYuuIuLfqPJuZWSm6rk0yG+ZcJs2soWYWCFqVNHS11keBtwAnRMSDABExRdKvgK3KzaKZmdl8bpPMuovLZJfyY0qsGzTT2VwWeCIX9gHSY0SuyIXfSVqox8zMrApDrk1q9DxMs0FiyJVJMytPM8NonwFWzIVtDLwM3JULf5k0RMLMzKwKbpPMuovLpJk11MydzfuAnSX9KCJel7Qy8EHgxoh4LbfvasBTZWfSzMws4zbJrLu4TBb06XV27XQWzNqmmc7mScDFwA2SpgCfABYBflln34+y4FUsMzOzsrhNMusuLpNm1lC/w2izx4n8CNgI+AawBnByRJxXu1+2lPUHgSsryKeZmZnbJLMu4zJpZn1p5s4mEXGQpB+Thj88EhHP1NntP6SK5v4S82dmZtaL2ySz7jJUyuTE3U/pdBbMhpymOpsAWQdZTWQAABWzSURBVMVRr/Lo2f4UHodvZmZt4DbJrLu4TJpZPc2sRmtmZmZmZmZWSL93NiUVncgdEfG+FvNjZmbWkNsks+7iMmlmfWlmGO1SpAfzmlmJll5+6U5nwWwwcptk1l1cJs2soWY6m6tHxMuV58Qa+ss3f9fpLJiZdQu3SWbdxWXSzBpqZs7mk5JOkbR+5bkxMzPrm9sks+7iMmlmDTXT2ZwN7AvcKukfkr4sadmK82VmZlaP2ySz7uIyaWYN9TuMNiJWlbQFMAEYB/wU+KGki4FfAldGhMfqmw0jY3bYsNNZsGHKbZJZd3GZNLO+NPXok4i4JiL2BFYGvgjcCewE/BmYJukISatWl00zM7PEbZJZd3GZNLNGCj1nMyJeiIiJEbEJsCZwHLAI8F3gn5KulrRbBfk0MzPrxW2SWXdxmTSzvEKdzVoR8UBEfAsYBWwLXAl8BDi7pLyZmZk1xW2SWXdxmTQzGEBns8YHgE8Cm2T/f6WEOM3MzFrhNsmsu7hMmg1jzTxncwGSVgL2JE0GXx0QaXz+GcB5peXOzMysH26TzLqLy6SZ9Wi6sylpYdKVqQnA/2THzgJOA86IiDsqyaGZmVmO2ySz7uIyaWb19NvZlLQuqeLYHVguC76WdHXqgoh4ubrsmdlwtMfB23U6C9al3CaZdReXSTPrSzN3Nu/M3h8HvgecGRHTKsuRmZlZY26TzLqLy6SZNdRMZ/P3pKtTV/ihvGZm1mFuk8y6i8ukmTXUb2czInZqR0bMzMz64zbJrLu4TJpZX8p49ImZmZmZmZlZL+5smpmZmZmZWelaes6mDS3f+8SRnc6CmZmZmZkNMe5smpmZmVnXeuDkGzqdBTNrkYfRmpmZmZmZWenc2TQzMzMzM7PSubNpZmZmZmZmpXNn08zMzMzMzEo3KDubklaUdJakZyW9KGmKpA81eewkSVHndXPV+TYzMzMzMxsuBt1qtJIWA64GlgS+DMwADgCulvShiLijiWjmAFvlwl4oNaNmZmZmZmbD2KDrbAJ7A2sDG0TE3wEkXQfcBxwDbN1EHK9HhO9kmg1Dh55/QKezYGZmZjYsDMZhtOOAu3s6mgAR8TJwPrCVpLd1LGdmZmZmZmYGDM7O5jrAPXXC7wIWAtZsIo4lJT0l6XVJj0k6TtKSpebSzMzMzMxsGBuMw2iXA2bWCZ9Zs70v/wDuJHVYFyLN3fwyMEbShyPi1fwBkkYCI3PBo4pk2szMOst1uVn3cbk0G9o62tmUNBa4tsndV4iIZ7N/Rx/79bWNiDg+F3S5pAeAicDOwLl1DjsAOKzJfJqZWXdyXW7WfVwuzYawTt/ZvB+Y0OS+PavFzqD+3ctls/d6dz37cy7wM2AT6nc2TwAm5cLeAUyePn16C8mZmTWnpo5ZqJP5GCJcl1spXC5L5XJpNoj1Vx92tLMZEf9hwQqmP/eS5m3mvRd4ndSBLUrZ+xv1NkbELGBWrwOkUQBjxoxpITkzs8JWBh7udCYGM9flVgGXywFyuTQbMurWh52+s9mKC4GTJb0/Iu4EkLQosCtwVUQ830Kce5AWSyryOJRbgTHAk6RObn9GAVOyY8q+VFdl3IM9fud9aMY/nPK+EKkCv7XkfFhStC6vVfXvcLil14k0W03P5bJarZTLdv122vkbHWqfaail0860ujmdPuvDwdjZPAPYD7hA0rdJw2a/CqwC7FS7o6RpABExOvv/O4BzSI9JeZj05WwJ7A/cBPym2Uxkj1u5odn9pZ6bp0yPiGnNHtfpuAd7/M770Ix/GObdd04qUrQur1X173C4pdeJNAeYnstlRVopl+367bTzNzrUPtNQS6edaQ2CdBrWh4OusxkR8yRtAfwIOA1YDPg7sFVE3N7P4c8DzwIHASuShs8+AhwLHBsRr1WWcTMzMzMzs2Fk0HU2Yf5czz2b2G907v/PATtUlC0zMzMzMzPLjOh0BszMzMzMzGzocWezfWYBR5BbcW0QxD3Y43feh2b8zrt1g3b/LYd6ep1I0+Vx6GjX37Kdv5mh9pmGWjrtTGvQpqOIKCsuMzMzMzMzM8B3Ns3MzMzMzKwC7myamZmZmZlZ6dzZrJikD0u6RtKLkp6XdJmk97YQzyhJP5V0g6Q5kkLS2Dr7HSjpYkmPZ/tMGmD+x0q6QtIsSS9Jmirp82XnXdLKko6WdLOkGZJmS7pV0l6SCv1OszxHg9caReJq9fNUEZek3ST9Q9I8SdMlHStpsYLpfUjS5ZL+ncXzTPb73LqV/DdIYz1JF0l6IvvdT5V0sKS3DDDeSX38XUPSSgOM/6NZGg9kv/Xpki5opbw2md7hWb7vrCJ+q0a7fyd10q/8d1NmHddkepXXS7n0Km0jrL3a/XutSbeSstjO8lBVe10nnVLOhftJo9JzhFxa7T5fGPC5eBPxV1YnurNZIUkbA9eSHjGzOzAeWB64XtK7Ckb3LmBXYA5wdR/7fQFYBbgMmFcwjV4k7QVcRXpQ6y7AtsApwKIFo2om7xuQHmdzFbAH8GngZmAS8JOC6fU4CNgk95rWYly1mv1blBaXpD2A84Abga2BY4D9SN9PEcsADwBfB/4X+DzwMnCZpF0KxlUvn2sAfwVGAweQfjMXAEcDpw8w+qNY8O+5GTAXuCV7JNJAfBH4b+B40nf8tez/t2ZluTSS1ib9Pp8qM15ri7b9TvLa+Lsps45rRqX1Uh+qaiOsvdr9e626LLalPFTcXtemU+a5cF+qPkeo1c7zhbLOxZtRTZ0YEX5V9AKuAJ4AFq8JGwnMBM4rGNeImn9vDwQwtp/9ZgGTWsz7fwEvAd8q4XvoN++kynWROseeCbwGjCyQ3tgsje0r+rs29bco8btZCHgSuDgX/rls/w8O8PMsDDwOXFPCd3N4lqd35sLPAV6t9zceYHo7ZOl9roS43l4nbCTwHPCHMn8/pAspJwGTgTvL/E78qvbVrt9JnTTa9rsps44bQB5Kq5fqxF1pG+FXe1/t/r12og6vojy0q72mxHPhFtIu7RwhF2+7zhdKOxfvJ51K60Tf2azWJqSKYW5PQETMAqYA20taqNmIIuKNMvdrwj7Z+0kDjaiZPEXEcxHxap1Nt5I6WysPNB9lKfE7bjaujYGVgLNy4eeRGoQdB5iH14DZWVwD1RPH7Fx4T/yvl5BGrb1JFfFvBhpRRDxdJ2wW8E9g1EDjr3FgFt8hJcZpbdLG30le2343ZdZxA8hDmfWSDWEd+L22vQ6vqDy0q70u7Vy4BaWdI9RqYztQ2rl4J7mzWa1FSUMf8l4GlgBWa292CtkMuA/YIRuT/rrenCdYxa37RrYAXqS12/g/l/Sa0vzPSyVtUG7W2mad7P2e2sCIeIk0rGKdBY7oh6QRkhaWtIqkI4D3kIaDDNQ5pKuVp0laVdJSkrYD9gKOK/OkQNLKpCFGv4+I58uKN5fGCqTv957+9m0yvtWAI4H9q8qztV/Zv5M68Q+L302F9VIjQ6WNsDZpZ1lsQ3loV3vdkXPhdpwj5NKroh1o97l4JXXiwmVEYg1NBTaWpMjuU0taBPhAtn150lWQbrRK9joJ+C5wL6nj923Sbf3dq86ApHGku3ZH1l4Ra8Js4ATS8JaZwJrAwcCNkjaPiFvKzmvFlsveZ9bZNrNmexG/5c07os8DO0XEX1qIp5eI+Fc2X+Ei4JGaTcdExHcHGn/OXqS73meUHC8AkgRMJF2U+3FJ8Z0OXB4RFw00PusOZf9OGsQ/XH43ldRLdQy1NsLaoANlsdLy0Mb2ulPnwpWeI9SqsB1o17l4pXWiO5vVOon0Iz9R0rGkH+GRvHmLveNDlfowAngbsGtE/DoLmyxpceAbkg6LiIeqSjyrAM8hTYo+qsixEXEHcEdN0BRJfyRdbToa2LKsfLZZFAzvy7eAH5CG5+4G/FbSXhFxfquZA5D0DuAS4D/AONK84c2Bb0t6o+QGbDzwUERcX2KctX5Emv8zISLuKyG+zwEbAmuVEJd1j7J/J3nD6XdTSb2UN4TbCKtWu8tipeWhje11p86Fx1PtOUKtqtqBtpyLV10nehhthSLil6QrA+OB6cC/gNV586rHE53JWVNmZO+X58L/nL2vX1XCkjYC/kL64W+XzVUYkEirkF1Bmv842PT8LerdwVyW+nc8+xQRj0TErRFxSUTsSvo7n6KCj5mp41hSxbh1RFwUEZMj4gjg+8B3JI0eYPwASNqUVJbOLCO+OvEfTVoJ8KsRMamE+JYHfkj6Hl6UNFLSSNIFv4Wy/xd6jI11Xtm/kzrxD6vfTYX1UjNpD+Y2wirWibLYhvLQlva6E+fCVZ8j5NKqsh3o2Ll4mXWiO5sVi4gfkIYIvBcYHREfInUQHouIxzuaub7d3SBc2XslV6Ky8eFXkMaob5PNSyzLCFq7C9hp92bvveZmSloCeCflzA/4G2lF4BUGGM96wNQ6w55vI33/ZT3Dbm/S4gX5RZMGTNKRwHdIq7+dWFK0o4ClSY34czWvD5P+rs+RVga0QaKi30necP/dlFUvNWuwthFWvW4oi2WXh3a11504F67sHKFWG9qBjpyL1yilTvQw2jaIiJfJOgTZlaKdKTg0tAMuIA0Z2Ya06mmPbUg/vFvLTlDSesCVpEVv/jciXigx7pWArUjLlQ82N5OGuexJ+rv02BVYJBdWWDbXYCxpCM2Mvvfu1xPAOpKWyF0o2CR7//cA40fSW0nPYb08IgYcXy7uw0jzIr4bET8qMeqHgI/UCT8BWBL4LOlqrw0CFf5O8obt76bkeqmZ9AZzG2HV62hZrKg8VN5e12rXuXCV5wi5dNrRDrT9XLxHmXWiO5sVkvQ+0hju20irbr2fNKn3b6QKqmh8n8r+uVH2vnk2tOPFiPhzts+GpAf0QuqIvKPmuOsi4plm0oqIv0j6M2nIxvK8OSn5q8DPIuKxMvMuaXVSR/MN4P+ANVPdOt/UZlcTk3QeabL730lXG9cgPah2cdL3P2DN/C3KiisiXpN0MDBJ0snA70mTt39AWmWt6Yog+24eA24HniU9UmYv0t/2yyUMWT4RuBC4XNIJpEnnY0lzT66KiEZX6YrYmdS4/7KEuOaT9HXSlelLgavU+8HML2dzGloSEXNIE+/zac7Kti+wzbpTlb+TvE7+bsqs45pIq+p6qV56lbYR1l5V/17bWRbbWB7a0V6Xfi7chErOEWq1qx0o+1y8kcrrxKjwIaHD/ZX9sa4nzal7mTQ09NvAW1qMLxq8ptXsM6mP/cYWTO+tpDH1/wZeIV3ZO5iaByiXlXfSWP5G+xTKe5bHO0lXAF8l3RX8NbBOiX/bfv8WZccF7EEaUvFy9jf5ITUPSW4yrf2Bm0hXRl/L3i8Hti3xu9mStLDTU6TH1txLuvr31pLinwI8Q0kPnK6Jd3KZf9cCaVb+QHC/BvfvpEEeKv3dtPMztqNeyqVXeRvhV3tfnSqTVZTFdpaHqtvrLI1Sz4WbSK+Sc4Q6f/e2/OYo8Vy8jzQqrROVJWJmZmZmZmZWGi8QZGZmZmZmZqVzZ9PMzMzMzMxK586mmZmZmZmZlc6dTTMzMzMzMyudO5tmZmZmZmZWOnc2zczMzMzMrHTubNqwImm8pJA0ttN5aRdJkyVNa3Lfsdn3M77aXJlZM1xn9buv6yyzAlyn9Luv65SSubNpVgFJ20s6vNP5MDNrhussMyuT6xTr4c6mWTW2Bw7rdCYyHwNW73QmzKyruc4yszK5TjEAFu50BsysGEmLAAtFxLxm9o+IVyrOkplZQ66zzKxMrlMGF9/ZtCFD0qKSviXpTkkvSZot6TZJ+/dz3OHZ+PzRdbZNkzQ5F/ZxSddJelbSXEn/knSBpPdk2ycDe2X/jprX+Jo4VpZ0WnbsK5KekDRR0tsb5G1tST+RNB2YB2xc4HupO1dB0naS7pA0T9Ljko4EFmk2XjMbGNdZDT+f6yyzFrhOafj5XKd0kO9s2pAgaVHgcmAscAVwLqkyei+wA3BySelsDvwRuBv4PjALWAXYEngX8CBwNOlCzhhgz5rD/5rF8d/ATcCiwBnAw9mx+wIfkbRhRMzOJX0eMBc4DgjgyQF+jnHAH4BpwJHAa8AE4BMDidfMmuM6q/DncJ1l1gfXKYU/h+uUNnFn04aKA0gV7Pcj4ju1GySVeQd/O1IF+rGIeLom/Kief0TElZJ2B8ZExLl14jiJdOVsvYiYXpPP3wE3AwcCh+eOmQVsGRGvDfQDSFoI+CkwE/hARDybhf8cuGug8ZtZU1xnNcl1lllTXKc0yXVKe3kYrQ0VuwPPka5O9RIRb5SYTs+Vth0lFb5YI2lp0lWzPwLzJC3f8yJdXXuINJE974QyKtjMBsB/AWf2VLAA2VXEn5WUhpn1zXVW81xnmfXPdUrzXKe0kTubNlS8G7i/2cniA3AycAdwKjBT0mWSviJphSaPX51U7vYBnqnzWh1Ysc5xDw404zVWy97vr7NtaonpmFljrrOa5zrLrH+uU5rnOqWNPIzWhpKo4LheZSQiZkjaiDQPYStgM+B44AhJ20TETf2kpez9XOCsBvvMrRP2Uj/xFtGTh3qfW3XCzKwarrOa4zrLrDmuU5rjOqWN3Nm0oeJBYE1Jb4mIlwseOzN7X5Y0hAMASYsBK5OGdMwXEa8Dk7MXktYFbgcOBT7es1uDtB7Kti0aEVcVzGdZHs7e16yzrV6YmZXPdVbzXGeZ9c91SvNcp7SRh9HaUHEesAypoutFUn9XqXqGZmyZCz+QXBnJ5hTk3U+6CrdsTdicbP/aMCJiBnAZsIOkBZbtVtLsUJRW3Q5MBybUfh5JSwFfrDhtM0tcZzXPdZZZ/1ynNM91Shv5zqYNFT8FtgUOzYZ3XEFa8ntt0vj/fAVa6ypSRXmkpOWAR4FNSc9weja37+mSRmXxPwYsDuwMvA04u2a/m4H9gVMl/Ql4FbglIh4lLe19A3C9pLNJcx9GkOYQbJfFc3jxr6A5EfG6pAOB3wJ/k3Q6acnvvYEZwH9XlbaZzec6q0mus8ya4jqlSa5T2sudTRsSIuIVSR8Dvg7sBhxDqmT/CZzZz7GvS9oOOBH4MvAKqRLdHLgxt/s5wHjSw4pXAJ4nTSb/VET8oWa/84H1gF2AT5Mq0QnAoxHxuKQNgINIleoeWV4fBy4hVX6ViojfS/oU8H+kCv1pYBJwPemzm1mFXGcV4zrLrG+uU4pxndI+imh1LrGZmZmZmZlZfZ6zaWZmZmZmZqXzMFqzQSibcL9oP7vNzR5QbGbWUa6zzKxMrlMGDw+jNRuEJE0mzaXoy1kRMb763JiZ9c11lpmVyXXK4OHOptkglE2sX6af3Z6IiKntyI+ZWV9cZ5lZmVynDB7ubJqZmZmZmVnpvECQmZmZmZmZlc6dTTMzMzMzMyudO5tmZmZmZmZWOnc2zczMzMzMrHTubJqZmZmZmVnp/j9u3WteOoD54AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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UaxS9kdLB3AtYkXKfqnmZ2cuVxw9Tzga+vdo3KEOJb8/MgyPi75QO4tjVyD8A22Rm31d/M/OyiPgZpWHyqqaWBO8FtqLMe3o1pYwtopTRT1Ou9o85knIyZ2fKGfdbKVc9X5OZP2jZ7hjKwdLrKQdRS1GmFMyEzubtlPK/P2VV2gB+CrwvM//ew/47VPvuSxnW91fgxJbXfkf5DD9fpXUW8NGWDn0/vk054F6e/kfOSKNs++rRyVModcydwBvapiftRjkGODoinpaZN1edr2cDH6LcF3Mbyq3RLqJcEOgqM38ZEXtSjl8OpfQ1Pk6ZF/neKp7XUerQqykngM6jdD5b47kqInalzOf8CuUemUdQTsItiojnVvH+P0pdeR3l3rofy8XvsdmLQyidzcsodYxqEjUvNCUNTUQspNwDbu6Qs7LEiYiTKPceXL1aiEOSRk41h//vwHmZ+dJh50fSaKjma54LfCgzPzXs/MwmztmUNC0R8QTKsOcj7WhKGnE7UG6v8LVhZ0TSSNmDMn3BEQ81cxitpCmJiGdRVol8J2W48heGmyNJ6iwitgQeT5lDehFlJW1JS7BqcaItKSv07wgc0uWewZoGO5uSpmp3yrzSK4AdMnPhcLMjSV0dSLmn4G+B/+7zllqSZqfHUOay3kZZvOgDw83O7OScTUmSJElS7byyOUXVIgObUBYa8AyppKYsDaxGWdDk7mFnZraxLtcUWS4bZLmUZpQJ60M7m1O3CeVeRZI0CJtR7nWmelmXazosl82wXEozT8f60M7m1P0dYMGCBayxxhrDzoukWeqaa65hs802g6rOUe2sy9U3y2XjLJfSDDFZfWhnc+ruA1hjjTWYM2fOkLMiaQngULJmWJdrOiyXzbBcSjNPx/rQ+2xKkiRJkmpnZ1OSJEmSVDs7m5IkSZKk2jlnU5IkSSNpnT2eV3ucl3zZBYSlQfHKpiRJkiSpdnY2JUmSJEm1s7MpSZIkSaqdnU1JkiRJUu3sbEqSJEmSamdnU5IkSZJUOzubkiRJkqTa2dmUJEmSJNXOzqYkSZIkqXbLDDsDkiRJ0rC9+ei31x7nITscVHuc0kzilU1JkiRJUu166mxGxCMi4n8j4qVNZ0iSpInYJkmjx3IpqZOeOpuZeTvwIeA/m82OJEkTs02SRo/lUlIn/QyjvRxYtamMSJLUB9skafRYLiWN009n82DgTRHx6KYyI0lSj2yTpNFjuZQ0Tj+r0f4LuAm4JCKOAP4C3NG+UWZ+s6a8zRhzdtmktrgWHn5ebXFJ0ixmmySNHsulpHH66WzOb/n7PV22ScAKRJLUtPktf9smSaNhfsvflktJfXU2X9hYLiRJ6o9tkjR6LJeSxum5s5mZZzWZEUmSemWbJI0ey6Wkdv1c2XxARDwUWAW4PjPvqTdLkiT1rs42aesvvqGeTHVw/Lu+1Vjc0qjxWLG7711wTO1xvnbD7WuPU6pDP6vREhEbR8QZlAngVwHPq8IfGxGnR8TmDeRRkqTF2CZJo8dyKalVz53NiHgasABYm7aJ3Zn5T2A5YOdacydJUge2SdLosVxKatfPlc19gGuBDYC9gGh7/XTgmTXlS5KkidgmSaPHcilpnH46m5sBh2bmbZRlq9tdBaxeS64kSZqYbZI0eiyXksbpZ4GghwGLJnh9hWnmRV287LOvrS2un/7P92qLS5KGyDZJGj2WyxFy2Y0X1x7nEx69bu1xanbrp7N5OfD0CV5/EXDR9LKjQfvIj/63trj+71X71BaXJE3CNkkaPZZLSeP0M4z2W8BObauIJUBEvA94GXBkjXmTJKkb2yRp9FguJY3Tz5XNzwFbACcDF1Mqj/0j4jHAqsCpwMG151CSpMXZJkmjx3IpaZyeO5uZeU9EbAG8A9gBuAt4EvAX4AvAFzPz/kZyqRnr+IvqmyO69fr1zV2VNLPZJkmjx3IpqV0/VzbJzHuB/auHJElDY5skjR7LpaRWfXU2pVFz4XXn1xLPBo972mJhN912Qy1xA6y8/Cq1xSVJkiTNBP0sEEREPCwiPhARZ0fEddXj7CpsuaYyKUlSO9skafRYLiW16vnKZjW5+wxgA+BW4AoggPWAZwFvjIgXZub1TWRUkqQxtknS6LFcSmrXz5XNzwLrA+8FHpuZG2fmRsBjgfdRKpLP1p9FSZIWY5skjR7LpaRx+pmzuSVwWGYe0BqYmfdQlrXeANimzsxJktSFbZI0eiyXksbp58rmssDvJnj9N9U2kiQ1zTZJGj2WS0nj9HNl8zxg4wlefzrw6+llpzcRsTywL/BaYEXgQmCfzPxhD/uuDXweeCGls70AeH9mXtRcjqXFLbphUW1xPWqVR9UWlzRDjEybNB2nX/7TxuJ+8dovayxuqYtZUS4l1aefzub7gNMj4k/AVzPz3wARsQzwdmBb4MX1Z7Gj4yiV2QeAK4F5wHERsWVmntRtp4h4LKVz+U9gZ+Be4CPAWRGxUWZe03TGJUm1GKU2aUa58647G4l3uYe50Kgsl5LG66ez+XngRuAAYJ+IuAJIYG1gBeBy4AsR0bpPZmatlUpEvALYHNg2M4+rwn4GrFXlsWtnE3g/sBLwjMy8ttr3bEqH9cPA7nXmVZLUmJFokySNY7mUNE4/nc21KBXGVdX/K1fPt1SPhwBr1pe1rrYBFgEnjAVkZkbEEcAhEbH+BENitwFOHetoVvveGBEnUs622dmUpJlhVNokSQ+yXEoap+fOZmbOaTAf/dgQuCgz728L/2Pr6+07VTcSXhv4Xoc4/wi8ISIem5n/rDOzkqT6jVCbJKliuZTUrp8rm6Pi0cClHcJvanm9k5UoNxa+qcNrrfsu1tmMiBUpCxG1WmPSnEpDsvAPV02+UY/mPPW/aotLGibrcmn0WC6l2S0ys78dIh4KzKUMlQC4AjgrM++qN2td078UuCQzt2wLfyKlE7p7Zn61w36rA3+jrDz7+bbX3gQcAqyXmRd32Hdv4GOd8nPllVcyZ86cqb0ZaYZacOxvaotrs22fsVjYUfud0GHL/u2411aLhf3f9gd02HJqPnLMuxcL23WDt9cW/zcuPIiFCxey5pprAqyZmQtri3yW6KdNsi4fjt+eckFjcT/9JRsuFvbpXQ5qLL09Dy/l23I5McvlkqWJRce6LTh27cV/rz2t1dddbbGwM79b/6LJc1/3zMXCvrLX0bWns/t+OywW9s5N9qo9nS+dtx8weX3Y15XNiHgj8AUevEoIZWz+LRHxvsycP/Us9+xGOl+9HJsX0OnKJcDNlLxOZd8DgPltYWtQVraVJA3BFNok63KpYZZLSa167mxGxHaUyuAq4HOUeZEBrA+8FTgsIu7MzO80kM9WFwKvjoil2uZtPrl67ngKNTPvrFZFW/w0aNn3+m7zNTNzbGL7A9pWUpMkDdBU2iTr8uHodPVRs5PlUlK7fq5sfgi4GNg0M29tCT8hIg4GzqXcPqTpzuZxwG7AlrSsSAu8kTK8tttKtGP77hERq2bmPwAiYuUqrmMayq8kqX6j0iZJepDlUtI4S/Wx7TrA4W2VBwCZuQg4HHhiXRmbwEnAzyhnx3aNiBdGxHzgecD/jG0UEWdGRPuE1M9RbptyUkRsFRGvBH4M3AvsO4C8S5LqMSptkqQHWS4ljdNPZ/MfPDj2vpP7geuml53JZVnRaGvg25QO4k+ApwDbZuaJk+x7HbAZcDVwJOXM2i3A8zOzvuU7JUlNG4k2SdI4lktJ4/TT2ZwPzIuI5dtfiIgVgF0pZ6wal5m3ZuYemblqZj4sMzfOzOPbtpmbmYtVeJn5l8zcKjNXyMzlM/PlmXnhIPItSarNfEakTZL0gPlYLiW16GfO5gLgVcCfqnH3F1NWF1sf2B24AVgQEc9v3Skzf15TXiVJGmObJI0ey6WkcfrpbJ7a8venKZUHPDhc4vFt20S1zdJTzp0kSZ3ZJkmjx3IpaZx+Opu7NJYLSZL6Y5skjR7LpaRxeu5sZuYRTWZEkqRe2SZJo8dyKaldPwsESZIkSZLUk56vbEbEG3vZLjO/OfXsSJI0OdskafRYLiW162fO5nzKJO7224lk2/9WIJKkps3HNkkaNfOxXEpq0U9n84Vd9l8beBtwB/DhOjIlSdIkbJOk0WO5lDROPwsEndXlpdMj4gjg18DGwM/qyJik0bXZts8Ydha0hLNNkkaP5VJSu1oWCMrMu4GjKGetJEkaGtskafRYLqUlU52r0d4N/EeN8UmSNFW2SdLosVxKS5h+5mx2FRGrAW8FrqwjPkmSpso2SRo9lsvZa7mHLTfsLGiE9XPrkzO6vLQysC6wLLBzHZmStGTbca+thp0FjTjbJGn0WC4ltevnyuZaLL50dQI3AccCX87MX9WVMUmSJmCbJI0ey6WkcfpZjXZOg/mQJKlntknS6LFcSmpX5wJB40TEShFxRkRs1FQakiT1wjZJGj2WS2n2q2WBoC6WBeYCKzWYhiRJvbBNkkaP5VJ9WX3d1YadBfWpsSubkiRJkqQlV5NXNiVp5HzkmHc3Gv83Ljyo0fglSZJmCq9sSpIkSZJqZ2dTkiRJklQ7O5uSJEmSpNrZ2ZQkSZIk1c7OpiRJkiSpdk12Nu8EjgCubTANSZJ6YZskjR7LpTTL9X3rk4h4KOUGvGtVQVcAZ2XmXa3bZeatwC7TzaAkSd3YJkmjx3IpaUxfnc2IeCPwBWAlIKrgBG6JiPdl5vx6sydJUme2SdLosVxKatVzZzMitgPmA1cBnwMuolQi6wNvBQ6LiDsz8zsN5FOSpAfYJkmjx3IpqV0/VzY/BFwMbFoNexhzQkQcDJwLfBiwApEkNc02SRo9lktJ4/SzQNA6wOFtlQcAmbkIOBx4Yl0ZkyRpArZJ0uixXEoap5/O5j94cOx9J/cD100vO5Ik9cQ2SRo9lktJ4/TT2ZwPzIuI5dtfiIgVgF0pZ6wkSWrafGyTpFEzH8ulpBb9zNlcALwK+FM17v5iyupi6wO7AzcACyLi+a07ZebPa8qrJEljbJOk0WO5lDROP53NU1v+/jSl8oAHh0s8vm2bqLZZesq5kySpM9skafRYLiWN009n05vuSpJGhW2SNHosl5LG6bmzmZlHNJkRSZJ6ZZskjR7LpaR2/SwQJEmSJElSTya8shkRKwNzgIsz846W8AA+AOwG/AdwIfChzDytuaxKkpZktknS6LFcajaa+7pnDjsLs8ZkVzb3BH7B4hO3PwXsC6wN3Ak8A/hRRDy19hxKklTYJkmjx3IpqavJOpvPA07KzH+NBUTEisC7gOuB9TJzFeAFwL+B9zaVUUnSEs82SRo9lktJXU3W2VwT+H1b2IuBhwIHZOalAJm5APgWsFntOZQkqbBNkkaP5VJSV5N1NlcGrm0LeyblnkintIWfD6xWU74mFBGPi4gjIuKGiLg9IhZExHN63Hd+RGSHxzlN51uSNC0j2SZJSzjLpaSuJrv1yfXA49rCNgXuBv7YFn43ZXhEoyLiYcDpwPLAO4AbgXcDp0fEczKz/exaJ7cBW7SF/avThpKkkTFybZIky6Wk7ia7svlnYLuIWBogIlYDngWcnZn3tm27FnBd/VlczK7ABsC2mXlMZp4CbAP8nTIRvRf3ZeY5bY8Lm8qwJKkWo9gmSUs6y6WkribrbB4IPBX4RUR8hnJF8SHANzps+2IWP4PVhG2AP2Xm78YCMvNu4Bhgi4h45ADyIEkavFFsk6QlneVSUlcTdjYz80Tgs8AmwPuBdYEvZ+bRrdtVy1g/Czi1oXy22hC4oEP4HynLbq/XQxzLR8R1EXFfRPw1Ij4fEcvXmktJUq1GtE2SlmiWS0kTmWzOJpm5Z0R8jjL04YrMvL7DZv+gVDIX15y/Th4N3NQh/KaW1yfyB8oE9QsondMtKHM/N4uI52bmYnMJqiW8V2wLXqOfTEuSpm86bZJ1udQMy6WkbibtbAJUlUanimPs9euYwhj8iJgL/KzHzR+TmTeMJTnBdhO9Rmbu3xZ0ckRcAhwCbAcc1WG3dwMf6zGfkqQGTaNNsi6XGmK5lNRJT53NBl0M7NLjtmOrxd5I56uXK1fPna56TuYo4KvAs+nc2TwAmN8WtgawYAppSZKGw7pcGj2WSy2xdt9vh2FnoXETdjYjoiJa2QcAABRdSURBVN9J3JmZT+1j43+weAUzmQsp8zbbPRm4j6kN5Y3q+f5OL2bmLcAt43aI6LSpJKkh022TrMul+lkuJU1ksiubKzDJsNQhOA74ckQ8LTPPB4iIZYHtgdMy89YpxLkjZbGkc+rLpiSpZqPYJklLOsulpK4m62yuU91WZJQcBrwdODYiPkgZNvsuYHXgda0bRsRCgMycU/3/eOBIym1SLqcsELQ5sAdwNvCdQbwBSdKUjGKbJC3pLJeSuprsPpt/j4iDImLjgeSmB5l5F/Ai4JfAV4ATKKuYbZGZv51k91uBG4A9q/2OA14O7Ae8uMPNhyVJo2Pk2iRJlktJ3U12ZXMRsDvw1oi4APg6cHRmTmURntpUcz136mG7OW3/3wxs21C2JEnNGsk2SVrCWS4ldTXhlc3MXJMyzPRbwNrAF4G/RcS3I+Il4QxuSdKA2CZJo8dyKWkikw2jJTPPyMydgNWAtwLnU+ZG/gRYGBEfj4g1m82mJEm2SdIoslxK6mbSzuaYzPxXZh6Smc8G1gM+DzwE+Cjwl4g4PSLe0FA+JUl6gG2SNHosl5LaTTZns6PMvAT4QETsRVlgZw/gpcALKMMoJEkaCNskafRYLqXR8aXz9hta2j1f2ezimcD/A55d/X/PNOOTJGmqbJOk0WO5lJZgfV/ZjIhVKSvB7gKsAwRlbP5hwNG15k6SpAnYJkmjx3IpaUxPnc2IWIZyVmoXyhCIZYBbKPe5PCwzf99YDiVJamGbJI0ey6WkTibsbEbEUyiVxg7Ao6vgn1HOTB2bmXc3mz1JkgrbJGn0WC4lTWSyK5vnV89XA/8HHJ6ZCxvNkSRJndkmSaPHcimpq8k6m9+nnJk6JTNzAPmRJKkb2yRp9FguJXU1YWczM183qIxIkjQR2yRp9FguJU1kurc+kSRJkiRpMXY2JUmSJEm1s7MpSZIkSaqdnU1JkiRJUu3sbEqSJEmSamdnU5IkSZJUOzubkiRJkqTa2dmUJEmSJNXOzqYkSZIkqXbLDDsDkiRJddnz8LcPOwuSpIpXNiVJkiRJtbOzKUmSJEmqnZ1NSZIkSVLt7GxKkiRJkmrnAkFTtzTANddcM+x8SJrFWuqYpYeZj1nMulx9s1w2znIpzRCT1YeRmYPLzSwSEc8DFgw7H5KWGJtl5i+GnYnZxrpc02S5bIDlUpqROtaHdjanKCIeCmwC/B24r4dd1qBUnJsBdZ+qazLupuOfyXlvOn7zPjvj7zfupYHVgPMy8+6a87LEm0JdPqbp3+AopDnb05tOmpbLBk2xXA7q9zPb0hlkWqYz2ulMNa0J60OH0U5R9WH2fDYzIsb+vCYzF9aZlybjbjr+mZz3puM377Mz/inGfXmdedCD+q3LxzT9GxyFNGd7ejWkablsyFTK5aB+P7MtnUGmZTqjnc400+paH7pAkCRJkiSpdnY2JUmSJEm1s7MpSZIkSaqdnc3BuQX4ePU8k+JuOv6ZnPem4zfvszP+pvOuwRjG9zjoNGd7esNKU80Y1Hc529IZZFqmM9rpNJKWq9FKkiRJkmrnlU1JkiRJUu3sbEqSJEmSamdns0ER8dyIOCMibo+IWyPipIh48hTjWiMivhgRv4iI2yIiI2Juh+3eExEnRMTV1Tbzp/ke5kbEKRFxS0TcEREXRcSb6857RKwWEZ+MiHMi4saIWBQR50XEzhHR1++0ynN2eazbT1xTfT9NxBURb4iIP0TEXRFxTUTsFxEP6zO950TEyRHxtyqe66vf6Munkv8O8W8UEcdHxLXV7/6iiNirukH3dOOeP8H3mhGx6jTjf3GVxiXVb/2aiDh2qmW2h/T2rvJ9fhPxq36D/o10yUOjv5s667ce02u0TuqSZqNthAZr0L/ZlnRrL4uDLA9Nttcd0qrteHiCNBo9RmhJZ9DHCtM+Du8xjcbqRDubDYmITYGfAcsAOwDzgFWAn0fEE6YQ5ROA7YHbgNMn2O4twOrAScBdU0jnARGxM3Aa5Uatrwe2BA4Clu0zql7y/nRgpyq9HYHXAucA84Ev9JnemD2BZ7c9Fk4xrla9fhe1xRUROwJHA78EXg7sC7yd8vn0YyXgEuB9wMuANwN3AydFxOv7jKs9j+sCvwLmAO+m/F6OBT4JHDqduCufYPHv8/nAncC5mfmPacb/VuC/gP0pn/F7q//Pq8pzbSJiA8rv87o641XjBvYb6WRAv5s667deNFYn9aCpNkKDNejfbJNlcSDlYQDtdWtadR8Pd9P0McKYQR4r1HUc3qtm6sTM9NHAAzgFuBZYriVsReAm4OgpxLdUy99bAwnMnWS7W4D5U8z/fwJ3AB+o4bOYNO+UCvYhHfY9HLgXWLGP9OZWaWzd0Hfb03dR42ezNPB34IS28DdV2z9rmu9nGeBq4IxpxrN3lZ+128KPBP7d6fut4bvYtkrzTTXE9dgOYSsCNwM/qPP3QzmRciBwJnB+3Z+Lj2Yeg/qNdEl7IL+bOuu3aeShljppgvgbbSN8DPYx6N/soOvwJsrDINtraj4e7jPt2o4RWuIc1LFCbcfhPaTVaJ3olc3mPJtSMdw5FpCZtwALgK0jYul+IsvM++vcrge7Vc8HTjeiXvKUmTdn5r87vHQepbO12nTzUZcaP+Ne49oUWBU4oi38aEqj8Opp5uFeYFEV13SM7b+oLXws7vumGX8nu1Iq4+9MN6LM/GeHsFuAvwBrTDf+Fu+p4vtwjXFqAAb4G+lkIL+bOuu3aeShrjpJS4Ah/GYHWoc3VB4G2V7Xejzcp9qOEcYMsB2o7Th82OxsNmdZytCHdncDDwfWGmx2+vZ84M/AttW49PviwXmCTV2+7+RFwO1M7TL+1yLi3ijzP38UEU+vN2sDs2H1fEFrYGbeQRlaseFie0wiIpaKiGUiYvWI+DjwJMqQkOk4knKm8isRsWZErBARWwE7A5+v+4AgIlajDDP6fmbeWmfcLWk8hvL5XjDZtj3GtxawD7BHU3nWYNX9G+mSxqz/3TRUJ01mtrQRGpBBlcUBlIdBttdDOR4exDFCS1pNtAPDOA5vpE5cpo5I1NFFwKYREVldo46IhwDPrF5fhXIWZFStXj0OBD4KXEjp+H2Qcml/h6YzEBHbUK7a7dN6RqwHi4ADKMNbbgLWA/YCfhkRL8jMc+vOa8MeXT3f1OG1m1pe78d3efCK6K3A6zLzp1OI5wGZeVU1X+F44IqWl/bNzI9OJ+4udqZc9T6sgbiJiAAOoZyU+1xN8R0KnJyZx083Pg1f3b+RCdJYEn43tddJE5htbYQGYMBlsdHyMOD2eljHw40eI4xpsB0Y5HF4o3Winc3mHEj5gX8pIvaj/Aj34cFL7EMfqjSJpYBHAttn5rersDMjYjng/RHxscy8rKnEq0rwSMrE6E/0s29m/h74fUvQgoj4IeWM0yeBzevK54Bln+ET+QDwacrw3DcA342InTPzmKlmLiIeD5wI/APYhjJn+AXAByPi/gYasHnAZZn585rjHfNZyvyfXTLzzzXE9ybgGcD6NcSl0VD3b6STJeV3U3ud1M0sbiPUrEGWxUbLw4Db62EdD8+j2WOEMU21AwM7Dm+6TnQYbUMy8xuUswLzgGuAq4B1ePCsx7XDyVnPbqyeT24L/0n1vHFTCUfEJsBPKT/8rar5CtOSZRWyUyjzH2ease+i0xXMlel8xXNCmXlFZp6XmSdm5vaU7/mg6PM2M232o1SML8/M4zPzzMz8OPAp4EMRMWcacY8TEc+jlKfD64qzLf5PUlYDfFdmzq8hvlWAz1A+i9sjYsWIWJFywm/p6v++bmOj4ar7N9IljSXmd9NQndRP+jO5jVDDBl0WB1AeBtZeD+N4uOljhJZ0mmwHhnYcDvXWiXY2G5SZn6YMD3gyMCczn0PpHPw1M68eauYm96cu4VE9N3ImqhoffgplnPorqnmJdVmKqV0FHLYLq+dxczMj4uHA2tQzR+DXlBWBHzONODYCLuow5Pk3lM++zvvX7UpZwKB90aRpi4h9gA9RVoD7Uk3RrgE8itKQ39zyeC7le72ZsjqgZoCGfiOdLMm/mzrqpH7N1DZCzRt2Way7PAyyvR7G8XBjxwhjBtAODOU4vE0tdaLDaBuWmXdTdQaqM0Xb0eew0CE5ljJk5BWUVU/HvILywzuv7gQjYiPgVMqiNy/LzH/VGPeqwBaU5cpnmnMoQ112onwvY7YHHtIW1rdqvsFcyjCaGyfeekLXAhtGxMPbThI8u3r+2zTifkBEPIJyH9aTM7OWOFvi/hhlbsRHM/OzNUZ9GfDCDuEHAMsD/00526sR1+BvpJMl8ndTY53UT5ozuY1Q84ZWFhsqDwNpr1sN6ni4yWOEljQG0Q4M/Di8VZ11op3NhkTEUyljuH9DWXHraZRJvb+mVE5TifM11Z+bVM8vqIZ23J6ZP6m2eQblJr1QOiKPb9nvrMy8vpe0MvOnEfETyrCNVXhwYvK7gK9m5l/rzHtErEPpaN4P/C+wXqlfH3BRr6uJRcTRlAnvv6OcbVyXcqPa5SjfwbT18l3UFVdm3hsRewHzI+LLwPcpk7c/TVllreeKoPps/gr8FriBckuZnSnf7TumOWT5S8BxwMkRcQBlwvlcytyT0zKz21m6fm1Hady/UVN8AETE+yhnpn8EnBbjb858dzWnYUoy8zbKxPv2NG+pXl/sNY2eJn8jnQzrd1Nn/dZDWk3WSROl2WgbocFq+jc7qLI4wPIwqPa6kePhSTRyjDBmUO1A3cfhE2m8TsyGbxS6pD6qL+rnlPl0d1OGhX4QeOg04swuj4Ut28yfYLu5fab3CMqY+r8B91DO7O1Fyw2U68o7ZSx/t236ynuVx/MpZwH/Tbkq+G1gwxq/30m/i7rjAnakDKu4u/pOPkPLTZJ7TGsP4GzK2dF7q+eTgS1r+lw2pyzqdB3lljUXUs7+PaLGz34BcD013nS6ivfMOr/XPtJs9IbgPmb2b2SCfDT2uxnke2y6TuqSZuNthI/BPoZVLusui4MsD4Nor6t0aj8eniS9Ro4R2r7zgfzeqPE4fJJ0Gq0To0pEkiRJkqTauECQJEmSJKl2djYlSZIkSbWzsylJkiRJqp2dTUmSJElS7exsSpIkSZJqZ2dTkiRJklQ7O5taokTEvIjIiJg77LwMSkScGRELe9x2bvX5zGs2V5ImY3016bbWV1IfrFMm3dY6pQF2NqUGRMTWEbH3sPMhSZOxvpJUJ+sUtbKzKTVja+Bjw85E5SXAOsPOhKSRZX0lqU7WKXrAMsPOgKT+RMRDgKUz865ets/MexrOkiR1ZH0lqU7WKTOPVzY1a0TEshHxgYg4PyLuiIhFEfGbiNhjkv32rsboz+nw2sKIOLMt7JURcVZE3BARd0bEVRFxbEQ8qXr9TGDn6u9secxriWO1iPhKte89EXFtRBwSEY/tkrcNIuILEXENcBewaR+fS8f5ChGxVUT8PiLuioirI2If4CG9xitp6qyvur4/6ytpCqxTur4/65Qh88qmZoWIWBY4GZgLnAIcRamQngxsC3y5pnReAPwQ+BPwKeAWYHVgc+AJwKXAJykncjYDdmrZ/VdVHP8FnA0sCxwGXF7tuzvwwoh4RmYuakv6aOBO4PNAAn+f5vvYBvgBsBDYB7gX2AV41XTilTQ566u+34f1lTQB65S+34d1ygDZ2dRs8W5KJfupzPxQ6wsRUecV/K0olehLMvOfLeGfGPsjM0+NiB2AzTLzqA5xHEg5e7ZRZl7Tks/vAecA7wH2btvnFmDzzLx3um8gIpYGvgjcBDwzM2+owr8G/HG68UualPVVj6yvpJ5Yp/TIOmXwHEar2WIH4GbKGapxMvP+GtMZO9v26ojo+2RNRDyKcubsh8BdEbHK2INyhu0yymT2dgfUUclWng78J3D4WCULUJ1J/GpNaUjqzvqqd9ZX0uSsU3pnnTJgdjY1WzwRuLjXCePT8GXg98DBwE0RcVJEvDMiHtPj/utQyt1uwPUdHusAj+uw36XTzXiLtarnizu8dlGN6UjqzPqqd9ZX0uSsU3pnnTJgDqPVbJIN7DeujGTmjRGxCWUuwhbA84H9gY9HxCsy8+xJ0orq+SjgiC7b3Nkh7I5J4u3HWB46ve/oECapftZXvbG+knpjndIb65QBs7Op2eJSYL2IeGhm3t3nvjdVzytThnEAEBEPA1ajDOt4QGbeB5xZPYiIpwC/BT4CvHJssy5pXVa9tmxmntZnPutyefW8XofXOoVJqpf1Ve+sr6TJWaf0zjplwBxGq9niaGAlSmU3TkRMdqZqbHjG5m3h76GtjFTzCtpdTDkTt3JL2G3V9q1hZOaNwEnAthGx2NLdUfQ6HGWqfgtcA+zS+n4iYgXgrQ2nLcn6qh/WV9LkrFN6Z50yYF7Z1GzxRWBL4CPVEI9TKMt+b0CZA9BeibY6jVJZ7hMRjwauBJ5HuY/TDW3bHhoRa1Tx/xVYDtgOeCTwzZbtzgH2AA6OiB8D/wbOzcwrKct7/wL4eUR8kzL/YSnKPIKtqnj27v8j6E1m3hcR7wG+C/w6Ig6lLPu9K3Aj8F9NpS0JsL7qmfWV1BPrlB5ZpwyenU3NCpl5T0S8BHgf8AZgX0pF+xfg8En2vS8itgK+BLwDuIdSkb4A+GXb5kcC8yg3LH4McCtlQvlrMvMHLdsdA2wEvB54LaUi3QW4MjOvjoinA3tSKtYdq7xeDZxIqQAblZnfj4jXAP9LqdT/CcwHfk5575IaYn3VH+sraWLWKf2xThmsyJzqfGJJkiRJkjpzzqYkSZIkqXYOo5VmoGrS/bKTbHZndZNiSRoa6ytJdbJOmVkcRivNQBFxJmU+xUSOyMx5zedGkrqzvpJUJ+uUmcXOpjQDVZPrV5pks2sz86JB5EeSurG+klQn65SZxc6mJEmSJKl2LhAkSZIkSaqdnU1JkiRJUu3sbEqSJEmSamdnU5IkSZJUOzubkiRJkqTa/X9o9A3WVYAN/gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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kizejSVfUZ5Huan4xIn6dW+8y0snRLqSTpkVIQwQGQuPyFVL5P400a6yA3wHfiohn6th+92zbE0nd9J4Arskt+xvpOzw1S+tm4Lu5BnwjfkE6wV6OxnvGmPWyXbNXkY+S6pg5wG5Vw432JZ0DXCpp/Yh4KWtsbQZ8h/Rcyh1JjyqbRLoBUFNE/EnS4aTzl/NI7YtjSeMa/yuL50ukOvRJ0gWfO0mNzXw8/5S0D2k85rmkZ1ReSLroNlPSJ7J4tyfVlc+Rnm17dCz4jMt6jCU1Lh8l1TFWApU8KZRZR0maQnoG24guZ2WhI2kC6dl/q2UTZ5iZ9ZxsDP4zwJ0R8blu58fMekM23vIO4DsRcVK38zNYeMylmTVM0hqkbswXu2FpZj1ud9LjDn7a7YyYWU85kDQcwT0aSuRusWZWN0n/TprF8SBS9+MfdTdHZmbFJG0HvJ80BnQSaaZrM1uIZZMJbUeaQX8PYGyNZ/Zak9y4NLNG7E8aF/o4sHtETOludszMajqT9Ey/u4CvNPiIKzMbnN5DGos6mzTZ0GHdzc7g4zGXZmZmZmZm1jLfuaxTNiHAJqRJAXz108zaaVFgVdIEJPO6nZnBxvW5NcFlso1cJs0GlD7rQzcu67cJ6TlBZmadsgXpWWNWLtfn1iyXyfZwmTQbeArrQzcu6/cMwC233MKwYcO6nRczG8SmTp3KFltsAVm9Y6VzfW4NcZlsO5dJswGiv/rQjcv6vQkwbNgwhg8f3uWsmNlCwt3D2sP1uTXLZbI9XCbNBp7C+tDPuTQzMzMzM7OWuXFpZmZmZmZmLXPj0szMzMzMzFrmxqWZmZmZmZm1zBP6mJmZmZlZz3n6wfInaF5trVVLj9Pe4cZlD9rmf3YuLa7f/fevSovLzMzMzMysFneLNTMzMzMzs5a5cWlmZmZmZmYtc+PSzMzMzMzMWuYxl2ZmZjagnbL32W2L+/ALDmhb3GZmg43vXJqZmZmZmVnLfOfSzMzMzMwWWhMv/0vpcY740sdKj3MgcOPSzMxsEJszd07b4l56qaXbFreZmQ087hZrZmZmZmZmLXPj0szMzMzMzFrmbrFmZmZWqruuv78t8W702XXbEq+ZmZXDdy7NzMzMzMysZb5zaWZmZmZmdWvHRGGeIGxw8J1LMzMzMzMza5kbl2ZmZmZmZtYyd4u10l016VelxDNy7Z1LicfMzMzMzNrPdy7NzMzMzMysZV1tXEpaTtIZkp6RNEfSXyVtX8d2UyRFjdeDVevWWu/r7ftkZmZmZmZmC5dud4sdD2wIHAZMBsYA4yVtFxET+thuR2DJqrD1gLHAVQXr/xI4vSrs8WYybGZmZmZmZgvqWuNS0rbAVsCoiBifhd0ErA6cCtRsXEbE3QXx7Zb9+fOCTZ6NiNtbzrSZmZmZmZkV6ma32B2BmcDVlYCICOBCYC1Ja9cbkaQlgN2AWyPi4bIzamZmZmZmZn3rZrfYdYFJEfFWVfh9+eV1xjUSWJHiu5YAe0naDxBwL3BqRFxeKzJJQ4AhVcHD6syLmZn1CNfnZr3FZdJscOtm43JFoOgu4/Tc8nrtA8wGihqMl5K62D4JrAp8A/ilpFUj4sc14jsYOLqB9M3MrDe5PjfrLS6TZoNYtyf0iSaXvU3SMGBr4IKIeGWBSCL2qFr/CmAi8H1JYyNiTkG0pwPjqsKGAbfUkyczM+sZrs/NeovLpNkg1s3G5TSK704Ozd6nFywrMoY0drRWl9j5RMRbki4BtiB1vb2zYJ0ZwIx8mKQ6s2NmZr3C9blZb3GZNBvcujmhzwPARyRV52G97P3+/iJQqo3GAA9GxJ8bSLuSZvV4TzMzMzMzM2tCNxuX40kDurerCt8LeCgi6pnMZ0vgg9R51xIga8zuDrxMauCamZmZmZlZi7rZLXYCcBNwvqQVgcnAaGBzYIfKSpImAltGRFGfiX2AN4CLihKQdCiwJnAj8AywCrB/lsYBETG3rA9jZmZmZma2MOta4zIiQtJI4MTsNYT06JFREXFNf9tLehewEzAhIp6rsdpDpIbqyCz+V4C7gO3rScPMOuOSk6/uf6U67XHEDv2vZGZmZmal6+pssRExCzgwe9VaZ0SN8JeBZfuJ/xrAjUgzMzMzM7M26+aYSzMzMzMzMxskuv2cSzOztvv+rqeXFtdRlx1cWlxmZmZmg4nvXJqZmZmZmVnL3Lg0MzMzMzOzljXcuJR0jKSix4JUlg+VdFVr2TIzMyvm45BZb3GZNLOKZu5cfg+4SdK/VC+QtCVwL/D5VjNmZmZWg49DZr3FZdLMgOYal18HNgHulbQDgKRFJB0P3AC8AWxZXhbNzMzm4+OQWW9xmTQzoInZYiNirKQ/Ab8ArpR0HrAu8HHgV8DXImJmudk0MzNLyj4Ojfzxbm3J51X/+b9tides1/jc0MwqmnoUSUQ8IGkT0tWor2bB34mIk0vLmZk1ZMq9/ywtruH/9r7S4jJrBx+HzHqLy6SZQZOzxUpaAvgB6YrU46TuDgdm/erNzMzayschs97iMmlm0NxssR8GbgcOBM4ldXvYAngNuEHScZL8iBMzM2sLH4fMeovLpJlVNFPQ7wKGAztFxAERMS8i/gL8G3AFcBQwsbQcmpmZzc/HIbPe4jJpZkBzjct7gfUjYnw+MCJejohdSf3sNywjc2ZmZgV8HDLrLS6TZgY0N6HPlhHxZq2FEXG+pFtbyJOZmVlffBwy6y0uk2YGNHHnsq/KI7fOQ81lx8zMrG8+Dpn1FpdJM6to6lEkAJLeC2wMrEBBIzUiLmohX2ZmZn3yccist7hMmlnDjctstq+zga/Q951PVyBmOTNfLO/50e9e6d2lxWU20Pg4ZNZbXCbNrKKZCX0OBfYDLgNGAwKOAA4AHgH+CmxdVgbNzMyq+Dhk1ltcJs0MaK5xORq4LiL2Aq7Nwu6KiJ8AGwErZe9mZmbt4OOQWW9xmTQzoLnG5eq8U3G8lb0vDhARrwAXkLpFmJmZtYOPQ2a9xWXSzIDmGpdzgNezv2cDAaycW/4s8K8t5svMzKwWH4fMeovLpJkBzTUunwA+CBARrwOPAtvklm8FPNd61szMzAr5OGTWW1wmzQxornF5I7Bj7v+LgV0l3SRpIrAzcHk9EUlaTtIZkp6RNEfSXyVtX8d2x0iKgtezNdY/SNLDkuZJekzSYdnMZmZmNvCUdhwys1K4TJoZ0NxzLn8IXC9pyYiYB5xE6vqwB/AmMBY4us64xgMbAocBk4ExwHhJ20XEhDq235rU/aLiteoVJB0FHAucQKr8Pp79PZQ0k5mZmQ0sZR6HzKx1LpNmBjTRuIyIZ4Bncv+/CRyUveomaVtSN4lRETE+C7uJNCj8VKCexuVfI2JGH2msCBwJnBUR38uCJ0paFjhM0lkRMbWRfJuZWXeVdRwys3K4TJpZRTe7hu4IzASurgRERAAXAmtJWruENLYBlsrizBtHalj32wXXzMzMzMzM+tdMt1gAJH0I+BCwIulhufOJiIv6iWJdYFJEvFUVfl9+eT9x/EPSysDzwG+BIyPi+ao0AnigKm+PSJqTLTczswGohOOQmZXIZdLMGm5cSlqVdCfwM5WggtUC6K8CWRF4uCB8em55LY8B3wHuJo2z/ARp3OZnJG0UES/l4ng16/9f7aVaaUgaAgypCh7WR37MzKxDGjkOuT43az+XSTOraObO5VjgU8DpwC2kRlqzopllEXFxVdCNkm4HrgcOAL7fYhoH44HnZma9qpHjkOtzs/ZzmTQzoLnG5aeBH0fEoS2mPY3iO4dDs/fpBctqiojfS3oG2KwqjWVzs5flrdBHGqeTxmXmDSNVmGZm1l2NHIdcn5u1n8ukmQHNNS5nkx6O26oHgJ0kLVI17nK97P3+JuJcBMjH9QCpa8Y6wN8qgZLWAJaulUY2A+18s9BKRT08zMysC+o+Drk+N+sIl0kzA5qbLfa3pEeItGo8qc/9dlXhewEPRUR/k/nMR9JngfcCt+eCrwXmAXtWrT4aeAO4ppE0zMysJ5R1HDKzcrhMmhnQ3J3LbwF/kHQacCYwOXuESKMmADcB52fPo5xMavRtDuxQWUnSRGDLiFAu7G7ShEEPAa8DHwcOJV01O7uyXkRMk3QS8F1JM7P0NgMOB06PiCebyLeZmXVXWcchMyuHy6SZAU00LiNihqQLgdPIHo5b0J0hIqLPuCMiJI0ETsxeQ0iPHhkVEf3dUXwQ+AawGrA48CTwM+D4rLtF3nGk52keAHwbeJo0kPyUftIwM7MeVNZxyMzK4TJp1nsO2uSI0uM8486T+12nmUeRHAacBDwH/IUWZouNiFnAgdmr1jojCsJ2bSCNIA0eP72JLJqZWY8p8zhkZq1zmTSzimauIH0TmAhsExGvl5sdMzOzfvk4ZNZbXCbNDGhuQp+hwOWuPMzMrEt8HDLrLS6TZgY017i8F3hf2RkxMzOrk49DZr3FZdLMgOYal0cCX5O0cdmZMTMzq4OPQ2a9xWXSzIDmxlzuCTwF3C7pNuBx4M2qdSIi9m01c2ZmZgV8HDLrLS6TZgY017gck/v7E9mrWgCuQMzMrB3G5P72ccis+8bk/naZNFuINfOcy2a60pqZmZXCxyGz3uIyaWYVba8MJC0r6XuShrc7LTMzs2o+Dpn1FpdJs8GrE1ealgOOBlbvQFpmZmbVfBwy6y0uk2aDVKe6MahD6ZiZmRXxccist7hMmg1C7iNvZmZmZmZmLXPj0szMzMzMzFrmxqWZmZmZmZm1zI1LMzMzMzMza5kbl2ZmZmZmZtayxbqdATOzgWyfdQ4oLa6fP3B2aXGZmZmZdVpddy4lfUzS0CbTeBN4ApjT5PZmZraQ83HIrLe4TJpZkXq7xd4GbFP5R9Jykv5X0tr9bRgRL0bEByLitmYzaWZmCz0fh8x6i8ukmS2g3sZl9YNulwR2AVYpNztmZmaFfBwy6y0uk2a2AE/oY2ZmZmZmZi1z49LMzMzMzMxa5salmZmZmZmZtayRR5FsK6nSj34ZIICdJa1fsG5ExGn9RShpOeBEYGdgCPAAcFxE/Kaf7b4CbA/8G7AyMBW4Fjg+Il6oWjdqRLN/RPykvzyamVnPKP04ZGYtcZk0a9C5R1xaepz7n7x76XE2q5HG5W7ZK2+/GusGUE8FMh7YEDgMmAyMAcZL2i4iJvSx3bHATcC3gaeAtYGjge0lrR8RM6rW/yVwelXY43Xkz8zMekc7jkNm1jyXSTObT72Ny0+VnbCkbYGtgFERMT4LuwlYHTgV6KtxuUFEPJ/7/2ZJk4CJwJ7AmVXrPxsRt5eVdzMz67jSj0Nm1hKXSTNbQF2Ny4i4uQ1p7wjMBK7OpROSLgTGSlo7IibVyM/zBcF3Zu/DSs+pmZl1VZuOQ2bWJJdJMyvSSLfYsq0LTIqIt6rC78svbyC+T2fv9xcs20vSfqRnMt0LnBoRlzeSWesNDzx3T2lxrfPeoiEhZmZmZmbWjG42LlcEHi4In55bXhdJQ4EzgEeA6kbjpaQutk8CqwLfAH4padWI+HGN+IaQJhjK8x1RM7MBxvW5WW9xmTQb3LrZuIQ0uLuZZW+TtAxwFTAU+GREzJsvkog9qta/gjQ28/uSxkbEnIJoDyZNEGRmZgOb63Oz3uIyaTaIdfM5l9Movjs5NHufXrBsPpKWBn4DbABsGxH39bMJWTfcS4DlSF1vi5wOfKDqtUV/cZuZWc9xfW7WW1wmzQaxbt65fADYSdIiVeMu18vei8ZOvk3SUqTJgDYjNSz/3EDalUZ19XhPALJHmcz3OBNJDURvZma9wPW5WW9xmTQb3Lp553I8qc/9dlXhewEP1ZopFkDSkqSusFsAOzQyY5mkRYDdgZdJDVwzMzMzMzNrUTfvXE4AbgLOl7QiMBkYDWwO7FBZSdJEYMuIyF/WugL4HHAcMFvSprllL0TEY9m2hwJrAjcCzwCrAPtnaRwQEXPb89HMzMzMzMwWLl1rXGbPtBwJnJi9hpAePTIqIq7pZ/P/yN6/l73yLgTGZH8/RGqojszifwW4C9i+jjTMLOeWK/9aSjxbjNq4lHjMzMzMrLd0dbbYiJgFHJi9aq0zoiCsrs75WQPSjUgzMzMzM7M26+aYSzMzMzMzMxsk3Lg0MyWoUzoAABXFSURBVDMzMzOzlrlxaWZmZmZmZi1z49LMzMzMzMxa1tUJfQay4XtvUlpcUy64s7S4zMyst/3hsd+1Le7PfHCbtsVtZmbWH9+5NDMzMzMzs5a5cWlmZmZmZmYtc+PSzMzMzMzMWubGpZmZmZmZmbXMjUszMzMzMzNrmRuXZmZmZmZm1jI3Ls3MzMzMzKxlblyamZmZmZlZy9y4NDMzMzMzs5a5cWlmZmZmZmYtc+PSzMzMzMzMWubGpZmZmZmZmbXMjUszMzMzMzNrmRuXZmZmZmZm1jI3Ls3MzMzMzKxlblyamZmZmZlZy9y4NDMzMzMzs5Yt1s3EJS0HnAjsDAwBHgCOi4jf1LHtB4FTgU+RGsm3AIdGxKSCdQ8CDgTeD0wFfgr8MCLeKumjmJmZmZl11aPTHiw9zjVWXKv0OG3w6vady/HA7sBRwBeAScB4Sdv2tZGklUmNyeHAaGBXYChws6RhVeseBZwG/AL4HHA+cAKpUWtmZmZmZmYl6Nqdy6wBuRUwKiLGZ2E3AauT7khO6GPzQ4EVgI0j4uls29uAycCRwP5Z2IrZ/2dFxPeybSdKWhY4TNJZETG19A9nZmZmZpb51f2XlRrfzuvuWmp8ZmXp5p3LHYGZwNWVgIgI4EJgLUlr97Pt7ysNy2zbacA1wKjcetsAS2Vx5o0jNay3byH/ZmZmZmZmlunmmMt1gUkF4x7vyy+v3kjS0sAHgV8VxHkfsJuklSPi+SyOII3lfFtEPCJpTrbc7G3TZ79YWlxDl1uptLjMzMwWFmseuHnpcT501q0LhH3t0gNKT2fs7meXHqfZQNLNxuWKwMMF4dNzy4usACi3Xq1tn8/eX42IeQXrvlQrDUlDSBMM5b0fYOrU1Iv2jZeLomzOlClT5vt/zvRX2hZ3Jzz/1POlxDNlmSkLhD31wtMLrtikZedU/8Qw45Wi3ao5s5adPf//02eVFvfys5dfIGzqU0+VFj/vXnCuq2eeL+e7L9onX3jpuVLirhX/S7PL+12r43/5tfJ+10rclXoGWLS0yBdS9dTnr06bTTvUqn+fnVre/r5AmosumObceXPblt5SSy5VGP70syXWRzkrTlmuMHz6y9Pakh6k39Flsjz1lMnXZ5W/zxaVx5dfKK/+7isdgOefeqHcdJYrTmfqS+WXvcVeXrCct6NeKapPnivpnDLvtaUWPId/tqRznLxa+8K0meXuC7XSmjVvZlvS6a8+VOqJ2nmSHgYeiojtqsI/RGp07h8RPynYbjXgKdLMsKdWLfsqMBb4SEQ8KGkssGtEvKsgnqeAWyJil4JlxwBHN/3hzMzKsUVELHi53erm+txK5jLZIpdJs0GjsD7s5p3LaRTfORyavde61fASqatrPdtOA5aVtGTB3csV+kjjdNK4zLwlSJMNPQK8WWO7vGGkGW23ID3+pGztjH8g573d8TvvgzP+Xsv7osCqwJ1tyMvCpoz6vKLd+0m30+tGmgMlPZfJ8gzEMul0ejudTqbldPqpD7vZuHwA2EnSIlXjLtfL3u8v2igi5kh6nOLxkusBL2TjLStpCFgH+FtlJUlrAEv3kcYMYEbBoqJuvIUkVf6cGhFT6t2uF+IfyHlvd/zO++CMv0fz/ljZ+VgYlVGfV7R7P+l2et1Ic4Cl5zJZgoFYJp1Ob6fTybSczttq1ofdnC12PKnP/XZV4XuRussuMJlP1bZbS1qlEiBpaBbXlbn1rgXmAXtWbT8aeIM0u6yZmZmZmZm1qJt3LicANwHnZ8+jnExq9G0O7FBZSdJEYMuIUG7bH5IajBMkHUtqKB6VvZ9YWSkipkk6CfiupJlZepsBhwOnR8ST7ft4ZmZmZmZmC4+uNS4jIiSNJDUGTyTdxZwEjIqIPu8oRsRzkrYgNTIvJt2BvQX4ZET8s2r140jP0zwA+DbwNGkg+SklfhwzMzMzM7OFWjfvXBIRs4ADs1etdUbUCH+E3B3OPrYP0uDx05vLZdNmAMdSPK6g1+MfyHlvd/zO++CMfyDn3Tqn079jN/abwf4ZXRYHl079nk6nt9PpZFpOpx9dexSJmZmZmZmZDR7dnNDHzMzMzMzMBgk3Ls3MzMzMzKxlblyWTNInJN0o6RVJsyRNkLRe/1suEM8wST+WdKuk2ZJC0oiC9Q6RdLWkJ7N1xrWY/xGSrpc0Q9KrkiZJ+lrZeZe0qqQTJN0uaZqkmZLulDRaUsP7ZZbvqPFaq9H4mvlMZccjaTdJ90qaK2mqpJMlLdVgeh+XdJ2kp7J4Xsj2z883mvc+0thA0lWSns72+0mSjpC0ZAlxj+vjd43844iaiPszWfwPZfv6VElXNlNe60zvmCzP97QjfmuPTu8nNfLQ1n2nrPqtgfTaXi9VpdfW44N1Vqf311y6bSmHnSwP7TxeV6VTyrlwHem07RyhKp1Ony+0fC5eR/xtqxPduCyRpE1JjztZDNgdGAOsBPxR0hoNRrcGsCswG/hDH+vtB6xGerTL3AbTmI+k0cANpAej7kJ6bujZwBINRlVP3jciPU7mBmAPYGfgdmAc8KMG08s7nPS4mfxrSgvxVdT7e5QSj6Q9gEuBPwGfJ82ofADp+2nECsBDwLeAbYCvkZ79OkHSLg3GVZTPtYA/A8OBg3nnWbMnAOe1Gj9wPAv+np8E5gB3RMSzLcT9deB9wGmk7/i/sv/vzMpyaSStQ9o3nyszXuuIju0nRTq075RVv9WrrfVSH9p1fLDO6vT+2u5y2JHy0IHjdSWdMs+F+9POc4S8Tp4vlHUuXo/21IkR4VdJL+B60qNOls6FDQGmA5c2GNciub9HAgGM6Ge9GcC4JvP+r8CrwGElfA/95p1UmS5esO0FpOeVDmkwzRFZOiPb9NvW9XuU9N0sCjwDXF0V/tVs/X9v8bMsBjwJ3FjC93JMlqcPVoVfDLxe9BuXkOaoLM2vthjPygVhQ4CXgF+Xue+QLpycCUwE7in7O/Grfa9O7Sc10u7IvlNW/dZiHkqrlwribuvxwa/Ovjq9v3ajDm9HeejU8ZoSz4WbTL+Uc4SqODt1vlDauXg/6bS1TvSdy3JtRqoI5lQCImIG6RmcIyUtWm9EEfFWmevVYd/s/cxWI6onTxHxUkS8XrDoTlLjatVW81Gmsr7nOuPZFFgFuLAq/FLSAWCnFvPwBunZr0Xff6MqccysCq/E/2YJaVTbh1T5/rKVSCLi+YKwGcAjwLBW4q5ySBbfkSXGaR3Swf2kSEf2nRKPI63kocx6yQaxLuyvHa/D21QeOnW8Lu1cuEmlnCPkdfA4UNq5eDe5cVmuJUhdGarNA5YBVu9sdhrySeAfwKisT/mbemecXztuxdfyaeAVmr8t/1NJbyiN4fytpI3Ky1rHrJu9358PjIhXSd0k1l1gi35IWkTSYpJWk3Qs8GFS945WXUy6GnmupA9IWl7SDsBo4NSyTwIkrUrqNnRFpOfklkrSe0jf7/39rVtnfKsDxwEHtiO/1h1l7yc10hj0+04b66VaBsPxwTqok+WwA+WhU8frrp0Lt/scoSqtdhwHOn0u3pY6cbEyIrG3TQI2laTI7jtLWhz4WLZ8JdJVjl60WvY6E/gu8ACpofdt0m363dudAUk7ku7KHZe/4lWnmcDppC4r04GPAEcAf5K0ZUTcUWZe22zF7H16wbLpueWNuJx37njOAr4UEb9rIp75RMQ/s/EGVwGP5xadGBHfbTX+AqNJd7bPLztiSQLGki66/bCk+M4DrouIq1qNz3pD2ftJH2ksDPtOW+qlAoPp+GAd0oVy2Nby0MHjdTfPhdt2jpDXxuNAp87F21onunFZrjNJO/QZkk4m7XTH8c4t8653PerDIsC7gF0j4hdZ2ERJSwOHSjo6Ih5tV+JZhXcxaRDz8Y1uHxF3A3fngm6R9BvSFaUTgK3KyGeHRYPhfTkMOIXU3XY34HJJoyPismYzByDp/cA1wLPAjqRxv1sC35b0VhsamGOARyPijyXHC/A/pPE7e0fEP0qI76vAxsDaJcRlvaPs/aTIwrLvtKVeqjZIjw/Wfp0uh20tDx08XnfzXHgM7TtHyGvXcaAj5+LtrhPdLbZEEfFzUst/DDAV+CewJu9c1Xi6Ozmry7Ts/bqq8Guz9w3blbCkTYDfkXb0HbKxBi2LNEvY9aQxjANJ5bcoukM5lOI7mn2KiMcj4s6IuCYidiX9zmerice+VDmZVBF+PiKuioiJEXEscBLwHUnDW4z/bZI2J5WnC8qKMxf3CaSZ+v4zIsaVEN9KwA9I38MrkoZIGkK6oLdo9n9Dj5Wx7it7P6mRxkKz77SxXqon7YF6fLAO6EY57EB56Mjxulvnwu08R6hKp53Hga6di5dZJ7pxWbKIOIV0y389YHhEfJzUIHgiIp7saub69vca4cre23KlKevffT2pj/m22bjCMi1Cc3f6uumB7H2+sZWSlgE+SDn9+/9CmrH3PS3GswEwqaAb819J332Zz5DbhzThQPVERy2RdBzwHdLsbGeUFO0w4N2kg/ZLudcnSL/rS6SZ+2yAaNN+UmRh3nfKqpfqNRCPD9YZvVAOyy4PHTted+lcuC3nCHkdOA505Vw8p5Q60d1i2yAi5pE1ALIrQV+mia6eHXYlqQvItqRZSSu2Je1od5adoKQNgN+TJqnZJiJeLjn+VYCtSVOIDyS3k7qt7En6XSp2BRavCmtYNlZgBKlLzLS+1+7X08C6kpapujCwWfb+VIvxAyBpWdKzUK+LiFLizOI9mjSu4bsR8T9lxQs8CnyqIPx0YDngK6SruTYAtHE/KbJQ7jsl10v1pDdQjw/WGV0th20qDx05Xld08ly4XecIVWl04jjQ8XPxijLrRDcuSyTp30h9sP9KmhVrfdIg3L+QKqRG4/ti9ucm2fuWWVeNVyLi2mydjUkPxIXU8Hh/brubI+KFetKKiN9JupbUBWMl3hlE/J/ATyLiiTLzLmlNUsPyLeB7wEdSXfq2SY3M9CXpUtIA9b+RriiuRXo47NKk36Bl9fweZcQTEW9IOgIYJ+ks4ArSYOtTSDOg1V3ws+/lCeAu4EXSI15Gk37bb5bQBfkMYDxwnaTTSYPER5DGjtwQEbWuwjXqy6QD+s9Lig9J3yJdef4tcIPmfxDyvGxMQlMiYjZpoHx1mjOy5Qsss97Uzv2kSLf2nbLqtzrTane9VJReW48P1lnt3l87WQ47WB46crwu+1y4TqWfI+R16jhQ9rl4LW2vE6PNDzNdmF7Zj/NH0pi4eaSunt8GlmwyvqjxmpJbZ1wf641oML1lSX3inwJeI125O4LcA4vLyjupL36tdZrJ+xHAPaSrfK+T7vz9Ali3xN+339+jzHiAPUhdJOZlv8kPyD2UuM60DgRuI135fCN7vw7YrsTvZSvSREzPkR4j8wDp6t6yJaZxC/ACJT3kOYtzYlm/aYNptv0B3H6V/pt1dD/pIx9t23c6+Rk7US9Vpdf244NfnX11q0y2oxx2sjx06Hhd6rlwnWmWfo5Q8Lt3ZJ+jxHPxPtJoa52oLBEzMzMzMzOzpnlCHzMzMzMzM2uZG5dmZmZmZmbWMjcuzczMzMzMrGVuXJqZmZmZmVnL3Lg0MzMzMzOzlrlxaWZmZmZmZi1z49IGPUljJIWkEd3OS6dImihpSp3rjsi+nzHtzZWZ9cf1Vb/rur4ya4DrlH7XdZ1SMjcuzUoiaaSkY7qdDzOz/ri+MrMyuU6xCjcuzcozEji625nIfBZYs9uZMLOe5frKzMrkOsUAWKzbGTCz/klaHFg0IubWs35EvNbmLJmZFXJ9ZWZlcp0ysPjOpQ1okpaQdJikeyS9KmmmpL9KOrCf7Y7J+tgPL1g2RdLEqrAvSLpZ0ouS5kj6p6QrJX04Wz4RGJ39HbnXmFwcq0o6N9v2NUlPSxoraeUaeVtH0o8kTQXmAps28L0UjjeQtIOkuyXNlfSkpOOAxeuN18ya5/qq5udzfWXWBNcpNT+f65Qu8p1LG7AkLQFcB4wArgcuIVVA6wGjgLNKSmdL4DfA34GTgBnAasBWwBrAw8AJpIs1WwB75jb/cxbH+4DbgCWA84HHsm33Bz4laeOImFmV9KXAHOBUIIBnWvwcOwK/BqYAxwFvAHsD/9FKvGbWP9dXDX8O11dmfXCd0vDncJ3SIW5c2kB2MKlSPSkivpNfIKnMu/I7kCrNz0bE87nw4yt/RMTvJe0ObBERlxTEcSbp6tgGETE1l89fAbcDhwDHVG0zA9gqIt5o9QNIWhT4MTAd+FhEvJiF/xS4r9X4zaxfrq/q5PrKrC6uU+rkOqWz3C3WBrLdgZdIV6DmExFvlZhO5WraTpIaviAj6d2kK2O/AeZKWqnyIl1Be5Q0+Lza6WVUqpmNgH8FLqhUqgDZlcKflJSGmdXm+qp+rq/M+uc6pX6uUzrIjUsbyD4EPFjvAO8WnAXcDZwDTJc0QdJBkt5T5/ZrksravsALBa81gfcWbPdwqxnPWT17f7Bg2aQS0zGzYq6v6uf6yqx/rlPq5zqlg9wt1ga6aMN285WLiJgmaRPSWIKtgU8CpwHHSto2Im7rJy1l75cAF9ZYZ05B2Kv9xNuISh6KPrcKwsysfK6v6uP6yqw+rlPq4zqlg9y4tIHsYeAjkpaMiHkNbjs9ex9K6pYBgKSlgFVJ3TTeFhFvAhOzF5I+CtwFHAV8obJajbQezZYtERE3NJjPsjyWvX+kYFlRmJmVy/VV/VxfmfXPdUr9XKd0kLvF2kB2KbACqXKbj6T+rkRVultsVRV+CFXlIhsXUO1B0pW2obmw2dn6+TAiYhowARglaYGptJXU272kWXcBU4G9859H0vLA19uctpm5vmqE6yuz/rlOqZ/rlA7ynUsbyH4MbAcclXXZuJ40Dfc6pD781ZVm3g2kyvE4SSsCk4HNSc9RerFq3fMkDcvifwJYGvgy8C7gotx6twMHAudI+j/gdeCOiJhMmm77VuCPki4ijV9YhDQOYIcsnmMa/wrqExFvSjoEuBz4i6TzSNNw7wNMA97XrrTNDHB9VTfXV2Z1cZ1SJ9cpneXGpQ1YEfGapM8C3wJ2A04kVayPABf0s+2bknYAzgC+CbxGqji3BP5UtfrFwBjSA4LfA8wiDQD/YkT8OrfeZcAGwC7AzqSKc29gckQ8KWkj4HBSRbpHltcngWtIFV5bRcQVkr4IfI9UiT8PjAP+SPrsZtYmrq8a4/rKrG+uUxrjOqVzFNHsWGAzMzMzMzOzxGMuzczMzMzMrGXuFms2QGSD5JfoZ7U52UOBzcy6xvWVmZXJdcrA4W6xZgOEpImk8RB9uTAixrQ/N2Zmtbm+MrMyuU4ZONy4NBsgssHwK/Sz2tMRMakT+TEzq8X1lZmVyXXKwOHGpZmZmZmZmbXME/qYmZmZmZlZy9y4NDMzMzMzs5a5cWlmZmZmZmYtc+PSzMzMzMzMWubGpZmZmZmZmbXs/wHW/hJ30mRa7AAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
+    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
+    "\n",
+    "for metric in cluster_stats.columns[2:]:\n",
+    "    try:\n",
+    "        figsize=(15,2.5)\n",
+    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
+    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
+    "            data = cluster_stats[cluster_stats.cre_line==cre_line]\n",
+    "            ax[i] = sns.barplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
+    "                                hue='VISp_upper', palette='PRGn', ax=ax[i], dodge=False)\n",
+    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
+    "            ax[i].get_legend().remove()\n",
+    "        plt.subplots_adjust(wspace=0.4)\n",
+    "        utils.save_figure(fig, figsize, save_dir, 'pointplots_VISp_upper_sort', metric)\n",
+    "    except:\n",
+    "        print('problem for', metric)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### relationship of across session switching and Familiar session max to % cells in VISp or VISl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "col_x = 'feature_sel_across_sessions'\n",
+    "col_y = 'VISp_upper'\n",
+    "\n",
+    "colors = utils.get_cre_line_colors()\n",
+    "\n",
+    "figsize=(4,4)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
+    "                    hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
+    "ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "ax.get_legend().remove()\n",
+    "plt.axis(\"equal\")\n",
+    "# for i in range(len(cluster_stats[col_x].values)):\n",
+    "#     xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
+    "#     color_index = cluster_stats['color_index'].values[i]\n",
+    "#     cluster_id = cluster_stats['cluster_id'].values[i]\n",
+    "#     plt.annotate(cluster_id, xy, color=colors[color_index])\n",
+    "utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "col_x = 'F_max'\n",
+    "col_y = 'VISp_upper'\n",
+    "\n",
+    "colors = utils.get_cre_line_colors()\n",
+    "\n",
+    "figsize=(4,4)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
+    "                    hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
+    "ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "ax.get_legend().remove()\n",
+    "plt.axis(\"equal\")\n",
+    "# for i in range(len(cluster_stats[col_x].values)):\n",
+    "#     xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
+    "#     color_index = cluster_stats['color_index'].values[i]\n",
+    "#     cluster_id = cluster_stats['cluster_id'].values[i]\n",
+    "#     plt.annotate(cluster_id, xy, color=colors[color_index])\n",
+    "utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "col_x = 'F_max'\n",
+    "col_y = 'VISl_upper'\n",
+    "\n",
+    "colors = utils.get_cre_line_colors()\n",
+    "\n",
+    "figsize=(4,4)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
+    "                    hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
+    "ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "ax.get_legend().remove()\n",
+    "plt.axis(\"equal\")\n",
+    "# for i in range(len(cluster_stats[col_x].values)):\n",
+    "#     xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
+    "#     color_index = cluster_stats['color_index'].values[i]\n",
+    "#     cluster_id = cluster_stats['cluster_id'].values[i]\n",
+    "#     plt.annotate(cluster_id, xy, color=colors[color_index])\n",
+    "utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### boxplots of metric values for all cells in each cluster"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### first merge with fraction cells info per cluster"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create location column merging area and depth\n",
+    "cell_count_stats['location'] = cell_count_stats.targeted_structure+'_'+cell_count_stats.layer\n",
+    "# group & unstack to get fraction relative to random for each location as columns\n",
+    "fraction_cells = cell_count_stats[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
+    "# get rid of multi-index column\n",
+    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
+    "# merge fraction cells per location with other cluster metrics\n",
+    "cell_stats_loc = fraction_cells.reset_index().merge(cell_stats.reset_index(), on=['cre_line', 'cluster_id'])\n",
+    "cell_stats_loc = cell_stats_loc.set_index('cell_specimen_id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for next_highest_conditions\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for fraction_cre\n",
+      "problem for F_max\n",
+      "problem for N1_max\n",
+      "problem for N2_max\n",
+      "problem for n_cells_cluster\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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fBvYgzX36OCmfPUXKpzNIPf79zibd0DmQdNf9aVKv5yci4pcV+51HumDah3Qh1UOaVjAcGptLSWXA8aRVaQX8DvhKRDzcwPH7ZcceSxradz9wYcW2P5E+w+Oyc10JfKuiQZ/H/5Auutck/+gZs261b/aq5V2k8uVZ4FNV05MOIV0DnCvpPRHxZNb42hb4Bum5mJNJj0ZbQOoQqCsirpbUS7p+OY3U1jiaNC/yy1k8e5HKzwdJN3+uJzU+K+N5QNLBpPmcp5CekXkm6QbcU5I+mMX7L6Ry8hHSc3WPipWfsdmIU0mNzbtJ5YsVRAUvNGXWMZIWkp7/NrHDSRl1JF1Eeu7gRtkiHGZmXSmbx/8wcH1E7Nrp9JhZ52XzNa8DvhER3+l0ekYSz9k0s5ZIegtp2PPZbmia2TCwH+kRCz/udELMrGscRpq64NEOBfMwWjNriqT3k1aI/CJpuPIPOpsiM7P6JO0OvIk0h3QBaTVtMxulssWJdiet0L8/cGqd5wVbC9zYNLNmHUqaV3ovsF9ELOxscszMBnUi6bmCNwCfyflYLTMbeV5Hmsv6DGnxoiM7m5yRyXM2zczMzMzMrHDu2WxStsDA1qRFBnx31MzKsgqwIWkxk+c7nZiRxmW5Ncn5skTOl2bDyqDloRubzdua9KwiM7N22J70rDMrlstya4XzZTmcL82Gn5rloRubzXsYYP78+YwfP77TaTGzEWrRokVsv/32kJU5VjiX5Zab82XpnC/NhomhykM3Npv3MsD48eOZMGFCh5NiZqOAh5KVw2W5tcL5shzOl2bDT83y0M/ZNDMzMzMzs8K5sWlmZmZmZmaF8zBaMxs1pk+fzuzZsweELV26lOXLlzd0fE9PD2PHjl3x++TJk+nr6ys0jWZmZmYjhXs2zczMzMzMrHDu2TSzUaOvr889kWZmZmZt4p5NMzMzMzMzK5wbm2ZmZmZmZlY4NzbNzMzMzMyscG5smpmZmZmZWeG8QJCZmZmZdaUZM2YwZ86cAWHLli3L9ciqMWPGrBQ+adIkent7C0mjmdXnnk0zMzMzMzMrnHs2zczMzKwr9fb2ugfSbBhzz6aZmZmZmZkVzo1NMzMzMzMzK5wbm2ZmZmZmZlY4z9k0s64yffp0Zs+ePSBs6dKlDa082NPTw9ixYweETZ48mb6+vkLTaGZmZmZDc8+mmZmZmZmZFW5Y9mxKWhM4FvgkMA64FTgmIn41xHHTgKNqbHokIjYoOp1mll9fX597Is3MzMxGgIYbm5JWAd4APBMRT5SXpIbMBrYEjgTuA6YAsyXtHhEXNXD8LsAzFb+/UHgKzcysNF1WJ1kXmTlzJnPnzh0QtmzZMiKi4TgkMWbMmJXCd911V6ZOndpyGkci50kzqyXPMNrVgHuBQ0pKS0MkfRTYGfhMRJweEZcDBwLXAMc1GM3/RcS1Fa8/lZVeMzMrRVfUSWa2gvOkma2k4Z7NiHhO0uPA0hLT04jJwFPABf0BERGSzgROlfSOiFjQsdSZmVnpuqhOsi4zdepU9z52gPOkmdWSd4Ggi4B/LiMhOWwGLIiI6qUpb67YPpTbJL0s6WFJp0l6fbFJNDOzNuiGOsnMXuE8aWYD5G1sHglsKOlMSZtLenUZiRrCukCtuQBPVGyv5x7gG8BBpHmbM4F9gGslrV3vIEnjJE2ofAHjm0i7mZkVJ1ed5LLcrHS5rxOdL81Gtryr0T4KBPBuYH9Ik+irRESUvcrtYLP8626LiLOrgi6XdC1wMfB54D/qHHo4tVexNTOzzslbJ7ksNytXM9eJzpdmI1jeRuFZDN7Qa4fF1O69XCd7z7UCWkRcIulhYNtBdjsBmFUVNh6Yn+dcZmZWqLx1kstys3I1c53ofGk2guVqbEbElJLSkcetwMcl9VTN29w8e7+liTh7gOo5oCtExBJgSWVYjTt1ZmbWRnnrJJflZuVq5jrR+dJsZMs7Z7MbzAbGAbtXhX8auCPvSrSSPgKsD1xbTPLMzMzMzMws99zK7KG9+wH9jbQjI+LGbIGd3YHLIuKvxSZzgIuAK4DTJa0L3Ed6zuZ2wB4V6ZwH7BARqgi7kTTE4w7gReADwFeBu4GTS0yzmZmVoAvqJDOr4DxpZpVyNTYljSEtpvMB0nOUxgD9q7g+DXwX+CnwzQLTOED2TM1JwLHZaxywANgzIi4c4vDbganARqSHDz8I/AT4djaMw8zMholuqJPM7BXOk2ZWLe8w2mnAVsBkYBNgRa9hRLwMnA/sWlTi6omIpyPisIjYICJeHRFbRsScqn0mVvZqZmH7RsQ/RsTYiFg9It4cEUdERK5FhczMrCtMowvqJDNbYRrOk2ZWIW9j85PAqRFxAbUX1LkbmNBqoszMzBrgOsmsuzhPmtkAeRubGwF/HmT7MmCt5pNjZmbWMNdJZt3FedLMBsjb2FwMvGGQ7e8EHmo+OWZmZg1znWTWXZwnzWyAvI3Ny4CDsgngA0jaGDgY+F0RCTMzMxuC6ySz7uI8aWYD5G1sHk1aVex64FAggH+S9B3gT8DzwHcKTaGZmVltrpPMuovzpJkNkKuxGRF3AzsBLwHHkFYZ+yrQS3qMyE4R8WDRiTQzM6vmOsmsuzhPmlm1XM/ZBIiIG4B3S9oMeDupILkrIm4sOnFmZmaDcZ1k1l2cJ82sUu7GZr+IuAW4pcC0mJmZNcV1kll3cZ40M2iysSlpI2B30gN7Ae4Ffh0Rfy0qYWZmZo1wnWTWXZwnzaxf7sampG8B3wRWq9p0oqTpEXF0ISkzMzMbgusks+7iPGlmlXItECTpMNJKYzcBnwLeA2wB7JeF/b9sHzMzs1K5TjLrLs6TZlYtb8/mF4A/AttFxEsV4X+W9Avg6myfkwpKn5mZWT2uk8y6i/OkmQ2Q9zmbbwTOqypAAIiIF4Fzs33MzMzK5jrJrLs4T5rZAHkbmw8Aaw2yfa1sHzMzs7K5TjLrLs6TZjZA3sbmScBnJW1YvUHSG4DPAScWkTAzM7MhuE4y6y7Ok2Y2QN45m08BjwC3SzoHuB0I4B2kyd93Ak9L+nTlQRFxVgFpNTMzq+Q6qcvNnDmTuXPnrhS+bNkyIqLheCQxZsyYlcJ33XVXpk6d2lIarVDOk2Y2QN7G5qyKnw+tsf29VftAKmRciJiZWdFmVfzsOsms82ZV/Ow8aWa5G5s7lpIKMzOz/FwndbmpU6e653F0cZ40swFyNTYj4sqyEmJmZpaH6ySz7uI8aWbV8vZsDiBpDYCIeLaY5JhZEaZPn87s2bNX/L506VKWL1/e0LE9PT2MHTt2QNjkyZPp6+srNI1mRXOdZNZdnCfNLHdjU9LrgWnAJGD9LOxRYDZwdEQ8UmQCzay7VDdkofHG7EhvyJbx2ey3336FpnGkcZ1k1l2cJ82sUq7GpqSNgauADYE7gGsBAW8jLWe9h6TtI+LeohNqZo3r6+sbMQ04s3pcJ5l1F+dJM6umnEuPnw98FNgnIuZUbZsMnAdcFBF7FprKLiRpAnDffffdx4QJEzqbGDMbsRYuXMjGG28MsHFELOxwcrpKEXXSaCvL/SiSYjhf1lbUdeJoy5dmw9lQ5WFPzvh2Ak6uLkAAImI2cEq2j5mZWdlcJ5l1F+dJMxsg75zNAO4aZPud2T5mZmZlc52Ukx9FYiVznjSzAfL2bF7J4M9QmgjMazYxZmZmObhOMusuzpNmNkDexubhwPslHZetNgaklcck/QB4f7aPmZlZ2VwnmXUX50kzGyDvMNrLgDVIBcXhkpaQhkOsnW1/HLhcUuUxERFvbjWhlSStCRwLfBIYB9wKHBMRv2rg2DcDx5HuvPUA84GvRsSCItNoZmal64o6ycxWcJ4cwowZM5gzZ+CU1mXLljX8LGxIj8qqXqBr0qRJ9Pb2FpJGsyLlbWw+QHeMtZ8NbAkcCdwHTAFmS9o9Ii6qd1B2l20+8ChwIPAS8E3gSklbRMSishNuZmaF6ZY6ycwS50kzGyBXYzMiJpaUjoZJ+iiwM7BntrIZkq4ANiH1WNZtbAJfJd1d2yoiHsqOvYbUYO0DDi0x6WZmVqBuqJPM7BXOk0Pr7e11D6SNKnnnbHaDycBTwAX9AZEeDnYm8DZJ7xji2Ev6G5rZsYuBC4ER/2xQMzMzMzOzdhmOjc3NgAURUT24/eaK7SuRtAbwZuCWGptvBl5fOZndzMzMzMzMmpdrGK2k5Qw9Fj8iIu9c0DzWJT2nqdoTFdtrWRtQxX71jn20eqOkcaSFiCqNHzKlZmZWmrx1kstys3I1c53ofGk2suVtFJ7FyoXIqqQew/eTeghvKiBdQxmsIBuykGti2+HAUUPEa2Zm7ZW3TnJZblauZq4TnS/NRrC8CwRNqbdN0geAX1H+IjuLqd17uU72XqvnEuBJUgHYzLEnALOqwsaTVrY1M7MOaKJOclluVqImrxOdL81GsMKGu0bEHySdAXwP+FBR8dZwK/BxST1V8zY3z95rzckkIp6VdC+153RuDjwWESsNoc2OXQIsqQyrekaUmZl1kVp1kstys86pd53ofGk2shU9t/Iuyu/ZnA0cAuxOxYq0wKeBOyJiwRDHHiZpg4j4G4CkdbK4zispvVaS6dOnM3v27AFhS5cubejByD09PYwdO3ZA2OTJk+nr6ys0jWbWUe2ok8yscc6TZqNM0avRTgSeLTjOahcBVwCnSzpY0o6SZgHbAf/ev5OkeZKq5w18n/TYlIsk7SHpY8BvgJeAY0tOt5mZtddEyq+TzKxxE3GeNBtV8q5G++k6m9YBdgZ2A37SaqIGExEhaRKpcXgsaQWzBcCeEXHhEMc+Iml7UqPzbFJjez7woYh4oMx0W/H6+vrcE2k2inVDnWRmrxjOeXLGjBnMmTNnQNiyZcsaGi3Vr6enhzFjxgwImzRpEr29vYWk0Ww4yjuMdhZpkZ1ag+lfAk4HvtximoYUEU8Dh2WvevtMrBN+F7BHOSkzM7M2mkUX1ElmtsIsnCe7Qq3GM+RrQLvxbEXI29jcsUZYkFZxvS8ilraeJDMzs4a4TjLrLsM2T/b29roRZSNSp2885H30yZV59pf0amAvYG5EPJLnWBv+vICPmZXJdZJZd3Ge7B5uPFu3KHo12mqvBc4AdgFciJiZWSe5TjLrLs6TZiXr9I2HshubUHvcvo0CXsDHzLqQ6ySz7uI8aTaCFf3oEzMzMzMzMzM3Ns3MzMzMzKx4bmyamZmZmZlZ4dzYNDMzMzMzs8K5sWlmZmZmZmaFa0djM9pwDjMzs0a4TjLrLs6TZiNYOxqbXtLazMy6hesks+7iPGk2gpX6nM2IeAQP1TUzsy7gOsmsuzhPmo18gzY2JX26mUgj4qzmkmNmZlab6ySz7uI8aWZDGapncxZpLH2eIQ4BuBAxM7OizcJ1klk3mYXzpJkNYqjG5o5tSYWZmdnQXCeZdRfnSTMb1KCNzYi4sl0JMTMzG4zrJLPu4jxpZkMpdYEgMzOz4WLmzJnMnTt3pfBly5YR0fjTGSQxZsyYlcJ33XVXpk6d2lIazczMhpMhG5uS1gEmALdHxLKKcAFHAocAbwBuBb4REZeWk1SzkWP69OnMnj17QNjSpUtZvnz5kMf29PQwduzYAWGTJ0+mr6+v0DSadSPXSWbdxXnSZsyYwZw5cwaELVu2rKFrGkjXNbVu0E2aNIne3t5C0mid00jPZi/wBWD9qvDvAP+e/fwksBXwa0nvj4g/F5dEK1N1o6fRBg+40WNmHVFanTR16lT3PJrl5+tEa4tWG7VQu2Fb3aht13lGi0Yam9sBF0XE3/sDJI0DvgQ8BnwoIu6UtD1wEfBl4MAyEms2UvT19blRbtYc10lm3cV5cpTr7e0dlY0oa0wjjc2NSYVDpZ2AVwEnRMSdABExX9J/A7sUm0Qrkxs9tbUyzBVW7vV1j69ZYVwnmXUX50lri3Y1at14LlZPA/usAzxUFfY+0nOSLq4KvwnYsIB0mZmZ1eI6yay7OE+aWV2N9Gw+xsrj8LcBngdurgp/HnixgHSZdZR7fM26lusks+7iPGlmdTXSs3kbsLekVQAkbQi8H7gmIl6q2ncT4JFik2hmZraC6ySz7uI8aWZ1NdKzeSJwAXCVpPnAPwOrAT+tse9OrHwXy8zMrCiukyQ1jCEAABaHSURBVMy6i/OkmdU1ZGMzIi6U9J/AV0h3qgBOjIhzK/eT9O5s+6haN/6kk05i3rx5A8K8kIyZWTlcJ5l1F+dJMxtMI8NoiYhe0oTubYH1I+JLNXb7G7A1cHZxyatN0vqSzpT0uKSlkuZL+kCDx86SFDVe15adbjMza1231Ulmo53zpJnV08gwWgAi4jHSJPB62x+hDePwJb0auAxYk/QQ4cXA4cBlkj4QETc2EM0zrLz09t9r7TiUww47jO9///vNHGpmZk3qljrJzBLnSTOrpeHGZhc5GHgn8N6I+BOApCtJE9SPBXZrII6XI8I9mWZmZmZmZiUZsrEpKe9E7oiIdzeZnkZMBv7S39DMTvi8pPOAXklrRURTvZRmZtbdurBOMhvVnCfNbDCN9Gy+hvRg3m6xGXBFjfCbgVWAtwN/HCKONSU9AqwHLAJ+ARwVEc8UmVAzMytct9VJZqOd86SZ1dVIY3PTiHi+9JQ0bl3giRrhT1RsH8yfgZuAW0iN011Icz+3l/TBiFjpYcOSxgHjqoLH50m0mZkVouk6yWW5WSlauk50vjQb2RppbD6cDVE9vXLoahEkTaR2L2Utr4uIx7OfB7uDNujdtYg4viporqQ7gFOBvYFzahx2OHBUg+ks1PTp05k9e/aAsEYfrVL9WBXwo1XMbNhrpU7qWFluNoK1ep3ofGk2gjXS2HwKOBT4nKRbgJ8A50ZErd7FvG4HDmpw3/55mIup3Xu5TvbeTLrOAX5EWrK7VmPzBGBWVdh4YH4T5zIzs+a1Uie5LDcrXqvXic6XZiPYkI3NiNhY0odJjcLJwH8B35N0AfBT4JKIaGqsfkT8jZULmKHcSpq3WW1z4GVSAzYvZe81uwsjYgmwZMABUq1dC9fX1+eeSDOzTCt1UifLcrORqtXrROdLs5Gtp5GdIuLyiDiA9MDez5HmPO4F/BZYKOloSRuXl8wBZgObS3pPf4Ck1YF9gUsj4ukm4tyf9Fn4cShmZl2uy+oks1HPedLM6mmosdkvIv4eEadGxLakVV+PA1YDvgXcJekySZ8qIZ2VTic9U/N8SXtL2gU4H9gIGNAFKGmhpIUVv79J0u8lHSrpI5J2k3QccCJwDfCzktNuZmYF6ZI6ycwyzpNmVi1XY7NSRNwREUeSxtXvDlwC7AicVVDa6p33OeDDwNXAKcAFpFXMdomIG4Y4/GngcaA3O242sBvwXWCniHiprHSbmVl5OlUnmVltzpNmBo0tEDSU9wH/QlpcB+CFAuIcVDbX84AG9ptQ9fuTwJ4lJcvMzDqv7XWSmQ3KedJsFGuqsSlpA1Jj7yBgU9ICOzeRhrieW1jqzMzMhuA6yay7OE+aWb+GG5uSViXdmToI2DU7dglpKOvpEXFjKSk0MzOr4jrJrLs4T5pZLUM2NiW9i1Rw7Mcrz7e8gnR36vyIeL685JmZmb3CdZJZd3GeNLPBNNKzeVP2/iDwH8AZEbGwtBSZmZnV5zrJrLs4T5pZXY00Nn9Bujt18WAP5TUzM2sD10lm3cV50szqGrKxGRF7tSMhZmZmQ3GdZNZdnCfNbDBNP2fTzMzMzMzMrB43Ns3MzMzMzKxwbmyamZmZmZlZ4dzYNDMzMzMzs8K5sWlmZmZmZmaFc2PTzMzMzMzMCufGppmZmZmZmRXOjU0zMzMzMzMrnBubZmZmZmZmVjg3Ns3MzMzMzKxwbmyamZmZmZlZ4VbtdALMzMzMzMxGkxkzZjBnzpyVwpctW8by5csbiqOnp4cxY8YMCJs0aRK9vb2FpLEI7tk0MzMzMzOzwrln08zMzMzMrI16e3u7qgeyLO7ZNDMzMzMzs8K5sWlmZmZmZmaFc2PTzMzMzMzMCuc5m81bBWDRokWdToeZjWAVZcwqnUzHCOay3HJzviyd86XZMDFUeaiIaF9qRhBJ2wHzO50OMxs1to+IqzqdiJHGZbm1yPmyBM6XZsNSzfLQjc0mSXoVsDXwMPByA4eMJxWc2wNF36orM+7hHr/TPjLjH01pXwXYELg+Ip4vOC2jXhNleaWyv4ej7XydOGez53O+LFGT+bJd3512fkdH2t800s7TznN183kGLQ89jLZJ2YfZ8N1MSf0/LoqIhUWmpcy4h3v8TvvIjH8Upv2eItNgr8hbllcq+3s42s7XiXO2eD7ny5I0ky/b9d1p53d0pP1NI+087TzXMDhP3fLQCwSZmZmZmZlZ4dzYNDMzMzMzs8K5sWlmZmZmZmaFc2OzfZYAR2fvwynu4R6/0z4y43farRu0+3850s/XiXM6P44c7fpftvM7M9L+ppF2nnaea9iex6vRmpmZmZmZWeHcs2lmZmZmZmaFc2PTzMzMzMzMCufGZskkfVDS5ZKWSnpa0kWSNm8invGS/kvSVZKekRSSJtbY7whJF0h6MNtnVovpnyjpYklLJC2TtEDSvxWddkkbSpou6VpJiyU9Jel6SQdKyvU9zdIcdV5vyxNXs39PGXFJ+pSkP0t6TtIiSd+V9Oqc5/uApLmS/prF81j2/dytmfTXOccWkuZIeij73i+Q9LXsId2txDtrkP9rSNqgxfh3ys5xR/ZdXyTp/Gbya4Pnm5al+6Yy4rdytPt7UuP8pX9viizjGjxf6eVS1flKrSOsvdr9fa04byl5sZ35oaz6usZ5CrkWHuIcpV4jVJ2r3dcLLV+LNxB/aWWiG5slkrQNcAWwKrAfMAVYD/i9pLfkjO4twL7AM8Blg+z3WWAj4CLguZznGEDSgcClpAe17gPsDpwMrJ4zqkbS/l7ggOx8+wOfBK4FZgE/yHm+fr3AtlWvhU3GVanR/0VhcUnaHzgXuBrYDTgW+Dzp88ljbeAO4CvAPwH/BjwPXCRpn5xx1Urn24A/ABOAw0nfmfOB6cBpLUb/bVb+f34IeBa4LiL+1mL8nwPeCBxP+oy/nP1+fZaXCyPpnaTv5yNFxmtt0bbvSbU2fm+KLOMaUWq5NIiy6ghrr3Z/X8vOi23JDyXX15XnKfJaeDBlXyNUauf1QlHX4o0op0yMCL9KegEXAw8Ba1SEjQOeAM7NGVdPxc+TgAAmDrHfEmBWk2n/B2AZcGQBn8OQaScVrqvVOPYM4CVgXI7zTczOMamk/2tD/4sCP5tVgIeBC6rC/zXb//0t/j2rAg8Clxfw2UzL0vTmqvCzgRdr/Y9bPN+e2fn+tYC4Xl8jbBzwJPDLIr8/pBspJwLzgJuK/Ez8KvfVru9JjXO07XtTZBnXQhoKK5dqxF1qHeFXe1/t/r52ogwvIz+0q76mwGvhJs5d2DVCVbztul4o7Fp8iPOUWia6Z7Nc25IKhmf7AyJiCTAfmCRplUYjiojlRe7XgEOy9xNbjaiRNEXEkxHxYo1N15MaWxu2mo6iFPgZNxrXNsAGwJlV4eeSKoSPt5iGl4Cnsrha1R/HU1Xh/fG/XMA5Kh1MKoh/1mpEEfFojbAlwF3A+Fbjr3BEFl9fgXFam7Txe1Ktbd+bIsu4FtJQZLlkI1gHvq9tL8NLyg/tqq8LuxZuQmHXCJXaWA8Udi3eSW5slmt10tCHas8DY4BN2pucXD4E3AbsmY1Jf1mvzBMso+u+ng8DS2muG//Hkl5Smv/5a0nvLTZpbbNZ9n5LZWBELCMNq9hspSOGIKlH0qqSNpJ0NPBW0nCQVp1Nult5iqSNJb1G0h7AgcBxRV4USNqQNMToFxHxdFHxVp3jdaTP95ah9m0wvk2AY4DDykqztV/R35Ma8Y+K702J5VI9I6WOsDZpZ15sQ35oV33dkWvhdlwjVJ2vjHqg3dfipZSJqxYRidW1ANhGkiLrp5a0GvC+bPt6pLsg3Wij7HUi8C3gVlLD7+ukbv39yk6ApMmkXrtjKu+INeAp4ATS8JYngLcDXwOulrRDRFxXdFpLtm72/kSNbU9UbM/j57zSI/o0sFdE/K6JeAaIiAey+QpzgHsrNh0bEd9qNf4qB5J6vU8vOF4AJAk4lXRT7vsFxXcaMDci5rQan3WHor8ndeIfLd+bUsqlGkZaHWFt0IG8WGp+aGN93alr4VKvESqVWA+061q81DLRjc1ynUj6kv9Q0ndJX8JjeKWLveNDlQbRA6wF7BsR/5OFzZO0BvBVSUdFxN1lnTwrAM8mTYr+dp5jI+JG4MaKoPmSfkW62zQd2LmodLZZ5AwfzJHADNLw3E8BP5d0YESc12ziACS9CbgQ+BswmTRveAfg65KWF1yBTQHujojfFxhnpf8kzf85KCJuKyC+fwW2At5RQFzWPYr+nlQbTd+bUsqlaiO4jrBytTsvlpof2lhfd+paeArlXiNUKqseaMu1eNlloofRligifkq6MzAFWAQ8AGzKK3c9HupMyhqyOHufWxX+2+x9y7JOLGlr4HekL/4e2VyFlkRahexi0vzH4ab/f1GrB3Mdavd4Dioi7o2I6yPiwojYl/R/Plk5HzNTw3dJBeNuETEnIuZFxNHAd4BvSJrQYvwASNqOlJfOKCK+GvFPJ60E+KWImFVAfOsB3yN9DksljZM0jnTDb5Xs91yPsbHOK/p7UiP+UfW9KbFcauTcw7mOsJJ1Ii+2IT+0pb7uxLVw2dcIVecqsx7o2LV4kWWiG5sli4gZpCECmwMTIuIDpAbC/RHxYEcTN7i/1AlX9l7KnahsfPjFpDHqH83mJRalh+Z6ATvt1ux9wNxMSWOAN1PM/IA/klYEfl2L8WwBLKgx7Pn/SJ9/Uc+wO5i0eEH1okktk3QM8A3S6m8/LCja8cBrSZX4kxWvD5L+r0+SVga0YaKk70m10f69KapcatRwrSOsfN2QF4vOD+2qrztxLVzaNUKlNtQDHbkWr1BImehhtG0QEc+TNQiyO0V7k3NoaAecTxoy8lHSqqf9Pkr64l1f9AklbQFcQlr05p8i4u8Fxr0BsAtpufLh5lrSMJcDSP+XfvsCq1WF5ZbNNZhIGkKzePC9h/QQsJmkMVU3CrbN3v/aYvxIGkt6DuvciGg5vqq4jyLNi/hWRPxngVHfDexYI/wEYE3gM6S7vTYMlPg9qTZqvzcFl0uNnG841xFWvo7mxZLyQ+n1daV2XQuXeY1QdZ521ANtvxbvV2SZ6MZmiSS9mzSG+/9Iq269hzSp94+kAipvfJ/Iftw6e98hG9qxNCJ+m+2zFekBvZAaIm+qOO7KiHiskXNFxO8k/ZY0ZGM9XpmU/CXgRxFxf5Fpl7QpqaG5HPh/wNtT2brCgkZXE5N0Lmmy+59IdxvfRnpQ7Rqkz79ljfwvioorIl6S9DVglqSTgF+QJm/PIK2y1nBBkH029wM3AI+THilzIOl/+4UChiz/EJgNzJV0AmnS+UTS3JNLI6LeXbo89iZV7j8tIK4VJH2FdGf618ClGvhg5uezOQ1NiYhnSBPvq8+5JNu+0jbrTmV+T6p18ntTZBnXwLnKLpdqna/UOsLaq+zvazvzYhvzQzvq68KvhRtQyjVCpXbVA0Vfi9dTepkYJT4kdLS/sn/W70lz6p4nDQ39OvCqJuOLOq+FFfvMGmS/iTnPN5Y0pv6vwAukO3tfo+IBykWlnTSWv94+udKepfEm0h3AF0m9gv8DbFbg/3bI/0XRcQH7k4ZUPJ/9T75HxUOSGzzXYcA1pDujL2Xvc4HdC/xsdiYt7PQI6bE1t5Lu/o0tKP75wGMU9MDpinjnFfl/zXHO0h8I7tfw/p7USUOp35t2/o3tKJeqzld6HeFXe1+dypNl5MV25oey6+vsHIVeCzdwvlKuEWr839vynaPAa/FBzlFqmajsJGZmZmZmZmaF8QJBZmZmZmZmVjg3Ns3MzMzMzKxwbmyamZmZmZlZ4dzYNDMzMzMzs8K5sWlmZmZmZmaFc2PTzMzMzMzMCufGpo0qkqZICkkTO52WdpE0T9LCBvedmH0+U8pNlZk1wmXWkPu6zDLLwWXKkPu6TCmYG5tmJZA0SdK0TqfDzKwRLrPMrEguU6yfG5tm5ZgEHNXpRGQ+Amza6USYWVdzmWVmRXKZYgCs2ukEmFk+klYDVomI5xrZPyJeKDlJZmZ1ucwysyK5TBle3LNpI4ak1SUdKekmScskPSXp/yQdNsRx07Lx+RNqbFsoaV5V2MckXSnpcUnPSnpA0vmS3pptnwccmP0cFa8pFXFsKOmU7NgXJD0k6VRJr6+TtndK+oGkRcBzwDY5PpeacxUk7SHpRknPSXpQ0jHAao3Ga2atcZlV9+9zmWXWBJcpdf8+lykd5J5NGxEkrQ7MBSYCFwPnkAqjzYE9gZMKOs8OwK+AvwDfAZYAGwE7A28B7gSmk27kbA8cUHH4H7I43ghcA6wOnA7ckx17KLCjpK0i4qmqU58LPAscBwTwcIt/x2Tgl8BC4BjgJeAg4J9bidfMGuMyK/ff4TLLbBAuU3L/HS5T2sSNTRspDicVsN+JiG9UbpBUZA/+HqQC9CMR8WhF+Lf7f4iISyTtB2wfEefUiONE0p2zLSJiUUU6/xe4FjgCmFZ1zBJg54h4qdU/QNIqwH8BTwDvi4jHs/AfAze3Gr+ZNcRlVoNcZpk1xGVKg1ymtJeH0dpIsR/wJOnu1AARsbzA8/Tfafu4pNw3ayS9lnTX7FfAc5LW63+R7q7dTZrIXu2EIgrYzHuBfwDO6C9gAbK7iD8q6BxmNjiXWY1zmWU2NJcpjXOZ0kZubNpI8Y/A7Y1OFm/BScCNwEzgCUkXSfqipNc1ePympHx3CPBYjdemwPo1jruz1YRX2CR7v73GtgUFnsfM6nOZ1TiXWWZDc5nSOJcpbeRhtDaSRAnHDcgjEbFY0takeQi7AB8CjgeOlvTRiLhmiHMpez8HOLPOPs/WCFs2RLx59Keh1t+tGmFmVg6XWY1xmWXWGJcpjXGZ0kZubNpIcSfwdkmviojncx77RPa+DmkIBwCSXg1sSBrSsUJEvAzMy15IehdwA/BN4GP9u9U5193ZttUj4tKc6SzKPdn722tsqxVmZsVzmdU4l1lmQ3OZ0jiXKW3kYbQ2UpwLrE0q6AaQNNRdqv6hGTtXhR9BVR7J5hRUu510F26dirBnsv0rw4iIxcBFwJ6SVlq2W0mjQ1GadQOwCDio8u+R9BrgcyWf28wSl1mNc5llNjSXKY1zmdJG7tm0keK/gN2Bb2bDOy4mLfn9TtL4/+oCtNKlpILyGEnrAvcB25Ge4fR41b6nSRqfxX8/sAawN7AWcFbFftcChwEzJf0GeBG4LiLuIy3tfRXwe0lnkeY+9JDmEOyRxTMt/0fQmIh4WdIRwM+BP0o6jbTk98HAYuCNZZ3bzFZwmdUgl1lmDXGZ0iCXKe3lxqaNCBHxgqSPAF8BPgUcSypk7wLOGOLYlyXtAfwQ+ALwAqkQ3QG4umr3s4EppIcVvw54mjSZ/BMR8cuK/c4DtgD2AT5JKkQPAu6LiAclvRfoJRWq+2dpfRC4kFT4lSoifiHpE8D/IxXojwKzgN+T/nYzK5HLrHxcZpkNzmVKPi5T2kcRzc4lNjMzMzMzM6vNczbNzMzMzMyscB5GazYMZRPuVx9it2ezBxSbmXWUyywzK5LLlOHDw2jNhiFJ80hzKQZzZkRMKT81ZmaDc5llZkVymTJ8uLFpNgxlE+vXHmK3hyJiQTvSY2Y2GJdZZlYklynDhxubZmZmZmZmVjgvEGRmZmZmZmaFc2PTzMzMzMzMCufGppmZmZmZmRXOjU0zMzMzMzMrnBubZmZmZmZmVrj/DwN7WoTJ2tX0AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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yOFi/+vci3Sz9NOmq407DzDeTNo+n4OVRxJ4kdb04BVixw+1Ppf2jOia3mH8G8w9dH8D0FvPOtx6GH+Z6XVJD+iFS8L0G2LLDz2IF0jMZH8llpnkb25KGrn8yv64Atulk3W0+t4tG+s788qvqV7/qB9LVxaPy9h8mPTZiNulZh7sy71D225Ge8ziL9GiffwKXANs3rXMB0nPIZpHOzgcwZYR8zKDNozrazD9PbOLlIf7n206r9bSJdzNynFid1I39cdIjf84E1myadxItHstBuj/0DzkWReM2SAeq+5FOgj2bY9oZwPqdrLvFfi1GGjjnReA1/f4Nj7VXv8rkeH4x8qM6AlifdF/fbGBi0/LLAA+QTm4t3ZA+gdQIu4s0sNRsUsPzIw3zTKXFYzlIg/DcQzoJNrdckrrJHpa39QxwZ/5NbN4qFpEGIruFlx+NNL1h2vKkgchm5e3MIsXl5ke7TaHNMVzTfBvn+e6kxeNE/OrvS/lL6oikp4F9IuKHkpYlVbxbRMTFefpuwFERsUjHK7UxSdJM0kHH5D5nZdyRdA7p2XerRBqYwqx2rh+sqHwP/N+AP0bEu/udn7HGZdJGq3y/49XAVyPi2/3Oj82r6D2Pz5DOFLbzGtIjHsysDyStSepmfIobjtZjrh+sqB1JPVx+1O+MjFEukzZa7Um6gll0rA3rgaKNx2to83B3SYuQ+l3/oWymzKwYSW+XNAU4jdSl5Hv9zZGNQ64frCOStpK0J6kb3i2kbrVWPZdJGzUkLSZphzw+xMeBE6P1M2utz4o2Hg8DNpJ0CvCGnLaSpHeT7rWYSLpPxMx66zPAiaSRbHeMiJn9zY6NQ64frFPfJ53gupN0z1bZZ1taay6TNposTxpZdm/SYD779jc71k6hex4BJO0OHAEsRBrtaWgFzwGfiYjpVWbQzMxGB9cPZoPFZdLMqla48QiQH0D8YdJDh0U6e3haRPy12ux1lJeFgbeSbrr32Uszq9OCwMqkAT6e7XdmBlGZ+sHx3LrgMjkCl0mzcaMn8bDjxmMOIG8H/hYD9Ow4Se8gDVdsZtYrG8fLz+Aa96qqHxzPrQSXyQYuk2bjWq3x8BUF5n2R9Py4L5LOWg2KvwFcdtllTJw4sd95MbMxbNasWWy88caQ447NVVX94HhuhbhMtuUyaTbO9Coedtx4jIgXJD1E6vJQCUkTgS8DbwbeSBpSerOImFFgNS8CTJw4kUmTJlWVNTOz4bj7VoMK6wfHc+uWy2QDl0mzca3WeFh0tNVfAh+RVHS5dtYEPgY8QTpDZmZmo1PV9YOZleMyaWaVK9JtFeB4YDPgAknTSF0hnmqeKSLu73B9l0bECgCStgE+WDA/ZmY2GKquH8ysHJdJM6tc0cbjTaRhngVMHma+BTtZWUS8VHD7ZmY2mCqtH8ysNJdJM6tc0cbjwbz8jCAzM7Mhrh/MBovLpJlVrlDjMSKm1pSPjkiaAExoSvbwX2ZmfVa0fnA8N6uXy6SZ1aHolcd+2xs4qN+ZMDOz0hzPzQaLy6SZjahQ41HSJp3MFxGXdpedEU0DpjelTcQPsDUz66su6gfHc7MauUyaWR2KXnmcQWf952u5+Toi5gBzGtOkyh47aWZm3ZtBgfrB8dysdjNwmTSzihVtPO7SZh1rAFOAmcCPymXJzMxGIdcPZoPFZdLMKld0wJyT2k2TdBjwp6IZkPSh/O9b899NJS0HPBkR5xZdn5mZ9V4d9YOZdc9l0szqUNmAORHxqKTjgX2BtgGrhV82vZ+a/94HTCqfMzMz66cS9YOZ1cBl0sy6VfVoq48CqxdZICLcod7MbOwrXD+YWa1cJs2ssAWqWpGkRYCdgIeqWqeZmY1+rh/MBovLpJl1q+ijOk5sM2kZYCNgeeDLZTNlZmaji+sHs8HiMmlmdSjabXVKm/RHgDuAfSLiZ91mRtJU0gNq/xwRb+x2PWZm1nNT2qRXUj+YWWFT2qS7TJpZ14qOtlpZN9dmktYF9gP+Xtc2zMysHnXWD2ZWnMukmdWhUGCRtKqkRYeZvqikVYtmQtICwAnA8cBtRZc3M7P+qqt+MLPuuEyaWR2KnpW6F9h2mOkfzPMUtQ8wETigi2XNzKz/6qofzKw7LpNmVrmi9zyO9FiNBYAotEJpdeBgYMeIeFzykzvMzEahyusHMyvFZdLMKtfNcx6HCzSvA+Z0uiKlluJxwPkRcUYH808AJjQlT+x0e2ZmVquO6wfHc7OecJk0s0qN2HiUtDOwc0PSgZI+1WLWZYD1gN8U2P6ngLcAr+9w/r1Jo7GamVmflawfHM/NKuYyaWZ16+TK4wRgtfx/kJ4L9KqmeQJ4AjiRDu9blLQc8F3g28CT+YzXUJ4WzO+fiYhnGhabBkxvWtVE4LJOtmlmZpUqUz84nptVz2XSzGo1YuMxIo4AjgCQ9BKwd0XPBZoILEVqPH67xfRHge8AX2nIyxyausX6Hkkzs/4oUz84nptVz2XSzOrWz+c83gVs1iJ9GrA48Eng/gq3Z2ZmNfEz5cwGi8ukmdWhmwFzKhERTwAzmtMlzcnT55tmZmZmZmZm/VG48ShpDdJzGd8OLM38z4qMiFijgryZmdko4vrBbLC4TJpZ1Qo1HiWtD1wOLAzcDqwO3AwsC6wE3A3MKpOhiJhcZnkzM+u9XtQPZtY5l0kzq0PR/vAHA88B/w5sntP2iohVgD1Io3x9rrrsmZnZKOH6wWywuEyaWeWKNh7fARwbEbfz8oNnBRARxwHnAodWlz0zMxslXD+YDRaXSTOrXNHG4xKkbg6QzmYBLNYw/Q+kYNURSf9P0vmS/irpGUn/lHSxpPcWzJeZmfVXpfWDmZXmMmlmlSvaePw7qZ88EfEv4ElgrYbpSwMLFljf0qR++F8E3gPsDjwLnCNph4J5MzOz/qm6fjCzclwmzaxyRUdbvQF4a8P7S4C9JF1DaojuCfy505VFxG+B3zamSTobuJfUkPxFwfyZmVl/VFo/mFlpLpNmVrmiVx5/BiwradH8/mvAUsDvgYtIN19/tUyGIuIF4DHg+TLrMTOznqq9fjCzQlwmzaxyha48RsSpwKkN76+XtC6wLfAicG5E3FM0E5IWIDVkVyCNALYW8KWi6zEzs/6oq34ws+64TJpZHYp2W51PRDwAHFlyNacB2+f/Hwc+EhHnNc8kaQLpTFmjiSW3bWZmNRiufnA8N+s9l0kzK6urxqOkxYCNgBWBCyPi7yXzsS/wHdKN3f8JnCZp54j4edN8ewMHldyWmZnVpED94Hhu1gMuk2ZWpaL3PCLpM8Bfgd8BJwPr5vTl8+M2di+6zoi4JyL+GBFnR8THgPOBo3J31kbTgNWaXhsX3Z6ZmVWvYP3geG5WM5dJM6taocajpO2Bo0g3W3+S/LBZgIj4J3AesHUF+bqGNIT08o2JETEnImY2voBZFWzPzMxKKFo/OJ6b1ctl0szqUPTK45eB30fEtsCZLaZfC6xXJkOSBEwG5gCzy6zLzMx6pvb6wcwKcZk0s8oVvedxfWC/Yab/jTRiakck/RS4D7gOeBhYGdgZeCfw+fzYDjMzG3yV1g9mVprLpJlVrmjj8UWGv1q5CvBkgfVdCexIejzHUqTnO14LfDAizi6YNzMz65+q6wczK8dl0swqV7Tb6p+Bd7eakAe3+TDwx05XFhE/iIiNImLZiHhF/vtuNxzNzEadSusHMyvNZdLMKle08fgD4L2SDgGWGVqHpLWBX5JG8Sr7zEczMxt9XD+YDRaXSTOrXKFuqxFxqqT1gQOA/XPyeaQRvAQcFBHnVptFMzMbdK4fzAaLy6SZ1aHoPY9ExIGSfk26V3EdUgC6EzglIq4tuj5JG5AeSvs20n2P95GeRXR4RDxbdH1mZtYfVdcPZlaOy6SZVW3YxqOkE4EfRcTV+f0mwK0R8SfgT2U3Lmkd4ArgdmBv0oir7wS+Cbwe+ETZbZiZWfXqrh/MrBiXSTPrhZHueZwCrNHw/vfAlhVufwdgEWD7iDgtIi6OiAOBnwEfk/TKCrdlZmbVmUK99YOZFTMFl0kzq9lIjceHgRUb3qvi7T+f/z7WlP5YnvZixdszM7Nq1F0/mFkxLpNmVruR7nm8AjhQ0qrAozltO0lrDrNMRMQhHW7/FOC/gGMk7QvMBjYDdgb+NyJe6nA9ZmbWW3XXD2ZWjMukmdVupMbj3sBJwBdIZ7AC2C6/2gmgo0AUEfdL2hA4A7inYdK3IuJrzfNLmgBMaEqe2Mm2zMysUqXqB8dzs8q5TJpZ7YZtPEbETGBTSQsBKwEzScHpzCo2Luk1wNnAQ8C2wBxgU2B/SS+1aEDuTRqZ1czM+qiC+sHx3KxCLpNm1gsdPaojIp4D7pd0EnB1RNzXyXKSFiCdtXoor6PZocASwAYR8XROmyEJ4OuSTsjBcMg0YHrTOiYCl3WSHzMzq1a39QNwBPA74J+8fP+747lZSS6TZlanQs95jIhdCq5/eeBe0mhfF7eYvgFwS0PDcci1pMF81iGdORva/hzS1cm5ckPTzMz6qIv6YSHSQemWEXExOJ6bVcll0szqMNJoq1UYLvI8CKwn6VVN6Rvlv3+tJ0tmZjYAfGRqNlhcJs1sWIWuPNbgSOA3wPmSppEe0TEZ2Be4MCJu7GPezMzMzMzMLOvFlce2IuIMUpfWZ4GjSTd1b0sa+WubPmbNzMzMzMzMGvT7yiMRcSFwYb/zYWZmZmZmZu319cqjmZmZmZmZjQ5uPJqZmZmZmdmI+t54lPQfki6W9KSkxyWdI2n9fufLzMzMzMzMXtbXxqOkDYHfk+693BGYAiwHXCppzT5mzczMzMzMzBoUajxK+rqk9YaZvq6krzckPQJsBlzXZpGDgYeBd0fEGRHxa+BdQADfKJI3MzPrnxrqBzMrwWXSzOpQ9MrjVOANw0xfDzho6E1EPB8Rl0TEY23m3wi4OCKeblhmDnAZsI2kBQvmz8zM+mMq1dYPZlbOVFwmzaxiVXdbXQR4ocD8C5Ge8djsWeBVwOpVZMrMzPquaP1gZvVymTSzwkZ8zqOkJYEJDUnLSlq1xazLkO5bfKDA9m8BNpSkiIi8vVcCb8vTlwPubMjLhKa8AEwssD0zM6tImfrB8dysei6TZla3ERuPwD7AUJ/4AKblVysC9i2w/e8DJwBHSjqUdCX0YF4OVi81zb83DV0szMysr8rUD47nZtVzmTSzWnXSeJyR/4oUkH4D/KVpngCeAK6KiCs63XhEnChpeeBAYM+cfCXwP8B+wINNi0wDpjelTSTdI2lmZr01I//tpn5wPDer3oz812XSzGoxYuMxIi4BLgGQ9BrghxFxdVUZiIjvSJoGvBb4V0TcJ+lY4L6IeKBp3jnAnMY0SVVlxczMCihTPziem1XPZdLM6tbJlce5ImKXOjIREc8CNwFImgR8FDikjm2ZmVn16qofzKw7LpNmVodCjcchktYC1gSWJXWNmEdEnNzhev4d2Aa4ljTC6huB/YFraN9H38zMBlRV9YOZVcNl0syqVKjxKGlF4CRgy6GkFrMF0GkgehbYHNgLWAy4h3S/4/ciwsNHm5mNEjXUD2ZWgsukmdWh6JXHH5CC0DHAxcDsMhuPiNuATcqsw8zMBkKl9YOZleYyaWaVK9p43JJ08/WeI85pZmbjiesHs8HiMmlmlVugi/n/XEdGzMxsVHP9YDZYXCbNrHJFG4+XAf9e1cYlTZcUw7xWqmpbZmZWq0rrBzMrzWXSzCpXtPH4X8C2kravaPuHABs1vTYBngaujoiHKtqOmZnVq+r6wczKcZk0s8oVvefxGOAJ4DRJD5JGR32xaZ6IiM07WVlE3A3c3ZgmaTtgUeCEgnkzM7P+qbR+MLPSXCbNrHJFG4+rk4Z1vj+/X7Xa7ACwK/AUcGoN6zYzs3r0on4ws865TJpZ5Qo1HiNiUk35AEDSysB7gJ9GxON1bsvMzKpTd/1gZsW4TJpZHYpeeazbzsCCtOmyKmkCMKEpeWLdmTIzs2o5npsNFpdJM+vEoDUepwB3RcSlbabvDRzUu+yYmVlNHM/NBovLpJmNqHDjUdIawD7A24GlmX/E1oiINbpY7zuAtYEDhpltGjC9KW0iaThqMzPro4L1g+O5Wc1cJs2saoUaj1R+X9EAABs+SURBVJLWBy4HFgZuJ92MfTOwLLASaeTUWV3mZVfSKGAntZshIuYAc5ry1OXmzMysKkXrB8dzs3q5TJpZHYo+5/Fg4DnSQ2eHhnbeKyJWAfYg9ZX/XNFMSFoM+DBwfkT8tejyZmbWd7XUD2bWNZdJM6tc0cbjO4BjI+J20vDPAAKIiOOAc4FDu8jHR4HFgRO7WNbMzPqvrvrBzLrjMmlmlSvaeFyC1M0B0tksgMUapv+BFKyK2gV4GDiri2XNzKz/6qofzKw7LpNmVrmiA+b8ndRPnoj4l6QngbUapi9NetRGIRGxcdFlzMxsoNRSP5hZ11wmzaxyRRuPNwBvbXh/CbCXpGtIVzH3BP5cUd7MzGz0cP1gNlhcJs2sckW7rf4MWFbSovn914ClgN8DF5Fuvv5qddkzM7NRwvWD2WBxmTSzyhW68hgRpwKnNry/XtK6wLakx2ycGxH3dLo+SZsDOwEbAa8GHgGuAQ6KiBuL5M3MzPqn6vrBzMpxmTSzOhTttjqfiHgAOLLLxT9Net7Q4cCtwIrAvsAfJU2OiKvK5s/MzPqjZP1gZhVzmTSzsko3Hkv6XET8ozFB0u+Ae4EvA9v3JVdmZmZmZmY2j8KNR0kbkW6yfi3pqqGaZomIWKOTdTU3HHPaHEl3AhOL5s3MzPqnyvrBzMpzmTSzqhVqPEr6BPBj4HngDuD+qjMkaXlgPeDnVa/bzMzq0Yv6wcw65zJpZnUoeuXxAOB2YIuIeLDqzEgScCxpFNj/aTF9Aml0sEa+Qmlm1n+F6gfHc7PauUyaWeWKNh5fA3y5joZjdhiwDbBLRNzaYvrewEE1bdvMzLpXtH5wPDerl8ukmVWuaONxFrBwHRmR9E3gi8BeETG9zWzTgOZpE4HL6siTmZl1rGj94HhuVi+XSTOrXNHG4w+BHSUdHhEvVpUJSQeTHlS7b0S0HUI6IuYAc5qWrSobZmbWvUL1g+O5We1cJs2sckUbj9eRHp9xjaSjSI/UmC8gRcSlna5Q0kHA14CvRcRhBfNjZmaDofL6wcxKcZk0s8oVbTxe1PD/8UA0TVdOW7CTlUn6IjAV+D/gQkkbNkx+NiKuL5g/MzPrj0rrBzMrzWXSzCpXtPG4S8Xb3yr//UB+NboPmFTx9szMrB5V1w9mVo7LpJlVrlDjMSJOqnLjETG5yvWZmVl/VF0/mFk5LpNmVocF+p0BMzMzMzMzG3zDXnmUtAm8fDP10PuR+OZrM7OxzfWD2WBxmTSzXhip2+oMICQtGhHPDb0fZv6ubr6WNJn0qI63AQsBM4FpEXFskfWYmVnPzKAH9YOZdWwGLpNmVrORGo+7kgLL8/l95TdfS9oZOAE4Dvhe3tY6pEakmZkNptrrBzMrxGXSzGo3bOMxIqY3va/05mtJrwaOAb4aEd9tmHRRm0XMzGwA1F0/mFkxLpNm1gv9HjBnt/z3+33NhZmZmZmZmQ2r6HMeAZD0WuC1wLKkPvPziIiTO1zVJsCtwHaSvg6sCfwN+Anw9dxn38zMRokK6wczq4DLpJlVqVDjUdLKwEnA5kNJLWYLoNNAtEp+fR/4GnAz8E5gf+DVwI5N258ATGhax8QOt2VmZjUpWj84npvVy2XSzOpQ9MrjscBmwDTgMuDRkttfAFgC+FhE/CKnzZC0KPAlSQdFxF0N8+8NHFRym2ZmVr2i9YPjuVm9XCbNrHJFG4/vBI6IiC9VtP3ZpK4U5zelnwt8CXgT0Nh4nAZMb5p3IikomplZ/xStHxzPzerlMmlmlSvaeHyCeRtzZd0IbNgifahrxUuNiRExB5gzz4xq1QvDzMx6rFD94HhuVjuXSTOrXNHRVv8P2KLC7f86/31fU/r7SP3w/1jhtszMrD5V1w9mVo7LpJlVrmjj8YvAapIOl7S6Sp6SiojzSF1Uj5K0l6QtJH0L2Av4YUTcV2b9ZmbWM5XWD2ZWmsukmVWuUOMxd2k4CfgCcCfwgqQXm14vFMzDh4HjgX2Bc4CPAAcCexZcj5mZ9UlN9YOZdcll0szqUPRRHfsC3wb+DlxD+dFWiYgnSYPjVDUIj5mZ9Vgd9YOZdc9l0szqUHTAnM8DM4D3RMTz1WfHzMxGKdcPZoPFZdLMKlf0nsdlgNMchMzMrInrB7PB4jJpZpUr2nj8M7BqHRkxM7NRzfWD2WBxmTSzyhVtPB4A7C7pLVVsXNJkSdHmtU4V2zAzs56otH4ws9JcJs2sckXvedwJ+CtwlaQrgXuAF5vmiYjYreB69wMubUqbWXAdZmbWP3XVD2bWHZdJM6tc0cbjlIb//yO/mgVQNBDdERFXFVzGzMwGx5SG/6usH8ysO1Ma/neZNLNKFGo8RkTRbq5mZjYOuH4wGywuk2ZWh6JXHuvyI0mnA08ClwEHRcR1zTNJmgBMaEqe2IP8mZlZhRzPzQaLy6SZdaKrxqMkARsAq+eke4DrIyIKruoxYBrpOUSPAK8DvgL8QdKmEXF10/x7Awd1k2czM6tfgfrB8dysB1wmzaxKhRuPkt4DHA28pmnSTEmfjYjzO11XRFwPXN+QdJmks4CbgG8CWzQtMg2Y3pQ2kXS10szM+qhg/eB4blYzl0kzq1qhxqOk/wDOInUvPZLUyANYl3Rj9lmSNouIK7rNUEQ8JOl3wAdbTJsDzGnKU7ebMjOzihStHxzPzerlMmlmdSh65fHrwEPA2yPib40TJB0GXJ3neU/JfC1AGgHMzMxGh17VD2bWGZdJM6tc0ZG43g4c2xyEAHLaccCGZTIkaSVgS8CP7jAzGz1qrx/MrBCXSTOrXNErjwsB/xpm+uN5no5I+inpxu0/AY8C6wD7AYsC+xfMm5mZ9U+l9YOZleYyaWaVK3rl8VZgB0nzNTpz2kfzPJ26EdgK+DFwATCV1I3ibRFxbcG8mZlZ/1RdP5hZOS6TZla5olcejwGOBS6S9F3glpy+LvBlUheJ3TtdWUQcChxaMA/NFgSYNWtWydWYmQ2vIc4s2M98DKgq6gfHcyvEZXJYLpNm40iv4qGKPppR0neAL7WZfFhEfKV0rorl5z3Aub3cppmNe++NiPP6nYlBU7Z+cDy3ElwmW3CZNBuXao2HhRuPAJLWArYGVgME3A2cFRF3VJu9jvNyO7ApcH+vt98jQ89Z2hgYq6f/xvo+jvX9g/Gxj6sClwBr9yPejQZl6odxEs+7NR7KVzdcJkfgMtmx8VTGvK9jU0/iYdFuqwDkDB1WcV669Vz+e39EzOxnRurS8JylWd7H0Wms7x+Mu318brj5xrOS9cOYj+fdGg/lqxsukyNzmezMeCpj3texqVfxsOiAOWZmZmZmZjYODXvlUdLFXawzImLzLvNjZmajgOsHs8HiMmlmvTBSt9XVgeabIhcDlsv/zyH1n18qv38YeKKy3JmZ2aBy/WA2WFwmzax2w3ZbjYhJEbHa0AvYHHgaOAJYJSKWiYilgVWAI4Gn8jy9NAf4Rv47VnkfR7+xvn/gfRxXaqof/Pm258+mNX8umctkad7Xscn7WrFCo61KOhN4KiI+1mb6L4BFImKbivJnZmajgOsHs8HiMmlmdSg6YM5k0hCw7cwANus2M2ZmNmpNxvWD2SCZjMukmVWsaOMxgNcNM31d5u9vb2ZmY5/rB7PB4jJpZpUr2nj8HfAZSZ9Qw8NElOwM7JHnKU3S4pKOlPQ3SU9LulbSBztcdg1JZ0h6TNK/JJ0j6fVV5KtK3e6jpE9KOkvSfXm5O/N6lu9Fvoso8z02rEOSLpYUkqbVlddulPydStLukq6T9JSkOZKukvT/6s53ESX3cXtJV0h6NL+ulPSRuvNchKSJko6QdLmkJ/LvbHKB5d8s6SJJT+Z9/IWkf6sxy4NquPphd+CzwMJjNZ53q0Q9MDX/VptfD/Ui33VzuazEUJn8VIvf2DQ6OGYrUv4kfUHSHZKelXS3pH0l9fSRcL04rmpT7kLSp+vZq7Z57knsGOXf68xhvq/bmuYdlO+1J7FP0islfSP/5p+VdLOk3TraSER0/AImAvcCLwIPkrpDzMj/vwjMBCYWWecw27oAmA3sBrwTODlv430jLLdCzs8NwDbAB4CrgH9WlbeqXiX28a/AT4D/BDYFPgM8lD//Cf3eryr2sWkdu+fvNIBp/d6nqvYPOIF0U/NXSd2L3g98Hdiy3/tVxT4CO+fv7HTgvfl1ek7btd/71ZDPycA/gPOAM3P+Jne47OuAfwEX5/37EHA7cCeweL/3rcef43D1Q+T0L43VeF7ic+u2fE3Nn+sWwIYNrzf1e58q+lxcLst/hkNlMoCX8mdwA2mgnAD+Plw5KlL+gAPz7/bg/N19FXgeOLTH+1z7cVX+7H7RVO42BFYYJfvacewYA9/rBi2+p0/l/T+0ad5B+V57EvuA43Ms2Cdv83/ytj494na62KmlgG8BN5NG8Xo6//+t5gJW4oN7X96BbRvSBFwO3DrCst/NeVqlIW1Z4HHgmF7+AGrcx/l+yDnYBfD5fu9bFfvYMP+/kRpY2zNgjceS3+H2OfBt1O/9qHEfZ5Aq3gUa0hbIaTP6vW+NeWr4f5uCgfo00sHVYg1p6+Tvdr9+71sfPstW9cN9+TPdsYvf0KiI5yU+rzLla2pedqBOGFb42bhcVvM5fih/dvcz7zHbA8DtIyzbUfnLaU8DRzQt/01SQ6MnJ3pKlqeOj6sYgGORXsSOsfC9tlnfkXl9aw3a95rzUXvs4+Uu6/s0Lf9T4BHSQFptt1P4snNEPBYRX42IdSNi0fxaN6dVNTTstsBjpBb30HYDOAlYZ4QuS9sCF0TEgw3LzgbOBrarKH9V6HofI+IfLZL/mP9OrDKTJZX5HoccA1waEb+qJ4ullNm/z5P268p6s1hamX18HngiIl5qWPYl0nPFnq0nu8U15q8ISa8knYk/PSKebFjfbaSz89tXk8PRo1X9QOoW9xjw84b5xlo871YVMXJMcrmszLtJv7FJjcdspCtJa1VU/t4DLEL63TaaTnqeeKFbVUoYD8dVQ3oRO0b999pM0kKkq8uXR8QdVWe0Cj2KfUON0lOaVjMdWJp0dbetnvZZLmA94JYWH+BfGqbPR9KiwBrATS0m/wVYQdIKleWynK72cRhDX3Srfe+XUvso6WOkkeA+V0PeqtDt7/SVpK4QN0r6lqS/S3oh9zffucb8dqPMd/gD4HWSDpC0nKTlJR0ArA0cXkNee211YFHax5uiZXisGg/xvFtV1AO3Snox3wt03Bj4TMpyuZxXL8rfeqQD0ZsbZ4qIO0lXrnr1mffyuOoT+d67ZyRdrd7fy9+L2DEWv9dtSFdUT2wzvd/faxlFYt96wEMR8XCL+WCEz3RQG4/Lki6bNnukYXorS5MuZXezbK91u4/zkbQM6TL8naRL1oOi632UtBzpwcYHRMQDNeStCt3u37LAwqR7ArcG9iT1Tb8RmC7pUxXns4yuv8OIOJN0ZvJLpHtk/gHsD3w4Is6rOJ/9MLTv7T6fRfMB2Hg3HuJ5t8rUA3eT7j/aBdgSOBrYAbhK0tJVZnKUcbmcVy/K37Kk50m26lHy6DDbqFqvjqt+Sqq33wV8gtSQOlXSXkUzXEIvYseY+16BXUm9n1odKw/C91pGkdhX6jN9RVfZ643oclrZZXupdD4lvQo4A1gG2KRNIe+nbvfxSNKN/j+oNjuV62b/hk7aLEK62fs+AEkXks4cfR04rrIcltfVdyhpS+BnpO6KvwIWBHYEfi7pQxHx20pz2T+jJd7003iI593qav8iorm70cWSriJ1E/4c8N8V5G00G+u/myJ6Uf4G5fOu/bgqIj7eNP/ppHv8/1vSsRHxdKEcd68XsWMsfa8TSY3lHzd265y7ksH5XssqU2ZjmGlzDeqVx9m0bvUuk/+2ai1DOhMSXS7ba93u41z5DMJZpNGk3hcRfxlhkV7rah9zo+OjwL7AkpImSJqQJy+c3w/CiY+yv9PbhhqOMLcP/3nAxAHqetbtdyjS/QgXR8SnI+KCiDgvInYi9b3/fi257a3Z+W+7z+fpiHimh/kZVOMhnnerdD3QKCIuAP4GbFQyX6OZy+W8elH+ZgOLSVq4xbxLD7ONqvXluCp3p/wJsDi968rZi9gxZr7XbAqp3dOuy+o8+vS9llEk9rX7TIe7ejnXoDYebybdK9Wcv/Xz35b39eWzAvfQ+kteH/hnm5ui+6GrfRwiaRHSzcMbAR+IiCuqz2Jp3e7juqTf5gxSBTb0Avh0/n+LSnPanTK/07varHPo+Xhd3TBdg26/wxWBlYFrW0y7Flgt/4ZHs3tof9/H+gzW/cf9NB7iebdK1QNtLMDgxI9+cLmcVy/K382kumvdxpkkrUn7e7Dq0M/jqqFt9qrs9SJ2jInvFeae0J5COmk/yN9rGUVi383ASpKaG5AdfaaD2nj8DTAB2Kop/ROkoaVvGWHZLSWtNJSQ+65vBfy66oyW0PU+5rNAZwAbA1tHxCW15bKcbvfxdNJAOc0vSN0fNwOuqTy3xZX5nf6aFAwnDSXk4PZe4J4WNzH3S7f7+CjwDPC2FtM2BGaP9rP/EfE88Ftg+9zNCQBJa5EOPgYp3vTTeIjn3Srz2cxH0rtIJ26uqiZ7o4/L5Xx6Uf7OJY2gvVPT8jsDL5BGZ+2FvhxX5UbNjqTn6908wuxV6UXsGPXfa4NNSQNAdXTVEfr2vXatYOw7g3RiYJ6uuqTvdg7w+5E2NnCvvEMXAw+Tbm7djDR87EvAVg3zzSD39mtIW5H0YNc/kQYjeT9wJekS7ar93reK9vFsUneSbzD/w0zX6Pe+VbGPbdY3EM/gqeg7XJb0nK3bgI+RGo2n5338aL/3raJ9PDzvz/GkIb/fD5ya0w7o97415fVD+fWdnL+D8vv3NswzE5jZtNzrSTffX5j3cfv8nd4NLNHv/RqEV8nf0KiI5336bK4nPdz5faT7eA4iHeTcyRh59qPLZd9/Yx2Xv/zdvEB6huCmwFeA54DDRsm+dnRcRRoA7jhSvT2ZNNDMJXnZz46Sfe04doz277Vh2smkx4et2Gb6QHyvDfmpPfYBPwaeAvbO3+1heVufGzF/vf5ACnxwS5IGS3mIdAXjT8A2TfO0/KEAryV1PXg8f4jnAuv2e5+q2sf85bZ7Te/3flX1PbZY10A1HsvuHzAJ+CUvX6X7Y/Oyg/Aq8TtdENgDuI50JusR0lnNjwPq9361+G21es1smGe+QJ3T30qq2J7M+3ka8Op+79MgvcZDPO/1Z0MaiOrO/Lt7jnRwcDiwTL/3qcLPxuWyj7+xnN5R+SMd4O+df5PPkga825+GB54P8r4O81ub57iKdPXrMtII4s/n39ZFNDRiRsG+dhw7Rvv3mtOXyPt65jDrH5jvdYTf48yGeUrFPmAh4BDg/vzd3gp8qpP8Ka/AzMzMzMzMrK1BvefRzMzMzMzMBogbj2ZmZmZmZjYiNx7NzMzMzMxsRG48mpmZmZmZ2YjceDQzMzMzM7MRufFoZmZmZmZmI3Lj0fpG0hRJIWlyv/PSK5JmSJrZ4byT8+czpd5cmdlIHK9GnNfxyqwAx5QR53VMGVBuPNqYJ2kbSVP7nQ8zs5E4XplZlRxTrGpuPNp4sA1wUL8zkb0LWLvfmTCzgeV4ZWZVckyxSr2i3xkwG80kvRJYMCKe6WT+iHiu5iyZmbXkeGVmVXJMGZ985dFqIWkhSftKukHSU5Iek3StpD1HWG5q7uM+qcW0mZJmNKW9X9Ilkh6W9LSk+yX9WtJaefoMYOf8fzS8pjSsY2VJx+Rln5P0oKRjJa3QJm/rSvqepFnAM8CGBT6Xlv39JW0t6XpJz0h6QNLBwCs7Xa+Zdc/xqu3+OV6ZdcExpe3+OaaMAb7yaJWTtBBwPjAZ+B3wE1KAWR/YDvhBRdvZFDgLuBH4NjAHWAXYAlgTuAP4JukkycbATg2LX5HXsSpwJbAQcAJwd172M8Bmkt4SEY81bfqnwNPA/wIB/K3kfmwL/AqYCRwMvADsAnygzHrNbGSOV4X3w/HKbBiOKYX3wzFllHHj0eqwNylofjsivto4QVKVV7u3JgXFd0XEPxrSDxn6JyIukLQjsHFE/KTFOr5POru1QUTMasjnL4GrgH2AqU3LzAG2iIgXyu6ApAWBI4BHgLdFxMM5/UfAX8qu38xG5HjVIccrs444pnTIMWV0crdVq8OOwKOkM0jziIiXKtzO0Nmw7SUVPhEiaSnSma2zgGckLTf0Ip0Bu4t0c3ezaVUEzezNwKuBHw8FTYB8pu+HFW3DzNpzvOqc45XZyBxTOueYMgq58Wh1eC1wW6c3UJfwA+B64GjgEUnnSPqCpOU7XH5tUhnYDfhni9fawIotlrujbMYbrJ7/3tZi2i0VbsfMWnO86pzjldnIHFM655gyCrnbqtUlalhunt9rRMyW9FZSX/4tgU2Aw4FvSHpfRFw5wraU//4EOKnNPE+3SHtqhPUWMZSHVvutFmlmVj3Hq844Xpl1xjGlM44po5Abj1aHO4DXSVo4Ip4tuOwj+e8ypG4TAEhaBFiZ1I1iroh4EZiRX0h6A3AdcCDw/qHZ2mzrrjxtoYi4sGA+q3J3/vu6FtNapZlZtRyvOud4ZTYyx5TOOaaMQu62anX4KbA0KXjNQ9JIZ5KGukNs0ZS+D02/19wvv9ltpDNlyzSkPZHnb0wjImYD5wDbSZpvqGklnXb/6NZ1wCxgl8b9kbQk8Omat21mjldFOF6ZjcwxpXOOKaOQrzxaHY4AtgIOzF0qfkcapnpdUh/65qDY6EJS8DtY0rLAvcA7SM8Rerhp3uMkTczrvw9YFPgosARwcsN8VwF7AkdL+i3wPHB1RNxLGo76cuBSSSeT7h9YgNQPf+u8nqnFP4LORMSLkvYBTgOukXQcaZjqXYHZwKp1bdvMAMerjjlemXXEMaVDjimjkxuPVrmIeE7Su4AvAv8JfIsUOO8EfjzCsi9K2ho4Evg88BwpMG4K/KFp9lOAKaQH4C4PPE66wfpDEfGrhvl+DmwA7AB8mBQYdwHujYgHJL0Z2I8UKD+e8/oAcDYpoNUqIk6X9CHg66Qg/Q9gOnApad/NrCaOV8U4XpkNzzGlGMeU0UcR3d7Ta2ZmZmZmZuOF73k0MzMzMzOzEbnbqllJ+Sb0hUaY7en80Fszs75xvDKzKjmmjD/utmpWkqQZpPsRhnNSREypPzdmZu05XplZlRxTxh83Hs1KyjebLz3CbA9GxC29yI+ZWTuOV2ZWJceU8ceNRzMzMzMzMxuRB8wxMzMzMzOzEbnxaGZmZmZmZiNy49HMzMzMzMxG5MajmZmZmZmZjciNRzMzMzMzMxvR/wdbOnB7vi7w+gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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UOFtEyrr4bBl2aOVD2Mb8nQDGmIdFZBxwu4isNca84lw/G7gAeFRExmO30RDsiIjehG/vEym4sN88EXkCW07XG2PWY7ehuE5E/gdYg92u51+JPq/1r9jnllki8nHsS+5txpg/A/dhV3d+WETOxq5U/znsC6B/OJ/HzRjzgYgsxs5bBF1zwVNuG4u/xL4peEpEdmG7iSOHFxpjTKdNx1VOeQK4HzgBdwvbBO3ELrLyALbx0uKkeVOCCyyk0nexDcRbgQHYvYquNMbE0/M3C/tG7t+d7xXsUNwmY0yViOzGNvCCvYF/By4xxrjufTXGbBaRF7GVi/Yqqp6UqnplBnZxla9g39QPwK56+iZ27s2CkGsXYl/GfA/71vsgttfxsoiH6d9jH3i+hX0QysMOyc+ExmITtvxXYldFFewiPjcaY3bH8f1XON97N3ZoXD3HFqG5AruP2pXAg05efwBuD2mQu/Ek9qG5P7oqpx/0WS81vu18RfMZ7P3lMPCdiKk9V2Pr/ydE5LPGmA+cxtM5wI+x+yJegt1WawP2ZX6XjDH/JyK3YJ9dfo1tK/wEu5jODCedy7H3z3exL2/+im08hqazQ0T+FbgF+38qH7uy7p+NMR+KyJeddCdj75N7sPuqzjGd91iMxyPYxuJm7P1FeUTcLJQkItuJY06GMWZkd9coFY3zf2y7Meb8FIeSc0TkGezec8OMMYdTHY/KDVqvKLecOey7gb8aYyakOp5so2VSZSJnvuKfgR8bY+5JdTzZxFXPojFmhE9xKKVSSERGYYcNP6wNRdWTtF5RCbgCu0T/r1IdSDbSMqky1PXYof862sBjPbm5sFIqzYjIF7GrFN6AHe77UGojUkqp6ESkFLsn7h3Y4XTLUxqQUiqlnMV1SrGrw5cBj3SxX6xKQkKNRRE5CRjHsY2/twKrExxjrJRKne9j51VuBa4wxmxPbTgqV2m9ouLwX9h95V4DrnG5JZNyScukygAF2Lmch7CL79yc2nCyk6s5iwAicg12gnp/wjf+PATMMMbo4hhKKaXipvWKUulFy6RSKsjtAjeTscv3bsW+4VvvfPRp7P5upwJTjDE10VNIH84E+S9gJ8nr20mllF96AUOxi3EcTXUw6caLekXv5yoBWi67oGVSqZwT837otrH4CnZS+ReNMYciPjsRuzfLB8aYryQVcvdxFGG3DPg88FmgH/A1Y8xLLtL4CnavGqWU6gnnhuyBpRxe1Ct6P1dJ0HIZQcukUjkr6v3Q7ZzFfwJ+GnnzADDGfCQivwVuTzBAN0Zh96J5HViL3aPFrd0AL7/8MkVFRR6GppRSx+zcuZNzzz0XnHuO6sSLekXv58oVLZcxaZlUKod0dz9MZIEbifGZuwmQiftfY0whgIhMIbHGYhtAUVERI0aM8DA05aUNGzYwffp0nnjiCUpKSlIdjmsNDQ3MmDGDyspKCgoKUh1O2qitreXGG2/kZz/7GRdddFGqw+kpOhSra8nWK3o/V4nSchmdlkmlMtD48ePZvXs3RUVFPPvss26/Per9MM9lIn8HvucsVRtGRPoDVzrX+MoY0+53Hio9zJw5k0OHDnHTTTelOpSEVFVVsW7dOqqqqlIdSlq59dZbAbj5Zl24TKVHvaKU6qBlUqkMtXu37RzcuXOnZ2m6bSw+gN2T7XUR+XcR+ZrzdT12KesS4H7PolM5bcOGDWzevBmATZs2UVdXl+KI3GloaGDJkiUYY3j66adpbGxMdUhpoba2lkAgAEBLS0sib75UdtF6Ran0omXSI42NjVx55ZXs3bs31aGoHDB+/PiwY69GbrkahmqMWebcLOZhV8gKDkUQoAm43hiTdpvkisgAYEDE6Y5B9HPnzmXp0qUdHzQ1NdHeHl/nZV5eHv36HXv5dskllzBr1qyk4nXDy9ih5+OPZebMmWHHN910E7W1tXF//5QpU8LerBw5csTV7+aEE07oOC4qKmLZsmVx5w22VzGYX3t7O1VVVcyZM8dVGkFz587t1Fiur68HoLi4OOx8SUlJzH/DyN8L9OzvJtirGHTzzTcndUPz8neTTPqJpK3c1yvd3c972nXXXcf774fvAX306NG4y1NQXl4exx9/fNi5IUOG8Ktf/SrpGJVyw+syOW3atE51ztGjR2lri38EcK9evTqVj6KiIhYtWtRxPG/evE51UXNzs6uymJeXR9++fcPOTZkyhVtuuSVmPt3l9bWvfc11PsG8IuufHTt20Nzc3P0PA/Tt25fhw4eHnSspKemUj0pMtH8fSN2/UbBXMcir3kXXcxaNMVUi8jvg68BI7M1jC3aj1g89icp7PwQSe0pXKRPsVQzatGmTq+/fv38/TU1NYTdkN6v/Bq9tbm5m//79rvIGqKmp6ehBCwQCrFixIuHGYjTx3ogi7d+/n6ZDTRx//LEGX3u7wbTH97tpx9AasJX80aNHXP9ugr+ToJaWFlffH49Efzfpkn6ucVmvpNX9/MMPP6T5cDPHHZ/fcc6YdozLKfzGtNPafqxstBwN8OGH6VqlqmznZZncv38/Hx06ZBfnD2rH1SoXbaadlpDyQRsJ1cuZpq6ujg3vbGDkqBEd51rbW2mPczZWa3srhwPH6qttm7d7HGFuq6ur48033mLwSYVh55uamgm0Bbr4rnAm0MyurXs6jvcebPA0Ri8kssANxpgDwKJuL0wfPwMWRJwrwlnWedasWRnbI5DJsXdn1KhRYQ3G008/3dX3FxcXM6xoGFWP/CKpOCquvZ78XvndXxihtLSUxYsXEwgEyM/PZ/LkRNZhsqL9G0+fPh2AhQsXukqruLiYj/UdyM3Xzk44nqD7HrmLAQUnuvqe/Pz8sAbjcccdl1QMXv5uUpG+slzUKzHv5z1t2LBh9B14Alfc+C1P033iwScZcMJAT9NUyg2vyuTw4cN5/+g+Wj/b37PYer9xqFNvzC233NIjPWbx5nPnnXeydOnSjmeAqVOnMnu2+3p35KgR3PXznyQSaiez/1/avGfLGoNPKmTKOVd4lt6yV5/wLC2vuJ2zmJGMMQeMMdtDvwDvZn4qX9x/f/iUiAceeCBFkSSmoqKCvDxbxPLy8qioqEhxROnh3nvvDTu+7777UhSJykR6P1cqvWiZjG7lypVho4vcTKNRKhGFheE9nEOHDvUk3Zg9iyLyAnagwARjTKtz3B1jjBnrSXQqp40ePbqjd/H000/PuK0zCgsLmTp1Kk8++SSXXnqpbp3hmDRpErfeeiuBQIDjjjsul7bOUGi9olS60TLpj4kTJ4b1LE6aNCnVIaksd/755/PUU091HH/1q1/1JN3uehZP5dhY9dDjWF+nehJZN0TkMhG5DDjHOXWec06fPLPI/fffT//+/TOuVzGooqKCMWPGaK9ihGDvovYq5qS0rVeUylFaJn1QXl4eNrqovLw8xRGpbLdy5cqwY696s2P2LBpjRsQ6TrHIcfR3OH/WAyN6NBLlm9GjR/Paa6+lOoyEFRYWUl1dneow0s6kSZP0LWuOSvN6Ramco2XSHwUFBVx88cUsWrSIKVOmMHjw4FSHpLLcxIkTWbx4Me3t7eTl5Xn2nJWxcxaNMdLF14hUx6aUUkoppXJbeXk5Z599tvYqqh4xbdq0sC3bLr/8ck/SddVYFJE2EflOjM+/KSLxb5yjlFIqp2m9opKxb98+fvSjH+XENgo9RcukUplp0aJFiNjR5CISNn8xGW57FiXJz5VSSqlQWq+ohFVXV7N+/Xod7u8tLZMeqays5LXXXqOysjLVoagcsHLlyo49wo0xns1Z9HoY6nDgI4/TVEoplbu0XlFR7du3j1WrVmGM4bnnntPexZ6jZTIOjY2NHQuO1NbWsnfv3hRHpLLdxIkTyc+3+4J7uQJvzAVuAETkYuDikFPXisi4KJcOBMYBr3gSmVJKqayk9YryQnV1ddj8nOrqam644YYUR5WZcq1MNjY2MnPmTB544AHfFp6prKwM+/9ZWVnJ3LlzfclLKbBzZJcvXw54uwJvt41F4LPAlc7fDfBV5yvSIeCPwPWeRKaUUipbab2ikrZ27VpaW1sBaG1tZc2aNdpYTFxOlcn58+fz+uuvM3/+fGbPnu1LHs8++2zY8TPPPKONReUrv1bg7XYYqjHmJ8aYPGNMHnacelnwOOLrJGPMeGPMZk8iU0oplZW0XlFeGDt2LL1723fevXv3Zty4aB1hKh65VCYbGxtZvnw5xhiWLVumw0NVVvFjBV63cxZHAks9y10ppVSu03pFJaSsrCxs0/OysrIUR5Q1srpMzp8/P2x46Pz5833Jp6ioKOaxUn4oKChgwYIFng6vdttYzMOOVY9KREpFZEQyASmllMopWq+ohAwaNIgJEyYgIlx44YUMHDgw1SFli6wukytXriQQCAAQCAQ8WzEy0p49e2IeK5Up3DYW5wI3x/j8RuDOxMNRSimVY7ReUQkrKyvjzDPP1F5Fb2V1mfRrxchIpaWlYXveTZ482Zd8lPJbPAvchPoK8EiMz58Hrk08HKWUUjlG6xWVsEGDBukedt7L6jLp14qR0fJZtmwZLS0t5Ofn+5aPyl3z5s2jrq4u7NyOHTsAGD58eNj5kpISbrnlloTycduzWAi8H+PzBuATCUWiVBZqaGigrKyMxsbGVIeiVLrSekWp9JLVZTK4YqSIeLpiZLR8JkyYAMCFF17oWz5KhWpubqa5udnTNN32LB4ATovx+Sh0o1bloYaGBmbMmEFlZSUFBQWpDse1qqoq1q1bR1VVFXPmzEl1OEqlI61XlEovWV8mp02bxjPPPMPll1/uaz6hw1CV8lq0nsKrrroKgMcee8yzfNz2LL4M/JuIDIn8wDl3DRm+UatKL6GNrUzT0NDAkiVLMMbw9NNPa++iUtFpvaJUesn6Mrlo0SKampp46qmnfMujsbGRVatWAfDcc8/pFh0qYyWywE1/4G8icpOIjBORsSJyE/A357O7vQ5S5aZMb2xVVVWFLc+diQ1epXqA1itKpZesLpM9tc/i/PnzaWtrA6Ctrc23LTqU8purxqIx5g3gMuzw1fuAVdiJzvcBvYBpxph1XgepclOmN7ZqamrCludesWJFiiNSKv1ovaJUesn2MtlT+yyuXLmS1tZWAFpbW33bokMpv7ntWcQYUwsMBy4FbgVuAy4Bio0xNd6Gp3JZpje2SktLw5bn1mWzlYpO6xWl0ks2l8me2mfxggsuCDseO3asL/ko5Te3C9wAYIw5DCz1OBalwpSWlrJ48WICgUBGNrYqKipYsmQJYJfnrqioSHFESqUvrVeUSi/ZWiYnTpzI0qVLO54t/NpnMXJRG13kRmUq1z2LACIyUkSuEZFZIjLCOXeciAwXkeO8DFDlroqKCvLy7H/RTGxsFRYWMnXqVESESy+9NCNXc1Wqp2i9olR6ydYyWV5eHvZs4df+h2vXrg07XrNmjS/5KOU3141FEZkHbMRu2PpT4FTnoxOADUBmPdGrtJUNja2KigrGjBmTcQ1dpXqS1itKpZdsLpM9tf/hxIkT6d3bDuDr3bu3bz2YSvnNVWNRRK4DZgIPA+OBjj51Y8xBYAVQ6mWAKrdlemOrsLCQ6urqjGzoKtUTtF5RKr3kQpk8fPhw2J9+KC8vp1evXgD06tXLtx5MpfzmtmexAlhqjPkhdvnkSG8Cn0w6KqUc2thSKutpvaJUesnqMtnY2NgxRHTNmjW+bZ1RUFDAxRdfjIgwZcoU33owlfKb28biGcDqGJ83AloalFJKxUvrFaXSS1aXycrKyrCtMyorK33La9q0afTr14/LL7/ctzyU8pvb1VCPAP1ifF4MHEg8HKWUUjnG93qlqqqKzZs3dzq/a9cuAIYNGxZ2ftSoURk79F0pD2T1s94zzzwTdrxy5Urmzp3rS16LFi2iqamJp556itmzZ/uSh1J+c9uz+BfsPjudiMgJwHTg/5INSimlVM5IWb1y+PBhX+csKZWhsvpZL9ir2NWxVxobG1m2bBnGGJYtW+bbcFel/Oa2Z/F+YJWILAT+2zk3REQmAD8BioDveBifUkqp7OZ7vdJVL+GMGTMAeOihh5JJXqlsk9XPeiKCMSbs2A/z588nEAgA0NLSwvz587V3UWUkVz2Lxpg1wPeBy4Dghmr5FaMAACAASURBVDELgWeAfwL+zRjzqqcRKqWUylparyiVXrK9TPbt2zfmsVdqa2s7GqXGGGpqanzJRym/ue1ZxBjziIisAKYBJdgllTcBTxlj3vM4PqVUFmpoaGDGjBlUVlbqSrdK6xWl0kw2l8lDhw7FPPZKQUEB9fX1YcdKZaK4G4sicjzwRWC3MWYT8F++RZWG9OFWdWfu3LnU1dWFnQtWFMXFxR3nSkpKmDVrVo/Glm6qqqpYt24dVVVVzJkzJ9XhdIj2bxjNO++8A8D06dNjXldSUsIVV1zhSWzZKNfrFaXSTS6UyZNOOomDBw+GHfth586dMY+VyhRuehbbgLXAjdi3SzklXR9uVXprbm5OdQhpp6GhgSVLlmCM4emnn6aioiJtXsDU1dXx2l9epx/9Y153lKP2+r9s7PKaJvx5W51lcrpeUSoNZX2ZbGlpiXnslZ5aSEcpv8XdWDTGtIrI+9ihCDklnR9uVfqI1lsY7HlauHBhT4eTtqqqqsL2uEq3FzD96M9Zvccknc5bres8iCa75XK9olQ6yoUy+fWvfz1s/uD48eN9ySd0EZ1ox5mosbGRmTNn8sADDzB4cMZutRkmG38mr7mds7gIuFxE/ssYkzOvSNL94VYpt97dXc99j9wV85qGfe8DUDhoSMx0BhSc6SrvmpqajhXiAoEAK1as0PKU23KyXlEqjWV1mYxc/dSv1VCz0fz583n99dezamXXbPyZvOZ2n8VHgb7AahEpFZESERke+eVDnCkV7eFWHdPQ0EBZWRmNjY2pDkXFoaSkhLM+cyYDCk6M+dVmWmkzrTGvOeszZ1JSUuIq/9LSUvLz8wHIz89n8uTJfvyYKnPkZL2iVBrL6jK5du3asOM1a9Z0caUK1djYyPLly7Nq38jQvTCXLl2aFT+TH9z2LK4HDHZ4wvkxruuVaEDpqLS0lMWLFxMIBPThNgqdz5lZ4l1cx68htBUVFSxZsgSAvLy8LvfAUzkjJ+sVpdJYVpfJCy64IGwY6tixY1MYTeaYP38+bW1tALS1tWVFT1zoXpiBQMD1z7Rjxw4OHPyQZa8+4VlMew820LrjqGfpecFtY/Gn2BtITtGH267pfE7lVmFhIVOnTuXJJ5/k0ksv1f8vKifrFaXSWFaXSR2GmpiVK1fS2toKQGtrK7W1tRnfWKypqQnbC3PFihUZ/zP5wVVj0Rhzh09xpDV9uO2azudUiaioqGDz5s364kXlbL2iVLrK9jK5evXqsOPnn3+eu+6KPYc/EcXFxWH7LIZuoZWJxo4dGzYNa9y4cSmMxhvDhg1jy5YtYcduDB8+nN6te5hyjndbZC179QmGDf+EZ+l5we2cxZxVUVHBmDFj9OE2gs7nVIkoLCykurpaX7wopZTqUZENArcNhHhFTvm4/fbbfcmnpxw+fDjmcSbSvTDjE7NnMTiB2RizI/S4O8Hrs0nw4VaF0/mcSik3tF5RKr3kWpncvXt3zGOvRC6cs3r1ar74xS/6kldPePHFF8OOX3jhhRRF4p3gHMyujpXV3TDU7UC7iPQ1xrQ4x/GMY8/ISc/KPZ3PqZRyaTtaryiVTraTQ2Vy0qRJLF68mPb2dvLy8igtLfUln5UrV4YdZ/ocv2zcNzI4B7OrY2V111gMTnJujThWCtD5nEop17Re6SH79u3jrrvu4vbbb2fgwIGpDkelr5wqk+Xl5SxdupT29nZ69+5NeXm5L/lk26qrp5xyCtu3bw87VrkhZmMxcpJztk96VonRxUq8N3fuXOrq6mJe88477wDHtriIpaSkJO4tM5Tyk9YrPefRRx/lrbfe4tFHH+Xmm29OdTgqTeVamSwoKGD48OFs2bKFU045hcGDB/uST7aturpnz56Yxyp76QI3Kmm6WIn36urqeHv92xw5dKTLr+Pzj+f4/ONjXnPk0BHeXv92tw1PpVR22bdvX8fm42vWrGH//v0pjkip9NDY2MiOHXa65bvvvuvbRuzB8hcUOYcx0xQWFoYdf+IT6bVip/JPXAvcuJWpk56VSienjTiN++94MOl0Zt5xowfRKOUNrVd6xqOPPhq2rZH2Lqqu5FqZDN1cvrW11bfN5SdOnMiSJUtobW2ld+/eTJo0yfM8elLkSqHvvvtuiiJRPS2eBW4SGbeekZOelVJK+W47Wq94rqqqis2bN3ccv/nmm2GfP//887z//vsdx6NGjdKpAypoOzlUJmtra8NepNTU1PjSWCwvL2f58uW0trbSq1cv3+ZGqvjMmzcvrlFWV111FWCn79xyyy1+h5UR4l3gJtRk4LPAamADIMBoYCzwBlCDUkopFZ3WK0qll5wqk0OHDg3biH3o0KG+5FNQUMDFF1/MokWLmDJlim9zI3vKCSecQFNTU9ix6jnxNnaD1wQbvd0pKSnhm9/8ZsxrXC1wIyLfAUYCnzfGvBHx2dnAWmBjXNEplcHiWYAG4l+ERhegiZ+Xi//o773nab3ij8hewnnz5rF69eqO4/Hjx+swVBVVrpXJ9957L+axl8rLy9myZUtG9ipGNk5CG4rB40zqhYsW31lnndXp3GOPPdYT4bhWV1fHG+veoL+cFPO6FhMAYPNrW7tN85A5GFfe3fUsRroF+EXkzQPAGPO6iDwM3Ab83mW6SmWUuro6NmzYwBmnnxHzuuCbt9ZA13v3bNyUsXVuStTV1fG3195gYJ+u39K2HbVDjOo37Ozymv2HOy9qUF9fTxMf8VbruqTjbOIj6uvrk04nB2i94oNrrrmmo7GYl5fHNddck+KIVAbJ6jJ58sknh/Usnnzyyb7lVVBQwIIFC3xLXyVn9uzZ3HXXXR3Hc+bMSWE03esvJ/G548/xLL2/HX01ruvcNhbPABpifL4HON1lmkplpDNOP4P5v5ifdDrl12feG8dUG9hnMOPPuDipNJ7fuNyjaFSStF7xwaBBgxgwYAAHDhxg3Lhxus+iciOry+Tu3btjHisrsiduxowZnUYrPPhg8ovwpdI3v/nNsMbiZZddlsJo0pfbxuJuYKqIPGyMCRvfLiJ5wKXA+1G/U3WINowu2ANRXFzccU6HyCnVs4qLizm85yhn9R6TdFpvta4LK8+qS1qv+GTo0KEEAgHtVVRuZXWZnDRpEosXL6a9vZ28vDxKS0tTHVJGuO2228Iai7fddlsKo/FOUVERO3fuTPtexVRy21j8NTAXWCUiDwH/wE6K/hQwAzgX8H5JqRzQ3Nyc6hDiEm9DF7Sxq5SKi9YrPsnPz+e0007TXkXlVlaXyfLycpYtW0ZLSwv5+fkZOZ8wFQoKCjpGK4wfPz7jF+wJGjJkCEOGDNFexRjcNhbvBT4B/AC7Ilakh40x9yQdVTdEpD9wNzANGAC8DfzUGLPC77y9EK0BFVyIY+HChT0dTtIypaGrlEpLaVGvJGPPu4088eCT3V73QcMBAD5eOCCuNAecro08lRIZXyZjKSgoYMqUKVmzSmlPGj58OK2trVnTq6ji46qx6AxH+KGIVAEXA6dil1PeAqwwxvzD+xCjWgqcDdwMbAOuBJaKSKkx5hk/MmxoaGDGjBlUVlZSUFDgRxYZIdsauomqr6+nqanJk/mGGzdtpF+/fh5EpVTmSaN6JSGjRo2K+9p9gQ8AGHBC943AAacPdJW2Ul7J9DIZj0xepTSVjjvuOEpKSrSBnWPc9iwCYIzZCNzf3XUi0g+4EXjcGLM9kbyipPkNYBww1Riz1Dn3IvZm9iDgS2OxqqqKdevWUVVVpeOalVLKY17UKwsXLuSDDz6IO8/giogzZsyI6/poG9m72dg+mM9DDz0U9/dEqqqqYvPmzXFd6/bng+g/o8pNqXzW85uuUprd4t2TENztS5gJW4T4IaHGogv9gTnAK8B2j9K8BPgQ6FjK0BhjROS3wCMiMtoYs8GjvADbq7hkyRKMMTz99NNUVFTkdO+isvMzWwOtnq2G2jvf76KoVNbosl7Zvn079e/tIO9j8ZWn9rY2ANa/9073137Y9fY3PWnz5s1s2bKFkSNHdnttcOue9vb2uNLetm1bUrGpnOXHs57qQX5u+J6KxlVdXR1vv/U2Jw8Z3u21vSQfgAONH8W87r33d3gSWybqiSdU8Ti9M4ENxpjI2u/N0M+9zLCqqqqjsm1vb8+Z3sVUbDwfmacunqOUiqLLeiXvY73p+y8f9zzD5j/G32Ppt5EjR3LPvd5PGbvtVp2HpBLm9bOe6kF1dXXU1dVxxhmx947u06cPEN8LqI0bU7uH9MlDhvP/vnuzZ+n9/PH7PEsr02Rid8YgINr/wP0hn4cRkQHYhXBCFcWbYU1NDYFAAIBAIMCKFStyorFYV1fHm+vfZNjIITGvc17KsLep622Zdm1LbJVtXTxHKRXhJOfPT4jICOfvcd/PM92uXbtobm72pWG3detW+vbt63m6KuvldJnMBjt2xNdrdsopp/iSrtd27NjBwQ8/8rSBt/P9HRw8fKJn6WWSTGwsgl3C2c1nP8QOkUhIaWkpixcvJhAIkJ+fz+TJkxNNKuMMGzmE6+5Kfo+uX81+NK7rInsLc3HxHKVUTNdiezF+l+pAlFKAlkmlslomNhb3EaX3EAguL7c/ymc/AxZEnCsCXo4nw4qKCpYsWQJAXl5ezkz+r6+v58OPDsTd0Itl17bdNJ142IOolB+iDTnuanixDgFWKfYIdjGNK4BXnXNx388z3bBhw2hvb/dtGGpeXp7n6aqsl9NlMhsMHz6c9vZ25v8q+XUYgsqvK0/Z/WT48OEcaPzI82GoAwq0ZzFTvA1cKiJ5EfMWz3L+XB/5DcaYA8CB0HMi8Q+vLywsZOrUqTz55JNceumlrha3ScW8P9UzNm7a2O3WGe/ufBeAU4q6HrqxcdNGRo8e7WlsXtDhaCpNHXT+3BNcedHN/TwbbNu2La5hqLt37wZg6NChcad72mmnJRWbykk5XyZV+nnv/R1xDUNt3G+nUBUMLOw2vQEFn/YktkyTiY3FpcDVQCkhK6IC3wX+4fVKqEEVFRVs3rzZda9iXV0d695Yx3ED+8S8LtB2FIA3d7zd5TUt+3u2Z664uJi9TX08G4Y6uF/sgphJSkpK4rruyJEjADFXOx09enTc6flFX0AolRnc7L0YvP/E+3b/tNNO070dlcpRGzdupPy6bl6Av+u8AI9j7uLGjRtT9mzjJt/3970H0G2v4YCCT6f0WW3Hjh18ZA7yt6Ovdn9xnD4yB+OaV5qJjcVngBeB34jIIGAb8D3gK9jNY31RWFhIdXV1Qt973MA+DJ2U/Nva3bVbkk5DeSPexpXOuVSq5zQ0NNAeaPVl5dL2D1vZJbs8T9etnt7XUSmV/eJtBB0+bDst4nkBVVJSkrLGlZvtOoLbgDz22GN+hZPx/G4stgH1gGddYs6eilOAu52vAditMqYaY2q8ykdZu7a93+2cxb279wEweGi0qaTH0hl8Zvb0LCqlUsbzekUplRQtkxku3saVNqxSZ/jw4bQ0tvK548/xLM2/HX2V4cO734vS18aiMWYv0P3Owe7TPQhc73wpn8T7Rqgx4DQWYwwzHXxmYcqHWiqlMl+seqWwsJB3D+3ybZ/FYcOGeZ6uUpnOr2c9pVR6iNlYFJH/TiBNY4y5OsF4VBrRoZZKKa9pvaJUetEyqZSKpbuexSujnAvuYxi51JVxzhnsAjRKKeW5+vp69jd/wPMbl3d/cQz7m/dCfZtHUSkXroxyLqvqlaqqKjZv3tzp/JYtdt55cC5hqFGjRuXMtkwq7VwZ5VxWlUmlutLS0sLWrVvZu3cvgwcPTnU4aSnmDFVjTF7oF/AJ4A3sKqT/gp0vOAD4MrACeN25RimllOokl+uVPn360KdP7JWxvRQIBNiyZQv790fbflgpK5fLpHKnpaWFuro69u7dm+pQPLNjxw4OHTrEvffem+pQ0pbbOYsPAg3GmKkR518FLhGR54CHsNtYqCykm7erVCsuLoamXow/I7nFj5/fuJzi4iKPolJJyLp6JV16CPfs2UNTUxPV1dXccMMNqQ5HZY6sK5PKG8GG1T333MODDz6Y6nCS1tjYyIEDdhv2VatWceutt7ruXdx7sIFlrz7R7XUfNtlVuj/WL/ac+r0HGxiWZu9i3DYWJwK3x/i8BvhJ4uGoTKSbt1vxNqS1Ea1UGK1XPBA59DUQCHT0KNbU1LBp0yby8/M7PtdhryoGLZOqk9CG1fPPP59xwzbnzZvX6RktcrrA1KlTOe00u9VdSUlJt6vEulm48WCdbSwOOzV2Q3AYn0i7BSHdNhaPB2K9ii9yrlFZShs57mhDWqluab3igz179nT83RhDQ0MDJ598cgojUhlEy6Tq1LhKtmGVjoKN36APPnC3R2+u7OfotrH4CvADEXnOGPO/oR+IyHnAD5xrlMo52pBWKiFar3ggspdw8uTJYceHDx/moYce6smQVObSMqk6SbZhlWrRGnZnnXVWp3Pp3Jg7ZA7yt6Ovxrym2TQB0Ff6xZVePNw2FmdgbxAvisg6oA67ItangDHAQeBGl2kqpZTKXVqv+GDs2LE8++yztLa20rt3b8aNG5fqkFTm0DKpOjWuMq1hlW3iHZoa7A0eVXKqZ+m6aiwaYzaIyNnA3cAk4AvOR4eA/wFmG2O2ukkz29XX13N0/2F2125JOq2j+w5Tb+o9iEqp1NqwYQPTp0/niSeeSLux+apnab3ij7KyMlatWgVAXl4eZWVlKY5IZQotk0qln3iHvCYy3HX79u0xP3fbs4gxZjvwHRERoBC7306DMabdbVpKqdw0c+ZMDh06xE033URtbW2qw1EppvWK9wYNGsR5553H6tWrOf/88xk4cGCqQ1IZRMukUirIdWMxyBhjgD3dXpjjiouL+VAOMXTSaUmntbt2C8XDiz2ISqnU2bBhQ8dE+U2bNlFXV6e9iwrQekWpdKNlUinlurEoInnA94BLgOCA2K3AEuBxfeuklIpl5syZYcfau6i8rFfaP2yl+Y/xLbzQ3tQGQF6/XnGlSwYtJrpv3z7+8Ic/APDSSy9xzTXXaO+iips+66lIX/rSl/jTn/7UcXzOOeekMBrVk1w1FkWkD/AM8FXsZOfdzkffwO7L810R+YYx5oinUSqlskbk8tubNm1KUSQqHXhZr4wYMYKPfexjcee9ZYudS37ayXGM/DjZ7k2YKaqrq2lvt8/z7e3tVFdXc8MNN6Q4KpUJ9FlPRbN79+6w4127dqUoEu/06tWLtra2sGPVmduexdnAecADwD3GmA8ARGQAcBswE5hF7M1clVI5bNSoUWENxtNPPz2F0ag04Fm9Mn36dEaMGBF3xjNmzADIyi0l1q5dS2trKwCtra2sWbNGG4sqXvqspzqpr6+PeZyJioqKwn6OU045JYXRpK88l9d/E3jKGHNz8OYBYIw5YIy5BXgK+LaXASqlssv9998fdvzAAw+kKBKVJrRe8cHYsWPp3du+D9atM5RLWiZVJ6eddlrM40zU0NAQdrxnj07PjcZtz2IR9k1TV/4ATEk8HJVL5s6d27EfTFfeeecdwPYYdKekpIRZs2Z5Epvyz+jRozt6F08//XRd3EZpveID3TpDJUHLpOrk3nvvZdq0aR3H9913Xwqj8UZhYWFYz2JhYWEKo0lfbnsWDwCxxoyNcq5Rqlt1dXWs37CeppZDXX7lH59P/vH5Ma9pajnE+g3ru214qvRx//33079/f+1VVKD1ii8GDRrEhAkTEBEuvPBCXdxGuaFlUnVSUlJCcbFdkb+4uJgzzjgjxREl79133415rCy3PYurgQoRed4Ysyr0AxEZD3wfWORVcCr7jRw1gjv/c07S6dx+w088iEb1lNGjR/Paa68l/P37D+/l+Y3Lu/z8o6MfAnDi8V0vdrL/8F6KKUo4BuUZrVd8UlZWxvbt27VXUbmlZVJF9clPfpL6+nrfRwQ1NjYyc+ZMHnjgAQYPHuxbPnZnmK6PlZXIAjcTgGdE5G/A2875TwOfA/YC/+FdeEopFS6eSuqddz4CoPhTXTcGiynSIbDpQesVnwwaNIjKyspUh6Eyj5ZJ1UljY2PYdjx79+71rSE3f/58Xn/9debPn8/s2bN9yQPsEP3Q1VDz8twOuMwNrhqLxph6ERkD3AOUAmc7H30E/B74sTFmh7chKqXUMfHMSw3OcV24cKHf4agkab2SXfbt28ddd93F7bffrkNfM5SWSRXN/Pnzw7bj8ash19jYyPLlyzHGsGzZMsrLy31rlJ5yyils37497Fh15rZnEecGcYWICFAACNBgtO9WKc/U19dz6KNDzLzjxqTT2rJ9C/1P7O9BVLmhiUO81bou5jVHaAbgBPrGTEfFR+uV7FFdXc369et1X8cMp2VSRVq5ciWBQACAQCBAbW2tL43F+fPnd/T2tbW1+dq7GLn6qa6GGp3rxmKQc8No6PZCpZTKEPEOSw2u0lvyqdgT/HWYqztar2S2ffv2sWrVKowxPPfcc5SVlWnvYobTMqmCJk6cyNKlSwkEAuTn5zNp0iRf8lm5cmXYHrF+NUoBSktLeeqppzqOJ0+e7Es+mS6hxqKInI5dKWsQ9m1TGGPM40nGpVROKy4u5sihI9x/x4NJpzXzjhs5of8JHkSV/eLdesXNMNfQIS6qa1qvZL7q6uqwYWrau5jZtEyqUOXl5SxfbheWy8vLo7y83Jd8LrjgAmpqajqOx44d60s+ANOmTQtrLF5++eW+5ZXJXDUWRWQo8Fsg+C/X6eYBGEBvIEoppbql9Ur2WLt2bViPwJo1a7SxmIG0TKpoCgoKuPjii1m0aBFTpkzxbR6hHfnc9bGXFi1ahIhgjEFEeOqpp3xdUCdTue1ZfAT4GvAz4GXgA88jUkoplUu0XskSY8eO5dlnn6W1tZXevXszbty4VIekEqNlUkVVXl7Oli1bfOtVBFizZk3Y8erVq7nrrrt8yWvlypUd22UYY3wd8prJ3DYWLwB+boy5yY9glFJK5RytV7JEWVkZzz33HGB7A3R/x4ylZVJFVVBQwIIFC3zNY+jQoWzZsiXs2C89NQ8z07ndUOQQsNmPQNJdQ0MDZWVlNDY2pjoUpZTKJjlbr2SbQYMGMWzYMABOPvlkXdwmc2mZVCnz3nvvxTz2Unl5ecfein7Ow8x0bhuLtUBOjiupqqpi3bp1VFVVpToUpZTKJjlbr2Sbffv2sWvXLgB27drF/v37UxyRSpCWSZUyJ598csxjLwXnYYqIr/MwM53bxuKNwEgRqRSRU8XPWadppKGhgSVLlmCM4emnn9beRaWU8k5O1ivZqLq6umP+T3A1VJWRtEyqlAm+cOrq2Gvl5eWcffbZ2qsYg6vGojHmAHaFrBuATUCriLRFfLX6EWgqVVVVhS0Hrr2LSinljVytV7JRtNVQVebRMqlSKTiUvatjrwXnYWqvYtfcbp1xM3APsAf4CzmyQlZNTQ2BQACAQCDAihUrmDNnToqjUipzNTQ0MGPGDCorKykoKEh1OCqFcrVeyUa6Gmp20DKpUqmnexZV99yuhvoD4CXgQmNMwPtw0lNpaSmLFy/uWC1p8uTJqQ5JqYwWOgdYX7zkvJysV7JRWVkZq1atAuxiEboaasbSMqlSprS0lEWLFnXsfajP3Knnds7iQOCpXLt5VFRUhK2WVFFRkeKIlMpcOgdYRcjJeiUbDRo0iAkTJiAiXHjhhboaaubSMqlSpry8nPz8fADy8/N1LmEacNtY/Dsw3I9A0llhYSFTp05FRLj00kt12JxSSdA5wCpCTtYr2aqsrIwzzzxTexUzm5ZJlTIFBQVMmTIFEeGSSy7RuYRpwG1jcRZwrYiM8SOYdFZRUcGYMWO0V1GpJEWbA6xyWs7WK9lo0KBBVFZWaq9iZtMyqVJKVyhNL27nLE4H3gP+JCKvAluBtohrjDHmai+CSyeFhYW6DLhSHtA5wCpCztYrSqUpLZMqpYIrlKr04LaxeGXI37/sfEUygN5AlFJRVVRUsGTJEkDnACtA6xWl0s2VIX/XMqlUjnO7z2JeHF+9/ApWKZX5dA6wCqX1ilLpRcukUiqU2zmLrohIPxH5DxEZ4Wc+SqnMonOAVaK0XlEqvWiZVCq7+dpYBPoDc4BTfc5HKZVBgnOAtVdRJUDrFaXSi5ZJpbKY341FAOmBPJRSSuUOrVeUSi9aJpXKUj3RWFRKKaWUUkoplWHcroaqlFKuzZ07l7q6uo7j+vp6AIqLi8OuKykpYdasWT0am1JKKaVUNmhpaWHr1q3s3buXwYMHe5KmNhaVUj2uubk51SGoHFJVVcXmzZs7nd+yZQsAM2bMCDs/atQoXXxJKaVUWps3b17Yi3iADRs20NrayuWXXx72Qr6kpIRbbrkloXy0saiUiqqhoYEZM2ZQWVmZ9EI0kb2F06dPB2DhwoVJpatUMvr06ZPqEJRSSilPtLS00NraCsDevXsZNmwY+fn5SaerjUWlVFQPPvggf/3rX3nwwQe59957Ux2OUgnTXkKllFLZJrKn8M477+zoWezVqxclJSXMnj076Xx0gRulVCcNDQ3U1NQAsGLFChobG1MckVJKKaWU6srKlSs7ehZbW1upra31JF2/exbbgHrgsM/5KKU89OCDD9LW1gZAW1ubq97FyMVsonnnnXeAY8NRY9FFb1QErVfitG/fPu666y5uv/12Bg4cmOpwVPbSMqlUGhg7diwrVqzoOB43bpwn6SbcWBSRvkBw5mS9MabTihXGmL3AyETzUCqXbdm+hZl33Njl57ve3wXAsCHDuk3n02d+2lXekW+jamtr424s1tXV8fc33mTIwBhxtdktufbs2Bszrff374orT5UdtF7xVnV1NevXr6e6upobbrgh1eGoDKRlUqnMYYyJeZwo141FERkNPACMA3o5p9tEZA0w0xjztieRdZ3/p4Hrgc8DnwGOB0YaY7b7ma9SPamkpKTba44GjgJwQv8TYl736TM/HVd6sbi94QwZcYGAkQAAGXdJREFUOIzvXlSeVJ4Ajz87P+k0VPpLdb2Sjfbt28eqVaswxvDcc89RVlamvYsqblomlco8a9asCTtevXo1c+fOTTpdV41FEfks8AegP7Aa2AAIMBoYD3xZRM4zxryRdGRdGwOUAq8DHwEX+JiXUikRz7BLP1cUnTRpEsuWLes4Li0t9TwPpSBt6pWsU11dTXt7OwDt7e3au6jipmVSqcw0bNiwji2hgsdecLvAzQNAO/AFY8yFxpgZxpgfGWMmAP8MGOB+TyLr2kJjTJExZjJQ43NeSuWkG2+8kbw8e3vIy8vjxhu7Hg6rVJJSVq9s3ryZyZMns3XrVj+ST6m1a9eGLXQQ+cZZqRjS4VlPKeXS7t27Yx4nym1j8UvAL4wxr0d+4Jx7GDjHi8C6Yoxp9zN9pRQUFhYyfPhwAIqLi5PeZ1GpGFJWr9xzzz00Nzdz9913+5F8So0dOxYROzdYRDxb6EDlhJQ/6yml3Js0aVLYsVejwtw2Fo8A78f4fBe6GpZSGa+hoYFdu+ziMrt27dKtM5SfUlKvbN68mfr6egC2b9+edb2LEydO7JhrbIzp9BChVAz6rKdUBvroo4/CjpubO61HlRC3C9w8A0zGvlWKZjLwbFIR+UBEBgADIk4X9VT+LfsPs7v22BjiwMGjtAe67yDNy88j/6Tjw9JhuC8hpkR9fT2NjY2UXXRVx7mWoy0d82xiycvL47jjj+s4PnL4SNTer03/2ETFtdcDsPPdnRxujq9+69O3D0WnFHWkMXr06Li+zy/RtqPoavsJL7aaqKqq6njQbG9vp6qqijlz5sT1vfX19TQ0NHBf9X90nGttC9Aex6CAPMmjd6/8juOW1qMcMU0xv8fv30286esWHwlzVa94dT+/5557wo7vvvtuHn30UbfJpK2VK1ciIhhjEBFqa2sTmrNYVVXFqlWrOp1vbm52tfCViNC3b99O5ydMmEBFRUW3ebrNr6s8o+WnOvG8TMqhNnq/cejY8eF2aHPx79lLMH2O9W/Iobb4vzeD7dixg71793LFxO91nIv3OQmiPysNHjzY8zjjNW/evLD1EMCW7Xh/HrA/U2S5njJlSqcN6lNp3rx5nZ4bgsdXXXVV2PmSkhLPYn/22fAmWE1NjScjZ9w2FmcAz4nIIuA+IPib+BRwMzAQ+E68iYnI+cCLcV5e4CzPnIgfAvE96Xos2iqU9fX1cbX2+/btS/Hw4mMnhse3SmamGDhwYKffg4h0DJ2KRUTolder47hfv36dVvqL/F3lSV5caQevzXcaLaNHj07L33u0By+v1NTUEAgEAAgEAqxYsSLuxmK0f9f2I212Bkw38vLyOO6EY43F48hPaAVHP383PZF+jnFbr3hyPw/2KgZt37492STTytq1a8N6FtesWaML3Kh4eVomo9WfO3bscNXr0bdv346pEbHSzTZdPSfFS0TIk2ON7L59++qqyCmSyc8N4vLNYDt2YrM4f4Z97PwZed4YY6I2SkVkCHBhnNn/3hhzNOL7fwhU0s3WGTHeer28bds2RowYEWcISuWGO+64g8WLFxMIBMjPz2fatGlxNxZVuO3btzNy5EjQLX6iSrReAUaFHLu+n1999dVhDcYRI0ZkVc/iz3/+c5599llaW1vp3bs33/jGN7SxGELLZddSVSaVUsk566yzOp176623uv2+7u6HbnsWH6fzDSJhxpj3gQVepRcjnwPAgdBzbt7MKJVrKioqWLJkCWB7+3TYlvJRQvVKaIWWyP38tttuo7z82F6gP/7xj12nkc7Kyso6hnLm5eVRVlaW4ohUBklJmVRKJeeSSy5h6dKlHcfTpk3zJF1XjUVjzJWe5KqUSmuFhYVMnTqVJ598kksvvVRXQ1W+SVW9MmrUKIqLi6mvr2fEiBGceuqpqQjDN4MGDWLChAnU1tZy4YUX6tAzFTd91lMqM/30pz8Nayz+x3/8R4yr4+d2NdRuiYjb3kq36fcVkctE5DLgn5zTFznnzvMzb6VySUVFBWPGjNFeRZVyftUrt912G3379s26XsWgsrIyzjzzTO1VVJ7z+1lPKZWYSy65BPCuVxHcz1lcAFQYY6LOShaRUcDvjDH/7E14UfMYAWzr4uM/GGPOjzOd04DNL7/8MkVFPbYwqlIqx+zcuZNzzz0XYJQxZkt31+caL+oVvZ8rt7Rcdk3LpFK5pbv7odvGYhuwEfi2MeaNiM+mA7/ALmgTuZhM2hGRrwAvpzoOpVTOONcY80qqg0g3XtQrej9XSdByGUHLpFI5K+r90G1jcQJ24vNJwC3GmP8UkX7AL4ErgHXYm0va724sIscDXwB2A/Fs2FOEvfGdC+z0ISQ/09fYszN9jT0z0u8FDAX+Grmis/KmXkngfh7k9/+TXMsvFXkmmp+Wyy6ksEz25P+dnspL80nvfHoyr3TOJ+b90O0CN6tE5DNANVApIhdhl0o+FXgQ+LExptVNmqni/DLifpsYsrLXTj+W2fYzfY09O9PX2DMqfR3m1gUv6hW39/Mgv/+f5Fp+qcgzyfy0XEaRqjLZk/93eiovzSe98+nJvDIgny7vh64nKBtj9ojIeOB/gQnY5ZVvMMY87DYtpZRSSusVpdKLlkmlVJDr1VBFZCCwDPgXbDfnQeAeZxy7Ukop5YrWK0qlFy2TSqkgV41FEfkq8AZwIXCrMeY84GxgA7BARB53xrUrpZRS3dJ6Ran0omVSKRXKbc/iC0AAu1rO/QDGmG3Al4H7sROfX/c0wvRxAPiJ82empa+xZ2f6Gnv2pp9LUlmv9PS/Y7bnl4o8tSx6L1Vlsif/LXsqL80nvfPpybwyNh+3q6E+CVxrjDnYxefjgMeNMcM8ik8ppVQW03pFqfSiZVIpFcpVYzGuBEUKjDGNniaqlFIqZ2m9olR60TKpVO5IuLHo7KEzGGg0xrR4GpVSSqmco/WKUulFy6RSKpHVUM8WkReAj4AdwFec84UistYZnpA1ROTLIvKCiDSJyEEReUZEzkognSIR+bmIvCIih0TEiMj5Ua77kYgsF5F3nWsWJBn/+SLyvIgcEJFmEdkgItd6HbuIDBWRuSLyJxHZJyIfishfReR7IuJ2IaXznTyifZW4SSuZn8nrdETkOyLydxE5IiI7ReReETnBZX7/IiKrROQ9J51G5//nRW5jj5HH50RkmYjscv7fbxCRW52HhmTTXhDj39aIyJAk0h7rpP8P5//6ThFZkkh5jTO/O5yY3/Aj/VzSk/VKT/8/6SIGX//veHV/c5Gf7/eliPx8ryNyXQ+XyR79/xqSry/lsCfLg5/1dUQ+njwLx5GPb88IEfn09PNC0s/icaTv2z3R7UP8Z7FLKJ8GPB76mTGmAegDfC/ZoNKFiHwJeBG7H+UVwJXYN2z/KyKjXCY3Cvg2cAhYG+O664BhwDPAEZd5hBGR7wFrsBttfgsoBR4GjnOZVDyxfx6Y7uRXBkwD/gQsAB5ymV/QLcA5EV/bE0wrUrz/Hp6kIyJlwBPA/wEXAXcD/479/bjxceAfwI3YlequBY4Cz4jIt1ymFS3OEuCPwAjgh9j/M0uAucCvk00fuJPO/6ZfBQ4DfzbGvJ9E2uXAcKAS+zue4Rz/9f+3d/fBdlX1Gce/DySRlxZ5tQRBES2UAdsyiMVWJGQi46BOIlLRYseAtS8z0ZahQ5GKxDBKrVoRqG+MAkJqawEVLRLMdCKVEhEKUySmvJSXAFZJQqJIXkjy6x9rnXhy7rn37HPP2vuc5D6fmT33zj77rLXO3mv/1tr7rLVPPpeLkXQMqX7+tGS6U9EQ2pXG6kk3DdWdUvGtqlrj0gTqbCOmrCGck03X17rPw0bOhwba61Y+JfvCvdTZR2jXZH+hVF+8inpiYkRUXoCbgYeAXyNVlG3A7LbXLwH+p580R3kBbgOeBvZsW7cvsBZY3Gdau7X9P4/0A7ezemy3DrhmkmU/DHgeOL/AfuhZdlJwnN7lvVcDW4B9+8hvVs5jXo3HttLxKLRvdgd+AnyzY/378va/N+BnmQasAv69wH5ZmMv0yo7115GejjfmGBfI8/Sc5/sGTOclXdbtCzwL3Fiy7pBuhFwBLAPuK71PptLSdLvSVD0ZZt0pFd8GLEOxuNQl7drbiKm8DOGcbLS+DiOG13E+NNVeU7AvPMn8i/QROtJsqr9QrC/eI59aY2K/w1BPAq6KiOdyoTo9QfpWbFfxOtKJvaG1IiLWke64zZO0e9WEImJbye0qeG/+e8WgCVUpU0Q8GxEvdHnph6SLpZmDlqOkUvu5YjonAgcD13asX0wK6G8fsAxbgPU5rUG10ljfsb6V/tYCeXQ6hxRM/2WQRCLd8e5ct47U6Tl0kLQ7nJvT+9uCaU5ljbYrDdaTbhqpOwXbkUHKUDIuWbOaPiebrq+Nx/Cazoem2utifeFJKtJHaNdgO1CsLz5M/V4s7sHYStlunwHKMopmkIYOdNoE7AUc0Wxx+vIG4MfA6XlM9lb9ap5cHV99j2c28Esm9zX4FyRtUZr/+G1Jx5ctWmOOzX9/1L4yIp4nDUs4dsw7epC0m6Rpkg6R9BHgSNJwikFdR7pb+DlJr5C0j6S5pCFHnyrdqEuaSRqmc0OM85j2AdM/iLR/f9Rr24rpHQEsAhbUUd4paujtSul6Mk4eu3zdqTEujWdXaSNGzdDPybo0eR42cD401V4PrS9cdx+hI6862oGm++K1xMRpfW7/CGlu2nhmAysmX5yRswI4UZIif88raTrw2vz6gaS7EKPokLxcAVwEPEA6Ph8kfS1+Vt0FkPQ20rdmi9rvSFWwHriMNDxkLXA0cAFwh6STI+IHpctaswPy37VdXlvb9no/vsavvpH8OfCOiLh1EunsICKeyOP1vwH8b9tLH4uIiwZNv4v3kL55/lLphCUJ+CLpptgnC6V3FbAkIr4xaHq23VDbldL1ZII8pkLdqSUudbGrtRGjZpfs6w3hPKz1fGiwvR5mX7i2PkK7GtuBpvri9cbEPsfEXkiaZDqH1MHdBpySXzuP9JX3gjrH5Ta5kL76DtJBfinpwLbm4E16rhkVx+Qz2JzFB3Me7+xY/4m8/lU1l/1E0mT17wLTChyLg4HVwNIajnORORLjpZPPmwAO6PKeO4Dlk8jrCOAE0kTprwKbgXcV2BcvB1aSAs480jj4i0kPW7qkhn2/EniodLo57U/m/T6/UHp/SgrIL21btwzPWRx0vw61XSldT0at7pSKbxXzqiUuVcy7tjZiqi3DPCfrrK9Nn4d1nw9NtdfU1BeumHdtfYSOfGppB6ipL14x72Ixsd+MZ5CeiLSVdHW8FbgPeCr/fyttE5V3hYX0ZKFf5IMapCdP/V3+/7BJptnExeKdOY/9OtbPzuvfUVfZc3BsjWffq+Cx+CfguRqOcd0Xi3+W1x/Z5T0/Bm4p8Bm+RbqbNND5lxu0p2ibyJ7XX5zP8cML7vfX5/1yYQ3H9KM57Q8USu/AXKcvIE2Cby3fB+7P/+9R+nNMhWWY7UrpejKKdadUfJtk3kXiUh/51dJGTLVlyOdkLfV12OdhLkPR86Hh9rp4X7hCnrX1ETryqa0doKa+eB/5F4mJfc1ZjPSDrG8E/pp012kjaQz2auB84C0xAhPrS4qIj5OCzKtJJ97vA/sDj0fEqqEWbmL3j7Ne+W8txymPj76NdBF0WqR5eaXsRvfJ9qPugfx3h7mJkvYiPZq8xPj4u0hPpD1owHSOA1bE2GHDd5P2f8nfMDuH1KB1PvhnIJIWke6Mnx8RlxdK9lDgxcClpKeltZY/IB3XZ0lPprM+DatdqamedDOV606puFTVztpGjJRdtK83Cudh6fOhsfZ6SH3hWvoI7RpoB4bSF29TJCb2O2eRSE90+jT1TlofKRGxidyhl3Q4cCbp0dGj7CbSTzOcRnrqZstppIrzw9IZSjqONOz0EeBNEfGLgmkfTGq8lpdKs0HLgf8j/Q7lTW3r3wVM71jXtzzWfhbprumaQdIiPR77WEl7dVzovy7/fWrA9AGQtDfptziXRESRNHO6F5PmBVwUEZ8olS7wMHBKl/WXkR4v/yekJwTaJDTdrtRYT7qZknWncFyqkt/O3EaMnF2wrzfU87Cm86GR9rqlyb5wXX2EjjyaaAca74u3lIyJfV8sTiWSfoc0JOJu0lOffpc0KfUuUoDpN70z8r8n5L8nSzoQ+GVEfCdv8xrSD6xCupB4edv7vhcRz1TJKyJulfQd4B9zHq1JtX8JfD4iHi9ZdklHkS4UtwEfBo5OsXG7FVHxSVaSFpMma/8X6W7fb5GGQOxJ2v9FVDkeJdKJiC2SLgCukXQlcANp8vHHSU/4qnwi533zOHAP6S7vTNIE8NnA+3MDP4jLga8DSyRdRprfMYt0N3lpRIx3l6xfZ5Ia6C8XSg9J55HuDH8bWNrxw7qbIuLeyaYd6RHyy7rkuS6/PuY1G0111pNuhlV3SsW3innVHZe65Vd7G2HNqbu+NnkeNng+NNJel+4LV1S8j9CuqXagdF98PLXHxDrHyu7sS97Zt5PGmG8iDa38IPCiSaYX4yyPtW1zzQTbzeozv71Jk3afIk2sfpg0Xr/v8fK9yg7Mn2Cbvsqey3gf6Q7cC6Rv5f4ZOLbw8e15PEqmA7ybNCRhUz4mf0/HXIMKeS0gjYFfQ5pcvgZYAry14H6ZAywFfkr62ZMHSHff9i6Yx38Az1DoR4NzmstKHdM+8/QDbnaiZRj1ZIJy1FZ3mvyMTcSljvwaaSO8NLcM65ys4zxs8nxoqL0u2heumGfxPkKX495InaNgX3yCPGqNicqZmJmZmZmZmW3X1wNuzMzMzMzMbGrwxaKZmZmZmZmN4YtFMzMzMzMzG8MXi2ZmZmZmZjaGLxbNzMzMzMxsDF8smpmZmZmZ2Ri+WLSdiqT5kkLSrGGXpSmSlkl6rOK2s/L+mV9vqcysCsesnts6Zpn1wTGl57aOKYX5YtGsC0nzJC0cdjnMzKpwzDKzkhxTrMUXi2bdzQMuHnYhslOBo4ZdCDMbaY5ZZlaSY4oBMG3YBTCbaiRNB3aPiI1Vto+IzTUXycxsXI5ZZlaSY8rOxd8s2siQNEPS+ZLuk/S8pPWS7pa0oMf7Fubx6Yd3ee0xScs61r1Z0vckrZa0QdITkm6SdGR+fRnwnvx/tC3z29KYKelz+b2bJT0t6YuSXjJO2Y6R9A+SngQ2Aif2sV+6jtWXNFfSvZI2SlolaREwvWq6ZjYYx6xxP59jltkkOKaM+/kcU4bI3yzaSJA0A1gCzAJuA64nBZNXA6cDVxbK52TgZuB+4FJgHXAIMAd4FfAg8FHSjZSTgD9ue/t/5jReBtwJzAC+BDyS3/sXwCmSXhMR6zuyXgxsAD4FBPCTAT/H24AbgceARcAW4GzgLYOka2bVOGb1/Tkcs8wm4JjS9+dwTGmILxZtVPwVKUBeGhEXtr8gqeQ34HNJAfDUiPhZ2/pLWv9ExHclnQWcFBHXd0njCtKdq+Mi4sm2cv4rsBw4F1jY8Z51wJyI2DLoB5C0O/AZYC3w2ohYndd/AfjvQdM3s0ocsypyzDKrxDGlIseUZnkYqo2Ks4BnSXeHdhAR2wrm07rT9XZJfd8skfRi0l2rm4GNkg5sLaS7Ww+TJmJ3uqxEgMyOBw4Drm4FSIB8F+/zhfIws4k5ZlXnmGXWm2NKdY4pDfLFoo2K3wRWVp3sPIArgXuBzwJrJd0i6QOSDqr4/qNI5817gWe6LEcBv9HlfQ8OWvA2R+S/K7u8tqJgPmY2Pses6hyzzHpzTKnOMaVBHoZqoyRqeN8OdTwi1kg6gTQO/43AG4BPAx+RdFpE3NkjL+W/1wPXjrPNhi7rnu+Rbj9aZej2udVlnZnVwzGrGscss2ocU6pxTGmQLxZtVDwIHC3pRRGxqc/3rs1/9ycNgQBA0h7ATNKQiO0iYiuwLC9I+m3gHuBDwJtbm42T18P5tRkRsbTPcpbySP57dJfXuq0zs/Ics6pzzDLrzTGlOseUBnkYqo2KxcB+pEC1A0m97hK1hjbM6Vh/Lh11PI+p77SSdBds/7Z1z+Xt29cREWuAW4DTJY157LOSqkM5Juse4Eng7PbPI2kf4M9rztvMEses6hyzzHpzTKnOMaVB/mbRRsVngLcCH8rDI24jPTL6GNL4984A2G4pKdAtknQA8CjwetJv+Kzu2PYqSYfm9B8H9gTOBH4d+ErbdsuBBcBnJf0b8ALwg4h4lPRo6O8Dt0v6Cmns/26kMfRzczoL+98F1UTEVknnAl8D7pJ0FemR0ecAa4CX1ZW3mW3nmFWRY5ZZJY4pFTmmNMsXizYSImKzpFOB84A/Aj5GCpIPAVf3eO9WSXOBy4H3A5tJQfBk4I6Oza8D5pN+bPYg4OekydBnRMSNbdt9FTgOeCfwh6QgeDbwaESsknQ88DekoPjuXNZVwLdIwatWEXGDpDOAD5MC8s+Aa4DbSZ/dzGrkmNUfxyyziTmm9McxpTmKmOxcWjMzMzMzM9tVec6imZmZmZmZjeFhqGZDkCeMz+ix2Yb8A7NmZkPlmGVmJTmm7Dw8DNVsCCQtI80lmMi1ETG//tKYmU3MMcvMSnJM2Xn4YtFsCPLE8P16bPZ0RKxoojxmZhNxzDKzkhxTdh6+WDQzMzMzM7Mx/IAbMzMzMzMzG8MXi2ZmZmZmZjaGLxbNzMzMzMxsDF8smpmZmZmZ2Ri+WDQzMzMzM7Mx/h8/svIikqw1SwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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wnoBF/338W+Tn//ORzusuLjBMZPt1vOEPmXg9wb4deEO/0j2WJMcnkujGZ23kZ0+/S+dckn8meG9NkrQbnHPt8QdHKqCVwDR7L4T6xXhDaX8Vf7xIkHJdtzjnXnbOXeacOxrvQdDXgWeATwOLzWxA5ND/wRulUAXsNLPHzeyqBI2doMVcg5xzqa4/fq5tiexyiYegvgIcHXmY1BOj8UZtJLoWrok6Jtq6JGn9Dq8Bf0XUvivweowf6mH+JE6uy2Uf9ppzbmWC1z+iD3LOPYr38PlTeGUofu7yMLwRSS9GP6gJQmR+8k1mtg5vXuEOvMbf3MghR6WZ1GjgVecF4ukS2X6VxPdHya4L9+P1uk6N5NHw7kNfdM49n2Z+JAW/PY0453Y655Y65/4Ut/8t59y98X/U0vc45/bjzf37oJl9MjIpehqwCS/CatpJJdkfRECWgxpOKdJOdqyfvCT6Lpl+j558PtU80PuBEt4LYnQF3lzHZT04j4gv+VK3OOcanXMPAZ/D60U5EfhY5L0dePO6Po/Xm384kSF6ZnZaiHkK6nqV1ul8nMuPwK5XzluuqQaYaGbHmBdk7ct4I1maM8ijxMmXcikHi8xX/HRkczgQHySws8yFEY/gHuA2vDmIlwNfwusNvS7yvu/2hQ/Jrgt/wWs8dz5MmoD3EFAPvgPi6z/VzIbGD6Uzs9Fm9jMze9jMzg42e9KLdQ4FuBxvCNExwIMpbn4SGRP1hB8AMzsE78lUoqfp+Wx8gn2dZam775Lsgt8Q+fmhFOfz83tajLcm1xVm9kG8p5cPxj8BFAlaPtYtkSfzf41sHhe1v90597Rz7kbn3GfwgjYchhcArOuw7OU0cEeZWaJlRsqBJudcS4rPpvreDXj3HImG43der9YneC+Z+/GmCHwN+Cr+gqxJGvKxXEqMX+HN2fs23t9/TXTkUryev7fwgvn1RKryPA34k3PuK865B51zy50X1G93gmNTpfM6XgdDzHD/yPY4/N/r/RI40cw+htd43I/XGysB8Psk4F68eR8AmLfkwDN4E1a/CiyLzCuQPs459wLwIt6cuG/hXTQSzaVL5Qi8qH3RKiP7F2Waxyz7bnQD2MxGAP+KNywj0XCtaHuAIQn2/x5v4ve3I5HtOtM+HK8S2RM5Ji3OuVa8wBtn816obd2ESTbkrG4xsy8kmp9oZgOBsyKbnfO4EkU0rMNbuy66jO6JHJ+o3PYG10dvmNkFwAfp/rrbGSk10ffu/OwNkWFjnWmfiDe64X/99BJG5kL+DW/qwxXARvyNZJHu6Z4vT5lZBTAFL1DM/wDX4EVU7Xp4FZmz+FtgvJldkSCN7nr/U5XnduJGD0SGrn/XZzqL8EY4xS/59e+R/Qu7yWO8uXgNxRl48yEfi57jLZnxO5H/NLwhIZ0uwesS/xJeA+H3eGOq/3TwR6UP+jXeEK6z8aJ/NnRzfLwGvPW+TsSLEHYK3g1CHfDTIDOaBf2BZ8zst3hD2irwoo9dlcZnn8Pr/bsNbz5QB7DUObfLvPXXfg781d5b9+gyvPDVV0Ymh/vxS7yL7VeBPzrnXvP5eZGeyGXdMhsYamadS2nsxXt6/694T7ofcs69HDn2l5EHPk8CjXhl+BK8Mh09l+45vIdlVWbWGWn5r5G5w/luO3ChmQ3Hi6baueTGm3jRFJNyzu0ws3rgK5E11N4EWiLDG39vZo/iBeY4ysxqeW/Jjf2kdy2Mdz/vDT37fiaBPSQh3fPlxslmNjXJe4vwhlzeg9eAvw3AOfdzMzsTuNnMVjnn/jdy/E3AGcCvzOwsvOU3DG+ERH9ilwWK1xkAcJaZPYxXTtc459bgLV9xpZn9Di8ewtF492c7EqTzf3j3LTea2VF4D7vXO+f+CtyFFw3652Z2Mt6c8Y/gPQh6NfJ+2pxzb5nZfCLzGtHQ1GClE2K184X3tOCKqO35wN+itr8HbPaTpl6F+8KbCL0Pr5dxWorjNpBkmQneiwzWgjfMYi5wdJrnv5XkS26cnuD4pzk4BL0D5iQ49qB0SB2y+kN4DehteBfevwFfSPN3UYq3puJOvAtv/DkuwAtB3xJ5/QWYnE7aSX5vq7r7P9NLryBfuaxb8HoTfw78A6/B1IZ34/MHvJug6LD0F+Kt07gJb4meZuCPwJS4NIvw1hLbhPdE3gGXdZOPp0my5EaS42OuTbwXrv+g8yRKJ8n17unIdeIDeMPVd+Mt3bMYGBt37CgSLK+BN//zz5FrkYs+B95N6nV4D7/ejVzTFgEnpZN2gu81GC8gTjtQluu/40J75bJc9sUX3S+54YCT8Obt7QBGxH1+CPAG3gOto6L2H4nX+KrHCxa1A6/BeXHUMbeSYHkNvIcCr+M9+Ooqk3jDYX8UOdd+4DW8EQoTEl2H8IKLreW95Y3mRL1XghdcbFPkPJvwrsnxy7NdRpL7t7jjPhM57jUSLAuiV89fFvkFp8XM3gJudl5XOGbWHPmPnxHZvgL4uXPu0LQTFUnAzDbg3WycnuOs9Dlm9jjeE+bhzgs4IRIq1S3SE5E57luB/3POaX5dwFQupTeKzGf8K/Bfzrk7cp2fQuJ3TuM6vPWpzMzOw3uqsSrq/ffjPTkUkV7IzMbiDSeeqwajZJHqFumJS/FGtNyX64wUKJVL6Y2+hddj6TeOhnTD75zGn+MNc3kLr2v6dWIvIJ/FmxMiIr2ImX0cL6rhVXjDR+7JbY6kj1HdImkzs0lAGd6QurV4w2cleCqX0itEgvBMwpsKNBW43yVeb1Yy4KvR6Jx7yMw68OZQvQ380HkRFzGzocD78MYli0jv8h94oetfBy51zm3IbXakL1HdIj79DC8gy/PAN5y/pZwkTSqX0ouU4EWK3YM39/ba3GanMPma01iIInMiPoo3L0IVj4iEpR9wLN78q3dznZlCpOu59IDKZYhUJkV6lZTXQ7/DU7tE5j4djRd+129Y/3zyUbwoUiIi2fAZvLDnkkCGdYuu59JTKpcpZFAuVSZFep+E10PfjUYzOxdvwddRkV1fAJ4ys1K8UP/XO+fmp5nWCLw14U4BPowXPvvzzrmn0/z8KXhhhD+BNw9rBfA959zmdL8P3tMvnnnmGUaMGOHjYyIi6du0aROf+cxnIHLNkVgB1S26nosvKpepBVAuVSZFeonuroe+Go1mdjqwEG9R1weJWujXOdcUWcz3K3jjidMxFm8R8RfwJlef5yMvJ+CtKfV/wJfxGpwzgafN7CPOuT1pJtUOMGLECEaNGpXu6UVEekpDtOIEWLfoei49pXIZJ6ByqTIp0vskvB76XXLjv/EWQP44XlSteM/iLcaerj8550qdc1/Ef2jc7+MtOjzJObc88qTrfLxFif/TZ1oioWpqamLq1Kk0NzfnOit9Sti/97Vr13LKKadQV1cXSvp9SNB1i4hkruDLZV1dHaeddhrr1q3LdVakjzjllFM46aSTOPXUU0M9z/LlyznppJN48sknA0vTb6PxVOBh51xHkvc3Acekm1iKdFIys2LgXGC+c64lKr064DlgSk/SFQlLVVUVq1evpqpKgeayKezf+4wZM9izZw/XXHNNKOn3IYHWLSISiIIvl9dffz179uzh2msVbFOy48CBAwC8+264cbduvPFGwPsbD4rfRmM/INW3HIY3tzBsHwAGAmsSvPcScGIW8iCSlqamJhYsWIBzjscee0y9jVkS9u997dq11NfXA/Daa6+ptzEz+VK3iMh7Crpc1tXV0dDQAEBDQ4N6GyV0p5xySsx2WL2Ny5cvp7W1FYDW1tbAehv9BsJ5BS+iTrLH9ufiDWUI29DIz50J3tsJDDSzgc65fdFvmNmRwJFxxyedmT1z5syDbgQbGxsBKCsri9lfXl7e1apPV7rpp5P25MmT2bRpU9f2/v376ehIryO3qKiIQw89NGbfiBEjWLRoUVqfz1Sy38PevXu7/eygQYO6/b+YOXMmCxcu7NpuaWnx9bsZPHhw1/YFF1zg+/+5qqqq63wdHR1UVVVxyy23+EojW7L9Nx9k2vHC/r3PmDEjZvuaa66htrY2sPT7GN91i9/reS5UVVV1PViItmXLFgCGDx9+0Htjx46lsrIy0HNm+3ypzunnfFVVVaxYsSJm3969e/G7VJiZMWjQoJh9Z599dkbfu4/wVS67K5OzZs066L5i7969adfH4NXJ8f+XkydP5rrrruva7ul5pkx5b5BaOudJZtasWQfVoxs3bgRg5MiRMfvLy8vTSvOiiy6KuccDr6eqvT29qbj9+vXjkEMOidk3YsQI5s2b1+1n8/H7QM+/U6LvA5l/p3R09jJ2Cqu3Mf7+6frrr+ess87KOF2/PY2/Br5sZldEfdaZ2SAz+ylwGnB/xrlKX6qaI9F7VwPr416+QkHv3bs3rcZMT/U0/Z07d7Jnzx72t+5nf+t+2jva6ejoSOvV3tHe9bn9rfvZs2cPO3cmao+Ho66ujjVr19ByYE/Xq7W9lfaO9m5fre2tMZ9bs3ZN3vX4LF26NOaJz5IlS3KcI3/C/JsPM+2wf+/xN8qvvfZaoOn3MT2pWzK+nnfasWMH3/3ud7N23du3bx/79u3r/sBeer5cnVMC57dcBlYmC02mdd3OnTu9hq/r6Hr5eXjinIv57N69ezO63gX1fVyHe+/l82GQcy7m87n+Tvmk894n2XZPWQ+e2NUA/wrsBg4HmvF6/voBDzjnruhRRswm40Xp6nbJDTP7IFAHXOmcuz/uvV8AX3fODUrwuWRPwZ5Zv359WpG9pk2bBsDcuXO7PbYnepr+tGnTWL9jPadXnpFxHp6ueorRQ0eH9h3jTZs2jZYDe7jtp5n3At181fcZPOCwrOU9Hbfeeivz58+ntbWV4uJiLrroorztaUwkzL/5MNMO+/c+ceLEmIbj8ccfn7KnccOGDYwePRpgtHNuQ2AZKRB+65Ygrued7r33Xmpra5k0aRJXXXVVj/KfrMctkc4hcWPGjEnr+Ex7A6dPnw7APffc0+M0esM5e0LlMjU/5TLIMpkNkydP7iqL4JXHsEZYXX755QA88IDfmI/vfX5f615uv/f7geTnpu/cwsDiQRnlBzL7Pgf2HuBH37+7R59PZMYt1zBg0ICcfad0nHTSSQfte/nllwM/z8knnxzTUCwuLuaFF17o9nPdXQ/99jTinJuKF2hmFV7DbSfwOHBRTxuMPfA6sI/EcxdPIvFcR5xzu5xzG6JfeBO5RUJTWVlJUZFX1IqKijQkKksqKytjhqcG/Xv/0Y9+FLN9993BVX59kd+6Jajr+Y4dO1ixYgXOOZ544okeP6mur6/n1ddeZdf+nd2+ioqNomJL69hXX3s17caoSND8lMvedo915513xmzfddddOcqJ9BUDBgyI2Y4fXhuUmTNnxmzH/633lN85jQA45xbi9QrmhHOu1cyWAVPM7Hrn3F4AMxuHN1wis8lQIgEqLS3lwgsv5JFHHmHKlCmUlJTkOkt9RudICr8jKtIxfvx4xo4dS319Pccffzzl5eWBn6OvyUXdUlNTE/Nwoaampse9jUe/v4RLv/eVILPHwz9+JND0espPTyq815va2ePYnUx7UyU8ub7nC8vQoUNjtocMGZKjnEhf8fzzz8f0Nq5evTqU85xzzjnceOONXSOtgpjPCD1sNMYzs2HAUc4535N6zOzLkX9+NPLzc5H0WpxzyyPHbABwzo2K+ugtwN+AJWZ2NzAYmAlsIPF6QiI5U1lZSX19vW6KsqiqqoqioiI6OjooKioKJQDRj370I6ZNm6ZexpBkUreka9WqVbS1tQHQ1tbGypUre9xoLGT19fWse3Udw0uPS+v4fubdXux5q6WbI2FL0+aM8ibZlY1ymQ2zZ88+aDu+hyaVZAFVEuk8rnMIZCpBBl6R/BIfxX379u0MGzYslHPNnDmTa6+9NrBeRvDZaDSzrwGfds59M2rfncCMyL+fA77onHvHR7LxYY5ujfxsBEYl+5Bzbq2ZfR6YBTwGtAJPAt/zeX6R0JWWllJTU5PrbPQpS5cujWkMLFmyJPBG4/jx43n++ecDTbMvCqluScuECRNYvnw5bW1t9O/fnzPPPDPoUxSM4aXHceVXvx14uvf99meBpymZy2W5zIbly5fHbD/++OO+GjCk2F0AACAASURBVI11dXW8vPZljik7uttjrdgAaG5pSnnctsY30z6/9D7V1dUUFxd39QBWV1dz0003hXKuc845h3POOSfQNP32NF4JvNq5YWanAtcCf8Ib634FMB1Ie6auc87SOGZUkv3/B2Qe+UVECs6kSZNiAuGcd955uc6SJBd43ZJIoiGWra2tXQ8X2tvbee2117qGVGrIpPRxWSmXvdkxZUfz9f+eGlh6D/5AD5cL2bJly2KiutfW1obWaGxubmbGjBncfffdgfVm+g2EMxZ4KWr7IrxJ0Wc55yqAXwEXB5IzEZEMKABRr5KzuqW4uJj+/b3np0OGDKG4uDiM04j0RgV9z3fGGbF9DhMmTMhRTqSvmDhxYlcdU1xczLnnnhvauaqrq3nhhReorq4OLE2/PY3vA96O2p4ArHTOda5WuRoI7pGLiEgPKQBRr5KVuiXZg4Nvf/vbbNy4kV/84hcKhiHyHt3ziQSooqKCxYsXA97D7IqKilDO09zczOLFi3HOsWjRIioqKgLpbfTbaNwGHA9gZiXAh4HoBU0OA9ozzlUBmjlzZloTpl955RXgvfXrkikvL+fGGxUkViQVBSDqNXJatxQXFzNmzBg1GEViFfQ936pVq2K2V65cmaOcSF9RUlLC+eefz7x585g8eXJoQXCqq6tjooIHNXfSb6PxKeA/zWwn8HnAAcui3v8goDBoCdTV1bH6xdUMGDIw5XGt7e8C8NLGfyY95sDOfYHmTaRQKQBRr6G6RST/FHS57LypTrYtEoaKigoaGhpC62WE8OZO+m00/jfwSaBzBdTbI4u3Ymb98RaAfSzjXBWoAUMGcuy5YzJOZ2ttQwC5ERHJG6pbRPJPQZfLoqIi2tvbY7ZFwlZSUsKcOXNCPcfEiRNZuHBhVyDAoOZO+mo0Ouc2mdmHgPHA2865jVFvDwK+CfwjkJyJiEifoLpFJP8Uerk89thj2bRpU9f28OHDc5gbkeCENXfS92MV51y7c+7luIsHzrndzrnFnU+hwFsA1sxeN7PTAsiriIgUKNUtIvmnkMvl1q1bY7a3bNmSo5yIBKtz7qSZBTp30u/wVL/6AaOA1BP5pCA0NTUxffp0Zs+erUiVIhIm1S0i+adXlUszS7ndF82aNSutoI2dx1x++eVppVteXs51112XUd7EnzDmTobdaJQ+pKqqitWrV1NVVcUtt9yS6+yIiBSsqqoq6uvr0zq2ocGbBz99+vS00x87dqyiDktB++QnP8mf/vSnru1PfepTOcxNfqirq6Ouro5x48alPG7gQO+5QDrBg9atWxdI3sSfMOZOqtEogWhqamLBggU453jssceorKxUb6OISEjq6+tpaGhg9OjR3R576KGHAulHh1y/fn1GeRPpDTZujBlxS2NjY45ykl/GjRtH9X3BLQhfcWV4UUIlu9RolEBUVVXFrAmj3kYRkXCNHj2aO+68I/B0b7j+hsDTFElXc3MzM2bM4O677w5tHTuADRs2pNwWyVSi4b6dDytGjhwZs783DOFVo1ECsXTp0pg1YZYsWaJGo+Sc5tmKiPQu1dXVvPDCC4EtSJ7MmDFjuoZud25LYUl3jib4m6eZSQNv7969PfpcPlCjUQIxadIk5s+f37UmzHnnnZfrLIlonq2ISC/S3NzM4sWLcc6xaNEiKioqQuttvO666/jmN7/ZtX3DDf562Ddu3Mjbe97mwR/UBJanbY1vsu+w/YGl19fV1dXxz5f/yXHHjOz22H5WDMCu5ndSHrd528aU70dL1LDsbJQ+8MADaaeTL9RolB6ZOXNmzNObAwcOdPU0trW1sXbtWqZNmwZ4T2RuvPHGnORT+i7NsxUR6V2qq6tjprqE2du4dOnSmO0lS5bw8Y9/PJRzSe4cd8xIvvO1awNL796H7gosrd5GjUYJxIABAyguLqa1tZWSkhIGDBiQ6yxJH6d5tiIivcuyZctiprrU1taG1mhcvnx5zPbjjz/OzJkz0/78yJEjaW5p4uv/PTWwPD34gxpKBpcGlp5IkMJuNO4Bvg+8HvJ5JMsS9RxecsklNDQ0sGDBAvXoSM5pnm1BU90ikn8yLpcTJ05k4cKFXVNdzj333OByJ9KHhBFQqsjPwWY21MxOiNs32sx+ZmYPm9nZ0e8551qcc993zm0IIK+S5wYMGMAJJ5ygBqPkhUmTJlFc7M1R0Dzb/Ka6RST/5KJcVlRUUFTk3ZoWFRUFujB5vDPOOCNme8KECaGdSyTbogNKBcVvT+O9wDjgYwBmdhjwDDA88v4lZnaGc+5PST4vIpIVlZWVLFiwAPBuPrRQeV5T3ZLntmzZwp539nDfb38WfNpNmzls32GBpysZy3q5LCkp4fzzz2fevHlMnjw51CU3du/enXJbpLcKK6CUr55G4DQgehD4JXgXjy9Ffr4CBDfbVESkh0pLS7nwwgsxM6ZMmaIe8PymukUk/+SkXFZUVHDyySeH2ssI8Nxzz8VsP/vss6GeTyRbEgWUCoLfnsajgehYs+cAq51zTwCY2RxgeiA5y4H4iKCJvPLKKwBdkUGTUcRQkdyrrKykvr5evYz5r6DrlkIwfPhw9rzVwpVf/Xbgad/3259x2FGDA09XMpaTcllSUsKcOXOCTlakzwgroJTfRmMrMDBq+3PAnKjtXcDQDPOUM3V1dfz1+b/hBvdLeoy967Xcn6t7PvkxLe2B501E/CstLaWmJrg1tCQ0BV23hGHLli3s3buXG673t7ZcOl5//XUGDRoUeLrS6+SkXIYRwEOkLwkroJTf4anrgCnmOQ8YAqyKev/9wM5AcpYjbnA/Wk8cnPR14NTDOXDq4SmPSdXoFBGRgxR83SLSC+WkXIYRwCORfv36pdwW6a3CCijlt6fx53hPmd4CBuGFVY6+gHwWeDmQnImISF+husWn4cOH09HRwR133hF42jdcf0PXDYf0aVkvl2EF8EjkS1/6EkuXLu3anjhxYijnEcm2sAJK+Wo0OuceMrMO4ALgbeCHzrlW8EIzA+8DqgLJmUgvlWhubGNjIwBlZWVd+zTvVcSjukUk/+SiXFZXV9Pe7k3xaW9vp7q6OpC5WIlMmjQpptGoZZmkkFRUVNDQ0BBoQCm/PY0452qAgyYJOed2AKcEkSmRQrN3795cZ0Ekr6luEck/2S6Xy5Yto62tDYC2trbAAngkMnPmzJjt2267jdra2lDOJZJtYQSU8t1oTMTMTsEb6/6Mc25/EGmK9FaJeg87o+3OnTs329np05qampg+fTqzZ8/Wkhu9kOoWkfwTZrmcMGECS5Ys6do+88wzg0w+RucIoGTbIhLLV6PRzK4BPuecmxS17zd4a/cAvG5mn3bOvRlgHkVEeqSqqorVq1dTVVXFLbfckuvsSBKqW0TyTy7KpXMu5baIHxs3bmT32+9w70N3BZbmpm0b2b3v8MDS6038znT/ClFr9pjZGZF9jwA3AseiBZhFJA80NTWxYMECnHM89thjNDc35zpLkpzqFpH8k/Vy+dRTT8Vsr1q1KsmRIpJtfoenjgIejNqeDGwFpjrnnJkNA84DvhdM9kREeqaqqoqODm9d1Y6ODvU25rdRqG4RyTejyHK5nDhxIgsWLKCtrY3+/fsHtr6c9E0jR45kV/M7fOdrwT3buPehuziyRD2N6RgMREf0OANY6d4bP7AWOC6IjImIZGLp0qW0trYC0NraGjNPRvKO6haR/JP1cllRUdG1XmK/fv0CjfwoIpnx29O4GfgXADMrA8YD90S9fxTwbjBZExHpuUmTJjF//nxaW1spLi5WOPX8prpFJP9kvVyGtb6cpGfjxo3s3buXiiuDa6yvW7eOQYMGBZae5I7fRuNSoNLM+gEfx7tYLIt6/0RgQzBZExHpucrKShYsWABAUVERlZWVOc6RpNDr65YtW7bwTstuHv7xI4Gm++YbTewdrMCxkhM5KZcXXXQRjz/+OBdffHHQSccws5hAO2YW6vlEeju/jcYf4D11qsS7eFzdGTXLzAbiLQD760BzKCLSA6WlpVx44YU88sgjTJkyRUtu5DfVLT2wfv16brj+hm6P27p1KwDHHnts2umOGTMmo7xJQchJuZw3bx4tLS08+uijoa3RCDB48GD27NkTs93XjRw5ko6ODqrvqw4szYorKygq8jsbTvKRr0ajc+4tYIKZHQHsc861xh3yOeCNoDInIpKJyspK6uvr1cuY5wqhbhk+fDi79h/Kpd/7SqDpPvzjRzjy0CEH7R87dmzaaezf7/VUpnvjNmbMmITpb2nazH2//VlaaWx/azsAw47qfnjhlqbNjDtqXFrpSvbkolw2NzezePFinHMsWrSIioqK0IaoRjcYE22LSCy/PY0AOOd2J9i3D/hHxjkSEQlIaWkpNTU1uc6GpEl1S/r8PAiZPn06APfcc083Rybnp5EK8ObObQAcdlT3vTfjjhrnO33JnmyWy+rq6pio19XV1aH1No4ZM4aGhoaY7Xy2vn4DN30ndQTwrZu9cnfsccd0m9b4E8YHlreeaNjQwIxbrkl5zJZtWwAYfszwtNI7YfwJgeStt5k1axZ1dXUx+zZu9FbLGTlyZMz+8vJyrrvuuh6dx3ej0cyKgK/jDUv4QGT368AC4CHnXEePciIiIn2W6pb85re3PoiGquRetsvlsmXLYqJe19bWhtZovPPOO7nooou6tu+6K7gF4INWXl6e1nEH9h8AYGBx6sAz408Yn3aaYUj33PsPeKMkBgwa0O2xJ4w/IaffKd/s3bu3+4N88tVojIxhfxz4LODw1usB+BIwEfiamX3JOadZ+yIikhbVLSL5JxflcuLEiSxcuLAr6nWY6zQOHTo0ZnvIkIOHgeeLdHuGLr/8cgAeeOCBMLOTsUL7PrmW6PcZxu/Ob0/jTXhj2O8G7oiMd8fMjgRuAGYANwI3B5ZDSduuzbt4uuqppO/v2e6N1z9s2GHdpsPQlIeIiARJdYtI/sl6uayoqGDx4sWANwc3zHUaq6urKSoqoqOjg6KiolCHwooUAr+NxkuAR51z10bvdM7tAq6LrOPzVVSxZ106XfKvNL0CwOiho1MfODT9oQMiIgFQ3SKSf7JeLrO5TuOyZcti5k+GORRWpBD4bTSOwHvilMwfgck9z4701I033tjtMdOmTQNg7ty5YWdHRMQP1S0i+Scn5bKiooKGhoZQexkBzjjjDJYuXdq1PWHCBN9pbGt8kwd/0H2wtZ3b3gJgyDFHdZteyfhS3/kQyQa/jcZdwPEp3h8bOUYKyMyZMw+KypTIK694PZmdjdNkysvL02rkiviR6O+0sbERgLKyspj9+hvMO6pbRPJPTsplSUkJc+bMCTrZg5hZyu3u+BmRtaN1JwAlg1M3CEvGl2qkl+Qtv43G3wOVZvakc25F9BtmdhbwH8C8oDIn+aGuro6X1rzE8NGpQzhbsfdze0tT0mO2rN8WZNZEUgojepiEQnWLSP4p6HK5atWqmO2VK1dy++23p/15P8sWKKCLFIKeBMI5G3jczP4O/DOy/0PAR4DtwH8Hlz3JF8NHH8OVt38j43Tuu+lXAeRG5GCJeg41JLvXUN0ikn8Kulx+6lOf4sknn+za/vSnP53D3IjkP1+NRudco5mdCtwBTAJOjrz1DvBb4L+ccxuDzaKIiBQy1S0i+afQy+XLL7+ccltEYvntaSRygbjUvMHfJYABTc45F3TmRESkb1DdIpJ/Crlcbt26NWZ7y5YtOcqJhGnzto3c+9Bd3R7XvNObWlUyJPW8083bNnJkyYcCyVtvk3aj0cwOA5YADzvnfh25YCSfvCYxGhsbeXfnPrbWNmSc1rs79tHoGgPIlYhIbqluEck/KpdSCPwEFdq2YzMAR5YcnvK4I0s+1GeDFaXdaHTO7TGzjwIPh5gfEfGpqamJ6dOnM3v2bEpKSnKdHRFfVLeI5J9clsvm5mZmzJjB3XffHeo6jccddxybN2/u2h4xYkRo55LcULCiYPkdnvoicEIYGSl0ZWVlvG17OPbcMRmntbW2gbKRZd0fKH1CVVUVq1evpqqqiltuuSXtz2kpFckjqltE8k9OymV1dTUvvPAC1dXV3HTTTaGd5yc/+QkXXXRR1/a9994b2rlECkGRz+NvAf7dzD4fRmZExJ+mpiYWLFiAc47HHnuM5ubmtD9bV1fHyy+tYVfzOylf/aw//ax/ymNefmlNWg1QkSRUt4jkn6yXy+bmZhYvXoxzjkWLFrF9+/bQzlVeXk5pqTd/7eijj2bcuHGhnUukEPjtaZwKbARWmtk/gHVA/EJozjl3RboJRsbN/xC4CDgSL6TzD5xzS7r53K14F7R4bzrnUi8omERjYyPW0k7xmpaefPy9vLW0dy0qXggaGxt5+51dgSyXsWX9VloO3xdArgS8XsaOjg4AOjo6fPc2vv/YMq79ZuZPcu+6P/21rUQSCLxuEZGMZb1cVldXx9RpYfc2FhUVxfwUkeT8Nhovi/r3hyOveA7wcwFZiBfG+VpgfeQcC81sknPu8TQ+/wVgT9T2AR/nFunVli5dSmtrKwCtra0sWbLEV6NRJE9cFvXvoOoWEcnMZVH/zkq5XLZsWUydVltbG1qjsa6ujm3btgFeJNV169aptxFYt24dFVdWpDzmjTfeAOD9739/Wun11cAxhcbvOo2BPooxsy8BZwIXOucWRvb9AfgA8GMgnUbjaufcriDyU1ZWxtZ922k9cXBG6RSvaaGsrHDmHJaVlbG9ZSBX3v6NjNO676ZfMWxw6nDGkr5JkyYxf/58WltbKS4u5rzzzst1lkR8C7puEZHM5aJcTpw4kYULF3bVaeeee25o57rmmmtitqdPn05tbW1o5+sN0m3c7dvnjRhLp4e2vLxcjcYC4XudxoBdALwNLO7c4ZxzZvYgcL+ZjXfOrc1Z7kTyXGVlJY8++ijgDeWprKzMcY5ERER6pqKigsWLvVvCoqIiKipS93hlIn4aUSFNK+qpdKONKtJo3+Sr0Whmo4ETnXNLk7w/CXjZObchzSRPBNY65zri9r8U/X43abxiZqV46wfVAjc65xKuJWRmR+LNm4ymGMvSq3WusZxvay2nE5013cisoOishawndYuu5yLh8lsugyiTJSUlnHXWWSxdupSzzz471CU3RMQfvz2NM4H3AwkvIMD3gDeA7u8APUPxJlbH2xn1fjINwH8Bf8ebx/gpvHmRE8zsFOfcWwk+czWJg+eI9EpVVVUUFRXR0dFBUVGR70A4Yaqrq+MfL77EMUOGJz+o3QB4c2PqCHnbdm4JMmuSf3pSt+h6LhIuv+UykDJpZjE/wzJixAg2bdrUtZ3O/DyRvsxvo/HTwP0p3n8S+KbPNFN1jyR9zzk3N27XU2b2XCQP/wkkCuf4E2BO3L4RwDPdZ1Mk/yxdupS2tjYA2tra8i4QzjFDhvO1czIfXvTQ8uoAciN5rCd1S9Lr+dy5c3nrrUTPDRNraGgAvDlN6Rg7dqyGgktf4LdcZnyP1dzczIoVKwB44oknuPrqq0Prbdy5c2fM9o4dO0I5j0ih8NtoLAW2pXi/CTjaR3o7SNybOCTyc2eC95Jyzv3ezLYCpyV5fxcQEzQn7CdZImFSIBwpEL7rllTX8w0bNtC4eSNF70uviutobwdgzeZXuj/27ba00hQpAL7KZRD3WNlccuPcc89l3rx5OOcwMyZNmhTKeUQKhd9G4y5gTIr3xwLv+Ejvn8AUMyuKm9d4UuTnGp/5AygC4udIihSkyspKFixYAHhBA9T7Ib1U0HULRe/rz6BPHpVRphLZ+5f0ezBFernAy2V3srnkRkVFBQsWLKCtrY3+/fuHGnRHpBD4bTQ+A/y7md3rnIt5+mRmxwDfAP7kI72FeOv7TCIqgirwNeBVv5FTzewsvKdez/n5nHRvy/pt3HfTr1Ies32rN7Rj2LHJp6JuWb+NYSdqyY2glJaWcuGFF/LII48wZcoUSkpKcp0lkZ4Ium4RkcxlvVxOnDixKyI4EOqSGyUlJQwaNIjdu3czcOBABd0R6UZPAuFMAv5uZj8GXsSbd/gRvAnRhwE/9JHe48AfgF+b2VBgPfB1vHH053ceZGZPA59zzlnUvr8DDwGvAq3AJ4FrgHrg5z6/l6SQ7vo6za2RRmOKdRiHnViq9XoCVllZSX19vXoZQ5YoGmxniPbodVkV5bVHgq5bRCRzWS+XZ555Zkyj8Qtf+EKQyceoq6tj9+7dAOzevZt169Yxbty40M4n0tv5ajQ65140sy8DDwB38V6gGgO2Axc551b7SM+Z2WS8i84P8UI1rwUuTBbiOUodUAkMB4rxInj9CrgtMq5eApLuDXDnsglz58bHKJIwlZaWUlNTk+ts9El79+7NdRYKQtB1i4hkLhflctasWTHbd9xxB4sWLQryFF2uv/76mO1rr702tHNJYZs1a1a3S4x16jyuc63LVMrLy9NeOzMb/PY04pyrNbORwNnA8XgXj1eBJ51z+3qQ3m7gW5FXsmNOT7Dvq37PJSLSU4kenuhBSXCCrltEJHPZLpedkYyTbffWc0lhq6ur46UXX2bYEd1Pv3LelF22vP5myuO270645HxO+W40AkQuFHocIyIigVHdkrmqqirq6+tj9qVaUqRQlg/ZsWMHt99+OzfffDNDhgzp/gOStmyWyyOOOKJryGjndljGjBkT01AcMyZVzB+R1IYdUcrk0y4NLL1Fzz4cWFpBKcp1BkRERCQ8AwcOZODAgbnORqhqampYs2aNhur3cp2RU5NtByl+2N8NN9wQ2rlECoHvnkYzGwN8F/g4cBQHNzydc06Pa0RCkG4wFlBAFuldVLcEoxB6Df3asWMHK1aswDnHE088wdSpU9XbGJBsl8tJkybFBMIJc+3h2tramO2lS5fy8Y9/PLTzifR2vhqNZnYS8L/AIXhj2j+At9biUOAYoAHYFHAeRfJWokZcIq+84i0a3jkHLpmeNPQUjEV6O9UtkomampqYBeFramq46qqrcpyr3i8X5bKiooKFCxfS2trKgAEDQl078fHHH4/ZXrZsGbfffnto5xPp7fz2NP4AOAB8DNgBNAHfcc49ZWb/jhcB9fwUnxc5SGNjI+/seYebr/p+xmmtf20Dhx92eAC5Sk9dXR1r165l3PGpw3QfeuihALS1tiU9Zt1r67o9n4KxSIFS3SI9tmrVKtravGtrW1sbK1euVKMxGFkvlyUlJVxwwQXMmzePCy64INS1E51zKbdFJJbfRuOngfudc69G1lUEL5IWzrlfmtlngDuB8MYTiOSZccePo/p/qjNOp+Jb4T1RFclzqlukxyZMmMDy5ctpa2ujf//+nHnmmbnOUqHISbmsqKigoaEh1F5GgGOOOYbNmzd3bR977LGhnk+kt/PbaDwcbzgCeE+fAAZHvf9n4I5MMyV9S1lZGS0H9nDbT2/JOK2br/o+gwccFkCuRCSLVLeEqNAji06dOpUVK1YAUFRUxNSpU3Oco4KRk3JZUlLCnDlzgk72INu2bYvZ3rp1a+jnFOnN/EZPfRNvHDvOuXeAFiB6XN5RQL9gsiYiIn2E6pYQFXpk0aFDh3L22WdjZnzxi18syIZxjhR0ueycB5tsW0Ri+W00vgh8NGr7j8B3zOyzZnY68C3gHwHlTURE+gbVLSGJjyy6c+fOXGcpFFOnTuXEE09UL2OwclIum5ubueyyy9i+fXvQSccoKipKuS0isfwOT/0N8J9mNjCy2OvNeBeRP0Te3wf8V4D5ExGRwqe6JSRhRxatqqqivr7+oP2di6ZPnz49Zv/YsWNDWRZk6NChzJ49O/B0+7iclMvZs2fz/PPPM3v2bGbOnBl08l3OOOMMfv/733dtT5gwIbRziRQCX49VnHO/c859NnLxwDn3d+BDeGv4XAX8i3Puf4PPpoiIFCrVLeFJFFk0GwYOHMjAgQOzci4JRy7KZXNzM8uWLQO8dRTD7G2M//vU36tIan57Gg/inHsD+Gmi98xsMPA94CHn3IZMzyUiIn1Db6xb3nyjmYd//Ei3x73VtAuAo0qPTCvNI4/v+Ry9sCOLhtFrKPkr7HI5e/bsmJ7xMHsbo3sZAZ588kmt0yiSQsaNxm4cBtyCtzjshpDPJdJjTU1NTJ8+ndmzZ1NSUpLr7IhIanlXt4wdOzbtY3e0vgXAkYd23xg88vghvtKOp8iikkUZl8vHH388ZnvZsmWhNRo1p1F6o1mzZlFXV9ftcZ3HXH755WmlW15eziWXXJLymLAbjRBZ00ckn1VVVbF69Wqqqqq45ZbMl/4QkdAlrVuamproaG1j71/eCvykHW+3scW2HLTfT49b5zy/e+65J7B8JdMZWbS2tlaRRSUbMrrny2ZE05aWlpTbIvmorq6OF1e/yGF2RMrjDrhWAOqff73bNPe43WmdOxuNRpG81tTUxIIFC3DO8dhjj1FZWaneRhEpGFOnTmXDhg3qZZS855xLuS0icJgdwUcOOS2w9P7+7rNpHadGYxxraad4TfKnTbbfe+rlDk0+jMFa2gPPl4SnqqoqZg6FehtFerfS0lLe2LOFQZ88KvC09/7lLYYPHx54uiIiIvlMjcYo5eXl3R7zyiuvAHBC+QkZpyX5YenSpbS2et34ra2tLFmyRI1GESkYNTU1rFmzJvDlNkR6s/79+3dFFu7cFpHkVEKi3Hjjjd0eM23aNADmzp0bdnYkSyZNmsT8+fNpbW2luLiY8847L9dZkjTMnDmz28ngnQ95OsttMuXl5WmVf5HeZseOHaxYsQLnHE888QRTp07VvEbJW9lsyCkQjog/ajRKn1dZWcmCBQsAr9JQCPneoa6ujr8//yJDBg5Lekz7u96w48a1m5Ies3NfeOuAieRaTU1NzPB79TZKPvvSl77EkiVLurYnTpwY2rkGDBjAgQMHYrZFJDk1GqVHEvXyJOvVyfdenNLSUi688EIeeeQRpkyZoiA4vciQgcM4a9z5GaXxjwcHVQAAIABJREFU5LrFAeVGJP+sWrWqq+emra2NlStXqtEoeevqq69m6dKlOOcwM66++urQzrVnz56U2yISK+y++HagEdgX8nkkDwwaNIhBgwblOhs9cvHFFzN48OBu16gRkbyguiVNEyZM6Bri179/f84888wc50gKWMblsqSkhLKyMgDKysoYNiz5SBIRya5Qexqdc9uB0WGeQ3Ijn3sOe+LRRx+lpaWF3/3udwqCI5LnVLekb+rUqaxYsQLwht9r2Q0JSxDlsrm5mc2bNwOwZcsWtm/froaj5L2NGzeya/fbLHr24cDS3L67ibaN7waWXhBSNhrN7L97kKZzzt3Ww/yIZJ3WaRTJLtUt2TN06FDOPvtsamtr+eIXv6ggOJJUPpTL6upq2tu9Zcva2tqorq7mpptuCir5GIqeKuJPdyXk1h6k6QBV7NJraJ1GiZdOZFbwF5310ksvDSRvBeLWHnxGdUsPTZ06lQ0bNqiXUbpzaw8+E2i5rK2tjamPly5dGlqjMZtBd6SwjRw5kv5tbzL5tODq+UXPPszwkUcHll4Qums0aviPFDyt0yjx6urqeP5vLzCYw1Ie9y7e0JG6v61LekwLCq6QgOoWkfyT83J57LHH0tDQELMdlmwG3REpBCkbjc65xmxlRCRXtE6jJDKYwzip/6kZp/Ny2+oAclNYVLdkV01NDWvWrNFyG5JSPpTLzvmMybZFJHd6HD3VzA4xs+PMTAvbSK9WWVmJmQFap1Ek11S3BGvHjh2sWLEC5xxPPPEEO3fuzHWWpBfKVrk87rjjUm4Hqbq6OuW2iMTyPevXzE4G7gY+DfQDvgA8ZWalwG+BO5xzKwPNZYE4sHMfW2sbUh7Tutsb7lZ8xCEp02FkoFnr00pLSxk5ciT19fWMHDlSQXBEckB1Szhqampi5oipt1H8yHa53Lp1a8rtIHUOTQVwzrFkyZLQ5k9K92bNmnVQLIHO7csvv/yg48vLy7nuuuuykjfx+Go0mtmHgWeA7cBDQNf/onOuycwGAl8HVLHHKS8vT+u4zsAaJ4w8IflBI9NPr7dYX7+Bm6/6ftL3t27aBsCxI47pNp0Tx5/o69xNTU1s3LgRgMbGRpqbm/Om4ZhOQJZ0g7GA93dTaMulSO+nuiU8q1at6ooQ2dbWxsqVK9VolLTkolyee+65zJ8/n46ODoqKipg0aVJQSR9k+PDhMfMnhw8fHtq5pGeyufZ3S0sLr776KuvWrWPcuHFZO29v4ren8QfAFuAjwKHAv8W9vwq4OIB8FZx0b9Q7b/znzp0bZnbySjoN4NZ3vUA1gwekDkxy4vgTfTeoq6qqYp425lP01Lq6Ov655p+MGTUm6TGHFHu90vv37E+ZVsOG2F7uxsZGdr/9Dnfdf3vG+XxjayNv7z0843Skz1LdEpIJEyawfPly2tra6N+/P2eeeWausyS9R9bLZUVFBQsXLqSjo4P+/ftTUVERZPIxstmrKd3LVq9hoh5N8O63nHNceumlnHjie50P6tF8j99G42fwhiLsMbNE4yc3AnpUI76k06AOszGd79FTx4waw49u/XHG6cy49XsB5EYkFKpbQjJ16lRWrFgBeHO2s7Xsxo4dO7j99tu5+eabtTZk75X1cllSUsLIkSNpaGjg/e9/P8OGDQsy+RjZ7NWU/NbS0tLVebB//3727t2b1V7O3sJvo/FQ4O0U7x+RQV5EcqKvRk8tKytjV/M7XPvNzOdw3HX/7RxZop5G6bHA65aOt9vY+5e30ju2xVtMvGhwv7TSJbzYHIEbOnQoZ599NrW1tXzxi1/MWgNOEVsLQtbv+Zqbm3njjTcAeOONN9i+fXtoDceKigoWLVrEgQMHKC4uDrVXU/JHol7DyZMnx2y/++67/O53v8tWlnzZuHEj77jd/P3dZwNL8x23u2uaVip+G40NwCkp3j8DWOszTZGcqqysZMGCBYCip/YmjY2N7Nz7Fk+uW5xROjv3bofG9oByJT0UaN0yatQo3ve+96V/8si8pjHHJR8G3uU4GDt2bNpp54OpU6eyYcOGrPYyRkdsnTp1qnobe6es3/NVV1fHTBeprq4OLThNSUkJp59+Ok8++SSnn356qL2akt+i57Ym2haP30bjb4CbzexR4O+RfQ7AzL4HfBH4TnDZEwlfaWkpF154IY888ghTpkzJmyA4In1IoHXLtGnTGDVqVNonnz59OgD33HNP2p/pTYYOHcrs2bOzdj5FbC0YWb/nW7ZsWcx0kdra2lAjmr766qsxP4PgJwqo5svlhzFjxsQ0FMeMSeMBYo6MHDmSA81tfOSQ0wJL8+/vPsvIkd0vy+C30Xg3XrjlFUAd3sVjtpmVAMcAvweqfKYpknOVlZXU19erl7EXKSsrg5Z+nDXu/IzSeXLdYsrKRsTsa2xspIV3eLltdUZpA7TwDo2NOV8zO9+pbglRtucX5iJiq+ZQhiLr5XLixIksWLCgK3DTueeeG2TyMerq6rquzRs2bAg1amYY8+PUOA3OnXfeyUUXXdS1fdddd+UwN/nLV6PROXfAzL4AfBu4FNgPjANeA+4B7nXOdQSeS5GQlZaWUlNT4/tzjY2NtLS0UPGtzOdCrHttHYMHD844nXzR2NjIrp1v89DyzBdM3rZjC/tdSwC5knykuiVc2Z5fmIuIrZpDGbxclMuKigrmz58PeL3UYc4zvP7662O2r732WhYtWpRxurlsnB1yyCHs3r27K0ZDb9fc3MyMGTO4++67Qx0+PHTo0JhtPXhKzG9PI865NmB25CUiUnDKysrY9+a7nNT/1IzTerlttdcrKimpbglHLuYXZjtiq+ZQhicX5bJzTmPYevs8tkSN09tuu4158+ZRXl4e6rDebJk9ezbPP/88s2fPZubMmaGdp7q6mn79+tHe3k6/fv1CnUvbm/luNCZjZoc4594NKj2R3qCsrIy21jaq/yfz3rSKb1XQvziwIpmWN7Y2drtOY9OObQCUDj0mZTpHlpwYs6+srIxDbTtfOyfzJ8UPLa/m6JEKUtAXqW7JTE1NDe3tXqCn9vb2rPTEZTtiq+ZQZl9Y5bK6+r26NOxAOL1pHls6mpubWbRoEc45Fi5cSEVFRa8O7tPc3MyyZcsAqK2t5bvf/W5o32fZsmUx18mw59L2Vr7uUM3sHODjzrlbo/ZVAncCgyKTpb/unGsNNJcifVRjYyN73tkTyBqLDRsaOOzww7q2y8vL0/rc1u2bAFIuqXFkyYlppycST3VLeFatWhVzM5SN+YWQ3YituZhD2RfkolwuXbo0JnrqkiVLQrt5L7R5bNXV1TFBhHp7b9ns2bNjHgaF2ds4ceJE5s2bh3MOM+vRXNrt/397dx4vR1XnffzzSwiyKLLdQCJJEBgMEGZERfGRJSA4I0nIwoOOGgdwUGOGRyIIMgJDRFAQGYNLRFAJgj5OAknIxhIgQUGQRVzYDESCxASzEUIgCyG/+eNUX/p2uvtW3a6q3r7v16tf93Z11Tmnu+ucU6frLOtWMPOBn3e738uvhqWg3r7zbt2G15+9EqcjS0lva5wLrCg8MbODgKsJ0zI/B3wceAiYlFYCpWcuu+yybQZIP/XUU0CYWbDY4MGDueCCC3JLmzSGuN954Xy58cYbs0yOtDfVLRn50Ic+xPz58zufH3nkkbnEm+eMrfUYQ9kmcs+X/fv373L3r3///mkFvY3Bgwd33m3cf//9M5sEJy9ZNbjrNeHObbfd1uX5vHnzMms0nnLKKUydOhUIn93HPvaxRMcn+dF83dOh0dh/v+oNwv7s1XA/xidtNB4EzCt6/nFgA/B+d19nZr8ATkUVe0PKYvYuydagQYPYuH4jV068quawzp14Dju8dYcUUiWSOtUt0mN5j6FsI7nny+XLl1d9nrbLL7+c008/venvMkK+De5Wu56cNm1al+dTp05N1OBO0lAuNLSvv/762Mc0iqSNxt2AVUXPjwfucfd10fOFwIkppEtqpDuHIrV5lfXdLrmxkdcA2IHKFeirrE81XS1KdUtG7r///i7P77vvPs4777w6pSYbe+yxB8cccwzz589n6NChmgQnPbnny+OPP55Zs2Z1Pj/hhBPSDH4bgwcP5oEHHsg0jrxk1eCu12ywJ554YpdzYdiwYZnFNWfOnC7PZ8+e3dRde7OStNG4ChgEYGZvAw4HilsnfYDe6SRNRKQ+4nYJKXT5HnxQ9W5NjdbFpAGpbsmIum5KDXLPlxs2bKj6XCobPnw4N998M1u3bqVXr16MGDGi3kmqyYQJE5gzZ07n+5kwYUJmcfXr16/LXdp+/fplFlczS9pofAAYZ2ZPAB+Nji/uunAAkG1fghYSd9yhxhxKs3pxzbKq6zSuWRd+xN59l+ozor24ZlnZ2VPXbFjFnYturXjcK5teBuBtb3l75TRsWMUg9umyLYvxnkuWLIkVZptS3ZKRdui6uXr1au69914AFi5cyBlnnKG7jenIPV8uWLCgy/N77rknzeBb2rhx45g5cyabN2+mT58+ma5xmYeOjg4GDhzIkiVLGDhwYKYzwS5btqzq80az3tfx2Kbqd8hfi9a23sm6X/97fWfngeqSNhovBhYAU6PnN7j7kwBmZsDo6HXpoVbrJy7tK87dtTVPrQTodjmNvQbuuU14ccJ/6qlXABh00D4V9xnEProTWH+qWzKS9/IX9aAlNzKjfJmSPBap7+joYNSoUUybNo1Ro0Y19XIbED6zQuNt2bJlrFq1KrP3lOd40FrFvV4p3JQ6YPB+qYWbqNHo7k9Gs2d9CHjZ3X9V9PKuhMVfFyYJs53p7qG0sjjndy0zs2YdvuRHdUu28lz+oh605EY26pEv8xzHlqdJkybx6KOPMmnSJC69tPrayLUYN24cixcvbvq7jBCWECmeDTbLJUSa6U5j3DGmPZlwp7seUYlXEnf3NcDsMttfIkzF3MnMdgNuAc5x98eSxiWSlxUrVnD22Wfzne98h46OjnonR6Tt5FG3TJ48mWeffXab7YVfmM8+++wu2w844ADGjx8fN/iGlefyF/WgcZvZyfuab8KECZ1LR2Q9jg3yuQO4cuXKzolW5syZw4QJEzK92zhlypRMws7b3Llzu6w7OWfOnMwajSNGjOiyTuNJJ52USTzNLnGjMaHtgaGEGbhEGtbkyZN55JFHmDx5MhdffHG9k9PF4iWLOXfiORVfX/Zi+EWs/97Vu1MsXrKYQ4YckmraROok1bplxx13TCMYqZN2GLfZJGrOlx0dHQwaNCiXcWwQ7mb97ne/y/Qu1qRJkzq7T7/xxhuZ321sFcOGDWPGjBm8/vrr9OnTh+HDh2cWV6uNB81K1o3GbpnZW4FvAKcQujs8AVzi7rOqHhiO3R+4CjgW6AX8Gvhyoc+9SBwrVqxg+vTpuDu33HIL48ePT3S3cdEzixh3ZvUC5oWlLwAwYJ8BVcM5+OCDu2yL08d80+ubALpdg/GQIYdo7J60tVa4ayjbaodxm+2ieBzb8uXLMx3HtnLlSmbOnIm7M2PGDMaNG5dJXPPmzevyfO7cuWo0xlBoyAGYWaYNuY6Oji7L9jT7eNCs1L3RCMwA3gOcBzwHnAbMMLMR7j6v0kFm1pfQSFxBWFx2C3AhcK+ZHebuS7NOuLSGyZMnd5lEIcndxriNsI0bNwKwXZ/KWe7ggw/eJjyN2xMR6V6rj9tsF9dcc02Xu3JZ3gG85pprunR/zDKuvOTR3TYvHR0dDBgwgMWLFzNgwIDM388zzzwDwKJFizKNp5nVtdFoZicSFosd4+4zom0LgP0IdxArNhqBLxO6QLzP3ZdFxz5AaHheAHwhw6RLC5k9e3aXimPWrFmxG41ZLM0gIpKm1atXc+mll3LRRRe17F24Vh+32S7mzp3bZVKjLMexFcZOQphoZdasWZnEdeyxxzJ//vzO58cdd1zqcRTk0d0W8hsL+sILoZfW0qVLM73r/PTTT3dOArNkyRIWLVrEgQdWX3+5HdX7TuNo4GWgc6E1d3czuwG41swOrtLVdDQwv9BgjI5dbWazgTGo0djUStewLLd+JaSzhuWIESO4+eabO/vNN/IA6Lhre0LPPpu8w8/yexWR4KabbuLxxx/XUhTS8D784Q93mT01y0mN8lpmoXTMdFZjqFeuXMmtt96KuzNz5szMuttCPo3T4tlTt27dmmlc559/fpfn5513XmfXWHlTvRuNQ4An3X1ryfY/Fr9eepCZ7QjsD0wrE+YfgU+aWV93X5FmYqV+sly/cvz48UyfPh0Ikyg027inrNf2zDJ8rUsqrSzpbK2Q/oytq1ev5o477sDduf322xk7dmzL3m2U5ldoJFR6nqbly5dXfZ6Wu+++u8vzu+66K5MxjcVde7NsZOXVOM1z9tTiHw/KPZeg3o3GPYBynYfXFL1ezm6AFe1X6dgujUYz25Uw2U6xiqt+Z33XRSrL87Ps27cvY8aM4Ze//CUnn3xyzUtuxD1venLOZP25NHP4jXIXVmVBrvYys32LnlcszxtJnrO1auF7ydEu0d/ifJkoT95zzz1dnt99991cdtllNSesnOHDh3PzzTezdetWevXqxYgRIzKJZ9iwYUyfPr1zSZisZgHNq5GVV+M0z9lTd9llF9atW9fleRquuOKKba4bCs8L6ygWDB48OPYajPWKp96NRoBqPyN19xNT0mMnADWtp6A7I61p/PjxPPvss5ndZdR5Ux/NfBdWumXAL+qdiGoaodeCFr6XHH2OGvNlXg0syG+ZhXHjxnHrrbeyZcsWevfunVk8eTWy8mqcFj43CL3Aspw9dfPmzVWfpymv64Ys4sm60bgBuAFYVuH11ZS/m1joO1PuTiLAS4RGYdJjJwFTSrbtQ5iFdRu6W9A++vbty0033ZRKWDpv6qOZ75JKYhsIF6Y/BYr7EVUsz9uVFr6XHH0X2Be4hjfzZaI8mVcDC8LsnKNGjWLatGmMGjUqs/F/HR0djBw5MvN48mpk5dU4zetzAzjppJOYOnVq5/ORI0emEm5P7+g1ajy9enKQmb3TzM4wswsKXRDMbHszG2hm2xf2c/d17n66uz9dIagngIPMrDQdh0Z/Hy93kLtvAP5CGPNY6lBgZbnxjO6+1t2XFD8ALc0hItIAEtYtn3L3u1WeVzd27Fh69QpVrBa+l55IkC9fcPdTivMlCfNkoaFgZpk3FCA0tN7znvdkvph7HvHk9dmNGzeuS5mS5XvK8/vp06cPQKZ3nZtd4kajmV1BGId4LXAJYXkMgB0Ik9Yk6Y8zgzDGsLQj+b8Bf64yc2rh2BPMbO+itO0ehTU9QRpERKTOUq5bJFJY+N7MtPC9JFaPfJlXQwFCQ2vKlCmZN07ziqeVGqeFuPL6fkaPHo2ZMWbMmKZf4zIriRqNZvZ54FzgB8BHCH3XgfDLLzCLbRuA1cwDFgA/MbPPmNmxZjYFODKKpxDvQjMrHaP4bcJyHfPMbKSZDQPmAluAbyR5XyIiUj8Z1C1SZOzYsQwZMkR3GSWReuXLvBoKraiVGqd5a8X3lLakYxrHAzPcfYKZlRtP+EfgzLiBRWsyjiI08r5BuOv4JDDG3Wd3c+zfzewoQuPxRkID+NfA0e7+17hpAHpDWDhURCQrRWVM73qmo0GlVbeoPK/grLPOYt26dV1mCBTly26kkS+VJ1vUxIkTWb9+PevXr693UlLTiu8pie7Kw6SNxgOBH1Z5fSWQ6OeN6NeqM6lS8Lj70ArbnwFqHa3aD+Coo46qMRgRkVj60XXyFkmvblF5Lj2lfLmtNPKl8qRI8ylbHiZtNG4Edq7y+iBgbcIw6+1h4ChgOfBGjP0LM4EdRTaTLmQZvtLemuEr7c0Rfm9CQfxwBulodmnVLUnL84Ksz5N2i68ecfY0PuXLytLIlz3Jk3meO3nFpXgaO54842rkeKqWh0kbjQ8Bo4GrSl8wsx2ATwP3Jwyzrtx9E3Bf3P3NOrv0L41mBktVluEr7a0ZvtLeVOHrTkZ5qdQtScvzojgK/2ZynrRbfPWIs8b4lC/Lqzlf9iRP5nnu5BWX4mnsePKMqwniqVgeJp099Urgg2Z2I/CP0ba9zeyfgYWEVu23E4YpIiLtTXWLSONRvhSRTonuNLr7XWb2BeBq4JPR5hujv5uBz7r7AymmT0REWpzqFpHGo3wpIsWSdk/F3a81s1nAKcBgwhTMzwBT3f1vKadPRETagOoWkcajfCkiBbEbjWb2FuADwPJo1tLvZZaqxrYW+BrZTfiTZfhKe2uGr7S3bvgtr0Hqlry/x1aPrx5xKi+mqM75Ms/vMq+4FE9jx5NnXE0bj7l7vB3NtgM2AOe4+3fTSoCIiLQv1S0ijUf5UkRKxZ4Ix923AC8SuiaIiIjUTHWLSONRvhSRUklnT50GfMzMkh4nIiJSieoWkcajfCkinZIWBD8GdgLmm9kIMxtsZgNLHxmks+7M7ENmdo+ZvWpm68xsnpkd2oNw9jGzq83sPjNbb2ZuZkPL7PclM7vVzF6I9plSY/qHmtmdZrbWzF4zsyfN7HNpp93M+pnZZWb2oJmtNrOXzexhMzs1acUTpdkrPAYnCauW95R2OGb2STP7g5ltNLOlZnZ5tOZVkvj+j5ndYWZ/i8JZGZ2fH02a9ipxHGZmM81sWXTeP2lm50djXWoNe0qV79bNbO8awv5wFP6fo3N9qZlN70l+jRnfxCjNv88i/DaRe92S93lSIQ2ZnjtplW8J4su8XCqJL/M6os3lmi/zPl+L4s0kH+aZH7Ksr0viSeVaOEY8mV0jlMST9/VCzdfiMcLPrExMOnvq44ATuisMrbJf754mqBGZ2RHAAuBB4FOExvb5wK/M7HB3fzZBcAcAnwB+B9wNnFRhv88DrwDzgH/rYdIBMLNTgZ8A1wH/DbxOmAVt+4RBxUn7ewkL/v6MMAD3DWAEMAU4DJiQ+A3AV4BflWxb0oNwyon7faQSjpmNJUxZ/kPCZ3EQcAWwL/CvCeLbDfgzcD2hC9FuwOeAeWb2CXf/ZY/exZvpHAz8JopjArAKOA64DDiYGs9J4OvANSXb+gB3AH909xdrCHscsAfwHeApYC/gPOBhMxvq7g/WEHYXZnYI4fz8e1phtql61C25nSfl5HTupFW+xZVpuVRFlnVEO8s7X+Z9vmadD3PJDznU14V40rwW7k6W1wjF8rxeSOtaPI5MysTYE+FA+DWGUIBU5e5fqyFNDcfM7gSGAPu7+4Zo267AX4Db3P1TCcLq5e5bo/9HATOAY919YZX91gIz3f20HqR9AKEgmeju30p6fNK0m9luwHp3f73k2OsJjck93T3WTE7RL4wLgNHuPrOWtFeJI9b3kUY4ZtYbWAo85O4ji7Z/FrgWOMLdf1vDe9kOeA54xt2P62k4UVgTgYuBA9x9cdH2GwmN251Kv+NamdkY4Bbgc+5+XQ3h9HX3FSXbdiV8Nve4+8m1pbQzzF6Eivph4FBgV3d/dxpht5t61C15nScV4s7l3EmrfKsxDamVS2XCHkrGdUQ7yztf5n2+1qMMzyI/5FVfp3kt3MP4U7lGKAkzr+uF1K7Fu4lnKBmWiYnuNLr7xLQT0CQ+CNxayCQA7r7WzH4NjDKz3u7+RpyACgViWvvF8O/R35qny46TJnd/qcJLDwOnAf1ooCnR0/qcY4ZzBLA3cEPJ9p8DPwBOBnrcaHT3LWb2MuHXq1oVwni5ZHsh/Fjne0KfAV4D/qeWQEorgGjbWjN7BtinlrBLfCkK7yPArBTDbTv1qFtyPE/KyeXcSbEeqSUNaZZLkqO882Udztfcy/CM8kNe9XVq18I9lMo1QrEc64HUrsXrSYOb49ke2FRm+yZCf//98k1OIkcTbrmPifpsv2FvjqPL4pZ4JccBr9Kz2+M/MrMtFsZHzjGz96abtNwMif4+XrzR3V8DFhe9HpuZ9TKz7cysv5l9DTiQ0M2iVjcCa4Afmtk7zWwXMxsJnApclXblbmb9gH8Bbnb3dWmGHYXfQfh8H+9u35jh7QdcApyZRXqlPtI+TyrE0fLnToblUiWtUkdITvLMhznkh7zq67pdC2d9jVASVxb1QN7X4pmUiYnuNJrZ0XH2c/fSfrTN7kngCDMzj/rzmlkf4P3R63sCz9Qrcd3oHz2+B1wEPEFowP0nMIDQLz1TZjaacBftkuJfqGJ4GZgELCQUiAcR+s/fb2bH1NKVs072iP6uKfPamqLXk5hK+GwB1gEfc/fbexBOF+7+12j8wkxC15OCb7j7RbWGX8aphHExP0k7YDMzQvffXsC3UwrvOuAOdYlLRyPULWmfJ1XiaIdzJ5NyqYxWqyMaSiPkyyzUIR9mmh9yrK/reS2c2TVCsQzrgbyuxbMtE9099gPYSrjNXfWRJMxmeBBuiTvhy34H4Qu+HtgSbf9AD8MdFR0/tJv91gJTehjHoiiOfy3ZfmW0/YCM034EsB6YD2yXwnexN2GQ910ZfM+x3lNPwwG+Gm3fo8wx9wMP9iCu/YDDCZMN/X9gM/CJFD6LQcDThIJnFGEShIuBjcDXM/jsnyaM8Ug13Cjsb0ef+2kphfc5QsH8jqJtC4HfZ5H+dng0Qt2S9nnSaOdOWuVbzLgyKZdixp1ZHdFuj3rmyyzP17zzYdb5Ia/6moyuhWPGndk1Qkk8mdQDZHQtHjPu1MrEpLOnnl5m23bA/oTxakuAHyUMs+G5+0+j29UXAmdGmx8gnFxfAZbVK20xrAb+gTDjVLHbgC8D7wHSnPGqk5kdDtwOPAaM9LBYcE3c/cVoMHbms6plYHX0d4+i/wt2Jwy8TsTd/8KbvyzONrPZwA/M7H+8ti4plwNvAw7zN+8OLww/wvFfZvYTd19SQ/idzOxI4F3ABWmEVxL2ZcA5wFnuPiWF8PYEvgV8E3g1GjAPoRzsHT3f6O4ba42rzdS1bkn7PKkQR9ucOxmWS3HibuY6otG03DVfPfJhDvkhl/q6XtfCWV4jlMSTZT3WOBveAAANSUlEQVRQt2vxNMvEpBPhlE7g0cnMriRMk9yS3P0KM5tE+NJfcffnzexa4Hl3f6HOyavmT4S7faUs+ptJBR71n76T0If7RA/j9tLSixgzujWgJ6K/Qwi/OgFgZjsRKuHZKcTxEDAc6KC2KcQPA570bbsTP0L4/AeT3pT2nyH8Yl2xfOkJM7uEcHf3PHf/bkrB7gO8nXDB8c0yr79EWELl/JTiawv1rFsyOk/KaedzJ61yKa5mrSMaSote8zVCPkw7P+RWX9fpWjiTa4RiOdQDdbkWL5JKmZj0TmNF7v6Smf2YsL5JZl9sPbn7JqKBsWa2L/BxwloyjWw68FngRMIsnQUnEk6gh9OO0MwOI3RHXQz8i7u/kmLYewMnENYJajYPEtZq+jTheyn4BGH9oenlDoor6os/lNCdufROZlLLgCFmtlNJg/+D0d+/1Rg+AGa2M3AKYWxJKmFG4V5MGDdwkbtfmVa4hF8Cjy2zfRLwVuAM4K8pxtf2sqxbMjxPymnLcyflcilOfM1cRzSNJr7mq2s+zCg/5FJfF+R5LZzVNUJJHHnUA7lfixekWSam1miMvERjzyTaI2b2T4R+4o8QZol6N2Hw6kOEgiZpeP83+vfw6O8xUZeJV939tmif9xEWfIfQoBhUdNy97r4yTlzufruZ3UboCrEnbw6+PQu4xt2fTzPtZvYuQoNxK/BfwEFRF4mCJz3mzFdm9nNCl47fEc6twYQuEDsSPv9UxPk+0gjHw1Tb5wNTzOz7wM2EQcpXEGYEi52ho8/meeBRQl/1foSB4scB/y+FrsDfJayRdUf0q+LLhIruPEK/+D/VGH7BxwkV9U9TCg8zOweYCMwB7oomCCjY5O6P9TRsd19PGDdSGufa6PVtXpNUpF63ZHmelFOvcyet8i1mXFmXS+Xiy7yOkIqyyJeZnq955sMc80Mu9XXa18IxpX6NUCyveiDta/FKMi8TUxxouQOhb/NzaYXZKI/oQ/8VYSaiTYQul/8JvKWH4XmFx5KifaZU2W9owvh2JvQ5/xthAPazhK4XvdJOO2GcQ6V9EqU9SuPvCb/IvU64S/dLYEjK32+330ea4QBjCV0VNkXfybeAHRPGdWaU31YTBqGvJvSVH5Hi53I8cBeh+8yrhELuImDnFOP4NbAS6JNimAvT+k4TxqmJcLL5bDOpW+pxnlRJR2bnTp7vMY9yqSS+XOoIPcp+9lnly7rkySzyYZ75Iaf6OtVr4Zhxpn6NUOZ7z+WcI8Vr8SpxZFomWhRJLGZWqaW/O+E2eAdwrrtfFTtQERFpa6pbRBqP8qWIFEvaaKw0UHMNYWKP77v7L9JImIiItAfVLSKNR/lSRIolajSKiIiIiIhIe+mVZGczG2hmO1Z5fUczG1h7skREpF2obhFpPMqXIlIsUaORsPj46Cqvn0QPFigXEZG2prpFpPEoX4pIp6SNRuvmdS2oKyIiSaluEWk8ypci0ilpoxGqFxAHEaZ5FRERSUJ1i0jjUb4UESDGRDhmdiphMVIIi4U+RVgHptTuwBBghrufkmIaRbZhZqcB1wPHepssqG5mC4F93X3fGPsOBRYAp7v7lEwTJtID7Va3qMzqdt+hqMyqu3bLl81MZUq3+w5FZUqqtouxz67AO6P/nbAuz04l+ziwHvgpcEFqqROpMzMbBbzb3SfWOy0iLUZ1SwZUZkmNlC+lC5UpUtBto9Hdrwauhs41eyZoXR5pI6MIv7pOrHM6AD5C92NMRJqC6pbMqMySHlO+lDJUpggQ705jJ3fvyRhIESnDzPoAvd19Y5z93X1zxkkSqQvVLc1BZVZ7Ub6UrKlMaS4qEKThmNn2Znaemf3ezF4zs5fN7BEzO7Ob4yaamZvZvmVeWxL1hS/eNszM7jWzVWa2wcz+ambTzezA6PWFRGM7onALj9OKwuhnZj+Mjt1sZsvM7Foz61shbYeY2X+b2VJgI3BEgs9loZktKbN9pJk9ZmYbzewFM7sE6BM3XBGpjcqsiu9PZZZID6hMqfj+VKbUUaI7jQBmtj/wJeADwG5s2/B0d98/hbRJGzKz7YE7CAPw7wRuIhQqhwJjgO+nFM8xwCzgT8A3CTPA9QeOBw4AFgGXEc7vo4BPFx3+myiMgcADwPbAT4DF0bFfAI41s/e5+8slUf8c2ABcRRgXsrzG9zEauAVYAlwCbAFOB4bXEq5I3pq1blGZlfh9qMxqIs2aL5uZypTE70NlSk4SNRrN7FDgPuAtwJ+B/YAngD2AvQkny9KU0yjtZQKhoPymu3+1+AUzS/PO+EhCQfgRd19RtP3rhX/cfb6ZfQo4yt1vKhPG9wi/ZB3m7p3nvZlNAx4kVLQTS45ZCxzv7ltqfQNm1psw9mQN8H53XxVt/xHwx1rDF8lLk9ctKrNiUpnVXJo8XzYzlSkxqUzJV9KT7xJgM/BPwIejbWe5e3/g84RZt/4jveRJG/oU8BLhXOvC3bemGE/hl6+Tzawnd9zfTvgVaxaw0cz2LDwIv3Y9SxiwXWpSGgVl5L3AAOD6QkEJEP2qd01KcYjkoZnrFpVZ8anMai7NnC+bmcqU+FSm5Chpo/FI4Fp3/zNvLvhqAO5+HXAbcHl6yZM29A/A03EHRdfg+8BjwGRgjZnNM7MvmllHzOPfRcg//w6sLPN4F7BXmeMW1ZrwIvtFf58u89qTKcYjkrVmrltUZsWnMqu5NHO+bGYqU+JTmZKjpL8svI3QHQHCr08AOxe9fj+hX7RILbz7XRIf1+Vcd/fVZnY4oZ/+CcDRwHeAr5nZie7+QDdxFaZ8vgm4ocI+G8pse62bcJMopKHc+9aU1NJMmr1uUZkVj8qs5tLs+bKZqUyJR2VKjpI2Gv9O6MeOu79iZq8CBxa9vhvQO6W0SXtaBBxkZm9x900Jj10T/d2d0DUCADPbAehH6CrRyd3fABZGD8zsH4FHgQuBYYXdKsT1bPTa9u5+V8J0pqVQmR9U5rVy20QaVTPXLSqz4lOZ1VyaOV82M5Up8alMyVHS7qm/Bw4ven4vcJaZHW1mQ4EzgT+klDZpTz8nVEQXlr5gZt39alTo8nB8yfYvUXKuR33uSz1N+FVs96Jt66P9i7fh7quBecAYM9tmumgL4nbx6KlHCZMQnF78fsxsF2BcxnGLpKmZ6xaVWfGpzGouzZwvm5nKlPhUpuQo6Z3GXwD/YWY7uvsG4CJCIbIgen0D8NVKB4vEcDUwArgw6jZxJ2Gq6UMI/eNLC8JidxEKvEvMbA/gOcKYjCOAVSX7Xmdm+0ThPw/sCHyc0B3nZ0X7PUioGCeb2VzgdeC37v4cYUrp+4BfmdnPCGMDehH62I+MwpmY/COIx93fMLMvAVOBh8zsOsJU058BVgMDs4pbJGXNXLeozIpJZVbTaeZ82cxUpsSkMiVn7l7TgzBr0RcJM2jtV2t4eugB7ABcQJjaeyNheuaHgfFF+5xG6BYxtOTYA4HbCX3m1xIKkncQumksLNpvDGHGr6XAJsKg7XuBk0vC6wV8O9rvjSjO04pe3xO4kvDrXiGtfyIU+gcX7TcxOnbfGj6XhcCSMtvHEH4R3gS8QJgu+4TStOqhRzM9mqluUZlV8XNRmdVij2bKl838UJlS8XNRmVLHh0UftoiIiIiIiMg2Eq/LAmBmOwMfJEyle5e7/z3VVImISNtR3SLSeJQvRQR60Gg0sy8QpljehXDb9wTg79Fg1xeAL7r7tammUqRFRQPLt+9mtw0eFqoVaVmqW5qDyqz2onwpWVOZ0jwSzZ5qZicDPyAMgj6DojVQ3H0loQ/1yDQTKNLipgPLu3lcXbfUieRAdUtTUZnVJpQvJScqU5pE0juN5wIL3H10NCvTj0tefwT4bCopE2kP5xCm1q5mWR4JEakj1S3NQ2VW+1C+lDyoTGkSSRuNhwJfqfL6cqBvz5Mj0l7c/dF6p0GkAahuaRIqs9qK8qVkTmVK80jUPZUw1W61Y/oDr/Y8OSIi0oZUt4g0HuVLEemUtNH4B+Cfy71gZr2AUwjryIiIiMSlukWk8ShfikinpI3G7wMfNbOvA7sXwjCzdwHTgEOA76aYPhERaX2qW0Qaj/KliHQyd092gNmlwFeBrYRG51bCjFoGXOzuX087kSIi0tpUt4g0HuVLESmo2mg0s58CP3L330bPjwaeAvYBxgKDCQXHM8CN7v5I5ikWEZGmprpFpPEoX4pINd01GrcCY939F9HzN4BPF56LiIgkpbpFpPEoX4pINd2NaVwF7FX03CrtKCIiEpPqFpHGo3wpIhV1t07jb4ALzWwg8FK0bYyZHVDlGFcfdxERqUJ1i0jjUb4UkYq66566L3ADcCThFyen+1+e3N17p5Q+ERFpMapbRBqP8qWIVBNr9lQz2x7YG1gCTABurba/uz+fRuJERKR1qW4RaTzKlyJSTnfdUwFw983AX83sBuC3KiBERKRWqltEGo/ypYiUk3idRhEREREREWkf3c2eKiIiIiIiIm1MjUYRERERERGpSI1GERERERERqUiNRhEREREREalIjUYRERERERGp6H8BAKrAT86ztq8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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JktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktSpV+CY5MAkZye5Kcm+JJckOb5n2ccm+VSSO5LcmWR3kiOWyfubSb6R5J4k1yQ5PYnBrSRJkiTNUd+gbBfwIuBNwHOBK4BdSY7tKpTkYOBC4BDgNOAFwFbgS0m2D+V9E/Ae4M+AZwEfBN4BnNWzjpIkSZKkGXjQShna4PCZwMlVtatNuwA4FHg3sLuj+OuBg4B/XVXfast+FbgOOAN4VZu2rf33+6rqLW3ZPUkOAE5P8r6qunGM9kmSJEmSJtTniONJwB3Ap5cSqqqADwGHLXfa6UDZLywFjW3ZvcB5wMkD+Z4NPKRd56BzaILbXqfFSpIkSZKmb8UjjsATgSuq6t6h9EsHlw8XSrI/8Fjg4yPWeSnwwiQHV9Ut7ToKuHwwU1VdnWRfu/x+kmwBtgwl/wzAjTd6gFLS4hsY6x44z3r05bit9WKj9R2w/0jqbxZjXJ/AcRvwjRHptw4sH+UgIAP5lit7S/v+T1V1z4i8t3Vs43XAmaMW7NixY5kikrSQHg9cM+9K9OC4rfVmo/QdsP9IWr2pjXF9AkdojgaOs2w1ZcfZxk6a01kHHQp8ETga+PsV6raIttPckGgHsNl+frTtm7PtsLnb/9PAl4Br512Rnhy3p2sz7/uT2mh9BzZH/1nEfdo2bQyL1qapj3F9Ase9jD7it7V9H3VEEZojhdWz7F7ggCT7jTjqeNBy26iq24HbB9OSLP3591V1/TJ1W1gD7b9xs7XftgObsO2wuds/0Pbvz7MefTluT9dm3vcntdH6DmyO/rOI+7Rt2hgWrU2zGOP63BzncuDwEc9TPLJ9v2xUoaraRxPhjro+8UjgO+31jUvbCPCEwUxJHgfsv9w2JEmSJEmz1ydw3EVzIfZxQ+mnAldV1f1ujDNU9pgkj1xKSLK1XdcnB/J9FrgHeMlQ+dOAH9LchVWSJEmSNAd9TlXdDVwAfLB93uJ1NAHdU4ETljIl2QMcXVUZKPt7NMHg7iRvowkC39S+n7WUqar2Jnkn8OYkd7TbOwr4bWBnVd0wdgslSZIkSRNZMXCsqkpyIk2gdxbN0ccrgJOrqvNIYFV9O8kOmgDywzRHOC8Efqmqhi/g/h2a50W+BngD8C2aO4e9a1Utas79fxtD1wBsIpu5/bZ9c7YdNnf7F6Hti9CGefGzG9+ifHaL0o4li9YesE0bxaK1aertSdVKN0WVJEmSJG1mfa5xlCRJkiRtYgaOkiRJkqROBo6SJEmSpE4bJnBMcmCSs5PclGRfkkuSHN+z7GOTfCrJHUnuTLI7yRGzrvM0jdv+JL+W5DNJvtmWu7pdz8PXot7TMMl3P7COJDk/SSXZOau6TtuE+32S/HqSryX5pyS3J7koyS/Out7TMmH7T0nylSS3ta+vJvmVWdd5WpJsT/LeJF9Ocle77z5tFeV/PskXk9zdtv/PkjxmhlUeVYdNPW5PYoIx/63tvjL8unkt6r0eLELfaeuxUP1nEecxizg/WcR5x6LNJeY5xm2YwJHmmZAvonmcx3Np7uy6K8mxXYWSHExzJ9dDaB4j8gJgK/ClJNtnWeEpG6v9NHdT+i7NnWqfDfwP4FeAi5NsmV11p2rctg96OXDYDOo2a5O0/QPA7wKfAI5t17MbOGA2VZ2Jcfv9acC5NHdnfmH7+gfgo0leNtMaT8/jaMaru4AvrqZgksOBPUCA59Ps/08C9iQ5cLrV7LTZx+1JTDruHUPzWKul12rGy41uEfoOLF7/WcR5zCLOTxZx3rFoc4n5jXFVte5fNDtfAScNpAX4MvC3K5T9XWAf8OiBtG00g9D75922NWj/wSPSjm7X9xvzbtss2z6Q/zE0tyI+pV3Xznm3aw2+91OAfwaOmnc75tT+PcD1wAMG0h7Qpu2Zd9t6tn+w7ie2n8XTepb9GM1/dAcMpB3W7hO/vQG+vw0/bs/xs3trW3bLvNsxx89vQ/edKewD667/TNiedTmPmaRNA/nX1fxkwu9pXc47JmzTHtbhXGKeY9xGOeJ4Es0zHj+9lFBNSz8EHLbC6RcnAV+oqm8NlN0LnAecPJvqTt3Y7a+qW0YkX9y+b4Rf7if57pe8H/h/VfWJ2VRxZiZp+2/QtPmrs63iTE3S/h8Ad1XVvQNl76X5de6e2VR3ugbrvhpJHgw8Dzi3qu4eWN+VwEU0/7mvhc0+bk9iGuPeprUAfQcWr/8s4jxmEecnizjvWLi5xDzHuI0SOD4RuGLEB3XpwPL7SbI/8FjgshGLLwUObk/pWO/Gan+HZ7Tvoz6X9Waitid5AfB04DUzqNusjbvfPxh4CvA3Sc5K8u0kP0xyeXvaxUYxyXf/PuDwJGckeViShyc5A/g54D0zqOt6ciiwP8uPe6sdL8a12cftSUxjzP/bJP/cXtPzR5vgM5uG9dJ3YPH6zyLOYxZxfrKI8w7nEj828Ri3UQLHbcCtI9JvHVg+ykE0h6PHKbuejNv++0myFTgbuJrmcPV6N3bbkzwMeC9wRlXdMIO6zdq4bd8G7EdzbcsJwGuB5wB/A5yT5OVTruesjP3dV9WngeOB1wPfAW6huT7m31fV56Zcz/Vm6XNZ7rPbv51crkU9NvO4PYlJxvxrgDcC/5HmOsf/CfwH4KIkB02zkgtovfSdpbosUv9ZxHnMIs5PFnHe4VzixyYe4x409SrNTo25bNKy68XEbUjyUOBTNBfJ/1JVbYhT9hi/7WcD19H8YrRRjdP2pR+EHgIcW1XfBEjyFzS/Nr0F+KOp1XC2xvrukxwD/B/gT2ku0n8gzYXxf5rk+VX151Ot5fq0Hsa9zT5uT2Ks9lfVh4eSzk9yEfB5miMbb59C3Rbdetn3Fq3/LOI8ZhHnJ4s473AucV9j98WNEjjuZfQvAlvb91GRM8BtNB/AOGXXk3Hb/yPtLwifoblz0rOq6tIViqwXY7W97ey/SnM6y08lGVy8X3sntruq6odTrOu0TbrfX7k0eENzTn+SzwFvTnLwMteNrCfjfvehuXbh/Kp65cCiz7V3FPx9YKMO9n3sbd+X++z2VdX31qgem3ncnsTEY/6gqvpCkpto7q6q5a2XvrNUl0XqP4s4j1nE+ckizjucS/zYxGPcRjlV9XKac4yH63tk+z7yHPeq2gdcy+hzdo8EvrMBJs8wZvuXJHkIzUXBRwHPq6qvTL+KMzNu259As3/voRnQll4Ar2z/fuZUazp9k+z3f7fMOpf+hxrrwuo1Nu53/wjgUcAlI5ZdAvzLtk8sqmtp7qi43Li3VtcEbfZxexITjfnLeAAbo9/P03rpO7B4/WcR5zGLOD9ZxHmHc4kfm3iM2yiB4y5gC3DcUPqpwFVVdcUKZY9J8silhPb8+OOAT067ojMydvuT7EdzWscO4ISq+tLMajkb47b9XJqLzodf0Jxu8HTgL6de2+maZL//JM1AechSQvvr2XOAa6vqH6db1ZkYt/23Ad8D/s2IZU8B9q7hUYM1V1U/oPkV9JT2tC4AkvwszaRrrca9zT5uT2KSz+5+kvwyzSTooulUbzGto74Di9d/FnEes4jzk0WcdziXaE1ljBv1jI719qL5teJ84B+Bl9F0qnNofr04biDfHtq77A6kPQK4Gfgrmgt2nwt8leZw7U/Pu21r0P7zaE4feBvNjj74euy82zbLti+zvrk/J2mNvvdtwA3AlTQPiX0OzX9WBfzqvNu2Bu1/T9vWD9A8MPq5wEfbtDPm3bZVfAbPb1/vaut+Zvvv5wzkuR64fqjcETS3C/+Ltv2ntPvCNcBPboDvb8OP23P87L4O/GeaZ5cd0+4zd9LcSGTTPNtxI/edKewD667/TNiedTmPmaRNy6xv7vOTCb+ndTnvmLBN63YuwZzGuLk1eIwP6KdoLiK+meYXgL8CThzKM7JzAo+nOcXhu+2H9VngCfNu01q0v92ZlnudM+92zfq7H7GuuQ/Ma9V24BDg4/z4V7OLh8uu99cE+/0DgVcAX6N5uPKtNEdbXgxk3u1aRfuX67vXD+S5338Mbfov0PxneXf7GXwM+Bcb4ftr0zf8uD2Pz47mJg5Xt9/792kmA+8Bts67TWv8+W3ovjPJPtCmr7v+M8E+vW7nMZN8R8vss3Ofn0y43x3COpx3TLDvrdu5xLzGuLQrkCRJkiRppI1yjaMkSZIkaU4MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnf4/yUMNyqC5Xf8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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JktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktSpV+CY5MAkZye5Kcm+JJckOb5n2ccm+VSSO5LcmWR3kiOWyfubSb6R5J4k1yQ5PYnBrSRJkiTNUd+gbBfwIuBNwHOBK4BdSY7tKpTkYOBC4BDgNOAFwFbgS0m2D+V9E/Ae4M+AZwEfBN4BnNWzjpIkSZKkGXjQShna4PCZwMlVtatNuwA4FHg3sLuj+OuBg4B/XVXfast+FbgOOAN4VZu2rf33+6rqLW3ZPUkOAE5P8r6qunGM9kmSJEmSJtTniONJwB3Ap5cSqqqADwGHLXfa6UDZLywFjW3ZvcB5wMkD+Z4NPKRd56BzaILbXqfFSpIkSZKmb8UjjsATgSuq6t6h9EsHlw8XSrI/8Fjg4yPWeSnwwiQHV9Ut7ToKuHwwU1VdnWRfu/x+kmwBtgwl/wzAjTd6gFLS4hsY6x44z3r05bit9WKj9R2w/0jqbxZjXJ/AcRvwjRHptw4sH+UgIAP5lit7S/v+T1V1z4i8t3Vs43XAmaMW7NixY5kikrSQHg9cM+9K9OC4rfVmo/QdsP9IWr2pjXF9AkdojgaOs2w1ZcfZxk6a01kHHQp8ETga+PsV6raIttPckGgHsNl+frTtm7PtsLnb/9PAl4Br512Rnhy3p2sz7/uT2mh9BzZH/1nEfdo2bQyL1qapj3F9Ase9jD7it7V9H3VEEZojhdWz7F7ggCT7jTjqeNBy26iq24HbB9OSLP3591V1/TJ1W1gD7b9xs7XftgObsO2wuds/0Pbvz7MefTluT9dm3vcntdH6DmyO/rOI+7Rt2hgWrU2zGOP63BzncuDwEc9TPLJ9v2xUoaraRxPhjro+8UjgO+31jUvbCPCEwUxJHgfsv9w2JEmSJEmz1ydw3EVzIfZxQ+mnAldV1f1ujDNU9pgkj1xKSLK1XdcnB/J9FrgHeMlQ+dOAH9LchVWSJEmSNAd9TlXdDVwAfLB93uJ1NAHdU4ETljIl2QMcXVUZKPt7NMHg7iRvowkC39S+n7WUqar2Jnkn8OYkd7TbOwr4bWBnVd0wdgslSZIkSRNZMXCsqkpyIk2gdxbN0ccrgJOrqvNIYFV9O8kOmgDywzRHOC8Efqmqhi/g/h2a50W+BngD8C2aO4e9a1Utas79fxtD1wBsIpu5/bZ9c7YdNnf7F6Hti9CGefGzG9+ifHaL0o4li9YesE0bxaK1aertSdVKN0WVJEmSJG1mfa5xlCRJkiRtYgaOkiRJkqROBo6SJEmSpE4bJnBMcmCSs5PclGRfkkuSHN+z7GOTfCrJHUnuTLI7yRGzrvM0jdv+JL+W5DNJvtmWu7pdz8PXot7TMMl3P7COJDk/SSXZOau6TtuE+32S/HqSryX5pyS3J7koyS/Out7TMmH7T0nylSS3ta+vJvmVWdd5WpJsT/LeJF9Ocle77z5tFeV/PskXk9zdtv/PkjxmhlUeVYdNPW5PYoIx/63tvjL8unkt6r0eLELfaeuxUP1nEecxizg/WcR5x6LNJeY5xm2YwJHmmZAvonmcx3Np7uy6K8mxXYWSHExzJ9dDaB4j8gJgK/ClJNtnWeEpG6v9NHdT+i7NnWqfDfwP4FeAi5NsmV11p2rctg96OXDYDOo2a5O0/QPA7wKfAI5t17MbOGA2VZ2Jcfv9acC5NHdnfmH7+gfgo0leNtMaT8/jaMaru4AvrqZgksOBPUCA59Ps/08C9iQ5cLrV7LTZx+1JTDruHUPzWKul12rGy41uEfoOLF7/WcR5zCLOTxZx3rFoc4n5jXFVte5fNDtfAScNpAX4MvC3K5T9XWAf8OiBtG00g9D75922NWj/wSPSjm7X9xvzbtss2z6Q/zE0tyI+pV3Xznm3aw2+91OAfwaOmnc75tT+PcD1wAMG0h7Qpu2Zd9t6tn+w7ie2n8XTepb9GM1/dAcMpB3W7hO/vQG+vw0/bs/xs3trW3bLvNsxx89vQ/edKewD667/TNiedTmPmaRNA/nX1fxkwu9pXc47JmzTHtbhXGKeY9xGOeJ4Es0zHj+9lFBNSz8EHLbC6RcnAV+oqm8NlN0LnAecPJvqTt3Y7a+qW0YkX9y+b4Rf7if57pe8H/h/VfWJ2VRxZiZp+2/QtPmrs63iTE3S/h8Ad1XVvQNl76X5de6e2VR3ugbrvhpJHgw8Dzi3qu4eWN+VwEU0/7mvhc0+bk9iGuPeprUAfQcWr/8s4jxmEecnizjvWLi5xDzHuI0SOD4RuGLEB3XpwPL7SbI/8FjgshGLLwUObk/pWO/Gan+HZ7Tvoz6X9Waitid5AfB04DUzqNusjbvfPxh4CvA3Sc5K8u0kP0xyeXvaxUYxyXf/PuDwJGckeViShyc5A/g54D0zqOt6ciiwP8uPe6sdL8a12cftSUxjzP/bJP/cXtPzR5vgM5uG9dJ3YPH6zyLOYxZxfrKI8w7nEj828Ri3UQLHbcCtI9JvHVg+ykE0h6PHKbuejNv++0myFTgbuJrmcPV6N3bbkzwMeC9wRlXdMIO6zdq4bd8G7EdzbcsJwGuB5wB/A5yT5OVTruesjP3dV9WngeOB1wPfAW6huT7m31fV56Zcz/Vm6XNZ7rPbv51crkU9NvO4PYlJxvxrgDcC/5HmOsf/CfwH4KIkB02zkgtovfSdpbosUv9ZxHnMIs5PFnHe4VzixyYe4x409SrNTo25bNKy68XEbUjyUOBTNBfJ/1JVbYhT9hi/7WcD19H8YrRRjdP2pR+EHgIcW1XfBEjyFzS/Nr0F+KOp1XC2xvrukxwD/B/gT2ku0n8gzYXxf5rk+VX151Ot5fq0Hsa9zT5uT2Ks9lfVh4eSzk9yEfB5miMbb59C3Rbdetn3Fq3/LOI8ZhHnJ4s473AucV9j98WNEjjuZfQvAlvb91GRM8BtNB/AOGXXk3Hb/yPtLwifoblz0rOq6tIViqwXY7W97ey/SnM6y08lGVy8X3sntruq6odTrOu0TbrfX7k0eENzTn+SzwFvTnLwMteNrCfjfvehuXbh/Kp65cCiz7V3FPx9YKMO9n3sbd+X++z2VdX31qgem3ncnsTEY/6gqvpCkpto7q6q5a2XvrNUl0XqP4s4j1nE+ckizjucS/zYxGPcRjlV9XKac4yH63tk+z7yHPeq2gdcy+hzdo8EvrMBJs8wZvuXJHkIzUXBRwHPq6qvTL+KMzNu259As3/voRnQll4Ar2z/fuZUazp9k+z3f7fMOpf+hxrrwuo1Nu53/wjgUcAlI5ZdAvzLtk8sqmtp7qi43Li3VtcEbfZxexITjfnLeAAbo9/P03rpO7B4/WcR5zGLOD9ZxHmHc4kfm3iM2yiB4y5gC3DcUPqpwFVVdcUKZY9J8silhPb8+OOAT067ojMydvuT7EdzWscO4ISq+tLMajkb47b9XJqLzodf0Jxu8HTgL6de2+maZL//JM1AechSQvvr2XOAa6vqH6db1ZkYt/23Ad8D/s2IZU8B9q7hUYM1V1U/oPkV9JT2tC4AkvwszaRrrca9zT5uT2KSz+5+kvwyzSTooulUbzGto74Di9d/FnEes4jzk0WcdziXaE1ljBv1jI719qL5teJ84B+Bl9F0qnNofr04biDfHtq77A6kPQK4Gfgrmgt2nwt8leZw7U/Pu21r0P7zaE4feBvNjj74euy82zbLti+zvrk/J2mNvvdtwA3AlTQPiX0OzX9WBfzqvNu2Bu1/T9vWD9A8MPq5wEfbtDPm3bZVfAbPb1/vaut+Zvvv5wzkuR64fqjcETS3C/+Ltv2ntPvCNcBPboDvb8OP23P87L4O/GeaZ5cd0+4zd9LcSGTTPNtxI/edKewD667/TNiedTmPmaRNy6xv7vOTCb+ndTnvmLBN63YuwZzGuLk1eIwP6KdoLiK+meYXgL8CThzKM7JzAo+nOcXhu+2H9VngCfNu01q0v92ZlnudM+92zfq7H7GuuQ/Ma9V24BDg4/z4V7OLh8uu99cE+/0DgVcAX6N5uPKtNEdbXgxk3u1aRfuX67vXD+S5338Mbfov0PxneXf7GXwM+Bcb4ftr0zf8uD2Pz47mJg5Xt9/792kmA+8Bts67TWv8+W3ovjPJPtCmr7v+M8E+vW7nMZN8R8vss3Ofn0y43x3COpx3TLDvrdu5xLzGuLQrkCRJkiRppI1yjaMkSZIkaU4MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnf4/yUMNyqC5Xf8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
+    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
+    "\n",
+    "for metric in cluster_stats.columns[2:]:\n",
+    "    try:\n",
+    "        figsize=(15,2.5)\n",
+    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
+    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
+    "            data = cell_stats_loc[cell_stats_loc.cre_line==cre_line]\n",
+    "            ax[i] = sns.boxplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
+    "                                hue='VISp_upper', palette='PRGn', ax=ax[i], dodge=False)\n",
+    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
+    "            ax[i].get_legend().remove()\n",
+    "        plt.subplots_adjust(wspace=0.4)\n",
+    "        utils.save_figure(fig, figsize, save_dir, 'boxplots_VISp_upper_sort', metric)\n",
+    "    except:\n",
+    "        print('problem for', metric)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### boxplots using V1/LM or upper/lower"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create location column merging area and depth\n",
+    "cell_count_stats_area['location'] = cell_count_stats_area.targeted_structure\n",
+    "# group & unstack to get fraction relative to random for each location as columns\n",
+    "fraction_cells = cell_count_stats_area[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
+    "# get rid of multi-index column\n",
+    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
+    "# merge fraction cells per location with other cluster metrics\n",
+    "cell_stats_loc = fraction_cells.reset_index().merge(cell_stats.reset_index(), on=['cre_line', 'cluster_id'])\n",
+    "cell_stats_loc = cell_stats_loc.set_index('cell_specimen_id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for VISl_lower\n",
+      "problem for VISl_upper\n",
+      "problem for VISp_lower\n",
+      "problem for VISp_upper\n",
+      "problem for next_highest_conditions\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for fraction_cre\n",
+      "problem for F_max\n",
+      "problem for N1_max\n",
+      "problem for N2_max\n",
+      "problem for n_cells_cluster\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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JktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktSpV+CY5MAkZye5Kcm+JJckOb5n2ccm+VSSO5LcmWR3kiOWyfubSb6R5J4k1yQ5PYnBrSRJkiTNUd+gbBfwIuBNwHOBK4BdSY7tKpTkYOBC4BDgNOAFwFbgS0m2D+V9E/Ae4M+AZwEfBN4BnNWzjpIkSZKkGXjQShna4PCZwMlVtatNuwA4FHg3sLuj+OuBg4B/XVXfast+FbgOOAN4VZu2rf33+6rqLW3ZPUkOAE5P8r6qunGM9kmSJEmSJtTniONJwB3Ap5cSqqqADwGHLXfa6UDZLywFjW3ZvcB5wMkD+Z4NPKRd56BzaILbXqfFSpIkSZKmb8UjjsATgSuq6t6h9EsHlw8XSrI/8Fjg4yPWeSnwwiQHV9Ut7ToKuHwwU1VdnWRfu/x+kmwBtgwl/wzAjTd6gFLS4hsY6x44z3r05bit9WKj9R2w/0jqbxZjXJ/AcRvwjRHptw4sH+UgIAP5lit7S/v+T1V1z4i8t3Vs43XAmaMW7NixY5kikrSQHg9cM+9K9OC4rfVmo/QdsP9IWr2pjXF9AkdojgaOs2w1ZcfZxk6a01kHHQp8ETga+PsV6raIttPckGgHsNl+frTtm7PtsLnb/9PAl4Br512Rnhy3p2sz7/uT2mh9BzZH/1nEfdo2bQyL1qapj3F9Ase9jD7it7V9H3VEEZojhdWz7F7ggCT7jTjqeNBy26iq24HbB9OSLP3591V1/TJ1W1gD7b9xs7XftgObsO2wuds/0Pbvz7MefTluT9dm3vcntdH6DmyO/rOI+7Rt2hgWrU2zGOP63BzncuDwEc9TPLJ9v2xUoaraRxPhjro+8UjgO+31jUvbCPCEwUxJHgfsv9w2JEmSJEmz1ydw3EVzIfZxQ+mnAldV1f1ujDNU9pgkj1xKSLK1XdcnB/J9FrgHeMlQ+dOAH9LchVWSJEmSNAd9TlXdDVwAfLB93uJ1NAHdU4ETljIl2QMcXVUZKPt7NMHg7iRvowkC39S+n7WUqar2Jnkn8OYkd7TbOwr4bWBnVd0wdgslSZIkSRNZMXCsqkpyIk2gdxbN0ccrgJOrqvNIYFV9O8kOmgDywzRHOC8Efqmqhi/g/h2a50W+BngD8C2aO4e9a1Utas79fxtD1wBsIpu5/bZ9c7YdNnf7F6Hti9CGefGzG9+ifHaL0o4li9YesE0bxaK1aertSdVKN0WVJEmSJG1mfa5xlCRJkiRtYgaOkiRJkqROBo6SJEmSpE4bJnBMcmCSs5PclGRfkkuSHN+z7GOTfCrJHUnuTLI7yRGzrvM0jdv+JL+W5DNJvtmWu7pdz8PXot7TMMl3P7COJDk/SSXZOau6TtuE+32S/HqSryX5pyS3J7koyS/Out7TMmH7T0nylSS3ta+vJvmVWdd5WpJsT/LeJF9Ocle77z5tFeV/PskXk9zdtv/PkjxmhlUeVYdNPW5PYoIx/63tvjL8unkt6r0eLELfaeuxUP1nEecxizg/WcR5x6LNJeY5xm2YwJHmmZAvonmcx3Np7uy6K8mxXYWSHExzJ9dDaB4j8gJgK/ClJNtnWeEpG6v9NHdT+i7NnWqfDfwP4FeAi5NsmV11p2rctg96OXDYDOo2a5O0/QPA7wKfAI5t17MbOGA2VZ2Jcfv9acC5NHdnfmH7+gfgo0leNtMaT8/jaMaru4AvrqZgksOBPUCA59Ps/08C9iQ5cLrV7LTZx+1JTDruHUPzWKul12rGy41uEfoOLF7/WcR5zCLOTxZx3rFoc4n5jXFVte5fNDtfAScNpAX4MvC3K5T9XWAf8OiBtG00g9D75922NWj/wSPSjm7X9xvzbtss2z6Q/zE0tyI+pV3Xznm3aw2+91OAfwaOmnc75tT+PcD1wAMG0h7Qpu2Zd9t6tn+w7ie2n8XTepb9GM1/dAcMpB3W7hO/vQG+vw0/bs/xs3trW3bLvNsxx89vQ/edKewD667/TNiedTmPmaRNA/nX1fxkwu9pXc47JmzTHtbhXGKeY9xGOeJ4Es0zHj+9lFBNSz8EHLbC6RcnAV+oqm8NlN0LnAecPJvqTt3Y7a+qW0YkX9y+b4Rf7if57pe8H/h/VfWJ2VRxZiZp+2/QtPmrs63iTE3S/h8Ad1XVvQNl76X5de6e2VR3ugbrvhpJHgw8Dzi3qu4eWN+VwEU0/7mvhc0+bk9iGuPeprUAfQcWr/8s4jxmEecnizjvWLi5xDzHuI0SOD4RuGLEB3XpwPL7SbI/8FjgshGLLwUObk/pWO/Gan+HZ7Tvoz6X9Waitid5AfB04DUzqNusjbvfPxh4CvA3Sc5K8u0kP0xyeXvaxUYxyXf/PuDwJGckeViShyc5A/g54D0zqOt6ciiwP8uPe6sdL8a12cftSUxjzP/bJP/cXtPzR5vgM5uG9dJ3YPH6zyLOYxZxfrKI8w7nEj828Ri3UQLHbcCtI9JvHVg+ykE0h6PHKbuejNv++0myFTgbuJrmcPV6N3bbkzwMeC9wRlXdMIO6zdq4bd8G7EdzbcsJwGuB5wB/A5yT5OVTruesjP3dV9WngeOB1wPfAW6huT7m31fV56Zcz/Vm6XNZ7rPbv51crkU9NvO4PYlJxvxrgDcC/5HmOsf/CfwH4KIkB02zkgtovfSdpbosUv9ZxHnMIs5PFnHe4VzixyYe4x409SrNTo25bNKy68XEbUjyUOBTNBfJ/1JVbYhT9hi/7WcD19H8YrRRjdP2pR+EHgIcW1XfBEjyFzS/Nr0F+KOp1XC2xvrukxwD/B/gT2ku0n8gzYXxf5rk+VX151Ot5fq0Hsa9zT5uT2Ks9lfVh4eSzk9yEfB5miMbb59C3Rbdetn3Fq3/LOI8ZhHnJ4s473AucV9j98WNEjjuZfQvAlvb91GRM8BtNB/AOGXXk3Hb/yPtLwifoblz0rOq6tIViqwXY7W97ey/SnM6y08lGVy8X3sntruq6odTrOu0TbrfX7k0eENzTn+SzwFvTnLwMteNrCfjfvehuXbh/Kp65cCiz7V3FPx9YKMO9n3sbd+X++z2VdX31qgem3ncnsTEY/6gqvpCkpto7q6q5a2XvrNUl0XqP4s4j1nE+ckizjucS/zYxGPcRjlV9XKac4yH63tk+z7yHPeq2gdcy+hzdo8EvrMBJs8wZvuXJHkIzUXBRwHPq6qvTL+KMzNu259As3/voRnQll4Ar2z/fuZUazp9k+z3f7fMOpf+hxrrwuo1Nu53/wjgUcAlI5ZdAvzLtk8sqmtp7qi43Li3VtcEbfZxexITjfnLeAAbo9/P03rpO7B4/WcR5zGLOD9ZxHmHc4kfm3iM2yiB4y5gC3DcUPqpwFVVdcUKZY9J8silhPb8+OOAT067ojMydvuT7EdzWscO4ISq+tLMajkb47b9XJqLzodf0Jxu8HTgL6de2+maZL//JM1AechSQvvr2XOAa6vqH6db1ZkYt/23Ad8D/s2IZU8B9q7hUYM1V1U/oPkV9JT2tC4AkvwszaRrrca9zT5uT2KSz+5+kvwyzSTooulUbzGto74Di9d/FnEes4jzk0WcdziXaE1ljBv1jI719qL5teJ84B+Bl9F0qnNofr04biDfHtq77A6kPQK4Gfgrmgt2nwt8leZw7U/Pu21r0P7zaE4feBvNjj74euy82zbLti+zvrk/J2mNvvdtwA3AlTQPiX0OzX9WBfzqvNu2Bu1/T9vWD9A8MPq5wEfbtDPm3bZVfAbPb1/vaut+Zvvv5wzkuR64fqjcETS3C/+Ltv2ntPvCNcBPboDvb8OP23P87L4O/GeaZ5cd0+4zd9LcSGTTPNtxI/edKewD667/TNiedTmPmaRNy6xv7vOTCb+ndTnvmLBN63YuwZzGuLk1eIwP6KdoLiK+meYXgL8CThzKM7JzAo+nOcXhu+2H9VngCfNu01q0v92ZlnudM+92zfq7H7GuuQ/Ma9V24BDg4/z4V7OLh8uu99cE+/0DgVcAX6N5uPKtNEdbXgxk3u1aRfuX67vXD+S5338Mbfov0PxneXf7GXwM+Bcb4ftr0zf8uD2Pz47mJg5Xt9/792kmA+8Bts67TWv8+W3ovjPJPtCmr7v+M8E+vW7nMZN8R8vss3Ofn0y43x3COpx3TLDvrdu5xLzGuLQrkCRJkiRppI1yjaMkSZIkaU4MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnf4/yUMNyqC5Xf8AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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/5pzbiZ/79z4z+6fYpOhpwNv4FVbzTipDeBgLsuzVcMqSdqa4QfKS7rP09nP05P3Z5oHeBlSwZxGjC/FzHRf14DwiQRRN3eKca3TO3Q18FPgTcGTs/PHG2j/itw76Kf6hyi3AcjOLbL+6dA96YoJer/I6XYBzBRHa9cr57ZruBaaa2SHmF1n7HH4kS3Mv8ijJiqZcyt5i8xU/EjusZO/tT+JlLor1CG4GfoCfgzgd+DS+N/SK2OuhjGTMINN14c/4xnP8YdIp+IeAevAdkqD/qZPYMwkW/LyKzcAnnHO1+P+Yz4eUNylt8aEA0/FDiA4B7spy85POxIQn/ACY2b74J1PpnqYXsylpwuLDUnN9lkwX/IbY7yOynC/I32kBfnW8C83sffinl3elPgEUiUDR1S2xJ/PPxQ7fkxDe6Zxb4py7yjl3In7RhuH4BcC6oxUup6E7yMzSbTNSA2xwzrVmeW+2z92Av+dINxw/fr1amea1TG7DN2i+DHyRYIusSX6KrlxKktvxc/a+jv/+35u4cim+5+9d/GJ+PZGtPE8D/tc59wXn3F3Oud87v6jftjRxs6XzFr6DIWm4f+z4cILf6/0KONLMPoBvPO7E98ZKCII2Gg8keU+eU4AnE+ZqvYBfnVH6OefcS8Ar+DlxX8NfNNLNpcvmAPyqfYlmxMLn9zaPBfbNxAawmY0DvoQflpFuuFaiFmBkmvAn8BO/v544RCj276/H3vdEvhl0zrXjF974JHuW2tZNmBRCn9UtZvbxdPMTzWwI8InY4dJYWLoVDeuBNpLLaEssfrpyWwquTDwws7OA95H7uhtfKTXd546/9zuxYWPxtI/Ej274vyC9hLG5kH/FT324EGgi2EgWyU33fEXKzGqBz+IXivkZ8G38iqrdD69icxZ/A0wxswvTpJGr9z9bee4kZfRAbOj6NwOmMx8/wil1y6//FwuflyOPqe7BNxQvw8+HfDBxjrf0TtCJ/OuITaaPzeE4muSGwHB6PzRGysev8UO4Polf/bMhR/xUDfj9vo7ErxB2HP4GoR74SZgZLYBBwDNm9hv8kLZa/Opj38jjvX/B9/79AD8fqAt4xDm3xfz+az8HnkvY9+gC/BPii2OTw4P4Ff5i+0XgaefcmwHfL9ITfVm33AKMMrP4Vho78E/vv4R/0n23c+7VWNxfxR74PA404svwufgynTiX7i/4h2VzzSy+0vJzsbnDxW4jcLaZVeJXU41vubEev5piRs65TWa2AvhCbA+19UCrc+4R59wTZvY7/MIcB5nZQvZsubGT/K6FqW5jz9Cz7/VmYQ9JS/d8feNYMzs/w2vz8UMub8YPE/4BgHPu52Z2KvBdM3vKOfd/sfhXAycDt5vZJ/Dbbxh+hMQgkrcFShVfAHCOmd2HL6evOedew29fcbGZ/Q9+PYQx+PuzTWnSeR5/33KVmR2Ef9i90jn3HHADvgf752Z2LH7O+DH4B0FvxF7Pm3PuXTN7gNi8RjQ0NVRBG42LgUvMbDN+Tocjeb7T+4B3QsqblL77gB8B+xFsAZy4t/FDX27EN2J2x9L8do4hUsXoy/iG4pXACPyQnwucc/n0BF6Ff0J3Sey9hh+i2+qcm2tma/ENvXjv4N+As5xzgXtjnXMrzOyP+EpGvYxSKH1Zt8wEzsDPDfosvoxtxZfROfje97h78A9lvoJ/Cr4N3wv5OefcgwnxfoO/8fkC/oZoAH6ofik0Glvx5f8W/CqqBvwB+JZzbm0e7z8v9t7r8EPmGoFHEl57Cf83vCl2rqeB7yY0zIP4Lf7meTjBR7JIbrrn6xtfjP2k83789aUN+FLKlJ8L8fX/fWZ2tHPu3Vgj6gTgP/D7Kp6F345rKf6hfkbOuT+Z2RX4e5df4dsM38PPG5wZS+fz+OvnavxDnOfxjcjEdJrM7F/x8x1/gd9j8S78g7StZvbhWLqfwV8n1+P3Zb3G7b1HYz5uwzcaV+CvLxISC7KgUuwJ65P4p68A1zrn/jP22iD8xeNB51zqkEKRQMxsFX4PsZP6OCv9jpk9it+7rjK24IRIpFS3SE/E5rivBZ53zn2yr/NTblQupRTF5jM+B/yHc+6HfZ2fchKop9E597aZHYGftL7VOdeU8PJQ/J4xf0v7ZhEpemY2CT+c+OdqMEqhqG6RHjoPv7T/L/s6I+VI5VJK1NfwUwI0+iBkgXoaRQpFPY2FZWYfxK9q+I3Y78nOuVV9mikRkTTM7HSgGj/Hcj3w/oArc4tIGYktwnM6fjX5q4DbYiv8SogC76NiZgNjG77ea2ZPmNkxsfCDYuHvyZWGiBSdf8PPOz0AOE8NRik01S0SwE/xcxnfBD6vBmN0VC6lRFTg53peil+k5/K+zU55CjqncSh+1bh/wk9gHwp83Dm3OLY3zGrgv5xzV2dJRkREpJvqFpHio3IpIomCrp46Czgev/rSn/HDQgC/4bGZPYSfD1UyF5DYRPp/xE+m19NKEYnKQGAsftGOXX2dmSIzixDqFl3PpQdULjObRS/LpcqkSEnJej0M2mg8Bz9OeIGZjUrz+gr8nlV5ia3MdRl+/72jgWHAx5xzS/J8/3H4PVw+hN+O4TH8suBBloD+R/xeNyIihXAifq8s2SOsukXXc+kplcu9hVEuVSZFSk/a62HQRmMl2VfK2oHf5Dhfk/B70bwEPIXfoyUvZjYZv/Hw88Dn8A3O2cASMzvGOdeSZ1JrAZ555hnGjRuXf85FRAJ4++23OfHEEyF2zZEkYdUtup5LICqXWYVRLlUmRUpEruth0EbjJiDbpOcjgDUB0vtf59xoADM7kwCNRvxGoNuB0+MbvZvZa8Dr+E3Q5+SZTifAuHHjGD9+fIDTi4j0iIZo7S2sukXXc+kplcu9hVEuVSZFSk/a62HQ1VOfAqbHJkcnMbMJwL8Cf8g3MedcV8Dzx881GDgNeCDeYIylVw/8BfhsT9IVEZE+EWrdIiKhULkUkW5BG43fw2+k+zx+iX4H/IuZ/RA/xHQX8MNQc5jee4EhwGtpXvs7cGQB8iAiIuEolrpFRPZQuRSRboGGpzrnVpjZKfj93L4fC/527PdrwDTn3OoQ85dJfEL25jSvbQaGmNkQ51xb4gtmNgIYkRI/4yD72bNnU19fnxTW2NgIQHV1dVJ4TU0NV111VcYMZ0prx44dGd8TN3To0NDOV+i8p8t/rvOlO2dP855P2r1Jv5T/X6NO/8wzz+Ttt99OCtu5cyddXbkHGAwYMID99tsvKWzcuHHMnz+/IHnvTfo9Sbu/60ndku16fs899/Duu+/udZ41a9bQ1ta2V3gmQ4YMobKycq/wSZMmMWPGjJzvnzt3LitWrEibDyCytIv5M+abbqa0g34+SP8Zg+SjvwpaLnPdY82ZM2eva2hTU1Pe9xLg682qqqqksJqaGq644oqs70t37vj5gdDTDHJ/lM+5e/u3y/c855xzzl719q5du+jszG/09sCBA9l33333Ch83bhz3339/93GhvguFOk+6vxv0/m+X+nfLJNPnhJ59tzMJOqcR59yLwD+Y2ZHAZMCAN51zL/coB72TbZPJdK9dClzTmxMG+aIlqq+v54VXXmCfkUO6w9q376KrPfcN9I7ONrY27VnXZ/fmYBVmdzq9yPvfX/s7lRMO6Q5ra99Be+fuvN7f1g4bWzcAsGbluh7load5jzr9+vp6li5dyuGHHd4d1tXVRT77n3Z1ddHR3tF9vPzN5T3KQ7H+bTZv3kxLSwv7DNpzEezq7KIrn1HpDnbvbO8+3N2xi82b0z0jyq5Y/zaytx7ULRmv56tWraLxnSYGHJhcxXW1dkJH/nsTt3a2sfmdrclpbO3IEDt/QRs96axYsYKGhgYmTJiQFO6cy+v6kxg/9UHOypUre52/sD7j0leXsf8+B3aH7ehoobMr2P9Bx85OVm/fM/Vu++6tWWJLooDlMus9Vn19Pc+//AJu+MDuMGvrgs78v6/bd7eybtemPe9v6d1U1N5cw+vr63l16ascUj0mKbytvY32rvYM70rW1t5Gc+z+CGBd4/q08err61m6bCkTJo3vDuvo6sivPo3FbWvf81lXrliVNt7mzZvZsWMHQ4fuNSK5x3bs2LFX/V1fX8+ypcuYOH5id1hXRxeuK//vQldHF7t37LkPbVjVsFec+vp6Xn/1dd5zyJ6G0662djra8//e7GprZ0vz9u7jd9Y17RVn8+bNtLa0MnjQPknhnZ2deV+PO10nu92e7017x+4e3ffERXF/ErjRGOece430w0MLIX7FSLcE9EigzTm3M81rtwJ3poSNI8Ny0Ol6C6ZNmwb4J9lB7TNyCGNPm5g7Yg5rF+5dMFKFnffKCYdw8bUXBX5fql9efXte8VLz35u850q7t+kfftjh1P2srtf5qv1abc44Yec9yvSrq6vZz4bx5U/l/ly53P37OsZUHZw1Tin9bSSzAHVL1uv5gAMHMfSfDgo3c8COP+/dg5lJpp6smTNnAnDzzTf3Ki8TJkzgh9eHPzrwO1d+J++4UX/G/fc5kONHn9irNFK9sEE7QASVZ7nMeY/lhg+k4+jhoeVr0Ct7L5SfqQcwiPr6eqZPn54Ulq6H5pDqMXzlP8/v1bkS3fX9ezO+NmHSeK798fdCOc/V/56+bV9VVcW4ceOo+2Xv72niai+uZcCAvWfDTRw/kR9978bQznPZNd9OG/6eQ6r49y9fHtp5fnz3DXuFVVVVMahjX8484bzQzjP/2fuorBqTOyKk7TmMf3/vuOOO0PIUqNEY26dntHNuWULYBGAmvrF2t3PusdByl9lbQBvp5y4eRYYLm3NuC7AlMczMuv+dbvhZqmXL/EeP3yxmoiFqUuzy+b6DvvMSvZ7ULbmu5yLSO0HLZbGUyfr6el5+9WWGjc7dON2N76lavv7NrPFaN+S7i5tI+Qra0/hj4HDgAwBmNhz/BCk+WeBcMzvZOfe/4WVxb865djNbBHzWzK50zu2I5edw4ASgR3eu9fX1PPfiX3HDBmaMY7v8UIC/1L+YOU5rea3c3djYyNbtW/LuJcxmzcq1tO7f+2FL0nv19fW8+vfXOHRsddZ4A81fJhKHZ6RavbYx1LxJv1MUdYtklmnuYiYNDX5ETLzHMRfNMSxKJVsuh40ezhHn/UNo6b1+X7btKkX6h6CNxhOAxL7zc/EXj08DrwBPAJcDeV9AzOxzsX/+Y+z3R83sYKDVOff7WJxVAM658QlvvQb4K/Cwmd0IDANmA6uAnwf4TEncsIG0Hzmsp28HYPBrrbkjiRSBQ8dWc/lXr+51Ojfcdm0IuZF+LPS6RcK1YsUKlr+xnMrR2bbt2yP+sKnl3dz14ZoN7/QqbxIZlUsR6Ra00TgGSJwB+ingBefcHwDM7E78sIUgUpcFmhX73QiMz/Qm59xSM/sYMAd4EGgHHge+5ZzL3CUigVVXV7OxdUhocxoPHjY6hFwVh8bGRlpbW/Oaj5jL8jeXM2xY7x5YiJSoKOoWCVnl6Pdw8Re/Hnq6v/zNT0NPU0Khciki3YI2Gtvx+yPGfZTkSc9bSL84TUbOuZwD3lN6GBPDnwdODnI+EREpOqHXLeVuzZo17NixI9CiNfl66623Ql09safWrFnD9t1bQl+4ZvvuLaxZkzueqFxKNJqammhtac24eE1PNKxqYNjw5AfvTU1NbNu6Pe3iNT319romtrXtH1p6pSRoo3E5fh7hz4HT8ROhn0p4/VDS750oUpaqq6vpaO8IbfXUQYN7vKCxSClT3SJSfFQus2hqamJry9asK54Gta5xPW3D9178v6mpiZbWloyrnga1csUqhg8LbxVb6R+C3qH+HP+U6V1gKH4V08QLyD8Dr4aSMxEJdUVf0AqnUrRUtwRUWVlJV1dXZFtupFsiv9AqKyvp3E4kW25UVlbmjigqlxKJqqoqdu/YHfqWG/sMTd4nsaqqii3N20PfcmNEhXoac3LO3W1mXcBZwFbgOuf8TpSxpZkPBOaGnkspa2oYZVZfX8/rr72etAFuqn0H7wvAzpZ0W5PukW7jW5FioLpFpPioXGZXVVVFc+uG0PdprEiz7kNVVRVt7TtC3adxyOC+H4IupSXwWDjn3L0kr6YVD98EHJcYZmb7AZ8HHnPOre9pJpYvBjkAACAASURBVMtBY2Mjuza3sXZh72/cd21qo9GVzxYH9fX1vLb0NSZMGp8xzuB9BwPQujv7XkkrV6wKMWfFYeL4ifxo1k29TueyWd8KITci0QizbtmwYQNd7R3s+PO7oeeza2sHa0wT4qR/KMV7vqamJlq3toS6TUbrhhaadjXljihSxqKeQHUgcAfwcaBfNxoluwmTxvODn/R+rP53vxHOUzgRKWqqW0SKj8qlSBkrxKobOVdH7Q+qq6vZai2MPS3zMMN8rV3YQHVV9g3ZRUTKXMa6ZfTo0axuWcPQfzoo9JPu+PO7mg8nklmf3/NVVVWxc/0ujjjvH0JL8/X7/kbVmKrQ0hMpRX0/011ERERERESKltb3F+mnGhsb2bZ1Ozfcdm2v01q9tpGtO/rnamIiIiIi5U49jSIiIiIiIpKRehql7IW5pUc5bedRXV3NlubtXP7Vq3ud1g23Xdtv9y0SERERKXdqNEqfa2xsZHvL9lBWPl355ir2H57ceKmvr2fp0qUc9r7DMr5vvyH7AdDe2Z4xzptvvNnr/ImIiIiIlJpCNBpdAc7R74XZmwbl1aMGcNj7DmPubT/rVRozvvq1kHIjIiFQ3SJSfFQuRcqUttwoE/X19bz895cZ8Z4RGeN0DOgAYOWmlVnT2vLOllDzlkt1dTWtu1tC26dx2D7DQ8iViBQ51S0ixUflUqRMRdpodM6tR4vtFMyI94zgpBkn9zqdJXMXh5AbEZFoqG7xVq5cyXeu/E7OeGvXrgVg7Nixeac7cWLv9xQOw/bdW3lhwzM54+3oaAFg6KDcDw23794KaK/NsKlcRmvlilVc/e/ZH66vfWcdAGPfc0jOtKZMnhJa3qR/CNxoNLNhwJeAw4BR7P1UyTnnLgwhbyIi0k+obglm0qRJecfduXMnAAMG5Hc/P3HixEDpRyVIHhoaGgA4dGI+jcHKovh8paBUy2XrhhZev+9vOePtfLcNgP0OGpIzPcaEkrUeqampySve7p27ARgyeGjWeFMmT8k7TZG4QI1GM/sAsAh/4cjEAUV3ARERkeKkuiW4GTNm5B135syZANx8881RZScS/eEzFrNSLZdBGkP17/q1IA4fk3mhPADGBEs3bFdccUVe8aZPnw7AHXfcEWV2pJ8K2tN4MzAY+Dyw2Dm3OfwsiYhIP6O6RaT4lGS5zLeBBWpkiQQRtNF4HHCdc+6BKDIjIiL9kuoWkeKjcimRaVjVwGXXfDtrnDXr1gBQeUjuYecNqxqYPGVyKHmT9II2GrcBm6LIiIiI9FuqW0SKj8plP7R8+XJqL67NGmf16tUAHHrooXmllzq0N9+hvjt3+/nY+wzdJ2fcyVMmp033nXVN/PjuG3K+v3nzBgAqRo7OGu+ddU2MqDgiZ3rlKGij8SHgk8DcCPIiIiL9U8nXLXPnzmXFihV5xY0v2hKfh5fLpEmTAs3vEwlJyZdLCSbfxlxbm19AKJ/FtWpqavZKt1BzNIPMQ1236R0ARlTsnzXeiIoj+u0iQkEbjVcAj5nZT4Fbgbecc9rIVUTKyuzZs6mvr88Zb9myZQBMmzYta7yamhrOO++8UPJWpkq+blmxYgVvvPkGYw6tyBl3wGC/AOWWnbmniK1f3dzrvIn0UMmXSwmm3Bbc0fzWcAVtNG7Br5T1AWAGgNle+7g651yk+z+KiESpvr6eF//6EsPIvufbLnb5+H9dnjFOKy2h5q1MlUXdMubQCs771hdCTfO+m34banoiAZRFuRQpJ3PmzMnroXY8TrwxnEtNTQ3nnntu1jhBC/rd+AuIiEhZG8Zwjhp0fK/TebXjhRByU/ZUt4gUH5VLkSJTX1/PKy+8wnA7IGu83a4dgBUvvpUzzRa3La9zB2o0OucuCBJfREQkF9UtIsVH5VKkOA23Azhm3xNCS+/lXc/mFU9DCkREREREAlrXuJ67vn9vznib170LwMhDDsqZXsWU7Kt3ivQVNRpFRERERAIIsoLmpna/6FXFsOwNwoopo/vtypxS/LI2Gs2sC+gChjrndseOc41v16RoERHJSHWLSPFRuQxGK3NKf5OroMcnQXemHIuIiPSU6haR4qNyKSIZZW00pk6C1qRoERHpLdUtIsVH5VJEshnQ1xkQERERERGR4tXjcehmNhQYBaTb6bWpN5kSEZH+SXWLSPFRuRSRQI1GMxsAXA58HTgkS9SBvcmUiIj0H6pbRIqPyqWIJAra03g98G3gdeBBYFPoORIRycPs2bOpr6/PGmfZsmUATJs2LWu8mpoarrrqqtDyJoGpbilya9asoWV7C7/8zU/DT3vDOwxvGx56utJrKpci0i1oo/F84A/OuU9HkRnpv1auWMV3v/G9jK+vfXsdAGPHZXvY6dM5csqRoeZNilN9fT0vv/gKI4ccnDFO564uABqXvp0xzua2jaHnTQJT3SJSfFQuRaRb0EbjQcCCKDIi/Vc+G9m272oHYNg+2Z9GHznlSG2M24+MHHIwnzj8jF6l8fhyXdKKgOqWIldZWUnLu61c/MWvh572L3/zU4YfNCz0dKXXVC5FpFvQRuOrwNgoMiL9Vz7DAuPDC++5556osyMihae6RaT4hFoum5qasJZOBr3SElaSWEsnTU1ah0ekEII2Gr8H/NrMfu2cWx1FhkRkj8bGRlq2t3DZrG/1Oq2GVQ0M31/zhqQolXzdsmbNGra3buO+m34barrrV29gx7CdoaZZyubOncuKFSv2Cm9oaABg5syZe702adIkZsyYEXneylDJl0sRCU/WRqOZ/Wea4EZgqZnNA1YCnSmvO+fcD0LKn4iIlBnVLRK2IUOG9HUWSl7U5bKqqop1uzbRcXR4Dy8HvdJCVVVVaOmJSGa5ehpnZXnt/AzhDijJir2xsRFr7WTwa629SsdaO2lsbAwpV9KfVVdXs7NlJz+adVOv07ps1rfYb/h+IeRKpNdmZXmtJOuWyspKtuzcj/O+9YVQ073vpt8yYr+RoaZZytRjGKlZWV4ryXIpIuHJ1WicUJBc9BO7N7exdmFD1jjt23YBMPiAfbOmgx6siUjpUt0iUnxULkUko6yNRudcv+ouq66uZm3bRtqP7N0qboNfa6W6ujopLN8VPeP7yk2umpw5UlX+6YmIFJv+VreIlAKVSxHJJtBCOGb2FnCpc+7hDK+fBvzEOffeMDJXTvLdOLynq4Q2NjayZesWlsxdHDhvqba8s4XGFtUdIlIYqlvCk26hGC0SIz2hcll6du/ezVtvvcXGjRs5+ODMexiL9MSAgPHHA9lmMA8DqrO8LiIikmo8qlsiM2TIEC0UIz0xnjIvl1u2bOGFF17gueee6+ushGLVqlW0tLTwve99r6+zImUo6JYbuYwBdoScpuShurqark1dnDTj5F6ntWTuYqpHlXQ9ICLlJXDd0rW1gx1/fje/uK1+QcgBwwbmlS7vCZKTwlKvoRRQydzzzZkzh/r6+r3C473yF198Mcccc0x3eE1NDVdccUXB8tcTqZ9p9+7dbNu2DYAlS5Zw/vnnM3jwYKA0Po8Uv5yNRjP7Z+CkhKCzzWxSmqgjgS8Ar4STNRGJ2uq1jdxw27VZ42zYtA6A0aMOyZrOiIojQ82blLco65bx48dz4IEH5p2X+PDNie+ZmDvye/yQTpFy1J/u+bZs2dL9787OTrZt28YBBxzQhznqnVWrVu11fNhhh/VNZqQs5dPT+DHgmti/HXB27CedFcA3Q8iXiEQs38WU1m58G4ARFftnjDOi4kgtziRBRVa3TJs2jfHjx+edkfhcv5tvvjnv94iUqbK850vXy/bhD3846XjdunU8+OCDhcpSr6V+pqOOOirpeOvWrdxxxx2FzJKUuXwajbcCdwIGvAVcCixIieOAFufc5lBzJyKRiXpxJpEcVLeIFJ9+Uy7jQzkzHYtIspyNRufcVmArgJl9DFjmnNsQdcZERKR8qW4pPWs2vMMvf/PTvOJufHcjAAcflHsFxzUb3uHwgw7vVd4kHP2pXA4fPpyWlpakY5Fi19TUxHa3jZd3PRtamtvdNpqamnLGC7QQjnPu6R7nSEREJA3VLcUv6DzO9Zv9XOjhB+Xe9/jwgw7XPNEiVO7l8rjjjuPpp/d8xOOPP74PcyNS/LI2Gs3sP/HDEGY757pix7k459wP8s2AmQ0HrgPOAUYArwPfz7QvUML7ZrFn3H2i9c65zCt2iIhInypE3SLhCroqq+aJlp7+Vi6ff/75pOO//vWvfZQTkfxVVVWxu7mDY/Y9IbQ0X971LFVVVTnj5eppnIW/gMwBdseOc3FAkAvIPOBY4HJgJXABMM/MTnfOPZrH+z8OtCQc7w5wbhERKbxZRF+3iEgws+hH5bKiooLGxsbu49GjR/dhbkSKX65G4wQA59zuxOOwmNmngVOBs51z82JhfwTeC9wE5NNofME5tyV3NBERKRKR1i0i0iP9qlyuXr066TifOV0i/VnWRqNzrjHbcQjOwk+47l6ZyznnzOwu4DYzm+KcWxryOUWkDDQ2NrJ5x7s8vjx1Yb9gNu/YCI2dIeVK8lGAukVEAupv5bKrqyvrcakZOHAgnZ2dScelbsuWLaxYsYLnnnuOD37wg32dnX4v0EI4ZnY88KJzzoV0/iOBpc651JL698TXc6SxzMxGAxuAhcBV5brSl/RMY2Mjra2tzPjq13qVzptvvMmwYbkXdRCRYCKoWyTBpk2buPbaa/nud7/LyJEj+zo7UiJULkvLKaecwuOPP959fOqpp/ZhboKbM2cO9fX1SWErVqwA4OKLL+aYY45Jeq2mpibt/ps9OQ/QHTZ9+vRQzlOOAjUagb8CW83saWAxsNg591ovzj8KWJ4mfHPC65k0AP8BvIwfe/9h/LzIU8zsOOfcu6lvMLMR+MV2Eo0LmmkR6XvV1dXQOpBPHH5Gr9J5fPkCqqt1GehjgesWXc/zd++99/Laa69x77338o1vfKOvsyOlI1C5VJnsWxs3bsx6HKbW1lbeeOMNli9fzuGHR7NdzpYte2aedXZ2sm3bNg444IBIzgUwdOjQyNIuF0EbjZcAHwNOAj4DODPbCPyRPReUFQHTzPYEK+NrzrnUncYXm9lfgMdj+bw2zdsuJf2Kq1LGqqurae9sZ+5tP+tVOjO++jUGDxy8V/jyN5dT+7XarO9d/bafO3HouEMzxln+5nKmTJnSqzxKOBobG2llO692vNDrtFrZnrTYgqTVk7pF1/M8bNq0icceewznHH/4wx84//zz1dso+QpaLlUm+9BLL72UdPziiy9Gdq6VK1fS1dXF5Zdfzvz580NJM7U378Mf/nDS8bp163jwwQdDP4/kL+g+jb8AfgFgZu8HTo79fBK/ZQZm9rZzrjrPJDeRvjcxXqNtTvNatvw9YWZrgUzr0N4K3JkSNg54Jsh5ROJqamryirdz504ABg3OXOSmTJmSd3oi5aSHdYuu53m49957u+dqdXV1qbdR8taDcllSZfKQQw5h3bp13cdjx47tw9wUr9ThnK2trd33NA0NDZx77rndvXRhDuXctm1b1uOw1dfXM336dO66667Iek9LXdCexm7Oub8DfzezB4BPADOBKQQbivA68FkzG5Ayr/Go2O+eDH0dAKSdzRxbZTVppVUz68EpRLyrrroqr3jTpk0D4J57UjvIpRhVV1fTtn4XRw3q/WbPr3a84IfSSl7yrVt0Pc/PU089RUdHBwAdHR08+eSTajRKYPmUy1Irk83NzUnHGzZoOYx8rFy5Mun4rbfe4sgjjwz9PAcccEBSQzHKoakAV155JS0tLaH2npabwI1GMxuFH65wCv6J0ySgEz+3cA7wVIDk5gEXAqeTsIIq8GXgjaArp5rZJ4AxwF+CvE9ERPpWyHWLxJxyyin8/ve/p6Ojg0GDBpXc4hjSt1QuS8eIESOS5gGOGJE6vbRnUnsOjzrqqKTjnTt3cscdd4RyrkRXX301l19+effxNddEN/K5vr6ehoYGwPeeRjlXs5QFXT31JeD9gOF7CX+PH9e+xDnXk37jR/Fj438duzCtBL4CfAToXt3CzJYAH3XOWULYy8DdwBtAO/BPwLeBFcDPe5AXERHpAxHULX1i/epm7rvptznjvbvB39gdNDr3Td361c2MOKzncxDPP/98HnvsMQAGDBjA+eef3+O0pH8pl3KZyZAhQ2hpaUk6LmWJDcZ0x2GZOHFidwMrfhyFJ554Iun4scce4xOf+EQk57ryyiuTjnvS27hx2wbmP3tfznhbW/06nQcOOyhnepWMCZSHqAXtaTwaP/TzXuA3wP8653b09OSxPRnPBK6L/YzAb7FxtnPukRxvrwdmAJXAYGA1cDvwg9gQCRERKQ2h1i19YdKkSXnH3dTubxpG7Je7MTjisJGB0k41atQoPvnJT7Jw4UL+5V/+RYvgSBAlXy6zSWwwpjuW9K6//nrOOeec7uMbbrghkvM8+eSTScepjcgwJTaC0x3nEmQ9im31/vpf+d7sDcJKxhTdOhdBG43nsWci9DSg3cyexw9PWAz82TnXHiTB2NOqr8V+MsU5KU3YF4OcR0REilbodUuhzZgxI++4M2fOBODmm2+OKjtJzj//fFatWqVeRgmq5MtlNoXqMSs3NTU1jB8/nlWrVjF+/PjIhnGmbg8a5Xahvf0uBFn8J74PZBRDeqM2IEhk59xvnHP/zzk3EZgA/Bt+SOlF+AvIFjN7PFsaIiIiiVS3RGvUqFHccsst6mWUQMq9XF5//fVJx1H1mBXKgAEDsh6H6bDDDgOIdN7f+PHjsx6Hqdy+C1HpzeqpjcB/mdmz+A1ga4HJ+MnSIr0ye/bspCWely1bBuxZhTSupqYm7xVMRaT4qW4RKT7lWC5ramq6V+g84IADSn7hk9NOO42HH364+/j000+P5DzNzc08/fTTACxZsoSNGzdy8MEHh36eH/3oR0nDYG+66abQzxFXU1PT3ds4ceLEkv8uRCXwYwgzm2BmF5rZfWa2Br8txq3AIfgVUP895DyKMHTo0O59gESk/KhuESk+5Vwum5ubaWtrA6CtrY2NGzf2cY5659JLL816HJa6ujra2/2o5Pb2durq6iI5T3wYLBDpMNi466+/nuHDh6uXMYugq6euBKrwK2m1Av+HH6KwGHjJRTngWPrUmpXr+OXVt2eNs3HtJgAOHjsqazoHHzk65/nUeyjSf6huESk+5V4uUxs7dXV1XH311X2Um96rqKigurqaxsZGxo8fH0nvH8AjjzzSPb/QOcfDDz8c2d/tRz/6EdOnT4+0lzFu1KhRvO9979Mw/iyCDk9tBP4Lf8F4zjnXEX6WpNjku3pTc3us0Tgsc6Pw4CNHF91qUCLS51S3iBSfsi6XixYtSuoxW7hwYUk3Gpubm1m7di0Aa9asiWzYaGVlZdKiMZWVlaGfI66mpoZnn302svQT1dXV8dJLL5X8w4MoBWo0plvFNBszGwZ8C7jbObcqyHuleOTb6xefb3jPPfdEmR0RKTOqW0SKT7mXy6lTpzJv3jza29sZPHgwp512Wl9nqVfq6uqSegCjavysWbMm63Epam5uZsGCBTjnmD9/PrW1tZH11Jay6JZW8oYD1wDvjfg8IiLSf6huESk+JVUua2tru1cYHTBgALW1tX2co95J13MahTFjxmQ9LkV1dXV0dXUB0NXVFdk8zVIXdaMR/Fh4ERGRMKluESk+JVMuKyoqOOOMMzAzzjzzzJLvWZo6dSoDBw4EYODAgZH1nK5evTrrcSkqVIO71PV4yw0RERERkVJVW1tLQ0NDyfcygv8sv/vd7wDo7Owsi89UKFOnTuWhhx6io6ODQYMGFf1Q5Ra3jZd3ZZ/rucO1AjDUhuWVXj7UaBQRERGRyFlLJ4Neackep80PE3RDcg+Gs5bOXuWnoqKCO++8s1dp5KO1tZU33niD5cuXR7Z1xKZNm5KON2/eXPK9p83NzVx22WXceOONkX6W2tpaHnjgAcDPBy3mBne+i0nG9zqfVJPfaPF80lWjUUS6zZ49u/tCE7ds2TJgz0JHcTU1NdoaRURE8hL0ZrfmsPziF9uK7HPmzMlYj37pS1/iqKOO6g6vqanhiiuuCOW8V155ZdLx5Zdfzvz580NJO1FnZ2fW4zD1xYqmxb6TTL7fl+nTpwNwxx135J32qlWrsr6uRqOIZDV06NC+zkKfaKWFVzteyBpnJzsA2I/Mf6NWsj9VFxHpD6K82S1mra2t3f/etWsXO3bsiKReTdwGI91xqWlubmb+/Pk455g3b16kK5rW1dUxYMAAurq6GDBggLbdyECNRhHppp5DL98n1/GnxzWTsw83KrYn4SIiEo3UxnHq/LgdO3bwP//zP6Gfd+LEiUkNxYkTJ4Z+DoCPfvSjPP30093HJ510UiTnqaurS1qcJsqG3KJFi+jo8NuQdnR0lPyenVFRo7GMbHlnC0vmLs74estG3+Mx/ODhOdNhVKhZk35q3eY13P37zEtXb962EYCRB2R/erhu8xrGVBVubkYUe5PmGvYhIiLlp7GxMek4qrrg+uuv55xzzuk+vuGGGyI5zzXXXMPJJ5+cdByFRx55JGnfyYcffjiyhly57dkZlagbjZ1AI9AW8Xn6vXx6MpZt8L0iE0ZNyB5xlHpGpPfy+Q5tXtYMkLNBOKbqYH0nJZHqFpHio3LZh0aNSn7aP3LkyEjOU1FR0d3beNJJJ0U2ZLSysjKp57SysjKS84BfCGfBggVAeezZGZVIG43OuY1AjhaKhCGfnpEgvSIivaXvpERFdYtI8SnFclmo1TkLoa6ujoEDB9LZ2cnAgQMjHc55zTXXcNlll0XWywiwdu3arMdhiu/Zef/995fFnp1RydpoNLP/7EGazjn3gx7mR0RSNKxq4LJZ38r4+pp1awCoPCT7U7iGVQ0cceQRoeZNpCdUt4gUn/5YLguxOue4ceN4++23u48PPfTQSM6zaNGi7pVMOzs7I52XV4itSk477TQeeOCB7sVpTj/99EjPV057dkYlV0/jrB6k6YCSvYBYayeDX2vN/PrO2P5B+2XeP8hao1t+WPqXfIZk7mrfBcB+w/fLGu+II4/QEE8pFrN68J6SrltESsCsHrynZMtlc3MzCxYswDnH/PnzI1udc/LkyUmNxsmTJ4d+Dii9Depzqa2tZd68eXR1dTFo0CA15opArkZjSQ0z6K285gXGVkucXJO90OvmXMKgIZ5SpvpV3VLO5s6dy4oVK/YKj89FmjlzZlL4pEmTmDFjRkHyJoH1q3JZV1dHV5fvCOjq6oqst/HPf/5z0vGf/vSn0M8ByRvUd3V1RdrIKsSw3oqKCqqqqmhoaODQQw+NfMhoX+wJWWqyNhqdc43ZXi83ukEXEYlef6tb+qMhQ4b0dRYkoP5WLhctWpS0pUNUwzmnTp3Kgw8+2D3XsBA9gGYWafq33norL774IrfeeivXXnttJOdobm6mqakJgKamJjZu3BhZwzFxT8goe51LXY8XwjGzfYGDgWbn3O7wsiQikp/NbRt5fPmCjK9v37UVgP33PTBrGtWMCz1v0jOqW0qLeg37h3Isl4XaZiG+MmdnZ2ekwywTN6g3s8h6zJqbm1m4cCEACxcu5NJLL42kgVVXV5e0d2KUPYCJ54p6T8hSlnliXgZmdqyZLQa2A03AR2Lho83sKTM7NeQ8iojspaamhmOOO5rqKeMy/gzcbwAD9xuQNc4xxx2t4eRFQHWLSPEp53JZW1vLgAH+NjjKbRbiK3OaWaQrc6bboD4Kt956a/ew3s7OTm699dZIzpNun8aoLFy4MGmo8iOPPBLZuUpZoJ5GMzsaeAbYCNwNTI+/5pzbYGZDgK8AT4aZSRGRVBpOXj5Ut4gUn3Ivl4XcZqEQK3MWquf00UcfTTpetGhRJENUC7lP49ixY5PONXbs2MjOVcqC9jR+H1gDHAFcCaQOmn4K+EAI+RIRkf5DdYtI8Sn7cllbW8uxxx4b+cqc8S0qom6YFqLntFAKuU/jmjVrsh6LF3RO44nAD51zLbHx7amagOgeBYj00JtvvMmMr34t4+tvr/bLYY87NPPctjffeJMpU6aEnjcRUd0iUoTKvlwWYr/BQilUz+mnPvWppOGbn/70pyM5TyH3aTz99NO5//77cc5hZnzmM5+J7FylLGhP437A1iyvH9CLvIhEoqamhilTpjB44OCMPzvbdrKzbWfWOFOmTNHcN5FoqG4RKT4qlyWmED2n3/zmN7Meh6W2tpZBg3zf1uDBgyP9TLW1tQwePLgg5yplQXsaG4Djsrx+MrC059kRCZ/mvokUPdUtIsVH5bLEFKrn1MxwznUPh41CRUUFZ555ZkHmnCae66yzztJ2GxkE/d/+b2BaympZDsDMvgX8C6C7bhERCUJ1i0jxUbmUvdTV1TFw4EDAz52sq6uL7FyFmnNa6HOVqqA9jTcCHwceA+rxF49bzKwCOAR4Apgbag5FRKTcqW4RKT4ql7KXdFt7RLWnYSHnnJbT/NaoBOppjG3o+nHg20AbsBM4HL8c8+XAac65rrAzKSIi5Ut1i0jx6Q/lsrm5mQsuuICNGzdGep76+npOOOEEli9fHul5CmHq1KlJ8/+i2tpDik/gwcjOuQ7n3C3OueOdc8Occ0Odc//gnLvJOdcRRSZFRKS8qW4RKT7lXi7r6up46aWXIh1iCXDJJZfQ0tLCjBkzIj1PIZTb1h6Sv9BmsGZYjllERKTHVLeIFJ9yKJfNzc0sWLAA5xzz58+PrLexvr6eDRs2ALB+/fqS722Mb+1hZpEvUCPFJVCj0cw+ZWazUsJmmNk2oNXM/tvMBoeZQRERKW+qW0SKT7mXy7q6Orq6/Ojarq6uyHobL7nkkqTjcult1KIx/U/QnsbLgO6N6sxsMvBjYA1+QvS5wCXp3yoiIpKW6haR4lPW5XLRokW0t7cD0N7ezsKFCyM5T7yXMW79+vWRnKeQ4ovGqJexfwm6275sJQAAHv9JREFUeupk4NGE43Pxk6M/4JzbZmb/DXwFuDWk/JW12bNnU19fnxS2bNkyYM++geA3p89nr0ERkRKlukWk+JR1uZw6dSrz5s2jvb1dC7qI5CFoT+NB+FWz4k4FFjvntsWOlwATQshXvzV06FCGDh3a19kQESkk1S0ixaesy6UWdBEJJmhP40agGsDM9gf+EUjsAhsMDAwna+VPvYf527BhAzNnzuSWW26hoqKir7MjIuFS3SJSfMq6XMYXdLn//vsjXdDlQx/6EH/5y1+6j0844YRIzgN+cZ/LLruMG2+8UUNHJXRBexqfBWrN7HP44QiDSB66MAlYG1LeRLrNnTuXF154gblztY+wSBlS3SJSfMq+XBZiQZfrrrsu63GYCrWFiPRPQRuN18Te8ztgOnC3c24pgJkZcBbwp1BzKP3ehg0beOihh3DO8eCDD9Lc3NzXWRKRcKluESk+ZV8uC7GgS0VFBR/60IcA38sY1bkKtYVIITU3N3PBBReUxWcpB4EajbGLxWTgDOAk59z0hJdHALdQohOipXjNnTs3aVls9TaKlBfVLSLFR+UyPNdddx3HHXdc5L2MnZ2dAHR2dpZFb6N6TotL0J5GnHObnXOPOOf+NyX8Xefcj51zf4uHmdlBZrbYzI4JI7PSPz3yyCNJy2I//PDDfZwjEQmb6haR4qNyGY5C9GguWrSIjo4OADo6OiLbQqRQyrHntNQFXQgnqH2Ak/ArcIn0yOmnn84DDzzQvSz2Zz7zmb7Okoj0rR7VLXPnzmXFihV7hTc0NAAwc+bMpPBJkyaVxUbcIgWie74MCrFAzSmnnJL0UP3UU0+N5DyFUldXlzTKrK6ujquvvrqPc9W/Be5pFCm0GTNmJC2LrZs4EQnTkCFDGDJkSF9nIzKbNm3im9/8Jps3b+7rrIj0S4UYZumcy3pcahYtWpQ0yqzUe07LQdQ9jSK9Nnr0aM4++2x++9vf8tnPflZbbohIjxT6gVPQnk2Ipnfz9ttv59VXX+X222/n8ssvDzVtEckudZhlbW1tJL2NixcvTjp+6qmnmD17dujnKZSpU6cyb9687lFmp512Wl9nqd9TT6OUhBkzZnD88cerl1FESl4hezY3bdrEU089BcCTTz6p3kaRBIVYnTPdMMsoTJ06lYED/baZAwcOLPlGVm1tLX6RXj/KLMptUSQ/6mmUkjB69Gjuvffevs6GiEjeiuEh1+233550w6reRpE9EoeNRjVfLt0wyyjOVVtbywMPPAD4oaml3siqqKjg0EMPpaGhgXHjxkW6iJDkR43GMjV79mzq6+uTwpYtWwbAtGnTksJramq46qqrCpY36b9Sv5f6TopE649//GPS8eLFi9VoFKFww0b7YphlvIeulDU3N7N69WoAVq9ezcaNG9Vw7GNqNPYjQ4cO7essFAU1qItHKX0n8/3e6DsjxaTcFscQCUuhVuesra1lwYIFQLTDLOvq6hgwYABdXV2YWcmvNlpXV9d9vXLOlfznKQdqNJYp3bQGU0qNl1JWbt9LfW+k2J188sk88cQT3cennHJKH+ZGpHgUathoRUUFZ5xxBvfffz9nnnlmZL1l6fZpLOVGVqH+fyR/UTca24C7gDWZIpjZcOA64BxgBPA68H3nXM4d3M1sInAT8DH8oj7PAN92zi3tfdalXJVbw0UKQ9+bopKzbhHvoosu4qmnnqKrq4sBAwZw0UUX9XWWpHyVVLks5LDR2tpaGhoaIp1nWG6rjZbb5ykHPVo91cwmmNlFZnaVmY2Phe1jZlVmtk88nnNum3NuunOuPlNawDzgPOBqYCqwFJhnZp/OkYfR+EbieOArwBeBkcDTZjauJ59LRET6Tsh1iwCjRo3q7l089dRTGTlyZB/nSEpNuZbL2trapD2gS33hGH0eiVrgRqOZzQGWA7cB3wfeG3tpP3yDL+/l4mINw1OBi5xzv3bOLcY3AJ/F9yBm823gIODTzrn5zrmF+EbnvoC6BERESkiYdYsku+iiizjqqKPUyyiBlXO5jA8bNbNIh41C8iqtUSnk5ymEcvs85SDQ8FQzuxi4DPgJsBB4PP6ac26bmT0MnA7cmmeSZwFbgQUJ6Tgzuwu4zcymZBlqehbwhHNuTcJ7N5nZI8DZwL/l/8lEwqMFU/qGFjgqXRHULZJg1KhR3HLLLX2dDSkx/aFcFmLYaKFWaYXCfJ5CKrfPU+qCzmmcAcxzzl1qZqPSvP534GsB0jsSWOqc60qTTvfrqW8ysyHAROD+DHn4kpmNds5tCJCXvegmNDP9bYLRgil9Q3/3khF23SIivVf25bKiooI777wz0nMUapVWKMznKaRS/zxz5szZ6145fjx9+vSk8JqaGq644oqiPk/QRuPhwC+yvN4MBHl8Mgo/7CHV5oTX0zkIsIR4md6b1Gg0sxH4xXYSBZr/qJvQzPS38aJsIKuxnll/+qxlKHDdEsb1XESyClQue1Img9zsQu9uePuKVgGVRIW6V47iPEEbjTuBYVlerwa2BEwz26ZRuTaUCvreS4FrcuYoRjehmelvUzzUWJcy0JO6JdD1XEQCC1ouQymT5VanaRXQ/qtQDzgKdZ6gjca/4ucS7rVIjZntB0wD/hQgvU2k702ML++WricR4F18ozDoe28F7kwJG4dfhVWk6KmxLmWqJ3WLruci0QpaLgOXyVLrNeyJ2tpaFizwS3doFVApZUFXT/0RcIKZ3QO8PxZ2iJl9EliCvzjcGCC914HJZpaaj6Niv19L9ybnXBvwFn7OY6qjgOZ08xmdc1ucc6sSf4C3A+RXRETCF7hu0fVcJHKByqXKZHpaBVTKRaBGo3PuSfyqpJ8DnowF3wM8CvwD8P+cc88GSHIefvz76SnhXwbeyLJyavy9HzezQ+IBZjYyltZDAfIgIiJ9KIK6RUR6SeUyPLW1tRx77LHqZZSSFnR4Ks6522LLLJ8D1OAXpHkT+J1z7p2AyT0K/BH4dWxlrpX4fRo/ApwRj2RmS4CPOucs4b034odGPGpm3wM6gKtjv68L+rlERKTvhFy3iEgIVC7DUeqrgIpAgEajme0LfBBY65x7E/hpb08e25PxTHwj7zp8r+NS4Gzn3CM53rvezE7ENx7vwfeaPgP8s3OuKUA2BgK8/Xa/H0EhIhFKuMYM7Mt8FJuQ6xZdzyUQlcv0QiyXKpMiJSLX9dCcy7VAaSyi2SCgDfiWc+4noeSuCJjZR9DCCSJSOCc65/6vrzNRLMKsW3Q9l15QuUwQVrlUmRQpSWmvh3n3NDrnOsxsHX5oQjl5HjgRWAt05hE/vhLYiUQzwTvK9JX38kxfeS+N9AcCY/HXHIkJuW4Jej2P+//t3Xm4HFWZx/HvL0gEGZVVARERGJYBxuFBFDcIiD6KoyyuCAwBR9RHVHh8REQRhMFlHBUBN1AJIrijqAOCjEYUBAFBhYAssgRQJAkB2QIk7/xx6oZO0/d21+1T1V3dv8/z9HPvra4+53Tfet9TVX1OVdXbybjVN4g6p1uf47KDjHE5nZisc9upqy7XM9z11FnXMNczZT4sO6fxe8CbJJ0YEctKvnYoRcQSoOezi9Ly/Hl7cWWwrKos320fzfLd9kaVf1PuNoyILH1L2Xw+oertZNzqG0SdfdbnuOys77icTkzWue3UVZfrGe566qyrAfVMmg/LHjR+FdgZ+Lmk40mToR9sX6nknEIzMxtv7lvMho/j0syWK3vQeDUQpOEKs6ZYzxPKzcysV+5bzIaP49LMlit70HgMKYGYmZnl4r7FbPg4Ls1suVIHjRFxdEXtaJLFwMeKn00r320fzfLd9tEtfywMQd9S9/9x1OsbRJ2OxcwGGJd1/i/rqsv1DHc9ddbV2Hp6vuWGmZmZmZmZjZ9S3zRK2rGX9SLiwuk1x8zMxo37FrPh47g0s1alvmmUtIwexrdHhCdFm5lZT9y3mA0fx6WZtZpRcv0DgAPbHgcBnwLuAi4tljWWpA0kfV7SbyTdLykkzeqw3qGSzpY0v1hnTh91vkTSLyQ9IOk+SedI2qaf99GhjlmSzpe0WNKDkuZJOihDuT19XrnKkrSepOMkXSJpoaR7JV0maX9Jk27PZdop6a2S/iDpYUm3S/qkpFWm8X5mFfV0emxRtry2sl8s6TxJdxTtvLvYhl7dT7ltdWwr6UeS7iy2zXmSDpf05Axlz5niswlJ6+Z4Dy31HV2Ue1WGsl5etP/PRSzdLums3DE7ZmrvW+qIobb6at9ucubnadafLe4mKb+yHGvAYOKykn2VtjoGksOrioc6c1mV+wVt9dSyj6Aa9r+LemrJxVXnxLIXwjltioZ+Gvh9vw0aApsCe5Pey/8Br5tkvXcA/wDOAf5jupVJ2gH4JXAJsA/pQP5w4EJJ20fEjdMtu6WO/YGvAacAnwUeBbYAZvZbNr1/XrnK2g7YD/gGaYLvUuC1wBxgW+CQftopaV/gdOBLRVlbkjrIjYC3lH5HyQeB9uE7t0yzrAlrAH8GTgX+Vvx9EHCOpL0j4tv9FF4kl4uLOg4BFgC7AMcB/0If23zhWODLbctWBs4D/hgRf+uz/OUkbUX6H9yVqch3AmsBnwOuBZ4JHAZcJmlWRFySqZ6xMaC+pdIY6mAQ203O/FxKBXE3lSpy7NirOy4r3ldpVXssVhwPteSyGvYLWlW+j1DH/neLunNxNTkxIrI9gA8D1+Qss+4HMKPl9z1IQzNmdVlvMTBnmvWdD9wJrNqybHVgEXBGhvfzbNLNeA8b5OeVqyxSMly5w2tPBR4DVu+j7JWAvwJnty1/e7H+C0u+n1nF6/ao4rPvUN+TgPnALzKUdXTR9k3alp9O6sif8D/IUOdeRZ1vz1jmDFKHcCIwF7gqQ5nP6LBsdeAe4Ad1/K/H7VFX35IzhjqUXft2kzM/l603d9xNUk+tOdaPJ3z+2eKy6n2VtrpqjcW64qGtzuy5bBD7BW31ZN1HoOL97/ZtoOX3ynJx1Tmx7PDUbu4BNs5cZq0iYlnO9XrwIlJQP9RS9mLg18AekvqdK/C24ueJfZbTUcbPoaeyIuKeiHi0w1OXkQ761ptu2cAOwLpA+9nVM0gJ8fU9lDEwEfEYcC+prf2aKOPetuUT5S/NUEe7A0k7Dd/JWOahwAaknZssIuLvHZYtBm4o6rL8aulbMsdQe9m1bzc583NJ2ePOhlLOuKx0X6XVAGKx9nioKJcNYr+gVe59hKr3v5cbYC7OKttBo9Kcr/1IX41b72YCSzosXwI8hf4T8o6k4Rd7FeP3l+rxeXq5h3wM0i7AA/T39fvWxc+rWxdGxIPATS3Pl/UVSY8pzb/8qaTt+mjjCiTNkPQkSetL+hiwGWnITb9OJ51t+5Kk50p6mqTdgf2Bz+ROgJLWA14FfD8i7stU5sakm1MfnKvMKepah7R9XN1tXSun6r6lwhjqpe6R227qjLsWleVY66yCuBzovkpVsVhzP1R1Lqt1v6BVFfsIVL//PUiV5MSyt9z4+iRPrUk6Yl8H+EC/jRoz84AdJCmK75YlrQy8oHh+bdLZr+lav3icCBwJXEM6wPoQaTjIPn2UPRQk7Un6FvCY1jNG07BW8XNRh+cWtTzfq3uB40nDURaR5kceDlwkaaeIuHSa7Wz1XR7/BvQ+4E0R8bN+C42I24rx/j8C/tLy1Mcj4sh+y+9gf9I3xV/LUZgkkebFnBcRP8pRZpe6TiadhPufKusaVQPuWyqJoW5GcbupM+4KdeTYsVVzXA5sX6WqWBxAPFSaywawX9Aq6z5Coer970GoNieWHCu7bJLHAtLk2LdWMYZ2UA96HHdMf3MaDyzqOBF4Fik5TszPKz2PrkP51xflvKVt+aeL5ZvW/Xll/ux3AO4Hfg48qZ+ygSOK5Wt1eM1FwCUZ3te6RbxckOkz3xjYnnQxoG8BjwB7Zyj3OcB1pMSzB2mc/FHAw8CxubaZlvquA27IWN5BpOT5rJZlc6lgLglpJyOA2bnLHpfHIPuWqmJo2LabnPl5ijpqi7sp2pA1x47zo864rHNfpUPdlcRi3fFQdS6re7+gre6s+whFmZXuf09Rb23zy4v6suXEyhvb5Eev/1j6OGgsXv9B0pVYo3hcDHyy+P3Zfb6H3xblrNG2fJdi+Zvq/rxylVUkx4nx50/pt2zSFXED2KzDa64Fzsn0OZ0J3J/rc28r+yeks0sz+iznW8AdtEwQL5YfRZq3sFHGNr+0+NyPyFTe2sV2cThpUvvE4zfAn4rfV8lU13FF299bxf/Tj/ofuWKoSx21bzdV76jUGXc9tKWyHOtHZf+z2vZV2sqvJBaHIR5y57I69wvays+6j9BWdmX731PUWetBY1FnlpxYak6jpA0lrTrF86tK2rBMmQYR8SlSgtmGFHQvJg3/uDUi5vdZ/J8mWa7iZyMn5xbjs88nHcztFmneYb+uKX6uMHdR0lOATcg312EGPdwweZp+R7rC7Dp9lrMtMC+eONz3clL7c94D7UBShzPp5d1L2gB4OvAJ0oUaJh4vIf1v7yFdBa4vko4hfTt9WESc0G9542zI+pZcMdTRCG83tcRdj6rMsWOj5risfV+l4lgchnjIncvq3C9olXsfYbmK97+HSZacWPZCODcDe07x/OuKdaykiFgSEVdHxK2SNgLeDJyUoeizip+7tS3fjbQBXZahjlpJ2pY0HPUm4FUR8Y9MRV9CmtS/X9vyvUn3BzrrCa8oSemGtK8o6sqqmD8xi3R2c2Gfxd0JbF0cMLd6UfHzjj7LB0DSasAbSXM+spQJ3Ajs3OHxB9I2szNp/sq0STqKNO/myIj4dF+tNRiSviVzDHUqf5S3m8rjrhdV5tgxVGdc1rqvUkMsDjQeKspltewXtKpoH2EFFe5/D4WcObHUhXB4/IzPZEbi7J6kNxS/bl/83EnS2sADEXFusc7zSTd8h3RA8ZyW1/0qIu7usa7nkb6qvpx0xaZ/I038/h1pMmtfIuJnks4FvlC8h4nJ5e8DvhwRt/ZbRy+fV66yJG1OOmBcBnwU2DLlxuXmxSRX1upWdkQ8JulwYI6kk4DvkyYRf4p0xa5SASfpDNJk8d+TzipuQRoKsSrpfzxtRdm3AleQxqqvR5oovgvwnkiX2+7HCcAPgfMkHU+alzGLdAPkCyJisrPCZb0Z+CdgsgsulBYR95PmXKxA0uLi+Sc8V4ak95POEP8UuKC4MMCEJRFxZT/lj6na+5YaYqi9voFsNznz81SqjrtOqsyxBtQYl3Xsq0yoIxbrjIcac1ld+wWtsu8jTKh6/7tDfZXn4spzYskxscuYYlIt6bLCC+oao1vVg8fHNrc/bmlZZ84U6/U8Trn4h15IGne+hDTc8kPAkzO+n9VIE73vIE2MvpE0zj7XOPeun1eusoDZU6zTbQ5kT+0E9iUNlVlSfGb/TdsY/h7fy+HAVaQzfY+SvsX8NrB1hs/8YNIckIWkSdsLgfOA12bcbnYFLgDuIt3O5BrSmdnVMtbxa+BuKr4pcFHXXDJcgKAoJ9s278dg+pY6YmgYtptBb6u54m6SsivLsX7UH5dUvK/SUs/AcngV8VBnLqtjv6Ctvsr2Eahh/7utvsq3uapzoopKJiVpf9IZC0hnFK4tNpZ2a5LGaf8wIt44ZaFmZjbW3LeYDR/HpZlNppfhqasDzy1+D9KE2vbxzEG67cHXgQ9na52ZmY0q9y1mw8dxaWYddf2mcYWVpWXAvhFxZnVNMjOzceK+xWz4OC7NrFWpg0YzMzMzMzMbL2VvuWFmZmZmZmZjpOwtN5C0CXAo8ELSTUPbDzwjIjbJ0DYzMxsT7lvMho/j0swmlPqmUdI2pHt//CcwE9iYdMndVUj3LFwK3Ja3iWZmNsrct5gNH8elmbUqOzz1GNK9c54HvLxY9r6IWB94B+mqW+/O1zyzziTNlhSSZg26LXWRNFfSLT2uO6v4fGZX2yqzLEa+b3HO6rquc9bwGfm4bDLnlK7rOqdkVvag8aXAyRHxZ9IllwEEEBGnAOcCn8zXPLPBkrSHpKMH3Q6zEee+JRPnLMvIcWnOKbZc2YPGpwI3Fb8/UvxcreX5i0hJxmxU7AEcNehGFF4JbD7oRphVwH1LPs5Zlovj0sA5xQplL4RzF7AuQET8Q9IDwGYtz68BrJSpbWYjTdLKwEoR8XAv60fEI93XMmsk9y0N4Jw1dhyXVinnlGYp+03jVcD2LX//CnifpB2LMdUHA3/I1DYbU5JmSjpM0lWSHpR0r6TLJR3c5XVHF+PXN+rw3C2S5rYte42kX0laIOkhSbdJOkvSZsXzc4H9i9+j5TG7pYz1JH2peO0jku6UdLKkZ0zStq0kfVbS7cDDwA4lPpeOY/kl7S7pSkkPS5ov6Rhg5V7LNRsCje5bnLMmfX/OWc3W6LhsMueUSd+fc8oAlf2m8Uzg3ZJWjYiHgCNJSeSXxfMPAUdkbJ+NGUkzgfOAWcD5wDdJSWUbYC/gpEz17AT8GPgT8AlgMbA+sCuwKXA9cBzpxMrLgP1aXn5xUcaGwG9JV5X7GmkYz6bAu4CdJT0/Iu5tq/oMUpx8hjRH5K99vo89gR8At5AuWvAYcADw7/2Ua1azxvYtzlml34dzVnM0Ni6bzDml9PtwTqlJqYPGiPgO8J2Wv6+UtBWwJ+nSy+dGxF/yNtHGzCGkRPmJiFihM5JU9pvxqexOSoSvjIi/tyw/duKXiPi5pH2Al0XENzuUcSLpTNa2EXF7Szu/B1xCurfV0W2vWQzsGhGP9fsGJK0EfB5YBLwgIhYUy78C/LHf8s3q0vC+xTmrR85ZzdLwuGwy55QeOafUq++NLyLmR8QJEfEFJw/LYB/gHtLZohVExLKM9Uyc+Xq9pLLfuCPp6aSzWD8GHpa09sSDdLbrRtKE7XbH50iUhe2AZwOnTiRKgOKs3pcz1WE2EA3qW5yzeuec1XANissmc07pnXNKjaZ10ChpNUm7StpH0jNzN8rG2j8D1/U6KboPJwFXAl8EFkk6R9J7Ja3T4+s3J8XP24C7Ozw2BzrFxvX9NrzFxsXP6zo8Ny9jPWa1aGjf4pzVO+esBmpoXDaZc0rvnFNqNJ0zC+8ijX1+Gmks8iuAu4qNbD7w3og4OWsrbdxE91VKv26FbT0iFkranjRO/xXAjsDngI9J2i0iftulLhU/vwmcNsk6D3VY9mCXcsuYaEOn960Oy8yGVsP7Fues3jhnNUzD47LJnFN645xSo1IHjZJeD3wBOBv4CfDVieci4m5JPyONkXYCsem6HthS0pMjYknJ1y4qfq5JGhoBgKRVgPVIQyWWi4ilwNzigaR/Ba4APgK8ZmK1Seq6sXhuZkRcULKduUzcP2vLDs91WmY2lBretzhn9c45q0EaHpdN5pzSO+eUGpUdnvoB4JcRsScpibS7HNi671bZODuDdO+nj7Q/IanbWaOJIQ+7ti0/lLZtvRhz3+460lmxNVuW3V+s37qMiFgInAPsJekJl4tW0usQj+m6ArgdOKD1/Uh6GvDOius2y6nJfYtzVu+cs5qlyXHZZM4pvXNOqVHZ4anbAB+c4vm/As+Y4nmzbj4PvBb4SDFs4nzSpaa3Io2Pb0+ErS4gJbxjJK0F3Ay8lHQPoAVt654iaYOi/FuBVYE3A08FvtGy3iWke1F9UdL/Ao8Cl0bEzaRLSv8GuFDSN0hzA2aQxtjvXpRzdPmPoDcRsVTSocB3gd9JOoV0qekDgYXAhlXVbZZZk/sW56weOWc1TpPjssmcU3rknFKvsgeNS5n628n1gQem3xwbdxHxiKRXAu8H3gp8nJQsbwBO7fLapZJ2B04A3gM8QkqGOwEXta1+OjCbdNPadYD7SJOm3xARP2hZ71vAtsBbgDeStv8DgJsjYr6k7Uid6u7AvkVb55OG8ny3/CdQTkR8X9IbgI+SEvPfgTnAhaT3btYEje1bnLPKcc5qlMbGZZM5p5TjnFIfRfQ+11bSr4H7IuI1xRmMu0n3WvmF0r1jrgLuiIhXV9NcMzMbNe5bzIaP49LMWpWd03gS8GpJx/L4eOcZkjYHvkf66vyEjO0zM7PR577FbPg4Ls1suVLfNAJI+i/gCGAZ6aBzGemytgKOiohjczfSbFQVE8tndlntoeJGtWYjy31LMzhnjRfHpVXNOaU5pjxolPR14CsRcWnx947AtcAGpHHLW5ASxw3A6RFxeeUtNhshkuaS5hpM5bSImF19a8zq4b6luZyzRpfj0gbBOaU5uh00LgP2jYgzi7+XAvtN/G1m/SkmkK/RZbU7I2JeHe0xq4P7luZyzhpdjksbBOeU5uh29dQFwDNb/u52fxgzKyEirhh0G8wGwH1LQzlnjTTHpdXOOaU5uh00Xky6T8yGwD3Fsr0kbTrFa8Jj3M3MbAruW8yGj+PSzCbVbXjqRsBppBuDCgi6n3mKiFgpU/vMzGzEuG8xGz6OSzObSk9XT5U0E1gXuAU4BDh7qvUj4tYcjTMzs9HlvsVs+DguzayTbsNTAYiIR4DbJJ0GXOoEYWZm/XLfYjZ8HJdm1knp+zSamZmZmZnZ+Jgx6AaYmZmZmZnZ8PJBo5mZmZmZmU3KB41mZmZmZmY2KR80mpmZmZmZ2aR80GhmZmZmZmaT+n8ybQvoPIobWQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "                                                                 location='VISp', metric='relative_to_random')  \n",
+    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
+    "\n",
+    "for metric in cluster_stats.columns[2:]:\n",
+    "    try:\n",
+    "        figsize=(15,2.5)\n",
+    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
+    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
+    "            data = cell_stats_loc[cell_stats_loc.cre_line==cre_line]\n",
+    "            ax[i] = sns.boxplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
+    "                                hue='VISp', palette='PRGn', ax=ax[i], dodge=False)\n",
+    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
+    "            ax[i].get_legend().remove()\n",
+    "        plt.subplots_adjust(wspace=0.4)\n",
+    "        utils.save_figure(fig, figsize, save_dir, 'boxplots_VISp_sort', metric)\n",
+    "    except:\n",
+    "        print('problem for', metric)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### layer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['layer'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create location column merging area and depth\n",
+    "cell_count_stats_area['location'] = cell_count_stats_area.layer\n",
+    "# group & unstack to get fraction relative to random for each location as columns\n",
+    "fraction_cells = cell_count_stats_area[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
+    "# get rid of multi-index column\n",
+    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
+    "# merge fraction cells per location with other cluster metrics\n",
+    "cell_stats_loc = fraction_cells.reset_index().merge(cell_stats.reset_index(), on=['cre_line', 'cluster_id'])\n",
+    "cell_stats_loc = cell_stats_loc.set_index('cell_specimen_id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for VISl_lower\n",
+      "problem for VISl_upper\n",
+      "problem for VISp_lower\n",
+      "problem for VISp_upper\n",
+      "problem for next_highest_conditions\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
+      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  stats['iqr'] = q3 - q1\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "problem for fraction_cre\n",
+      "problem for F_max\n",
+      "problem for N1_max\n",
+      "problem for N2_max\n",
+      "problem for n_cells_cluster\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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fayH9mHNuB37s3/vN7B/ig6LPBd7Bz7Cad1RZ9ocxIUu3ilOOuLOFDZKWTL9Lob9Hb87PNQ70FqCaPZMYnY8f67ioF9cRCaJsyhbnXJNz7k7g48CfgCPi109U1v4ev3TQT/EvVW4ClppZZOvVZXrRExf0fpXX5QJcK4jQ7lfOL9d0NzDVzMaan2TtC/ieLC0FpFFSlU2+lO7i4xU/Ft+sofvyJ4k8F8V8BDcCP8CPQZwGfBbfGnp5/HgoPRmzyHZf+DO+8px4mXQS/iWgXnyHJOgfdTJ7BsGCH1exEfiUc64e/4f5Ykhpk74t0RVgGr4L0VjgjhwPP5lMSnrDD4CZ7Y1/M5XpbXo5OyzDvkS31J5+l2w3/Mb498NzXC/I57QAPzve+Wb2fvzbyzvS3wCKRKDsypb4m/nn4psHJu3vcM495Zyb6Zw7Hj9pwzD8BGBdwYqX0tDtb2aZlhmpA9Y559pynJvr927EP3Nk6o6fuF8tz3Asm1vwFZqvAv9MsEnWJD9lly8lxa34MXv/hv//vzt55lJ8y997+Mn8eiNXfj4X+F/n3Jedc3c4537v/KR+WzKEzRXP2/gGhpTu/vHtQwn+rPcr4Agz+xC+8rgD3xorIQhaadyP1DV5TgIeTxqr9QJ+dkbp55xzLwGv4MfEfQN/08g0li6X4fhZ+5JNj++fX2gai+yS5AqwmY0HvoLvlpGpu1ayVmBkhv2P4Qd+/1tyF6H4z/8WP++xfBPonNuNn3jj0+yZalsPYVIMJStbzOyTmcYnmtlg4FPxzcXxfZlmNIwB20nNo63x8JnybV9wRfKGmZ0BvJ+e77uJmVIz/d6Jc78T7zaWiPsIfO+G/wvSShgfC/lX/NCH84FmgvVkkZ7pma9MmVk98Hn8RDE/A76Nn1G16+VVfMzib4DDzOz8DHH01PqfKz93kNZ7IN51/ZKA8czH93BKX/Lr/8X3z+shjenuwlcUL8WPh7w/eYy3FCboQP41xAfTx8dwfJDUisAwCu8aI5Xj1/guXJ/Gz/7Z2EP4dI349b6OwM8Qdgz+ASEG/CTMhBbBQOAZM/sNvktbPX72sW/mce5f8K1/P8CPB+oEHnLObTK//trPgeeS1j06D/+G+ML44PAgfoW/2f4z8LRz7q2A54v0RinLlpuAUWaWWEpjG/7t/Vfwb7rvdM69Fg/7q/gLn0eBJnwe/hI+TyePpfsL/mXZXDNLzLT8XHzscLlbD5xpZjX42VQTS26sxc+mmJVzboOZLQO+HF9DbS3Q5px7yDn3mJn9Dj8xx/5mtpA9S27sIL97Ybpb2NP17HuFTOwhGemZrzSONrNzshybj+9yeSO+m/APAJxzPzezk4HvmtkTzrn/i4e/EjgRuNXMPoVffsPwPSQGkrosULrEBIBzzOwefD593Tn3On75igvN7H/w8yEcgH8+25Ahnufxzy0zzWx//Mvu5c6554Dr8C3YPzezo/Fjxo/Cvwh6M348b86598zsPuLjGlHX1FAFrTQ+CVxkZhvxYzocqeOd3g+8G1LapO+7B/gRsA/BJsBJeAff9eV6fCVmVzzOb/fQRaocfRVfUbwCGIHv8nOecy6flsCZ+Dd0F8XPNXwX3Tbn3FwzW42v6CVaB/8GnOGcC9wa65xbZmZ/xBcyamWUYill2TIDOA0/Nujz+Dy2GZ9H5+Bb3xPuwr+U+Rr+LfgWfCvkF5xz9yeF+w3+wefL+AeiKnxX/b5QaWzD5/+b8LOoGvAH4FvOudV5nH92/Nxr8F3mmoCHko69hP8Mb4hf62ngu0kV8yB+i394HkbwnizSMz3zlcY/x78y+QD+/rId+ErakJ/z8eX/PWb2Qefce/FK1HHAf+DXVTwDvxzXYvxL/aycc38ys8vxzy6/wtcZvocfNzgjHs8X8ffPlfiXOM/jK5HJ8TSb2b/gxzv+Ar/G4h34F2mbzeyj8Xg/h79PrsWvy3qV675GYz5uwVcal+HvLxISCzKhUvwN6+P4t68AVzvn/jN+bCD+5nG/cy69S6FIIGa2Ar+G2AklTkq/Y2YP49euq4lPOCESKZUt0hvxMe6rgeedc58udXoqjfKl9EXx8YzPAf/hnPthqdNTSQK1NDrn3jGzw/GD1jc755qTDg/Brxnzt4wni0jZM7PJ+O7EP1eFUYpFZYv00tn4qf1/WeqEVCLlS+mjvoEfEqDeByEL1NIoUixqaSwuM/swflbDb8a/T3HOrShpokREMjCzU4Fa/BjLtcAHAs7MLSIVJD4Jz6n42eRnArfEZ/iVEAVeR8XMBsQXfL3bzB4zs6Pi+/eP7z+wpzhEpOz8K37c6XDgbFUYpdhUtkgAP8WPZXwL+KIqjNFRvpQ+oho/1vNi/CQ9l5U2OZUp6JjGIfhZ4/4BP4B9CPBJ59yT8bVhVgL/5Zy7Mkc0IiIiXVS2iJQf5UsRSRZ09tRZwLH42Zf+jO8WAvgFj83sAfx4qD5zA4kPpP97/GB6va0UkagMAMbhJ+3YWerElJlZhFC26H4uvaB8md0sCsyXypMifUrO+2HQSuNZ+H7CC8xsVIbjy/BrVuUlPjPXpfj19z4IDAU+4Zx7Ks/zj8Gv4fIR/HIMj+CnBQ8yBfTf49e6EREphuPxa2XJHmGVLbqfS28pX3YXRr5UnhTpezLeD4NWGmvIPVPWNvwix/majF+L5iXgCfwaLXkxsyn4hYefB76Ar3DOBp4ys6Occ615RrUa4JlnnmH8+PH5p1xEJIB33nmH448/HuL3HEkRVtmi+7kEonyZUxj5UnlSpI/o6X4YtNK4Acg16PlwYFWA+P7XOTcGwMxOJ0ClEb8Q6Fbg1MRC72b2OvAGfhH0OXnG0wEwfvx4Jk6cGODyIiK9oi5a3YVVtuh+Lr2lfNldGPlSeVKk78l4Pww6e+oTwLT44OgUZnYw8C/AH/KNzDnXGfD6iWsNAk4B7ktUGOPxxYC/AJ/vTbwiIlISoZYtIhIK5UsR6RK00vg9/EK6z+On6HfAP5nZD/FdTHcCPww1hZm9DxgMvJ7h2KvAEUVIg4iIhKNcyhYR2UP5UkS6BOqe6pxbZmYn4ddz+35897fj318HznXOrQwxfdkkBmRvzHBsIzDYzAY757YnHzCzEcCItPBdnexnz55NLBbrOtDU1MS2bdvyStCQIUOora3t2q6rq2PmzJld2+lxB4k/Pe5M8afLdj0gcFzlEH+5pv3000/nnXfeSdm3Y8cOOjt7bkSvqqpin332Sdk3fvx45s+fX5S0F/I/CT3/z+dzzXL9uxYSf2/i7u96U7bkup/fddddvPfee92us2rVKrZv395tfzaDBw+mpqam2/7Jkyczffr0Hs+fO3cuy5Yty5gOILK4o/gdi329bKL8TCVV0HzZ0zPWWWed1a283LlzJx0d+fcMHjBgAHvvvXfqBcaP59577+3anjNnTrd7dXNzc95lG/jybcKECSn76urquPzyy3NeJ+i18rkOFP7Z5fO5QeGfXabfB/L77KL4G2WS6+8G9CrOINcq9DpR/o2+9KXc81oFHdOIc+5F4O/M7AhgCmDAW865l4PGFYJci0xmOnYxcFW2E2KxGM+9+Ffc0AEA2I5O6MhvHcstO1tZvX29P6+teyaOxWK88MoL7DVycNe+3Vt30rm758rFto7tbG7eM6/Pro35F9Ap8QTIjOUWf7mmfePGjbS1tTFkSGrvnXzXP00Ot23bNjZuzPQeJLfepj0Wi/Haq69z0Lg9FZ6d23fRvju/Qmjn9l1satkKwMrVTb1KQ7n+Xcsl/v6kF2VL1vv5ihUraHq3mar9Uou4zrYOaM9/beK2ju1sfHdzahyb2/M+P5sglaxsli1bRmNjIwcffHDKfudc3vefRPj0l1zLly/PeL2lby6lZkzqELddO3bT0Z7/Q/+uHbtpfa8tZd+qdUEmPM8sjM9UuguYL3M+Y23cuJGtra1+Uv+ETnI/yaXpcJ3s6tydtINu5WYsFuPl115m6JhhXft2bNtOR55lG8CubbvYsXbPigNt67rPrRiLxXht8WuMrT0gZf/23dvZnZzGHLbv3k5L27qu7TVNazOG27hxI9u2bWOfwXteNAfO50kjwnZs35HxeSMWixGLxTj00EN7f520+8nSpUszXmfJ4iVMmjipa19neyeuM/9rdbZ3smvbrq7txhWNeZ+bSbHK80KvE4vFeOWFVxhmw/fE6droyHNY9q7W3exqeTtlX6vbkte5gSuNCc6518ncPbQYNsS/Z5oCeiSw3Tm3I8Oxm4Hb0/aNJ2k6aDd0ALuPGFpQ4ga93pZx/14jBzPulEkZjwWxemHPGSNTS8e5554L+LfwhSp2/OWa9traWg6sOZCGnzUUnK76b9QzcFDuLBn2537QuFou+3rhy6ped8vVeYXrK3/XUsQvXoCyJef9vGq/gQz5h/3DTRyw7c/dWzCzyda6NWPGDABuvPHGgtJy8MEH88Nrw+8d+J0rvpNxf82YA7nwn/8t9Ov98jc/zTts1J+pZJZnvsyZJydMmMCanRto/+Cw9PN6beArrRlbTYaOGcbhZ/9daNd5457Mk8iOrT2Ar/3nOaFd547v351x/4QJE6geN5qrf/y9UK5z5b9fxeBB3YaqAnDooYfS8MvCn2kS6i+sz7h/0sRJ/Oh714d2nUuv+na3fdlaFYOIxWJMmzYtZV++rYKZwiTiuu2223qdpmE2nKP2Pq7X56d7eeezeYULVGmMr9Mzxjm3JGnfwcAMfGXtTufcI0Hi7KW3ge1kHrt4JFlubM65TcCm5H1mFnripLxk6laYbskS/y+dqARko66H5UN/18rRm7JF93ORaAXNl8qTUm5isRhvvPYGB47t/mIh3QAbBNDVgyqbd9c0h5K2vihoS+OPgUOBDwGY2TD8G6TEIIIvmdmJzrn/DS+J3TnndpvZIuDzZnaFc25bPD2HAscBevqTLrFYjMWLF3PI+w/JGibR5WN3R/YuJW+9+VboaSulpqYmtmzemncrYS4rVzexeVuQJVoLF4vFePnFVxg5eHTWMB07fTeZpsXvZA2zMd6tXEqqLMoWKS/Zxi9m0tjoe+AkWhx7onGOeVG+lD7vwLET+PevXhZafD++87rQ4uprglYajwOS286/hL95fBZ4BXgMuAzI+wZiZl+I//j38e8fN7PRQJtz7vfxMCsAnHMTk069Cvgr8KCZXQ8MBWYDK4CfB/idpB845P2HMPeWnxUUx/SvfyOk1EhYRg4ezacOPa2gOB5duiCk1EgBQi9bpO9btmwZi19bwr577ddj2Pb4uMqVb/a8nOfWXZt7DCOA8qWIJAlaaTwASG6X/QzwgnPuDwBmdju+20IQ96Ztz4p/bwImZjvJObfYzD4BzAHuB3YDjwLfcs7lblvOoqmpCWvryDomMV/W1tE1q6JIuaqtrWVTy9bQxjSOqC5uS6NUlCjKFqkA++61H8eOOT7UOF9Y90zPgQSUL0UkSdBK4278+ogJHyd10PMmMk9Ok5VzrscO72ktjMn7nwdODHI9EREpO6GWLevWraNzd3ugSWvy1bm5nVXWc2tWpVm1ahWtW1sDTVqTd9zr3mXY9vAmR5HQhP7MJ+UtsXRDtslremPp0qXdZphvbm6mrbUt4+Q1vdW4opGhwwqbyFJyC1ppXIofR/hz4FT8QOgnko4fROa1E/uE2tpaVm9fH8rsqenrwomISFYVXbaI9FF9Ml82NzfTtrk164ynvdG2rpXmnakToDQ3N7O5dXPWGU97Y03TWrYPyzT5v0jpBa00/hz/luk9YAh+FtPkG8g/Aq+FkjLpN8KcBRM0E6ZIHxRq2TJmzBhWtq6KbMmNTAvIV7qamhpa32uLbMmNYfurhaAM6Zmvn5kwYQKdnZ2hL7lRVVXV7Tq7tu0KfcmNvYbsFVp80l2gSqNz7k4z6wTOADYD1zjndkPX1Mz7AXNDT6X0qC9XvGKxGK8vfp2DJ0/MGmbQ3n4q5LZd3RfYTbZ82YoQUyYixaCyRaT89NV8OWHCBHas3Rn6Oo0TDkhdtmHChAm0tK0LfZ3G6qFjQotPJExBWxpxzt1N6mxaif0bgGOS95nZPsAXgUecc2t7m8hK0NTUxM6N21m9sLHguHZu2E6TS51oJxaL8fKrLzPiwOnd7B0AACAASURBVBFZz2uvagdg+YblOePf9O6mnMejcPDkifzgJ1cVHM93vxnOwrciUlwqW4JZtWoV27Zt4ztXfCf0uN9+++1uY5Ckf1K+lL6submZLZu3hrpMxjtrmtmyvX9O/Be40hjQfsBtwCcB3UAiNuLAEZwwvfB5gZ6a+2QIqRERiYzKFpHyo3wpUsGirjQC9Dg7an9QW1vLZmtl3CmTCo5r9cJGaidooh0R6df6ddlSU1NDZ2cnP7z2h6HH/Z0rvtNtDJJInvp1vpTyMmHCBDa1bOXfv3pZaHH++M7r+u0SYyoVREREREREJKtitDSKiISuqamJjdve49GlCwqKZ+O29dDUEVKqRERERCqPWhpFREREREQkK7U0ikgkol4Gpra2FtoG8KlDTysonY8uXUBt7fiC4hARERGpZKo0VoimpiY2bd4Uysynm97dRFNrU88BRXKIxWL87ZVXGTsyx0LoHX7OhLXN63PGtWbjqjCTJiIiIiIBFKPS6IpwDYlQPi1GkH+rUXqLkVSusSNr+Opn6guO587fN4SQGqkwKltEyo/ypUiF0pIbFaK2tpbODZ2hrdNYO2rPkh6xWIxXX3+VmoPH5jzPBvnv69vWZQ2zavmagtMnIoLKFpFypHwpUqEirTQ659aiyXYqQs3BY7nw6gsKjueXV94aQmpEpD/Lp2zp3NzOtj+/l1d8nW1+9tyqoQN6Dru5HQ7MK9qKs2rdu/zyNz/NK+z693yX89H7j84r3kP3P7SgtEnp9cdnvjVNa7nj+3f3GG7jGn8vGjl2/x7jqz5sTChpEwlb4EqjmQ0FvgIcAoyi+1sl55w7P4S0iYhIPxFm2TJx4kT222+/vK/d2NgIwKQDJ/Uc+ECYPHly3nFXiqC/89qNvlfJsP2H9hj20P0P7ZefaV+gZ77s6urq8g67YfdGAKqH5q4QVh82JlC80rN31zTz4zuv6zFcy0bfS656ZO6/0btrmhlRfXgoaetrAlUazexDwCL8jSMbB/TLG4iIiAQXdtly7rnnMnHixLyvP2PGDABuvPHGvM/pb6ZPnx4ovD7Tvk/PfLldfvnleYedNm0aALfddltUyZEMglTA12x4F4AR1fvmDDei+vB+W7EP2tJ4IzAI+CLwpHNuY/hJEhGRfkZli0j5Ub6UPk0V+3AFrTQeA1zjnLsvisSIiEi/pLJFpPwoX0pkGlc0culV384ZZtUav9xWzdgcS3clxTflsCmhpE0yC1pp3AJsiCIhIiLSb6lsESk/ypdlZPmyFVz571flDLP6XT+WeNyBuWe7X75sBYdNOSzjsaVLl1J/Ye6lslauXAnAQQcdlDNcIr707pz5du/csWsHAHsN2avHsFMOm9Jvu40WS9BK4wPAp4G5EaRFRET6pz5ftsydO5dly5blFTYx8U5i3F9PJk+eHHhMoUgI+ny+rBT5VoZ27dgFwOBBQ3KGO2zKYRnjzPc627dvB6CqqufJcuvq6rrFm2+3UXUZLS9BK42XA4+Y2U+Bm4G3nXNayFUkIrNnzyYWi+UMs2TJEsBP/tGTuro6Zs6cGUraRELU58uWZcuW8eZbb3LAQdU9hq0a5Ceg3LSj5yFia1e2FJw2kV7q8/myUhSrkqXKnOQStNK4CT9T1oeA6QBm3dZxdc65SNd/FOkvYrEYb7z+BpMmZl8KYO9BewOwo3VHzrgaVzSGmjaREFVE2XLAQdWc/a0vhxrnPTf8NtT4RAKoiHwpErU5c+b0+II/IREuUfHOpa6uLtBkPlELmtHvxN9ARKRIJk2cxI9m3VBwPJfO+lYIqRGJhMoWkfKjfCmSh1gsxquvvMbo4bnXeARwu/33VW+vzRlu/ZZ1YSQtVIEqjc658yJKh4iI9FMqW0TKj/KlSP5GDx/D6cedHVp885+9J7S4wqIuBSIiIiJSMdrWtfLGPX/rMdyO9/yELvvsP7jH+DgglKSJ9FmqNIqIiIhIRQiy7ELsPT++7NADDskd8IBg8YpUopyVRjPrBDqBIc65XfHtnvq3a1C0iIhkpbJFpPxUSr4MMnGIZgEVyV9PGT0xCLojbVtERKS3VLaIlB/lSxHJKmelMX0QtAZFi4hIoVS2iJQf5UsRyaWq1AkQERERERGR8tXrfuhmNgQYBWRa6bW5kESJiEj/pLJFpPwoX4pIoEqjmVUBlwH/BozNEXRAIYkSEZH+Q2WLSPlRvhSRZEFbGq8Fvg28AdwPbAg9RSIiJTZ79mxisViP4ZYsWQLAueeemzNcXV0dZ58d3qK/FUhli3SzatUqtu7axAvrngk13q27NrFqVahRVirlSxHpErTSeA7wB+fcZ6NIjBRm07ubeGruk1mPt65vBWDY6GE9xsOoUJMm0qfEYjFe/OtLDCV3XtnJTh/+r0uzhmmjNdS0VSiVLSLlR/lSRLoErTTuDyyIIiFSmHwWnV2yzreKHDzq4NwBR2kRW5GhDOPIgccWHM9r7S+EkJqKp7JFuqmpqaFjKxw75vhQ431h3TPU1NSEGmeFUr4UkS5BK42vAeOiSIgUZubMmT2GSXShu+uuu6JOjohIECpbRMqP8qVImWlubmar28LLO58NLc6tbgvNzT3PZxW00vg94Ndm9mvn3MpepUwkTVNTE1tbt/Ldb36v4LiWv7WCfYftG0KqRKSI+nzZsmrVKra2beGeG34barxrV65j29AdocYZprlz57Js2bJu+xsbGwGYMWNGyv7Jkyczffr0oqRNCtbn86WIhCdnpdHM/jPD7iZgsZnNA5YDHWnHnXPuByGlT0REKozKlso3ePDgUidBAlK+FCl/EyZMYFdLO0ftfVxocb6881kmTJjQY7ieWhpn5Th2Tpb9DtANRPJWW1tL265WfvCTqwqO67vf/B5D90qdvKSpqYm2tjamf/0bBcX91ptvMXTo0ILiEBGgAsuWmpoaNu3Yh7O/9eVQ473nht8yYp+RocYZJrUaVpRZOY71yXwpIuHpqdLYw4wpEsSujdtZvbAxZ5jdW/xsjIOG750zHnp+ISAiUq5UtoiUH+VLEckqZ6XROddUrIRUunxnI02s+zZlwpTsgSZodtMgamtr2d2xm7m3/KygeKZ//RsMGjAopFSJ9F8qW0TKj/KliOQSaCIcM3sbuNg592CW46cAP3HOvS+MxFWSfGY3hfKc4bSpqYnNWzfxyytvLTiuVctX07bv9hBSJSKVolhliyZtEcmfnvnCs2vXLt5++23Wr1/P6NGjS50ckV6pChh+IuRc7XooUNvr1IiISH80kRKWLYMHD9bELSLdTUTPfKFYsWIFra2tfO97hc8SL9HYtGkTL7zwAs8991ypk1K2gi650ZMDgG0hxyklVltby/q2wVx49QUFx/XLK29l9NAxIaRKRPqRUMqWSms1XL58Od+54js9hlu9ejUA48blt+Te8uXLmTRpUkFpk35Bz3wZzJkzh1gs1rW9a9cutmzZAsBTTz3FOeecw6BBfqhLXV0dl19+eUnS2V+l/30SEr1QLrzwQo466qiu/fob7dFjpdHM/hE4IWnXmWY2OUPQkcCXgVfCSZqISG4bt6/n0aULsh7funMzAPvuvV/OOGoZH3raJDeVLYWZPDnTR5XZjh1+nceqqvw6F02aNClQ/FI5lC/Dt2LFim7bhxxySGkSIxlt2rSp6+eOjg62bNnC8OHDS5ii8pRPS+MngMRaCA44M/6VyTLgkhDSJSKSUz6TQS1ZshWA2inZK4W1jNfEUqWhsqUAQVpNE2M1b7zxxqiSI5VD+bJA6a1SRx55ZMr25s2bue2224qZJEmSqdXwox/9aMr2mjVruP/++4uVpD4jn0rjzcDtgAFvAxcD6a/2HdDqnNsYaupERLLIZ3KpcpxYSrqobBEpP8qX0u8kug9n2xavx0qjc24zsBnAzD4BLHHOrYs6YSIiUrlUtkg+tu7azAvrnukx3Lb2VgCGDMw1b8ueOKGm0KRVJOVL6Y+GDRtGa2trynYQzc3NbNqymfnP3hNamtZvWUd7887Q4gtDoIlwnHNPR5UQERHpn1S2SCZBxlUmlk05aFI+lcEajdnMg/Kl9BfHHHMMTz+959/92GOPLWFqylfOSqOZ/Se+G8Js51xnfLsnzjn3g3wTYGbDgGuAs4ARwBvA97OtC5R03iz29LtPttY5Nzbf64uISHEVo2yRvk/jNotL+VL6q+effz5l+69//Wug8ydMmMDA9rWcftzZoaVp/rP3UDPhgNDiC0NPLY2z8DeQOcCu+HZPHBDkBjIPOBq4DFgOnAfMM7NTnXMP53H+J4HWpO1dAa4tIiLFN4voyxYRCWYWypfSD1VXV9PU1NS1PWaMlobLpKdK48EAzrldydthMbPPAicDZzrn5sX3/RF4H3ADkE+l8QXn3Kaeg4mISJmItGwRkV5RvpR+aeXKlSnbzc3NJUpJectZaXTONeXaDsEZ+AHXXTNzOeecmd0B3GJmhznnFod8TRGRnJqammhjK6+1v1BwXG1sTXmDKUUpW0QkIOXLaAwYMICOjo6UbcnPpk2bWLZsGc899xwf/vCHI7tOZ2dnzm3xAk2EY2bHAi8651xI1z8CWOycS//rvJp8vIc4lpjZGGAdsBCYqZm+REqvqamJTRs3c+fvGwqOa82GVexwbSGkSspRBGVLIBs2bODqq6/mu9/9LiNHjixFEkTKTqnzZaU46aSTePTRR7u2Tz755BKmJrg5c+YQi8VS9iW2p02blrK/rq4u4zqIvb3OsmXLALjwwgs56qijQruW9E6gSiPwV2CzmT0NPAk86Zx7vYDrjwKWZti/Mel4No3AfwAv4/vefxQ/LvIkMzvGOfde+glmNgI/2U6y7Kt+i0i/VFtby/a1OzlyYOEzqL3W/gK1tbUhpKqiBS5bwryf33333bz++uvcfffdfPOb3+xNFCKVKFC+1DNWZuvXr8+5Haa2tjbefPNNli5dyqGHHhrZdYYMGRJZ3AmbNu0ZedbR0cGWLVsYPnx45NeV7IJWGi8CPgGcAHwOcGa2Hvgje24oywLGmesNVtZjzrn01bqfNLO/AI/G03l1htMuJvOMq12srYNBr2dv0bAdvlHU7VOVMw6RMDQ1NdG6tZVLZ32r4LgaVzQybN9gaw8Vora2ln1sPV/9TH3Bcd35+wYOmDA6hFRJmepN2dLj/TwfGzZs4JFHHsE5xx/+8AfOOecctTaKeEHzZSh5stK89NJLKdsvvvhiZNdavnw5nZ2dXHbZZcyfPz+UOIvVmpd+nY9+9KMp22vWrOH+++8vSloks6DrNP4C+AWAmX0AODH+9Wn8khmY2TvOuXxfq28gc2tiosTemOFYrvQ9ZmargeOyBLkZuD1t33jgGfBN3T1ZsmQJAFPqpuQMl09cIiLS67Il5/08X3fffXfX+JXOzk61NorE9SJfhpInJT/p3Tnb2trYsWMH4Nct/dKXvtTVIhh2V85YLMa0adO44447ImvR3LJlS87tMI0dO5Y1a9Z0bY8bNy6ya/VlQVsauzjnXgVeNbP7gE8BM4DDCNYV4Q3g82ZWlTau8cj49950fa0CMo5gjc+ymjLTqpl1/Txz5sweIz/33HMBuOuu9IZOkfDV1tayo3UHP5p1Q8FxXTrrW+wzbJ8QUiUSnXzLlp7u5/l64oknaG9vB6C9vZ3HH39clUaRNPnky7DypPTO8uXLU7bffvttjjjiiEiudcUVV9Da2hpqi2a64cOHp1QUo+ya2tLSkrK9bp2mRskkcKXRzEbhuyuchH/jNBnowI8tnAM8ESC6ecD5wKkkzaAKfBV4M+jMqWb2KeAA4C9BzhMRkdIKuWzJ20knncTvf/972tvbGThwYJ+bpEIkSqXKl5VkxIgRKePzRoxIH/bZO+kth0ceeWTK9o4dO7jttttCuVayWCxGY2Mj4Fs0oxo/eeWVV3LZZZd1bV91lXo+l1rQ2VNfAj4AGL6V8Pf4fu1POed60278ML5v/K/jN6blwNeAjwGnJV33KeDjzjlL2vcycCfwJrAb+Afg28Ay4Oe9SIuIiJRABGVL3s455xweeeQRAKqqqjjnnHN6HdfalS3cc8Nvewz33jr/ALn/mJ4fHteubGHEIRpjKcUXRb601g4GvtKaO8z2+NwRg7PPHZEcX7lLrjBm2g7LpEmTuipzie0oXHHFFSnbUbU2PvbYYynbjzzyCJ/61KdCvw7A4MGDaW1tTdmW7oK2NH4Q3/XzbuA3wP8657b19uLxNRlPB66Jf43AL7FxpnPuoR5OjwHTgRpgELASuBX4QbyLhIiI9A2hli1BjBo1ik9/+tMsXLiQf/qnf+r1JDiTJ0/OO+yG3X5y7xH79HytEYeMDBS3SIhCzZf5zvWQGKdXd0h+4TWHhHfttddy1llndW1fd911kVwnuWKaaTssjz/+eMp2eiUyTMkVxkzb4gWtNJ7NnoHQ5wK7zex5fPeEJ4E/O+d2B4kw/rbqG/GvbGFOyLDvn4NcR0REylboZUsQ55xzDitWrCiolXH69Ol5h50xYwYAN954Y6+vJ1IEoebLfCdiSaz9F0XXykpWV1fHxIkTWbFiBRMnToxsgppitWimLw8a5XKhxfqd+rqe2/6TOOd+45z7f865ScDBwL/iu5RegL+BbDKzR3PFISIikqzUZcuoUaO46aabtNSGSJJS58tKUVVVlXM7TIcccghApGs0XnvttSnbUbVoTpw4Med2mIr1O/V1hcye2gT8l5k9i18Ath6Ygh8sLSU2e/bslKmYYc9yIYkZYBPq6urymjlWRCRqKltEyo/yZe+dcsopPPjgg13bp556aiTXaWlp4emnnwbgqaeeYv369YweHf76xnV1dV0tc5MmTYqsgvqjH/0opbvtDTcUPot8NnV1dV2ztQ4fPjzSSndfFvh1h5kdbGbnm9k9ZrYKvyzGzcBY/Ayo/x5yGiUkQ4YM6VqzR0SknKhsESk/ypeFu/jii3Nuh6WhoYHdu31v4d27d9PQ0BDJdcC3zA0bNizSFrlEd1sg0u624Cvc27dvB2D79u2sX78+smv1ZUFnT10OTMDPpNUG/B++i8KTwEsuyg7HEohaDiUfK1c3cd0tV+cMs26DX/B2zKixOeMZUR3NelBS+VS2iJQf5ctwVFdXU1tbS1NTExMnToyk9Q/goYce6hr355zjwQcf5Morr4zkWqNGjeL9739/5F36f/SjHzFt2rRIWxmBbhXshoaGyD67vixo99Qm4L/wN4znnHPt4SdJRIoh3xnnVq9/B4AR1ftmDTOi+gjNYCeFUNkiUn6UL0PQ0tLC6tWrAVi1alVk3UZrampSJnOpqakJ/RoJDQ0NvPTSS5FXrurq6nj22Wcjiz9h0aJFKa20CxcuVKUxg0CVxkyzmOZiZkOBbwF3OudWBDlXRKKVb2t0YgzsXXfdFWVypB9T2SJSfpQvw9HQ0JDSAhhVRWvVqlU5t8PS0tLCggULcM4xf/586uvrI2s9LZapU6cyb948du/ezaBBgzjllFNKnaSyFN0UTt4w4CrgfRFfR0RE+g+VLSLlR/kyg0ytWFE44IADcm6HpaGhgc7OTgA6OzsjHTtZLPX19V2z2lZVVVFfX1/iFJWnqCuN4PvCi4iIhElli0j5Ub5MM3XqVAYMGADAgAEDImvFWrlyZc7tsBSrElxM1dXVnHbaaZgZp59+ep9vOY1Kr5fcEBERERGR7Orr6/nd734HQEdHR59vxZo6dSoPPPAA7e3tDBw4sGK6ctbX19PY2Njrv8/6LeuY/+w9PYbb3PYeAPsN3b/H+GqIprW4t1RpFBEREZF+p62tjTfffJOlS5dGtqTDhg0bUrY3btzYp1uy6uvrue+++wA/RjPKSnBLSwuXXnop119/feSfWXV1Nbfffnuvzg0yEeCWmK801rwvd4WwhgOyxtvqtvDyztwTBG1zbQAMsaE9pqnVbekxDKjSKCIVYvbs2cRisZR9S5YsAfZM5pNQV1enZWlERPqJOXPmdCsfYE8Z8ZWvfIUjjzyya39dXR2XX355KNe+4oorUrYvu+wy5s+fH0rcyTo6OnJuRyHqVVeKNUtroYL8r0ybNg2A2267rVfXyreCmvh/n1yX3xDjfOJVpVGkzDWuaOTSWd/KenzVGj9DWs3Y3NNrN65o5PAjDg81beVuyJAhpU6CiIiUoba2tq6fd+7cybZt2yIpM5KXwci03dc0NDRQVVVFZ2cnVVVVkVXoWlpamD9/Ps455s2bVxGztIYh3wpqbyqnK1asyHlclUaRMpbPm5+du3cCsM+wfXKGO/yIwyt6LUW1HIqISCaZHrTTx+Jt27aN//mf/wn92pMmTUqpKE6aNCn0awB8/OMf5+mnn+7aPuGEEyK5zqJFi2hv90t2tre3R7amYUNDQ8qEO+Xe2tgfqNIoeVm1fA2/vPLWnGHWr/b99kePG5UzntFHjAk1baW29K2l1H8jd5/+le/4WcwOGn9QzngOO+ywlH35VIS0jqKIiEgwTU1NKds9tbL01rXXXstZZ53VtX3ddddFcp2rrrqKE088MWU7CsVa0/Chhx5KWd/ywQcfVKWxxKKuNHYATcD2iK8jEcq3dapld7zSODR7pXD0EWMqqrUr399lx44dAAwclD3LHXbYYRX12YhESGWLSPlRvsxg1KjUF+kjR46M5DrV1dVdrY0nnHBCZF056+vrWbBgARDtmoY1NTUpLbQ1NbmH4Ej0Iq00OufWAwdHeQ2JXr7d/vpji5c+G5HiU9kiUn6ULzNraGhgwIABdHR0MGDAgEi7WV511VVceumlkbUywp41De+9995I1zRcvXp1zu2wFXOm1r4qZ6XRzP6zF3E659wPepke6aeWL1vBd7/5vazHV7+zBoBx48f2GM8Rhx0RatpEJFwqW0TKT3/Ll+PHj+edd97p2j7ooOzDRwqxaNGirplMOzo6IhsDCIUtGxFEoWsa5uOUU07hvvvu65pw59RTT43sWtB3ZmotpZ5aGmf1Ik4H9MkbiJRGPl0yd+/0g6GH7jUsZ7gjDjsiY3xvvfkW07/+jaznvbPSFxzjDxqfNcxbb77VbcyhiPTKrF6co7JFJFqzenFOn82XU6ZMSak0TpkyJZLrTJ06lQceeID29nYGDhwY2RjASlNfX8+8efPo7Oxk4MCBka8HuWDBApxzzJ8/XzO1ZtFTpVHdDCRyUU/2kk+ldMd2P+Zw0IBBWcNozKFIaFS2SK/MnTuXZcuWddufGPs0Y8aMbscmT57M9OnTI09bBehX+fLPf/5zyvaf/vSnSK5TX1/PfffdB0BnZ2fklZ9idLEsRqtcdXU1EyZMoLGxkYMOOijy36ezsxPwfyO1NmaWs9LonGvKdVykL9AMpCLlRWWLhG3w4MGlTkKf19/y5dSpU7n//vu7xhoWowXQzCKN/+abb+bFF1/k5ptv5uqrr47kGsnrJ0bZKtfS0kJzczMAzc3NrF+/PrKK46JFi1KW94iyC3Ff1uuJcMxsb2A00OKc2xVekkRESq+NVl5rfyFnmB1sA2Afsi8I3UZrqOmqdCpbJBe1GJZGJebLxCygHR0dkXZ/bGhooKqqis7OTswsslaslpYWFi5cCMDChQu5+OKLI6lkNTQ0dK3TGOX6icnXaW9vj7T1r1jLiPR1VUFPMLOjzexJYCvQDHwsvn+MmT1hZieHnEYRkaKqq6vjmA8dTd2HDs35tfe+e7P3vnvnDHPMh45Wt+Y8qGwRKT+VnC8Ts4CaWaSzgC5atCil8pOo2IXt5ptv7upi2dHRwc033xzJdRYuXJjSlfOhhx6K5DqZ1mmMSn19PVVVvkoU5TIifV2glkYz+yDwDLAeuBOYljjmnFtnZoOBrwGPh5lIEZFiimIplagWjq4EKltEyk9/yJfFmAW0WK1YDz/8cMr2okWLIumiOm7cuJT1E8eNGxf6NaC46zQWaxmRvi5oS+P3gVXA4cAVQHrn7CeAD4WQLhER6T9UtoiUn4rPl4klKqKsJFRaK9aqVatyboel2Os01tfXc/TRR/f5v0+Ugo5pPB74oXOuNd6/PV0zEN2rABHpU9ZsXMWdv2/IenzjlvUAjByeu8Bes3EVB0zQm78KprJFpPwoX4agWK1Yn/nMZ1K6in72s5+N5Dqnnnoq9957L845zIzPfe5zkVyn2Os0FmuNy74saKVxH2BzjuPDC0iLiFSQfMbxbVzSAtBjhfCACaM1LrCyqWwRKT/KlyEpRjfYSy65JKXSeMkll0Rynfr6eubPn8+uXbsYNGhQZL9Tsa4j+QtaaWwEjslx/ERgce+TIyKVQkudSAAqW0TKj/JlSIrVimVmOOe6usNGobq6mtNPP517772XM844I7KW0+TraJxheQj6X/XfwLlps2U5ADP7FvBPgJ7+REQkCJUtIuVH+bIPaWhoYMCAAYAfO9nQkH1oSKGKNf5P4wzLS9CWxuuBTwKPADH8zeMmM6sGxgKPAXNDTaGIiFQ6lS0i5Uf5sg/JtLRHVOsaFqvlVOMMy0uglsb4gq6fBL4NbAd2AIfip2O+DDjFOdcZdiJFRKRyqWwRKT/9IV/GYjGOO+44li5dWuqkFGzq1KkMGjQIQAvU90JLSwvnnXce69evL3VSylbgTs/OuXbn3E3OuWOdc0Odc0Occ3/nnLvBOdceRSJFRKSyqWwRKT+Vni8vuugiWltbmT59eqmTUrBKW9qj2BoaGnjppZci7dbb14U2UjbLdMwiIiK9prJFpPxUQr6MxWKsW7cOgLVr1/b51sbE0h5mpoljAmppaWHBggU455g/f75aG7MIVGk0s8+Y2ay0fdPNbAvQZmb/bWaDwkygiIhUNpUtIuWn0vPlRRddlLJdKa2NmjgmuIaGBjo7fU/rzs5OtTZmEbSl8VKga7E0M5sC/BhYhR8Q/SXgosynioiIZKSyRaT8VHS+TLQyJqxdu7ZEKQlPYuIYtTIGs2jRInbv3g3A7t278mTSaQAAHxZJREFUWbhwYYlTVJ6Czp46BXg4aftL+MHRH3LObTGz/wa+BtwcUvoq2uzZs4nFYin7lixZAuxZvw78Iun5rHknItJHqWwRKT/Kl9IvTJ06lXnz5rF7925NIpRD0JbG/fGzZiWcDDzpnNsS334KODiEdPVbQ4YMYciQIaVOhohIMalsESk/ypfSL2gSofwEbWlcD9QCmNm+wN8DyU1gg4AB4SSt8hW79XDdunXMmDGDm266ierq6qJeW0QkB5UtIuWnovPlRz7yEf7yl790bR933HGRXaulpYVLL72U66+/Xl1Hy1BiEqF7771XkwjlELSl8Vmg3sy+gO+OMJDUrguTgdUhpU1CNnfuXF544QXmztVavCJSVlS2iJSfis6X11xzTc7tMGk5h/KnSYR6FrTSeFX8nN8B04A7nXOLAczMgDOAP4WaQgnFunXreOCBB3DOcf/999PS0lLqJImIJKhsESk/FZ0vq6ur+chHPgL4VsaoWpe0nEPvtbS0cN555xXlM9MkQj0LVGmM3yymAKcBJzjnpiUdHgHchAZEl6W5c+emTCes1kYRKRcqW0TKT3/Il9dccw3HHHNM5K2MHR0dAHR0dKi1MQC10JaXoC2NOOc2Oucecs79b9r+95xzP3bO/S2xz8z2N7MnzeyoMBIrvffQQw+lTCf84IMPljhFIiJ7qGwRKT+Vni+L0bq0aNEi2tvbAWhvb9dyDnlSC235CToRTlB7ASfgZ+CSEjr11FO57777uqYT/tznPlfqJImI9JbKlizmzp3LsmXLUvY1NjYCMGPGjG7hJ0+eXBGLmktZ6HP5shgT1Jx00kkpL+pPPvnkSK5TaRoaGlJ6yDU0NHDllVeWOFX9W+CWRumbpk+fnjKdsB4SRES8DRs2cMkll7Bx48ZSJyUSgwcPZvDgwaVOhkjZKUb3R+dczm3JbNGiRSk95NRCW3pRtzRKmRgzZgxnnnkmv/3tb/n85z+vJTdEROJuvfVWXnvtNW699VYuu+yy0OLN1OoH0bb86YWgSH7Suz/W19dH0tr45JNPpmw/8cQTzJ49O/TrVJqpU6cyb968rh5yp5xySqmT1O+ppbEfmT59Oscee6weKkRE4jZs2MATTzwBwOOPP16U1ka1/ImUXqbuj1GYOnUqAwb45SwHDBigyk+e6uvr8ZP0+h5yUS+FUcyZWvsqtTT2I2PGjOHuu+8udTJERMrGrbfemvLgGGZro17QiZSvTN0foxgzV19fz3333Qf4rqlaBzA/1dXVHHTQQTQ2NjJ+/PjIl8JI7qqssZOZqdIovTJ79mxisVjKviVLlgBw7rnnpuyvq6tj5syZRUtbqeX72fS3z0WkHP3xj39M2X7yySdD7aIqIuWpFN0fEy1n0rOWlhZWrlwJwMqVK1m/fn3R1tKMqqtyX6dKo4RmyJAhpU5C2Qrrs+nrlfX09PeltEtl0iQVIv1TfX09CxYsAKLt/tjQ0EBVVRWdnZ2YmVqy8tTQ0NB1P3bORfq5aabW/KjSKL2iB/rsiv3Z9OXKel9Ou1SGE088kccee6xr+6STTiphakSkWKqrqznttNO49957Of300yNrWcq0TqMqJD0rVvfhYl+rL4u60rgduANYlS2AmQ0DrgHOAkYAbwDfd871uPq8mU0CbgA+gZ/U5xng2865xYUnXaT89PXKel9Pv5SNHsuWfF1wwQU88cQTdHZ2UlVVxQUXXFB46kT6p9DyZbHU19fT2NgY6ThDzQLaO8X83PQ3yk+vZk81s4PN7AIzm2lmE+P79jKzCWa2VyKcc26Lc26acy6WLS5gHnA2cCUwFVgMzDOzz/aQhjH4SuJE4GvAPwMjgafNbHxvfi8RESmdkMuWvIwaNaqrdfHkk09m5MiRhUYpUlFKkS8rSX19fco62ZoIJz/F/Nz0N8pP4Eqjmc0BlgK3AN8H3hc/tA++wpf3dHHxiuHJwAXOuV87557EVwCfxbcg5vJtYH/gs865+c65hfhK596AmjNERPqQMMuWoC644AKOPPJItTKKpCllviyG5Bkzo5LoBmtmkXaDrTTF/Nz0N8pPoO6pZnYhcCnwE2Ah8GjimHNui5k9CJwK3JxnlGcAm4EFSfE4M7sDuMXMDsvR1fQM4DHn3KqkczeY2UPAmcC/5v+bZdbXJx0RkfBoVtzoRFC2BDJq1ChuuummKKIW6bNKnS+jVswZM4vRDbYSFfNz09+oZ0HHNE4H5jnnLjazURmOvwp8I0B8RwCLnXOdGeLpOp5+kpkNBiYB92ZJw1fMbIxzbl2AtORFE3f0fXoZkJ0+m2B0PwhN2GWLiBQu8nw5Z86cbmVOYnvatGndwtfV1XH55ZcXcskuxZwxs7q6mttvvz2SuCtZMT+3KK4V5P87zP/tqAStNB4K/CLH8RYgyGuaUfhuD+k2Jh3PZH/AksJlOzel0mhmI/CT7STLOv6xvz8Ql1Kxl2bQw392+mw83Q8iFbhsCXo/F5HAAuXLsPJkscoczZgppRDF/3exKqdBK407gKE5jtcCmwLGmWtRrJ4WzAp67sXAVT2mSMpOmJlMD//Z6bOREulN2aL7uUi0gubLwHmylC0rmjFTolbK/+8oKqdBK41/xY8l7DZJjZntA5wL/ClAfBvI3JqYmL4uU0siwHv4SmHQc28Gbk/bNx4/C6uUEVVeRPqV3pQtup+LRCtovuxTebK+vp4FC/yUGpoxU/qyYlVOg86e+iPgODO7C/hAfN9YM/s08BT+5nB9gPjeAKaYWXo6jox/fz3TSc657cDb+DGP6Y4EWjKNZ3TObXLOrUj+At4JkF4REQlf4LJF93ORyAXKl30tT2rGTJFgAlUanXOP42cl/QLweHz3XcDDwN8B/88592yAKOfh+7+fmrb/q8CbOWZOTZz7STMbm9hhZiPjcT0QIA0iIlJCEZQtIlKg/pAv6+vrOfroo9XKKJKHoN1Tcc7dEp9m+SygDj8hzVvA75xz7waM7mHgj8Cv4zNzLcev0/gx4LREIDN7Cvi4c86Szr0e3zXiYTP7HtAOXBn/fk3Q30tEREon5LJFREJQ6flSs5qK5C/vSqOZ7Q18GFjtnHsL+GmhF4+vyXg6vpJ3Db7VcTFwpnPuoR7OXWtmx+Mrj3fhW02fAf7ROdccIBkDAN55p2x7UIhIBUi6xwwoZTrKTchli+7nEojyZWYh5kvlSZE+oqf7oTnX0wSl8YBmA4HtwLeccz8JJXVlwMw+RpkO0haRinS8c+7/Sp2IchFm2aL7uRRA+TJJWPlSeVKkT8p4P8y7pdE5125ma/BdEyrJ88DxwGqgI4/wiZnAjieaAd5Rxq+0V2b8SnvfiH8AMA5/z5G4kMuWoPfzhKj/T/5/e2cePUdV5fHPN0gEGZVVARERGJYBxuEgihsERI7iKIsrAkPAEfWICscjIopEEJdxY3MDlSCCO4o6IMhoRMEgILgQkEWWAIokISBbAsmdP179Qqfp/nVVd1V1V/++n3Pq9O9X9ereV6/evfdV1Vummr5h6OxXn+2yAyXaZT82WWfdqUuX9Yy2njp1jbKeSf1h0TGN3wPeKOmUiFhe8NyRJCKWALnfLkor/Ocd2cxgpVKlfOd9POU7742Sf3PZeRgTSoktRf35BFXXk6mmbxg6B9Rnu+zMwHbZj03WWXfq0mU9o62nTl0N0NPVHxZ9aPwqsCvwc0knkgZDP9SeqOCYQmOMMVMbxxZjRg/bpTFmBUUfGv8MBKm7woxJ0nlAuTHGmLw4thgzetgujTErKPrQeBzJgRhjjDFl4dhizOhhuzTGrKDQQ2NEzKooH01iMfDR7Ldp8p338ZTvvI+v/CnBCMSWuu/juOsbhk7bYskM0S7rvJd16bKe0dZTp67G6sm95IYxxhhjjDHGmKlHoS+NknbOky4iLukvO8YYY6Yaji3GjB62S2NMK4W+NEpaTo7+7RHhQdHGGGNy4dhizOhhuzTGtDKtYPqDgUPatkOBTwF3A5dn+8YKSTMkRZdtqxLkv0TSLyQ9KOl+SedL2q5PWRtJOknSbyQ9kOVxRluaDSSdIGmupIWS7pN0haSDJBWtExMyZ0i6SNJiSQ9Jmifp0H5ktch8saQLJd0p6RFJ92Tl9Ko+ZPUslyzdEZLOkzQ/SzN7gPzPnqTehKT1B5D98kz+X7LyvkPSuf3Wmw7yc5VX2bIkvUXSH7L7fYekT0parQ+d20v6kaS7MruaJ+koSU/u5xp66JqVXdM1ZcueQtQeW8qs4zn1VWqzHfSV5j8L6Kw0VubMg+2xPGq1y7ptskVvJXWmThusK+apxPZqDz2VtZ/a9NTil+v2jaqgTQ7FJ8I5c5IMfhr4/aAZGnE+ALR3w7h1EIGSdgJ+CcwF9ic9yB8FXCJpx4i4qaDIzYH9SPfi/4DXdkizA3Ag8A3SINllwGuA2cD2wOEFr+Eg4GvA6cDngEeBrYDpBfPezlrAX4AzgL9n/x8KnC9pv4j4dgFZecoF4O3AP4Hzgf/qM98THA98uW3fqsCFwB8j4u8DyH4HsA7weeA64JnAkcAVkmZExNwBZEP+8ipNlqQDgLOAL5Hq4NakxskmwJvzKssc8GWkunM4sADYDTgB+DcGv6+turYh+YW7y5I5FRlSbCmzjuehapttp0z/WZTSY2UebI/lMgS7rNsmq64ztdhgXTGvgvbqZFTZfmqlbr9cuW+ssE0OEVHaBnwIuLZMmaOwkdYnCmDvCmRfBNwFrN6yb01gEXB2H/Kmtfy9d5bvGW1p1gJW7XDuGcBjwJoF9D2btNjvkTXdiycB84FflF0uHdItBmaXnP99M91vG1DOMzrsWxO4F/hBCfnMVV5lySKt8/U34Ly2/W/L0r+wgL5Z2Tmbte0/i+Q8n1D3+70uUvA8BZgDXFNmXfG2UlmXHlvKrOM59VVqsznz0Jf/LCC/sliZ537aHmsv81Ltcgg2WXudqcIGa4x5pbZX+9BfSvupTWYtfrku30jFbfK+uiJOwr3ApiXLHHdeRHIeD0/siIjFwK+BvSUVGisQEctzpLk3Ih7tcOgKUuN9gwIq35r9nlLgnL6JiMeA+0iOsMh5PculSLoBOIRk0N8ZREhE/KPDvsXAjcBGg8jOZJVWDjll7QSsD7S/2T6bdK9fV0DlRN24r23/RL1ZVkDWZBxBKusPlSTPdKf02FKDrbfrq9Rmc+ahL//ZEGyP9VOqXdZtkwyhzlRkg3XFvFLbq31QSvuplVHwyyVTaZu8tIfGbNzRgaRP8OPKVyQ9pjQG8KeSdihB5nRgSYf9S4CnUO9D+G7AgxT7VL4z6ZP+vlmf8GV6fCza4J/CAUnTJD1J0oaSPgpsQepK0CgkbQC8Evh+RNxfgfz1gG2BP5ctuwa2zX5XyntEPATc3HI8D2eR3nx+SdJzJT1N0l7AQcBny2iYSNqUtPD1YVXcS/M44xxb6rDZIfnPKmJlV2yP9dN0u6yzztRgg5XHvIyhtVerbj+16arSL1ftGyttkxddcuPrXQ6tTXoDsR7w/kEzNYLcB5xI6r6wiDTW6ijgUkm7RMTlA8ieB+wkSZF9W5a0KvCC7Pi6pDcelSJpH9LXnONa3yLlYMNsOwU4BriW9PD5QdJn8v1LyN53efxL0/3AGyPiZyXIrZuDSF9yv1a2YEkCTiO9CPpM2fJrYJ3sd1GHY4tajvckIm7Pxl78CPhry6GPR8Qx/WcxkZX16cCFEfGjQeWZqRlbarTZOv1nlbGyI7bH6hhXuxxCnanUBquOeS0Ms71aWfuplQr9cl2+sdo2ecG+ssu7bAtIg3DfUmVf3VHaSF3pFgAXDyjnEFI/51OAZ2U3dWJsYaGxXB1k5xoTQOoa+ADwc+BJBXXckOl4c9v+T2f7Ny+hrDcFdiRN1vMtYCmwXw3lUuqYRuB64MaK6uNnsmuaWYHs0saWdJMFHJ3tX6fDOZcCcwvoeE5W1nMyfTOAY4FHgONLuIZDSQHgWS375uAxVIOU6VBjS5l1vIDOymy2TU+p/rMP/aXEyknk2x6ru3dDs8sqbbLuOlO1DVYd81r0VNZezaG7svZTm55a/HKmq3TfSMVt8koLZNw34BzggRLkfIA0Y2dk22XAJ7O/nz2A3J5ON3NkE33Sn9KHjt9mOtZq279btv+NFZT7T0hvaqb1eX7tD43ASzOdR1dQHidkst9Ttuwi5TWILNKstQFs0eGc64DzC+j4FnAnLYP1s/3HksZ2bDJA/tfN6sVRpMHyE9tvgD9lf69WxX3wVt1WZh3Pqa9Sm+2heyD/2afOUmJlB7m2xzHdqrLJUagzZdtglTGvg65K2qs9dFbWfmrTU7tfLts3UnGbvNCYRkkbS1p9kuOrS9q4iMyGM40cC9/2IiI+RXJk25GM+8Wk7h+3RcT8QeV3I+tLfRGpUb5npPFjRflTN/HZbxUD239HmgF2vQpkV8UhJOfddQrzfpB0HOkr3ZERcXKZsmvm2ux3pbGLkp4CbEaxsQXbA/Piid2sryTZ7CBrIm0EPB34BGkSiIntJaS830uayc4UYCrFlhGw2WH4z1JiZQdsjxUypnY5CnWmbBusMuatxJDaq5W0n1oZol8u2zdW2iYvOhHOLcA+kxx/bZZm7FFaWPQVpOmaByYilkTEnyPiNkmbAG8CTi1DdickbU/qjnoz8MqI+Gefos7Nfvds278nyRCu6FNuR7L+5jNIbwoXlim7KiStAbyBNH7izhLlHkvqs35MRHy6LLlDYi5pQoUD2/bvR1qb6dwnnNGdu4BtswfOVl6U/Q5yD24Cdu2w/YFkS7uSxkOYYkyJ2DJsmx2G/yw7VrZhe6yWcbTLodaZimywypj3BOpsr1bVfmrTMRS/XJFvrLRNXmgiHB5/Uu1GVW8Th4qks0mDi39Pegu1FekT/eqkwaWDyH4eqRvGlaQZqP4jk/k70qDZfmS+Pvtzx+x3F0nrAg9GxAWStiQ9MC4HPgJsnfzYCuZFztmpIuJnki4AvpDpmBh0+17gyxFxWz/XkF3H2cBtwFWkft8bkAZD7wa8O9LU1UXkTVouWZrnkxaTh/Sw8pyW834VEff0cSlvAv4F6DapQGEkvY/0NvSnwMXZIPgJlkTE1SXo6FleZcmKiMckHQXMlnQq8H3SQPFPkWZLK+JUTwZ+CFwo6UTS2JUZpAV7L46Ibm/iehIRD5DGjayEpMXZ8SccM7kYSmwps47n0FW5zbbpK9V/FtBZSazshO2xcmq3y6ptss46U6MNVhbzWqmivZqD0ttPrdTll+vyjVW2yScUFOkru5xJBu+Spi9eUGX/32FspL7v15DeDD1K+iLybWDbEmRvBVxC6t++hNRV9IPAkweQGV22W7PjMydJU3gMAbAGafDwnaQB3jdlZTZQf33gMFL/7IWkgdYLgQuB11RRLlma2WWVS4vMXwP3UNICu5nMOXmuZ0AdpcnPKws4gNS9YklWn/6HtnEaOfXtDlwM3E1aRuZa0pvENcq6Bx3uhyfe6L/8hhJbqrahDnWkTn2l+s+cOiuLlX2Ute1x8HKs3S7rtJGq60ydNlhHzKOC9moOnaW3nzrc98rrXJ2+kYra5BGBMgVdkXQQ6c0IpDcX12WVsp21Sf3BfxgRb5hUqDHGmCmNY4sxo4ft0hjTjTzdU9cEnpv9HaSBu+39poO0ZMPXgQ+VljtjjDHjimOLMaOH7dIY05GeXxpXSiwtBw6IiHOqy5IxxpiphGOLMaOH7dIY00qhh0ZjjDHGGGOMMVOLoktuGGOMMcYYY4yZQhRdcgNJmwFHAC8kLU7a/uAZEbFZCXkzxhgzRXBsMWb0sF0aYyYo9KVR0nakNUb+G5gObEqa2nc10tp2y4Dby82iMcaYccaxxZjRw3ZpjGmlaPfU40hrfjwPeHm2770RsSHwdtKsW+8qL3vGdEbSTEkhacaw81IXkuZIujVn2hlZ+cysNlfGlMLYxxb7rJ5p7bNGj7G3yyZjn9IzrX1KyRR9aHwpcFpE/IU05TKAACLidOAC4JPlZc+Y4SJpb0mzhp0PY8Ycx5aSsM8yJWK7NPYpZgVFHxqfCtyc/b00+12j5filJCdjzLiwN3DssDORsQew5bAzYUwFOLaUh32WKQvbpQH7FJNRdCKcu4H1ASLin5IeBLZoOb4WsEpJeTNmrJG0KrBKRDySJ31ELO2dyphG4tjSAOyzphy2S1Mp9inNouiXxmuAHVv+/xXwXkk7Z32qDwP+UFLezBRF0nRJR0q6RtJDku6TdKWkw3qcNyvrv75Jh2O3SprTtu/Vkn4laYGkhyXdLulcSVtkx+cAB2V/R8s2s0XGBpK+lJ27VNJdkk6T9IwuedtG0uck3QE8AuxUoFw69uWXtJekqyU9Imm+pOOAVfPKNWYEaHRssc/qen32Wc2m0XbZZOxTul6ffcoQKfql8RzgXZJWj4iHgWNITuSX2fGHgaNLzJ+ZYkiaDlwIzAAuAr5JcirbAfsCp5akZxfgx8CfgE8Ai4ENgd2BzYEbgBNIL1ZeBhzYcvplmYyNgd+SZpX7Gqkbz+bAO4FdJT0/Iu5rU302yU4+Sxoj8rcBr2Mf4AfAraRJCx4DDgb+cxC5xtRMY2OLfVbh67DPag6NtcsmY59S+DrsU2qi0ENjRHwH+E7L/1dL2gbYhzT18gUR8ddys2imGIeTHOUnImKlYCSp6JfxydiL5Aj3iIh/tOw/fuKPiPi5pP2Bl0XENzvIOIX0Jmv7iLijJZ/fA+aS1raa1XbOYmD3iHhs0AuQtApwErAIeEFELMj2fwX446DyjamLhscW+6yc2Gc1i4bbZZOxT8mJfUq9DFz5ImJ+RJwcEV+w8zAlsD9wL+lt0UpExPIS9Uy8+XqdpKJf3JH0dNJbrB8Dj0had2Ijve26iTRgu50Ty3CUGTsAzwbOmHCUANlbvS+XpMOYodCg2GKflR/7rIbTILtsMvYp+bFPqZG+HholrSFpd0n7S3pm2ZkyU5p/Ba7POyh6AE4Frga+CCySdL6k90haL+f5W5Ls563APR22LYFOtnHDoBlvYdPs9/oOx+aVqMeYWmhobLHPyo99VgNpqF02GfuU/Nin1Eg/bxbeSer7/DRSX+RXAHdnlWw+8J6IOK3UXJqpRvROUvi8lep6RCyUtCOpn/4rgJ2BzwMflbRnRPy2hy5lv98EzuyS5uEO+x7qIbcIE3nodN3qsM+YkaXhscU+Kx/2WQ2j4XbZZOxT8mGfUiOFHholvQ74AnAe8BPgqxPHIuIeST8j9ZG2AzH9cgOwtaQnR8SSgucuyn7XJnWNAEDSasAGpK4SK4iIZcCcbEPSvwNXAR8GXj2RrIuum7Jj0yPi4oL5LIuJ9bO27nCs0z5jRpKGxxb7rPzYZzWIhttlk7FPyY99So0U7Z76fuCXEbEPyYm0cyWw7cC5MlOZs0lrP324/YCkXm+NJro87N62/wja6nrW576d60lvxdZu2fdAlr51HxGxEDgf2FfSE6aLViJvF49+uQq4Azi49XokPQ14R8W6jSmTJscW+6z82Gc1iybbZZOxT8mPfUqNFO2euh3wgUmO/w14xiTHjenFScBrgA9n3SYuIk01vQ2pf3y7I2zlYpLDO07SOsAtwEtJawAtaEt7uqSNMvm3AasDbwKeCnyjJd1c0lpUX5T0v8CjwOURcQtpSunfAJdI+gZpbMA0Uh/7vTI5s4oXQT4iYpmkI4DvAr+TdDppqulDgIXAxlXpNqZkmhxb7LNyYp/VOJpsl03GPiUn9in1UvShcRmTf53cEHiw/+yYqU5ELJW0B/A+4C3Ax0nO8kbgjB7nLpO0F3Ay8G5gKckZ7gJc2pb8LGAmadHa9YD7SYOmXx8RP2hJ9y1ge+DNwBtI9f9g4JaImC9pB1JQ3Qs4IMvrfFJXnu8WL4FiRMT3Jb0e+AjJMf8DmA1cQrp2Y5pAY2OLfVYx7LMaRWPtssnYpxTDPqU+FJF/rK2kXwP3R8SrszcY95DWWvmF0tox1wB3RsSrqsmuMcaYccOxxZjRw3ZpjGml6JjGU4FXSTqex/s7T5O0JfA90qfzk0vMnzHGmPHHscWY0cN2aYxZQaEvjQCSPgYcDSwnPXQuJ01rK+DYiDi+7EwaM65kA8un90j2cLZQrTFji2NLM7DPmlrYLk3V2Kc0h0kfGiV9HfhKRFye/b8zcB2wEanf8lYkx3EjcFZEXFl5jo0ZIyTNIY01mIwzI2Jm9bkxph4cW5qLfdb4Yrs0w8A+pTn0emhcDhwQEedk/y8DDpz43xgzGNkA8rV6JLsrIubVkR9j6sCxpbnYZ40vtkszDOxTmkOv2VMXAM9s+b/X+jDGmAJExFXDzoMxQ8CxpaHYZ401tktTO/YpzaHXQ+NlpHViNgbuzfbtK2nzSc4J93E3xhgzCY4txowetktjTFd6dU/dBDiTtDCogKD3m6eIiFVKyp8xxpgxw7HFmNHDdmmMmYxcs6dKmg6sD9wKHA6cN1n6iLitjMwZY4wZXxxbjBk9bJfGmE706p4KQEQsBW6XdCZwuR2EMcaYQXFsMWb0sF0aYzpReJ1GY4wxxhhjjDFTh2nDzoAxxhhjjDHGmNHFD43GGGOMMcYYY7rih0ZjjDHGGGOMMV3xQ6MxxhhjjDHGmK74odEYY4wxxhhjTFf+H7moF7sNm0O6AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1080x180 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
+    "                                                                 location='upper', metric='relative_to_random')  \n",
+    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
+    "\n",
+    "for metric in cluster_stats.columns[2:]:\n",
+    "    try:\n",
+    "        figsize=(15,2.5)\n",
+    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
+    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
+    "            data = cell_stats_loc[cell_stats_loc.cre_line==cre_line]\n",
+    "            ax[i] = sns.boxplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
+    "                                hue='upper', palette='PRGn', ax=ax[i], dodge=False)\n",
+    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
+    "            ax[i].get_legend().remove()\n",
+    "        plt.subplots_adjust(wspace=0.4)\n",
+    "        utils.save_figure(fig, figsize, save_dir, 'boxplots_upper_sort', metric)\n",
+    "    except:\n",
+    "        print('problem for', metric)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Summary plots experimentation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot experience mod values for cluster average"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9\n",
+      "5\n",
+      "9\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1224x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figsize = (17,5)\n",
+    "fig, ax = plt.subplots(1,3, figsize=figsize)\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
+    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
+    "    cluster_order = np.sort(data.cluster_id.unique())\n",
+    "    n_clusters = len(cluster_order)\n",
+    "    print(n_clusters)\n",
+    "    ax[i] = sns.scatterplot(data=data, x='exp_mod_direction', y='exp_mod_persistence', \n",
+    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
+    "                            size='n_cells', sizes=(0, 1000), ax=ax[i])\n",
+    "    ax[i].axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "    ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "    ax[i].set_title(cell_types[cre_line]+'\\n experience modulation')\n",
+    "    ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
+    "    ax[i].set_xlabel('direction')\n",
+    "    ax[i].set_ylabel('persistence')\n",
+    "    ax[i].set_xlim(-1.2,1.2)\n",
+    "    ax[i].set_ylim(-1.2,1.2)\n",
+    "fig.tight_layout()\n",
+    "# utils.save_figure(fig, figsize, base_dir, folder, 'experience_modulation_avg_across_cells_in_cluster')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### cells and clusters together "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\ipykernel_launcher.py:27: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations. \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figsize = (15,5)\n",
+    "fig, ax = plt.subplots(1,3, figsize=figsize)\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    data = cell_stats[cell_stats.cre_line==cre_line]\n",
+    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
+    "    cluster_order = np.sort(data.cluster_id.unique())\n",
+    "    n_clusters = len(cluster_order)\n",
+    "    ax[i] = sns.scatterplot(data=data, x='exp_mod_direction', y='exp_mod_persistence', alpha=0.2,\n",
+    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], ax=ax[i])\n",
+    "    \n",
+    "    data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
+    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
+    "    cluster_order = np.sort(data.cluster_id.unique())\n",
+    "    n_clusters = len(cluster_order)\n",
+    "    ax[i] = sns.scatterplot(data=data, x='exp_mod_direction', y='exp_mod_persistence', \n",
+    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
+    "                            size='n_cells', sizes=(0, 1000), ax=ax[i], alpha=0.7)\n",
+    "    \n",
+    "    ax[i].axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "    ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "    ax[i].set_title(cell_types[cre_line]+'\\n experience modulation')\n",
+    "    ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
+    "    ax[i].set_xlabel('direction')\n",
+    "    ax[i].set_ylabel('persistence')\n",
+    "    ax[i].set_xlim(-1.2,1.2)\n",
+    "    ax[i].set_ylim(-1.2,1.2)\n",
+    "fig.tight_layout()\n",
+    "# utils.save_figure(fig, figsize, base_dir, folder, 'experience_modulation_across_cells_and_clusters')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### feature selectivity within and across sesions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# figsize = (15,5)\n",
+    "# fig, ax = plt.subplots(1,3, figsize=figsize)\n",
+    "# for i, cre_line in enumerate(cre_lines):\n",
+    "#     data = cell_stats[cell_stats.cre_line==cre_line]\n",
+    "#     data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
+    "#     cluster_order = np.sort(data.cluster_id.unique())\n",
+    "#     n_clusters = len(cluster_order)\n",
+    "#     ax[i] = sns.scatterplot(data=data, x='feature_sel_within_session', y='feature_sel_across_sessions', alpha=0.2,\n",
+    "#                             hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], ax=ax[i])\n",
+    "    \n",
+    "#     data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
+    "#     data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
+    "#     cluster_order = np.sort(data.cluster_id.unique())\n",
+    "#     n_clusters = len(cluster_order)\n",
+    "#     ax[i] = sns.scatterplot(data=data, x='feature_sel_within_session', y='feature_sel_across_sessions', \n",
+    "#                             hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
+    "#                             size='n_cells', sizes=(0, 1000), ax=ax[i], alpha=0.7)\n",
+    "    \n",
+    "# #     ax[i].axvline(x=0, ymin=0, ymax=1, linestyle='--', color='gray')\n",
+    "# #     ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "#     ax[i].set_title(cell_types[cre_line]+'\\n feature selectivity')\n",
+    "#     ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
+    "#     ax[i].set_xlabel('within session')\n",
+    "#     ax[i].set_ylabel('across sessions')\n",
+    "#     ax[i].set_xlim(-0.1,1.1)\n",
+    "#     ax[i].set_ylim(-0.1,1.1)\n",
+    "# fig.tight_layout()\n",
+    "# # utils.save_figure(fig, figsize, base_dir, folder, 'feature_selectivity_across_cells_and_clusters')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### feature selectivity across sessions vs. experience selectivity "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* cell switching is indicated by low feature_sel_across_sessions and high experience selectivity\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9\n",
+      "5\n",
+      "9\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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x66MskIQWSePVc8BZZjYV7wtZCTuuIDEWv+ukxMRLeE8izgnadq7/598iKGexazCBuf9+MV7ot8TiENuK8IZ/hHssjRwfSqgv+3P8P6P9WQb4f84OsW9WI2Uvcs7VNjzYD+D/AWeYWYq/+Sd4QxwfaXi8SAJSjrQh59y3zrmznXO98R4SnIU3X8z+wL/MLNU/9C94PWnvBzaa2etmdnGIRpdY2yEXnHNNZUIkeRPKZhd6aOBcoLf/oCEaA/B6FofKp1lBxwRb0EhZz+M1JJ4XtO08vB50T0ZZP5F4ogzpXBY65/4X4vV18EHOuRfwHkbvh/e52XA+w554IyW+Cn5IEAv+nIXXmNkCvHmnivAaoZ7yD8kJs6gBwHznTRi/jf9+PqHvUxrLgofweqGd7tfR8O4Hv3LOfR5mfUTiUiSNV7fidfXfF693yZn1T0H9cb7H4Q11kxhwzlXgzQ01zMx+4E8aeAawEm9FwrCLamR7LCYO36kBp4myGzs2krqE+lla+nNEc35T84Q9BPRi+2T75+HNhfVaFNcRiTfKkXbinFvmnHsSOAj4ENgNmODvKwL2Ag7G63GajdcraoGZ7duKdYpVhoR1uQiuFYmYZYhzrhx4GjjGzPqYt0DLFLze1utbUEeReKEMiUP+fFb7+2/z8XrQ7XCI/2drzBt7F3Aj3hxV5wBH4/UOu9zfH8m9cqQay4KP8Brx6h9kHIr3AEoPwiXhhT08wO+tcx47PhGsV4rX1V3Le8bWo3gTyp4D9MCbBPbmJr7whzLIzFKDh9uZWRreE4J5saxsGxjJ9gkW69UPFwz1VD5YY4FX/4RuFDt/4RkZZtnB/gWsA84zs1l4T5Fub/gkRiQRKUfan3POmdkneJ9N/YK21+LNDfUueKs94c1Bcg1wTP1hbVnXGMsxsz4hel8NB9Y557Y0cW5TP/ci4Ai8LGqYT/UZsoTwPYQ3R8qZeL2wIlmgRSSuKUPi1iN4czpdhLdy5NNmdkjQ/c56YBPe4k/RaOoz/AzgPefcycEbzWxwhOUsxutwkBz8nd8fij+UyO4lwBseeY+ZTcD7+16B1ztNJKHFqjU5xTlX7JyrjlF5AjjnvgC+wpsz6Vd4H5qh5lpqSle8BrBgF/rbX2lpHdvYb4KGuWBm/fGWRp7fyPwhwcrwGgAbegtvYsSLzCw7qOxsvBAt848Ji///wON4NzPX+Zt14yHSPOVIDJnZYaHmrzKzDOBw/+0cf1uo1aDmAeXs+LlZ5h8f6rO0M7gi+I2ZTQKG0XwW1s+hE+rnrj/3Sn9oR33Zu+H1Avkgkl5T/lxZn+JNE3AesJzIeluLJCplSCdkZhcAk/EmNP8L8Fu8FQivqT/Gn9PqWWCkme3UcBn82duIpj7Da2nQg9YfRv6bCMt5BW/kxfkNtv/U3/5yM3Vs6Cm8Bqvf4c2X9WLwvI8iiSrsnldmdhSwt3Pu+qBtF+JNgJppZi8AZyk0Yu5RvGEcR+CtlhfpWP5FwHX+F+nP8SbwPRfvxuTeWFa0DSQD75vZs3jDWi7AWyXk4jDOnYHXG+pGvLlJ6oBXnXObzewy4D7gEzN73D/+bLzlbn/uT54YiYfxwuYUYLpzbmEzx4skBOVIm7obyDWzfwPf4vVG2AWvwX8o8KRz7lv/2If9hwH/BZbhfa6ehPc5GzzX0gy8Byn3m1n9arGf+PP9dXQbgBPNLB+vd9kQvAc5a/FWomqUc67IzL4DTjazRf45W5xzrzrn3vL/3p6M17trKl4v6V/i3XiEk08NPcT24SE3tGQyYpF4ogzpdMaZ2emN7HsFbyjcXXhzMd4I4Jy7z8x+CFxrZm875z7wj78GOAR4xMwOBz7Aa3Qai3d/cAaNq18w6nYzewbvs3mWc24W8E/g52b2PN68tb3x7pOKQpQzE+/+4Wozy8F7+L3EOfcJcAfeirn3mdk4vHkkx+I9hJjv7w+bc26Tmf0Tf94rNGRQBIig8QrvZnxd/Rt/dbd78BpHluB90f0U+FMsKyg8g9eFNp3IJmqvtxJv0vA/4jWmVPll/raZYRId0Zl4DVZXAN3xhmic7ZwLp2fU1XhPSn7pn2t4Qye3OOfuN7M1eH/H63tLfQ1Mcs5F3DvNOfedmU3DC1n1uhLZTjnSdi4BjsebR2Qy3udeMd7n5u14PUTrPYXXYH8W3hPiErxeWVOccy8GHfcs3pfxk/G+pAfwhrV3hsarLXifyXfj3ega8AZwqXNuTRjnn+afewveUL5lwKtB+77A+x3e6V9rOnBtUANhJJ7Du6HLIvLe1iLxTBnSuZziv0IZjZcp5cCpDaZEOQ/ve/gzZraHc26T35izL3AVcCJeb6RSvKz6c1OVcM59aGaX491DPIx3/3sD3rxSl/jl/AQvM1fgPUCYideYFVzOcjM7F28+rAeAFLwVfT9xzhWb2X5+ucfhZeNa4EHgOudcaVN1bMRDeI1X37HjqpoiCcvCXbTBv7m/0zn3R//99Xj/w/d3zpWY2d+BEc65sa1VWYmMmS0FljrnJrZzVRKOmb2ON6Fovj8Jr0jCU46INM+fl3INMNM5d0R710eko1CGSCLx57v6BLjKOXdre9dHpCOIZM6rHLxu9/V+CLzjnCvx37/LzstBiyQcf5LHI4Cn1HAlsgPliEjzTsP7f+Wv7V0RkQ5GGSKJ5Fd4w/PVA1fEF8mwwQ1AAWybzHovvKFY9VKApNhVTaRzMbO98VacuhhveOZd7VsjkQ5HOSLSCDM7Fu//j+vxhsL8q10rJNLxKEMkrvmTxR+Ltwr66cBDIVbJFUlYkTRefQxcYGazgaP8c18P2j8Yr5u7SKL6Bd68XIuB05xzS9u3OiIdjnJEpHF/BvLxFlc5v8EcMCKiDJH41wtvLrAyvMnkL2vf6oh0LJHMeTUSmIb3PxXAE865c/x9hjdR4rT6bZ2FP7fEXnhhpy+KkiiSgL54c6pUtndlJDHEY44oQySBKUekTcVjhoByRBKWMkQiFnbjFYCZ9QD2A4qdc+8Fbc/B63HyrnPu65jXshWZ2f54S7SKJKIDgpYhFml18ZYjyhAR5Yi0nXjLEFCOSMJThkjYImq8ikdmNgj47v3336d///7tXR2RNrFy5UoOOOAAgMHOuUXtXR+RzkoZIolKOSISG8oRSUTKEIlGJHNeAWBmBwKHA73xlqudZ2ZZwDjgG+fc5hjXsbXVAvTv35/CwsJ2ropIm1P3dGlzcZYjyhBJdMoRaVNxliGgHJHEpgyRsAXCPdDMkszsebyx5lcB5+JNLApQA7wCXBjzGoqISFxQjoiISLSUISIiiS3sxivgcmAycAkwArD6Hc65CuBl4OiY1k5EROKJckRERKKlDBERSWCRNF6dCTzpnLsH2BBi/1xgUExqJSIi8Ug5IiIi0VKGiIgksEgarwqBj5vYvxnIaVFtREQknhWiHBERkegUogwREUlYkTRelQI9mtg/GFjfsuqIiEgcU46IiEi0lCEiIgksktUGPwBON7M7Gu4wsxy8SRPfiFXFRKT9ffHFF0ckJydf55zrQ2SN3dK51JnZ9zU1NTeMGzfuzVa8jnJEJIEoQxJKW+SIMkQkwShHEkZYGRJJ49XNeKHxDvC4v22MmQ0BrgC6ALdFWVkR6WC++OKLI9LS0v5SWFhYlZGRsSkQCLj2rpO0jrq6OisvL++2dOnSv3zxxRe/asUbD+WISIJQhiSWNsoRZYhIAlGOJI5wMyTs1kvn3GfAicBw4DF/8x+BB4AMYJJzbk4L6y0iHURycvJ1hYWFVV26dClXWMS3QCDgunTpUl5YWFiVnJx8XWtdRzkikjiUIYmlLXJEGSKSWJQjiSPcDImk5xXOudfNrBA4jO1L1C4E3nTObW1BfUWkg3HO9cnIyNjU3vWQtpORkVHhd8tuNcoRkcSgDElMrZ0jyhCRxKEcSTzNZUhEjVcAzrlKYKr/EpH4FdBTjsTi//du9fkElCMiCUEZkoDaIkeUISIJQzmSYJrLkLDDxcySzCyzwbbuZnapmd1sZrtHWjkz629m95jZB2ZWZmbOzCZGcP54M3vbzLaY2SYze87M+kVaDxERaX3KERERiZYyREQksUXyZOSvwKf1b8wsBfgQ+ANwJfCpme0R4fUHA6cAZcDbkZxoZiOAd/G6C08BfgqMBd41s6wI6yEiCejee+/NNbPxxcXFMX1K/Mc//rHnU0891T2WZTanX79+u//sZz/r39QxM2fOTDez8VOnTs1uq3o1oBwRkbihDGlzyhARiSvKkchEMmxwf+CloPdT8Maa/xL4EngOb6WPkyMo8z3nXB6AmZ0AHBfBuTcApcCxzrktfhmzgNl+nW6PoCwRkZh5/PHHew0bNqz8jDPO2NxW13zhhRe+y8vLq22r60VJOSIi0gxlSKOUISIiYYjXHImkha8vsCTo/THAbOfcA865GcBDwL6RXNw5VxfJ8fX8Jy0/Av5ZHxZ+efOAGcDkaMoVEeloamtrqa6ubva4/fbbr3zIkCFVbVClllCOiIi0IWVI05QhIiJN60g5EknjlQFJQe8nAtOC3q8B8mJQp3AMxFsSd1aIfd8Au4U6yR8XXxj8Aprs2iYind9//vOfrL333ntoZmbm2Ozs7D0mTJgw7MMPP8xoeNzUqVOzzWz8zJkz04O3T5gwYdiRRx45sP79Z599ln7AAQcM6dat2x4ZGRljBw4cOOrWW2/tVX/s7NmzM1966aVcfy6M8ffee29u/bl33XVXz8GDB49KTU0dl5+fv/s111zTO/hakydPLtxtt91GPPXUU90HDRo0Ki0tbfzMmTN3qmtDobrq3nbbbb369OkzOiMjY+zEiRMHr1ixIjX831qr6NQ5ogwRSUzKEGVICLoXEZGwKUdikyORDBtcAhwBPGhm++E9/QgOjHyguCWViUD9L39jiH0bgQwzy3DOlTfY92vgulatmYh0KFOnTs0+4YQThuy7776l999//5KsrKy6999/P2v58uVRf3iecMIJQwYPHlz+0EMPLUlPT6+bO3dueklJSRLAAw88sOzHP/7xoF133bXy2muvXQMwYsSISoBrr72292233dbvF7/4xfcHH3xw2aeffpp5++2398vMzKy76qqr1teXv2rVqtTf//73/S6//PI1PXv2rCkoKGj+cUcDTz/9dPcrr7xy11NPPXX9iSeeuHnatGnZF154YWG0P3OMdPYcUYaIJBhliDKkEboXkbhSVlFNSUUNpRXVFJVVsbm8mto6R2ZqEnnZaXTLSCEzLZmeWWntXdVORzkSuxyJpPHqMeAufyx3P2Ad8GbQ/r2BeS2pTBSaWjoz1L4/AY832NYfeD9WFRKRjuWaa67pN3z48PLp06cvDAS8zqZTpkwpAW+SxEjLW7NmTfKqVatSX3rppe8mTJhQDnD88ceX1u8fP358RWZmZl1ubm7NoYceum0owcaNGwN33nln/m9+85s1d9xxxxqASZMmlWzZsiVw11135V922WXrk5O9j+TNmzcnv/HGGwv23nvvhl96w3b77bf3PeCAA0qeeeaZ5QCTJ08u2bBhQ/Lzzz/fM9oyY6Cz54gyRCTBKEOUIc3QvYh0at8Xl7Ns41YefHcRMxZvpLw69JRFZjCwZxbn7V/IfoN70rtrOukpSSGPlR0pR2KXI2EPG3TO/QnvSUEl3qSIk5xzWwHMLBfYB3g92opEqMj/M9R/7B5AuXOuouEO59xm59zS4BewshXrKSLtqKSkJPDNN990OeWUU4rqw6Kl8vLyavr06VN1wQUXFDzyyCM5q1evDushwLRp07LKy8sDp5xyyqbq6mrqX4cffnhpUVFR8uLFi7c9fendu3d1S8KipqaGuXPnZvzoRz/aYZLGE088cVO0ZcZCZ88RZYhIYlGGKEOaoHsR6dQ2baniv7O/Z9L9H3HSX2cwbf76RhuuAJyDRevLuOrlWRx213vc8vpcVm2K+mMmYShHYpsjEf0GnXM3OufGO+cO8SdGrN9e5JzLc87d0ZLKRGAxUE7o8eS7E3r8uYgkmPXr1yc558jPz4+4q2tjkpKSeP311xf26tWr+uKLLy7s37//mD333DPkuPVg69atSwYYN27cqNTU1PH1r2OPPXYowJIlS7YFRm5ubovqu2RbE/IAACAASURBVHr16uTa2lrr3bv3DuX07du3piXlxoJyREQ6C2WIMqQJyhDptJYXbeF3//yanz31OWuKd2pjbVZVbR1PfryME+77kI8XFVFSEbOPyLijHIltjkQybLDDcM5Vm9lrwGQzuyLoqctQvFVGrm7XCopIh9CrV6/aQCDA6tWrU8I5Pj09vQ6gsrJyh4b9zZs3J/Xo0WPbh+/YsWMr3nzzzUXV1dW8+eab2VdccUX/SZMmDVmzZs03SUmhu1Dn5ubWADz77LPfhQqw3Xfffdu3BzML6+drTH5+fk1SUpJbu3btDj/3mjVrOuVnfmtQjohIc5QhypDGKEOkM6qrc8xbW8ppD89g09aWt6WsL6vklIdncOVRw/nJnruQ06W913ToeJQjsc2R2PRdawEzm2JmU9i+tO1B/rajgo5ZamZLG5x6HdAN+LeZHWlmk4F/A0uB+1q/5iLS0XXt2rVu9OjRW5577rncurrmV8MuLCysAvj222+3rfDx3XffpSxdujQ91PEpKSn86Ec/Kr3ooovWrl+/PmXDhg1J/nbXMHQOOeSQLenp6XVr1qxJOfDAA7c2fOXk5ES1XHcoycnJDB8+vHzq1Kndg7e/9NJLObG6RkeiHBGR1qAMUYYEHaMMkU5v/tpSTnrw45g0XAW79T/z+Punyykur4ppufFAORLbHOkIT1D+0eD99f6fy4DCxk5yzs0xs4OB24EXgWrgv8ClzrnSxs4T6Syccy1u9Ra45ZZbVh533HFDDzrooCHnn3/++qysrLoPP/wwa6+99trS8NjBgwdX77bbbltvvvnmfl26dKmrq6vjD3/4Q99u3bpt6+L6ySefZFxyySX9p0yZsmnw4MGVmzZtSvrTn/7UZ/jw4eW9e/eu9cupmD59etcXX3yxa69evWqGDh1a2adPn9pLL7109VVXXbXLsmXLUg888MCyuro65s2blz59+vTst956a1Esf+7LLrtszVlnnTXotNNO23Xy5Mmbp02blv3uu+92i+U1OhDliIi0CmWIMqSxk5Qh0pms3LiVMx79hNLK8Edt5XdL54I9ctk925FcW4NzUJOayvS1NTz+TRHF5dsbwf7w5nwG52Vx2IjeBAK6fwmmHIldjrR745Vzrtm/3c65wka2zwQOiXWdRNpSRVUt364uZvG6MpZv3MrnyzexoawK56BnVipjd82hMDeTAT27sHv/bmSmtvv/tp3KUUcdVfbKK68suO666/pdcMEFA5KTk93IkSO3TpkyZdP69et3+mU+++yzi88777yCCy64YEBeXl71TTfdtPLee+/tXb+/f//+1b169aq58847+65fvz4lOzu79gc/+EHJXXfdtW3C1RtuuGH1+eefn3r22WcPLCsrS7rnnnuWXnzxxUU33XTT2vz8/Or77ruv94MPPtgnNTW1bsCAARUnnnhiqKW2W+TMM8/cvHLlyuX33HNP35deeil3r732KrvvvvuWTpkyZUisr9XelCMi0lqUIcoQ/5jCRrYrQ6TDKy6v5u63FrChLLyeUSN7d+HqCbn0/n4ZgQevp3L+/G37UoDjJ0zgR6eew5KMvvz+w3V8X+KNNvvtC18z9eL9Kcjt0ho/RqelHIldjphzTa3wGv/MrBBYsmTJEgoLC9u3MpJQvi8u58PvNvDCZyv4ZEl4Cy+M3aU7p0zYlf2H9CS/e5Nz8jVp6dKlDBgwAGCAv9LNTr7++uulY8aM2RD1RaRT+vrrr3uOGTOmsL3r0VkoQyRRNZcjypDEpRyJjHJEWtvHizZwysOfhHXsoQO7cfUgR/UVl1JX2nQHwuT8fLj1Li76aBPz1nqdiH44Io8//ngM3TObnv9K9yLSmKYyRF04RNpYbZ3jvQXruf7V2Swr2hrRuV+u2MyXKzaT3z2dG44bxcRheaQktfvUdSIiIiIi0sFs3FLFTa/NDevYvXbpyjW7VFJx8f+D2tpmj69ZvZrAhefyl788wtnv1bFyUzn/m7uOtSUVzTZeiUSjRXe9ZpZsZpPN7Kdm1idWlRKJV+tLK7n9jXmc8/jMiBuugq3eXMFPn/ycm6bO4fvi8hjWUDqimpoaqqurQ75qatp95fIWUY6IiLQuZYhI4lpbUsHs1SXNHpeSZNwyoTuVl18SVsNVvbotW6n77UXcM3HbqDae/XQFVTXhlyEdX0fJkbB7XpnZHcDBzrm9/PcG/A84ADDgFjPbxzkX04m+ROLFms3lXPfv2fx3ztqYlfnEx8tYUrSFWybtTv+czJiVKx1LQUHB7qtXrw75CCs/P79q1apV37Z1naKhHBERaXvKEJHEVFvneH7m8rCOPXZET5L++Sw1VZGvGFhbVES3OV8yvM+uzPu+lOdmLuf8/QfQv4fuTeJFR8mRSIYNHokXEPWOBQ4E7gC+Av4MXAH8NGa1E4kTRWWV3PDqnJg2XNV7b8EGrn55FndMGU3vriFXUZVO7uWXX/6uoqIi5ISy6enpnWniQuWIiEgbU4aIJKbNW6t4f2FRWMeeMSSTqtunRn0t99Rj/Oqau/jV96VUVNdRXF5N/6hLk46mo+RIJI1XuwALg94fCyxxzl0BYGajgNNiWDeRuPHczBW8Mfv7Vit/+oL1PPXxUi45bJiWp41DEyZMiJexocoREZE2pgwRSUxbqmpZsqGs2eP652SQvWge1dXVUV+rZvVqhiZVEDCoc7Bs4xZG9esWdXnSsXSUHIlkzqtUIHjw6sHs+PRjMdA3FpUSiSefLC7irrcWtPp17nt3ER8s0oIc0qEpR0REJFrKEJEIlFZUUxdGn5i+3dIJLF7Y/IHNWb+O7PQUAGYs3tjy8kQaiKTxagWwD2x7sjEQmB60Pw9ovmlXJIGUVVZzx5vzqA0nOVrIObhl6lw2b418rLpIG1GOiIhItJQhIhGorgnv/iM9JYlAeQw61lSUk5GSBHirHIrEWiTDBp8DrjWzPGAUUAK8HrR/LKAJEkWCfLZ0E58v29xm15u3tpRPl2zk8FFacEc6JOWIiIhESxki0gpKK2qo7da9xeVY166UVnhDD53rTNPpSWcRSc+rW4HHgX0BB5zpnNsMYGbdgOOAt2NdQZHO7M1WnOeqMVO/WUNdG/T0EomCckRERKKlDBGJQEpSePPgLl5fRt0e41t8vZq8fLZUeSN7czJDLkwn0iJh97xyzlUC5/mvhkrxxphvjVG9RDq9FRu38o/PVrb5dV/9ZjX/79DBDMrLbvNrizRFOSIiItFShohEJjs9GTNvapGmlFTUsDg1h4F5vahZtz6qa6VNmMC/1myf8H3CgB5RlSPSlEh6XjUlxTlX7JyLfokCkTizrGgLNe3QA8o5WFqk727S6ShHREQkWsoQkQYyUpMp6JEZ1rF//qYYO+3sqK9Vc+rZPPFt0bb3A3p2iboskcaE3XhlZkeZ2fUNtl1oZiXAFjP7u5mlxLqCIp3V8o3t14C0oh2v3ZHMmjUr7dRTTy0YNmzYyKSkpPETJkwY1t51SmTKERHpbJQjHYcyRCQyPTJT2HdgbljHzlpdwrrR+5A8cFDE10k54EC+DOSweavXdpyWHKC7hg0CypBYi6Tn1e+A4fVvzGwEcA+wGngLOAn4ZUxrJ9KJrS2p3OG9GRxU0IWTh6Vz2tBUfjIsk9G9M1rl2t83uHai+uqrrzLeeeedbgMHDqwoKCioaO/6iHJERDoX5UiHogwRiUBSUoBT9y4I+/gL3lxB1Y1/IKUg/HNS9tyTdef9mqveXb1t24lj+5HXNS2iusYrZUhsRbLa4Ah2XNHjJKAcmOCcKzGzvwNnAX+KYf1EOq3q2joAcjKSOX5XY9eKlZR/OY2K4k3bjhncv5Cjh+3LgkBfXltaSWVNXWyuHaNyOrtTTjll8+mnn74Z4Mgjjxy4ceNGPZFtX8oREelUlCMdijJEJEJ9u6UzJC+LhevKmj22pKKG015bwd9uupvuLz1D1dR/46pDj8QNZGWRcvJpLNrnMH756lJqg6ZKOWPfAtKSk2L2M3RmypDYiqTxKgfYEPT+h8A7zrkS//27wNExqpdIp2cGh+ySxsTKb9jw33fZVLdzg1LpyqWwcimFaelcdcCxPLM5nwVFVS2/dqxms+vkkpIUnB2MckREOhXlSIeiDBGJUM/sNK4+ZgRnPzYzrOM3b63mpFeW8KORx3LG8SfTbd43BF7/F7WbNmFJSST17EnNpJNY26eAh+aUMX3q0h3O329QLn26pbfCT9I5KUNiK5LGqw1AAYCZZQN7AVcH7U8B9F9HxDc0s5ruK95g/ZJ5zR5bXVnBhv/9g1MmHMoLPXdj7oaWNWB1SdX/itIhKUdERCRayhCRKIzp350jR/Xhjdnfh3V8da3j5dkbeHn2Bob27seRJ19GzzSjxjnWVsCrCzazeubync5LTwlw0wm706OLhgxK64ik8epj4AIzmw0c5Z8b3HV3MLAmhnUT6bTKy0qp+OAlSsJouAq28dO3OfmgLO5K35Xiipqor79LmCuLtJWnZyzrce/bC/utL61M7ZWdVnXxoUNWnb5Pwcb2rpe0OeWIiERMGSI+ZYhIFHK6pHLVMSP4aPEGSsqbvr8wg4lDenLyHj1JCzgIBPjP/M389eO1zU5vcuuJu7NLj9aZz7ellCPxIZLGq+uAacAL/vsnnHNzAMzMgEn+fpGEt/zbr1n5VXjdcxsqev9VTjj8VzwxP/rrh7ssblt4esayHjdOnVNQWVMXAFhXWpl649Q5BQAKjYSjHBGRiChDJIgyRBJWTUkldaVV1FXUYqlJJHVNJalrKt5f/ebtkpPBU+fuzUkPfUxFdehGqKSAce/k4dSsXcjnb7xNVVUVgUCAMUOHM+n0fbjwH/PZuCX06JCfHTiQiUPzSE7qeHOXKEfiR9iNV865Of6qHvsBxc6594J2dwfuxhtrLpLQ6mprmffh9KjPd3V1FFSswiwP55o/vqEeXVIo7Nkl6uvH2r1vL+xXHxb1KmvqAve+vbCfAiOxKEdEJFLKEKmnDJFEVFdVS9XyUja9vJDaou2L1QWyU+h+zEDSh+UQyGh+DnAzY1R+V5776T6c9sgnbKmq3emY3xxcwIa5M1jy3YLt16+rY8G8Oaxfu4bbjz2Onz43Z6fzfjFxEOcfMICcLqlR/pStSzkSPyJqGnXObXTOvdogLHDObXLO3eOc+zq21RPpfNYuXsh3Mz9uURkVX77DwQXRdbs9b/+B9MruOBMlri+tDJlkjW2X+KYcEZFIKEMkmDJEEk3VshI2PPrtDg1XAHWl1Wx8bj5bv9mAq9m5ISqU5KQAo/t359WL9mevwpwd9qUkGXvlp+/QcBVs06ZNBLZsYEDQA/Ku6ck8dMZ4fn7gQHI78DxXypH4EcmwQQDMbBBwPDDQ37QY+JdzblEsKybSWRWtXNHiMsqLN1GQXB7xeWZw4JBeLb5+LPXKTqtaFyIcemWntXxZRemUlCMiEi5liDSkDJFEUVNcyaZ/LoAmRmJsfnUx6UO6kxzmXFOBgDGwVxYPnDaeafPXcdNrcykur2Zgzyw2rFnZ5Lkrv5vDfgPGsLRoCz/avS+/PWIYu+RkEgiEN3SxvShH4kdEjVdmdiNwBTuv5HGHmd3inPt9zGom0klVV1bGpJwUV423cE74ztq3kFH5XWNy/Vi5+NAhq4LHmQOkJQfqLj50yKrWvnZpaWngn//8ZzeA77//PrWsrCzpscceywGYMmVKcXZ2dtMzT0rMKUdEJBLtmSGgHOlolCHxpbauls2Vm6msraSmroakQBJpSWl0T+1OclLEfSziTm1xJbXFzbSv1NRRtbIs7Marej2z0zhxXH9+MKgn878v4V9frwZKmj3v4OG9OPfAwfTKTiM7PbL7lPaie5H4Efangpmdi7cc7UfAH4BZ/q5RwO+Aq81siXPusQjKzAJuAX6MN1Z9NvB/zrl/h3HuZOBSYIS/aR5wt3PuhcbPEml9gaTYrNJcZ5FNeNivezrn7jegwz39qB9L3h4rfKxevTr53HPPHRi8rf79D37wg2+HDRumJy5tSDmyXfHWKorLa6ipq8PMSEsO0DMrldRkrfIuEqw9MwSUIx2JMiR+rN+6nlVlq3hp4Ut8se4Llpcsx/ndi/pl9WNMrzFMHjKZXbvuSp8ufdq5tu2nrjS8j5fqdVujKj8pYPTLyaBfTgbjds2hrLiImR80vubBmD3GsvuIfJI62L1Gc3QvEj8iadL+JfAJMNE5F7zG5iIzex14H/gVEHZgAC8D44DLgCXA2cDLZnasc+71xk4ys7OAx4EXgRv9zecBz5tZlnPubxHUQSSm0rOyW16IGZVJ6UB1uIfzf8fvxq65HWeVwWCn71OwsT0mRBw2bFiVc+7ztr6uNCphc6S6po5FG8qYt6aET5ds4sNFG1i+ceu2RRnSUwKMyu/GIcN6MSK/KyP6dqVvt4653LRIW2uvDAHlSAeTsBkSL8qqyliwaQFXf3g1K0tDD1FbVbaKVWWreH3J6+Rl5nH9vtczptcYuqZ1rJEFbcHSw7tVT8pqeQ+o7l1SSbVujBgxgrlz5+60PycnhwGFBZ2u4aqe7kXiQySNVyOAKxuEBQDOuRozew64NdzCzOxo4IfAic65l/1t0/DGr98JNBoYwDnAMuAnzrk6/9w38ca8nwkoMKTd5A8bQXp2VypKm+9625jcUXvyQgQdWW85YTcOGZ4X9fVE2kjC5UhFdS3frtzM85+t4OUvV1NbF3riiorqOj5ftonPl20CoFdWGhcePIiDhvZiYK+sWFRFRKSzS7gMiScbtm7g0VmP8vTcp8M+Z93WdVz49oUcM+AYLtnzEvIyE+u7bnJOOpaahAuxMuA2BmmDusfkepmZmRx99NHk5eUxY8YMKisrCQQCjBo1ikMOOYRu3brF5Doi0Yqk8aoKaOobdLZ/TLgmAcXAv+o3OOecmT0BPGRmI51zO6/F6akGyurDwj+3zszKgNhMOCQSpeweuYw/+ng+fP6pqMso7juKtd813+sqYHDbiaOZPL4/Zp3zSYgklITKkRUbt/LMjGU8+N7iiM9dX1bJDa/OISczhTumjGHfgblkhfkEVkQkTiVUhsSTDeUbuH3m7byx9I2ozn9tyWus27qO2w68LaEasJK6pdL1h7tS/PqSRo/JHNebpOzYLZqXnZ3NgQceyNixY6mqqiI5OZmsrCxSU7Uwn7S/SCbVmQn83Mx6N9xhZnnAz/C68oZrN2BO8Ie+75ug/Y35CzDCzK42s55m1svMrgaGAXdHUAeRVjFgj/EkJUd3o5nVqy+fVfZo9rgRfbN5+ry9+fGe/TttF15JOAmTI1+t2MQpD30cVcNVsE1bq/npk59x8+tzWLM58hVI21JlTSXzN87nw1Uf8tHqj1havBTnmlgiSUQkMgmTIfGkoqaCVxa+EnXDVb2Za2fy0DcPUVZVFqOadXyWFCBzXB7Zh+4CIb7qZ4zNo+sRBQRi/HArKSmJ7t27k5eXR48ePdRwJR1GJH/TbwTeBuaa2aNA/ZOIUXhdZ7OB0yIoLxdYEGL7xqD9ITnn/mVmxwFPAzf5m7cAP3bONfrJaGbd8SZjDNY/7BqLhKn3wMEceeFveO3eP0R0XkpGBqX7/Jj3ZzV+k5qdlswvDh7ElHH9yeua3tKqirSlTp0j4WbIZ0s3ctbfPmVLU938I/Tspyv4vriCmyftTn73jjcX1uwNs3ls9mO8tewt6vz7wIzkDE4dfiqThkyioGtBO9dQROJAp84QSMx7kWUly/jzV3+OSVnPz3+eowcczbje42JSXmeQlJVK9gH9yRybR+XCzVSv20pStzQyRuQS6JpKUoZ6ZUviCPtvu3PuPTM7Ee9Jw6UNdi8HznLOvR/h9Zt6JNvoPjM7DPg78CzeRIlJeGH1rJlNcc691sipvwaui7COIlEZtu8B1NXV8eYD91BXu9P0DDtJ65pD7cTTuH/WzsMFU5KMPQt6cOK4fvxgUC79cjrmxOwiTYmDHGk2Q2atKuacx2bGtOGq3rT567nltbnccPwocrPSYl5+tL5c9yU/f+vnlNfs2OheXlPOo7MeZdryadx76L1qwBKRFomDDIEEuxcprSrl7s/v3vZQIxZu/uRmHj7sYXpkND9KIV4E0pMJpCeT0lPf/yWxRdRU65x71cxeA8YDA/A6MC4CvgjR5bY5RYR+olH/SRRyNQDzJvZ5AnjHOXdB0K43zKw/8GegscD4E97KIMH6461OIhJTFggw8oCD6dYrjwWffMTXb71ObfXODVMZXbsx/ujjydttHOuSc9hlRDkVNd6Nb3pyEn27ZbBrbiZ9uqZreKB0ep08R5rMkHUlFVz50reUVjbfWB2tqd+u4cBhvfjJnru02jUisX7ren43/Xc7NVwFW1yymCdmP8GVe19JSqDlKyKJSOLq5BkCCXYvsqF8Ax+t/iimZS7YtIC1W9cmVOOViHjCarwysy54Tzg+cc69iTfmfGYLrz0bmGxmgQZhs7v/56xGzusN9AU+C7HvM2CimaU75yoa7nTObQY2B2/TJNfS2voNH0W/4aMYc9hRrJjzLVs2baS2uobktDS69+7DLqNGk5XjBfCAbf8QiS/xkCNNZUhtnePVb9bw7ariyH+KCP3+X7PYLb8rI/Pbf9Wf+puI5rz83cucMvwUhuQMaYNaiUi8iYcMgcS7F5m3cR6uyc5t0flo9UeMyB0R83JFpGMLa8J259wW4Coglo96X8Yb831sg+1nAvObWN1jE1ABTAixbx+gKFRYiLS3Hvn9GfPDo/jBj0/jgFPPYt/JJzNi/4nbGq5E4lm858jSojJufX1uJKdEraK6jofeW0xlTeyHJkbqy3VfhnVcTV0Ny0uWt3JtRCRexXuGxKPaulo+XPVhq5T98eqP2Vq9tVXKFpGOK5Jhg4uAPjG89uvANOBRM8sFlgBnAfsDx9cfZGbvAgc55wzAOVdpZg8CvzazR4B/4o0zP9M/95oY1lFERGInbnPkqxXF1NS13cp6//56NT87cBAj87u22TVDqagJ//4slnOeiEhCitsMiUdbqrewqHhRq5S9rHQZW6q3kJmiOaBEEklYPa989wM/9T/cW8x562efADwH3AL8BxgNnOice7WZ038LXACM9c9/CigAzvDLEhHhb3/7W84hhxwyOC8vb3RmZubYkSNHjrj//vvV1a39xG2OPPnR0khPaZE6Bx8vLmrTa4YyoHv445y7pzdcYEukY1OGdDhxmyFhVhi2FkHxKiheCSWrobKsVS4VC3Wujtq61ukhXFNX0yrDEUViTTkSW5H0vCrFm7hwvpk9ASwEduqv6Zx7MtwCnXMlwK/8V2PHTAyxrRb4q/8SEQnp3nvv7V1QUFB52223rejZs2fN1KlTu/3yl78cUFRUlHzttdeua+/6JaC4zZGiLVUkt/EUVM/PXM7Je/WnS1r7TYI+uudoki2ZGtf0JPWDuw9mSHfNdyWdizKkw4nbDGlUXS2Urob1C2H+67D8Y9i0FOqqIbUL5I2EARNh6OHQtR906dmq1YlEalIqXVK6tErZ2anZJFlSq5QtEkvKkdiKpPHq8aB//00jxzgg7MAQEWlN//nPf77r27fvtrvq4447rnTNmjUpDz74YG8FRrt4POjflSMttGj9FtaVVjKgHRuvCrsV8vPRP+e+r+9r9BjD+O2ev1XPK+l0lCEdzuNB/x7/GVKyGr59ET64E8o37by/phKWfuC9pt0EvUfBEbdC3zGQ0f6ft5kpmezZe08+WxtqXvuW2S13N7qntf/PKNIc5UhsRdJ4dXCr1UJEpBUEh0W9PfbYY+v//vc/feNpH8qRGKqtc17jVc+sdqtDSiCFk4adRHVdNQ9/+/BOwzjSktK4af+bmNAn1LzGIh2bMqTDSYwMqamG9fPgn2dBUQRzRq2dDU8eB2NOgYOvge79W6+OYZrQdwIPfvNgzMs9oP8BJAXU80o6PuVIbIXdeOWcm96aFRERaQszZszIGjRoUMKvAtQelCOxV1rR9HC9tpCTkcNPR/+UQwsO5ZM1n/D52s9JDaRy0C4HMbrXaAq6FhCwSKbYFOm4lCHtJyEypKYKVsyApydDbVV0ZXz9LKz8DE5/EXIKYlu/CPXL6kfX1K6UVJXErMyUQAq75e4Ws/JE2ppyJHphN16ZWTKQ6Y8ND7W/K7DVuWYmvhCRxDPz0R5Mv70fZetSycqr4qDLV7HXeRvbuhqvvPJK9ttvv9397rvvXtrW1xblSGuobcMVDpuSnpzOyNyRjMwdyTm7ndPe1ZF4owwREiRD1s5qWcNVvaKF8MyP4cyXvbmw2knvzN6cNfIs/vzVn2NW5vGDjqdXZq+YlScJQjkSFyJ5FHon0NSg5ZnA7S2rjojEnZmP9uDNKwsoW5sKDsrWpvLmlQXMfLRNV9qYN29e6rnnnjvw4IMP3nzRRRe1/zJtiUk5EmNJAWvvKoi0LmWIbBffGVKyBl44o+UNV/U2zIeP/gKVpbEpLwpJgSSOG3wc+V3yY1Jet7RunLf7eaQnp8ekPEkQypG4EUnj1RHAi03sfxE4qmXVEZG4M/32ftRU7vhZU1MZYPrtbfYocM2aNclHHnnk0H79+lW98sorSwIBDWFqJ8qRGMtOi2TqSpFOSBki28V3hnz9HBSvjG2ZM+6Hou9iW2aE+nTpw10T7yI50LK8Mow/HvhH+mW1X08y6aSUI3Ejkt/aLkBTswYu9o8REdmubF1qRNtjrKSkJHDkkUcOrq2t5Y033liYnZ1d1xbXlZCUIzEUMMjrqqfPEueUIbJdfGfIV0+3Trnv3tauva8AhuYM5YFDHyAlEN3quAEL8IeD/sCYXmMwU49jiZByJG5E0nhVBfRtYn8fQP8hRGRHWXmh+783tj2GqqurOfbYYwcuX7487bXXXlvYr1+/zjsPRnxQjsTQoF5Z9Mpqk+9dIu1HGSLbxXeGxGq4YEML34TS71un7DClhmHYXQAAIABJREFUJKUwvvd4nj3mWQZ0HRDRuX269OHJI5/koP4HkZGS0Uo1lLimHIkbkTRefQn8xMx2+qbsbzsJ+CZWFROROHHQ5atITtvxy2RyWh0HXb6qtS995plnFrz33nvdLr300jXr169Pfvvtt7vUv1r72hJS3OZIj8y2b0Q6aa9dyEqP7im2SKehDJHt4jZDWpVz3gTu7SwlKYVhPYbxyBGPcON+N9I/q3+Tx+dl5nHlhCt56qinGJM3RvNcSfSUI3EjksHH9wH/AF4zsyvZHg6jgVuAkcCpsa2eiHR69St5tMMKH++9915XgGuvvXanYQTOuc9b+/qyk7jNkTP2LeC+z2K3FHhzAgY/GJTbZtcTaTfKENkubjOk1S2eDsOObu9aAF6j1AmDT2C//P0oKi9ieelyvlj3BaWVpXRJ6cKYvDEM6DaA3PRcenfp3d7VlXigHIkbYTdeOedeNLNbgSuBTwDnvwKAAbc7555vlVqKSOe213kb22M52lWrVn3b1teUxsVzjozdtTtJX5RSW+fa5HrH7N6XQXlZbXItkXanDBHiO0Na3ZqvoaIU0rPbuybb9MrsRa/MXgzPHc7hhYe3d3Uk3ilH4kJEyz445642s1eA04HBeEExH/i7c25mK9RPRETiSLzmSGFuFy4/cji3vD631a+VlhzggomDSEtOavVriYh0JPGaIa2uphJcbXvXQkSkRSJes9QPBoWDiIhEJR5zJDkpwPFj+vCvL1cxe03rDh+84bhRjOzbtVWvISLSUcVjhrS65DQIRHzbJyLSoUQyYbuIiIg0one3dG6dvDtdUluvR9Tho3pz2MjeWipcRETClz8W0jTUXEQ6t4ia4M0sGTgB2BvIYefGL+ecOy9GdRMRkTgT7zkyun93HjtnL87620zKq2M7ROOAwT257kejyM1Ki2m5IiKdRbxnSKsZcFB710BEpMXCbrwysx7ANGA3vPHlzv+ToH93gAJDRER2kig5MmFALs+cvzcX/v1zvi+ujEmZk8f159LDh5LfPSMm5YmIdDaJkiExZwHIHdzetRARabFIhg3eBAwHzgcG4QXEEcAI4Fm8sedat1tERBqTMDkyriCH53+2L+ftX9iicrplpPDQGeO5/riRargSkUQX3xmS1Eq9aoceBdl9WqdsEZE2FEnj1THAk865x4D62WhrnXPznXOnA+XArbGuoIiIxI2EypGC3C787ohhPP+zfTh+j3wCEUxT1aNLKtccM4IXf7Evh4/qQ3Z6SutVVESkc4jvDBl3ZuuUO/EyzXclInEhkjmv+rB9ZY8a/8/0oP2vAL8DfhGDeomISPxJuBxJT0lm74G57LFrd35+4CDmrinh48VFzFhcxMpN5duOS00KMKJvNhOH9WJ0/+4M79OVfjmdu6dVbVkZVUuWUFdeTlL37qQOGEAgRY1wIhK1+M6Q3X8C69+CzctjV+YP/h/00JBBEYkPkTRebQS6+P9eClQDuwTtr8abOFFE/j97dx4eVXn3f/z9zZ6QPWEN+75HQIVal7rggmIL6KNS6/r4K2pd2qp9nqrFrdZqba21Sl2w1foILYgWxK2oSKsiiuCCiMgeAkIChJA9uX9/TGJjyDIzmclkZj6v65prnLN+PSTzybnPOfctIs2J2hxJjItlZK90RvZKZ8aE3hQfqqKkvJrq2jrMICkulpy0RJLjgzdSYUcqW7OGr+69j/LVqz0TYmPJOPtscv7fFSQOGBDa4kQkXEV2hqT3gPP+Ck9MhpoA9JfYbRRMmqW7rkQkYvjy2OAGYCSAc64O+BC4xMwSzSwFuAjYFPgSRUQkQihH6mV3SaB/bheGdE9jcLc0emenREzDVfnHH7Ptkkv/03AFUFvLgUWL2HHNtVTt2BG64kQknEV+hnQbBT94HuKS2l62NV1HwAXzIL1XYOoSEekEfGm8ehU4x8waehP8LZ5haouBr4Ajgd8FtjwREf/Nnz8/Y8KECcOysrLyExMTx/fv33/0DTfc0LO8vNyH3ockgJQjEa6uqorip57CVVQ0O79q40bKP/igg6sS8Y8ypNOJ/AyJjYPeR8MVr0PX4f5tY/wlcOECyOob0NJExHfKkcDy5bHBu4HfOOcqAZxzfzOzGuBCoBZY4JybH4QaRUT8UlxcHHvMMceU/vjHP96dkZFRu3LlypT777+/1+7du+OffvrpAHYqIV5SjkS46p07KXlxaavLFD87j7QzziAmIaGDqhLxjzKk04mODImNg+6j4KLn4bMlsPzXcGhP2+v1Ggen3Q3dR0NSevDrFJE2KUcCy+vGK+ecAyqbTHsOeM7fnZtZKp4gOhfIBD4F7nDO/cOLdQ24AvghniFyq4D1wE+cc2/7W5OIRI4rr7yyuPHnqVOnHiwpKYl98sknu9XV1W2LifHl5lNpL+VI5HM1NVBX1/oyhw7hqqtBjVfSySlDOpeoy5C0nnDUf8OwKbBvE2x4Fbb+C/ZtgdoaSEjxPGY46CQYdCKk9oAuOe3erYgEjnIksHy58yoYFgHjgZuAzcAlwCIzm+qca/3SLTwOzADuBd7G04HjBP7TkaOIyGGys7Nra2pqdKtu5FCOdCJxWVnE9+1L9baWLyZ2Oe44YlJSOrAqkcBRhkSczp0hZpCR53n1Pw7K90N1GTgHMTGQlAHx+j4VCSfKEf+FrPHKzKYApwDTnXOL6qe9AQwE7gdaDAwzm4EnXI51zr3TaNaLQStYRMJWTU0NFRUV9vbbb6c89thj3S6++OI9utIR/pQjnU9cTg65P7qawpt+1vwCMTGkn3YqnhsWRMKDMiQyhWWGJGd6XiISVpQjgRHKO6+mAQeAFxomOOecmf0FeNTMRjrn1rWw7jXAW03CQkQ6qfmfz8+es3ZOXlF5UUJOck7VrPxZBecNO6+47TUDIysr64jS0tJYgGnTphX98Y9/1HBnkUE50gmlHn882ZdeSvGTT35zRmwseb+5j6RRo0JTmIQtZYgEiTJEJEooRyJDKJv7RgPr6oe6beyjRvMPY2bxwCTgYzO728x2m1mNmX1qZhcHsV4R8cP8z+dn37vq3n57y/cmOBx7y/cm3Lvq3n7zP5+f3VE1vPLKK5+//PLLn992223bly1blvmDH/ygX0ftW4JKOdIJxWVmknv1VfT7v/8j99pryDj3HLr/4lYGLFxA2qmnYnGh7rFAwokyRIJIGSISBZQjkSOUf0HmABuamV7caH5L6yUCFwM7gB8B+4HLgT+bWYJz7rHmVjSzTDydMTbW28e6RcQHc9bOyauqrfpGQ3lVbVXMnLVz8jrqiscxxxxTDnDaaaeVdu3atebqq68ecPPNN+8aNWpUZVvrSqfWoTmiDPFebGoqKePHkTJ+XKhLkTCnDJEg0rmISBRQjkSOUD9o6fyY11BzEjDFOfd359xrwAXAKuAXrWzzejydMTZ+rfCpYhHxSVF5UbNDirU0PdiOOuqoMoAvvvhCQ51Fho7MEWWISAdThkiQ6VxEJMIpRyKH141XZvaYmU0M4L6LaP6KRsPtey21gu7DEybrnXNbGybWD5/7MtDbzLq1sO4DwIAmr+N8L13CSVVFDTvWF7Nh1W4+e6eQL97fzc4v9lNTXRvq0qJCTnJOlS/Tg+3NN99MBRgyZEhI9h/NIiBHlCEiHUwZIg0iIENAOSLS4ZQjkcOXxwYvBS4zs8/wDA37tHOuqB37/hSYYWYxTZ41H1P//klzKznnys1sYwvbbBi+qOmz6w3r7sdzW+9/VtCIRxGrZG8Z29fv55O3Cti77eBh83sPz2L4t3rQe1gWXTKTQlBhdJiVP6vg3lX39mt8u25CbELdrPxZBcHe92mnnTboyCOPPDR27NjyhIQEt2LFitQ5c+Z0P/PMM/fpNt2QCOscUYaIdDxliDQS1hlSv65yRKSDKUcihy+NV73xDAl7KfBb4Fdm9gLwRP2tsr5ahOfZ8Kk0GuUDuAj4vJXRPQCeA35iZv2dc1sAzPPNfwawyTm31496JIJs/mgPr81dR3VFy3dX7Vi/jx3r95Gamcjky0fRa4iGHg6GhmfJQzHCx4QJEw4tWLAg+4EHHkg0M/r06VP585//vODGG2/cE+x9S7OUIyLiE2WINKIMERGfKUcih3nucPVxJbPj8XzZzwCSgW3AXODPzrntXm7DgGXAWOAmPM98X4wnML7rnFtcv9ybwAnOOWu0bg6wBjgE3M5/OkmcAZzvnJvvw/9Lf2Dz5s2b6d+/v7erSSf2xfu7eW3uOlyd9z/bcQkxTLlqLH2Gd9igEyG1ZcsWBgwYADCg4Y+uptauXbslPz9ff3xFmbVr1+bm5+f3D/Z+IiVHlCESrdrKEWVI9OqIHImUDKnfVn+UIxJldC4iLWktQ/zqsN0595Zz7mKgJ3Al8BVwG7DJzJaa2XetjXtg658L/x4wD7gbeAlPeExvCItW1i3C83z4x8DDeK6c9AOm+RIWEnl2rC/mn0/61nAFUFNVx6uPfcJXW0uCVJmINKYcERERfylDRESijy+PDTYnGUivfxmeqw8TgdOAT83sPOfcZy2t7JwrwTO87I9aWeY7LUzfApzrb+ESeWpr6lizbDt1tb7fTQhQcaiGz9/bRbd+6QGuTERaoRwRERF/KUNERKKEz3demVmMmZ1pZs8B24F7gQPAfwO98FwBuaL+/bEA1irSqq+2lrD14/b02wmfLt/Jvl2HAlSRiDRHOSIiIv5ShoiIRCev77wys0HAZXieBe8JlACPAo865z5usvhcM0sBfhOoQkXasvWT9jVcgefurR3r95HVo0sAKhKRxpQjIiLiL2WIiEh08+WxwS/q398BbgbmO+cqWll+C1DoZ10iPqmpquXzd3cFZFvbPytmzHd6B2RbIvINyhEREfGXMkREJIr50nj1B+BPbQwb+zXn3BJgiV9VifioqrKWyrKagGzrYHFrfweJSDsoR0RExF/KEBGRKOZLn1cfAGUtzTSz/mZ2UftLEhGRCKUcERERfylDRESimC+NV08Cx7Qyf2L9MiIdLiExlsSU9g6e6ZGalRSQ7YjIYZQjIiLiL2WIiEgU86XxytqYHw/UtaMWEb/FJcQy9OjuAdlWnxHZAdmOiBxGOSIiIv5ShoiIRDFfGq8AXHMTzSwTOBN1iigh1G90Tru3ERsXQ5/hWQGoRjqbzZs3x6ekpIwzswkHDhzw9btPAkc5IiJhSTnSKShDRCQsKUPar9WDZmazzazWzGrxhMVfGz43fgFFwH8B8zqgZpFmde+fQZ+R7btrauRxvcjq2SVAFUlncu211/ZOSUnRFdkOphwRkUihHOl4yhARiRTKkPZrq5OgNcBTeG7TvQhYAWxqsowDSoF3gWcDXaCIt2LjYxh3Sl8K1u+jrq7ZC3OtSkiOZdjEHkGoTELt5ZdfTn3rrbcyrrvuusI777yzd6jriTLKEREJe8qRkFGGiEjYU4YERquNV865F4AXAMysH3CXc25ZRxQm4o8+I7M5+eIR/PPP63A+tF/Fxsdw2hWj6d4/PXjFSUjU1NRw/fXX9/3pT3+6MzMzszbU9UQb5YiIhDvlSOgoQ0Qk3ClDAsfrZy2dcycqLCQcDDm6O6f/cAzxibFeLZ+SnsDUH+XTd2T7+8ySzue+++7rWllZaT/72c/2hLqWaKccEZFwpBzpHJQhIhKOlCGB09ZjgyJhx8wYeERX/uvmo9ixvpiP3yygeOehw5brOTiDkd/uRd6wLNKyk0JQafQofnZedtHDD+fV7N2bEJebW5Vz1VUF2RecXxzs/e7atSv2nnvuyXv00Uc3JyYm+v4sqYiIhFyoMgSUIyIikUDnIpGhxcYrM6vDM9xsinOuqv5zWwfcOefUICadQma3FDK7pTDkqB7s3nyA8oNV1FbXEZsQS2pGIt0GpBOf4N3dWeK/4mfnZX91zz39XGVlDEDNnj0JX91zTz+AYIfGT37yk7z8/PxD55133oFg7keapxwRkfYKZYaAciSUlCEiEgg6F4kcrX25P4UnIGqbfBYJK4nJcXokMISKHn44ryEsGrjKypiihx/OC2ZgvP/++0l///vfc19++eXP9+7dGwtQVlYWA1BcXBwbGxvrUlNT9Z0WXMoREWmXUGUIKEc6AWWIiLSbzkUiR4uNV865S1r7LCLijZq9exN8mR4on332WVJNTY2dcsopw5vOGzhw4Nj/+q//2jt//vytwawh2ilHRKS9QpUhoBwJNWWIiASCzkUih9e31ZpZrHNOveOLiE/icnOravbsOSwc4nJzq4K531NOOaV08eLFGxpPW7p0afojjzzSY/78+V8MGzasMpj7l8MpR0TEV6HKEFCOdDbKEBHxh85FIocvz4TvNLNngKecc2uCVZCIRJacq64qaPycOYAlJtblXHVVQTD327Nnz5qzzjrrYONpmzZtSgA47bTTSjMyMuqCuX9plnJERHwSqgwB5UgnpAwREZ/pXCRyxLS9yNc2AdcDH5jZWjP7sZl1D1JdIhIhsi84v7jb//zP1riuXaswI65r16pu//M/WztqpCjpVJQjIuITZYg0ogwREZ8pRyKHOed9H2FmNhi4GPg+0B+oAV4F/gL8wzkXdre+mVl/YPPmzZvp379/aIsR6SBbtmxhwIABAAOcc1uaW2bt2rVb8vPz93ZoYRJya9euzc3Pz+8frO1HWo4oQyRatZUjypDoFcwcibQMAeWIRCedi0hLWssQX+68wjm30Tl3q3NuIHAi8DRwLDAfKDSzOe0tVkREIpdyRERE/KUMERGJXj41XjXmnFvunLsc6AFcUb+tKwJVmIiIRDbliIiI+EsZIiISXXzpsP0wZnYScBEwHUgFigJRlIiIRAfliIiI+EsZIiISPXy+88rMhpvZ3Wa2FXgNuAB4HZgB9PJxW6lm9qCZFZpZuZm9b2Zn+7gNM7PXzcyZ2QO+rCsiIh1POSIiIv5ShoiIRCev77wysx/hubIxATDgQ+B+4P+cc/52pLYIGA/cBGwGLgEWmdlU59xSL7dxBTDcz/2LiEgHUY6IiIi/lCEiItHNl8cGHwQK8YTEX5xzn7Znx2Y2BTgFmO6cW1Q/7Q1gYP0+2gwMM8sD7gUuBxa0px4REQk65YiIiPhLGSIiEsV8abyaArzqnKsL0L6nAQeAFxomOOecmf0FeNTMRjrn1rWxjUeAt5xzC80sQGWJiEiQKEdERMRfyhARkSjmdeOVc+7lAO97NLCumQD6qPH8llY2swvwDJE7MsB1iYhIEChHOqmqQ1BeDHV1EJcIaT1CXZGIyGGUISIi0a3FxiszOx7AOfdW489taVjeCznAhmamFzea31JtucDvgZudc9u93B9mlglkNpnc29v1RUTEe5GWIxGXIQd2wK6P4d1HYPu7UFsFKTlw9CwYcgrkDoOElFBXKSJRKtIypH69yMoREZEO1NqdV28CzsySnXNVDZ9bWd7q58f6sP/WttfavAfxdKr4kA/7ArgemO3jOiIi4p83iawciZwM2fkhzLsQSnZ8c/qhvfDGXZ7XcTfAxFmQ2jU0NYpItHuTyMoQiKQcERHpYK01Xl2G50u7usnnQCmi+Ssa2fXvxc3Mw8wmA+cBJwHpTZ4vT6y/olHqnKtpZvUHgD83mdYbWOF92SISLh588MGc6667rn/T6ffff//Wn/zkJ/6OTCTei7QciYwMKfwInvouVBxofbkVv4HqMvjO/0BSRsfUJtKJKENCLtIyBCIlR0TEK8qRwGqx8co59+fWPgfAp8AMM4tp8qz5mPr3T1pYbxQQg+fqS1Oz6l9nAIc9F++c2w/sbzxNnStKINSW11BXXg11EJMQQ0xagn62OpF//OMfG1JSUr7+nhkxYkRlKOuJFpGWIxGRIRUlsPTGthuuGrz7MAw+BQafHNy6RDoxZUhoRFqGQITkiIj4TDkSGF532G5mvwCec841+0VuZqOAGc65O7zc5CI8w8pOpdEoH8BFwOetjO6xAFjTzPQ3gIV4bt/9qJn5IgHlnKO68BAVX+yj9J2d1O2v8syINVLGdSN5dA6J/TOISfJlUE8JhuOPP/5QRkZGoEYnEj8pRzqBPZ95+rfyxftzod8xEJ8cnJpEOjllSOegDJFAqK6soPzgQXCOuIQEUjKadkEmEnjKkcDw5az6NmAjLV+FGI3nGW5vA2Mpni/5J8wsB89z4xcDxwLfbVjIzN4ETnDOGYBzbgewo+nG6q9a7HDOvenl/kX8VltaxcG3dlD6rwJo+jVU6yh7fzdl7+8mvlcXMr83mMS+6SGpU6STuQ3lSGh98U/f1/n8Rdi7EXqOaXtZEZHguQ1liPipurKC4p0FvL/4Ob5Y+W9qa2rI6d2XSdPPp/eIUaRmt9g/v4h0EjEB3FYS0Nyz3c1yzjnge8A84G7gJWAsMN05tziAdYkEVG1pFfue30jpW800XDVRvfMQe+d+QsWm/a0vKEE1cODAMXFxcRMGDBgw6v77788NdT3SIuVIsO1s7maBNjgHFfsCX4tImFCGhA1liDSrurKSjave5a//ez3r/72c2hrPj0nRjm28+OC9LPn9vZQWF4W4SolkypHAaPXOKzNL55vDueaYWd9mFs0Gvg94PVQsgHOuBPhR/aulZb7j5bb0wLgEnXOOg29up+IT7wPOVdRS/Ox6uv73GOK7dwlidZ3Xx8t3ZL+/dEte2YGqhJSMhKojp/QvGHNC72Y7Qg2kvLy86htvvHHnpEmTDtXV1fHss89m33DDDf3Kyspibr311q+CvX9RjkSMQHaRLOIjZUj0UoZIIBz4ahdLH7rfczGmGQXrP2X1S4v59nkXEhun7j4ikXIkMrT12/lj4Bf1/+3wjJDxQAvLGnBTgOoS6ZSqCw9R+u+dPq9Xd7Ca8vXFUdl49fHyHdn//vvGfrU1dTEAZQeqEv799439AIIdGjNmzCiZMWNGScPnc845p2Tq1Kn229/+tufPf/7zr2JjfRlNW/ykHOlMeuXDxld9W8cMkrOCU49IG5QhUU8ZIu1SW13Nx6+/2mLDVYM1rywhf/IZZHTr3kGVSUdRjkSOthqv3qx/NzzBsYjDOyB0QCnwrnPu7YBWJ9LJVHyxz+87EEr/VUCX8d2JTUsIbFGd3PtLt+Q1hEWD2pq6mPeXbsnriCseTU2fPn3/kiVLsj///POEkSNHVnX0/qPQm/XvypHOYPBkeOs+39YZOgVyBwenHpE2KEOi3pv178oQ8Ut56UE2rmp7oJLqygrKDuxX41UEUo5EjlYbr5xzy4HlAGbWD5jjnFvZEYWJdDa1ZdWeDtr9VHewmsotJaSMia7HnMsOVDXbWtfS9GBz9VfedKWjYyhHOpluI6D30bDjPe/XOeoyjTQoIaMMiW7KEAkEV+fdIG9Oz8hHJOVI5PC6w3bn3KUKC4lmdeU11B2sbtc2akujr3E9JSOh2f/plqYH28KFC7MyMzNrBg8eHH3/GCGmHOkEktJhyn2Q6OUIqEf/EPKODG5NIq1QhkgDZYj4IzGlC3kjRrW5XExsHMlpGh08EilHIofXPdKZ2dXANOfcKS3MfxVY6Jz7U6CKE/FWSUkJ69ato6qqiiFDhtCzZ8/A76QuAFdjArGNMHPklP4FjZ8zB4iNi6k7ckp//29j89Lpp58+8Oijjz40duzY8urqaps/f3720qVLs371q19t09WOjqcc6SR6HQEXPQ/zLoSDrfTh9+0fw7euguTMlpcRCTJliDRQhog/4hMTmTDlu6z/15utLjf828eTmpXTMUVJh1KORA5fhlO4BHi/lfkbgMsABYZ0qLq6OpYtW8batWsBWL16NZdccgmZmYE94bL4WM+9it7dedysmITo+5JqeJY8FCN8DB48uPKpp57qunv37njnnA0ePLj8kUce2Txr1qwOf75dAOVI55E3AS5/FXZ9BO88DDtWQm21p2P2o2fB0FOh6zBIiL5BJqRzUYZII5egDBE/ZHTvwcRp57Fy0fxm56d37cYx536f+MTEDq5MOoJyJHL40ng1BHiylfmfAjPbV46I7yorK9mwYcPXn/fv38/+/fsD3ngVm55Acn5Xyj/c498GDOJ7pQa0pnAx5oTexaHoEPGhhx4qeOihh4J+VUW8phzpTDL7eF4Djofy/VBXC3GJkB6EO1dF2kEZIvWUIeKX5NQ0Jpz5PboPGsK/5z1F0Y5tAMQnJZM/+QyOOO0sMrp2C3GVEkzKkcjgS+NVPJDUyvykNuaLBEViYiJDhw79+s6rzMzMgDdcAViMkTzG/8ar5CO6Ed9TdzFIVFOOdEaJaZ6XiEjnpgwRvyWnpTHkqEn0Gjqc8oMluLo6EpKSSc3JITbWl1NiEQkVX35TNwCTgd+2MP9U4Mt2VyTio5iYGE4++WR69er1dZ9XwWi8AkgckEFst2Rqvyr3ed2UsblYjAWhKpGwoRwRERF/KUOk3bpkZNIlQ305ioQjr0cbBJ4FTjWzO83s62ElzSzezG7HExj/F+gCRbyRnp7OxIkTOe644+jRo0fQ9hObHEf2tCFYvC+/OpB2Yh+ShmQFqSqRsKEcERERfylDRESimC93Xv0OOAO4GbjSzNYDDhgBZAMrgPsDXqF0Dgd2wvZ3YO9G2PWxZ4Sq2EToMQZyh0CPsdBrHMQltL2tMJc4IIOci0dS9H/rcWU1bS6fdmIf0o7Pw+J8a/ASiUDKERER8ZcyREQkinndeOWcqzazU4Ef4+kMcVz9rA3APcDvnXPVgS9RQmr/Nvjob/D2H6Bi/+Hzt739n/8eehocdQUMOgliIntUvaTBWXS9YiwV64so/VcBdYeaNGIZJI/tSkp+V5KGZqnhSgTliIiI+E8ZIiIS3Xzqna4+EO6tf0mk++I1WHoj7Nvs3fIbXvG8jrkGJl0F6b2CW1+IJfTsQkLPLnSZ0J3KzQeoPVQDdQ5LiCGhVyrxvVLVx5VIE8oRERHxlzJERCR6aWgFad7HC2DR//MMne4wqAEdAAAgAElEQVSrt/8Auz6Bs//gGYY9wsWmJ5KSr+F1RURERERERILBp2eZzKyPmc01sx1mVmVmJ9VP71o//ajglCkd6ovX/G+4arDpDXj5f6HiQODqEpGwpxwRERF/KUNERKKX141XZjYAeB+YAXwKfN2pkXNuD3Ak8N+BLlA62L6t8OJP29dw1WD9YvhkUfu3IyIRQTkiIiL+UoaIiEQ3X+68+iVQB4wGvg807cxnKXBsgOqSUPloPuzfGrjtvfK/sPeLwG1PxEfV1dX8/Oc/79GvX7/RCQkJ47t37z728ssvj/znWTsn5YiIiB/MbMLdd9/dteHz0UcfPez0008fGMqaQkAZIiJhR+cigeNLn1enAH9wzm03s5xm5m8FegemLAmJAwXwzkMtzq7LGUVtSh+cJRPjyogp3UTMvjYapqrL4Ms3IHdIgIsV8c6555474O2330678cYbd44cObJix44dCZ988klyqOuKUsoRERHxlzJERMKOzkUCx5fGq3SgsJX5CT5uTzqbrW8f3kdVfDKV3U6lrCiDfa9tomrr57jKSiwpiaRBfcmYOIkuWcUk7HoNaqua3+7qP8P4iyA+Kej/CyKNLViwIH3JkiVZK1euXDdhwoSKUNcjyhEREfGbMiSM1NbUcmh/FdUVtVgsJHVJICU9IdRliXQonYsEli+PDW4HRrUyfxKwsX3lSEgVb/rGx6ruJ7O7dBqbH/qIXX/+J5UbNuEqKwFwFRWUf7qBXXOXsXnO5+ypOZ+arsc0v92v1sGBHcGuXuQwc+fOzZ00adJBhUWnoRwRkbAyY8aM/qNHjx6xcOHC9KFDh45MTk4eN2HChGGrV6/2+orcypUrk0866aTBaWlpR6SkpIwbM2bMiEWLFqU3zN+9e3fszJkz++Xk5OQnJiaOHzdu3PDXX3+9iy91fvnll/FTpkwZmJ2dnZ+UlDS+T58+o6+77rpevmwjDChDwkTJ3nLefu5Lnr1jJfPueo9nb3+P53+3mk0f7qHiUAsXu0UikM5FAsuXxqvngMvMbHSjaQ7AzGYA5wJ/C2Bt0tF2rv76Pyt7TqXglUqKF735dYNVS+oOlbF3/j8p+HcyVd1OOXwB5wLbj5aIl9asWdNl0KBBFRdddFHf1NTUccnJyeNOPfXUQVu2bIkPdW1RSjkiImFn586dCTfffHPvG2+8sfDxxx/fVFRUFH/++ecPrKura3PdDz/8MOmkk04avmfPnvj7779/6zPPPPPlWWedtW/r1q3xAOXl5XbiiScOXbFiRdrtt9++45lnntmYlZVVM3Xq1KHbtm3z+i6imTNnDti5c2fC73//+60LFiz44qc//WlhZWWlT6OKhwFlSBg4sKec536zmo9e30FN1X9+R/YVlvHSnz5mzWvbqThUHcIKRTqOzkUCy5dba38JnAWsBN7CExb/Y2Z3A0cDa4D7A16hdJySnQBUdTuJna/sp2L9pjZW+Kay1Z+xK2YUvSYdTdze9745s7osUFVKGFrz2tLsdxc8m3do/76ELplZVZPOuaDgiMlTioO9371798YvWLAgd/jw4WVPPPHEppKSkpjZs2f3PvvsswetWbNmfUxMpP1d3+kpR0Qk7Bw4cCBu+fLl68eMGVMJUFtbaxdffPGgtWvXJo0bN67Vq+m/+MUveqalpdWuXLlyfUpKigOYNm1aScP8OXPm5GzcuDH5ww8//HTUqFGVAFOnTj04aNCg0b/85S97/OlPf/Lq1vWPP/64y+OPP75p5syZB9peOmwpQzq5qooa/r1wI4f2t3zh+4OXtzLgiK4kddG5u3QcnYtEBq8br5xzJWb2LeBOYCaeET4mA/uBh4GbnXO6HS6cxSVCbAIHduVRsW6ZX5s49P6nHBgxmRyaNF5ZbPMrSMRb89rS7Df/8li/2urqGIBD+/clvPmXx/oBBDs0nHM453jxxRc39ujRoxagd+/e1VOmTBm2ePHitO9+97sHg7l/+SbliIiEo169elU2NFwB5OfnlwNs3bo1vq3Gq7fffjt9+vTpRQ0NV029/vrraaNGjSobOnRoZXW1526UmJgYN2nSpINr1qxJ8bbGESNGlM2ePbt3UVFR3JQpU0oGDRoUcbe2KEM6v7IDVWxZu6fN5db+cxsn/mA48YnqokyCT+cikcOnpj7nXIlz7jrnXFegO9ADyHHOXeOcK2lj9cOYWaqZPWhmhWZWbmbvm9nZXqz332b2DzPbWr/eF/Xb6drWutKKHvlU9ZhM8Yvvtmszxa+uoaZHk5GKu+ifJlq9u+DZvIawaFBbXR3z7oJn84K97/T09NqhQ4eWN4QFwKmnnloaHx/vNMpHaChHRCTcZGRk1Db+nJSU5ADKy8vb/Dv6wIEDcT179myxIamoqChuzZo1XRISEiY0fi1cuDCnsLDQ696tFyxYsGns2LGHbr755j6DBw8eO3LkyBEvvPBCmrfrhwtlSOdWfrAK12wz7Tft3LifqvLathcUCQCdi0QOv5u7nXNtN6u3bREwHrgJ2AxcAiwys6nOuaWtrHc78Abwv0ABMBKYDZxtZkc45/YHoLbo03Uohz6rou7QoXZtpmb3HsrKx5DOvzwTElIhq18ACpRwdGj/vmb/+G5peiANGjSoorKy0ppOd84RExPjxZ9XEkzKERGJdBkZGTWFhYUtPh+VlZVVO3r06LI//vGPh3UO2tBI5o0BAwZUL1y4cEtdXR0rVqxIueWWW/LOP//8wZs3b/6o8UlTJFGGhDNDf4RJR9G5SORosfHKzPr6s0Hn3DZvljOzKcApwHTn3KL6aW8AA/E8r95aYIxzzn3V6PNyM1sHvAn8APiDH6VHPZc3gZIPXgvItkq/LCc9Lx0qS2DUNEjtFpDtSvjpkplV1Vw4dMnMCvpwM6effvr+++67r1dhYWFcz549awBeeumltJqaGhs/fnx5sPcf7ZQjIhLtjjnmmJLFixdnl5WVFTT36OCJJ55Ycscdd/QeMmRIVUNOtUdMTAwnnHBC2ezZs3dOnjx5+MaNGxN79OgRlh2PKkPCT0pGAjGxRl1t6+fk/cfkkNRFjwxKx9C5SORo7VtjC/jVKO5t50bTgAPACw0TnHPOzP4CPGpmI51z65pbsUlYNFhV/97bl2LlP+pSB1FV0Nyh9V3FjiIYmutpvBrZ5t3XEsEmnXNBQePnzAFi4+PrJp1zQUGw93399dfveeyxx7qdccYZg2+66abCkpKS2Ntuu633t771rZLTTjutNNj7F+WIiES3u+66a+e3v/3tkRMnThx+7bXX7uratWvNBx98kJKTk1Nz/fXXF1111VVFc+fO7Xr88ccP+9GPfrRr8ODBlXv27IlbuXJllx49elTPnj27zT/MioqKYk866aQhF1xwQdHw4cMrKioqYh544IHuXbt2rT7iiCPC+eRoC8qQsNIlI5GhR3dn/Tu7Wl1u9Am9iYtXf7jSMXQuEjlaa7y6A/8Cw1ujgXXOuabjDH/UeL4P2zup/v2T9hYWrZyDuvLA/I1TV1aBi+2CDZ4Mfb8VkG1KeGroCDEUI3xkZ2fXvfbaaxuuvvrqPpdffvnA+Ph4N3ny5P1z5szZHux9C6AcEZEol5+fX7ls2bL1N910U97111/fH2DQoEHld955ZwFASkqKW7FixYYbbrih169+9au8oqKiuOzs7Jojjjji0PTp07169CwlJaVuxIgR5XPmzOm+e/fu+KSkpLpx48YdWrp06YbU1NRwfixFGRJm4hJiOXrqQL7aepDinc13Q3LCzGGk5yZ1cGUSzXQuEjlabLxyzt0W5H3nABuamV7caL5XzCwbeBD4AvhbK8tlAplNJkft1ZGmLDGJmC5dqCttfyNwbHoXzO2Dk26GxIjrL1R8dMTkKcUdERDNGT16dOXy5cs3hmLf0S7SckQZIhJ9Fi5cuKXptGHDhlU55z7wdhsTJ04sby2HcnJyap988sntQIsnM0339957733e8N/Jyclu3rx5h/WZFe4iLUPql4v4HEnLTuKsH+Wzee1eVr+yhUP7q8Cg74hsjjprANk9u5CQpEcGpWPpXCQyhPqbo7WrKV5daTGzFOB5IBs43jlX2cri1+PpTFGaEZuSTPK4cRx8+eV2byt5QDc46WLoNS4AlYmItKgjc0QZIiISWXQuEgRp2UmMPbE3A8flUlNVh8UYSV3iSUwO9amniISzNof4bczMYs3sIjP7q5m9Zmbj6qdn1U/3ZbjJIpq/opFd/95my6iZJQP/AMYBU5xzH7WxygPAgCav47wtOBqkTzkjINtJOOlEGKG+rkTkm8I8R5QhIvK12tpaqqurW3zV1TV9Gk3aK8wzBKIsR1Izk8jslkJGbrIarkSk3bz+Fqm/qvAqcAxwCEgBsupnlwD3AHOBW7zc5KfADDOLafKs+Zj691afFzezJDwdLH4LT1i83dYO64et/Ub/AWaHjVwZ1VKOOoq4vF7UFOz0ext1o4bwbr9EpujYikgj4Z4jyhARaezGG2/s9bvf/a5nS/MXL1684ayzzjrYkTVFsnDPEFCOiIi0hy9N4LcBR+IZmeNtYHfDDOdcrZk9B5yG94GxCLgcmEqjUT6Ai4DPWxrdA8DMEvHcnnscMNU5t9z7/w1pTVxWFrEXnkPNrx/0exvbTh3FrR/cyYi8fAZkDAhgdSIS5m5DOSIiEeLaa6/d873vfa/FTtXHjBlT0ZH1RIHbUIaIiEQtXxqvzgUedc69YGbN3WK7ETjPh+0tBd4Anqjf3mbgYuBY4LsNC5nZm8AJzrnGlyUW4AmnO4BSM5vUaN4e59yXPtQhjVTVVvFs3wJOO/1bdHn5HZ/XLznnRB7K+ICqyipWFq5U45WINKYcEZGI0b9//+r+/ftXh7qOKKIMERGJYr70edULWNvK/DLA62HlnHMO+B4wD7gbeAkYC0x3zi1uY/Wz6t9/AbzT5HWrtzXI4QpKC5i34wUe+1YZh6Yc49O6B849iT+MKWRbZSEA7xa+G4wSRSR8KUdERMRfyhARkSjmy51XRUBrnSCOAnzqKMk5VwL8qP7V0jLfaWaaHg4Pkh0HdwDwdsWn7Js4gEsHn02/Nz7HPv68xXVqjxrLluMG8Ej6B2yr2PX19PcK32Nf+T6ykrNaXFdEoopyRERE/KUMERGJYr40Xi0DLjWz3zSdYWYDgMuApwNVmIRGWU3Z1//9WcVmbuqymZHnDWLq1KkM21RFSuE+4g6UUZOZSmleJp8NiGdRwsdsKn8RmgwMfLD6IOW15WShxisRAZQjIiLiP2WIiEgU86Xx6nbgfWAV8CzggNPNbDIwC0/Txa8CXqF0qFiLPWzaukNfso4viRkYQ9rwNFLiUjhUvZPS6lLqauugvPltxVkccaZhcUXka8oRERHxlzJERCSKed2y4JzbaGYn4xmC9o76yTfUv38C/MA5tz3A9UkH65HSo8V5da6OA5UHOFB5wKttDcseRnZydqBKE5EwpxwRERF/KUNERKKbT7fFOOc+APLNbDQwAjDgC+fch8EoTjpen/Q+5Cbnsrd8b7u39e28bxMXozuvJHSOPvroYatWrUptbt5rr722/pRTTjnU0TVFO+WIiIj4SxkiIuFE5yKB5VfLgnPuEzxXOCTCZCRmcOGIC3lg9QPt3taknpPaXkgkiB555JGt+/fv/8azsL/4xS96rVu3LuWEE05QWISQckREwsEnn3ySePfdd/f44IMPumzcuDF5woQJpe+9916Lo9hcdtllfZ588sluV1xxxe5HH310R0fWGk2UISISDnQuElheN16ZWQ7QzTn3WaNpA4CfANnAU865VwJfonS07/T5Dk98/AQHqw/6vY1T+53K2NyxAaxKxHcTJkyoaPy5oqLCPvnkky5nnXVWcXx8fKjKilrKEREJN2vWrEl+/fXXM8aNG1daXV3d6ghzH3zwQdLf/va33NTU1NqOqi+aKENEJNzoXCSwYnxY9vfAXxo+mFkqsAK4GrgAeNHMjg9seRIKgzIH8fOJP/d7/bT4NGblzyIxLjGAVYm038KFC9NLSkpiL7zwwuJQ1xKllCMiElYuuOCC/bt27fropZde2jR06NAWhqjxuOaaa/pefvnlu9PT09V4FRzKEBEJazoXaR9fGq++BbzU6PN5QC9gSv37Z8BNgStNQunU/qdy7bhrfV4vOS6Z337ntwzJGhKEqkTaZ968edndunWrPu2000pDXUuUUo6ISFiJjT18FObmPPnkk1kbN25MuvPOO3cFuaRopgwRkbCmc5H28aXPq+7AtkafzwDed869DGBmf8Zz265EgITYBC4edTE9uvTg7pV3U1rd9u/X2Nyx3HDUDYzrNq4DKpRwUvruzuySZdvz6g5WJcSkJVSln9ynIHVSrw694nDw4MGY119/PXPmzJl7YmJ8abeXAFKOiEjEKS0ttZtvvrn37Nmzd6Snp9eFup4IpgwREb/oXCQy+NJ4VQ0kN/p8AvDnRp/3AzkBqEk6iYTYBKYOmsqI7BG8sf0Nnlr3FPsr9x+23Oic0Zw79Fy+0+c7ZCdnh6BS6cxK392ZvX/J5n7U1MUA1B2sSti/ZHM/gI4MjXnz5mWUlZXF/OAHP9BtuqGjHBGRiHPLLbf07Nq1a/WVV16pfAkuZYiI+EznIpHDl8arDcAMM/sjMBVPx4jLGs3vA+gfIgINzhrM4KzBzBgyg+0Ht7Pr0C6q66pJiU8hLzWPvml9SY5PbntDEpVKlm3PawiLr9XUxZQs257XkYHxt7/9Lbtv376Vxx9/fFlH7VMOoxwRkYiyfv36hD/96U/dlyxZskFX0oNOGSIiPtO5SOTwpfHqj3iubuwDUoBNfDMwjgc+Dlhl0ulkJ2eTnZxNPvmhLkXCSN3BqgRfpgdDUVFR7FtvvZVx5ZVXqi+S0FKOiEhE+elPf9r7+OOPL8nPz6/Yu3dvLEBdXR2VlZW2d+/e2Ozs7Fo1agWMMkREfKZzkcjhdeOVc+4pM6sDpgEHgLudc9Xw9dC1GcDDQalSRMJWTFpCVXPhEJOWUNVRNTzzzDOZVVVVdtFFF+mKbAgpR0Qk0nz55ZdJn3/+eXLXrl2PaDz9qaee6vbUU09127hx40eDBg2qDlV9kUQZIiL+0LlI5PDlziucc38F/trM9CJgQqCKEpHIkX5yn4LGz5kDEBdTl35yn4KOquHvf/979rBhw8rHjx9f0VH7lOYpR0Qkkjz66KNbSkpKvjEk4SWXXDJw4sSJB6+88so9vXr1qglVbZFIGSIivtK5SOTwqfFKRMRXDc+Sh2qEj8LCwrh33nkn7aabbtrZEfsTEZHIcfDgwZgFCxZkAOzatSuhtLQ09sknn8wCOOeccw4013dJYmJiXV5eXtVZZ511sKPrFRGRb9K5SORQ45WIBF3qpF7FHT0cbYOePXvW1NTUrA7FvkVEJLzt3Lkz7rLLLhvYeFrD52OOOebjYcOGddhjJyIi4h+di0QGNV6JiIiIiDRj2LBhVc65D3xZp6CgQJ2Gi4iIBJiGPxERERERERERkU5LjVciIiIiIiIiItJpqfFKREREREREREQ6LZ/7vDKzAcDJQHfgGefcFjNLAHoAu5xz6rhSRERapBwRERF/KUNERKKTT3demdmvgQ3Ao8AdQMPoK0nAOuCqgFYnIiIRRTkiIiL+UoaIiEQvrxuvzOyHwI3AH4FTAWuY55wrAf4BTA10gSIiEhmUIyIi4i9liIhIdPPlzqurgEXOueuBD5uZ/xEwzJedm1mqmT1oZoVmVm5m75vZ2V6uO8jMnjezA2Z20MyWmtlIX/YvIiIdSjkiIiL+UoaIiEQxXxqvhgKvtTJ/D5Dr4/4XAd8HbgHOxHO77yIzm9LaSmbWDVgB9AcuBi4AsoHlZtbbxxpERKRjKEdERMRfyhARkSjmS+NVBdCllfn9gP3ebqw+FE4B/ts594Rz7nU8X/7vAPe3sfoNQBYwxTn3vHNuCZ7ASQRu9rYGEYl8jz76aNbIkSNHpKSkjOvWrdvYadOm9d+yZUt8qOuKUsoRERHxlzJERMKOzkUCx5fGq/eAac3NMLMk4AfAv33Y3jTgAPBCwwTnnAP+Agxv47bbacBrzrmdjdYtAhYD032oQUQi2F//+tfMH/7whwOPPPLIQ88+++zG2267bcd7772XdsYZZwypra0NdXnRSDkiImFj7ty5WSeddNLgbt26jU1JSRk3cuTIEQ8//HB2w/ytW7fG//CHP+w9bNiwkSkpKeN69Ogxdtq0af03b96sk5LgUIaISFjRuUhgxfmw7H3AK2b2NDC3floPMzsNuB3oDcz0YXujgXXOubom0z9qPL/pSmaWDAwC/t7MNj8CZppZN+fcVz7UIiIRaN68edmjRo0qe+qpp7Y1TMvMzKz9/ve/P3jt2rVJ48ePrwhlfVFIOSIiYePBBx/s3q9fv8p77rlne25ubs2SJUsyrr766gFFRUVxt95661dvv/12yiuvvJJ54YUX7pk4cWJZYWFh3K9+9atexxxzzPB169Z9mpWV1fS7SdpHGSIiYUXnIoHldeOVc+6fZnYl8Hv+EwxP179XAVc4597xYd85eIa6baq40fzmZOEZXaS4mXmN1z0sMMwsE8hsMrkfwI4dO9ooVyRyNPp5jw1lHcFWXV1tqamp37iskZGRUQvgubgqHSncc0QZIvIf0ZAjL7300saePXvWNHw+++yzDxYWFsbPmTOn+6233vrV5MmTS88555xP4uP/c6PVpEmTyvLz80c//fTTWddee21RSAqPUOGeIaAcEWkQDRkCOhcJNF/uvMI596iZ/QM4FxiO54v7C+BvzrkCP/bf2r9YW/+a/qx7PTC7uRnHHXdcG7sTiUg9gS9DXUSwXHrppXsvvPDCQQ899FDOzJkz9+3YsSN+9uzZeRMnTjw4YcIEXekIgTDPEWWIyOGCmiPOOVasWJH23HPP5e7duzchNze3avr06XuPO+64g2YWrN0C0LjhqsERRxxR9s9//jMTIDc397BnPsaOHVuZlJRUt2fPHp/+xhbvhHmGgHJEpCmdi4jXvApWM0sEJgKFzrkvgD8EYN9FNH9Fo6EvgeauZgDswxMI/qz7APDnJtMGAsuAE4BtTVcQv/XGMwrLcYAuJQVWII5tLJ6wWBWoolqzatWq7OXLl+eVlpYmpKamVp1wwgkFRx11VEu/pwFz/vnnH9i3b9+W66+/vv8111zTHyA/P//Qyy+/vDHY+5ZvipAcUYZ0LOVIcATquAY9R4qLi2NnzZo1tKCgIKmysvLrflpXrVqVmZeXVzFnzpwN2dnZHdppyLvvvps6aNCgFk84Vq5cmVxRUREzatQonZQEUIRkCChHOpIyJHh0LuIlnYsElrdXhWrxfKn+FM/VjUD4FJhhZjFNnjUfU//+SXMrOefKzWwTnufQmxoD7GnpGXPn3H6ajELS6KrdNufcFu/Ll9Y0Oq47dFwDK4DHtkOucqxatSr7lVde6VdTUxMDUFpamvDKK6/0Awh2aCxevDjthhtu6HfZZZftPvPMM0sa+iM588wzB/373//eEBenC+MdKOxzRBnSsZQjwRHg4xrUO65mzZo1dNu2bck1NTXfuMWqsrIyZtu2bcmzZs0aOn/+/M+CfQdWg+effz5t2bJlmb/73e+2NDe/traWa665pm+fPn0qp02bVtIhRUWPsM+Q+nWVIx1EGRI8Ohfxns5FAsur0QadczXALjy35gbKIjzPfE9tMv0i4HPn3GEdJDZZd7KZ9WiYYGbZ9dt6LoA1ikg7LV++PK8hLBrU1NTELF++PC/Y+/7Zz37W++STT97/yCOPFJx11lkHr7jiin2LFi3a+N5776U988wzTfuckCBSjoiIL1asWJFWUFCQ1LThqkFNTY0VFBQk/etf/0rriHrWr1+fcNlllw088cQT919zzTXN9mV15ZVX9l67dm2XuXPnbk5MTFRnJgGkDBERf+lcJHJ41XhV7+/Af5mZL+u0ZinwBvCEmV1mZiea2Z+BY4EbGxYyszfNrOkfAL/BM7TtUjP7rpmdCbwI1AB3B6g+EQmA0tLSBF+mB9LmzZuT8vPzyxpPy8/Pr0xKSqrbuHFjYrD3L4dRjoiIV5577rncxo8KNqeysjJm4cKFucGupbCwMO70008fmpeXV/X8889vjok5vKy77rqr2+OPP979oYce2nzKKaccCnZNUUoZIiI+07lI5PDly/9xIAV4zcymmtlwM+vb9OXtxpyne/3vAfPwfMm/BIwFpjvnFrex7m48z9huxzPKyHw8t+Ae75zTs+IinUhqamqVL9MDqWfPnlVr1qxJaTxt9erVSRUVFTEDBgwI+v7lMMoREfHK3r17vTqp8HY5f5WUlMScfvrpg2tra3n55Ze/SEtLq2u6zOOPP541e/bsPrfccsuOK664Yl8w64lyyhAR8ZnORSKHLw9ZfoKnc0IDvtPKcl4Pd+mcKwF+VP9qaZlm91XfWeN3vd1XK/YDt9Pk+XNpNx3X4AmrY3vCCScUNH7OHCAuLq7uhBNO8GdUIJ9ceumle2bPnt3niiuuqD7zzDMPFBYWxv/617/u1atXr6pzzjnnQLD3L4eJxBwJq9/HMKNjGxxhcVxzc3O9+qPe2+X8UV1dzdSpUwdu27Ytcfny5evz8vIOG31w8eLFaVddddWAiy666Ks77rhjd7BqESAyMwTC5HcyDOm4Bk9YHVudi0QOXxqv7qDtIWPDTn3HibeFuo5Io+MaPOF2bBs6QgzFCB8333zzVwkJCe6JJ57o+te//rVrWlpa7VFHHVV633337UhPTz/s6rkEXcTlSLj9PoYTHdvgCJfjOn369L2rVq3KbO3RwcTExLoZM2bsDVYNF110Ub+33nor484779y+Z8+euGXLln39d/PJJ598aPXq1UkzZ84cNHDgwIqZM2cWL1u2rEvD/P79+1cNGjSoOli1RamIyxAIn9/JcKPjGjzhdm2odg0AACAASURBVGx1LhI5zHPHrIjIN61du3ZLfn5+0E4KpHNau3Ztbn5+fv9Q1yEi4a29GeKc47zzzhvR3GiDAHFxca5v377lwRxtMC8vb8zOnTubfSzROffBgw8+mHPdddf1b27+j3/848Lf/va3O4NSWCenHBGRQNC5SHRqLUM0NqOIiIiIdCpmxpw5czbMmjVraEFBQVLjO7ASExPr8vLyKubMmbMhWA1XAAUFBR+3Nv/aa68tuvbaa5sdeVBEREQCy+sO283seG9ewSzWF2aWamYPmlmhmZWb2ftmdraX6w4ys+fN7ICZHTSzpWY2Mtg1hwN/j6uZ3WZmrpnXro6oOxyYWW8z+72Z/cvMSuuPz3d8WH+CmS0zs0Nmts/M5plZ0IeAFfFWOOWIMiR4lCPBEYkZkp2dXTt//vzP7rnnno3HHnts8fDhw0uPPfbY4nvuuWfj/PnzP8vOzq4NZX3SscIpQ0A5EizKkOCJxByRyOLLnVdv4t1z5l53khhki4DxwE3AZuASYJGZTXXOLW1pJTPrBqwAvgIuxjPk7S3AcjMb55zbEezCOzm/jmsjk4HSRp81ysJ/DAYuAFYDywCv/sABMLMReH5HVwHnAF2AXwJv1v/clrayukhHeZPwyRFlSPAoR4IjIjPEzDjuuOMOHnfccQdDVYN0Gm8SPhkCypFgUYYET0TmiEQOXxqvLm1h/UF4vjS2AH9qf0ntZ2ZTgFPwDHW7qH7aG8BA4H6gtS+2G4As4Ejn3M76dd/B8+V4M3BlEEvv1Np5XBu8X9/JnxzuLedcNwAz+x4+BAaeET8OAlOdc4fqt/EJ8ClwNfDrANcq4o+wyBFlSPAoR4JKGSKRLiwyBJQjwaIMCTrliHRqXjdeOef+0tI8M7sPTwttZzENOAC80DDBOefM7C/Ao2Y20jm3rpV1X2sIi/p1i8xsMTCdKA4M2ndcpQ3OOb9GnDCzeOAs4PGGsKjf3nozexeYgQJDOoEwyhFlSPAoR4JEGSKRLowyBJQjwaIMCSLliHR2Xvd51Rrn3D7gcTy3b3YGo4F1zfwCftRo/mHMLBnP1ZtPmpn9EdCt/lbeaOXXcW3iMzOrrX9O/bEoP56BMhBIpuWfW2/+XURCqpPliDIkeJQjnY8yRMJeJ8sQUI4EizKkc1KOSIcISONVvX14fnA7gxyguJnpxY3mNycLMD/XjQb+HleAL4Gf47nlezLwMHA+8K6ZZQWyyCjUcNxb+rdJrv9jSKSz6yw5ogwJHuVI56MMkUjRWTIElCPBogzpnJQj0iF86fOqRWaWBPwA6EyjNbTWoWNbnT22Z91I59excc493WTS6/W3kb6K5znouwJQW7TTz62ErU6YI8qQ4FGOdE76uZWw1QkzBJQjwaIM6bz0cytB5XXjlZnNbWFWNvAtoCtwYyCKCoAimm95z65/b65VGDxXbJyf60YDf49rs5xzr5lZIZ6fH/FfUf17S/825c65ig6sR6RZYZQjypDgUY50PsoQCQthlCGgHAkWZUjnpByRDuHLnVeXtDC9GNgA/Ng593/trigwPgVmmFlMk2eix9S/N/c8Ls65cjPbRPPP5Y4B9jjnvgpsqWHFr+PahhjAr84B5WubgHJa/rn1599FJBguaWF6Z8sRZUjwKEc6H2WIhItLWpje2TIElCPBogzpnJQj0iG87vPKORfTwivXOXdMJwoLgEVAJjC1yfSLgM/bGIViETDZzHo0TDCz7PptPRfoQsNMe47rYczsVKA78G5gyotOzrlq4EU8YZ7SMN3MhuK5khTVP7dPP/105tChQ0cmJCSMz8vLG3Pbbbd1D3VN0SqMckQZEjzKkU5GGSLhIowyBJQjwaIM6YSUI63TuUjgeN14ZWZ9W+tozcySzaxvYMpqt6XAG8ATZnaZmZ1oZn8GjqXR7cRm9qaZNX3+9jd4hmBdambfNbMz8fwy1gB3d0j1nZffx9XMPjSzH5vZFDObbGazgYXARuCPHfe/0LmZ2Tlmdg7/uX35hPppZzRaZouZbWmy6mwgA/iHmZ1uZjOAfwBbiOLj++qrr3a5+OKLB40bN+7QvHnzNs6cOXPvXXfdlXfHHXdoZJkQCKMcUYYEj3IkiJQhgTV37tysk046aXC3bt3GpqSkjBs5cuSIhx9+OLvpcu+9917yiSeeODgtLe2ILl26jBszZsyIFStWpDS3TfFfGGUIKEeCRRkSZMqRwNK5SGD58tjgZjwdIbZ0VePs+nmx7S2qvZxzzsy+h+cL/m48LfTrgOnOucVtrLvbzI7DExxP42ngWwEc75zbFtzKO7f2HFdgPXAV0AuIB7bjGdL4Tufc/uBVHXb+3uTzbfXvW4H+La3knFtnZicCv8YTxNV4OqD8qXPuYODLDA+33357r/Hjx5fOnz9/K8D06dNL9u3bF3v//ff3uummm/YkJSWp88iOFRY5ogwJHuVI0ClDAujBBx/s3q9fv8p77rlne25ubs2SJUsyrr766gFFRUVxt95661cAb7/9dvLkyZOHn3LKKfuffPLJTTExMbz33nspZWVlgRzRWzzCIkNAORIsypAOoRwJIJ2LBJY5593xMrM64MKWbsk1swuAp51zARnBUERCa+3atVvy8/P3hrqO9sjJycm/9NJLv/rNb35T2DBtwYIF6eeee+6QJUuWfH7mmWeWhrK+zmjt2rW5+fn5/YOxbeWISPQIVIaUlZXFLFq0KPvll1/OKS0tjU1NTa09/fTTi6ZNm1ackpIS1H5qCgsL43r27FnTeNrUqVMHrF69OrWgoOBjgPz8/OF9+/atXLx48eZg1hJOgpUjyhCR6KJzkejUWob4elWotZauEYBarUWk06iqqrKEhIRvfG8lJiY6gE8//bTFRw8kqJQjIuKVF154IWvy5Mn5Dz/8cJ/PPvssdfv27cmfffZZ6sMPP9xn8uTJ+S+88EJWMPfftOEK4IgjjigrLi6OA/jggw+SPvrooy7XXXddNHeg3dGUISISNnQuElitXpkws4uBixtNusXMrvj/7N17XJRV/gfw75kZ5sZ9FAHxAl5AVEAUJf3tegsTW1m3zS1XE63cypZNqdCWMi1NLVZto7xsrrmYuq661uqmlpqX3U0STVJE8EapiHIVhmFuz5zfHzNjgIAMPMP18369eCkz5znPeWZgvpzvcy51FNWQdXeBPSK2DQA6iBs3tmqu5X0YYDQWyuVyH2NQYMLNHj1mOH2r5169ehnOnDlTY92R9PR0NRFRSUlJq08r6AwQRwCgKT7//HPvd999N9BoNN53o9VgMEiIiN59991AIqIpU6aUtlS7Tp486da3b189EdF//vMfVyKi4uJiWUhIyMArV66o/P39DS+//HJBYmJiux4t0FYghgCAGNAX6RgeNPLKi4iCbF+ciHyqfW//CrTVs4ms84gBAO65cWOr5tLld3objXfkRJyMxjvyS5ff6X3jxtb7Fr0V2zPPPFN46NAh71WrVnUtLCyU7t6922Pt2rV+RERSKeJFC0EcAQCH6HQ6yXvvvVdn4qo6o9Eoee+99wJban2pzz77zP3w4cNev/vd7+4QERUUFLgQEb3wwguBv/nNb4r37NmTO3bs2PKXX365944dOzxbok2dAGIIADQL+iIdR4PBnnP+Z855EOc8iIgYEc23f1/tqw/nPJxz/hznvLBlmg0A7cW1vA8DLBZDjc8ai8UguZb3YYCzzz1v3ryi6dOnFy5cuLB3t27dhjz11FN9X3755VtERL6+viZnnx8QRwDAcXv27HGoQ/HZZ585dfogEdHFixflzzzzTJ9x48aV/eEPfygmIrJYrEtu2XaPuh0XF1exZcuWH6Ojoyvee+89P2e3qTNADAGA5kJfpONo9J0qzrmkvgUSAQDqYzQWyh15XEwymYzS0tJ+vHXr1tn09PQL+fn5maNHj9YSEf385z+vdPb5oSbEEQBojAMHDnSxTw18EIPBIDlw4EAXZ7bn1q1bstjY2OCAgADjZ599dk0isTZNo9EIRETjx4+vsZPW6NGjK65cuYK1TESGGAIATYG+SMeB3TgAwKnkch+jdZju/Y+3VBt8fHwEHx+fKiKi1NTUbpGRkZWRkZH6ljo/AAA0nlardWguhVarddrfs+Xl5ZLY2Nh+giDQgQMHLrm7u9/b4XDQoEF6IqLaO3dzzokxhu3PAQDaAPRFOg6H1ghgjPVljH3IGDvFGLvMGLta6+uKsxoKP2GMzWaMccbY2NZuS0fFGAu0vcZLmlHHUcZYnnitqlH3Elv7Ap1Rv5iCAhNuSiSKGtuZSyQKS1Bgwk1nn/vw4cOub775pu9nn33m/re//c1r0qRJffbv3++9bt26H5x9bqgb4kjrQwxxPsSQ5nFzcxMcLH/froBiMJlMFBcX1+fHH39U/Pvf/74UEBBQ4zwxMTFaDw8P4dChQx7VHz927JhHaGholTPa1NkhhrQNiCPOhzgiHvRFOo5G36lijIUR0X+ISEFEOUTUh4iyiKgLEfkR0RUiuuGENgJ0SoyxXxHREM75ktZuS3PYd/JojR0+5HI5/+c//6n505/+1F0ikVBUVFTFkSNHLo4YMQKdilaAOALQctpzDImNjS2+evWqujFTBxUKhSU2NrbYGe2Ij4/vffz4cc+lS5deLywslB0+fPje380PP/xwpVKp5K+88kr+0qVLe3h5eZmjo6N1O3fu9MrIyHD74osvcpzRps4MMQSgZbXnOFId+iIdB6s91LnegoztIaKf2b6KiegOEcVwzo/YtqxdTkRjOOcXnNVYsGKMSYnIhYiMnHPLg8qD42x3Ea4R0VtN/cBmjB0lokDOeWATj99MRLM456yO52RkTT4beGN/iR2UmZmZFxERga2+O5nMzMyuERERgc6oG3GkbUAMcT7EkObFEJ1OJ5kwYUJEY5NXX331VaZarRb9ZzkgICAsPz+/zjVROOen7f9fsmSJ78cff9ztzp07LkFBQfrXX389f9asWWVit6e9cFYcQQxpOxBHnA9xBH2RzqqhGOLItMGfEdFfOOc5ZN2qlsi66wdxzj8mov1EtLIZ7YQHYIy5ExFxzgXOuR7BovPinJttPwNYUwPaE8SRVoQYAnZtPYao1WrLggUL8uRyeYM/o3K53LJgwYI8ZySuiIhu3rx5jnN+uq6v6uWWLFly++bNm+dMJtOZ3NzcC505ceVkiCGtDHEE7Np6HIGOyZHklTtZh+MSEdkXN3Ot9vx/yRpU2iTGmIIxlswYy2KM6RljZYyxvYyxyFrldjDGhNpzuBljExljFsZYWrXHNtvm+vowxtIYY8WMsUrG2OHa9VY75knG2H8YYxWMMR1jLJ0xNrWOctxW/8O28loi2mt7rs555g5c41jb8bMZY0/byhsYYz8wxhbU0+5IxthOxthtW9nrjLHtjLG+tcrFMMa+tJ1bzxj7njH2Ql111nGOe3O7GWNPMMbOMsaqbGsaPG0r04sxtosxVmJ7DT+1B9JadYUzxvbY3hM9Y+wCY2yB7U5R7bI/Y4z913au24yxD4nIrY5y9c7vZ42cU84YG2F7X3Nt73+F7dyP1a6PiGbZ/s+rfc22PVbnPHPba7il2vt0hTG2nDGmrlXOfnyI7fkbtvKZjLFHH3QdAE3UbuMIYkiNcoghNcsihjghhkyZMqV04cKFeQqFwqJQ1FyrxP7YwoUL86ZMmVIqxvmgXWi3MYQIcaRWOcSRmmURR9AXgUZwZHeW22SdT06c8wrGWCURBVd73puIHNodpqUwxlyI6AARjSKiLUT0IRF5EtHviOi/jLHRnPMMW/HniGg4EX3KGBvCOS9ijPkRURoRXSaiF+s4xQEiKiGiJWR9jRKI6DhjbCTn/Hy1diwjotdt5RcRkYWIHiOinYyxBM75R7XqjSKix4noYyL6m4jXaPcCEfkS0V+JqIyIniKidxljN6pvRcwYm0xEu4mokog22l4HPyKaSESDyfaHBGPsOSJaT0QniegdW/kJRLSOMdaXc57U0DVUM9nWtrVkfV2fJaJNjDEjWYeEHyGiZLK+T88QkZ6I5lRrbxQRHSMiExF9REQFRBRHRO8SUQQRzahWNpqIDhFRhe35MiKaRtb32xkeI6IBRPQPIvqBrOs0zCKifzLGZlR73d8ha3L550Q0s9rx/6uvYsZYbyL6lqzv+zoiyiWisUT0RyL6P8bYw5zz2ova/o2sr9OfiEhORPOJ6DPGWPDZs2ebcZkAdWqXcQQxBDGEEENaJYZMmTKldMKECXc/++wz7wMHDnTRarUyNzc3c2xsbPGvfvWrUmeNuII2q13GECLEkTqu0Q5xBHEEfRFoNEeSV2fJ+gtqd4yI5jHGviXrD3YCEWWK2DYxJZD1FyeWc37Q/iBjbC0RnSfrL8tYIiLO+V3G2G+J6AQRfcIYm0LWD2AvInqUc66to/4fiOhx+7BJxtg/ieiUrd5Y22NDyRosVnDOk6sd+wFj7DMiWsEYS+OcV1R7bhARTeCcHxLzGqvpRUQDOedltrKbbNfyByLaZntMTUSfENFdIorknFffleFtxpjEVs6fiD4gor9zzqdXK7OWMfZnInqZMbaec96YXWBCbe36wVb3DiK6Ttb34VXO+WpbufWMMW8iimeMza/23vyZrIt5juScf2+r40Mi2kFE0xljmzjnh21l15D15/f/OOe51V6z/zSinU2xjHP+x+oPMMY+IKLviOgNsr3unPOvGGMziOjnnPNPG1n3ciLyIaJfcM6/sD22ljGWQkSvkjUw/bXWMUVEFFftZ/drsgad5x2+MoAHa69xBDEEMQQxpJViiFqttkyfPr14+vTpTlmUHdqV9hpDiBBHEEcQR9AXgWZzZNrgNiLqwhhT2b5fRNas6tdEdJisH6jJ9Rzb2p4iootEdJox1tX+Rdbs7ldE9LNq10Wc83Sy/vJOJqLjRBRDRK/VXuOgmveqz/e1lfuKiGIYY/YhnzPIOj//b9XbYGvHv8g6FHpkrXozGxksHL5Gm0/swcLWbh1Z71T0r1ZmIhF1JaJVtYKF/Rj7Xc+pZP2Q/msd17eXrD9rDzfyWj6zBwvbOQrJuquMhax3L6o7QdYFIwOJiBhj3ch6x+df9mBhq4OT9QOVyHrHwV52JBF9bg8WtrJGsgYS0XHOK+3/Z4ypGWNdiEhN1js4oYwxj3oPboAtcP+SiL6rFizsVtBPd9Zq+3Otn91TZL3z07+OsgDN1V7jCGIIYghiCGIItL72GkOIEEcQRxBHEEeg2Ro98opzvoOs2WL7998xxgaR9YdQIKL9nPOr4jdRFKFEpCKiwgbKdCVrRt0uhawB4+dE9CURvd/Asdl1PHaBiB4hot5k3cY3lIgYWT/U6+Nb6/vcOkvVrSnXWNf7VUzW4aN29g+O7xpxfiLrsNf61L6++tTVrlIiusU5N9TxONFPbQ6y/ZtVRx0XyPrB2cf2vf3fut4Tp+xUYwtSy4hoChF1q6OIFxGVN6FqH7LOjb/vujnnJYyxW/TT9VZX12tdQjV/BgBE0Y7jCGKIFWIIYkhtiCHQYtpxDCFCHLFDHEEcqQ1xBBrNkWmD9+GcXyfr8My2jhHROSJ6uYEytT9oA4ko3Pb/fmT9Zaygxqu9pSgj692OSWQNsHWp/cuuc/B8jl5jfe2oXS/RT7u6PKhcPBHdqqdMY/+gqK9dDbWX1fq3MRq6trrqaeg1eODvEmOMkfWPj1Cy/t6cIusQaIGIniai6eTYaMga1TfxuPpe06bWB+CQdhJHEEOsEEPqPgYxRLz6ABzSTmIIEeKIHeJI3ccgjohXH3RgDievGGOuZB3e6EtEhzjnt0VvlfgukTUbfIQ3YktXxpiMiLaT9fV5iazzlteRdThsXULJOsS19mMCWedt29sQS0Q/cs7rujvSXA5dowNybP9GknXIb0PnJyIqcmB4sTPYg9KgOp4bQNYPZHsZ+5z30DrK1vVYie1fTR3PBZF1scGGhJN1kca3OeeLqz/BGJtTR3lHtp69Q9Y/aO67bttcfH+yrhUB0OraYRxBDGk6xJCfIIYAiKAdxhAixJHmQBz5CeIIdGoOZVYZY3OJ6CZZM7ZpZPvhZNbtWfXMusNDW5RG1h0p6rwTwBirPYR0GRFFE1EC5zyViFYR0QzG2Kx66l9gy2Tb6xtK1rnph6st3LfF9u9yVvcWqXUN23SEo9fYWF+SdSG9V2wLIdau137d/yAiAxG9Vcd8dmKMeTLGFE1sQ6Nxzu+QdReMOMbY4FrttC9OuKda2ZNENIUxFlytrJyIEuuo3j50Oqb6g8y6qGb3RjTPfmehxp0EWzvrmgOutT1fV4CqwfZHwl4iimSMxdZ6+jWy/q7vaUQbAZyqncYRxBDEEMQQxBBoA9ppDCFCHEEcQRxBHIFma/TIK8bY42RdoO5zsv5gbrQ/xzkvZIwdIOvc2b+I3UgR/Jms26SmMMbGk3VBunKy7nDxMFm3Nx1HRMQYiyGiBUS0jXO+2XZ8MhGNIaIPGWP/45xfqlk99Saig4yxf5E1q5xARFVEdG87Vs75KcbYYiJ6i4jOMsZ2ElG+rfwwInqUrAsaOv0aHcE51zHGniWiXUR0njFm357Wh6wLKK4m6yKDN2x/UGwkomzG2Bay3unxIaIwIvoVEQ0korxmXGNjzSPrDjQnGGP27Wkn29q7jf+0uweRNcAeJesWvh/RT9vT3ve7wTnPYYwdIqLnbQHoLBENIeuH/WWyLtbYkGyyDsdewKw7p+SQdYvn58m6C8vQWuVPkvVnaS1j7N9kvZuSzjm/Vk/9yWT9GfiMWXcpuUxEo4noSbIu9tngFsfgPIyxYe+8886PycnJhUREI0aMCNFoNKYDBw601bU5nKIdxxHEEMQQxBDEEGhl7TiGECGOII4gjiCOtKKO0hdxZNpgEhF9zTl/jFl3JdhY6/kMIvqdaC0TEefcxBj7BRG9SEQzyfqhTWT9wP6WbL9ItjsOW8g6lPOFWsf/lqwLBW5njI2y7QJhF0vWD863yLpQ4UkiSqq+w4StnrcZY6fJOvx3PhG5knWI5Xmyfsg5/RqbWPe/GGM/I+sH0rNk3Y3kNlm3cD1XrdwnjLFcsm6F+jxZF/wrIusH4yKyfnA7Hec8gzE2iqyvwYtkfZ2vEtFCst65ql72G8bYBCJaSda7AuVEtJOsQ7PP0f1mElEqWXdsmUnWHUbG2coHPqBdgu09+hNZt4p1Jet7P4usQ3hrB4ztZB0iPY2IfkPWOxZPE1GdAYNz/gNjLJqI3ibrsHIvIrpB1h0+lnHOzQ21D6AFtMs4ghiCGEKIIa0aQyorKyU5OTlKrVYrdXNzE0JCQvSurq5iTkuq044dOzzfe+89v6tXryp1Op3U39/fOHXq1OKlS5cWqFQqTkQ0ZcqUoO+++861sLDQRalUWgYNGqR75513bo4ZM8aRtYKgcdplDCFCHCHEEcQR9EVABKzazpQNF2SskogWcs4/tAWMQiKK4ZwfsT3/LBF9yDm/b5hmR8UY20xEszjnWFAOOpzMzMy8iIiIotZuR0fQnu52ZGZmdo2IiAh0Rt2IIzUhhkBHJkYMycnJUaalpXX7+uuvu0ilUs4YI845CYLAxo0bVxwfH38nJCREL1aba1u3bp3mwoULqujo6EpPT08hPT1dvWrVqu5Tp04t3rJly49ERHFxcUHjx4+v6Nu3r6G8vFyampraLSsryzU9Pf3CoEGDau9K1ik4K44ghtwPcQQ6MvRFxNNR+iKOrHklPKB8dyKqdKA+AACnevzxxwMHDx4cunv3bo/g4OCBKpUqctiwYSFnzpxRNraO9PR01fjx4/u5u7sPUavVkWFhYaF79uzxsD9/+/Zt6fTp03t36dIlQqFQDI2MjBxw5MgRV0faeeXKFZdHH320j0ajiVAqlUN79uw5eN68eY1Zu6C9QRwBgEbZuHFjt6effnrgoUOHuhqNRklVVZVUp9NJq6qqpEajUXLo0KGuTz/99MCNGzc2d52ees2dO7ckNTX15lNPPVUWFxdXsWzZstu/+93vbn/22Wcai8U68Gvv3r3XEhMTi375y19WPPXUU2VffvnlZZPJxHbu3OnlrHZ1YoghANCuoC8iLkemDWaSdZ7ufdvRMsYkZB1KeEqkdgEAiCI/P1/++uuv90hKSrqlVqstr7/+es9p06b1uXjx4gWJpOH8/XfffaccP378gD59+uhXrVr1g4+Pj/Dtt9+qf/jhBxcioqqqKjZu3LjgiooK6VtvvXXDz8/PtHbt2m5xcXHB2dnZ53r16tWo4dHTp08PMhgMkj//+c8/eHt7C5cvX5ZfvHixI945RhwBgAfauHFjt02bNgUYjcZ6R5MIgsAEQaBNmzYFEBHNmTPnTku0TaPRCGazud52ubu7W+RyucVkMmEkjPgQQwCg3UFfRDyOJK8+JOsc66Vk3U2CiEjCGAshouVk3e1jocjtAwBolrt378qOHTt2MSwszEBk7fDMmjWrb2ZmpjIyMrLB6SZvvvmmv7u7u5Cenn5RrVZzIqLHHnus3P78+vXru1y+fFn13XffZdmnh8TFxVX07dt38DvvvOO3YcOGG41p47lz51w3btx4dfr06XebfqXtAuIIADQoJydHuWnTph4NJa6qMxqNkk2bNvUYPXr03eDgYKdM0zObzaTX69n//vc/9ccff9xt1qxZhdU7HBaLhQRBoFu3bsneeecdP6lUSk8//XSxM9rSySGGAEC7g76IeBo9bZBzvoOsgeF1su5UQER0gIgukHWHgyWc8/2it7AN45zPxhxzgLate/fuBnuwICKKiIioIiKy37FoyP/+9z+PuLi4EnuwqO3IkSPugwYN0gUHBxtMJhOZTCaSSCT8oYceqjh79qy6sW0MDQ3VLV68uEdqamqXK1euPLBd7RXiSE2IIQD3S0tL6yYIwoMLViMIAqWlpfk6qUnk7e09xN3dfejEiRMHREdHV3z00Uc1i5hXIAAAIABJREFUOgPLli3rJpfLh/Xu3Tti586dXXbv3n2pX79+Jme1p7NCDLkf4ghA24e+iHgcWfOKOOdvEFEUWbdC3U9EX5L1LsgIzvlS8ZsHANA8np6eNXpBSqWSExFVVVU98PPv7t27Mn9//3o7IMXFxbKzZ8+6yuXyYdW/du/e3eXWrVuN3m56165dV8PDwytff/31nv369QsfOHBg6Oeff+7e2OPbE8QRAKhPZWWl5Ouvv+4iCIJDnXFBENiRI0e6VFZWOvR3bWMdPHgw58CBAzlLliy5fvjwYa+ZM2f2rv78s88+W3Ls2LHsbdu2XY6IiKj89a9/3T8jI6PR65lA4yGGAEB7g76IeOqdNsgY20REGzjn6bbvRxNRNuf8DBGdaaH2AQC0Gk9PT/OtW7fqvfvg7e0tDB48WPfRRx/9UPs5e2BqjKCgINPu3bvzLBYLnThxQv3GG28ETJs2rd+1a9e+9/Pzc2wIQhuCOAIAjsjJyVFKpdJGf3ZWJ5VKKTc3VxkZGakTu12jRo2qIiKaOHGi1sfHx/z73/8+6PXXXy+wT9EICAgwBwQEmImIpk6dejc4OHjQO++847dnz548sdvSmSCGAEBnh75ITQ1l+2YTUd9q339NRBOc2hoAgDZk1KhR5Xv37tXodLo6RwGMGzeu/IcfflD079/fOHr0aF31rxEjRlQ5ej6JREJjxozRLV68OF+v10suX76saP5VtKrZhDgCAI2k1WqljDVtBhRjjGu1WqnITbrP8OHDdUREly5dqvOOtouLC4WEhFT9+OOP7f3zuy2YTYghANCJoS9SU0MLthcRUfX1AzCfGgA6lWXLluX/3//938Do6OgBL730UoGPj4/59OnT6i5dupjnz59f/OKLLxZv2rTJZ/To0SEJCQkF/fr1MxQWFsrS09Nd/fz8TIsXL37g7lfFxcXS8ePH9//tb39bPGDAAL1er5e8//77vj4+PqYhQ4Y4HHTaGMQRAGg0Nzc3gfMmDbwizjlzc3Nz+t3ho0ePuhER9e/f31jX8zqdjp0/f941KipK6+y2dAKIIQDQqaEvUlNDyav/EdEbjLFeRFRqe+zXjLF+DRzDMd8cADqKiIgIw+HDhy8uWLAgYP78+YFERH379q1aunTpTSIitVrNT5w4kfvqq692X7FiRUBxcbFMo9GYhwwZUvnrX/+6rDHnUKvVltDQ0Kr169f73r5920WpVFoiIyMrv/jii1w3N7em9eLaDsQRAGi0kJAQvaPrXdkJgkDBwcEN7trkqIkTJ/aNioqqDA8Pr5LL5fzEiRNu69ev9/3FL35ROmjQIMPf//53z61bt2oeffTRuz179jTl5+fLNmzY0K2oqMglKSmpQMy2dFKIIQDQqaEvUhOr7w4XYyyQiP5GRD8j650OTg++48E5504fsg0AzpeZmZkXERFR1NrtgJaVmZnZNSIiIlCMuhBHADqvpsaQ119/vdehQ4e6OpLEkkqlfMKECUXLli370dHzNSQ5Odlv9+7dmhs3bigYY9SzZ0/DjBkzipKSkgoVCgX/7rvvlK+++mrAuXPnXMvKymRdu3Y1DRkypPLtt9/Oj4qKEjWR1p6IFUcQQwA6N/RFOqeGYki9I68453lENIYxJiciPyLKI6L5RPS5+E0EAICOBnEEABwVHx9/5+uvv+4qCI2fASiVSik+Pv622G1Zvnx5wfLly+sdQRUZGak/fPjwFbHPC1aIIQAAUF1D0waJiIhzbiSiHxljfyOidM75fSvZAwC0N4IgkMViqfd5qVRKEolTdl3vdBBHAKCxQkJC9M8888yNTZs2BRiNxgd+CMvlcsszzzxzMzg42NAS7YOWhxgCAB0R+iKOa/SrwTl/2r5VLQBAe5eUlNRdLpcPq+/riy++cG/tNnY0iCMA0Bhz5sy588wzz9yUy+VcKpXWub6FVCrlcrmcP/PMMzfnzJnzwAVpof1DDAGAjgR9Ecc9cOQVAEBH9NJLLxX+6le/qnchw7CwsE67XgkAQGubOnVqsUKhEPbt2+dz9epV19rPBwYG6iZPnlwYFxfXqAVpAQAA2hL0RRyH5BUAdEqBgYGmwMBAU2u3AwAAfnLmzBl1Wlqab3p6urdMJrMYjUZJXZsL5eXlqf/yl7/0XLt2be/o6OjS+Pj420OHDtW1QpMBAAAchr6I45C8AgAAAIBWdePGDZfk5OSgy5cvu5pMJsY5ZyaTqd5d4wRBYFVVVVIiov/+97/e3377rVe/fv0qly9ffq1Hjx7oDAAAAHQwWAEMAAAAAFoF55y2b9/e5cknnxyck5PjZhtpxRysgxmNRklOTo7bk08+OXj79u1d6hqtBQAAAO0XRl4BAAAAQIvjnNPbb7/d48svv/QxGAzNvqEqCAITBIF9+OGHvXJzc1VvvvnmDcYcyoMBAABAG4WRVwAAAADQosROXFVnMBgkX375pc/SpUt7iFkvAAAAtB4krwAAAACgRf3973/v4ozElZ3BYJAcPHjQZ/v27V2cUT8AAAC0LCSvAAAAAKDF3Lhxw+XDDz/s5azElZ3BYJB8+OGHvW7evOnizPMAAACA8yF5BQAd1o4dOzyHDRsW4u3tHaFQKIYGBgYOfvXVV/2rqqruLYIiCAIlJSX5+/r6hqtUqsjo6OjgjIwMZWu2GwCgI0tOTg4ym80tshiV2Wxmf/zjH4Oaevz58+cV06dP7x0SEjJQKpUOGzFiREjtMo7GkWvXrrmo1epIxtiwu3fv4m9xAIAOqjExJCAgIIwxNqz6l6+vb3jtcqdOnVKOGDEiRKVSRfr6+oYvWLDA32KxtMyFtBFYsB0AnK6oqEj2zTffuFVWVkpdXV2FUaNGVXTp0kVw9nlLSkqko0aN0iYmJt729PQU0tPT1atWrep++/Ztly1btvxIRPTaa6/5p6am+r/55pvXQ0NDDSkpKb6TJk0KvnDhQpaPj4/T2wgA0JmcPn1affnyZVdBEFokeSUIArt8+bLrmTNn1EOHDtU5evzZs2dVR44c8YyMjNSaTKY62+xoHHnppZd6qNVqS1VVFRJXAAAdWGNiCBFRXFxcybx58+7Yv1cqlTWyUgUFBdLY2NiQkJCQqm3btl25ePGi4q233uopk8n48uXLC5x5DW0JklcA4DTZ2dnKtWvXds/IyPCSyWQWi8XCJBIJN5vNkqioqLIXX3wxPzQ0VO+s88+dO7ek+vdxcXEV5eXl0k8++aSbxWL5UafTsXXr1vklJCTcSk5OLiQiGjNmjLZ3797ha9as8elMwQAAoCVs2bLFr6E/4J3BZDKxtLQ036FDh15z9Njf/va3ZU899VQZEVFsbGyfkpKSGlMQtVqtQ3HkwIEDbsePH/ecN2/eLSwoDwDQsT0ohtj5+fmZHn744cr66lmzZo2PyWRi+/btu6zRaCxERMXFxbLU1FS/RYsW3VapVNw5V9C24I4PADjFsWPH3OfMmRN68uRJL5PJxKqqqqQGg0FSVVUlNZlM7OTJk15z5swJPXbsmHtLtkuj0Qj26SqHDx92q6yslMyYMaO02vOWMWPGlH/11VeeLdkuAICOrqysTJqenu7FOW/R5BXnnKWnp3uXlZVJHT1WKm34EEfiiNlspvnz5/d65ZVX8rt27Wp2tC0AANC+PCiGNNahQ4c8R48eXW5PXBERzZgxo1Sr1UoPHTrkJspJ2gEkrwBAdNnZ2crk5OR+BoNBUl8nhXPODAaDJDk5uV92drZT15gym82k1WrZl19+6frxxx93mzVrVqFEIqHs7GylVCqlsLCwGqO/goOD9VevXsW6VwAAIjp16pSrTCZrlQU6ZDKZJSMjw1Xseh2JIykpKT4Gg4EtXLiwUOx2AABA+7Vjx46uLi4uQ93d3YdMmjSpz6VLl+TVn7927ZoyJCSkqvpjYWFheqlUShcuXOg0fRYkrwBAdGvXru1uNBobdWfdaDSydevWdXdme7y9vYe4u7sPnThx4oDo6OiKjz766AYRUWlpqVSlUgkyWc0Z1F5eXuby8nJxbpUAAAAREWVlZbk6e4fB+hiNRklWVpZa7HobG0cKCgqkK1euDFi5cuUNhULRKaZ3AADAgz3yyCNl77333o979+7NXbJkyY3vvvvObezYsSHFxcX3Ykh5ebnU09OzxhqKMpmMVCqVUFpa2mn6LFjzCgBEVVRUJMvIyGj0tBDOOTt16pRXcXGx1FmLuB88eDCnoqJCevLkSfXq1au7z5w5s/e2bdt+ICJi7P5mcs7rfBwAAJru7Nmz7haLpVU+XAVBYN99950HEYm+lmFj4sjLL78cEBERUfnkk0/eFfv8AADQfn3yySfX7f+PjY3Vjh07VhsdHT1w7dq1XRYtWnRvEff6+iadqc+CkVcAIKpvvvnGzdFpITKZjH/zzTdOW/tq1KhRVRMnTtQuXrz4zooVK37cvn1716ysLIW3t7eg0+mkZnPNpUfu3r0rc3d3x06DAAAiqm+h2pZSWloq+vkbE0cyMjKUO3fu7Lp48eL8oqIiaVFRkVSn00mIrLviarXaztPzAABoJZ9++mnXRx55JPzTTz/t2tptaciwYcP0QUFBhjNnztwbLezh4SHUXrfRbDZTVVWV1MvLq9P0WZC8AgBRVVZWSh29s26xWEir1bbIkNfhw4friIguXbokDw0N1QuCQFlZWYrqZXJzc5V9+vRx2i6IAACdkX2zjNbijF0OGxNHsrOzlWazmcXExAzw8fEZ4uPjM+SPf/xjLyKiPn36hD/77LO9xG4XAADUlJaW1r2kpMQlLS3NqcuViIFzThLJT6maoKAgfW5ubo21rc6dO6cUBIEGDhzYafosSF4BgKhcXV0FiUTi0HoeEomE3NzcWuSuwdGjR92IiPr372+cMGGC1tXV1bJ161aN/fnS0lLJ8ePHPSZMmICpHQAAIpLJZK261pOLi4vo529MHImJidHu3bs3t/rX3LlzC4iIduzYcSk5OVn0qYwAAFBTfHx8vkajMcXHx+e3dlsacurUKWVeXp5y6NChOvtjMTExd48fP+5ZWlp6L3+zfft2bzc3NyEmJkbbOi1teVjzCgBENXLkSK3ZbHYoMW42m9nIkSMrxG7LxIkT+0ZFRVWGh4dXyeVyfuLECbf169f7/uIXvygdNGiQgYho7ty5BampqX4ajcY8YMAAfUpKip9CobAkJiZiNygAABFpNBpTfn5+q+2K5O3tbXL0mIqKCsmuXbs8iYgKCgrkWq1W+sknn3gTEU2dOvWuu7u75UFxxN/f3zx58uQaMe7q1atyIqKJEydqPT09W2UHRgCAzuSpp54qeuqpp4pa8pwPiiH//ve/3bdt26aZPHlyWffu3c1ZWVnKVatW+Xfv3t3w4osv3mtrYmJi4caNG30nT57cNykpqSAnJ0eZmprql5iYeEulUnWaTUCQvAIAUXXt2tUcFRVVdvLkyUYt2s4Y48OHDy9zxmLtw4YNq9y1a5fm/fffVzDGqGfPnobk5OSbSUlJ9xJTK1euvMU5p9WrV/uXl5fLwsPDK/fv35/r4+PTaeaPAwC0hCFDhlRkZ2e7CYLQ4tMHpVIpj4yMLHf0uPz8fNkzzzzTp/pj9u9HjRp1LiQkxIg4AgAAdXlQDAkKCjIWFha6LFy4sFdFRYXUy8tLGDdu3N1Vq1bd8Pb2vndjw8/PT9i/f39uQkJCr2nTpvX38PAwJyQkFCxbtqxTjdxlnHeaRB0AOCAzMzMvIiKiSXcnsrOzlXPmzAltzJboCoXCsnHjxuzQ0NBOM1+7LcvMzOwaERER2NrtAID2ra4Y8tVXX3m8/fbbfaqqqlp8W2+VSiUsXrz4akxMjMMJLHAM4ggAiKE5fRFovxqKIVjzCgBEFxoaql++fPllhUJhYYzVmSFnjHGFQmFZvnz5ZSSuAAA6vuHDh1c6Oq1cLGazWRIVFVXZGucGAACA5kPyCgCcYsyYMRUbN27MHjlyZJmLiwtXqVQWhUJhUalUFhcXFz5y5MiyjRs3Zo8ZM0b0ta4AAKDt8fLyEqKjo8vqu6nhLIwxHh0dXdqZthMHAADoaLDmFQA4TWhoqP6DDz64WlxcLP3mm2/ctVqt1M3NTRg5cmSFM9a4AgCAti0+Pr7g22+/9TQajS227pWLiwufNWvW7ZY6HwAAAIgPySsAcLouXboIkydPLmvtdgAAQOsaOnSorl+/fpU5OTktsnC7VCrl/fr1q4yMjNQ9uDQAAAC0VZg2CAAAAAAtZvny5ddkMlmLTB2UyWR8xYoV11riXAAAAOA8SF4BAAAAgNgsFoulzpFVPXr0MCUkJPyoUCgsdT0vFoVCYUlISPgxICDA5MzzwE9s77lT31cAAOickLwCAAAAAFExxgqqqqqU9T0/bdq04kceeaTQWQkshUJhmThxYuFvf/vbYmfUD3WrqqpSMsYKWrsdAADQ8WDNKwBwqqKiItm+ffu8CwoK5OXl5VIPDw/Bz8/PGBcXV4JF2wEAOiaz2fxWXl7eh4GBgaRSqfQSiaTGNEHGGL355ps3iIi+/PJLH4PBINoNVXviatGiRTfEqhMaZrFYWFVVlTIvL09uNpvfau32AABAx4PkFQCIjnNOGRkZrmlpab4ZGRlejDFuNBrvdUzkcrllw4YNPYcPH14WHx9fMGzYMB1jLbbxFAAAONnQoUMPnjlzJuHKlSuLOed+VM9o/ylTpug9PDxKd+7cqTGbzVTfVMPGkEgkXCaT0dSpU0vHjx+v//7777s2+QLAURbGWIHZbH5r6NChB1u7MQAA0PEgeQUAojIajSwpKSkwIyPDy2g0Ms45IyJWq4yEiOibb77xOn36tOfw4cPLUlJS8lxcXJy2gO+1a9dcBg0aNLiqqkpSVlb2naenp4WISBAEeu211/zT0tJ8ysvLpeHh4ZUfffTRj1FRUXpntQUAoDOwJTEemMgYMmQIbd26tQcRbSGiEUSkICKpA6cSiMhgsVi+NRqNTyUmJt5sUoMBAKDDsVgsdPToUY/z58+rKyoqZO7u7ubBgwfrxo4dWy6ROHcVpR07dni+9957flevXlXqdDqpv7+/cerUqcVLly4tUKlUnKjxfZFTp04pf//73/c+d+6c2sPDQ5g1a1bhypUrbzn7GtoSJK8AQDQmk4nNmTOn/+XLl12rj7SqD+ecGQwG9u2333rNmTOn/8aNGy85K4H10ksv9VCr1Zaqqqoa7Xrttdf8U1NT/d98883roaGhhpSUFN9JkyYFX7hwIcvHxwfTGgEAWkBGRsYNIhoXFRUVRUQvE9FjRGQgIjURudRxiImIdGRNdO0hotUZGRkZLdRcAABo4/R6Pdu8eXO3Xbt2+er1eqnBYJBwzokxRgqFwqJUKoWpU6fenj179h2lUumU/kdJSYl01KhR2sTExNuenp5Cenq6etWqVd1v377tsmXLlh+JGtcXKSgokMbGxoaEhIRUbdu27crFixcVb731Vk+ZTMaXL1/eadYZZJy3yE7FANDOZGZm5kVERBQ1tjznnBITE4O+/fZbr8YkrmqTy+WWESNGlK1Zs+aa2FMIDxw44Pbkk0/2mzdv3q2lS5f2sI+80mq1zM/Pb8gLL7xQ8Kc//ekWEVFJSYmkd+/e4X/4wx8KOlMwsMvMzOwaERER2NrtAIDOLSoqyouIHiKiKCIaS0TdyZqoMhBRPhEdJaIMIjqZkZFR1jqtBAAAZ3G0L1JdSUmJ9LnnngvOz89XNtQvkcvlloCAAP2GDRtyNRpNi9y0fumll7p/8skn3e7evXtWp9M1qi+ycOFCv3Xr1vnl5eV9r9FoLEREr776qv+GDRt879y5k2kfxdURNNQXwcgrABBFRkaG66lTp5qUuCKyTiU8deqU1+nTp9VRUVE6sdplNptp/vz5vV555ZV8Ly+vGkHp8OHDbpWVlZIZM2aU2h/TaDSWMWPGlH/11VeenTF5BQDQFtgSUgdsX8tauTkAANBO6PV69txzzwXfuHFDZTabG7wjbjQaJdevX1c9//zzwVu2bLnorBFY1Wk0GsHersb2RQ4dOuQ5evTocnviiohoxowZpatWrep+6NAht7i4uApnt7st6DwTJAHAqdLS0nyNRmOzhkwZjUaWlpbmJ1abiIhSUlJ8DAYDW7hwYWHt57Kzs5VSqZTCwsJqzCkPDg7WX716td4t3gEAAAAAoO3ZvHlzt/z8fOWDEld2ZrOZ3bx5U7l58+ZuzmqT2WwmrVbLvvzyS9ePP/6426xZswolEkmj+yLXrl1ThoSEVFUvExYWppdKpXThwoVO02dB8goAmq2oqEiWkZHhZVucvck45+zUqVNexcXFjizUW6+CggLpypUrA1auXHlDoVDcdyeltLRUqlKpBJms5iBULy8vc3l5uShtAAAAAAAA57NYLLRr1y5fR2eCGI1Gya5du3wtFsuDCzeBt7f3EHd396ETJ04cEB0dXfHRRx/dIGp8X6S8vFzq6elZYwaJTCYjlUollJaWdpo+C5JXANBs+/bt82aMiTLMljHG9+7dqxGjrpdffjkgIiKi8sknn7zbwPnue8y+mCMAAAAAALQPR48e9dDr9U1K5uj1eumxY8c8xG4TEdHBgwdzDhw4kLNkyZLrhw8f9po5c2Zv+3ON7YvU1zfpTH0WrHkFAM1WUFAgb+paV7UZjUZJQUGBvLn1ZGRkKHfu3Nn1wIEDOUVFRVIiIp1OJyGyLuIolUq5t7e3oNPppGazmarf8bh7967M3d0dOw0CAAAAALQT58+fVxsMhib1SQwGg+T8+fPqcePGlYvdrlGjRlUREU2cOFHr4+Nj/v3vfx/0+uuvFzS2L+Lh4SGUlZXVSMqZzWaqqqqS1l7TtyND8goAmk3sKXYVFRXNri87O1tpNptZTEzMgNrP9enTJ/yJJ54omj59eokgCJSVlaWIiIgw2J/Pzc1V9unTR1/7OAAAAAAAaJsqKipknDdtMgjnXJQ+yIMMHz5cR0R06dIleWhoqL4xfZGgoCB9bm5ujbWtzp07pxQEgQYOHNhp+ixIXgFAs3l4eIia8Rdj1FNMTIx27969udUf++KLLzzWrVvnt2PHjkshISGG/v37G11dXS1bt27VRERE3CIiKi0tlRw/ftwjISEBOw0CAAAAALQT7u7uZsYYNSWBxRgTpQ/yIEePHnUjIurfv78xKCioUX2RmJiYu+vXr/crLS2VeHt7W4iItm/f7u3m5ibExMRond3mtgLJKwBoNj8/P6NcLreIMXVQLpdb/Pz8jM2tx9/f3zx58uQa28ZevXpVTmQdsuvp6WkhIpo7d25Bamqqn0ajMQ8YMECfkpLip1AoLImJifftTggAAAAAAG3T4MGDdQqFwqLX6x3ukygUCsvgwYN1YrZn4sSJfaOioirDw8Or5HI5P3HihNv69et9f/GLX5QOGjTIQNS4vkhiYmLhxo0bfSdPntw3KSmpICcnR5mamuqXmJh4S6VSibLucHuA5BUANNvkyZNLN2zY0FOMujjnLC4urkSMuhpj5cqVtzjntHr1av/y8nJZeHh45f79+3N9fHw6zfxxAAAAAID2buzYseVKpVJoSvJKqVQKY8aMEXW9q2HDhlXu2rVL8/777ysYY9SzZ09DcnLyzaSkpHuJqcb0Rfz8/IT9+/fnJiQk9Jo2bVp/Dw8Pc0JCQsGyZcs61UwR1tQ5oQDQsWVmZuZFREQUNbb8H/7whz4nT5704pw3ecsLxhgfOXJk2QcffHC1qXVA82RmZnaNiIgIbO12AAAAAEDn5WhfxG79+vW+aWlp3R2ZESKXyy3x8fH5L7zwwm1HzwfiaqgvIsruYAAA8fHxt+VyebOy4S4uLjw+Pr5T3UEAAAAAAABxzJ49+05AQIBeJpM1ql8ik8l4QECAfvbs2Xec3TZoHiSvAEAUUVFRlcOHDy+Ty+WWphwvl8stI0aMKBs2bJioc80BAAAAAKBzUCqVfMOGDbk9e/aselC/RC6XW3r27Fm1YcOGXKVSiSlpbRySVwAgCsYYpaSk5PXr16/S0QSWXC639O/fvzIlJSWPsSbPOgQAAAAAgE5Oo9EIW7ZsuRgfH5/v5eVlUiqVFnsfgzFGSqXS4uXlZYqPj8/fsmXLRY1Gg7Vu2wEs2A4AonFxceF//etfLyUlJQWeOnXKy2g0sobWwGKMcRcXFz5ixIiylJSUPBcXF9zxAAAAAACAZlEqlfyFF164/dxzz90+duyYx/nz59UVFRVSd3d3YfDgwboxY8aUSyQYy9OeIHkFAKJycXHha9asuXb69Gl1Wlqa36lTp7wYY7z6oolyudzCOWcjRowoi4+PL8BUQQAAAAAAEJtEIqFx48aVjxs3TtSdBKHlIXkFAKJjjFFUVJQuKirqanFxsXTv3r2agoICuf1uh5+fnzEuLq6kS5cuGKILAAAAAAAADULyCgCcwmKx0JEjRzyOHTvmdf78ebc7d+4oBEFgUqmUd+vWzXDlyhXVmDFjysaPH48huwAAAAAAAFAvJK8AQFQWi4XS0tK6btmyJcBgMEj0en2NzJTZbGbXr19XXb9+XfX11193WbFihWXmzJk34+Pji5DEAgAAAAAAMVgsFjp9+rTruXPn1BcvXnTV6XQStVptGTBgQGVYWJhu2LBhleh/tB9IXgGAaPLy8uQLFizoe/PmTaXBYHhgJNDr9RK9Xi/5+OOPe+7fv9/n3XffvRIYGGhsibYCAAAAAEDHYzQa2ebNm33+8Y9/+On1eqkgCMxkMt3bROrEiRMaqVTKlUql8MQTTxTMnj27UC6XY+OoNg5pRgAQxblz51Tx8fED8/LyVI1JXFVnMBgk165dU8XHxw88f/68ylltBAAAAACAjuv7779XPfbYY4M2b94cUFZW5qLX6yXVE1dERCaTien1eklZWZnL5s2bAx577LFB33//PfogbRySVwDQbHl5efLf//73ITqdTmqxWNiDj7ifxWJhOp1O+uKLL4bk5eXAAYZjAAAfI0lEQVTJxWjXBx980IUxNqz21+rVq7vaywiCQElJSf6+vr7hKpUqMjo6OjgjI0MpxvkBAAAAAKBlfP311x5z584dcPv2bUX1nc4bYjQaJbdv31bMnTt3wNdff+3hrLZdu3bNRa1WRzLGht29e/de2wICAsJq91V8fX3Dax9/6tQp5YgRI0JUKlWkr69v+IIFC/wtFouzmtsmYdogADSLxWKhBQsW9K29tlVT6fV6ycKFC/tu3749W6w56P/6179y1Wr1vU/30NBQg/3/r732mn9qaqr/m2++eT00NNSQkpLiO2nSpOALFy5k+fj4YDdEAAAAAIA27vvvv1e98cYbfR2dAWJnMBgkb7zxRt9169ZdDA8PrxK7fS+99FIPtVptqaqquq99cXFxJfPmzbtj/16pVNbIShUUFEhjY2NDQkJCqrZt23bl4sWLirfeequnTCbjy5cvLxC7rW0VklcA0CxpaWldb968qWzqiKvaLBYLu3HjhjItLa3r7Nmzi8Soc/To0ZWenp733ZrQarVs3bp1fgkJCbeSk5MLiYjGjBmj7d27d/iaNWt8OlMwAAAAAABoj4xGI3vttdeanLiyMxgMkj/+8Y999+zZkyXmGlgHDhxwO378uOe8efNuLV26tEft5/38/EwPP/xwZX3Hr1mzxsdkMrF9+/Zd1mg0FiKi4uJiWWpqqt+iRYtuq1SqTrFeF6YNAkCTWSwWsu8qKGa9BoNBsmXLlu7OHgp7+PBht8rKSsmMGTNK7Y9pNBrLmDFjyr/66itPp54cAAAAAACabfPmzT5lZWUuYtRVWlrqsnnzZh8x6iIiMpvNNH/+/F6vvPJKfteuXc1NqePQoUOeo0ePLrcnroiIZsyYUarVaqWHDh1yE6utbR2SVwDQZEeOHPEQO3FlZzAYpGLNO+/Tp0+YTCYbFhQUNGjVqlX31rvKzs5WSqVSCgsL01cvHxwcrL969SrWvQIAAAAAaMMsFgv94x//8GvsGlcPYjQaJf/4xz/8xLqJnpKS4mMwGNjChQsL6yuzY8eOri4uLkPd3d2HTJo0qc+lS5dqrP977do1ZUhISI2pjGFhYXqpVEoXLlzoNH0WTBsEgCY7duyYl1hrXdWm1+slR48e9Xz44YfLm1pHQECAKSkpKf+hhx6qtFgstH37ds2rr77aW6fTSRYtWnSntLRUqlKpBJms5kehl5eXuby8XNrsiwAAAAAAAKc5ffq0q16vF/Xvdr1eLz1z5ow6KipK15x6CgoKpCtXrgz4y1/+ck2hUNQ5te+RRx4pe+ihhyp79+5tzMrKUqakpHQfO3ZsyPfff3+hS5cuAhFReXm51NPTs8ZavDKZjFQqlVBaWtpp+ixIXgFAk50/f96pw1SzsrLcm3P8448/Xv7444/fS35NnTq1PC4ujq1evdo/OTn5DhERY/cv1cU5r/NxAAAAAABoO86dO6cWBEHUP9wtFgudO3fOtbnJq5dffjkgIiKi8sknn7xbX5lPPvnkuv3/sbGx2rFjx2qjo6MHrl27tsuiRYvuLeJeX9+kM/VZMG0QAJrszp07ivZW/69//euysrIyWU5Ojtzb21vQ6XRSs7nm9PO7d+/K3N3dsdMgAAAAAEAbdvHiRVeTySRqBsdoNEouXrzo2pw6MjIylDt37uy6ePHi/KKiImlRUZFUp9NJiIhKSkqkWq22zjYPGzZMHxQUZDhz5oza/piHh4dQVlZWY4SV2WymqqoqqZeXV6fps2DkFQA0mdh3OWozm82i18+5dcSuVCql0NBQvSAIlJWVpYiIiDDYy+Tm5ir79Omjr7cSAAAAAABodfaEUFurNzs7W2k2m1lMTMyA2s/16dMn/IknnijasWPHD3UdyzknieSn0wcFBelzc3NrrG117tw5pSAINHDgwE7TZ0HyCgCaTCqVcmckmOxkMpno277u3r3b28vLy9yvXz9jz549Ta6urpatW7dqIiIibhERlZaWSo4fP+6RkJBQIPa5AQAAAABAPGq12inbkze33piYGO3evXtzqz/2xRdfeKxbt85vx44dl0JCQgx1HXfq1CllXl6e8umnn763wHtMTMzd9evX+5WWlkq8vb0tRETbt2/3dnNzE2JiYrTNaWd7guQVADRZt27dDNevX1c5s/7mHB8bG9tnxIgRleHh4VUmk4nt2LFD88UXX3ivWLHiR6lUSmq1ms+dO7cgNTXVT6PRmAcMGKBPSUnxUygUlsTExHp3BAEAAAAAgNY3YMCAyhMnTmjEnDool8stAwYMqGxOHf7+/ubJkydXVH/s6tWrciKiiRMnaj09PS1///vfPbdt26aZPHlyWffu3c1ZWVnKVatW+Xfv3t3w4osvFtmPS0xMLNy4caPv5MmT+yYlJRXk5OQoU1NT/RITE2+pVCrRb/a3VUheAUCTDR48WOvM5NWgQYMqHlyqfv369TOkpaX53L5924Vzzvr161e1bt26ay+88EKJvczKlStvcc5p9erV/uXl5bLw8PDK/fv35/r4+HSa+eMAAAAAAO1RWFiYTiqVcjGTVxKJhMLCwpqVvGqMoKAgY2FhocvChQt7VVRUSL28vIRx48bdXbVq1Q37CCsiIj8/P2H//v25CQkJvaZNm9bfw8PDnJCQULBs2bJONVOE2dd/AQCoLjMzMy8iIqKooTKHDh3yWLJkSV+9Xi/6XHOlUml56623rjz88MPlDy4NYsnMzOwaERER2NrtAAAAAIDOqzF9ESLrzoCPPPJIeFlZmYtY5/b29jYdPHjw++rrTkHLaKgvgncDAJps/Pjx5QqFwinzzBUKhTBu3DgkrgAAAAAAoE4SiYSeeOKJArlcLkqfRC6XW37zm98UIHHV9uAdAYAmk0gkNHPmzJtiJ7AUCoVl5syZ+QgaAAAAAADQkNmzZxd6eXmZxKjL29vbNHv2bKx92wahZwgAzRIfH18UEBCgl0gkosxBlkgkvEePHlXx8fEPHCYMAAAAAACdm1wu5ytXrrzS3BvqCoXCsmLFiityuRxrK7VBSF4BQLNIJBJ67733riiVSlFGXymVSsu77757FaOuAAAAAACgMcLDw6uWLVvW5ASWQqGwvPPOO5fDw8OrxG4biAO9QwBotsDAQONHH32Uo1arBcZYk+5UMMa4Wq0W1q5dmxMYGGgUu40AAAAAANBxjRs3rnzdunUXfX19DS4uLo1KYrm4uFh8fX0N69atuzh27Nhm7XQOzoXkFQCIYuDAgVWTJk0qJKKmblPLJk2aVBgaGoq7HQAAAAAA4LBu3bqZQkNDtRaLpVF9EovFwkJDQ7XdunUTZc0scB4krwCg2UpKSqTTpk0L3bdvXzfOmzZFnHNO+/bt6zZt2rTQkpISqchNBAAAAACADopzTjt37tRMnTo17MSJExpBEBqVvBIEgZ04cUIzderUsF27dmma2pcB50PyCgCapaSkRDpz5szQ69evqwwGQ7M+UwwGg+T69euqmTNnIoEFAAAAAAAPZLFY6I033uj1/vvv99br9ZLGJq7sBEFger1esmbNmt5vvPFGL4tF1I3UQSRIXgFAkwmCQM8//3xwcXGx3Gw2N3W6YA1ms5kVFxfLn3/++WBBEMSoEgAAAAAAOiDOOS1atKjX0aNHu4hxI/3o0aNdFi1a1AsjsNoeJK8AoMnWr1/vl5+frxQrcWVnNptZfn6+csOGDb7NrctkMlFycrJf7969B8vl8qG+vr7hzz77bM/qZQRBoKSkJH9fX99wlUoVGR0dHZyRkaFs7rkBAAAAAMB5du/erREjcWVnT2D985//1IhRn5h9kVOnTilHjBgRolKpIn19fcMXLFjg35lGiSF5BQBNcuXKFcXWrVv9xQoUtRkMBsmnn37a/cqVK4rm1POb3/wmaOPGjd0SEhIK9uzZk/v222/fUKvVNT7lX3vtNf/U1FT/efPm3dq2bdsVqVTKJ02aFFxYWIipiwAAAAAAbVBBQYHs/fff7y12f8RgMEjWrFnTu6CgQNbcusTqixQUFEhjY2NDZDIZ37Zt25X58+ff+uCDD/zfeOMNv+a2sb1o9psBAJ3Txx9/7Gc2m52aADebzZKNGzf6rVix4oemHL9r1y6Pffv2eaenp18YNmyYvq4yWq2WrVu3zi8hIeFWcnJyIRHRmDFjtL179w5fs2aNz/Llywuacw0AAAAAACC+1atX9zCZTKLOALEzmUxszZo1Pd599928ptYhZl9kzZo1PiaTie3bt++yRqOxEBEVFxfLUlNT/RYtWnRbpVJ1+HmOGHkFAA6rqKiQHD9+XOPsYaoWi4WOHTumqaioaNJn1aZNm7o+9NBDFfUFCyKiw4cPu1VWVkpmzJhRan9Mo9FYxowZU/7VV195NuW8AAAAAADgPOXl5ZL//Oc/jd5V0FG2XQi9y8vLm5wzEbMvcujQIc/Ro0eX2xNXREQzZswo1Wq10kOHDrk1tY3tCZJXAOCwgwcPekkkLfPxIZFI6ODBg15NOfbs2bOuffv21cfHx/dyc3OLVKlUkY888kjfvLw8F3uZ7OxspVQqpbCwsBpBJTg4WH/16lWsewUAAAAA0MZ8/vnnGsaYU0cbMcbo888/b/LaV2L2Ra5du6YMCQmpql4mLCxML5VK6cKFC52iz4LkFQA47OzZs256vb5FPj/0er0kMzOzSXcTioqKXHbt2tU1KytL9de//vXqBx98kHf+/Hn1L3/5y772UWOlpaVSlUolyGQ1Z1F7eXmZy8vLseYVAAAAAEAbc/LkSU9nrb1rZzAYJOnp6R5NPV7Mvkh5ebnU09OzxlbsMpmMVCqVUFpa2in6LFjzCgAclpWV1aJDU8+fP9+k83HOiXNO//73vy/7+fkJREQ9evQwPfrooyF79+51nzJlSgWR9a5KXcfW9TgAAAAAALSuS5cuqVviPLm5ua5NPVbsvkh9fZPO0mfByCsAcFhxcbG8PZzPw8NDCA4OrrIHCyKiRx55ROvi4sLPnz+vIiLy9vYWdDqd1Gw21zj27t27Mnd3d4EAAAAAAKBNKSsra5H+SHPOI2ZfxMPDQygrK6sxwspsNlNVVZXUy8urU/RZkLwCAIc5a2FEsc/Xt29fPef3T4XnnJNEIuFERKGhoXpBECgrK0tRvUxubq6yT58+9S6uCAAAAAAALY9zTs7eOMrOYrFQXf2JxhCzLxIUFKTPzc2tsbbVuXPnlIIg0MCBAztFnwXJKwBwmFQqbdGtWJt6vtjY2LLc3FzVrVu37k2R3r9/v7vZbGZDhw6tIiKaMGGC1tXV1bJ169Z7izGWlpZKjh8/7jFhwoS7zW89AAAAAACIhTFGLbl5VFOn5YnZF4mJibl7/Phxz9LS0nsXvn37dm83NzchJiZG26QGtjNY8woAHNalSxejTqdTteT5mnLc/PnzCz/++ONukyZN6rdgwYJb5eXl0iVLlvQYOXJk+cSJE7VERGq1ms+dO7cgNTXVT6PRmAcMGKBPSUnxUygUlsTExEJxrwQAAAAA/r+9e4uJ6lz7AP6sWWtOwBzdyDC6QSRKrUDZgOhFK9Zq0QSxZ02xrUnbSFsSit0qqam7Rm0gosaQ1ENM6kW1Iu1F6YF80ZpWL0xxPmJVaKVWPCHDpjDADHNYM2ut76LFTxR0zgPy/yVeOLPWu9aEZCbPf73v8wKESq/X8319fRFfOqjX64OqQ4jCW4tUVlb2HDp0KKm4uDh9w4YN1suXL6vq6upMlZWVXWq1OqoTC2IF4RUABGzu3LmOmzdvRi28yszMDOppgtFoFE+cONH+3nvv/fPNN9+cKZfLpaVLl/bv37//5t3HVVdXd0mSRLt3704eHBzksrOzh5qamtoTExMnxfpxAAAAAICJZNasWc6ff/454uHV7Nmzh4I9N5y1iMlkEpqamtrLy8tTVq9ePUur1frKy8ut27dvt4by+SYShFcAELCcnBzHjz/+OMXtdkd8vq5KpRKfeOKJoKfCZmZmen766acrDzqGZVmqra3tqq2t7Qr2OgAAAAAAEB0LFiwYOH/+vNbj8USsHlEqleL8+fMHQxkjnLVIQUGBq7m5+XIo9zORoecVAASsqKioP5pNEouKivqjcjEAAAAAABj3Vq5c2SdJUkQ3kZIkiVauXNkXyWuA/xBeAUDANBqNuHDhwr5IN0qUyWRUWFjYp9FoopOUAQAAAADAuKfVasUnn3yyL1IbSbEsKz311FN9Wq0Wdcg4gfAKAILy9ttvWzmOi+iXOcdx4ltvvTVp1nEDAAAAAIB/1q9ff0sul0ckvJLL5VJlZWVnJMaG4CC8AoCgpKene0pLS7uUSmVEAiylUimuWbPmdnp6uicS4wMAAAAAwMRlMpl877///vVw1yN/7/R33WQy+cI5LoQG4RUABK2srMxqNpvdHMeF9YkHx3GS2Wx2r1u3rjuc4wIAAAAAwKPjxRdf7Fu0aFFvuAIspVIpLlq0qPeFF15Ar6txBuEVAASNZVk6cOBAu1ar9YZzXJ1O5z148GA7y7LhHBYAAAAAAB4hDMPQtm3bbsybN8/GMKH1b2cYhubNm2fbtm3bjVDHgvBDeAUAITlz5ozWbrfLwzmm3W6XnzlzRhPOMQEAAAAA4NHT0NBgbG5uNoRjrObmZkNDQ4MxHGNBeCG8AoCgff3114aampoZXq83rI8meJ5nqqur0xobG/XhHBcAAAAAAB4dBw8enLp3795UnudlkhRaJxNJkojnednevXtTDx48ODVMtwhhgvAKAILS0tISV1NTM4Pn+Yh8j/A8L6uurk5raWmJi8T4AAAAAAAwcdXX1xsPHz48Ldz1CM/zssOHD0+rr6/HDKxxBOEVAATM4/EwmzdvTo9UcDWM53nZ5s2b0z0eDxadAwAAAAAAERF1dHQohmdcRWL84RlYHR0dikiMD4FDeAUAAdu1a5d5YGCAi8a1BgYGuN27d5uDObegoCCDYZi80f6dPHkynohIEATasGFDclJSUrZarf7X/PnzZ1ssFlV4PwUAAAAAAISDKIq0adOmdJ/PF9EH3D6fj6mqqpopisFtZOhPLTJt2rSse99LSkrKvnesc+fOqQoKCjLUavW/kpKSsjdu3Jgc7H1NVFEpPgHg0WGz2dhvvvkmKdx9rsbC87yssbExqayszGowGIRAzt23b9/1/v7+EVsWbtmyxdzW1hZXWFg4RERUVVWVXFdXl7xly5abc+bM8ezcuTNp+fLls9va2loTExMDuh4AAAAAAERWY2OjobOzUyWKYkTrEVEUmVu3bqkbGxsNzz33nC3Q8/2pRYiIVqxY0VdRUfHf4f+rVKoRqZTVamWXLVuWkZGR4Tp69Ogfv/32m3Lr1q3/5DhO+uSTT6zBfLaJCOEVAASkvr5+CsMwEhFFbSkfwzDS8ePHp6xbt+6/Dz/6/+Xl5bnv/r/b7WYuXboUX1xc3CeXy8nhcDD79u0zlZeXd3344Yc9RESFhYWO1NTU7D179iROph8DAAAAAICJ4PPPPzd5PJ6orCLzeDyyI0eOmIIJrx5WiwwzmUzeZ555Zui+Af62Z8+eRK/Xy3z77bdXjEajSETU29vL1dXVmT766KNutVodWqf6CQLLBgHAb5Ik0ZdffmmKdK+re/E8L2toaDCFuoPIV199pR0cHGTXrFnTR0T0ww8/JAwNDclKS0vv/BgZjUaxsLBw8MSJE7oQbxsAAAAAAMKotbVVdfv27ai2+Ojs7FS1tbWFfM17axF/nTx5Urdw4cLB4eCKiKi0tNTmcDjYkydPJoR6XxMFwisA8NuNGzcUTqeTffiR4Tc0NMTduHEjpIaJx44dM06dOtVbVFTkICL69ddfVSzLUlZW1oinIrNnz3ZfvXoVfa8AAAAAAMaRU6dO6QVBiOpmToIgMKdOndKHOs69tciw+vr6f8jl8lyNRpOzfPnymb///vuImqejo0OVkZHhuvu1rKwsN8uyFI5QbaLAskEA8NuFCxfiWDYm2RVxHCdevHgxLjU1lQ/mfLvdLjt16pT+1Vdf7ZHJ/srtbTYbq1arBY4b+VWo1+t9g4ODsfmgAAAAAAAwqvPnz2tiEV6dP39eQ0RBtxQZrRYhInr22Wf7FyxYMJSamsq3traqdu7caV60aFHGhQsX2qZMmSIQEQ0ODrI6nW5EL16O40itVgs2m23S1CyYeQUAfrt06VK82+2OyfeG2+1mL168GB/s+ceOHdM5nU7Za6+9NmKaLsPc/9snSdKorwMAAAAAQOxcvXo1biJed6xa5LPPPru5bt26vmXLljk++OCDP7/77rv27u5u+aeffjrl7uPGqk0mU82C8AoA/NbV1aUMte9UsCRJIqvVGvSywePHjxtTUlI8CxcudA6/ZjAYBKfTyfp8vhHHDgwMcBqNBjsNAgAAAACMIw6HIyarx0K97mi1yGjy8vLcaWlpnpaWljthmVarFe7dtdDn85HL5WL1ev2kqVkQXgGA37xeb0yj/WAbxff29rKnT5/WPf/88yOedMyZM8ctCAK1trYq7369vb1dNXPmTDcBAAAAAMC4IIoixepBeijXHqsWGYskSXT30sK0tDR3e3v7iN5WFy9eVAmCQI8//vikqVkQXgGA3+RyeUy3YVUoFOLDj7rfkSNH9DzPM6+//vqIH4ylS5c64uPjxSNHjhiHX7PZbLLTp09rly5dOhDq/QIAAAAAQHjIZLKYLZML5dpj1SKjOXfunOratWuq3NzcOzO0lixZMnD69GmdzWa7k9988cUXhoSEBGHJkiWO0Ud69KBhOwD4LTk52cMwTEyeeDAMQyaTKahm7Q0NDcaMjAxXbm7uiCcTcXFx0jvvvGOtq6szGY1G32OPPebeuXOnSalUipWVlT3huXMAAAAAAAiHhIQEn91uj3qOkZCQ4Hv4UaMbqxY5duyY7ujRo8bi4uJ+s9nsa21tVe3atSvZbDZ73n333T+Hj6usrOw5dOhQUnFxcfqGDRusly9fVtXV1ZkqKyu71Gp1TCcXRBPCKwDwW2Zm5tD3338vulyuqM/aVKlUQlZW1lCg53V1dXFnz57VbNy48fZo71dXV3dJkkS7d+9OHhwc5LKzs4eampraExMTJ836cQAAAACAiWDmzJnOX375RRuL6wZz3oNqkbS0NL6np0e+adOmFLvdzur1euHpp58e2LVr1y2DwXBnxYnJZBKampray8vLU1avXj1Lq9X6ysvLrdu3bw9698OJCOEVAPgtOzvbKQixyXR8Pp8sKysr4B+N5ORkn8/naxnrfZZlqba2tqu2trYrtDsEAAAAAIBIysnJsV+6dEkjCELU1g+yLCvl5OTYgzn3QbXI/PnzXWfPnm33Z5yCggJXc3Pz5WDu4VGBnlcA4LeUlBQ+Li4uJulVfHy8LyUlJahlgwAAAAAAMPEtXry4n2XZqC6VY1lWWrx4cX80rwn3Q3gFAH5jGIZeeukla7CN04OlUCjEl19+2RqrBo0AAAAAABB7c+fOdZvN5qjusDdt2jT3ZNrVb7xCeAUAAVm1alWvJElRTZEkSWJeeeWV3mheEwAAAAAAxp81a9ZYlUplVB6mK5VKsbS0dFL1lhqvEF4BQEAMBoNQUlLSHa3ZVwqFQiwpKek2GAxooA4AAAAAMMmVlJTYpk+f7pLJZBFdPiiTyaTp06e7SkpKbJG8DvgH4RUABGz9+vW3dTpd0NvFBkKn0/nWr18/6k6BAAAAAAAwuchkMqqurr7KcVxEwyuO46SampqrMhlik/EAfwUAGIsoiuKoywOVSqW0Y8eOPyI9+0qhUIg7duz4Q6lURrUp42T19987qv3MAAAAAABGMWYtQkSUlpbGV1RUXI9UPaJQKMSKiorrM2bMwIZRUfKwWgThFQCMimEYq8vlUo31fm5urrOqqqojkj8YVVVVHbm5uc5IjA/3c7lcKoZhsKYfAAAAAGLqYbUIEdGqVav61q5d2xnuekShUIhr167tXLVqVV84x4UHe1gtwn788cdRvB0AmCg6OztvORyOFfHx8TKO44TRdvrLyMhwJyYmus+ePasXBCFsTdyHg6uSkhJsSRsFoigyTqdTfe3aNYXX692UnJz8R6zvCQAAAAAmL39qESKivLy8oYSEBN5isegkSaJQNpaSyWSSXC6XKioqrr/xxht/Bn3zEBB/axFGkrAaBwBG19LSUsRx3H8kSTLRA2ZqXrlyRXHgwIFEu93Oer3eoH8w5HK5pNFohLKysp709HRM0Y0ekWEYq8/n25qbm/s/sb4ZAAAAAAB/axEiIqvVyu3fvz+xu7tbzvN8wPWIQqGQkpKSvGVlZT0mkykqvX3hDr9qEYRXABAW+fn5SiLaSkQV9Nda5bgATnfSXz9Ie4noPxaLxRP+OwQAAAAAgEdVfn6+jIheIqJNRDSHiFgiUjzgFJ6IBCL6lYhqiOhLi8WC/q/jFMIrAAir/Px8AxGtJaJ/E5GBiLxElEAjn5aIROQgIjkR2YiologOWywWbEMLAAAAAAAhyc/PzySiFURUSES5RGSkv8IsgYj6iKiFiH4kom8sFktrjG4TAoDwCgAiIj8/nyGiFCLKI6ICIppBRCoichPRNSJqJqL/JaIbFosFX0QAAAAAABAx+fn5MsysmrgQXgEAAAAAAAAAwLj1wKZnAAAAAAAAAAAAsYTwCgAAAAAAAAAAxq3/A0w+Ifo1KmPwAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 1224x360 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figsize = (17,5)\n",
+    "fig, ax = plt.subplots(1,3, figsize=figsize)\n",
+    "for i, cre_line in enumerate(cre_lines):\n",
+    "    data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
+    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
+    "    cluster_order = np.sort(data.cluster_id.unique())\n",
+    "    n_clusters = len(cluster_order)\n",
+    "    print(n_clusters)\n",
+    "    ax[i] = sns.scatterplot(data=data, x='experience_selectivity', y='feature_sel_across_sessions', \n",
+    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
+    "                            size='n_cells', sizes=(0, 1000), ax=ax[i])\n",
+    "#     ax[i].axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
+    "#     ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
+    "    ax[i].set_title(cell_types[cre_line])\n",
+    "    ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
+    "    ax[i].set_xlabel('experience modulation')\n",
+    "    ax[i].set_ylabel('feature selectivity across sessions')\n",
+    "    ax[i].set_xlim(0, 1.1)\n",
+    "    ax[i].set_ylim(0, 1.1)\n",
+    "fig.tight_layout()\n",
+    "# utils.save_figure(fig, figsize, base_dir, folder, 'feature_sel_exp_mod_avg_across_cells_in_cluster')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### summarize"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_per_cre = cell_stats.groupby(['cre_line']).count().rename(columns={'cluster_id':'n_cells_total'})[['n_cells_total']]\n",
+    "n_clusters_per_feature = cell_stats.groupby(['cre_line', 'dominant_feature']).count().rename(columns={'cluster_id':'n_cells'})[['n_cells']]\n",
+    "n_clusters_per_feature = n_clusters_per_feature.reset_index().merge(n_clusters_per_cre, on='cre_line')\n",
+    "n_clusters_per_feature['fraction_cells'] = n_clusters_per_feature['n_cells']/n_clusters_per_feature['n_cells_total']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0, 0, 'all-images'),\n",
+       " Text(0, 0, 'omissions'),\n",
+       " Text(0, 0, 'behavioral'),\n",
+       " Text(0, 0, 'task')]"
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 324x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "colors = utils.get_cre_line_colors()[::-1]\n",
+    "\n",
+    "figsize=(4.5,3)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "sns.barplot(data=n_clusters_per_feature, x='dominant_feature', y='fraction_cells', hue='cre_line',\n",
+    "             palette=colors, order=features, hue_order=cre_lines, ax=ax)\n",
+    "ax.legend(fontsize='xx-small', title='', loc='upper right')\n",
+    "ax.set_ylabel('fraction of cells')\n",
+    "ax.set_xlabel('')\n",
+    "ax.set_title('feature preference')\n",
+    "ax.set_xticklabels(features, rotation=45)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_clusters_per_cre = cell_stats.groupby(['cre_line']).count().rename(columns={'cluster_id':'n_cells_total'})[['n_cells_total']]\n",
+    "n_clusters_per_feature = cell_stats.groupby(['cre_line', 'dominant_experience_level']).count().rename(columns={'cluster_id':'n_cells'})[['n_cells']]\n",
+    "n_clusters_per_feature = n_clusters_per_feature.reset_index().merge(n_clusters_per_cre, on='cre_line')\n",
+    "n_clusters_per_feature['fraction_cells'] = n_clusters_per_feature['n_cells']/n_clusters_per_feature['n_cells_total']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 324x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "colors = utils.get_cre_line_colors()[::-1]\n",
+    "experience_levels = np.sort(cluster_meta.experience_level.unique())\n",
+    "\n",
+    "figsize=(4.5,3)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "sns.barplot(data=n_clusters_per_feature, x='dominant_experience_level', y='fraction_cells', hue='cre_line',\n",
+    "             palette=colors, order=experience_levels, hue_order=cre_lines, ax=ax)\n",
+    "ax.legend(fontsize='xx-small', title='', loc='upper right')\n",
+    "ax.set_ylabel('fraction of cells')\n",
+    "ax.set_xlabel('')\n",
+    "ax.set_title('experience level preference')\n",
+    "ax.set_xticklabels(experience_levels, rotation=45);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### repeat but per cluster instead of across cells "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in double_scalars\n",
+      "  \n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in double_scalars\n"
+     ]
+    }
+   ],
+   "source": [
+    "cell_stats = cluster_meta.copy()\n",
+    "for i, cell_specimen_id in enumerate(cell_stats.index.values):\n",
+    "    # get dropout scores per cell \n",
+    "    cell_dropouts = dropouts[dropouts.cell_specimen_id==cell_specimen_id].groupby('experience_level').mean()[features]\n",
+    "    # get preferred regressor and experience level and save\n",
+    "    dominant_feature = cell_dropouts.stack().idxmax()[1]\n",
+    "    dominant_experience_level = cell_dropouts.stack().idxmax()[0]\n",
+    "    cell_stats.loc[cell_specimen_id, 'dominant_feature'] = dominant_feature\n",
+    "    cell_stats.loc[cell_specimen_id, 'dominant_experience_level'] = dominant_experience_level\n",
+    "    # get selectivity for feature & experience level \n",
+    "    # feature selectivity is ratio of largest and next largest dropouts for the dominant experience level\n",
+    "    order = np.argsort(cell_dropouts.loc[dominant_experience_level])\n",
+    "    values = cell_dropouts.loc[dominant_experience_level].values[order[::-1]]\n",
+    "    feature_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
+    "    # experience selectivity is ratio of largest and next largest dropouts for the dominant feature\n",
+    "    order = np.argsort(cell_dropouts[dominant_feature])\n",
+    "    values = cell_dropouts[dominant_feature].values[order[::-1]]\n",
+    "    experience_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
+    "    cell_stats.loc[cell_specimen_id, 'feature_selectivity'] = feature_selectivity\n",
+    "    cell_stats.loc[cell_specimen_id, 'experience_selectivity'] = experience_selectivity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['cre_line', 'cluster_id', 'VISl_lower', 'VISl_upper', 'VISp_lower',\n",
+       "       'VISp_upper', 'dominant_feature', 'dominant_experience_level',\n",
+       "       'next_highest_conditions', 'feature_selectivity',\n",
+       "       'experience_selectivity', 'exp_mod_direction', 'exp_mod_persistence',\n",
+       "       'feature_sel_within_session', 'feature_sel_across_sessions',\n",
+       "       'fraction_cre', 'F_max', 'N1_max', 'N2_max', 'n_cells_cluster'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cluster_stats.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0, 1)"
+      ]
+     },
+     "execution_count": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "min_size = 0\n",
+    "max_size = 1000\n",
+    "\n",
+    "colors = utils.get_cre_line_colors()\n",
+    "\n",
+    "figsize=(4,3)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "sns.scatterplot(data=cluster_stats, x='cre_line', y='feature_selectivity', hue='cre_line',\n",
+    "             palette=colors, hue_order=cell_types, size='fraction_cre', sizes=(min_size, max_size), ax=ax)\n",
+    "ax.legend(fontsize='xx-small', title='', bbox_to_anchor=(1.1,1))\n",
+    "ax.set_ylabel('feature selectivity index')\n",
+    "ax.set_xlabel('')\n",
+    "ax.set_title('feature selectivity')\n",
+    "# ax.set_xticklabels([processing.get_cell_type_for_cre_line(cluster_meta, cre_line) for cre_line in cre_lines], rotation=45)\n",
+    "ax.set_xticklabels([cre_line.split('-')[0] for cre_line in cre_lines[::-1]], rotation=0)\n",
+    "\n",
+    "ax.set_ylim(0,1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0, 1)"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "max_size = 0\n",
+    "max_size = 1000\n",
+    "\n",
+    "figsize=(4,3)\n",
+    "fig, ax = plt.subplots(figsize=figsize)\n",
+    "sns.scatterplot(data=cluster_stats, x='cre_line', y='experience_selectivity', hue='cre_line', \n",
+    "             palette=colors, hue_order=cell_types, size='fraction_cre', sizes=(min_size, max_size), ax=ax)\n",
+    "ax.legend(fontsize='x-small', title='', bbox_to_anchor=(1.1,1))\n",
+    "ax.set_ylabel('experience selectivity')\n",
+    "ax.set_xlabel('')\n",
+    "ax.set_title('experience selectivity')\n",
+    "# ax.set_xticklabels([processing.get_cell_type_for_cre_line(cluster_meta, cre_line) for cre_line in cre_lines], rotation=45)\n",
+    "ax.set_xticklabels([cre_line.split('-')[0] for cre_line in cre_lines[::-1]], rotation=0)\n",
+    "\n",
+    "ax.set_ylim(0,1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### details stuff / validation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### count number of cells in different areas & depths"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'make_frequency_table' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-117-2c66426b91f7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmake_frequency_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgroupby_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'cre_line'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnormalize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'make_frequency_table' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "make_frequency_table(cluster_meta, groupby_columns = ['cre_line', 'targeted_structure'], normalize=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "There are way more cells in VISp than VISl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "make_frequency_table(cluster_meta, groupby_columns = ['cre_line', 'layer'], normalize=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "There are way more cells in lower layers for Sst and upper layers for Vip"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "make_frequency_table(cluster_meta, groupby_columns = ['cre_line', 'binned_depth'], normalize=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Numbers get pretty small for inhibitory lines when looking at depths in 4 bins"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### get frequency across areas & layer for one cre line"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_line = cre_lines[1]\n",
+    "print(cre_line)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "make_frequency_table(cluster_meta[cluster_meta.cre_line==cre_line], \n",
+    "                     groupby_columns = ['targeted_structure', 'layer'], normalize=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_meta = cluster_meta[cluster_meta.cre_line==cre_line]\n",
+    "make_frequency_table(cre_meta, groupby_columns = ['targeted_structure', 'layer'], normalize=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plot frequency by area and depth"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_line = cre_lines[1]\n",
+    "cre_meta = cluster_meta[cluster_meta.cre_line==cre_line]\n",
+    "frequency = make_frequency_table(cre_meta, groupby_columns = ['targeted_structure', 'layer'], normalize=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Rows add up to 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(6,2.5))\n",
+    "ax = sns.heatmap(frequency, vmin=0, cmap='magma', ax=ax, cbar_kws={'shrink':0.8, 'label':'fraction of cells'})\n",
+    "ax.set_ylim((0, 4))\n",
+    "# ax.set_yticklabels(frequency.index, rotation=0, horizontalalignment='center')\n",
+    "ax.set_xlim(-0.5, len(frequency.columns)+0.5)\n",
+    "ax.set_ylabel('')\n",
+    "ax.set_title(cell_types[cre_line])\n",
+    "fig.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### normalizing to cluster size doesnt make sense"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stats_df = cre_meta[['cluster_id', 'binned_depth']]\n",
+    "frequency_table= stats_df.groupby('cluster_id')['binned_depth'].value_counts(normalize=False).unstack()\n",
+    "frequency_table= frequency_table.fillna(0)\n",
+    "frequency_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "stats_df = cre_meta[['cluster_id', 'binned_depth']]\n",
+    "frequency_table= stats_df.groupby('cluster_id')['binned_depth'].value_counts(normalize=True).unstack()\n",
+    "frequency_table= frequency_table.fillna(0)\n",
+    "frequency_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sns.heatmap(frequency_table)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### plots with individual cells per cluster"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# get dropouts for some specific condition and add to cre meta for plotting\n",
+    "condition = ('all-images', 'Familiar')\n",
+    "metric_data = df[condition]\n",
+    "metric_data = metric_data.rename(columns={('all-images', 'Novel 1'):'metric'})\n",
+    "metric_data = pd.DataFrame(metric_data, columns=['metric'])\n",
+    "metric_meta = cre_meta.merge(metric_data, on='cell_specimen_id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "ax = sns.scatterplot(data=metric_meta, y='imaging_depth', x='metric', hue='cluster_id', palette='magma_r', ax=ax)\n",
+    "ax.legend(bbox_to_anchor=(1,1), )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "ax = sns.pointplot(data=metric_meta, y='binned_depth', x='metric', hue='cluster_id', \n",
+    "                   orient='h', join=False, dodge=0.5, palette='magma_r', ax=ax)\n",
+    "ax.legend(bbox_to_anchor=(1,1), )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# get dropouts for some specific condition and add to cre meta for plotting\n",
+    "condition = ('behavioral', 'Novel 1')\n",
+    "metric_data = df[condition]\n",
+    "metric_data = metric_data.rename(columns={('all-images', 'Novel 1'):'metric'})\n",
+    "metric_data = pd.DataFrame(metric_data, columns=['metric'])\n",
+    "metric_meta = cre_meta.merge(metric_data, on='cell_specimen_id')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "ax = sns.scatterplot(data=metric_meta, y='imaging_depth', x='metric', hue='cluster_id', palette='magma_r', ax=ax)\n",
+    "ax.legend(bbox_to_anchor=(1,1), )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "area_df = pd.DataFrame(frequency_table_area.unstack(), columns=['fraction']).reset_index()\n",
+    "area_df = area_df.groupby(['cluster_id', 'targeted_structure']).mean().unstack()\n",
+    "area_df.columns = area_df.columns.droplevel()\n",
+    "fig, ax = plt.subplots(figsize=(6,2))\n",
+    "ax = sns.heatmap(area_df.T, vmin=0, cmap='magma', ax=ax, cbar_kws={'shrink':0.8, 'label':'fraction cells\\nper area'})\n",
+    "ax.set_ylim((0, 2))\n",
+    "ax.set_yticklabels(area_df.T.index, rotation=0, horizontalalignment='center')\n",
+    "ax.set_ylabel('')\n",
+    "ax.set_xlim(-0.5, len(area_df)+0.5)\n",
+    "fig.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "depth_df = pd.DataFrame(frequency_table_depth.unstack(), columns=['fraction']).reset_index()\n",
+    "depth_df = depth_df.groupby(['cluster_id', 'binned_depth']).mean().unstack()\n",
+    "depth_df.columns = depth_df.columns.droplevel()\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(6,2.5))\n",
+    "ax = sns.heatmap(depth_df.T, vmin=0, cmap='magma', ax=ax, cbar_kws={'shrink':0.8, 'label':'fraction cells\\nper depth'})\n",
+    "ax.set_ylim((0, 4))\n",
+    "ax.set_yticklabels(depth_df.T.index, rotation=0, horizontalalignment='center')\n",
+    "ax.set_xlim(-0.5, len(depth_df)+0.5)\n",
+    "ax.set_ylabel('')\n",
+    "fig.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fig, ax = plt.subplots\n",
+    "sns.barplot(data=area_df, x='cluster_id', y='fraction', hue='targeted_structure')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frequency_table_depth"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "collapsed_sections": [],
+   "name": "test_clustering_methods.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "vba",
+   "language": "python",
+   "name": "vba"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 7e28e33c98db480ed784a5c64c1db0ff4092e21d Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Wed, 9 Nov 2022 10:21:28 -0800
Subject: [PATCH 16/25] adding GLM code to load  across normalized rspm

---
 ...1107_figure_4_clustering_dff_control.ipynb | 5101 ++---------------
 .../clustering/processing.py                  |   39 +-
 2 files changed, 533 insertions(+), 4607 deletions(-)

diff --git a/notebooks/221107_figure_4_clustering_dff_control.ipynb b/notebooks/221107_figure_4_clustering_dff_control.ipynb
index 476536a9a..1badad529 100644
--- a/notebooks/221107_figure_4_clustering_dff_control.ipynb
+++ b/notebooks/221107_figure_4_clustering_dff_control.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -60,7 +60,8 @@
    "outputs": [],
    "source": [
     "from visual_behavior.dimensionality_reduction.clustering import processing\n",
-    "from visual_behavior.dimensionality_reduction.clustering import plotting"
+    "from visual_behavior.dimensionality_reduction.clustering import plotting\n",
+    "import visual_behavior.dimensionality_reduction.clustering as vba_clust"
    ]
   },
   {
@@ -80,12 +81,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### get experiments and cells tables and limit to closest familiar and novel active"
+    "# Get experiments and cells tables and limit to closest familiar and novel active"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -94,7 +95,7 @@
        "1248"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -106,18 +107,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "402"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "402\n",
+      "28806\n",
+      "3921 cells in matched cells table\n"
+     ]
     }
    ],
    "source": [
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,7 +154,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -171,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -180,362 +180,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 39,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loading results_pivoted from \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\24_dff_all_L2_optimize_by_session_results_pivoted.h5\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>identifier</th>\n",
-       "      <th>Full</th>\n",
-       "      <th>all-images</th>\n",
-       "      <th>behavioral</th>\n",
-       "      <th>hits</th>\n",
-       "      <th>image0</th>\n",
-       "      <th>image1</th>\n",
-       "      <th>image2</th>\n",
-       "      <th>image3</th>\n",
-       "      <th>image4</th>\n",
-       "      <th>...</th>\n",
-       "      <th>ophys_container_id</th>\n",
-       "      <th>project_code</th>\n",
-       "      <th>imaging_depth</th>\n",
-       "      <th>targeted_structure</th>\n",
-       "      <th>date_of_acquisition</th>\n",
-       "      <th>session_type</th>\n",
-       "      <th>experience_level</th>\n",
-       "      <th>passive</th>\n",
-       "      <th>image_set</th>\n",
-       "      <th>file_id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>141</th>\n",
-       "      <td>1003771765_1086489847</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.012105</td>\n",
-       "      <td>-0.963544</td>\n",
-       "      <td>-0.083882</td>\n",
-       "      <td>-0.018994</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.013553</td>\n",
-       "      <td>-0.020888</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1000740410</td>\n",
-       "      <td>VisualBehaviorTask1B</td>\n",
-       "      <td>175</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>2020-01-29 16:25:58.000000</td>\n",
-       "      <td>OPHYS_3_images_B</td>\n",
-       "      <td>Familiar</td>\n",
-       "      <td>False</td>\n",
-       "      <td>B</td>\n",
-       "      <td>1003809811</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>142</th>\n",
-       "      <td>1003771765_1086489860</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1000740410</td>\n",
-       "      <td>VisualBehaviorTask1B</td>\n",
-       "      <td>175</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>2020-01-29 16:25:58.000000</td>\n",
-       "      <td>OPHYS_3_images_B</td>\n",
-       "      <td>Familiar</td>\n",
-       "      <td>False</td>\n",
-       "      <td>B</td>\n",
-       "      <td>1003809811</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>143</th>\n",
-       "      <td>1003771765_1086489891</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.055321</td>\n",
-       "      <td>-0.552129</td>\n",
-       "      <td>-0.413675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.087683</td>\n",
-       "      <td>-0.900484</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1000740410</td>\n",
-       "      <td>VisualBehaviorTask1B</td>\n",
-       "      <td>175</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>2020-01-29 16:25:58.000000</td>\n",
-       "      <td>OPHYS_3_images_B</td>\n",
-       "      <td>Familiar</td>\n",
-       "      <td>False</td>\n",
-       "      <td>B</td>\n",
-       "      <td>1003809811</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>1004403369_1086489847</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.529149</td>\n",
-       "      <td>-0.468350</td>\n",
-       "      <td>-0.134829</td>\n",
-       "      <td>-0.421587</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.182548</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1000740410</td>\n",
-       "      <td>VisualBehaviorTask1B</td>\n",
-       "      <td>175</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>2020-01-31 16:32:20.000000</td>\n",
-       "      <td>OPHYS_4_images_A</td>\n",
-       "      <td>Novel 1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>A</td>\n",
-       "      <td>1004465164</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>181</th>\n",
-       "      <td>1004403369_1086489860</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>-0.813781</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.362811</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1000740410</td>\n",
-       "      <td>VisualBehaviorTask1B</td>\n",
-       "      <td>175</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>2020-01-31 16:32:20.000000</td>\n",
-       "      <td>OPHYS_4_images_A</td>\n",
-       "      <td>Novel 1</td>\n",
-       "      <td>False</td>\n",
-       "      <td>A</td>\n",
-       "      <td>1004465164</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 68 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                identifier  Full  all-images  behavioral      hits    image0  \\\n",
-       "141  1003771765_1086489847   0.0   -0.012105   -0.963544 -0.083882 -0.018994   \n",
-       "142  1003771765_1086489860   0.0    0.000000    0.000000  0.000000  0.000000   \n",
-       "143  1003771765_1086489891   0.0   -0.055321   -0.552129 -0.413675  0.000000   \n",
-       "180  1004403369_1086489847   0.0   -0.529149   -0.468350 -0.134829 -0.421587   \n",
-       "181  1004403369_1086489860   0.0   -0.813781    0.000000 -0.362811  0.000000   \n",
-       "\n",
-       "     image1    image2    image3    image4  ...  ophys_container_id  \\\n",
-       "141     0.0  0.000000 -0.013553 -0.020888  ...          1000740410   \n",
-       "142     0.0  0.000000  0.000000  0.000000  ...          1000740410   \n",
-       "143     0.0 -0.087683 -0.900484  0.000000  ...          1000740410   \n",
-       "180     0.0 -0.182548  0.000000  0.000000  ...          1000740410   \n",
-       "181     0.0  0.000000  0.000000  0.000000  ...          1000740410   \n",
-       "\n",
-       "             project_code  imaging_depth  targeted_structure  \\\n",
-       "141  VisualBehaviorTask1B            175                VISp   \n",
-       "142  VisualBehaviorTask1B            175                VISp   \n",
-       "143  VisualBehaviorTask1B            175                VISp   \n",
-       "180  VisualBehaviorTask1B            175                VISp   \n",
-       "181  VisualBehaviorTask1B            175                VISp   \n",
-       "\n",
-       "            date_of_acquisition      session_type  experience_level  passive  \\\n",
-       "141  2020-01-29 16:25:58.000000  OPHYS_3_images_B          Familiar    False   \n",
-       "142  2020-01-29 16:25:58.000000  OPHYS_3_images_B          Familiar    False   \n",
-       "143  2020-01-29 16:25:58.000000  OPHYS_3_images_B          Familiar    False   \n",
-       "180  2020-01-31 16:32:20.000000  OPHYS_4_images_A           Novel 1    False   \n",
-       "181  2020-01-31 16:32:20.000000  OPHYS_4_images_A           Novel 1    False   \n",
-       "\n",
-       "     image_set     file_id  \n",
-       "141          B  1003809811  \n",
-       "142          B  1003809811  \n",
-       "143          B  1003809811  \n",
-       "180          A  1004465164  \n",
-       "181          A  1004465164  \n",
-       "\n",
-       "[5 rows x 68 columns]"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# get GLM results from saved file in save_dir or from mongo if file doesnt exist\n",
-    "results_pivoted = processing.get_glm_results_pivoted_for_clustering(glm_version, model_output_type, save_dir)\n",
-    "results_pivoted.head()"
+    "#### This code is a bit janky but what I used to create feature matrix for dff across session normalized\n",
+    "### This code needs to be debugged because it errors at \".query\" lines in glm repo. They can be commented out at your own risk.\n",
+    "\n",
+    "\n",
+    "# results_pivoted = vba_clust.get_glm_results_pivoted_for_clustering(glm_version='24_dff_all_L2_optimize_by_session',\n",
+    "#                                            model_output_type='adj_fraction_change_from_full',\n",
+    "#                                            across_sessions_normalized=True, save_dir=save_dir)\n",
+    "\n",
+    "# columns = ['omissions_across', 'all-images_across',\n",
+    "#        'behavioral_across', 'task_across', 'cell_specimen_id', 'experience_level']\n",
+    "# results_pivoted_sel = results_pivoted[columns]\n",
+    "# results_pivoted_sel = results_pivoted_sel.rename(columns= {'all-images_across':'all_images', 'omissions_across':'omissions', 'behavioral_across':'behavioral', 'task_across':'task'})\n",
+    "\n",
+    "# feature_matrix = vba_clust.pivot_df(results_pivoted_sel, dropna=True)\n",
+    "\n",
+    "#feature_matrix.to_hdf(os.path.join(save_dir, 'feature_matrix.h5'), key = 'df')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>all-images</th>\n",
-       "      <th>omissions</th>\n",
-       "      <th>behavioral</th>\n",
-       "      <th>task</th>\n",
-       "      <th>cell_specimen_id</th>\n",
-       "      <th>experience_level</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>141</th>\n",
-       "      <td>-0.012105</td>\n",
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-       "      <td>-0.963544</td>\n",
-       "      <td>-0.003805</td>\n",
-       "      <td>1086489847</td>\n",
-       "      <td>Familiar</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>142</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
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-       "      <td>Familiar</td>\n",
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-       "    <tr>\n",
-       "      <th>143</th>\n",
-       "      <td>-0.055321</td>\n",
-       "      <td>-0.556917</td>\n",
-       "      <td>-0.552129</td>\n",
-       "      <td>-0.028019</td>\n",
-       "      <td>1086489891</td>\n",
-       "      <td>Familiar</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>180</th>\n",
-       "      <td>-0.529149</td>\n",
-       "      <td>-0.153512</td>\n",
-       "      <td>-0.468350</td>\n",
-       "      <td>-0.015944</td>\n",
-       "      <td>1086489847</td>\n",
-       "      <td>Novel 1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>181</th>\n",
-       "      <td>-0.813781</td>\n",
-       "      <td>-0.195218</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>-0.231648</td>\n",
-       "      <td>1086489860</td>\n",
-       "      <td>Novel 1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     all-images  omissions  behavioral      task  cell_specimen_id  \\\n",
-       "141   -0.012105  -0.112785   -0.963544 -0.003805        1086489847   \n",
-       "142    0.000000   0.000000    0.000000  0.000000        1086489860   \n",
-       "143   -0.055321  -0.556917   -0.552129 -0.028019        1086489891   \n",
-       "180   -0.529149  -0.153512   -0.468350 -0.015944        1086489847   \n",
-       "181   -0.813781  -0.195218    0.000000 -0.231648        1086489860   \n",
-       "\n",
-       "    experience_level  \n",
-       "141         Familiar  \n",
-       "142         Familiar  \n",
-       "143         Familiar  \n",
-       "180          Novel 1  \n",
-       "181          Novel 1  "
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "# get dropout scores just for the features we want to cluster on\n",
-    "dropouts = processing.limit_results_pivoted_to_features_for_clustering(results_pivoted)\n",
-    "dropouts.head()"
+    "filename = os.path.join(save_dir, 'feature_matrix.h5')\n",
+    "feature_matrix = pd.read_hdf(filename, key='df')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 13,
    "metadata": {
     "scrolled": true
    },
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "No duplicated cells found\n",
-      "3921\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
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-       "      <td>-0.003805</td>\n",
-       "      <td>-0.015944</td>\n",
-       "      <td>-0.006705</td>\n",
+       "      <td>0.004670</td>\n",
+       "      <td>0.036437</td>\n",
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        "      <th>1086489860</th>\n",
        "      <td>0.000000</td>\n",
-       "      <td>-0.813781</td>\n",
+       "      <td>0.813781</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>-0.195218</td>\n",
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+       "      <td>0.231648</td>\n",
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        "      <th>1086489891</th>\n",
-       "      <td>-0.055321</td>\n",
-       "      <td>-0.602348</td>\n",
+       "      <td>0.007424</td>\n",
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        "      <td>0.000000</td>\n",
-       "      <td>-0.556917</td>\n",
-       "      <td>-0.381988</td>\n",
+       "      <td>0.556917</td>\n",
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        "      <td>0.000000</td>\n",
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-       "      <td>-0.099654</td>\n",
-       "      <td>-0.030652</td>\n",
+       "      <td>0.082477</td>\n",
+       "      <td>0.055097</td>\n",
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+       "      <td>0.042500</td>\n",
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        "    </tr>\n",
        "    <tr>\n",
        "      <th>1086489976</th>\n",
-       "      <td>-0.683818</td>\n",
-       "      <td>-0.629994</td>\n",
-       "      <td>-0.559606</td>\n",
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-       "      <td>-0.172733</td>\n",
-       "      <td>-0.044653</td>\n",
-       "      <td>-0.016107</td>\n",
-       "      <td>-0.026972</td>\n",
+       "      <td>0.683818</td>\n",
+       "      <td>0.302982</td>\n",
+       "      <td>0.458970</td>\n",
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+       "      <td>0.044653</td>\n",
+       "      <td>0.007869</td>\n",
+       "      <td>0.022193</td>\n",
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        "    <tr>\n",
        "      <th>1086490002</th>\n",
-       "      <td>-0.661373</td>\n",
-       "      <td>-0.584163</td>\n",
-       "      <td>-0.397421</td>\n",
-       "      <td>-0.086036</td>\n",
-       "      <td>-0.024809</td>\n",
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-       "      <td>-0.072155</td>\n",
-       "      <td>-0.013983</td>\n",
-       "      <td>-0.085174</td>\n",
+       "      <td>0.661373</td>\n",
+       "      <td>0.070753</td>\n",
+       "      <td>0.164331</td>\n",
+       "      <td>0.086036</td>\n",
+       "      <td>0.003870</td>\n",
+       "      <td>0.063254</td>\n",
+       "      <td>0.072155</td>\n",
+       "      <td>0.001681</td>\n",
+       "      <td>0.035327</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>-0.004114</td>\n",
-       "      <td>-0.050063</td>\n",
+       "      <td>0.000503</td>\n",
+       "      <td>0.050063</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -681,36 +364,36 @@
        "                 all-images                     omissions                      \\\n",
        "experience_level   Familiar   Novel 1  Novel >1  Familiar   Novel 1  Novel >1   \n",
        "cell_specimen_id                                                                \n",
-       "1086489847        -0.012105 -0.529149 -0.001467 -0.112785 -0.153512 -0.028176   \n",
-       "1086489860         0.000000 -0.813781  0.000000  0.000000 -0.195218  0.000000   \n",
-       "1086489891        -0.055321 -0.602348  0.000000 -0.556917 -0.381988  0.000000   \n",
-       "1086489976        -0.683818 -0.629994 -0.559606 -0.096100 -0.194190 -0.172733   \n",
-       "1086490002        -0.661373 -0.584163 -0.397421 -0.086036 -0.024809 -0.136702   \n",
+       "1086489847         0.004670  0.036437  0.001467  0.042185  0.012834  0.028176   \n",
+       "1086489860         0.000000  0.813781  0.000000  0.000000  0.195218  0.000000   \n",
+       "1086489891         0.007424  0.191590  0.000000  0.556917  0.189264  0.000000   \n",
+       "1086489976         0.683818  0.302982  0.458970  0.083192  0.137980  0.172733   \n",
+       "1086490002         0.661373  0.070753  0.164331  0.086036  0.003870  0.063254   \n",
        "\n",
        "                 behavioral                          task                      \n",
        "experience_level   Familiar   Novel 1  Novel >1  Familiar   Novel 1  Novel >1  \n",
        "cell_specimen_id                                                               \n",
-       "1086489847        -0.963544 -0.468350 -1.000000 -0.003805 -0.015944 -0.006705  \n",
-       "1086489860         0.000000  0.000000  0.000000  0.000000 -0.231648  0.000000  \n",
-       "1086489891        -0.552129 -0.176099 -1.000000 -0.028019 -0.099654 -0.030652  \n",
-       "1086489976        -0.044653 -0.016107 -0.026972  0.000000  0.000000  0.000000  \n",
-       "1086490002        -0.072155 -0.013983 -0.085174  0.000000 -0.004114 -0.050063  "
+       "1086489847         0.370910  0.031435  1.000000  0.002495  0.002662  0.006705  \n",
+       "1086489860         0.000000  0.000000  0.000000  0.000000  0.231648  0.000000  \n",
+       "1086489891         0.082477  0.055097  1.000000  0.003304  0.042500  0.030652  \n",
+       "1086489976         0.044653  0.007869  0.022193  0.000000  0.000000  0.000000  \n",
+       "1086490002         0.072155  0.001681  0.035327  0.000000  0.000503  0.050063  "
       ]
      },
-     "execution_count": 23,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "# unstack dropout scores to get a vector of features x experience levels for each cell\n",
-    "feature_matrix = processing.get_feature_matrix_for_clustering(dropouts, glm_version, save_dir=save_dir)\n",
+    "feature_matrix = feature_matrix.abs()\n",
+    "feature_matrix = feature_matrix[['all-images','omissions', 'behavioral', 'task']]\n",
     "feature_matrix.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -982,7 +665,7 @@
        "[5 rows x 41 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1002,12 +685,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 6 Axes>"
       ]
@@ -1031,67 +714,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
-    "n_clusters_cre = {'Slc17a7-IRES2-Cre': 10,\n",
-    "                 'Sst-IRES-Cre': 5, \n",
+    "n_clusters_cre = {'Slc17a7-IRES2-Cre': 8,\n",
+    "                 'Sst-IRES-Cre': 6, \n",
     "                 'Vip-IRES-Cre':10}"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### get coclustering matrices per cre line"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "cell_specimen_id\n",
-       "1086551315    Slc17a7-IRES2-Cre\n",
-       "1086550804    Slc17a7-IRES2-Cre\n",
-       "1086541251    Slc17a7-IRES2-Cre\n",
-       "1086540341    Slc17a7-IRES2-Cre\n",
-       "1086539950    Slc17a7-IRES2-Cre\n",
-       "                    ...        \n",
-       "1120113340    Slc17a7-IRES2-Cre\n",
-       "1120112555    Slc17a7-IRES2-Cre\n",
-       "1120111975    Slc17a7-IRES2-Cre\n",
-       "1120111711    Slc17a7-IRES2-Cre\n",
-       "1120111106    Slc17a7-IRES2-Cre\n",
-       "Name: cre_line, Length: 3921, dtype: object"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": []
-  },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
-    "from sklearn.cluster import SpectralClustering\n",
-    "from visual_behavior.dimensionality_reduction import clustering as vba_clust"
+    "from sklearn.cluster import SpectralClustering"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1109,12 +752,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -1126,7 +769,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -1138,7 +781,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -1156,16 +799,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [00:11<00:00,  8.88it/s]\n",
-      "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [00:05<00:00, 18.80it/s]\n",
-      "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [03:04<00:00,  1.84s/it]\n"
+      "loading file...\n",
+      "done.\n"
      ]
     }
    ],
@@ -1182,7 +824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1190,7 +832,7 @@
      "output_type": "stream",
      "text": [
       "generating cluster labels from coclustering matrix\n",
-      "saving cluster_labels to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_labels_Vip_10_Sst_5_Slc17a7_10.h5\n"
+      "saving cluster_labels to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_labels_Vip_10_Sst_6_Slc17a7_8.h5\n"
      ]
     },
     {
@@ -1223,21 +865,21 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>4</td>\n",
+       "      <td>3</td>\n",
        "      <td>1086492406</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>8</td>\n",
+       "      <td>5</td>\n",
        "      <td>1086492307</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>8</td>\n",
+       "      <td>0</td>\n",
        "      <td>1086492221</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
        "      <td>1</td>\n",
@@ -1247,14 +889,14 @@
        "      <td>8</td>\n",
        "      <td>1086492174</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>3</td>\n",
+       "      <td>8</td>\n",
        "      <td>1086491936</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>8</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1262,14 +904,14 @@
       ],
       "text/plain": [
        "   labels  cell_specimen_id      cre_line  cluster_id\n",
-       "0       4        1086492406  Vip-IRES-Cre           3\n",
-       "1       8        1086492307  Vip-IRES-Cre           1\n",
-       "2       8        1086492221  Vip-IRES-Cre           1\n",
-       "3       8        1086492174  Vip-IRES-Cre           1\n",
-       "4       3        1086491936  Vip-IRES-Cre           8"
+       "0       3        1086492406  Vip-IRES-Cre           2\n",
+       "1       5        1086492307  Vip-IRES-Cre           5\n",
+       "2       0        1086492221  Vip-IRES-Cre           1\n",
+       "3       8        1086492174  Vip-IRES-Cre           3\n",
+       "4       8        1086491936  Vip-IRES-Cre           3"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1288,7 +930,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1296,9 +938,7 @@
      "output_type": "stream",
      "text": [
       "generating cluster_meta\n",
-      "dropping 2 cells for ('Slc17a7-IRES2-Cre', 10)\n",
-      "dropping 3 cells for ('Sst-IRES-Cre', 5)\n",
-      "5 cells dropped total\n",
+      "0 cells dropped total\n",
       "adding within cluster correlation to cluster_meta\n"
      ]
     },
@@ -1314,7 +954,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving cluster_meta to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_metadata_Vip_10_Sst_5_Slc17a7_10.h5\n"
+      "saving cluster_meta to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_metadata_Vip_10_Sst_6_Slc17a7_8.h5\n"
      ]
     },
     {
@@ -1405,8 +1045,8 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1086492406</th>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "      <td>795073741</td>\n",
        "      <td>CAM2P.4</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
@@ -1424,13 +1064,13 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>Familiar 3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.797203</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.755245</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1086492307</th>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "      <td>795073741</td>\n",
        "      <td>CAM2P.4</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
@@ -1448,13 +1088,13 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>Familiar 3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-0.640861</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.831007</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1086492221</th>\n",
        "      <td>1</td>\n",
-       "      <td>8</td>\n",
+       "      <td>0</td>\n",
        "      <td>795073741</td>\n",
        "      <td>CAM2P.4</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
@@ -1473,11 +1113,11 @@
        "      <td>False</td>\n",
        "      <td>Familiar 3</td>\n",
        "      <td>1</td>\n",
-       "      <td>-0.888112</td>\n",
+       "      <td>0.860140</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1086492174</th>\n",
-       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "      <td>8</td>\n",
        "      <td>795073741</td>\n",
        "      <td>CAM2P.4</td>\n",
@@ -1496,13 +1136,13 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>Familiar 3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-0.783217</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.825175</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1086491936</th>\n",
-       "      <td>8</td>\n",
        "      <td>3</td>\n",
+       "      <td>8</td>\n",
        "      <td>795073741</td>\n",
        "      <td>CAM2P.4</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
@@ -1520,8 +1160,8 @@
        "      <td>False</td>\n",
        "      <td>False</td>\n",
        "      <td>Familiar 3</td>\n",
-       "      <td>8</td>\n",
-       "      <td>-0.893171</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.809108</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1531,11 +1171,11 @@
       "text/plain": [
        "                  cluster_id  labels  ophys_experiment_id equipment_name  \\\n",
        "cell_specimen_id                                                           \n",
-       "1086492406                 3       4            795073741        CAM2P.4   \n",
-       "1086492307                 1       8            795073741        CAM2P.4   \n",
-       "1086492221                 1       8            795073741        CAM2P.4   \n",
-       "1086492174                 1       8            795073741        CAM2P.4   \n",
-       "1086491936                 8       3            795073741        CAM2P.4   \n",
+       "1086492406                 2       3            795073741        CAM2P.4   \n",
+       "1086492307                 5       5            795073741        CAM2P.4   \n",
+       "1086492221                 1       0            795073741        CAM2P.4   \n",
+       "1086492174                 3       8            795073741        CAM2P.4   \n",
+       "1086491936                 3       8            795073741        CAM2P.4   \n",
        "\n",
        "                                                  full_genotype  mouse_id  \\\n",
        "cell_specimen_id                                                            \n",
@@ -1579,16 +1219,16 @@
        "\n",
        "                  original_cluster_id within_cluster_correlation  \n",
        "cell_specimen_id                                                  \n",
-       "1086492406                          3                  -0.797203  \n",
-       "1086492307                          1                  -0.640861  \n",
-       "1086492221                          1                  -0.888112  \n",
-       "1086492174                          1                  -0.783217  \n",
-       "1086491936                          8                  -0.893171  \n",
+       "1086492406                          2                   0.755245  \n",
+       "1086492307                          5                   0.831007  \n",
+       "1086492221                          1                   0.860140  \n",
+       "1086492174                          3                   0.825175  \n",
+       "1086491936                          3                   0.809108  \n",
        "\n",
        "[5 rows x 45 columns]"
       ]
      },
-     "execution_count": 60,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1607,12 +1247,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1624,7 +1264,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1636,7 +1276,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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lTigUQkQoLS11foe26yA/+LnnbK0BCzGEeX8JHBG5PHo4J/p+mogswDIVvzWa9nT0fZrr0muB44FnROQWLE8NFwFvAvfZhVR1rYgsBr4pIhVYpuLHAAcAXxgum2LBCKScMK6DssO4DorFuA7y33aO+5By6U4qrok7Pzv6/j5wK0lQ1Q9EZCFwE3A90As8BnxdVePjm1wKtABfBs7C2jx7sqo+lHv3CwcToC8L7AB9d955J+PHj2e33XZj1apVdHd309vbS01NDWvWrOGwww5jy5YtbNmyBcCJTTR79mxWrFgRU6cdtM/GLvuZz3yGxx9/nEgkwoIFC3j++edjZkIA69atIxgMUl9f75xPnDgxpp5Pf/rTMe3Z8ZaS0V/7ZLq7uykpKUmYvbzzzjuMHTuWUaNGZdxua2srtbW1KdMd9/ZJBiWvGE3JeOCBBzj55JMz6mMqvGIV+aGtrQ2wNvLaM/L333+fqVOn+rp+yRJLK3TGGWfwu9/9jvb2ducYrHhfmzdvZty4cQnXnn322QlpA0FTUxPTp0+HLAL01dbWph3sWltbC85ZXlEx2PEvhuILEw8pa0w8JAsTD8lfHfmMh1RbW6vpXpnWaV75fRmVncFgKAqGk1ul4YoRSAaDoSgowNAVhjjMGlIW2GtIl156KbW1tcyaNYuVK1eyceNGKisrqamp4cknn+Tiiy+mqanJMTaw12322msvXn/9dcrKyhyHqtOnT2f16tVOG3bZ6dOnc84553DFFVdw3HHHsWTJEkaMGMENN9zAueeeC8CqVasYOXKk41B11apVzJ49m0gk4qyNXHLJJTH34LbS80K1f9aQOjo6iEQijBw5Mib9gQce4DOf+UxCuh/a2to8r3Onp7ufTO432zWfbNtLxi9+8QsCgQALFizglVcsP5sPP/wwxx57rK/r/ayD7dixg5qampz6mS1exh5NTU3MnDkTslhDqq+vTzvYbdq0yUitQcTMkHLgmWeeobS0lJkzZ/LYY49RU1PDgQceyKOPPsrcuXPp7OykurqaX/7yl4Blat3T08OHP/xhHnvsMdavX+8IkZkzZ/Luu+86ddtlr7zySm655RbuvfdeTj/9dB577DGef/55Hn74YX70ox8BMHr0aJqbm3n99ded8z/96U+EQiFGjx7Ntm3bEgTSf/7zH/bee++M7jcfHrB7e3s9DRAWLFjAL37xCw455BAn37YwtBfvk/HQQw9xwgknJKTffffdnHXWWc75li1bGDs2Nhin3cayZcscY4DGxsaURg75sNZyC6NMDCrcnHHGGYgIgUCAXXbZBYB58+ax++6759w/m2TOaNORD4E7hKzsDHnCzJCywJ4h3XLLLYwePZqamhp27NjBxo0b2bZtG3PmzOHpp5/muOOOY+3atVRXVwM7ZyVjx45ly5YtMTOkadOm0dTU5LRhl62vr+eEE07gjjvuYM899+S1116jqqqKY489lvvvvx+A5cuXU1NT44SZWL58OR/+8IcJhUL09vZSVlaW8DScTrj01wypu7ubvr6+hBnNQw89xHHHHZeVwEt2L+6BPtX9ZDrjKZQZ0o033gjAEUccwZNPPgnAo48+ytFHH+187za2taWbCy+8MG0bgzlD8go70tTUxG677QZZzJAaGhrSDnbr1683M6TBZLCtKobiC2NllzXGys7CWNn5qyOfVnYTJ07UdK9M6zSv/L6Mys5gMBQFRmVX+BiBlAOnnHIKNTU1HHrooSxatIhx48Zx1FFH0drayl577cX+++9POBxm0SLLBZW9LnTAAQewaNGimDWkQCAQs4hrl91ll13Ybbfd+MpXvsLYsWNZtGgRgUCAhQsXOvU2NDSwY8cOZ3NkQ0MD69evd4691orSqcb6K2JqMBj0rHv8+PHcfffdMRt8AUaNGsX27dtT1nn33XfHXONOd7sVWrt2LZMmTYopY28OfvXVV521l/3224+enp6s3Cv5JR/qUC+HoDNmzMi5XjfpNlD3J/leQzJWdkOAwZ6iDcUXRmWXNUZlZ2FUdv7qyKfKbsqUKZrulWmd5pXfl5khGQyGosBsjC18jEAyGAxFgVHZFT5GIOXArFmznH0gc+bMYcOGDTQ1NTFnzhz+/e9/c9ppp7Fp0ybmzLG80tum3Hb52tpax6R29uzZnuEn1q1bx8qVK9l9993p6Ohgzpw5jB49muXLlzv12mbf7vN58+bR19dHX1+fk+4mfj9OPKqJZsn58vTttT6zdu1aJk6cmNXC84QJXsE0ccztwbqfVP3PZB9QPsy+s23bzZYtWwgEAowZM8ZZZ3v77beZMmWKr+vr6urSlkm3gToZhRh+wgikwscIpBxYuXKl8yNfuXIlDQ0NzJgxg9/85jd89rOfBWDixImsXLkSsOL22KES7PK28UF3dzfvv/++U7ddduLEiYRCIW6//XZGjhzJypUrGT9+PB/+8Ie59tprAWszZEtLi9POvHnzWLp0KYFAgL322oulS5cm9N32QJ4Mrz9vPgwdVNXTWGDKlCm88sorzJ8/P+M6N2zY4Jne3t7uHItIyhATXntekpGtMHIPpu5jO85VpowdO9Z5ILKFy+zZs30JGr9k0y/Izz4rr885lwcBY2VX+BiBlAP5+NPZhEKhlPmZxsyx/3z2QBv/ZBmJRDJ+2szHzCCbdocL8b8V+3ygw2cXK0YgFT5GIOWAiBCJRJxXKBRyjsPhcEwaEJNvp9nvwWAwRui4r7MFgbsdd35fX19MnbYQikQiTjTR+AEvEAhkPAhmc43fOrINUmeIZTADDeYbo7IrPoxAypFAIOC8gsGgc1xSUhKTBsTkBwIBQqFQzFOb+9h9nfvdrtOdX1pa6uTZ5/HXFTpugesedEQk7SAUCoU8y8TXZZuWeuEuO5QHruFkSZbvfUjD6bMZrhiBlCO5zJDiZ0WpZkjutjKZIcXXW6jYs0CvGVS6QcgO5R1PfF2pVGP5mP0VAmaGlJzh8P0Od4xz1Sywnau+9957djjlnEkWQsEm2/WqlpYW6urqEq49//zzufnmm5Net+eee/LGG2/EpFVUVDhh07Nlzpw57Lrrrjz66KMx6ddff32CR/L29vYYSzmDN8888wwHHXRQv9Rt/35yIduZp9fY1NTUZHujyNi56h577JF2sHvzzTeN1BpEzAzJYDAUBUNBdV3sGIFkMBiKAiOQCh8jkHIgFArR19dHSUmJo7t3HweDQVQ1Qa/vLmMjIp57YZ588kkOP/xwx2LOLhPvjDUVfX19XHbZZTFpjY2NCWlupk6dGrMvKl+Ew2HPIHLz589PMCv3uwidzBw93xtYbZ577jkWLlyYt/py3T4QjQ8EZHbPzz33HAALFy7k1VdfpbOz0zkG6Ozs5K233mLu3LkJ12Zy/9nem3GuWnwYgZQDwWAwwaIt/tjeuBhPfFp3d7fnjv0jjzwypry7jN8Bu7S01NlEazOYa0jLly9PWEOqqanhsMMOi0nzu0CfbADuryfifAojyH2gXLVqlROcMZN7dt+H2yO8+3jevHkFtYaUy5q3sbIrfIxAMhgMRYFR2RU+RiAZDIaiwKjsCh8jkAwGQ1FQTCo7EZkCbFbVrsHuSyaYOazBYCgK7I3RqV7DiNXAsfaJiPxNRA4exP74wggkg8FQFJSUlKR9DSP6ALeV1IHA+MHpin+MQDIYDEVBEc6QjhaRUa60gnfLYwSSwWAoCtyOjZO9hhG3YKnstolIGEsY/UpEwileqWPgDADGqCEHbrjhBkaPHs3Xv/51brrpJurr6zniiCO499572XvvvfnkJz9JT08PixcvBqCyspKuri4uuugibrzxxpiNrh988AGTJ0926rbLLlq0iL6+Pu644w6uvfZavvOd77Drrrty1FFHOfU2NjbS1tbGjh07nPPm5mZg5wbaxx9/PKbvP/3pTxPS3Njtu+ns7KSqqiqnz+ytt95i//3358tf/nJCe0899RT7778/lZWVTpofkvlye+mll9h3332d866urqR1tra2Ultb6/Mucse9GTbbqKzhcBgRidk31NHRwYgRI/LWz2yj2brvr1A2xg4zlVxKVPV2EfkvcCjQAJwBPA+8l892ROT0dF0BuoA1wL9UNaXQMwIpBz7zmc8wZcoURo4cyUknnURFRQXjx4/npJNOYsyYMZSXl1NWVsZJJ50EWBtpQ6EQVVVVTprNunXrmDhxonNul62traWkpISTTjqJQCDgXFdTU+McV1RUOB7A7XN7A+uaNWuYMmUK1113XUx7a9as4f777096b26hZpNqQPfLunXr2LFjB++9F/u/2H///TnyyCNjBo3e3l5f7SVzcFtfXx9znmpA8opi25+4B9aysrKs6rDvZ9u2bY4T2mwjvCYjk0i6hc4wU8mlRVWfBZ4FEJEzgZ+q6gN5buYeYlWB9occn6bAVhH5tqr+PFllRiDlwJw5c5zB0O0KJ94tTvy5V9rUqVNTevueN29e2na8aGxspK6ujgceiP0dDqanhqVLlyZ4apg3bx7Tpk2LSfPrqSH+OpuoV2iHVAN/roI2F3JVFb377rtMmTIFKJxZgHvwLxRPDcUmkOKYDmzuh3oPBa4HRgN3ACuj6bOBLwNbgOuAmcC5wB0isk1Vf+dVmRFIBoOhKOgPYS0i5cB3gdOAOuBN4Nuq+nSa65qAqUmy31HVXV1lk0nhr6rqHX76qarvR+uqAQ4B7Ke194AnVbXNTz0e7A+UAx9W1U5X+qMicjvwT2B3Vf2eiPwU6/P5OmAEUr4JhUKEw2HHWar9g7ePbT26/aRvr+d4OVe167Jxl7XzS0tLPZ242m3ZzlbdeXawwHhVTrp1i8rKyoyv8UNpaSklJSWe9dhrIpnOGNyffar0VI5H+8sRqx9yda6a7TpPf5LrPUH+15D66fu9BzgOWAy8A5wJ/FlEFqrqP1NcdwEQH+xrKvA94AmP8n8FfhWX9nImHRWRLwI/irbrVq21i8jXVfWuTOqLcg7w4zhhZFWs2i4i9wD/C3wven4f8I1klRmBlAPBYNAZ8NwDn31s/3m88uIHUHdd8WXt/GR12W155dnh1ONVbenUb11dXRlf44e+vj7C4bBnPdk+wSa7Lj491YA0mBZWuQ7chbjOkw/1WKGr7ERkH+BE4EJVXRxNuw9YBvwA+ESya1X1EY/6Lo8eei3urlDVeIGUSV+PBn6GNSP6DvBWNGsulsD4mYhsUtU/Zlh1PZDqjxskdv/TOlLIHSOQDAZDUdAPKrvPY21AvdNOUNVuEbkL+L6INKjq+gzqOxlYraovemWKSKXVhGbzVHgxsBz4mKq2u9KfFpG7gZeAS4BMBdIq4BwRuUNVd8T1dxTWDGqlK3k6sClZZcPK8N5gMBiS0Q8bY+djzVza49JfwVKJ7ZlB3+YDc4BkVnBfBDqALhFZKiLHJimXjD2Aezz6SnT96N5omUz5LrALsFJErhWRM6Ov64AVWMYM1wCISABrRvlCssrMDMlgMBQFfgSOiNQCtR5ZraraGpfWADR7lLVnRRM98pJxSvTdS133IvAglveFycD5wO9F5GRV/bXP+tPdfFa6UFX9nYicDNwEXBqXvR441WVRVwIcQQprPyOQDAZDUeBznfAC4EqP9KuBq+LSKoEej7Ldrvy0uGYO/1bV5fH5qrp/XPl7sdapbhCR36i/hbU3gTNF5HZV7YirrxrLGONNP/316N+DIvJbYC8slRxAE/CaqoZd5fqIVd8lYASSwWAoCnyq5BZjWc7F0+qR1oVl8hxPhSvfDwuBRuD//BRW1Q4RuQNr/88sLNVYOm4Efg/8S0R+DPw3mm4bNewCfM5nf736FMZSVb6SbR1gBJLBYCgS/AikqFqu1WeV67HUdvHYaet81nMKEAH8qt8APoi+j/ZTWFUfEZHzsKz/bmGnik6w1qbOU9U/ZNB+AiJSBYzBQz2oqmv81GEEksFgKAr6wcruDeB8EamOMxb4WPQ9rQosurH2OOBZVfUrwGDnxlbf3hei/u0ewPKuYKvW7I2x2zNo2yGqbrwYa5Y1IUVRXx++EUgGg6Eo6AfXQb8FvollAbc42kY5cBbwgi1gotFbq1TVS7V2JJYRhadjSREZq6pb4tLGAIuwTMTfzqTD0RngkkyuScP1WJ/BW1jeF7bmUpkRSAaDoSjIt0BS1ZdFZAmWcUED8C6WV+2pWEYCNvdhrRN5deAULMMIT1c6wHki8lngMSyP2Y3Al7A2pB6T+13kzKnAX1T1yHxUZgSSwWAoCvrJG8fpWPtsTsfyZbcUOFJVk+61sYn6lTsKeDyFyuxFLH9x/4O1XtSO5R/uWj9tDAB1QE5rT26MQDIYDEVBf3j7jnpNuCj6SlbmwCTpO0hjGq6qT+Dt265Q+A/ehh1ZYTw1GAyGoqDIQpgPFFcDXxGRyWlL+sDMkAwGQ1EwzEKUFwp7Ae8D/xWRh7G8ScQHMlNVvcZPZUYgGQyGoqCYZ0AiUqmqfjfqZsJVruNTk5RRov7s0mEEksFgKAqKWSAB60Xk18Cdqvp6Huudnr6If4xAMhgMRUGRq+xewNov9SUR+Q9WyIxfeTiMzQg7Em2+KOpvyGAwFA/FbNSgqkdh7Y+6Aiti7I+BdSJyv4gcNKidc2FmSDnw2muvsX79evbaay9ef/11KisrmT59Ov/973+ZNGkS9fX1qCr//ve/ASvUdF9fn1PeTVNTE9OmTXPO7bLz5s2jpKSE119/nQULFvDii1bsLncdI0aMIBQK0dPT45x3dHTE1Lto0aKY9p544omENDcjRoxgv/32i0nLRwjz1tZWZsyYwaRJk2LSJ0+ezLJly5g5cyaVlZYlrF9XL8uWLWP33XdPSH/rrbeYO3euc97R0cGIESM862hpaaGurs7vbeSVvr6+nMKQT5++U2symKHY3bhDmGc70A+REOZDhqjniO9jBQ88CCt43ueAE0VkNfALrJhJSV0YicgVWGtC31fVSPTcR9P+jBokl5DAxYqITANWv/feezGDQS60tbUxcuTIpPnuP3gm2ANt/LXnn38+N998c9Lr9txzT954442YtHyEMJ8zZw677rorjz76aEz69ddfzyWXXBKT1t7eTnV1dU7tFQPPPPMMBx3UPw+5+RDU9hiT6e/Xa2xqampixowZANNVtSmT+s4999y0g91tt902fKdJHkSjut6CZZCgWBZyf8LaeJvguVtEItFylaraGz1Ph6qq8WVnMBgMNsNZJZcpUX94p2PNkj6E5fH7QSw3RqcCnxaRr6rqz+MunQ6gqr3u83xhBJLBYCgKil1lJ5ZEPhxLCH0GKAP+jeWo9f5oKHNE5DIs33rfAWIEUrwRgzFqMBgMhiwoZqMGEbkGawPr41hC6V5gb1XdS1XvsIURQNSv3r1YjlxT1VktImER+U6++mkEUg7k+gO2DQ+AlOtH8W01Nzf7bsPW/6tqzGvx4sUJae7XU089lZDW1dWV8ho/r//+97/ce++9CemXXHIJ3/ve95gwYYIzOHzoQx9i9uzZaQeRq666yjP94osvdo5LSkqYMmVKQplddtmFc889lz322CNmUMp1rWwg6a/1I7DWNnMl28E+30KjmAUS8G1gI/AVoEFVv5xmP9K/gO+mqjAaA6oV2JSvThqVncFgKAqKXGX3EVV9w29hVX0LK8ZROp7BCq3x0yz7FUNRf0MGg6F4KPIZ0k0icnCyTBE5SET+lkW9FwELROTqaDiNnDACyWAwFAVFLpAOBManyK/HmulkytNABXA50CIiG0TkvbjXu34rMyq7IUgw6P9rszdKtre3x6SXlZXR29ub5CrYunUr5eXlWfcxFdu2bUu4B3sT7IwZMygrKwPggw8+4OCDD6azszNtnZMnJ3q/Ly0tddKDwSBTp05NKLPLLrswbtw4Zs6cSUtLS8b3UgjkY8NyMlL9RoYafjdaFym1WCbfmbIGa19SXjACKQ+k8gDQ09OTMLDbm2Az3Z1vbxS1PRn4wdabe20wtQd+L8aMGdNvm1JDoZBn3ZMmTaKqqoqqqioADj74YJ5++mlmzZqVsr4pU6Y417hpbGx00gOBQEzdNlVVVYwaNYrKykonr7W1NeVG5WAwSCgUSkgvKSkhHI73vL+T2tralPeRLf0ljICMfmuFzjCfASUgIvOAPV1JB4iI15g/Gsv0+7+ZtpEs+GC2GIGUB5IJI8BzlmEPdH19fSmFQjz2IN7W1kZNTc7q2oJj7dq1LFu2jI0bNwLQ2dnJrFmzWLlyZcrr1qxZ41mmqanJSbdniR988EFMmVAoRENDA8uWLXPK1tbWUlFR0a8D/VAhlYAdahSbQAKOBa6MHivw5ejLizbgawPRqVQYgWQwGIqCIrSyuwd4FhDgb8C1wJNxZRRoB/4bDceeFSLyCeAwrHWqH6nqChGpBj4CLPXrVdwIpBz4wx/+wLhx4zj++ONZsmQJDQ0N7Lnnnvz5z39mjz32YObMmagqDz/8MGCphzo7O53yzc3NNDZ67z2zyx5++OFUVVXx8MMPc/LJJ/PAAw/Q3NzMBRdcwJIlSwBLNdXW1saOHTucc3uvkn188sknx9T/4osvJjhPdeOlrgqHwznr4bu7uz3Va6rKNddcw7nnnsv48TvXXidPnpwwq4nnqquu4vrrr09I/+EPfxiTvnbt2gSnrnV1dVRXV9PR0ZHwGQ0U2a4Befk3zLdz1WzVjNn6XuxPCq0//U3Ui8L7ACJyFvB3VV2dzzZEpAR4APg8luBT4NfACiAEPAL8EEsYpiUjgSQidUAD8K6q9rjSzwKOwfKHtNjLKd9wpK+vj97eXrq7u+nt7WXr1q20tbXR29tLW1sb3d3dqGrMwrC7vH19Mnp7e50F/d7eXqeupqYmpw6wHGD29vYmnANs3rzZs43BWhsIh8OeA2Zvby8zZ86krKzMUWOWlpZSU1OTVq05depUzzLl5eUx6aWlpQnlysrKqKmp8cwbKPK52B4KhQbtPgqdYhNIblT13n6q+hLgOODrwF+A5a42u8UKa34kPgVSRt6+ReQnWI736u1wuCLyv8BiLOkI0A18VFUzXiAbKtjevlevXh0TMiJTUhlDpCLVzCpfbN26lTFjxvRL3a2trZ5P3t/73ve49dZbnTWkyZMnU1VVlXYN6corr+Tqq69OSL/ooou48cYbAUtd09jYmDDbmjlzJocffjjPP/88S5cuBayn+/60XBtKrFmzhilTpgx2NxyamppsD/sZe/u+8sor0w52V1999bCQWiJyevTwl6qqrvOUqOp9GbazAnhRVc+OOmzdDByiqn+L5n8T+IaqNvipL1OV3f7A03Gx2b8JNAMnAxOA+7Ck5RczrNtgMBj6jSKbId2DpT77DdDrOk/1ISjW+J0J04AfpchvBXzHL8lUIDVibYQCQEQ+BEwGLlHV56NpxwOfyLBeg8Fg6FeKzKjhIIgJE9FfDg/bsMzGk7EL1qzJF5kKpEoslZzN/lhS9SlX2rvApzOsd0hijBoyxxg1JGKMGgaGYhJIqvpcqvM88jxwqojcEJ8RtTk4G2ttyReZriG9DSxT1WOj578FDgbGqGokmvYT4HhVHeu74iHGYK8hbdy4MWbQToU9QNnCyqa8vNwJee7FBx984On9IB9s2LCBCRMmxKQFAgF+/OMf8+STTzoC6IMPPuCQQw5Ju4Z05plncs899ySkf+ELX+DBBx8ErM2s06ZN45133okpM3fuXPbee2+WLVvGa6+9BsA777wzpNaQ+rOvK1asYPbs2f1Sdzbksob0/e9/P+1g9+1vf7uwpGiBIyIfxRJK/8RSC94NfAPoBC7Fckm0t1+bgkxnSM8AZ4jIeVgzpaOB39nCKMpMIPUj7TDGfjKMf8+lPiCmrlAoFFNvfIhod5797rWRNpVroPr6+n7bfBsOhxPqVlUikQhvv/0269evByzrudWrV7N6dWpL1VAo5Fmmr6/PSY9EIvT29vL++7HxxILBIFOmTGH58uVp23H3tRCe/u3vvby83DPcdzr83MNQEcp+KITvbKCI7gvKGFX9e4blXxOR44A7sYQRWGbeghWW4thMDNwyFUjXYZn43RxtsB24ys6Mentd4OpY0REvCHL9E7iv93OcLs8v/ane8OqTnRYKhYhEIjHH9nkqkpWx0wOBQEzdNu40P+0k6/9gMBD9GE5qruF0Lz54lsx8zNl7iDLWyavq41Gt0aHAnGhdbwN/VdX0jihdZCSQVHW1iMzF2gQF8KiqrnEV2QUrLsYDmdRrMBgM/U2hPEgMEGcNRCMiMgXYHLW8fiz6cudXAuPi5ERSMvbUoKobgFuT5P0LK9KgwWAwFBTFJJD6cSNsPKuB00g+CTk6mudr5mVcBxkMhqLAhJ/oF9JJ+QAZqA5TCiQRucJvRXGoql6T5bUGg8GQd4pphhRVpWGryuzzdPhVrcVfliJvDtbmWF+kmyFd5beiOBQwAslgMBQMRWbU0ARERKQqujm2CX8zlbTTSBE5AzjDlXS5iPyPR9HRwO7Awz7aBdILpP7a3WswGAwDSn/MkESkHPgu1jpKHfAm8G1VfTrNdVexM1aRm42qOiE+UUTOwXLTNh0rSuvNqnpbiia+iyWAQnHn+aA22g+idY4D4ne722EtfgF822/FKQVSP+7uNRgMhgGln1R292BthVkMvAOcCfxZRBaq6j99XP9lrE2kNl3xBUTky8AdwBLgJuAA4FYRqVBVTz9yqnpVqvNcUNWbsbb+ICIR4AJVzYtltTFqyIGOjg7a29sZMWIEHR0dlJSUEAwG6enpobKy0vkD2CEk7BDXdvnt27cn3dBol62qqnKinVZXV9Pe3s6WLVtobGykvb3dKQs7o3u6Q2nb4bbjQ4Z3dXWlDEHh5UEiX25pkm22XLt2LS0tLY6HiJkzZzoulFLR3Nzs6VVi06ZNTnowGGT16tUJ5UaPHk15eTlNTU395pkiHX19fRmHsx8osg1TUiibh93kW2UnIvsAJwIXquriaNp9wDLgB/jz6flQquB1UbPp7wN/UNUTosk/F5EAcKWI3Kmq27O/i9xQ1bx+qEYg5cCIESOcgd494McPLvHCwE4TEd+ug9ztjB07Nmm9fkk30HR0dCQIjnz9oZO5upk0aRJ1dXUxvuuqqqrS+rLzCisBlrcJOz0QCHj6xSsrK6Onp4dp06Y54ScGmkIVRmA9uGRDoQkj6Jc+fR7ow/JSADgxgO4Cvi8iDaq6Pn23pAZoU++n04OAMcDtcem3AacAR2B59PZFVIgeC8yIJr0HPKKqL/utI66+EqDcvQFWRGqBc7DWkH6jqv/xW186K7sI2ekdVVWNsDMYDAVDPwik+cAKVW2PS38Fyxx6TyCdQFoDVANtUd+g31TVbXFtALwWd93rQCSan1YgRQXHz7BUivEfxMXRmd0XVTWcrq44fgrsi2W8gIiUYvm2+1A0/+si8nFVfcNPZemExt/J30LYsOP555/nnXfeYeHChTz33HOUlpYyb948Xn/9dSZNmsS0adNQVV544QXAehLu6+tzynt5n7axy86fP5+qqipeeOEFDjnkEJ566ileeuklLrnkEp57zlris2cb3d3dzrl9bKu8DjnkkJj6ly1bxu6775703ry8fedDZdfT05PU2/cdd9zBpz71Kerr6wHrM5g6dWqCQ9R47rjjDi666KKE9J/85Ccx6V7e1Wtraxk7dixNTU0cfvjh2dxSzmSrsjPevjPDzz6k6NN9rUdWq4dqrQErFlw8thCamKKpFuAW4CWseEWfxFpP+oiIfMwVkbsB6IkTUqhqr4hsTdOGm8uxvDc8AtwA2P7l5gIXA6djWeIlRrpMzQLg967zz2MJo3OBf2MJy0uxVJtpSWfUcGCGnSsq5s6dy5QpUygpKWH+/PmUlJRQUVHB/PnzqampoaSkBFVl/nzrIcde27HLT5s2jbo679hVdtmamhqCwaBThy2gSktLnTR7MOvr63PO7eOysjLPEObpooBm46zTD8m8jIsICxcu5PHHH2fiROs/NnPmTJqamli2bFnKOg888ED++te/JqQfddRRMelNTU0J3tnHjRvHxz/+cf70pz+xdu1aAG64IcGTfkHiNeDne53EXoscDvgUkBfgbf12NYnbYCoBL5f53a58T6KGAW5+KyLLsFRxpwM/d9WR+Afe2Y7fRb6zgSdV9XNx6f8EjhWRJ6NlMhVIDVjeGmyOAt5S1Z8AiMjPsAStL4xaLQfq6uqcMN9jxoxBVVFVKioqiEQizh/ALuN+ahwzZgwVFRVJ15Dc3sJVlTFjxhCJRBgzZgxTp051jiHWgah97j72mu2k8+S9Y8cOxo0bF5OWr8Gus7MzwdN4JBJhzpw5PPfcc6xYsQLYGZ7DPk/Gscce68SccnP44Yc76aFQiKlTpybU1dfXR1tbG/PmzUvbjk2+n/6zXUOyv3f7d5Ipfr7P7du3J31oSkU+Ph+ve8rlQclnnxZjWc7F0+qR1gV4ucyvcOVnwh3AjVghfWyBlKwNux2/bdRjzYyS8QiWl+5MEWL3Lh1I7IxpfbRtX2QtkERkBLAbUK2q/8i2nuGEiDg/evvPnq3nbbe38Pg6Ux2ny/PLQHv7ttsLhULOjK63t5dgMOg5w4snWRk73fb2HV+ut7fXmU36aSdZ/wcD93fUX30azM2kqbzCZ4MflV1ULdfqs8r1WDOEeOy0dT7rsduOiEgzsRFY1wNlIjLarbYTkTIsYwe/bawCEvY3uWiIlsmU1cDhwB0isn+0nmdc+RMB31aAGQskEZmEZYP+GSzJqHY9IrIAa+Fskao+m2ndQ42WlhZGjhxJXV0dLS0tjsquo6MjRmXX2toK7FTD2eVbWlp8q+y2bdvGmDFj2Lp1K++//z6NjY1s3boV8Keys2dTNjt27Eg5S/Ky4MvX+kQyC7/ly5cTDoeZN28eYKnsKisrU8ZtAiuInH2NmzVr1sSkNzU1JZQbN24co0ePZunSpZ51DASFbPbtNbv2QyGuIfVDf94AzheR6jjDho9F39/MpLKoQcBk4NW4NgA+CjzhSv8olp+4N/DHdcDtIvJbVY3pl4jMBxYBX82kv1HuBm6KqhsbsWIgufXnHwP8qR7IUCCJSAPwMjAeeBRrKvZxV5GXo2lfwIrHMayJV9nZxJs0xwsDOy2Vys6rvP0+derUpPX6JZ3Krr29PUEQ5Otpuaury1PIzJkzh6efftoxv25paaGqqiptxNhjjz3WiQzr5vDDD3fSA4EAjY2NCabdM2fOZNasWcybN8+YfXvQ1tY2aCq7fNMPffotlveEL2Kp+mzPDWcBL6jqumjaFKBKVZ2BWUTGqermuPouwlLDuQf0vwHbsASGWyB9FcsTwp+9OpbED+lq4DUReYKdQmIOVhyjN7E0XplyMzASOAbLiOEy2wRcRMZgWeD5VgVmOkO6EkvgHKqqz4jIlbgEkqr2icg/gP0zrNdgMBj6lXx7+1bVl0VkCXBD9GH9XSwfb1OxzKtt7gMWEmtu/b6I/AZrE20P1n6j47BMph2vB6raJSLfAW4TkYewhNIBwKnAJSk21V6VoutHRF9uPoJlQp6RD9Lo3qlrvK5T1a1ksH4EIJksEorIGuBVVT0uen4lcIWqlrjK3AycoqpjM+nIUCIaHXH16tWrmTZtGrfeeivnnXeeZ9mNGzcyfvz4mLQbb7zR00w5HdleN5RpbW3N2vQ4W0SEsWPHsmXLFs/866+/nksvvTQh3fakkYz+slxM1pbfGUEhqwzjaWpqYvr06QDTVbUpk2t/9atfpf0CTj311IymUSJSgTUYn4rly24p1izhKVeZZ4GFqiqutJ9jPbhPBsqwTK4fBK6LBruLb+d/gG9g+ZD7APixqv44Rb+mZnIfNqr6fjbX5YtMZ0jjsULTpqIP8KeHMhgMhgGiP9SIqtqNpWpL+qTotX1GVb28Y6dq5+fstLzzU35ABIvPEEW+wxFlKpC2YUn0VOwGbMiwXoPBYOhXTIC+fuGqFHmKpab0HY4oU4H0AnC0iEyIhjKPQUR2BT4F/CrDeg0Gg6FfKURDi4FERIJYxgcfw1Ivxlspqaqek2G10z3SgsBM4EJgFLGxk1KSqUC6Efgs8JyIXEA0BkZ0T9IngP/D8q/k6RLdYDAYBotiFkgiMhprf9Du7Jy12B+IeyaTkUBKoRp8N+r94e9YVoeX+akvIzveqEfYLwPTgMewTB4BdkTPpwPnqOpbmdRrMBgM/U0gEEj7GsZ8D5iNZaI+E0sAHY5l9v1rrL1P2e8j8SBqgfdbLFdIvsj4G1DVX2BJ2R9jebV9F/gXlnv0eap6f6Z1GgwGQ39T5ALpKOA+Vb0bawIBEFbVlap6KpYLouv6oV3bo4QvsnIdpKpvY+kHDQaDYUhQzCo7LLdBtgcIO6y5ewf/I1iWgtl4a/BERD4KnA8s93tNpp4ajsfq8Kn2LuS4/EasTWC3qerv4/MNBoNhsBjmM6B0bGPndpw2rO05bovpPixDh4wQkfeSZI3G8uAQwlIT+iLTGdIXgVovYQSgqs0iMipazggkg8FQMBS5QFpFNGhe1Inrv4EzReQeLJ+kp2NFj82UNSTGzFOsZZxVwM8y2cCcqUD6MJbxQipexXK8ajAYDAVDkavsngC+KSLnRYP/3YQVPG8blgCpBL6UaaX5jpmXqUAajeXNNRVbgWHrNshgMAxNinyGdC3wQzsSrao+JCIhLJdHYeC3qprooXiAyVQgbQF2TVNmV/zHEzEYDIYBoZhnSFET7J64tN9TYEsr2XpqmO12pW4jInOwNs7+MR+dMxgMhnxR5DOkGESkEixv4hleFyFxzSgdqqq+ZE2mAumHwOeA50Xku8BfgGaswExHAN/BWiDLJhTukKWqqippntefIFmAunQEg8UXcX4w/I9VV1czcuRIuru7U5aJp7293TO90AmFLCtgd2BH+zwZ7mCNfX19BINBJ5S6iBAOh4lEIjF1DHbQvmIXSCJSj+V77hgsR9mIyCbgYeBqVd3oo5r7yFwg+SajEU5VXxWRRcBtWG6C/i+uSBj4atSjQ9GQKtidlxAZPXq0R8n0jBs3LqvrhjKDMYCNGjWKUaNGJQ1pXldXx6hRoxLSGxsbU4afKFR6enqch6Te3l5fQSO7umIfrNOFkLfxG5CyPyhmlZ2ITMeKtdQArAReimbNAb4CfFZEDlDVlJZ2qnpmf/Yz40duVf25iDyPFcHwY0At1prRS8BPVNX3JqjhQqonaa8/aiaD1tatW53IsHYo9GLCfnofSMaMGUNlZWXSiLwvvviiZ96IESPShlsvJLZu3QpYD1QtLS1EIhHq6upoaWkBrFlQMnKJVjxYFLm37x9heUz4nKo+4s4QkWOx3AfZGrBBI1tPDcuB/81zX4YsmQqK7du3+y7r/uPHP5Ua+oelS5emDNB38sknc++99yakpwvQV2jYv62+vr6YMOXZhCw3FDwHYzkseCQ+Q1UfFpGfAGdnWqmIHAIcrKrfSpJ/HfCEqj7jp77iVqoaDIaiQUTSvoYxSurgqqvIbm3oYmCXFPnTgUv8VmYEksFgKAqK3Lnqc8BBKfIPBJ7Not492Lke5cXL0TK+GNbfgMFgMNgU+QzpAmBfEflR1NoOsCzvROQmLHuAC7KodxTQkSK/iwx85BWfHbHBYChKhrnAiSGJ09NKLKFzgYi0RtNqo+9bgaexYiVlQjOwV4r8vYCE6OLJEGsDryETRGQasHr16tVMmzZtkHvjzWDv+TAk4v4+AoGAY8U2fvx4Nm70swUklsH87w7W76upqYnp06cDTM/EaSfAiy++mPYD22+//YbFn0ZEniWLNSFVTaXW82rnx1hm40eq6lNxeQcDfwbuVNVFfuozMySDwWAYZuTb6WkKvg8cB/xVRP4MvBFN3xPLWcIG4Bq/lRmBZDAYigKjMcg/qrpRRPYDfoIlgI60s7BmR+ep6nq/9RmBlAOqmpPaxHa14reM2zVLuuvi8wv9z1gMKka3FZfb9U58nqF/MJ8xiMhMLH+jM6JJ7wF/UNV3s61TVd8HjhSROnaagL+jqi2Z1mUEUg7kwzLHz/XuMvZxptcVOkOpr9ni9nzgXkOKzzP0D8XwG0uFiFwDXIrlb9TNDSJyrapekUv9UQH0atqCKTCPDAaDoSgoZrNvETkb+DbWvqBjsMIE7Ro9/ifwbRE5Mw/tjBWR90Tk49lcb2ZIOdDT00N3dzcVFRV0d3dTWlpKSUkJ3d3djk8zEXF83dlPxXb5VNhly8rKCAQCMe2UlJRQWlrq1FFaWup4V7bPe3t7ERHHg3NFRUVM/XZ9mdDfajX3vWV6nde99PX1xdQVf56qbCqy/RzGjx/vmb5x48akef1JvCo4/ni4UeQqu3OxhNGBqup2EPmuiPwJ+AeWO7h7cmynBJiGZWKeMUYg5UB5ebkzELoHxPjB0WuwzFQYpGsn3nFkRUWFM2h6OZXMtH3of5VHNn1KdV28gEklcDIRgtl+Dm7T7nyYfeeKlyo4/jgZw1VoDWPmAN+KE0YAqGpIRH4DXDfw3YrFCCSDwVAUDGeVnA96gVTBukZGywwqRT2HNRgMxUOR+7J7FfiyiCTohqOuhL6EpdLLlTDwPpbLoIwxMySDwVAUFPkM6Ros10DLReQu4L/R9LnAWVgzpFNybURVt2B5+M4KI5AMBkNRUMwCSVX/LiKfA24FvhGXvQY4Q1X/MfA9i8UIJIPBUBQMc5VcWlT1jyLyOJbDU3sW8x7wL1XNeiOciASAM4Bjid1w+3vgvkzqLu5vyGAwFA39sQ9JRMpF5Acisk5EukTkpahT0XTXfU5EHhSR1SLSKSIrRORGERnlUVaTvL7is4/VIvKuiFygqhFVfVVVH4q+XstRGFViqQLvxHIbNCr6OhK4C3hKRHybz5oZksFgMGTPPVjORRcD7wBnAn8WkYWq+s8U1/0MWAf8Ektl9mHga8ARIvJRVY3fqPhX4Fdxab6MEFS1XUTGAO1+ymfI5cBC4IfAdba7IBGpBb4FXIS1Ifc7fiozAslgMBQF+VbZicg+wInAhaq6OJp2H7AM+AHwiRSXf15Vn42r73Xg3mid98SVX6Gq8QIpE14CPoo1k8knXwAeUtWL3Ymq2gpcIiJTgZPwKZCMys5gMBQF/aCy+zzQh2uQj85s7gIWiEhDsgvjhVGUh6Pvc5L0vzIT9VcclwIniMhZkl/rjkmkDn3+XLSML4xAMhgMRUE/CKT5WDOXeFXYK4BgxQTKhAnR9y0eeV/EChXeJSJLReTYDOu+CWjBEp6bomtdf4t7PZ1hnQCt7PTw7cUu0TK+MCo7g8FQFPhR2UXXPmo9slqjaig3DVghvOOx4/9M9N87AC7B2lj6+7j0F4EHgdXAZOB84PcicrKq/tpn3TOwYhStiZ7ny3nik8C5IvKkqv7VnSEihwFfBZb4rcwIJIPBYNjJBcCVHulXA1fFpVUCPR5lu135vhCRk4FzsAwDYmITqer+cWXvxVqnukFEfqM+HAuq6jS/fcmQy4HDgT+JyL+Bt6Lpc7FmkFsA32EtjMouB8LhsONlOxwO09bWxubNmwmHw7z11ltEIhE6Ojqccj09PYTDYVTVSUv2ssu2tbVx8803x6SFw2FuvPFG53jjxo3s2LEj5tzuk31NPJkG+MsXqkpbW1tC+qpVq7JuM9l17vR83k+2sYvsgI72928fb9iwISbP70tEKCkp4etf/zqVlZVUVlZy/PHHO8fpXn5obW31TB+ITabJ7jtbfLoOWoy1Ryf+tdijyi6g3CO9wpWfFhE5AGvd6XF8LP6ragdwB9bazCw/bfQX0eB8HwV+A+wGnBZ97Qr8Gtg7WsYXZoaUA4FAICaKq4g4YR9KSkoIhUKEw+GYoHoiQigUoqSkJKXbf7dOu6SkhEAgQCgUcrxS9/T0OPl2P9zngUAAVXXy4hmsXeup2s22T8mu81tffPTWoYLt5TwYDBIMWn/lkpISgsEgvb29lJWVOWVDoZBTZqgQCiU4pvZMyydRtVyrz+LrsdR28dhp69JVICJ7AI8CS4EvqGri06M3H0TfR/ssb7dXDhxI7AbW5zzMzH2jqmuAU6LGEuOiyZv9zNziGVq/0AJDRGIGsmAwSFVVFYFAgLKyMsrKymIGu2AwmODEMZnbf7tsKBSiqqrKiW1kXzty5EjnuLS01Clvn8cLqELHPXgONJl+PqFQaFD7axMMBgmFQs4LLCFl9y9+8I4/t2fOJSUlRCIRVNU5BmuG0tfX5znD9gppkm+8QoJkGivLTT88hL0BnC8i1XGGDR+Lvr+Zpj8zgb8Am4CjojMfv9gCZbPfC0TkdCzjhjosowuw1pVaReQbqnpPBu0nEBVAm3Kpo/BHqiGEqjp/ZvsPnq3ayC5rDzrx17vVRu5248sNlbg1QymEd6HMNEKhkPO5dXd3093dTSQSobu7m1Ao5KR1d3fT29sbc24HQ7QFSyAQiDm2z+2gk/GvgWCQVHaZ8FugFMsCDnBmIGcBL6jqumjaFBGZ7b5QRCYATwAR4PCoU9IERGSsR9oYYBGwWlXf9tNREfkC1t6mdqyNqsdEX5dH0+6KlskIETlXRJ5Kkf+EiHzZb32F8c8aJrijnZaVlTmqO3d+JnWB9VRXVVUFxA6EdkRaO92d5z4uxNmR15NqLk++xUplZSXhcJhgMOio7+ygkfFrRO4Hm0xI9vtxPwS5gw3GXxefnsl/oJBUzV6o6ssisgTLuKABeBfLp9tULI8NNvdheTNwd/4vWLOcG7D2LC1w5b3r8vJwnoh8FngMy0KuEStURD2WQPHLZcAKYF9V3eFKf1REbsfy+nAZljVfJpwJvJYifxVwNvBTP5UZgZQDK1euZPv27ZSXl9PT08O2bdvo6Ohg8uTJ/O1vf+Ooo45i+/btjnrH1uuPGDGCjo4OSkpKHHVIfX09mzbtnO3aZUtKSvjVr37FnnvuyZgxY9i0aRMlJSUsWbKE/fe3jG/efvttamtrGTdunHM+e/ZswuGws3awxx57xPR9sNZNenp6PJ9yly9fTmNjY1Z9SnYvQ3VtyC8HH3wwJSUl7LfffmzYsAGAO++8k9NOOy1vbSSbufp92MplNuXVdi4z6X4SZqdjhXY4HUsVthQ4UlVfSHOd/Ye82CPvXsAWSC8C+wP/g7Ve1B7Nu9ZHG25mAd+JE0YAqOp2EbmbRCtCP+wK3J0i/y3gZL+VGYGUA7NmzWLatGnOeVdXF52dnYwZM4YRI0Ywc+ZMuru7nafVcDic8g/a0LBzfdQu29bWxuc+9zl23313enp6nDJHH320I2SmTJniCDr7vK6uLmWbgzVQl5eX09ubGJhyl112ybpPya4bzsII4LHHHiMSiTBx4kR++ctfAnDaaafxy1/+koqKCrq7d65Te81i7rvvvgHtb6bke4bUHwIpagxwUfSVrMyBHmm+OqOqT2Cp9nJlQ7qmgI1Z1FvKTqtCLyrS5MdgBFIesK3sIHbh2Da9jifbJ/dQKOSo6rwGdUN2xH8fftYpslnL6I8B0e63rbKzj7u7u2PShuJscYjMkIYK9wBnichP4j1LiEgN1rpXqplOMlYBh2IZS3hxGJYq0xdGIOWAe5HV1qnb5taRSMSxdLPL2PnxJt5euAeQUCiEqhIMBp3r7Hbssu6+2OfxbRYyg2nUED9Qp/us3A8gg0kkEnEegOwHlHA4TG9vLxUVFTEPLbYp+FDCS4DmIlQL4TsbRP4BfBr4T3TNaEU0fQ6WN4UtwD9EJMYhrKr+PU29vwauE5FrgGtUtRdAREqxDCYOi777wgikHIj3f1VaWkpFRQUiQmVlJYFAwDHBBmtQ8PunsMsGg0EmTpzoHNvXT5061TkuLy+Paae8vNw5tgfPDz74IKb+kSNHem5QtfEadL3UPplSVlbG2rVrqa+vj0nfvn17Qtmenp4Y4w1DLPvttx8Azz//PJ/4hDWOzJgxwznOBz09Xo4IBoahoLIbQjzpOv4BlooOdhpaTI0rI9Ey6RYB/w84Asty76siYgu62VhrXv8AfuS3k0Yg5YE1a9YwZcoUSkpKnJmJbcjQ0dHhHNuDfFNTU8zakxd22XA4zIQJls/F1atXs8sulh/DSZN2OtAVkRhBEb+fCWDy5MkJbdTW1qZtvz8YMWIE1dXVMWleT77l5eWDomp64IEHqKqqorOz0zN/n3324ZVXXklIT2fJdvLJvtd2ffGpT30KgH333ZeXXnoJgLq6Oj71qU+lXa90k6rscHogKHKBdFZ/VKqqfVGfdRdiGS/Mj2atAq4HblbVPr/1GYGUB6ZMmQJYapO+Puuzb2tro76+PkaPbwurdMLIXVZVWbp0Kfvuu2+MEHr55ZedJ+T4Xfm9vb2OgUMh7kPy6lOyJ/HBWPc46aSTUuarKjNnzhyg3iTnqquuIhKJcO6553LzzTcDcMopp3D//fcnCEcvYXnJJZcAA7PJNRu8fie5/J6LWSCp6r39WHcflvn6DbnWZQTSEKKY/1ADyVBZQ3LjniHbs0p3mnsTbbFSaN+ZIREjkAwGQ1FgBFLhYwSSwWAoCoxAKnyMQDIYDEWBEUiFz9DaKVfgVFZWMmbMGMDyPGCbf9tk48tuyZIlfOlLXwJiLZ4uvPBC57iurs4xYrDPs2nTTX/+eUeOHJmQNmPGDI+S+SOf9/P738cH9MyNbBfqu7q66Onp4aabbnL2od13332oKl1dXUnjL7njKYkIt956KyNHjow5ts/vvffefIT6zgqvdnM1+073MgwuZoZkMBiKAiNwCh8jkAqc+P06hsGnpqbGM72vr29IeS23f1sdHR20t7dTXV3tHNv5I0eO9PwNuveH9fX1OZu23fvnIpFIzOcx2NaJRiAVPkYgGQyGosAIpMLHCKQCx35aNRQOO3YkePAHhl5MJ/u3ZXvOaG9vj/Gi0d7eTltbm+dv0L1h2X3f9qDvFcjPCARDOoxAKnDOOOOMwe6CIY5jjz3WMz1bld1gDdS33HILAN/61re4/PLLGTFiBP/7v//L9ddfD1iC6otf/KKnYcw999zjeAdpb2+nqqrK2YwbCAScqLVudV8kEuHUU08dgDvzZqh5Oy9GjEAqcH73u99xwgknDHY3DC6efvppDjvssLzVN1hrK9/61rcAuPzyy7n00kuprq7m+uuv59JLLwWsNaSqqiqnnJvt27dntYZkMKTCCKQC57jjjhvsLhjiOPjgg/Na32DNkK677jrAEkzXX3+95wzp5JNP9nQye9999w25GZJRGRY+RiAVOKFQqGCdXxYrw+U76ejocI7dlnXuNaO+vr6YcjYTJkyIcRxcVVXlOHANBoPOsdsiMZUn9IHACKTCxwikAuf+++/n7LPPHuxuGFz88Y9/5POf/3xCerZGDYOlsrNVc7fccgvf+ta3aG9vd47BElIVFRVOOTdG/WboD4xAMhgMRYGZIRU+RiAZDIaiwAikwsfYQRoMBoOhIDAzJIPBUBSYGVLhYwSSwWAoCoxAKnyMyq7AMRZ2hYeXhR1kb3k2WAOlHYZi0qRJ7NixA1WltraWHTt2OOfnn39+QtgKVaW8vNxxD1RZWYmIUFJS4rxXVlZSWVnplLHzDIZUmBlSHkhltuuVl62Z72B7Sx4MBuOe0wkW2yOB33R3fiFie1kAy72On3663fAEg0Hn3H4PBq2hpbe31/OawaBQP3/DToxAygOpfuheedn+MYrxDzUY9+ynzWRliuk7ikQiCee2t4b4tGzwEu5m/9PwxggkgyFPDLV4SDY7duxw+t7e3k5fXx+QeqNvJBKJ8QpeUVER46mhs7Mzpgxk7qkhnw9zuV5rGBiMQDIY8oStphpq2G5/4o/TYfu4q6iooLu7O8aXne3nzu0HL35GNdAYgVT4DM1/kMFQgAzVAS/bNSRbwNhrSG6VnS3UbEFlX5MJRmVXfBiBZDAYioKh+sBQTBiBZDDkiaFqBRkKhZy+RyIRZxaS6l7cxgqhUChmdhQIBJz1IvesKFOVnVlDKj6MQCoS4lUd6UyUB5rhMFgM1Xvob7NvWxANttm3ofAxv5AiQURiXl5pg/kaDtjWaUMN28oOcKzs0t1LJBKhqqqKqqoq2tvbKSsro6qqynnv7Ox0AvdVV1dTXV3tGDoMFv3xOxSRchH5gYisE5EuEXlJRHxFcBSRRhF5SERaRWSHiDwiItOTlD1HRJaLSLeIrBKRczPu7BDAzJAMhjwxFE2+AWpqapy+V1dX+7qPQCAQE9Svs7PTMWDo7u6OMQkvlH1I/fTgcw9wHLAYeAc4E/iziCxU1X+m6Es18AwwEvg+EAIuBJ4VkT1VtcVV9svAHcAS4CbgAOBWEalQ1R/1wz0NGkYgFQlGZWfIN/GCxsuazm2Nl6lgyvcaUr4RkX2AE4ELVXVxNO0+YBnwA+ATKS5fBOwC7KWq/45e++fotRcCV0TTKrEE1h9U9YTotT8XkQBwpYjcqarb831vg4VR2RkMhqKgH1R2nwf6gDvtBFXtBu4CFohIQ5prX7KFUfTaFcDTwAmucgcBY4Db466/DWt2dUSmnS5kjEAyGAxFQT8IpPnAClVtj0t/BRBgzyT9CADzgNc8sl8BdhORKlcbeJR9HYi48ocFRmVnMBgMUUSkFqj1yGpV1da4tAag2aPs+uj7xCTNjAbKXeXir5Vo3e9G33tUdZu7kKr2isjWFG0MSYxAKhIKXR9vGDw+/elPO8cnn3yyr2u6urqyaiuT31w/rHH6afwq4EqP9KujeW4qgR6Pst2ufC/sdD/XVgK9HuXsssnaGJIYgWQwGAw7WYxlORdPq0daF9ZMJ54KV74Xdrqfa5O1YZfN7smgQDECyWAwGKJE1XKtPouvx1KpxWOnrUty3Tas2VGya5Wd6rz1QJmIjHar7USkDMvYIVkbQxJj1GAwGAzZ8QYwO7qnyM3Hou9vel2kqhHgP8BHPbI/Brytqrab9Dei7/FlP4o1fr/BMMIIJIPBYMiO3wKlwBftBBEpB84CXlDVddG0KSIy2+PafUVkvuvaWcAnsTbA2vwNa0a1KO76rwLtwJ/zcyuFgVHZGQwGQxao6ssisgS4Ibrn6F3gDGAqlscGm/uAhcQaVdwO/A/wJxH5EZanhq9jqej+z9VGl4h8B7hNRB4CnsDy1HAqcImH5d+Qxggkg8FgyJ7TgWui73XAUuBIVX0h1UWq2iYiB2IJn+9gaaueAS5Q1a1xZW8XkT7gG8BngQ+A81X1x/m9lcFHCsl9zFBBRKYBq1evXs20adOyrifbkNfhcJiSkpKs2y1Uuru7E9JKS0sH3GlpRUVFTHgFQ/4YN26c77KbN29OSGtqamL69OkA01W1KW8dMxQEBTlDEpFTgV9GT/9HVe905dViTXX3xNqlvBtQAhyqqk8lqe8qvPcW2Byhqn/JueMZkq0zzuEojMASBF4Mxv0aYdQ/bNmyZbC7YChgCk4gichk4FasBbt46xWAacAN0eO1wBZgvM/q7wWaPNLfyaiTBoPBYMg7BSWQxNrGfTewFfg98E2PYu8DhwD/VtVtInIP1kKiH+5R1Wfz0FUHVXWibaoqy5cv50Mf+hCqyrXXXssxxxzD3LlznbISjcppB0JzR+d0q0/tsu7yq1atYtdddwWsKJ12ELT4CJ+qSiAQSLnTPZ23b6/8fHkI96rH7vNAs2PHDpYtW8Z+++034G3nitdvJ/435i4b7yUhV08dXr87uy/xafHX+MF4Eik+CkogAV/DMns8MPqeQDROyNMD2CeDwWAwDAAFI5BEZA5wPXCzqv5dRDwFUo4sEJGPYq05NQFPq2pOSm37Kc6ezZSWlsYcu8NDx5d1p6U6doeFttNLSko867DPvZ6Ik/U9k/x8PbXm+2k9l34M1Myst3enSzL3rKakpIRwOJxxfe4IrKl+Y/Fl8sFAGEPV1NQkpEUiEScwoGH4URACSUSCWEYMa4DL+rGpa+LOe0TkRuAKzfIfZqvs7OO+vj4nra+vj1AolKBOiVfzgT+VnbuucDgcoxax67DPjcrOH6rqBJDrb1KF8M7GcCOVys79u3SXdZOLgBqIAI87duzo1/oNhUehmBJdgWUxd6aq9oezwDeBs4EZWN5xp2JZ6rUCl2NFZDQYDAbDIDLoMyQR+RjWrOhHqWLQ54KqPhyXtAa4U0T+BbwEfFNEbvJS3yWJjzIVYO3atQmznebmZqqqqlBVWlpaaG5uZsSIEXY/cjJqWLt2rWMqbowa8kNbWxvr16+nqalpwNvOlaFo1JBHhufehyJnUAVSVFV3H7AKa7fygKKq/xKRV4D9gY8Df/QodgFJ9jAdcMABadu46aabcuihwWBIwq5YrnoMw4jBniFVY21sBehO8iT1cxH5OZaxwwX90Ad7O/iIJPmLSYyPMgPL0m8h1mzLYDAMDFOA54D3Brsjhvwz2AKpB7grSd5HsNaVngdWAnlX54lIabQdSPID94qP4hKca4z7EoNh4HD995JFUTUMYQZVIEUNGL7olRd19zMfuNftOihTRGQkMFFVV8all2E5NpwCrABey7YNg8FgMOTOYM+QskJEfgiMjZ4uiL5fFPWBB/CIqj4SPR4DLBeR14DlWO7dxwEHAdOxXA+dFA2aZTAYDIZBYkgKJODzRC3dXBzmOm4CHokeb8PyjbcPcDgwGmu6/y7wA+AmVd3Uj301GAwGgw9M+IksiJqCXwAsHm4BsgyGQsb894Y3RiAZDAaDoSAoFE8NBoPBYChyjEAyGAwGQ0FgBJLBYDAYCgIjkAwGg8FQEBiBZDAYDIaCwAgkg8FgMBQERiAZDAaDoSAwAslgMBgMBYERSAaDwWAoCP4fmcuv5+7MXlMAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1671,7 +1311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1682,21 +1322,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "feature_matrix = feature_matrix.abs()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py:693: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  fig, ax = plt.subplots(figsize=figsize)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1708,7 +1359,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1720,7 +1371,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1732,7 +1383,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1744,7 +1395,7 @@
     },
     {
      "data": {
-      "image/png": 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P9ps9bvKctENoMh9On512CE3qR1uvU/LZDa9JOOcSeZJwziXyJOGcS+RJwjmXyJOEcy6RJwnnXCJPEs65RJ4knHOJPEk45xJ5knDOJaqZJCGpl6ShVdrXYEl9qrEv51q6WhoI93rCxDfVcCjl5xt1zlWgZpKEmc0CZlVpX1OrsR/n3DJebkhaUVJvSZMkzZP0uqQucVtXSSbpQElvS5or6SVJG8Q5NodImiXp8TgJcW6fS1xuSNpW0vOSZsTyQyTtFbetIOlmSRMlfSXpY0l/yHvtEpcbktpL6i9pWoznOUlb523vFo+xj6ShkmZLekFSp7wyG0p6RNJUSXMkDZdUbAZy5zJlWWsS1wKHE+bgHAucC/wjN7FudCXQE/gSGAj8nTDv5i+BhYT5NnsBZ5U4xkDCDFudCRP7bhtfD9CDMLfnkYQ5PzcANk+It1/cfjBhYp7fxXg3M7O5scyKwK/jOc0jzAP6Z2D/uL0vsBKwFzCjzPGcy4xGJwlJqwKnAyeb2RNx3WnA3kB34LlY9DIzeylu/zOhvWEnM3snrusP/DzhUN8Brjez4fHn0QXbRgIvxRm4PgJeLRHvpsBPgT3N7F9x3XHxNccAd8aibYDuZjYilrke+IskxWN8B3jAzIbE8uMS3qMGoKFw/SeTptLQsNRq52raslxubAysALySW2FmC4HXgK3yyr2X9/2k+PX9gnXrJBznRuBOSf+UdImkLfK29QN2AEZKulXSQZJKncuWwDcxvly8X8ZY8uP9KpcgoolAW8Ks4gA3AZdKek3SVZJ2Soi9JyGJLLHcekvvhJc4V5uqfQs0f+SlrwvXm1nhupLHN7NehH/ih4HdgfcknRS3vUOY9PfXcR/9gWcTEkUl8S4osa1VPOZdQCfgr8BmwKuSepXYb+9Ydoml+1k9Gxmec+lbliQxBpgP7JFbIak1sBswrEpxAWBmo8zsZjM7CLgLODlv20wz+z8zOx04iHC5s0mR3XxAOM/d8uJdjdDG0ah4zWyCmd1uZocDlxPaV4qVm25m4wsXv9Rw9ajRbRJmNlvSn4BrJE0hVKXPAToQGveWu0FP0sqEfhODCA2THYAuwBtx+7nAp8B/CDWWowmNiROKxDtK0iPAbZJ+CUwnNFzOIDSOVhrTTcBThLaQ1YADqHJSdK4WLevdjQvj178SGujeBQ4ws08lVaPVfyGhLaAfsB7wBfA4cH7cPhP4FbAp4bLgXeBAMys1EuuJhEuARwl3KF6J8c4tUb6YVoTG1w3j8Z8HzmvE652rSz5adjPy0bLrl4+W7ZxzJXiScM4l8iThnEvkScI5l8iThHMukScJ51wiTxLOuUSeJJxziTxJOOcSeZJwziXyJOGcS1QzA+G2BK1alewenwlZfg5ou44NaYeQGq9JOOcSeZJwziXyJOGcS+RJwjmXyJOEcy6RJwnnXCJPEs65RJ4knHOJPEk45xJ5knDOJSqbJCQNltRnWQ8gqaskk7TWsu6jwuN0kzSrKY+Rd6xekoY2x7GcS1uWahJ/B76bdhDOZU1mHvCKs3E1ZkaupUhqa2bzqxSSc5lQaU2ijaSbJE2Ly3W5GbwltZV0jaQJkuZIekvS/kX2sb2kN2KZf0vaMbdB0pqS/hb3MVfSfyWdmLf9l5ImxYmJyVs/UNKj8fulLjcknSpptKT58espBdtNUndJD0qaDfxeUmtJd0kaF2MZJemCZZix3LlMqPQP/xgWz8x9KmE27Z5x21+BPQmT9m4D9Acek7R9wT6uBi4CdiTM7XmvpNyz0ysB7wA/BrYGbiJM8LtP3D4IWB3YL7czSe2Ag4EBxQKW9DOgD2EO0G3iPvtK+klB0SuAJwmzjN8az/MT4HBgS+AS4GLCfKLOtThl5wKVNBjoCGxusbCkS4HTCMlhFLCRmX2U95qHgYlmdoakrsALhAl6n47b9wBeBjY0s6VmAo9l7gNmmdnJ8ecHgdlmdlz8+VjCP3UHM5snqRvQx8zaxe2vACPM7KS8ffYDNjGzLvFni685q8x78AdgZzPbN/7cC/i5mW1TonwDYSLlJXw6edq4hoalVmfG6M+apd04FQ2rtk07hCa1Qfu2yz0X6Ou2ZDZ5DVgf6AIIGCZpVm4BDgI2LtjHe3nfT4xf1wGIVfxLJL0n6Yu4j0OBb+e9ZgBwiKRV4s/HAA+Y2bwSMW9JmD0838vAVgXr/l34QkmnxUuiyTGWcwpiKacnMK5w6XNz70bswrnaUI2GSwN2Ab4uWF/YiJi/PZdwcknqfOA84GzgfWAW8HtiEomeABYAB0t6HtgXKNb2UUm8+ZaYLlrSEYRLlPOBV4EZQHfgZ404Rm+gX+HKM3v0HNeIfThXEypNEt+XpLzaxK6E2sBrhJrEumb2wnLE0QV4zMzuAYhtFZsB03MFzOwrSYMINYi1gM+AwQn7/ADYA7ir4DjDKojlDTNb1DdEUmGtKJGZTScv9px5CxqzF+dqQ6VJoiPQW1JfQgPfr4CrzGykpHuBfpLOIzQ+rgF0Bcaa2YMV7n8kcISkLsAU4CygE/BuQbkBwPNx29/M7JuEfV4HDJL0NvAMcAAhwRxaQSzdJB0IjAaOJLS9TKvwXJzLlEqTxL1Aa+ANQnX9LuCPcduJhDsA1wIbAFOBNwmNlZW6ivCP/xThMqVfPGZh+8FLhDsPWwFHJe3QzB6WdBbhsqE38CFwhpk9ViaW24AdgIGEWtIDwA3ASQmvcS6zyt7dcNUzb8FS7SGZ4nc36lc17m4451ooTxLOuUSeJJxziTxJOOcSeZJwziXyJOGcS+RJwjmXyJOEcy6RJwnnXCJPEs65RJ4knHOJMjMQbj345ptMP7rB2qutmHYITaZtm5b7edpyz9w5VxFPEs65RJ4knHOJPEk45xJ5knDOJfIk4ZxL5EnCOZfIk4RzLpEnCedcIk8SzrlEniQqIKmrJJO0VtqxONfcMpkkJA2W1Kd8SedcOZlMEs656slckpDUjzB3Z/d4iWCSNpZ0l6RxkuZKGiXpAkmt8l63raTnJc2QNEvSEEl7lTjGipIekvSOpHWKlXEuK7L4qPjZhBnJhwMXx3XTCHOIHg5MBjoDtwNfsHjW8YHAkLhtAWFi5HmFO5e0GvAIIcF2NbMZTXUiztWCzCUJM/tS0nxgjpl9lrfp8rzvx0vakTDpcC5JfAe43syGx59HF9n9OsA9xIRjZkslEQBJDUBD4fpPJk2loWGp1c7VtMxdbpQi6TRJ/5Y0WdIs4Bzg23lFbgTulPRPSZdI2qLIbp4GJgCHlkoQUU9gXOFy6y29q3AmzjWvFpEkJB0B9Ab6AfsDOwB9gUVTRZtZL2Ar4GFgd+A9SScV7OpxoAuwTZlD9gY6FS7dz+q57CfhXEoyd7kRzQda5/3cBXjDzBbdFpW0ceGLzGwUMAq4WdKfgJOBv+QVuQyYCjwvaR8z+0+xg5vZdGB64fo587M9fJ3LpqwmifFAZ0kbAbMI7QvdJB0Yvz+ScAdkGoCklYHrgUHxtR2IiaVwx2Z2iSQBz8VEMaSpT8a5NGX1cuN6Qm1iGOFuxlPA/YQ7GG8BGwE35JVfCLQnXI6MAB4CXgPOLbZzM7sYuINQo9i+KU7AuVohM68CN5c587P9Zs+ctyDtEJpM1kfLbr9Ka5Xalu0zd84tN08SzrlEniScc4k8STjnEnmScM4l8iThnEvkScI5l8iThHMukScJ51wiTxLOuUSeJJxzifzZjYyKo2P1BHrHR9czJcvnV2vn5kkio+Jj8uOATmY2Pt1oqi/L51dr5+aXG865RJ4knHOJPEk45xJ5knDOJfIkkV3TgSspMiBvRkwnu+c3nRo6N7+74ZxL5DUJ51wiTxLOuUSeJJxziTxJOOcSeZJwrkZJ2ljSP9OOw5NERkhqI+kMSR3TjqU5Sdpe0sK042gi7QjTUaYqq3OBtjhmtkDSdcATaceSgpKzT9UySZeXKbJuswRShieJbHkd2BH4MO1AqqWC6nY7oF47+/QCxgJzS2xfqflCKc2TRLbcAdwg6TvA28Ds/I1m9k4qUS2fLsDjwCcltq8F7NR84VTVOOBSM7uv2EZJOxB+j6nyHpcZIumbhM1mZq2bLZgqkTQEuMXM7iyxfQfg7To9t0HAODO7oMT27YF3zSzVtkOvSWRLp7QDaALvEC6hSvkK+KiZYqm2K4BVErYPowZ+p16TcDVN0opAazObk3YsLZUniYyR1AboDHwbaJu/zczuTiUoV9c8SWSIpC2AxwhVVAELCZeUXwNfmdlqKYbnypC0PvBb4CozG5t2PDnemSpbehNaw1cH5gBbAjsD/wEOSy0qV6njgW7ASSnHsQSvSWSIpC+APc1sqKQvgc5mNkLSnoQ7BNulHKJLIOkDYBSwnZltlHI4i3hNIltEqEEATAbWj99PADZJJSJXEUmdgQ0JtYhvSdor5ZAW8SSRLUOB7eP3bwIXxlrElcDo1KJylTgeeNTMpgD3AyekHM8ifrmRIZL2B1Y1swclfZfwHMfmwBTgcDMbnGZ8jSXp5krLmlmPpoylKUlaAfgUOM7MnpLUBXgSWLcWbv16Z6oMMbOn874fC2wpaQ1gmtXnp8G2FZarx3PL9xPCHainAczsZUmTCY3N96QZGHhNwrnUSXqI0D373Lx1VwJ7mNm+6UUWY/EkUd8kPQoca2Yz4vclmdlPmymsJiWpAzDZzJKeVakLktYiPLy2q5m9m7d+M0K37I3MbEJa8YFfbmTBFyyubn+RZiBNKV63/w44HVgZ2AwYK+ka4EMz65tmfMthJrCpmS3x/ImZjZTUiRr4nXpNwtUFSVcRrtEvAgYC25rZWEmHAReaWedUA8wwr0m4enEUcJKZvVjwSPxQQq3CNRFPEnWuXDtEvjpvk+hI8RG32uB/x03K39z6l/o1azP5L/BDYHzB+sOpgdGbssyTRJ0zsxPTjqGZXAkMkLQh0Br43/jU69HAQalGlnHecOnqRuxRejFhTMtWhFGrfmNmz6QaWMZ5kqhzLbGfRBbUU5dzv9yofy2ln8TDhC7Kj5nZ/JTDqYa66XLuNQlXFyQNBH5KeMbhAeAeM3sx3ahaBn9U3NUFMzsa6ACcRbgd+qykDyX9QdI26UZXPZI6SKqp/0uvSWRIHFn6DGAvYB0KPgSy1CtR0trAEcBpwBZmVreXzsW6nMfepDXR5bxu31hX1B3Aj4FHCA8HZfITQNJKwN7A/oTelh+nG9Fyu4LwuPixhC7nOW8CFwKeJFzV/BQ4OIvX6pIE7AccAxxCGAl8ELCPmb2UYmjVUNNdzj1JZMvnhFGosuhTYDXgKcKI0k9k5C4H1HiX85pqIHHL7WLg95Lapx1IE7gM6Ghmh5nZQxlKELC4y3mhmuhynnqWclX1DHAq8Lmkzwi3Cxcxs++mElUVmNkdsKg9YhNCe8sYM5uXamDVUdNdzv3uRobEDke7EBq/JlHQcGlmN6QQVlXE6QuvBs4kTF8owmTBtwCXmNnXCS+vebXc5dyTRIZImg3sbWZvpB1LtUm6kdDAdxHwclz9A0LiuNfMzk8rtqzzy41s+Yjw6ZpFRxPuADyZt25MHFX6TqBuk0Stdzn3hstsOQe4VlIWZ+taHRhTZP0YoKF5Q6m6OUB/YJKkO+OESjXDLzcyRNJMYEVC49dXwIL87fU8q7ik14G3zax7wfo/ATuY2W7pRFYdklYFfkaoMe1LuOX7N2CAmQ1NNTZPEtkhKXFqODPr31yxVJukHxJmtfoEeD2u3pXQx+BAM3u51GvrTa11Ofck4eqGpI5Ad2CLuOoDoK+ZTUwvquqKt3gPJnTR3h/4xMw6pRqTJ4lskrQu4VbhIoVzO7jakNDlfEAtdDn3uxsZIml14GZCT722RYq0bt6Ill+cy7QsM5va1LE0oZrucu5JIluuB7YnfBo9CJwErA+cDZyXXljLZQrln2Y16vtv+TJgkJlNTzuQYvxyI0MkTQCOMrOXJM0AdjSz0ZJyTxnul3KIjVbmduABhAS4oJ7v3OTUapfzes6+bmkNLH6a8EtgTWA08Bqhw1HdKfbYu6TvAdcRelzeBvy2ueOqplJdziXVRJdz70yVLWOA3ENcHwBHxkaxQ4F6vmYHQFKnONblm4RBf7cysx5mNjnl0JbXtYS7GacRxo/YlDBK1XGE5JEqv9zIAEnbER437gEsNLObJe0NPA6sQPgwONvM+qQY5jKTtCZwOeGf6BXCBMFvpRtV9cQndgu7nCPpIOBOM1svnchiHJ4k6p+khcB6ZvZ5/PkJ4GRCgtgZGGVm76cY4jKTdAnwK8L0fheZ2T/Sjaj6JM0l9BodUbB+C+BdM1s5nchiHJ4k6l8c8mzdvCQxE9jezMamG9nyi+c2F3gB+KZUuXqeeKjWu5x7w6WrdXeT0QF981wAPClpX4p0OU8tqshrEhkQLzfWzTXgxZrEdmY2Lt3IXKVqucu5J4kMiFXyZ1k8lsSBwIuER5AXqecquUuPX25kQ+HTnQNSicI1Sr10OfeahHMpiTXAsl3O035U3GsSzqVnr4Rti7qcN1MsJXlNwrkaUqzLedo9Sr1btnM1oJa7nHuScC5FktaUdBMwHFgX2N3MjjCzYoP+psKThHMpiV3OxwB7EiZ63rsWn0nxNgnnUlIvXc797oZz6amLLudek3DOJfI2CedcIk8SzrlEniScc4k8STjnEnmScM4l8iThnEv0/0kX6Kjy0VtpAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1756,7 +1407,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1768,7 +1419,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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3eNN9rkmYWSknCTMr5SRhZqWcJMyslJOEmZVykjCzUk4SZlbKScLMSjlJmFkpJwkzK9UxSULSKEn3t+lYN0k6vR3HMhvqOunZjVNIC9+0w570vd6ombWgY5JEREwHprfpWJPbcRwzW8DmhqQlJI2W9LSkWZJul7Rt3re9pJC0m6S7Jc2UdIuk1fMam/dJmi7pyrwIce2Y8zU3JG0i6QZJ03L5+yTtkPctJukHkp6U9JKkxyV9t/De+ZobkkZIGiNpSo7neklvLuwfmc/xLkn3S3pR0o2S1i6UWUPS5ZImS5ohaaykRiuQm/WUBa1JnATsRVqD81Hgc8DvawvrZicARwHPAxcDvyStu3kQMIe03uYo4PAm57iYtMLW1qSFfTfJ7wc4grS25z6kNT9XB95UEu95ef8epIV5vpXjXT8iZuYySwBfydc0i7QO6I+BXfL+M4AlgR2AaX2cz6xn9DtJSFoaOAT4dERclbcdDOwIHAZcn4seFxG35P0/JvU3bBkR9+RtY4APl5xqTeCUiBib//1I3b5xwC15Ba7HgL80iXc94P3AdhHxp7zt4/k9+wHn5KKLAodFxEO5zCnATyUpn2NN4NKIuC+Xn1DyMxoODK/ffufYJ1hm2VdtNutoC9LcWAdYDPhzbUNEzAFuAzYqlPt74fun89d/1G1bseQ83wfOkfRHScdK2qCw7zxgc2CcpB9J2l1Ss2vZEHglx1eL9/kcSzHel2oJInsSWJy0qjjAacDXJN0m6URJW5bEfhQpicz3GnP2j0reYtaZ2n0LtLiM3X/rt0dE/bam54+IUaQP8W+BtwF/l3RA3ncPadHfr+RjjAGuK0kUrcT7cpN9i+RzngusDfwMWB/4i6RRTY47Oped7/XJAw/rZ3hm1VuQJDEemA28vbZB0jBgG+CBNsUFQEQ8HBE/iIjdgXOBTxf2vRARv46IQ4DdSc2ddRsc5kHSdW5TiHcZUh9Hv+KNiEkRcVZE7AUcT+pfaVRuakRMrH+5qWHdqN99EhHxoqQzge9JepZUlT4aWInUubfQHXqSXkMaN3EJqWNyJWBb4I68/3PAU8DfSDWWfUmdiZMaxPuwpMuBn0g6CJhK6ricRuocbTWm04BrSH0hywC70uakaNaJFvTuxpfy15+ROujuBXaNiKcktaPXfw6pL+A8YBXgOeBK4Ji8/wXgC8B6pGbBvcBuETGjyfH2JzUBfke6Q/HnHO/MJuUbWYTU+bpGPv8NwOf78X6zrqTUcW+D4aF/z+jpH7Zny+5e26w7XM32dcyzG2bWmZwkzKyUk4SZlXKSMLNSThJmVspJwsxKOUmYWSknCTMr5SRhZqWcJMyslJOEmZXqmIlwh4Ltj7+m6hAG1NXHvrvqEAbMrDlzqg6hMq5JmFkpJwkzK+UkYWalnCTMrJSThJmVcpIws1JOEmZWyknCzEo5SZhZKScJMyvVZ5KQdJOk0xf0BJK2lxSSVljQY7R4npGSpg/kOQrnGiXp/sE4l1nVeqkm8UvgjVUHYdZreuYBr7waV39W5HoVSYtHxOw2hWTWE1qtSSwq6TRJU/Lr5NoK3pIWl/Q9SZMkzZB0l6RdGhxjM0l35DJ/lbRFbYek5SX9PB9jpqR/Stq/sP8gSU/nhYkpbL9Y0u/y969qbkj6jKRHJM3OXw+s2x+SDpP0G0kvAt+WNEzSuZIm5FgelvTFBVix3KwntPqLvx/zVub+DGk17aPyvp8B25EW7d0YGANcIWmzumN8B/gysAVpbc+LJNWWFlsSuAd4L/Bm4DTSAr/vyvsvAZYFdq4dTNJrgT2ACxsFLOmDwOmkNUA3zsc8Q9L76op+HbiatMr4j/J1PgHsBWwIHAt8lbSeqNmQ02pz4yngiEgLh46VtD7wubxa90eBtSLisVz2dEk7kZLJoYVjHBcRNwJI+gZwK7AaMCkingBOLpQ9S9KO+dg3RMQUSVeTktXvc5kPAC+TFgFu5BjggoiodbqOk7QlabHjKwrlfhkR59S99/jC9xNzreejwLlNzjUfScNJCynPZ8VPjGGRJZZu5RBmHaPVmsTtMf/KwreRPuDbAgIekDS99gJ2B9apO8bfC98/mb+uCJCr+MdK+ruk5/Ix9gTeUHjPhcAHJC2V/70fcGlEzGoS84ak1cOLbgU2qtv21/o3Sjo4N4meybEcXRdLX44CJtS/Xrz/yn4cwqwztKPjMoC3AP+t217fiVjcX0s4tSR1DPB54EjgH8B04NvkJJJdRao57CHpBmAnoFHfRyvxFr1Y/IekvUlNlGOAvwDTgMOAD/bjHKOB8+o3Lr3xeyf04xhmHaHVJPG/klSoTbyVVBu4jVSTWLnWlFhA2wJXRMQFALmvYn1gaq1ARLwk6RJSDWIF4N/ATSXHfBB4O/M3EbYFHmghljsKzRQk1deKSkXEVAqx16xy0KX9OYxZR2g1SawKjJZ0BqmD7wvAiRExTtJFwHmSPk/qfFwO2B54NCJ+0+LxxwF7S9oWeBY4HFgbuLeu3IXADXnfzyPilZJjngxcIulu4A/ArqQEs2cLsYyUtBvwCLAPqWN2SovXYtZTWk0SFwHDgDtI1fVzgf/L+/Yn3QE4CVgdmAzcCfSnZnEi6YN/DamZcl4+Z33/wS2kOw8bkToSm4qI30o6nNRsGA38Czg0Iq4oex/wE2Bz4GJSLelS4FTggFYvxqyXaP7+SBtIqxx0aU//sHt5tuyps3p7jN0Ob1pezfZ5gJCZlXKSMLNSThJmVspJwsxKOUmYWSknCTMr5SRhZqWcJMyslJOEmZVykjCzUk4SZlbKz24MoudnvuIfdpd6pcc/JyOWGuZnN8xswThJmFkpJwkzK+UkYWalnCTMrJSThJmVcpIws1JOEmZWyknCzEo5SZhZKSeJFkjaXlJIWqHqWMwGW08mCUk3STq975Jm1peeTBJm1j49lyQknUdau/Ow3EQISetIOlfSBEkzJT0s6YuSFim8bxNJN0iaJmm6pPsk7dDkHEtIukzSPZJWbFTGrFe0uhZoNzmStCL5WOCredsU0hqiewHPAFsDZwHPMW/V8YuB+/K+l0kLI8+qP7ikZYDLSQl2+4iYNlAXYtYJei5JRMTzkmYDMyLi34Vdxxe+nyhpC9Kiw7UksSZwSkSMzf9+pMHhVwQuICeciHhVEgGQNBwYXr994pPPMXz4qzabdbSea240I+lgSX+V9Iyk6cDRwBsKRb4PnCPpj5KOlbRBg8NcC0wC9myWILKjgAn1rzNPP60dl2I2qIZEkpC0NzAaOA/YBdgcOANYvFYmIkYBGwG/Bd4G/F3SAXWHuhLYFti4j1OOBtaufx3y2SMX4irMqtFzzY1sNjCs8O9tgTsiYu5tUUnr1L8pIh4GHgZ+IOlM4NPATwtFjgMmAzdIeldE/K3RySNiKjC1fvvzM1/p73WYVa5Xk8REYGtJawHTSf0LIyXtlr/fh3QHZAqApNcApwCX5PeuRE4s9QeOiGMlCbg+J4r7BvpizKrUq82NU0i1iQdIdzOuAX5FuoNxF7AWcGqh/BxgBKk58hBwGXAb8LlGB4+IrwJnk2oUmw3EBZh1Cs+WPYg8W3b38mzZZmZNOEmYWSknCTMr5SRhZqWcJMyslJOEmZVykjCzUk4SZlbKScLMSjlJmFkpJwkzK+VnN3pUnh3rKGB0fnS9p/Ty9XXatTlJ9Kj8mPwEYO2ImFhtNO3Xy9fXadfm5oaZlXKSMLNSThJmVspJwsxKOUn0rqnACTSYkLdHTKV3r28qHXRtvrthZqVckzCzUk4SZlbKScLMSjlJmFkpJwmzDiVpHUl/rDoOJ4keIWlRSYdKWrXqWAaTpM0kzak6jgHyWtJylJXq1bVAh5yIeFnSycBVVcdSgaarT3UyScf3UWTlQQmkD04SveV2YAvgX1UH0i4tVLdfC3TrYJ9RwKPAzCb7lxy8UJpzkugtZwOnSloTuBt4sbgzIu6pJKqFsy1wJfBEk/0rAFsOXjhtNQH4WkT8otFOSZuT/h8r5RGXPUTSKyW7IyKGDVowbSLpPuCHEXFOk/2bA3d36bVdAkyIiC822b8ZcG9EVNp36JpEb1m76gAGwD2kJlQzLwGPDVIs7fZ1YKmS/Q/QAf+nrklYR5O0BDAsImZUHctQ5STRYyQtCmwNvAFYvLgvIs6vJCjrak4SPUTSBsAVpCqqgDmkJuV/gZciYpkKw7M+SFoN+CZwYkQ8WnU8NR5M1VtGk3rDlwVmABsCWwF/Az5UWVTWqk8AI4EDKo5jPq5J9BBJzwHbRcT9kp4Hto6IhyRtR7pDsGnFIVoJSQ8CDwObRsRaFYczl2sSvUWkGgTAM8Bq+ftJwLqVRGQtkbQ1sAapFvE6STtUHNJcThK95X5gs/z9ncCXci3iBOCRyqKyVnwC+F1EPAv8CvhkxfHM5eZGD5G0C7B0RPxG0htJz3G8CXgW2Csibqoyvv6S9INWy0bEEQMZy0CStBjwFPDxiLhG0rbA1cDKnXDr14OpekhEXFv4/lFgQ0nLAVOiO/8abNJiuW68tqL3ke5AXQsQEbdKeobU2XxBlYGBaxJmlZN0GWl49ucK204A3h4RO1UXWY7FSaK7Sfod8LGImJa/byoi3j9IYQ0oSSsBz0RE2bMqXUHSCqSH194aEfcWtq9PGpa9VkRMqio+cHOjFzzHvOr2c1UGMpByu/1bwCHAa4D1gUclfQ/4V0ScUWV8C+EFYL2ImO/5k4gYJ2ltOuD/1DUJ6wqSTiS10b8MXAxsEhGPSvoQ8KWI2LrSAHuYaxLWLT4KHBARN9c9En8/qVZhA8RJosv11Q9R1OV9EqvSeMatRfHv8YDyD7f7Vd5mHST/BN4JTKzbvhcdMHtTL3OS6HIRsX/VMQySE4ALJa0BDAM+kp963RfYvdLIepw7Lq1r5BGlXyXNabkIadaqb0TEHyoNrMc5SXS5oThOohd005BzNze631AZJ/Fb0hDlKyJidsXhtEPXDDl3TcK6gqSLgfeTnnG4FLggIm6uNqqhwY+KW1eIiH2BlYDDSbdDr5P0L0nflbRxtdG1j6SVJHXU59I1iR6SZ5Y+FNgBWJG6PwK9NCpR0uuBvYGDgQ0iomubzo2GnOfRpB0x5Lxrf7DW0NnAe4HLSQ8H9eRfAElLAjsCu5BGWz5ebUQL7eukx8U/RhpyXnMn8CXAScLa5v3AHr3YVpckYGdgP+ADpJnALwHeFRG3VBhaO3T0kHMnid7yH9IsVL3oKWAZ4BrSjNJX9chdDujwIecd1UFiC+2rwLcljag6kAFwHLBqRHwoIi7roQQB84ac1+uIIeeVZylrqz8AnwH+I+nfpNuFc0XEGyuJqg0i4myY2x+xLqm/ZXxEzKo0sPbo6CHnvrvRQ/KAo7eQOr+epq7jMiJOrSCstsjLF34H+Cxp+UKRFgv+IXBsRPy35O0dr5OHnDtJ9BBJLwI7RsQdVcfSbpK+T+rg+zJwa978DlLiuCgijqkqtl7n5kZveYz017UX7Uu6A3B1Ydv4PKv0OUDXJolOH3LujsvecjRwkqReXK1rWWB8g+3jgeGDG0rbzQDGAE9LOicvqNQx3NzoIZJeAJYgdX69BLxc3N/Nq4pLuh24OyIOq9t+JrB5RGxTTWTtIWlp4IOkGtNOpFu+PwcujIj7K43NSaJ3SCpdGi4ixgxWLO0m6Z2kVa2eAG7Pm99KGmOwW0Tc2uy93abThpw7SVjXkLQqcBiwQd70IHBGRDxZXVTtlW/x7kEaor0L8ERErF1pTE4SvUnSyqRbhXPVr+1gnaFkyPmFnTDk3Hc3eoikZYEfkEbqLd6gyLDBjWjh5bVM+xQRkwc6lgHU0UPOnSR6yynAZqS/Rr8BDgBWA44EPl9dWAvlWfp+mjXo7t/l44BLImJq1YE04uZGD5E0CfhoRNwiaRqwRUQ8Iqn2lOHOFYfYb33cDtyVlABf7uY7NzWdOuS8m7Ovvdpw5j1N+DywPPAIcBtpwFHXafTYu6T/AU4mjbj8CfDNwY6rnZoNOZfUEUPOPZiqt4wHag9xPQjskzvF9gS6uc0OgKS181yXd5Im/d0oIo6IiGcqDm1hnUS6m3Ewaf6I9UizVH2clDwq5eZGD5C0Kelx4yOAORHxA0k7AlcCi5H+GBwZEadXGOYCk7Q8cDzpQ/Rn0gLBd1UbVfvkJ3brh5wjaXfgnIhYpZrIchxOEt1P0hxglYj4T/73VcCnSQliK+DhiPhHhSEuMEnHAl8gLe/35Yj4fbURtZ+kmaRRow/Vbd8AuDciXlNNZDkOJ4nul6c8W7mQJF4ANouIR6uNbOHla5sJ3Ai80qxcNy881OlDzt1xaZ3ufHp0Qt+CLwJXS9qJBkPOK4sqc02iB+Tmxsq1Drxck9g0IiZUG5m1qpOHnDtJ9IBcJb+OeXNJ7AbcTHoEea5urpJbddzc6A31T3deWEkU1i/dMuTcNQmziuQaYJ9Dzqt+VNw1CbPq7FCyb+6Q80GKpSnXJMw6SKMh51WPKPWwbLMO0MlDzp0kzCokaXlJpwFjgZWBt0XE3hHRaNLfSjhJmFUkDzkfD2xHWuh5x058JsV9EmYV6ZYh5767YVadrhhy7pqEmZVyn4SZlXKSMLNSThJmVspJwsxKOUmYWSknCTMr9f/ZOFbKDE0jAAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1780,7 +1431,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1792,7 +1443,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1804,7 +1455,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1816,7 +1467,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1828,7 +1479,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1840,7 +1491,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1852,7 +1503,7 @@
     },
     {
      "data": {
-      "image/png": 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cc6rmhqRVJd0kaXwu/5CkDfO+WSWdIuklSe9Kel7S/1W9dqrmhqR5JQ2TNDbHc6Oklav275zP8WVJj0h6W9LNkgZVlVlC0pWSxkh6R9LjkuqtQG7WVaa1JnEcsB1pDc4RwI+Bv1cW1s2OBg4A3gQuAf5IWnfzh8Bk0nqbQ4B9G5zjEtIKW+uQFvZdNb8eYD/S2p47kNb8XBz4TEG85+f9W5EW5vlljnf5iJiYy8wG/DS/p0mkdUDPBDbN+88AZgc2BMb3cD6zrtHrJCFpTmAvYPeIuDZv2xPYCNgHuDEXPSIibs37zyQttLtWRNyftw0Dvllwqk8DJ0TE4/n3p2v2PQncmlfgeg64o0G8ywFbAutHxL/ytp3ya3YEzs1FZwH2iYgncpkTgN9JUj7Hp4HLI+KhXH5kwWc0DzBP7fb/jHiFgQM/ttmsrU1Lc2MZYFbg9sqGiJgM3AmsVFXu4arnr+af/6nZtmDBeU4CzpX0T0mHS1qhat/5wBrAk5JOl7SFpEbvZUXgwxxfJd43cyzV8b5bSRDZS8AA0qriACcDP5N0p6RjJK1VEPsBpCQy1eO8M08teIlZe2p1d3R1F/D7tdsjonZbw/NHxBDSH/Ffgc8DD0vaNe+7n7To70/zMYYBNxQkimbi/aDBvn75nOcBg4DfA8sDd0ga0uC4Q3PZqR677dmoZWXWvqYlSTwDvAd8obJBUn9gPeDRFsUFQEQ8FRGnRMQWwHnA7lX73oqIP0fEXsAWpObOsnUO8xjpfa5XFe/cpD6OXsUbES9ExNkRsR1wJKl/pV65cRExqvbhpoZ1ol73SUTE25J+C/xa0uukqvSBwEKkzr3p7tCTNAdwAqlzc1Q+9mDg7rz/x8DLwIOkGst3SJ2JL9SJ9ylJVwJnSfohMI7UcTme1DnabEwnA38j9YXMDWxGi5OiWTua1qsbh+afvyd10D0AbBYRL0tqRa//ZFJfwPnAIsAbwDXAwXn/W8D/AsuRmgUPAJtHxDsNjrcLqQlwFekKxe053okNytfTj9T5ukQ+/03AQb14vVlHapsRlzMDj7jsXDPziMvu/Vc1s5ZwkjCzQk4SZlbIScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkVcpIws0JOEmZWqG0mwp0ZPPbq+LJD6FOn3/Zs2SH0mS1XL5ofqfPtts6SDfe5JmFmhZwkzKyQk4SZFXKSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMysUI9JQtJwSadN6wkkbSApJC0wrcdo8jw7S5rQl+eoOtcQSY/MiHOZla2bahJ/BJYuOwizbtM1N3jl1bh6syLXx0gaEBHvtSgks67QbE1iFkknSxqbH8dXVvCWNEDSryW9IOkdSfdI2rTOMVaXdHcuc6+kNSs7JM0v6dJ8jImS/itpl6r9P5T0al6YmKrtl0i6Kj//WHND0h6Snpb0Xv75g5r9IWkfSVdIehv4laT+ks6TNDLH8pSkQ6ZhxXKzrtDsf/wd+Whl7j1Iq2kfkPf9HliftGjvKsAw4GpJq9cc41jgJ8CapLU9L5ZUWVpsduB+4GvAysDJpAV+v5z3XwYMBDapHEzSXMBWwEX1Apa0NXAaaQ3QVfIxz5D09ZqiRwHXkVYZPz2/zxeB7YAVgcOBw0jriZrNdJptbrwM7Bdp4dDHJS0P/Div1v1tYKmIeC6XPU3SxqRksnfVMY6IiJsBJP0cuA1YDHghIl4Ejq8qe7akjfKxb4qIsZKuIyWrv+cy3wA+IC0CXM/BwIURUel0fVLSWqTFjq+uKvfHiDi35rVHVj0flWs93wbOa3CuqUiah7SQ8lQuv+sp5pp7YDOHMGsbzdYk7oqpVxa+k/QHPhgQ8KikCZUHsAWwTM0xHq56/lL+uSBAruIfLulhSW/kY2wDVM+EcRHwDUmfyL/vCFweEZMaxLwiafXwarcBK9Vsu7f2hZL2zE2i0TmWA2ti6ckBwMjax18uOKsXhzBrD63ouAzgc8D7NdtrOxGr91cSTiVJHQwcBOwP/AeYAPyKnESya0k1h60k3QRsDNTr+2gm3mpvV/8iaXtSE+Vg4A5gPLAPsHUvzjEUOL9249bf22NkL45h1haaTRL/I0lVtYl1SbWBO0k1iYUrTYlpNBi4OiIuBMh9FcsD4yoFIuJdSZeRahALAK8AwwuO+RjwBaZuIgwGHm0ilrurmilIqq0VFYqIcVTFXnH9Y6N7cxizttBsklgUGCrpDFIH3/8Cx0TEk5IuBs6XdBCp83E+YANgRERc0eTxnwS2lzQYeB3YFxgEPFBT7iLgprzv0oj4sOCYxwOXSboPuB7YjJRgtmkilp0lbQ48DexA6pgd2+R7MesqzSaJi4H+wN2k6vp5wG/yvl1IVwCOAxYHxgD/BnpTsziG9If/N1Iz5fx8ztr+g1tJVx5WInUkNhQRf5W0L6nZMBR4Ftg7Iq4ueh1wFrAGcAmplnQ5cCKwa7NvxqybaOr+SOtL1z82uqs/bM+W3bl2W2dJNdrnAUJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJOEmRVykjCzQk4SZlbIScLMCjlJmFkh37sxA706/v2u/rDVcPR/5+vfr4vfHDD/nLP43g0zmzZOEmZWyEnCzAo5SZhZIScJMyvkJGFmhZwkzKyQk4SZFXKSMLNCThJmVshJogmSNpAUkhYoOxazGa0rk4Sk4ZJO67mkmfWkK5OEmbVO1yUJSeeT1u7cJzcRQtIyks6TNFLSRElPSTpEUr+q160q6SZJ4yVNkPSQpA0bnGM2SX+RdL+k7l7ayWZ6za4F2kn2J61I/jhwWN42lrSG6HbAaGAd4GzgDT5adfwS4KG87wPSwsiTag8uaW7gSlKC3SAixvfVGzFrB12XJCLiTUnvAe9ExCtVu46sej5K0pqkRYcrSeLTwAkR8Xj+/ek6h18QuJCccCLiY0kEQNI8wDy125949jUGzvOxzWZtreuaG41I2lPSvZJGS5oAHAgsWVXkJOBcSf+UdLikFeoc5h/AC8A2jRJEdgAwsvZx9m9PacVbMZuhZookIWl7YChwPrApsAZwBjCgUiYihgArAX8FPg88LGnXmkNdAwwGVunhlEOBQbWPH+6133S8C7NydF1zI3sP6F/1+2Dg7oiYcllU0jK1L4qIp4CngFMk/RbYHfhdVZEjgDHATZK+HBEP1jt5RIwDxtVuf3X8+719H2al69YkMQpYR9JSwARS/8LOkjbPz3cgXQEZCyBpDuAE4LL82oXIiaX2wBFxuCQBN+ZE8VBfvxmzMnVrc+MEUm3iUdLVjL8BfyJdwbgHWAo4sar8ZGBeUnPkCeAvwJ3Aj+sdPCIOA84h1ShW74s3YNYuPFv2DOTZsjuXZ8s2M2vAScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZId+70aXy7FgHAEPzretdpZvfX7u9NyeJLpVvkx8JDIqIUeVG03rd/P7a7b25uWFmhZwkzKyQk4SZFXKSMLNCThLdaxxwNHUm5O0S4+je9zeONnpvvrphZoVckzCzQk4SZlbIScLMCjlJmFkhJwmzNiVpGUn/LDsOJ4kuIWkWSXtLWrTsWGYkSatLmlx2HH1kLtJylKXq1rVAZzoR8YGk44Fry46lBB25vJakI3sosvAMCaQHThLd5S5gTeDZsgNplSaq23MBnTrYZwgwApjYYP/sMy6Uxpwkuss5wImSPg3cB7xdvTMi7i8lqukzGLgGeLHB/gWAtWZcOC01EvhZRPyh3k5Ja5D+HUvlEZddRNKHBbsjIvrPsGBaRNJDwKkRcW6D/WsA93Xoe7sMGBkRhzTYvzrwQESU2nfomkR3GVR2AH3gflITqpF3gedmUCytdhTwiYL9j9IG/6auSVhbkzQb0D8i3ik7lpmVk0SXkTQLsA6wJDCgel9EXFBKUNbRnCS6iKQVgKtJVVQBk0lNyveBdyNi7hLDsx5IWgz4BXBMRIwoO54KD6bqLkNJveEDgXeAFYG1gQeBbUuLypr1PWBnYNeS45iKaxJdRNIbwPoR8YikN4F1IuIJSeuTrhCsVnKIVkDSY8BTwGoRsVTJ4UzhmkR3EakGATAaWCw/fwFYtpSIrCmS1gGWINUiPilpw5JDmsJJors8Aqyen/8bODTXIo4Gni4tKmvG94CrIuJ14E/A90uOZwo3N7qIpE2BOSPiCklLk+7j+AzwOrBdRAwvM77eknRKs2UjYr++jKUvSZoVeBnYKSL+JmkwcB2wcDtc+vVgqi4SEf+oej4CWFHSfMDY6Mxvg1WbLNeJ763a10lXoP4BEBG3SRpN6my+sMzAwDUJs9JJ+gtpePaPq7YdDXwhIjYuL7Ici5NEZ5N0FfDdiBifnzcUEVvOoLD6lKSFgNERUXSvSkeQtADp5rV1I+KBqu3Lk4ZlLxURL5QVH7i50Q3e4KPq9htlBtKXcrv9l8BewBzA8sAISb8Gno2IM8qMbzq8BSwXEVPdfxIRT0oaRBv8m7omYR1B0jGkNvpPgEuAVSNihKRtgUMjYp1SA+xirklYp/g2sGtE3FJzS/wjpFqF9REniQ7XUz9EtQ7vk1iU+jNuzYL/H/cpf7idr/Q26wzyX+BLwKia7dvRBrM3dTMniQ4XEbuUHcMMcjRwkaQlgP7At/Jdr98Btig1si7njkvrGHlE6WGkOS37kWat+nlEXF9qYF3OSaLDzYzjJLpBJw05d3Oj880s4yT+ShqifHVEvFdyOK3QMUPOXZOwjiDpEmBL0j0OlwMXRsQt5UY1c/Ct4tYRIuI7wELAvqTLoTdIelbS/0lapdzoWkfSQpLa6u/SNYkukmeW3hvYEFiQmi+BbhqVKOlTwPbAnsAKEdGxTed6Q87zaNK2GHLesR+s1XUO8DXgStLNQV35DSBpdmAjYFPSaMvny41ouh1Ful38u6Qh5xX/Bg4FnCSsZbYEturGtrokAZsAOwLfIM0Efhnw5Yi4tcTQWqGth5w7SXSX10izUHWjl4G5gb+RZpS+tkuuckCbDzlvqw4Sm26HAb+SNG/ZgfSBI4BFI2LbiPhLFyUI+GjIea22GHJeepaylroe2AN4TdIrpMuFU0TE0qVE1QIRcQ5M6Y9YltTf8kxETCo1sNZo6yHnvrrRRfKAo8+ROr9epabjMiJOLCGslsjLFx4L/Ii0fKFIiwWfChweEe8XvLzttfOQcyeJLiLpbWCjiLi77FhaTdJJpA6+nwC35c1fJCWOiyPi4LJi63ZubnSX50jfrt3oO6QrANdVbXsmzyp9LtCxSaLdh5y747K7HAgcJ6kbV+saCDxTZ/szwDwzNpSWewcYBrwq6dy8oFLbcHOji0h6C5iN1Pn1LvBB9f5OXlVc0l3AfRGxT8323wJrRMR65UTWGpLmBLYm1Zg2Jl3yvRS4KCIeKTU2J4nuIalwabiIGDajYmk1SV8irWr1InBX3rwuaYzB5hFxW6PXdpp2G3LuJGEdQ9KiwD7ACnnTY8AZEfFSeVG1Vr7EuxVpiPamwIsRMajUmJwkupOkhUmXCqeoXdvB2kPBkPOL2mHIua9udBFJA4FTSCP1BtQp0n/GRjT98lqmPYqIMX0dSx9q6yHnThLd5QRgddK30RXArsBiwP7AQeWFNV1ep+e7WYPO/r98BHBZRIwrO5B63NzoIpJeAL4dEbdKGg+sGRFPS6rcZbhJySH2Wg+XAzcjJcAPOvnKTUW7Djnv5OxrHzcPH91N+CYwP/A0cCdpwFHHqXfbu6TPAseTRlyeBfxiRsfVSo2GnEtqiyHnHkzVXZ4BKjdxPQbskDvFtgE6uc0OgKRBea7Lf5Mm/V0pIvaLiNElhza9jiNdzdiTNH/EcqRZqnYiJY9SubnRBSStRrrdeD9gckScImkj4BpgVtKXwf4RcVqJYU4zSfMDR5L+iG4nLRB8T7lRtU6+Y7d2yDmStgDOjYhFyoksx+Ek0fkkTQYWiYjX8u/XAruTEsTawFMR8Z8SQ5xmkg4H/pe0vN9PIuLv5UbUepImkkaNPlGzfQXggYiYo5zIchxOEp0vT3m2cFWSeAtYPSJGlBvZ9MvvbSJwM/Bho3KdvPBQuw85d8eltbsL6NIJfascAlwnaWPqDDkvLarMNYkukJsbC1c68HJNYrWIGFluZNasdh5y7iTRBXKV/AY+mktic+AW0i3IU3RyldzK4+ZGd6i9u/OiUqKwXumUIeeuSZiVJNcAexxyXvat4q5JmJVnw4J9U4acz6BYGnJNwqyN1BtyXvaIUg/LNmsD7Tzk3EnCrESS5pd0MvA4sDDw+YjYPiLqTfpbCicJs5LkIefPAOuTFnreqB3vSXGfhFlJOmXIua9umJWnI4acuyZhZoXcJ2FmhZwkzKyQk4SZFXKSMLNCThJmVshJwswK/T/ZVoAEAyayvAAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1864,7 +1515,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1876,7 +1527,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1888,7 +1539,7 @@
     },
     {
      "data": {
-      "image/png": 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LoTaRt/HA9yTtKGkv4M+EGaMKngTeAgZJ2lXSPsC1hNgL407eTTiNeTBeSekiaX9J1xSucEi6Ll7h2UrSbsBhLJ8f07m6VHaSMLPPCbMw7wKMJUxRdimhap+3k4D1CLNi/xn4E+G0A1gW+zcJVzNeIpye/IqQIBbFMguA/QlzNQ4h1D4GEdokZsdNrUFoRH2TkHg+BH7QnAfmXN5W28l5JO1KaIPY08xGtcQ+fbTs2rU6j5add7fsFiPpm8B8wgzNnQmnG2MIbRHOuRJWmyRB6HB1JbAF4fRhBHCura5VKefKtNokCTO7E7gz7zicqzU+noRzLpMnCedcJk8SzrlMniScc5k8STjnMnmScM5l8iThnMvkScI5l2m1vXcjDzPmLanrD3ve4mq4Idg1ReeN1y5574bXJJxzmTxJOOcyeZJwzmXyJOGcy+RJwjmXyZOEcy6TJwnnXCZPEs65TJ4knHOZPEk45zJVTZKQ1E/S2Apta4SkGyuxLedWd1Vz74ak9YC1zGxmBba1EfCZmVXVvHp+74arVln3blTNaNlmNg+YV6FtzarEdpxzTTzdkLSWpP6SPpS0SNILknrEdQdIMkmHSxolaaGk5yR9Mc6xOUbSPEkPx0mIC9tc4XRDUjdJT0uaG8uPkXRgXNda0vWSpktaLOk9Sb9NvHeF0w1JG0oaJGl2jOcpSTsl1veJ+zhY0lhJ8yU9K6lLoswWkh6UNEvSAknjJBWbgdy5utLUmsTvgGMJc3BOAn4MPFaYWDe6HDgH+Bi4B/gLYd7NU4GlhPk2+wFnltjHPYQZtroTJvbtFt8PcBZhbs/jCXN+fhHYLiPegXH9kYSJeX4V4+1qZgtjmbWAC+MxLSLMA3oLcGhcfxOwNnAgMLeB/TlXNxqdJCStC/wQONnMhsdlpwMHAWcAT8Wil5rZc3H9LYSJdvcws9Fx2SDgWxm7+hJwtZmNi68npNaNB56LM3C9C/yrRLzbAkcAPc3sH3HZ9+N7TgBuj0XXBM4ws7dimauBP0lS3MeXgKFmNiaWn5zxGbUH2qeXT3jvI9q1X2mxc1WtKacbWwOtgX8WFpjZUmAksGOi3OuJnz+Mz2+klnXI2M+1wO2SnpF0saTtE+sGArsB4yX9QVJvSaWOZQfg8xhfId6PYyzJeBcXEkQ0HWhDmFUc4DrgEkkjJV0haY+M2M8hJJEVHrfedH3GW5yrTpW+BJpsvf8svdzM0stK7t/M+hH+iR8Avgy8LumkuG40YdLfC+M2BgFPZiSKcuJNN80X1q0R9zkA6ALcAXQF/iWpX4nt9o9lV3ic1vesRobnXP6akiQmAp8C+xUWSGoF7Au8WaG4ADCzt83sejPrDQwATk6s+8TM/mZmPwR6E053timymf8QjnPfRLwbENo4GhWvmU01s9vM7FjgMkL7SrFyc8xsSvrhpxquFjW6TcLM5ku6GbhS0gxCVfpcYFNC494qN+hJagtcTWjcnBK33QN4Ma7/MfA+8BqhxvJdQmPi1CLxvi3pQeBWSacCcwgNl3MJjaPlxnQd8CihLWQD4DAqnBSdq0ZNvbrxs/h8B6GB7lXgMDN7X1IlWv2XEtoCBgKbATOBh4GfxPWfAD8FtiWcFrwKHG5mC0ps70TCKcBDhCsU/4zxLixRvpg1CI2vW8T9Pw2c14j3O1eTqqbH5erAe1y6auWjZTvnmsyThHMukycJ51wmTxLOuUyeJJxzmTxJOOcyeZJwzmXyJOGcy+RJwjmXyZOEcy6TJwnnXKaqGQh3dXDqX8Y0XKiGXXvkTg0XqlFzFnzWcKFatvHaJVd5TcI5l8mThHMukycJ51wmTxLOuUyeJJxzmTxJOOcyeZJwzmXyJOGcy+RJwjmXyZOEcy5Tg0lC0ghJNzZ1B5IOkGSSNmnqNsrcTx9J85pzH4l99ZM0tiX25Vze6qkm8Rdgq7yDcK7e1M0NXnE2rsbMyLUSSW3M7NMKheRcXSi3JrGmpOskzY6PqwozeEtqI+lKSVMlLZD0sqRDi2xjV0kvxjKvSNq9sELSxpLujdtYKOnfkk5MrD9V0odxYmISy++R9FD8eaXTDUmnSZog6dP4fEpqvUk6Q9J9kuYDv5bUStIASZNjLG9LOr8JM5Y7VxfK/cM/geUzc59GmE37nLjuDqAnYdLenYFBwDBJu6a28RvgAmB3wtyed0sqTC22NjAa+DqwE3AdYYLfg+P6IUA74JDCxiStBxwJDC4WsKRvAjcS5gDdOW7zJknfSBX9OfAIYZbxP8TjnAYcC+wAXAxcRJhP1LnVTrmnG+8DZ1mYOHScpK7Aj+Ns3d8BOpvZu7HsjZJ6EZJJ38Q2LjWzZwEk/QJ4HugETDWzacBVibK3SToobvtpM5st6RFCsnosljkKWEKYBLiYnwB3mVmh0XW8pD0Ikx0PS5T7i5ndnnrvZYmfp8Raz3eAASX2tQJJ7QkTKa+g9/XP0mad9cvZhHNVo9yaxAu24szCIwn/4D0AAW9Kmld4AL2BrVPbeD3x8/T43AEgVvEvlvS6pJlxG0cDWybeMxg4StI68fUJwFAzW1Qi5h0Is4cnPQ/smFr2SvqNkk6Pp0QfxVjOTcXSkHOAyenHxCfvacQmnKsOlWi4NGAvID10T7oRMbm+kHAKSeonwHnA2cAbwDzg18QkEg0n1ByOlPQ00Aso1vZRTrxJ85MvJB1HOEX5CfAvYC5wBvDNRuyjPzAwvXDrQ747uRHbcK4qlJsk9pakRG1iH0JtYCShJtGxcCrRRD2AYWZ2F0Bsq+gKzCkUMLPFkoYQahCbAB8AIzK2+R9gP1Y8RegBvFlGLC8mTlOQlK4VZTKzOSRiLzh6wKjGbMa5qlBuktgc6C/pJkID30+BK8xsvKS7gYGSziM0Pm4EHABMMrP7ytz+eOA4ST2AGcCZQBfg1VS5wcDTcd29ZvZ5xjavAoZIGgU8ARxGSDBHlxFLH0mHAxOA4wkNs7PLPBbn6kq5SeJuoBXwIqG6PgD4fVx3IuEKwO+ALwKzgJeAxtQsriD84z9KOE0ZGPeZbj94jnDlYUdCQ2JJZvaApDMJpw39gXeAvmY2LOt9wK3AbsA9hFrSUOAa4KRyD8a5eqIV2yNdczp6wKi6/rB9tOzatduW66vUOu8g5JzL5EnCOZfJk4RzLpMnCedcJk8SzrlMniScc5k8STjnMnmScM5l8iThnMvkScI5l8mThHMuk9+70YLenbW4rj/sNmvW73fOp0uybjiufVtutJbfu+GcaxpPEs65TJ4knHOZPEk45zJ5knDOZfIk4ZzL5EnCOZfJk4RzLpMnCedcJk8SzrlMniTKIOkASSZpk7xjca6l1WWSkDRC0o0Nl3TONaQuk4RzrnLqLklIGkiYu/OMeIpgkraWNEDSZEkLJb0t6XxJayTe103S05LmSponaYykA0vsYy1J90saLalDsTLO1Yty5wKtJWcTZiQfB1wUl80mzCF6LPAR0B24DZjJ8lnH7wHGxHVLCBMjL0pvXNIGwIOEBHuAmc1trgNxrhrUXZIws48lfQosMLMPEqsuS/w8RdLuhEmHC0niS8DVZjYuvp5QZPMdgLuICcfMVkoiAJLaA+3Ty1+f9AHt2q202LmqVnenG6VIOl3SK5I+kjQPOBfYMlHkWuB2Sc9IuljS9kU28zgwFTi6VIKIzgEmpx9/uuWGShyKcy1qtUgSko4D+gMDgUOB3YCbgDaFMmbWD9gReAD4MvC6pJNSm3oY6AHs3MAu+wNd0o+TTj9zFY7CuXzU3elG9CnQKvG6B/CimS27LCpp6/SbzOxt4G3gekk3AycDf0oUuRSYBTwt6WAze63Yzs1sDjAnvfzdWYsbexzO5a5ek8QUoLukzsA8QvtCH0mHx5+PJ1wBmQ0gqS1wNTAkvndTYmJJb9jMLpYk4KmYKMY098E4l6d6Pd24mlCbeJNwNeNR4K+EKxgvA52BaxLllwIbEk5H3gLuB0YCPy62cTO7CPgjoUaxa3McgHPVwkfLbkE+Wnbt8tGynXOuBE8SzrlMniScc5k8STjnMnmScM5l8iThnMvkScI5l8mThHMukycJ51wmTxLOuUyeJJxzmfzejToVR8c6B+gfb12vK/V8fNV2bJ4k6lS8TX4y0MXMpuQbTeXV8/FV27H56YZzLpMnCedcJk8SzrlMniScc5k8SdSvOcDlFBmQt07MoX6Pbw5VdGx+dcM5l8lrEs65TJ4knHOZPEk45zJ5knDOZfIk4VyVkrS1pGfyjsOTRJ2QtKakvpI2zzuWliRpV0lL846jmaxHmI4yV/U6F+hqx8yWSLoKGJ53LDkoOftUNZN0WQNFOrZIIA3wJFFfXgB2B97JO5BKKaO6vR5Qq519+gGTgIUl1q/dcqGU5kmivvwRuEbSl4BRwPzkSjMbnUtUq6YH8DAwrcT6TYA9Wi6cipoMXGJmfy62UtJuhN9jrrzHZR2RlDWrrZlZqxYLpkIkjQFuMLPbS6zfDRhVo8c2BJhsZueXWL8r8KqZ5dp26DWJ+tIl7wCawWjCKVQpi4F3WyiWSvs5sE7G+jepgt+p1yRcVZO0FtDKzBbkHcvqypNEnZG0JtAd2BJok1xnZnfmEpSraZ4k6oik7YFhhCqqgKWEU8rPgMVmtkGO4bkGSOoE/BK4wswm5R1PgXemqi/9Ca3h7YAFwA7AnsBrwDG5ReXK9b9AH+CknONYgdck6oikmUBPMxsr6WOgu5m9Jakn4QrBLjmH6DJI+g/wNrCLmXXOOZxlvCZRX0SoQQB8BHSKP08FtsklIlcWSd2BLQi1iPUlHZhzSMt4kqgvY4Fd488vAT+LtYjLgQm5ReXK8b/AQ2Y2A/gr8IOc41nGTzfqiKRDgXXN7D5JWxHu49gOmAEca2Yj8oyvsSRdX25ZMzurOWNpTpJaA+8D3zezRyX1AB4BOlbDpV/vTFVHzOzxxM+TgB0kbQTMttr8NuhWZrlaPLakbxCuQD0OYGbPS/qI0Nh8V56BgdcknMudpPsJ3bN/nFh2ObCfmfXKL7IYiyeJ2ibpIeB7ZjY3/lySmR3RQmE1K0mbAh+ZWda9KjVB0iaEm9f2MbNXE8u7ErpldzazqXnFB366UQ9msry6PTPPQJpTPG//FfBDoC3QFZgk6UrgHTO7Kc/4VsEnwLZmtsL9J2Y2XlIXquB36jUJVxMkXUE4R78AuAfoZmaTJB0D/MzMuucaYB3zmoSrFd8BTjKzv6duiR9LqFW4ZuJJosY11A6RVONtEptTfMStNfG/42blH27ty/2ctYX8G9gfmJJafixVMHpTPfMkUePM7MS8Y2ghlwODJW0BtAK+He96/S7QO9fI6pw3XLqaEXuUXkQY03INwqhVvzCzJ3INrM55kqhxq2M/iXpQS13O/XSj9q0u/SQeIHRRHmZmn+YcTiXUTJdzr0m4miDpHuAIwj0OQ4G7zOzv+Ua1evBbxV1NMLPvApsCZxIuhz4p6R1Jv5W0c77RVY6kTSVV1f+l1yTqSBxZui9wINCB1JdAPfVKlPQF4DjgdGB7M6vZU+diXc5jb9Kq6HJesx+sK+qPwNeBBwk3B9XlN4CktYGDgEMJvS3fyzeiVfZzwu3i3yN0OS94CfgZ4EnCVcwRwJH1eK4uScAhwAnAUYSRwIcAB5vZczmGVglV3eXck0R9+S9hFKp69D6wAfAoYUTp4XVylQOqvMt5VTWQuFV2EfBrSRvmHUgzuBTY3MyOMbP76yhBwPIu52lV0eU89yzlKuoJ4DTgv5I+IFwuXMbMtsolqgowsz/CsvaIbQjtLRPNbFGugVVGVXc596sbdSR2ONqL0Pj1IamGSzO7JoewKiJOX/gb4EeE6QtFmCz4BuBiM/ss4+1Vr5q7nHuSqCOS5gMHmdmLecdSaZKuJTTwXQA8Hxd/hZA47jazn+QVW73z04368i7h27UefZdwBeCRxLKJcVTp24GaTRLV3uXcGy7ry7nA7yTV42xd7YCJRZZPBNq3bCgVtwAYBHwo6fY4oVLV8NONOiLpE2AtQuPXYmBJcn0tzyou6QVglJmdkVp+M7Cbme2bT2SVIWld4JuEGlMvwiXfe4HBZjY219g8SdQPSZlTw5nZoJaKpdIk7U+Y1Woa8EJcvA+hj8HhZvZ8qffWmmrrcu5JwtUMSZsDZwDbx0X/AW4ys+n5RVVZ8RLvkYQu2ocC08ysS64xeZKoT5I6Ei4VLpOe28FVh4wu54Orocu5X92oI5LaAdcTeuq1KVKkVctGtOriXKYNMrNZzR1LM6rqLueeJOrL1cCuhG+j+4CTgE7A2cB5+YW1SmbQ8N2sRm3/LV8KDDGzOXkHUoyfbtQRSVOB75jZc5LmArub2QRJhbsMD8k5xEZr4HLgYYQEuKSWr9wUVGuX81rOvm5l7Vl+N+HHwMbABGAkocNRzSl227uk/wGuIvS4vBX4ZUvHVUmlupxLqoou596Zqr5MBAo3cf0HOD42ih0N1PI5OwCSusSxLl8iDPq7o5mdZWYf5Rzaqvod4WrG6YTxI7YljFL1fULyyJWfbtQBSbsQbjc+C1hqZtdLOgh4GGhN+DI428xuzDHMJpO0MXAZ4Z/on4QJgl/ON6rKiXfsprucI6k3cLuZbZZPZDEOTxK1T9JSYDMz+298PRw4mZAg9gTeNrM3cgyxySRdDPyUML3fBWb2WL4RVZ6khYReo2+llm8PvGpmbfOJLMbhSaL2xSHPOiaSxCfArmY2Kd/IVl08toXAs8DnpcrV8sRD1d7l3BsuXbW7kzod0DfhfOARSb0o0uU8t6gir0nUgXi60bHQgBdrEruY2eR8I3PlquYu554k6kCskj/J8rEkDgf+TrgFeZlarpK7/PjpRn1I3905OJcoXKPUSpdzr0k4l5NYA2ywy3net4p7TcK5/ByYsW5Zl/MWiqUkr0k4V0WKdTnPu0epd8t2rgpUc5dzTxLO5UjSxpKuA8YBHYEvm9lxZlZs0N9ceJJwLiexy/lEoCdhoueDqvGeFG+TcC4ntdLl3K9uOJefmuhy7jUJ51wmb5NwzmXyJOGcy+RJwjmXyZOEcy6TJwnnXCZPEs65TP8Ps76PTAm5b8cAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1900,7 +1551,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1912,7 +1563,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1924,7 +1575,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1936,7 +1587,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1948,7 +1599,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1960,7 +1611,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1984,12 +1635,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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EMu37IFPeJ8BVwBdqeQ1iUi//fIKPGq/FJ51mAjsBB+IG9ZA2ji+MKr4AHGJmhZHgtZKm4T/sHwPnApjZw5JWw+PozgReNLPPJO2Ax73dFOghjzG8Hy7JMwr4k7mSRHuZaGZXFu27BzgCn3h5Me17BpcOqgU74hObF5vZjAryHwx8hk8CNRQz+3XRruskjQKexr+7NastM62a+DceXP7gbJqZvZdWTqyN+5mfN7PZkvrhYTV/YWbvSvoOHvKzH36Hc7SZZV0d7eHvRZ8Ld4HF51hNP3gm877wm+iNK2N/CCDpStxA/1LSEDObXFTGXrjLZkX8T2LhVNb7VbSjdWr9Tx9b1aOCsiMjfAR3P+4yUFHaX/F/6lZHR/iKCcON94JFaaultCvaKGNh4BVgcPr8K3y0sCuwS3r/yw5cg/HAAyX2b5va9+M6XfsrU/lbVpB3vZT3tkb3gzaOuzS1a60qj1sKN+azKDHZ18px/wTuxf+Iv4z/Qf0UX4nwGHBLB67BsHQu802Spf2X1uha/yOVN6JE2gkpbZcKr8XbZCZDO7rFCDnfbIOLSR5nqQdkuAo3jAMovZSrwIT0Otnm1xR7O732baMdJ+DByP+SPh+EL3W6BUDSeWnfqW2U0xqtja4/l3uQ1JuWUkGtYmbvlCzQ/eHfBp6zypZsHZReOzyZV2PGp9dlqFCZWS6rdBewDi5v1Oo8ROa4XXF3yUZmZpIOAh62pMIi6TfAnZKWN7O3WymqVaz8nVYL2Y8qJ3wnmdmc9L7wmyjVNyr9TYC78PbBR84XV9GWsoRBzjcrpteeJdIWKHotiflt5RvAypIWMZ9VL1CYzHmv3PGS/g9f8/z1TIdeCXgzk+1NYOXW2lFDtsZHaJVSTk/uR/gta5s/pPQn8EP81vT6KupuBIXb+HdbzZXIGOP1gD3NrKK11GlC81zgz2ZWeICmVD8A7wvtNshVUE0d25FEWZm3bnulEvna/E1kWDi9VjxAaIswyPnmhfS6n6S/W0sJ84Hp9fHCDvlTc8sDH5hZVgvtctzPdygt/XOHp9dbSlUuqSe+8P9iM3swkzQR2DDzeUPmLcOrN7XyIR+ET4hdXkHeb+E++DOsCTLyaaXMXCuazU9/lt/DVz+8ktm/CO4bn5odqaaHIe7E5wf2MrNbq2jGifjqjtMy+ybibosCG2b2N4L2+pDvxydzd5e0oqUVQ+k6/wiXkxqT2ScrmmNIv40j08eaPRQTBrkJSPoh854G+gLQW/OEOF83s8sBzOwZSdcA3wH+I2kE8yb1dsc7QnbEtifuUzyBliKRp6YyTpe0Ft45t8En5e7BhSBLMQg38MUTSiOA4yV9iPvbDmGeO6NwjuOBVc2sLcXjqjCfaOmQfHxaKrY+cKWlCZ02qIu7otJ+gI+Cb5V0HfASvvZ8Y+ZN7P6kqOgt8LuI4cz74wY3xpvivs++kvYvOu5hK7E2WtIW+OTqV4v+kEbgSykvwwcGv8aXgU3IHDsMnzTezsxGl7sW7cHM2tUPzGyupCNwbcAxkobif84H4KP7g2ze069rAvdJuhqfWJ6E37nui094DjezBzp2Ji0bF1uDN/zWqdzynNFFeXsDv8SN6CzclzsON4CLFuUdmMoYXKLOZfBbzomp870KnETRE4CZ/KvhP/w9S6T1xh+lfidtZwC9i/J8ALxV4fUYX3zeaf+2FIlj1uj6X5DK3bGCvCvjRu+hWrahmn4ALIeP5MfiT5cVVt4MB9Zp5boNK9rf1tKw+a4z855IO7PMORyI/0lMxQcHyxelX4NP/K1dwfUYRpmliqXOpwbXfwA+IJmOD3QeAnYvyrMM/qj8M7gx/iT17TtJq4xq2aYQOQ1qjqSN8A58oJk1fIlYkA/S04TvATeb2Y+b3Z7OQDypF9SDnXCDPLzZDQmaymb4GubfNrshnYUYIQdBEOSEGCEHQRDkhDDIQRAEOSGWveWcZ96c3jSf0t8eeK1ZVfPLAV9sWt0brLhYTZfq1YLn3prRtH5wxyuVPCNRH3ZeoypRnJqy3gqLNrwfxAg5CIIgJ4RBDoIgyAlhkIMgCHJCUw2yihRziz+XyF9QAv5SY1oYBEHQODrbpN6bpOA5zW5IEARBrelUBtk8TmrJ+LZBEASdnbq6LCTtLOkBSZMlTZJ0u6R1O1BeC5eFpG3T510kPSFpVqpvJUkDJD0jaYakm1JA8kI5m0u6Q9IHkqZJelDSVkV1rSXpPrnq7YuSdk1lDczkWVEuFDo5bTdLWjOTvrKk69O5z5Q0VtI+7T3/IAi6NvX2IS8KDMHDAW6LR4S6MQX8riUn4KEiv4xH+r8Clyj/Sap3fVqGo1wcj5711dS2p4FbCkY7BUW5FhcW3RKPovZHYMFCASnm7L24cOgAYCs8YPZdKQ1gKP4s/3apDYPwWKtBEATzUVeXhZldk/0s6QA8fOAWuHpxrfi9pZikSU7oH8BmZvZk2jcc+Hyy0IokayQdhccL3gWP8bojHuv0GzYvePUxeHi+AvvgahQHWAoIIulQPLrVN3G9tlWBa8ysEBy7eU9aBEGQe+rtslhd0ihJr8gVjt9Nda5SwbG3JhfBDEnPt5H92cz7gpTNf4v29cuU3U/S+ZLGSZqKx0Ptl2nXOrgK8luZMh7H47oW2AyPGTy90E78DqAvsHrKcybwO0ljJJ0oabNWzrdPcsm02KZNndLGqQddiegH3Zt6uyxuwpUQDsXdCf+HuwEqcVkcDGyStl3byJtVMfBo1i2VDYyW5zoc2Bw4Btdo2wQXPqzGldIDd3VsUrStBZyf2nAxbrQvTfsfljS4THmD8BF0i23kxUOraFLQBRhEiX4w4qLoB92Burkskj92HeAIM7s37du00jqLRqe1ZhvgaDO7ObVrWXw5XYGxwAqSVjCzgj7Yl2hp1J/EZVw+MLMp5Soyl7O5ALhA0q+An9HSn11gCK6Y0IL9Djoi3BzdiyGU6Af7Hxz9oDtQTx/yZHy98CGS3sR1qE7DR8jNZhywv6RH8YnHU3FZowJ34vpZwyUdh6vLnoG3vRDkZSRwHHC9pD/gkjor49Ly55nZS5LOBG5N9S0B7Mw84dIWJKM+pXj/M29O78h5Bp2Mcv3gubdmzJc36HrUzWVhZp8BewMbAc8B5wC/xzXhms2BwGLAE8C/gEtwXTfg87bvia+qeAx3cZyEG+PZKc9M4Gu4Nt1V+Kh6OO5DnpyK6oFPML6AG/l3ccHHIAiC+aj3Kot7gA2Kdi+WSVdR/lbD3ZnZeHxlQ+Hz6OzntO/qEvvOA87LfH6GlvLlUCQHb2bjcIMLgKSNgV7Ay5k87+JKteXae1Rr5xMEQZClUz2p10gk7YmrLr8E9MddFs/gvuMgCIKaEwa5PIsDp+B+4cm4ZPsxhTXHQRAEtSYMchnM7DLgsma3IwiC7kPEQw6CIMgJYZCDIAhyQrgscs4PzhvTtLovOmCLptV96ZP1fC6odf624tpNq7sczZy5+OZayzWt7tcnz2xa3eutsGjD64wRchAEQU4IgxwEQZATwiAHQRDkhE5tkCUNlvRcjcoaLensWpQVBEHQHjr7pN7peKyIWrAXLcN4BkEQNJRObZDNbAZQkzBYZjapFuUEQRC0l4a5LCQtKGmIpHeTcOgjkrZJae0VK23hspC0oaS7k3DpjHTcdimtl6SzJE2U9LGkNyX9NXNsC5eFpL6Shifx0lmS7pK0fiZ9YKpje0nPSfpI0r2SVsvkCZHTIAgqppEj5FOB7+OhL18FjgVuy6o0M0+sdCowChcrnY2Llc7Fw1wOBspFURuFBwDaAo9dvGE6HuBoPKTmPniozZVw3bxyDEvp38ZjWZyU2ruWmc1KeRYEjk/nNBsPv3kesFNKHwoshIucTmujviAIujkNMciSFgUOBw7OqHQcBnwdOBK4K2WtSqy0BKsCp5vZ2PT55aK0ccADKUDQG8DDZdq7JvAtYICZ3Z/2/TAdsx9wUcq6AHCkmb2Y8pwOXCJJqY4QOQ2CoGIa5bJYHY8l/Llqs5nNBcYA62XyVSVWWoIzgIsk3SPpt5LWyaQNwzXvxkk6R9Juksqd/7q4oOnnj8mZ2dTUlmx7Py4Y48REXJevb/rcYZHTubNDKaI7ESKn3Zs8LHvLPhRarVhpy4LMBuMG8zpcvPRZSQemtCfxuMbHpzKGA3e2YpQraW+xHFUhrUeqs8Mipx8+dm2VzQs6OYMoJXIaYrfdgkYZ5FdwzbqvFHZI6glsRRmNufZiZi+Z2VlmthtwMa5eXUibbmZXm9nhwG64y2SNEsX8D782W2XauwTuk66qvWY2wcwuMLPvA3/A/eGlGIIb7xbb0lvsWU11QednCCX6wf4HHdHMNgUNoiE+ZDP7SNK5wCmSPsD/9Y8BlsUnvjo82SVpYXxd8lX4pN2yuLr0oyn9WOBt4Gl8JP4DfKJtQon2viTpeuB8ST/BRSdPSvlHVdGmDoucrv/bOyqtLugClOsH/50QrqvuQCNXWfwqvV4K9AGeAnY2s7cl1WL1wVzcdzsMWB74ELgJV4YGmA78AlgTdy08BeySxEpLcQA+WrkBXynxUGrvrDL5S1EQOV051X838PMqjg+CoBuhUCTKN+v/9o6mfUHNDL959f/ebTtTnfjb7mu3KrbbDP47YUbT+sGCCzRvqqmZ4Td3XHeZhveDPEzqBUEQBIRBDoIgyA1hkIMgCHJCGOQgCIKcEAY5CIIgJ4RBDoIgyAmx7C3nPP3G9OYtd+rVvP/rOZ981rS6N15l8dwte9vyr/c1rR/84/ubNKtqzn/8zabVfdHeG8SytyAIgu5KGOQgCIKcEAY5CIIgJ9TFIHdUwTkj6bRMLdtVop6BkhoStaWWCtlBEHRNuvsI+Qrgi81uRBAEAXRy1emOkiK3VRO9bT4k9TazOTVqUhAE3Zh6jpAXkHRmUm2eLOm0gjqHpN6STpE0IakxPy5ppxJlbCzp0ZTnP5I2LSRIWlrSP1MZsyQ9L+mATPpP5ArXPbMFShol6Yb0fj6XhaRDJb0saU56PaQo3SQdKenfkj4C/iKpp6SLJb2W2vKSpF+2Q40kCIJuTD0Nxn7MU904FFfKGJTSLgUG4EHiN8DllG6UtHFRGScDvwY2xeMbj5RUWBu4EPAk8E1gfVy/7nxJ26f0q4AlgR0LhUlaDFeRHlGqwZL2BM7G4yBvkMocKmn3oqx/BG7BFUTOSef5Fq6qvS7wW+A3eEzlIAiCiqiny+Jt4OikvjxW0lrAsUmJY1+gv5m9kfKeLWkH3HBntWp+b2b3Akj6E/AgsCIwwczeAk7L5L1A0tdT2Xeb2WRJt+B/DLelPHvgOng3lGnzccDlZlaYkByXhEl/BdyYyXeFmV1UdOwfMu/Hp9H8vriMVJtI6oMH7m/B/c++weJLzrc76KKU6web/eFGFlh48Ya3J2gs9RwhP2ItHwMcgxvTbQABL0iaUdhwjbvVi8rIqlBPTK/9wDX5krL0s5I+TGXsBaySOWYEsIekRdLn/YBrzGx2mTavS0YZO/EgLZWmAf5TfKCkw5Jb5f3UlmOK2tIWgyghbjnykhC37GYMokQ/eOehq5vZpqBBNGtSz4DNaakyDfNPsM2nQs28P5HjcDmknwH/BWYAfyEZ7MTN+Ij425LuBnYASvmqK2lvlo+yHyTtjbs5jgMexrX3jgSqUSgdgstPtWC/A494rYoygs7PEEr0g+W+8t3oB92AehrkL0tSZpS8JT7KHYOPkJcruCPayTbAjWZ2OUDyLa9FRiDSzD6WdBU+Ml4GeAcY3UqZ/8OVsbNuhm1oW2l6G+DRjKsDScWj/VYpJ2759BvTqykm6OSU6wdb/vW+hrclaDz1NMgrAEMkDcUnv34BnGhm4ySNBIZJ+jk+MbcUsC3wqpn9u8LyxwF7S9oG+AA4CpdMf6oo3whcXHQ14J9m1lrUmtOAqyQ9AdyBq0Tvh7tC2mrLQEm7AC8D++CTlpMrPJcgCIK6GuSRQE/gUfyW/2Lg7yntAHwlwqnASsAk4DGgmhHzibiRvRV3dQxLdRb7ex/AV0Csh0+ylcXMrpN0FO56GAK8DhxhZje2dhxwPrAJMAof/V8D/A04sNKTCYIgiPCbOSfCbzaeCL/Zkgi/2TjiwYUgCIKcEAY5CIIgJ4RBDoIgyAlhkIMgCHJCGOQgCIKcEKsscs670z5p2hc0c87cZlVNzx7NW+iwylIL5m6VxVtT5jSvH3zcvH6wcO+ebWeqEyv17R2rLIIgCLorYZCDIAhyQhjkIAiCnBAGuU40Sqg1CIKuQxjkREeVsoMgCDpKGOQgCIKcEAYZkDQMD5d5ZHIzmKTV2xIulbShpLslTUvKJ89I2q5MHQtKulbSk5L6lcoTBEH3plmKIXnjZ3hw+7G4OCl4LOOCcOn7wBbABbjYaiGA/SjgmZT2KR73eT55KElLANfjf4Dbmtm0ep1IEASdlzDIgJlNlTQHmGlm72SS2hIuXRU43czGps8vlyi+H3A5ybiX0/MrJ2754uvvsWSf+XYHXZRy/eD58e+yZIjddnnCZdEKFQiXngFcJOmeJLi6TolibgcmAHu1Iq4KZcQtLzj3rFqcStB5GESJfnDRuf9oZpuCBhGPTickjQaeM7Ofps97A8MpIVxqZv0zx60J7IKLp+4IHGZml0jaFldAOQ93e2xvZk+3Un8fSo+QX2vWCDkenW48rYyQX2vWCDkenW4c4bKYxxxccqpARcKlZvYS8BJwlqRzgYOBSzJZfo9LVN0tqaxRLidu+e60YmHuoCtTrh+8NWVOw9sSNJ4wyPMYD2whqT8wA/cHlxUulbQwcDpwVTp2WZIRLy7YzH6bVLHvSkb5mXqfTBAEnY/wIc/jdHyU/AK+quJW4Ep8JcXjQH9cuLTAXKAvLq76InAtMAY4tlThZvYb4EJ8pLxxPU4gCILOTfiQc06E32w8EX6zJeFDbhwxQg6CIMgJYZCDIAhyQhjkIAiCnBAGOQiCICeEQQ6CIMgJscqii5Ke+BoEDEkPG0Td3ZDu+l101n4QBrmLkh5weQ1YzczGR93dk+76XXTWfhAuiyAIgpwQBjkIgiAnhEEOgiDICWGQgyAIckIY5K7LFOAESoRyjLq7FVPont9FM+tuN7HKIgiCICfECDkIgiAnhEEOgiDICWGQuwmSBkqypPUXdFOiH+SbMMhBTZG0h6TBTaq7n6RLJT0raZKk2ZJelnSxpDWa0abuSjP7QTGSekgak/6Ibmp2e1ojDHJQa/YA/tikuvsCawF3pDb8FLgG+BbwpKT1mtSu7sgeNK8fFHMEsEGzG1EJIXIadBok9QJ6mtnsUulm9iLwlRLHXQ08hhvoI+rayKDutNUPivKuBPwF/3P4WxvZm06MkLsAknpL+qWkpyXNlDRV0n8k/bSN4wan27j+JdLGSxpdtG83SfdJ+kDSLElvSPq3pLVS+mjgx+m9ZbaBmTKWl3RuOnaOpImSLpDUr0zb1pd0hqQJwGxgy3ZcotfTa992HNtpiH5QknOAV4EzK8zfVGKE3MmR1Bu4HdgWv1UfgXfYDYG9gLNrVM8A4AbgOeBkfMH9CsAOwBrAOOAk/E/+q8APM4c/nMpYBVfm7g1cDLySjj0c2E7Sl8xsalHVI4FZ+OjGgLcraGsvYEmgVyp/cEq6pfIz7lxEPyjZ1u8CuwNbm9lcKXfatfMRBrnzMwj/EZ5sZr/JJkiq5R3Qt/Ef2Y5m9l5m/58Lb8zsTkn7AV81sxElyvgHbiT/z8wmZNp5FfAIcAzzjGeBKcAOZvZpFW3dCbgx8/ld4OdmdnkVZXQ2BhH94HMkLQmcBZxvZo9UckweCJdF52c/YDLwp+IEM/ushvUURizfkVT1H3n6gXwTH13NlrRMYQPGAy8D3yhx6JAqjTH4j3pHfDLv1/hoqm972t2JiH7QklNx+3Z8tW1sJmGQOz9rAmMrmeDoIGcDTwFDgUmSbpF0tKQvVHj82nh/Owh4v8S2NrBsiePGVdtQM/vAzO4ysxvN7BRgN/x2+Jxqy+pERD9ISPoqcAh+VzSl0uPyQFceMQRt01ogkxZ9w8w+lLQ57hfcEfga8HfgBEm7mtmYNuoqOPBGAMPL5JlVYt/MNsptEzObKOku4CBJR5vZxx0ts4vR1frB2cAzwKOaf/35ImnfFDP7oIoyG0IY5M7POGAdSQu2w9BMSq9L4beLAEhaCFgev338HDObC4xOG5I2Ap4AfoePQqH8j/vllNbbzO6qsp21YGGgJ7AEPhLrakQ/mMeq+KTuSyXStkv7z8GXQeaKcFl0fkbiy7l+V5ygtqeVC7eBOxTtP4aivpF8fMWMxUczS2X2zUj5s/swsw/xVQ57SZpvyZKcSm97SyKp1K0u8gdCtgdeMbOuaIwh+kGWHwHfK7GB/3F8D7iog3XUhRghd37OxJf2/C7dSt6BL3daH/fHFf/IstwFvAj8SdLSuCjkNvgaz+LbuQvli+zvwNf1LgzsDSwOXJbJ9wg+8hgq6WbgE+BRM3sN9+M+CNwv6TLcF9kD+CI+e38Z88+uV8PxknYEbsZHesKf0PohPqt/ZAfKzjvRDxJmdkOp/el/6R0zu7q9ZdcdM4utk2/AQsBvgefxH+EU4HHgiEyegfit4rZFx64F3Ib76KYAVwIr4gZtdCbfXvjM+ATgY/y2/z7gO0Xl9QBOT/nmpjoHZtKXAU7DR2WFtv4XNyjrZfINTsf2r+I67ABcndo+M7XzVeBSYP1mf0/RDxrTD1q5Pgbc1OzvqbUtAtQHQRDkhPAhB0EQ5IQwyEEQBDkhDHIQBEFOCIMcBEGQE8IgB0EQ5IQwyEEQBDkhDHIQBEFOCIPcBCQdL+kqSa8mNYTxVRx7SjpmRpV1riDpMknvJ5WH/0j6Xol8/SRdIRcJnSDpxFJhFiUdm1QelqymHc1EUn+1VLDIbs+VOWYXSXdLekfSR5JelHR6uce0q2xPxf1A0l8lPSzpPUkfS3pT0k2qUj06+kH7+kHR8e36DVZCPDrdHP6CB3R5EuhT6UGSNgGOxeMEVCx/kOIJPAj0A87An576AXClpAPN7NJM9kuBzfC4uv2AX+Fxdv+WKa9/Sv+Rza/s0Bm4Fvh30b4pxZkkHQJcgMc/OAX4CNgcDwa/l6QNzeyjDrSjmn6wJfAsLto6GVgO2B+4V9KPrILg+9EP5qOifpClvb/Bimn2o4LdcQO+mHn/HDC+gmN64o/B3oBH2ZpRRX2n4o+N7l5U3mPAh8Biad/C+GOuAzP5hgMPFZV3K3Bts69jO657/3QdBleY/0VgIrBQ0f4TUzl7NLofFB2/GK6G8kL0g/r1g6Jr1a7fYKVbuCyagJm92o7DjgbWA45qx7E/wCOdfS5rZB5C8R94hK5d0+4FcTfWpMyxk4BFCx/k0jxbU8PQhUpCmpLWkXSzpOlygc6rJS1Xq3qK6lxI0iJtZFsCmGzzB32fmF47Mjpubz/IHj8DN6SVirdGP5i/zkr6QYGO/AYro9n/Vt19o4KRER7fdQbwy/R5NBX+O+PxbA0YUSJtzZR2Wmbf/4D78Qhh2+AjsKEpbWngPeDwGl+D8XiM2neAc4HD0utnwB1FeXvhgWkq2oqO7Z/Od3oq24A38dvuBUu0a1jK8zdgXWBlPLjO2+k76NnIfpDyLYO7EDbGA7EbcHH0g/r1g47+Bqu6BrUuMLaqO2ElBvkW3H+4QLWdAfcDGnBKibRFUtqozL6tk8GxtD0G9Etpw3EfpGp8Dcanur5ftP+ctH/tzL5tM21rcysqbxXgbnyE8y1cRuj2lPdOigwsHuT8SuDTonIvAXo1oR8sVtSOmcD5wKLRD+rXDzr6G6xmi0m9nCNpX2BnYBurXuwT/McGHiqxmNlFeTCzhyWthsfRnQm8aGafSdoBj3u7KdBD0u9wYU0Bo4A/md/+tpeJZnZl0b57gCPwEdyLad8zuHRQ1ZjZG3ig+iwXS7oA12DbBw/0XuAT4A188udG/HrsBByI+1gPaU87OsAs/NwXwEds++FGehHadp9EP0hU2w9q8BusqnGxNXGjlZER7td7F7iwaP9o6jRCLlPGwsArpEkQfMb9A9znuEt6/8sOXIPxwAMl9m+b2vfjOn8HqxZfB9yHej/wMEUjQeCvKf8OjegHrRzTE3gAjyPc6og9+kG7+0GHf4PVbDFCzjd/xCdSLlRLscaFcbWbNYCPzezNVsooTECtWCKtsO+tNtpxAj6y+kv6fBBwnpndgjfkvLTv1DbKaY3WRlWfLy+S1JuWUkGtYmbvVJDtzVR/Vp5oG1zI8zhLv8AMV+HGaACuttEUzGyupJG4n/Vr+G14OaIftE2pflCL32DFhEHON6vineHRMukv4eoQG5QrwMzelvQWvo61mMK+/5Q7XtL/4etuv25mc9LulfDOW+BNfMKrEWwN3FtF/krWin4RH22+m9lXMFI9S+RfoOi1mSycXls1TtEP2t0POvwbrIY8dKigPKfgcunFnIB3nh8Cny/IT8t3VgGmmtnbmfz/BI6TtLulJU+SeuKTGlPwCYv5SHkuxGfxH8wkTQQ2zHzekHkjsHrTbt+hpKXNRTaz+3rg64rB/cQFXkiv+0n6u5l9kkkbmF4fb087qkVSX+CjjCEs7F8UH5F+hk+6FfZHP2iFKvtBVb/BjhIGuQlI+iH+zwvwBaB3mhwBeN3SU1dmNqbM8T8FVrX5xRq3wEcNw5lnNMB9nt8DRkk6A7813Rd/6uxgM5tepqmD8OVSvy7aPwIXFP0Q97kdwrzb2EIbx6c21vRpJjObTPvdBBdKWgL3C7+J35p+B/evXo/r8RXqeUbSNSn9P5JGMG9Sb3dcxPP69p4HVN4PcNfI+ak9L+PLtVbDjcFKwAlm9nqm6OgHrVNNP6j2N9gx6ukkj63s5MFoyi/RGV3h8fNNKDBv8mNYibQVgcvxiZfZ+OO6e7dSx2r4zP2eJdJ642tz30nbGUDvojwfAG9VeD3GlzrvzPkMrNF1Pyhdu3eAObhhewSfwe9R5jx/iY/GZuH+03G40WlzqVmt+gGwOi5b/wI+GvskncONwG7RD+rbD1r57mo+qRcip0HNkbQRbsSK4yME3YjoB9UTj04H9WAn/Ic4vNkNCZpK9IMqiRFyEARBTogRchAEQU4IgxwEQZATwiAHQRDkhFiHnHMeeXlK05z8iy3cvO7x8SefNa3uzfovUXsliA5y7bPvNK0fLNqr1MOKjWHVvou2nalOrL3cIg3vBzFCDoIgyAlhkIMgCHJCGOQgCIKc0FSDnKS0v1vuc4n8BfnuLzWmhUEQBI2js03qvYkHOfmg2Q0JgiCoNZ3KIJtLw1QSaDoIgqDTUVeXhaSdJT0gabKkSZJul7RuB8pr4bKQtG36vIukJyTNSvWtJGmApGckzZB0k6SlM+VsLukOSR9ImibpQUlbFdW1lqT7JM2W9KKkXVNZAzN5VpT0r3R+k5N0+ZqZ9JUlXZ/OfaaksZL2ae/5B0HQtam3D3lRYAgen3VbPHTgjUl+pZacgMds/TLQF7gC+APwk1Tv+sDgTP7F8RCEX01texq4pWC0U7Dqa3G14S3xmLJ/BBYsFJCCgN+LhzAcAGyFq/TeldIAhuJ6ZdulNgzCA4EHQRDMR11dFmZ2TfazpAOAabgRfLDkQe3j92b2QKrjPOAfwGZm9mTaNxz4fLLQzO4patdReIDqXfCg2zsCawPfMLO3Up5jgIcyh+2Dy8IcYClCk6RDgfeAb+Ly8asC15jZM+mY18qdgKQ+QJ/i/Xc8MZ7Fl1iykmsQdAHK9YPLHxjLotEPujz1dlmsLmmUpFckTcO1qnrg8jJtHXtrchHMkPR8G9mfzbwv6GH9t2hfv0zZ/SSdL2mcpKl4gOp+mXatg8uRZ0UfH8elcgpshgfvnl5oJ34H0BcPKA5wJvA7SWMknShps1bOYRBusFtsVww7t/UzD7oagyjRD24ceWEz2xQ0iHpP6t0ETAAOxeViPsVVDypxWRzMPAHHT1rLWJRuANZSA81o+eczHFgWOAZXKfgYV+ytxpXSA3d1lPIJT0ptuFjS7bhM+g7Aw5JONrPBJY4ZAgwr3rn3wMPLjqqDLskQSvSD3fc7JPpBN6BuBjn5Y9cBjjCze9O+TSuts2h0Wmu2AY42s5tTu5bFl9MVGAusIGkFMyuINn6Jlkb9SVyP7AMzm1KuIjObAFwAXCDpV8DPaOnPLuSbQgn/8iMvly066IKU6wfXPhuLi7oD9XRZTMbXCx8iaQ1JA4Dz8FFysxkH7C9pPUmbA//CtbUK3Am8CAyXtLGkLXG9sE9JI3BgJO4KuT6t6FhN0tck/a2w0kLSmWmlyRclbQLszDw14yAIghbUzSCb2WfA3sBGwHPAOcDvcfdAszkQWAx4AjfGl+CuC+Dztu+Jr6p4DHdxnIQb49kpz0zga8CrwFX4qHo47kOenIrqgU8wvoAb+XeBH9fzxIIg6LyEhFOFSNoY9xl/ycyeaFS9EX6z8UT4zZZE+M3G0ame1GskkvbE5c9fAvrjLotncN9xEARBzQmDXJ7FgVOAlXEXxGjgGItbiiAI6kQY5DKY2WXAZc1uRxAE3YeIhxwEQZATwiAHQRDkhHBZ5JwXp0xvWt0b9+7TtLrPf/zNptV9Qf/1m1Z3OZ57b0bT6v7BRis2re45c5u32qYZxAg5CIIgJ4RBDoIgyAlhkIMgCHJCpzbIkgZLeq5GZY2WdHYtygqCIGgPnX1S73Q8VkQt2Iu2w3wGQRDUjU5tkM1sBlCT6Wczm1SLcoIgCNpLw1wWkhaUNETSu0k49BFJ26S09oqVtnBZSNpQ0t1JuHRGOm67lNZL0lmSJkr6WNKbkv6aObaFy0JSX0nDk3jpLEl3SVo/kz4w1bG9pOckfSTpXkmrZfKEyGkQBBXTyBHyqcD38dCXrwLHArdlVZqZJ1Y6FRiFi5XOxsVK5+JhLgcDR5WpYxQeAGgLPHbxhul4gKPxkJr74KE2V8J188oxLKV/G49lcVJq71pmNivlWRA4Pp3TbDz85nnATil9KLAQLnI6rY36giDo5jTEIEtaFDgcODij0nEY8HXgSOCulLUqsdISrAqcbmZj0+eXi9LGAQ+kAEFvAA+Xae+awLeAAWZ2f9r3w3TMfsBFKesCwJFm9mLKczpwiSSlOjoscnrOPf9l0cVD3LK7UK4fHH/tEyy82BINb0/QWBrlslgd6EVGtdnM5gJjgPUy+aoSKy3BGcBFku6R9FtJ62TShgGbAOMknSNpN0nlzn9dXNB0TKa9U1Nbsu39uGCMExNxXb6+6XOHRU7v+OfFrRwSdEEGUaIfjPn3sCY2KWgUeVj2lg1nWa1YacuCXDx0PeA6YGvgWUkHprQn8bjGx6cyhgN3tmKUK2lvsRxVIa1HqvNiXJn6UmAtXOR0cJlyh6S8LbZv7HtQlc0LOjlDKNEPttprYBObFDSKRhnkV3DNuq8UdkjqCWxFjTXmzOwlMzvLzHYDLsbVqwtp083sajM7HNgNd5msUaKY/+HXZqtMe5fAfdJVtdfMJpjZBWb2feAPuD+8VL4pZja+eAt3RfeiXD8Id0X3oCE+ZDP7SNK5wCmSPsBvw44BlsUnvjo82SVpYXxd8lX4pN2yuLr0oyn9WOBtXIbpE+AH+ETbhBLtfUnS9cD5kn6CqwCflPKPqqJNZwK34r7rJQiR0yAIWqGRqyx+lV4vxSctngJ2NrO3JdVi9cFc3Hc7DFge+BC4CTgupU8HfgGsibsWngJ2SWKlpTgAv328AV8p8VBq76wy+UtREDldOdV/N/DzKo4PgqAbESKnOWf4f95s2he0cb8+zaqaoY++0bS6L/je+rkTOf3zXS83rR901/Cb6y6/aMP7QR4m9YIgCALCIAdBEOSGMMhBEAQ5IQxyEARBTgiDHARBkBM6dfjN7sCDr05tWt3n3V029EbdGfSN1ZtWdx7Zfa1lm1b3H25/se1MdeKxZ99pWt0vnbZzw+uMEXIQBEFOCIMcBEGQE8IgB0EQ5IS6GOSOCoZmFESWqWW7StQzUFJNJKAqqKtmgqxBEHRNuvsI+Qrgi81uRBAEAXTzVRYpUFA1wYLmQ1JvM5tToyYFQdCNqecIeQFJZyaR0MmSTisEg5fUW9IpkiYk8c/HJe1UooyNJT2a8vxH0qaFBElLS/pnKmOWpOclHZBJ/0kSVO2ZLVDSKEk3pPfzuSwkHSrpZUlz0ushRekm6UhJ/5b0EfAXST0lXSzptdSWlyT9sh3B74Mg6MbU02Dsx7wg74figdkHpbRLgQF4TOINcPWOGyVtXFTGycCvgU3xcJojJRUiMC0EPAl8E1gfl0s6X9L2Kf0qYElgx0JhkhbDRUtHlGqwpD2Bs/GwmxukModK2r0o6x+BW/CA9eek83wLF3FdF/gt8Bs8hGcQBEFF1NNl8TZwdBL7HCtpLeDYFPh9X6C/mRViLJ4taQfccB+RKeP3ZnYvgKQ/AQ8CKwITzOwt4LRM3gskfT2VfbeZTZZ0C/7HcFvKswcuu3RDmTYfB1xuZoUJyXFJB+9XwI2ZfFeY2UVFx/4h8358Gs3vi6uWtEk5ccsfXvIQCy4aahHdhXL94P5n32DxJefbHXQx6jlCfsRaBlsegxvTbQABL0iaUdhwSaXix7OyoqcT02s/cAmoJGT6rKQPUxl7AatkjhkB7CFpkfR5P1wFenaZNq9LRog18SAthU0B/lN8oKTDklvl/dSWY4ra0haDKCFu+dwtJQfzQddlECX6wchLhjazTUGDaNakngGb01LUFOafYJtP9JR5fyLH4eobP8PVoGcAf6GlKvXN+Ij425LuBnYASvmqK2lvlo+yHyTtjbs5jgMexqWejgT2rKKOIbjaSQs22HX/5j2/HDSDIZToB/sdeET0g25APQ3ylyUpM0reEh/ljsFHyMsV3BHtZBvgRjO7HCD5ltfC9e8AMLOPJV2Fj4yXAd4BRrdS5v9wIdasm2Eb2tbB2wZ4NOPqQFJVwRjMbAqZthc45MpYutydKNcPnn5jesPbEjSeehrkFYAhkobik1+/AE40s3GSRgLDJP0cn5hbCtgWeNXM/l1h+eOAvSVtA3wAHIVLpj9VlG8ErmW3GvBPM2tNE+Y04CpJTwB34KKk++GukLbaMlDSLsDLwD74pOXkCs8lCIKgrgZ5JNATV302fNT595R2AL4S4VRgJWAS8BhQzYj5RNzI3oq7OoalOov9vQ/gKyDWwyfZymJm10k6Cnc9DAFeB44wsxtbOw44H9gEV6QWcA3wN+DASk8mCIIgRE5zziFXPte0L+i51yY1q+qmht/c+/9WzJ3I6dNvTG9aPzjtvleaVXWzw2+GyGkQBEF3JQxyEARBTgiDHARBkBPCIAdBEOSEMMhBEAQ5IVZZ5Jx3pn3StC/o409aW7JdXxbq1byxwrJL9MrdKoupsz5rWj+Y27yq6dmjeV/Fkgs3vvIYIQdBEOSEMMhBEAQ5IQxyEARBTgiDXCcaJdQaBEHXIQxyoqNK2UEQBB0lDHIQBEFOCIMMSBqGh8s8MrkZTNLqbQmXStpQ0t2SpiXlk2ckbVemjgUlXSvpSUn9SuUJgqB70yzFkLzxMzy4/VhcnBQ8lnFBuPR9YAvgAlxstRDAfhTwTEr7FI/7PJ88lKQlgOvxP8BtzWxavU4kCILOSxhkwMymSpoDzDSzbLy/toRLVwVON7Ox6fPLJYrvB1xOMu6t6PkFQdDNCYPcCpIOAw7GDe/CQC88aH2BM4CLJP0YVyW5JmOcC9yOq6J8x8w+baWuPpRQGx77+nss2We+3UEXpVw/GD/xQ/pEP+jyhA+5DBnh0mG4MOomwFCgdyGPmQ3GlUiuA7YGnpVUrBJyE665t0EbVQ6ihNrwheee1YGzCDohgyjRD849+8xmtiloEBHLIiHpDuAVMzs8ff4HsJGZDcjkuSHt61+mjHOBjc1sa0nb4pJUXwCOAQ4Dtjezp8sc24fSI+TXmjVCjlgWjaeVEfJrzRohRyyLxhEui3mMB7aQ1B+YgfuDywqXSloYOB24Kh27LEl9urhgM/ttUsW+S9L2ZvZMiTxTKKE2/M60Tzp8YkHnoVw/mDqreX+OQeMIl8U8TgfmAC/gqypuBa7EV1I8DvTHhUsLzAX64i6NF4FrgTHAsaUKN7PfABcCd0vauB4nEARB5yZcFjknwm82ngi/2ZJwWTSOGCEHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATwiAHQRDkhFhl0UVJDxgMAoakta1Rdzeku34XnbUfhEHuoqQHXF4DVjOz8VF396S7fhedtR+EyyIIgiAnhEEOgiDICWGQgyAIckIY5CAIgpwQBrnrMgU4gRKRw6LubsUUuud30cy6202ssgiCIMgJMUIOgiDICWGQgyAIckIY5CAIgpwQBrmbIGmgJEtaf0E3JfpBvgmDHNQUSXtIGtzE+scng1NqW6ZZ7epuNLsfpDYsIukPkp6XNEvSJEljJO3ZzHa1RoicBrVmD+DHwOAmtmEscFKJ/dMb3ZBuzB40sR9I6gvcDawJXAqcASwKrAus2ow2VUIY5KDTIKkX0NPMZreR9V0zG9GINgWNp8J+cBawBvBlM3uhMS3rOOGy6AJI6i3pl5KeljRT0lRJ/5H00zaOG5xu5fuXSBsvaXTRvt0k3Sfpg3QL+Iakf0taK6WPxkdFFLkKBmbKWF7SuenYOZImSrpAUr8ybVtf0hmSJgCzgS0rvCYLSFqikrxdhegHnx/TH/gBcKGZvSCpp6TFWrsGeSFGyJ0cSb2B24FtgTuAEXiH3RDYCzi7RvUMAG4AngNOxp+AWgHYAR+JjMPdBD2ArwI/zBz+cCpjFWAM0Bu4GHglHXs4sJ2kL5nZ1KKqRwKzgL8BBrxdQXO/DMwEekmaClwPHG9mE6s66U5E9IMW7Jzqf0HS5cD3gd6S3gL+ZmZ/b8+5N4IwyJ2fQfiP8GQz+002QVIt74C+jXfyHc3svcz+PxfemNmdkvYDvlrGZfAPoBfwf2Y2IdPOq4BHgGOY3+c4BdjBzD6tsJ3PAxcB/0t1bQscDGwvaYsubJQHEf2gwNrp9WTgA+AwYE56PUNSHzP7YwXlNJxwWXR+9gMmA38qTjCzz2pYT2HE8h1JVf+RS1oS+CY+upotaZnCBowHXga+UeLQIVUYY8xsNzM70cyuMbN/mdlhwI+AFfHYBl2V6AfzWDy99sb/FC41s5HA11P5v0yTfrkjDHLnZ01gbAUTXR3lbOApYCgwSdItko6W9IUKj18b728HAe+X2NYGli1x3LiONtzMRuE/9t06WlaOiX4wj1np9SYz+7Cw08w+AUYBC1HhXESjCZdF96a1yFIt+oaZfShpc9wvuCPwNeDvwAmSdjWzMW3UpfQ6AhheJs+sEvtmtlFupYwHvlKjsroaXa0fFNwg75RIK/ieczlCDoPc+RkHrCNpQTP7uMpjJ6XXpXCDBYCkhYDl8du7zzGzucDotCFpI+AJ4HfMG32W+3G/nNJ6m9ldVbazFqwBvNuEehtF9IN5PJZeVyqRVtj3Xom0phMui87PSPzf/nfFCZI0f/YWFG4DdyjafwxFfUOln3Ibi49mlsrsm5HyZ/eRbh1vAfaSNN/topxKb3tLUlxnZv+R+A/xxo6Un3OiH8zjfuB1YHdJK2bKXhSfT5iCr/LIHTFC7vycCewO/C7dSt6BL3daH/fHFf/IstwFvAj8SdLSuErvNrh/7YOivBdKWimV/zqwMLA3PoFyWSbfI8BPgaGSbgY+AR41s9fwZU0PAvdLugz3RfYAvojP3l9Gx57s+pGkg4Db8JHeAvjKgz3wpVW5nFmvEdEPEmY2V9IR+MThGElD8VUWBwArAweZ2UftLb+umFlsnXzDJyl+iy/5mo2PAB4HjsjkGYjfKm5bdOxauAGbmY67El+RMB4Yncm3F97BJwAf4xMw9wHfKSqvB3B6yjc31Tkwk74McBo+Kiu09b+4QVkvk29wOrZ/FdfhK6mNb+Ajttn48re/An2a/T1FP2hMP8gcOwC4B39kfibwELB7s7+n1rZQDAmCIMgJ4UMOgiDICWGQgyAIckIY5CAIgpwQBjkIgiAnhEEOgiDICWGQgyAIckIY5BwhaTFJv5H0X0nTUwDwh+XClG09bZUt50eSnkrBw9+VdFGpp58k/UDSWEkzJD0g6f9K5FlC0puSftnR82skkv6art17kj5O53CTSoh7StpS0tWSXk7Xfbqk5yT9MUUna2S7CwHZy22fVFDGtm2UYZK+ksm/uqTbJE2T9Kqkn5Up9yxJz7QnyluzkAfTv0EeaH+mpMmSnpQ0KD0ans3bV9LPJN2R+sssSS/KA+ev3JD2xjrkfCCPWXsfsDUedOURYBFgX2AL4FQz+1UF5RyD64fdh0e2Wgk4Fn+qagtLTyhJ+jL++OiVeEyCg/AHAdY2s+mZ8s4BtkrHVhwGs9nIVSvGAi/hYSmXA/bHNdV+ZGaXZ/L+CNgHf4hiIj5Q2TzlfxE/91IBb+rR7o2AjUokbQT8ArjWzPZqo4xl8cA/xSwIXIA/fbeSmX2S+t3T+BN3f8ef7DsC+K6ZXZMp88vAA8BXzOzxas+rWUj6NS5Y8CQeWGhhPDDS9/AnFL9hyQhK2hm4Cdfiuwe/ThsAh+JP+m1t9ZaDavaTKbH5hhs9A/5etL838CowpYIylgE+woOr9Mzs3z2V/ZvMvpNTuYU/5dVSnh0zebZOHXGzZl+fGl3jxfAAQy9UmP8X6Zp8PwdtPz+1ZbcOlLFvKuO0zL61KXpyD/8zH5n53At4trhvduYNOCed9xaZff2B1Uvk3SHlvbre7QqXRX4o6L+1ULQwszn4P3Ulz97vgY+q/2EekatQxo248d0/k3dh3MgXbpEKEb8Whc8lgS4EzjKzJ6o6kzIk14tJ+rqk4yS9ktwJ4yT9uBZ1tIaZzQA+pPLQi6+n16aGakxBcfbBH0O+rQNFHZxeL8rsWzi9Tsrsm0TqB4lf4v1zvsBF7SX1g2GStpLr830k6cPkXmuE/t18362ZjTezV4ozmkelm4SPlutKp/EFdQMew5/n/6Wk8cCjuHH9MbAZLj/TFpun11KRrB4B9pW0WDJMY4CjJf0Qj451HD4aLhjfX+M/1j+052Ta4C+p7PPxeAiHA8MkvWxmDxUyJf9trwrLnGlm88XMlUcn64GHkTwEd1lcUqoASYvg13wR/Jqfgl+TZoQLzfI93CCelf2jrQZJqwHbAQ+a2YuZpBdxY/P7NE+wHq5J98d03Fq4Id7Lah+QZxPcRXAp7l7bFnedfQb8JNP2BZmnAtIWc81scvFOSYvjLpsl8Jgnv8L/nB9tq8DUDxfHdQTrS7NvHWJrcWv0VfwHYpltGrBHhcffmI5ZuETaqSltrfRZwLBMPbOBw1LaOunzN2p8fgNTXU/h8XAL+1fEDfM/i/KPLroWrW2DS9S3WFGemfifwKJl2nd6Uf7nan0N2nndHsCN1GodKOPP6Zx+XCJtD1yaqXDet+GBipS+g1F1OCdL5/Tlov2FyHCLleg3lWzjy9R3dVG+R6jQFZf57RxY7+86Rsj5YgZuBG7AFXqXAo4ERkn6tpnd2cbxi6TXUgHKZ2fzmPe0gZJ+jxvEcWY2Ka3muAC4yszukLQh8yZ7/gf8zMz+2+4zdIaau2JIbXlL0jhchijLz6ncXfBqiX2z8MmtBYBVcd25xfBrUGq0dz5ujPrgPv1tcb9805C0Nh4K827z0JXtKaMnbtSmAVcVp5vZdfKQmusCk8zs5XTcwbhq9fclLYzfMXwLv3bnmllHlazHmFnxCPUeYFfcn1sYkd5O6UnKUpSbfD0BOA/4An6nsBGwdFuFSfoufvd4Gz6Sry/N/OePrcW/8IZ4ZzqsaP8iuLEZT2airkwZFY+QWynjUDyk4jL4bdq7uFT7prjv8V1g8Xae48DUhu1LpI0GXqvzNe6Jjzb/C/SqIP9Oqb37NrFfFL63fTpQxq6pjPOqOGY5fHXKwPT5XDym9NfwycFZdGCyM7Xn8lb6yIA6X9dD8bCgX2njun2Mr75ZoiHfd7M6WmzzffmXpI64dIm0f6S0+WaAi/IVZuLXKJE2Er9FXKyV45fH/dg/TJ9/kDrkIunzIulzuwwUZWLxprTRFN1u4ncIy1W4lT2vojIPK/enUCb/O8ADTeoTC6T6PwAW7EA516Rz/lIVx1wJ3JXe90gG+OBM+gjg9g60yYBhlfQRfL6h0n7whQrrXzQZ5Pn+FFL6zvhd5ZNA30Z95+GyyA8FqZmeJdIWKHotx+P4ZMhWFOmg4eoPL5pP6JXjbOAxm7dGdyX8FnYmgJnNlDQJV11oBP/Gg4xXwglUpjJRWFVQUu6pBAtVkbfW7I4rMJ9p1evkASCpXyrnGTP7T4XH7A58E79rA79bWgh4M5PtTfyuqRHsTeXugtdxd0db9Mb/aOb7btN65Ovwdew7WIlJwnoRBjk/vAB8Ax8hnFrYKakPLmszmYyRlbQKPmJ9xVzeHOB64Czgp5JGWZqRTz+wLwK/L1e5pD3wUUF2ac9E4AuSljWzd9MDB1+gaGleHWmXD1lSX+Ajy/ip0/5FmTeL/1hm/3JmNp9CcVqKtyQ+wmwGB6XXi8tlkLQ83sY3rMQqE1xDrldrZRSVtzgwFDjB5i0B+xBfbbIh7s8lvW9UP2i3D7ncdwscnV4fKcr/DeBafHJ9ezObVHxgPQmDnB+G4D+ev6aJtIfwf+9DcFfCkdZyydNl+OhxNZJSsJm9nybpTgfukvRPfOT9c/zffkipiiUtgY+O/2gtJ45uxieCrpV0Ob6OeWraXzh2ID56OcHMBrf35Eth7V//PAA4X9I1+J/YdPw6/RAf9Z9gZq9n8t8i6UN8KeAbuIHbBv8jnEDHdP7ahaQV8D/Ix6z1SdST8aWR25FUoIs4CL/1HlFh1X/BDfDfCjvMNer+iS+NE7AC7l89oKjNBrxuZv0rrKsizOxt/Cm79vCcpAdx18Nb+Gh/R2B7fC5hSCGjpC/hgxrhfXoXFUUsMLNKr2P7aJRvJLaK/Fqr449NT8CX/kzD1wjvVSLvaMpojeGj7GfwH+J7uH+6Xyv1DsXXH883aYg/dvoYvgLkcWDLovSjUjsOqeD8BlKFD7mD1/Ei/K5jarqW7+CTnvM96Yavg74LH/HNwVcRPIsbu/l8+g3qC7+p5Loyb+liqWu6dUobWWGdW6bzn8/XjK/fHYYb6zeA40lPeab0xVNdD1VYV8U+5A5ex9/jE7nvZn5Tj6f2L1qm7rJbvb/3iGURdAhJ/8ZvX9ezea6ToJsh6Vv46PLrZnZvs9vTWQmXRdBuUtSvr+Oy6mGMuzc7ATeFMe4YMUIOgiDICRFcKAiCICeEQQ6CIMgJYZCDIAhyQkzq5ZzZn9I0J//R1z7frKoZvGNxnKHGsUKf3hXLZTWKn9/4YtP6wUPPl3quojGM/e+bbWeqE1NG7t/wfhAj5CAIgpwQBjkIgiAnhEEOgiDICU01yElX67vlPpfI3z/l+VJjWhgEQdA4Otuk3pt4oJ0Pmt2QIAiCWtOpDLJ5tLPmTfkGQRDUkbq6LCTtLOkBSZMlTZJ0u6R1O1BeC5eFpG3T510kPSFpVqpvJUkDJD0jaYakmyQtnSlnc0l3SPpA0jRJD0raqqiutZI8+WxJL0raNZU1MJNnRUn/Suc3WdLNktbMpK8s6fp07jMljZW0T3vPPwiCrk29fciL4vFGt8AFI6cCN0rqXeN6TgAG4aEi+wJX4PL1P0n1rk/LmLaLA5fjKs9bAE/jMXGXBpDUAw9S/SkeknAgLou+YKGAJBl/Lx7icgCu0vE2Hoe4IDY6FA8iv11qwyBcIikIgmA+6uqyMLMWSguSDsDjkW4BPFjDqn5vZg+kOs7DNeg2M7Mn077hwOeThWZ2T1G7jgK+A+yCB/LeEVgbl4B/K+U5Bg8aX2AfPJD1AZYiNEk6FI8//E1ck2xV4BozeyYdU1Y1OCmD9Cne//b7k+nTZ77dQRelXD84YtRjLLTYEg1vT9BY6u2yWF3SKEmvSJqGB4nuAaxSwbG3JhfBDEltPTL2bOb9u+n1v0X7+mXK7ifpfEnjJE3FFSX6Zdq1DjCxYIwTj+PSPwU2w1Uophfaid8B9MUDpAOcCfxO0hhJJ0rarJVzGIQb7Bbb2WcNafXEgy7HIEr0gydvGN7MNgUNot6Tejfh6heH4vIpn+IqDpW4LA5mniBlW7F2s+kuR9AyPq/R8s9nOC4eeQwuf/QxcHeF7SrQA3d1lPIJT0ptuFjS7bjczQ7Aw5JOttJSR0NwRYYW/PToQWVH1UGXZAgl+sGm3/px9INuQN0McvLHrgMcUQhaLWnTSussGp3Wmm2Ao83s5tSuZfHldAXGAitIWsHMCkKOX6KlUX8S2Bf4wMymlKvIzCYAFwAXSPoV8DNKaLSlMuYrZ/anlZ5S0BUo1w9+fuOLDW9L0Hjq6bKYjK8XPkTSGpIGAOfho+RmMw7YX9J6kjYH/oVriRW4E1edHS5pY0lbAmfgbS8EeRmJu0KuTys6VpP0NUl/K6y0kHRmWmnyRUmb4KKVLzTkDIMg6HTUzSCb2WfA3sBGwHPAObjg4Mf1qrMKDgQWw4U9/4WLgI4vJKa274mvqngMd3GchBvj2SnPTOBruPz8VfioejjuQ56ciuqBTzC+gBv5d3GF4CAIgvmo9yqLe4ANinYvlklXUf5Ww92Z2Xh8ZUPh8+js57Tv6hL7zsNH54XPz+BL5LJcXnTMONzgAiBpY6AXLitfyPMuRVLoRWUc1dr5BEEQZOlUT+o1Ekl74nLwLwH9cZfFM7jvOAiCoOaEQS7P4sApwMq4C2I0cExhzXEQBEGtCYNcBjO7DLis2e0IgqD7EPGQgyAIckIY5CAIgpygcInmm5lzmvcFvfb+zGZVzetTPmpa3buu3y93Iqe3v/B+0/rBKn0WaTtTvWjiN7Hu8ouGyGkQBEF3JQxyEARBTgiDHARBkBM6tUGWNFjSczUqa7Sks2tRVhAEQXvo7OuQT8djRdSCvWg7zGcQBEHd6NQG2cxmADNqVNakWpQTBEHQXhrmspC0oKQhkt5NwqGPSNompbVXrLSFy0LShpLuTsKlM9Jx26W0XpLOkjRR0seS3pT018yxLVwWkvpKGp7ES2dJukvS+pn0gamO7SU9J+kjSfdKWi2TJ0ROgyComEaOkE8Fvo+HvnwVOBa4LavSzDyx0qnAKFysdDYuVjoXD3M5GCgXRW0UHgBoCzx28YbpeICj8ZCa++ChNlfCdfPKMSylfxuPZXFSau9aZjYr5VkQOD6d02w8/OZ5wE4pfSiwEC5yOq2N+oIg6OY0xCBLWhQ4HDg4o9JxGPB14EjgrpS1KrHSEqwKnG5mY9Pnl4vSxgEPpABBbwAPl2nvmsC3gAFmdn/a98N0zH7ARSnrAsCRZvZiynM6cIkkpToqFjkNgiBolMtidTyW8OeqzWY2FxgDrJfJV5VYaQnOAC6SdI+k30paJ5M2DNgEGCfpHEm7SSp3/uvigqZjMu2dmtqSbe/HBWOcmIjr8vVNnysWOZXUR1L/4m3KlCmtnG7Q1SjXD2ZMm9rspgUNIA/L3rKPhFYrVtqyIBcPXQ+4DtgaeFbSgSntSTyu8fGpjOHAna0Y5UraWyxHVUjrkeq8GFemvhRYCxc5HVym3EGUUBs+5x9Dqmxe0MkZRIl+cO3l5zezTUGDaJRBfgXXrPtKYYeknsBW1FhjzsxeMrOzzGw34GJcvbqQNt3Mrjazw4HdcJfJGiWK+R9+bbbKtHcJ3CddVXvNbIKZXWBm3wf+gPvDSzEEN94ttiOPGlRNdUHnZwgl+sGePzy0mW0KGkRDfMhm9pGkc4FTJH2A/+sfAyyLT3x1eLJL0sL4uuSr8Em7ZXF16UdT+rHA28DT+Ej8B/hE24QS7X1J0vXA+ZJ+gqsAn5Tyj6qiTWcCt+K+6yVoReS0nNrwzDkR/Kk7Ua4f3P7C+w1vS9B4GrnK4lfp9VKgD/AUsLOZvS2pFqsP5uK+22HA8sCHwE3AcSl9OvALYE3ctfAUsEsSKy3FAfho5QZ8pcRDqb2zyuQvRUHkdOVU/93Az6s4PgiCbkSE38w5EX6z8UT4zZZE+M3GkYdJvSAIgoAwyEEQBLkhDHIQBEFOCIMcBEGQE8IgB0EQ5IROHX6zO9CjR/OmmZu5AmejFfo0re488ulnzfsu5jaxH/RdpHfT6m4GMUIOgiDICWGQgyAIckIY5CAIgpxQF4PcUcHQjILIMrVsV4l6BkqqiQRUBXXVTJA1CIKuSXcfIV8BfLHZjQiCIIBuvsoiBQqqJljQfEjqbWZzatSkIAi6MfUcIS8g6cwkEjpZ0mmFYPCSeks6RdKEJP75uKSdSpSxsaRHU57/SNq0kCBpaUn/TGXMkvS8pAMy6T+RC6r2zBYoaZSkG9L7+VwWkg6V9LKkOen1kKJ0k3SkpH9L+gj4i6Seki6W9Fpqy0uSftmO4PdBEHRj6mkw9mNekPdD8cDsg1LapcAAPCbxBrh6x42SNi4q42Tg18CmeDjNkZIKC3MXAp4Evgmsj8slnS9p+5R+FbAksGOhMEmL4aKlI0o1WNKewNl42M0NUplDJe1elPWPwC14wPpz0nm+hYu4rgv8FvgNHsIzCIKgIurpsngbODqJfY6VtBZwbAr8vi/Q38zeSHnPlrQDbriPyJTxezO7F0DSn4AHgRWBCWb2FnBaJu8Fkr6eyr7bzCZLugX/Y7gt5dkDl126oUybjwMuN7PChOS4pIP3K+DGTL4rzOyiomP/kHk/Po3m98VVS4IgCNqkniPkR6zlo15jcGO6DR7l9AVJMwobLqm0elEZWdHTiem1H7gEVBIyfVbSh6mMvYBVMseMAPaQVAjouh+uAj27TJvXJSPEmniQlsKmAP8pPlDSYcmt8n5qyzFFbWmVEDkNIEROuzvN8nEasDmuAl3Y1gUOLMo3n+gp89p8HK6+cRqwfSrjOlz1ucDN+Ij425L6ATtQxl1RQXuztIieLmlv3M0xDNgptWVoUVvaYhAlxC3PPmtI9a0NOjODKNEPrh9xQTPbFDSIerosvixJmVHylvgodww+Ql6u4I5oJ9sAN5rZ5QDJt7wWGT0yM/tY0lX4yHgZ4B1gdCtl/g8XYs26GbahbWHTbYBHM64OJBWP9ttiCG7QW/DTowe9VmU5QedmCCX6wbf3/0n0g25APQ3yCsAQSUPxya9fACea2ThJI4Fhkn6OT8wtBWwLvGpm/66w/HHA3pK2AT4AjsIVep8qyjcC17JbDfinmX3WSpmnAVdJegK4Axcl3Q93hbTVloGSdgFeBvbBJy0nV3guZcUtZ39aaQlBV6BcP7j5ufca3pag8dTTII8EeuKqz4aPOv+e0g7AVyKcCqwETAIeA6oZMZ+IG9lb8bXEw1Kdxf7eB/AVEOvhk2xlMbPrJB2Fu0OGAK8DR5jZja0dB5yPuylG4aP/a4C/Mb8LJgiCoCwhcppzZn86n/+6Ybz8TkOeKi9Jn0WbF3Zxpb69cydyevNz7zWtH6zat3kip32b2A9W7NP4fhAPLgRBEOSEMMhBEAQ5IQxyEARBTgiDHARBkBPCIAdBEOSEWGWRc2bOad4XNL2Ji6B7L9C8sULfRXrmbpXF5Jlzm9YPZs6Z26yqWaR3z7Yz1Ylm9IMYIQdBEOSEMMhBEAQ5IQxyEARBTgiDXCcaJdQaBEHXIQxyoqNK2UEQBB0lDHIQBEFOCIMMSBqGh8s8MrkZTNLqbQmXStpQ0t2SpiXlk2ckbVemjgUlXSvpyRQsPwiCoAX1DL/ZmfgZHtx+LC5OCh7LuCBc+j6wBXABLrZaCGA/CngmpX2Kx32eTx5K0hLA9fgf4LZmNq1eJxIEQeclDDJgZlMlzQFmmtk7maS2hEtXBU43s7Hp88sliu8HXE4y7q3o+QVB0M0Jg9wKkg4DDsYN78JALzxofYEzgIsk/RhXJbkmY5wL3I6ronzHzMo++iapD9CneP9b706iT5/5dgddlHL94LW3PmDJ6AddnvAhl6ES4VIzG4wrkVwHbA08K6lYJeQmXHNvgzaqHEQJcctz/jGk/ScRdEYGUaIfnHvOmc1sU9AgIpZFQtIdwCtmdnj6/A9gIzMbkMlzQ9rXv0wZ5wIbm9nWkrbFJam+ABwDHAZsb2ZPlzm2D6VHyK81a4QcsSwaTysj5NeaNUKOWBaNI1wW8xgPbCGpPzAD9weXFS6VtDBwOnBVOnZZkvp0ccFm9tukin2XpO3N7JkSeaZQQtxy5pz4w+xOlOsHk2c2zygGjSNcFvM4HZgDvICvqrgVuBJfSfE40B8XLi0wF+iLuzReBK4FxgDHlirczH4DXAjcLWnjepxAEASdm3BZ5JwIv9l4IvxmS8Jl0ThihBwEQZATwiAHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATYpVFFyU9YDAIGJLWtkbd3ZDu+l101n4QBrmLkh5weQ1YzczGR93dk+76XXTWfhAuiyAIgpwQBjkIgiAnhEEOgiDICWGQgyAIckIY5K7LFOAESkQOi7q7FVPont9FM+tuN7HKIgiCICfECDkIgiAnhEEOgiDICWGQgyAIckIY5G6CpIGSLGn9Bd2U6Af5JgxyUFMk7SFpcJPqLhib1rYVm9G27kYz+0Gqv5ekIyQ9IWlK2p6U9DNJvdsuoTmEyGlQa/YAfgwMbkLd9wM/LLF/eeBU4Ckze6uxTeq27EHz+gG41uUPgGuAi4CewO7AEGBrYO8mtatVwiAHnQZJvYCeZja7VLqZvQq8WuK449Pbi+vYvKBBtNUPJK2AG+PrzOy7mf3n4H/a35N0mJlNbkiDqyBcFl0ASb0l/VLS05JmSpoq6T+SftrGcYPTbXz/EmnjJY0u2rebpPskfSBplqQ3JP1b0lopfTQ+KqLITTAwU8byks5Nx86RNFHSBZL6lWnb+pLOkDQBmA1sWeW1EXAgMAsYWc2xnY3oB5+zeHqdmN1p/tDF28BnqYzcESPkTk7yh90ObAvcAYzAO9uGwF7A2TWqZwBwA/AccDL+BNQKwA7AGsA44CT8T/6rtHQdPJzKWAUYA/TGR6uvpGMPB7aT9CUzm1pU9UjcmP4NKPygqmFAqmNEZ4qLWy3RD1rwStoOlPQUcBfusvg2fi1ONrNZ1Z99AzCz2DrxBvwS76B/KZHWI/N+YMq3bWbf4LSvf4ljxwOjM5/PSHn7tdGeYaTBSIm064H3gJWK9n8J+BQYXKJto4EFOnB9Lk/lDGj2dxX9oHH9AFgPeDwdW9jmAIc3+7tqbQuXRednP2Ay8KfiBDP7rIb1FEYs35FU9Z2VpCWBb+Kjq9mSlils+I/+ZeAbJQ4dYmaftqfBctWI7wAvm9l97SmjExH9oCWzgJeAc4Hv4S6UB4CzJf2o2nY3ijDInZ81gbFWZoKjhpwNPAUMBSZJukXS0ZK+UOHxa+P97SDg/RLb2sCyJY4b14E2/wBYmO4xmRf9ICFpOXx0/IaZHWFmV5vZZcCOwGO4Ue5baXmNJHzI3ZvWIku16Btm9qGkzXG/4I7A14C/AydI2tXMxrRRl9LrCGB4mTyl/Hoz2yi3NQ7Cb4GHdaCM7kBX6wc/AZYGrsruNLPPJF2NTwhuCtxdRZkNIQxy52ccsI6kBc3s4yqPnZRel8JvFwGQtBC+dvflbGYzm4v78kanfBsBTwC/A3YrZCtT18sprbeZ3VVlO6tG0ib4j+56M3un3vXlgOgH8yg8/NOzRNoCRa+5IlwWnZ+RQF/8x9CCtOSrNQq3gTsU7T+Gor6RfHzFjMVHM0tl9s1I+bP7MLMPgVuAvSTNt2RJTqW3vZVwcHrtDu4KiH6Q5YX0OrCo7F64G+tT3O2SO3L5LxFUxZn4E0i/S7eSd+DLndbH/XHFP7IsdwEvAn+StDSu0rsNfkv3QVHeCyWtlMp/HffN7o2v+bwsk+8R4KfAUEk3A58Aj5rZa/iypgeB+yVdhv8oegBfxJckXUYNnuxKI7v98HWot3S0vE5C9IN5XAr8DDg8tfV2YBFgf2Aj4DQze68D5dePZi/ziK3jG7AQ8FvgefxHOAWf1Dgik2cgRcud0v61gNtwH90U4Er8lm88LZc77YXPjE8APsYnYO4DvlNUXg/g9JRvbqpzYCZ9GeA0fFRWaOt/cYOyXibfYMosxargevwgHXtSs7+b6AfN6QdAP3wC8jV8udtH+ITeISRhjjxuoRgSBEGQE8KHHARBkBPCIAdBEOSEMMhBEAQ5IQxyEARBTgiDHARBkBPCIAdBEOSEMMhBEAQ5IQxyzpC0lKTTJb0sabak9yXdK+mrFR4/XuUFPpcpyruZpAclzZD0P0n7lCnz+vS0VadB0rckXSpprKSPkiLFXZJ2LpE3d+KoHekHkvqlc39W0qR0/MuSLpa0Ron80Q9aHrOIpD9Iel6uiDJJ0hhJe9a7vfHodI6QtCoesGUxPAbDOGBJ/HHPagzCWFy1oZjpmboWB27Cn6Q6DleaGCnpFTN7PJPve8DX8UdwOxMXANPwYOgv4nEWDgBulfQ7M8ten1yJo9agH/TFn7wrPN48Cw/PeSCuJ7elmb2Q6op+kEEelvNu/HpdigfkXxRYF1i17q1t9qOCsc3b8ADabwLLd6CM8WQedW0l305kHknF75ZeI/O4MdAHl8r5WbOvTTuuw9dL7FsE/1HOAfpWUMbx6Rod2dn6QZlyN0/nMzT6Qel+gCvMTCPz+HYjt3BZ5ARJX8MDupxqZm9L6iVpkQ6Ut4CkJVrJsnB6nQSfq0pMwUcDBU4D3gD+0d52FLWpf7r9Hyzpm5IeT7fTb0s6Te1QoCiHmd1TYt9MfDTYCw+401pbmyKOWut+UMTr6TUbnD36QaZdeByUC83sBUk9JS1Wq7ZUQhjk/LBren1D0o24IfhI0jhJ+1dZ1pfxIDFTJU2RNFwujZ7lCTwC158lrSrpx8DGzBOiHIDL3hxitZUAAj/XS4Bb8RCPz+C3y7/MZkq+vGUq3JassO6V0uu7beQriKNeY40VR61ZP0jGfBm5wvNXgX+mpGwEvOgH89gZt4kvSLoc/w1NlzRB0jEdOM/KafYtRWyf3ypdi986vgc8hIePPABX9zXggArLuRmPifsdYB/gPDz+6wRghaK8h+GRtgoikJfiig4L4rd08wlmdvAc+6d6PiITvSvV+RzwdlH+wZm2tbWNrqD+jXHjc38FeZsijlqrfpDK+mbRNXoHOLZEvugHvv/vmWv/Qrru++EuJANOqPf3H9HecoKku4DtgVeBdc1sTtrfN+2bDaxo7RilSPoBftt9kZkdUpTWF79te8vM3kz7TsRj3G6I+9uG4BM67+M/zhbSOFW0oz/unxxlZvsVpf0Dj5+7uJkVgpt/EY+RWwmTzeyJVur+Ah6j9wvAl8ysrEabXBx1In5N1qyw/ppQy34gX1WzCe6WWA//g74JNyyfFuXt9v1A0kW47NdUYHXzYPqFwPYv4KPqFcxscoVtqZ5G/vvH1uq/9o34v/CJJdKGp7R1O1D+a8DECvJtgMe53S59vhWPI7sF/kP5DPhyO9vQP53Hn0ukDU5pq9bh2i4FPI3f/s83yVMi/xGpLb/uSv0AWAEPOH9+9IOSk33/SHWPKJF2QkrbpZ7ffyx7yw8T0msp/be302tHlHLHA19pLYOkHsCFeIe8N/mddwZ2NLPHgMfka1QPBB7tQFvmttaMTHsWw5d+VcIcM5tUvFMuIXQXsA7wbSsxyVOCZoqj1q0fmNnENAI/SNLRVkZ7rxv3g3r/BtskDHJ+eAz35a1UIq2wryOyM2vQ9kTWkcBqzJtYKtT7ZibPm8DKHWhHNRwH/LHCvPfha2g/J/MjXA/Y08xub6sQNV8ctd79YGFc/HMJ3PVQiu7aDx5Lr/W69m0SBjk/XIfL1+wv6USb5z9bHtgDGGdmn6v/SloF9+u9YmafpH1LlRkdHIl3qHPLVS5pZfxhkkNsno9sYnrdEJ/cKbx/pJ3nWC2X4dprldDCr5d8onfiDzLsZWa3VlhOs8VRr6Pj/WBZM5vvz1fSerh/+hUzK2mMu3k/uB9fGri7pBUtPQwkaVHgR/hywDHVNb06wiDnBDObLOk44HzgEUmXAL1xQcjewFFFh1yGL81ajXnS7T+SdBCujTYe/363xX/Ir9D6KGMoPut8RaZNEySNBs5Mt62b4R37yEKezATNfWa2bVUn3QZm9io+kdUe7sRHuv8E+pZYMvZwKv9zlANx1Br1g+Ml7YivuBmP3/5vgD+N2IvM91eCbtsPzGyupCNwzcAxkobiD48cgN8NHGRmH7WzHZVRTwd1bO2aeNgLH3l8hD/qfAfwlRL5RlMk/oj7iG/AF/HPwmfk/wf8FejTSp3fT3WtUiJteXzUNgV4GTiwKH3D1I6RFZxb/5R3cIm0wcXn08Hr2NbyqIEljsmNOGoH+8EOwNW4MZ6JT869ii9nWz/6QZv9YABwT7oWM/Hlh7s34nuPZW9Bh5B0NK4uvIG1spQs6NpEP6gN8aRe0FF2wpdRxY+wexP9oAbECDkIgiAnxAg5CIIgJ4RBDoIgyAmx7C3nrHDYv5vmUxqwdaXhA2rPsV9drWl1b77akmo7V2N57q0ZTesHcz6pdZC3yllq8d5Nq7v/0gs1vB/ECDkIgiAnhEEOgiDICWGQgyAIckJTDbJcxuW75T6XyF+QfvlSY1oYBEHQODrbpN6b+COcHzS7IUEQBLWmUxlkM5tL6VilQRAEnZ66uiwk7SzpAUmTJU2SdLukdTtQXguXhaRt0+ddJD0haVaqbyVJAyQ9I2mGpJskLZ0pZ3NJd0j6QNI0SQ9K2qqorrUk3SdXw31R0q6prIGZPCtK+lc6v8mSbpa0ZiZ9ZUnXp3OfKWlsCuwdBEEwH/X2IS+K63BtgYeBnArcKKnWiwtPAAbhast9gSuAPwA/SfWuj0eRKrA4LmL51dS2p4FbCkY7KSZci6tGbAkMxENXLlgoQC7Nfi8eUW0AsBWuKnCX5sm2D8Vj1W6X2jAIj5YVBEEwH3V1WZjZNdnPkg4ApuFGsNKA05XwezN7INVxHq6NtZmZPZn2DQc+nyy0IvkWSUfhKs27ACOAHXHBx2/YvCDVx+Bh+Arsg8eZPcBSQBBJh+KKAt8ErgRWxWXkn0nHvFbDcw6CoItRb5fF6pJGSXpF0jRcQqgHsEoFx96aXAQzJD3fRvZnM+8LSgn/LdrXL1N2P0nnSxonaSoe97Rfpl3r4IKgb2XKeBwXdiywGR4UfHqhnfgdQF9g9ZTnTOB3ksZIOlHSZq2cb5/kkmmxffZxfeNhB/miXD+YNnVKs5sWNIB6uyxuwuW2D8XdCf+HuwEqcVkcjEuYb8I8ba9yfJJ571Gpk5xNZl/2XIcDmwPHAFunOiZU2K4CPXBXxyZF21q42gNmdjFutC9N+x+WNLhMeYPwEXSL7aP/3lRFk4IuwCBK9IMRFw1tZpuCBlE3l0Xyx64DHGFm96Z9m1ZaZ9HotNZsAxxtZjendi2LL6crMBZYQdIKZlbQE/sSLY36k8C+wAdmNqVcRWY2AbgAuEDSr4Cf0dKfXWAIJVSOF93wm+Hm6F4MoUQ/2P/gI6IfdAPqOUKejK8XPkTSGpIGAOfhI+RmMw4XkVxP0ubAv3DtrAJ34mKOwyVtLGlL4Ay87YUgLyNxV8j1aUXHapK+JulvhZUWks5MK02+KFcz3hl4oVSDzGyKmY0v3nosuGgdTj/IK+X6wRJL9ml204IGUDeDbGafAXsDGwHPAecAv8f1vZrNgcBiwBO4Mb6EeQKRhbbvia+qeAx3cZyEG+PZKc9M4Gu4VtlV+Kh6OO5DLijf9sAnGF/Ajfy7wI/reWJBEHReQjGkQiRtjPuMv2RmTzSq3gi/2Xgi/GZLIvxm4+hUT+o1Ekl74oq/L+EquWcAz+C+4yAIgpoTBrk8iwOnACvjLojRwDEWtxRBENSJMMhlMLPLgMua3Y4gCLoPEQ85CIIgJ4RBDoIgyAmxyiLnPP3G9KZ9Qa9Nad5j26OenNh2pjpx1cBNc7fK4pyHxjetH5x25XPNqpof7bp20+r+005rhshpEARBdyUMchAEQU4IgxwEQZATOrVBljRYUk0cXJJGSzq7FmUFQRC0h86+Dvl0PFZELdiLlmE8gyAIGkqnNshmNgOYUaOyJtWinCAIgvbSMJeFpAUlDZH0bhIOfUTSNimtvWKlLVwWkjaUdHcSLp2RjtsupfWSdJakiZI+lvSmpL9mjm3hspDUV9LwJF46S9JdktbPpA9MdWwv6TlJH0m6V9JqmTwhchoEQcU0coR8KvB9PPTlq8CxwG3KqDQzT6x0KjAKFyudjYuVzsXDXA4GjipTxyg8ANAWeOziDdPxAEfjITX3wUNtroTr5pVjWEr/Nh7L4qTU3rXMbFbKsyBwfDqn2Xj4zfOAnVL6UGAhXOR0Whv1BUHQzWmIQZa0KHA4cHBGpeMw4OvAkcBdKWtVYqUlWBU43czGps8vF6WNAx5IAYLeAB4u0941gW8BA8zs/rTvh+mY/YCLUtYFgCPN7MWU53TgEklKdYTIaRAEFdMol8XqQC8yqs1mNhcYA6yXyVeVWGkJzgAuknSPpN9KWieTNgzXvBsn6RxJu0kqd/7r4oKmYzLtnZrakm3vxwVjnJiI6/L1TZ87LHI6PcQtuxXl+sHM6dOa3bSgAeRh2Vv2kdBqxUpbFmQ2GDeY1+Hipc9KOjClPYnHNT4+lTEcuLMVo1xJe4vlqAppPVKdHRY5HXlJiFt2MwZRoh/ce+UlzWxT0CAaZZBfwTXrvlLYIaknsBVlNObai5m9ZGZnmdluwMW4enUhbbqZXW1mhwO74S6TNUoU8z/82myVae8SuE+6qvaa2QQzu8DMvg/8AfeHl2IIbrxbbPsdeEQ11QWdnyGU6Afbff/AZrYpaBAN8SGb2UeSzgVOkfQB/q9/DLAsPvHV4ckuSQvj65KvwiftlsXVpR9N6ccCb+MyTJ8AP8An2iaUaO9Lkq4Hzpf0E2AKPqk3DZ84rLRNZwK34r7rJWhD5DTV04Kn35heaXVBF6BcPzjnofGNbkrQBBq5yuJX6fVSoA/wFLCzmb0tqRarD+bivtthwPLAh8BNwHEpfTrwC2BN3LXwFLBLEistxQH4aOUGfKXEQ6m9s8rkL0VB5HTlVP/dwM+rOD4Igm5EhN/MORF+s/FE+M2WRPjNxpGHSb0gCIKAMMhBEAS5IQxyEARBTgiDHARBkBPCIAdBEOSETh1+szvQZ5FeTat7dS3WtLp//tUvNq3uPPLi+7PbzlQnfr3PBk2re/nFFmpa3c0gRshBEAQ5IQxyEARBTgiDHARBkBPqYpA7KhiaURBZppbtKlHPQEk1kYCqoK6aCbIGQdA16e4j5CuAmD0KgiAXdOtVFilQUDXBguZDUm8zm1OjJgVB0I2p5wh5AUlnJpHQyZJOKwSDl9Rb0imSJiTxz8cl7VSijI0lPZry/EfSpoUESUtL+mcqY5ak5yUdkEn/iVxQtWe2QEmjJN2Q3s/nspB0qKSXJc1Jr4cUpZukIyX9W9JHwF8k9ZR0saTXUltekvTLdgS/D4KgG1NPg7Ef84K8H4oHZh+U0i4FBuAxiTfA1TtulLRxURknA78GNsXDaY6UVIjAtBDwJPBNYH1cLul8Sdun9KuAJYEdC4VJWgwXLR1RqsGS9gTOxsNubpDKHCpp96KsfwRuwQPWn5PO8y1cxHVd4LfAb/AQnkEQBBVRT5fF28DRSexzrKS1gGNT4Pd9gf5m9kbKe7akHXDDnZXI+L2Z3Qsg6U/Ag8CKwAQzews4LZP3AklfT2XfbWaTJd2C/zHclvLsgcsu3VCmzccBl5tZYUJyXNLB+xVwYybfFWZ2UdGxf8i8H59G8/viqiVBEARtUs8R8iPWMtjyGNyYbgMIeEHSjMKGSyqtXlRGVvS0ECC3H7gEVBIyfVbSh6mMvYBVMseMAPaQtEj6vB+uAl3usad1yQixJh6kpbApwH+KD5R0WHKrvJ/ackxRW1qlnLjltBA57VaU6wcffxQip92BZvk4DdgcV4EubOsCxcJh84meMq/Nx+HqG6cB26cyrsNVnwvcjI+Ivy2pH7ADZdwVFbQ3S4vI7ZL2xt0cw4CdUluGFrWlLQZRQtzykvPbvXow6JwMokQ/ePrGy5rZpqBB1NNl8WVJyoySt8RHuWPwEfJyBXdEO9kGuNHMLgdIvuW1yOiRmdnHkq7CR8bLAO8Ao1sp83+4EGvWzbANbQubbgM8mnF1IKl4tN8WQ3CD3oIDD/3pa1WWE3RuhlCiH2yy+4+iH3QD6mmQVwCGSBqKT379AjjRzMZJGgkMk/RzfGJuKWBb4FUz+3eF5Y8D9pa0DfABcBSu0PtUUb4RuJbdasA/zeyzVso8DbhK0hPAHbgo6X64K6SttgyUtAvwMrAPPmk5ucJzKStuOf6D5gWVCRpPuX5w9HVjG96WoPHU0yCPBHriqs+Gjzr/ntIOwFcinAqsBEwCHgOqGTGfiBvZW/G1xMNSncX+3gfwFRDr4ZNsZTGz6yQdhbtDhgCvA0eY2Y2tHQecj7spRuGj/2uAvzG/CyYIgqAsIXKac8Z/MLtpX9C0WZ82q2pmzmle3Vuu3id3IqdHXze2af1gvWWbFwKzmeE3v73hciFyGgRB0F0JgxwEQZATwiAHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATYtlbzhn79symfUGLLdSz7Ux14tPPmtcv+y+9UO6Wvb0//dOmXZDPmmgj5nza2nNc9WXlpRaMZW9BEATdlTDIQRAEOSEMchAEQU4Ig1wnGqWcHQRB1yEMckLSaEkRfDgIgqYRBjkIgiAnhEEGJA3D4xcfmdwMJmn1tpSkJW0o6W5J05IU1TOStitTx4KSrpX0ZFIvCYIgaEE94yF3Jn6Gq42MxdWiwYPLF5Sk3we2AC7A1a8LiiKjgGdS2qd4IP75IspLWgK4Hv8D3NbMQiAtCIL5CIMMmNlUSXOAmWb2TiapLSXpVYHTzawg5/ByieL7AZeTjHs5gVVJfYA+xfsf/d9bLLHkfLuDLkq5fvDSG++zZJ/5dgddjHBZtEIFStJnABdJuicpYK9TopjbgQnAXq2oXUMZccvLLjynFqcSdB4GUaIfnD/0rGa2KWgQ8eh0QtJo4Dkz+2n6vDcwHJdzehiYBhwJ7Glm/TPHrQnsgqtN7wgcZmaXSNoWl6Q6D3d7bG9mT7dSfx9Kj5Bfa9YIOR6dbjytjJBfa9YIOR6dbhzhspjHHFwDsEBFStJm9hLwEnCWpHOBg4FLMll+j2sG3i2prFEuJ2459u2Z1Z5H0Ikp1w/en948SaugcYRBnsd4YAtJ/YEZuD+4rJK0pIWB04Gr0rHLkox4ccFm9ltJAu5KRvmZep9MEASdj/Ahz+N0fJT8Ar6q4lbgSnwlxeNAf1xJusBcoC+udv0icC0wBji2VOFm9hvgQnykvHE9TiAIgs5N+JBzToTfbDwRfrMl4UNuHDFCDoIgyAlhkIMgCHJCGOQgCIKcEAY5CIIgJ4RBDoIgyAmxyqKLkp74GgQMSQ8bRN3dkO76XXTWfhAGuYuSHnB5DVjNzMZH3d2T7vpddNZ+EC6LIAiCnBAGOQiCICeEQQ6CIMgJYZCDIAhyQhjkrssU4ARKhHKMursVU+ie30Uz6243scoiCIIgJ8QIOQiCICeEQQ6CIMgJYZC7CZIGSrKk9Rd0A+I773yEQQ5qiqQ9JA1uYv2LSTpV0iuSPpb0jqRLJa3YrDZ1dXLwnR8qaaSksZLmSmp1YkzS2pKukzRZ0keSHpD09Ua1tzXCIAe1Zg/gj82oOOkc3ocrhT8AHI1LbH0XGCNpuWa0qxuwB036zhPHA98C3gMmtpYxCRU/DGwFnAr8AlgMuF3SDnVuZ5uEyGnQaZDUC+hpZrPLZDkU2BT4jZmdnDnuBuBB4ERcFTzoJFTwnQNsC7xhZp9JuglYqZW8JwN9gM0KCvCSLgOeB86RtI41celZjJC7AJJ6S/qlpKclzZQ0VdJ/JP20jeMGJx9j/xJp4yWNLtq3m6T7JH0gaZakNyT9W9JaKX008OP03jLbwEwZy0s6Nx07R9JESRdI6lembetLOkPSBGA2sGUrp7Rder00u9PMHgZeAvaRtFBr16SzEN/5PMxsvJm1Kb4naVF8JD26YIzT8TOAi4C1gM3bKqeexAi5kyOpN3A7Pkq4AxiBd+INgb2As2tUzwDgBuA5fJQxBVgB2AFYAxgHnIT/yX8V+GHm8IdTGavgyty9gYuBV9KxhwPbSfqSmU0tqnokMAtX/Dbg7VaauWB6nVkibSawKH5dHm/rfPNMfOftZiO8j4wpkfZIet0ceKxG9VVNGOTOzyD8h3mymf0mmyCplndA38Z/eDua2XuZ/X8uvDGzOyXtB3zVzEaUKOMfQC/g/8xsQqadV+E/iGOAwUXHTAF2MLNPK2jj88BOwNeB6zLlLw+skz6uTCc3yMR33l5WSK9vlUgr7Gvq5G+4LDo/+wGTgT8VJ1RyG1cFhVHMdyRV/UcuaUngm/iIa7akZQobMB54GfhGiUOHVPHDPBcfCZ8raW9Jq0r6Gm6ce6Y8i1Tb9hwS33n7KHz3H5dIm12UpymEQe78rAmMbWPSoxacDTwFDAUmSbpF0tGSvlDh8Wvj/e0g4P0S29rAsiWOG1dpA83sZWA34CPgX/iP/j5gAu4jBJhWaXk5Jr7z9lFwZS1YIm2hojxNIVwW3ZvWZpNb9A0z+1DS5rivcEfga8DfgRMk7WpmpfxyWZReRwDDy+SZVWJfVT8QMxstaU1gXWAZ4DUze1PSlSnL2GrK64J0ue+8CgpL4kq5JQr7SrkzGkYY5M7POGAdSQuaWalbsdaYlF6XwkeTAKSVCMvjt5SfY2ZzgdFpQ9JGwBPA7/CRKZT/wb+c0nqb2V1VtrMq0rKlFwqfJS2I+5VfNrN6jb4aSXzn7eO/uLtiqxJphZUc/2lcc+YnXBadn5FAX/wH0gJJmj97CwrGqXhB/DEU9Y3k9ytmLD7CWSqzb0bKn92HmX0I3ALsJWm+ZUxyKr0Vrpa/AEvjKwK6AvGdt4O0vO1GYFtJG2fasRi+Pv0lmrjCAmKE3BU4E9gd+F26vbwDn6BYH/fRtfb00V3Ai8CfJC2Ni0Jug48WPijKe6GklVL5rwMLA3sDiwOXZfI9AvwUGCrpZuAT4FEzew1f6vQgcL98Mf5TuBH4Ij6jfxnzz7hXhaQngHvxH9eC+FNk2wEXmNmwjpSdI+I7zyBpd6BgYNdI+wp/VlPMLLsM8Hhge+AOSX/H5xQOwV0WuzXzoRAAzCy2Tr7hExK/xZd9zcaXDT0OHJHJMxC/fdy26Ni1gNtwv90U4Eq8c47HF9AX8u2Fz5ZPwG/73scnzL5TVF4P4PSUb26qc2AmfRngNHykVmjrf3Ejs14m3+B0bP8qr8XZqeyZ+I/tfmDfZn9H8Z3X9Tsflo4rtY0vkX9d4PrUjpn4H8YOzf5OzSwC1AdBEOSF8CEHQRDkhDDIQRAEOSEMchAEQU4IgxwEQZATwiAHQRDkhDDIQRAEOSEMchAEQU4Ig5wjihQXstuMKsoY3Uo5XyrKu7qk2yRNk/SqpJ+VKfMsSc+0JwRjs5A0QNI5kv6bzu99SQ9J2rf48WJJvSSdJ+kJuTLGx5Jek3SFpP9rQts71A+qPZ/oB5/n7SvpZ5LukPSmXCHlRbm6ycoNaW88GJIf5Gq5DwAXFCV9YmZXVFjGaPwR2mNKJN9iZpNSvh7A0/jjsH9PxxwBfNfMrsmU9+XUpq+YWacJ7C7pEVxb7Vr8qbBF8cd+vwxcZGaHZPIuij+B9jDwKjAdWAU4AFgO2NnM7mlg2zvUD6o5n+gHLfrBzsBNwN3APfij5BvgWo1zgK3N7AXqSbMfFYxt3oY/6jmsg2WMpsTjoiXyrU3RY7X4j3hk5nMv4Fng782+Nu24DgNwcczsvh7pHA3YoIIylsfjMtzS2fpBpecT/WBePwD6A6uXKGOHlPfqerc3XBY5RC5guVgHy+ghaYlWon8tnF4nZfZNwkcQBX4JLEGJqGIdaJdJGiZpK7l45keSPpR0UUfPOYuZ3WceOjK77zPg6vRxgwqKeQ+PvdC3Vu2qhlr0gyJKnU/0g3n7x5vZKyXKuAu/JpX0mQ4RBjl/fBcPeDJd0nuS/iGXwqmGFfGQiFOBGXKV4HWK8ryId7LfS1pN0m7AzswTp1wL/wEebmYfdeB8SrEJfmv4OHAsHk3sIOCMbCZJCyoj+9PGVqnRLEjEv1ucIKlnKms5eRS1UcBieAjJRtPhflDh+UQ/aIN03RevJG+HafYtRWwtbo0eBY7DQ0b+CJchMvx2cbEKy7gUj/u7N/6jPg2PXzsV2LAo7x5pfyEy1m14FDHhro9RdThHAz4Dvly0vxC2cbHMvoGUj+LVZlSvEnWvgGvRvQL0KpG+QVGZU/BYygt0tn5QzflEP2gz/6mp7APr/d13mtnS7oCZfblo12WSnsUN7M+oIMC6mR1QtOtqSTfgP6wzcCmeQt7r5PFu1wUmmWvSIelgXFL++5IWBk4BvoVr1Z1rLePLtocxZvZo0b57gF1xP95zad/t2fa2QSkpoM+RtAg+sbMY8C0z+6REttdSfb3xuLr7A0vicZXrIbpZklr0g0RF5xP9oNX838X/HG/DBzv1pZH//LFVv+ETKh8DD3ewnHvxH+HCbeRbDh89DEyfz8VHEl8D9sU7/Pc70A4DLi+xf2BKG1CHa7gQfjs8F9i/iuMWw2P43tYV+kE15xP9wMD/GD7GXSpLNOJ7jhFyzjGzTyRNxIN8d4TxwLb4hE5ro4izgCfMbFhaEjUQOMrM7gdIPsaD8KDm7WVuK2mfT0KmUVmlftO5Zvb+fIW5Vtx1+Ez5QWY2otJGmtkMSf8GfiVpdSsx4dMoatEPqjyfbt0P0hK4f+MCAN8ws4aolYdBzjmpI62Ey+R0hDXxEfKkchnkUjjfxG9TwX/8CwFvZrK9CWzawbZUyt5Ufpv4On6b+zmZH+E3gJ+YWXtuOQurEJbCR4hNoYb9oM3z6e79IBnj63D9wB3MbHJ1zW0/YZBzgqSlzUUhi/kz/j3dWJR/eXzU8IaZzUz7lgRmWNEynzSa+Qpwq5nNLlP/4sBQ4ITMyOlDfEH8hrgfj/R+4vwl1IV2+w7lStPX4j/Cw8zsonIHyoU2PzRfDpXdvxzwPXzFyvNVtLvd1KgftPt8unM/SPm/kfK/CGxv6UGqRhEGOT/8Tq7Mey/wBu7v2xUX6HwU+EdR/pOBH6f00WnfdsAZkm7En9D6FNgCn8z5ABjUSv1/wX94fyvsMLO5kv6JL4kSPju9K/7E1+fInyx73cz6V3PCbWFmbwNvt/PwkfjyrbuAmZL2L0p/1syeTe/3AwZJuhafCJuD6879GHfxHFwwdg2gFv2gI+fTbfuBPLTA9bi75FJgFxUt46/G5dUuGuGojq2iCYdv4yOBt/DF+x/hj7T+BlioRP5hzP+E1bq4T+8VfBT0cXp/DrBiK3Vvif9ov1QibYlU14e4gTie9Mh9Sl88teOhCs/TKPEUGmUEOTtwPcfT+vKowZm8mwEjcKXqGelavAlcgT8u29n6QbvOJ/pB28vr6v39RyyLoENI+hY+qvi6md3b7PYEzSH6QW2IJ/WCjrITcFP8CLs90Q9qQIyQgyAIckKMkIMgCHJCGOQgCIKcEMvecs7Tb0xvmk+pzyK9mlU1SyzcvLqXWrRnuZClTeOtKXOa1g+WWLh5ZmLOp5+1nalOLL3oAg3vBzFCDoIgyAlhkIMgCHJCGOQgCIKcEAY5CIIgJzTVICddre+W+1wif3+VkLMPgiDoCnS2VRZv4sq5HzS7IUEQBLWmUxlk87CS7zS7HUEQBPWgri4LSTtLekDSZEmTJN0uad0OlNfCZSFp2/R5F0lPSJqV6ltJ0gBJz0iaIekmSUtnytlc0h2SPpA0TdKDkrYqqmstuTz5bEkvSto1lTUwk2dFSf9K5zdZ0s2S1sykryzp+nTuMyWNlbRPe88/CIKuTb19yIsCQ/CYvNviyrY3Supd43pOwGP9fhmP93oF8AfgJ6ne9YHBmfyLA5cDX01texq4pWC0k2TNtXg84S3xsHx/xMUhSXkWwWPWzgYGAFvhMVvvSmnggb4XwWPVrp/aOKU2pxwEQVejri4LM7sm+1nSAcA03Ag+WMOqfm9mD6Q6zsODeG9mZk+mfcOBzycLzeyeonYdBXwH2AWPI7sjsDaupfVWynMM8FDmsH3wQNYHWIrQJOlQ4D1c/uZKYFXgGjN7Jh3zWrkTkNQH6FO8//5n32DxJefbHXRRyvWD58e/y5LRD7o89XZZrC5plKRXJE0D3k11rlLBsbcmF8EMSW3J5zybef9uev1v0b5+mbL7STpf0jhJU4HpKb3QrnWAiQVjnHgcyD7HuRmwGjC90E78DqAvsHrKcyauADFG0omSNmvlHAbhBrvFNvKSoa2fedDVGESJfnDRucVCIUFXpN6TejcBE4BDcQWET4EXgEpcFgczT5DxkzbyZtNdjsCseF/2z2c4sCxwDK4o8DFwd4XtKtADd3WU8glPSm24WNLtuNzNDsDDkk42s8EljhmCKzK0YL8Djyg7qg66JEMo0Q8OPvyo6AfdgLoZ5OSPXQc4ohC0WtKmldZZNDqtNdsAR5vZzaldy+LL6QqMBVaQtIKZFYQcv0RLo/4ksC/wgZlNKVeRmU0ALgAukPQr4Ge09GcX8k2hhH/56TemV3pOQRegXD94a8qchrclaDz1dFlMxtcLHyJpDUkDgPPwUXKzGQfsL2k9SZsD/8K1xArciavODpe0cRKdPANveyHq1kjcFXJ9WtGxmqSvSfpbYaWFpDPTSpMvStoEF1t8oSFnGARBp6NuBtlcgnxvYCPgOVxo8/e4e6DZHIir+T6BG+NLcNcF8Hnb98RXVTyGuzhOwo3x7JRnJvA1XN35KnxUPRz3IU9ORfXAJxhfwI38u7jybxAEwXyEhFOFSNoY9xl/ycyeaFS9EQ+58UQ85JZEPOTG0ame1GskkvbEJdhfAvrjLotncN9xEARBzQmDXJ7FgVOAlXEXxGjgGItbiiAI6kQY5DKY2WXAZc1uRxAE3YeIhxwEQZATwiAHQRDkhHBZ5JxlFl+w7Ux1o3nu8mmz2no4s34stWjPptVdjskfNe/BkKUWrXUssMqZ8WkeHltoHDFCDoIgyAlhkIMgCHJCGOQgCIKc0KkNsqTBkp6rUVmjJZ1di7KCIAjaQ2ef1DsdjxVRC/ai7TCfQRAEdaNTG2QzmwHMqFFZk2pRThAEQXtpmMtC0oKShkh6NwmHPiJpm5TWXrHSFi4LSRtKujsJl85Ix22X0npJOkvSREkfS3pT0l8zx7ZwWUjqK2l4Ei+dJekuSetn0gemOraX9JykjyTdK2m1TJ4QOQ2CoGIaOUI+Ffg+HvryVeBY4LasSjPzxEqnAqNwsdLZuFjpXDzM5WDgqDJ1jMIDAG2Bxy7eMB0PcDQeUnMfPNTmSrhuXjmGpfRv47EsTkrtXcvMZqU8CwLHp3OajYffPA/YKaUPBRbCRU6ntVFfEATdnIYYZEmLAocDB2dUOg4Dvg4cCdyVslYlVlqCVYHTzWxs+vxyUdo44IEUIOgN4OEy7V0T+BYwwMzuT/t+mI7ZD7goZV0AONLMXkx5TgcukaRUR4dFTp97LcQtuxPl+sFDz7/JEtEPujyNclmsDvQio9psZnOBMcB6mXxViZWW4AzgIkn3SPqtpHUyacOATYBxks6RtJukcue/Li5oOibT3qmpLdn2flwwxomJuC5f3/S5wyKnF4e4ZXdjECX6wYiLQuy2O5CHZW/Z53OrFSttWZCLh64HXAdsDTwr6cCU9iQe1/j4VMZw4M5WjHIl7S1+rrOQ1iPVeTGuTH0psBYucjq4TLlDUt4W20GHl/POBF2UIZToB/sffEQz2xQ0iEYZ5FdwzbqvFHZI6glsRY015szsJTM7y8x2Ay7G1asLadPN7GozOxzYDXeZrFGimP/h12arTHuXwH3SVbXXzCaY2QVm9n3gD7g/vFS+KWY2vngLd0X3olw/CHdF96AhPmQz+0jSucApkj7Ab8OOAZbFJ746PNklaWF8XfJV+KTdsri69KMp/VjgbVyG6RPgB/hE24QS7X1J0vXA+ZJ+gqsAn5Tyj6qiTWcCt+K+6yUIkdMgCFqhkassfpVeL8UnLZ4CdjaztyXVYvXBXNx3OwxYHvgQuAk4LqVPB34BrIm7Fp4CdklipaU4AL99vAFfKfFQau+sMvlLURA5XTnVfzfw8yqOD4KgGxEipzlnwuTmiVs2M/zmp3ObV3f/ZRbKncjpc2/NaNoFWb3fYs2qmikzmxd2dPkleze8H+RhUi8IgiAgDHIQBEFuCIMcBEGQE8IgB0EQ5IQwyEEQBDmhU4ff7A5s8NMrm1b3Jx83Lzz0Z1PebTtTnZh116+bVnc5lli4V9Pq/nTuZ02re/GFmnfezSBGyEEQBDkhDHIQBEFOCIMcBEGQE+pikDsqGJpREFmmlu0qUc9ASTWRgKqgrpoJsgZB0DXp7iPkK4AvNrsRQRAE0M1XWaRAQdUEC5oPSb3NrHkP3AdB0GWo5wh5AUlnJpHQyZJOKwSDl9Rb0imSJiTxz8cl7VSijI0lPZry/EfSpoUESUtL+mcqY5ak5yUdkEn///buPEyuqlr/+Pc1zCCEQXAASVDBWS9XBBV+RsXpisgkIIiioIIIREW5MguocEEJMgiIGARRmWWGC0KEKyAyKoMC6QABImEIQwghCev3x9qVnFSqOt2dTtdJ6v08Tz3VdYZ99unetXrXPqf2+npJqDqsWqCksyRdVH6eZ8hC0jckPSDp5fL8tab1IWkPSedLmgr8WNIwSb+S1FPqcr+k7w9g8nsz62ILM2DsyJxJ3r9BTsw+uqz7NfBhck7id5LZOy6W9J6mMn4C/DewPjmd5m8lNWZgWga4DdgMeAeZLulkSR8r688BVgI+3ihM0gpk0tIzW1VY0pbA8eS0m+8sZZ4o6bNNmx4MXEZOWH9COc9HySSubwP2B/Yjp/A0M+uThTlk8TiwV0n2eZ+kdYHvlInfvwCMiIiHy7bHS9qUDNzVXDUHRsS1AJIOBW4A3gBMjIhHgaMq254i6aOl7Gsi4hlJl5H/GK4o22xBpl26qE2d9wHOiIjGBcl/lTx4+wIXV7b7Q0Sc2rTvQZWfJ5Te/BfIrCXz1S655YrbnISWWr4vRdhioF07uGv8JCe77QILs4d8U8w92fKNZDDdGBBwj6QXGg8ypdKbmsqoJj19rDyvDpkCqiQyvUvSU6WMrYA3VvY5E9hC0nLl9Y5kFuiX2tT5bVQSsRY3MHdiU4C/Ne8oabcyrDK51OXbTXWZn9G0SG45/b4r+1GELQZG06IdnHaSk912g05d1AtgA+ZOagrzXmCbJ+kpc/6J7ENm39ibzAb9AvBj5s5KfSnZI/6cpGuATYFWY9V9qW/V1OoLSduRwxz7AH8hUz3tAWzZj2OMIbOdzGXpt36ypx9l2KJvDC3awVd329PtoAsszIC8oSRVeskbkb3cG8ke8msbwxEDtDFwcUScAVDGltcl898BEBHTJZ1D9oxXAyYB1/VS5r1kItbqMMPGzD8P3sbAzZWhDiQ19/Z7FRFTqNS9YfiOLYe7bTHVrh08/PT0Ia+LDb2FGZBfD4yRdCJ58et7wOER8S9JvwXGSvoueWFuFWAUMD4izu9j+f8CtpO0MfAksCeZMv32pu3OJHPZjQR+FxG9zZRyFHCOpFuBq8ikpDuSQyHzq8vOkj4NPABsT160fKaP52JmtlAD8m+BYWTW5yB7nceUdV8h70T4H2BN4Gngr0B/esyHk0H2cnKoY2w5ZvN47/XkHRBvJy+ytRURF0rakxx6GAM8BHwzIi7ubT/gZOC9ZEZqAecBPwW+2teTMTNzktOaG77jmR37A3Xx9Ju1S3L68NPTO9YOVl6uc1NgzrnLdeitsPTQH9xfXDAzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJ32VRc89Pf6Vjf6DpMzqX3LKDF9dZdfklaneXxbQZ83xbdMi8MH1mpw7NksM696cYvuzQH9w9ZDOzmnBANjOrCQdkM7OacEBeSIYqUauZLT4ckIsFzZRtZragHJDNzGrCARmQNJacLnOPMswQkt40v8Slkt4l6RpJz5XMJ3dK+kibYywt6QJJt0lavdU2ZtbdOpUxpG72Jie3v49MTgo5l3Ejcelk4P3AKWSy1cYE9mcBd5Z1M8l5n+dJDyVpReCP5D/AURHx3MI6ETNbdDkgAxHxrKSXgRcjYlJl1fwSl64NHB0R95XXD7QofnXgDEpwb5fPr11yy4cnPcXw4fMstsVUu3bw2BPPuB10AQ9Z9KIPiUt/Bpwq6U8l4epbWxRzJTAR2KqX5KrQJrnliccdOxinYouO0bRoB8f/fEwHq2RDxV+dLiRdB/wjIr5VXm8HnE6LxKURMaKy31uAT5PJUz8O7BYRp0kaRWZAOYkc9vhYRNzRy/GH07qH3NOpnpG/Oj30eukhd6wd+KvTQ8dDFnO8TKacauhT4tKIuB+4H/i5pF8AuwKnVTY5kExRdY2ktkG5XXLL56d3Lija0GvXDqZ1LnmLDSEH5DkmAO+XNAJ4gRwPbpu4VNKywNHAOWXfNShBvLngiNi/ZMW+ugTlOxf2yZjZosdjyHMcTfaS7yHvqrgcOJu8k+IWYASZuLRhFrAymVz1n8AFwI3Ad1oVHhH7Ab8ke8rvWRgnYGaLNo8h15yn3xx6nn5zbh5DHjruIZuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWE77JYTJVvfI0GxpQvG/jYXahb/xaLajtwQF5MlS+49AAjI2KCj92duvVvsai2Aw9ZmJnVhAOymVlNOCCbmdWEA7KZWU04IC++pgA/pMVUjj52V5lCd/4tOnnsAfNdFmZmNeEesplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdWEA7KZWU04IJuZ1cQSna6AtSdpaWAD4HFgVoer0y2GAa8DbomI6Z2uDLgddEhH2oEDcr1tAFzf6Up0qU2AGzpdicLtoHOGtB04INfb4wDXX389a665Zqfr0hUmTpzIJptsAuV3XxNuB0OsU+3AAbneZgGsueaajBgxosNV6Tp1GhpwO+icIW0HvqhnZlYTgx6QJe0sKSSNqCybIGlsH/Y9RFIMdp3MzBYF7iGbmdVE3QLy4cCyna6EmVkn1OqiXkTMBGZ2uh5mZp3Q5x6ypLUlnSjpn5KmSXpK0jnVseIF1WoMuYxHj5G0g6T7JL0o6c+S3lLWf0/Sw6VOF0lapWn/z0m6VNJjkqZLelDSgZKGtTj+HpLGl7L+KmkTSddJuq5pu2UlHV62nS7pIUmHSlqiabvtJd0q6XlJz0n6u6S9B+v3ZWaLl/70kDcAPgj8HpgIjAB2B66T9PaIeHHwqzfbR4AtgBOBJYH9gAsknQVsCRwNjAT2Bo4CdqnsuzPwAvCz8vxR4FBgReB7jY0k7Q4cD4wDjiHP70LgGfJ8G9u9CrgY2BA4GfgX8J/A/sBawFfKdh8HfgecD5xC/q7fDnwIOLb5BCUNB4Y3LfZNp13G7aC79ScgXxoR51YXSLoYuBHYGjhjMCvWZF1g3Yh4pBx3BnAkGWzf1fhqo6Q1gB0l7RYRM8q+O0TEtEpZJ0k6CfimpAMiYrqkpYDDgJuATcvQCZLuAsZSCcjAjsAo4EMRcXNjoaTxwBGSjoyI+4DPAHdHxNZ9PMfRwMF93NYWX6NxO+hafR6yqAY1SUtKWhV4AJgCrD/4VZvLVY1gXDQC4VlN3zO/GVia/A46ME+9Xy1pNfJrqMsBby2r3gesCpzSCMbFb8kectU2wD+AByWt1ngA15T1o8rzFGAtSRv28RzHkL386mOTPu5ri48xuB10rT73kCUtC/yA/Ej+BkCV1Sv1o5xhwGuaFj8dES/3stvDTa+fLc+PtFm+cmMfSe8g7974KDlMUdWo99rl+YHqyoiYKWlC0z5vAd4GTG5T18a5nQhsC9wkqQf4X+CciLi61U4RMYUM4rNJarWpLcbcDrpbf4YsjiOD8RhymOJZIMgx5f7cPrcW0NO07CPAdb3s0+7ri+2WC2aPx40DngMOAh4EXiJ79EcysNv+XgXcDny/zfrxABHxhKT3Ap8APl0eX5d0WkTs0mZfM+ti/QnI2wCnR8R3GwskLcO8FyDmZxLw8aZld/azjL4aRQ5FbBURf24slDSyabuHyvObqcyqVe6aGAHcVdn2QeAd7Xq6VaXXfwlwibKbcxywh6QfR8SD/T4bM1us9aeHOIu5hykA9iTnDe2ziHgpIq5uejSP0w6WRg96dr3LBbxvNm33N+Apsgdb/Se1Izn8UXUusLakLzcfTNIK5Z8UZYx9togI5gT2Zfp5HmbWBfrTQ74E2EnSs8A9wAeATclAVld/IS/KnS7p5+QQy040/WOJiJclHUL2YK+WdC7ZM96Z7BFX743+DbAd8Otya9uNwFLkLW3bkrfAPQCcWu6J/hN5l8YbyX9gdwD3DvqZmtkirz8BeW+yx7kj2cP7PzIgX7kQ6jUoIuIpSZsBPyUv7D0DnEneEXFl07bHl2GF75L3Nd8JbA78nBx3bmw3S9LmwD7AF4HPk/c3PwAcATxaNj0T+DrZGx9ODtWcDRwSEa8shNM1s0Wc8pO0tVK+BDIZOD8ivtaB448Aenp6ejwP7hCZMGECI0eOBBgZERM6XB3A7aATOtUO6ja5UMc0xn6bfAlYhd7vADEzGxS1mlyowzaWdCRwHjkuvj75Fex/AOd0smJm1h0ckOcYDzwG7EX2ip8GTgd+MJ8vrZiZDQoH5CIixgOf7XQ9zKx7eQzZzKwmHJDNzGqi9gG5VdLUQSp3bIuJg8zMOqb2AdnMrFssCgH5DDLx6UPz27CfvgasN8hlmpkNWO3vsoiIWbSfZnNByp0x/63MzIbOAveQJa0v6cqSyPN5SVdIek9l/SFlDPjNkn5fkn3+W9K+Zf26kq6SNLUkK/1iU/nzjCFLel855pMlIWmPpNOa9ttT0t3KpKjPSPqbpB0q6+cZQy6ztR0j6dGSvPSekmuvus2IUp/RknZTJk2dLukWSRs0bftaSb+WNLFs87ikPw72eLiZLR4WqIdcsnH8mZy05ydl8e7A9ZI2jIjqrGbnkt962xfYisw/N4XMQnI+8EdgN2CspBvafX9c0urAVeQk94cDU8k0N1tWtvkaOSnQr8gJ9ZcD3kMmJj2rTbkCLiLnUD6l1HUz4ERJq0TEj5p2+RKwPJnoNMgJ68+XtE6l930esA6ZPeQx4LXkXNBvBOY6Pzm5peF20PUiYsAP4AJgGrB2ZdkIcna088rrQ8iAdUJlm2XIb8K9AuxSWb5e2fbAyrKdy7IR5fUW5fVreqnXhWRS1t7qPhaYUHn9uVLuvpVlAi4r57Na5fwCeAJYqbLt5mX5ZuX18PL68338XTZ+T/M8enp6woZGT09P4/c+IhbgvTHQh9tBPXSqHQx4yKLkxvsEORPa7AtukT3bC4BPlm0aTq1s8xI5veUscn7hxvJ/kvnEmjN6VE0pz1uW2djabfMOSW9ts76V/wJmAMdX6hPAsWTi1E2btv9dRDxbed3INLJOeZ4GvAx8StLyfTj+GJzc0twOutqCjCG/hhwK+GeLdfeRH+dXqyxrlah0Usx7ce1Z5s3SUTWOHAo4GZgs6RxJO5VMIA1HksMx95Zx4GMkvX8+57M2MDEiprY4l8b6qrnOJ+ZkPVm5vJ5ODs/sDDwp6RpJ35bUnOC1sf+UiJhQfZAT21sXcTvobkN521urOyV6TVLaSvlEsQ2wEfALcgjhN8AtklYo29xLDn9sB9wEbA/cLOnAAdd+XvOte0SMIbNU70/2vo8A7qte9DQza1iQgDwZeJHW9/KuR15se3IByu9VRNwcEQdExAZk4H13eW6snxoRZ0fEV8mLaBcBB0lauk2RDwFrthheWK+yfiD1HB8RP4uITwFvI9M97TOQssxs8TbggBx5f/BVwFaS3thYXn7eEriybDOoJK1c7oiouqM8t0swOgO4mzzfpWjtMmBJKglQy3H2AqYD880y3VTP5SQt27R4Ajkk4ySnZjaPBf1iyAHkbVw3SPpFWbY7MLOsWxi+DHxT0oVkAtLlgV2B58igCnCVpElkktNJwFuBb5F3XjzfptyLgWvJ2/FGkgH8M8Cnybs++tvbXxe4RtI5ZFLYl8k7RN4A/L6fZZlZF1iggBwRd0v6f+TY6P5l8f+Rt44trMzK44D3k8MTa5A9zr8CO0VET9nmZDIZ67eBFciLIseR9y23FBGvlOSlh5PZo3clA/4eEXHiAOr5CPA74GNkMtSZ5AXCbSPivAGUZ2aLOSc5rTEntxx6TnJq4CSnZmZdzwHZzKwmHJDNzGrCAdnMrCYckM3MasIB2cysJvoUkCuTzA8fjINKmlC+2DGkGucx1MetHD8kHdKp45tZvbmHbGZWE90WkA8nE6aamdVO7ZOcDqaImEl+hXmBlcn3lyjzHpuZLbD+9pBXl3RuSWb6hKT/kbRkdQNJX5F0W0k++qSk0yWt0aowSR8uyUFfkjRe0pea1q8i6WhJf5f0gjJB6uWaO4nqGpJmSdq/RfkblnHbL5bX84whS1pC0sHl+NNL0tIDm7KdNMZ/x0j6kqT7yBngPlDW7SPpL5KeKud9q6Rt+verNbNu19+AfC4wDPhv4Brge2SKIwAkHUymarqHnNjnBDJX3bUtpqJcFzgbuBL4Lpl2aWxJnNqwDjlD2iXAd4CjgHcB4yS9HiAi/k0mWt22RX23JfPh/bGXczqVzGN2cznGLcChwEkttv0EmY3kTGA08HhZvjdwO3AQsB/ZCz9H0md6Oa6Z2Vz6O2Rxf0RsXX4+QdI0YDdJR1GSkwLfj4ifNnaQdDk5DeaXmTvIvQ34UET8pWx3NjlD2leYM4H734F1I+KVSnlnkLOm7QIcVhb/AfiFpPVKXr7GXMbbAJe3m3Kz9LS/DJwUEbtXzmsK8A1Jx0XEXZVd1gXeHhH/aipq3YiYVin3eOA2MsBf2urYLeoyHGcb7npuB92tvz3kE1q8FvBJclJ6AedLWq3xAB4ge5Kjmva9qxGMASJiMpmfb53KsumNYCxpWJl4/oWy3fqVss4jUypVe8kbkZlC/tDL+fxXef5Z0/JjmtY3/KlFMKYpGK8MrEQmPV2/edtejAZ6mh7X97aDLZZG43bQtfrdQ27zegSwIhngx7fZtzm5Z3PSU4BnqCQ4LVml9yazeIwkh0sanmr8EBGTJV1LzpHc6DVvS6aYuqRNfSATl84k5z2ueqAsb05s2kMLkjYjJ+R/L5mhenbVejl2szHA2KZla+I3Y7cZg9tB1xrMuyxeRfZSP03rQPRM0+u+JDjdjwywp5HDIU8Dr5CNtrl3fzZwiqS3A/eSwxWXtsgivSCmNS+QtAmZr+/P5D+Ox8mEpl8BduhrwRExhRxHr5Y98JraIsntoLv1NyC/hRznrb6GTAD6FNmDvX8QJ3TeBrg2InapLizjbM0plc4HTiR7xleRvYrehisg670E8Cbm7v2/qSzvS2LTrckLh5+s3gIn6St92NfMbLb+jiHv0eJ1kHdKXED2Xg9q3knSqyStMoD6zWLuHjOSPk/mpZtLRDxF3vmxbXm8wJwce+001o9uWr53ee7LBblZ5O9g9nBKyfCwRR/2NTObrd89ZEkXAP8LbAJsD5wcEeMBJB0EHC7pTWTS0Klkb3Nr4EfkLWb9cQlwkKRfk3dqvIvMlddunPps4Fdk7/ii6sW2ViLiTkmnk0lTVwZuADYGvgD8KiL+3oc6XkreTXGFpLOA1cl/VA8A7+7D/mZmQP8D8jbAT8h7cV8Cfgr8oLEyIn4k6X6yx/lDssf8MHAhGcT768dkVukdyAt2t5GZoI9os/0F5K11ryaDc1/sSl6s25k8v0fJXv6P+7JzRPxJ0i7kvdljSln7khc6HZDNrM+c5LTGnNxy6DnJqYGTnJqZdT0HZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQF4IJI0qE9pv0em6mNmioysDsqSNSvaQ4Z2ui5lZQ1cGZHKu5IOZdyJwM7OO6daAbGZWO10XkCUdwpyMID1lrDckjSgJWv9UErhOl3SPpN1blPE+SVeWJK7TJPVIOm0+x11O0tVln/9YCKdmZou4wZygflFxPjkD3RfJRKyNeZUnA7sDd5MTzs8EPgucKOlVEXECgKTVyfmWe4DDyRntRpIprFqStAI5K9xbgY/0cRY5M+syXReQI+IuSbeSAfnC6sQhkj7cNGXn8ZKuIKfXbOQT/CCZZmq9kgewYb9Wx5O0InA5mStwVETc22a74Ti5ZddzO+huXTdk0ZumZKUrlSSt44B1JK1UVk0pz1uWnH+9GU5OO7o28OF2wbgYjZNbmttBV3NArpD0oTLOO5UMvJOZMy9yIyCPI7NcnwxMlnSOpJ0kLdWiyOPIxKcfbZWtuskYcuij+thk4Gdji6gxuB10LQfkomQ5uQZYjRyi+AzwceZcAHwVQKRtyFvnfkFORP8b4JYyVlx1ITks9P35HT8ipkTEhOoDmLiAp2WLGLeD7tZ1Y8hFq1n5PwssDWweEQ83Fkr6SMsCIm4GbgYOkLQtmVB1OzKFVMN5wHXAqZKejYjvDk71zWxx1K0BeWp5Hl5ZNqs8z06qWsaN58oeXXLvTYm5U63cUZ6XaT5QRPyqXNj7maQpEXHYglXdzBZX3RqQby3PP5L0e2AG8GfgZeBiSScDKwBfA54AXlfZ98tkUtQLgQfJnH+7As/RJst1RBxTrp4fKumZiDh+0M/IzBZ5XRmQI+J2SfuR2aE/RY4PjySTnB4OHA1MIseIJwPVL32MA95PDk+sATwL/BXYKSJ6ejnmwaXH/fMyfHHGoJ+YmS3SujIgA0TET8gM2lUTgItbbP7ryn63k1mweyv7OipDH5Xlo8nbmszM5uG7LMzMaqJre8iLiGEAEyf6rqehUvldD+tkPZq4HQyxTrUDzX2zgNWJpI3xt7Q6ZZOIuKHTlQC3gw4b0nbggFxjkpYGNgAeZ85teX21Jvkm3oSh/2LBonzsYeRdNbdExPTBrNhAuR105NgdaQcesqix0hAG9N9Zmn1NcWJ1AqWhsBgc+8HBqc3gcDvo2LGHvB34op6ZWU04IJuZ1YQDsplZTTggL76mAD9kzvzNPnZ3mkJ3/i06eewB810WZmY14R6ymVlNOCCbmdWEA3KXkLSzpJA0orJsgqSxvW0zhPUbVY49alEsf1HhdlDvduCAPAQqDbzV47+H4thkDsBWNpd03YKWL+lFSa9tsf6OBSm/RXmvk3SEpGslPV+XN5ek9SQdI+kvkqa1CmhuB24H8+Nv6g2t/YGHm5bdPkTHXgo4Fniol23OAH4PDOSrossC3wMWdpqq9YB9gQeAu4APLuTj9dUHgL2Ae8vjP3rZ1u1gwS0O7WAeDshD67KIuKNDx76DzIDyYzILyjwiYhb9nyuhWv5uko6MiCcAJC03wLJ6cyuwWkQ8JWkL4ILBLFzSasASETGpn7teBAyPiOcljab3N6LbwYJbHNrBPDxk0WGS3i1prKTxkl6SNEnSaZJWbdrukPLx582Sfi/pOUn/lrRvWb+upKskTZX0sKQvNh3qL8BywKG91KXxsfPt5WPXo5JmlI+EUyRNl/Rgqcszkn5Z2X2pUv4JpYwZzMm2vYSk4yRNLGX8q3zUfLS8vgfYvFKPpVqU37AC8ISkAyrLXt1U/j8l7dX7b76tdwKPSLpA0mck9Wn6xYh4OiKeH+Ax3Q7cDgAH5KE2XNJqlceqwMeBdcisJHuSHxW3By6TNE/WEeBcYCb5ce0u4AhJ3wCuAv5BNv5ngbFNY1f/Ls87lf/+vTkV2JvMnnIP8AKwEnAF2TM5mJxBa0vmtKFp5bFNef1D4Kay/r1kyqvTyI9zKwGjgMfIj7YPA99uHDwiXgYuBLaU1PwpbptS5h8qy45tKv924FhJB8/nPFu5Azis1PkSYIKkQzW4F7jcDtwOWosIPxbyA9gZiBaPF4BlW2y/fVm/SWXZIWXZCZVlywBPA68Au1SWr1e2PbBy7IPK8yzgJ2W7CWX/61rUc9+ybFkyHdVlwEvAasBJ5ecg8w8G8LfKvpMqdXmcDBwjy+vPlW1uJN+4K5fybyrLP1e2+1R5/cmm3831wG3l5y3KNlMb5Ve2+0Wj/PJ6VNl2VB//ZgI2BX5XznUWcCUZCJacz76jy7FGuB24HTS3g94e7iEPrd3InlDjsVlETGuslLRM6bXcVBat36KMUxs/RMRLwJ1kI/lNZfk/ya+Mjmyx/8XAtySt0ks9ZwDHl7KmRbauY4Glyd7Q9eXnZ8mErw2Nc1m5Uv7wUpfny7ltVco/lgwkG5byzyvb/2d5vpoMEts2Cpf0euBDzN0rovwOnq/2Osme4jLAhr2cZ1uRro6ILwCvJ99cawDnAI9KOlrSkgMpG7cDt4M2HJCH1s3lj9t4XCdpFUnHSvo32ZAnA43s1Su1KKP56vyzZE9kRovlK7fY/zhyjO87vdRzUkRMBZD0DkkXkA0Q4BTgzPLz9cwdLBpjZ0tUyl8aWJU8r8nAl4AlyR4HwGuazmsNgIiYCZxPflxtNPjPkz2Ws5vq+4FK+Y3H+U3lD1jkuOBxwMZkj+s15Efs5QdYpNuB20FLvsui884mb9k5ihy3eoH8R3kFrf9htrr63e6KeKuxxwfLMfck36xtSRoOjAOeA35GjhmeCtwPHAlcB2xW2WV54JZyjD0l/bQsf5oc24PM9L0msFN5fXcvVTgb2JXsRV5GvhFviYiepu3+St5K1kpv5feJpA8Bu5C9tOWAa4Ffkr+XweJ20F7XtAMH5A6StDLwMeDgiDi0svwtC/nQh5GNKshxx2avlbQ8Od62Kvnxcpmy7hrg1eXn28ne0KvJtrQ8+THy8lL+aPJe1mERcTWApM8D7wFubPS+irXK878ry/4EPAlsK+lOMmB9r0V9l26UP1iUX274EvBVcix2EtmrPDUiBjWThNuB20GDhyw6q9Gjae7BjF6YB42Ie8ir9CuSHxubLQl8k7nrtxf5phpX1kG+iW8tPzduzzq7Uv7e5IWQlTTnW1SXNcov43wqdxFsXdY3yiPyftjzyIs2OzbKb1Hfd1fKn61Rfovt25K0lqQ/Ao+QvbjxZCBaKyJ+sDDehLgduB0U7iF3UEQ8J+nPwPfL+NijwCdofRFmsDV6Ryu0WHcjcAQwFniR7OksW54vZe7A8VeyB/U6YGpEPFIpvzHWNxW4UtJp5IWXB8mPuj8hb3P6NLBR2a/54/PZwDeAA8je1COVe0/fVp6fAa6WdCM5rrki2fvamuy1zezD76PhTeStTocDp1XOp1eSViI//kOOZUJeNJsCPBQRZ7Tb1+3A7aDBAbnzdiA/Au1BNtqryIb52MI8aET8Q9KL5FhYs12Br5Nv1KXIq+EzyMZ9Jvlx9cqy7X3leRiVycBL+eeRtwfdTn4hYRtyDG4KeX6vBn5KvjHH0LpHOI78+LoGc3pFhzVt07iSvxF5Nf2ZUq996f83zm4ib51q9RG+Nyu3qFfj68PjyK8j98btwO3AE9SbmdWFx5DNzGrCAdnMrCYckM3MasIB2cysJhyQzcxqwgHZzKwmHJDNzGrCAdnMrCYckM3MasIB2cysJv4/YCalRyDVSYYAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 288x1008 with 12 Axes>"
       ]
@@ -2001,7 +1652,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 126x1008 with 6 Axes>"
       ]
@@ -2013,7 +1664,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 288x1008 with 12 Axes>"
       ]
@@ -2046,12 +1697,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1080x360 with 6 Axes>"
       ]
@@ -2067,11 +1718,105 @@
     "    "
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 2016x144 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1512x144 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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GslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhrLRnFJkiRJkiRJkiRJUmPZKC5JkiRJkiRJkiRJaiwbxSVJkiRJkiRJkiRJjTVUjeIR8cCI+HhEnBYR10bELRHxj4j4n4jYpMP0u0TEVyLi/yLi1ohIEbFggjU8t5hPiojHtt03MyIOiIjLI+KGiPheRGzVYR6Pi4iVEfGEidQy1SJiVkTsGxFnRMTyYvhbRLwrItbvMP3LIuKUiLit+Kz+GBG7V1H7dBQR+0fEDyPiX8X3dWmX6ea3fKe7Da/p43mfGBE/jYjrImJFRCyJiO+2fkciYnZEfCMiromIZRFxSJcMv7j4/uwwrjehAhGxsMd7uapt+vdExEkRcVVE3FncnhgRL6rqNUw3ZbNSTPuZ4nftmuLz+ndE/CIiduvj+d4QEccXy4oVxfLs1IhYEBHrtU3b9OXK0jGysmXbtAvGmHZRVa9hOuknK8X0j4+IE4p1gJsj4jcR8chxPO/rIq/L3Rx5fe7siPhw2zT3L+Z/c1Hfu7rM6ysRcWZEzOy3jmEREQ+PiFXFZ/DSEtN/v5j27KmoT50V6z4fjIizikxcVyxPFkRE9DGPz0XEJcUy6OqIOCIitu0w7WMi4k9FZs6LiFd2medPI+KXE319U6nP5ehYy47RYZ33T9WIPtejx5jPSWPMo30bvrHLj4jYIyJ+Vqxv3R4RN0befh+JiA07TP/y4jflzJblzPwKSldJETEvIj4fERe3/B6eGBFPKfHYvn4fG75ceUHx3T8/8v6HKyOvwz6ny/R97RtT9SaSleLx/Wy3mhVcB6u7iNg41mz3l97fEtmrI2/nXBd5u+eciPhIRGzWNq1ZWfsxr4+Iv0fEHZH3lR8WHfb/qVrRZ/tkl3nsVuL38ckt0zd5e2WbiPhU8fquLV774jGmf0tEHFNk6+6ISJNR17C9gXsD+wE/A44BVgFPAz4JvDwinpBSuqNl+t2L6c8HzgSeNJEnL77YhwC3ArM7TPJu4H3AgcA1wAeAw4Hnt8xjJnAo8PWU0mkTqacCi4FXA8cBhwHrkV/bQeT39hWjE0bEfwOfAf4OjO64fi3wi4h4XUrpmCmrevo6ALgB+Bswd4zprgVe1+W+RcBGwPFlnjAi9iJ/N/4MfBpYDtwbeAr592RlMelnyd+lTxf/7w/cBbyjZV5zgK8CH04pLSnz/EPiR8DFHcY/nPz78PO28bsAS4FfAdcB84CXAT+KiI+klD4xeaWqUDYrAE8A/kn+HbwRuBf5t+3EiHh9SunbJZ7v0cVjDyYvK2YDewBHkLOyT8u0TV+uQF5Gf6rD+Fu6TH8AcF7buAsGWpG6KZ2VyAdonARcAXykGP124I8R8aSU0lllnjAiDgfeQM7c0cBqYAdg+5ZpZgA/Ji+vPgA8FDgoIi5PKR3XMt3jgbcCT04p3VXm+YdN8VoPBVbQeV20ffrnAS8F7ug1rSZP8bn9mry+fCR5/WZj4FXk3/4HA//dYx4bAX8AHgUcBZxKzsJ+wDMiYpeU0tXFtJsCvwAuB94L7AYcExGXpJT+0jLPlwFPJ2emTvpZjp5M5/XcbYDPAX9PKV0xqdWqH/2uR4/lOvJ6VLt/jf4xDZYfOwN3A98CriK/zqcAXwL2iIj/TCm17kjaF3g8ed/JJcBOU1uu+hER25PXtWaTP+MLgTnkvJRpaCr9+zgNlivfBG4GfkrerpgH7AX8OiI+lFJq31ZZTMl9Y6reALIyqud2q1lZKyuug9Xbx4HxNMh+Evgg8HvgY+S2m92Kv3ePiCemlJJZWXu5EhHvBr5I3t57F7Ad8F/AE4vtvNumsniNqd/2yU7Oo/Pv4wbk7851wOkwLbZXdiL/Zvwb+Avw3B7T7w9sQW5z3ISclcFLKQ3NADwWmNNh/CeBBLy9bfx/AJsUf7+0mGbBBJ7/S+Qf6y8U83ps2/2nAotb/t+LvBG6Ycu4DwCXAZtW/X72+drvXbzmH7eND+CP5J3Um7e873cCZwGzWqadVYy7Adis6tfU9AG4X8vfZwNL+3z8E4vP/Iclp39I8bkfBkSPaa8CFrb8/zHgirZpvg78FViv6vdyQJ/HN4r3c48S084k74y6pSmvf5iHAWRlNrAMOHeCdfyy+C29V8u4xi5XitqXAieVnHZBkaHdqq57ug79ZIW8An8zsG3LuG2Lcb8t+Xz7FJ/563pMt1P7d4O8MXlMy/+zyAe0fKnq93GCn8G7yAdnfqR4zS8dY9rZxW/DV4qsnV11/dN1aFmn+lLb+PXJDXTLS8xjpJjH/m3jn1QsOw5rGffsYtr5xf8zgCXAp1qmmVusj72r6vdngO/zOsvRMabdv3iP9qu6bodSn23p9ehi+pPKrM9Np+VH2+s+uHjdu7SNvy8ws/h7UevviMPwDeT9MP8GthnwfNf5fWz6cgV4eodxG5MbMlZS7OsqxpfeN+YwHMMgskLJ7Vaz0vu77zrY8A/kA1DvIjfKJmBRycfNBG4DzgBmtN13dDGvRxb/m5U147cs3rfTadkHTD7YKgEfrPr1OKz1OfbVPtnnvF9VzOPAlnGN3l4BNgW2Kv7esniti8eYfv7o7wv5wJo0GXUNVffpKaW/ppRu6nDX94vbh7VNvywN6EiayN2svYO8Q6rb2WsbkRt8R91A/lHfsJjHjuSdmPumlLrNo9+6FhfdCsyJ3AX1NZG7Avq/4giRQdm0uL2ydWTK38CryCv+K4rRTyLv5DsmpbSqZdpVwHeAzYEXDrA2dZBS+lfvqcb0xuL2sJLTv5e8Ifj+lFKKiE3G6K6jU1bu6WIkIv4f+cirN6aU7u6v7M4id6O4NCLuHbk79xsjdyN4fEQ8cBDPMcZzbwK8knxQzW96TZ/yEV1XkN+TWZNZmyaelZTSrcD15N+2ibiUnKE5LeOavFxpfc6Z0daVVo/pNw27JpxyZbNSfC8fRz6o6p6j/4u/fwg8MyLu1WMeQd5h8rdU9MBQfO6dupneqLjtulwB3g9sBnyozGsoY7Rbp8iXDflD5G7Rro/czVnPs7jH8Xz3IW9oLSQ3dvfyKfKZSwN7zRq30d+39vXoleSjwMtsrzytuD2ibR6nABcBr4w13SGvlYmU0mpy7z2tmTiQ/D36aqlX0EOsuRzPwoh4XkT8pVh2XBURB05RF26dlqOdag3yeuYd5KP7NcT6XY9ue+yMiNisy7IDpsnyo4NLi9u11l1TSpelep1ZMm1FxFOB/wd8LqV0VeTuvDcewHy7/T42ermSUvp9h3G3k3e2zmLtXhP62Temig06KyW2W83K2LW6DjbkIl+K6FDyOteP+nz4LHIGri6++61GfzNHt3vMyhp7khvMv9q6Dzyl9HPyAdSvHVRdmrh+2yf71KktptHbKymlW1JK1/Yx/dIOvy8DN2zdp3czepr8ssmYeazpmva3KaVjI6Lbl/tU4FURcRx5B9f7gPNSSsuL+78B/Dyl9ItJKPN4cjfYHyd3IfBfwC8jYofWhpJou9ZNDze1NGpfUgx7R8TfgRPIO1pfCLwY+HRa0zXEBsXt7R3mOTruCUCZboZVgeLH7eXkHSa/K/mw55K7k9o1Ig4E7g+siogTyEf1XdQy7anAWyPi5OL/twGnFM+9ATlvX0op/WOir6XNJuQunE4jd82xA/msu59GxMNGVz4id00yr4/53tDjB/ll5IXTV7o18kfEPHKmtiymfw5wYkrJDeohVPyWziB3/fUmcte3h/c5jznkleHNyUfJ7k3uyq2129AmL1dGPZ68bJgVETeRu5faP6V05TqPzn5G3hmVIuIs8hGUR/dRgybf44rbUzvcdxr5u/4Y8lmd3exEXo4sinz98BHy7/LNEfFd4L3FASmQj7a+AfhwRLyf3HPJc4CPQr7mE3nj4MWDOliyxSPJG7ZHkA/82418hvtq4M2jExXLtk3XfXhHd6eUbuww/hDyRvFB9NgwjohdyN3VvyqldHP39iBNkdPJO3neHxFLyZeZ2Zh8aYDHkLs566XX+vUm5K6S/0I+O2MV8ImI+CL5e/kIisvWRMSuxXM/dhI2KHcnd8H8dfJy8YXkAydvJF+CgaKGjcnvQRmrOu14KLkc7WRXYEfg6JblqYZXz/XoLrYl96yxEXB7RBxPPtPm/JZppsXyI3IXpRuQ38cnky/XcD35t0j1tHtxe1lE/Jy8Lb5eRFwEfHwC68bdfh+nxXKlg077GvvZN6bqDTIrZbZbzcrYXAcbfu8GHgS8pN8HppTuKPbzPifyZVWPI59xvhv5u3l0y75hs7JGr/0nr4qI2S37PzScJtQ+GRE7kA+E/1NKqfUSkdNie2XoTMbp54McyCufp5B/SHcaY7pxd59O3mi8Hdih+H8hnbtP35q80ysVw5XAk4r79iJ/gf9jwK9/cfFcX2sb/7Ji/Fvaxqc+ht3aHvsQ8o621mlWAm9rm27n4r6fdKj3J8V9P6v6uzOdBvrsEpo1XdZ+tOT0c4rpry+y+CXgReQf6BXkBUJrl9A7kXdajn6PLgQeWNz3MfLOzI0G/B6cVDzX+9vGv68Y/+yWcfP7zMr8Hs892o3aDmNMc13L/FaRz6bcqurvznQbymSF3CVx6+d/O7lxepM+n+uvLfNYDfyWlu6pi2mavlz5JXnl7SXks8C+Tt5ouhy4d9u0LycfTb4PuRupd5JXDkv/VjkM9HvSNSvAe4rP5bkd7tu9uO/NPeb/wmK6a8iNie8tvidHFONPpOVSHeSjq29q+a79htyjQpB//78zCe/BaHYf3zb+l8Xv+OyWcQv6yMk67yv52pSrgSe2zW+d7tPJB7X+E/h1y7il2H16pQP5Or4XtH3WNwN7lnz86OWb9mwbvw35bJtE3hAeHf9W8jrY6HMdUeRhg6KOAwb8+uYXz3MbLetFxXOeDVzVNv3CPjJxUpfn7Lkc7fK4bxeP2bXq74VDqe9Wz/XoDo85gtxbxivI+wEOLHJyE7Bz27SNXn4U8zi2bbrTgMf0qNHu04d4IF9bcnQ96f+A15C3Dc4uxu81zvl2/X2cDsuVtvk9osjjyR3uK7VvzKH6YVBZob/tVrPSfVrXwYZ4IJ84dBvw323frVLdpxeP2ZZ8clXr92g18AnaLrVpVu4Z//NiHuvsBwc+V9z3wKq/Hw5jfral2id7zOMTxWf9hg737UnDt1eK+fTsPr1t+knrPr0OZ4ofRL5O3wfT2kdRDERE3J/csPeJlNKSsaZNKV0TEU8gN/htDJyTUloREVsDnwfel1JaFhEvAf6H3NhxEvDOlNIN3eZb0pfa/h/tpuMBbeOf1cc8z2z7/w5y94x/KeY/eobLooi4LaV0FEBK6ayI+B3wwoj4HGu6eVxAPioTyh9ppWq8kfzDd0SvCQujRwPNI1//ZbS7jh9HxKXFfN5NPsCElNIFEfFQ8tm1Qb4W86qIeAj5+sh7pHyE4b7ko/c2JZ8d+v40saOuV5OvrdqqNSvHF39fTX9ZubrbHRGxE7m7rv/t8RvyYvICbVty4+NG5NddugsRTZk7yN+PmcD25A3r2eTftX6OytuXfMbONsAewH+wbjeWjV6upJT2aLv/e8WRxceQD5B5U8u0PwB+0DpxRHyD3CjyoYg4MqW0tI9aNHlGl/F3drhvRds03YwuV7YCnpVSOqH4/7ii2703kI+O/TVASuknEbEdeblyQ0rpYoCIeCP5YL2XR8RGwGeBF5CzekhKaVG/L67NqSml9jPtfk9u/J9P3riGvHwpm5W1lnMRsTnwZeDQlFKno8fbvY98BsaeJZ9PU+NW8vfhZ+QN5nnAfsB3IuKFKaVePfMcQt5xdEhxJPZp5GXQgeSNcGjJVUrp6xHxffLy44qU0r8Bip4XZgAfL3qpOQh4Onl944CU0g8n+Dp/0vpbnFJKEXEi8Pa2MxyOAv5Ucp43dhnfcznaLiLmkndoX5xS+kPJ51dF+liPXktKaa+2UcdGxM/I60hfpOX3uMnLjxYfIzfgbEU+A+Xh5F6AVF+j60m3AE9L+XIcRMRPyL3KHFCsG5c+u67X7+M0Wa4AEBFbkbsNvoM1XZm2KrVvTENhIFnpc7vVrHSedi6ugw27r5Nz8cUJzONO8rXBj6LYVid/7h8i7wv41OiEZuUeg9h/omodxATaJyNftmAB+aD5db7f02R7ZbhMRkv7oAbWHEHxjRLTjutMcfLRTecAs1rGLSzm9diS8/guxRlN5O52VpO7tNyFfAbgrybwHiwualmvw30JOGJA7/W9yGeyfqZt/Axy9x43A5u3jN+c3E3KatYcCbKE/MOfgB9V/f2ZTgN9nClOPuo5Ab/pY/5btHzOO7bdN4t8BO2fe8wjyEfuLi7+fwX5h/LV5LOrLqHtzNU+34OTgH93GD+/qPujk/Tejx7V98o+H/dd8jXJNp+Muhy6vu999apQPGY98llMZ7UuK8bx3J8mr7jcv+T3o9bLlR41LAGuLDntG4q6xjzz2GHgn9Fknyn+kmK6yzvc97Tivs/2mMe9yBunC4r/DymWJU8FXlUsY14+gfcgAd/uMH4BAzwDgnw9qWWsvZ41+hwvbZt2x+J1/U/b+KV4pnhlA3lD9Q7grW3jNybveFra6Te3w3x2I/em03qk9XHA14q/X9Dj8Q8j72x5WvH/r4tlxmh3++scCd7Ha5xf1PCJDvctLO7bfpLf557LUXJDegI+UPX3wqHUZzqu9egx5nciebtkzB6pmrL8GOP53wLcDTx5jGk8U3yIB9acVfbJDvcdWdz34D7n2ffvYxOXK+SD1v5R5PzpHe7va9+YQ7XDZGSlbR6ltlunY1Y6TO862BAP5MtzrQb+X8u40e9WqTPFyds2FwLf63Df94p1jzHPop2OWcEzxWs90Ef75BjzGN1P9vU+HtO47RU8U7y3iFhIPsroCMpdh288z/Ei4Jnk69Nt33I9xtFrDW8XEcuBf6UuRxVGxO7kM3UenlJKEbEPcEoqjtSIiA8Cv4uIbVJKV4231tT9+mprXUQyIu7Vx2xvSMVRlOTrBGxB29EqKaXVEXEs+Rrhjwb+txh/I/CSiPgP4IHks2POJJ/VBfna0xpO+xS3h/XxmBvIXUhvTNtZ0ymfAX4dPc7cIV9X/AHkI5pG6zgupfQdgIj4NPDViHh7t7yVMNZ1CO/JSnGE1lZ9zPfaThmMiJnA68ndyv+4j/lB3kB7JfkM8m/1+VhNoZTS3RFxDHkF5KkUv4PjcCS5p4QFwIe7TdSg5cpYlpKveVnG0uK2n2uba3KNXldv2w73jY67osc8Li9uO/XEMfq97rVc+QpwRkppcUTMIGfrHSmlkwEiYg/ysuYH3WfRU9nlykbkS42UmmdK6dricY8mr4d+FNgiIkbP7Nu6uL1XROxIPujrTnIX2zeQe2rZsWWeM4H1i3G3TeS3QePybnJvMO3r0bdHxC/JO3jmkzdiu0opnRQRDyAfIb4lsCSl9O+IGP0Od12/LjJwKPlafidGxL3J6+XPSimdDpweEa8kf98mcp3hspmYTe5lpYyVqVzvJ2WWo/uQG0UXl3xuVWSC69HdLCUfXLI5Y5+lUPvlRw9Hkw+meSv5oGTVzyDWk9r19fvYxOVKcUbiCeTr6b4wpfT7dR7Z574xVW4ystJqKT22W6dxVtq5Djakil6ovgj8Cri6ZTtydNt9TjHuujT2teBfSt6vu3+H+35IPvnp/5G7Ru9Ux3TNSuv+k4vb7tuW3Eh4JRo6A2yfHE9bTNO3Vyo1lI3ixRfuo+QdH29MxaEBk2D74vbwLvePbpxvRT5SdC3Fj+ch5COQLipGbwf8u2Wy0b/vw5oVssnUz3M8jXx2LaxZEK7XYbqZbbf3SCktI5/dBNzTmAN5QashExHrA68jd0nz07KPKxrm/kpuENyOlp2yxcrVVqy7YG993m3JZ/e8LaV0fTF6O+CMlsn+Td6hvCX5elCT6T7kI37L2oE1DXOtnk/uyvPLRWNFPzYqbueNOZWGxSA+r57zaNhyZSw70rLs6GG0O/ey02vy/aW4fSLrrtQ/gbxRdwZjO4vcVVinhvXtituuy4KIeD7wPPIZupCXHRuyblYe3aOOQXkF5S9Jcim5gRTgvuSNjY8XQ7uvFrePI19KYHvg3uRejjq5iHwNqOeVrEWDMa716E6K7Z5zR/8v1rOeTu6K8sIxHrofeX1ldF18NEftmbhPmToG4L3k7bky/kBuyOxlzOVoRDySnPmfppS6XvpGQ2Mi69HdPIC8Q77rQRYNWn6MZX3yWa1uZ9TX6eSdr9t1uK/nelK7cf4+Nmq50tJw8RDgRSml4zs8Dga4TNeUGGhWOiiz3Tpds9L6mEfiOtgw24i833aPYmj32mJ4H/kyft1M9PdxumblL+QDrp7IuvvOnwBckNZ06a4hMaj2yciXx3w+cGZK6a8lHzMdtlcqNXQrchHxEfIX7tvA3hM4Y7R9vhuTdzze1HL2zC9Yc1Rhq5eTr/n73+QuD2/uMttPAjeRr/U36kpyV7ejdm4ZPxXGe+3X0Z1vC8grlQBExCxy99Z3AX8fa2YR8Vhy9+l/SCmVvSaHptYLyCtCX0wpreo0QZesQM7kU8lnfL+rZfybyTtdxjoQ4mDyma7faRl3JWvyQfH3SjocgDIJBnVN8dEjvTqe6R0RmwDRvnJTnKm+X/HvaX3UoUkU+bq+t7Wf6Vx8jvuQu3Fq/X1cJyvFWU9zWg7+aPWO4nasz7wxy5WImNflSNr9yBs/h7SN36L9fYuIOeRl8UryNWw0BFJKFxcHSr0sIj6cUroSoDjS+2XA71t3hkTEluSV+KtSSjcV87g9Io4DXhMRL0optZ4l+LbituNyJSI2JZ8B97GU0uiZt9eTvyc7s+a7sjNTl5PxXmPpdPJ71m438nLiC+TfjNHX+V5gbofpv0Y+yOC/mJqDZbS2c4H/JK9Hf250ZHFtxReSuz27uGX8fcm971zSbX2sxQHkM9be222CiLgP+fp9byp6c4I13/2dWXO2xs5M3XrHuK7RN8Hl6Oj1++yBpx7GXI8GiIhtyGclXJZSur0YNwe4tb3Hm+JsiScDv04prVhnZjRu+UFE3KtL48M7i1u3M+rrJ8CXgddGxCdHtyeLTOwJXJiK600W43stV/r6fWzScgXu2c77HfBQ4MUppV93fFQ24X1jmlI/YYJZ6Xe7tW2a6ZyVVq6DDbfb6LzNuRV5veg35M/un6N3dFoHY83v4xtY9+zUNxS3f6GDaZ6Vn5LP+n17RHxndB22aPi8H2P0JKlq9NM+2SUrrV5PvvRs2XWwRm2vDKuhahQvVjg+BlxGPtLm1bGmS3OAZSml37VMvz35rFfIP0IAz498YXrI/eJfWvy9C/kaY0eSV24pVozWObs1Ih5W/Pn7bkdwRMQu5OulPKVto+NoYJ+IOIq8IPgAcGJK6fKWxy4mLyyellI6qdP8xyuldMI4H3oEuaHzbcX7dzx5RfG1wMOBA1NK9xxdGRGfIB+Jfzq5AefRwF7k7lJfhyZdRLyONb0dbEXuNvVDxf+XppS+3eFhZbrrWCcrhSPIP+TvLBo4/kj+AX4L+Yy1r3Sp8yXkyxQ8rO2uo4HDI+Ig8sEpHwa+07qgiYiTgF2BHVJKS8eouS/FjrLxZgW4p/HnOcDpKaWzukz2AOAPRTdrF5DPWtmWfO2PnYAjU0p/nEgd6q2PrOwKfKNoqLsYuIV8FOvryBvDH2tZpkDnrMwGLo+IH5OvybyMfB2YPYHHkrvZaz04pLXOpi1XXh+56/ffkHtamElu6NuT3MDXfkTuWRHxB/IZxNeQjyzcG9gGeE/r69Xk6HO58i7y9/+PETF6NvM7yAdJvadt1m8nf957sXZ3eh8kLx++U8xjKfmo8T2Ao1JKp3Qp9QDyRsEXRkekfJmD7wIfjrzyeO9iXnu1vcZUvJb5XeY9LsWBMX03RhcHFBzbPr7oNQLgtJTSsS3Td8xjRHye3Ei0zrw0JQ4iryN9JiJ2JndXPA94E/k3bL+2BryjKNZvaOmJJiLOIOfqImAD8u/l04BvppQWj/H8XwNOTil9f3RESunyYj3qy8U6y2PI20ujB+UREfPJPef8IaW0W78veiwppX+RDy7u17iWoxGxIfAa8o4Be6waciXXoyH3NPUG1u6J5mnAFyPi5+Tv2F3kdbLXkg+uHRljfo1ZfhTOjog/AX8jb4dvSd5h9Qzy+tRBrRNHxFPJBzlDzhPkHbTLi1o+Oc46NGAppRsj4r3AN4DTIuJwcg8Abytu39H2kI7LFRj372OTliuQGy4eDXwX2DwiXtt2/ynF/KHPfWOq1oCy0u92a6vpnBXAdbA6KPYvddrmnF/8eUmH7chO62C/ILcD7B4RJwM/Ksa/GHgK8MOU0t+6lDFts5JSujYiPkw+C/+EYr1zW/J+k/NpW19Ttfptn6RzVlrtQz6B4eiSJTRte4WW/YobF7cPbxl3ciq6hC+mfT7wiOLfHdsevzwVlxadsFTxxepbB/KO0jTGcFLb9Lv1mH63DtP2vJA7sLCY9rFd7p9JPhvuy13u35u8M+sm8tFA27Tdfxz5jMOdyr4nXe4rfWH6ku//1sAi8sJmJflIstPJO/SibdoXAaeQG/lWABcCnwXmVv09mi4D+Ye2VFaK6e9DvlbE//WYb9esAJsAnyFvKKwk73xZBGzeZV5zyCvG7+5wX5CvQ3MZ+cf+SGCztmnOKL6HPb9XxfuxtMP4+cXrWTjg9/+DxXzfNMY0Wxbvz5lFVlaRd9b9jrzREIOsyWHM70bPrAD3Jx8wcm7x+72K3EvAz4E9Osx3nayQN7w/X/x2XkfeUXsj+ejT/YBZXWps3HKFfLbWz4qM30FeVpxX/IbM7TD9F4rMX9+SlV8Bz676OzRdhrJZaZn+ieQGqlvJB5EcDzy6w3QLi3ks6HDffOAY8mU9VhbfkfcAM7rU+IRiunXW0YDNiu/39cX3bv/W31lg06KOMZeDLdN3WxYuoG09cxI+i9HneGnJ6ZcCZ1f9HZrOQ7EMOZJ8oN8qck9TJ5PPHGifdjRr89vGLyKvU9/e8vhX9Xjelxf5u2+H+7Yhn0G1nHyw195t9+9c1HFMidc3ny7rUy0Zn99rPiWeZ7zL0VcXNXyq6u+CQ6nPued6dDHd4vbfW+DB5LOTLimWP3cWfx8MbDvGvBq3/CAfVPxH8sEjo787fynq36TD9KNZ7ThU/b1w6PgZv5h8xtxtxW/9b4End5iu43KluK+v38emLVeK+XX93tNhHZU+9o05DMcwkazQ53Zry+OmfVaKx7gOVtOh5bu1qMN9i+mwzkJeJzqA3Jh7Z5GXs4D3AzO7PI9ZSfesB55ZvGfXkC/nu3XV3wOHdT6nxT0+25O6TL9bh3k9qez3t5i+cdsrLc/VbVjYx/u/dFA1RfFkmiIRMYP8w/fLlNIbqq5HGlZFVzTXklesP1p1PdKwcrkilRMRLyAfVPL0lNKJVdcjVS0i3klugH5YGvt65dK05vJDKsflilSOWZHKMStSOW6v9GdG1QVMQ48hdxXwP1UXIg25Z5IbxT/Xa0JpmnO5IpXzbOAXbiBI93g28A13MEk9ufyQynG5IpVjVqRyzIpUjtsrffBMcUmSJEmSJEmSJElSY3mmuCRJkiRJkiRJkiSpsWwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGmlnVEy+7eVUtLma++5f/VHUJpfx4vydVXUIp9523QVRdQ51csXxlLXICcO5VN1ddQikP2Hp21SWUMn+LDc1KH/59w521ycr5y26puoRSHrHdnKpLKGXrTWeZlT6ce+VttclKqkmlW222ftUllGJW+vOsRafV4hv46T0eUnUJpW2xaT2yssOWroP146qb6rG98qsLrq66hNL2eNA2VZdQyr02c7nSj6tvqsc+sLtW16JMADacVY/zfLacPdOs9KEu2/ZRk091kw0q2/Xft803Xq8m7+pwqMs62OF/vazqEko58viLqy6htAs/9xyz0oeb7qjHys0GNVmvqZMNZ9IxK77TkiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhrLRnFJkiRJkiRJkiRJUmPZKC5JkiRJkiRJkiRJaqyBNIpHxIKISBHxyEHMT5IkSZIkSZIkSZKkQfBMcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxbBSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMaaOdlPEBFzgbnt4y+49BrmzF1ntDQtdcvJOUuXMWfOOqOlaatbVs7619VmRWrRLSunnns5m5kV6R7dsrLrZ3/LrI03nfJ6pGHVLSvnLV3mdr3UoltWzl/qPjCpldv2Ujmug0nldMvK0iuvZ65ZUYupOFN8BFjSPnzzkK9MwVNLtTFCh5wcdshXq6xJGkYjdMjKt75uVqQ2I3TIyrcPO7jKmqRhNEKHrFx20verrEkaRiN0yMqhbq9I7UbomBX3gUltRnDbXipjBNfBpDJG6JCVQxZ9ucqaNIQipTTxmUQsAI4AHpVS+kfbfXPpfKb4kjoczbT7l/9UdQml/Hi/J1VdQin3nbdBVF3DMBrjTPEldTlC9tyrbq66hFIesPXsqksoZf4WG5qVDsY4mrw2WTl/2S1Vl1DKI7abU3UJpWy96Syz0sEYZ4ovqcuZ4gNYRZ0SW222ftUllGJWOhvjTPEldThT/NN7PKTqEkrbYtN6ZGWHLV0H62SMs5RqsV3/qwuurrqE0vZ40DZVl1DKvTZzudLJGGeK1yIrd62uyQoYsOGselwRcsvZM81KB3Xfto+afKqbbDDpncQOzOYbr1eTd3Vq1X0d7PC/XlZ1CaUcefzFVZdQ2oWfe45Z6WCMM8WX1OFM8Q1qsl5TJxvOpGNWJn3JmFJaDixvH7/s5lWT/dRSbXTLyRXLV055LdIw65aVf99w55TXIg2zblk598rbprwWaZh1y8qzFp025bVIw6xbVq66ye0VqVW3rFx9k/vApFZu20vluA4mldMtKzfdsXrKa9Fw8/ADSZIkSZIkSZIkSVJj2SguSZIkSZIkSZIkSWqsgTSKp5QWp5Si/XrikiRJkiRJkiRJkiRVyTPFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxbBSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY82s6olvuG1lVU/dl6PfuEvVJZSy8q7VVZegSXDriruqLqG0+225SdUllLLfsf+suoRSfvmWevz2DIuXfP3Uqkso7ei96/HZXnT1rVWXUMrWm25edQm1ssHM+hwPOWfjWVWXUMqKVa6DNdFeT9qu6hJK2WqzDaouobTrb7mz6hJK2WHLDasuoVburslP4OmX3VJ1CaXttsNWVZdQUj2W08Pizprss1l/ZlRdQmkrVt1ddQklVbbrtZZuX1mPz3WbufVYXzjn8purLqG0J+44t+oSauXUpddXXUIpr9x526pLKOW5O25ddQmaJBvMqs9+ME0NvxGSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqrL4axSPi4RHxvYi4KiLujIjLIuJbEbHDZBUoSZIkSZIkSZIkSdJ4lW4Uj4iXA2cATwG+CewLfBd4EXBmRDxlUiqUJEmSJEmSJEmSJGmcZpaZKCIeACwGLgCemlK6oeW+Q4BTgB9GxENa75MkSZIkSZIkSZIkqUplzxR/L7AR8Jb2Ru+U0lLg/cB/AG8ZaHWSJEmSJEmSJEmSJE1A2Ubx5wFLUkr/1+X+HwIrgD0GUpUkSZIkSZIkSZIkSQPQs1E8IuYA9wb+2W2alNKdwIXAgwdXmiRJkiRJkiRJkiRJE1PmTPFNi9tbekx3C7DZxMqRJEmSJEmSJEmSJGlwZpaYZrQxfNMxp8r3r9NwHhFzgbnt408773I2m7POaGla6paT08+/wpxILbpl5VEf+jkzN5o95fVIw6pbVv524ZUuV6QW3bLyzZPOZpNN50x5PdKw6paVs5csY47LFeke3bJy5iVXmxWphfvBpHK6ZeWok89jk83cXpFGdcvKVdfeyNy564zWNNbzTPGU0k3AVcDDu00TERsADwTO7XD3CLCkfTjq0IPHUa7UWCN0yMmR5kRqN0KHrCw75dgqa5KG0QgdsnLENxdVWZM0jEbokJXffOdbVdYkDaMROmTlW4d8tcqapGE0QoesHP51syK1GcH9YFIZI3TIyi+OObTKmqRhNEKHrCz6ykEVlqRhFCml3hNFHAq8EXhySumUDve/Bjga+GBK6dNt982l85niSzzyb3BmrVemJ/zq7bj1RlF1DcNojCNka5OTmevV46N954/OqrqEUn75ll3q8YZOsTHOFF9SlzPFj957l6pLKOXaW+6suoRSnvyAzc1KB2OcKV6b5cqcjWdVXUIpK1atrrqEUrbbfH2z0sEYZ4ovqcOZ4k/efquqSyjt+posVx49fzOz0sEYZ4ovqcPZr5/434uqLqG09+96v6pLKOX+W7lt38kYZ4rXIivrz6zPx3r36t77M4fBdptvUJ83dQrVfT/YNnM3rLqEUs65/OaqSyjtiTvONSsdjHGm+JI6nCn+iG3mVl1CKTfdsarqEkp79PZur3QyxpniSzxTfHracCYds1Km+3SAzwOvBb4eEbumlG4cvSMi7gt8DlgGfKP9gSml5cDy9vHnXXVbyaeWmq9bTi64+vYpr0UaZt2ysssBJ011KdJQ65aVS665Y8prkYZZt6x852+XT3kt0jDrlpXLb1w55bVIw6xbVi69vh4HBklTxf1gUjndsvKjM6+a8lqkYdYtKyvumvJSNORKNYqnlC6IiL2Bo4CzIuIw4DLgAcCbgfWBPVJKN0xapZIkSZIkSZIkSZIk9ansmeKklL4bEecB+wNvBeYB1wA/BT6ZUvrX5JQoSZIkSZIkSZIkSdL4lG4UB0gp/QN4xeSUIkmSJEmSJEmSJEnSYM2ougBJkiRJkiRJkiRJkiaLjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNNbOqJ56z0ayqnrovK1atrrqEUmZE1RVoMqxOqeoSSrvu5lVVl1DKp5774KpL0CT47hsfX3UJpZ297KaqSyhlx3mbVl2CJsEZV95YdQmljRxyWtUllPLTDzyj6hJK2W7z9asuoVZ2mrdZ1SWUcvudd1VdQmlzNqnH9p/6s/Kuemwvv+ShW1ddQmmr6/GWqk8nXLKs6hJKuXt1ffZB/PeiP1VdQik3Hv2aqkuold0+8uuqSyjlV//zn1WXUMqKu++uugRNkp3vNbfqEkqpy7rivNluLzfVilX1+B3ccNZ6VZcwbXimuCRJkiRJkiRJkiSpsWwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhqrdKN4RCyIiNQ2LIuI30bErpNZpCRJkiRJkiRJkiRJ4zFzHI/5H+AyIIBtgH2A30bEk1NKfx1kcZIkSZIkSZIkSZIkTcR4GsV/lVL6x+g/EXE0cAXwUsBGcUmSJEmSJEmSJEnS0BjENcWvB+4CZg1gXpIkSZIkSZIkSZIkDcx4zhSfGxFbkrtPvxfwXiABPxhkYZIkSZIkSZIkSZIkTdR4GsVPbPv/NuAVKaU/D6AeSZIkSZIkSZIkSZIGZjyN4m8FLin+vnfx/zER8eyU0h8HVpkkSZIkSZIkSZIkSRM0nkbxP6eU/jH6T0QcS24k/zLw6PaJI2IuMLd9/LlLlzFnzjqjpWmpW05OO+9yNjMn0j26ZeVvF15pVqQW3bJy+Mnnssmmc6a8HmlYdcvKiWdeyqabrTNamra6ZeXvF13lOpjUoltWvnLCP9nYdTDpHt2ysvXrj2TGBptMeT3SsOqWlb9e4H4wqVW3rCy98jrmzF1ntKaxGROdQUrpduA04FER0WmtZQRY0j4cdshXJ/rUUpOM0CEnRx16cJU1ScNohA5ZOeKbi6qsSRpGI3TIyq+OOazKmqRhNEKHrHzn8EOqrEkaRiN0Wgf7hutgUpsROmTld987vMqapGE0Qoes3Hb2L6qsSRpGI3TIymL3g0ntRuiQlUMWfbnKmjSExnOmeCezitvZ5GuMtzoIWNz+gDe+7R1LBvTcUhMcRIecvP5N+5kTaW0H0SEre7357WZFWttBdMjK7q95o1mR1nYQHbLy6r3fZlaktR1Ep3Wwt7gOJrU5iA5ZedYr9zYr0toOokNWNnnY88yKtLaD6JCVBe4Hk9odRIesvO3t7zIrWsuEG8WLbgmeCCwDrmm/P6W0HFjePv7K5Ssn+tRSY3TLyXlXtR9jIk1v3bJyyTV3THkt0jDrlpUf/OPKKa9FGmbdsnLG0punvBZpmHXLyr+uXTHltUjDrFtWvnX6ZVNeizTMumVlmzcfN+W1SMOsW1YuWuZ+MKlVt6wsv+PuKa9Fw208jeK7R8TDir+3AfYB5gH7ppTSwCqTJEmSJEmSJEmSJGmCxtMo/qmWv+8AzgJenVL67mBKkiRJkiRJkiRJkiRpMEo3iqeUFtOhT35JkiRJkiRJkiRJkobVjKoLkCRJkiRJkiRJkiRpstgoLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxbBSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1FiRUqrkiW+9s6In7tNtd95VdQmlrD+zHsc3bL7xelF1DXVy4+131yInAKvuXl11CaVE1OMruNXsmfUodEjccufq2mTltjvvrrqEUjZef72qSyhlsw1nmJU+1GX9C+qzXKkL18H6c9VNK2uRlVnr1WMbAGBmTb6CczeqSaFD4raV9Viu3HJHPbbrATaqyTrYnI1cB+tHXbKyuj6bVayqye6SeZu4XOnHTXfU6EtYA6vr8dMDuL3Sr7ps219/68qqSyilJruLAbjvvA1qVG31VtyFWRmgLWavX3UJpW04k45Zqc9eFEmSJEmSJEmSJEmS+mSjuCRJkiRJkiRJkiSpsWwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYM8tOGBGp5KQ7pJSWjq8cSZIkSZIkSZIkSZIGp3SjOPC6tv9HgO2Bd7eNv3YiBUmSJEmSJEmSJEmSNCilG8VTSke3/h8RLwW2bB8vSZIkSZIkSZIkSdKw8JrikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhrLRnFJkiRJkiRJkiRJUmPNnOwniIi5wNz28f+++gbmzl1ntDQtdcvJkiuuY445ke7RLSuXXX29yxSphetfUjndsnLe0mWug0ktumXl8mUuV6RWZkUqp1tWll7ptr3Uym17qZxuWbnq2hvNitYyFWeKjwBL2oevffWgKXhqqTZG6JCTQw7+cpU1ScNohI7LFLMitRnB9S+pjBE6ZOXQQ75aZU3SMBqhQ1YOdrkitRvBrEhljNBpP9git+2lNiO4bS+VMUKHrCz6ykEVlqRhFCml8T0w4ifAI1NK83tMN5fORzMtqcMRGrfdeVfVJZSy/sx69IS/+cbrRdU1DKMxzhRfUpezlFbdvbrqEkqJqMdXcKvZM+tR6BQb40zxWixTAG678+6qSyhl4/XXq7qEUjbbcIZZ6aDu619Qn+VKXbgO1tkYZ4rXYh1s1nr12AYAmFmTr+DcjWpS6BQb4+zXWixXbrmjHtv1ABvVZB1szkaug3VS96ysXj2+fYRVWHV3PWqdt4nLlU7GOFO8Flmpi9Xj3O9fBbdXOqv7tv31t66suoRSarK7GID7ztugRtVOnTHOFDcrA7TF7PWrLqG0DWfSMSuT3n16Smk5sLx9/K131mehLE22bjm58fZ6NJ5JU6VbVm6508YzqZXrX1I53bJy1U312CCVpkq3rNy20uWK1MqsSOV0y8pNd7htL7Vy214qp1tWVtTn2FhNkfqcWiBJkiRJkiRJkiRJUp9sFJckSZIkSZIkSZIkNda4u09PKe05wDokSZIkSZIkSZIkSRo4zxSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxIqVUdQ0DERFzgRHgoJTS8kqLGYN1qmp1+WytU1Wry2drnapSnT7XutRalzrVnzp9rnWptS51qj91+lzrUmtd6lR/6vK51qVOqFetKq8un2td6oR61ary6vK51qVOqFetKq8un6t1jvGcDWoUnw8sAXZIKS2ttprurFNVq8tna52qWl0+W+tUler0udal1rrUqf7U6XOtS611qVP9qdPnWpda61Kn+lOXz7UudUK9alV5dflc61In1KtWlVeXz7UudUK9alV5dflcrbM7u0+XJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGqtJjeLLgY8Vt8NsOdapai2nHp/tcqxT1VpOPT7b5VinqrOc+nyuy6lHrcupR53qz3Lq87kupx61Lqcedao/y6nP57qcetS6nHrUqf4spx6f63LqUSfUq1aVt5x6fK7LqUedUK9aVd5y6vG5LqcedUK9alV5y6nH57oc6+woUkpT9VySJEmSJEmSJEmSJE2pJp0pLkmSJEmSJEmSJEnSWmwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYtWoUj4j3R8SDq65DGnZmRSrHrEjlmBWpHLMilWNWpHLMilSOWZHKMStSOWaluWrVKA58BnjU6D8RMS8ibo6Ip1ZY04RFxH3q8BoiYtOIuG/VdagUs1Ihs1IrjctKXXICZqVmzEqFzEqtmJUKmZVaMSsVMSe1Y1YqYlZqx6xUxKzUjlmpiFmpHbNSkcnOSt0axdsFMBuYWXUhE/R64MSqiyjhncCSqovQuJiVqWVW6qsJWalLTsCs1JlZmVpmpb7MytQyK/VlVqaOOak3szJ1zEq9mZWpY1bqzaxMHbNSb2Zl6kxqVureKC5JkiRJkiRJkiRJUld1PqphqEXE4X1M/ohJK6SHiPhIH5PvOmmFaNoyK1JvdckJmBVVy6xI5ZgVqZy6ZMWcqGpmRSrHrEjlmBWpHLPSvzo2it8nIh5e/D23uL1fRFzXaeKU0j+npKp1LQDuBFaUmHaDyS1lTAuBRO7+oYw0eaVowMzKYC3ErDRVHbKygHrkBMxKk5mVwVqIWWkqszJYCzErTWVWBmch5qTJzMrgLMSsNJlZGZyFmJUmMyuDsxCz0mRmZXAWMiRZiZTqk8OIWM26b0Z0GHfP+JTSepNeWKcnj1gKnJtS2r3EtB8CPlZFrRFxFfA34NUlJn8fsH9V76nKMyuDZ1aaqS5ZqUtOiuc3Kw1kVgbPrDSTWRk8s9JMZmWwzElzmZXBMivNZVYGy6w0l1kZLLPSXGZlsIYpK3U7U3yvqgvow5+BZ5SctsojE/4M7JJSuqnXhBFxxxTUo8EwK4NnVpqpLlmpS07ArDSVWRk8s9JMZmXwzEozmZXBMifNZVYGy6w0l1kZLLPSXGZlsMxKc5mVwRqarNSqUTyldGTVNfThRGCXiLhPSunfPaY9EzhqCmrq5C/ACyLivimly3pMeylw8hTUpAkyK5PCrDRQjbJSl5yAWWkkszIpzEoDmZVJYVYayKwMnDlpKLMycGaloczKwJmVhjIrA2dWGsqsDNzQZKVW3adLkiRJkiRJkiRJktSPGVUXIEmSJEmSJEmSJEnSZKlV9+l1EhG/7/MhKaVUtu9/qTHMitSbOZHKMStSOWZFKsesSOWYFakcsyKVY1akcsxK/2wUnzzzKHfh+jnA/JLTTpmIeBjwdOC7KaVrq65HjWZWpN5qnRMwK5oyZkUqx6xI5dQ6K+ZEU8isSOWYFakcsyKVY1b6ZKP4JEkpPXKs+yNiLjACvIv8RTxu0ovqzyeB5wObFX9Lk8KsSL01ICdgVjQFzIpUjlmRymlAVsyJpoRZkcoxK1I5ZkUqx6z0L1IaqgMDGq/4Ev4X8A5gNvlL+ImU0jlV1tUqIrYBLgNuAZanlO5XcUmahsyK1FsdcgJmRdUzK1I5ZkUqpw5ZMScaBmZFKsesSOWYFakcs9LdjKl4EkFEzIuITwGXAh8Efg08PKX0ymH6IhYWAHcB+wDzI+JZ1Zaj6cSsSL3VLCdgVlQRsyKVY1akcmqWlQWYE1XErEjlmBWpHLMilWNWevNM8UkWEVsC7wX2BTYGvgd8MqV0fqWFjSEiLgbOSCm9IiIuAM5MKb286rrUbGZF6q2OOQGzoqlnVqRyzIpUTh2zYk5UBbMilWNWpHLMilSOWSnPM8UnSURsHREHAkuA9wA/AR6SUnrtkH8Rnw7cD/hWMWox8IKI2KqyotRoZkXqra45AbOiqWVWpHLMilROXbNiTjTVzIpUjlmRyjErUjlmZRzP7ZnikyMibgU2Av4BHABc1OsxKaV/TnJZPUXEd4EnppTmF/+P9uu/f0rp81XWpmYyK1Jvdc0JmBVNLbMilWNWpHLqmhVzoqlmVqRyzIpUjlmRyjEr43huG8UnR0Ssbvm315scQEoprTeJJfUUEfOAK4DPppQWtoz/BbBjSulBVdWm5jIrUm91zAmYFU09syKVY1akcuqYFXOiKpgVqRyzIpVjVqRyzEr/Zk7mzKe5vaouYBxeB8wCjmgbfzjww4h4Skrpj1NflhrOrEi91TEnYFY09cyKVI5ZkcqpY1bMiapgVqRyzIpUjlmRyjErffJMcd0jIs4Grkwp/Wfb+JnkIzeOTym9vpLipCFiVqRyzIpUjlmRyjErUm/mRCrHrEjlmBWpHLMilVN1VmZM1oxVLxHxMGAT4JD2+1JKdxXjHxsRG011bdIwMStSOWZFKsesSOWYFak3cyKVY1akcsyKVI5ZkcoZhqx4prgkSZIkSZIkSZIkqbE8U1ySJEmSJEmSJEmS1Fgzqy5A1YqI3/f5kJRSesakFCMNMbMilWNWpHLMilSOWZF6MydSOWZFKsesSOWYFamcYcqKjeKaB5TpQ38OML/ktFITmRWpHLMilWNWpHLMitSbOZHKMStSOWZFKsesSOUMTVZsFJ/mUkqPHOv+iJgLjADvIn8Rj5v0oqQhZFakcsyKVI5ZkcoxK1Jv5kQqx6xI5ZgVqRyzIpUzTFmxUVwdFV/C/wLeAcwmfwk/kVI6p8q6pGFjVqRyzIpUjlmRyjErUm/mRCrHrEjlmBWpHLMilVNFVmwU11oiYh7wHuDtwCbAD8hfwvMqLUwaMmZFKsesSOWYFakcsyL1Zk6kcsyKVI5ZkcoxK1I5VWbFRnEBEBFbAu8F9gU2Br4HfDKldH6lhUlDxqxI5ZgVqRyzIpVjVqTezIlUjlmRyjErUjlmRSpnGLJio/g0FxFbA+8D3gpsCHyX/CW8sNLCpCFjVqRyzIpUjlmRyjErUm/mRCrHrEjlmBWpHLMilTNMWYmU0lQ/p4ZIRNwKbAT8AzgAuKjXY1JK/5zksqShY1akcsyKVI5ZkcoxK1Jv5kQqx6xI5ZgVqRyzIpUzTFmxUXyai4jVLf/2+jIEkFJK601iSdJQMitSOWZFKsesSOWYFak3cyKVY1akcsyKVI5ZkcoZpqzYfbr2qroAqSbMilSOWZHKMStSOWZF6s2cSOWYFakcsyKVY1akcoYmK54pLkmSJEmSJEmSJElqrBlVFyBJkiRJkiRJkiRJ0mSxUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqrP8PZxo6q8qwtAwAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 2520x144 with 10 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot original clusters\n",
+    "sort_order = {}\n",
+    "for cre_line in cre_lines:\n",
+    "    cre_ids = cluster_meta[cluster_meta.cre_line==cre_line].index.values\n",
+    "    cre_tmp = feature_matrix.loc[cre_ids]\n",
+    "    cluster_df = cluster_meta[cluster_meta.cre_line==cre_line]\n",
+    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
+    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix=f'_{n_clusters_cre[cre_line]}',\n",
+    "                                )\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "cell_roi_id\n",
+       "1080920847    False\n",
+       "1080920606    False\n",
+       "1080920523    False\n",
+       "1080921127    False\n",
+       "1080920792    False\n",
+       "              ...  \n",
+       "1115289868    False\n",
+       "1115289339    False\n",
+       "1115289914    False\n",
+       "1115289909    False\n",
+       "1115289455    False\n",
+       "Name: passive, Length: 11763, dtype: object"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cells_table.passive"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### umap with cluster labels"
+    "## umap with cluster labels"
    ]
   },
   {
@@ -2120,12 +1865,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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CiedromMf2ptjl3hfhxKC+SZKLCurm26V3gijVP8D/IXQuNhJWBTiQUKHQ/4SyOcTFldZFZX9tYRrubyr6Jj9CCtkrYq+t735js+mi2Xau3i+A9PzHndZlkodp4tYMTuKDaMJFbZNhIrSb4ExRc/tFJui7ScQzl17Ndq/Mm/fAOALhEredsLlGWYAr+/NsUu8rz0Ji120F8cW3XSr1o2el2l3QuPlmSjWjCh6/X6Ea0E+D+ybt/2EqLysi8rPC4SGyOi856yk8+/9AYRraL1CaFw5MDLa9wbCec65RS5mExb3KRUzctNwX86La5Pz9p9OuMbdJkK94GngkhKfT6fY08XnmFuy/j+q/T9t9JtF/xCRRERXLH8QuNjdp1c1Mw0mmhbxInCju3+02vkRkeqLzhl9CfiTu59Z7fyISHzM7HrCEvYjPe/SOJI+nYMlkl0fI1zDbFq1MyIiNeMCwowExQWRDDGzoYTpgf+rxlX16RwskYwxs/cTLmD4eeA+d59X5SyJSJWZ2dmEacNXEc4HnVHN/IhIPKJzwo8lnMe9F/D16uZIQA0skSy6jTCXew6FFxUVkcb1A8Ly0vOAf/WurxMmIvXl3cCVwN+Bj7v7Y1XOj0DjnoMVzUM/njAXXT80ItIfOIhwbsr2amemmhQfJY/KBSoTIlJSl/GxkUewjif08IuI5JtEWIq3kSk+SrFGLxcqEyLSlU7xsS4bWNHqaJ8hXNTtOMKc0ze5++wyDvMSwJw5cxgxYkRPzxWRjFu1ahWTJk2CKDbUK8VHiVMWyoXKhIgkobv4WJcNLGA84bogS4G/AidXcIx2gBEjRjBy5Mj4ciYi9a7ep/8oPkoS6rlcqEyISJI6xcd6XaZ9HjDM3ccSrlotIiKB4qNIIZUJEUlVXY5gufvmaudBRKQWKT6KFFKZEJG01WUDq1xmtg+wT9FmTaIWkYan+ChSSGVCRPqqIRpYwKWEawSIiEihS6kwPs6dO5eWlhYANm7cCMDQoUMBaG5u5uSTKznVRaTqLkV1BhHpg0ZpYF0LTC/aNgItuZqY7ipeoMpXd1RplZRdSwzxcefOnTFlpzOVCUnZtVRYJrL225f/fiC58pdWOiJpaYgGlrtvADbkbzOzquSlESVZ8co6fXaStL7Ex/wKz8yZMwE4++yz48paSSoTkrS46gzV6nSA5BokaZW/LJTztDqG1AFVmxqigSW7pRWU06p4ZbHXqxqVVpFalrUykbVRDtkta50Oxd/DpN5TWulAdRokWWiYKm6VRw2sBpaFHqJiWXxPSVHvmtSy4s6TnNy2XAWsWL19pxSzpBJZ63SolrQap0n+j7LWqM8KNbB6kLXKYdaCcpq9XlmWhd41yZaWlhZaWlpobm4u2D5gQNc/W6UaZOXI2gi/iHSm8lcZfW7lqdsGlpldEf15RHR/oZmdCmxw9+uSSFMncUuWZLl3rdFVIz4mobm5uazvSlejWpVQZ0C2ZKVMiEh9qNsGFnB10eMPR/fPA7EFSw29ikgdSiQ+djVtD7IxdU+dAZmWSp1Beq/SeFIPsUSkbhtY7p6pZQD1wy4icUkqPnY1bQ+SnbqXBY1yTlmtylqdIQsqiSeKJVIv6raBJbUnyxWILK5WKFKJcqftQWVT9zZu3MjOnTvLem1LS0u3Db1S0opb1TinTKQSaY4sVXMasEiS1MBqAKpAxE/TOLuX5ca2ZEuacUuVSakHGlmqffqNrX1qYDUAVSD6TqsVlqeRGtuSjNzocBrxJI24ldaIXD6NvEulsvpbnhX6ja19ZUduC5cznwKMBZqB4nnN7u7FJ5NKlSlYStoa8Tun+BivlpaWTt+LUsun5z+/VK97IylekTZ/tL2trQ3YPQK/cePGXc9NqrGlMiFdqUanQ5Y04m9sPSnrW2pmY4EZwOF0DpI5TufVeqSErA3xKljWtqyvAFdtjRAfKynjUFk576qh1N303Obm5pptYA0dOrRk+euuwdjd9q7k92wXv7artJLq2W6EMiGSk8VVEbNWT01TuTXbHwCHAV8A/ghovLEPNMQrkF5Q1gpwiVN8jFFX3+16nZ6bZoOxhnq2G6JMqBJambSmAdfyb2yt/75muZ6a9BTqchtYk4Br3f2/K05RCtTQD2GfZS1YZjEop7UCXIPKfHyspIyDvkOQvQZjL2W+TED2KqFZm41Sy7+x9RAbs/ieSol78bJyS8N2YEWsOZDEKVhWFiwVlKVMio8ihRqmTCiG1zb9f6RY0ouXlVuDvg84BfhxLKnXIJ2nUh/SCpYKylKGzMfHLKr26n6lflcy9FuiMhGjtKYiprmCp1Qmax3nWVTuJ/1vwMNm9jngB+6+I4E8VVUWz1PJWrBUYJGetLa2MmvWLKZMmUJTU1NayWY+Pkr8Mh6XVCZilLWpiCJZVm5kfxTYE/g28E0z+wfQXvQcd/fD4shcteg8FZH6Nm/ePFavXs1TTz3FqaeemlayDREfSy2dDvW7fHo1OqAyMjrVGw1RJtKkWRUC2es4z1d8qQko/F3pywh/mis9ltvAeoGwpKrEQCMxlUkrsOj/U7lqfnatra0sXrwYgEWLFjFhwoS0RrEyHx+7ayTV6/LpkqjMlwnpm3I7bGq5s0biF/fCE2meW19WbcbdJ1eUiohISubNm4d7qNO5e2qjWI0QH7vrwUtyNbzuzlmq9/OV4p7OWksdQ41QJqC2PvN6UkmHjTprsi8/nifxu5LWKHBjl+4qS3OIt1QvURJTetJKJw1ZGylL8yKx1Zy+sHTpUjo6OgDo6OhgyZIlaU4TlIT179+f7du3097eTv/+/audnT6r0nRWkaqrVodNUrLY0M7ie0pLRZ+AmR0GvBMYHW1aDvzW3ZfFlTGJT1oXuEzzQpoiEEY2ctMBd+woff58W1sb06ZNA2DQoEEAjBs3LrFRD8XH+OX/r+bMmcOCBQsYNmxY3TdIkpjOOnTo0C6ntHTX2VVqW1yyXiayeD6Mpu5JFqXZYCz7FWZ2NfBFoLjr8Ntm9nV3/0rZuaghafbypyWtC1w26IU0+yytH2ddJDZ5WY+P1VbF8+sSkcR01lqbdqUyUX9q7TvUV2lVqrPY0M7ie0pLWd8eM/swcDkwl7Aq0LPRrqOAzwOXm9lyd58eZyZFREo5+eSTSzbsc6McRx55ZGqjHIqPyavW+XVJSWI6ay1Nu1KZqE+19B0SiVOaDcZyh1w+ATwBTHb3/G6MZWZ2LzAH+BQwvaLc1AD18ovUv4kTJ7J+/XomTJiQZrKZj4/VlrXz68aMGcOiRYvo6OigX79+jB07ttpZipvKRIx0PkxlsjoKk6Vz3rOo3FJ3BPClokAJgLvvNLNfAt+IJWci3cja/PC03k/WrmHUlaamJs4555y0k1V8TNiYMWNYsGDBrsf13iCZOHHirimPZpZ2h0AaVCZEEqBz3mtfuQ2sHcBe3ewfEj1HJDFpzg9Po+GT1vtJ+xpGDdi7pviYsCOOOKKggXXEEUfEctxqfVebmpoYN24cCxYsYPz48XV9PlkXVCZilNWRGCmfznmvXFod2uU2sP4EfNTMfuLuL+fvMLMDgI8QpgOIJCat+eFpNXzSej9pzqtv0N41xceE5Teuco+TWhQire9qlaazpkVlQkRqRpod9OU2sK4GHgAWmNmNwHPR9qOAiwm9UReUnQuRGqQTfSvXoL1rio8JW7p0acHjJBeFSOu7WqXprGlRmRCRmpFmva6sBpa7P2xm5wPXAZ8r2v0CcJG7z4klZw2iAadRiWSS4mPyGmBRiExppDKh33KR+jJ37tyCawbm/s6V4+bm5j5dL7PspWXcfaaZ3QNMBEZFm5cDT7l7R8U5aUDVnpoiIvFSfExWAywKkTmNUCb0W177srYwVpoapfMg7tU2KzpaFBT/FN0yJ62V1qo9NUVE4pf1+Jgvvwcw7t6/UhpgUYhMynqZ0G95bcvahZPTlOXOg7h/n4o19sURSkh7pTURkSxI61o7GV8UQkRiluZ5N1kbKVPnQeW6/UU0sxVAB3C4u7eZ2fJeHNPd/bBYclcFWthARHqjEeNjsaR7AEvJ+KIQdU1lInmNMl2rHmmkTPL11OX4PODRDcJJqd7100VEGobiY57W1lZmzZrFlClTNHWvcalMJCjL07WyQB30kq/bBpa7T+7usdS39vZ21q9fT2trqypEImVSfCw0b948Vq9ezVNPPdXnpdOlPqlMJEvTtUTqR1mT5s3sdcBad9/axf7BwP7u/kIcmZNkbdmyhba2NlWIJHOqMZrSyPGxtbV11+p+ixYtYsKECeq0kYYuE9I36gBuLMVLpucUL55ULInFlOJS7lnJK4ALgV90sf+caF//vmRKkpP7Ere3t9Pa2grAc889x7p16+jfv39Nf1lFeqtKoykNGx/nzZuHe5gJ5u5122nT3aqIUNs/5jWqYcuE9M3mzZtpa2vjySefZPLkydXOjiSspaWl5PmC3S2eVKpBVkvKbWBZD/v7ofnWdWHLli2dHpc6QbZSqqhItVRxNKVh4+PSpUvp6AiXNOro6GDJkiV12cDKl9aqiElK+kKavdCwZULKk/9dbW9vZ+vWMOi5ePFiNmzYwAEHHKA6Q8Y1NzeXNc21q1GtWlHJL0h3wfAIYENlWZE05ALUTTfdVLC9ra0tsfnbWaioSP2o8mhKQ8bHMWPGsGjRIjo6OujXrx9jx46tdpYqkvUKXJVicUOWCanc5s2bOz0+4IADqpQbkcr0GG3N7CLgorxNV5jZ/ynx1P2Ao4G7YsqbJCjpClHWKypSu9IcTVF8DCZOnMjChQuB0KjVNapqQzXisMqEVCL/u3rDDTcU7Nu2bZvqFFJ3etOdtQ8wKvrbgf2B4vk2DmwBfgpcHlfmJDkTJ07cNY3KzOq2QlQ8BWbdunXs3LmTGTNm6JyyBpXyaMo+KD4CFIwaSkPbB5WJzNqyZQubN2/mueee48gjj0wkDTMriCNmPc00Fak9/Xp6grt/z91HufsownzqS3OP826j3f0N7v4Rd1+bfLalr5qamhg3bhwA48ePz8wqPR0dHbh7p3PMpHFMnDhx1w9y0p0Hio/BvHnzCj7zp556qso5kmpRmci23PS9Rx55JLE0Dj300ILHI0eOTCwtkaSUNSHb3XtskEn9mDhxIuvXr6/b0SsonFbQ2trKbbfdBsD27dt585vfnJmGo/RervNgwYIFqXYeNHJ8XLp0acEIVhYWuZC+a+QykRX5s0SKOy5vu+02Dj300NhnifTvX7iopM7jlnqkb20Da2pq4pxzzql2NmKT5uIGSV6jo7sVGOOc8phWOtWQhc6DepKVRS5EpGulFp9IwvPPP1/weMWKFVqqXepO2Q0sMzsM+CxwIrAvnacZursfFkPeRMqS5OIGpc716ujo4M4772To0KGJNUjS6rnLWg9htToPGjU+ZuWcTolfo5aJrMj/XZs2bVq3++MyZswYFi5ciLtjZuqwaQAbN25k586dZS293tLSUtN1l7JyZmavBx4B9gAWAaOBZ4FmYDiwDFgVcx5FeiWtXvT29vZdDbnW1lb22muvWI+f1shRWulkeaQsXyPHx2pNy5Ta1shlQiqX67Bpb2+nX79+6rDpQf5vrBb6qh3lNv2+BuwATgBagDXAZ9z9j9EyrF8H3hlvFqurUSqHWZBkL3r+/3nOnDm7RrD69evHsGHD9D3opVrubYpBw8XHfJqWKSU0dJnImgMOOIA1a9bsejx8+PBE0mlqamLUqFEsXbqUww47TB02Zcgt9LVp0yb23Xffamen14YOHQrQ0BcaPhWY5u6LzKw52mYA7n6DmU0Cvglk58SePBmvHNa9tHrR07zOUhY0UOOzoeOjSAkqExlyxhlncMstt+x6PGXKlMTS0tLsvZf7jW1tbeXWW28FtNBXLSi3xTCEMKQPoVcKYM+8/Y8C3+hrpmpJA1UOE9Pa2sqsWbOYMmVK4oU9jV50ndAvXWi4+Jhv3rx5rF69OtHFZaTuNHSZyJqmpqZdo1jDhw9P7Pe8tbWV5cuXA7Bs2TJOOOEENRR64YknnihY6OvJJ5/U4iBVVO4Sqi8T5k3j7puBV4Fxefv3BfqXeF2szGwPM/uWmf3DzLaa2eNm9uak05XK5Fe8kpZb3CDJYJzmdZayprW1lbvvvpvW1tZqZyUJDRsfW1tbd03PXbRoUVb/v1K+hi0TWXXGGWcwfPjwREevSq0ILD1btmxZweOlS5dWKScC5Tew5gPH5T1+CPiMmZ1mZpOBTwJ/iSVn3ZtOWJXoFuAzQAfwv2Z2UgppSxmyWPHK6kWa05BmY7sK5tOg8VEVIunCfBq0TEBYEGndunWZ+N3LSaMTs9Q0fOlZLgZ39VjSVW4D6xfAMDMbHD3+D2Ao8CDwALAP8OXYcleCmZ0AvB+4zN0vc/dpwD8DLwDfSjLtjPe+JyKrFa+JEycyfPhwjV6VIYuN7SINGx9VIZIuNGyZgLAwVltbG/fdd1+SyWTOmDFj6NcvVE81Db/3Djus8GoH+tyqq6wGlrvf7u6nufvW6PHTwFGEnqFPA29w90fiz2aBdwNtwE/y8rUNuBE41cwOSirhjPe+JyKrFa80evGyJquN7ZxGjo+qEEkpjVgm5s6dy8yZM5kxYwbt7e0ArF27lhkzZjBz5kzmzp0bZ3KZpGn4lXnjG99Y8PiEE06oUk4EKrjQcDF3fxH4fgx56a1jgYXuvqVo+5OE1YmOAV7K32Fm+xB6yvKNAPj1r3/NsGHDdm086qijOP7442lra9u1GguExsHLL7/M4MGDWbRoEYcffji/+93vOmXuuOOO4+ijj2bjxo3cddddnfafdNJJjB8/nnXr1hW8ftOmTbS1tTF8+HDa2trYsWMH11xzDQADBw5k7733BuDNb34zhxxyCC+++CIPPPBAp+O/9a1vZfjw4SxfvpyHH3640/6zzjqLYcOGsWjRIh577LFO+8877zyGDh3KM888w5///OdO+9/73vfS1NTE/PnzmT9/fqf9F1xwAQMHDuRPf/oTzz77LJs2bSoYqZg0aRIQfoRyoxk5AwcO5IILLgDgoYceYsWKFQX7m5qaeO973wvArFmzWLWq8PIpe++9N+effz4Av//971m9enXB/ubm5l1LgM6cObPgwsEQlpx961vfCsCdd97Jpk2bCvaPGDFi17zzO+64o9MIzKhRozj99NMBuPXWW2lrayvYP27cuF2LpkyfPp1iXX33co455hiOOeYYWltbueOOOzrtr/S7l3PaaacxevRoVq9eze9///tO+/v63duxI5zjvm3bNl599VXWrVtXMEc87u9esalTpwJdf/dOOeWUTq/pq0aKj2vXrmXw4MEMGTKEww8/vOR3vNa/o2nHx2I9fUerER/XrVvXKZ99kfUykfstz8W7wYMH09TUxJo1a9i8eTMDBw4s+N/GUSYgzBAoVebqtUxs2bKF1tZWJk2aRFNTU6xlIvc/yq9bXX/99WzdurVgW5x1huXLl7Nz586C/1ESdYbW1la2bt3K4MGDWbx4cWJ1hpaWll3L9McRj3P/2/z32dN3b8iQIQwaNKjq8bgr9bju+EHA30tszwXIg0vsuxS4si+Jbt68edff7s5f//rXvhyuWwMGDNjV81XvhgwZUtAQUU9U43rd615XUOkbPHhwN8+WClUlPvbr14+mpibcXeclSq1JtUzkKucvvVTQZqOjo4Pm5uZSL5EShgwZws6dOxOvM2Tt8jt777037e3tu76Hcco1TAHa2trYtGkTM2fOpLW1lZaWloLGaSXa2toKGrEPPvgg27dv59VXX2XLluL+Edi5cycHHnhgxeklzbo7Cc7MflrBMd3dL6k8S90zs2XAs+5+TtH20YTlYD/l7tcV7duH0r1Rc1asWMHIkSN7TPemm24q6F0YOHAgF198cQXvoPHMmTOHBQsWcOSRR2r55gbW2trKbbfdRnt7O/379+cDH/hATVXEV65cyahRowBGufvKnp6v+FgozcsxSHrKKRcqE7tNmzat07aPfOQjZeS8e3Pnzt1VGc3d5zfgmpubdZmZGpK7KG45F9KtNfnfuY0bNwK7LxAMffvO5R87X6nvdr5qf8+7i489Nd2nVpCeA4kFS2ArsEeJ7a/J21+YIfcNwIb8beVexE7XPqpcGtemktqX1oWgUzS1gtdkMj7C7vMSpaFNreA1mS0TacnaKIzUpiQbMl0du54bpt2WSncvd5XBNLxEGPIvltv2jyQSnThx4q45mDrpsjyqeElOlhrbio8ihVQm0qPRKZHaVovBsCfzgcPNbK+i7SdG94lcU0PXPhLpO62+mLj5VCE+itSw+WS8TOgSMiK1p+IGlpmNMbNTzGxoz8+O1a+BgcC/5uVlD+Bi4FF3T6w3Stc+EpHeaMT4KNIdlYnk6BIyIrWn7Im7ZnYW8D1gZLTpLcAfzewAYC7wRXf/dWw5LOLuT5jZr4BvR9evWAZcBBxKZfO/e01T3USkO40cH0VKUZlIVmtrK4sWLQJg4cKFTJgwQTMEakSphUhy5xRVe3EGSV5ZI1hmNhm4C3gF+CrhGhIAuPsaQuB6f3zZ69KHCAH7Q4TraQwE3u7uj6aQtohIJ4qPIoVUJpI3b948Ojo6gLAUvEaxatOAAQO0GEmDKfe//RXCfOUTgX2Bq4r2P0YIYImKrsL++egmIlILFB9FCqlMJGzJkiUFjxcvXqzLodQIjVA1tnLPwToeuNXdO7rYvwoY3rcsiYjUJcVHkUIqEwkrXj6+X796XLtMJHvKLYn9gO3d7B8G7Kg8OyIidUvxUaSQykTC2traCh7v2KGPU6QWlNvAWgBM6mb/WWRgyVMRkQooPooUatgysddehavCDxkypEo5EZFqKLeBdSPwbjO7JO+1bmZNZvZ94CRgWpwZFBGpE4qPIoUatkycccYZ3T6Oy6hRowoejx49OpF0RKQ8ZS1y4e4/NLNTgBuAawAHbgOagf7ATe5+a+y5FBGpcYqPIoUauUwMGzaM/v37097ezoABA2hubk4knWOPPZYVK1YUPBaR6iv7bEh3/yDwLuABYCFh+dV7gfe4+yXxZk9EpH4oPooUatQy0draSnt7OwA7d+6ktbU1kXQWLFjQ7WMRqY5ej2CZ2WDgPcAid7+LcG0LEZGGp/goUqjRy8Tjjz9e8PjJJ59k8uTJsaezdOnSgsdLlizRMu0iNaCcEazthGF+jT+LiBRSfBQp1NBlYtmyZQWPi69XFZcxY8bsWpq9X79+jB07NpF0RKQ8vW5gRdexeBHYO7nsiIjUH8VHkUKNXiaKr09V/DguEydO3HVsM2PChAmJpCMi5Sn3HKyfARea2R5JZEZEpI4pPooUatgycdhhhxU8HjNmTCLpNDU1MW7cOADGjx9PU1NTIumISHnKWkUQmAucD8w3s+uBJUCnMzfd/eEY8iYiUk8UH0UKNWyZOPHEE1m6dCnujplxwgknJJbWxIkTWb9+vUavRGpIuQ2sP+T9/T3Ckqv5LNrWvy+ZEhGpQ4qPIoUatkw0NTUxZswYlixZwtixYxMdWWpqauKcc85J7PgiUr5yG1gXJ5ILEZH6p/goUqihy8SJJ57I5s2bEx29EsmauXPn0tLSArDrfubMmbv2Nzc3c/LJJ1clb+UoZ5n2PYAVwEvunsxyOCIidUjxUaSQyoRGlkT6asCAcseBakc5OW8nXCjwc4R51CIiEig+ihRSmRCRstXD6FRvlLNM+05gNWHOtIiIRBQfRQqpTIhIIyt3mfZfAe81s3JfJyKSdYqPIoVUJkSkIZU7ufEnwJuAP5jZtXS95OoLfc+aiEhdUXwUKaQyISINqdwG1jOEJVUNmNzN8zK35KqISA8UH0UKqUyISEMqt4H1NTpfx0JERBQfRYqpTIhIQyqrgeXuVyWUDxGRuqb4KFJIZUJEGpVOPBUREREREYlJ2VfwilYDugg4DxgdbV4O3Anc7O4d8WVPRKR+KD6KFFKZEJFGVFYDy8wGA/cCpxHmVb8U7Xo78A7gQ2b2dnffFmsuRURqnOKjSCGVCRFpVOVOEbwCOB24Btjf3Q9x90OAYcB/E1YJujzWHIqI1AfFR5FCKhMi0pDKbWC9D7jD3S9z9/W5je6+wd2/ANwBfCDODIqI1AnFR5FCKhMi0pDKbWCNAGZ3s/+h6DkiIo1G8VGkkMqEiDSkchtYG4Ax3ewfEz1HRKTRbEDxUSTfBlQmRKQBldvA+gPwCTM7s3iHmZ0BfAy4L46MiYjUGcVHkUIqEyLSkMpdpv0K4EzgXjN7Gng22n4UcCywDvhKfNkTEakbio8ihVQmRKQhldXAcvfnzew44BvA2cCEaNdm4Dbgy+7+QrxZFBGpfYqPIoVUJkSkUZV9oeEoGF5gZgbsH21e6+4ea85EROqM4qNIIZUJEWlEZTewcqLguCbGvIiIZILio0ghlQkRaSRlLXJhZp8ws1nd7L/fzD7a92yJiNQXxUeRQioTItKoyl1FcCqwpJv9i4EPV5wbEZH6NRXFR5F8U1GZEJEGVG4Dayzwt272Pxs9R0Sk0Sg+ihRSmRCRhlRuA2sg8Jpu9r+mh/0iIlml+ChSSGVCRBpSuQ2sxcBbutl/BrCs8uyIiNQtxUeRQioTItKQym1g3QacYWZXm9mg3EYzG2hmXyUEy1/EmUERkTqh+ChSSGVCRBpSucu0fxd4G3A58DEzWxhtPxzYD5gDXBNf9kRE6obio0ghlQkRaUhljWC5exuhx+mLwCrg2Oj2InAZMMXdd8SdSRGRWqf4KFJIZUJEGlXZFxqOAua3o5uIiEQUH0UKqUyISCMq9xysqjOz8Wb2XTOba2ZbzczNbGS18yUiUm2KjyKFVCZEpBrqroEFnAR8GtgbWFDlvIiI1BLFR5FCKhMikrp6bGDdDezj7kcDN1c7MyIiNUTxUaSQyoSIpK7sc7Cqzd1fqXYeRERqkeKjSCGVCRGphnocwRIREREREalJdTeCVQkz2wfYp2jziPRzIiJSWxQfRQqpTIhIX1W1gWVm/YBBPT4RcPdtfUjqUuDKPrxeRCRVio8ihVQmRKReVHsE6zTgwd480cz2d/d1FaZzLTC9aNsIwlXkRURqkeKjSCGVCRGpC9VuYC0ELu7lczdXmoi7bwA25G8zs0oPJyKSBsVHkUIqEyJSF6rawHL31XTuJRIRaXiKjyKFVCZEpF5UewSrmvoDrFq1qtr5EJEakBcL+lczHzVC8VEAlYs8KhMiUqC7+Fh3DSwzGwp8Knp4UnT/STPbADzv7j/v5aEOApg0aVK8GRSRencQsKzamaiE4qMkqC7LhcqEiKSgU3w0d69SXipjZiOBFV3sfsjdJ/fyOHsAxwMvAe29TD53kuskIMluLKVT+2kpneyl058QJP/k7tuTyliSFB+VTgJp1XW5UJmo27SUjtJJM51K0+oyPtbdCJa7rwT6fLZp9EE8Us5r8k5yXRXlIxFKp/bTUjqZTafueujzKT4qnYTSqttyoTJRn2kpHaWTZjp9TKtkfOzX1wyJiIiIiIhIoAaWiIiIiIhITNTAEhERERERiYkaWOXZAHyVogsQKp2aSSfNtJSO0pFCG8jW/zZr6aSdlug7pHSUTr2kE3tadbeKoIiIiIiISK3SCJaIiIiIiEhM1MASERERERGJiRpYIiIiIiIiMVEDS0REREREJCZqYPWCmR1kZt80swfNbLOZuZlNjjmN483sf8zsOTN71cxeMLNfmtmYmNM5zszuMrPnzWyrma02s9+b2clxptNF2pdFn938mI87OTpuqdvhcaYVpXe8md1jZuvNbIuZ/cXMpsZ4/OndvB83s9fGmNZYM7vdzFZF37vnzOyLZrZHXGlE6bzRzB6IPq+NZjbDzA7r4zF7XS7N7Bwze8rMtkVl60ozG9CX9CVQfIwt7UzER8lWmYjSqkq5yEqZUJ2honTqvs6gCkbvjAe+ACwF/gokEVS+AJwC/CpKYzjwSeBpMzvB3RfElM5hhP/7DcBLwD7ABcDDZvY2d/9DTOkUMLPhwBXAq0kcP3ItMK9o2z/iTMDM3gb8FpgN/AfQBowDDokxmR8Ds4qTBn4ErHT3v8eRSBR0nwQ2AtcBrwCTgG8ARwEXxpTO8cBDwErgSkLHzseBOWZ2rLu/XOGhe1Uuo//ZDOCPwKeA1wNfAYZFj6VvFB/7KCvxUXbJUpmAKpSLrJQJ1RkqSicbdQZ3162HGzAEaI7+PhdwYHLMaZwMDCraNhbYBkxP+P01AauB3yWYxvToyzobmB/zsSdH/5NzE/6chgIvA99LMp0u0j41eo9fjvGYX4iOeVTR9l8TfgQGxpTO/wLrgH3zth0EbAau7cNxe1UugWcJP6L987b9J9AOjE37f5m1m+JjLGnUfXzUreAzz3SZiNJKtFxkoUyozlBxOpmoM2iKYC+4+2Z3b0k4jbnuvqNo2xLCP/qIhNNuBdYSeqViZ2YnAB8E/i2J4xelNSTBqV//QviMvpKXliWUVqm0HfhFjMfcO7ov7g1aTQiW7TGlcwpwv7uvz21w95cIPVTvrfSgvSmXZnYkcCTwY3fPfz/XE3rF3lVp+hIoPvZNhuKjRLJeJqK0EisXGSoTqjNUJhN1BjWwalhUEA8ktOTjPvYQMxtmZuPN7OvA0cADCaRjwA+An7n7/LiPX+TnwCZgq5ndb2avj/n4U4CFwNvN7MUorVeiOb39Y05rFzMbSAgqc919ZYyHfii6v9HM/snMDjGzC4CpwLfcvSOmdPYAtpbY3gocZGYHxZROKcdG93/O3+ju/wBW5e2XOqP4WLak46NUWZJlIjp+4uUiY2VCdYbKZKLOoJ6s2nYB8Frg8gSOfRO7W+I7CHN1v55AOh8i9Aacm8Cxc3YQhqhzw8pvAP4deMTMjnf3xTGlM4Ywb3o68G3gaeAswrD5a4BLY0qn2JlAM3BrnAd19/vN7D+ALwPn5O36irtfHWNSi4CTzKxfLgCb2SDgxGj/wYR5/UnIBeJSx38pSlvqk+Jj76QVH6X6kiwTkE65yFKZUJ2hMpmoM6iBVaMsrGTzP8AjhF6WuH2VcGLkCMKJiXsAA4HtcSVgZkOAbwLfjIZ3E+Huc4G5eZvuNrOZhB6IKwk/OnHYC9gX+KK7fyvadqeZ7QV83Mz+092T6Dn8F8Lw+x0JHHsFYY77XUAL8A7gq2a21t1/FFMa1wM/BG4ws2sII+dXsDuQDY4pnVJyxy71vd5GOI9A6oziY++lGB+lilIoE5BwuchgmVCdoTKZqDOogVWDotVz7gHWA++Jcdh1F3f/G/C3KL1bCIFlOvDuGJO5gtBT9J0Yj9kr7v4XM5sFvDnGw+aGrG8r2n4r8B7gBODeGNMjCsTvBO6Le06/mb2f8GM5Lhr+hhD8+wH/bWa358+BrpS7/8jMDgE+D3w42vxnQo/e5cCWvqbRjdz/rNQSsq+h9DQEqWGKj32XUHyUKkmjTEAq5SJrZUJ1hgpkpc6gc7BqjJkNJQxbDwXOdPfVSafp7m2EZUTPN7NYegaiObKXEnrUDjSzkWY2kvAFHRQ93jeOtLrxIrBfjMfL9agVn+CZe5zE+zmX0GMS61B/5OPAvLxAmXM3sCfwT3El5O6XE84NmAS8wd2PJ8QfB5bFlU4Juf9ZqTnbB6FlquuK4mOs4o6PUgXVKBMQf7nIaJlQnaFCWagzqIFVQ8zsNcBMwjUSznL3RSkmP5hw3YQhMR3vQGAQ8C3CkHLudiJhhaMVhHnISRpNWOUoLrnrZRRftG9EdB9nWjkXEHpr7k7g2AcCpU60HRjdxzrC7e7r3f2RqBcUwgnAT7r75jjTKTI/uj8uf6OZHUz4v81H6oLiY+zijo+SsiqXCYi3XGSxTKjO0Af1XmdQA6tGRCvK3A6cRBjifzyhdPYvsW1vwnD1i+6+JqakVgDnlbg9S7h43HnAzXEk1MV7OhV4E3BfHGlEfhXdX5KXjgH/SrgYYqz/s+h9TQHuipbEjdti4DjrfHX0DxCWW/1rAmkCYGbvA44nXOgxMe7+LGEVp48Urdr0MaAD+E2S6Us8FB8rl2J8lBSlVSaitNIoF1ksE6ozxKQe6ww6B6uXzOyK6M/c9SUujArkBne/LoYkriGsyjIT2M/MPpi3b4u7z4ghDYDbzWwb4QTP1YQVbi4mtMzfH1MauPtGwpWwC5jZpcDOGN8PhPfUSnhP6whLx34k+vuquBJx93lmdjPwJTM7AHiKcILnmcBl7r4prrQi7yOU0SSG+gH+H/A24FEzy12V/axo24/iqkya2T8TVh26n3BS7EmEZV1vdfdf9vHYvSmXnyf05t1nZrcTvh+fJFznQiuoxUDxsTxZjI9SKENlAlIoF1ksE6ozVCYzdQZP+erS9XojzPssdVsZ0/FnJ51GlM6Ho7TWEFaZWUsI0Ken9DnOJv6rsn8aeIJQENuAvwM/BV6XQP4HAVcDLxBOxl0IfDShz+oxwlzt/kkcP0ojd5LtS9H7WQR8Mc40gbGEQLmWsArP36L/Wb8Yjt2rMkOYl/50lP6LhNWwBiT1uTbaTfExtvTrOj7qVvC5Z6JMRGlVrVzUe5lQnaGiNDJRZ7DoQCIiIiIiItJHOgdLREREREQkJmpgiYiIiIiIxEQNLBERERERkZiogSUiIiIiIhITNbBERERERERiogaWiIiIiIhITNTAEhERERERiYkaWFJTzGyqmbmZTa52XkSkNiguiEgpig1Sq9TAkoZkZuea2VXVzkeOmX3PzBbnPb7ezJ6qZp5EGo3igoiUotgg5VIDSxrVucCV1c5EnlOAR/IeTwLmVikvIo3qXBQXRKSzc1FskDKogSUSMzMbaGavKeP5TcA/AY9Gj/cBjkLBUiQzFBdEpBTFhmxSA0tSY2aDzOwyM5tvZq1mttHM/mxmn+zhdVdFc6xHlti30sxmF217h5k9ZGbrzGyrmb1gZnea2bho/2zgouhvz7tNzTvGQWb2w+i1O8zsH2Y2zcwO6CJvR5nZd8xsFbANeGMP76nJzIaZ2TDgn4EBwMLo8RmAAYui5+zb3bFE6pniQsHrFBdEIooNBa9TbKgzA6qdAWkMZjYIuA+YDNwP3EIIKq8Hzgeuiymd04G7gWeAbwAbgIOBKcAYYDHwX4TOhUnAhXkvnxsd43XAY8Ag4EZgWfTajwFvMrPj3H1jUdK3AluBawAHXuohq5fRebrBI0WP/xzdPw+M7OF4InVHcaETxQURFBtKUGyoM2pgSVouJQTKb7j7l/N3mFmcI6nvJATCt7j7mrztV+f+cPc/mNkFwCR3v6XEMX4ADASOdfdVefn8FfA48FngqqLXbACmuPvOXubzZnYHx+uAF4BvR49/DDwLfD96vLWXxxSpN5eiuJBPcUEkuBTFhnyKDXVGUwQlLRcA64GvFe9w944Y08n1Er3LzMruQDCzocBZhB6tbbkh+WgYfiWwlDAcX+zaMgIl7r7c3WcBTwCjgTuix/OAQ4Ffuvus6PZoue9DpE4oLuRRXBDZRbEhj2JD/VEDS9IyFljo7tsSTuc64GngeuAVM7vXzD5tZvv38vXjCeXiEmBtidt44MASr1tcYltJRXOpzyL0fM2LHp8N9AfmR88Z2tvjitQhxYWI4oJIAcWGiGJDfdIUQakH3s2+gu+wu7eY2fGEudJvAU4Dvgt81cze7u6P9ZCWRfe3AD/r4jmlht9bezhuvlJzqYuvX/FsdP8QYZqEiBRSXBCRUhQbpOrUwJK0LAYON7M93H17ma99JbrfjzDkDoCFZU0PIgzB7+Lu7cDs6IaZvYEwjH4F8I7c07pIa2m0b1A0/J6E/LnUN7C79wzg54QA+ZPo8fqE8iBSCxQXdlNcENlNsWE3xYY6pCmCkpZbgX0JAauAmVnnpxfIDaVPKdr+WYq+w9GQebGFhB6k/fK2bYmen78Nd28B7gXON7NOy6Za0NupAyUVzaU+BPhN9PgvwHDgV3lzqef1JS2RGqe4sDsNxQWR3RQbdqeh2FCHNIIlafkeYa7wFdFw/P2EJVePIsxRLg6E+WYBi4CvmVkzsAI4lXDdiHVFz73BzEZEx38eGAy8DxhC6AXKeRz4JHC9md0DtAFPuPsKwtKqjwAPm9nNhN6ifoQTS98ZHeeq8j+CTk4lzJ1+OHp8WnT/cOmni2SO4kJnigsiig2lKDbUETWwJBXuvsPMzgA+B/wL8HVCsFwC3NTDa9vN7BzCEqSfAnYQguHpRFcyz/NzYCrhooD7A5uA54B3u/tv8p53G3As8H7gPYRgeDGwwt1fNLOJwBcIwfGDUV5fBGYCd5T/CZR0OrDS3V+MHp9GOKl3bUzHF6lpigslKS5Iw1NsKEmxoY6Ye3fnAoqIiIiIiEhv6RwsERERERGRmKiBJSIiIiIiEhM1sERERERERGKiBpaIiIiIiEhM1MASERERERGJiRpYIiIiIiIiMVEDS0REREREJCZqYImIiIiIiMREDSwREREREZGY/H/x3ScFvBxm6AAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 864x216 with 3 Axes>"
       ]
@@ -2140,6 +1885,162 @@
     "plotting.plot_within_cluster_correlations_all_cre(cluster_meta, n_clusters_cre, sort_order=None, save_dir=base_dir, folder=folder)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>all-images</th>\n",
+       "      <th>behavioral</th>\n",
+       "      <th>omissions</th>\n",
+       "      <th>task</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th>experience_level</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">1086489847</th>\n",
+       "      <th>Familiar</th>\n",
+       "      <td>0.004670</td>\n",
+       "      <td>0.370910</td>\n",
+       "      <td>0.042185</td>\n",
+       "      <td>0.002495</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Novel 1</th>\n",
+       "      <td>0.036437</td>\n",
+       "      <td>0.031435</td>\n",
+       "      <td>0.012834</td>\n",
+       "      <td>0.002662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Novel &gt;1</th>\n",
+       "      <td>0.001467</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.028176</td>\n",
+       "      <td>0.006705</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">1086489860</th>\n",
+       "      <th>Familiar</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Novel 1</th>\n",
+       "      <td>0.813781</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.195218</td>\n",
+       "      <td>0.231648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">1120133515</th>\n",
+       "      <th>Novel 1</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Novel &gt;1</th>\n",
+       "      <td>0.353846</td>\n",
+       "      <td>0.124006</td>\n",
+       "      <td>0.082624</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">1120133649</th>\n",
+       "      <th>Familiar</th>\n",
+       "      <td>0.375428</td>\n",
+       "      <td>0.066043</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Novel 1</th>\n",
+       "      <td>0.444467</td>\n",
+       "      <td>0.451535</td>\n",
+       "      <td>0.423097</td>\n",
+       "      <td>0.025360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Novel &gt;1</th>\n",
+       "      <td>0.209440</td>\n",
+       "      <td>0.570001</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.031117</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>11763 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   all-images  behavioral  omissions      task\n",
+       "cell_specimen_id experience_level                                             \n",
+       "1086489847       Familiar            0.004670    0.370910   0.042185  0.002495\n",
+       "                 Novel 1             0.036437    0.031435   0.012834  0.002662\n",
+       "                 Novel >1            0.001467    1.000000   0.028176  0.006705\n",
+       "1086489860       Familiar            0.000000    0.000000   0.000000  0.000000\n",
+       "                 Novel 1             0.813781    0.000000   0.195218  0.231648\n",
+       "...                                       ...         ...        ...       ...\n",
+       "1120133515       Novel 1             1.000000    0.000000   0.000000  0.000000\n",
+       "                 Novel >1            0.353846    0.124006   0.082624  0.000000\n",
+       "1120133649       Familiar            0.375428    0.066043   0.000000  0.000000\n",
+       "                 Novel 1             0.444467    0.451535   0.423097  0.025360\n",
+       "                 Novel >1            0.209440    0.570001   0.000000  0.031117\n",
+       "\n",
+       "[11763 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "feature_matrix.stack()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2149,17 +2050,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py:9203: FutureWarning: merging between different levels is deprecated and will be removed in a future version. (2 levels on the left,1 on the right)\n",
-      "  validate=validate,\n"
-     ]
-    },
     {
      "ename": "KeyError",
      "evalue": "'experience_level'",
@@ -2167,7 +2060,7 @@
      "traceback": [
       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_20192\\931689980.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_average_dropout_heatmap_for_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature_matrix\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msave_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_9096\\3444467344.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_average_dropout_heatmap_for_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature_matrix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msave_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_average_dropout_heatmap_for_cre_lines\u001b[1;34m(dropouts, cluster_meta, save_dir, folder, suffix, suptitle)\u001b[0m\n\u001b[0;32m    754\u001b[0m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcre_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 756\u001b[1;33m         \u001b[0mmean_dropouts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdropouts_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdropouts_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'experience_level'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_features_for_clustering\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    757\u001b[0m         \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mheatmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_dropouts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Blues'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcbar_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'shrink'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0.7\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'label'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'coding score'\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    758\u001b[0m         \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_cell_type_for_cre_line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcre_line\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
       "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mgroupby\u001b[1;34m(self, by, axis, level, as_index, sort, group_keys, squeeze, observed, dropna)\u001b[0m\n\u001b[0;32m   7639\u001b[0m             \u001b[0msqueeze\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msqueeze\u001b[0m\u001b[1;33m,\u001b[0m  \u001b[1;31m# type: ignore[arg-type]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7640\u001b[0m             \u001b[0mobserved\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobserved\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 7641\u001b[1;33m             \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   7642\u001b[0m         )\n\u001b[0;32m   7643\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
       "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, observed, mutated, dropna)\u001b[0m\n\u001b[0;32m    895\u001b[0m                 \u001b[0mobserved\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobserved\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    896\u001b[0m                 \u001b[0mmutated\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmutated\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 897\u001b[1;33m                 \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    898\u001b[0m             )\n\u001b[0;32m    899\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
@@ -2189,7 +2082,7 @@
     }
    ],
    "source": [
-    "plotting.plot_average_dropout_heatmap_for_cre_lines(feature_matrix, cluster_meta, save_dir=save_dir, folder=folder)"
+    "plotting.plot_average_dropout_heatmap_for_cre_lines(feature_matrix.stack(), cluster_meta, save_dir=save_dir, folder=folder)"
    ]
   },
   {
@@ -2609,27 +2502,6 @@
     "plotting.plot_random_subset_of_cells_per_cluster(cluster_meta, dropouts, save_dir)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### breakdown by area and depth"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We are going to normalize within each area or depth to account for the large imbalance in N due to Scientifica datasets only being performed in V1 at certain depths, as well as biological variation in cell type specific expression by depth"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot fraction cells by area and depth"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 50,
@@ -2682,473 +2554,69 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### compute % cells per area / depth relative to chance"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "to deal with uneven sampling across areas & depths, we will express the fraction of cells per cluster in each area & depth as a percentage relative to chance. We can compute the expected number of cells per area and depth in each cluster based on random sampling of our area/depth distribution, then compute how many cells are actually in each area and depth per cluster and express that as a % relative to chance"
+    "### population average trace"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 74,
    "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "there are 1885 experiments in the full multi_session_df\n",
+      "there are 1249 experiments in the multi_session_df after limiting to platform experiments\n",
+      "there are 402 experiments after filtering for inclusion criteria -  active_only_closest_familiar_and_novel_containers_with_all_levels\n",
+      "402\n"
+     ]
+    }
+   ],
    "source": [
-    "To compute the expected number of cells in each cluster based on sampling: \n",
-    "    * take size of cluster (n_neurons) and select a random set of cells of that size\n",
-    "    * repeat 100x to get a distribution of random cells\n",
-    "    * compute the number of cells in each area and depth in the random distribution\n",
-    "    * quantify how many cells are actually in each area and depth in the clustered data\n",
-    "    * compute significance of actual # cells relative to random distrubution \n",
-    "    * report % cells relative to chance and p_value\n",
-    "    "
+    "# load dataframe with response traces\n",
+    "df_name = 'omission_response_df'\n",
+    "conditions = ['cell_specimen_id', 'omitted']\n",
+    "\n",
+    "data_type = 'events'\n",
+    "event_type = 'omissions'\n",
+    "inclusion_criteria = 'active_only_closest_familiar_and_novel_containers_with_all_levels'\n",
+    "\n",
+    "\n",
+    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type, event_type, conditions, inclusion_criteria)\n",
+    "print(len(multi_session_df.ophys_experiment_id.unique()))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 75,
+   "metadata": {},
    "outputs": [],
    "source": [
-    "cell_count_stats = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure', 'layer'])"
+    "cluster_mdf = multi_session_df.merge(cluster_meta[['cluster_id']], \n",
+    "                                     on='cell_specimen_id', how = 'inner')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "text/html": [
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>targeted_structure</th>\n",
-       "      <th>layer</th>\n",
-       "      <th>cre_line</th>\n",
-       "      <th>n_cells_total_cre</th>\n",
-       "      <th>n_cells_cond_cre</th>\n",
-       "      <th>fraction_per_cond_cre</th>\n",
-       "      <th>cluster_id</th>\n",
-       "      <th>n_cells_total_cluster</th>\n",
-       "      <th>n_cells_cond_cluster</th>\n",
-       "      <th>fraction_per_cond_cluster</th>\n",
-       "      <th>n_cells</th>\n",
-       "      <th>random_n_cells</th>\n",
-       "      <th>random_n_cells_mean</th>\n",
-       "      <th>fraction_of_random</th>\n",
-       "      <th>relative_to_random</th>\n",
-       "      <th>n_times_actual_greater_than_random</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>lower</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
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-       "      <td>65.87</td>\n",
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-       "      <td>-0.165022</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>upper</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3302</td>\n",
-       "      <td>328</td>\n",
-       "      <td>0.099334</td>\n",
-       "      <td>1</td>\n",
-       "      <td>816</td>\n",
-       "      <td>134</td>\n",
-       "      <td>0.164216</td>\n",
-       "      <td>134</td>\n",
-       "      <td>[74, 70, 77, 83, 86, 75, 78, 84, 77, 89, 82, 7...</td>\n",
-       "      <td>80.24</td>\n",
-       "      <td>1.669990</td>\n",
-       "      <td>0.669990</td>\n",
-       "      <td>100.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>lower</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3302</td>\n",
-       "      <td>1600</td>\n",
-       "      <td>0.484555</td>\n",
-       "      <td>1</td>\n",
-       "      <td>816</td>\n",
-       "      <td>244</td>\n",
-       "      <td>0.299020</td>\n",
-       "      <td>244</td>\n",
-       "      <td>[381, 388, 396, 360, 392, 419, 406, 408, 414, ...</td>\n",
-       "      <td>395.14</td>\n",
-       "      <td>0.617503</td>\n",
-       "      <td>-0.382497</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>VISp</td>\n",
-       "      <td>upper</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3302</td>\n",
-       "      <td>1111</td>\n",
-       "      <td>0.336463</td>\n",
-       "      <td>1</td>\n",
-       "      <td>816</td>\n",
-       "      <td>383</td>\n",
-       "      <td>0.469363</td>\n",
-       "      <td>383</td>\n",
-       "      <td>[293, 287, 276, 302, 270, 261, 265, 266, 270, ...</td>\n",
-       "      <td>274.75</td>\n",
-       "      <td>1.393995</td>\n",
-       "      <td>0.393995</td>\n",
-       "      <td>100.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>VISl</td>\n",
-       "      <td>lower</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3302</td>\n",
-       "      <td>263</td>\n",
-       "      <td>0.079649</td>\n",
-       "      <td>2</td>\n",
-       "      <td>585</td>\n",
-       "      <td>46</td>\n",
-       "      <td>0.078632</td>\n",
-       "      <td>46</td>\n",
-       "      <td>[37, 52, 45, 41, 41, 34, 47, 45, 41, 42, 46, 5...</td>\n",
-       "      <td>46.56</td>\n",
-       "      <td>0.987973</td>\n",
-       "      <td>-0.012027</td>\n",
-       "      <td>41.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "  targeted_structure  layer           cre_line  n_cells_total_cre  \\\n",
-       "0               VISl  lower  Slc17a7-IRES2-Cre               3302   \n",
-       "1               VISl  upper  Slc17a7-IRES2-Cre               3302   \n",
-       "2               VISp  lower  Slc17a7-IRES2-Cre               3302   \n",
-       "3               VISp  upper  Slc17a7-IRES2-Cre               3302   \n",
-       "0               VISl  lower  Slc17a7-IRES2-Cre               3302   \n",
-       "\n",
-       "   n_cells_cond_cre  fraction_per_cond_cre  cluster_id  n_cells_total_cluster  \\\n",
-       "0               263               0.079649           1                    816   \n",
-       "1               328               0.099334           1                    816   \n",
-       "2              1600               0.484555           1                    816   \n",
-       "3              1111               0.336463           1                    816   \n",
-       "0               263               0.079649           2                    585   \n",
-       "\n",
-       "   n_cells_cond_cluster  fraction_per_cond_cluster  n_cells  \\\n",
-       "0                    55                   0.067402       55   \n",
-       "1                   134                   0.164216      134   \n",
-       "2                   244                   0.299020      244   \n",
-       "3                   383                   0.469363      383   \n",
-       "0                    46                   0.078632       46   \n",
-       "\n",
-       "                                      random_n_cells  random_n_cells_mean  \\\n",
-       "0  [68, 71, 67, 71, 68, 61, 67, 58, 55, 58, 66, 6...                65.87   \n",
-       "1  [74, 70, 77, 83, 86, 75, 78, 84, 77, 89, 82, 7...                80.24   \n",
-       "2  [381, 388, 396, 360, 392, 419, 406, 408, 414, ...               395.14   \n",
-       "3  [293, 287, 276, 302, 270, 261, 265, 266, 270, ...               274.75   \n",
-       "0  [37, 52, 45, 41, 41, 34, 47, 45, 41, 42, 46, 5...                46.56   \n",
-       "\n",
-       "   fraction_of_random  relative_to_random  n_times_actual_greater_than_random  \n",
-       "0            0.834978           -0.165022                                 4.0  \n",
-       "1            1.669990            0.669990                               100.0  \n",
-       "2            0.617503           -0.382497                                 0.0  \n",
-       "3            1.393995            0.393995                               100.0  \n",
-       "0            0.987973           -0.012027                                41.0  "
+       "<matplotlib.axes._subplots.AxesSubplot at 0x220f066ecf8>"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cell_count_stats.head()[cell_count_stats.keys()[:16]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# save stats\n",
-    "cell_count_stats.to_csv(os.path.join(save_dir, 'cell_count_stats.csv'))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### heatmap of % rel chance"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### fraction of cells relative to random distribution"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_limited_range'\n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre, \n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
-    "                                                      cluster_order=None, suffix=suffix, save_dir=base_dir, folder=folder)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_full_range'\n",
-    "\n",
-    "vmax = cell_count_stats.relative_to_random.max()\n",
-    "vmin = cell_count_stats.relative_to_random.min()\n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre, \n",
-    "                                             value_to_plot, cbar_label, cmap='PRGn', vmin=-vmax, vmax=vmax, \n",
-    "                                             cluster_order=None, save_dir=base_dir, folder=folder, suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py:1213: FutureWarning: \n",
-      "Passing list-likes to .loc or [] with any missing label will raise\n",
-      "KeyError in the future, you can use .reindex() as an alternative.\n",
-      "\n",
-      "See the documentation here:\n",
-      "https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#deprecate-loc-reindex-listlike\n",
-      "  ax[i] = sns.heatmap(data.T, vmin=vmin, vmax=vmax, cmap=cmap, ax=ax[i],\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_full_range_manual_sort_order'\n",
-    "\n",
-    "vmax = cell_count_stats.relative_to_random.max()\n",
-    "vmin = cell_count_stats.relative_to_random.min()\n",
-    "\n",
-    "cluster_order = processing.get_manual_sort_order()\n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre,\n",
-    "                                             value_to_plot, cbar_label, cmap='PRGn', vmin=-vmax, vmax=vmax, \n",
-    "                                             cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### sort clusters by the fraction of cells in VISp upper"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_full_range_VISp_upper_sort'\n",
-    "\n",
-    "vmax = cell_count_stats.relative_to_random.max()\n",
-    "vmin = cell_count_stats.relative_to_random.min()\n",
-    "\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, \n",
-    "                                                                 location='VISp_upper', metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre,\n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-vmax, vmax=vmax, \n",
-    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_limited_range_VISp_upper_sort'\n",
-    "\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, \n",
-    "                                                                 location='VISp_upper', metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats, n_clusters_cre,\n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
-    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot dropouts in this order"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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5O7B1pYMIgmLa9eCPmS0DljWmDEldzLc3D4ImozlbzE6SrpQ0Lx2XFYysJHWR9BtJMyUtkfS8pC+XKKOfpPGSlkp6IVl7kMr4hKS/pDKWSXpF0uBM+kmS3s1sd164PkrSfel1ta5sum+apJXp5wlF6SbpVEl3S1oC/FpSx9qMu4KgPjTnB+fYVP5ngZOAE/FV+uBbc+8HfBtf2T8SGF1iOdQlwI+B3XATrNvSukaAbrhlx2H4NuZXAsMlHZDS78AXHh9YKEzS2sDhuAdPNSQdAVyNOxd8OpV5raSvFGX9BfCPFPs16X0WjLv6Ahfipl6DCYIG0CzLviSNBTYFtrdUgaSf4qv49wOmAr3N7K3MPfcCs8zsB5nV/weZ2UMp/XPAk0AvM5tZpt6/AovNbEg6vyedfyedH4cLaWMzWy5pEHC1ma2T0p8CJpvZ8ZkyRwB9zGxAOrd0z+m1/A4uBfqb2YHpfChwpJl9uvbf4Brenr+youuuKv09ZqWXnQFst3H3NrXs61mrqvpngM3wVf4CXpW0uHAAhwLbFJUxKfN6Vvq5EUDqPl4oaZKkD1IZXwe2yNxzK/A1Sd3T+bHA32pwqusLPFV07Unc1yfLC8U3Sjo5dbffT7GcVRRLjUjqIal38bFgQTVTg6AdUKlnIAP2wA2uCkdfoNjIalXRPbAm5h8B5wCXAQekMu4lY5aFG2F9CByeTJYPpEw3tkQ9NV1bkj2pi3FXHShpxnXjdX+oRxFBW6E5R2X3kqRMq7k33uo9g7eYm5jZmEaUPwAYbWZ/BkjPntuR8c0xsxWS/oa3lBsC7wCP11Dmf1O5fyqq59U6xDLezD7+7lZScetfGwVhV2HIKae/Uc9ygjZAcwpzU2CYpGvxQZJzgYvMbIqk24ARks7BB3A2AAYCr5vZ3XUsfwpwtKQBwBzgdGAr4N9F+W4FHklpo8zsoxrKvAy4U9KLuB/sQbiov16HWMoad9WFcmZcb8+Pb2LaI80pzNuAjrhrnOHu5b9PaYPxkcvfApsDc4Hn8AGfunIRLrYH8e8iR6Q6i58Hx+EjpjvigimLmd0r6XS8mzwMN3f+gZmNriWW4Xj3dRTeG7gLN+4q7poHQZ0IM66cE6Oylf98trVR2SAIGkgIMwhySAgzCHJICDMIckgIMwhySAgzCHJIu16P2RqYNa9Ry0UbzSbrd6to/ctWhRlXEAQ5IYQZBDkkhBkEOaRVC7Mpneca6+wXBE1Jax/8uRxoqgWLX6fq+s8gqBitWphmthhoEl9YM5vbFOUEQVPQYl1ZSV0lDUvOdcslPZvWUmYNng+W9GJymntC0uaS9pM0MVmQPCDpE5kyq3RlJe0s6VFJCyUtSvftn9I6S7pK0ixJKyTNSL48hXurdGUl9ZQ0Uu7wt0zSI5J2yqQPSjEdIOlludvfGElbZfL0knSfpLlyp7/XJNW49CwIoGVbzN/iLnLHA68DZwP/lLRtJs8vcYuNBfjaxtuB5bjD3mrgTmAovii6FKOAicCeuKXIzul+gDOAI/A1mdPxdaDb1xDviJR+OL7g+eIU73bJjxagK/CT9J6W425/1+P2IuD2It2A/YGFtdQXBB/TIsJMtpGnAEPM7O/p2snAF4BTcYcBgJ+Z2RMp/Xr8+XF3M5uQro0Ejqyhqi2By83stXQ+rShtCvBEsjt5C3i6TLzbAl8F9jOzcenad9I9xwI3pqydgFPNbHLKczlws6QOySlhS+AuM5uY8pe1CZHUA7fbrMKjL01n3fWqXQ7aOC3Vld0G6EzGgc7MVuP+P1nHgawr3rvp53+Krm1UQz1XADdKeiw56O2QSRuBuwxMkXSNpENV3pC5L/BRiq8Q74IUSzbeFQVRJmbh77OgpCuBn0p6RtJFknavIfaSZlx/+dN1NdwStFVaSpiFFeC1OdBVc8Uzs+JrZWM2s6G4cO4F9gEmSTo+pU0AeuNGzB3wbue/yoizphXr2Xg/LJPWIdV5E25/cjNuFPZ08pctxbCUt8pxzPGn1BBK0FZpKWFOA1bibnKA+8LiLu21OdDVCzObamZXmdmhuM/QkEzaIjO708xOwX1svwD0KVHMq6xxkS/Eux7+zFqveM1sppndYGZHAT/Hn5dL5ZtvZtOLj+jGtk9a5BnTzJZIug64VNIcvJt2FrAxPkDS6EERSWvh32veiQ/ubEyylUzpZwOzgZfwlvnb+IBMNVd3M5sq399kuKQTcfe6i1P+UfWI6UrcLGwKsB7uutek/4iCtklLjsqen37ejD+D/RvfAmG2pKYYrVwN9MS7qJvge508gDveASzCLTS3xbuc/wYONrOlZcobjHcv78dHVp9K8dZnuUcHfACrV6r/UdykOghqJFzycs7zbyyo6B8oln2FS14QBIkQZhDkkBBmEOSQEGYQ5JAQZhDkkBiVzTmf/92TFf0Dbbbh2pWsni027F57pmbmt4duH6OyQRCEMIMgl4QwgyCHVFSYybXgyHLnJfL3Tnn6t0yEQVAZWpvnzwzgU/jW7kHQZmlVwkyLq9+pdBxB0Nw0a1dW0kHJVGteMqR6SFLfRpRXpSvbCBOvPSQ9LGlOMu56UtJni+raTtLjyThssqRDUlmDMnk2k/TX9P7mSfp71sMozLiChtLcz5hr40un9gQG4iZboyV1aeJ6CiZee+FLv25nzaLkgcBOuIlXgXWBPwOfT7G9BPxD0oYAydXgHtyhYG9gEPAL3HyLlKc7MAY34doPX1Q9G3gkpYGvNe2Om3HtlGKc33RvO2irNGtX1szuyp5LGowvNt4TeLIJq6qXiZeZPVYU1+nAN/CFzLcCX8QXb3/JzN5Oec4i41mEu+0JGJzMvZB0EvAecBhwB01gxrX3r/5Bp7XWrdtvIWgzNHdXdhtJoyT9T9JC3EyrA7BFHe59MHUdF0t6pZbs9TLxkrSRpOGSpkhagC9i3igT1w7ArIIoE8/jBl0Fdsd9eRYV4sR7BD1x8zFoAjOut8fdWctbD9oizT34Mxp4Gzgp/fwQt9aoS1d2CLBWel3b1gX1NfEaiVuPnIXbkKzA3QUKcYnSxmFZOuBd4FLPjHNTDDdJegg4BDgQN+O6JJmGFTMMd/Krwmb7frNsKxu0XZpNmGmwpS/uuzomXdutrnUWtVZNzQDgjIzH7cb41zAF/gtsJmlTM5uVrvWnqrgnAMcAc8ys7HOjmc0EbgBukHQ+cCZVn3cL+eZT4vnz879ryh5/0Fpozq7sPPz7xhMk9ZG0H+5SXmz5WAmmAMdJ2lHSHsBfcRe/Av8CJgMjJfWTtDfuWfsha1rS2/Au8n1pBHgrSftK+l1hZFbSlWlkemtJuxJmXEEdaTZhJifyo4FdgJeBa4Cf4d3GSnM8sA7wIi7KP+FdWuDj2I/AR2Gfw7u+F+OiXJ7yLAX2xbd7uBN4LeXrif9TgjVmXK/iYn8X+F5zvrGgbRDLvuqIpH74M2V/M3uxpeqNZV/tc9lXq5r505JIOgJYAkzFHdyvwDcsmlDBsIJ2QgizPOsCv8E9YecBY4GzLLoYQQsQwiyDmd0C3FLpOIL2SazHDIIcEsIMghwSo7JtmDT/9ofAsJomQbTlGCpdf0MJYbZhJPXG59xuZWbT22MMla6/oURXNghySAgzCHJICDMIckgIMwhySAizbTMft12p5GhkpWOodP0NIkZlgyCHRIsZBDkkhBkEOSSEGQQ5JIQZBDkkhBkEOSSEGQQ5JIQZBDkkhBkEOSSEGQQ5JIQZBDkkhBkEOSSEGQQ5JIQZVEPSIEmxm1EFCWEGzYYkk9Snicv8laT/SPpQ0tCmLDtPhDCDXCKpnBn5NOA84O8tGE6LE8Jsx0jqJeluSe9L+kDS1SXy9E4tX6fMtbGShqTXfSQ9LmmBpDmSbk/Xx6XsE9OO20en64dJeknSfElPS9olU+50SedLmgQsKSVOMxtpZg/iu4C3WWKLhHaKpI7AA8BjwHeA1fjmvPXlV8DDwP74jtz9AcxsX0kG9DOzaanO3fAtD78CvAAcB9wvaXszK2zPeAxwKL4hcB72Uq0I0WK2X/YENgXONbMlZrbczBoy4LMK2BLYtA5lnAAMN7PxZrbazEbi+6XunclzlZnNMLNlDYilzRDCbL/0At5sglbpPEDAc5JekXR8DXm3BM5J3dj5kuanODbN5JnRyHjaBNGVbb/MALaQ1KkWcS5JP7sDC9PrTQqJZvYO3hIiaQDwiKRxhe5riTovNrOLa6gvTKiIFrM98xwwG7hU0tqSukn6XHEmM3sfeBs4TlLH1CJuU0iX9E1Jm6fTebiwVqfzd4GtM8X9EThZ0l5y1pZ0qKR16xq0pM6SuuGf3U4p7o51f9utgxBmO8XMVuODMH2At4CZwNFlsp8AnAt8AOwEPJ1J2wMYL2kxcD9wppm9kdKGAiNTt/UoM3shlXU1LuJpwKB6hv5HYBk+SHRhev2depaRe8K+MghySLSYQZBDQphBkENCmEGQQ0KYQZBDQphBkENCmK2YNJl8eZokvljS5EzaoZKeTF9VvCPpjzV9XyhpTJrMvlDSREmHZ9L6pVk9cySdlbneWdJ4Sb2a712WjfeoNAl+qaSxJdJ3lfRiSn9R0q4l8nSR9JqkmS0SdD0IYbZ+TjOzddKxfeb6+sBF+HS3vsDmwGU1lHMm8CkzWw84EbhV0qdS2iXAj4B+wE8lFWb+nA3cZWaVmEY3FxgGXFqcIKkLcB9wK9ATGAncl65nORd4r5njbBAhzDaKmY0ys3+a2VIzm4d/MV9tZk8m/6TM1DwDOuPzWAG2Ah4zs7eBqfhUvi2AbwC/r09cBXcESZdLmifpDUkH1/PtYWaPmNkdwKwSyQPx6abDzGyFmV2Fz+f9QiaOrfDVLZfUt+6WIITZ+rkkdTGfkjSwhnz7Aq/UVJCkByQtB8YDY/GlWQAvA19KU+96A/8DrgLOM7NVDYh5L2AysCHwW+AmSUoxXJud5F50TKpj+TsBk6zq7JlJ6XqBPwAX4DOHckcIs3VzPj4XdTPgBmC0pG2KM0n6IvA94Oc1FWZmhwHrAocAD5nZRynpR8Ap+JS7s/CWdxHwuqT70kLpb9Yj7jfN7I9pWuBI4FPAximGH5hZjzLHLjWWuoZ1gAVF1xak94akI4BOZnZPPWJuUWJ1SSvGzMZnTkdKOgYX1R8KFyXtDYwCjjSzKXUocxXwoKQzJf3PzO43szdTuUjqjs+V/XKq53bc5uNlSY+a2dw6hP5Opr6lqbFcpw731ZXFwHpF19YDFklaG2+lD2nC+pqcaDHbFoY/SwEg6TN4K3e8mT1az7I6kVlFkuHnwI1m9i6wM/CCmS3AJ8E32nhL0vWZUebio8aueIZXgF0K3ePELun6tnh3/AlJ7wB3A59KI9e9Gxt/UxHCbKVI6iHpy2nZUydJx+LPkQ+l9E8D/wRON7PRtZS1g6SDJa2VvgI5LpX1eFG+HfGBlevSpTeAL0jaGP/Av5XyjVUDHezM7OTMKHPx8fEzYlqC1g3/B9Ih/R46p+Sx+NKzMyR1lXRauv4Y/rzcC9g1HUPw5Wm7kqdF2mYWRys8gE8Cz+PPevOBZ4EvZtJvBj7Cu3WF45VM+vXA9el1X3zAp1DW88ARJeocA+yVOe8HvArMAc7OXP9fNpaiMgYBTxZdM6BPPd//oHRf9hiRSf8M8CI+uDMB+EyZcgYCMyv99yw+YtlX0KSkkds7zeyzlY6lNRPCDIIcEs+YQZBDQphBkENCmEGQQ0KYQZBDYuZPznl34aqKjs5161xZZ0jLgc1sj7U6qvZcTUu0mEGQQ0KYQZBDQphBkENCmM2EpIHyfSU3rHQsQesjhJlIE6+rbdwaBJUghBkEOSSECUgaAewHnJq6nyZpG0k3JU+aZZKmSjpPUofMfTtLejQ5yy1K7nL7l6mjq6R7JE2QtFELvbWglRLfYzpnAtsBr+E+MOC7Ub0NHAW8j+/AfAO+49VNKc8oYGJK+xBfOLy8uHBJ6+GubR2AgWa2sDhPEGQJYQJmtkDSSmCp+UasBbIeOdMl7YZv/1YQ5pbA5Wb2WjovtVnrJ3EbxbeBo8ysmnDBFz4DPYqvT37zPdbvUe1y0MaJrmwNSDpZ0gtyI+TFuBHVFpksVwA3SnpM0oWSdihRzMO47a0NMQ8AACAASURBVMbXy4ky8UPcEaDKccN1VzXJewlaFyHMMkg6GjcUHoEbT+0KXAt8bBpsZkOBHYF7gX2ASfIdl7M8AAzAu7k1MQz3b61ynHjKGY18J0FrJLqya1gJZCeGDgDGm9nHX6GUsoY0s6m4CfJVkq7DPWT+lMnyM9w1/BFJB5jZS6UqN7P5uK1HFd5d2BDb1qC1E8Jcw3Rgz+SUtpi0DXlyCZ8GfAsfuZ0HIGkt4HLgznTvxiQxFxdsZhcmx7aCOCc283sJWjnRlV3D5Xir+So+CvsgcAc+8vo8bnn4u0z+1azZF2MycA/wDL6fRzXM7AJ8m4JHJfVrlncQtBnC8yfnxLKvyn8+Y9lXEARACDMIckkIMwhySAgzCHJICDMIckh8j5lz1upS2VHRDmrxAckqfFT5QdmKEC1mEOSQEGYQ5JAQZhDkkGYRZmP9c1rKyErSoLScq9mRNFTSyy1RV9D6ae8t5u3A1pUOIgiKadejsma2DN9xuMFI6mJmK5sopCAAmrfF7CTpSknz0nFZwchKUhdJv5E0U9ISSc9L+nKJMvpJGi9paXIS2K2QIOkTkv6Sylgm6RVJgzPpJ0l6V1KVfz6SRkm6L72u1pVN902TtDL9PKEo3SSdKuluSUuAX0vqWJtxVxDUh+b84Bybyv8scBJwIm6fAXAzvrbx2/jK/pHA6BLLoS4Bfgzshptg3ZbWNQJ0AyYAhwE7AVcCwyUdkNLvwD10DiwUJmlt4HDcg6cako4ArsbdBD6dyrxW0leKsv4C+EeK/Zr0PgvGXX2BC3FTr8EEQQNolmVfksYCmwLbW6pA0k+Bk3FBTgV6m9lbmXvuBWaZ2Q8kDQTGAAeZ2UMp/XPAk0AvM5tZpt6/AovNbEg6vyedfyedH4cLaWMzWy5pEHC1ma2T0p8CJpvZ8ZkyRwB9zGxAOrd0z+m1/A4uBfqb2YHpfChwpJl9ukz+kmZcb87+4I0eFTTjqvwEg8rPMFivW4c2tezrWauq+meAzfBV/gJelbS4cACHAsXWHZMyr2elnxsBpO7jhZImSfoglfF1qppl3Qp8TVL3dH4s8LcaTLH6Ak8VXXsS9/XJ8kLxjXUw7qqNkmZc1119ZT2KCNoKlRr8MWAPoNjQpnggJpteEHnhn8mPgHNwT9j/4HYgvyYJN/EA7vd6uKRH8W7tl+oQW23XlmRPMsZdPwKeBhYCpwJH1FJXloLxVxVOOe3MN+pRRtBGaE5h7iVJmVZzb7zVewZvMTcxszGNKH8AMNrM/gyQnj23I2NoZWYrJP0Nbyk3BN4BHq+hzP+mcrNmWgNwu5HaYqnVuKsmyplxLVz+UX2KCdoIzSnMTYFhkq7FB0nOBS4ysymSbgNGSDoHH8DZABgIvG5md9ex/CnA0ZIGAHOA03HLx38X5bsVeCSljTKzmj7plwF3SnoR94M9CBf11+sQS1njriCoL80pzNtwO8jxeFfwJuD3KW0wPnL5W2Bz3N7xOXzAp65chIvtQbwLPCLVWfw8OA4fMd0RF0xZzOxeSafjXdJhwJvAD8xsdC2xDMd9Z0fhvYG7cOOuYo/ZIKgTYcaVcxYur+zCpxiVbXujskEQNJAQZhDkkBBmEOSQEGYQ5JAQZhDkkHa97Ks1UOlRycqOycLqdurGFS1mEOSQEGYQ5JAQZhDkkFYtzKY0uGqsgVgQNCWtekqepHWArmb2QROUtQGwyswWNT6ypmP+stUV/QN1rPCUvA9zMPjTs3vL74/ZqkdlzWwxvg6zKcqa2xTlBEFT0GJdWUldJQ1LBlnLJT2blmxlfWQPlvRiMrR6QtLmkvaTNDE5HTwg6ROZMqt0ZSXtLOlRSQslLUr37Z/SOku6StIsSSskzUj2H4V7q3RlJfWUNFJuJLZM0iOSdsqkD0oxHSDpZbmp2BhJW2Xy9JJ0n6S5ckOx1yTVuMIlCKBlW8zf4mZVxwOvA2cD/5S0bSbPL3GLjQX4EqrbgeW4kddq4E5gKL72shSjgInAnrhzwc7pfoAzcEeBbwHT8eVm29cQ74iUfji+rvLiFO92yfYSoCvwk/SeluOmYtcDBce/a3HTsP1xV4Oa6guCj2kRYSZ3ulOAIWb293TtZOALuAXHIynrz8zsiZR+PfAHYHczm5CujQSOrKGqLYHLzey1dD6tKG0K8ERyVXgLtwEpFe+2wFeB/cxsXLr2nXTPscCNKWsn4FQzm5zyXA7cLKlDWpC9JXCXmU1M+cvahJQz45o+aw7rV9CMK6gMLdWV3QboTMboysxW4zYj2YXNWfOtd9PP/xRdy3r6FHMFcKOkx5JR1w6ZtBH4YuYpkq6RdGgNvq99gY9SfIV4F6RYsvGuKIgyMQt/nwUlXQn8VNIzki6StHsNsYcZV/AxLSXMwqhWbUZX1cy3zKz4WtmYzWwoLpx7gX2ASZKOT2kTgN6432sHvNv5rzLirGkULhvvh2XSOqQ6b8JdFm7G/YieTjaWpRiW8lY5TjntzBpCCdoqLSXMacBK3LQKcPtJ3Ay6NqOremFmU83sKjM7FLczGZJJW2Rmd5rZKbhd5heAPiWKeZU1ZtWFeNfDn1nrFa+ZzTSzG8zsKODn+PNyqXzzzWx68RHd2PZJizxjmtkSSdcBl0qag3fTzgI2xgdIGj0oImkt4HJ8gGh6KnsA7jmEpLOB2cBLeMv8bXxAppp5tJlNlW+jMFzSibh73cUp/6h6xHQl7kk0BVgPN/dq0n9EQdukJUdlz08/b8afwf6NO63PltQUo5WrgZ54F3UTfEuFB3BjLYBFuFPftniX89/AwWa2tEx5g/Hu5f34yOpTKd76bELUAR/A6pXqfxT3wg2CGmnVM3/aAzHzp/Kfz0rM/GnVc2WDoK0SwgyCHBLCDIIcEsIMghwSwgyCHBKjsjln7SNvrugf6KOPKrvbWNe1ula0foD5tx0Xo7JBEIQwgyCXhDCDIIdUVJjJteDIcucl8vdOefq3TIRBUBlam+fPDOBT+A7SQdBmaVXCTIur36l0HEHQ3DRrV1bSQclUa14ypHpIUt9GlFelK9sIE689JD0saU4y7npS0meL6tpO0uPJOGyypENSWYMyeTaT9Nf0/uZJ+nvWwyjMuIKG0tzPmGvjS6f2BAbiJlujJXVp4noKJl574Uu/bmfNouSBwE64iVeBdYE/A59Psb0E/EPShgDJ1eAe3KFgb2AQ8AvcfIuUpzswBjfh2g9fVD0beCSlga817Y6bce2UYpzfdG87aKs0a1fWzO7KnksajC823hN4sgmrqpeJl5k9VhTX6cA38IXMtwJfxBdvf8nM3k55ziLjWYS77QkYnMy9kHQS8B5wGHAH9TDjCoIszd2V3UbSKEn/k7QQN9PqAGxRh3sfTF3HxZJeqSV7vUy8JG0kabikKZIW4IuYN8rEtQMwqyDKxPO4QVeB3XFfnkWFOPEeQU/cfAzqYcYlqUfqqlc5bGW5ddxBW6a5B39GA28DJ6WfH+LWGnXpyg4B1kqvV9WUkfqbeI3ErUfOwm1IVuDuAoW4RGnjsCwd8C5wqWfGuSmGmyQ9BBwCHIibcV2STMOK+SHeXa7CqmkP02XHr9USStDWaDZhpsGWvrjv6ph0bbe61lnUWjU1A4AzMh63G+NfwxT4L7CZpE3NbFa61p+q4p4AHAPMMbOyz41mNhO4AbhB0vnAmVR93i0wDLfYrELnPl+K7m87pDm7svPw7xtPkNRH0n64S3mx5WMlmAIcJ2lHSXsAf8Vd/Ar8C5gMjJTUT9LeuGfth6xpSW/Du8j3pRHgrSTtK+l3hZFZSVemkemtJe1KDWZc5Vzy1KV7qexBG6fZhJmcyI8GdgFeBq4BfoZ3GyvN8cA6wIu4KP+Ed2mBj2M/Ah+FfQ7v+l6Mi3J5yrMU2Bff7uFO4LWUryf+TwnWmHG9iov9XeB7zfnGgrZBLPuqI5L64c+U/c3sxZaqN5Z9tc9lX61q5k9LIukIYAkwFXdwvwLfsGhCBcMK2gkhzPKsC/wG94SdB4wFzrLoYgQtQAizDGZ2C3BLpeMI2iexHjMIckgIMwhySIzKtmHkm+H+EBhW0ySIthxDpetvKCHMNoyk3vjE+a3MbHp7jKHS9TeU6MoGQQ4JYQZBDglhBkEOCWEGQQ4JYbZt5uO2K5Ucjax0DJWuv0HEqGwQ5JBoMYMgh4QwgyCHhDCDIIeEMIMgh4QwgyCHhDCDIIeEMIMgh4QwgyCHhDCDIIeEMIMgh4QwgyCHhDCDIIeEMINqSBokqSn3Lw3qSQgzaDYkmaQ+zVT2fqn8i5qj/EoTwgxyiaSyZuSSOuObAo9vuYhalhBmO0ZSL0l3S3pf0geSri6Rp3dqmTplro2VNCS97iPpcUkLJM2RdHu6Pi5ln5h23D46XT9M0kuS5kt6WtIumXKnSzpf0iRgSQ3iPAd4GN9hrU0SwmynSOoIPAC8iW+atBm+JWF9+RUukp7A5vi2g5jZvim9n5mtY2a3p42L/4TvMP4JYDhwv6Tsll7HAIcCPcys2l6qkrbEt1H8vwbE2moIYbZf9gQ2Bc41syVmttzMGjLgswrYEti0DmWcAAw3s/FmttrMRuL7pe6dyXOVmc0ws2VlyrgK+JmZLW5ArK2GEGb7pRfwZqlWqZ6cBwh4TtIrko6vIe+WwDmpGztf0vwUx6aZPDPK3SzpK8C6ZnZ7I2POPbHbV/tlBrCFpE61iHNJ+tkdWJheb1JINLN38JYQSQOARySNM7NpZeq82MwurqG+mkyoDgD6S3onna8PrJa0s5kdXsN9rY5oMdsvzwGzgUslrS2pm6TPFWcys/eBt4HjJHVMLeI2hXRJ35S0eTqdhwtrdTp/F9g6U9wfgZMl7SVnbUmHSlq3jjH/DNgO2DUd96cyB9fx/lZDCLOdYmarga8AfYC3gJnA0WWynwCcC3wA7AQ8nUnbAxgvaTEulDPN7I2UNhQYmbqtR5nZC6msq3ERTwMG1SPmRWb2TuEAlgFLzGxuXctoLYR9ZRDkkGgxgyCHhDCDIIeEMIMgh4QwgyCHhDCDIIeEMNsIkk6T9IKkFZJGFKV1kfS3NEncJA1sRFm9JD0raa6k3xWl/VNS/yZ6S3VG0rmSXpa0SNIbks7NpG0k6S+SZqWJ9k9J2qulY6wvIcy2wyzgInySeCmeBI4D3imTXteyfgKMBLYCvlYQYlo98nr6rrKlEfBdfCL9QcBpkr6V0tYBngd2BzbAY/+7pHUqEGedCWG2EczsbjO7F58EUJy20syGpQnmq6vfXfeycEE+ZmYL8A/81pLWA34MXFCfmCUNlDRT0jmS3pM0W1K9Z/GY2W/NbIKZfWhmk4H7gM+ltNfN7Aozm50mzt8AdAG2r289LUkIM6gvLwNflNQD6A+8ii/9GmZmDdkcdhN8zutmwPeBayT1BJD04+yE9+KjVGGSBHweeKVM+q64MEvN5c0NIcygvlyCf/AfB64BOgO7AKMljZI0TtJp9ShvFfB/ZrbKzP4BLCa1ZmZ2qZn1KHeUKW8o/rm+uTghtex/Bn6ZWvzcEqtLgnqR5qUW3Ag6AOOAk/Gu7Mv43NcJkh4zs1frUOQHRatbluLPhfUm/UP4LvB5M1tRlLYWMBp41swuaUj5LUm0mEFjOBH/oL8M7Ay8YGYrgf8An25s4ZIuSLYkJY+ivMfj/xwOMLOZRWldgXvxVTInNTauliCE2UaQ1ElSN6Aj0DEt48r69HRN6QBdUroaUlbKsxFwKt51BHgD2D+NdvYHXk/5RhR/5VJXzOzXyZak5JGJ5Vjg18AXzez1ojg7A3/DV6J818w+akgsLY6ZxdEGDlwgVnQMzaRPL5HeO6VdADxY17JSnluAb2bOe+GudfOA32WuPwqcUCbmgcDMomvTgQPr+d7fwJ9VF2eO61Pafin+pUXpn6/036ymI5Z9Bc2GpC7ARGAXM1tV6XhaEyHMIMgh8YwZBDkkhBkEOSSEGQQ5JIQZBDkkZv7knEXLP6ro6NySlbXOeW9W1u7SsaL1A6zbrUPJ73ubk2gxgyCHhDCDIIeEMIMgh4Qwm4m0CNgkbVjpWILWRwgzId+MtdrGrUFQCUKYQZBDQpj40iR8FcKpqftpkraRdFNyXVsmaaqk89Li4MJ9O0t6VNLC5NA2UdL+ZeroKukeSRPSkqkgKEt8j+mciW/v9hprDKXm4QtrjwLex3dgvgE3qLop5RmFr57YE/gQXyy8vLjwZGlxH/6PcKCZLSzOEwRZQpiAmS2QtBJYar69W4GfZ15Pl7QbcAxrhLklcLmZvZbOSxk8fRK4lSRyM6smXIBkblXNx+at2R/Qo0c5e5ugrRJd2RqQdHIyPn4/WVmcBWyRyXIFcKOkxyRdKGmHEsU8jO89+fVyokz8EF/wW+W49uorm+S9BK2LEGYZkoHxMGAE8GV8B+NrcetDAMxsKLAj7iezDzApec9keQAYgHdza2IY7tla5fjBaWc28p0ErZHoyq5hJe5xU2AAMN7MPv4KRdI2xTeZ2VRgKnCVpOuAIVR1MP8ZMBd4RNIBZvZSqcrNPVmreaUuWt46LGqCpiWEuYbpwJ6SeuOeMNOAQZIOTq+/hY/czoOP7RAvB+5M925MEnNxwWZ2YTK+KohzYjO/l6CVE13ZNVyOt5qv4qOwDwJ34COvzwO9gewmOqvxvTJGApOBe4BngLNLFW5mFwB/BB6V1K9Z3kHQZgjPn5wTy75i2VcQBDkhhBkEOSSEGQQ5JIQZBDkkhBkEOSS+x8w5M+cuq2j9y1ZVdlR2dWUHpQHYY6v1W7zOaDGDIIeEMIMgh4QwgyCHNIswG+uf01JGVpIGFe9M3Ix1DZX0ckvUFbR+2nuLeTuwdaWDCIJi2vWorJktw7cAbzCSupjZyiYKKQiA5m0xO0m6UtK8dFxWMLKS1EXSbyTNlLRE0vOSvlyijH6SxktampwEdiskSPqEpL+kMpZJekXS4Ez6SZLelVTln4+kUZLuS6+rdWXTfdMkrUw/TyhKN0mnSrpb0hLg15I61mbcFQT1oTk/OMem8j8LnASciNtnANyMr238Nr6yfyQwusRyqEuAHwO74SZYt6V1jQDdgAnAYcBOwJXAcEkHpPQ7cA+dAwuFSVobOBz34KmGpCOAq3E3gU+nMq+V9JWirL8A/pFivya9z4JxV1/gQtzUazBB0ACaZdmXpLHApsD2liqQ9FPgZFyQU4HeZvZW5p57gVlm9gNJA4ExwEFm9lBK/xzwJNDLzGaWqfevwGIzG5LO70nn30nnx+FC2tjMlksaBFxtZuuk9KeAyWZ2fKbMEUAfMxuQzi3dc3otv4NLgf5mdmA6HwocaWafrv03uIb/zlpS0W/YY4IB7LHV+m1q2dezVlX1zwCb4av8BbwqaXHhAA4Fiq07JmVez0o/NwJI3ccLJU2S9EEq4+tUNcu6FfiapO7p/FjgbzWYYvUFniq69iTu65PlheIb62DcVSOSekjqXXwsXFDNbSRoB1TqGciAPXCDq8LRFyg2slpVdA+siflHwDnAZcABqYx7yZhl4UZYHwKHJ5PlAynTjS1RT03XlmRP6mLcVQdKuuTdcuM19SgiaCs056jsXpKUaTX3xlu9Z/AWcxMzG9OI8gcAo83szwDp2XM7MoZWZrZC0t/wlnJD4B3g8RrK/G8qN2umNQC3G6ktllqNu2qhIOwqfHfIqW/Us5ygDdCcwtwUGCbpWnyQ5FzgIjObIuk2YISkc/ABnA2AgcDrZnZ3HcufAhwtaQAwBzgdt3z8d1G+W4FHUtooM6vJdu4y4E5JL+J+sAfhov56HWIpa9xVF8q55P131pISuYO2TnMK8zbcDnI83hW8Cfh9ShuMj1z+Ftgct3d8Dh/wqSsX4WJ7EP8uckSqs/h5cBw+YrojLpiymNm9kk7Hu8nDgDeBH5jZ6FpiGY53X0fhvYG7cOOu4q55ENSJMOPKOTEqW/nPZ1sblQ2CoIGEMIMgh4QwgyCHhDCDIIeEMIMgh4QwgyCHtOv1mK2BjdfvVukQKopa/IuKfBAtZhDkkBBmEOSQVi3MpjS4aqyBWBA0Ja16Sp6kdYCuZvZBE5S1AbDKzBY1PrKmY+6S1a33D9QE5OEZs2f3ji0eRase/DGzxfi27E1R1tymKCcImoIW68pK6ippWDLIWi7p2bRkK+sje7CkF5Oh1ROSNpe0n6SJyengAUmfyJRZpSsraWdJj0paKGlRum//lNZZ0lWSZklaIWlGsv8o3FulKyupp6SRciOxZZIekbRTJn1QiukASS/LTcXGSNoqk6eXpPskzZUbir0mqcYVLkEALdti/hY3qzoeeB04G/inpG0zeX6Jr+RfgC+huh1Yjht5rQbuBIbiay9LMQqYCOyJOxfsnO4HOAM4Al/6NR1fbrZ9DfGOSOmH4+sqL07xbpdsLwG6Aj9J72k5bip2Pe5iAO5i0A3YH1hYS31B8DEtIszkTncKMMTM/p6unQx8ATgVX8gM8DMzeyKlXw/8AdjdzCakayOBI2uoakvgcjN7LZ1PK0qbAjyRXBXeAp4uE++2wFeB/cxsXLr2nXTPscCNKWsn4FQzm5zyXA7cLKlDWpC9JXCXmU1M+cONIKgTLdWV3QboTMboysxW4zYj2YXNWfOtd9PP/xRd26iGeq4AbpT0WDLq2iGTNgJfzDxF0jWSDlV539e+wEcpvkK8C1Is2XhXFESZmIW/zx7p/Ergp5KekXSRpN3LBV7OjGvB/DDjao+0lDALo1q1GV1VM98ys+JrZWM2s6G4cO4F9gEmSTo+pU0AeuN+rx3wbue/yoizplG4bLwflknrkOq8CXdZuBn3I3o62ViWoqQZ1/XXXFlDKEFbpaWEOQ1YiZtWAW4/iZtB12Z0VS/MbKqZXWVmh+J2JkMyaYvM7E4zOwW3y/wC0KdEMa+yxqy6EO96+DNrveI1s5lmdoOZHQX8HH9eLsUwXMRVjpNPPbM+1QVthBZ5xjSzJZKuAy6VNAdvDc4CNsYHSBo9KCJpLeByfIBoeip7AO45hKSzgdnAS3jL/G18QKaaebSZTZVvozBc0om4SdbFKf+oesR0Je5JNAVYDzf3KinscmZcc5dU1tojqAwtOSp7fvp5M/4M9m/caX22pKYYrVwN9MS7qJvgWyo8gBtrASzCnfq2xbuc/wYONrOlZcobjLdi9+Mjq0+leOuzCVEHfACrV6r/UdwLNwhqpFXP/GkPxMyfSkdQmZk/rXqubBC0VUKYQZBDQphBkENCmEGQQ0KYQZBDQphBkENa9XrM9sDSlZWdYPD8jMouU536QeV3Oztv//ruqNh4osUMghwSwgyCHFJRYSbXgiPLnZfI3zvl6d8yEQZBZWhtz5gzgE/hO0gHQZulVQkzLa5+p9JxBEFz06xdWUkHJVOtecmQ6iFJfRtRXpWubCNMvPaQ9LCkOcm460lJny2qaztJjyfjsMmSDkllDcrk2UzSX9P7myfp71kPozDjChpKcz9jro0vndoTGIibbI2W1KWJ6ymYeO2FL/26nTWLkgcCO+EmXgXWBf4MfD7F9hLwD0kbAiRXg3twh4K9gUHAL3DzLVKe7sAY3IRrP3xR9WzgkZQGvta0O27GtVOKMbxCglpp1q6smd2VPZc0GF9svCfwZBNWVS8TLzN7rCiu04Fv4AuZbwW+iC/e/pKZvZ3ynEXGswh32xMwOJl7Iekk4D3gMOAOwowraCDN3ZXdRtIoSf+TtBA30+oAbFGHex9MXcfFkl6pJXu9TLwkbSRpuKQpkhbgi5g3ysS1AzCrIMrE87hBV4HdcfuPRYU48R5BT9x8DJrCjGtBNLDtkebuyo4GPgmchHczP4N3D+vSlR2Cu9rtChxSS976mniNBPbA7U32SXXMzMQlShuHZemAd4F3LTq2A4anGBptxnXTdX+oJYygLdJsXdk02NIX910dk67tVtc6i1qrpmYAcEbG43Zj/GuYAv8FNpO0qZnNStf6U1XcE4BjgDnJr6ckZjYTuAG4QdL5wJlUfd4tMAy32KzC9085Pbq/7ZDmfMach3/feIKkGcBmwGVUt3ysBFOA4ySNxweofou7+BX4FzAZGCnpR8BauGfth6xpSW/D/YTuk/Rz3Ay6F+7cfn0y9Gq0GdfMeStL5A7aOs3WlU1O5EcDuwAvA9cAPwNWNFed9eB4YB3gReCvwJ9wZz3g49iPwEdhn8O7vhfjolye8iwF9sW3e7gTeC3l64n/U4I1Zlyv4mJ/F/hec76xoG0QZlx1RFI//Jmyv5m92FL1zpy3sqJ/oFhdAuftv01sw5cXJB0BLAGm4g7uV+AbFk2oYFhBOyGEWZ51gd/gz43zgLHAWRZdjKAFCGGWwcxuAW6pdBxB+yTWYwZBDglhBkEOiVHZNoykHviMomE1TYJoyzFUuv6GEsJsw0jqjU/t28rMprfHGCpdf0OJrmwQ5JAQZhDkkBBmEOSQEGYQ5JAQZttmPm67UsnRyErHUOn6G0SMygZBDokWMwhySAgzCHJICDMIckgIMwhySAgzCHJICDMIckgIMwhySAgzCHJICDMIckgIMwhySAgzCHJICDMIckgIMwhySAgzqIakQZKacmPhoJ6EMINmQ5JJ6tPEZY6R9L6khZImSjq8KcvPC+HEHuQSSZ3MrNSWjWcCr5rZh5L2Ah6RtJ2ZzW7hEJuVaDHbMZJ6Sbo7tUAfSLq6RJ7eqeXrlLk2VtKQ9LqPpMclLZA0R9Lt6fq4lH2ipMWSjk7XD5P0kqT5kp6WtEum3OmSzpc0CViSrbOAmU3KCNaAzvj+Mm2KEGY7RVJH4AHgTXw3s83wvULry6+Ah/F9QTfH9wPFzPZN6f3MbB0zuz3tKP4n4CTgE8Bw4H5JXTPlHQMcCvQo02Ii6QFJy4Hx+GZPLzQg7lwTwmy/7AlsCpxrZkvMbLmZNWTAZxWwJbBpHco4ARhuZuPNbLWZjcQ3Mt47k+cqM5thZsvKFWJmh+G7g9/TNgAAIABJREFUsR0CPJQ2Gm5ThDDbL72AN8u1SvXgPEDAc5JekXR8DXm3BM5J3dj5kuanODbN5JlRl0rNbJWZPQh8WdJXGxp8XonBn/bLDGCLGgZZChS2dO4OLEyvNykkmtk7eEuIpAH4YMw4M5tWps6LzeziGuqrrztcJ2Cbet6Te6LFbL88B8wGLpW0tqRukj5XnMnM3gfe5v/bO+8wK6rzj3++gGLvsaKCLVGjJhaiCQaMxp4YE0uMRtHYu0lM0agk0ZgYoxhL7IKFn713xYYNC4pRVNSAilgREJDu+/vjPZedHe7d3bvtDrvv53nm2Z0zZ845c3e/95w5M+/3wH6SuqYecZ4QJO0pqUfanYgLa27a/xhYK1PcZcDhkr4jZ3FJu0hasikNlvQNSTtJWlTSQpL2A74PPF7dpRefEGYnxczmAj8C1gHeA8YBe1fIfghwIjAB2BB4OnNsC2C4pKnAncBxZjYmHRsADE7D1r3M7IVU1gW4iN8G+lfRbKUyPwE+xR+d7G1mI6ooY4EgfGWDoIBEjxkEBSSEGQQFJIQZBAUkhBkEBSSEGQQFJITZQZB0tKQXJM2UNCh3bIN0bGLaHpa0QTPLWl3Ss5I+l/Sv3LH7JW3emtfVFCSdKOlVSVMkjZF0Ypk8x6Vj0yS9Lmm99m5nNYQwOw7jgdPxl8TLHdsDWA5YAX/e2NAL6w2V9UdgMNAL+ElJiCl65H/pWWV7I2B//EX6HYGjJf183kGPhPkV/nL8EsCuwGc1aGeTCWF2EMzsVjO7HX8JIH9skpmNNX9oLfzNnIoBzA2VhQvyETObDDwPrCVpKeAPwEnVtFlSP0njJP1G0ieSPpR0YDVlpPaeZWYjzGyOmb0J3AF8L9XRBTgNOMHMRpnzjpl9Xm097UkIsxORXhqfgYdm/a2ZxbwK/FDSMsDmwCg89GugmTVn1eaVgaXxsLNfARdKWja19w/ZF97zW7nCJAnYGngtJfVI2zclvZ+Gs39Ogi0shW5c0LqY2TK4CI4GXmpmMWfi//iPAxfigcobA3dJGiLpCUlHV1HebOAvKVrkXmAq8PXU3r+b2TKVtgrlDcD/r69K+6X3eLcHNgK2wWM+f1VFG9udiC7pZJjZNEkXA59KWt/MPqny/M9J79SmXucJ4HB8KPsq/u7rCEmPmNmoJhQ5IRfd8iV+H1g16Qthf2BrM5uZkktxnWelHn2SpEvwWM7LmlNPexA9ZuekCx7GtVoLyzkUeNbMXsV7oxfMbBbwX+CbLSwbSSclW5KyWy7vQfiXw7ZmNi5z6E1gFtWHk9WUEGYHQVI3SYsAXYGuKYyrWzr2Q0nfTmFbSwHn4NEdr1dbVibPisBR+NARYAywjaQl8HvP/6V8g/KPXJqKmf0t2ZKU3TJt2Re/Z/6hmf0vV8aXwA3A7yQtmULUDsFtVYqLmcXWATZcIJbbBqRjewJv4PdvnwL3Ahtnzj0JuK8pZWXyXA3smdlfHffgmQj8K5M+FDikQpv7AeNyaWOB7aq89jH4verUzHZx5vhS+OOhKXiw9qmkyKqibhH2FbQZkhYGRuJfArNr3Z4FiRBmEBSQuMcMggISwgyCAhLCDIICEi8YFJyxE2bUdBJghSW6N56pDfmqAHMgSy3SRe1dZ/SYQVBAQphBUEBCmEFQQEKYbUSKNTRJK9S6LcGCRwgzIV/zcb71IYOgFoQwg6CAhDDxCAigL3BUGn6apLUlXZEi3qdLekvS77KR75I2kjRU0hfJCGqkpG0q1NFd0m2SRqTIjCCoSDzHdI4D1sMjMEq+NRPxVa72wiMyegOX4j44V6Q8Q/CXtHsDc/CYxBn5wlOo1R34F2E/M/sinycIsoQwATObLGkW8KX5eo8lTs38Pla+VPk+1AlzTeBsM3sj7ZdbE/JrwLUkkZvZfMINgjwhzAaQdDhwMC7ARXF/m3czWc4BLpd0AB53eEtGpCUeBEYAP7MGFohN5lbz+diMfOdDllq6kr1N0FGJe8wKJJ/UgcAgYAfgW8BFwMKlPGY2ANgAuB34LvCK5l/q/G6gDz7MbYjj8YDfetuVF8dEcWck4jETkh4E3jGzI9L++XiAb99MnjtTWs8KZfwH2MTMviupH/AoPpQ9ATes2tbMXq5wbqUec0wte8x4V7Y278rGULaOsUBvST1xa4q3gf6Sdkq//xyfuZ0IIGlR4GzgpnTuSnjPODxfsJmdnPxOH5a0rZmNLJNnEjCfV+rYCXFL2hmJoWwdZ+NuaqPwWdj7gBvxmdfngZ5Adq2Oubgl/2Dcie024Bng1+UKN7OTcLvEoZI2aZMrCDoMMZQtOBH2Vfv/zwj7CoIACGEGQSEJYQZBAQlhBkEBCWEGQQEJYQZBAYkXDApOrR9XdOva7k8K6jFj9lc1rb9WRI8ZBAUkhBkEBaRNhNlS/5z2MrKS1D+/AGob1jVA0qvtUVew4NPZe8wbgLVq3YggyNOpJ3/MbDowvSVlSFrYfHnzIGg12rLH7CbpPEkT0/bPkpGVpIUl/UPSOEnTJD0vaYcyZWwiabikLyW9kKw9SGUsL+n/UhnTJb0m6cDM8cMkfVxmifIhku5Iv883lE3nvS1pVvp5SO64STpK0q2SpgF/S0uoN2jcFQTV0Jb/OPum8rcCDgMOxaP0Aa7CYxt/gUf2DwbuKhMOdSbwB2BT3ATruhTXCLAIbtmxK7AhcB5wiaRt0/Eb8cDj7UqFSVoc2A334JkPSbsDF+DOBd9MZV4k6Ue5rKfhy6VvBFyYrrNk3LU+cDJu6nUgQdAM2iTsS9JjwKrA1y1VIOlPeBR/X+AtoKeZvZc553ZgvJkdmYn+39HMHkjHvwc8CaxuZuMq1Hs9MNXMDk77t6X9X6b9/XAhrWRmMyT1By4wsyXS8aeAN83soEyZg4B1zKxP2rd0zjGNfAZ/BzY3s+3S/gBgDzP7ZuOfYB1TZ9Y27qn2zzHn1rR+gGUWbf8PoS3vMZ+1+qp/BvgrHuUvYFRd5wdAd+CRXBmvZH4fn36uCIyT1BXvTfcGVkvnLww8ljnnWmCQpMXM7Eu8F7+5Aae69YErc2lPAj/Opb2QP7EJxl0NUsla5P2PPmeZZcKMq7NRq3sgA7bADa5K2/pA3shqdu4cqGvzb4HfAP8Etk1l3E7GLAs3wpoD7JZMlrejwjC2TD0NpU3L7jTFuKsJlDXjuuj8gVUUEXQU2rLH/I4kZXrNLfFe7xm8x1zZzB5tQfl9gLvM7BqAdO+5HhnfHDObKelmvKdcAfgIeLyBMl9P5WZ7zT643UhjbRluZvOe3Upau+mXAtQJux5HHnP8mCrLCToAbSnMVYGBki7CJ0lOBE43s9GSrsOHmL/BJ3CWA/oB/zOzW5tY/mhgb0l9gM+AY4BewEu5fNcCD6djQ8ysoZcv/wncJOlF3A92R1zUP21CWyoadzWFSmZcU2fW3lojaH/aUpjXAV1x1zjD3cvPTccOxGcuzwJ6AJ8Dz+ETPk3ldFxs9+HPIgelOjfI5XsCnzHdABdMRczsdknH4MPkgfg94pFmdlcjbbkEH74OwUcDt+DGXfmheRA0iTDjKjgxK9s5Z2XjAXgQFJAQZhAUkBBmEBSQEGYQFJAQZhAUkBBmEBSQTh2PuSBQ68cF3a22391d23/ZkEIQPWYQFJAQZhAUkAVamK1pcNVSA7EgaE0W6FfyJC0BdDezCa1Q1nLAbDOb0vKWtR6fTZ1T0z9Q9241/u4uwC3mkt1jqfeqMLOp+LLsrVHW561RThC0Bu32dSipu6SBySBrhqRnU8hW1kd2J0kvJkOrYZJ6SOoraaSkqZLulrR8psx6Q1lJG0kaKukLSVPSedukYwtJ+rek8ZJmSno/2X+Uzq03lJW0rKTByUhsuqSHJW2YOd4/tWlbSa8mU7FHJfXK5Fld0h2SPpcbir0hqcEIlyCA9u0xz8LNqg4C/gf8Grhf0rqZPH/GI/kn4yFUNwAzcCOvucBNwAA89rIcQ4CRQG/cuWCjdD7AscDueOjXWDzc7OsNtHdQOr4bHld5Rmrvesn2EtzO5I/pmmbgpmIX4y4G4C4GiwDbAF80Ul8QzKNdhJnc6Y4ADjaze1La4cAPgKPwQGaAU8xsWDp+MXA+sJmZjUhpg4E9GqhqTeBsM3sj7b+dOzYaGJZcFd4Dnq7Q3nVxn5++ZvZESvtlOmdf4PKUtRtwlJm9mfKcDVwlqUsKyF4TuMXMRqb84UYQNIn2GsqujZtTPVVKMLO5uM1INrA5a771cfr531zaig3Ucw5wuaRHJJ0s6RuZY4PwYObRki6UtEsDvq/rA1+l9pXaOzm1JdvemSVRJsbj11lyzzoP+JOkZySdLmmzSg2XtIyknvlt8qT5TA2CTkB7CbM0q9WY0dV85ltmlk+r2GYzG4AL53bgu8Arkg5Kx0YAPXG/1y74sPOhCuJsaBYu2945FY51SXVegbssXIX7ET2dbCzLUdaM65KL/t1AU4KOSnsJ821gFm5aBUCyn9yKxo2uqsLM3jKzf5vZLridycGZY1PM7CYzOwLYBR9Kr1OmmFHUmVWX2rsUfs9aVXvNbJyZXWpmewGn4vfL5RiIi7jedtiRx1ZTXdBBaJd7TDObJuk/wN8lfYb3BicAK+ETJC2eFJG0KHA2PkE0NpXdB/ccQtKvgQ+Bl/Ge+Rf4hMx85tFm9pZ8GYVLJB2Km2SdkfIPqaJN5+GeRKOBpXBzr7LCrmTG9dnUfKccdAbac1b29+nnVfg92Eu40/qHklpjtnIusCw+RF0ZX1LhbtxYC2AK7tS3Lj7kfAnYKRlBl+NAvBe7E59ZfSq1t5pFiLrgE1irp/qH4l64QdAgC/SbP52BePOnttVDbd78WaDflQ2CjkoIMwgKSAgzCApICDMICkgIMwgKSAgzCApIPC4pOEv/4pqa/oE+uGq/WlbPmodeX9P6ASYM3icelwRBEMIMgkISwgyCAlJTYSY7kT0q7ZfJ3zPl2bx9WhgEtWFBM+N6H1gFX9o9CDosC5Qwk+vBR7VuRxC0NW06lJW0Y3K7m5ic4h6QtH4Lyqs3lG2Bu94Wkh6U9Fly1HtS0la5utaT9Hhy9HtT0s6prP6ZPKtJuj5d30RJ92TNxcIlL2gubX2PuTge09gb6Ie7390laeFWrqfkrvcdPCbzBurcAvoBG+LueiWWBK4Btk5texm4V9IKAMlu5DbcOmRLoD9wGu6KR8qzGPAo7o7XF3c7+BB4OB0DDwJfDHfJ2zC1MUx8gkZp06Gsmd2S3Zd0IO4C0Bt4shWrqspdz8weybXrGOBnuMPAtcAPcVeF7c3sg5TnBDJmYrgNpoADk+sekg4DPgF2BW6kCpc8SctQZ+I1jyV/9h+08OJN+xSCDkNbD2XXljRE0juSvsBd7roAazTh3PvS0HGqpNcayV6Vu56kFSVdImm0pMm4u8CKmXZ9AxhfEmXiedw5r8RmuC/PlFI78RHBsrgrIFThkkcFM66Zbz7QyKUHHZG2nvy5C/gAOCz9nIN73jRlKHswsGj6fXZDGaneXW8w7gl0Au4PNBO3/Si1S5R39MvSBR8Cl7tn/Dy14QpJDwA7A9vhLnlnJje/PANxi816dP/6DuFF2wlpM2GmyZb1cUPkR1Papk2tM9dbtTZ9gGMz5tMr4Y9hSrwOrCZpVTMbn9I2p764RwD7AJ8lI62ymNk44FLgUkm/B46j/v1uKV9ZM66lf3FNFZcVdBTacig7EX/eeIikdST1xZcPKILt22hgP0kbSNoCuB631yzxEPAmMFjSJpK2xM2k51DXk16HD5HvSDPAvSR9X9K/SjOzks5LM9NrSfoWDbjkBUGWNhNmWiJgb2Bj4FXgQuAUfNhYaw4ClgBexEV5JT6kBea1fXd8FvY5fOh7Bi7KGSnPl8D38XVYbgLeSPmWxb+UoM4lbxQu9o+BA9rywoKOQYR9NRFJm+D3lJub2YvtVW+EfXXOsK8F6s2f9kTS7sA04C18aYVz8JXERtSwWUEnIYRZmSWBf+BmzROBx4ATLIYYQTsQwqyAmV0NXF3rdgSdk4jHDIICEsIMggISs7IdmPT+7fHAwIZegujIbah1/c0lhNmBkdQTf+e2l5mN7YxtqHX9zSWGskFQQEKYQVBAQphBUEBCmEFQQEKYHZtJuO1KLWcja92GWtffLGJWNggKSPSYQVBAQphBUEBCmEFQQEKYQVBAQphBUEBCmEFQQEKYQVBAQphBUEBCmEFQQEKYQVBAQphBUEBCmEFQQEKYwXxI6i+pNdcvDaokhBm0GZJM0jqtXOZYSdMza6c+2JrlF4UwfA4KiaRuZlZpZbgfmdnD7dqgdiZ6zE6MpNUl3SrpU0kTJF1QJk/P1PN1y6Q9Jung9Ps6kh6XNFnSZ5JuSOlPpOwjU8+2d0rfVdLLkiZJelrSxplyx0r6vaRXgGnZOjsbIcxOiqSuwN3Au/iiSavhSxJWy1+BB/HlB3vgyw5iZt9PxzcxsyXM7Ia0cPGV+ArjywOXAHdK6p4pbx9gF2CZBnrM69KXyYNpFbYORwiz89IbWBU40cymmdkMM2vOhM9sYE1g1SaUcQhwiZkNN7O5ZjYYXy91y0yef5vZ+2Y2vUIZ++JfJGsCjwIPJFPnDkUIs/OyOvBuA71SU/kdIOA5Sa9JOqiBvGsCv0nD2EmSJqV2rJrJ835DlZnZU2Y23cy+NLMzcS+frVt4DYWj047hA94H1mhkkgV8jVCAxYAv0u8rlw6a2Ud4T4ikPsDDkp4ws7cr1HmGmZ3RQH3VmlAZ/sXQoYges/PyHPAh8HdJi0taRNL38pnM7FPgA2A/SV1Tj7h26bikPSX1SLsTcaHMTfsfA2tlirsMOFzSd+QsLmkXSUs2pcGS1pD0PUkLp/aeCKwAPFXdpRefEGYnxczmAj8C1gHeA8YBe1fIfghwIjAB2BB4OnNsC2C4pKnAncBxZjYmHRsADE7D1r3M7IVU1gW4iN8G+lfR7CWB/6RzPwB2BHYyswlVlLFAEPaVQVBAoscMggISwgyCAhLCDIICEsIMggISwgyCAhLC7KBkwqJK21xJ5zeQ/wRJH6WX0a8svb8qqZuk69Mjj/uyzxwlnSzphPa4nlxbV5F0p6Tx6QX7nhXyLZfeqV3gYktDmB2U9OL4Ema2BLASMB24qVxeSTsAfwC2xd9DXQtfug7gp/hLAyvgb/4cls7phT8HrSj2NuQr4H7gZ43k+wfwets3p/UJYXYO9gA+AYZVOH4AcIWZvWZmE/GIkf7pWC/gsfTa3qPUvcnzb+C31b5rm3q4wyW9JWmipAslVfVKnZl9bGYXAc83UM9WwDeBq6opuyiEMDsHBwBXW+W3STYERmb2RwIrSVoeeBX4gaSFgW2A1yTtDnzWzGgUgF3xN4Y2AfYCdgB/1zb7gnuZrU9TCk8hbRcCR1P9u7eFIF5i7+BIWgPoC/yqgWxLAJMz+6XflwTuxaM3XgCexWM2hwLbSzojHXsVON7MZjWxWX83s0nAJEmPAt8C7k9Cb40QrmOB4Wb2oqSNWqG8did6zI7P/sCTmfdXyzEVWCqzX/p9ijl/MLONzexQ/F70YmDztPUFFgYaCvfK81Hm9y/xL4ZWQdKquDBPbq0ya0EIs+OzPzC4kTyv4cPKEpsAH+dfDpf0TeC7wKXARsCLaXj8PLAxLUTS1mVmk7NbU+IuewOrAKMkfQScB/ROM85dW9rG9iKE2YGR9F3cMqTsbGyGq4FfSdpA0rLAn4BBubKE37cdZ2ZfAWOAPunesy/wv5Svv6SxzWmvmQ3LziaX2eZNXklaBChZknRP+wD34TPL30rbqcBLwLdSRM0CQQizY3MAcKuZTckmprjGqen+EzO7HzgLn3V9N22n5co6EHg1hW4B3AqMBz6lzr8H3JGgPeIjp+NDcIA30j5mNtPMPipt+P3y7PT7AkOEfQWtitzn9TgzWyCfHxaFEGYQFJAYygZBAQlhBkEBCWEGQQGJN38KzpQZX9V0EmChbrX97p4zt/ZzIEt0r+5d3tYgeswgKCAhzCAoICHMICggIcwgKCAhzDZCUr8UFLxCrdsSLHiEMBPyxVjnW7g1CGpBCDMICkgIE5A0CA9dOioNP03S2pKukDRG0vTkUfM7SV0y520kaaikLyRNkTRS0jYV6ugu6TZJIySt2E6XFiygxAsGznHAenj40EkprbSi1F54aFNvPEB4AnBFyjME98fpDczBg4dn5AuXtBRwB/5F2M/MvsjnCYIsIUzAzCZLmgV8mYvbOzXz+1hJmwL7UCfMNYGzzeyNtF9usdavAdeSRG5m8wkXQL5c+Xx+N+99OIFllulwK5kHjRBD2QZINosvJNPgqcAJwBqZLOcAl0t6JJkff6NMMQ/ia0/+tJIoE8fjrgD1tosuOK9VriVYsAhhVkDS3sBA3GJjB9ym4iLceAoAMxsAbADcjnvhvCJfcTnL3UAffJjbEANxD9d625FHH9fCKwkWRGIoW8csIGvW1Ae3QJz3CEXS2vmTzOwt4C3g35L+AxwMXJnJcgrwOfCwpG3N7OVylZfsHPPpU2Z81YxLCRZ0Qph1jMXd1HriXjJvA/0l7ZR+/zk+czsRQNKiwNm40dVYfBmCPsDwfMFmdnIysyqJc2Q+TxBkiaFsHWfjveYofBb2PuBGfOb1edx57V+Z/HOBZXFryDeB24BngF+XK9zMTgIuA4ZK2qRcniAoEZ4/BSfiMWv//xnxmEEQACHMICgkIcwgKCAhzCAoICHMICgg8Ryz4FS52HKrM2V6VQtGtzpdu9T2+gHo3v6LhEWPGQQFJIQZBAUkhBkEBaRNhNlS/5z2MrJKi6xObTxnq9Q1QNKr7VFXsODT2XvMG4C1at2IIMjTqWdlzWw6aSXi5iJpYTOb1UpNCgKgbXvMbpLOkzQxbf8sGVlJWljSPySNkzRN0vOSdihTxiaShkv6MjkJbFo6IGl5Sf+Xypgu6TVJB2aOHybpY0n1vnwkDZF0R/p9vqFsOu9tSbPSz0Nyx03SUZJulTQN+Jukro0ZdwVBNbTlP86+qfytgMOAQ3H7DICr8NjGX+CR/YOBu8qEQ50J/AHYFDfBuk51D/YWAUYAuwIbAucBl0jaNh2/EffQ2a5UmKTFgd1wD575kLQ7cAHuJvDNVOZFkn6Uy3oacG9q+4XpOkvGXesDJ+OmXgcSBM2gTcK+JD0GrAp83VIFkv4EHI4L8i2gp5m9lznndmC8mR0pqR/wKLCjmT2Qjn8PeBJY3czGVaj3emCqmR2c9m9L+79M+/vhQlrJzGZI6g9cYGZLpONPAW+a2UGZMgcB65hZn7Rv6ZxjGvkM/g5sbmbbpf0BwB5m9s0K+cuacb3/0edjamnGNX3W3JrVDcV4wWC5xbt2qLCvZ62+6p8BVsOj/AWMkjS1tAG7AHnrjlcyv49PP1cESMPHkyW9ImlCKuOn1DfLuhb4iaTF0v6+wM0NmGKtDzyVS3sS9/XJ8kL+xCYYdzVGeTOu8wdWUUTQUajV5I8BWwCzc+n5iZjs8ZLIS18mvwV+g3vC/he3A/kbSbiJu3G/190kDcWHtds3oW2NpU3L7mSMu34LPA18ARwF7N5IXVlKxl/1OPKY48dUUUbQQWhLYX5HkjK95pZ4r/cM3mOubGaPtqD8PsBdZnYNQLr3XI+MoZWZzZR0M95TrgB8BDzeQJmvp3KzZlp9cLuRxtrSqHFXQ1Qy45o6s/YR/EH705bCXBUYKOkifJLkROB0Mxst6TpgkKTf4BM4ywH9gP+Z2a1NLH80sLekPsBnwDG45eNLuXzXAg+nY0PMrCHbuX8CN0l6EfeD3REX9U+b0JaKxl1BUC1tKczrcDvI4fhQ8Arg3HTsQHzm8iygB27v+Bw+4dNUTsfFdh8+BB6U6szfDz6Bz5hugAumImZ2u6Rj8CHpQOBd4Egzu6uRtlyC+84OwUcDt+DGXXmP2SBoEmHGVXCmzqztHyhmZTverGwQBM0khBkEBSSEGQQFJIQZBAUkhBkEBaRTh30tCNTYi4slF41/kVoQPWYQFJAQZhAUkBBmEBSQBVqYrWlw1VIDsSBoTRboV/IkLQF0N7MJrVDWcsBsM5vS8pa1HtNm1fYPVIRX4mrNIt1o9w9hgRZmZyCEWXtqIcx2G8pK6i5pYDLImiHp2RSylfWR3UnSi8nQapikHpL6ShqZnA7ulrR8psx6Q1lJG0kaKukLSVPSedukYwtJ+rek8ZJmSno/2X+Uzq03lJW0rKTBciOx6ZIelrRh5nj/1KZtJb0qNxV7VFKvTJ7VJd0h6XO5odgbkhqMcAkCaN/nmGfhZlUHAf8Dfg3cL2ndTJ4/4xYbk/EQqhuAGbiR11zgJmAAHntZjiHASKA37lywUTof4FjcUeDnwFg83OzrDbR3UDq+Gx5XeUZq73rJ9hKgO/DHdE0zcFOxi4GS499FuGnYNrirQUP1BcE82kWYyZ3uCOBgM7snpR0O/AC34Hg4ZT3FzIal4xcD5wObmdmIlDYY2KOBqtYEzjazN9L+27ljo4FhyVXhPdwGpFx71wV+DPQ1sydS2i/TOfsCl6es3YCjzOzNlOds4CpJXVJA9prALWY2MuWvaBNSyYxr3MefU0szrqA2tNdQdm1gITJGV2Y2F7cZyQY2Z823Pk4//5tLy3r65DkHuFzSI8mo6xuZY4PwYObRki6UtEsDvq/rA1+l9pXaOzm1JdvemSVRJsbj11lS0nnAnyQ9I+l0SZs10PayZlwXhhlXp6S9hFm6eW7M6Go+8y0zy6dVbLOZDcCFczvwXeAVSQelYyOAnrjfaxd82PlQBXE2dLOfbW9+8ch6hmFmdgXusnAV7kf0dLKxLMfAlLfedtQxx1fIHnRk2kuYbwOzcNMqwO0ncTPoxoyuqsLM3jKzf5vZLridycGZY1PM7CYzOwK3y/wBsE6ZYkZRZ1Zdau9S+D1rVe01s3FmdqmZ7QWcit8vl8smQH1IAAAbhklEQVQ3yczG5rcYxnZO2uUe08ymSfoP8HdJn+HDtBOAlfAJkhZPikhaFDgbnyAam8rug3sOIenXwIfAy3jP/At8QmY+82gze0u+jMIlkg7F3evOSPmHVNGm83BPotHAUri5V6t+EQUdk/aclf19+nkVfg/2Eu60/qGk1pitnAssiw9RV8aXVLgbN9YCmII79a2LDzlfAnYysy8rlHcgPry8E59ZfSq1t5pFiLrgE1irp/qH4l64QdAg8YJBwYkXDGpPh37BIAiCphPCDIICEsIMggISwgyCAhLCDIICEk5LBWeFPS+taf0TbzmspvXXeokGgEW6dW33OqPHDIICEsIMggISwgyCAlJTYSbXgj0q7ZfJ3zPl2bx9WhgEtWFBm/x5H1gFX0E6CDosC5QwU3D1R7VuRxC0NW06lJW0YzLVmpgMqR6QtH4Lyqs3lG2BidcWkh6U9Fky7npS0la5utaT9HgyDntT0s6prP6ZPKtJuj5d30RJ92Q9jMKMK2gubX2PuTgeOtUb6IebbN0laeFWrqdk4vUdPPTrBuqCkvsBG+ImXiWWBK4Btk5texm4V9IKAMnV4DbcoWBLoD9wGm6+RcqzGPAobsLVFw+q/hB4OB0DjzVdDDfj2jC1cVLrXXbQUWnToayZ3ZLdl3QgHmzcG3iyFauqysTLzB7JtesY4Gd4IPO1wA/x4O3tzeyDlOcEMp5FuNuegAOTuReSDgM+AXYFbqQVzLi673QOWmixMmcEHZm2HsquLWmIpHckfYGbaXUB1mjCufeloeNUSa81kr0qEy9JK0q6RNJoSZPxIOYVM+36BjC+JMrE87hBV4nNcF+eKaV24iOCZXHzMWgFM6457wxt5NKDjkhbT/7cBXwAHJZ+zsGtNZoylD0YWDT9PruhjFRv4jUYtx45AbchmYm7C5TaJcobh2Xpgg+By90zfp7acIWkB4Cdge1wM64zk2lYnoG4k189uq29bcVeNui4tJkw02TL+rjv6qMpbdOm1pnrrVqbPsCxGY/blfDHMCVeB1aTtKqZjU9pm1Nf3COAfYDPzKzifaOZjQMuBS6V9HvgOOrf75byTaLM/eeiu11SxWUFHYW2HMpOxJ83HiJpHUl9cZfyvOVjLRgN7CdpA0lbANfjLn4lHgLeBAZL2kTSlrhn7RzqetLr8CHyHWkGuJek70v6V2lmVtJ5aWZ6LUnfIsy4gibSZsJMTuR7AxsDrwIXAqfgw8ZacxCwBPAiLsor8SEtMK/tu+OzsM/hQ98zcFHOSHm+BL6PL/dwE/BGyrcs/qUEdWZco3Cxfwwc0JYXFnQMwoyriUjaBL+n3NzMXmyvehfd7ZKa/oEi7AuWXaxru5txLVBv/rQnknYHpgFv4Q7u5+ALFo2oYbOCTkIIszJLAv/APWEnAo8BJ1gMMYJ2IIRZATO7Gri61u0IOicRjxkEBSSEGQQFJGZlOzDp/dvjgYENvQTRkdtQ6/qbSwizAyOpJ/7ObS8zG9sZ21Dr+ptLDGWDoICEMIOggIQwg6CAhDCDoICEMDs2k3DblVrORta6DbWuv1nErGwQFJDoMYOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CAhDCDoIB0q3UDgspI6g5sAXwIzK1xczorXYFVgOfNbGZ7VRrCLDZbAMNq3YgAgK2BJ9urshBmsfkQYNiwYfTo0aPWbemUjBs3jq233hrS36K9CGEWm7kAPXr0oGfPnjVuSqenXW8lYvInCApICDMICkinFKakLSUNkLRMG5XfT5JJ+klblB90fDqlMIEtgdOANhFmELSUzirMICg0nU6YkgYA56bdMWnIaZJ6SjpK0jBJn0qaKullSUdI6pIr4weSHpP0uaTpksZKur6RepdLZb8nacM2urygg9AZH5dcDiwNHA/8lLrnUx8CawHXAGPx6fHewNnAqsApAJJ6AfcCtwNnAdOB1YFdKlWYzrkPmAFsaWbjy+RZhvmH1vHwspPS6YRpZuMkvZt2XzKzsZnDvyn9knrJx/FXsn4t6VQzM2AzoDtwmJlNzpx7dbn6JG0B3A2MBH5mZlMqNO14/L43CDrfULYhJG0q6VZJ44HZafsrsCywYsr2EjALuFnSXpJWbaDInYHH8B52lwZECTAQ6JXbtm7B5QQLMCHMhKSe+HupqwO/xUWxBXBGyrIogJm9A2wHzASuAj6Q9Kqk/csUuzuwEHCxmc1uqH4zm2RmY7MbMK6l1xUsmIQw69gNWAwfbg4xs6fN7AXA8hnNbJiZ7QoshT96eQMYLGnbXNZjgUeAhyRF7xc0mc4qzFL4zqKZtJIAZ5USJC0C/LJSIWY218yGU3dvunEuy3Tgx8BQ4H5J27Wk0UHnodNN/iReTT+PlnQtfi/5ePo5RNJZwJK44OoNQSUdDmyD3ze+BywOHIEL+pF8RWY2S9KewGDgbkl7mNndbXJVQYehU/aYZjYM+Dv+uORJ4HlgMrAnsAJwG/BPfDb177nTXwYWxieF7sPvMxcGdjSzkRXqm4P3vNcAt0rao5UvKehgyJ8ABEUkTUiNGTNmTIR91YixY8fSq1cvgF65R2ttSqfsMYOg6IQwg6CAhDCDoICEMIOggIQwg6CAhDCDoICEMIOggIQwg6CANEmYybjKWsu8KkX8394aZVVZ7wBJNXujIn2GA2pVf7Dg0Nl6zMuBrWrdiCBojE71EruZjaOVYhyTw0HXxuIsg6A5VNtj9pJ0TzKqmiDpP5KWKB2U1EXSCZL+K2mGpM8kXS1p5XKFSdpF0kvJ0OoNSQfljn8t1fG6pGmSPpR0n6RNc3lmSZrPlkNSnzR83DvtzzeUlbS4pH8lk6xZ6ec/JS2ay2eSBko6TtLbeDTJ9zLlPi9poqTJkp6TtFeVn20QzKPaHvNW4DrcBuM7wKnAGtQZUV0F7A38C7fUWA2PwnhM0mZmNi1T1qa4mdWZwCfAIcAVkt42sydSnuVwU6xTU56lgQOApyVtamajzOxTSfcBB0j6i9V/K/8AYBJunDUfqde7CxfYX4DnMte1iaQdcuXtCXwA/AGYCryT0tcALgTexz/TbfDwsSXN7IoGPs9sW8KMK6jDzBrdgAF4IPGZufTfp/StgO+m34/M5fkW8BVwVCZtLDANWC2TtggwAbikgXZ0xa06RgPnZtJ3T3X3zaQtiodyXZS/jsz+Tum8o3P1HJfSd8ikWWrfUo18Vl1wcV6Om32RK2NAI5/xfNuYMWMsqA1jxowp/R16WhO00lpbtUPZvHdqab8vbjz1FXC9pG6lDQ9K/iDlyTLCzD4o7ZjZDFxwa5bS5Bws6QVJk4A5+BByXeAbmbLuBj4D+mfSdsetPwY1cD3bpJ/X5tKvzh0vMdTMvsgXImkbSQ9I+ji1cTbwq1wbGyPMuIJ5VCvMj3L7H6efywMrpfImUOcwV9p64AHIWSaUKX8m3nOW+C1wGfAssA8+zNwCt4Kcdw9oPgEzBNhD0uIpuT8wysyea+B6lgNmmtmkbKKZTUxtWT6Xf741EiVtCTwECDgKHxZvAVyZu5YGsTDjCjJUe4+5MnViBBcjuMjm4D1mH3J2HImGrBsr8QvgUTM7OpsoaXn83jHLVbj51R6SHga2xe8FG2IC0F3SMllxSloW947Nf3mUewa6N369P7LMUuCSFm6k7iCoSLU95s8r7D+O22x0AVY2sxfKbG82o31GxhwLQNKOlJkUMbOX8Z60P27jYbiVR0OUPHr2y6XvlzveWBtLX0qlNq6Iu+4FQbOotsf8uaQ5wBP48gGnAfea2TMAkgYBV0s6H/fSmYHPzG6T8t1cZX33ACent2WeADbBe8EPKuQfjM8Irwvcb2b5oXeeB4GHgbMlLY3PyvbGZ2UfwIeoTWnjCcB1ki7FRxWn4COLJZtwfhDMR7U95u74EgG34Q5ypccjJQ7C7wu3B24G7gT+hPcorzSjfacD5wGH4hM8ewJ7AW9XyH9tqms1Gp70AdL0rPdsFwCH4c53h6U6d0/HGytjaGrft1MbT8Encq5r7NwgqESYcRWYMOOqPWHGFQTBPEKYQVBAQphBUEBCmEFQQEKYQVBAQphBUEBCmEFQQEKYQVBACi9MSf2Te0DPVi53kKSxrVlmELQWhRcm/i7qVpQJuWohf8VfMQyCwlF4My4z+xT4tA3KfafxXEFQG1rcY6bo/ceTWdY0SY9J6ps5XvKk3VjSHZKmSPpU0pnJvGuzzPlvSfplrvz5hrKSfpDq+TwZeY2VdH3meFdJf5I0Oh2fmEy/DszkmW8om4y9LpP0UTLmekvSSZK6ZvL0TO05QdKJqe6pkp5JQdPZ8taWdIPcRGxm+nm/pHVa+rkHHZsW9ZiStsXDo54F9k/JvwEelrS9mT2ayX4jHvFxPvBjPHyrO7Arvqz6GcDRwGBJ/03xleXq7IVHgdyOm3lNB1anzhAM4HfAH/HwrReBxYANcMeCSteyGHUGYqcAbwI74BEuawEH5045FhiF+wOBD43vldTLzCantHvxAPHjcPeHFXGLlaUqtSMIgKaZcVXagOG4/cUimbRFgfHAM1bfZOqYTB4B/0vpfTLpy+FhW//IpPUnY4YE7JH2l26gXXcDtzXS9kHA2Mz+EancXXP5zk3p30j7PdP+S0CXTL4tUvo+aX+FtL9bEz/LZVLZ2a0PYcZVUxYUM655JG+dLYCbzY20ADCz6cBNQO/UC5W4J5PHgDeAKWb2ZCb9c9ymck0q8xLuanCzpL0krVomz3BgZ0lnSfp+rh2V2AaYbGZ359JLxlz9cul3m9lXmf1SvGmp7RNwe8uzJB0uaf1G6j8eGJPbhjWh3UEHpCX3mMviPV85l4APU9nLZtI+z+WZVSatlF7RxMp80mY73CzrKuADSa9K2j+T7UzgZDxg+zHg83R/25Br3XINXAvMb8xVzw/I6vx+Fkn7hvsOPQX8GRglabyk0yV1L1NPuOQF82iJMCfiXXw5l/VVcA+ciS0ovyJmNszMdsXv1bbEe9/B6Z4XM5tjZmeb2bdwwR2A25I8IEkVip1A5WspHa+2ne+a2UFmthLwddxr9iT8SyOfN1zygnk0W5jmrurDcVe6eT1c+v1nwHAz+7LlTWywDXPNbDg+4QSwcZk8k8zsBrx3XYP53c5LPAIsLWnXXPp++BfQo/OfUlVbR5vZqcC7+JdEEFSkpc8xTyIZWkn6Fz60/TU++/iLFpZdFkmHk8y9gPeAxfGJm1kkVztJd+JG0y/gRtDr4F4+w809Y8txNT4rfK2kU/BeeHvcaOsyq9LlT9LG+Az0jbhH0Rx85rgn8I9qygo6Hy0Sppk9KumH+D1Uyc38eWBbM2uriYuX8ccYf8W/AKaktB3NbGTK8zjeax+KO9V9iD9eGVCpUDObLmkb6u5Pl8N7t5PwxzLV8hE+83wMbrf5FS7Qw8zs0maUF3QiwoyrwIQZV+0JM64gCOYRwgyCAhLCDIICEsIMggISwgyCAhLCDIICEsIMggISwgyCAtLqwqzgODA2rZ3Z2LkDJMUbD0Gnp2g95uW48VYQdGoKZcZlZuOIUKcgaHqPKWmdZGD1TjK4el/Sza1pLFVuKJuGxQMlHSnp7VT3cEnfltRN0l8kjZM0WdJtkr6WO//nkh5KBltfSnotGXV1z+VTMt56V9IMSSMk7ZRMvx7L5V02tendZNr1rqS/Slool+8ISa/Ijca+kDRK0h9a6/MKOi7V9Jir4rYfv8WDhlfCw62GS1rfzD5pg/aV2B232vgNsBDwL3wZ+QeBhXGjrNWBc4BLqe8XuzZwVzo2HY/Z/BMeuJx15DsDN/D6D3BHKu8S/DMaXcokaQnc8mO5dM4bQG/c+KtnqUxJ++BhX3/Do126Auvhn2MQNExzzYLwf7TFgKnAcZn0/uTMi4CxwKAmlDmA5MqRSTN8eLtoJu2AlD40l/dcPLxqsQrlCxfaL4G5wHJWZwI2A7g2l3/LVM9jmbST8NjKjXN5j0t5N0z7FwAvVfF5hhlXASm8GZekhZOP6quSpqZ/zml4oHJDXjrlyuqW2yrZfZR4xNzkq8Tr6ec9uXyv4+JbI1PXOpIGS3oPD6aejQdFdwHWTdm2xK00b8wWZmbP4l8qWXbG4z9HZa8BuC8dL3nqDgc2kXSxpO0lLd3INYYZVzCPaoay5+IuAGcCTwCT8G+Se3HLyiZRijHMJW+Dm2ZVopyRV0Ppi6S6lsL/uafivfFb+HC2N3Bhpt0lv9mPy9SdT1sJd0SYXaGtKwCY2TWSSsPsgwGTNAz4o7kdSp6BuKVmlh6EODsl1QjzF8DVZnZKKSH941U0Ua7AeNz2MktVth1VsA1usNXXzJ4oJUrKe+6UjLZWKlPGSriTQYnPcKEfUqHO8aVfzOwK4Ipkn7kNfr/5oKSelrM4MbNJ+JfdPBofSAQdlWqEadT1SCUOwu81m16I2Szci6c9KM3wzmt3Gjb/KpdvOG6HuRc+qVTKuyV+r5cV5n3AicDHZvZ+kxrhpmT3SFoB7xV70kYOgkHHoBph3gP0l/QG8F98YuIwct/yBeNpvH0XSzoNF+rhQL1HKmb2uaRzgD9K+gL3B1odOA33C8oaO5+Lu8EPk3Qubvq1MC62nYGjzexdSZcBX+K+sh/hw9I/4gZio9rkaoMOQzXCPBafyTwZvzd7BjfFuqsN2tUqmNlnkn4EnA38HzA5/TwfvzfOcjI+mXU43qO+gT8OOiOdVypziqTvpfxH4xNN0/D75geoGxYPw2eof47PuH6KW2CeZnXm0EFQljDjagD5AkZvAH8xszNqUH9PwoyrptTKjKtQr+TVEkmb4paXz+CTO1/HVw37An+HNwjajRBmHVPx55mHAUvjw9fHgJPNrNxjlCBoM0KYCTMbjS8CVCS6AowbF+/114rMZ1/V04eWEveYBUZSH+IFg6KwtWWWjGxrQpgFJkXAbIE/spnbjCJKbw5tTe3C6WrdhpbW3xVf8e359pxNj6FsgUn/CM3+ls68OTSuPWcUi9SGVqr/ndZpTdMpmoNBEASEMIOgkIQwg6CAhDA7NpPwtUtr+T5zrdtQ6/qbRczKBkEBiR4zCApICDMICkgIsx3IuNOX29rFzjLXhiGZ9INT2mslm85kB9qsF/cz9UyX1KPM8ZfzdqC54/3S+f0aqaeHpPMkPSlpalPOaU49zUXShpL+I+m5ZIdab3WCxogXDNqX/XHfoSzv1aAdjf3df0QmBrWZLIJPuuTdIlqLdYB9gBHAUODHbVRPc9kc/xxHAFOAH1Rzcgizffmvmb1c4zbcD/w0eQG/Xi6Dmb3USvUcIOk8M3ulFcrL84SZrQgg6Se0kTAlLQ90a0aE0TVmNjiVcTxVCjOGsgUhObm/IGmipElyt/k9cnm6pSHR2ZKOUZ0r/jOSNk7HT5f0QSrjlvSPlWVz3Hr0bw20ZZykyyV9TdJlkj6RNFfuOj9L0oeS7pW0uaRPJV2VztsOuCoV0wV/z3RkptweuGXLVqmc0ZKOz9TzEfBQyr6vpK7pvIWy9QCY2Vfp2OrALbn295B0ZWrnvHqa9peYj42ADyTdL2l/SUs25aRS+5pLCLN96ar6frrZUKIeuOXJz4C9cff2GyQdUKacPXG3+RPw4XEP3OLlsvT7r4Df49YvF+fO/QoXy08kNbSAU1c8HnXPVO5duHVKN9zzaSb+cvi9wB6SFs+dvwbJDE3SVpJWBZ7DfYjH4P5It+G2L6NSPSU3fNI1XAJgZrOBIRXq2T+7k6mnD27OPa8eSX9t4Hor8Qywb7rey4CPJV0v6UfKLYnRqrSnu3Rn3ahzp89vUyvk74ILYBAe1VBK75bOexfonkn/VUq/P1fO+XhUSvdMGz7Ge7X3cPEfnNJfIznO41EYT6X0XXNlnpvSv4m/3D0o7R8AbJe5trH4cLZUz6X4Q/5Xqe9sPzTl/3na75f2b0o/v5HSv1WqJ9eeN4EX07F+mXpWKdPuGdS575fq6VfF33GZ9FkPTZ/rBPyLb2vSOwEVzjueKt3co8dsX/bFw7hK29alA5K2lS9+9Ak+1JyN/7OXc7kfavVDkEr3inmDsddxka+eS5+LOwB+Hx+qlWMVYLKZ3S3nMEkjcCGD95prAcvjPXD/3PlrAldm6vkp/g89xy93noN9aZ7ji9z5D6Sf/QDM783r1SPpu/h6MI9kzts51fOp6jvl34t/QW1Z4XobxcwmmdkVZrYtsBrwF+DbuAH62DK9ebMJYbYvo8zshcz2EswLiH4QF8wRwPdw4V5NeZf7ZjnT5xiM95I/rdDW7rjtJsAf8J7hSdx6BXzxpddS+wbjS0NkDbO/wBdnKtWzfKprE1yos9P2/ZR/hVz9pWvJ3iMPBvpmHjv0x/15s872K6V6Zue2ByvU01yWAZbFbWhK7W3RfWWWEGYx2BtfuuHHZnaLmT1jZi/gfrVtgvnkxEn4PWk5ZuIu9uAu/A+Z2bHU9c6vUCeaa/GecPvM+feb2cxMPeA93mj8EUJp1PAQ7reUX4em5PA/IZNWqucASYvgBt3/l9JKfIb3jltU2PL1NBlJPSX9XtJL+OewPz7xtKGZfdvqr6/TIuJxSTEw/J9r3jeupJWBXdu0UrM7Jb2NPxPMT2SMB3pJ2pX6Lvz7UXcfuTLwmpl9Kuk+4IeZ8+/I1fMJfl/6NjAlffEg6ZZ03lbA3Znzf5jqeDRTTqme/XGBL43fL2e/XO7D73VHm1l+eFw1aRb2QNwfeEv8i+JG4Cgze7ql5VciesxicA/+T3atpO0k/RKf8fyo4dNahZvTz3Vz6W/hEzXXpnbsLOlJfCb4Wfz+anwm/yD8vrRE3m3+UHym9+vAKunNm12BpXDD7GslHQNslvLvCVxmZvl1bQbh97ZnAe/jDvil2eW+qW2LAk9JOqRUT3osMzQ3E94UNsMfLY3BXxhYxcwaFaWkxSTtkR55ldbK2Sml9W3oXIgesxCY2QOSDscXBf4J/k/wT/yRQ1u/slfJNmMuvhDSmfg/pOE9xpz0+x7pWIm78dnQZcoVZmZ3SHoAf4SzJn7PNxn/Ajgfv/c7mbrh8eX4/Xaeu3FX+1IveVPm2ID0cxz+xfYn0iRWquc+qr8PHAGsZGbTqjxvxVzbAC5KPx8nTWpVIsK+gqCAxFA2CApICDMICkgIMwgKSAgzCApICDMICkgIMwgKSAgzCApICDMICkgIMwgKyP8DxKRvIY93kRUAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 126x1008 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -3158,3561 +2626,8 @@
     }
    ],
    "source": [
-    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
-    "                                       save_dir=base_dir, folder=folder, sort_type='VISp_upper_pct_rel_chance')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### try for just V1 vs LM or upper vs lower"
+    "plotting.plot_population_average_response_for_cluster(cluster_mdf, cre_line, cluster_id, change=False, omitted=True, ax=None)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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r8/NLuLygH+1J6nA6GJgE/AWYGhHdjEw6hHTGZv/stSJdejgrIk6S9E9Sh9HAaKVbgZ0ioufRYRFxr6TfkQ4WPOrJzKr0OeD9pHlFdiHFv2dI8fNrpJGaA84idbzvRTpj/SxpVNQHIuJnDfudS/pxsRvpR8cY0uXhdeh8mkWKzd8m3fVOwG+A/4mIf3bx+t2z136VdJnMQ8BFDdtuJn2G38zqugr4ckMHXy9+RPqBugK9j3o2s+p8OFtaeS0phr4AfKRpKo19Scef50h6XUQ8nXXGvBX4ErAzaTTQc6TYfEKnRkTEdZIOIh07n0r6XXo4aV6lz2XlfIiUIx4hdXj/gdQZ1VjOw5L2Ic0HdTIwnnQH1Zsi4hlJb8vKfR8pF/wL+C5wWEQ816mNbZxC6ny6lxRDzaxLyvnmBGZdk/Qg8GBETKm4KaOOpIuBtwJrZ5PHmpmZdS2bn/GfwB8i4l1Vt8fMrAzZfE83AV+KiKOrbo9ZnXjOJ7NRRtJ6pMskz3LHk5mZDdPupNudf6/qhpiZlejTpMu5PeLTrEe+7M5slJD0ZtKdjj5DurzxW9W2yMzM6kbSDsDLSXNQ3Um6i6qZ2VIrm+x8B9Ldpz8KnBIRj1XbKrP6ceeT2ejxKdK8VPcDu0fEg9U2x8zMaugEYG3STUI+1jQnjJnZ0mgN0lxYM0mToX+h2uaY1ZPnfDIzMzMzMzMzs8J4ziczMzMzMzMzMytM5Zfd3f70zaUNvVp+7AplVQXABC1Tan0Akkqtb5wmlFxfuV9ZUe7nucyCiaXWN/fZuaXWN392+VdnLJy/sNT65s2eX2p9L9lkrXK/pDYqPDnr8b4YFj1e46tuAuMpP5e3snBuubGsnReenF11EwBY/ZWrOfbVyCPPPVBZTFl57CpVVY1U3Xn+MR5jUIkxGltZ3fNnlnsM2mzuzHmV1b3a5FWdE2rAUcnMzKwDSWMl7SnpbEmXSdo0W79Ktv4lVbfRzKwbjmdmZtaNIvJF5SOfzMzM+pWk5YBLgc2BWcBypNvLAzwLHAOcDhxaSQPNzLrkeGZmZt0oKl945JOZmVl704DNgJ2AV8Dia3Gzu3z9HHhXJS0zM+vNNBzPzMxsyaZRQL5w55OZmVl7HwROiYgLgVaT7twLTC61RWZmw+N4ZmZm3SgkX7jzyczMlgqSVpO0YdO6dSWdIOkcScM5o782cGuH7c8DKw6jXDOzthzPzMysWwXkjELyhTufzMwsd5LWkXScpGslzZQUkqYUXO1xwBkNbVgBuAbYH/gw8CtJW/RY5pNApwkVNwL+0WOZZlYjjmdmZtaNivIF5J8zCskX7nwyM7MirEdKdjOB35ZU51uBXzc835V05mb77PEu4As9lvlbYO9s4sVBJK0L7AP8ZlitNbO6cDwzM7NuVJEvIP+cUUi+cOeTmZkV4eqIeFFE/Cfwg5LqfDHwcMPzdwN/jIjfRMRjwHRg0x7LPJx0d48/AJ8CAvhPSUcDNwNzgKNH2G4z62+OZ2Zm1o0q8gXknzMKyRfufDIzs9xFRKvJCYs2D5jY8HxL4KqG5zOA1XopMCLuBbYG5gNHkO728XngIOARYOuIeGQEbTazPud4ZmZm3agoX0DOOaOofDGu1xeYmZn1qXuAXSSdCOwArMrgIc8vBZ7qtdCI+BOwiaSNgQ1JCfhvEfHnkTfZzKwlxzMzM+tW7jmjiHzhziczM1siSZOASS02zYiIGWW3p40TScOKnwaWA+5ncOLdArhtuIVHxO3A7SNon5n1iRrENMczM7M+UIN8AQXmjDzzhTufzMxsEG27TrRYfThwWJv10wptUJci4kxJC4GdgGeAr0bEPEi3oAVWBk7qpUxJWwPbRMQX22w/Grg0In43osabWWHqGNMcz8zMylfHfAH554yi8oU7n8zMbJAx44ZOB7gQjiWdUWnWL2d8AIiIs4GzW6x/EnjDMIo8iJTE21k328c/1sz6VF1jmuOZmVm56povIPecUUi+GFbnk6SJEfHCcF5rZmb9rVXiXZCGFfdVki3JJsDXO2y/id5vd25mJXJMW8TxzMysA+eLRQrJF113Pkl6C2m42RbAspJmk2ZQPzwibuq1YjMz609jJ9RjUKyk/x3GyyIijuxh/5WBWR22v0C6Fa2Z9ak6xDTHMzOz6tUhX0ApOaOQfNHVpytpW+BXpKFXPwb+BbyYNJP61ZLeExGX91q5mZn1n7EtzvoMh6QPZP98Y/a4paTVgVkR8escqpg2jNcE0MuPtb/TeajyG4DHhtEOMytJHjHN8czMbOlXk3wBxeeMQvJFt117XwN+D2wXEc8PrJS0PHAZaUjW63ut3MzM+s/YCWPzKuonTc+nZY8PAZNzKH/dHMpYkl8Bn5T04+aTLNlkjHsB3y+hHWY2TDnFNMczM7OlXE3yBRSfMwrJF912Pr0G2LWx4wkgImZJ+j/gh71WbGZm/WnsMvl0PkWEcimoffkPFVl+5ihgF+ASSb8GbiGdOdoUeDfprE8vIw/MrGR5xDTHMzOzpV8d8kVWR9E5o5B80W3n0z+Adv8nxgD/7LViMzPrT2PG5TbyqfYi4l+SNgdOJiXb7Qc2Ab8GPh0RzoFmfcwxLXE8MzPrzPkiKSpfdNv5dCxwiKQrIs32DoCkVYAvAd/qtWIzM+tPOV52VyhJew7ndRFxZo/7PwRsn+W89QABf4uIp4dTv5mVqw4xzfHMzKx6dcgXUE7OKCJfdNv5NBlYA3hY0mWkYVZrAtsATwOvkDTQARUR8T/DbZCZmVWr1W1m+9R00hmYXoY3B9DTj7VFL0zJ9g/Dea2ZVacmMW06jmdmZpWqSb6AEnNGnvmi286nAxr+vVPTthWbtgfgziczs5qqy1kfYKuyKpK0HOlEzGq0SPQRcXVZbTGz3tQkpjmemZlVrCb5AkrKGXnni646nyKiNl2AZmY2MstMGF91E7oSEVcVXUeWdL8F7E3rnCnSSZfaHK2YjTZ1iGmOZ2Zm1atDvoDic0ZR+aLbkU9mZjZKjB/v3x0NjgP2BS4GrgCerLY5ZtYrx7RFHM/MzDpwvlikkHzRc+eTpAnAPsDGpLvcfT8i/pVHY8zMrHrL1uSsTyuSXgocDmwHvAj4z4i4QtIawNeAkyOil+vWdwTOjYjd82+tmZWhrjHN8czMrFx1zReQe84oJF+07XySdBCwc0S8uWHdOOBa4A0svuZvf0lviohH82yYmZlVoy5DjptJWhe4EVg2e1xrYFtEPC5pM+Bj9DZp4kTgyhybaWYlq2NMczwzMytfHfMFFJIzCskXnUY+bQ/c1LTuE8BmwA9JvWevAU4GvgTsl3fjzMysfOPH1faK7KOAhaSRuS8A/27afjGwQ49l/hFYf+RNM7Oq1DSmOZ6ZmZWspvkC8s8ZheSLTp/u+sB3m9btCDwF7BsRc4DbJK1HmojKzMyWAsssU8+zPsA2wAkR8Yik1VpsfwhYp8cyDwYukvSTHi9vMbM+UdOY5nhmZlaymuYLyD9nFJIvOnU+rQr8feCJpLHA5sCvso6nATcBh+bVIDMzq9b4cbWdbHEl0lyE7Uyg97kOPw48Ctwg6QbgfmBB0z4REfv2WK6ZlaSmMc3xzMysZDXNF5B/zigkX3RqwOPAixueb0K69q/5Urx52dKRpEnApOb11z1wJSutvOKSW2pmZqWo8WSLjwAbddj+FuDeHsuc2vDvt2VLsyDdEaR22uXm+x79GytPWrmCFpnlr6YxrZbxrF1Mue3hW1h50krDLdbMrBQ1zReQf86Y2vDv3PLFmA7b/kyalGrAR7IKLm/a71V07mUbcADwQPNy9sk/7LqxZmZWvGWWGT9kqYmfA/tI2rhhXQBI2gX4IHBeLwVGxJgultqeJqNNbv7uid+rtFFmeappTKtrPGsZU0476fQRFmtmVrya5gvIOWcUlS86jXw6Brha0l2kUVBvB34XEbc27fc+0oRUS3IsML155Uc/9ZEHumuqmZmVocZDjo8C3ksaoXs1KekeLOmrwJuAW4BvVte8vtQyN39y/084N9tSo6Yxra7xrGVM2Xe/fRxTzKzv1TRfQE1yRtvOp4i4XtKOwOeB1YDTgC827iNpTeClwFeWVFFEzABmNK+//embe2yymZkVaeL4ZapuwrBExLOS3gocSRqtK2BbUu45CTgkImZX2MS+0y43Pznr8QpaY1aMOsa0usazdjHlkefc92Rm/a+O+QLqkzM6TjoVEb8Eftlh+2PA6/JulJmZVWfCuNoMMR4iIp4FPgt8VtIapOT7eETEcMuUtArpmvY3A6sw9JL1iIith1u+mRWrrjHN8czMrFx1zReQf84oIl/0epcMMzNbyk0cv2zVTchFRIx4+I6klwPXAWsDz5DuJvIUi5PwE8CskdZjZsVZGmKa45mZWfGWhnwBI88ZReWLtp1Pkj7TS0ERcXyvlZuZWf+p65BjSfsDO0XENm22Xwr8LCJ6mU37K6Q7N20N3Ab8G9gVuBE4BNgN2HIk7TazYtUxpjmemZmVr475AgrJGYXki04jn47toZwA3PlkZrYUqPGQ46l0vgHGPcA+QC8/1rYGTo2I30laLVuniHgeOETSRsDXgN2H0V4zK0FNY9pUHM/MzEpV03wB+eeMQvJFp86nDYA5vRRmZmb1V+Mhx+sDP+iw/Q7SJIy9WA24Pfv3vOxxYsP2y4DDeizTzEpU05jmeGZmVrKa5gvIP2cUki86dT5dD5wDnB4Rt/ZasJmZ1dPECfUccgyMBzodNSy7hO2tPA6smv37OWA2MLlh+wQGJ2Mz6zM1jWmOZ2ZmJatpvoD8c0Yh+aJ5xvJGtwKfBm6WdLOk/bMZz83MbCk2Yez4IUtN3EO6rWw72wH39VjmHcAmkG7pAfwe2E/SyyRNBj4O/LXnlppZaWoa0xzPzMxKVtN8AfnnjELyRdvOp+y2eesChwMrAicA/5B0rqROb8zMzGps4vhlhiw1cS6wnaQjJU0YWClpvKTDSYn3hz2WeSHwVkkDZ3eOIA1tfoCUxNcHjhxxy82sMDWNaY5nZmYlq2m+gPxzRiH5Qqkjq4sdpS1JE1ntAiwPPApMB6ZHxAO9Vjzg9qdv7q4BOVh+7AplVQXABJX/ZZVUan3jFn+3S6qv05Wi+RPlfp7LLCh3tPvcZ+eWWt/82QtKrQ9g4fyFpdY3b/b8Uut7ySZr5f4l/dG9Zw6Jy7utt2e5fwzDIGk8cCnp7htPkc7IBLAhaejwNcC2ETGiL76kzUjXzS8Azo+I60dSXj96ctbjpeXmTsar+jOO4+mPA8+Fc8uNZe288OTsqpsAwOqvXK3rmFTHmLa0xbNHnnugspiy8tjqLtyQOl1kUqwxHS9wsaKM0djK6p4/s9xj0GZzZ85b8k4FWW3yqrnE9DrmCygnZ+SRL7r+JR8RVwFXZbfx+xCwN3Aoabbzq7KRUmZmVnMTxpbbqZyXiJgnaTvgQFJy3DTbdA9wDHBcRIz4yCgi/kjnO4qYWR+pY0xzPDMzK18d8wWUkzPyyBc9DyPJbq83XdL5wJeAzwNTRtIIMzPrHxPG1DPxQkq+wNezxcystjHN8czMrFx1zRdQj5zRc+dTNt/TVGBH0ozp99L5tn5mZlYj48aUe3lrv5P0MuATpOvbV4Mh1+OGR/+a9S/HtMUcz8zM2nO+WKyIfNHVpytpPVKH0x7AOsDzwHnA6RFxTS8VmplZf6vzWZ+8SXo3cD7plrLPka6jN7MacUxLHM/MzDpzvkiKyhdtO58krcDiuZ02J/V03UCa6fzHETEzjwaYmVl/8VmfQY4GngB2zK51N7OacUxbxPHMzKwD54tFCskXnT7dx4CJwL+AbwCnRcQ9eVVsZmb9qa6TLRZkA+BQ/1Azqy/HtEUcz8zMOnC+WKSQfNGp8+ky4HTg4ogo//7oZmZWCQ85HuRxYES3MjezajmmLeJ4ZmbWgfPFIoXkizHtNkTEThFxkTuezMxGl3Fjxg1ZRrGzgF2qboSZDZ9j2iKOZ2ZmHThfLFJIvhi1n6aZmbU2ms/6ZHf2aDQd2ErShcBxwAPAkJMyEfFw8a0zs+EYrTHN8czMrDfOF4tMp4B84c4nMzMbZNyY8VU3YdhyuC3sg0A0F5s9vrfD68b20EwzK1FdY//j1vsAACAASURBVJrjmZlZueqaL2DEOeNBSsgX7nwyM7NBxtb0d0dOt4U9gqHJ18xqrI4xzfHMzKx8dcwXkEvOKCVfuPPJzMwGGavapoYR3xY2Iqbl2iIzq1xNY5rjmZlZyWqaL2CEOaOsfNF2wnEzMxudxrb4r1eSVpB0vKR/SnpB0h8lva+A5jbaADjWtxE3s0YjjWmOZ2Zmo0NN8wXUJGe488nMzAYZq3FDlmE4H9gdOBR4D3AncL6k7XNsarPcbwsraX9Jl3fYfqmkT+RZp5nlK4eY5nhmZjYK1DRfQM45o6h84c4nMzMbZJzGDVl6kSXYbYCPRcRpEXEFsBdwA/DN/Fu8SBG3hZ0K/K3D9nuAfXKu08xyNJKY5nhmZjZ61DRfQP45YyoF5At3PpmZ2SBjNHbI0qOdgGeACwdWREQAZwAbSHpNfq0dZDowQdKFkt4paV1JL2teeixzfeC2DtvvyPYxsz41wpjmeGZmNkrUNF9A/jmjkHxR2xm1zMysGONGnho2Bu6MiIVN6//SuH2klbTwV9KdOkR+t4UdDyzbYfuyS9huZhUbYUxzPDMzGyVqmi8g/5xRSL5w55OZmQ3S6vp2SZOASS12nxERM5rWrUYajtvsqYbtRSjiNrH3ANsC32qzfTvgvpzrNLMcjTCmOZ6ZmY0SNc0XkH/OKCRfuPPJzMwGaTPE+ADgsBbrDwemtVjfKQHm/YMqFVrMbWLPBY6WdCRwZETMBZA0njSZ5HbZo5n1qRximuOZmdkoUMd8AYXkjELyReWdT9cddm9pda31iheXVhfAamu16iAt1jITx5da36TVly+1vuVXLLU6xk0s908k1n6+1Pr+Ou72Uuu7dVanS4eL8fjMp5fq+k7g27mXGQtarj6WdD15s+ZRTwBP0vrszqrZ41MttvWrbwPvBg4BPiVpYFjzhqT3cw3FTyJZumfvmF11EwBYYVVV3QT0kv6YHvPZseXGlnZ+9cKvqm4CAB9nv673HWFMczzLwQUHXFdEsV350P9sV1ndYyZUFz8mrFDubwJLllm5up/Xf5p7Q2V1A3zvTz+srO5zJ0/PpRzni0UKyReVdz6ZmVl/iQXNl6pDNqy4VUdTK3cAu0ga03Td+39kj4X1ekoaQ7qzyE7AK7LV9wM/B85scR1+RxExT9J2wIHAR4BNs033AMcAx0XEvDzabmbFGGFMczwzMxsl6povIN+cUVS+cOeTmZkNsnD+iEcFnw/sC+xAwx0/gD2BuyOikMkWJU0ELga2IJ2d+We2aXvgPcCekraPiJ6G9WTJ9evZYmY1M8KY5nhmZjZK1DFfQDE5o4h80R9jyc3MrG8snL9wyNKji4HfAadJ2kfSVpKmA28H/l/OzW10KLAlaRjwGhHx0oh4KbA68A1gCmn4sJmNIiOMaY5nZmajRE3zBdQkZ7jzyczMBokFMWTp6fURAewI/Aj4KvBr4LXAzhFxUe4NXmxX4LyI+EJELJogJyJmRMRBwHnAhwus38z60EhimuOZmdnoUdN8ATXJGe58MjOzQXIY+UREPBsRn46INSNi2Yh4fURcUEBzG60DXNlh+1XZPmY2iow0pjmemZmNDjXNF1CTnOE5n8zMbJBeRzr1kRnA+h22r0f3k6ab2VKipjHN8czMrGQ1zRdQk5zhkU9mZjZIHiOfKnIZsJ+kdzVvyO7Y8SngktJbZWaVqmlMczwzMytZTfMF1CRneOSTmZkNUqNE2+xQ4F3AxZL+TLrlLcBGpFvEPgH8b0VtM7OK1DSmOZ6ZmZWspvkCapIz3PlkZmaD1HXIcUQ8JGkz4GjSbW5fn216DjgX+FJEPDzc8iWtBqybPX0gIp4cSXvNrBx1jGmOZ2Zm5atjvoBic0ae+cKdT2ZmNsj8uQuqbsKwZYl1d0kC1gAE/Du7A8mwSNoEOJ50q9zG9dcAn4mIv4ygyWZWsLrGNMczM7Ny1TVfQP45o4h84c4nMzMbZN68+ibeAVmi/fdIy5G0MXAtsCzwC+D2bNNGpDNL10jaPCLuaFOEmVWs7jHN8czMrBx1zxeQT84oKl+488nMzAZZUJPr3SW9DBad6Vn0fEl6HHZ8BDAP2Dwibmuqf2Pg6myfXXoo08xKVIeY5nhmZla9OuQLKCVnFJIv3PlkZmaDzK/PWZ8HgYWSlouIudnzboYWj+2hji2AE5sTL0BE3C7pJOCTPZRnZiWrSUx7EMczM7NK1SRfQPE5o5B84c4nMzMbpC5nfUhnXAKY3/Q8T8sDj3XY/s9sHzPrUzWJaY5nZmYVq0m+gOJzRiH5wp1PZmY2SF3O+kTEtE7Pc3I/8F7gxDbb35vtY2Z9qg4xzfHMzKx6dcgXUErOKCRfjBlJi8zMbOkzb+6CIUsdSNpT0uQO2ydL2rPHYs8E3iXph5I2kjQ2WzaWdA6wHTB92I02s8LVMaY5npmZla+O+QIKyRmF5Iu2I58k/W8P5UREHNlr5WZm1n8W1mfIcbMfAHuQrntv5c3ZPmf2UOY3gNcDuwG7AgMfzhjSLWzPA745jLaaWUlqGtMcz8zMSlbTfAH554xC8kWny+6m9VBOAO58MjNbCtT4NrNawvbxLE6eXYmIBcCukr4P7Aism9VzH3BBRFw+nIaaWXlqGtMcz8zMSlbTfAE554yi8kXbzqeI8CV5ZmajUI0mW2yl5WSLkiYB7yFNkNh7oRGXAZeNoF1mVpEaxzTHMzOzEtU4X0ABOSPvfOEOJjMzG2Te3PlDln4l6TBJCyQtICXdsweeNy7Ak8CHgB/1WP79kt7XYft7JXmCXrM+VpeY5nhmZlatuuQLKDZnFJUver7bnaQJwD7AxqTes+9HxL96LcfMzPrT/Dn9m2hbuIV0/bqAPYFrGHr3jQBmAjcC5/ZY/mRghQ7blwde3mOZZlaiGsU0xzMzswrVKF9AsTljMgXki04Tjh8E7BwRb25YNw64FngDi68r3F/SmyLi0V4rNzOz/jN/fn2ud4+IC4ELASS9HPhKRPy2xCa8GHi+xPrMrEd1iWmOZ2Zm1apLvoDKc8aw8kWnkU/bAzc1rfsEsBnwQ+BrwGuAk4EvAfv1WrmZmfWf+X08xLiTiNgqj3IkbQFMaVi1s6T1Wuy6KukuILfkUa+ZFaOOMc3xzMysfHXMF5BPzigjX3TqfFof+G7Tuh2Bp4B9I2IOcFvWoL17rdjMzPpTP1/f3omkDwHvjYg922w/A7goIn66hKK2Ag7L/h3AztnSyr3AgcNorpmVpI4xzfHMzKx8dcwXkFvOKDxfdJpwfFXg7wNPJI0FNgeuyDqeBtwEvKTXis3MrD/Nn79gyFIT/03n28guyPZZkmNJt5R9BekS8wOy543LZGD1iHhVRPxxBG02s4LVNKY5npmZlaym+QLyyRmF54tOI58eJ13LN2ATYCJDL8Wbly1mZrYUmD+ntiF9Q6DTGZ0/AzssqZCIeAZ4BkDSVsCdEfF4Li00s9LVNKY5npmZlaym+QJyyBll5ItOnU9/Bj4G/CR7/hHS8KvLm/Z7Femud2ZmthSYP7/TiZO+tjzpzE47AazYS4ERcdWIWmRmlatpTHM8MzMrWU3zBeScM4rKF50uuzsG2FrSXZKuBj4HXBkRtzbt9z7AQ3TNzJYS8+fOG7LUxAPA2ztsfzvwcEltMbM+UdOY5nhmZlaymuYLqEnOaNv5FBHXkyYY/xewCnAasGvjPpLWBF4KnL+kiiRNkjS5eXl+zqwRvQEzM8vXvDnzhyw1cT7wQUn7Nm+QtA/wQeDnpbeqj7XLzc8+90zVTTPLTU1jWi3jmY/3zazOapovoCY5o9Nld0TEL4Ffdtj+GPC6Lus6gMWzpy/y21suZoc3f7DLIszMrGgL59ZmcsVmxwDvB06RdCDpFrBBylOvAe4Gvlpd8/pSy9x8+o9O44D/+lwFzTHLX01jWl3jWcuYcuUdl7D969vdNMnMrD/UNF9ATXJGx86nnB0LTG9eufXrtn+gxDaYmdkSzJtdmyHGg0TEc5LeBhxNGqn7mmzT08DJwKER8WxV7etTLXPzPrvt69xsS406xrQax7OWMWXKRu9yTDGzvlfHfAH1yRltO58kfaaXgiLi+CVsnwHMaF7/vc+c10s1ZmZWsBqf9Rm4U8d+kvYHVifdKvbxiIhqW9af2uXmB37/SAWtMStGXWNaHeNZu5hywr5nV9AaM7Pe1DVfQD1yRqeRT8f2UE4AHTufzMysHubX9KxPoyzR+nbiZlb7mOZ4ZmZWjrrnC+jvnNGp82kDYE5ZDTEzs/5Q1yHHAySNJeWwVWhxY42IuDqnelYD9k9FxpF5lGlm+atzTHM8MzMrT53zBZSTM0aSLzp1Pl0PnAOcHhG3jqB9ZmZWI3UecizpIOBgYKUOu43NqbrVgWmk0b/+sWbWp+oa0xzPzMzKVdd8AaXmjGHni06dT7cCnwY+LelW4DTghxHx9DAbaWZmNTB/dm1uKzuIpI+RJlq8CrgUOAr4NjAP2Be4Hzgpxyr/CeydY3lmVoA6xjTHMzOz8tUxX0DpOWPY+aJt51NEbC3pZcBUYA/gBOAbki4gjYa6bDgVmplZf6vxkONPAjdGxFbZkOCjgF9FxBWSjiPddjavUQJkdw05I6/yzKwYNY1pjmdmZiWrab6AEnPGSPLFkOsAmwp+OCKOiIj1ga2AHwHvAX4j6SFJh0tadzgVm5lZf1o4d8GQpSY2BH6S/Xvgzh7jACLin8ApwGcraJeZVaimMc3xzMysZDXNF1CTnNGx86lRRFwVEXsDa5KGbj0IHAr8TdJvi2memZmVbe68uUOWmlgAzMr+PfC4asP2B4H1y2yQmVWvpjHN8czMrGQ1zRdQk5zRdefTgIh4PiKmA+8DvgEImJJvs8zMrCrzFswbstTEw8C6ABExB3gEeEfD9jcCT3UqQNJCSQt6XOo5QYDZKFHTmOZ4ZmZWsprmCxhhzigrX3SacLxdw7YlzQO1I7AscC/wg17LMTOz/lSjszzNriZdGv7F7PlPgAMkTSSdbPkocPoSyjiTxcOVzWwpUNOY5nhmZlaymuYLGHnOKCVfdNX5JGk9Fk88vg7wPHAeaeLxawprnZmZlW7uvDmV1CtpI9JdVt8AvBZYBlg3Ih7ssojjgFslTYyIF4DDgFcBe2XbLyXdgratiJjae8vNrJ9VEdMcz8zM6qem+QJGmDPKyhdtO58krQB8iHQbvc1Jl9fdABwB/DgiZpbRQDMzK9f8+ZVddbEZsANwM/Ac8M5eXhwRdwN3NzyfBbxP0srAAucts9GpopjmeGZmVjN1zBdQn5zRac6nx4BTgVeS5nbaICLeFhGn9Uvjzcwsf3PmzRmylOSsiFgnIt4HXNTLCyWtIOl0SR9s3hYRz4w0b0naQtJXJJ0qaYOGOreQNGkkZZtZsSqKaY5nZmY1U7d8AcXmjLzzRafOp8tI8zq9NCIOioh7htlmMzOrkfkL5g9ZyhARC0fw2pnAbsBK+bUIJI2V9GPgd8CXgH2AtbPN84ELgP3yrNPM8lVFTHM8MzOrn7rli+z1ueeMovJF286niNgpIi6KiAXDaK+ZmdXU3Hlzhiw1cScwOecyDwJ2AT4HbEi6BB2AiJgNnA9sn3OdZpajmsY0xzMzs5LVNF9A/jmjkHzR893uzMxs6dZqiHE2tLbV8NoZETGj8EZ15+vASZLOynG07p7AmRFxnKTVWmy/C/9YM+trNY1pjmdmZiWrab6A/HNGIfnCnU9mZjbIZfMvUPM6SdNId85odjgwrcX+U0hDdbuxRkQ80X0L29oAeAS4TdIvgb+R7s7aKCLiyB7KnAx8s8P2GcAqvTTSzMo10pjmeGZmNjrUNF9A/jljMgXkC3c+mZlZN44FprdY3+6Mz19Jd0vtxnPDaVAL0xr+vVObfQLo5cfac8CqHbavBzzeQ3lm1h96iWmOZ2Zmo1e/5wvIP2cUki/c+WRmZkuUDSvuemhxRDxG60RdpHULKPNa4KOSvt68QdIqpAkYf1NAvWZWoF5imuOZmdnoVYN8AfnnjELyhTufzMysliSdDnwvIm7KVr0cuCsi8jxzfxQpAV/B4oOJTSStDxwMLA8ck2N9ZjYKOZ6ZmVm3SsgZheSLtne7MzMzK5Ok5SR9QNIHgE2y1e/O1m3Z4iVTgVc2PP8dsG2ebYqIPwI7k66l/0G2+hvAycBEYKeIuDPPOs2s/hzPzMysG8PIF1BwzigqX3jkk5mZ9YsXAT9pWndS9ngVMKVp2xPAixueD5kkMg8RcbGkyaSkPnC72b8Bl0RE82SOZmbgeGZmZt3pNV9ACTmjiHzhziczM+sLEfEgvSXP64FDJb0MeDpbt7Ok9TpX092dPiRNBD4I3J0Na/5ltpiZdeR4ZmZm3RhGvoACc0aR+cKdT2ZmVlcHAGcAnyEl7SANEd65w2t6udPHHOBU4LPATUvY18xsJBzPzMysW0XmjMLyhTufzMyslrIzRVtKmgCsCTxISsYX5lT+QkmPACvlUZ6ZWTuOZ2Zm1q0ic0aR+cKdT2ZmVmsRMRd4WNIZwE0R8VCOxZ8B7CHpuIiYk2O5ZmZDOJ6ZmVm3CswZheQLdz6ZmdlSISL2LqDY60lDmG+RdBJposUhkyxGxNUF1G1mo5TjmZmZdauAnFFIvnDnk5mZWXuXNfz7ONL18o0GrrMfW1qLzMyGx/HMzMy6UUi+UERzOf1P0iTSNY3HRsQM1+f6+qm+Kup0fa7PiiFpr272i4gzim5LnfTLd9rt6L929EMbRqu6xrMqvzOuu5q/09H63kdr3f1Qvw1WVL6oa+fTZOABYN1ssi3X5/r6pr4q6nR9rs+sn/TLd9rt6L929EMbrF6q/M647mr+Tkfrex+tdfdD/VaOMVU3wMzMzMzMzMzMll7ufDIzMzMzMzMzs8K488nMzMzMzMzMzArjziczMzMzMzMzMytMXTufZgCHZ4+uz/X1W31V1On6XJ9ZP+mX77Tb0X/t6Ic2WL1U+Z1x3dUYre99tNbdD/VbCWp5tzszMzMzMzMzM6uHuo58MjMzMzMzMzOzGnDnk5mZmZmZmZmZFaYvO58krSPpOEnXSpopKSRNabHfgZIulPRIts/0nNvxNklXSJol6VlJF0v6jzzraFHnFEmXSpoh6XlJd0r6eEF1dfU5F1W2pLUkHSXpRklPSnpG0h8k7SWpp+9mL+9F0kck3SpptqRHJR0jadnhv9tF5U7J6m21bDDS8lvUt7mkSyT9PXsvj2ff13fnXVdDnZtKukDSP7K/izslHSxpmaLqbKp/WvZ53lJA2dM7/P8LSWvmXN/WWZ13Z3/rj0r6edExxqwo/fKdriI2tmlHYTl2hO0qLI52qLPU/GhLjzKPixvq7ItY1tCe0v5myz4WalF/JceZVecNVfCbs6HuynKVc8Po05edT8B6wIeBmcBvO+z3CWBt4GJgdp4NkPQW4HfAOGB3YCqwOnC1pPXyrKuhzr2Ay4H7gN2AHYATgQlF1Ef3n3NRZb8B2IP0nj8KfBC4EZgOfKuA+pD0UeAc4Drg3cBXgf2zOvNyEPDWpuXBHMsfsApwN/A/wH8CHwfmABdL2i3vyrIkcD0wGTiA9P38OXAUcGre9bWofyPSZ/uvgqo4kqH/37YAXgBuiojHcq7vk8DLgG+Tvoufy57/IYs/ZnXTL9/pUmNjB0Xm2GEpIY4uSVn50ZYCFRwXD+iXWFbF32zZx0KLVHycWVneqOI3Z5N+yFXODaNFRPTdAoxp+PeOQABTlrDfDGB6jm24FPgHMLFh3STgKeCcAt7zS4HngS/02+dcVNmkQD++xWt/AMwHJuVc31jgn8CFTev/K9v/zSN8z1OycnYs6/9hizaMAx4Briig7GnZ+3tl0/qzgHmt/l/mWPcYUsfkCcCVwC0lfZ47Z+/5vwoo+0Ut1k0CngZ+VtV3yIuX4S79/J0uMjZ2qLOwHDvc9lQRR7O6K8+PXuq1VHFc3FB3X8SyKv9mm9pR2LFQUz2VHWe2aU8peYOSf3O2qL+yXOXcMPqWvhz5FBEL89xvmN5KCjYvNNQ3A7gG2FHS2Jzr2zd7PCHnctsq8vPrpuyIeDoi5rXY9AdSR9FaedYHvAVYEzijaf05pKS2S7f19auImA88Q3o/eRso85mm9QP1LSigzgEHAusAhxRYRyv7kA5+f5x3wRHx7xbrZgB/I71Xs1rp5+90wbGxXZ1FHqMMR1Vx1Gw4Sj8uHtBHsaxf/mYLOxZqUuVx5hAl5o2yf3MO0oe5ypZifdn51CcmkIZbNpsDLAe8Iuf6tgDuAnbOrjFfoMXzERU9vLjfvBOYRf7DLTfOHm9vXBkRz5OGdG885BXD8z1J85XmsPqlpDfkVG5LksZIGidpbUmHA68iDRXP21mkszAnS1pX0kqS3g/sBXyzqOQl6RXAEcCnI+LZIupoU+9apKHXPy2rXklrkL6Hty9pX7M6qPI7XWJs7HtVxdEWSs2PVmt9dVxcdizrl7/Zko+FKjnObFRR3ij7N2c/cm4YJcZV3YA+difwFkmKSOMCJY0H3pRtX510BiQva2fLCcCXgTtInTBfJA093j3HuvqWpJ1II5COaDwDkJPVssenWmx7qmH7cD0DHEsaGv0UsCFwMHCdpC0j4qYRlt/OeSwetfUs8KGI+E3elUTEw9l16RcA9zds+mpEfDnv+gAkiXSd/yURcUERdXSwF2kE3mllVJa911NIJwW+UUadZkXqg+90KbGx31UcRwdUlR+tvvrmuLjsWNYnf7MDSjsWquI4s4Uq8kbZvzn7iXPDKOPOp/ZOIAXa4yUdQ0o4R7B4uG3eve9jgBWBD0fEj7J1V0qaCHxe0mERcW/OdfaVLOGcRZpc8sgCq4oe13dXaMSfgT83rLpG0i9IZ8mOArYZSfkdfAH4GumSwo8A50naKyLOzbMSSS8HLgIeA3YizbO2JfBFSQsLOjD4L2Az4DUFlL0kU4F7I+Lqkur7P9K19ntHxF0l1WlWpKq/06XExhqoMo4CleZHq69+Oi4uO5ZV/jfbYColHQtVdJzZrIq8UfZvzr7h3DD6+LK7NiLidFLP61TgUeBh4NUsPuPxj5yrfDJ7vKRp/a+zx9fnXF9fkfRG4DekAPT+7DrrvA18xq1GOK1K6xFRIxLpriCXkuabKkRE3B8Rf4iIiyLiw6Tv0ImS8v77PoZ0IPjuiLggIq6MiMOBo4EvSZqcZ2WSVge+npU/S9IkSZNIneZjs+fL5llnQ91vJ/29/6CI8lvUdxTpDiufjYjpZdRpVqR++E6XGBv7VpVxdEnKyI9Wa31xXFx2LOunv9myj4Uo+TizlSryRgW/Ofuac8PSbdQcgA1HRHyNNNTxP4DJEbE5qZPioYh4JOfqbmuzXtnjUtvrnV3Xeynp2v7tszmYinBH9jhobidJywGvpLjr+McwwlFVPfo96U6Ca+Rc7qbAnS0uh/wj6T1ukHN96wArkw46nm5Y3kb6f/g06c4oRdiHNLFl8+T0uZN0BPAl0h19ji+6PrOi9fF3uqjY2M+qjKPdKDs/Wn1UflxcUSzrp7/Z0o6FMmUfZ3ajlLxR8m/OOnBuWEr5srsliIg5ZJ0SWY/7rhRzSdjPScNstyfdfW3A9qQ/vj8UUGflJG0KXEaa8Ps/I+K5Aqu7kTSUdw/S5z3gw8D4pnW5kLQmsG1Wd+GyeQKmkIYqP9l57579A9hY0nJNHYRvzR7/nnN99wJbtVh/LLAC8DHS2aFcSVoe+CBproW831NzXYeR5rL4ckT8X5F1mZWhX7/TBcfGflZJHO1G2fnRaqfS4+IKY1lf/M2WeSzUoOzjzI7Kzhsl/ubsa84NS7e+7XyS9IHsn2/MHrfMhqLOiohfZ/tsBkzOto8HXt7wuqsi4vER1L8J6fruP5LuNvA60iSHvyclgFxFxG8k/Zo0tHN1Fk+s+FnguxHxUN51Qnefc1FlS3o1qeNpIfC/wIYpzi9yZy931lhSfRExX9LBwHRJ3wF+SprY7muku3iMKMhJOoc0QeLNpDNTGwAHARNJ351cZfU9BPwJeAJYizQx5DuB/y7g0sXjgfOBSyQdS5okcArp+vjLI6LdWcphiYiZpAkIB5E0I9s+ZFtOdiUd4J1eUPkASPof0tnLXwKXZ3OeDZiTXQdvVhv98p2uIDZ2akthObYbFcbR5vpKzY9Wf1UdF0O1saxf/mYp6VioSanHmY2qzBtl/+Zs04ZKcpVzwygUEX25kM5qtFoebNhneof9poyw/g2Aq0nzAM0hXRL2RWCZAt/z8qTre/8OzCWd/TgYGFPl51xU2aRrm9vt0/P/w27fC/BR0nDuOdln/XVgYg7v92DgFtIZknmkUVY/AjYu6P/dp4EbSGdj5mePlwA7FPh92YY0Ify/gFmkg8EvA8sXVWeLNlwJ3FJg+dcAjwPjS3gfhf39efFS9tIv3+kqYmOHtlT+eXT4f1VYHG1RX6n50cvSsVDBcXFWb1/EshZtKvNvtpRjoRb1VnKcWWXeoILfnC3aUMn33blh9C3K/sebmZmZmZmZmZnlzhOOm5mZmZmZmZlZYdz5ZGZmZmZmZmZmhXHnk5mZmZmZmZmZFcadT2ZmZmZmZmZmVhh3PpmZmZmZmZmZWWHc+WRmZmZmZmZmZoVx55PVgqSpkkLSlKrbYmZm9eV8YmbWPcdMM8uLO5/MGkjaUdK0qtsxQNLxku5ueH6ypJurbJOZmS2Z84mZWfccM82Wfu58MhtsR+CwqhvRYHPguobnbweur6gtZmbWPecTM7PuOWaaLeXc+WRWEknjJS3bw/7LAZuQJT5Jk4CNcOIzMxvVnE/MzLrnmGnWH9z5ZJWTNEHSFyTdIul5Sc9I+qOkTy/hddOya9Ant9j2oKQrm9a9R9JVkp6Q9IKkhyX9XNKrsu1XAntl/46GZWpDGWtlw24fljRX0j8knSLpRW3atpGkb0l6FJgNvGUJ72k5SatLWh145Z2kHgAABJ5JREFUJzAO+Gv2fDtAwN3ZPqt0KsvMbLRxPhn0OucTM+vIMXPQ6xwzzQo2ruoG2OgmaQJwCTAFuBQ4m5Qg/gPYGfhOTvVsCfwCuA04GpgBrA1sA6wH3AMcReqQfQewR8PLr8/KeBlwAzABOA24L3vtp4CtJG0WEc80VX0O8ALwTSCAfy6hqV9g6JDja5ue/zF7fAiYvITyzMxGBeeTIZxPzKwtx8whHDPNCubOJ6vaAaSkd3REfKlxg6Q8R+a9n5TUtouIfzesP3LgHxFxmaTdgXdExNktyjgBGA9sGhGPNrTzJ8CNwIHAtKbXzAC2iYj5XbbzTBYnuu8ADwNfz55/D7gDOD57/kKXZZqZjQbOJ4M5n5hZJ46ZgzlmmhXMl91Z1XYHngaOaN4QEQtzrGfgbMguknrudJW0MvBe0pmb2QPDcrOhuA8C95KG5DY7toekR0TcHxGXkxLpK4Dzsud/BF4O/CgiLs+W6zqVZWY2yjifNHA+MbMlcMxs4JhpVjx3PlnV1gf+GhGzC67nO8CfgZOApyRdLOkzktbo8vWvJv297As83mJ5NfDiFq+7p9sGNl1rvgPpDM+fsufvA8YCt2T7rNxtuWZmo4TzScb5xMy64JiZccw0K4cvu7N+EAW8btB3OyKelPRG0rXk2wJbAN8GDpe0fUTcsIS6lD2eDZzRZp9WQ3CfX0K5jVpda35z0/M7sserSEOlzcxsMeeTxPnEzLrhmJk4ZpqVwJ1PVrV7gA0lLRMRc3p87VPZ46qkYbcAKN1KdS3SMNxFImIBcGW2IOm1wJ+AQ4H3DOzWpq57s20TsiG4RWi81vxUFp8lAjiLlOy+nz1/uqA2mJnVlfPJYs4nZrYkjpmLOWaalcCX3VnVzgFWISWfQSRp6O6DDAyn3aZp/YE0fbezYbPN/ko6U7Jqw7qZ2f6N64iIJ4GLgZ0lDblVq5Juhw+31HCt+U3AS4GfZc9vBdYEftJwrfmfRlKXmdlSyPlkcR3OJ2a2JI6Zi+twzDQrgUc+WdWOI11bfWg2JPdS0m1eNyJdw92c1BpdTkpeR0haDXgAeDvwFvj/7d2xq49RHMfx97EZjDb/hKxyN+tdiKSwMxmsJn+CxaAYlDLJP3Az8A9YDOiOTMYrHcPzU+KHrjwpvV7L06nznJ7OcL71OT3n9OG7vvfGGCc247+rjlYXqmMtux1fvaiuV3fHGM+qT9XLOeeblutcn1d7Y4wHLbsiR1oOJdzdjHP78FPwg9Mt/5bvbdpnNs+97d0BSD3ZRj0Bfsaa+SNrJqxI+MQ/Nec8GGOcrW5Wl6o7LYXvdXX/N+9+HmPstlx7eqM6aClsO9X3t1A8rK5WV6rj1cfqVXVuzvnkm36PqpPVxep8S2G7Vr2Zc+6PMU5Vt1oK3eXNt+5XT6vHh5+BrXaqt3PO/U37TMuBkO//0vgA/x31ZCv1BNjKmrmVNRNWNOb803PmAAAAAODXnPkEAAAAwGqETwAAAACsRvgEAAAAwGqETwAAAACsRvgEAAAAwGqETwAAAACsRvgEAAAAwGqETwAAAACsRvgEAAAAwGqETwAAAACs5gtbG10XInZXLAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure'])\n",
-    "\n",
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_limited_range_area_sort'\n",
-    "\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "                                                                 location='VISp', metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
-    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 126x1008 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
-    "                                       save_dir=base_dir, folder=folder, sort_type='area_sort')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### depths"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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lfnWQywt60e6kDqeDgbHA34AJEdHOyKRDSGds9s9eK9Klhy9HxCRJj5M6jPpGK/0V2C4iOh4dFhEPSLqO9GXBo57MrEpfAT5OmldkB1L8e54UP79LGqnZ5xxSx/sepDPWL5BGRe0YEb9o2O980sHFzqSDjhGky8Pr0Pn0Mik2H0+6652A3wL/LyIeb+P1n85eexTpMplHgMsbtt1B+h0el9V1A/DNhg6+TlxAOkBdlM5HPZtZdXbJllbeQYqhrwKfappKY2/S989zJa0dEc9lnTHrA98AtieNBnqRFJt/MFAjIuL3kg4ifXc+jXRcejhpXqWvZOV8kpQjHiN1eN9O6oxqLOdRSXuR5oM6BRhNuoPqbRHxvKT3Z+VuQ8oFTwI/Ag6LiBcHamM/TiV1Pj1AiqFm1iblfHMCs7ZJmgJMiYiNKm7KsCPpCmB9YMVs8lgzM7O2ZfMzPg7cHhEfqbo9ZmZlyOZ7ug34RkQcXXV7zOrEcz6ZDTOSViNdJnmOO57MzGyIPk263fmPq26ImVmJvkC6nNsjPs065MvuzIYJSe8l3enoS6TLG79fbYvMzKxuJG0NrEKag+oe0l1UzczmW9lk51uT7j69K3BqRDxRbavM6sedT2bDx+dJ81I9BHw6IqZU2xwzM6uhHwArkm4S8pmmOWHMzOZHy5LmwnqJNBn616ptjlk9ec4nMzMzMzMzMzMrjOd8MjMzMzMzMzOzwvTCZXelDb264DtXllUVAMussGSp9fX58N7vqaTeMlz00Hml17njqp8qra6H//hYaXUBfOzq3Uut75uzqhmlvMu3tiitLm22Uml1AcTV/1KpFdpw0RPDojc7fYeqmwDA1Z/5RdVN4L6bHq66CXO89YPjq24CgGNfjVzyvWsriynLvnGpqqpm2ZWWqKzuMQtUe5i33DuWrqzuZ2Y8WVndX/rVoZXVvcFq76ysboCvfeOkyur29+F68MgnMzOzAUgaKWl3ST+VdLWkdbL1S2br31h1G83M2uF4ZmZm7SgiX/TCyCczM7OeJGlh4CpgA+BlYGHS7eUBXgCOAc4EqjvVaWbWBsczMzNrR1H5wiOfzMzM+jcRWA/YDliVhkt9srt8XQx8pJKWmZl1ZiKOZ2ZmNriJFJAvBux8kvQWSWOa1r1b0lWSXpD0vKTf9g3BMjMzm898Ajg1Ii4DZrfY/gAwrtQWmZkNjeOZmZm1o5B8MdjIp3uBtfueSFoXuBFYB7gcuILUI3aTpLd1WrmZmVleJC0taY2mdeMl/UDSuZKGckZ/ReCvA2x/BVhsCOWamfXL8czMzNpVQM4oJF8MNudT86zxhwP/Bt4fEU8CSFoe+ANwCPDpThtgZmbzH0krAf8LvIt0EmMRYOOIuL7Aak8E3gK8J2vDosBNpAQKsJOkTSLixg7KfAYYaELFNYH/DKGtZlYTjmdmZtaOivIF5J8zCskXnc759EHgmL6OJ4CIeAI4Fti408rNzGy+tRqwC/AS8LuS6lwf+E3D851ISXfL7PFe4Gsdlvk7YM9s4sW5SBoP7AX8dkitNbO6cDwzM7N2VJEvIP+cUUi+6LTzaRFSw5vdCyzdaeVmZjbfujEi3hARHwV+UlKdywGPNjzfAvhTRPw2O1EymXTZeCcOJ93d43bg80AAH5V0NHAHMA04ust2m1lvczwzM7N2VJEvIP+cUUi+aKfz6YOStpG0DfA0sFSLfZYk3YLPzMyMiGg1OWHRZgALNTzfELih4flUOjxREhEPAJsCM4Fvky5H/ypwEPAYsGlEPNZFm82sxzmemZlZOyrKF5BzzigqXww25xOkS+oa537aiDTZeKN1gSmdVm5mZpaj+4EdJJ0MbE06WdI45PlNwLOdFhoRfwbeKWktYA1STvxnRPyl+yabmbXkeGZmZu3KPWcUkS8G63xqNY/T8y3WrQpcMNRGmJlZb5M0FhjbYtPUiJhadnv6cTJpWPFzwMLAQ8ydeD8E3DXUwiPibuDuLtpnZj2iBjHN8czMrAfUIF9AgTkjz3wxYOdTRNww0PaG/XbNozFmZlY9bbZStFh9OHBYP+snFtqgNkXE2ZJmA9uRTpQcFREzIN2CFlgCmNRJmZI2BT4cEV/vZ/vRwFURcV1XjTezwtQxpjmemZmVr475AvLPGUXli3YuuzMzs2FkxKh5pwOcDSeQzqg065UzPgBExE+Bn7ZY/wzptredOojWI377jM/28cGaWY+qa0xzPDMzK1dd8wXknjMKyRcDdj5JmgRcEhFXd1JoP2W1HK723HPPMXZsq1FsZmZWhVaJd1YaVtxTSbYk7yTNfdif2+j8duc9w7nZhgPHtDkKj2f9xZRzvn0Ziyy0aDdFm5kVzvlijkLyxWAjn/YF9pH0L9KtAidHxJROK8kcQIvhaieccAITJ04cYpFmZpa3kWPqMShW0reG8LKIiCM62H8JBr6b66ukO77WlXOzzffqENPmo3jWMqZcftMv2HnzPbos2sysWHXIF1BKzigkX7Tz2/0xsAHwLeBQSdcBZwIXR8S0DupqOVztgAMOeLiDMszMrGAjW5z1GQpJO2Y/vjt73FDSMsDLEfGbHKqYOITXBNDJwdq/GXio8ruAJ4bQjl7h3GzzvTximuNZ21rGlK0/uINjipn1vJrkCyg+ZxSSL9rpfJocEftJWg/YC9gZ2BSYKuk84CfZbfgGFMNzuJqZWe2MHDMyr6J+3vR8Yvb4CDAuh/LH51DGYH4N7CvpZxFxTeOGbDLGPYDTS2hHIZybbTjIKaY5nrWhv5hyyfeu7aZYM7NS1CRfQPE5o5B80fa4soj4E/AnSQcCO5A6oj4PfF7S3cAZEXFSpw0wM7PeMnKBfDqfIkK5FNR/+Y8UWX7mSFLOu1LSb4A7SWeO1gG2IJ316WTkgZmVLI+Y5nhmZjb/q0O+yOooOmcUki86vqgxu9TuPOA8SSuTOqH2AI4H3PlkZlZzI0blNvKp9iLiSUkbAKeQku2WfZuA3wBfiIjHq2qfmQ3OMS1xPDMzG5jzRVJUvuhqRq2IeJQ0jGyipE26KcvMzHpDjpfdFUrS7kN5XUSc3eH+jwBbSloSWA0Q8M+IeG4o9ZtZueoQ0xzPzMyqV4d8AeXkjCLyRW7TuUeEL+Y2M5sPtLrNbI+aTDoD08nw5gA6Olib88KUbG8fymvNrDo1iWmTcTwzM6tUTfIFlJgz8swXg3U+jQc8/NbMbBipy1kfYOOyKpK0MGmSyKVpkegj4say2mJmnalJTHM8MzOrWE3yBZSUM/LOFwN2Pg02kZWkZYFnImJ2J5WamVnvWmDM6Kqb0JaIuKHoOrKk+31gT1rnTJHOJNXm24rZcFOHmOZ4ZmZWvTrkCyg+ZxSVLwa97E7SJ4HPATOA70fE1ZJ2Ak4GlgSmSjo0Ik7ppGIzM+tNo0f7uKPBicDewBXAtcAz1TbHzDrlmDaH45mZ2QCcL+YoJF8M2Pkk6aPABcC/gOeBy7POqLOBK4E/koZ8/VDSIxFxRR6NMjOz6ixYk7M+rUh6E3A4sDnwBuCjEXFtNlL3u8ApEdHJdevbAudHxKfzb62ZlaGuMc3xzMysXHXNF5B7zigkXww28ul/SbfS2yYiZkk6HDgLuKihId+R9Bvgi6SeMTMzq7G6DDluJmk8cCuwYPa4Qt+2iHhK0nrAZ+hs0sSFgOtzbKaZlayOMc3xzMysfHXMF1BIzigkXwzW+fR24LMRMSt7/iPgm8B5TftNBn6Yb9PMzKwKo0fldiPUsh0JzAbWAl4F/tu0/Qpg6w7L/BPw5u6bZmZVqWlMczwzMytZTfMF5J8zCskXg91LcDHguYbnfW/iiab9HgeWyKtRZmZWnQUWGD3PUhMfBiZFxGOkSRCbPQKs1GGZBwN7Snp3t40zs2rUNKY5npmZlaym+QLyzxmF5IvBuvaeAZZveD4b+AXzTji1DGlOKDMzq7nRo2o72eLipJMh/RlDGzfaaPI50ryHt0i6BXgImNW0T0TE3h2Wa2YlqWlMczwzMytZTfMF5J8zCskXgzXgbmAD4MK+0oFPtNjvXcD9nVTc59QDLxrKy4Zk8aUXK62uKt3xq3tLq+uBvz1WWl0AI3YutToAVv3WB0qr63dbnV9aXcPJOfedUXUTaqXGky0+Bqw5wPb3AQ90WOaEhp/fny3NgnRHkPnGi0+/WHUTesoDL5SXV/u3YNUNmOOZl5+qugksvciybe9b05jmeGZmVrKa5gvIP2dMaPg5t3wxWOfT4cCSbZSzCnBuJxVX4SMT3lNqfU8uWm7HDMArN9f2D6Yto0aUex3uV848qdT6nhlf7mfm/5Y4otT6Th07qdT6AHZ896al1nfTOWeXWl8RajTEuNnFwL6SzuD1sz8BIGkH0smTwzopMCIGuzzdCnTZLj+tugn8Z9aUqpsAwJvWXq7qJgDw6oiXq25Cx2oa0+areLbhTutUVTXPLtE8W0h5lhy5aGV1Pzfr6crqBjjt3p9XVvem4zaqrO4fvfP4yup+cvlHK6sb4C1blHusXYSa5gvIOWcUlS8GPJKPiFvaKSQids2nOWZmVrUaDzk+EtgKuA24kZR0D5Z0FPAe4E7guOqaZ2ZVqGlMczwzMytZTfMF1CRn+IyumZnNZaHRC8yz1EFEvACsD5wOrAcI2Ax4KzAJ2DgiXquuhWZWhTrGNMczM7Py1TFfQH1yRm3vJWhmZsUYM6q2Q477ku+XgS9LWpaUfJ/K5iwcEklLkq5pfy/pUvTmEzcREeVe32lmbatrTHM8MzMrV13zBeSfM4rIFwN2Pkl6CzAlIqY3rHs3aVjX+0jDuW4Bvh4Rf+mkYjMz600Lje6diY27ERFdz4osaRXg98CKpLu6Lg48y+tJ+GmgfpPgmA0j80NMczwzMyve/JAvoPucUVS+GOyyu3uBtRsasS7pGsJ1gMuBK0jDum6S9LZOKzczs95T1yHHkvaXdM0A26+StE+HxX4HGAtsCryZdBZpJ1ISPhp4Efjg0FpsZmWoY0xzPDMzK18d8wUUkjMKyReDdT6p6fnhwL+BtSLi0xGxC7AW8F/gkE4rNzOz3jNm1Oh5lpqYAPxzgO33A3t1WOamwGkRcR3ZXUMARcQrEXEIcBfw3U4bamblqWlMm4DjmZlZqWqaLyD/nFFIvuh0wvEPAsdExJN9KyLiCeBYYONOKzczs96z0OgF51lq4s2kZNifv2f7dGJp4O7s5xnZ40IN268mTehoZj2qpjHN8czMrGQ1zReQf84oJF90OuH4IqRL8ZrdS2qgmZnV3EJj6jHEuIXRwEDfEhYcZHsrTwFLZT+/CLwGjGvYPoa5k7GZ9ZiaxjTHMzOzktU0X0D+OaOQfNHOyKcPStpG0jakiaWWarHPkniCQjOz+cKYkaPnWWrifgY+C7M58GCHZf4deCekW3oAfwT2k7SypHHA54B/dNxSMytNTWOa45mZWclqmi8g/5xRSL5op/PpWODSbFkO2KjFPusCUzqt3MzMek9dJ1sEzgc2l3SEpDF9KyWNlnQ4KfGe12GZlwHrS+o7u/Nt0rDlh0lJ/M3AEV233MwKU9OY5nhmZlaymuYLyD9nFJIvBrvsrtU8Ts+3WLcqcEGnlZuZWe8ZXZ+zPM2OB7Yg3QDj85L+QZokcQ3SqN2bgOM6KTAiJgGTGp5fK2l94FPALOCSiPhDPs03syLUNKY5npmZlaym+QJyzhlF5YsBO58i4oY2G7drpxWbmVlvGjNyzOA79aCImCFpc+BAUnJcJ9t0P3AMcGJEzOjv9R3U8yfgT92WY2blqGNMczwzMytfHfMFlJMz8sgXnU44bmZm87kxI+qZeCElX9Ll4sdW3RYz6w11jWmOZ2Zm5aprvoB65IwBO58kTSINqbq624okjQXGNq8/ft/JLLzgIt0Wb2ZmORk1wuclGklaGdiHdH370oCadomI2LT0huWgv9z86AOPMnaJeVab1ZJj2uuKjmf9xZSH7nqYJZZYYqjFmpmVwvnidUXki8F+u/sC+0j6F/ATYHJETOmkggYHAIc1r/zdX37N1ut/cohFmplZ3up81idvkrYALiHdUvZF4NlqW5S7lrl50o8n8Y2vfaOC5pjlzzEtKSmetYwpPzrjFA76ysEFVGdmlh/ni6SofJbOe7IAACAASURBVNFO196PgQ2AbwGHSroOOBO4OCKmdVDXCcDk5pWbrvOxhzsow8zMCuazPnM5Gnga2Da71n1+0zI377fPfs7NNt9wTJujjHjWMqbsu/fnHVPMrOc5X8xRSL5o57c7OSL2k7QesBewM7ApMFXSecBPIuLPgxUSEVOBqc3rTz3wog6bbGZmRarrZIsFWR04dD7teOo3N7/49IsVtMasGI5pcxQez/qLKc8+9lxRVZqZ5cb5Yo5C8sWIdneMiD9FxH7ACsCuwB3A54E/SvqrpC/l2TAzM6vGmBFj5lmGsaeA6VU3wsyGzjFtDsczM7MBOF/MUUi+aLvzqU9ETIuI8yLiw8B44AhgceD4vBtnZmblGzVi1DzLMHYOsEPVjTCzoXNMm8PxzMxsAM4XcxSSL7r6bUbEo8BEYKKkTXJpkZmZVWoYn+Xpu7NHo8nAxpIuA04EHgZmNb8uy4dm1oOGa0xzPDMz64zzxRyTKSBf5NaVFxHX5lWWmZlVZ9SI0VU3YchyuC3sFCCai80etxrgdSM7aKaZlaiuMc3xzMysXHXNF9B1zphCCflisM6n8cDjnRRoZmb1NrKmxx053Rb228ybfM2sxuoY0xzPzMzKV8d8AbnkjFLyxYCdTxHxSNENMDOz3jJStb2+vevbwkbExFxbZGaVq2lMczwzMytZTfMFdJkzysoXg044Luk9kn4u6RZJp0p6a4t91pb0UDFNNDOzMo1s8a9TkhaVdJKkxyW9KulPkrYpoLmNVgdOKPI24mZWP93GNMczM7Phoab5AmqSMwbsfJK0FnADsGm276eBv0jarWnXBYBVCmmhmZmVaqRGzbMMwSWknHEo8DHgHuASSVvm2NRmud8WVtL+kq4ZYPtVkvbJs04zy1cOMc3xzMxsGKhpvoCcc0ZR+WKwkU+HA3cD4yPivcA44EpgsqT9O63MzMx63yiNmmfpRJZgPwx8JiLOyG5IsQdwC3Bc/i2eo4jbwk4A/jnA9vuBvXKu08xy1E1MczwzMxs+apovIP+cMYEC8sVgnU/vAb4bEc8DRMRTEbEdcDxwkqSvdFqhmZn1thEaOc/Soe2A54HL+lZERABnAatLelt+rZ3LZGCMpMskbSJpvKSVm5cOy3wzcNcA2/+e7WNmParLmOZ4ZmY2TNQ0X0D+OaOQfDFYV95SwJPNKyPiq5KmAf8naQHg2k4rNjOz3jRq0NQwqLWAeyJidtP6vzVu77aSFv5BulOHyO+2sKOBBQfYvuAg282sYl3GNMczM7Nhoqb5AvLPGYXki8F+u48BawA3NW+IiEMkzQK+A/yq04rNzKw3tbq+XdJYYGyL3adGxNSmdUuThuM2e7ZhexGKuE3s/cBmwPf72b458GDOdZpZjrqMaY5nZmbDRE3zBeSfMwrJF4N1Pt0CfBI4tdXGiPhW1gF1GPknSDMzq0A/Q4wPIMX6ZocDE1usHygnFJIvCrpN7PnA0ZKOAI6IiOkAkkaTJpPcPHs0sx6VQ0xzPDMzGwbqmC+gkJxRSL5Qugyxn43SJsC+wH4R8fQA+/0/YKuI2LjTBrzruI+W1ml1+I6fK6sqAFZerNNL8bs3QoNN45WvlRdYtdT6VPL7m/Vs86jJYr367Gul1le2l54v//3NmlXu/+GsmeXWt+amqynvMl95+dV54vIiiy68JG2OfJJ0C+ky9w2a1r8XuBXYKSIuzLHJhcmS7FXAhqQzV33DmtcgXZp+E7BZX1KeX+x5+T49cULp2xsdXHUTeO2vuf+JDclLL/RGfrjs6CuqbgIAE2/6Stv/Md3ENMezfJxxz48qiynvWm7dqqpm0dGLVVb3Qlq4sroBpt9b7nf2RmV/F2v0xCPPVVb3k489U1ndANNfq+6r0C7f2iKXZO18kRSVLwYc+ZTN0D7ofE4RcRzFz+BuZmYliBYddllybb68rj9/B3aQNKLpuve3Z493d9fC/in1UO9BmvSxr3f8IeBi4OwW1+EPKCJmSNocOBD4FLBOtul+4BjgxIiYkUfbzawYXcY0xzMzs2GirvkC8s0ZReWLrmeVNTOz+cvsmV2foL4E2BvYmoY7fgC7A/dFRCGTLUpaCLgC+BDp7Mzj2aYtgY8Bu0vaMiI6GkKSJddjs8XMaqbLmOZ4ZmY2TNQxX0AxOaOIfDHoeEhJY1qsGyfpVEl3SfqrpB8N4XavZmbWg2bPnD3P0qErgOuAMyTtJWljSZOBDwD/m3NzGx1KGh58HLBsRLwpIt4ELAN8D9gIOKTA+s2sB3UZ0xzPzMyGiZrmC6hJzmjnYtxXJb2n74mk/wFuJ/XgvQC8AkwAbpO0UhGNNDOz8sSsmGfp6PVpMsFtgQuAo4DfAO8Ato+Iy3Nv8Ot2Ai6MiK9FxJxJFyJiakQcBFwI7FJg/WbWg7qJaY5nZmbDR03zBdQkZ7TT+dQ8edd3gNnAuyLi/RGxPrBeVtY3c26fmZmVLIeRT0TECxHxhYhYPiIWjIh1I+LSAprbaCXg+gG235DtY2bDSLcxzfHMzGx4qGm+gJrkjKHM+bQZ6XZ7f+9bERF3SzoW+GJuLTMzs0p0OtKph0wF3jzA9tVof9J0M5tP1DSmOZ6ZmZWspvkCapIzhnIPzLHAHS3W3wGs0F1zzMysanmMfKrI1cB+kj7SvCG7Y8fngStLb5WZVaqmMc3xzMysZDXNF1CTnNHuyKfVJPXNjP4UsFiLfRYFXs2lVWZmVpkaJdpmhwIfAa6Q9BfSLW8B1iTdIvZp4FsVtc3MKlLTmOZ4ZmZWsprmC6hJzmi38+mchp8FvI80m3ujNYHH8miUmZlVp65DjiPiEUnrAUeTbnO7brbpReB84BsR8ehQy5e0NDA+e/pwRDzTTXvNrBx1jGmOZ2Zm5atjvoBic0ae+aKdzqc9W6x7osW6TYCrhtoQMzPrDTOnz6q6CUOWJdZPSxKwLOmEyX+zO5AMiaR3AieRbpXbuP4m4EsR8bcummxmBatrTHM8MzMrV13zBeSfM4rIF4N2PkXEWe0UFBGbd1q5mZn1nhkz6pt4+2SJ9r/dliNpLeBmYEHgl8Dd2aY1SWeWbpK0QeNNOMyst9Q9pjmemZmVo+75AvLJGUXli6Hc7c7MzOZjs2pyvbuklWHOmZ45zwfT4bDjbwMzgA0i4q6m+tcCbsz22aGDMs2sRHWIaY5nZmbVq0O+gFJyRiH5YtDOJ0lfAy6NiPs7KbhFOWNJd8qbyzuO2IRRC43upmgzM8vRzPqc9ZkCzJa0cERMz563M7R4ZAd1fAg4uTnxAkTE3ZImAft2UF5P6S8373LeHiyw6AIVtMgsfzWJaVOYD+JZfzHlpFuOY+HFF+6maDOzwtUkX0DxOaOQfNHOyKdjgKMl/R44E7gwIl7ptCLgAOCw5pX/vfERVvzIakMozszMilCXsz6kMy4BzGx6nqdFaD3PYZ/Hs33qqmVuvueXd7HOp9aroDlm+atJTJtf4lnLmHL1Odfy8f236rJoM7Ni1SRfQPE5o5B80e5ld78E3k/qfDpJ0s+AMyPilg7qOgGY3LzyDR9a5eEOyjAzs4LV5axPREwc6HlOHgK2Ak7uZ/tW2T511TI3v22btzs323yjDjFtPopnLWPKZrtt4phiZj2vDvkCSskZheSLEW3udzTwRuCTpImnJgA3S7pX0lclLTdYARExNSKmNC++5M7MrLfMmD5rnqUOJO0uadwA28dJ2r3DYs8GPiLpPElrShqZLWtJOhfYnBYHWnXRX272JXc2P6ljTKtrPOsvpviSOzOrgzrmCygkZxSSL9rtfCIiZkTERRGxJbAy8M3s9ccCj0m6VNI2nTbAzMx6y+yZs+dZauInwAYDbH9vtk8nvgf8HNgZ+BvwWrb8Fdgl23Zcxy01s9LUNKY5npmZlaym+QLyzxmF5Ish3e0uIh4HjgKOkvQhYC/STOdb09nEh2Zm1mNqfJtZDbJ9NNDRt4iImAXsJOl0YFtgfFbPg6SbcVwzlIaaWXlqGtMcz8zMSlbTfAE554yi8sWQOp+aGnYjcKOk/YGdui3PzMyqVaPJFltpOdlidgemj5EmSOy80Iirgau7aJeZVaTGMc3xzMysRDXOF1BAzsg7X7R92d1gIuLliDgzr/LMzKwaM6bPnGfpVZIOkzRL0ixS0v1p3/PGBXiGNG/hBR2W/9BAl5RL2kpSnSccN5vv1SWmOZ6ZmVWrLvkCis0ZReWLdkY+bQzc02nBZmZWTzOn9W6ibeFO0qSIAnYHbmLeu28E8BJwK3B+h+WPAxYdYPsiwCodlmlmJapRTHM8MzOrUI3yBRSbM8ZRQL4YtPMpIm7otFAzM6uvmTPrc717RFwGXAYgaRXgOxHxuxKbsBzwSon1mVmH6hLTHM/MzKpVl3wBleeMIeWLrud86iPpo8CkiFg1rzLNzKx8M3t4iPFAImLjPMrJbqSxUcOq7SWt1mLXpUh3Abkzj3rNrBh1jGmOZ2Zm5atjvoB8ckYZ+SK3zic8VNfMbL7Qy9e3D0TSJ4GtImL3frafBVweERcNUtTGwGHZzwFsny2tPAAcOITmmllJ6hjTHM/MzMpXx3wBueWMwvPFoJ1PWQ9YO9bstHIzM+s9dRpy3OSLpFvA9mdWts9gB2snAJNJ19A/BBxANqy5QQAvRcSzQ2qpmZWmpjHN8czMrGQ1zReQT84oPF+0M/Lpevq5bV8TtbmfmZn1sJnTZlTdhKFag4GT6l+ArQcrJCKeB54HkLQxcE9EPJVLC82sdDWNaY5nZmYlq2m+gBxyRhn5op3Op5eBa0i9YAPZAPhqtw0yM7NqzZw5u+omDNUipDM7/QlgsU4K9E03zOqvpjHN8czMrGQ1zReQc84oKl+00/l0J7BANpt6vyTlOX+UmZlVZOb02p71eRj4APDDfrZ/AHi0vOaYWS+oaUxzPDMzK1lN8wXUJGeMaGOfO4B12yxPXbTFzMx6wIxpM+dZauIS4BOS9m7eIGkv4BPAxaW3yswqVdOY5nhmZlaymuYLqEnOaGe00rG00dCI+AXtdWbNZePT1+/0JUP27LOjS6sL4KH/3FtqfQATTh708v9c7XbxfqXWt/mNW5Va36prl3sDx7V2W7HU+jY4+lOl1nfft35Xan0AF045t9T6dlp511LrK8Ls6bWdbPEY4OPAqZIOJI3cDWBt4G3AfcBR1TWvPrZ7sNzY0J97n3iy6iYAsPln31d1E9BmK1XdhGTBqhuQTOQrbe9b05g2X8WzC/5wdWV17/CxXSqr+7UFXqqsbh6p9qKU6dNeqazuGWs9V1ndi7+4aGV1r/aOFSqru8/yay5XdRO6UtN8ATXJGYNGpYj4N/DvEtpiZmY9YMZr9RxyHBEvSno/cDSwEynZAjwHnAIcGhEvVNU+M6tGHWOa45mZWfnqmC+gPjnD8zSZmdlcanzWp+9OHftJ2h9YhnQ5+FMR4buxmg1TdY1pjmdmZuWqa76AeuQMdz6ZmdlcZtb0rE+jLNH6duJmVvuY5nhmZlaOuucL6O2c4c4nMzObS12HHPeRNBJYHViSFnMRRsSNOdWzNLB/KjKOyKNMM8tfnWOa45mZWXnqnC+gnJzRTb5w55OZmc2lzkOOJR0EHAwsPsBuI3OqbhlgImlCRx+smfWousY0xzMzs3LVNV9AqTljyPnCnU9mZjaXma/V5rayc5H0GdJEizcAVwFHAscDM4C9gYeASTlW+TiwZ47lmVkB6hjTHM/MzMpXx3wBpeeMIecLdz6ZmdlcajzkeF/g1ojYOBsSfCTw64i4VtKJpNvO5jVKgOyuIWflVZ6ZFaOmMc3xzMysZDXNF1BizugmX8xzHaCZmQ1vs6fPmmepiTWAn2c/993ZYxRARDwOnAp8uYJ2mVmFahrTHM/MzEpW03wBNckZQx75JGkDYH1gNqmX7ZbcWmVmZpWZPmN61U0YqlnAy9nPfY9LNWyfAry5zAaZWfVqGtMcz8zMSlbTfAE1yRmDdj5JOg84NCIeyp6PAn4GbAso2y0kXQh8Kru1n5mZ1dSMWbUdcvwoMB4gIqZJegz4IHBBtv3dwLMDFSBpNq+fMWpXRIQvYzfrUTWNaY5nZmYlq2m+gC5zRln5op2ddwZOIE1SBXAQqePpaNK1fiOAPbL1fwB+0EkDzMyst9T4rM+NwMeAr2fPfw4cIGkhUq7aFThzkDLOpvPka2Y9rKYxzfHMzKxkNc0X0H3OKCVfDOXMxh7AGRFxaMO6b0haDpiAO5/MzGpt+oxpldQraU3gC8C7gHcACwDjI2JKm0WcCPxV0kIR8SpwGPAWUt6CdPePgwcqICImdN5yM+tlVcQ0xzMzs/qpab6ALnNGWfliKJ1P44EDWqy/FNipu+aYmVnVZs6s7Daz6wFbA3cALwKbdPLiiLgPuK/h+cvANpKWAGZFxEs5ttXMaqKimOZ4ZmZWM3XMF1CfnNHu3e4ah2C9CLRq/MsDlSdprKRxzctrs17toLlmZla0aTOmzbOU5JyIWCkitgEu7+SFkhaVdKakTzRvi4jnu026kj4k6TuSTpO0ekOdH5I0tpuyq9Rfbn7p1RerbppZbiqKacMynvUXU2a8UttLWcxsGKlbvoBic0be+aLdzqdzJN0h6Q7SMLDVW+yzCvD0AGUcADzcvNzx7K0dNNfMzIo2c9bMeZYyRMTsLl77EmmOwsXzaxFIGinpZ8B1wDeAvYAVs80zSaN+98uzzpK1zM2X33BRpY0yy1MVMW0Yx7OWMeXRax7oslgzs+LVLV9kr889ZxSVL9rpfLoReBx4Plv+CLyxxX47AH8doJwTSJfszbWsu9T7OmmvmZkVbPqMafMsNXEPMC7nMg8i5bevAGvw+l1eiYjXgEuALXOus0wtc/PWG+5YaaPM8lTTmFbXeNYypqz84dW6LNbMrHg1zReQf84oJF8MOudTRGzUZlnHkDqp+itnKjC1ef1X1zi8zeLNzKwMrYYYZ0NrWw2vnZrF915wLDBJ0jkRcX9OZe4OnB0RJ0pausX2e6lx51N/ufmXJ9xQQWvMilHTmFbLeNZfTNns9B26KdbMrBQ1zReQf84oJF8M2vkk6Q0R8d/B9ouImzut3MzMes/VMy9V8zpJE0l3zmh2ODCxxf4bkYbqtmPZiBjosu12rQ48Btwl6VfAP4FXmvaJiDiigzLHAccNsH0qsGQnjTSzcnUb0xzPzMyGh5rmC8g/Z4yjgHzRzt3uHpd0K3AGcGGvzJRuZmalOgGY3GJ9f2d8/gHs2WbZec1uPbHh5+362SeATg7WXgSWGmD7asBTHZRnZr2hk5jmeGZmNnz1er6A/HNGIfminc4nAWsDpwMnSvo5cEZE/L7TyszMrJ76u5RigP2foHWiLtL4Asq8GdhV0rHNGyQtSZqA8bcF1GtmBeokpjmemZkNXzXIF5B/zigkX7TT+QSwObBcVsluwB6SHgDOJF0L2O9cT2ZmZkWQdCbw44i4LVu1CnBvROR55v5IUgK+lte/TLxT0puBg4FFSHMempkNmeOZmZm1q4ScUUi+aOdudwAzIuLiiNgKeBNwCDAbOBp4RNIvJW0raWSnDTAzMwOQtLCkHSXtCLwzW71Ftm7DFi+ZAPxPw/PrgM3ybFNE/AnYnnQt/U+y1d8DTgEWAraLiHvyrNPM6s/xzMzM2jGEfAEF54yi8kW7I58aG/IEqZfrGEkfII2G2hHYCvgvsHynZZqZmQFvAH7etG5S9ngDsFHTtqdJo3L7zDNJZB4i4gpJ40hJve92s/8EroyI5skczczA8czMzNrTab6AEnJGEfmi486npgbdDNws6QvAzqQeODMzs45FxBQ6S55/AA6VtDLwXLZue0mrDVxNe3f6kLQQ8AngvmxY86+yxcxsQI5nZmbWjiHkCygwZxSZL7rqfOqT9XydmS1mZmZlOAA4C/gSKWkHaYjw9gO8ppM7fUwDTgO+DNw2yL5mZt1wPDMzs3YVmTMKyxftdD6dhW+7amZmPSY7U7ShpDGkS76nkJLxZTmVP1vSY8DieZRnZtYfxzMzM2tXkTmjyHwxaOdTROyZd6VmZmZ5iYjpwKOSzgJui4hHciz+LGA3SSdGxLQcyzUzm4fjmZmZtavAnFFIvsjlsjszM7OqFXSy5A+kIcx3SppEmmhxnkkWI+LGAuo2s2HK8czMzNpVQM4oJF+488nMzKx/Vzf8fCLpevlGfdfZjyytRWZmQ+N4ZmZm7SgkXyiiuZzeJ2ks6ZrGEyJiqutzfb1UXxV1uj7XZ8WQtEc7+0XEWUW3pU565TPtdvReO3qhDcNVXeNZlZ8Z113N3+lwfe/Dte5eqN/mVlS+qGvn0zjgYWB8NtmW63N9PVNfFXW6Ptdn1kt65TPtdvReO3qhDVYvVX5mXHc1f6fD9b0P17p7oX4rx4iqG2BmZmZmZmZmZvMvdz6ZmZmZmZmZmVlh3PlkZmZmZmZmZmaFceeTmZmZmZmZmZkVpq6dT1OBw7NH1+f6eq2+Kup0fa7PrJf0ymfa7ei9dvRCG6xeqvzMuO5qDNf3Plzr7oX6rQS1vNudmZmZmZmZmZnVQ11HPpmZmZmZmZmZWQ2488nMzMzMzMzMzApTq84nSe+XdK2klyW9IOkKSW8vqK4NJF0p6d+SXpP0VFb3FgXVN1lSDLAsX1C9G0m6StJUSa9IukfS5wqqp7/3tnre9WV1riPpUkn/yT4z90g6WNICOZS9kqQTJd0s6aXsfWzUtM8Kko6UdKukZyQ9L+l2SXtI6uhvr536Gvb9lKS/Zp/bf0k6RtKCQ3+3nbchD5I2zf4u7ss+m/+SdHEef/PtvhdJB0q6TNJj2T6Tu617kHZNzOq5s8h6zIpQdt4cpC2lxqt+2lB63uunHYXF0i7b5Xhn/eqFv+GGtpT2Wa06jhb53bmNuis5Fmqov7TjzKZ6K4vRPZSnSjketerVpvNJ0vuA64BRwKeBCcAywI2SViugyiWB+4D/B3wU+BwwDbhC0s4F1HcEsH7T8iHgVeC2iHgi7wol7QFcAzwI7AxsDZwMjMm7rgYHMe/7nJJ3JVnA/AMwDjiA9N4uBo4ETsuhitWAXYCXgN/1s8+7gN1Iv+NdgU8AtwKTge8XUB+SdgXOBX4PbAEcBeyf1dmtttqQo32BlYHjSe/lK9nz27N40I1238s+wIrAFcBrXdY5IElrkv4+niyyHrMClZ03B1J2vBpIKXlvAEXG0iFxvLM29MTfcAWf1criaAnfnQdT+rFQnwqOMxv1QoyuLE9VdDxqVYmIWizAVcB/gIUa1o0FngXOLakNo4DHgGtLqm97IIDPFlD2m4BXgK+V9F42yt7LtiXVNzGr73+a1p8DzABGd1n+iIaft83q2qhpnyVb1QP8BJgJjM25vpHA48BlTes/m+3/3qLfc87/h29osW4s8BzwizLeS9N+U4HJBb3XEaSOyR8A1wN3FvV79eKlzKXsvNlQb6nxqp82lJr3BmhHYbF0qP83jndeBlt65G+4Jz6rZcXRor87D7FNhR0LNdVT2XFmlTG66jxFycejXqpfajPyidQDe21EvNq3IiKmAjcB20oaWXQDImIm8DwpAJdhL9If5M8KKHvv7PEHBZTdC/r+j55vWt/3/zerm8IjYnYb+zwXEa0+K7eTOopWyLM+4H3A8sBZTevPJb3nHdqtr4s25CYi/tti3VTgn8BKXZbd1nsp8T0fSHpPh5RUn1kpKsibffWWGq96WZGxdIgc72xQPfI33BOf1RLjaKHfnYeoyGOhRpUdZ/ZgjC7T/H48ak3q1Pk0hjTstNk0YGFg1SIqlTRC0ihJK0o6HHgLaVhkoSStQBpue1FEvFBAFR8C7gW2z64xnqXX5wcqcpjjjyXNVJr/6FeS3lVQPeeQzlacImm8pMUlfRzYAziu4i81mwAvk/9w1rWyx7sbV0bEK6ShrGvN84qakbQs6X3cPdi+dSFpVeDbwBcK+ls3K1VVebOHlZX32lZVLHW8s7qo+rNaURztqe/OJRwLNarkOLM/FcToqvJUVcejVpFRVTegA/cA75OkiDROT9Jo4D3Z9mVIPcR5u5DXR4y8AHwyIn5bQD3N9iCNjjmjoPJXzJYfAN8E/k7qFPk6aQjkp3Ou73ngBNKw5WeBNYCDgd9L2jAibsuzsoh4NLtO+lLgoYZNR0XEN/OsqxOStiN9nr7deHYlJ0tnj8+22PZsw/ZakiTgVFKn+fcqbk4usvd0GnBlRFxadXvMclJV3uw1pea9dlUVSx3vrC565LNaehztwe/ORR8LNarqOHMeJcfoqvNU2cejVrE6dT79gBR8TpJ0DOkP8tu8PhyxqN74rwHfJV3O9CngQkl7RMT5BdXXZwLwQETcWFD5I4DFgF0i4oJs3fWSFgK+KumwiHggr8oi4i/AXxpW3STpl6Qe/SOBD+dVF4CkVYDLgSeA7Ujz9WwIfF3S7CqSaJbQzyFNqndEgVVFh+vr4v9I8z7sGRH3Vt2YnHwWWA94W9UNMctRVXmzp5Sd9zpQVSx1vLO66IXPaulxtAe/O0+g2GOhRlUdZ7ZSWozugTxV6vGoVa82l91FxJmkntgJwL+AR4G38nqP8H8KqvehiLg9Ii6PiF2AK4GTJRX2u5P0AdJ7+0lRdQDPZI9XNq3/Tfa4boF1AxDprhVXkeYqytsxpGC2RURcGhHXR8ThwNHANySNK6DOfkl6N/BbUoD/eHb9ft76/k9bjXBaitYjompB0pGkO798OSImV9ycXEhaBjiW9Jl8WdJYSWNJJwVGZs8XrLSRZkNQRd6si4Lz3qCqiqWOd1YXvfJZrSiO9sx355KOheao6jizWS983y05T1V+PGrlqtUXwYj4LmnY49uBcRGxAemg+pGIeKykZvyRdBezZQusYy/SpH7NE0fn6a5+1it7LKuHfwTFjMhZB7inxaVtf8rqXL2AOlvKrpu+inRN85bZHExF+Hv2ONfcTpIWBv6Hms6Tehhp9wAACTZJREFUJOnbwDdId8I4qer25GglYAnSl7rnGpb3k/4PnyPdecas7srIm3VSVN4bUMWx1PHO6qJXP6tlxNGe+e5MOcdCc6n6OLPHvu+Wlad65XjUSlKny+4AiIhpZAfRWQ/8ThR7CdMc2TW4G5GGoT4z8N5DrmMR4BOk68z/XUQdmYtJw4q3JN0Nrc+WpGBze4F1AyBpeWAz0m1s8/YfYC1JCzd19qyfPRb5u51D0jrA1aQJvz8aES8WWN2tpKHSu5H+f/vsAoxuWlcLkg4jXQP+zYj4v6rbk7MHgI1brD8BWBT4DOnMm1ltlZE366TgvDdQvVXHUsc7q4ue+6yWGEd75btzWcdC86jqOLMHYnRjW8rMU5Ufj1q5atP5JOmdpOtf/0S688DapMnI/khKCHnXdy7wCPBn4GlgBdLEd5sAXyzosilIQW5R4MyCygcgIn4r6TekIbzL8PoEb18GfhQRj+RZX/b7fAi4g3TWaHXgIGAh0v9j3k4CLgGulHQCaUK9jUjX0F8TEf31tLdN0o7Zj+/OHjfMfpcvR8RvJL2V1PE0G/gWsEb6/jDHPZ3cvWOw+iJipqSDgcmSfghcRJo48LukO4V0nUQGa0O35TfV9f9IZxd/BVyTzZnVZ1p2nXo35Q/6XiStB4zLto8GVml43Q0R8dRQ64+Il0gTPDa3a2q2fZ5tZr2swrzZX3tKi1f91F923uuvHYXG0nY43tlQVPE3XPVnteI4Wvh35zaVcizUqOzjzKa6K4vRVeepso9HrQdERC0W0h/DjaR5a6aRLmH6OrBAQfV9AbiFdIZhZvZ4JbB1we/zJuApYHQJv9NFSNcy/xuYTjrbczAwooC6DgbuJJ21mUEaoXMBsFaB7+/DpMm9nwReJgW0bwKL5FR+9LNMybZPGGCfADbKs76G/XYlDWOdlv3fHgssVMZ7zvn/7/oi62unbGByXv9/Hb7vO4so24uXIpeq8uYA7SktXvVTf+l5r592FBpLc2ib452XlksvfW7L+qxWHUcp+Ltzm20o7Viooc5SjzNbfLYq+az3Qp6ixONRL9Uvyv7TzczMzMzMzMzMclerCcfNzMzMzMzMzKxe3PlkZmZmZmZmZmaFceeTmZmZmZmZmZkVxp1PZmZmZmZmZmZWGHc+mZmZmZmZmZlZYdz5ZGZmZmZmZmZmhXHnk9WCpAmSQtJGVbfFzMzqy/nEzKx9jplmlhd3Ppk1kLStpIlVt6OPpJMk3dfw/BRJd1TZJjMzG5zziZlZ+xwzzeZ/7nwym9u2wGFVN6LBBsDvG55/APhDRW0xM7P2OZ+YmbXPMdNsPufOJ7OSSBotacEO9l8YeCdZ4vv/7d1biF1XHcfx709rREFqb2rFSxG1SFAoKvShTVRiHqwaqIrFVlrxSahiESpIH2JFC4L3UNAqYpuitNQHxYI1D2motoVEK1KJsZo0KQr2LtLEaP37sNY4Z86cmXNGs3Nq5/uBw56197rsDJP/H9Ze6+wkLwY2YuKTpHXNfCJJszNmSs8MTj5p7pJsSHJ1kvuSPJXkySR7k1w5pd32vgf9nAnXDiXZPXbuoiR3JnkkydEkh5P8MMnr+/XdwOX95xr5XDHSx9l92e3hJMeT/CnJt5K8ZIV725jky0keAo4B50/5N70wyZlJzgTeAZwC7O/lrUCA3/U6p63WlyStN+aTJe3MJ5JWZcxc0s6YKQ3slHnfgNa3JBuAnwJvA+4AdtISxBuBi4EdJ2iczcCPgN8A1wFPAC8HtgCvBQ4An6dNyF4IfHik+S96H68C7gY2AN8B/tDbfgx4e5K3VNWTY0PfDBwFvgQU8Ocpt3o1y5cc3zVW3tuPDwLnTOlPktYF88ky5hNJKzJmLmPMlAbm5JPm7ZO0pHddVX1m9EKSE7kybxstqW2tqr+MnP/cwg9V9bMklwIXVtXOCX18A3gecF5VPTRyn7cC9wBXAdvH2jwBbKmqf854nzeymOh2AIeBL/byN4H7ga/38tEZ+5Sk9cB8spT5RNJqjJlLGTOlgbntTvN2KfA4cO34har61wkcZ+FpyPuSrHnSNcmpwLtpT26OLSzL7UtxDwEP0JbkjvvqGpIeVfXHqtpFS6SvAW7p5b3Aq4EfVNWu/vn5an1J0jpjPhlhPpE0hTFzhDFTGp6TT5q31wH7q+rYwOPsAH4FXA88luT2JJ9IctaM7c+l/X/5KPDwhM+5wEsntDsw6w2O7TV/D+0Jz75efi/wXOC+XufUWfuVpHXCfNKZTyTNwJjZGTOlk8Ntd3omqAHaLfnbrqpHk7yVtpf8ncAm4CvAZ5O8q6runjJW+nEn8L0V6kxagvvUlH5HTdpr/sux8v39eCdtqbQkaZH5pDGfSJqFMbMxZkongZNPmrcDwBuSPL+q/r7Gto/14+m0ZbcApL1K9WzaMtz/qKqngd39Q5I3AfuAa4CLFqqtMNYD/dqGvgR3CKN7zW9g8SkRwE20ZPftXn58oHuQpP9X5pNF5hNJ0xgzFxkzpZPAbXeat5uB02jJZ4kkWV59iYXltFvGzl/F2N92XzY7bj/tScnpI+f+1uuPnqOqHgVuBy5OsuxVrWlmXT480che83uBVwK39fKvgZcBt47sNd/3v4wlSc9C5pPFMcwnkqYxZi6OYcyUTgJXPmnevkbbW31NX5J7B+01rxtpe7jHk9qoXbTkdW2SM4CDwAXA+cAjY3VvSPKK3v+DwAuADwIvoj3tWHAPcCVwfZKfAP8A7q2qg7TXud4F7ElyI+2pyHNoX0q4rfezfe2/gmUuoO0t39PLm/pxz+TqkiTMJ5OYTyStxJi5nDFTGpCTT5qrqjqeZCvwKeBDwBdoie/3wHentH06yTbaa08/DhynJbbNwPhbKG4CrgAuB84C/gr8Fnh/Vd02Uu/7wHnAJcAHaIntI8DBqjqS5M3Ap2mJ7rJ+r0eAHwO3rP03MNFm4FBVHenlTbQvhHz4BPUvSc865pOJzCeSJjJmTmTMlAaUqv/2e+YkSZIkSZKk1fmdT5IkSZIkSRqMk0+SJEmSJEkajJNPkiRJkiRJGoyTT5IkSZIkSRqMk0+SJEmSJEkajJNPkiRJkiRJGoyTT5IkSZIkSRqMk0+SJEmSJEkajJNPkiRJkiRJGoyTT5IkSZIkSRrMvwGDkFU8/sqaxAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['binned_depth'])\n",
-    "\n",
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_limited_range_binned_depth_sort'\n",
-    "\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "                                                                 location=175, metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
-    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, \n",
-    "                                                      suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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/HtpsO+Y9jrIS8FxbXpiZTTCzsYUXHr9wkpkV+vaBwAzgamCr9P8fa2lDhNIK5kPSQ/ho8a162xLUD0nXAXdYgwe8DScYBEGuielwEAS5JpxgEAS5JpxgEAS5Jh6RaUdmzqlagrAmfDh+ej2aBWCpxbrXrW2ApXp1q/rxjrZm7Bdf1u1G/Ow57a5t/jXdu9VvzLVc74XK9oMYCQZBkGvCCQZBkGvCCQZBkGvCCVaApG1TDL2l621LEAS1pSGdoDws/eB62xEEQcenIZ1gEARBpTScE5Q0BI+Icmyawpqk1SVdL+kDSTNSWPgzJHXJnLehpEfkQkVTJL2WNpqXaqOHpLskvSJpmXa6tCAI2oBGfE7wRFxg5m3mRVGZBHyMhwIfB/TH4+lNAK5PZYbhEXf746GrNgRmFlcuqTcufNMF2DbPce6CoBFoOCdoZp9Lmg1MT6F5CmSVtEZJ2hj4KfOc4CrAJWb2djoeWaL6bwA3kxyqmc3nJIMg6Fw0nBMsh6SjcJ2CVYCF8Xh9/80UuRS4TtLBuBLXXzMOscBDeODR/2fNKLSlgKh9itM/GTeJPn3mSw4alHL94O3/fsbi0Q86DA13T7AUkvbBtUuH4Kpo3yIJCxXKmNlAYD1ck+E7wAhJxZob9wFb4lPl5jgJ+KD4NfiKQQt4JUEno2Q/+OPVV9TVqKApDRlPMAUF/Y+ZHZ2Ofw9sZGbbZMrck9L6lqnjaqCfmX2nEGYcnw6fDBwFbG9mr5Y5t9xI8IN6jARj73B9aGYk+EG9RoKxd3h+GnU6PAroL6kvMBW/vzdA0s7p/33xFeRJ8LWu7SXAHencZfER3/PFFZvZ2Umr42FJ25vZayXKTAYmF6fPrEriPOjslOsHY7+omTxGUAMadTp8Ca7N+ia+Gjwclykchgu59AV+lyk/F1gC12R4B7gL11Y4pVTlZvZzXOfgEUn92uQKgiBoFxpyOtxRiVBadWg/Qmk1IabD89OoI8EgCIKKCCcYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuadSHpTskX86tz+MJ3+jdoy7tAnRRh3tCpe7U8zGVr+r4SNyUGfXbLbBc74XK5sVIMAiCXBNOMAiCXNOiE1xQvY72EimSNEDS1LZsI9PWQEmvt0dbQRC0LY00ErwNWK3eRgRB0LlomIURM5sBzFiQOiR1N7PZNTIpCIJOQKUjwW6SLpc0Kb0uLogUSeou6beSRkuaJulFSTuWqKOfpOclTZf0UgpvT6pjKUl/TnXMkPSGpEMy+UdK+lRSE6ctaZiku9P/802H03kjJc1Ofw8vyjdJx0q6U9I04NeSurYkyhQEQeNQ6Rd7/1R2C+BI4Ag8ai7AjXhsvv3wiMtDgXtLhJj6DXAWsDEucHRLissH0BMPW78rsD5wOXCtpO1T/u14cModCpVJ6gXsjmt+zIekPYDBeETpDVKdV0narajoecADyfYr03UWRJnWBc7GBZsOIQiChqPFUFqSHgeWB9a2VFjSOXh05W2A94C+ZvZh5py/AWPM7JhMVOadzOzBlP9d4GlgJTMbXabdW4GpZnZYOr4rHR+Yjg/AndayZjZT0gBgsJktmvKfAd4xs0MzdQ4B1jCzLdOxpXOOb+E9uBDYxMx2SMcDgb3MbINm37wipsz6qi4Pac2ZW79nw+r9nODiC3fpcA8qfjhxVt0+kHo+J/jlnPq1veayCy9wZOl/WlNv+RzwKzz6soA31bSz9wAeLapjROb/MenvMsBoSV3xUeI+wArp/O7A45lzbgaGSFrEzKbjo9O/NKP4ti5wQ1Ha08CPitJeKj6xAlGmZikXVv3DsRNCaClHlOsHI94fy+KLRz/oKNTiPpcBm+LiRYXXukCxSNGXRedk2z8NOBW4GNg+1fE3MkJIuMjRHGD3JHi+A2WmwiXaaS5tWvagElGmCigpsHPV7y+vooqgASjZD2645vd1NSpoSqUjwc0kKTMa3BwfzT2HjwSXM7PHFsCOLYF7zexPAOle4Vpk9BnMbJakv+AjwKWBscATzdT5Vqo3OxrcEg+535Itz5vZ189GSlq98ksB5jnRJhxz/IkfVFlP0Lkp2Q8OPer46AcdiEqd4PLAIElX4QsIpwPnm9m7km7Bp6mn4osbSwLbAu+b2Z0V1v8usI+kLYHxwPHAqsC/isrdDDyc8oaZWXObMC8G7pD0Mq4XvBPuQPeswJayokyVUE5gZ8qs+u0ZDdqfcv3gw4mz6mBNUI5KneAtQFdcfc2A64HLUt4h+ArqRcCKwETgBXwxpFLOxx3bcPxZvyGpzfWKyj2Jr9yuhzunspjZ3yQdj0+1B+H39I4xs3tbsOVafAo8DB/l/hUXZSqe3gdB0ACE0FI7EqvD7U+sDjclVofnJx4ADoIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg1zRMPMHOwOgJCxTusNWssOTCdWkXYNqs+onrACy+cDW7HduHA4bMt1293Rh2yKZ1a/voO4v3PrQfw4/erGxejASDIMg14QSDIMg14QSDIMg1HcYJ1lLBbUEV8oIgyA8daWHkEqBWgdb2pGn8wiAIgpJ0GCdoZlOBmugGm9nEWtQTBEHj06rpsKQekgYlBbiZkv6ZYgFmxdZ3lvRyUmx7StKKkraR9JqkqZLuk7RUps4m02FJG0p6RNIXkqak87ZLeQtJukLSGEmzJH2UdEAK5zaZDktaQtLQpJQ3Q9LDktbP5A9INm0v6fWkmveYpFUzZVaSdLekiXLFvLclNRvOKwiCjk9rR4IX4WpshwLvA6cAf5e0ZqbML/Hw4p/jsfluA2biSnVzgTuAgXgA1VIMA14D+uNh9TdM5wOcAOyBxxQchccxXLsZe4ek/N3x4KgXJHvXSnrF4LomP0vXNBNXzbsGD7EPHmK/J7Ad8EUL7QVB0Emo2gkmqcujgcPM7P6UdhTwPeBYPPIzwLlm9lTKvwa/3/dtM3slpQ0F9mqmqVWAS8zs7XQ8sijvXeCpFPL/Q+DZMvauiYsrbWNmT6a0A9M5+wPXpaLdgGPN7J1U5hLgRkldUgTrVYC/mtlrqXzZEOnlBHb++eZoeofATm4o1w+2OH843RZerA4WBaVozXR4dVx97ZlCgpnNxfVGspGgs+pyn6a//y5KW6aZdi4FrpP0qKSzJa2TyRuCR39+V9KVknZpRhx9XeCrZF/B3s+TLVl7ZxUcYGIMfp2FTnw5cI6k5ySdL+nbzdheUmDnpuuubOaUoAEp2Q8+fvL2uhoVNKU1TrAQobUlJbf51OXMrDitbPtmNhB3Un8DvgOMkHRoynsF6IuLonfBp67/KOMIm4ssnLW3eH9XE0U8M7selwC4EReBejbpD5diUCrb5HXQYcc2Y0rQgJTsBytsvXddjQqa0honOBKYjauyAZB0g7egZSW3qjCz98zsCjPbBdc1OSyTN8XM7jCzo4Fd8On4GiWqeRO/zi0y9vbG7zFWZa+ZjTazP5jZ3sAv8PubpcpNNrNRxa+YCueLcv0gpsIdi6rvCZrZNElXAxdKGo8P8U8GlsUXDxZ4wUDSwvhzg3fgCx/LkqQwU/4pwCfAq/iIcz98sWJ0CXvfk3Q3cK2kI3D1rwtS+WFV2HQ5LgT1LtAbV6+rqdMPgqD9ae3q8Jnp7434PbN/ATuZ2SeSarFqOhdYAp/mLgdMwMXXT0v5U3DZzzXxaeu/gJ3NbHqZ+g7Bpyb34Cu8zyR7qwnr0gVf3Fkptf8ILhgfBEEnJtTm2pG3xkyry5ud51Ba31y8e4dTm9v60mfq9qWrZyitw2+tayitUJsLgiAoRTjBIAhyTTjBIAhyTTjBIAhyTTjBIAhyTYcJpZUHvtG7R13a7Xv4rXVpF2DGxPF1axtgxv0n1LX9Upyyw+p1a/vHVz7TcqE24uwfrVu3tpsjRoJBEOSacIJBEOSacIJBEOSamjrBFFF6r3LHJcr3TWU2qaUdQRAElVLvhZGPgG8C9b17HgRBbqmrE0zBWMfW04YgCPJNVdNhSTsl0aRJSXDoQUmtXvcung4vgEjTppIekjQ+CTM9LWmLorbWkvREEoZ6R9IPU10DMmVWkHRrur5Jku7P6qaE2FIQNB7V3hPshYek6g9si4so3Supe43tKog0bYaH1LqNeUFMtwXWx0WaCiwG/AnYKtn2KvCApKUBUsTpu/Do0ZsDA4DzcHElUplFgMdwkaVt8CCsnwAPpzzweImL4GJL6ycbJ9fusoMgaG+qmg6b2V+zx5IOwYOT9geerqFdVYk0mdmjRXYdD/w/PPDpzcD38WCvPzCzj1OZk8nopODKdQIOSeJNSDoS+AzYFbidCsWWygnsjPxoHIv3iejSeaFcP7j5qbfp1XvxOlgUlKLa6fDqkoZJ+o+kL3CxpC7AyhWcOzxNP6dKeqOF4lWJNElaRtK1kt6V9Dke9HSZjF3rAGMKDjDxIi7AVODbuAbElIKd+Eh3CVxcCioXWyopsHPtVVe0cNlBg1GyH9x7yx/ralTQlGoXRu4FPgaOTH/n4CHmK5kOHwYUont+2VxBqhdpGoqH4D8ZD8c/C4/8XLBLlBaGytIFn0aXusc3MdlwvaQHgR8CO+BiS79JolBZBuGKeE048pgTysp0Bg1JyX6w2/6HRz/oQFTsBNNCxLq4Nu9jKW3jSusoGoXVmi2BEzI6yMvij94UeAtYQdLyZjYmpW1CU0f6CvBTYLyZlb3PZ2ajgT8Af5B0JnAiTe9Pks6fr47xU+sbZTloX8r1g7+NiAciOhLVTIcn4c/zHS5pDUnbANcwv1RlPXgXOEDSepI2BW7FFfEK/AN4BxgqqZ+kzXFd4znMGyHegk+z704r0atK2lrS7worxJIuTyvkq0n6FiG2FASdnoqdoJl9BewDbAS8DlwJnItPPevNocCiwMu4A7wBnxYDX9u+B74a/AI+fb4Ad4AzU5npwNbA+7jK3dup3BL4DwDME1t6E3esnwIHt+WFBUHQtlS7OvwosEFR8qKZfBWVb1bkxsxGkRFHN7PHs8cp7S8l0q7BR6GF49fwx2my/KnonHdxJweApH7AQriOcqHMp7gyXTl7j2/ueoIg6HzUe9tcuyFpD2Aa8B7QF58Ov4bfCwyCIKfkxgniD1T/FtcNngQ8DpxceCYwCIJ8khsnaGY3ATfV244gCDoWEU8wCIJcE04wCIJco7gl1vFJe1BPAgY19yB3tN345PXzaMu2wwl2AiT1xfedrpoeK4q2c0peP4+2bDumw0EQ5JpwgkEQ5JpwgkEQ5JpwgkEQ5Jpwgp2DybjkQD1WSPPadkclr59Hm7Udq8NBEOSaGAkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgk2KJIGSHq63nYE9SX6QcuEEwyaRZJJWqOG9a0saWrRyySdWqs2gtpT636QqfdESR9ImibpLUlr1bqNlsiN+HrQ/kjqZmZzsmlm9iGwaKbMqsBI4K/tbF7QTpTqByn9MOB/gV2At4DVgEntbF6MBDs7klaSdKekcZImSBpcokzf9EveLZP2eOqESFpD0hOSPpc0XtJtKf3JVPy1NGLbJ6XvKulVSZMlPStpo0y9oySdKWkEMC3bZhkOAp4MNbkFo7P1A0ldgPOAk83sTXP+Y2YTa/3etEQ4wU6MpK7AfcB/gb7ACsCtrajqV8BDwBLAisDvAcxs65Tfz8wWNbPbJG0M3AAcCSwFXAvcI6lHpr6f4r/ufUqNAIo4CBjaCpuDRCftByum1waSPkpT4l8m59iuhBPs3PQHlgdON7NpZjbTzFpzE/xLYBVg+QrqOBy41syeN7O5ZjYUmAVsnilzhZl9ZGYzmmtU0lbAssBfWmFzMI/O2A9WTH9/AGwIbIc7zf9thd0LRDjBzs1KwH8rGG21xBmAgBckvSHp0GbKrgKcmqZAkyVNTnYsnynzUYXtHgz81cymtsrqoEBn7AcFx3iRmU1Ot0OuBX7YevNbRyyMdG4+AlYud+M5w7T0dxHgi/T/coVMMxuL/7IjaUvgYUlPmtnIMm1eYGYXNNNei8I1khYGfgLs0VLZoEU6Yz94B5jdQvGJy2sAACAASURBVJl2IUaCnZsXgE+ACyX1ktRT0neLC5nZOOBj4ABJXdMv/OqFfEk/kVSYnkzCO+bcdPwpvmpX4I/AUZI2k9NL0i6SFqvS9j1w5bDHqjwvmJ9O1w/MbDpwG3CGpMVSu4fj9zbblXCCnRgzmwvsBqwBfAiMBvYpU/xw4HRgArA+8Gwmb1PgeUlTgXuAE83sg5Q3EBiapjx7m9lLqa7B+BdlJDCgFeYfDNxkIXe4wHTifnAcMBUYAzwHDMMXW9qVkNwMgiDXxEgwCIJcE04wCIJcE04wCIJcE04wCIJcE04wCIJcE06wA5M2vD8gaZKksZIGlwtIIOnnahqeaoakryQtnfJPT5viX5e0Qea870r6W3tdU6bdpSU9kzb7T5b0XPGzbZJWk3SfpCnJ9ova286OgKR1JT2aAhuMlFT2AXNJB0t6WdIXkkZLukhNAyYMSv3pOUkrZNL3l3R5W19LCXvXk/RSsmmSpIclrZfJ7yHpGkmfSpoo6d6s3TXBzOLVQV/AA8AQoCf+ZP+/gRMqPHcg8Gj6/5vA20Bv/Nms+1J6N+CfQN86XFtPYG38h1jAj4GJQLeU3x34D3AK0CuV36jen0kd3qduwLvpfegKfA/f+bFWmfJHA1ul928F4GXgrJTXH3gK6AFcDAxO6YsD/wIWr8P19cGDPihd3wnAiEz+GcBr+B7znsCfgDtraUOMBDs2qwK3m29mHwv8HX/AtVkkCTiQedFZVgb+ZWZfAA8z78n/k4B7rMowVvLwS79KI7kpkh4qjDgrJV3TO2b2Ff4FmItHL1kyFRkAjDGzS21eUIAR1bTRIKyD78e9zDxQwaPAM/jnOx9mdrWZPWVms83sY+AWoDDCXhV42sxmAY8wrx9cAFxsZp9XY5g8XNZpkkakUeptknpWU4elfcPmHq/QD7LBW1cFHjSzT81sJh4dp8XvQDWEE+zYXA7sK2mRNAXYGXeELVGIzlIIVDoS2FBSH2AH4A1JKwH7Ape00rb9gEOAZfBRx2mFjOym+hKvs7KVyOPNzcR3KFxnZp+lrM2BUZKGp6nw45I2bKWtnRmVSdugRHoptgbeSP+/AWwl37e9Pd4PNgHWNrNhrbRvb2An3FltRNo1Io8g3lw/2K/JBXkAhpl4+K5fZ7KuB74raXlJiwD7A8NbaWtp6j3cj1ezU4V18enMHHwf5xDSLp8WzrseGFKU9lPgldSBVgHuxL8I+wBPAHcDK1Zo1+PAOZnjY4C/L8B19kz2HZxJewgP7bQz7mRPB94Hutf7c2nnPrBQuu4z0v8/wAMPPFjBuYfgW+iWzqSdjE8vbwOWxkeV6+LT0CfxkWOfCm0bBRyQOb4IuGYBrrVX6ku7ZNJ6A39O/X8OPm1fspbvcYwEOyjy4JIP4s6qF95hlwB+28J5hegsTQKVmtmfzWxjM9sZH0XMwjvUJfi+0zuoblQ4NvP/dDIh86vFfKr7Z+AsSf1S8gx86jbczGYn25bCv7C5wcy+xO+X7oK/56cCt+POrSySfgxcCOxsZuMz9V1mZv3MbB/8B/ApfEZ4BP6j+BZwVokqy1HLfjANuAa4SdIyKflq/EdyKfx7cCc1HgmGE+y4LInHZxtsZrPMbAJwIy3HW9sTX2B4vFRmcpK/xr9MawIfmd8rfBGfziwwml9IKfv6eTOnLsS8+1Qj6ABhljoCZjbCzLYxs6XMbEf8PXqhXHlJO+FRXnYzs3+XKbMsHhX6//AfxRHJ4dakH6i0oFb2tX+ZU7vgob4KK8D98FnNRPN7mb8H+ld7D7o5Ip5gB8XMxkv6ADha0iX4L+zB+FSmOVqKznIO3qnGSDJg7fSF2A6fdiGpL/ABsKq1QvvDzFocDUjaHO9/LzBvVXBZ4PlU5GY8aOcOeLitE4Dx+EglV8i1O97FHcQx+Gr/kDJlv4dPafcws7KOErgUOM/Mpqd+tqmkRYFtmdcPtgUeM7NS9yWbxYoEtcoh6fv45zoCH+mdj0elKXzOLwIHSXocH2kegy+YjZ+/ttYRI8GOzZ74Tedx+OLGHPyeDvD1iGurzPEK+CMUN5WqTNLa+D2lgnbEJ/iU6Q3cyfwsFV0J16v4uLaX04QewJV4SKeP8RHuLmY2Jtn2DnAAPj2aBOwO/ChNjfPGgXi8wM/wKev306goO+JaOZU9F3/k5YHMqKvJ9FHSdvh9v7sAkrO8Hw+Uuh3eJ8D7wXNte2n0we/5fY4/ErUGsJP5SjD4gttM4D38e/BDahyIN0JpBfMh6RxgnJldW29bgvoh6TrgDjN7sN62tCXhBIMgyDUxHQ6CINeEEwyCINeEEwyCINeEEwyCINfEc4LtyLTZ9VmFGj1xRsuF2ogVl1y4bm0D9Oquqp9xa2tmzqnfQ+CffTGrXk2zZK/udWt70R7l+0GMBIMgyDXhBIMgyDXhBIMgyDXhBCtA0raSrJabtoMg6Bg0pBNMATgH19uOIAg6Pg3pBIMgCCql4ZygpCHANsCxaQprklaXdL2kD+QqbO9JOiMFLi2ct6GkR+QqXVMkvZaibZRqo4ekuyS9kgn+GARBJ6QRnxM8EVgLV1crBPCchIdr2hsPx9Mf+AMexun6VGYYHquvPx6yakM8hE8TJPXGQ9F3AbZNAUmDIOikNJwTNLPPJc0GppsrtBX4Reb/UZI2xnUtCk5wFeASM3s7HY8sUf038GCfHwN7Z2KeNSEJGvUpTh/96UT69JkvOWhQyvWDT8ZNin7QgWi46XA5JB0lF3keJ2kqHpx05UyRS4Hr5CLXZ0tap0Q1D+HaDnuWc4CJk/DIzE1eV/5+UE2uJeg0lOwHg6+IftCRaMh4gikU9+tmdlw63gcXHjoNeBb4AjgWD0HeN3Pemri62Y7A94GjzOyGQphxPMrx3sAOZvavZtovNxL8oB4jgNg2Vx+aGQnWpR9AbJsrRcNNhxOzcd2KAlsCz5vZ14/NSFq9+CQzew8P432FpKuBw4AbMkXOxUWMHpa0vZm9WqpxM5sMTC5Onza78X5wgvKU6wcz59TBmKAsjeoER+GKVH2Bqfj9vQGSdk7/74uvIE+CrxXYLsFlJ0fhgj9bMk/052vM7GxJYp4jbEn4KAiCDkyj3hO8BB8NvomvBg/HtVqH4epVfYHfZcrPxTV9hwLvAHfhAjOnlKrczH6OSxo+ktHJDYKgE9KQ9wQ7KhFKq/2JUFpNiXuC89OoI8EgCIKKCCcYBEGuCScYBEGuCScYBEGuCScYBEGuadTnBDsk02fPrUu79VwenftVvZ8+6HCLw3Wle7f6jXtmfFmf/g+waI/yri5GgkEQ5JpwgkEQ5JpwgkEQ5JoWneCC6nW0l0iRpAEpRFabI2mgpNfbo60gCNqWRhoJ3gasVm8jgiDoXDTM6rCZzQAWaJOspO5mNrtGJgVB0AmodCTYTdLlkial18UFkSJJ3SX9VtJoSdMkvShpxxJ19JP0vKTpKcLzxoUMSUtJ+nOqY4akNyQdksk/UtKnkpo4bUnDJN2d/p9vOpzOGylpdvp7eFG+STpW0p2SpgG/ltS1JVGmIAgah0q/2PunslsARwJH4KHDAW7EY/Pth4sTDQXuLRFi6jfAWcDGuMDRLSkuH0BP4BVgV2B94HLgWknbp/zb8Qi9OxQqk9QL2B3X/JgPSXsAg4FBwAapzqsk7VZU9DzggWT7lek6C6JM6wJn44JNhxAEQcPRYiitFKp+eWBtS4UlnQMchTu/94C+ZvZh5py/AWPM7JhMaPqdzOzBlP9d4GlgJTMbXabdW4GpZnZYOr4rHR+Yjg/AndayZjZT0gBgsJktmvKfAd4xs0MzdQ4B1jCzLdOxpXOOb+E9uBDYxMx2SMcDgb3MbIMy5UuGVX/vo3EfLF6HsOqTptZvhr9cn551axugd88uEV4/w+TpX9alXYCu9fso+Mai3RY4lNY/ram3fA5YAY++LOBNSVMLL2AXoDh8/YjM/2PS32UA0hT0bEkjJE1IdexJUyGkm4EfS1okHe8P/KUZwaN1gWeK0p4G1itKe6n4xApEmVqipMDOtVddUUUVQQMQQkudgFosjBiwKVD8E1O8SJHNLzjUghM+DTgV1wz+Nx4S/9ckJ5m4D9cD3l3SI/jU+AcV2NZS2rTsQRJlGkQJUaYW2soyCBhSnHjkMSd8UEUdQeenZD847oSToh90ICp1gptJUmY0uDk+mnsOHwkuZ2aPLYAdWwL3mtmfANK9wrXIiNSY2SxJf8FHgEsDY4EnmqnzrVRvVihpSzzkfku2tCjK1BzlBHbGTQ2FnTwRQkudg0qd4PLAIElX4QsIpwPnm9m7km4Bhkg6FV/cWBLYFnjfzO6ssP53gX0kbQmMB44HVgWKZS1vBh5OecPM7Ktm6rwYuEPSy7he8E64A92zAlvKijIFQdBYVOoEb8ElLJ/Hp5PXA5elvEPwFdSLgBVxScoX8MWQSjkfd2zD8Wn0kNRm8f27J/GV2/Vw51QWM/ubpOPxae0g4L/AMWZ2bwu2XAt8CxdlEvBXXJTp0OZOCoKgcxJCS+3IuKlz6vJmx+pwx6KeQkuxOjw/8QBwEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5pmFCaXUGtrtwQZ4nbz3PnbN9y4XaiM9n1PfJ4N49u9e1/Q5HHR8G6XDL9IkYCQZBkGvCCQZBkGvCCQZBkGs6jBOspXjRgopDBUGQHzrSwsglwO9rVNeezB/aKwiCYD46jBM0s6l4HMFa1DWxFvUEQdD4tGo6LKmHpEFJ/GimpH+mMFhZneGdJb2cxIqekrSipG0kvZYiUN8naalMnU2mw5I2lPSIpC8kTUnnbZfyFpJ0haQxkmZJ+iiFwC+c22Q6LGkJSUPlIlEzJD0saf1M/oBk0/aSXpcLRj0madVMmZUk3S1polws6m1JzUayCYKg49PakeBFuBDRocD7wCnA3yWtmSnzSzy8+Od4WKrbgJm4SNNc4A5gIB47sBTDgNeA/nhE6Q3T+QAn4JGe9wVG4SG81m7G3iEpf3c8LuAFyd61klQnQA/gZ+maZuKCUdcABeW8q3BBqO3waNPNtRcEQSehaieYVN6OBg4zs/tT2lHA9/Aw9A+nouea2VMp/xr8ft+3zeyVlDYU2KuZplYBLjGzt9PxyKK8d4GnUrTrD/FQ+KXsXRP4EbCNmT2Z0g5M5+wPXJeKdgOONbN3UplLgBsldUnBW1cB/mpmr6XyZUOklxPYWefUO+nac9FmLjloJJoRWqJeQkvB/LRmOrw6sBAZESMzm4uH2s8GQc0KK32a/v67KC2rIVLMpcB1kh5NIkzrZPKG4IFP35V0paRdmtEFXhf4KtlXsPfzZEvW3lkFB5gYg19nobdeDpwj6TlJ50v6djO2lxTYmfBCpYG2gwYhhJY6Aa1xgoXdLy2JGM0nrGRmxWll2zezgbiT+hvwHWCEpENT3itAX1wPuAs+df1HGUfY3G6drL3F+7uaiEGZ2fV49Osbcf2TZ5P0ZikGpbJNXkv1bymyf9BglOwHx51wUrMnBe1La5zgSGA2LkgEuGQmLszekohRVZjZe2Z2hZntgof0PyyTN8XM7jCzo3GJz+8Ba5So5k3mCccX7O2N32Osyl4zG21mfzCzvYFf4Pc3S5WbbGajil8xFc4X5fpBTIU7FlXfEzSzaZKuBi6UNB4f4p8MLIsvHizwgoGkhfHnBu/AFz6WJanApfxTgE+AV/ER5374YsV8Qu5m9p6ku4FrJR2Bq39dkMoPq8Kmy3ENlHeB3rhwU02dfhAE7U9rV4fPTH9vxO+Z/QvYycw+kVSLVdO5wBL4NHc5YAKuO3xayp+CK96tiU9b/wXsbGbTy9R3CD41uQdf4X0m2VusjdwcXfDFnZVS+4/gWslBEHRiQmipHdngnH/U5c3OcyitFZfo3uEiONVVaGla/TZSdetav49i6RBaCoIgKE04wSAIck04wSAIck04wSAIck04wSAIck2sDrcjH0+eXZc3+8H3xtajWQB2X2/5urUNsFSv8quC9aKeq8MbnDW8Xk3z1Ln1e0rhm4uXf0ogRoJBEOSacIJBEOSacIJBEOSamjrBFFF6r3LHJcr3TWU2qaUdQRAElVJvjZGPgG8C4+tsRxAEOaWuTjAFY63f0mUQBLmnqumwpJ2SaNKkJDj0oKR1W9t48XR4AUSaNpX0kKTxSZjpaUlbFLW1lqQnkjDUO5J+mOoakCmzgqRb0/VNknR/VjclxJaCoPGo9p5gLzwkVX9gW1xE6V5J3WtsV0GkaTM8pNZtzAtiui2wPi7SVGAx4E/AVsm2V4EHJC0NkCJO34VHj94cGACch4srkcosAjyGiyxtgwdh/QR4OOWBx0tcBBdbWj/ZOLl2lx0EQXtT1XTYzP6aPZZ0CB6ctD/wdA3tqkqkycweLbLreOD/4YFPbwa+jwd7/YGZfZzKnExGJwVXrhNwSBJvQtKRwGfArsDtVCG2FARB56AqJyhpdeBX+AjtG/hIsguwcgXnDsdHagD/NbP1mylelUiTpGWSXdvhUai7Agtn7FoHGFNwgIkXcQGmAt/GNSCmSE0eLl8EF5cCF1u6RtJOeFDVu8zs5RLXWlJl7I1Rn7L44hFaPS+E2lznoNrp8L248zsSd4T/g08xK5kOH4YrxH0L+GELZasVaRoKbIqH+f9OamN0xi5RWhgqSxd8Gv2totdawLXJhkrFlkqqjF139e9bMCFoMEJtrhNQ8UgwLUSsi2vzPpbSNq60jqJRWK3ZEjgho4O8LP7oTYG3gBUkLW9mY1LaJjR1pK8APwXGm1nZ+3xmNhr4A/AHSWcCJ9L0/iT4fdMhxecedvTxMX3OFyX7wXEnnBT9oANRzXR4Ev483+GSPgJWAC5mfqnKevAucICk5/HFm4twRbwC/wDeAYZKOg2fKl+K214YId6Ca5jcLekXuDj7SsDuwDVJsKkisaXkROdzpB9Pnl2cFDQw5frBzI7wjQm+puLpsJl9BewDbAS8DlwJnAvMahvTquJQYFHgZeBW4AZcpQ742vY98NXgF/Dp8wW4A5yZykwHtgbex1Xu3k7llsB/AGCe2NKbuGP9FDi4LS8sCIK2JbehtCT1w+8BblJqcaMtiFBa7U+E0mpKhNKan3pvm2s3JO0BTAPeA/ri0+HX8HuBQRDklNw4QfyB6t/i9/kmAY8DJ1teh8JBEAA5coJmdhNwU73tCIKgYxHxBIMgyDXhBIMgyDW5XR3uTKTtVycBg5p7kDvabnzy+nm0ZdvhBDsBkvriW65WNbNR0XZ+yevn0ZZtx3Q4CIJcE04wCIJcE04wCIJcE04wCIJcE06wczAZlxyoxwppXtvuqOT182iztmN1OAiCXBMjwSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wSAIck04wQZF0gBJT9fbjqC+RD9omXCCQbNIMklr1LjOUZJmSJqaXg/Vsv6g9rRRP/iWpKckfS5ptKRf1LL+SgknGLQZkro1k72bmS2aXj9oN6OCdqeZfjAMeBJYEtgGOFrSj9rNsEQ4wU6OpJUk3SlpnKQJkgaXKNM3/ZJ3y6Q9Lumw9P8akp5Iv8jjJd2W0p9MxV9LI7Z9Uvqukl6VNFnSs5I2ytQ7StKZkkYA01pwhEGN6KT9oC9wi5nNNbP/AE8D69foLamYcIKdGEldgfuA/+IdagXg1lZU9SvgIWAJYEXg9wBmtnXK75dGbLdJ2hi4ATgSWAq4FrhHUo9MfT8FdgH6mNmcMm3ekr6wD0nq1wqbg0Qn7geDgIMkLSRpbWAL4OFW2L1AhBPs3PQHlgdON7NpZjbTzFpzE/xLYBVg+QrqOBy41syeT7/gQ4FZwOaZMleY2UdmNqNMHfvjX9ZVgMeAB5O4dtA6Oms/uA/YC5gBvA1cb2YvtsLuBSKcYOdmJeC/zYy2KuUMQMALkt6QdGgzZVcBTk1ToMmSJic7ls+U+ai5xszsGTObYWbTzew3uG7EVgt4DXmm0/UDSUsCfwf+D+iZzt1R0jELeA1VE/drOjcfAStL6tbCF2Ba+rsI8EX6f7lCppmNxX/ZkbQl8LCkJ81sZJk2LzCzC5ppr1rhGsO/fEHr6Iz9YDVgrpndlI5HS7oV+CFwVTPn1ZwYCXZuXgA+AS6U1EtST0nfLS5kZuOAj4EDJHVNv/CrF/Il/UTSiulwEt5556bjT/EOW+CPwFGSNpPTS9IukharxGBJK0v6rqTuyd7TgaWBZ6q79CBDp+sHwLvepPaT1EXScsA+wGuVX3ZtCCfYiTGzucBuwBrAh8BovCOV4nDgdGACvgL3bCZvU+B5SVOBe4ATzeyDlDcQGJqmPHub2UuprsH4F2UkMKAKsxcDrk7nfgzsBOxsZhOqqCPI0Bn7gZl9AewJnJzOfxV4HWhuZNkmhORmEAS5JkaCQRDkmnCCQRDkmnCCQRDkmnCCQRDkmnCCQRDkmnCCHRhJ60p6NG1oHylpjxbKrybpPklT0gb4izJ5gyRNkvScpBUy6ftLurwtr6MlJJ2XNvbvkEnrIekGSV9IGivplHraWE9SkIOZmhd67J1myg6U9GWm7FRJq6W8xSU9mB5zuSXtOS6c98eW+ldbIOlgSS+nz3m0pIvUNMDDzZI+SfnvKgV7qCXhBDsoqSPcje+vXBI4ArhZ0lplyncH/gE8iu8CWBG4OeX1B76d0p8GfpbSFwdOA+oSxy3ZsDq+f/SToqyBwJr49qztgDMk7dS+1nUojsuEHlu7hbK3Zcouambvp/QjgX8By+J7t/cAkLQF8E0zu6utjG+GRYCT8AfmNwO2x/tkgd8Afc2sN/Aj4HxJ366lAeEEOy7r4PswL0sb1B/Fd1UcWKb8AGCMmV2a2UQ/IuWtCjxtZrOAR5j35P8FwMVm9nk1hsnDJJ0maUQapd4mqWeV11dgMHAmMLso/SDgV2Y2yczewncoDGhlG4GzKvBY6gdPAaul0eBlwInVVKR5YbkOlvRhmnmcXa1BZna1mT1lZrPN7GPgFuC7mfw3kr3gO1iMzC6XWhBOsONSai+tgA3KlN8cGCVpeOqQj0vaMOW9AWwlaWH8l/YNSZsAa5vZsFbatze+22NVYCOSg0rb4iY389rv64uRfgLMNrMHmlyktAT+A5DdQvUadYg114H4Tfpcn5G0bQtld5M0UR4E4ehM+uvADqkfbIX3ixOA4SmeX2vYElgb71e/kLQuQNoO11w/WLlMfVsnu75G0lWSpuORZj4BHih1Yqsxs3h1wBewEPA+HtljIeAH+GjpwTLlH8JDIe0MdMe3Rr0PdE/5J+OO5Dbm7dVdF/8SPIn/Avep0LZRwAGZ44uAa6q8vkWB94BVM3XukP5fCf/F75kp/31gVL0/lzr1hc3w7YY9gIOBKcDqZcquh/+AdAW+gzuNn6a8nsAfgBHAhfgtk1eAxfGtjE8C51doU9/0Ga2YSXsB2HcBrvMQfMvf0iXyuuIO9xxgoVq+vzES7KCY2ZfAj/GglGOBU4Hb8U5Sihn4lHe4mc0GLsGDXa6b6rvMzPqZ2T74vtKn8JnAEfiv+FvAWVWYODbz/3TcqVXDL4E/2by9qVmmpr+9M2m98S9/7jCP2TfFzGaZx+17Bo+2Uqrsm2Y2xvwWyrPA5fg9V8xvkRxhZhuZ2Vn4NPjneHzHrniI+82qvPe6oP0AAEk/xh3zzmY2vsR1zTWPb7gicHRx/oIQTrADY2YjzGwbM1vKzHbE7+W9UKb4CCoIYSVpWfwG+f/hU+sRyeG+iE9rF4g0HZ7azGv/VHR74IS08jsWH/3dLulMM5uEj2CyEaf7UTRNyjHVhB4rWTY5OpnZ34ENgZfMh1wvUZt+sH8L/WDlTNmd8Hu+u5nZv1uouhs1vidY96F+vJqdHmyET2EWwVfMPgB6lCm7Nv5LvAP+q34y8B/SdDhT7hZgj/R/f3xKuii+Cjc4pW/rXaOsXaNIU9d0PBC4ucprWwpfrS68PgJ+Aiya8i8EnsBDva+DO8Wd6v2Z1KEP9AF2TP2gGz5qm4bfzy1Vfvf0nil9vh8DBxeV6YlHbVkpHZ+Bix51x6fEe2U+18fLtNMXd7DdMmmPA4dVeX3fwyPabF0ibxlg39Q/u6b3YRqwey3f4xgJdmwOxL/8n+Ejp+9bWinLjLhWBjCzd4ADgGvw0ES7Az8ynxqTztkOv+93VzrnBeB+3AFthzse8FHZc215YWY2wczGFl543LpJZlaYCp+HO/H/4s7wYvNRS95YCDgfGAeMB44Hfpw+byRtJQ99VWBfPKzVFOAm4LfmU+gsP8cFjgqRn6/F7xOPw2+3FB6VWYm2j/N4Ln5P8oHMKHF4yjN86jsa79OXACeZ2d21NCBCaQXzIek64A4ze7DetgT1Q9KrwPbW4LEewwkGQZBrYjocBEGuCScYBEGuCScYBEGuCScYBEGuCd3hdmTS9Ll1WYWaMXtuy4XaiMV61reLLdazS4fTM546q36rkbPnfFWvplmoa/0+iub6QYwEgyDINeEEgyDINeEEgyDINeEEK0DStimA5NL1tiUIgtrSkE4wBRQdXG87giDo+DSkEwyCIKiUhnOCkobgwSGPTVNYk7S6pOslfSBphqT3JJ0hqUvmvA0lPZJUraZIei1FXSnVRg9Jd0l6RdIy7XRpQRC0AY34nOCJwFq4HsHPU9okPK7a3ni4oP54mPEJwPWpzDA8/Hx/YA4eaHJmceWSeuMqcF2Abc3si7a6kCAI2p6Gc4Jm9rmk2cD0FKeuQFZWcpSkjYGfMs8JrgJcYmZvp+ORJar/Bi5j+TGwt5nN5yQBJPXBg2E24YOPx7N4n/mSgwalXD/4aOxE+kQ/6DA03HS4HJKOkvSSpHEpCOXJQFbx6lLgOrnY+dmS1ilRzUN4gMc9yznAxEl4FOgmr6uvrKvGedD+lOwHWceGYgAAIABJREFUV/1+UF2NCprSkPEEJT0OvG5mx6XjfYCheIj6Z4EvgGPxMPN9M+etiau17Yirmx1lZjckicPH8KjNe+Oh5f/VTPvlRoIf1GMkGNvm6kMzI8EP6jUSjG1z89Nw0+HEbFyToMCWwPNm9vVjM5LmE2sxs/dwzY0rJF0NHAbckClyLjAReFjS9mb2aqnGzWwyMLk4fdL0+jmjoP0p1w+mzmq8gUdnplGd4Cigv6S+uHzjSGCApJ3T//viK8iTAJIY9SXAHencZUmOs7hiMztbkpjnCF8rLhMEQeehUe8JXoKPBt/EV4OH45q9w3Bpyb7A7zLl5+IKXUOBd3ChmeeAU0pVbmY/xyUCH5HUr1SZIAg6Bw15T7CjEqG06tF+hNLKEvcE56dRR4JBEAQVEU4wCIJcE04wCIJcE04wCIJcE04wCIJc06jPCXZIps2aU5d2e/Wo38c8N54+mI969QOAlz+aVLe2D/ztI3Vre8JNPy2bFyPBIAhyTTjBIAhyTTjBIAhyTYtOcEH1OtpLpEjSgBQiq82RNFDS6+3RVhAEbUsjjQRvA1artxFBEHQuGmZ12MxmADMWpA5J3c1sdo1MCoKgE1DpSLCbpMslTUqviwsiRZK6S/qtpNGSpkl6UdKOJeroJ+l5SdNThOeNCxmSlpL051THDElvSDokk3+kpE8lNXHakoZJujv9P990OJ03UtLs9PfwonyTdKykOyVNA34tqWtLokxBEDQOlX6x909ltwCOBI7AQ4cD3IjH5tsPFycaCtxbIsTUb4CzgI1xgaNbUlw+gJ7AK8CuwPrA5cC1krZP+bfjEXp3KFQmqRewO675MR+S9gAGA4OADVKdV0narajoef+fvTMPk6uq9vb7S0ISAoRBBGQMowaEcJnlBgmDCoIiqCCDl8Bl5gIyKCofigKKgBLmGRKBaAhzZJSZADJKwhwiBBJCAiHzHML6/li7yOlKVXd1d3VXd531Ps95uursffZep2r3qj2cvX7Afcn2y9N9FkSZ+gJn4IJNhxEEQd1R6XD4I+BE87hbb0naBDgl9cIOBPqY2Qcp72WSdsed5XGZMs40s8cAJP0eGAmsBUwwsw+BCzJ5r5G0ayr7ETObJuk+3Bk/kPLsi6vCjShj82nATZlo0mMkbQ2cXnTNMDO7rujapkSZgiCoEyp1gv+yhoEHnwXOxqMvC3hjSacOgB7Ao0VljM68npj+rgZMkNQV7yUegDvGHkB34PHMNTcDgyX1MrO5uEO8rRHBo740DI0P7ni/X3TuxeILJR2Dh9ZfD1gWWAZ4v0w9S1FOW+K19yax4oqhMpYXyrWDt9//OFQHOxDVmOcyYFtgy8zRFzi8KN+iomuy9Z8GnIr3BndLZdyFO8IC/8B7fvskwfPdKTMULlFPY+fmZN8kUaZBwGBccGlL4IoiW5qipMrY9Vde2owigjqgZDu45spLampU0JBKe4LbS1KmN7gD3pt7Fu8JrlEY6raQ/sAIM7sJIM0VbkJGpMbMFki6De8BrgpMAp5opMw3U7nZ3mB/POR+U7Y0KcrUBAUn2oD/PfaE95pZTtC5KdkOjjr2xGgHHYhKneCawCBJV+ALCD8HzjGzMZJuwYepp+KLG6sAA4B3zeyOCssfAxwgqT8wBTgBWB8olrW8GXg4pQ01s8ZihV8ADJf0Eq4XvAfuQPerwJayokyVUE5lbMK0BZUWEdQB5drB5JmLSuQOakWlTvAWXMLyOXw4eT1wUUo7DF9BPR9YG5ekfB7X6a2Uc3DHdj/+rN/gVOemRfmexFduN8WdU1nM7C5JJ+BD7UH4nN5xZlZuIaXA1fgQeCjey70dF2UqHt4HQVAHhNBSOzJhWm0EZ2sZSks1ljlaadkaqvuUYfLMRTX7p8txKK0QWgqCIChFOMEgCHJNOMEgCHJNOMEgCHJNOMEgCHJNOMEgCHJNPCLTjox8Z1pNPuzN1updi2oB+MbvH65Z3QBvnfedDveIzMvvz6zZP90Gqy1Xq6qppatZuVf5R6WiJxgEQa4JJxgEQa7pME6wmuJFrRWHCoIgP3QkjZELgWrFmtqPhqG7giAIStJhnKCZzQaqIplpZlOrUU4QBPVPi4bDknpIGpTEj+ZL+lcKg5XVGd5T0ktJrOgpSWtL2lnSKEmzJf1D0pcyZTYYDkvaXNIjkmZKmpWu2yWlLSPpEkkTJS2QNF7SeZlrGwyHJa0saUgSiZon6WFJm2XSByabdpP0WhKMekzS+pk860i6W9LUJBb1lqRGI9kEQdDxaWlP8HxciOhw4F3gFOABSRtn8vwOj6w7Aw9LNQyYj4s0LQaGA2fhsQNLMRQYBWyHR5TePF0PcCKuMfITYBwewuurjdg7OKXvg8cFPDfZu0mS6gQP6f+rdE/zccGoq/Do0uDRpXsCuwAzm6gvCIJOQrOdYFJ5OxY4wszuTeeOAXYFjseDnoILKz2V0q/C5/u2NrOX07khwI8aqWo94EIzeyu9H1uUNgZ4KkW7/gB4poy9G+O6Ijub2ZPp3E/TNQcDBZGlbsDxZvZ2ynMhcKOkLil463rA7WY2KuWP6MBBUAe0ZDi8IS489HThhJktxkPtZ4OgZoWVJqe/rxadW62Rev4CXCfpUUlnSPpaJm0wHvh0jKTLJe3ViC5wX+DzZF/B3hnJlqy9CwoOMDERv8+CIs7FwP+T9Kykc5JyXUkkrSSpT/Exa+aMRm43qDfKtoMZSwWbDmpIS5xg4cnrpkSMlhJWMrPic2XrN7OzcCd1F7AjMFrS4SntZaAPrgfcBR+6/rOMI2xsx0DW3s/KpHVJdV6PR7++Edc/eUbSWWXKLSmwM3zwlY2YEtQhJdvB0BuiHXQkWuIExwILcUEiAJJk5jdoWsSoWZjZO2Z2iZnthYf0PyKTNsvMhpvZscBe+HB8oxLFvMES4fiCvb3xOcZm2WtmE8zsGjPbH9cmPqpM1kG4w2xw/Hjgsc2pLuj8lGwHBx0e7aAj0ew5QTObI+lK4DxJU/Bft5OB1fHFg1YvGEhaFn9ucDi+8LE6SQUupZ+CC8K/gvc4D8IXKyaUsPedJBJ/taSjcOGbc1P+oc2w6WJcA2UM0BsXbirpRMsJ7Ix8p3ahzYP2p1w7ePn9mTWwJihHS1eHT09/b8TnzP4N7GFmH0mqxqrpYmBlfJi7BvAprjt8WkqfhSvebYwPW/8N7JlE2UtxGP6rfA++wvt0sndemfyl6IIv7qyT6n8E10oOgqATE1Fk2pGIItP+RBSZhkQUmaXpMHuHgyAIakE4wSAIck04wSAIck04wSAIck04wSAIck04wSAIck08ItOOfDh9YU0+7C41fEhk0eLatq91V+nR4R6RGTNpbs0+lH/+5+NaVc0+m36lZnWvvXL5dhA9wSAIck04wSAIck1VnWCKKP2jcu9L5O+T8mxTTTuCIAgqpdYaI+OBrwBTamxHEAQ5paZOMAVjnVRLG4IgyDfNGg5L2iOJJk1LgkMPSurb0sqLh8OtEGnaVtJDkqYkYaaRkr5RVNcmkp6QC0O9Lem7qayBmTxrSfp7ur9pku7N6qaE2FIQ1B/NnRNcDg9JtR0wABdRGiGpe5XtKog0bY+H1BrGkiCmA4DNcJGmAisANwE7JdteAe6TtCpAijh9Jx49egdgIPBbXFyJlKcX8BgusrQzHoT1I+DhlAYeL7EXLra0WbIxYqUHQSemWcNhM7s9+17SYXhw0u2AkVW0q1kiTWb2aJFdJwA/xAOf3gx8Cw/2+m0z+zDlOZmMTgquXCfgsCTehKSjgY+BvYFbCbGlIKg7muUEJW0InI330L6M9yS7AOtWcO39eE8N4H0z26yR7M0SaZK0WrJrFzwKdVdg2YxdXwMmFhxg4gVcgKnA1nj481lSg+cqe+HiUuBiS1dJ2gMPqnqnmb1U4l5XYolA0xe8Pm4yK6641OmgTinXDl5460N6RzvoMDR3ODwCd35H447wv/AhZiXD4SNwhbgtge82kbe5Ik1DgG3xMP87pjomZOwSpYWhsnTBh9FbFh2bAFcnGyoVWyopsHPdlZc2YUJQZ5RsB0OuvbymRgUNqbgnmBYi+uLavI+lc1tVWkZRL6za9AdOzOggr44/elPgTWAtSWua2cR0bhsaOtKXgQOBKUkboiRmNgG4BrhG0unASTScnwSfNx1cfO0Rx54Qw+d8UbIdHHrk8dEOOhDNGQ5Pw5/nO1LSeGAt4AKWlqqsBWOAQyQ9hy/enI8r4hX4J/A2METSafhQ+S+47YUe4i24hsndkn6Di7OvA+wDXJUEmyoSWyonsPPh9IXFp4I6plw7GDOpnBROUAsqHg6b2efAAcAWwGvA5cCZwIK2Ma1ZHA4sD7wE/B24AVepA76wfV98Nfh5fPh8Lu4A56c8c4FvAu/iKndvpXwr4z8AsERs6Q3csU4GDm3LGwuCoG3JbRQZSf3wOcBtSi1utAURRab9iSgyDYkoMktT621z7YakfYE5wDtAH3w4PAqfCwyCIKfkxgniD1T/CZ/nmwY8Dpxsee0KB0EA5MgJmtlfgb/W2o4gCDoWEU8wCIJcE04wCIJck9vV4c5E2n71M2BQYw9yR931T16/j7asO5xgJ0BSH3zL1fpmNi7qzi95/T7asu4YDgdBkGvCCQZBkGvCCQZBkGvCCQZBkGvCCXYOpuOSA7VYIc1r3R2VvH4fbVZ3rA4HQZBroicYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCScYBEGuCSdYJ0gaKGlkre0Iak+0heYRTjBogCSTtFGVyzxb0quSPpN0VlHaXpJGSpouaZKkayWtUM36g5bR3m0hpR8k6X1JcyTdJWmVatZfinCCQdWQ1K1M0ljgF8C9JdJWBM4B1gT6AmsDF7SJgUG70ZK2IGkz4Grgp8DqwFzgiraysUA4wU6GpHUk3SHpE0mfSrqsRJ4+6Ve8W+bc45KOSK83kvSEpBmSpkgals4/mbKPkjRb0gHp/N6SXkm9tWckbZEpd5yk0yWNBuaUavxmNsTM7gdmlUgbamYPmNlcM5sGXAv8d6s+pJxQb20BOBgYYWZPmtls4Exgv7YeGYQT7ERI6gr8A3gf6AOsBfy9BUWdDTwErIz3vC4FMLNvpvR+Zra8mQ2TtBVwA3A08CX8l/oeST0y5R0I7AWsZGaftcCeLN8EXm9lGXVPnbaFzYBRhTdm9h9gIbBJs++qGYQT7Fxshw8bf25mc8xsvpm1ZAJ8EbAesGYFZRwJXG1mz5nZYjMbAiwAdsjkucTMxpvZvBbY8gWSvgUcCvymNeXkhHpsC8sDM4rOzQCiJxh8wTrA+1Xobf0CEPC8pNclHd5I3vWAU9PwZ7qk6cmONTN5xrfSHiTtAAwFfmRmY1pbXg6ox7YwG+hddK43pYfOVaPc5GXQMRkPrCupWxONf0762wuYmV6vUUg0s0n4rzqS+gMPS3rSzMaWqfNcMzu3kfpapdYl6b+Ae4DDzeyR1pSVI+qxLbwO9Cu8kbQB0ANo0x/F6Al2Lp4HPgLOk7ScpJ6SllpEMLNPgA+BQyR1Tb/uGxbSJf1Y0trp7TS84S5O7ycDG2SKuxY4RtL2cpZLj7VUPESRtIyknnh765bs7prSvg48AJxgZiMqLTOov7YA3AJ8T9JOkpYDfg/cYWZt2hPEzOLoRAewLnAX8CkwBZ+DARgIjMzk2xN4D9dp/TPwBHBESjsf/8eYDfwHOCpz3TH4P9d0YP90bg/ghXTuI2A4sEJKGwfs3oTNg/F/ruwxMKXdCHyebCkcr9f6c+4MR721hZR+EPAB3oO9G1ilrT/H0B0OgiDXxHA4CIJcE04wCIJcE04wCIJcE04wCIJcE04wCIJcE06wAyPpZkkfSZopaUxh03uZvD0kXSRpoqRpkq6QtEwmfVA6/6yktTLnD5Z0cVvfSwl7u0u6LW26N0kDSuTZStKTaQP/ZEkntbedHQlJG0uaL+nmRvL0kHRV+rymShpR9H13tHawg6R/Jls/kTRc0lcy6ZL0J3mAiE8lnS9J1bQhnGDH5o9AHzPrDXwfOEfS1mXy/hLYBvg6vuF8K+D/AUjaDtga3ykwEvhVOr8icBq126s7EjgEmFScIGlV/CHqq/HN+hvhG/3zzOX4M3qNcRLwDWALfDvbdFJQhA7aDlYGrsGDQKyHb5G7MZN+FPADfCfJFsDeeACHqhFOsANjZq+b2YLC23RsWCb79/CHZaea7xK4BCjsA10ff3h2AfAIS3YBnAtcYGbFm9YbJfXeTpM0Wh6CaVjaBVAxZrbQzAaZb9hfXCLLKcCDZnaLmS0ws1lm9mZz6qgnJP0Ed2hNbStcH//cJpvZfDyyzGaZtI7WDu43s+FmNtPM5gKX0TCU2qHAn81sgpl9iD/sPbA5dTRFOMEOThrWzgXewp/Qv69c1nRk36+dfuVfB3aStCywG/C6pG2Ar5rZ0Baatj++e2B9/Bd6YLJ3XWU22Jc4Dqqw/B2AqfKYdR+nYd26LbS1UyOpN76F7NQKsl8P/LekNSX1wmP03Z/SOkM7KA6l1iC8Vnq9GVUkAih0cMzsOEkn4EOcAXjoolLcD5wk6TGgK3BiOt/LzF6TdDvwL9yZHo9vSTpC0onAj/DN8ceb2fQKTbvEzCYCSBoBbJns/QBYqXl3WZK18SH9t4BX8e1dfyOfAVfPBq43s/EVTIeNwbedfYj3sF8F/g+go7cDeYDW3wD7ZE4Xh9eaASwvSVal7W7RE+wEmMduG4k7hmPLZDsX+DfwCvAMvqd0EfBxKuMiM+tnZgcABwBP4d//UXiv4E18XrFSsvN4c/HGWk3mAXea2QtpWPc7YMfUs80NkrYEdgcuqvCSK4Ge+DzqcsAdLOkJdth2INcyuR84ycyeyiQVh9fqDcyulgOEcIKdjW6UmRM0s3lm9n9mtpaZbYBvqn/JzBrMt0laHZ9Y/j2+iDLazBbhE+5bFJfbXNIwaHYjx8EVFjWahmGZCq+rujLYCRiALxp8IGkSvoDxQ0kvl8nfDxic5oYX4Isi26WFpi/oSO1A0nrAw8DZZnZTUVENwmul11WNPB7D4Q6KpNWAXfEQ6vPw3sCBeJSNUvnXwh3FR8D2uD7D/5bI+hfgt2Y2V9J7wLaSlsf/2d5NZQ0AHjOzZjucNAyqqDcgD8teqKN7mlRfkH7lbwRul3QJ3ujPxCf1Kx2m1QvX0DBs/mm4Uyw3IngB+B9Jj+M9s+OAiWY2pShfh2gHqd0+ClxuZleVyPJX4BRJ9+Ht+1TSane1iJ5gx8Xwhj4Bj/N2IfAzM7sbGvzSFhYLNsSHwXOAIcAvzazBIyWSdsG1H+4EMLPncdWv8cAuwHkp6zrAs214bwXexh38WsCD6fV6ybZHgV8n+z7GH5GpdFGlbjAXoJpUOPDh4fz0BADy2HuzM5ecBswH3gE+Ab4L7Jsts4O1gyPwVerfZnuKmfSrgRH43OZryc6rq2lAhNIKlkLSdcBwM3uw1rYEtSMv7SCcYBAEuSaGw0EQ5JpwgkEQ5JpwgkEQ5Jp4RKYdmbXg85pMwKqGj9bVes55hZ5dOtxzhVNmf1azD6VLdQOwNItFiz+vWd2r916m7I1HTzAIglwTTjAIglwTTjAIglwTTrACJA2QRz9etencQRB0JurSCUp6XNJltbYjCIKOT106wSAIgkqpOycoaTCwM3B8GsKapA0lXS/pPUnzJL0j6ReSumSu21zSI3JRo1mSRqWN5qXq6CHpTkkvp2gvQRB0UurxOcGTcKGht/AoJOBRWD7EQ4F/AmyHhyj6FA9HDjAUD929HfAZsDkejaMBKdT53fgPyAAzm9lWNxIEQdtTd07QzGZIWgjMTaGHCmSVtMZJ2gqPz1dwgusBF5rZW+n92BLFfxm4meRQU8TjIAg6MXXnBMsh6Rg8dtl6wLLAMsD7mSx/Aa6TdCiuxHV7xiEWeAh4GfihmX3WSF0rUUJf4YNJn7LSStWQ3wg6A+Xawdjxn7BitIMOQ93NCZZC0gHAIGAw8B1cDOYKoHshj5mdBWyKa3PsCIyWdHhRUf8A+uND5cb4GfBe8XHFpe2ubR3UlpLt4OorLqmpUUFD6jKeoKSHgP+Y2bHp/aXAFma2cybPPelcnzJlXAn0M7MdC2HG8eHwycAxwG5m9kqZa8v1BN+rRU8w9g7XhkZ6gu/VqicYe4eXpl6Hw+NwcZk+eDjyscBASXum1z/BV5CnASQd1guB4ena1fEe33PFBZvZGXLdw4cl7WZmo0rkmY4LZTdg1oLaNYKg/SnXDqbMLjuTEtSAeh0OXwgsBN7AV4PvB27FV4BfwIVq/pzJvxhYGdfmeBu4E9dWOKVU4Wb2a+Ba4BFJ/UrlCYKgc1CXw+GOSoTSan8ilFZDYji8NPXaEwyCIKiIcIJBEOSacIJBEOSacIJBEOSacIJBEOSacIJBEOSaen1YukOy0fG316Te7j26N52pjZgy8ZOa1Q0w784jalp/KeYtXFy7uhfVru6uNXw8Z/Xey5RNi55gEAS5JpxgEAS5pkkn2Fq9jvYSKZI0UNLstqwjU9dZkl5rj7qCIGhb6qknOAzYoNZGBEHQuaibhREzmwfMa00Zkrqb2cIqmRQEQSeg0p5gN0kXS5qWjgsKIkWSukv6k6QJkuZIekHSd0qU0U/Sc5LmSnoxhbcnlfElSX9LZcyT9LqkwzLpR0uaLKmB05Y0VNLd6fVSw+F03VhJC9PfI4vSTdLxku6QNAf4g6SuTYkyBUFQP1T6j31wyvsN4GjgKDxqLsCNeGy+g/CIy0OAESVCTP0R+CWwFS5wdEuKywfQEw9bvzewGXAxcLWk3VL6rXhwyt0LhUlaDtgH1/xYCkn7ApfhEaW/nsq8QtL3irL+Frgv2X55us+CKFNf4AxcsOkwgiCoOyodDn8EnGgeF+ktSZsAp6Re2IFAHzP7IOW9TNLuuLM8LlPGmWb2GICk3wMjgbWACWb2IXBBJu81knZNZT9iZtMk3Yc74wdSnn1xVbgRZWw+DbjJzAqLOmMkbQ2cXnTNMDO7rujapkSZgiCoEyrtCf7LGgaGexZ3YP0BAW9Iml04gL2ADYvKGJ15PTH9XQ0gDUHPkDRa0qepjP2AdTPX3Az8QFKv9P5g4LZGFN/6Ak8XnRuJ64hkebH4QknHpCH7J8mWk4tsaRRJK0nqU3x8vmBOpUUEdUC5djBjxlLBpoMaUo15LgO2xcWLCkdfoFikaFHRNdn6TwNOxXuDu6Uy7iIjhISLHH0G7JMEz3enzFC4RD2NnWvgmSoRZaqAkgI7c1+/txlFBHVAyXZw/VWX1tSooCGVDoe3l6RMb3AHvDf3LN4TXKMw1G0h/YERZnYTQJor3ISMPoOZLZB0G94DXBWYBDzRSJlvpnJvKKrnjQpseS4zjEZSca+2KQpOtAG9NtvrvWaWE3RuSraD/z3mhGgHHYhKneCawCBJV+ALCD8HzjGzMZJuAQZLOhVf3FgFGAC8a2Z3VFj+GOAASf2BKcAJwPrAv4vy3Qw8nNKGmllj8bovAIZLegnXC94Dd6D7VWBLWVGmSignsLP6EcMrLSKoA8q1g/FTF9TAmqAclTrBW4CuuPqa4QsEF6W0w/AV1POBtYGpwPO4RGWlnIM7tvvxZ/0GpzqL5++exFduN8WdU1nM7C5JJ+BD7UG40PpxZlZuIaXA1fgQeCjey70dF2UqHt4HQVAHhNBSO7L6EcNr8mHnPIpMhxNaGj91Qc3+6fIaRWbD1ZYNoaUgCIJShBMMgiDXhBMMgiDXhBMMgiDXhBMMgiDXhBMMgiDXxCMy7cisBZ/X5MOePf+zWlQLwHI9ahuysnfPLh3uEZkfXPdizf7pxk2YUauq+d4OFW+/rzpn77FxPCITBEFQinCCQRDkmg7jBKspXtRacaggCPJDR9IYuRCoVoyh/WgYuisIgqAkHcYJmtlsoCqSmWY2tRrlBEFQ/7RoOCyph6RBSfxovqR/pTBYWZ3hPSW9lMSKnpK0tqSdJY1KEaj/IelLmTIbDIclbS7pEUkzJc1K1+2S0paRdImkiZIWSBov6bzMtQ2Gw5JWljRELhI1T9LDkjbLpA9MNu0m6TW5YNRjktbP5FlH0t2SpsrFot6S1GgkmyAIOj4t7QmejwsRHQ68C5wCPCBp40ye3+GRdWfgYamGAfNxkabFwHDgLDx2YCmGAqOA7fCI0pun6wFOxDVGfgKMw0N4fbURewen9H3wuIDnJns3SVKdAD2AX6V7mo8LRl2FR5cGjy7dE9gFmNlEfUEQdBKa7QSTytuxwBFmdm86dwywK3A8HvQUXFjpqZR+FT7ft7WZvZzODQF+1EhV6wEXmtlb6f3YorQxwFMp2vUHwDNl7N0Y+D6ws5k9mc79NF1zMFAQWeoGHG9mb6c8FwI3SuqSgreuB9xuZqNS/ogOHAR1QEuGwxsCy5ARMTKzxXio/WwQ1Kyw0uT099Wic6s1Us9fgOskPZpEmL6WSRuMBz4dI+lySXupvC5wX+DzZF/B3hnJlqy9CwoOMDERv8+V0vuLgf8n6VlJ5yTlupKUE9iZPj0EdvJEuXawaO6sWpsWZGiJEyw8ed2UiNFSwkpmVnyubP1mdhbupO4CdgRGSzo8pb0M9MH1gLvgQ9d/lnGEje0YyNpbvK2igRiUmV2PR7++Edc/eUbSWWXKLSmwc8WlFzdiSlCHlGwH/3n4bzU1KmhIS5zgWGAhLkgEuGQmLszelIhRszCzd8zsEjPbCw/pf0QmbZaZDTezY3GJz12BjUoU8wZLhOML9vbG5xibZa+ZTTCza8xsf1yb+KgyWQfhDrPBcdwJJzWnuqDzU7IdbLj7gTU1KmhIs+cEzWyOpCuB8yRNwX/dTgZWxxcPWr1gIGlZ/LnB4fjCx+okFbiUfgouCP+OO/LFAAAgAElEQVQK3uM8CF+smFDC3nfkIvFXSzoKF745N+Uf2gybLsY1UMYAvXHhppJOtJzAzqwFjelCBfVGuXbwg+uWkroOakhLV4dPT39vxOfM/g3sYWYfSarGquliYGV8mLsG8CmuO3xaSp+FK95tjA9b/w3saWZzy5R3GP6rfA++wvt0sndemfyl6IIv7qyT6n8E10oOgqATE1Fk2pGIItP+RBSZhkQUmaXpMHuHgyAIakE4wSAIck04wSAIck04wSAIck04wSAIck04wSAIck08ItOOvPLBrJp82KrhQyKr9e5Ru8qBr6zYvcM9IjPi1ck1+6fr0a12/Z4NV12+dnV/edl4RCYIgqAU4QSDIMg14QSDIMg1VXWCKaz+j8q9L5G/T8qzTTXtCIIgqJRaCy2NB74CTKmxHUEQ5JSaOsEUkXpSLW0IgiDfNGs4LGmPpBw3LamuPSipb0srLx4Ot0KpbltJD0maktTpRkr6RlFdm0h6Qq6O97ak76ayBmbyrCXp7+n+pkm6NyseFYpzQVB/NHdOcDk8Lt92wABcSW6EpO5VtqugVLc9HldwGEsiOQ8ANsOV6gqsANwE7JRsewW4T9KqACns/p14CP0dgIHAb3GFOVKeXsBjuNLczngk6o+Ah1MaeNDYXrji3GbJxhAOCYJOTLOGw2Z2e/a9pMPwCM3bASOraFezlOrM7NEiu04AfohHf74Z+BYe8frbZvZhynMyGbEoXL5TwGFJwQ5JRwMfA3sDt1Kh4pyklVgi0PQFT47+gBVWXOp0UKeUawdDR77N8r1XrIFFQSmaOxzeUNJQSf+RNBNXjOsCNBktUdL9afg5W9LrTWRvllKdpNUkXS1pjKQZeOTn1TJ2fQ2YWHCAiRdwFboCW+MaELMKduI93ZVxhT2oXHGupMDOLTdc0cRtB3VGyXZwz83X1NSooCHNXRgZAXwIHJ3+fobrbFQyHD4CWDa9XtRYRpqvVDcE1yE5GdckWYCHvy/YJUqr42Xpgg+jS83xTU02XC/pQeC7wO644twfkzJelkG4LGgDDj78uNAqzhcl28H3Dzkq2kEHomInmBYi+uIC5Y+lc1tVWkZRL6za9AdOzIjBr44/elPgTWAtSWua2cR0bhsaOtKXgQOBKUkgpyRmNgG4BrhG0unASTScnywrsPPKB6E3myfKtYMRr04ukTuoFc0ZDk/Dn+c7UtJGknYGrmJpvd5aMAY4RNKmkrYF/o7Lghb4J/A2MERSP0k74OLun7Gkh3gLPsy+O61Ery/pm5L+XFghlnRxWiHfQNKWNKI4FwRB56BiJ2hmnwMHAFsArwGXA2fiQ89acziwPPAS7gBvwIfFwBe274uvBj+PD5/PxR3g/JRnLvBN4F1c6vOtlG9l/AcAlijOvYE71snAoW15Y0EQtC25DaUlqR8+B7iNmb3UHnVGKK32J0JpNSRCaS1NrbfNtRuS9gXmAO8AffDh8Ch8LjAIgpySGyeIP1D9J1w8fRrwOHCy5bUrHAQBkCMnaGZ/Bf5aazuCIOhYRDzBIAhyTTjBIAhyTW5XhzsTaQ/qz4BBjT3IHXXXP3n9Ptqy7nCCnQBJffB9p+ub2bioO7/k9ftoy7pjOBwEQa4JJxgEQa4JJxgEQa4JJxgEQa4JJ9g5mI5LDtRihTSvdXdU8vp9tFndsTocBEGuiZ5gEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgEAS5JpxgnSJpoKSRtbYjqC3RDpomnGDQKJJM0kZVLvNsSa9K+kzSWdUsO2gbqt0OJK0m6W+SJkqaIelpSdtXq/zmEE4waDMkdSuTNBb4BXBvO5oT1Igy7WB54AVga2AVYAhwr6Tl29M2CCfY6ZG0jqQ7JH0i6VNJl5XI0yf9knfLnHtc0hHp9UaSnki/yFMkDUvnn0zZR0maLemAdH5vSa9Imi7pGUlbZModJ+l0SaOBOaX+AcxsiJndD8yq6oeRYzpbOzCzd83sL2b2kZktNrNrgO7AV6v92TRFuV/qoBMgqSvwD+BR4KfAYmCbFhR1NvAQsAveELcBMLNvSjKgn5mNTXVuBdwAfA94ETgEuEfSV81sQSrvQGAvYIqZfdbC2wsqpB7agaQtU51jW2B3q4ieYOdmO2BN4OdmNsfM5ptZSybBFwHrAWtWUMaRwNVm9lz6BR8CLAB2yOS5xMzGm9m8FtgSNJ9O3Q4k9QZuAn5nZjNaYHerCCfYuVkHeL8Kva1fAAKel/S6pMMbybsecGoaAk2XND3ZsWYmz/hW2hM0j07bDiQtC4wA/mVmf2yF7S0mhsOdm/HAupK6NfEPMCf97QXMTK/XKCSa2ST8lx1J/YGHJT1ZGPqUqPNcMzu3kfpCuKZ96ZTtQFIP4C7gQ+DoxvK2JdET7Nw8D3wEnCdpOUk9Jf13cSYz+wRvaIdI6pp+4TcspEv6saS109tpeONdnN5PBjbIFHctcIyk7eUsJ2kvSStUarSkZST1xNtft2R318pvOyii07UDScsAtwHzgP8xs8+bdcdVJJxgJ8bMFuMT0xsBHwATgAPKZD8S+DnwKbAZ8EwmbVvgOUmzgXuAk8zsvZR2FjAkDXn2N7MXU1mX4f8oY4GBzTT9WrzxHwickV7/tJllBIlO2g52BPYGvg1MT6vOsyXt1IwyqkJIbgZBkGuiJxgEQa4JJxgEQa4JJxgEQa4JJxgEQa4JJxgEQa4JJ9iBkPR/kl6UtEDS4KK0gzOPEcyWNDdtht+6BWWtI+lfkqZK+nNR2gOSWrLvtFVIur/o/hZKejWTnpvwW018d90l3ZYCFJikAU2U1UfSfZKmSZok6bJCMANJK0p6MD32ckv2WU1J10raty3ur1IkPaqlAz7sKOl5SbMkjU4PdbeKcIIdi4nAOfjG9AaY2S1mtnzhAI4D3gVebm5ZwK/w0EXrAz8oOD15dJB30zNg7YqZ7Vl0f88AwzNZ8hR+q7HvDmAkHrBgUgVlXQF8DHwF2BLYGW874Ls0/g2sDvQB9gWQ9A3gK2Z2Z8vMbz2SDqZoR5ukVfDnFy8AVgLOB0ZIWrk1dYUT7ECY2R1mdhf+IGtTHAr81co86NlEWesDj6bN6i8AG8g3sf8S+HVzbJY0QNIESadK+ljSR5IOa04ZJcrsA+yEb6oH8hV+q7HvzswWmtmgFNxg8dJXL8X6wK0pIMIk4AH8IelC2mMp6stTeDvoClwEnNQcm7UkTNehkj6Qh+I6ozllZMpaEfgt/qOXZUdgspkNT0EbbgY+AfZrST0Fwgl2QiStB3wT+GsLi3gN+JaklfBwSW/gYZQGmdn0FpS3BrAisBbwv8DlhV9nSb9UZpN98VGmvP8BnsrsVghazsXATyT1krQWsCfuCMHbwe7yIAY7Aa8DJwL3m9l/Wlhffzwm4G7AbyT1BZB0UGPtQNK6mTL+AFzJ0j1dpaP43NdbaCsQTrCz0lon8Ue80T8BXA4sA2yBDy2GSnpS0v81o7xFwO/NbJGZ3QfMJgXHNLPzzGylckcj9ze4hfcWNOQJvOc3E99O9yIetADgevzH6zm8JzgK3744SNKVqR2c08z6fmdm88xsVCqvH4CZDW2sHZjZBwBpaua/gUtLlP0MsKakA+X7zw/F9z73aqaNDQgn2Dn5H3xOr0WY2VQzO8DM+uE9hUuBE/Dh8GvA7vjm+E0rLPLTouglc/Hw6c0mTXSvgW+uD1qBpC7Ag8AdwHLAqsDKwJ8A0hD5KDPbwsx+iQ+Dfw0cDHTF5w+3l7RHM6rN9t6a1Q6SvVfge5aXioZjZp8C+wCn4AEd9gAexp17iwkn2MmQRwdZk+o5iaPwWG6vAZsDL5rZQuBVWjnMAJD066JV3wZHiUsOBe4ws1JpQfNYBY/xd5mZLUhO5Ebgu8UZk6OTmT3AknZgeM9xi+L8zaXE0w3Fx7pAb3x6ZpikSfh8NcAEpcAKZvaEmW1rZqvgvdav4lF0Wkw4wQ6EpG7yEFNdga7ykEjFMR8PBW43s0YXCCopS9JqwPF4hBCA94Bd5GI32+Crz0gaXPyoRqWY2R+yq77FR5E9ywI/psRQWDkKv9XUdyepR0oH6J7Si+fKMLMp+Hd6bCpzJbz9jCqqrydwHnByOvUeMEBSd3xoWmgHZ0l6vCX3VPx0Q4njA2AG/gO/ZToKznprfMiOpP9KbaE3cCEwwcwebIlNWePi6CAH7oys6Dgrk94TmA7sVuLaX+MT2hWVlfL8Ffhx5v06qbFNA/6cOf8IcGQZmwekhpg9Nw7YvQX3fyDwPim6UVHa4BL3M7DW31mN2sG4Eul9yrSDLYHH03c6BX/saLWi+n6Ph+YvvF8R1xqZAQwFuqbz1+OBVEvZ3CfZ0S1z7nHgiFZ8DqXK/FuyawYwrPheWnJEKK2gUVJvYBSwhZktqrU9Qe2Q9Ar+A1zJI1ydhnCCQRDkmpgTDIIg14QTDIIg14QTDIIg14TkZjsyb1FtpCgXflYzIS+W6bbUkxvtSq9lln50pNZ8Mvuzmk3EL1hUu7awQs/auZsVl+1Sth1ETzAIglwTTjAIglwTTjAIglwTTjAIglwTTrACUuBQk7RqrW0JgqC61KUTlPS4pMtqbUcQBB2funSCQRAElVJ3TjCFfNoZOD4NYU3ShpKul/SepHmS3pH0ixTEsXDd5pIekTRTrmQ1StIuZeroIelOSS+ncFRBEHRS6vFh6ZOATYC3WCIaNA34ENgfF2bZDrgGF7K5PuUZikdL2Q74DA8sOb+48BTH7G78B2SAmc1sqxsJgqDtqTsnaGYzJC0E5pqraxX4Teb1OElb4fHrCk5wPeBCM3srvR9bovgvAzeTHKqZLeUkAVLwyqX0MyZ+PI2VVionqxHUG+XawTvjP2HFaAcdhrobDpdD0jFyQetPUlj3k4GswtVfgOvkgs9nSPpaiWIewvUM9ivnABM/w6PzNjguu2RQVe4l6DSUbAdXX3FJTY0KGlKX8QRTCPDXzOz/0vsDcGGi03DFqpl4WPl9zaxP5rqNcUnC7wDfAo4xsxskDQAeA67Ch9S7m9m/G6m/XE/wvVr0BGPvcG1opCf4Xq16grF3eGnqbjicWIjrMxToDzxnZl88NiNpw+KLzOwd4B3gEklXAkcAN2SynAlMBR6WtJuZvVKqcnPt3qU0dedFXOZcUa4dfDJ7KSG1oIbUqxMcB2wnqQ+ugTsWGChpz/T6J/gK8jT4QuDnQlx/YRywOslxFhdsZmckUZuCIxxVnCcIgs5Dvc4JXoj3Bt/AV4PvB27FV4BfwAVc/pzJvxjXYx0CvA3cCTyL65suhZn9GrgWeERSvza5gyAI2oW6nBPsqEQ8wfYn4gk2JOYEl6Zee4JBEAQVEU4wCIJcE04wCIJcE04wCIJcE04wCIJcU6/PCXZIrDaLw3Sp4U/d4s9r/fRBh1scZo+LnqpZ3RcdULsnumYurN1ugb2/vnrZtOgJBkGQa8IJBkGQa8IJBkGQa5p0gq3V62gvkSJJA1OIrDZH0lmSXmuPuoIgaFvqqSc4DNig1kYEQdC5qJvVYTObB8xrTRmSupvZwiqZFARBJ6DSnmA3SRdLmpaOCwoiRZK6S/qTpAmS5kh6QdJ3SpTRT9JzkuamCM9bFRIkfUnS31IZ8yS9LumwTPrRkiZLauC0JQ2VdHd6vdRwOF03VtLC9PfIonSTdLykOyTNAf4gqWtTokxBENQPlf5jH5zyfgM4GjgKDx0OcCMem+8gXJxoCDCiRIipPwK/BLbCBY5uSXH5AHoCLwN7A5sBFwNXS9otpd+KR+jdvVCYpOWAfXDNj6WQtC9wGTAI+Hoq8wpJ3yvK+lvgvmT75ek+C6JMfYEzcMGmwwiCoO6odDj8EXCiedyttyRtApySemEHAn3M7IOU9zJJu+PO8rhMGWea2WMAkn4PjATWAiaY2YfABZm810jaNZX9iJlNk3Qf7owfSHn2xVXhRpSx+TTgpkw06TGStgZOL7pmmJldV3RtU6JMjVIurPqHH08NoaUcUa4dbPGre+i27PI1sCgoRaU9wX9Zw8CDz+IOrD/+SP4bkmYXDmAvoDh8/ejM64np72oAaQh6hqTRkj5NZexHQyGkm4EfSOqV3h8M3NaI4FFf4OmicyOBTYvOvVh8YQWiTE1RUmDn8hBayhsl28HHz95WU6OChlRjYcSAbYHiPTHFixTZ9IJDLTjh04BTcc3gV/GQ+H8gOcnEP/Ce3z6SHsGHxt+uwLamzs3JvkmiTIMoIcrURF1ZBgGDi08ef+LP3mtGGUHnp2Q7WO0bP4p20IGo1AluL0mZ3uAOeG/uWbwnuEZhqNtC+gMjzOwmgDRXuAkZkRozWyDpNrwHuCowCXiikTLfTOVmhZL64yH3m7KlSVGmxignsDN3Ua330QbtSbl2sPXZrflXCapNpU5wTWCQpCvwBYSfA+eY2RhJtwCDJZ2KL26sAgwA3jWzOyosfwxwgKT+wBTgBGB9oFjW8mbg4ZQ21MwaixV+ATBc0ku4XvAeuAPdrwJbyooyBUFQX1TqBG/BJSyfw4eT1wMXpbTD8BXU84G1cUnK53Gd3ko5B3ds9+PD6MGpzuL5uyfxldtNcedUFjO7S9IJ+LB2EPA+cJyZlVtIKXA1sCUuyiTgdlyU6fDKbycIgs5CCC21I3MX1ebDrn04q9qxQo/yAju1YuuzH6vZF5LjUFohtBQEQVCKcIJBEOSacIJBEOSacIJBEOSacIJBEOSaWB1uR+YurM2H3aWGC6S1Xplerrs63OrwmElza/ahLNezdtHzZsyt3erwpmsuF6vDQRAEpQgnGARBrgknGARBrukwTrCa4kWtFYcKgiA/dCSNkQuBS6tU1n4sHdorCIJgKTqMEzSz2XgcwWqUNbUa5QRBUP+0aDgsqYekQUn8aL6kf6UwWFmd4T0lvZTEip6StLaknSWNShGo/yHpS5kyGwyHJW0u6RFJMyXNStftktKWkXSJpImSFkgaL+m8zLUNhsOSVpY0JIlEzZP0sKTNMukDk027SXpNLhj1mKT1M3nWkXS3pKlysai3JDUaySYIgo5PS3uC5+NCRIcD7wKnAA9I2jiT53d4ePEZeFiqYcB8XKRpMTAcOAuPHViKocAoYDs8ovTm6XqAE/FIzz8BxuEhvL7aiL2DU/o+eFzAc5O9mySpToAewK/SPc3HBaOuAgrKeVfgglC74NGmG6svCIJOQrOdYFJ5OxY4wszuTeeOAXbFw9A/nLKeaWZPpfSr8Pm+rc3s5XRuCPCjRqpaD7jQzN5K78cWpY0BnkrRrj/AQ+GXsndj4PvAzmb2ZDr303TNwUBBZKkbcLyZvZ3yXAjcKKlLCt66HnC7mY1K+cuGSC8rtDQ5hJbyRLl28MJbH9J7xWgHHYWWDIc3BJYhI2JkZovxUPvZIKhZYaXJ6e+rReeyGiLF/AW4TtKjSYTpa5m0wXjg0zGSLpe0VyO6wH2Bz5N9BXtnJFuy9i4oOMDERPw+C631YuD/SXpW0jlJua4cpYWWLg2hpZxRsh0MufbymhoVNKQlTrCw/aQpEaOlhJXMrPhc2frN7CzcSd0F7AiMlnR4SnsZ6IPrAXfBh67/LOMIG9s2lbX3szJpXVKd1+PRr2/E9U+ekXRWmXIHpbwNjuNP+FmZ7EGdUrIdHHrk8TU1KmhIS5zgWGAhLkgEuGQmLszelIhRszCzd8zsEjPbCw/pf0QmbZaZDTezY3GJz12BjUoU8wZLhOML9vbG5xibZa+ZTTCza8xsf1yb+Kgy+aab2bjiI4bC+aJcO4ihcMei2XOCZjZH0pXAeZKm4F38k4HV8cWDVi8YSFoWf25wOL7wsTpJBS6ln4ILwr+C9zgPwhcrJpSw950kEn+1pKNw9a9zU/6hzbDpYlwDZQzQGxduqqrTD4Kg/Wnp6vDp6e+N+JzZv4E9zOwjSdVYNV0MrIwPc9cAPsV1h09L6bNwxbuN8WHrv4E9zWxumfIOw4cm9+ArvE8ne4u1kRujC764s06q/xFcKzkIgk5MhNJqRyKUVvsTobQaEqG0lqbD7B0OgiCoBeEEgyDINeEEgyDINeEEgyDINeEEgyDINR0mlFYeqNWSYC1XaOcuWFyzugGW697xmvi8RbX7TG54ealHaduNAzb7Ss3qbozoCQZBkGvCCQZBkGvCCQZBkGuq6gRTROkflXtfIn+flGebatoRBEFQKbWeNR4PfAWYUmM7giDIKTV1gikY66Ra2hAEQb5p1nBY0h5JNGlaEhx6UFLfllZePBxuhUjTtpIekjQlCTONlPSNoro2kfREEoZ6W9J3U1kDM3nWkvT3dH/TJN2b1U0JsaUgqD+aOye4HB6SajtgAC6iNEJS9yrbVRBp2h4PqTWMJUFMBwCb4SJNBVYAbgJ2Sra9AtwnaVWAFHH6Tjx69A7AQOC3uLgSKU8v4DFcZGlnPAjrR8DDKQ08XmIvXGxps2Tj9OrddhAE7U2zhsNmdnv2vaTD8OCk2wEjq2hXs0SazOzRIrtOAH6IBz69GfgWHuz122b2YcpzMhmdFFy5TsBhSbwJSUcDHwN7A7dSodhSOYGdCSG0lCvKtYMnX/0ghJY6EM0dDm8oaaik/0iaiYsldQHWreDa+9Pwc7ak15vI3iyRJkmrSbpa0hhJM/Cgp6tl7PoaMLHgABMv4AJMBbbGNSBmFezEe7or4+JSULnYUggtBVCmHdxy/RU1NSpoSHMXRkYAHwJHp7+f4SHmKxkOHwEsm143FV2xuSJNQ/AQ/Cfj4fgX4JGfC3aJpnetdcGH0aXm+KYmG66X9CDwXWB3XGzpj0kUKssgXBGvAcef8LOyMp1BXVKyHRz8v8dFO+hAVOwE00JEX1yb97F0bqtKyyjqhVWb/sCJGR3k1fFHbwq8CawlaU0zm5jObUNDR/oycCAwxczKzvOZ2QTgGuAaSacDJ9FwfpJ0/VJlzFkYUbzzRLl2MGr8rBpYE5SjOcPhafjzfEdK2kjSzsBVLC1VWQvGAIdI2lTStsDfcUW8Av8E3gaGSOonaQdc1/gzlvQQb8GH2Xenlej1JX1T0p8LK8SSLk4r5BtI2pIQWwqCTk/FTtDMPgcOALYAXgMuB87Eh5615nBgeeAl3AHegA+LgS9s3xdfDX4eHz6fizvA+SnPXOCbwLu4yt1bKd/K+A8ALBFbegN3rJOBQ9vyxoIgaFtyK7QkqR8+B7iNmb3UHnXOqZHQUi2pdSitL6/QrcMJLY0aP6tm7eBvr35Uq6prGkrrv9ZboWw7qPW2uXZD0r7AHOAdoA8+HB6FzwUGQZBTcuME8Qeq/4TrBk8DHgdOtrx2hYMgAHLkBM3sr8Bfa21HEAQdi4gnGARBrgknGARBrsnt6nBnIu1B/RkwqLEHuaPu+iev30db1h1OsBMgqQ++73R9MxsXdeeXvH4fbVl3DIeDIMg14QSDIMg14QSDIMg14QSDIMg14QQ7B9NxyYFarJDmte6OSl6/jzarO1aHgyDINdETDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTDIIg14QTrBMkDZQ0stZ2BB2LaBdNE04waIAkk7RRlcs8W9Krkj6TdFZR2lck3SNpYqq7TzXrDqpDW7SLTNk7p/LPaYvymyKcYFA1JHUrkzQW+AVwb4m0z4EHgB+2lV1BbWmkXSBpGeBi4Ln2s6gh4QQ7GZLWkXSHpE8kfSrpshJ5+qRf1m6Zc49LOiK93kjSE5JmSJoiaVg6/2TKPkrSbEkHpPN7S3pF0nRJz0jaIlPuOEmnSxoNzCnV4M1siJndD8wqkTbZzK4AXmjdJ5NvOmO7SJwKPAS8VZUPogWEE+xESOoK/AN4H+gDrAX8vQVFnY03vJWBtYFLAczsmym9n5ktb2bDJG0F3AAcDXwJuBq4R1KPTHkHAnsBK5nZZy2wJ2gFnbVdSFoPOBz4fQtsrRrhBDsX2wFrAj83szlmNt/MWjLpvQhYD1izgjKOBK42s+fMbLGZDQEWADtk8lxiZuPNbF4LbAlaT2dtF5cAZ5rZ7BbYWjXCCXYu1gHer0Jv6xeAgOclvS7p8EbyrgecmoY80yVNT3asmckzvpX2BK2j07ULSd8DVjCzYa20udWUnbAMOiTjgXUldWuiwc9Jf3sBM9PrNQqJZjYJ/yVHUn/gYUlPmtnYMnWea2bnNlJfCNXUls7YLnYDtpE0Kb1fEVgsaXMz26eR66pO9AQ7F88DHwHnSVpOUk9J/12cycw+AT4EDpHUNf2ib1hIl/RjSWunt9Pwxro4vZ8MbJAp7lrgGEnby1lO0l6SVqjUaEnLSOqJt7duye6umfSeQGEuqUd6H1ROZ2wXZwKbAFum455U5mEVXl81wgl2IsxsMfA9YCPgA2ACcECZ7EcCPwc+BTYDnsmkbQs8J2k23vhOMrP3UtpZwJA0xNnfzF5MZV2G/2OMBQY20/RrgXn4RPkZ6fVPM+nzgMK80FvpfVAhnbFdmNksM5tUOPDvfI6ZTa20jGoRkptBEOSa6AkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgkGQZBrwgl2AiRtLGm+pJubyLeVpCfTJvfJkk5K57tJ+nt6vOH+7LNcks6QdHJb30MJWxsNoSVpLUl3S5oqaYKkY9rbxo6CpL6SHk2BDcZK2reJ/BtI+oekWSkQwvmZtEGSpkl6VtJamfMHS7q4Le+jKST9NrWF3TPneki6QdJMSZMknVLtesMJdg4up4koK5JWxUNSXY1vaN8I3wwPsB/+4Ouq+E6Bo9M16+PPl13aJlY3TlMhtG4G3gNWxzfh/0HSLu1kW4chRV+5Gw+QsApwFHCzpE3K5O8O/BN4FN8Nsjb+WSJpO2DrdH4k8Kt0fkXgNOA3bfyB6FIAAB4SSURBVHkvjSFpQ+BH+EPfWc4CNsa36e0C/ELSHtWsO5xgB0fST4DpwCNNZD0FeNDMbjGzBelh1DdT2vrA42lL1WMsefL/EuC05u45Tb/Wx0h6J/UqLpek5pTRWAgtScsDA/BtWYvMbBRwGx5xJG98Dd+Pe1EKVPAo8DQNHzbPMhCYaGZ/yQRTGJ3S1gdGmtkCvD0V2sG5wAVmNqM5hsnDZZ0maXTqpQ5rxW6fy4DTgYVF5/8HONvMpqX2fC3Nf1i/UcIJdmAk9cbDDJ1aQfYdgKnyuG4fSxohad2U9hqwa+ol7AK8noZUU1oYbQRgb3yHQT9gf+A7yeb+ymyqL3H0r6BsFf0tvP56C23tzJT6cWnss9gBGJemPabI4wVuntJeB3aStCy+d/d1SdsAXzWzoS20b39gD9zBbkFyUJLWbaIdHPTFzUg/Bhaa2X0NblJaGf8BGJU5PQrf6VI9zCyODnrgEXdPT6/PAm5uJO8YvMe4LdAT7+U9ndIEnAeMBq7Bh8uvAKvhvYAngSuA7hXaZUD/zPtbgV+28B67pfL6FJ0fiQ/TewJbAVOBt2v9ndSgDSwDvItHeFkG+DbeW3qwTP6H8JBYewLd8S1y7xa+W+Bk3JEMw6dHngb6AiemdnALHv+vEtvGAYdk3p8PXNXM+1seeAdYP1Pm7un1Oqlt9Mzk/xYwrpqfcfQEOyiStgR2By6q8JJ5wJ1m9oKZzQd+B+woaUVzfmlmW5jZUcAvgauAbdKxM/4P05zh5qTM67l4Y64mB+O9i/HAlfg/54Qq19HhMbNFwA/wedFJ+KjgVsp/FvPwIe/9ZrYQuBD/0eubyrvIzPqZ2QH4/uKn8BHhUXjv8E28fVRKa9vB74CbbMke5SyF/eS9M+d6UyJCeWsIJ9hxGYBHCf5AHm7oNOCHkl4uk380DUMXFV43GE5J+jqwI94j3Bx4yfwn9gV8ONMqJO2UVqfLHTtVUo6ZvW9me5vZl81se/wf+fnW2tcZMbPRZrazmX3JzL6Dz+WV+yyK20FJJK2OL5D9Hh9aj04Ot1rtYN0m2sHBKetuwIlp5XcS3vu7VdLpZjYNXyjplym6Hz6srx617u7HUXaY0AtfxSscF+KLA18uk39XPJrHlviw6SLgqaI8Ap4Atknv98eHQN2BofgiCfi8zrhGbDNgo8z7wcA5LbjHnsByqbyv0nDY0xdYIdl2CDCl3L3X+4E7pZ6pTZyGr5r3KJP3q3iPbHegKz78/Q9FUx14z3rf9Ho7fEi6PPBH4LJ0foC7iLJ2jSMNXdP7s2hkyqZMGV8qaufjgR8Dy6f081KbXRlfJPoI2KOan2/0BDsoZjbXGoYamg3MN48J90WPK5P/UeDXuKLbx/gjMgcVFXsY8Jp5GCSAO4CJwCcs0YkA/zV+um3urAGNhdD6Dj6XNQ04Bm/4n7SDTR2Rn+L//B/jPadvma/wZntc6wKY2dv4j8ZV+Ge3D/B986Ex6Zpd8Hm/O9M1z+PtZjy+cHZeyroO8Gxb3piZfVrUzhcD02xJyP3f4k78fdwZXmBmD1TThgilFSyFpIfwWHJvNpk5qFskXQcMN7MHa21LWxJOMAiCXBPD4SAIck04wSAIck04wSAIck04wSAIck3oDrcjcxfWZhVq4eLPa1EtAN271vZ3tlf35gV2aA9mzPu8ZquRtWwLXWr4TXxpuW5la4+eYBAEuSacYBAEuSacYBAEuSacYAVIGpACia5aa1uCIKgudekEUyDJy2ptRxAEHZ+6dIJBEASVUndOUNJgPEjo8WkIa5I2lHS9pPckzUvaGL+Q1CVz3eaSHkmqVrMkjSon7JMUsO6U9LKk1drp1oIgaAPq8TnBk4BN8NBMv07npgEf4vHzPsHjp13z/9s787g5x6uPf39JxL7VWorEktdS4o2KalVQrbVVuijp+xa1K16qaFVpS1tLvYmd2kKS2lUpqpZSLaqW2MpDlhYJFSIiiWxO/7iukXkmM/Ms5p77nrnO9/OZT2bu+5r7nMlz5sy13Nf5AW8Bl8c2Ywllx4cC8wkFR9+vvHjU/biV8AOynZm9m9UHcRwne9ouCZrZdElzgVmxPlmJcjnBSZKGAPuwMAmuA5xtZi/E1y9XufwqBPnC14BvWChjvwiSVgBWqDz+2htvs8IKixx22pRacTBp8lseBwWi7YbDtYgSkX+X9GYsRnoMsHZZk3OAyxRErk+StGGVy9xN0HbYq1YCjPwfofpvp8cF541oyGdxWoaqcXDR+blqnDsVtGU9QUl/IlRQ/m58vTcwilCa/K8EAfIjCOXFB5S9bwOCStdOBFWrQ83sCknbEfR6LyYMqXc0syfr2K/VE5yYRw/At83lQ52eYC5xAL5trhptNxyOzCXoK5TYBnjUzD68bSYq3nfCzF4iaC2cK+ki4EDgirImJxOkH++R9Hkze6qacTN7hyB/2YlZc9vvB8epTa04mD47v0TkLEq7JsFJwFBJAwgaFi8D+0naJT7/JmEFeRpAFKM+G7ghvnc1YuKsvLCZnSRJLEyE4yrbOI7TOrTrnODZhN7g84TV4DsJWq1jCZKCA4BflbVfQFCzGgW8CNxCEJg5ttrFzeyHwK+BeyUNrtbGcZzWoC3nBIuKl9JqPl5KqzM+J7go7doTdBzH6RaeBB3HSRpPgo7jJI0nQcdxksaToOM4SdOu9wkWkllzF+Rit2+Oy3Izc/rMJZbqX7wQ73h9Rm62j74hv9taf7RbtZ2ozWHXTWoXe/KeoOM4SeNJ0HGcpPEk6DhO0nSZBD+qXkezRIok7RdLZGWOpFMlPdsMW47jZEs79QSvA9bN2wnHcVqL4i2d9RIzmw3M/ijXkNTfzOY2yCXHcVqA7vYE+0kaKWlafJxVEimS1F/SGZJelTRT0mOSdqpyjcGSHpU0K1Z4HlI6IWklSb+J15gt6TlJ+5edP0TSG5I6JW1JYyXdGp8vMhyO73tZ0tz470EV503SEZJuljQT+Lmkvl2JMjmO0z5094s9PLbdGjgEOJhQOhzgSkJtvn0J4kSjgNuqlJj6BXAiMIQgcDQm1uUDWAJ4Atgd2AQYCVwi6fPx/PWECr07li4maWlgD4LmxyJI2hM4HxgBfDJe80JJX6poegpwR/T9gvg5S6JMGwEnEQSb9sdxnLaju8PhKcBRFupuvSBpEHBs7IXtAwwws3/FtudL2pGQLA8vu8bJZnY/gKSfAg8BawKvmtlrwFllbS+VtEO89r1mNk3SHYRkfFdssydBFe62Gj4fB1xTVk26Q9IWwAkV77nOzC6reG9Xokx1qVVW/eVX3mR5F9hJhlpxcO9Tk1h2OY+DotDdnuAj1rnw4MOEBLYNIOB5Se+VHsBuQGX5+qfLnk+O/64KEIegJ0l6WtJb8Rp70VkIaTTwFUlLxdfDgRvrCB5tBPyl4thDwMYVx/5e+cZuiDJ1RVWBnUsuPLcHl3DagKpx8JsrLsrVKaczjVgYMWBLYF7F8cpFivLzpYRaSsLHAd8jaAY/QyiJ/3NikozcTuj57SHpXsLQ+Ivd8K2rYzPLX0RRphFUEWXqwlY5I4CrKg8ecvhRE3twDaf1qRoH+xxwmMdBgehuEtxKksp6g58m9OYeJvQEVy8NdXvJNsBtZnYNQJwrHESZSI2ZzZF0I6EHuDLwOvBAnWv+I163XChpG0LJ/a586VKUqR61BHamvje/J5dxWpxacfDYxOk5eOPUortJcA1ghKQLCQsI3wdOM7MOSWOAqyR9j7C48TFgO2CCmd3czet3AHtL2gaYChwJDAQqZS1HA/fEc2PNrF6t8LOAGyQ9TtAL3pmQQPfqhi81RZkcx2kvupsExxAkLB8lDCcvB/4/ntufsIJ6JvAJgiTl3wg6vd3lNEJiu5MwjL4q2qycv3uQsHK7MSE51cTMfivpSMKwdgTwT+BwM6u1kFLiEmBzgiiTgJsIokwHdP/jOI7TKrjQUhOZ+t78XP6z8yylNT8/TSEAVlmmtsBOXjw2cXpu/ykJl9JyoSXHcZxqeBJ0HCdpPAk6jpM0ngQdx0kaT4KO4ySNJ0HHcZKmbeoJtgIPjn8zF7vbb1BbaStr5syrdz97mkycPrPrRhnxm+9slZvtjn/np7JXD+8JOo6TNJ4EHcdJmsIkwUaKF31UcSjHcdKhSHOCZwPnNehae7FoaS/HcZxFKEwSNLP3CHUEG3GttxtxHcdx2p9eDYclLS5pRBQ/el/SI7EMVrnO8C6SHo9iRX+W9AlJwySNixWob5e0Utk1Ow2HJW0q6V5J70qaEd+3fTy3mKRzJU2WNEfSK5J+WfbeTsNhSStKGhVFomZLukfSJmXn94s+fV7SswqCUfdLGljWZi1Jt0p6W0Es6gVJdSvZOI5TfHrbEzyTIER0ADABOBa4S9IGZW1+QigvPp1Qluo64H2CSNMC4AbgVELtwGqMBcYBQwkVpTeN7wc4ilDp+ZvAJEIJr/+q4+9V8fwehLqAp0d/B0WpToDFgR/Ez/Q+QTDqYqCknHchQRBqe0K16Xr2HMdpEXqcBKPK22HAgWb2+3jsUGAHQhn6e2LTk83sz/H8xYT5vi3M7Il4bBTwtTqm1gHONrMX4uuXK851AH+O1a7/RSiFX83fDYAvA8PM7MF47H/ie4YDJZGlfsARZvZibHM2cKWkPrF46zrATWZWqkXkJdIdpw3ozXB4PWAxykSMzGwBodR+eRHUcmGlN+K/z1Qcq3cX7znAZZLuiyJM5cXIriIUPu2QdIGk3eroAm8EfBD9K/k7PfpS7u+cUgKMTCZ8zpIs2EjgR5IelnRaVK6riqQVJA2ofMx818uqp0TNOJjhcVAkepMES8UJuxIxWkRYycwqj9W0b2anEpLUb4HPAE9LOiCeewIYQNAD7kMYuv6xRiKsV1Sz3N9KAZBOYlBmdjmh+vWVBP2Tv0o6tcZ1q6qM3T7m13VccdqQqnFwx5hKhVcnT3qTBF8G5hIEiYAgmUkQZu9KxKhHmNlLZnaume1GKOl/YNm5GWZ2g5kdRpD43AFYv8plnmehcHzJ3+UIc4w98tfMXjWzS83sGwRt4oNrNB1BSJidHrsPP6gn5pzWp2oc7Dr8wLpvcppLj+cEzWympIuAX0qaSvh1OwZYjbB48JEXDCQtSbhv8AbCwsdqRBW4eP5YgiD8U4Qe576ExYpXq/j7koJI/CWSDiaof50e24/tgU8jCRooHcByBOGmqkm0lsrYzeOmdNec0wbUioPrn5pcpbWTF71dHT4h/nslYc7sSWBnM5siqRGrpguAFQnD3NWBtwi6w8fF8zMIincbEIatTwK7mNmsGtfbn/Cr/DvCCu9for+V2sj16ENY3Fkr2r+XoJXsOE4L40JLTeTmcVNy+c/Os4rMzDkLcrMN8IkV+xdOaOn6pybn9qXbaq2Vum6UEXlWkfnCRiu70JLjOE41PAk6jpM0ngQdx0kaT4KO4ySNJ0HHcZLGk6DjOElTmHqCKTD8xGtzsXvIobvkYhfgB9uvl5vtotJP+d2189aMObnZXrJf39xs18N7go7jJI0nQcdxkqahSTBWlP5arddV2g+IbT7VSD8cx3G6S95zgq8AHwem5uyH4ziJkmsSjMVYX8/TB8dx0qZHw2FJO0fRpGlRcOgPkjbqrfHK4fBHEGnaUtLdkqZGYaaHJG1dYWuQpAcUhKFelLRrvNZ+ZW3WlHRt/HzTJP2+XDfFxZYcp/3o6Zzg0oSSVEOB7QgiSrdJ6t9gv0oiTVsRSmpdx8IiptsBmxBEmkosC1wDfC769hRwh6SVAWLF6VsI1aM/DewHnEIQVyK2WQq4nyCyNIxQhHUKcE88B6Fe4lIEsaVNoo+L1ItzHKd16NFw2MxuKn8taX9CcdKhwEMN9KtHIk1mdl+FX0cCXyUUPh0NfIFQ7PWLZvZabHMMZTopBOU6AftH8SYkHQL8G9gduB4XW3KctqOnw+H1JI2VNF7SuwSxpD7A2t14751x+PmepOe6aN4jkSZJq0q6RFKHpOmEoqerlvm1ITC5lAAjjxEEmEpsQSh/PqPkJ6GnuyJBXAq6KbZUS2DH5vWkhqvT6rjgVmvQ0+HwbcAqwCGEoep/E4aY3RkOH0hQiNsc2LWLtj0VaRoFbEko8/+ZaOPVMr9EdWGocvoQhtGbVzwGAZdEH7ortlRVYGf+pAe6cMFpM1xwqwXo9nA4LkRsRNDmvT8eG9Lda1T0whrNNsBRZTrIqxFuvSnxD2BNSWuYWUng4VN0TqRPAPsAU6M2RFXM7FXgUuBSSScAR9N5fhLCvOlVle/tN2CYD5/Tomoc7D78II+DAtGTnuA0wv18B0laX9Iw4GIWlarMgw7gW5I2lrQlcC1BEa/EH4EXgVGSBkv6NEHXeD4Le4hjCMPsW+NK9EBJ20r6VWmFWNLIuEK+rqTNqSG2ZGbvmNmkyocWWzKrz+8UkFpxsPRyy+ftmlNGt5OgmX0A7A1sBjwLXACcDOS3I3shBwDLAI8TEuAVBJU64EPf9ySsBv+NMHw+nZAA349tZgHbAhMIKncvxHYrEn4AYKHY0vOExPoG8O0sP5jjONnS09Xh+4BPVhxepuy8KtrXLZdhZpMoE0c3sz+Vv47Hbqxy7GJCL7T0ehxhjrKcayre00FIcgBIGgwsRtBRLrV5g6BMV8vfI+t9HsdxWo+8t801DUl7AjOBl4ABhOHwOMJcoOM4iZJMEiTcUH0GQTd4GvAn4JjSPYGO46RJMknQzK4Grs7bD8dxioXXE3QcJ2k8CTqOkzTyKbHiI2kFwu6DEfVu5Hbb7U+qf48sbXsSbAEkDSBsuRoYbyty24mS6t8jS9s+HHYcJ2k8CTqOkzSeBB3HSRpPgo7jJI0nwdbgHYLkQB4rpKnaLiqp/j0ys+2rw47jJI33BB3HSRpPgo7jJI0nQcdxksaToOM4SeNJ0Ck8Uer1vq5bOu1OFrHgSbCgSFpM0hhJ63XdOnuiQNWCnMwvAwzLyXauFC0OoP1iIZmiqq2Gmc2TtBtBzKoo1NWM6fVFpR930WT1LOy2AgWNA2ijWPD7BAuMpCuBZ8zsnCbY6mqIsQywhZn1zcD2BwSVv9k1miwBrJuF7VagmXEQ7SUVC94TLDbjgZMlfYYgJzqz/KSZndtAW9sAtwOv1Ti/MrBFA+2VMxH4kZldW+1k1Hh+PCPbrUAz4wASiwXvCRYYSa/UOW1mtnYDbY0DzjOzy2qc3xx4PKNf/xuAiWZ2fI3zg4EnzSzJOexmxkG0l1QseE+wwJjZWk009wQwpM75OcC/MrJ9CrBUnfPPAwMzsl14mhwHkFgseE/QAUDS4kBfM5uVty9OvqQWC54EC068NeKrwNpA//JzZnZwLk45TcfjIDt8OFxgJO0M/BZ4BhhMGKasS/gS/DVH1zJF0prAz4DTzGxC3v7kTapxAM2JhSQnmluI0wh//C0J8zD7AgOA+4A/5OhX1vwvsB9wQM5+FIVU4wCaEAs+HC4wkmYAm5vZeEnTgM+Z2bOSNgNuM7N1cnYxEyT9A3gJ2MzMBuTsTu6kGgfQnFjwnmCxmQksHp9PAUpbp/oAK+XiUcZIGgqsRfjlX1bS9jm7VASSiwNoXix4Eiw2jwKfjc/vAM6WdBJwOfBIbl5ly7eB35nZVOB6wlAodVKMA2hSLPhwuMBIWh9Y1syelLQ0MILwZegAjjazfzbITrd3HJjZUY2wWcOPxQg9nW+Z2V2SPgvcCayeyu0a1WhWHERbycWCrw4XGDN7uez5TOCgjExt2s12Wf9ifgmYB9wNYGZ/kfQm4daQazK2XViaGAeQYCx4T9ApDJJuIWyZOrbs2E+Az5rZjvl55jSbZsaCJ8GCIeltYJCZTY0rgTX/QGb2sYx9WQ1408w+yNJOtLUyYcP+Vmb2VNnxQYStUgPM7NWs/SgKRYqD6E/bxoIPh4vH94EZ8flxzTYe52JOBw4DlgQGARMknQH808wuzMj0DGADM+u0J9XMOiQNBN7KyG5RyTUOIJ1Y8J6g0wlJpxHmXU4ExgKbmtkESV8FTjCzobk66DSNVGLBe4JOJfsAB5jZA7HAZYlnCT0BJx2SiAVPggWjq/mfcjKaC1oDqHbLRT88XppGAeIAEomFtvkgbUQu8z9lPAdsC0yqOP4N0q7u3GzyjgNIJBY8CRYMM7s8Zxd+AoyWtBbQF/i6pA0Jm/Z3y9WzhChAHEAiseALI84iSNoJ+CFBR6IPoXTTT83s7lwdc5pOCrHgSbBgFO3+sKwpyjatopFaHEB+seDD4eKR932CtxC2Jd1uZnObYLIo27SKRhHuE0wiFrwn6HRC0ljgy4R9mzcC15jZg/l65eRBKrHgSbBFkNSPitJnWf06S1oK2IswAb4joZrHWGC0mT2Xhc0qPjRtm1Yr0cw4iPbaPha8nmCBkbSWpJvi/NAcYHbFIxPMbJaZjTazXYE1gbMIVT3GZWUTwjYtSWfGSsqvEUrII+kMSYdnabvI5BUHkEYs+JxgsRkNLEuYH3qDJs+LSVoC2AHYibBDoJ4IeCM4hfAF+xaht1Hib8AJQFZ7VYtOrnEA7R0LngSLzRbAUDN7vlkGJfUhDHuGA18BFhDmg3ZswnxQEtu0ekHT4wDSiQVPgsXmGZqvITEZWJ5QxXd/mrcyCIls0+oFecQBJBILKQdWK3AwMELSOYRfwHnlJ81scgY2fwxcb2bvZHDtrkhim1YvyCMOIJFY8CRYbBYAKwO30XkeSPF130YbNLNL4cM5oPWjnfFm9n6jbVUhiW1avaDpcQDpxILfIlNgJD0OvAecQ5UJcTN7NAOb/YBfAN8F+hO+aHOA84CTzGxenbc3wn7bb9PqKXnEQbSbRCx4EiwwkmYRRLc7mmjzHMKk9InAQ/Hw5whfhjFmVoTqJkmRRxxEu0nEgt8nWGweA9Zpss19ge+Y2SgzGx8fVwEHElYJM0PSLZL2ktQ/SzstSB5xAInEgs8JFpvzCRPiZxFWCCsnxJ/OwObywPgqx8cDK2Rgr5zZwNXAPEltu02rF+QRB5BILPhwuMBU3B9VwogT4mbW8AlxSY8Aj5vZERXHLyIMybZutM0KO7lv0yoaecRBtJtELHgSLDCS1qt33syq/Up/VJvbAncQ7hF7mPBl25pw39YuZvZQnbc32pdVgL2BQ4ENzSzJkUsecRDtJhELngSdRZC0BnAEsCGht/E8cGGG96NV82EJYA/CtqmdgNfMbGCz7DuBFGLBk2DBkdSXcIvA2oTbFD7EzMZWfVOLUmeb1ujU5wZTigNobix4EiwwkgYRbpBdPx4ywor+AmCemS3VQFvdqk5sZm83ymYVH15n4Tat0TR3m1ZhaWYcRHtJxUKScywtxAjgaWBLQjmhIcCKhNXCExtsaypdVycxso2ZPLdpFZlmxgEkFgveEywwkt4CtjOzZyRNJ1QSeVHSdsBIMxvcQFvD6pzeGTgamG9myzXKZh1f8timVViaGQfRXlqxYGb+KOgDmAasG5+PB7aPz9cDZjXB/hDgj4StUucCq2Rsrx+haOdswlDvg/j8TGCxvP8eqcZBu8eCD4eLzbPAZsAE4FHgeElzCVVFMrktAkDSQOB04OvAzcDGltFtGBWcSdimdSiLbtPqQzEEyfMglziARGIh7185f9T9NdwF+Fp8vj7QQfhFnArskIG9lYCRhF/7+4BPNfnzvg7sWuX4bsCUvP8eqcRBarHgc4IFRNJmwLNWRVhG0qrA1GrnPqLNHwLHE+q3nWhmdzXy+t30YTZhJ8KLFcc3BJ40syWb7VOe5BEH8dpJxYInwQIiaQHwcTP7d3z9e+BAM5uSoc3SnMv9hF5GVczsyxn6kOs2raKRRxxEO0nFgs8JFhNVvN4WyLoXdDX5C5wfD9wh6QtU2aaVp2M5kUccQGKx4D3BAhJ/iVcv6wHMAAab2YR8PcueImzTKgopxwE0LxY8CRaQOAxa3czejK9nAJuZ2cR8PXOaicdBc/DhcDERQV9hTny9BPDrWGH4Q7Kck2kmRdimVVCSigPIJxY8CRaTURWvR+fiRfMowjatIpJaHEAOseDDYSd3irRNy8mXPGLBk6BTSCQNAc4grIheAvysNDfmpEXWseBCS06hkDRQ0ljC9rC3Cdu0jvIEmB7NigVPgk4hkLSSpJHAC8DqwNZmtrc1Z5+qUyCaHQueBJ3cidu0xgPDgD3MbAcz+3vObjk5kEcs+JygkztF2KblFIM8YiG1Ww6cYlKEbVpOMWh6LHhP0HGcpPE5QcdxksaToOM4SeNJ0HGcpPEk6DhO0ngSdBwnaTwJOo6TNP8Blk+0l9mswHgAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 126x1008 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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gCHJCOOQgCIKc0Kn+IkElmT67MpP88yv4aKFD8Yu8bcySi6vCFizKtAr1g1lz5lfitAB0Xqyy48WuFegHMUIOgiDICeGQgyAIckI45CAIgpwQDrmVkNRXrlzQHqOJBUHQCoRDTqR38AdV2o4gCGqXcMhBEAQ5IRwyIBeJ3BE4Pk0zWIoKdYOkjyTNkPS+pDNTLOLCcZtIelwutjhF0ghJ3y9zjs6S7pb0qqQV26hpQRBUEbEO2TkZl0J6B48cBa759SkeHeorXEvsOjzS2A2pzK14+Mc+wFw8RuzM4spTWMN78R/AvmY2ubUaEgRB9RIOGTCzryXNBqab2dhM1q8z/4+StDlwMAsc8hrAJbYgzuzIEtWvgKtafAocYGaLOOwgCAIIh1wnko4BjsAd7xK4dPzHmSKXAtcnHbLHcRmk4iDgj+JacPua2dw6ztUN6Fac/ukXE+jWbZHkoJ1Srh+MiX5QE8QcchkkHQgMxIOe/xBX4LgaF9kEwMwGABvhQbC/B7wh6fCiqh4AtsOnM+riFFyFYaHtqisHNrMlQZUR/aCGiXjICUmPAh+Y2bFp/0pgUzPbMVPmvpTWs0wd1wC9zex7kvriKgsr4Gq9xwA7mdnrZY4tN0L+qBIjo4hlURnqGCFXpB9ELIu2JaYsFjAK6COpJy4NMxLol3S3RgIH4SsxJsI34qCX4ErIo3DR0e2AF4srNrNzkjjpY5J2MrMRJcpMwrXtFmL67PjBrCXK9YNp0Q9qgpiyWMAlwGxcJ+wr4CHgDnwlxctAT1wwscA8oDuu1vwuLiz5PC6nvghmdjbwF+BxSb1LlQmCoLaJKYucE+E3254Iv7mAmLJoW2KEHARBkBPCIQdBEOSEcMhBEAQ5IRxyEARBTgiHHARBkBPCIQdBEOSEeDEkKElFl57lbtFZ5elQoZV4i3Wq3MWoVJsrSYyQgyAIckI45CAIgpzQKg65ufp0bSUQKqmfpKmteY7MuQZIerMtzhUEQXVS6yPk24G1Km1EEAQB1PhDPTObAcxoTh2SFjez2S1kUhAENUxrjpA7Sbpc0sS0/akgECppcUl/lDRG0jRJL0v6YYk6ekt6UdJ0ScOThBKpjuUk/T3VMUPSW5L6Z/KPlvSFpIV+dCTdKune9P8iUxbpuJGSZqe/Rxblm6TjJd0laRrwe0kd6xNEDYIgqI/WdBiHpPq3AY4GjsLVEABuwmML/wxX0hgK3F8iLOUfgF8Bm+PiorekuMIAXXBppD2BXsDlwGBJO6X8O/BA3zsXKpPUFdgL17hbBEl7A4NwpZCNU51XS/pxUdHfAP9Ktl+V2lkQRN0QOAcXS+1PEARBA2mV8JuShgE9gPUtnUDSubhqxo7A+0BPM/skc8w9wGdmdlxGbWM3M3sk5W8LPAOsZmZjypz3NmCqmR2R9u9O+z9P+4fiDnQlM5spqR8wyMyWSvnPAu+a2eGZOocA65jZdmnf0jEn1vMZXARsYWY7p/0BwH5mtnH9n+ACKhV+s6JUOvzmYvlbADtjDhXpB3PnVy78ZqcOlb3BXGKxtu+JrTmH/IIt7O2fB87HVTUEvK2F+31n4D9FdbyR+f+z9HdFYIykjvjo+UBglXT84sCwzDE3A0MkLWlm0/FR+z/qUH7eELixKO0Z4CdFacOLD2yAIGqdhMhpAOX7wWdfTox+UANU6ifIgC1x4dDCtiFQLBA6p+gYWGDzL4HTgT8BO6U67iEjQooLjM4F9pK0Ij59UXK6osR56kqblt1piCBqAwhxywDK9INBV0Q/qAVac4S8lSRlRslb46Pc5/ER8spm9kQz6t8OuN/M/gaQ5pbXI6NHZmazJP0DHxkvD4wFnqyjzv+lerOj5O1wWaf6bHnRzL5Zey1p7YY3BVjg0Bfi+BNP+aiR9QTVTcl+cMJJ0Q9qgdZ0yD2AgZKuxh9+nQFcYGbvSboFn0o4HX8wtyzQF/jQzO5qYP3vAQdK2g4YB5wIrAm8VlTuZuCxlHermdU1KfYn4E5JrwCPArvhznyfBthSVhC1IYTIaQDl+8GMOSUKB+2O1nTItwAdcRVmA24ALkt5/fGVCBcDqwITgJfwB3kN5QLcyT6EryUeks65UVG5p/AVEBvhjrIsZnaPpBPx6ZCB+BzwcWZ2fz22DManKW7FR///xAVRi6dggiAIyhIipzknVlm0PbHKYgGxyqJtiRcXgiAIckI45CAIgpwQDjkIgiAnhEMOgiDICeGQgyAIckI45CAIgpxQ0/GQqwFVaAWWVWaVVZAzVOk1iDVGjJCDIAhyQjjkIAiCnBAOOQiCICdUtUNuSSXn5iplB0EQNJeqjmUhaSmgs5mNb4G6lgXmmNmU5lvWclQqhkEtP9SLWBYLmDe/cv2gY4fKXob2phjS6pjZVGBqvQUbVteElqgnCIKgqbTZlIWkzpIGJiXomZJeSLGMkdQ3qTnvLumVpNz8tKRVJe0oaYSkqZIekLRcps6FpiwkbSLpcUmTJU1Jx30/5S0m6QpJn0maJWl00r0rHLvQlIWk7pKGJsXsGZIek9Qrk98v2bSTpDfl6tlPSFozU2Y1SfdKmiBXzn5HUp0hQIMgqF3acoR8Ma7KfDjwIXAa8LCkdTNlfotL2HyNxxa+HZiJK1bPA+4EBuDB6EtxKzAC6INLN22Sjgc4Cdgbj4k8Co/DvH4d9g5J+XvhgeYvTPauZ2YzUpnOwP+lNs3E1bOvxWWcwGWcugDfBybXc74gCGqcNnHIkroCxwJHmNmDKe0Y4AfA8biiB8B5ZvZ0yr8WuBL4rpm9mtKGAvvVcao1gEvM7J20P7Io7z3g6SQr9QnwXBl718WFTXc0s6dS2s/TMYcA16einYDjzezdVOYS4CZJHZIyyRrAP81sRCpfVoYnxC0DiH5Q67TVlMXauArzs4UEM5uH6+tlFT6yKtNfpL//LUpbsY7zXApcL+k/ks6RtEEmbwiu6vGepKsk7SGpXPs3BOYn+wr2fp1sydo7q+CME5/h7Sx8cy4HzpX0vKQLJH23DttD3DKA6Ac1TVs55MLTyvoUnRdRmTaz4rSyNpvZANxh3gN8D3hD0uEp71WgJ3B2qmMo8O8yTrmup6tZe+eWyeuQznkDLjN1Ey7A+pykAWXqHZjKLrSdcNIpdZgStEOiH9QwbeWQRwKzcXVmACR1BLahfkXnRmFm75vZFWa2B67jd0Qmb4qZ3WlmxwJ74FMm65So5m38s9kmY+8y+Jx0o+w1szFmdp2ZHQD8Gp8PL1VukpmNKt7iNrW2iH5Q27TJHLKZTZN0DXCRpHH4bdipwEr4g69mP+yStARwCf7gb1SqeztcZBVJpwGfA6/jI/Gf4Q/axpSw931J9wKDJR2FqwBfmMrf2gibLsdFWN8DlsFVrFv0BygIgvZDW66yOCv9vQmfY30N2M3MPpfUEqsP5gHd8amIlYHxwAO4gjTAFOAMYF18auE1YHczm16mvv747eN9+EqJZ5O9M8qUL0UH/MHkaun8jwOnN+L4IAhqiKp+U68WiDf12p54U28B8aZe21LVsSyCIAjaE+GQgyAIckI45CAIgpwQDjkIgiAnhEMOgiDICVUdfrMWqNgqmNytM6htKtUPVtjvmoqcF2DCXcdV7NyVIkbIQRAEOSEcchAEQU4IhxwEQZATKuqQk0rIfuX2S5Tvmcps0TYWBkEQtB3V9lBvNPBtYFylDQmCIGhpqsohp6D2YyttRxAEQWvQqlMWknZLYqUTk9DnI5I2bEZ9C01ZNEMcdUtJj0oalwRRn5G0TdG51pP0ZBJkfVfSj1Jd/TJlVpF0W2rfREkPZjUCQ+Q0CILG0NpzyF3xEJZ9gL64eOn9khZv4fMUxFG3wkNw3s6CYPB9gV64OGqBpYG/Adsn214H/iVpeYCkInI3rgiyNdAP+A0uakoqsyTwBC5uuiMezP5z4LGUBx7reUlc5LRXsnFSyzU7CIL2RKtOWZjZP7P7kvrjQd77AM+04KkaJY5qZv8psutEYF88gPzNwC540PxdzezTVOZUMpqAuHq1gP5JNBVJRwNfAnsCd9ACIqeffjEhxC1riOgHtU1rT1msLelWSR9ImoyLlHYAVm/AsQ+lKYKpkt6qp3ijxFElrShpsKT3JH2NB49fMWPXBsBnBWeceBkXPi3wXVzvbErBTvwOoDsu6gotIHJ61ZUhblljRD+oYVr7od79wKfA0envXFzCqCFTFkcAS6T/59RVkMaLow7FJZ5OxeWeZuFqHgW7RGlB1iwd8KmOUnPCE5INN0h6BPgRsDMucvqHJMZazEBcGXshjj/xlLKj6qBdEv2ghmk1h5weom0IHG9mT6S0zRt6zqLRaUuzHXCSmT2Y7FoJX05X4H/AKpJ6mNlnKW0LFnbqrwIHA+PMrOy8sJmNAa4DrpN0FnAyC89nF8pNosT88vTZtavcUYtEP6htWnPKYiK+XvhISetI2hG4Fh8lV5r3gEMlbSRpS+A2XBW7wL+Bd4GhknpL2hq4FLe98M24BZ8KuTet6FhT0g6S/lxYaSHp8rTSZC1JmxEip0EQ1EGrOWQzmw8cCGwKvAlcBZyHTw9UmsOBpYBXcGd8Iz51AXxj+974qoqX8CmOC3FnPDOVmQ7sAHyIK12/k8p1x3+MYIHI6du4k/8COKw1GxYEQfUSIqcNRFJvfM54CzN7pa3OO312hS5QDYffzKPIaaX6wXL71m74zUqInFbVm3ptiaS9gWnA+0BPfMpiBD53HARB0OKEQy7P0sAfgdXwKYhhwKkWtxRBELQS4ZDLYGZ/Bf5aaTuCIKgdIh5yEARBTgiHHARBkBNilUU7JcVEOAUYWNeLK3Hu9k2tXotq7QfhkNspknricRDWNLNRce7apFavRbX2g5iyCIIgyAnhkIMgCHJCOOQgCIKcEA45CIIgJ4RDbr9MwqWtKvGEuVbPnUdq9VpUZT+IVRZBEAQ5IUbIQRAEOSEcchAEQU4IhxwEQZATwiEHQRDkhHDIQRAEOSEcchAEQU4IhxwEQZATwiEHQRDkhHDIQRAEOSEcchAEQU4IhxwEQZATwiEHQRDkhHDIwTdI6ifpmUrbEVSW6AeVIxxy0OJIMknrtHCdT0j6StJkSSMk7dWS9QctTyv1g80kPS3pa0ljJP26JeuvNOGQg1whqVOZrJOBb5vZMsBRwM2Svt12lgVtSR394FbgKWBZYEfgWEk/aTPDWplwyDWIpNUk3ZVGnOMlDSpRpmca4XTKpA2TdET6fx1JT6aRyjhJt6f0p1LxEZKmSjowpe8p6XVJkyQ9J2nTTL2jJJ0l6Q1gWqkvo5m9YWZzC7vAYsBqLfSR1CTV2A+AnsAtZjbPzD4AngF6tdBHUnHCIdcYkjoCDwAf4517FeC2JlR1PvAo0B1YFbgSwMx2SPm9zWwpM7td0ubAjcDRwHLAYOA+SZ0z9R0M7AF0yzjeYtsfkDQTeBEYBgxvgt0BVd0PBgK/kLSYpPWBbYDHmmB3LgmHXHv0AXoAZ5jZNDObaWZNeYAzB1gD6NGAOo4EBpvZi2lkMxSYBWydKXOFmY02sxnlKjGzPYGlgR8Bj5jZ/CbYHTjV2g8eAPYDZgDvADeY2ctNsDuXhEOuPVYDPi43Cm0EZwICXpL0lqTD6yi7BnB6uk2dJGlSsqNHpszohpzUzOaY2UPAD9vT3GEFqLp+IGlZ4GHgd0CXdOwPJR3XzDbkhnIT50H7ZTSwuqRO9XwZp6W/SwKT0/8rFzLNbCw+4kHSdsBjkp4ys5FlznmhmV1Yx/kaK+7YCVi7kccEC6jGfrAWMM/M/pr2x0i6Db9jurqO46qGGCHXHi8BnwMXSeoqqYukbYsLmdlXwKfAoZI6ppHPNw5Q0v6SVk27E/Ev0ry0/wX+5SnwF+AYSVvJ6SppD0lLN8RgSRtI2l3SEmnu8FBgB+DJxjU9yFB1/QB4z0+pn0nqIGll4EBgRMObnW/CIdcYZjYP+DGwDvAJMAbv1KU4EjgDGI8/yX4uk7cl8KKkqcB9wMlm9lHKGwAMTbelB5jZ8FTXIPxLOxLo1wizler8EvgKXwJ3oJm92og6ggzV2A/MbDKwD3BqOv514E2grhF3VSGzxt4pBkEQBK1BjJCDIAhyQjjkIAiCnBAOOQiCICeEQ9Lg5YwAACAASURBVA6CIMgJ4ZCDIAhyQjjkKkPSCZKGS5olaUhRXiEQzNTMdl4ddY2SNCNT9tFM3k6SPpL0eSEwTErvJunVRqwdbTFSUJuZGXvfzeR9W9J9kj5Ln0HPomMvljRaHr7zY0nntLX9rY2kgyT9T9I0SR9I2r5MuY0lPSIPBrTIMitJAyVNlPS8pFUy6YdIurw121AKSVtL+rekCfJASHcqE+kvrWn+ozxA0vh0rZXy1pN0bzpuQmr3+m3dhoYSDrn6+Ay4AA/SUo5uKaDLUmZ2fj31/ThTdtdM+kB8nepuwDXyYDQAfwAuMrMpTW1AMzkhY2/2izUff6123zLH3QBskMJ3fg/4maR9WtnWNkPSLsAfgf54vI8dgA/LFJ8D3AH8vxL19AG+i7+N9wzwfyn9W8AvgUrEH+4OXIcHQVoDmALclMk/Cvgp0BvYFNgTD2AE0A1fH70+sBL+Qsy9bWF0U4hXp6sMM7sLQNIWeHSt1qKrmb2ZzjUbWC6NOtc0s2MbU5GkAcBGwExgb/xFhMPSiwItgpl9AVytMnF0zezdoqT5+EsR7YXfAr8zsxfS/qflCqbP4l2VDh6/JvCMmc2S9DhwUkq/EPiTmX3dGKMkjcJfBPkF7kwfxq/9zIbWkWKXZOscxMJvaR4G/NnMxqT8P+MvoFxrZi/hTrhw7GXAuZKWM7PxjWlLWxAj5PbJx3I1hZskLV9P2VvS7dyjknpn0r+U1DulzcffjBrIgi9oY/kJHt6xMGL5JvauPKzmpDLbA0X1/CHdaj8rqW9jDJD0q/RG2RigKx7svOpJdy9bACtIGpmu/SBJSzShureA7dOxOwFvpR//9c2sqZ/XAfid1pr4CLZfsnv1Oq77JEk/K1PfDsnOAr1Y+PXpEZSPkbwDMDaPzhgAM4utCjd82mJIUdpS+BezE3579g88TGW5OrYFlsADx/wfMBaf7gDYDI85/CL+xTwJj327KfAI8ASwYwNtHQA8ltnfCJjRhDZvhd+Od8ZHRVOAtYvKdMLjKfQsU4eA7+AjyqUrfR1bqC/0SG0eDnwbWB54Fg/kU9dx67gLWCT9VNyp3Z6pa8PUB54Cbin0kwbYNgo4NLN/MT5ybWpbNwUmANtn0ubh01GF/XXT56GiY1fF7xwOrvQ1K7fFCLkdYWZTzWy4mc01v4U/AdhV0jJlyj9rZjPMbLqZ/QGYBGyf8l43s75mthXwNnA48HvgetyZ9Qf+Vnh40gDGZv6fDnQpN71QR/teNLMpZjbLPJbus3ikr8bUYWb2Gh5P97eNOTbHFGIHX2lmn5vZOOBSGvnZFDCzy8yst5kdiMe3eBq/mz4K/3H+H/CrRlRZfO2XaopdaYrlITxextOZrKlAto8vA0y15IXTsSvggfSvNrO/N+X8bUE45PZNoUM21GlambKXAeeaBw3fBBhuZqNwGaUVmmukpIe08MqQ7PZQHYeWs7chtJvwnWY2EZ+GadHANJJWwh+O/Q7YGHjDzOYAL+Mj1ebWv3od132qpEMyZdfAlUHON7O/FVX1Fv5Ar0BvMlMakrrjzvg+qzv0Z8UJh1xlSOokqQvQEegoD5vYKeVtJWl9eWjC5YArgGFW4kFM+jJsK2nxVMcZLLg9zZbbBehiZoW53I+AH0jqhU8djE/lRknq15Q2mdnutmDlRPG2e6q/m6QfFtqbvqw74NMnBVu7JJsAOqd90udxtKTuaYlUH+B44PGm2JtTbgJOlLRickCn4Ooai5A+gy7A4mm/ixaWUSpwKfAbM5uOX/ctJS0F9CWt4JDUVyWWzjUEM/ukjuu+lJndks6xCvAf4Cozu7ZEVX8FTpO0iqQewOnAkHTsMngfedbMGjOqrwyVnjOJrXEbPh9rRduAlHcw/sWZhse6/SuwcubYa0nzd/hDjzdS2fG4c9qi6Fyd8RCHa2TSdsLnBT8HDkppi+PzuRvUYfPNmf2eye5OjWj3CvjIbAo+tfICsEtRmeLPxVJ6B/zp/gT89vY94GyK5hirecPvVq5On81Y/Me4S8pbPbV79aLPP7uNKqrv+8CDRWkD8Ye7LwCrprSfA8/VYdcoYOdyfaGBbftNsnFqdsvkC5+bnpC2iwvXFn/WYKmfZ49fvdLXrNQW4TeDZiNXijjezA6utC1B2yLpeuBOM3uk3sJBvYRDDoIgyAkxhxwEQZATwiEHQRDkhHDIQRAEOSEcchAEQU6I4EI5Z8qs+RV56jp3Xu0+7O2+ZMemvmzSakycXnsXpGOHyl6GZbq0vQExQg6CIMgJ4ZCDIAhyQjjkIAiCnBAOuZUovOPfgHjEQRAEQDjkb5DrtQ2qv2QQBEHrEA45CIIgJ4RDBuTqzTsCx6dpBpO0tqQb5MrLMyS9L+lMSR0yx20i6XG5kvEUSSMkfb/MOTpLuluu2LxiGzUtCIIqItYhOycD6wHv4GEZwcMMforrgX0F9MGVb8fjCsbgmmwjUt5cPHj7IuKNKSbrvfgPYF8zm9xaDQmCoHoJhwyY2ddyZeXpZpaVm8lKno+StDkec7jgkNcALjGzd9L+yBLVrwDcTHLuVkZtV1I3XAB0IT4ZO55u3RZJDtop5frBR5+O41vRD9o9MWVRB5KOkTRcrso8FRd/XD1T5FLgekn/kXSOpA1KVPMoLq+zTzlnnDgFDy6/0Hb1lZe3SFuCqqFkP7jmqugHtUDEQ05IGga8aWYnpP0DgaHAL4HngMm47M/eZtYzc9y6wO7AD4FdgGPM7Ea5RP0TuErHAbhqwmt1nL/cCPmjSoyQ49XpylDHCPmjWhsh1+Kr0zFlsYDZuE5dge2AF83sm6VwkhYRxTSz94H3gSskXQMcAdyYKXIeLivzmKSdzOz1Uic3s0m4/M5CTJk1vwlNCaqVcv1g4vR5FbAmaGvCIS9gFNBHUk9cc2sk0E/S7un/g/CVGBMBJC0BXALcmY5dieTEiys2s3MkiQVOeUQrtyUIgiok5pAXcAk+Sn4bX1XxEHAHvpLiZVwY8s+Z8vOA7vi0xrvA3cDzwGmlKjezs4G/AI9L6l2qTBAEtU3MIeecCL/Z9kT4zXxQi3PIMUIOgiDICeGQgyAIckI45CAIgpwQDjkIgiAnhEMOgiDICbEOOedU+klzRai59QT1s1jHyoydKtn/5s6vvZeiYoQcBEGQE8IhB0EQ5IRwyEEQBDmhVRxyc/Xp2kogVFK/FFaz1ZE0QNKbbXGuIAiqk1ofId8OrFVpI4IgCKDGV1mY2QxgRnPqkLS4mc1uIZOCIKhhWnOE3EnS5ZImpu1PBYFQSYtL+qOkMZKmSXpZ0g9L1NFb0ouSpifljs0LGZKWk/T3VMcMSW9J6p/JP1rSF5IW+tGRdKuke9P/i0xZpONGSpqd/h5ZlG+Sjpd0l6RpwO8ldaxPEDUIgqA+WtNhHJLq3wY4GjgKl6cBuAmPLfwzXBh0KHB/ibCUfwB+BWyOi4vekuIKA3QBXgX2BHoBlwODJe2U8u/AlRd2LlQmqSuwF65xtwiS9gYGAQOBjVOdV0v6cVHR3wD/SrZfldpZEETdEDgHF0vtTxAEQQNplfCbSQ6pB7C+pRNIOhc4BnfE7wM9zeyTzDH3AJ+Z2XEZ+aPdzOyRlL8t8AywmpmNKXPe24CpZnZE2r877f887R+KO9CVzGympH7AIDNbKuU/C7xrZodn6hwCrGNm26V9S8ecWM9ncBGwhZntnPYHAPuZ2cZlypeU7vn0ywkVkXCaV5mon06FXwxZugJhFwuU6wejx1amH9TyiyFLd25f4TdfsIW9/fPAKriqhoC3JU0tbMAeQLFE0huZ/z9Lf1cESNME50h6Q9L4VMc+LCxCejPwU0lLpv1DgH/UITa6IfBsUdozwEZFacOLD2yAIGp9lBS3vOqKgY2oImgHlBG7jX5QC1TqoZ4BWwJzitKLH7Bl8wvOvfAj8kvgdOBk4L+47NLvSQ478QAwF9hL0uP49MWuDbCtvrRp2Z0kiDqQEoKo9Zwry0BgSHHi8Sed8lEj6giqn5L94LgTox/UAq3pkLeSpMwoeWt8lPs8PkJe2cyeaEb92wH3m9nfANLc8npkBCLNbJakf+Aj4+WBscCTddT5v1RvVqR0O1zWqT5b6hVErYty4pbT50Rgh1qiXD+YOiv6QS3Qmg65BzBQ0tX4w68zgAvM7D1JtwBDJJ2OP5hbFugLfGhmdzWw/veAAyVtB4wDTgTWBF4rKncz8FjKu9XM6pqY+hNwp6RXgEeB3XBnvk8DbCkriBoEQdAQWtMh3wJ0xFWYDbgBuCzl9cdXIlwMrApMAF7CH+Q1lAtwJ/sQPtUxJJ2zeL73KXwFxEa4oyyLmd0j6UR86mEg8DFwnJndX48tg4HNcEFUAf/EBVEPr+ugIAiCLCFymnOmz6nMBYpVFvli6qzK9INYZdG2xIsLQRAEOSEcchAEQU4IhxwEQZATwiEHQRDkhHDIQRAEOaGmw29WBZVacRCLb3JFpVY7VHIVVkflbrFLqxMj5CAIgpwQDjkIgiAnhEMOgiDICVXtkFtSOLS5wqxBEATNpapfnZa0FNDZzMa3QF3LAnPMbErzLWs5ps+uwVenK0weX52eMacyj1mr2T80lyUXb/unilW9ysLMpuJxkFuirgktUU8QBEFTabMpC0mdJQ1MwqMzJb2QQmciqW8SD91d0itJKPRpSatK2lHSiKQs8oCk5TJ1LjRlIWkTSY9LmixpSjru+ylvMUlXSPpM0ixJo5PMUuHYhaYsJHWXNFQu0DpD0mOSemXy+yWbdpL0plys9QlJa2bKrCbpXkkT5EKt70iqM+JcEAS1S1uOkC/GRUAPBz4ETgMelrRupsxvcQmbr/FQlrcDM3GB1HnAncAAPPZxKW4FRgB9cKWQTdLxACfhCh4HAaPwsJ/r12HvkJS/Fx7X+MJk73pmVlA26Qz8X2rTTFys9VqgoKB9NS7G+n1cRaSu8wVBUOO0iUNOas/HAkeY2YMp7RjgB7jU0WOp6Hlm9nTKvxa4Eviumb2a0oYC+9VxqjWAS8zsnbQ/sijvPeDppGLyCS63VMredYGfADua2VMp7efpmEOA61PRTsDxZvZuKnMJcJOkDikQ/hrAP81sRCpfVoanrMjpFxOohLhlUBnK9YPPvpwY/aAGaKspi7WBxcgIiJrZPFzOKRtQPitq+kX6+9+itKxmXjGXAtdL+k8SQN0gkzcEDyL/nqSrJO0hqVz7NwTmJ/sK9n6dbMnaO6vgjBOf4e0sfHMuB86V9LykCyR9tw7bS4uchrhlrVGyHwwKsduaoK0ccuFpZX0CoouImppZcVpZm81sAO4w7wG+B7wh6fCU9yrQEzg71TEU+HcZp1zX09WsvXPL5HVI57wBVzW5Cdf7e07SgDL1DkxlF9qOP/GUOkwJ2iEl+8EJJ0U/qAXayiGPBGbjYqAASOoIbEP9AqKNwszeN7MrzGwPXDbqiEzeFDO708yOBfbAp0zWKVHN2/hns03G3mXwOelG2WtmY8zsOjM7APg1Ph9eqtwkMxtVvMVtam0R/aC2aZM5ZDObJuka4CJJ4/DbsFOBlfAHX81+2CVpCeAS/MHfqFT3drimH5JOAz4HXsdH4j/DH7SNKWHv+5LuBQZLOgpXAb4wlb+1ETZdjmv+vQcsg4umtugPUBAE7Ye2XGVxVvp7Ez7H+hqwm5l9LqklVh/MA7rjUxErA+OBB3DBUoApuPL1uvjUwmvA7mY2vUx9/fHbx/vwlRLPJntnlClfig74g8nV0vkfB05vxPFBENQQVf2mXi0Qb+q1PfGm3gJq2T9U4k29qo5lEQRB0J4IhxwEQZATwiEHQRDkhHDIQRAEOSEcchAEQU6o6vCbQeux4v7XVtqEijHj/uMqbcIizJ03vyLnrZS4KsByP7msYucGmPHwaW1+zhghB0EQ5IRwyEEQBDkhHHIQBEFOqKhDTioh+5XbL1G+ZyqzRdtYGARB0HZU20O90cC3gXGVNiQIgqClqSqHnILaj620HUEQBK1Bq05ZSNotiZVOTEKfj0jasBn1LTRl0Qxx1C0lPSppXBJEfUbSNkXnWk/Sk0mQ9V1JP0p19cuUWUXSbal9EyU9mNUIDJHTIAgaQ2vPIXfFQ1j2Afri4qX3S1q8hc9TEEfdCg/BeTsLgsH3BXrh4qgFlgb+BmyfbHsd+Jek5QGSisjduCLI1kA/4De4qCmpzJLAE7i46Y54MPvPgcdSHnis5yVxkdNeycZJLdfsIAjaE606ZWFm/8zuS+qPB3nvAzzTgqdqlDiqmf2nyK4TgX3xAPI3A7vgQfN3NbNPU5lTyWgC4urVAvon0VQkHQ18CewJ3EEjRE6DIAha1SFLWhs4Hx+5roCPyDsAqzfg2IfwESzAx2bWq47ijRJHlbRisuv7uLJIR2CJjF0bAJ8VnHHiZVz4tMB3cb2zKVo4bOqSuKgruMjptZJ2w4PT321mr5RqQKhOB1C+H3zy+fjoBzVAa09Z3I874qNxp/wdfBqgIVMWR+Aq0ZsBP6qnbGPFUYcCW+IyUt9L5xiTsUuUFmTN0gGf6tisaFsPGJxsaIzIaahOB1CmH1w96PKKGhW0Da02Qk4P0TYEjjezJ1La5g09Z9HotKXZDjjJzB5Mdq2EL6cr8D9gFUk9zOyzlLYFCzv1V4GDgXFmVnZe2MzGANcB10k6CziZheezCwwEhhQnHn/iKTHNUVuU7AfHnXBy9IMaoDWnLCbi64WPlDQaWAX4Ez5CrjTvAYdKehF/8Hgxropd4N/Au8BQSb/EpzMuxW0vjJxvwfX67pX0a+ATXDtvL+DaJJTaYJHT5NQXcezTZ9euhE4tUq4fTJlZmeBCQdvSalMWZjYfOBDYFHgTuAo4D5jVWudsBIcDSwGvALcBN+JK1cA3tu+Nr6p4CZ/iuBB3xjNTmenADsCHuNL1O6lcd/zHCBaInL6NO/kvgMNas2FBEFQvIXLaQCT1xueMtyj3YK41qJTI6XL7XlOJ0+aCGfcflzuR0ykzK6M6W+PhN9u88VX1pl5bImlvYBrwPtATn7IYgc8dB0EQtDjhkMuzNPBHfF54IjAMONXiliIIglYiHHIZzOyvwF8rbUcQBLVDxEMOgiDICeGQgyAIckKssminpFdwTwEG1vXiSpy7fVOr16Ja+0E45HaKpJ74a7drmtmoOHdtUqvXolr7QUxZBEEQ5IRwyEEQBDkhHHIQBEFOCIccBEGQE8Iht18m4dJWlXjCXKvnziO1ei2qsh/EKosgCIKcECPkIAiCnBAOOQiCICeEQw6CIMgJ4ZCDIAhyQjjkIAiCnBAOOQiCICeEQw6CIMgJ4ZCDIAhyQjjkIAiCnBAOOQiCICeEQw6CIMgJ4ZCDIAhyQjjk4Bsk9ZP0TKXtCCpL9IPKEQ45aHEkmaR1WrC+1SVNLdpM0uktdY6g5WnpfpDq/J6klyRNkfSGpO1asv5KEw45yBWSOhWnmdknZrZUYQM2AeYD/2xzA4M2oVQ/kLQscB/wJ6AbcDFwv6TubWxeqxEOuQaRtJqkuyR9JWm8pEElyvRMI5xOmbRhko5I/68j6UlJX0saJ+n2lP5UKj4ijWQPTOl7Snpd0iRJz0naNFPvKElnSXoDmFbqy1jEL4CnqklNOI9UYT/4HvCFmd1pZvPM7GbgK2CflvxcKkk45BpDUkfgAeBjoCewCnBbE6o6H3gU6A6sClwJYGY7pPzeaUR7u6TNgRuBo4HlgMHAfZI6Z+o7GNgD6GZmc+s59y+AoU2wOUhUaT9Q2orTNm6C3bkkHHLt0QfoAZxhZtPMbKaZNeUBzhxgDaBHA+o4EhhsZi+mkc1QYBawdabMFWY22sxm1HVSSdsDKwH/aILNwQKqsR88B/SQdLCkxSQdBqwNLNkEu3NJOOTaYzXg4waMQuvjTHx08pKktyQdXkfZNYDT023qJEmTkh09MmVGN/C8hwH/NLOpTbI6KFB1/cDMxgN7AacBXwC7AY8BY5rZhtxQ31xd0P4YDawuqVM9X8Zp6e+SwOT0/8qFTDMbi494SE+6H5P0lJmNLHPOC83swjrOV6+4o6QlgP2BvesrG9RLVfYDM3sS2DKdrxPwAfDnuo6pJmKEXHu8BHwOXCSpq6QukrYtLmRmXwGfAodK6phGPmsX8iXtL2nVtDsR/yLNS/tfAGtlqvsLcIykreR0lbSHpKUbafveuIrwE408LliUquwHkr6TpiuWAS4BxpjZIw1vdr4Jh1xjmNk84MfAOsAn+O3egWWKHwmcAYwHeuFzeAW2BF6UNBVfinSymX2U8gYAQ9Nt6QFmNjzVNQj/0o4E+jXB/MOAv1pIpTebKu4HZwLj8NH2t2lnd0uKvh0EQZAPYoQcBEGQE8IhB0EQ5IRwyEEQBDkhHHIQBEFOCIccBEGQE8IhtwMkHSTpf5KmSfogvV5cqpwkXSDp0xQMZpikXpn8M1KAmDclbZxJ31bSPW3RliJ715N0bwp+M0HSI5LWz+QfJukVSZMljZF0cYmANEhaV9JMSTe3bQvanoa0VdIASXO0cDjTtVLet9LnPEnSLSnmReG4v0hq82VmkjZONo2TVHZZWLm2SzpR0kepnwxXjkN2hkOuciTtAvwR6A8sDewAfFim+P7A4cD2wLLA88DfUj3fBv4fvpD/WuCilN4JfxPqlFZrRHm64Wtb18fjV7wE3JvJXzLZtTywFbAT8MsS9VwFvNyqluaHhrb19mxIUzMr9Jmjgdfwz7snaZ2vpG2Ab5vZ3a1gc33MAe7A+2ddLNJ2SVvhfXk/4FvADcDd2R+aPBEOufr5LfA7M3vBzOab2adm9mmZsmsCz5jZh+nFgJuBjVLe6sBrZjYZjw9QeMPqFOC+xoa6TKPv8yU9Kw8m/qik5RtTh5m9ZGY3mNkEM5sDXAasL2m5lH+NmT1tZrNTm28BFnrbTNJB+Nt9jzfm3NVIC7V1TeAJM5sFPA2slZzXZcDJjbSnELrzMEmfpBHuOY01yMzeNbMbgLfqOFe5tvcE3jKzV9ILRX/Ff8BXbKwdbUE45ComfVG2AFaQNDLdtg+Sx3woxW3AOmkqYDH8zbeHU95IYBNJ3YCdgbckrQYchL+i2hR+ho/cVwQWJzN6VSbATIntV2Xq2wEYm4LMlMv/5kubXq/9HdDulUWa0NYfp2mgtyQdm0l/E9g59aHt8c/zJOAhM/ugieZth9/l7AT8WtKGyeaf1dMPVm9I5fW0/SGgo/x17Y74HeLrwNgmtqV1MbPYqnTDo2QZMBx/jXR54Fk8gEup8osDl6dj5gIfAWtm8g8GXsU78RrAXfiX6EDgSXy6YNUG2jYMODezfxzwcDPauioeU+HgMvn98dd/l8+kXQ6clf4fANxc6WvWin2hwW3F74p6AB3xoO+fFz5XoAtwHfAGfqu/auoT3wKuAZ4CLmigTT1TX1s1k/YScFAT27iOu6yGtx2PRHc2Pu0xF3/testKX69yW0R7q24KMWOvNLPPASRdCpwLlLo1/A0ee2A1fIRwKPAfSb3MbLqZ/R34e6pnDzxW7WvACDyGwU/w0fJBDbQvOwqZDizV8KYtQNIKeBD0q5ONxfk/xZ3HzmY2LqVtho/0v9OUc1YTjW2rmb2d2X1O0uX4HOvfzWwmcFSm7jtxh3YI7sB3BB6VtJuZPUzDaJF+UIoGtP0IfFTcC78L3BV4QNJ3zOyzlrKjpQiHXMWY2URJY2hA6MpEb/xhTiF+7BBJA/ER0/BCoXS7+ntgd2BdYLSZTZb0Mv7lbDbyYDTl+L2Z/T6V64474/usRNhGSbvhUcT2MLP/ZrL64iO0TySBO4GOkjYys81bog05oi/Na6uxqBJH4bOVmT0s6RpguJmZpOHApiyY7moSkg7BVUPKsZGZfVJPNX2pu+29gfvN7L1U/mFJn+N3BrkTOYg55OrnJuBESSsm53UKLs1TipeB/SWtJKmDpJ8Di+EjhyznAkPSCOIT/EHaSsD3SSs4Mg9sejbFaFv4CX/xVnDGywCPAM+a2SLzypJ+gD/I29fMXirKvg4PE7lZ2q4FHgR+2BR7c06j2ippL0nd5fTB54jvLSrTBb/rODUlfQT0lbQ4/uC00A8GSBrWFKPN7JZ6+sEn6RxK9ixesE0LZJ/qa/vLwB6S1kr17AKsh8+V544YIVc/5+Nzx+8BM/HlQRcCpIcib7NgpPFH/AHb60BX3BHva2aTCpXJ1/nuCmwDYGafS7oIf7jzJQtCNK6G67GVW9HREuyNT7H0ktQvk15oz3n43Oa/0ugI4Gkz293MpuO3x8A3I/KZ5vF92xX1tVW+Lv0hc8Vu8CmnG4HO+Lz7H83llLKcDdxiZgUFj8HAnbio6INAYfnbavhzi9ZkDfwHocAMkhZgA67zX3GHPQzX/RsDHG1m77SyzU0iwm8GTULSucBXZlbXLWfQzpH0OrCTlV/5EjSCcMhBEAQ5IeaQgyAIckI45CAIgpwQDjkIgiAnhEMOgiDICbHsLedMnjm/Ik9dtchrAm3HvMo0+Ru6LdGxgq0vzVdT51bkQ6nkQ//OnSobkO1bS3Ro834QI+QgCIKcEA45CIIgJ4RDDoIgyAnhkFsJSX1TrIdGBWUPgqB2CYeckCtcDKq0HUEQ1C7hkIMgCHJCOGRA0hA88PbxaZrBJK0t6Qa5Wu0MSe9LOlNSh8xxm0h6XK5mO0XSCEnfL3OOzpLulvSqpFzqeQVBUFliHbJzMh4j9R0WBGCfiIeWPAAPOdgHj706HleuBbgVV9Pog8vDbIKHwFyIFNf3XvwHsK+5kGgQBMFChEMGzOxrSbOB6WaWlZv5deb/UZI2x3XnCg55DeCSTGzV4kDvACvg6s6fAgckiZxFkIuLditO//jz8XTrtkhy0E4p1w/eH/0V34p+0O6JKYs6kHSMpOGSvkqBr08Fskq4lwLXS/qPpHMkbVCimkfxoNj7lHPGiVPwINwLbdcMurxF2hJUDSX7weCrr6iocYxc5wAAIABJREFUUUHbEPGQE0mG5k0zOyHtHwgMxaXrnwMmA8cDe5tZz8xx6+Lacz8EdgGOMbMbJfUFnsAlZQ7ABThfq+P85UbIH1VihByvTleGOkbIH1VihByvTrctMWWxgNm4qm6B7YAXzeybpXCS1i4+yMzeB94HrkhCkEfg8jgFzgMmAI9J2snMXi918iSjNKk4ffLM+U1oSlCtlOsHX02dWwFrgrYmHPICRgF9kmjnVHw+uJ+k3dP/B+ErMSbCN8rMl+A6Y6OAlUhOvLhiMztHLvpWcMojWrktQRBUITGHvIBL8FHy2/iqiodwwdBbceXansCfM+Xn4aKJQ4F3cdHH54HTSlVuZmfjcvWPS+rdKi0IgqCq+f/s3Xm4HEXZ/vHvnZCwL0EFhAAJIIqo+GNHAwRxQdEXURQVFcILArKJiKiIxAVFQAzI/oIQliiyCAKiyCZB9i3IGgJECAlIIDtZIDy/P6qGdCYzZ0nOmenJ3J/rmutkuqurq8/pPKdOdU09HkMuOS+/2XhefnMBjyE3lnvIZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeF5yCXXrNkOfRv/gHkBT/xZxNw32u8DQm/F/Kaef9XlG99fdQ/ZzKwkHJDNzErCAdnMrCR6JSAvaX66RiUIlbRPXlaz10kaLunRRpzLzFpTu/eQLwM2aHYjzMygzWdZRMRsYPaS1CGpf0TM66EmmVkb680e8jKSTpU0Jb9OqiQIldRf0q8lTZA0S9J9kj5Vo47NJN0j6fWcuWPzyg5J75D0h1zHbEmPSRpW2H+ApJclLfRLR9IoSdfkfy8yZJGPGydpXv66f9X+kHSwpKskzQJ+KalvZwlRzcw605sBY69c/3bAAcC3SOlpAC4grS38NVJi0JHAtTWWpfwV8ANgc1Jy0UvzusIAywEPAp8FNgVOBc6RtHPe/ydS5oWPVyqTtCKwGynH3SIk7Q6cDowAPpDrPFPS56qKHgf8Nbf9jHydlYSomwDHkJKlDsPMrIt6ZfnNnA5pbeC9kU8g6cfAgaRA/DQwKCKeLxxzNTAxIr5dSH+0S0T8Pe//KHAHsG5ETKhz3j8CMyNiv/z+z/n9N/L7r5MC6JoRMUfSPsDpEbFS3v8v4KmI2LdQ54XARhExJL+PfMyhnXwPTgC2jIiP5/fDgT0i4gOdfwcXmDG3OWtRNvODIfPnN/eTISsv18xPxdQ2Ycq8tvu4zDJNXgV1rVX6LVUpnO6OhaP9XcDPSVk1BDyuhT+GtixwS1UdjxT+PTF/XQOYIKkvqfe8J7BOPr4/cFvhmEuACyWtEBGvk3rtV3SQbHQTFk6/BOmXwP9Ubbu/+kBJB5LSN60PLA/0A/5T5zyLqJdL7fmXnHW6ndS7Dx597mVWXdX3wdKuWWOcAWwFfLjw2gTYt6rcG1XHwII2fw84EjgJ2DnXcTUpKFdcB7wJ7CZpDdLwRc3hihrn6WjbrOKbnBB1BHAhKdnph4Ezq9rSmZrZhs/8nbNOt5ma98H5Z/2uqY2yxujNHvI2klToJW9L6uXeReohrxURty5B/UOAayPiYoA8trwxhQSRETFX0hWknvE7gZeAf3ZQ5xO53mIveQgprVNnbek0IWonKgF9Id8+9PDnulmPtbaa98H/HnSo74M20JsBeW1ghKQzSQ+/jgJ+ERFjJV1KGko4kvRgbnVgKPBsRFzVxfrHAntKGgJMBg4FBgMPVZW7BLgp7xsVER2t0nIScLmkB4AbgV1IwfwLXWhL3YSoXVEv2/CMue23qEw7q3cfTJjimZXtoDcD8qVAX1IW5gDOB36b9w0jzUQ4ERgIvAbcS3qQ11W/IAXZG0hziS/M53x/VbnbSTMg3k8KlHVFxNWSDiUNh4wgjQF/OyKu7aQt55CGKUaRev9XkhKiVg/BmJnV5SSnJedZFo3nWRbl0I6zLPzBBTOzknBANjMrCQdkM7OScEA2MysJB2Qzs5JwQDYzK4m2Xg+5FTRrVqJo3pSjPu4mLGK1Ffo15bzzmzPrEoB+y5Ru9mGv861vZlYSDshmZiXR0gG5JxOHLmliVjOzJdXSH52WtBKwbES82gN1rQ68EREzlrxlPWf6nOYM4vXr27zf1W81+Z5csb9KN3g5c25zvintPIa8Qr/G3wct/VAvImYCMzst2LW6XuuJeszMFlfDukGSlpU0IicenSPp7rx0JpKG5uShn5b0QE4UOlrSQEk7Shojaaak6yS9o1DnQkMWkj4o6WZJ0yXNyMftlPf1k3SapImS5kp6IadZqhy70JCFpAGSRuYErbMl3SRp08L+fXKbdpb0qFKy1lslDS6UWVfSNZJeU0rU+qSkDlecM7P21cge8omkJKD7As8C3wX+Juk9hTI/JWVMmEZayvIyYA4pQep84HJgOGnt41pGAWOArUmZQj6Yjwc4DNidtATneNKyn+/toL0X5v27kdY1Pj63d+OImJ3LLAv8MF/THFKy1rNJWUMgZQ1ZDtgJmN7J+cyszTUkIOdszwcB+0XE9XnbgcDHgINJC8gDHBsRo/P+s4HfAVtExIN520hgjw5OtT5wckQ8md+Pq9o3Fhids5g8D9xZp73vIeXR2zEibs/bvpGP2Qs4LxddBjg4Ip7KZU4GLpDUJy+Evz5wZUSMyeWd9cHM6mrUkMWGpKSf/6psiIj5pHROxQXli0lNX85f/121bY0OznMKcJ6kWyQdI+l9hX0XkhaRHyvpDEm7Sqp3/ZsAb+X2Vdo7Lbel2N65lWCcTSRdZyUb5anAjyXdJekXkrao13BJq0kaVP2aOnWR5BG2FPN90N4aFZArTys7SyC6SFLTiKjeVrfNETGcFDCvBj4CPCJp37zvQWAQ8KNcx0jgH3WCckdPV4vtfbPOvj75nOeTsppcQMr3d6ek4XXqrZnc8qzTneS0zdRJdjuiqY2yxmhUQB4HzCMlAwVAUl9gOzpPINotEfF0RJwWEbuS0kbtV9g3IyIuj4iDgF1JQyYb1ajmcdL3ZrtCe1chjUl3q70RMSEizo2ILwM/IY2H1zKCFLwXeh10yOHdOZ21vpr3wbcP/U5TG2WN0ZAx5IiYJeks4ARJk0m/9Y8A1iQ9+Frih12SlgdOJj34G5/rHkLK6Yek7wKTgIdJPfGvkR60TajR3qclXQOcI+lbpKSTx+fyo7rRplNJOf/GAquQkqbWDOj1kltOn+Mkp+2k3n0wc27rfl7Auq6RsyyOzl8vII2xPgTsEhGTJPXE7IP5wADSUMRawKvAdaSEpQAzSJmv30MaWngI+HREvF6nvmGk3spfSDMl/pXbO7tO+Vr6kB5MrpvPfzNwZDeON7M20tKf1GsH/qRe4/mTegv4k3qN1dJrWZiZLU0ckM3MSsIB2cysJByQzcxKwgHZzKwkHJDNzErC095KbvlPntSUH9Br1x/VjNMC8MD4KU07N8CQ9wwo3bS3d3zzD025D5bp37wl058+/YtNOzfAKsv18bQ3M7N25YBsZlYSTQ3IOUvIHvXe1yg/KJfZsjEtNDNrnFbLqfcC8G5gcrMbYmbW01oqIOdF7V9qdjvMzHpDrw5ZSNolJyudkhN9/l3SJktQ30JDFkuQHHUrSTdKmpwTot4habuqc20s6Z9KCVmfkvSZXNc+hTLrSPpjvr4pkq4v5gh0klMz647eHkNekbSE5dbAUFLy0msl9e/h81SSo25DWoLzMhYsBj8U2JSUHLViZeBiYPvctoeBv0p6J0DOIvJnUkaQbYF9gONISU3JZVYAbiUlN92RtJj9JOCmvA/SWs8rkJKcbprb6Fw8ZlZTrw5ZRMSVxfeShpEWed8auKMHT9Wt5KgRcUtVuw4FvkhaQP4S4BOkRfM/GREv5jJHUMgJSMpeLWBYTpqKpAOA/wKfBf6Ek5yaWTf09pDFhpJGSXpG0nRSktI+wHpdOPaGPEQwU9JjnRTvVnJUSWtIOkfSWEnTSIvHr1Fo1/uAiZVgnN1HSnxasQUpvc6MSjtJfwEMICV1hR5IchpvdGc9fGt19e6Dt+bNanbTrAF6+6HetcCLwAH565ukFEZdGbLYD1g+//uNjgrS/eSoI0kpno4gpXuaS8rmUWmXqJ2QtagPaaij1pjwa7kN50v6O/AZ4OOkJKe/yslYq32HNCyykDefH02/DT/ZSVNsKVLzPpjzxA2ssFndGaG2lOi1gJwfom0CHBwRt+Ztm3f1nFW90542BDgsIq7P7VqTNJ2u4glgHUlrR8TEvG1LFg7qDwJfBSbnPGg1RcQE4FzgXElHA4ez8Hh2xQjgwuqNy6y3vYc52kvN+2C5TT7t+6AN9OaQxRTSfOH9JW0kaUfgbFIvudnGAl+X9H5JWwF/JGXFrvgH8BQwUtJmkrYFTiG1vdJzvpQ0FHJNntExWNIOkn5TmWkh6dQ802QDSR+mkySnETG++qV+y9cqbkupevdBn/4rNrtp1gC9FpAj4i1gT+BDwKPAGcCxpOGBZtsXWAl4gBSMf08augDebvvupFkV95KGOI4nBeM5uczrwA7As6RM10/mcgNIv4xgQZLTx0lB/mVg7968MDNrXb09y+IW4ANVm1cq7FdV+Q5XV4qI8aTx3cr724rv87Yramw7m9Q7r7wfQ5oiV3Rx1TFjSQEXAEmbAf2AcYUyL5OyU9dr76EdXY+ZWVFLfVKvkSTtDswCngYGkYYsxpDGjs3MepwDcn0rA78G1iUNQdwGHFGZc2xm1tMckOuIiIuAi5rdDjNrH14P2cysJByQzcxKwjn1llKSViN96mtERx9c8bmXbu36s2jV+8ABeSklaRBpMaPBebqgz92G2vVn0ar3gYcszMxKwgHZzKwkHJDNzErCAdnMrCQckJdeU0mprZrxhLldz11G7fqzaMn7wLMszMxKwj1kM7OScEA2MysJB2Qzs5JwQDYzKwkHZDOzknBANjMrCQdkM7OScEA2MysJB2Qzs5JwQDYzKwkHZDOzknBANjMrCQdkM7OScEC2t0naR9IdzW6HNZfvg+ZxQLYeJykkbdSD9a0h6Q+SJkqaJulfkrbpqfqtd/T0fZDrHC9ptqSZ+XVjT9bfbA7IViqSlqmxeSXgPmALYHVgJHC9pJUa2TZrnDr3QcXnImKl/PpkwxrVAA7IbUjSupKukvSKpFclnV6jzKDcw1mmsO02Sfvlf28k6Z+5xzpZ0mV5++25+Jjcg9kzb/+spIclTZV0p6QPFeodL+loSY8As6r/M0bEsxFxSkRMioj5EXEu0B94b09/b9pJq90H7cABuc1I6gtcB/wHGASsA/xxMar6OXAjMAAYCPwOICJ2yPs3yz2YyyRtDvweOAB4B3AO8BdJyxbq+yqwK7BaRLzZyTV8mBSQxy1Gu42Wvw8uzb9EbpS02WK0ubQckNvP1sDawFERMSsi5kTE4jzAeQNYH1i7C3XsD5wTEffkHu5IYC6wbaHMaRHxQkTM7uikklYBLgZ+GhHTFqPdlrTqfbAX6RfI+sCtwN8lrbYY7S4lB+T2sy7wn856oV3wfUDAvZIek7RvB2XXB47Mf6ZOlTQ1t2PtQpkXOjuhpOWBa4G7I+JXS9B2a9H7ICL+FRGzI+L1fA9MBbZfwmsojbYbozFeANaTtEwn/xln5a8rANPzv9eq7IyIl0g9HiQNAW6SdHtE1BpGeAE4PiKO7+B8HWbbzX/WXg28SPqT15ZMS94Hdcqrm8eUlnvI7edeYBJwgqQVJS0n6aPVhSLiFVLw+7qkvrnns2Flv6QvSRqY304h/ceYn9+/DGxQqO7/gAMlbaNkRUm7Slq5Kw2W1A+4ApgNfDMi3urWFVstrXgfrCfpo5L65/YeBbwT+Ff3Lr28HJDbTETMBz4HbAQ8D0wA9qxTfH/gKOBVYFPgzsK+rYB7JM0E/gIcHhHP5X3DgZH5z9IvR8T9ua7TSf9pxwH7dKPZHwE+C3wSmKoFc1CXmj9VG61F74OVgbPysS8CuwCfjohXu1FHqSmiu38hmJlZb3AP2cysJByQzcxKwgHZzKwkHJDNzErCAdnMrCQckFuMpEMk3S9prqQLq/btVZgSNlPS63lhmC3q1DWz6jVf0u/yvnUl3S3pNUm/qTrub5K27LWLrEPScElvVLV5g8L+j0l6UNJ0Sc9K+lZh31BJb1Udu3ejr6E3SfqKpCckzZL0TL1pgZKWlfRbpeVMp0g6M8/1ruwfkbffJWmdwva9JJ3aiGupau+2kv6R78VXJF0u6d2F/UdJelTSDEnP5fnJxeM/LGm00gJIEyT9pNHX0GUR4VcLvYAvAJ8nzce8sJOy+wDPkKc3dlJ2RWAmsEN+fyZwELBqrmPLvH1P4MwmXftw4JI6+/oB00if4hNpfuxM0uI2AEOBCc3++fXi9+YTpIWCtiV1tNYB1qlT9jhgNGkp03cBd5PWBoG0xsVoYFngJOD0vH1V4CFg1SZc26eBLwGrkD4x+Hvgb4X93wc2J33y+L35+/CVwv7HgeOBvqQPtUwC/qfZP7NaL/eQW0xEXBURV5Mm6Xdmb+CiyHdlJ/YA/kv6zwgwGLgl0gI+9wEbKC3s8wPgR91pc+6dTpB0pKT/SpokaVh36uiC1Un/YS+O5D7gCeD9PXyesvop8LOIuDsi3oqIFyPixTplP0daxOe1SJ/EOw2orEExGLgjIuYCN7Pgk3bHAydFNxd0UlpS83uSHsk91MskLdedOiLihoi4PCKmR8TrpA+WfLSw/8SIeDAi3oyIp4BrivtJixFdGmlBo2eAO0gfcCkdB+SllKT1gR2Ai7p4SHXwfhT4hNJKWluSehk/B0ZExNTFaNJapF7WOsD/AmdIGpDb+gMVFpypflXV87n8p+tjkg6qbIyIl4E/AMOUPuK7HWkxm+LqY2tIejn/WftbSSsuxnWUjtJSmlsC75I0Lv/yO11pMaaah7Dw+g8CBkpaFXgM2D4fuzPwWB6eem9EjFrMJn6Z9Km6wcCHyJ/OU/oodN2fu6Sv1alvh9zORS9MEmmxoeL+EcA3JfWT9F5gO+CmxbyW3tXsLrpfi/cCfkEHQxbAscBtXaxrPdL6A4ML21YHLgPGAEcA/4+03OHqwCjgduCQLtY/lLQOxTKFbf8Ftu3mNb+ftDJYX9LHqScBXy3s/xxp/YQ382v/wr618vF9SIHhdtJSkE3/WfbAvbA2aQ2J+4F3s2B9h+M7uHf+RRquWAu4Jx//7rz/iPxzv6xQ1ybAYfn7dilpveKutG088PXC+xOBs5fgWj8EvAZsX2f/T3Pbly1s+wjpY9pv5uv8abN/ZnWvr9kN8Gsxf3CdB+SngWFdrOvHwD872N+H1NP8QP4P9SPSAvGPAu/vQv1DqRq/zf9RP76E34MfAFfmf78PeB34VG7ve/P3YNc6x24LvNrsn2MP3QsDcqDZu7Dti8BDdcovT/qz/0XgWeCHwDygb42yBwMnkP7Ef5Q0Vv9j4IQutm2hnzMdPAfoQl0b5TZ/o87+Q4DngIGFbauTVqn7JmmMeSBpzPzbzf651Xp5yGIppLRq19qkFdK64pukPHX1fIu0BvGjwAeB+yNiHvBvUpBeIpJ+VGPGx9uvDg4tLr34AeCpiPh7pDHUp4DrSQ+EOju2pUXEFNLiQF1amCbSesKHRMQ6EbEB6XnEA5EWHHqbpDVJD0l/Rvr+PhIRb5CeKXyout7uykMWdX/ukvYqlF2fNMzw84i4uEZd+5J+Qe8cERMKuzYA5kfERZHGmCeQMqN8Zknb3xsckFuMpGXyQ5G+QF+lZQir17Xem9RznNGF+j5CGte9vM7+NUi9pOF503PATkoJRrck9bCQdKGqpuF1VUT8MhYkrVzkVWjLbpIGKNma9Cf0NXn3Q8B7lKa+SdKGpBXixuRjh+YAIEnrknp917D0uAA4VClD9wDgO6QUTYuQtI6ktfP3YlvS8NZxNYqeAhwX6UHac8BW+ec+lAU/96GSFmuFsoh4vqOfe0RcWmkvcAtwRkScXeN69gJ+CXwiIp6t2j02FdHXJPWRtBZpptCYxWlzr2t2F92v7r1IgTGqXsML+5cjZVHYucaxPwJuqNp2DmlmQr3zXQR8qfB+XdKY4xTgN4XtN1MYs62qYyg9MGRBemj3Kmk625PAYVX7v0z6s3oGqcf4a6BP3vdd0p+7r5MWSv8dsHKzf549eF/0I01VnAq8RJo5sVzet17+nq2X3++Qv/+vA08Be9Wobyfg+qptI/LP/W7ysADwDeDODtq10M+ZxRiyIP2yiHwNb78K+58jpZIq7j+7sP9jpF79tPy9+T9ghWb/zGq9vPymLTFJ/Uk9jg9F+pPW2oSk84DLI+LvzW7L0sAB2cysJDyGbGZWEg7IZmYl4YBsZlYS1dOlrGRemv5GUwb5+6p5U3Sj25nge9YaK/cr3fzkyTPfbMo35c23mvez6NPkn0Iz7gP3kM3MSsIB2cysJByQzcxKwgG5l1Q+Uirpnc1ui5m1BgfkTNJtkk5vdjvMrH05IJuZlYQDMmmlMmBH4OA8zBCSNpR0fs4uMVvS05K+L6lP4bgPSrpZKanmDEljJO1U5xzLSvqzUhLONRp0aWbWQjwPOTkc2Ji0glglX9wU0upgXwZeISV/PJe02tj5ucwo0qI6W5OyEXwQmFNduVIuumtIvwCHRsT03roQM2tdDshAREyTNA94PSJeKuwqpgsfL2lz4KssCMjrAydHxJP5/bga1b8LuIQc3CNikYBtZgYOyB2SdCCwHynwLk9ac/Y/hSKnAOdJ2pu0HvCVheBccSPwIPDFiHizg3OtBqxWvf3J//yXVVdbZLMtperdB+NeeMX3QRvwGHIdkvYkLch9ISlP24dJC4D3r5SJiOGkxJlXkxIpPpJTyRRdBwwhDWd05DukhbYXev3fWact4ZVYi6l5H5xzpu+DduD1kDNJNwLPRMRB+f3vSAuu71go85e8bVCdOs4CNouIj0gaSsrS/C5SFt8DSVk8Hq5zbL0e8nPN6Bl5LYvm6KCH3JT7wGtZNJaHLBYYD2wtaRApBcw4YB9Jn87//gppJsYUAEnLAyeTctGNB9Yk9YTvqa44Io6RJOAmSTtHxCL5vCJiKin9zkJemu4EHO2k3n0weWbd0S5binjIYoGTSanQHyfNqrgB+BNpJsV9wCDgN4Xy80np10eS8pL9GbiLlLttERHxI1Iur5slbdYrV2BmLc1DFiXn5Tcbz8tvLuAhi8ZyD9nMrCQckM3MSsIB2cysJByQzcxKwgHZzKwkHJDNzErCHwwpuRX6923KeZs46w3PxFzUQy8s8lmRhpj1RvM+kPLYKzObdm6AY3beqOHndA/ZzKwkHJDNzEqiVwLykuana1SCUEn7SGrI30WShkt6tBHnMrPW1O495MuADZrdCDMzaPOHehExG5i9JHVI6h8R83qoSWbWxnqzh7yMpFMlTcmvkyoJQiX1l/RrSRMkzZJ0n6RP1ahjM0n3SHpd0v05hRK5jndI+kOuY7akxyQNK+w/QNLLkhb6pSNplKRr8r8XGbLIx42TNC9/3b9qf0g6WNJVkmYBv5TUt7OEqGZmnenNgLFXrn874ADgW6RsCAAXkNYW/hopk8ZI4Noay1L+CvgBsDkpueileV1hgOVIqZE+C2wKnAqcI2nnvP9PpIW+P16pTNKKwG6kHHeLkLQ7cDopU8gHcp1nSvpcVdHjgL/mtp+Rr7OSEHUT4BhSstRhmJl1UW8OWUwCDou0vueTkjYGvpt7p18FBkXE87ns6ZI+Tgrc3y7UcWxE3Aog6WfAHcA6wISIeBE4qVD2XEkfy3XfHBFTJP2V9Ivhb7nM7qTs0NfWafP3gIsjovJAcqykLYCjq465LCLOqzq2s4SoZmYd6s0e8t2x8GLLd5GC6RBAwOOSZlZewK7AhlV1PFL498T8dQ2APExwjKRHJL2a6/gCsF7hmEuAz0taIb/fC7iig8zPmwD/qtp2BylvXtH91QdKOjAPq7yS23JEVVs6JGk1SYOqX1OnNucDAdYc9e6DmdOnNbtp1gDNGuMMYCtS4tDKaxOgOkHoG1XHwII2fw84ktRL3jnXcTWFJKSkBKNvArtJWoM0fFFzuKLGeTraNqv4pisJUbugZnLLs04/tRtV2FKg5n1w1UXnNLVR1hi9OWSxjSQVesnbknq5d5F6yGtVhiMW0xDg2oi4GCCPLW9MIR9ZRMyVdAWpZ/xO4CXgnx3U+USu9/dV53m8C225pzDUgaTq3n5nKgF9IQcdcvhz3azHWlvN++AL3zzA90Eb6M2AvDYwQtKZpIdfRwG/iIixki4FLpR0JOnB3OrAUODZiLiqi/WPBfaUNASYDBwKDAYeqip3CXBT3jcqIt7qoM6TgMslPQDcCOxCCuZf6EJb6iZE7Yp6yS2nz+mouba0qXcf/OOJyU1ojTVabwbkS4G+pCzMQXq49du8bxhpJsKJwEDgNeBeoDs95l+QguwNpLnEF+ZzVo/33k6aAfF+UqCsKyKulnQoaThkBPAf4NsRUe8hYMU5pGGKUaTe/5WkhKjVQzBmZnU5yWnJTZ/TnCyT7bza2yrLNTu95qL+8cTkpnxX2ny1Nyc5NTNrVw7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJdHW6yG3greaNAesw4/P9LI+zZxzV1IbvnOlppy3/zLN67NtPnBA087dLO4hm5mVhAOymVlJtHRA7snEoUuamNXMbEm19EenJa0ELBsRr/ZAXasDb0TEjCVvWc+ZOnt+U35Azbwtmj2GvOry5fvo9LOvzGnKT6SZY8jNen5Ssd7qyzb8Pmjph3oRMRPokQ+8R8RrPVGPmdniativP0nLShqRE4/OkXR3XjoTSUNz8tBPS3ogJwodLWmgpB0ljcmZRa6T9I5CnQsNWUj6oKSbJU2XNCMft1Pe10/SaZImSpor6QVJJxSOXWjIQtIASSOVErTOlnSTpE0L+/fJbdpZ0qNKyVpvlTS4UGZdSdcPqxKAAAAgAElEQVRIek0pUeuTkjpccc7M2lcje8gnkpKA7gs8C3wX+Juk9xTK/JSUMWEaaSnLy4A5pASp84HLgeGktY9rGQWMAbYmZQr5YD4e4DBSTr2vAONJy36+t4P2Xpj370Za1/j43N6NI2J2LrMs8MN8TXNIyVrPJmUNgZQ1ZDlgJ2B6J+czszbXkICcsz0fBOwXEdfnbQcCHwMOJi0gDymp6ei8/2zgd8AWEfFg3jYS2KODU60PnBwRT+b346r2jQVG5ywmzwN31mnve4D/AXaMiNvztm/kY/YCKglOlwEOjoincpmTgQsk9ckL4a8PXBkRY3J5Z30ws7oaNWSxIdCPQgLRiJhPSudUXFC+mNT05fz131Xb1ujgPKcA50m6JSdAfV9h34WkReTHSjpD0q6S6l3/JsBbuX2V9k7LbSm2d24lGGcTSde5Wn5/KvBjSXdJ+kXOYF1TveSW05zktK3Uuw+mT/N90A4aFZArTys7SyC6SFLTiKjeVrfNETGcFDCvBj4CPCJp37zvQWAQ8KNcx0jgH3WCckdPV4vtrV69e6FErBFxPimryQWkfH93Shpep14nOTWocx9ccI5nZLaDRgXkccA8UjJQACT1Bbaj8wSi3RIRT0fEaRGxKylt1H6FfTMi4vKIOAjYlTRkslGNah4nfW+2K7R3FdKYdLfaGxETIuLciPgy8BPSeHgtI0jBe6HXQYcc3p3TWeureR8MO+CQpjbKGqMhY8gRMUvSWcAJkiaTfusfAaxJevC1xA+7JC0PnEx68Dc+1z2ElNMPSd8FJgEPk3riXyM9aJtQo71PS7oGOEfSt0hJJ4/P5Ud1o02nknL+jQVWISVNrRnQ6yW3nDp7fldPZ0uBevfBs6/MqVHaljaNnGVxdP56AWmM9SFgl4iYJKknZh/MBwaQhiLWAl4FriMlLAWYQcp8/R7S0MJDwKcj4vU69Q0j9Vb+Qpop8a/c3tl1ytfSh/Rgct18/puBI7txvJm1kZb+pF478Cf1Gs+f1FvAn9RrrJZey8LMbGnigGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSLb0ecjtY5xsXNeW8auLMr3irudOdZl0xrKnnr+WCB15oynmX69e8++Ddq/Rv2rkB9l19vYaf0z1kM7OScEA2MysJB2Qzs5JoakDOaZv2qPe+RvlBucyWjWmhmVnjtNpDvReAdwOTm90QM7Oe1lIBOWcZeanZ7TAz6w29OmQhaZecPXpKzrz8d0mbLEF9Cw1ZLEG26q0k3Shpcs5QfYek7arOtbGkfyplyH5K0mdyXfsUyqwj6Y/5+qZIur6YtNVZp82sO3p7DHlF0prCWwNDSdmkr5XU0xMMK9mqtyGtiXwZC7JzDAU2JWWrrlgZuBjYPrftYeCvkt4JkNM6/ZmUomlbYB/gOFKWaXKZFYBbSdmmdyRlF5kE3JT3QVp8fwVS1ulNcxudHM3MaurVIYuIuLL4XtIwUtaNrYE7evBU3cpWHRG3VLXrUOCLpIwelwCfIGUx+WREvJjLHEEhSSvwFVLuvWE5izWSDgD+C3wW+BPdyDotaTUWJEd92/KfOx31X6HGEbY0qncffO/y+1lupVWa0CJrpN4esthQ0ihJz0iaTsoa3Qfo9CMwkm7IQwQzJT3WSfFuZauWtIakcySNlTSNlM1jjUK73gdMrATj7D5SJuqKLUj5zmZU2kn6C2AAKcs2dCPrNHWSW74x7sZOLt2WMjXvg3uuvrCZbbIG6e2HetcCLwIH5K9vknLKdWXIYj9g+fzvNzoqSPezVY8k5dw7gpR/by4pvVKlXaJ2huyiPqShjlpjwq/lNpwv6e/AZ4CPk7JO/ypnx642AriwemO/jT5Zt1dtS6Wa98E2n9/H90Eb6LWAnB+ibQIcHBG35m2bd/WcVb3TnjYEOCwirs/tWpM0na7iCWAdSWtHxMS8bUsWDuoPAl8FJufElDVFxATgXOBcSUcDh7PweHalXM3klivucUE3LstaXb374Ni/Pd2E1lij9eaQxRTSfOH9JW0kaUfgbFIvudnGAl+X9H5JWwF/BOYV9v8DeAoYKWkzSdsCp5DaXuk5X0oaCrkmz+gYLGkHSb+pzLSQdGqeabKBpA/TQdZpM7NeC8gR8RawJ/Ah4FHgDOBY0vBAs+0LrAQ8QArGvycNXQBvt3130qyKe0lDHMeTgvGcXOZ1YAfgWeBy4MlcbgDplxEsyDr9OCnIvwzs3ZsXZmaty1mnu0jSZqQx4y0j4oFGnXfFPS5oyg+ozZffLF3W6WP/9nRTviltvfzmVus1/OJb6pN6jSRpd2AW8DQwiDRkMYY0dmxm1uMckOtbGfg1sC5pCOI24IjwnxRm1ksckOuIiIuA5qTrMLO25PWQzcxKwgHZzKwkPMtiKZXXRPgOMKKjD6743Eu3dv1ZtOp94IC8lJI0iLQOwuCIGO9zt6d2/Vm06n3gIQszs5JwQDYzKwkHZDOzknBANjMrCQfkpddUUmqrZjxhbtdzl1G7/ixa8j7wLAszs5JwD9nMrCQckM3MSsIB2cysJByQzcxKwgHZzKwkHJDNzErCAdnMrCQckM3MSsIB2cysJByQzcxKwgHZzKwkHJDNzErCAdneJmkfSXc0ux1m7coB2XqcpJC0US/Ue7ik5yTNkvSEpI17+hxmzbRMsxtgViRpmYh4s8b2/YD/BXYFngA2AKY0uHlmvco95DYkaV1JV0l6RdKrkk6vUWZQ7ukuU9h2Ww6MSNpI0j8lTZM0WdJlefvtufgYSTMl7Zm3f1bSw5KmSrpT0ocK9Y6XdLSkR4BZxXPm/X2A44AjIuLxSJ6JiNd6+ntj1kwOyG1GUl/gOuA/wCBgHeCPi1HVz4EbgQHAQOB3ABGxQ96/WUSsFBGXSdoc+D1wAPAO4BzgL5KWLdT3VVLvd7UaPeSB+fUBSS/kYYuf5kBtttTwDd1+tgbWBo6KiFkRMSciFudB3hvA+sDaXahjf+CciLgnIuZHxEhgLrBtocxpEfFCRMyucfzA/PWTwAeBnUgB/H8Xo91mpeWA3H7WBf5Ta5y2m74PCLhX0mOS9u2g7PrAkXm4YqqkqbkdaxfKvNDB8ZUgfWJETI2I8aRe9mcWv/lm5eOHeu3nBWC9eg/PCmblrysA0/O/16rsjIiXSD1fJA0BbpJ0e0SMq3PO4yPi+A7O11Fyx6eAeZ2UMWt57iG3n3uBScAJklaUtJykj1YXiohXgBeBr0vqm3vAG1b2S/qSpMpQwhRSsJyf379MmgVR8X/AgZK2UbKipF0lrdyVBkfE68BlwPclrZzPuz9pLNxsqeGA3GYiYj7wOWAj4HlgArBnneL7A0cBrwKbAncW9m0F3CNpJvAX4PCIeC7vGw6MzMMTX46I+3Ndp5OC9zhgn242/RBgJjARuAsYRXpQaLbUUIT/CjQzKwP3kM3MSsIB2cysJByQzcxKwgHZzKwkHJDNzErCAXkpIOkreTnKWZKekbR9nXLLSvqtpImSpkg6U1K/wv4ReftdktYpbN9L0qmNuJaq9m4r6R+SXssLIV0u6d2F/UdJelTSjLy+xVGFfevlxY2Kr5B0ZKOvw6yrHJBbnKRPAL8GhgErAzsAz9Yp/gNgS+ADwMbA5sCPcz1bA1uQPo13B/DDvH1V4HvAT3rtIuobAJxLWgRpfWAGcEFhv4Bv5nK7AIdI+gpARDyfFzdaKSJWIq2B8RZwZeOab9Y9Dsit76fAzyLi7oh4KyJejIgX65T9HGkRn9fyJ/FOAyprUAwG7oiIucDNLPik3fHASRExrTuNyktqfk/SI3mJzsskLdedOiLihoi4PCKm50/rnQ58tLD/xIh4MCLejIingGuK+6t8E7g9r4NhVkoOyC0sL6W5JfAuSeMkTZB0uqTl6x2SX8X3A3Mv+DFg+3zszsBjkrYE3hsRoxaziV8m9VwHAx8ifzovDydM7eD1tTr17ZDbueiFSQK2r7efFJBHLuZ1mDWEFxdqbWsC/YA9SMHoDVIv8cfAMTXK3wAcLulWoC9wWN6+QkQ8KulK4G7gSeDgXNd+kg7L53gBODgipnaxfadFxEQASdcCH4Y0nACs1p0LzQva/wTYrU6R4aQOxgXVO/KY+prAFd05p1mjuYfc2irLUv4uIiZFxGTgFOovS3k88BDwMGldiqtJQfy/ABHx24jYLCL2JK1vMZp0j3yL1Gt+gjQO3VUvFf79OrBSN459m1J+vhtI62WMrrH/EFIPeNc85FJtb+DKiJi5OOc3axQH5BYWEVNIiwN1aUGSiJgdEYdExDoRsQFp0aAH8oJDb5O0Jim7x89IDwAfiYg3gPtIQw9LpM4MiOJrr0LZ9YGbgJ9HxMU16tqX9Eti54iYUGP/8sCX8HCFtQAPWbS+C4BDJf2N1Nv9DnWWpcxT2YK0/OY2wLHUzrpxCnBcRLwu6TlgK0krAUPJMzgkDQVujQjVOL5Decii095ybu8twBkRcXaN/XsBvwR2ioh6M0t2B6YCt3a3nWaN5h5y6/s5qec6ljSk8BBpaKLYE10vl92QNFQxi9Rj/EFE3FisTNJOpLx2fwaIiHuB60njxzsBJ+Si65KWwexN+5FmexxX7EEX9v+ClKPvvsL+6sC9N3BReFlDawFeftMWi6TzgMsj4u/NbovZ0sIB2cysJDxkYWZWEg7IZmYl4VkWZiUnaVlSDsNJLEgka72rL/Bu4L46c9t7hQNyyd34xCtNGeSf++ZbzTgtAOr2RLqe9dkPrNnkFixiK9KHdKzxtictttUQDshm5TcJYPTo0QwcOLDZbWkLEyZMYPvtt4f8vW8UB2Sz8psPMHDgQAYNGtTkprSdhg4R+aGemVlJOCCbmZWEA3IvkTQ0pwx6Z7PbYmatwQE5k3SbpNOb3Q4za18OyGZmJeGADEi6ENgRODgPM4SkDSWdn7MZz5b0tKTvS+pTOO6Dkm6WND1nPh6TV0urdY5lJf1Z0oOS1mjQpZlZC/G0t+RwUhbmJ4Ef5W1TgBdJeeFeAbYmZUB+FTg/lxkFjMn73iRlNp5TXbmkVUjpkPoAQyNiem9diJm1LgdkICKmSZoHvB4RxbRDPyn8e7ykzYGvsiAgrw+cHBFP5vfjalT/LuAScnCPiEUCNoCk1aiRZ+7Ku59mpVVW7db1WOuqcx/40yBtwkMWHZB0oKT7Jb2SF0Y/AlivUOQU4DxJt0g6RtL7alRzIynN0hfqBePsO8Bz1a8/X3ROj1yLtYxa94E/Nt0mHJDrkLQnMAK4EPgUKWPymUD/SpmIGA68n5Qs9CPAIznHW9F1wBDScEZHRgCDq1+7f/OAJbwSazG17oPtm9oiaxgPWSwwj7TCU8UQ4J6IeHsqnKQNqw+KiKeBp4HTJJ1FSjv0+0KRY4HXgJsk7RwRD9c6eURMJeV+W8iNT7yyGJdirarWfaBmr7ZkDeOAvMB4YGtJg4CZpPHgfSR9Ov/7K6SZGFPg7WzGJwOX52PXJAfx6ooj4hil/1WVoDyml6/FzFqQhywWOJnUS36cNKviBuBPpJkU9wGDgN8Uys8HBpCShT4F/JmU9PO7tSqPiB8B/wfcLGmzXrkCM2tpzqlXcl4PufHKth5y/qvtueeee86rvTXI+PHjGTx4MMDgiBjfqPO6h2xmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSnodcctsNfkdTztvMuTfz3/LMH2tP7iGbmZWEA7KZWUk4IJuZlUSvBOQlzU/XqAShkvbJy2r2OknDJT3aiHOZWWtq9x7yZcAGzW6EmRm0+SyLiJgNzF6SOiT1j4h5PdQkM2tjvdlDXkbSqZKm5NdJlQShkvpL+rWkCZJmSbpP0qdq1LGZpHskvZ4zd2xe2SHpHZL+kOuYLekxScMK+w+Q9LKkhX7pSBol6Zr870WGLPJx4yTNy1/3r9ofkg6WdJWkWcAvJfXtLCGqmVlnejNg7JXr3w44APgWKT0NwAWktYW/RsqkMRK4tsaylL8CfgBsTkoueqkWrNa9HPAg8FlgU+BU4BxJO+f9fyLlJvt4pTJJKwK7kXLcLULS7sDppKwNH8h1ninpc1VFjwP+mtt+Rr7OSkLUTYBjSMlSh2Fm1kW9OWQxCTgs0vqeT0raGPhu7p1+FRgUEc/nsqdL+jgpcH+7UMexEXErgKSfAXcA6wATIuJF4KRC2XMlfSzXfXNETJH0V9Ivhr/lMruTskNfW6fN3wMuLmQJGStpC+DoqmMui4jzqo7tLCFqh+olOX1+0qusttoim20p5SSn7a03e8h3x8KLLd9FCqZDAAGPS5pZeQG7AtUpkh4p/Hti/roGQB4mOEbSI5JezXV8gYWTkF4CfF7SCvn9XsAVHSQb3QT4V9W2O0h584rurz6wCwlRO1MzyemZp5/ajSpsKeAkp22sWQ/1AtgKeKNqe/UDtuL+SnCv/BL5HnAkcDjwb1LapV+SA3Z2HalHvJukm0nDF5/sQts62zar+KaQEPV7wJ3AdOBgUo+8qyoJVRfy7UMOf64bdVjrq3UfDMRBuS30ZkDeRpIKveRtSb3cu0g95LUqwxGLaQhwbURcDJDHljemkCAyIuZKuoLUM34n8BLwzw7qfCLXW0xSOoSU1qmztnSaELUj9ZKczpjTvMwd1nhOctreejMgrw2MkHQm6eHXUcAvImKspEuBCyUdSXowtzowFHg2Iq7qYv1jgT0lDQEmA4eSUqY/VFXuEuCmvG9URHQU4U4CLpf0AHAjsAspmH+hC22pmxDVzKwrejMgXwr0JWVhDtLDrd/mfcNIMxFOJP059hpwL9CdHvMvSEH2BtJQx4X5nNXjvbeTZkC8nxQo64qIqyUdShp6GAH8B/h2RNR7CFhxDvBhUkJUAVeSEqLu2/XLMbN25ySnJTdjTnPWomzn5TcHrNC3VGMETnLaeE5yambW5hyQzcxKwgHZzKwkHJDNzErCAdnMrCTaevnNVtCsCQfRxHkWnvhj7co9ZDOzknBANjMrCQdkM7OSaOmA3JOJQ5c0MauZ2ZJq9Yd6JwO/66G6vsCiy4GamTVMSwfkiJhJWge5J+p6rSfqMTNbXA0bspC0rKQROfHoHEl356UzkTQ0Jw/9tKQHcqLQ0ZIGStpR0picWeQ6Se8o1LnQkIWkD0q6WdJ0STPycTvlff0knSZpoqS5kl6QdELh2IWGLCQNkDRSKUHrbEk3Sdq0sH+f3KadJT2qlKz1VkmDC2XWlXSNpNeUErU+KanDFefMrH01sod8IikJ6L7As8B3gb9Jek+hzE9JKWymkZayvAyYQ0qQOh+4HBhOWvu4llHAGGBrUqaQD+bjAQ4jZfD4CjCetOznezto74V5/26kdY2Pz+3dOCIqmU2WBX6Yr2kOKVnr2UAlg/aZpGSsO5GyiHR0PjNrcw0JyDnb80HAfhFxfd52IPAxUqqjm3LRYyNidN5/Nml8eIuIeDBvGwns0cGp1gdOjogn8/txVfvGAqNzFpPnSemWarX3PcD/ADtGxO152zfyMXsBlQSnywAHR8RTuczJwAWS+uSF8NcHroyIMbl83XRM9ZKcjp/oJKftxElO21ujhiw2BPpRSCAaEfNJ6ZyKC8oXk5q+nL/+u2pbMWdetVOA8yTdkhOgvq+w70LSIvJjJZ0haVdJ9a5/E+Ct3L5Ke6flthTbO7cSjLOJpOus/Ic6FfixpLsk/SJnsK6nZpLTs5zktN04yWkba1RAriz43VkC0UWSmkZE9ba6bY6I4aSAeTXwEeARSfvmfQ8Cg4Af5TpGAv+oE5Q7WqC82N436+zrk895PimryQWkfH93Shpep94RuexCr4MOObyDpthSqNZ9sH1TW2QN06iAPA6YR0oGCoCkvsB2dJ5AtFsi4umIOC0idiWljdqvsG9GRFweEQcBu5KGTDaqUc3jpO/NdoX2rkIak+5WeyNiQkScGxFfBn5CGg+vVW5qRIyvfnm4or3Uug+ACc1ulzVGQ8aQI2KWpLOAEyRNJv0ZdgSwJunB1xI/7JK0PGle8uWkh3ZrkrNB5/3fBSYBD5N64l8jPWhb5GaPiKclXQOcI+lbpCzAx+fyo7rRplNJOf/GAquQkqb26C8gM1t6NHKWxdH56wWkMdaHgF0iYpKknph9MB8YQBqKWAt4FbiOlLAUYAYp8/V7SEMLDwGfjojX69Q3jPTn419IMyX+lds7u075WvqQHkyum89/M3BkN443szbiJKclN212s5KcNu++eOutpp0agNVXdJLTduckp2Zmbc4B2cysJByQzcxKwgHZzKwkHJDNzEqipZffbAdjXpjalPNeO/aVppwXYN3V+jft3ACHDRnceSGzXuAesplZSTggm5mVhAOymVlJNDUg5ywhe9R7X6P8oFxmy8a00MyscVrtod4LwLuByc1uiJlZT2upgJwXtX+p2e0wM+sNvTpkIWmXnKx0Sk70+XdJmyxBfQsNWSxBctStJN0oaXJOiHqHpO2qzrWxpH/mhKxPSfpMrmufQpl1JP0xX98USdcXcwQ6yamZdUdvjyGvSFrCcmtgKCl56bWSenqiaSU56jakJTgvY8Fi8EOBTUnJUStWBi4mZWLYmrRG8l8lvRMgZxH5MykjyLbAPsBxpKSm5DIrALeSkpvuSFrMfhJwU94Haa3nFUhJTjfNbWzOxGIzK71eHbKIiCuL7yUNIy3yvjVwRw+eqlvJUSPilqp2HQp8kbSA/CXAJ0iL5n8yIl7MZY6gkBOQlL1awLCcNBVJBwD/BT4L/IkeSHJ63X3PsvIqq3btu2Atz0lO21tvD1lsKGmUpGckTSclKe0DrNeFY2/IQwQzJT3WSfFuJUeVtIakcySNlTSNtHj8GoV2vQ+YWAnG2X2kxKcVW5Dync2otJP0F8AAUlJX6IEkp1eMPLuTS7eljJOctrHefqh3LfAicED++iYphVFXhiz2A5bP/36jo4J0PznqSFKKpyNI6Z7mkrJ5VNolaidkLepDGuqoNSb8Wm7D+ZL+DnwG+DgpyemvcjLWaiNImbEXssfeB9btVdtSqdZ9MBAH5bbQawE5P0TbBDg4Im7N2zbv6jmreqc9bQhwWERcn9u1Jmk6XcUTwDqS1o6IiXnbliwc1B8EvgpMjoi648IRMQE4FzhX0tHA4Sw8nl0pN5Ua48u3j32tG5dlra7WfSCVKoGJ9aLeHLKYQpovvL+kjSTtCJxN6iU321jg65LeL2kr4I+krNgV/wCeAkZK2kzStsAppLZXes6XkoZCrskzOgZL2kHSbyozLSSdmmeabCDpwzjJqZl1oNcCckS8BewJfAh4FDgDOJY0PNBs+wIrAQ+QgvHvSUMXwNtt3500q+Je0hDH8aRgPCeXeR3YAXiWlOn6yVxuAOmXESxIcvo4Kci/DOzdmxdmZq2rt2dZ3AJ8oGrzSoX9qirf4d9mOdmgCu9vK77P266ose1sUu+88n4MaYpc0cVVx4wlBVwAJG0G9APGFcq8TMpOXa+9h3Z0PWZmRS31Sb1GkrQ7MAt4GhhEGrIYQxo7NjPrcQ7I9a0M/BpYlzQEcRtwRGXOsZlZT3NAriMiLgIuanY7zKx9eD1kM7OScA/ZrPz6AkyYMKHZ7Wgbhe9130aeVx4SXTrlNRG+A4zo6IMrPnf5SRqCP6nXLNtHRE+uu9MhB+SllKRBpHUQBufpgj53i5K0LLAVaTXB+d08vPKx6+2BRnexW/ncfUmf3r0vIhr22QkPWZiVXA4Ii9VLK3zsekITfjm2+rmf6ZnWdJ0f6pmZlYQDsplZSTggm5mVhAPy0msqKbVVM2YatOu5y6hdfxYteR94loWZWUm4h2xmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiXhgGxmVhIOyGZmJeGAbGZWEg7IZmYl4YBsZlYSDshmZiWxTLMbYPVJWhbYCpgEzG9yc9pFX+DdwH0RMbfZjQHfB03SlPvAAbnctgJGN7sRbWp74I5mNyLzfdA8Db0PHJDLbRLA6NGjGThwYLPb0hYmTJjA9ttvD/l7XxK+DxqsWfeBA3K5zQcYOHAggwYNanJT2k6ZhgZ8HzRPQ+8DP9QzMysJB2Qzs5Joy4AsaVtJwyWt1kv1D5UUkj7fG/Wb2dKpLQMysC1wHNArAdnMbHG0a0A2MyudtgvIkoYDv81vn8tDCyFpkKSDJY2W9IqkmZIelnSQpD5VdXxM0m2SXpM0W9J4SX/s5Lyr57qfl7RpL12embWwdpz2dh6wKvAd4AssmGc4CdgAuBgYT5rusjVwMrA2cCyApMHAX4GrgROB2cC6wK71TpiPuQGYA2wbERNrlFmNRYdQPOm0zfg+aG9tF5AjYoKk/+S3D0XE+MLuIyv/yL3if5I+QvldST+JiAC2AJYFDoiIaYVjL6p1PklbAdcBY4AvRsSMOk37Dmlc29qb74M21nZDFh2RtLmkqyRNBN7Ir58DA4A1crGHgHnAFZK+LGntDqr8DHAbqUe9awfBGGAEMLjqtf0SXI61Jt8Hbaztesj1SBpEWi/gceB7pGGLecDngWOA5QEi4hlJHweOBi4AVpD0GHBiRFT3kncH+gFnR8QbHZ0/IqYCU6vatETXZK3H90F7cw95gd2AFUjDCqMi4s6IuB+I6oIRMToiPgusQppC9yQwUtLOVUUPA24B/iHJvRwz61C7BuTKcnrLF7ZVAu+8ygZJywHfqFdJRMyPiHtYMPb8oaois4H/AW4G/pZ71mZmNbXrkMWj+eshki4hjWyptNQAABWhSURBVBX/M38dJelEYGVSoF1oqEHSgcBOpHHh54EVgYNIgfyW6hNFxDxJXwJGAtdJ2iMiruuVqzKzltaWPeSIGA2cQJr2dgdwHzAN+BLwTuDPwEmk2REnVB3+MNCf9LDvBtI4cn9gl4gYU+d8b5J62hcDV0nao4cvycyWAu3aQyYifgj8sGrzeOCaGsXPLxx3N+lhXUd13waoattbwP75ZWa2iLbsIZuZlZEDsplZSTggm5mVhAOymVlJOCCbmZWEA7KZWUk4IJuZlYQDsplZSXQpIOeEoNFTSUFzho2re6Kubp53uKRFFgtq4PkjZywxM1tEu/WQzwO2a3YjzMxqaauPTkfEBGBCT9SVM4r07WydYzOzrupuD3mwpOtzAtBXJZ0laaXKTkl9JB0h6d+S5kiaLOkiSWvVqkzSrpIeyolCn5S0b9X+d+VzPCFplqRJkm6QtHlVmXmSFkl7I2lIHibYM79fZMhC0oqSfpOTj87LX0+StHxVuZA0QtLhksaRVnf7aKHe+yRNkTRN0r2SvtzN762Ztbnu9pCvAi4lpZnZBvgJsB4LEnxeAOwJ/IaUumgd0qpot0naIiJmFeranJQk9FfAf0mL7pwvaVxE3J7LrE5KNvqTXGZVYG/gTkmbR8TjEfGKpBuAvSX9LOe9q9iblH2h5nh17uVeSwqsPwPuLVzXZpI+VVXfl4AXgR8AM4Fn8vb1gDOAF0jf051Iy3iuHBHn0wVObmng+6DtRUSnL2A4aQH3X1VtPzpv3w74SP73/2/vzMO0qK48/P4AxSVBRaKoGBujjjrPGJfo6EQFgnvAiSNRokaJmuC+jBpX3JfRaNRxjMZlgopxzUQdQUFRcQmS4K6ouDQouARZZBEB5eSPc4suiu/r7o/ePunzPk891XXrblV963y3zr11f8cU4mwNLAaOzYVNAuYBG+TCVgGmA7+vpx4dcUmkicDVufD9Utm9cmGr4ktq/q54HbnjvVO64wrlnJjC98yFWapflwbuVQfcKN+Ci6hSyOP8Bu7xMlttba0FrUNtbW1232usEc9Gc2/RDqqDtmoHlbos7i5z3AsX9FwM3C2pU7bhi8FPTXHyvGhmU7MDM/sSN7QbZWFyjpQ0XtIs4CvcVbApsHkur4eBz4BBubD9cImlofVcT5+0H1YIv71wPmO0mc0uZiKpj6SRkj5NdVwEHFGoY0OEuGUA0Q7aNZW6LD4pHH+a9mvjr1kd8F5kKboVjkvFW4D3lDNOxd0a1wNDUprFeO9ziY/XzBZJ+iNwuKTjzF0jg4AJZvbXeq6nK7DAXFhyCWY2U9KCdF15Pi5mIGlH4DFcLeRY/MdnEa4icngxfjksxC0Doh20dyo1yN2pM8IA66b9dLxnuBjYmYLsUWJOxbWDg4Anzey4fKCktSk0Wtx/fQIwQNLjQF/c11sf04HOktbMG2VJawGdWfZHo9Qc5gPx6+1vZplWH5JWbqDsIAiCpajUZTGwzPEYXM6oA9DdzMaX2N5ejvoZOdFRAEl7UWKQw8xeBl7Be8Y/T2nvaCD/TAPvkEL4IYXzDdUx+zHK6rgOrmIdBEHQaCrtIQ+U9BXwNLADcB4wwszGAkgaCtwu6Tpcq+5LfKZFnxTv/grLGw6cnb5uexr4Pt7rnVom/m34DI9NgUfNrOhiKTIKeBy4UtIa+CyLHfBZFiNxV0Rj6ngycKekm/C3iCH4m8S3G5E+CIIAqLyHvB+wHS4Cegp109wyDsf9vnsA9wMPAefgPchXl6N+FwPXAr/CB+5+ChwAvFsm/rBU1gbUP5gHpOkW3pP9H2AwriQ9OJW5XzrfUB6jU/22SXUcgg/M3NlQ2iAIgjxqhM0J2ghJNUBtbW0tNTU1bVuZdsKkSZPo2bMnQE8zm9TG1QGiHbQFbdUO2ttaFkEQBFVLGOQgCIIqIQxyEARBlRAGOQiCoEoIgxwEQVAlhEEOgiCoEsIgB0EQVAlhkIMgCKqEqjfIkgYltY6aZs53qKRJzZlnEARBU6h6g4yvFbETJZa+bCIX4Z+CB0EQVAVVL3JqZtOAaS2Q73sNxwqCIGg9mtxDTmoZY5II6TxJT0nqlTt/fnI5bCXpQUlzJE2TdFkSRd0ul/4dST8v5L+My0LSj1I5M5JA6iRJd+fOd5R0jqSJ6fzMJKb6i1ycZVwWSTD1ZkmfJMHTdySdJaljLk5Nqs/Jkk5LZc+VNDYtVp/P73uS7pGLsy5I+0clbdLU+x4EwYpHk3rIkvriy1Q+Dxyagk8BHpe0h5k9mYt+L74C23XAvvgymp2BfsBvgEuA44DbJL2W1jcuVWZPfFW2B3A1kfnAhtQJrQL8GjgTX0bzBWA1YEtcIaTctaxGnTDrEOBtYE98xbmNgSMLSU4AJuD6e+AukBGSeprZ5ylsBL4w/4m42so6uJRVl3L1CIKg/dJUl8WluKHZLWniIWkErsZ8Ke77zbjezK5LcUbjhvhkYBczezaFj8fVpX8GlDTI+PKfnYHBOcMHdTp44CrSo8zsqlzYiAau5TDcaPc3s4dT2KikTH2SpCvN7K1c/Fkp7uJU94/w9ZT3Ae6S1A3YDPiJmT2YS1dyTehQGw4g2kF7Z7ldFpJWB7YH7s+MMYCZzQfuA3ZIvc6M4bk4BrwFzMmMcQqfgRvkjSjPS7iKyP2SDpC0fok444B9JF0haddCPcrRB/g8Z4wzMkPfuxD+cGaME9l6z1ndp+M/TFdIOkrSFg2UfxJQW9ieaUS9gxWLaAftmKb4kNcCxLLCp+AzIjqkOBkzCnEWlgjLwlcpEQ4sGYzbDRdE/QMwVdLrkg7NRbsMOBtfKP8pYEbyX9enAt21nmuBZQVPl9Lby+nprZKODdf1ew64AJgg6SNJF0vqXKKcUBsOINpBu6YpLouZuJ5c9xLn1sM15mY2If+ymNkzwDNpsO0HwGm473mqmY02s6+AK3FppjVxX/DlwEhJNWWUQKanvEpdS3a+0npOJilPS9oM1+o7B7835xbihtpwEO2gnbPcPWQzm4e7BgZIWtKjTX/vD4wzsy+aXsV66/C1mY3DBxIBtioRZ5aZ3YP3pr/Lsv65jCeANST1K4Qfgv/wPLlskorqOtHMzgUm49qAQRAES9HUQb2zSEKhkq7CXRj/ic8mOKiJeZdE0lEk0VTgA2B14Gjc1fFEivMQ8DowHvgM2ATXyhtnZuV67bfjszyGSRqC+7j3wAceb65UNVvSVviMkntxDcCv8JkgNXhvPQiCYCmaZJDN7ElJu+M+0mEp+G9A3+RWaAlexl0QF+GGf04K28vMXklxxuC99F/hys8f49Pkzi+XqZnNl9SHOv9zV7w3exY+va5SPgHeB47HR8kX44Z5sJndtBz5BUGwghMip1VMiFu2PiFyGkCInAZBELR7wiAHQRBUCWGQgyAIqoQwyEEQBFVCGOQgCIIqIQxyEARBlRAGOQiCoEoIgxwEQVAlNLtBLqPwMUnS0EakPV9SfKkSBEG7pNp6yLew9KL2QRAE7YaqEjk1synAlLauRxAEQVvQ6B6ypE2SMOh7STj0Q0n3N6dgZymXRXJ/XCPpGEnvprLHSdpGUidJF0qaIulzSX+W9J1C+oGSHkvCpV9IeiMJoHYuxFMSNJ0s6UtJL0raWy6m+lQh7lqpTpOTGOpkSRdJWqkQ72hJr8oFXGdLmiDpjOa6X0EQrFhU0kNeH5dXOhVfrH1dfNnLcZK2MLO/t0D9MvbDpWxOAVYCrgIewpf+XBkXIN0Q+C1wU4qf8T3g/9O5+fiayecA/wTkFa4vwYVRbwAeTPn9Hr9HE7NIkr6FS+p0TWneAnbAF5yvyfKU9DN8+c1L8dXnOuIae6Ukp4IgCBpvkM3saeDp7DipdQynTpT02mavXR0dgb2TXl+m5zcUqDGzvrk6bQmcKGm1bHF8M7skd17As7iSyVBJJ5rZDEld8XWc7zSzY3LxXwfGkjPIuNr05sC2Zpbp6I2W9AVwjaT/MrM3cKHV19Ki9Bmjyl1giFsGEO2gvVOJy2JlSacl/bq5+ILr8/AF4uvTqiuVV6fC1pBGzROZMU68mfbDC/HexBfJ/26urE0k3SbpA3wR+0X4YvQdgE1TtB1xJet785mZ2fPApEIZ++DrL0/IXwPwSDrfK+3HAd+XdKOkPSSt0cA1hrhlANEO2jWVuCyuxlU3LsN7yrNwaaMRwKqNzSRb27UQ3AcXIy1HKYHU+sJXSWV1wRvzXHxx+ndwt8UOwPW5endN+09LlF0MWxdXIFlUpq7dAMzsDkmZO+VIwCQ9A5yZZKeKXIP3+vP0IB7G9ka0g3ZMJQb5IOB2MxuSBSSD07V8kpJ8BGxfCKtIHqkC+uAirL2SywUASUVNu0zAdN0SeayLK4dkfIYb+F+WKfOj7A8zuxW4VdJqqS6XAqOS0OpSUlIhbhlAtIP2TiUG2ajrgWYcjvt3G5+J2UJc6641yGZsLKl3co8cUYg3DlgAHIAPFmZxd8QH6vIG+RFc5fpTM/uwUZVwf/ZwSd1Ivm9aSJE7CIJvLpUY5OHAIElvAa8BO+MujFn1pmpb/oLX70ZJ5+EG+ihgqalxaWDvt8CZkmbj+nsbAufhenyLc9GvBgYAz0i6GhdTXRk3svsAx5nZZEk3A18Az+H6ej3wWRwfABNa5GqDIPhGU4lBPgH4GhcAXRWffbAnPqWsKjGzzyT1B64E7gI+T/vrcN93nrPxQcqj8B70W/i0vktSuizPOZJ+mOIfhw8gzsP94iOpc388AwwCBuKj5tOAJ4HzzGxBM19qEAQrACFyWg+SeuKG+cL89LlWLL+GELdsVULkNIC2awdV9el0WyJpW2B/vOc/F/9w5NfAbHyNjSAIghYlDHIdc/H5yIOBNXA3xVPA2WZWajpcEARBsxIGOWFmE4G+DUZsXToCTJkS6y21Frl7XdHsoRYm2kEr01btIHzIVYyknYkPAtqKXczs2bauBEQ7aGNatR2EQa5i0op02+NT776uMHn2ddcutP6Spt/ksjsC6wF/q5bZMNEO2qTsNmkH4bKoYlJDWK5f59zXXVNae7bAClD2e81Tm+Yh2kGbld3q7aDaFEOCIAjaLWGQgyAIqoQwyEEQBFVCGOQVl1nABbTNWiPttexqpL3+L76R7SBmWQRBEFQJ0UMOgiCoEsIgB0EQVAlhkFsYSYMkWZntjFYsf76kjyXdkjt3ZDo3Nhc2JR+nwvyXEeOU9LKkpxqRT++UT+8G4vWQdK2kZyXNbUyaSvJfXiT9s6QbJP1V0peprJrc+WgH0Q4aJD4MaT0OxTX98nzQiuWvAjyPy0jVR39y6z9XmP8FLKvG0txsgqucvwiMBvZt4fIayw/we/ciMAf4UZl40Q6ah296OyhJ9JBbj9fM7PnC9lHDyZqNR/GG0rm+SGb2kpm9v5z5HyZpiywgffLb3DxtZuuY2V7AH5o7c0lrSyqlrdgQd5hZDzPbl/pFG6IdNA/f9HZQkjDIVYCkiySNlzRT0ixJ4yQNKMTplF5/rpR0vKT30uvhWElbpfMXS5qa8viTpLVzWVwOCNcErK8uUyQNk3SzpE8kLUz5TZM0L73uPiJphqT8g/A4/v3/XZIWS5qLL2kK0FnS/6a0C1Pdx+byfwc4OFeHlVJ5pR60DSR9Len0XNh3CvlPlHRSgze+NP8CTJX0qKRDJX27MYnMbHHDseon2kG0gzDIrUfH9LBkW35Zvx64rNT+wIHAGOAeSYeVyOenwH7Ayfjrbw/8l/jm9PcRwOm4vNaNuXSz8FeojSTtVE89Bfw4lXMJcAzwPrA2LkF1FPAl0CXFWTmlyx66TNF7MK5U3gnYFtdgPCvVfQ187emXgX64sOySV1wzWwT8ERggafVC/Q7FtRHvyIXdkMt/H+DPwJWSLqrnOssxFjcKC/B7+qmkuyX1l7TScuRXJNpBtIPymFlsLbjhunpWYptbJn4HvPEOxVeaysI7pXSTgc658CNS+KOFfK7DVwY7Mp3fGl/1ai4wJsXJzo3NpZuZwvoV8rs6hW8JrAR8mI5vTvvBab8YmJ5L9xnwFbBeOj46xXsAf6C7pvD7Uvih6XjrdHxYoR5vAyPS3z/J7mWWf6G++fx7p7i9K/jfrZnu7+h0L6fjxm0X0hz+MulOSmXVRDuIdpBvBw1t0UNuPQ7Gl1DMtl2yE5L6SnpM0t/xRrsIOAzYvEQ+o23p5QDfTPuiaOub+EPdtRD+ArCrpB+XqWdnYKGZPZzqJkmDgb3S+TeAhXgvbDbeI8kjoGsu/y74wz1NUid8kONz4PpU1o4p3si03xrAzF4GXsENGaku/wZshhup4jVNy/c80/3I518xZjbLzG41s77ABsCFwDbA08CkEr22xhDtINpBWcIgtx4TzGx8bnsJliw+Pgr/5T0a+CH+oN6Oq3sXmVE4XthAePH16h38YboMf2iKdADm547PwHsDz6XjG1P93gA+xbUH88wFJgCXSeqQyu+GG5dFwAD8VXVUit+tUP8uubxuA3qpbtrQIPyhfrBQ5q65/LOtmH9TWRNYC697Vt/l8RdGO4h2UJaY9tb2HIg3/H3NLHt4kLRy+SRN5iy8Mf9riXOLWdoAHAQ8hvdkjgBeMbPxaaBoIrAxPoiTtaUxwE0p/4Pxnt5s3JcJPt1qJ6BPOq5N+6wHNztX9jB8EOowSZcDBwB32rILhj8PHF/mWmvLhDdIMgAHAgPxHlstcFeqw4TlzbcM0Q6cdt0OwiC3PYY31iW/spK644McLVOg2UOSngP+vcTpBcCakvql11XDe1mHpL+flNQP6I73jl7FX9+2Sekfz+V/Id5TWh2YaGazJf0J2B3onr0OJ3ZP+5dy9Zwm6RF8AGci3ispNeK+cZZ/pfeiSBpN/wX+8O2I+wvvBY41s780Nf96iHbgtOt2EAa57RmO/6oPk38ZtR5wLvAJ0LMFyz2d0ioU8/AHbpikIfjDNhAftR6Oj7yfDmRzZ5/FH8L/SMfvlsh/IfCcpP/GexeTgfskfQCcAOyGj9SDDxLlGQr8H3AF8EbqlWVTwbZP+1WA1yQ9gI+sfwv/cKA/sIeZVSJ7tB3ee3sQn10w0sy+aiiRpNXwewR1Mwz2ljQNmNaIcqMdtIN2YGZj6ksfBrmNMbORko4CTsVHi2uB3wDfxf12LVXuc5JeJg2eFBiOj0yfjb9CzsJfR/um4wG47xF8wAXcr1bM/yH8C6oX8KlN5+CGZnba1senak0GbgF+WaIuD+MGrQdwbQq7rxCnS9qOxf2vn+M+0keo3L/3IrCumc2rMN06Jer1u7Qfw7IDUEsR7aDdtIPe9SWO5TeDIAiqhJhlEQRBUCWEQQ6CIKgSwiAHQRBUCWGQgyAIqoQwyEEQBFVCGOQgCIIqIQxyEARBlRAGOQiCoEoIgxwEQVAl/APtk6px4pdd2wAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
-    "                                       save_dir=base_dir, folder=folder, sort_type='binned_depth_sort')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### layers"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['layer'])\n",
-    "\n",
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_limited_range_layer_sort'\n",
-    "\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "                                                                 location='upper', metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
-    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, \n",
-    "                                                      suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 126x1008 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x1008 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plotting.plot_dropout_heatmaps_for_clusters_sorted(cluster_meta, feature_matrix, cluster_order=cluster_order, \n",
-    "                                       save_dir=base_dir, folder=folder, sort_type='upper_pct_rel_chance')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### test plot components then plot clusters with other information as additional panels "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot clusters with % cells per area and depth"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fraction_cells = processing.get_fraction_cells_per_area_depth(cluster_meta)\n",
-    "cre_fraction = fraction_cells[fraction_cells.cre_line==cre_line]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x220b45b0f28>"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plotting.plot_fraction_cells_per_area_depth(cre_fraction, cluster_id=1, ax=None)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### get relevant data and plot clusters with fractions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cell_count_stats = processing.get_cell_count_stats(cluster_meta)\n",
-    "cre_counts = cell_count_stats[cell_count_stats.cre_line==cre_line]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x22097f20b70>"
-      ]
-     },
-     "execution_count": 73,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cluster_id = 1\n",
-    "plotting.plot_pct_rel_to_chance_for_cluster(cre_counts, cluster_id, ax=None)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### population average trace"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "there are 1885 experiments in the full multi_session_df\n",
-      "there are 1249 experiments in the multi_session_df after limiting to platform experiments\n",
-      "there are 402 experiments after filtering for inclusion criteria -  active_only_closest_familiar_and_novel_containers_with_all_levels\n",
-      "402\n"
-     ]
-    }
-   ],
-   "source": [
-    "# load dataframe with response traces\n",
-    "df_name = 'omission_response_df'\n",
-    "conditions = ['cell_specimen_id', 'omitted']\n",
-    "\n",
-    "data_type = 'events'\n",
-    "event_type = 'omissions'\n",
-    "inclusion_criteria = 'active_only_closest_familiar_and_novel_containers_with_all_levels'\n",
-    "\n",
-    "\n",
-    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type, event_type, conditions, inclusion_criteria)\n",
-    "print(len(multi_session_df.ophys_experiment_id.unique()))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cluster_mdf = multi_session_df.merge(cluster_meta[['cluster_id']], \n",
-    "                                     on='cell_specimen_id', how = 'inner')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x220f066ecf8>"
-      ]
-     },
-     "execution_count": 77,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plotting.plot_population_average_response_for_cluster(cluster_mdf, cre_line, cluster_id, change=False, omitted=True, ax=None)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot clusters, fraction per area depth, and pop avgs as rows"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# get fraction cells relative to chance per cluster per cre_line\n",
-    "cell_count_stats = processing.get_cell_count_stats(cluster_meta)\n",
-    "# get fraction of cells per area/depth per cluster per cre_line \n",
-    "fraction_cells = processing.get_fraction_cells_per_area_depth(cluster_meta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2160x720 with 48 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 900x720 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1620x720 with 36 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for cre_line in cre_lines: \n",
-    "    plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
-    "                                              cell_count_stats, fraction_cells, cre_line, \n",
-    "                                              sort_order=None, suffix='_size_order', \n",
-    "                                              save_dir=base_dir, folder=folder, )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### use manual sort order"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# manual_sort_order = processing.get_manual_sort_order()\n",
-    "\n",
-    "# for cre_line in cre_lines: \n",
-    "#     plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
-    "#                                               cell_count_stats, fraction_cells, cre_line, \n",
-    "#                                               sort_order=manual_sort_order, suffix='_manual_sort', \n",
-    "#                                               save_dir=base_dir, folder=folder, )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### sort by visp upper "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# get fraction cells relative to chance per cluster per cre_line\n",
-    "cell_count_stats = processing.get_cell_count_stats(cluster_meta)\n",
-    "# get fraction of cells per area/depth per cluster per cre_line \n",
-    "fraction_cells = processing.get_fraction_cells_per_area_depth(cluster_meta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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3s7UJd8S85u66867m5VyezGxrM9vfzBpGuTqB8Jzfocl9dakGOZcfwkUBZmbHmVktM2sFHE3MczclbXIxP8UOI4xY8WmSn5Pqk3P5MbO6hGFWlwInuYZ7zqScyw9wLeF50J2i11vROk9N8PPVSp13OcrdC4GDgc2B3wlDTx5dzuJnApcDcwkPKR8VM28nYIyZLSKE8SJ3nxzNux54ysItpke5+xfRuu4n/KH8DJySZNGvAOYQesFbo6tn0iKH8/IoYWd7LNA7+v+JMfOXEob/gTCGvp4VkwY5nKcLCHmZBowmDHf4RJLrkCTlcF4qqn8uBdYDHjezRdFrYpLrlyrI0Tw1Bh6MPvsnYdjw/aPhxCWNcjQ/UHl7SGpAPubF3ScC5xA68WYR6icNYZcGOZoni9Y5C5gNXAQc7e5fJbEOqQa5mB93XwgcDlwSff4b4FugojshpAbkYn5inAw87e4apSBDcjQ/uwIHAfsCC2KO2fXYgjTLxfy4+9/uPqP4RWhLL3b3eYmuozqZ6j8RERERERERERERERGR7KA770RERERERERERERERESyhDrvRERERERERERERERERLKEOu9EREREREREREREREREsoQ670RERERERERERERERESyhDrvRERERERERERERERERLKEOu+ykJkNMbNlZrYoev1QwbIXm9mvZrbQzKaZWT8zqxPNq2NmL5jZAjN7z8wax3yut5ldko7vE1feA81sRFSmGWb2aFy57jCzn8zsbzP73sxOSncZ84WZbRHlaGAly3U2s2FR1maa2UXR9GzMT2szeyvKuptZu7j5G5jZm2Y2z8ymmtk56S5jrjOzbczsEzP7y8x+NrPDKlj2ZDP7Mqp/pprZbcX1TzT/bjObb2ajzWyDmOnHm9k9Nf1dyijvtmb2RVSm+Wb2kZltGzO/vpk9FP0dzDOzt2PLLZUzs4FmNj3KxI9mdkYFy9aP9lnTot9HfzOrGzM/2/JTz8xeMbMpUf3To4xlyqxPJXHJ1EHR8pua2TtRu2GOmd0WMy+rMhTLzK6LcrR3zLT6ZvZE9Pczw8z+ncky5gIzuyCq15eb2YC4ecfb6rb0IjNbEv3M/1GFdW1kZp9F+4Y74+a9b2Y7Vvd3q0zUNov9fivMbELM/L5mNsHMCszs+nSXL1dZAu3nytoL2Vb3mFlXM/swKutsM3vZzFrHzDczu9XM5kav28zM0l3OXJbMvivX2j+xytl3HWVmo6I6dkgGi5fTLLlzQNeb2cq4fcCm0bymZvaBhWP4Z82sdsznHq2sXVUTrPJjxoSPH6Q0M2tnZu9G9cYMM7s/9ucbt+w1cblZamZFZrZuNP9yC+3pb82sfczndjOzN9L1nWK2u66ZjYz2TQuienG3uGXKPRaQslnFbd5Kj3njli83f9lYH8WK9tseVx/tamafR3kab2bdMlnGXJBMGyhaXsfvSVLnXfa6wN0bRa+tKljubaCzuzcB2gMdgQujeYcDDqwLLATOBjCzTYCDgftqqvAVaArcCLQBtgE2BG6Pmb+YULamwMnAPWa2a7oLmSceAMZWtEDUSHsfeBhoAWwODI5mZ2N+igjlPaKc+QOByUBL4EDgZjPbM01ly3lRo+VN4B2gOXAWMNDMtiznI2sBFxMysjPQE7gsWlcX4B9AK2AEcHU0vWm0zH9q7IuUbxpwJOG7rQu8BbwQM/8iYBdge0IdtYDM5DyX/Q9oF+2T/g+40co5UQ5cBexI2HdtCXQG+kDW5oeoLCcAM+JnVFKfSgKSrYPMrB7wIfAJISsbEvYD2ZwhzGwzQl00PW7W9cAWwMbAnsAVZrZfekuXc6YR2pVPxM9w92dj2tKNgPOAX4Gvkl0XIT9PAZsAh1rUWWdmRwO/uvsXKX+TJLn7/nHfbxTwcswiPwNXAIPSXbYcV2n7mQraC1la96wDPAK0I9QvfwNPxsw/CziUcBy5PXAQUbtfKleF9nMutn8q2nfNA+4Gbkl7ofJPoueAAF6M3Qe4+6/R9LOBrwnHw+2AwwDMbBegtbu/XlOFr0C5x4yRZI4fpLT+wCygNdAJ2IPQ5inF3W+OazvcCgxx9zkWLuo4HdgUeIjobzqq4+4k/A7TbRFwGrAeYV92K/B2TOdQuccCUqGK2rxQwTFvGSrKXzbWR0RlOB6oEzetOeEc0e1AM+A2Qt7WSX8Jc4OO39Nz/K7Ouxzn7r+4+4LorRE6NzaP3m9C2BEXAJ8SdsIA9wKXRdMTFvUwn2Phzrj5ZvaAWXJXZbr7c+7+vrsvcff5wKPAbjHzr3P37929yN3HAMMJB8eSBDM7hnAi4eNKFv038EF0gmu5u//t7t9F87IxPzPdvT9lnFQxs0ZAD+Amd1/p7uOAVwiNPUnM1oSTUP3cvdDdPwFGAieWtbC7P+juw919hbv/CTzL6r/nTYAR7r6ckMPi/NwE3O7ufyVTsOjKr8uiq5/+MrMXzaxBMutw9wXuPsXdnVBfFrK6viwu8wdRzpYROva2S2Ybazp3nxj9ziF0/juwWTmLHwzc6+7z3H02oW4p/nvNxvyscPe73X0EITvxKqpPJTFJ1UHAKcA0d7/L3Re7+zJ3Hx/Ny7oMxbgfuBJYETf9JKCvu8+PsvMo4TtKOdz9NXd/A5ibwOInA09H+4Bk17UJ8EmUm7HApmbWhHAS/ppkymxmPSzceXCpmc2ycLfBqcmso4x1tgO6A88UT3P3p9z9PUJHjSQgifZzRe2FrKt73P09d3/Z3Re6+xJCHRR758LJwJ3uPjVqz92J6p5kJLvvyqn2T4wy913u/pG7v0Q4GSyZtwnwaZSh4YT9VW2gH+HCg4RZuKPGLdw593t0h0TvZAtUyTFjsscPUtomwEtRO3gG4WLCSo9ho3MxJxIuTgJoC3zt7guBj1hd/1wMvOXuU5IplIW7SftauHPubzMbHF3smLDoO/3g7kWsPn5fh9BJABUfC0g5KmrzJnDMG6+i/GVdfRStqylwHeEit1i7AjOjNlOhuw8EZhNubJCy6fg9Dcfv6rzLXv+LKqORVvltyseZ2UJgDuGKyYejWd8Ce0U923sCEy3cvjonqoir4iBgp2g7RwG9ojJ0s3ArdHmv8m413h2YWM73ahhtq8z5UrboZNJ/gUsTWLwrMM/CUCezLAz70zaalwv5iWVx/xb/v30Zy0rZyupMTeZnGPv3PBHoHv0d9yTkZ0dgK3d/rorlOwrYj7BT355op2hmbSvJz3ElvpDZAmAZ4Sr5m2NmPQ7sZmZtzGwt4HjgvSqWdY1lYfinJcD3hCuT3i1vUUr/vW4YNaazNj8VqKg+lcQkWwd1BaZYGD5wTnSSoEM0LyszZGb/BFa4e4m/CwtXdLYBxsVMHocuIKgWZrYxYR/1dBVX8S2wj5k1I9wxMwnoC9ztqy+iS0YrwigTGxCucn8gygBmdlVFeSpnfScBw919chXKIiTdfq6ovZCVdU+c+OOv7VDdk4pk91051/4pb98l1S7hc0DAwRaGwp1oZufGTP8W2DvKUHdCpi4E3nP3X6pYrm7AVoRM/sfMtoFV56EqylB57eBS54CSOH6Q0u4BjjGztSwMM7c/oQOlMt0Jd0S9Gr3/GegQtXX2JtQ/GwHHAHdUsWzHAacC6wP1iLnjspLsXBW7EjMbTzh+fwt4zN1nRbMqOhaQ9Kgof9laH90MPEjpOwvj98/F03ROsXw6fk9HG9rd9cqyF2EogcZAfcKVkH8DmyXwuS0IJxJaRe+NcKv7eMJQKS2Abwg7zpuAYYRbnOslWC4HusW8fwm4KoXvuQ8wH9iynPlPESp9y/TvJJdehJ3nldH/rwcGVrDsj4QrjHcCGhCu/ByZ7fkh3N7uhOE1YqePIHTINCAMQTMP+CHTv5NceQF1CUOKXRH9f1/ClSUfJPDZU4GpwLox0y4h7LxeJAyTMpIwXO6FUX6eBZolWLYpwAkx728DHkrhu65NGM7hwJhpTYDno2wVEIZ4aJ7p30suvoDahIZ1H6BuOcvcGGViPcKJ7DHRz751DuRnKtAjblq59aleCf9ck6qDCMOSriQcJNYDLo8+Xy8bMwQ0An4CNolZ597R/zeK8t8gZvl9gCmZ/r3kwiuqTwZUMP9awmgCVVoX4QrvF6M8XQLsQBiVoDnwXJSnCxJcfw9gKVAnZtosoGsK3/9n4JRy5g0Ers/07yjbXyTXfq6wvZBtdU/c+rYntI+7x0wrBLaOeb9F9N10DJbYzzTZfVdOtX8q2nfFLXdGovWsXmX+nBM+BwRsSzhhWJtwp8h04NhoXgPCsft4wrH8hoThopsSTlYPA25MsEztomxuGDPtc+CYFL5nqWPGmHmVHj/oVebPdBvgy2h/5MCAROpvwoUoA+KmHRvl5T3CMHCvEU6iHw0MJQyPt2GC5RoC9Il5fx7wfgrfs0FUvpNjplV4LKBXpT/TytrPpY55k8lfNtZHhIvwviGcUyxeZ51oXgvC8fyxhP35yYTR7R7O9O8qW1/o+D0tx++68y4LufsYD8NtLXf3pwhhPSCBz/1E6KnuH713d7/K3bd397MIQ/s8RKisdiSMRVyP5IYVjL0yYQkhyEkzs66Ekx1HuvuPZcy/ndBTf5RHfwFSOTPrRLhKql+CH1kKvO7uYz0M+3MDsKuZNc3m/FTgeMIVFX8QGgPPEhockgB3X0l45smBhN/VpYRO1gp/hmZ2KKExtr+7z4lZXz937+juRxMa/MMJd3yfRTgI+I6Qq0RVW37cfTEhz0+b2frR5AcJDcwWhM6919Cdd1XiYciEEYQG+rnlLHYT4YTnN4RnNb1BaMjNitaRtfkpR7n1aTVvJ29VoQ5aShha4z13X0G4KrgFoYGfjRm6AXjGy747alH0b5OYaU3QkIfV5SRWDwuVNA/D2x3t7h0JnTz3Af8i5OdbQtvrHDPbNsFVzvWSw4+n0qbuRugAeKUqn5cqtZ8rbC9kYd0DgJltHpXzIncfHjNrEaXrnkU6BktMFfZdudb+qWjfJdUkmXNA7j7J3adF7e1RhP3SkdG8Ze5+VnQMfxWhXruGcJxcm3AMv7Ml90ye6qqDyjxmjPleiRw/SAwzqwV8QNgPrU042V38bLiKPtcQ+CdxbSN3f97dO7v7/oTzccsJ9dUdhCF/Xya5u/Cq8/h9mbs/D1xlZh2jyRUeC0jNqix/2VYfReXtT2gHlXoMkLvPBQ4hPA5jJuGOrY/QOcVy6fgdSMPxuzrvcoNT9q2oZalDGeODm1l7wlVZjwAdgC+jA7KxhCswU2Jm3c1sUQWv7jHL7kC43f00dy/1TAkzu4HQC7+vh/G2JXE9CFeP/G5mMwjDEhxhZl+Vs/x4Qr6KFf+/RN6yKT8Vcfff3P0gd1/P3Xcm7AQ+T7V8axJ3H+/ue7h7C3fvRRhnutyfYdTQehQ42N0nlLNMS8LDiv9LOAgYH+3kqys/bSvJz/HlfLQW4QHqG0TvOxKuPJvnYZzt+4AuluTY/FJCmfskAHdf6u4XuPsG7r4pYcz9L929xNj6WZyfeAnVp1KxJOug+J95mbIoQz2BC81sRrSP3gh4ycyu9PAc4OmEeqhYRzR0eMrMbDfCHQrV1bl1FvCZu39LaBN9ER18TqAahtUxs2sqylMZHzkZeM3dy5onielBcu3nhNoLWVT3FA8d+xHhuRzPxK1qIqp7UpLMvisH2z/l7rtSLYNUKJlzQGUuGx2nmbu/z+r9lQNfUD0ZOr6SDLWNWbbSY8YY5R4/SCnNCX+T90cdv3OBJ6n84v/DCXdhDylrZtS5dzPhRPwWwB/RublqqX+ibVSUnYqeJ1yX1c/CSuhYQGpMwvnLkvqoCeFGhBej/dnY6ONTi885uvtQd9/J3ZsTntu2FTqnWCEdv9d8G1qdd1nGzJqZWS8za2BmdaLA7E64mqGs5c+w6K4RC1f7Xk3cQ9bNzIAHCFcXFAGTgW4WnmW2B+EWVczsFDObUpVye3gAcaMKXsOjbbQnDIX5L3d/u4zvczVhXOx9oopfkvMIoaHbKXo9BAwierZcGZ4EDjOzTmZWlzCs1AiPeX5LNuUn2k4DwnAiAPUt5oGjZraNmTU2s3pmdgLhlu27qlKmNZWZbR/VP2uZ2WVAa8LQB2Utuxfh7sYj3KVAtWsAACAASURBVL2iBs1dwHXuvoSQn53MrBHhZFlxfnqYWZUa3u7+eyX5eTbaxj5mtoOZ1bbwbJu7CEP3fhetaixwkpk1jf4eziM8TLfUlaFSmpmtb2bHmFmj6GfcizDkxCflLL+BhecFmYW7sa8lPDg6XlbkJ9pObJ1TL/pbKT5ZUml9KpVLpg4iDAfY1cz2tvDw84sJz//9Lm65bMlQT8LBR/E+ehrhoOSBaP7TQB8zW8fMtgbOrOC7CxC1lRsQrt6tXdx+jlvsZOBVd6/wKshE1hW1uc8nDKsIIU97RnnakdV5GmBmA6ryndz95oryFFee4ivnS23LzOpG36cWUCf6PrWrUqY1QLLt50TbC1lR91h4Bs0nwAPu/lAZq3oa+HfxfplwsnZAVcq0pkqy/Zxr7Z8K911Rm68BocOlVvRzqFuVMq2pqnAO6JCorWBm1oUwnNibccs0INzldkk0aTLQIzqG343VGbrezIZUpdzu/mwlGfo92ka5x4zJHj9ISdF+ZzJwbpSdZoR2z7iKP8nJwNNR50lZ+hAuUpkG/A5sZeFk+p6szk47M3Mza1fFsleUnZujbXQ1s27R+Z2GFi4aaEkYbhgSPxaQGJW1eSs55l0l0fxlUX30F+GCvuL9WXEn4z+IMmXhfFFdC+eL7gCmunuZdbEEOn6v+eN3dd5ln7qEcYdnEwL8L+BQd/8BVt+hFLP8bsAEM1tMeKjvu4TbkGOdCnzr7l9E718jBG424c6kh6PpGxGGZ6hJlxLG93/cVvdox/ZK3wy0BX6yxK66kRjuvsTdZxS/CLfxLnP32VA6P+7+CSEvgwhDtWxO6DyNlU35gXCbdfF3+D56X6wXoSKfD5wD7Ff83SVhJxKuHplF2FHt4+Gq8tirU4qvoryWMF75uzF/ryWGmTSzPQljUr8OEB2wDSIMbbonoREHIT+ja/ar0YzwjJq/gF8Ied/PwxCHEK60X0YY03o2oTF3WA2XKZ84YYibqYS/wTuAi939TSgzP5sRhotaTBiy5Sp3Hxy7wizLD8APhDpnA8IJlaWE50EkWp9K5RKug6K20QmEE+3zCcOc/J+Hu6CIPpM1GXL3uXH76EJgvq++Y+o6Qt30G+G5Ird7uDpVyteH8Hd4FSELS6NpwKqTBUdRxpCZFu5wi91nVbiuyB3Af2N+Z/8D9iLk6a2YtlK62kSHEvZpn5Yx71HCdzgW6B39/8Q0lCnnJNt+JoH2QjbVPYRnkW0KXBfTXov9Pg8DbxPuHv02KufDpVcjFUim/ZxT7Z8E9l0nEuqXB4Hu0f8frcky5aFkzwEdQ3jW6d+EE4e3ehhqM9Y1wLPu/kf0/mHCkHazCW3116Pp6dhfVXTMWOHxgyTkcMLwfrMJuShgdSdJ8R1usSNhbUBouzxd1srMbCvCRdD3Abj7dEKdM5HQUXx1tOhGhDbrn9X7dUqoTzhJPjfazgGEZ9ZPi8pW6bGAlKmyNm+5x7xltJ8rzF8kK+ojD2L3Z8XnCmfGZOYKQj38B6ETSueDKqfj9xo+fi9+iKQIZjaYcHeVrlKRpCk/kgozewx4WVc1SVUoP5IqZUiqS3QV8Thgew/Du4iUS3WPpEL5kVSZ2TdAT9eoR5IkM+sDzHZ3Xewh1UL1kSRjTWoDqfNOREREREREREREREREJEto2EwRERERERERERERERGRLKHOOxEREREREREREREREZEsoc47ERERERERERERERERkSxRJ9MFWJMsKyDtDxj8fc6SdG8SgBaN62VkuwAt1q5jGdt4DVqyIv0PqFxRWJTuTQJQr3bmritYq57lZX4yUf/MWrg83ZsEoPnamat/GtXPz/z8vbwo7fkxMvOjzOSzgBs3qJWX+Zm/pDDtP9SlKwrTvUkAGjfIXNM6X/OzdGX6918rCjLT/qmbwSbsWnXzc/81Z1FB2vNTK0M/ypUZarcDtGxSNy/zM2PhyjWm/qlXJ3PHX63yND+Llmfg+D1T+6/amfsV5mv7Z3EGzv9Mnbc03ZsEYMPmDTOyXYC18/T8z+wMtH+Wr8xM/ZPJ46+mDfOz/vlrafrP/2Tq/HMmf4OJ9l/ozjsRERERERERERERERGRLKHOOxEREREREREREREREZEsoc47ERERERERERERERERkSyhzrsEmFkPM3MzWzfTZZHco/xIKpQfSYXyI6lQfiQVyo+kQvmRVCg/kgrlR1Kh/EgqlB9JhfKTn/Ky887MhpjZ/Zkuh+Qm5UdSofxIKpQfSYXyI6lQfiQVyo+kQvmRVCg/kgrlR1Kh/EgqlB9JRF523omIiIiIiIiIiIiIiIjkorzrvDOzAcAewPnRraJuZpuZ2eNmNtnMlprZT2Z2hZnVivlcBzP72MwWmtnfZjbOzPYsZxv1zex1M/vKzNZP01eTNFB+JBXKj6RC+ZFUKD+SCuVHUqH8SCqUH0mF8iOpUH4kFcqPpEL5kUTVyXQBasBFwJbA98A10bT5wJ/AUcBsoAvwCDAXeDxa5jlgXDSvAOgALItfuZk1Ad4kdHz2cPeFNfVFJCOUH0mF8iOpUH4kFcqPpEL5kVQoP5IK5UdSofxIKpQfSYXyI6lQfiQhedd55+5/mdkKYIm7z4iZ9Z+Y/08xs87AsawO/8bAHe7+ffT+5zJWvx4wkOgPyd1L/XEAmFkzoFn89Omz59OsWanJkkWyOT9/zpyn/GS5bM6P6p/sl835+X3GXOUny2Vzfib/OYemyk9Wy+b8TJul/Ve2y+b8/PzHbNU/WS6b8/P9b7OUnyyXzfn5Y4aO37NdNudnqs7/ZL1szs9Pav9kvWzOz5RpOv+TTfJu2MzymNk5ZvaFmc02s0XAJUDbmEXuAh4zs0/MrLeZbV3GagYDU4HDywt+5GJgcvzr/nvvrpbvIumXDfl54D7lJ1dlQ35U/+SubMhP//vuqZbvIumXDfl58AHlJ1dlQ360/8pd2ZCfh/vfWy3fRdIvG/Lz6IPKT67Khvz01/F7zsqG/Oj8T+7Khvyo/ZO7siE/D96v4/dsskZ03pnZ0cDdwACgF9AJ6A/UK17G3a8HtgXeAHYFxpvZaXGregfoRrgltSJ3A5vEvy648OIUv4lkQrbk5/x/KT+5KFvyo/onN2VLfs7710UpfhPJhGzJz7nnKz+5KFvyo/1XbsqW/Jx93oUpfhPJhGzJz5nnKj+5KFvyc56O33NStuRH539yU7bkR+2f3JQt+Tn3Ah2/Z5O8GzYzsgKoHfO+GzDG3e8vnmBmm8V/yN1/An4C7jWzB4EzgCdiFrkWmAd8ZGY93f2bsjbu7guABfHTlxVU4ZtIJmRlfpas8Cp8FcmArMyP6p+ckZX5+Xt5URW+imRAVuZn/pLCKnwVyYCszM/SlVX4JpIJWZmfOYvUAMoRWZmfGQtVAeWIrMzPouU6fs8RWZmfxTr/kyuyMj+z1f7JFVmZn7+W6vxPNsnXzrspQBczawcsIoz/eoqZ7R/9/xhgD8KDIDGzhsAdwMvRZ1sS/cHEr9jde5uZsfoPYFwNfxdJvykoP1J1U1B+pOqmoPxI1U1B+ZGqm4LyI1U3BeVHqm4Kyo9U3RSUH6m6KSg/UnVTUH6k6qag/Egl8nXYzDsIvdeTgNnAe8BLwHPAWKAdcGfM8oXAOsBTwA/A68Bo4N9lrdzdrwEeBT42s4418g0kk5QfSYXyI6lQfiQVyo+kQvmRVCg/kgrlR1Kh/EgqlB9JhfIjqVB+pFLmrlux02VZAWn/Yf8+Z0m6NwlAi8b1Kl+opra9dh3L2MZr0JIV6f9jXVGYmVul69XO3HUFa9WzvMxPJuqfWQuXp3uTADRfO3P1T6P6+Zmfv5cXpT0/RmZ+lJlsFzVuUCsv8zN/SWHaf6hLV2RmqM7GDTI3qEW+5mfpyvTvv1YUZKb9UzeDTdi16ubn/mvOooK056dWhn6UKzPUbgdo2aRuXuZnxsKVa0z9U69O5o6/WuVpfhYtz8Dxe6b2X7Uz9yvM1/bP4gyc/5k6b2m6NwnAhs0bZmS7AGvn6fmf2Rlo/yxfmZn6J5PHX00b5mf989fS9J//ydT550z+BhPtv8jXO+9EREREREREREREREREco4670RERERERERERERERESyhDrvRERERERERERERERERLKEOu9EREREREREREREREREsoQ670RERERERERERERERESyRJ1MF2BNsrKwKO3bXK9J/bRvE6CWWUa2m8+WrChM+zZr18rM73FxBr5rsbXqqVqsLvXqZOb6kKUrM5efRvXzMz+bn/9q2rdZr369tG8TYM602RnZLsDS18/I2LZr0uLlBWnf5toZ+lssdM/IdvOZk/6faa0MXd5YWJTJ/ORn231pBtqUmWqH1M7g8VfLJnUztu2atKIg/cfvRRnaj/y9NP376mKt8jQ/mWj/fPnH/LRvE+DEWz/OyHYB5j59bMa2XZMycf4nU3sRtX+q3379hqd9m/2O7pj2bQIsXLEyI9sFOKh9y4xtuyb9OOPvtG/zopfHpX2bAH0O3Doj2wU4YLv1E1pOd96JiIiIiIiIiIiIiIiIZAl13omIiIiIiIiIiIiIiIhkiUo778xsiJndX9UNmFkPM3MzW7eq60hwO6eY2aKa3EbMtq43s2/Tsa1cd2Cvvbj8kn9V+fPDhw2h2Vq1mTtnTjWWqjTlJzsdun9Prrr0wip/fuTwoazfuK7ys4ZSfsrclvKToOXDb2fluOeq/PnC2T+w7I0z8eU1O+SE8pOdDuq1F5dfUvX6Z8SwIayzVh3VP2uoA/bZi0svTqH9PHQITRqo/bymOu6wXlx/9SVV/vxnI4execu1mDdX+VkTnXBYL25IIT9jRg5jy1bKz5pq4eC+LP78ySp/fuWMScx75jiKli2sxlKVpvxkpwP33YvLUmn/DBtC04Zq/6yprj71MB666eoqf37C2JEc3KEVf82fW42lKk35kWTl0513LwKbZroQkrOUH0mF8iOpUH4kFcqPpEL5kVQoP5IK5UdSofxIKpQfSYXyI6lQfiQpdTJdgOri7kuBpamsw8zqufuKaiqS5BDlR1Kh/EgqlB9JhfIjqVB+JBXKj6RC+ZFUKD+SCuVHUqH8SCqUH0lWonfe1TGze8xsfvS63cxqQQiMmd1qZlPNbLGZjTWzXmWso6OZjTGzJWb2hZl1Lp5hZi3M7PloHUvNbKKZnRoz/2wzm2lmJTobzew5M3sz+n+p206jz/1sZiuif8+Mm+9mdr6ZvWZmi4Gbzay2mT1uZpOjsvxkZlcUf19JXkFBAVdedjEbt2nBxm1acO01V1BUVATAihUruK7PVWy7eVvarNuYPbvtzMcfflBqHd9OGEfP3XehdYtG9NitC998/dWqefPmzuX0k49j283b0qr52ig/+aWgoIDeV1zCFhutxxYbrcf1va8skZ//Xns1HbdqR7uWTdl3j6588tHgUuuY+O149ttzVzZevwn77L4z478pmZ+zTz2Bjlu1o+16jZWfPKP8KD8p8UJWjn+BZYMuYtmgi1j57cu4h/x4UQErJ77CsvcvZ9nb57N8yI0Uziw9IkXRwqksH3rzqmWKFvy2evUrFrFi7CNhHW+dp/zkmYKCAq667BLatVmXdm3WLbP9s93mG7PBuk3Yq1vXcts/e+++C21aNGbP3XZmXKn2z/Fst/nGtG7eSPnJM4UFBVxx6cW0bdWCtq1a0Ofqkvn5T++r2HqztrRq3pg9dtuZj8rIz4Tx49iz+y60XKcRe+xasv08d+5cTj3xOLberC3rN1P7Od8UFhTQt/dldN6yDZ23bMMtN1xTIj+39e3Dbp02p0O7dTmsVzeGffphqXV8P3ECR+y3O+3bteDQfXfj2/Ffr5o3f95cLj77ZHbrtDnbbdxc+ckzhYUF3NjnMnbcqg07btWGW+Pyc3vfPnTfYXM6brIuh/fqxvCy8jNpAkfuvzvbb9KCw/fdjYlx+bnknJPpvsPmdGin/OSdoiIWj32K+S+ewfwXz2DJl8+ubj8XFrDkq+eZ/+oFzHvuVP56tw8rpo0rtYrC+b/z17vXMu+5U/hrUG8K5k5evfrlf7No+H3ROk5WfvJMQWEBV156MW1bt6Bt67LbP9ts1pbWLRrTo7z2z4Rx7NV9F1o1b8QeZZw/PO2k49hms7a0XEftn3xTWFjII7f04Zhdt+KYXbfiiTtvWJWflStXMOCuvpzScweO7LIJlxzTi69GflpqHVN+mMSlx+3PETttwiVH78vPk8avmrdwwTxuv+IcTum5A0fs2E75kbRI9Bd6fLTsLsDZwFnAxdG8J4E9gOOADsBTwNtm1jFuHf8DrgI6A3OBZ83MonkNgK+Ag4DtgHuAh82sZzT/JaAZsHfxysxsbeAQYGBZBTazw4D7gbuB9tE6+5vZwXGLXge8G5X9geh7/gkcBWwD9AauAU5FquTlF5+jqKiIDz8dyd33PchTTzxK//vvAeD8s09j5PBhPDpgIKPGjuPY40/imCMPYcL4kg24G/7Tm+v63szQUV/QvEVzzjrtRNwdgGXLltGxU2deePUtPvtyAig/eeXVl56nqKiIdz8azh339OeZAY/x8AMhPxeeezqjRwzjocefYchnX3P0cSdy4lGH8u2Ekvm56fre9LnhZj4a/jnrNG/BuaefvCo/y5cvo0PHHRj48hsM+3wcKD95RflRflJROHUMeBH1dr+Kup1OoHDKcAp/+QiAlV89SdGcH6m345nU2+t6arfdlZWf3U/RX3+UWEfBxNeos+3h1OvRB6u3Niu/eGxVfihcSa1mG1Ov67+o1/MGUH7yyitR+2fwpyPod9+DPPXEYzy4qv1zOqOGD+ORAc8wcuw3HHP8iRx75KGl2j//jdo/Q0aNjdo/J8W1f3bghVffZPSX40H5ySsvvRDy89HQkdx9/4MMePxR+t8X8nPumacxYvgwHh8wkNFfjOO4E07i6MNLt5+v/09vbuh7M8M/+4J1mjfnjFNWt5+XL1tGpx0689JrbzHmK7Wf881br75IUVERLw/6lL6338cLzzzBk4+Ex9hfddHZjBk1nH4PDmDQkLEcdtTxnH3ikXw3cXyJddxx03+4rE9f3vxwFM3WacGl551Wov2z3fadeHTgq7w39EtQfvLK21F+XnznU/572328OPAJBkT5ufris/l89HDu6j+At6P8nHNS6fzcedN/uKx3X14fPIpmzVtw6flx+enQiYefeZVByk/eWT55JLjTZL8bWGvnM1j+0ycs++49ABaPeoiVM7+jUbfzaXrwLdTftDuLPr2Dgnm/lVjHkq9fYK3Ox9D0wJuw+o1YNOKBEu3n2s3b0XjPy2h68G2g/OSVl4vbP0Nizh9G7Z/zzgrnDx97aiCjovbPMUeUcf7w2t5cf+PNDBv9Bc2bN+fMU0ufP3zxtbf4TO2fvDN00Kt4URG3D3yH8/9zGx+8MpC3nnkEgHv6XMy3X47mslv7c/+rQ+j5f0fR94KTmPzDxBLreOqemzj54t7c/eJgGjdrzp1Xnb8qPyuXL2ezbTrwnwee4YHXh4LyI2lgq3aA5S1gNgRoA2zl0cJm1gc4h9Bp9xPQzt1/j/nMG8A0dz/PzHoAnwL7ufsH0fzdgBHARu4+tZztvgAscvczovevR+9PjN6fQAhrS3dfZmanAPe7e6No/kjgB3c/LWadA4DN3b1b9N6jz1T4RFQzuwXY0d33jt5fDxzp7u3LWb4Z4Y+1hN9nzJ3crFmpyTWqoLDi329NqRX1yx7Yay9mTJ/GF+O+o7iv9vZbbuLJxx5m0OBP6dxhK8Z//ysbbdR21WePO+owWrduw533PMDwYUM4eL+evPrmu/TcJ9zQ+dnokezXc3cm/vgbG2y4YaltN21Yy/IxPz//MXty0zTnp3Ytq3yhGlBQFHJ76P49mTF9OqO/nrgqP3fddjNPPf4Ib7z3MV07bcOXE39mw5j8nHTMEbRq3Zrb+t3PyOFDOeyAvXnh9UHstfe+AIwZPZKD9+3BN99Pps0GpfOzXqM6eZmf6bPnp73+WbBkZVq3V6w4t8pP9eVn3ROenFyr/toVbara1atfL63bKzZn2mwAlg+/HZYtoN7eN67KT8EP71AweSj1ul/Oig/7UH/f/2FrtVj12RWfPYA1bEbdjsdTOPsHVo68g7q7XETtluHHXTT3Z1YMv5X6vW7FGjYvte2lr5+Rl/n5dvKMyU2bprf+Wbt+ZkaGL74s7aBeezFj+nTGjpu0Kj933HITTz72CO8M/oR/dNiacd//UqL9c/xRh9OqdRvuvOd+RgwbwsH77c0rbw4q0f7Zv+cefPvjlDLbP80a1s7L/Pw5a17a91+FRZlpPxc7YJ+9mD59Gl9NWN1+vu1/N/HEYw/z7uBP2aH9Vnz7w69s1HZ1fo7952G0at2Gfvc+wPChQziwV09ee/td9i7Oz6iR7LvX7nz3c9nt58b187P9POHX9Nc/S1cWpnV7xWpHWTnusF7MmjGdD0eNW5WfB+66heeefozn3hjM3l07MPSL72mz4UarPnvOyUexfqvW/PfWe/hs5DBOOHw/nnjhTXbfcx8Avvx8NEcf3JPhX/9I6zal87PZ+g3zMj/jM5CfokrOz9SUlQVhuycc1otZM6fzwcjV+enf7xaef/oxnn19MPvs0oFPx5bMz7mnHEXLlq25/tZ7GDNyGCcesR+PP/8m3WPyc+z/9WTYVz/Sqoz8bNEyP/Pzw2+z0n78/uUf89O6vWIn3voxAAsH96VoyXyaHnLnqvwsHf86y376mCb7Xstfb/ybpoffQ+2111312b8/vZNaa63D2jufxsoZk/j7wxtp1PNK6rUJ9wOsnPUDf39wA80Ov49aa7cote25Tx+bl/n5KQPnf+YvyswofK2aNQDgwH1D++fL8SXPHz7x6MMM+vBTOrffignfl2z/HPfPw2jVpg13RecPD+rVk1ffKtn+6dVzdyb9VHb7p0mD/Gz/bH/1W5PrNGxU0aaqXb+j4+/hSY+FK8J5p6tPPYx5s2fy0NsjV+XnxYf78d5LT/O/Aa9z9oG78NgHY1m/9eoc3HjhKTRfvyXn9bmVCWNHcs1pR3DDQ8/Tebc9AZj09edcedL/8eSHX7Fuqzaltn1Q+5Z5mZ+Pv5kyuXGT9NY/F71c+i7sdOhz4NYZ2S7AAdutn9BJ90TvvPusuOMuMhrYAOgGGDDJzBYVv4ADgc3i1hF7Kda06N/1ASzc6tnbzMab2dxoHYcDbWM+MxA41MzWit4fD7zi7svKKfM2wMi4aSOAbeOmfRH/QTM7x8LQnrOjslwSV5bKXAxMjn8VXy2yptmxy86rKk6ALjt3Zdq0Pxk9agTuTtfO7dlgvSarXoPff5fJk38psY7t2m+/6v+tWocKc/bsWUC4LfqOW29m1y6d2GTD9cjX/Dzc/94kVpE//tGlS4n87NilK9On/cmY0SNxd7rttD3tWjVb9frog3eZMvnXEuvYrn2HVf8vzs+cmPz0u/1/7NF1B7Zq2zJv83P/vXcnsYr8ofxUT36WTByUxCryhzXftER+rPlmsGwBPvdnwFn+8XUse/uCVa+imRPwxbNKrKNW05iDxAZNAfDlf4d/vYiCHwax/JPrWTbo4rzNz+MP3pfEKvJHfPtnp6j989moUP/s0rkDG67XdNVr8PvvMqWC9k/rMuqfO269md267MCmG66ft/l5YA3df+1UVvv5z9Xt5y47tKd1iyarXh+89y6Tfy2Zn/aVtJ9vv+VmdtmxExu3yd/28+MPrZn1T6d/lGz/7LDjzsycPo0vx4zC3dmve2e232S9Va8hH73P71Mml1jH1tuuPs+zfsvWAMydEy5wKSwspH+/WzmwRxd23HrDvM3PE2tofjp2LpmfTlF+vojyc8Dunem06XqrXkM/ep/ffyuZn60qyc+Dd9/KwXt2ocs2+ZufRx5cM4/f66y3eYn81FlvC3zJPApm/QA4f711OfOeP3XVa+Wf31D498yS62i2+sdfq+E6ABQtWwiAFxWxdMIb/PX2lcx/8ay8zc+aev4nvv2zuv0c2j87d25Pm3WbrHp98H4l7Z82ZbR/br2ZXXfqRLsN8rf9M2v0K0msIn9stX3nEvnZuuOOzJ01nUlfjcHdOf+Q3flnl01Xvb4Y/hEz/ih552+7LVf/2pqv1xKABfPmACE/Lz5yN/86fE+O67ZN3ubn+SceTGIVUtOq47JkB3YC4m+xiH/4Yuz84o7A4s7Dy4BLgYuACcAi4Gaizr3IO0ABcIiZfUy4BXXfBMpW2bTFsW/M7GjCraqXAaOAhcD5wGGVbCvW3cCA+Inn/euiyaUXXbOZGZ8MH0PdunVLTG/QoGGJ97Hziytij8Ytvu/uO7n/3ru45fZ+bLtdB3bf5R+dyMP8nH3ehcpPHDNj8JDR1InLT8OGJfNTp07p/BSPe/3APXfx4H39uPHWu9hmu/b03G2nvMzPBRderPzEUX7KVGZ+1truQOWnFKNej95gtUtOrV03brHaJT4DQHQ9VOFPH1Dw82DqdjgGa7IBK4b0zcv8nH7uv5SfOGbGx8M/q1L7pyim/fPAvf343+392G679uy+y455mZ/ztf8qxcwYMnJM6f1XEvm5t9+d3HfPXdx6Rz+2a9+BbjvnZ/v59HNU/8QzM177YHip/DRo0KDE+7LaP8XHX4/1v5vHH7qXPjfezlbbbMf/9dwlL/NzmvJTipnxyvvDS+2/6ieQn+L65/H+d/PEQ/fSu+/tbLnNdhy6d37m56xzdfxemtH0gBtLt5/rxI24UStm/qoT8dGwh5PeYdmkQay100nUbrYRCwddk5f50fmf0syMT0ek3v65P2r/bLtdB7p3zc/2z/q7HKn8xDEz7nrhfWrXidt/1S+5/6pdp06JzwCrntv5+oD+vPHUQ5x5VV/abbENF/1z77zMz7Gnnav8ZJFEO+92NjOLufuuK+HuudGEM1Gt3P3TFMrRDXjbr/cfhAAAIABJREFU3Z8BsPDXsSWwoHgBd19uZq8QeqzXBWYAQytY53fRep+I286kBMoyxt3vL55gZvF3EVbI3RfElr3Y38uLkllN3vhy7Oe4+6pKb+znY2jdug1ddt4Fd2fmzBnsvseeVV7/6FEj2O+AgzjmuBOLJ/1CHuZnzqKCZFaTN74aO7ZEfr4cO4ZWrduwU5euuDuzZs2k2+49qrz+z0ePZN/9DuSoY08onpSX+Vm2ZsZH+amm/LQ84+VkVpM3fP7kEvnxeb9Cg2ZY800Bx5f9Re31qj7MQtHcn6nVqiO12+5SPCkv8zN1/vJkVpM3ymv/7LRzVP/MnEH3FNo/n40aGbV/8rv+WbIys0NYZsoXZeWnTRu6dI3azzNmsHuP1NrP+x9wEMcen9/t5z/mrZn1z7ivSrZ/vvnyc1q2as0OO+6MuzN71kx26bZHldf/xZhR7LXvARz2z+OKJ+Vlfn5fQ/Mz/uuS+Rn35eesH5OfObNm0jWF/Hz5+Sj23OcADs3z/MxcmJlHCGRawZxfSuSnYM7PWMN1qLPeFoBTtHQBdVttV/X1z/qBuht2pv6m3Ysn5WV+Zq+h53/KbP9U4/nDz0aH9k++nz/8R99UTtHnrh8nfF0iP9+P/5Lm67di64474u7MnzOL7bt0q/L6J339OV167MNeB/+zeFJe5mfs5L+SWY3UsEQ779oAd5tZf8KDES8HbnT3H83sWWCAmV0KfAU0B3oAv7r7awmu/0fgaDPrBswB/gVsAnwdt9xA4KNo3nNe3PVdttuBl83sS2AwsB/hD+fwBMpyipntD/wMHEN4tl9mBg/PAzOmT+Oqyy/hjLPOZdLECdx79x1cfmVvNt9iS4465jjOO+s0brrldjp26sz8efMYMXwoG7fbhP87tLJfVbD5Flvy+isvMXrUCFq0WBfCgz6VnzwxY8Y0+lz5b0494xy+m/QtD9xzJ5dcfg2bbbElRxx9LBeeczo33HwbHTruwIL58xg5fBgbt9uEgw5J7GKTTTffgjdfe5nPlJ+8pPwoP6nwZQsomPAitTfpgS/8k4KfPqDOVgdSq1Eram24Myu/ehLaH4U1awsrFlM05wds7fWo3aZzQuu3Ri0p/HMsRXN/gnqNQPnJKzOmT+Pqy//N6Wedw6SJ33Lf3Xdy2ZXXsPkWW/LPY47jvLNO58Zbbqdjpx1WtX/atduUgw9NrP7ZfIsteP2Vl9X+yVMzpk/jyssu4cyzz2XitxO4t98dXH5Vb7aI2s/nnnkaN90atZ/nz2PEsKG02yS59vNrr7zE6P9n776jo6oWNow/Owk1ECCBQEJvShMQlSJSbFcEC3ZAsSBgR+wgWBCk2AApAqLXyvWz94aNbgNFpEvvvSaQQLK/P2ZIQgwhyZ6SzLy/tbJIzkxmn8k8mZyZw9lnzmziKqqfULN96xaGDX6I62/py/Kli3l54hjuuu8Ratetz2VXdeORe/sy8MmRND6tOfv27uaXubOoXrMWF3Xpmqfbr123Pl988j6//zKXCrFxoH5CyvatW3j6sYfocXNfVixdzNSJY7izf2Y/A+7ty4AnR9KoaXP27dnNr3NnUS0f/dSqU58vP1U/oSo9eQ/Jv79ByVMuJG3vBg4v/pySp3UlMiaB4rXbkjR3MqXPuJ7I2FrY1CSObF1CZNl4itdomafbj4xJIGXdzxzZvoyIEmVB/YSUrVs2M+DB++jt3f4ZN/o5Hsz6/mGfXp7t59O97x/md/unnrZ/Qtnu7Vt5edRjdL7uZtatXMpHr03k2r79qVqrLh27XMWYwfdy64NPUrdhUw7s38Oi3+ZSpVpNzr6gS55uv2rNOsz6+lMWL/iFmPKxoH4kAPK68+5tIBL4Bc9hm68Ao72X3QIMAp4BqgG7gV+B/OzmH4Yn6K/wTLf5mnfM7PO7zgQ2eZd3y+0GrbUfG2PuwXP46BhgHXCntfazk6zLZKA5MA3PUYUfAM8DvXL7Jjmxa67rQXpaGud3aIMxhp439eLOe/oDMGHyqzw3ajiPDxrA5k0bqVAhlhZnnkW7fBwJ89Ajg1i3dg3XdO1CSc90d0mon5Bx1bXdSUtLo9N5bTHG0KPnLdx+970AvPjSK4x+dgRDHhvIlk0bKV8hlhZnnMU57fP+P0Hvf/hR1q9bS/erLj023YL6CSHqR/24iKzWCmw6qTOGgzFE1jyHyHoXAlCsxc0cXf4lRxe/jz20B4pHE1GhNlH5OBIv6tQu2OSdpM4bCxHFQf2ElKuv60FaWhoXdDjbu/1zS5btn1d4ftRwnnDY/nnwkUGsW7uWa7teou2fEHRtN08/57Xzbj/f3Iu7+nn6eenlV3l25HAef3QAmzZtpEJsLGeceRbtOnTM8+0/NMCz/XzV5dp+DkWXXXUdaelpXHVxB4wxXNPjJm657R4ARo2dzMQxo3jmqUFs3bKJcuUr0PT0M2ndtn2eb/+u+x5h4/q13Nq9KyW0/RNyLr3qOtLS0rims6efq7vfxM3efkaMmcxLY0bxzNBBbMvST6t89HPnfY+wccNa+vRQP6GoRO22YNPZ/9XjYKBEvY6UbNgZgOizb+PQoo9JXjCN9OTdmOJliKpYl2JVsj/0J1bytK6kHdzBge+fwURq+znUXOPd/jm/fRvwvn94bPtn4pRs7x8WYPvnwQGDWLt2DVfr/cOQ1KHLVaSnpfHg9Z0Bw4VXdOfynrcBcO/QMbz78hj++8JQdm3bQply5TnltNNpelbbPN/+dX3vY9umDQy5owfFPdNFqx/xO5M5E6b424GU9ID/sI+mBefxjchygtBAK1cqIniD+9HOg0cD/mBGBulHeTTwvyoZKpWJCsl+Dh/NcQ5tv9qbHJypYoLVLYRuP5V7vxfwfoqXKH7yK/nBzs07gjIuwKGPeodkPxv3pAS8n+gSvjitc/4FcfOH8qUiQ7Kf5COBf7GSFsTtkGApWyI0t5837A7888+hI2mBHhKAyCA+AdWNLxWS/awPQj/pQXp/5kjgX2pmqF85NPvZtj/w8z7P3xCcAy56jvo+KOMC7Hqje0j2syMI7//sOZga6CEBqFK+5Mmv5CcxJUNz++eMoT8GvJ/R1zUL9JAA7E8N3hTFlzSpHJL9/LZmX8D7ufe9hYEeEoDBXQp+GhRXnRvH56mfCH+viIiIiIiIiIiIiIiIiIjkjXbeiYiIiIiIiIiIiIiIiBQS2nknIiIiIiIiIiIiIiIiUkho552IiIiIiIiIiIiIiIhIIaGddyIiIiIiIiIiIiIiIiKFhLHWBnsdwsbSzUkB/2FXjS0V6CEBSEo5GpRxARLKFTdBG9yPPly4JeD9nFs/PtBDApCUkhaUcQGqVQjNfg4fJeD97E06EughAYiKDN5DWLFMVEj2cyAlPeD9HDwcnL8j0SWigjIuQEzJiJDsZ/bKPQHvp3HVmEAPCUCbp74LyrgAy0ZeFJL9JKcG/sVKRJB+FdMC/1SbIbq4Ccl+uk79PeA/1LUb9wV6SAAubV0jKOMCDO1UPyT7af/CnID3M+2WswI9JAB93vkjKOMCfHVHq5DsZ8G6/QHvp058dKCHBCCYbytWKB3EF39+1GTw9ID/VOcNPj/QQwKw71Dw3j8M1fd/VmxNDng/0SWD8zp6X3Jw3ncCaJQYHZL9vPvn5oD306p6XKCHBGDF9gNBGRfgwoYV89SPjrwTERERERERERERERERKSS0805ERERERERERERERESkkNDOOxEREREREREREREREZFCotDsvDPGPGmM+dtHt/WTMWa8L25LiobnRgzl3Dan++S21E/4eWHkUM4/W/1IwTwz/CnatWzuk9tSP+FnxLAhtD6jqU9uS/2En52z32TNK7f55LbUT/h5euiTnHX6aT65LfUTfma89SKTb+/ik9tSP+Fn5ecvM3toD5/clvoJPyOfHsLZZzbzyW2pn/Cj93/ExYTnn+by83xzflr1I3lhbDDPLJuFMaYMUMJau8sHtxULHLHWBu+sgzlYujkp4D/sqrGlAj0kAEkpgT3hbNLBg6SkphAbG0dCObcTzhbWfj5cuCXg/ZxbPz7QQwKQlJIW2PEOHiQ1NYUKsXHOJywurP0cPkrA+9mbFJwTB0cF+JzlBw8eJDUlhdi4OCqWiQrJfg6kpAe8n4OHg3Pi8ugSgT3RdtZ+YkpGhGQ/s1fuCXg/javGBHpIANo89V1Ax0tPPYRNO0JkqRiWjbwoJPtJTg38i5UIt1/FAksL8FPtwYMHSUlJIS4ujujiJiT76Tr194D3s3bjvkAPCcClrWsEdLzUQ0kcPZJK6ZgKDO1UPyT7af/CnID3M+0W37whmF993vkjoOMdPZxM+tEjFC9Tjq/uaBWS/SxYtz/g/dSJjw70kAAE+i911u3nCqXdXvwV1n6aDJ4e8H7mDT4/0EMCsO9Q4N8/DPX3f1ZsTQ54P9ElA/s6+ph9yYF93ykp6SBHUlIoHxtHo8TokOzn3T83B7yfVtXjAj0kACu2B+9Hf2HDinnqJzi/WTmw1h4EDvrotnb74nak6IguU4ZoyvjkttRP+FE/4qJMmTJQRv1IwagfcRFRvBTgm/+opX7CT5kyZTzPQT6gfsJP8VLRFC/lmx0F6if8RJUs7bPbUj/hR9vP4kLv/4iL6OgyEK1+JHAKNG2mMaaEMWaMMWabMeawMeZnY8w53ss6GmOsMeZiY8x8Y8whY8wsY0w1Y0wHY8xCY8xBY8znxpi4LLd53LSZxpjTjDHfG2P2G2MOeL/vXO9lxYwxLxpjNhtjUowxG4wxI7N873GHnRpjKhhjXjfG7PGuz3fGmMZZLr/Zu07nG2P+NsYkGWN+NMbUznKd6saYT4wxu40xycaYZcaYbgX5+YW7lJQUHh/wAE3rV6d25RguuaAdv8ybA8DcWTNILF+CH6Z/zUUdWlOnSjm6XnwemzdtZN7smVzQ9kzqVY3lxuu6snt35kGa2afNVD+hKyUlhScHPsDpp1anXkIMl13Yjl9/9vQzb/YMqseW4MfpX9P53NbUSyzHlZ3PY8umjcybM5P/tDuTU6vHcnO3ruzJ0k/2aRPUT+hKSUlh0CP306hOVapVLEOnc9vy89zZAMyZNYNKZYvx3bdfc367llSvVJZL/tORzZs2Mmf2TDq2aUHNKuXpcfXl7N6V2U/2aTPVT+hKSUlhwIP3Ua9mAvHlS3N++7OZN8fTz6yZP1GuVCTTv/mK9mefReUK0XQ6vwObNm5k9qwZtG15OokVY7j2ykuP6yf7tJnqJ3SlH01l+3eT+GdcN1Y8dynr3uhP8kbPpm/y+oUsH9WJg6t+Y+1rd7Pi+ctY//YDHNm/g+T1f7H21TtY8UJXNr7/OGmH9mfcZvZpM9VP6EpJSeHhB/pTu3oV4mJKcW67Nsz1Pv/MnPETZUpE8O3XX3FO6zOpWK40F57Xnk0bNzJr5gxan9mcyrFlubrrpezK8vyTfdpM9RO6jqam8u2kpxndvQ0jLmvCf/tfw/q/fwdg7V+/MOziU/jntxlMvecKRl5+Gq8/2J39O7ay7q9fmXLnpYy6ojnvPNGX5P17Mm4z+7SZ6id0pR9JZel7o/nhkYv5tl975j1zK3v++ROAXSvm8/WdrdmxeC5zR9zEt/d24Jfnb+Pwnu3sXrGAOU/fwPT7zmX+xAdIPZh5VGr2aTPVT+hKSUlh4EP3c2qtRBJio7mw49kZr79mz/yJ2Ogopn/zFee2bUliXBk6X9iBTZs2MmfWDNq1akH1+HJ0u+qy47afs0+bqX5Cl97/UT8uUlNSGPH4w7RvVpvT68TR/ZJzmf/rXAB+nTuTxlXLMOuHb7mm0zm0qFuRnldcyNbNm/ht3iyuuKA1Z9avzJ03Xs3eLP1knzZT/Yi/FfScd88A1wG9gNOBRcDXxpiELNcZAvQHWgEVgP8DHgf6Ah2BxsCTuYwxDdgCtPSO8SRw2HtZP+AKoBtQ37suy3O5rde863G59/aSveub9b8qlwAGeu9TG6A8MCnL5ROB0sC53nXvD+zNZUw5gWGPD+TTj97nhfGT+XbmLzRo1ITrr76UbVu3ZFznuRFDeWrEc3z+3Wz27d3D7b1uYPQzT/PM2Il88Pl0li9dwvMjhuY2jPoJUcOfGMhnH7/Pc+Mm89VPnn56XnN8P8+PGsoTw5/js+mefu689QbGPvs0o0ZP5N1Pp7Ni2RJeGKV+wtGQxwbw8QfvMWbiy/ww+zcaNm7CdVdewtYs/TwzfAjDRr7A1z/OYd/evfS+qQfPjxzG8y++xCdffsfyZUt4ZsRTuQ2jfkLU448+wocfvMuESVOZ9fN8GjVpwlWXd2brlsx+hg8dwshnXuD7mfPYu3cPt/Tszqjhwxg7fhKff/MDS5csYcSwIbkNo35C1I6fXmH/shlU6XwfNW+eQIlKtdj47mCOHsx8MbhrzpvEn387NXqOIe3wQTZ/OoJdc6dRudO91Oj+DKk717Fz9lu5DaN+QtTggQ/zwfvv8tLkV5jzywIaN2nCFZdefNzzz9NDn2TUc6P5afbP7N2zh5tu6MbIp4cybuJkvpr+I0uXLGb40CdzG0b9hKjvX32GJTO/5JL7htNn/MdUqn0K/3usNwd2b8+4zsy3XuQ/tz3KLWPe4/DB/Xw4sj+zpo2nS79h9Bz1JjvW/cPMt8blNoz6CVHLPxrP1vnf0eSGwZw98HXKVq3L7xPu4/C+nRnX+efzqTS45j7aPDSVI8kH+POVQfzz1as07jGAlv0ncnDLav754uXchlE/IeqJQQP4+IN3GTfpZX6a+zuNGp/GNV27HPf3a9TTQxj+zPNM/2kue/fs5dYbu/PsiGGMHv8Sn379PcuWLmHUcL3+Ckd6/0f9uHj+6cF8/dkHDH3+Jd7/Zg71GzbmtuuvYMe2rRnXGf/80wwYMor/ffYT+/ft5YE7buKl0SMZ8sw4Xnv/K/5ZsZQJLwzPbRj1I36V72kzjTHRwB1Ab2vtF95ltwPnAXcBx0728Zi1dpb38knAOOAMa+0C77LXgatzGaom8Jy1dpn363+yXbYCmGU9J+1bD8w9wfrWBy4DOlhrZ3qX9fR+z/XAVO9Vo4C7rLXLvdd5DvivMSbCWpvuHfMDa+1C7/XX5PIzKo/nl+c4Py/ZSEy5fy0OK8lJSbzx6hSee3ESF1zUGYBRo8czZ+aPvDZ1Eu06nAfAw4OeoNXZ5wDQ85Y+DH74Pr7+6WeaNvf875hruvfki08/zG2okOvnjZlLiY4pl9t9DnnJSUm8+d8pPDN2Euf/x9PPiBfGM2fWj7z+SmY/Dw58glZtMvt57JH7+PLHnzmtmaefq7uFXz9bduyhfPnwfv5JSkritamTGT1+Mv/p5OnnubETmT3zJ16d8hIdzvXM8T9g8BDatPX0c9OtfRj4YH++m/ULzZq3AOC6Hj357OPw6mf91l3qJymJV16exLiXpnDRxZ4jDcaMe4mZP/3Iy5Mn0vE8Tz+DnhjC2ee0A6BX79t46P5+zJj7G81P9/TT44Yb+eSjD3IbKuT6+fL3NZQN879f6amH2fvHF1S5uD9l6rYCoPJF95C8fiF7FnxGdC3P36eK59xI6epNACjfvAvbv5tIzZvGUbJKfQBimlzAgeWzcxsq5PrZtG23nn+Skpg6ZRITJr1Mp86e55+x4ycx48cfmTxpAueedwEAjz3xFG29zz+39rmNB+/rx+yff898/ul5Ix9/GF7PP53H/kCx0mVzu88hL/VwMvO/+B+X3DuM+i3PBaDz3U+x9s+f+f2zt6l9+tkAdLixPzWaeP4neYvO3fjmpaHcOu4jEup5/sN30wu6smz2N7kNFXL9tBn2FVGlwrufoymHWD/rQ5pc/yjxp7UFoHH3R9i1fD7rZ7xPXANPM/Uu7UtsPc9MFNXbXcHSd5+nzYDXKFejAQCJrTqz7Y8fcxsq5Pr5aeE6yob5+z9JSUn8d+okxk6Ywn86ef5+vfDiRGbN+JFXpkzMeP018LEhtGnr+ft1S+++PPLAvfw4+1eaef9+dbu+J59+FF6vvxo88CGRJX0zNV9Rpfd/Ct7Pb8s26f3n5CTeeWMqTz07gQ4XdALgiZFj+XXODKa9Npk27TzbRPc89BhntPL8fbu2560MH/wg7309m0anef6mXX5ND7794uPchgq5fl6duYTosuH9+r0wKciRd3WBYsCcYwustWnAPKBRluv9leXzbd5/F2VbFp/LOC8AU40xPxhjBhljGmS57DWgObDCGDPBGNPFGHOi+9IQSPeu37H13eddl6zrm3IsfK/NeO7nsYjHAoONMfOMMcOMMWfksu798fxyHPfxxtQJuXxLeFi7ZjVHjhzhrNZtMpZFRkZyRsvWrFi2NGNZw8aZU/hUiq/sXdYky7J4du7YkdtQIdfP52/n+j8Vw8K6tZ5+zmyVrZ+zWrNyec79VKzk6adBo8x+KsbHs2tnePUz/sUxud3fsLB2zSqOHDlCy9ZnZyyLjIzkzJatjnv+adTk388/jY57Topn547M/6meg5DrZ+K4sbnd37CwZrWnn1Zt2mYsi4yMpGWr1ixbuiRjWZMmmVNgVor3bOY0bnJ8PzvCrJ/3Xnspt/sbFlL3bob0o5SqmvmjNxGRlExsQOqu9RnLSsRnzHhCVLTnIShRKXNZZHQF0pJz/Y+TIdfPhHH6+3Xs+ad19uef1m1YtjTz71eT0zKff+Ire/5+ZX3+iY+vHHbPP6u++19u9zcs7NmynvSjR6jWKPPHFxEZSbWGp7Nzfeb7S/G1T834PLpCRc+yWqdkLCtTviJJezOPFM5ByPWzaea7ud3fsHBox0Zs2lEq1M0yxXdEJOVrNyFpS+b7gWWr1sv4vERMbI7LUg9kTruag5DrZ9qr2v5Zm7H9fPzrr7NatmZ5ltdfjY/bfva+/sr29yvcXn/t+jXXnU1hQe//FLyf11/W+88b1q7h6JEjnH5W64xlkZGRNDujJatXLstYdmrDLK1U9Lx+r98gY6ZK4irGszvM+vny7am5fIsEWkF23hnvvzaHy7IuO5J9ubU2+7ITjm+tfRJPnB8DZwN/GWN6eS9bANQCHvXexuvA9BP8ApgcluW0vkdPcFmEd8xXgNrAf4FTgLnGmCdPcLtjvNc97uPG3nflsirhwfMfDcCYfz8sWZdFFSv2r+XFsi1LT0/PbZwnCbF+Lrm+Ty6rEh5y7SfLQ5W9lZyWhVs/d/frn8uqhIfc+iHLsmJR6if7x5333JvLqoSHvP790vPPv/u55uY7clmVMJPT80/Whyoi6l/LTWRUliUGbE6b4B6h2M9d9+jvl7afC95P3Qu657IqYSKjn39flLWfyOzPNUBklm0ijMHzH7pPNEzo9VO1/bW5rEp4yPiBn2T7OSLy33+/si8Lt3569NL2T55ff+Xl71eY9RPX8spcViU86P2fgvdzUx+9/5zX55+oYlH/Wh7u/XS+vncuqyKBVpCdd/8AqcA5xxYYYyLxzLO65ETfVBDW2pXW2hettV2AV4DeWS47YK19z1p7B9AFz7Sd9XK4mSV47mfGf9UwxsQAp+V3fa21G621U6y115J5/r6crrfXWrs2+0e4H7IMULtOXYoXL86v8zKPEk5LS2P+rz9zyqkNfTpWqPUT7lNmAtSq7ennt5+z9fPbz9RXP8eul2M/4T7lGEDtOvUoXrw4v8zLOHCctLQ0fv/1F05toH6811M/J1Cnrqefn+dmTlmYlpbGr7/8TIOGjXL5zvwLtX7CfcpMgOLlEzGRxTi0cXHGMpuexuHNyygRV8OnY4VaP3r+yXz+mZf9+efneTRoqL9f3uvl2E+4T5kJUCGxJpFRxdiweH7GsvS0NDYu/YOKNXJ6+Aou1PoJ9ykzAUpXqoaJKsaefxZmLLPpaexd8zdlEmr7dKxQ6yfcp8wEqJ2x/Xz866/ffv1Zr78yr5djP+E+ZSbo/R+XfvT+M9SoXYdixYuz4NeMA9lIS0tj4fxfqVu/QS7fmX+h1o+mzCxc8n3OO2ttkjHmJWCkMWYnnkMq7wMq4zkp4qm5fX9eGM+JGJ8D3gPWem/7HOAX7+X34zkZ5J94jvDrAewHNuawviuNMZ8Ak40xffGcpPFp7/Wn5WOdxgJf4ZmrNgbohI93VoaD0tHR3NirL8OHDCY2Lo4aNWsxZeKL7NixnZt638aqlSucx1A/oat0dDQ9b+nLiKc8/VSvUYupL73Izh3bufHW21j9j/qRE4uOjubm3rcx9IlBxMZVpGbNWkyaMJbt27dxS5/b9fwjuYqOjubWPrfz5OBHiYurSM1atZkwbgw7tm+jd987WLkyt/NO5436CV0RxUtSvnkXdsx4lchSMRQrV4U9v3/E0aQ9lG9xCam7//UQ5pv6CV3R0dH07ns7jw8emPH8M/7F0Wzfvo2+t93JihV6/pETK16yNGd06cEP/32e0jEVKF+lGr989BpJe3dxxiU92LXxhKdCyTP1E7qiSpSiRrsrWfHJRIqXKU+puATW/vAOqQd2U739VSRtW+c8hvoJXdHR0dzS+3aeevxR4uLiqFGrNi+NH8uO7du4tc8d/KPtZ8mF3v9RPy5Kl47mup69GT3icSrExlG1Rk3eeHk8O3dsp/tNfVmzSv1I0ZDvnXdej3j//S+eOVX/ADpZa7cYY5x33gFpQAU8h5NWAXYBnwMPei8/ADwE1MdzeOgfwMXW2uQT3N4teA4F/RQoied8fZ2stYfysU4RwDigunf874EH8vH94jVoyHAA7rurL/v37aVJ0+a8/f5nVK6S4JM3z1E/IW3gk55+Hrjb00/j05rz5nuefnyx8Yb6CWmPPzUCgHvv6M2+fXs5rWlz/u/Dz6mi5x/JgyFPjwTgzttuZd/evTRtdjoffPIlVRISfLLzDvUT0ip27AXA1i9fID0liRLxdal27TCiysT5ZOcd6iekDR0+CoDb+/Zi3969NGt+Oh999hVVEhJ8svMO9RPSzuv1EACfjR7SK8+zAAAgAElEQVTI4YP7qVK3Ed2HTqVsbLxPdt6hfkLaqV09068tenMoRw4dJKbaKZx512hKlqvok513qJ+Q9uQwz+uvu2/3vv5q1pz3Pv6CKgkJPtl5h/oJaXr/R/24eGDQUAAG3387+/fvo2HjZkx++yMqVa7ik513qB8JAGNzOW+G+NbSzUkB/2FXjS0V6CEBSErJPgVv4CSUK57bPMFF1ocLtwS8n3Prxwd6SACSUtKCMi5AtQqh2c/hozmep9Sv9iYdOfmV/CAqMngPYcUyUSHZz4GU9ID3c/BwcP6ORJco6P9rchdTMiIk+5m9ck/A+2lcNSbQQwLQ5qnvgjIuwLKRF4VkP8mpgX+xEhGkX8W0wD/VZogunuMJGYu8rlN/D/gPde3GfYEeEoBLW/t2Ct78GNqpfkj20/6FOQHvZ9otZwV6SAD6vPNHUMYF+OqOViHZz4J1+wPeT5346EAPCeR6Ol6/q1A6iC/+/KjJ4OkB/6nOG3x+oIcEYN+h4L1/GKrv/6zYmhzwfqJLBud19L7k4LzvBNAoMTok+3n3z80B76dV9bhADwnAiu0HgjIuwIUNK+apn4Kc805ERERERERERERERERE/EA770REREREREREREREREQKCe28ExERERERERERERERESkktPNOREREREREREREREREpJDQzjsRERERERERERERERGRQiIq2CsQTirFlAj4mLX6vBPwMQEO7d4ZlHEBDn3RL2hj+9P1AwL/WN52+8UBHxNg4Ll1gzKu+NY5Q78LyrizHjs/KOOGslXbkgI+pjEBHxKA+JjgjAsQU7J48Ab3o9qVogM+5uEjaQEfE+DbhzsGZdxQZoMwZlp6MEaF5JTgdAsQXTw0Xxbe2qp6wMcs0bZmwMcEqFuxTFDGDWX3XxD41yRdJ8wJ+JgAgy5rGJRxQ1mZEoF/Xn17wYaAjwlweaOEoIwLUKF0ZNDG9qdvHuwQ8DHfW7Qx4GMCXN4oMSjjhrJDQXgt9OqC4PRzXePgPf+EqqggvBmz60BKwMcEKBVV+P+G6Mg7ERERERERERERERERkUJCO+9ERERERERERERERERECgmf7rwzxlhjzNUn+jqH69fyXudMX66HFE2Hv7yXtC1/nvDr7NKTd3H4y3tJ37s+EKsnhVyVcsX57OMPTvh1duvXraVKueL8uWB+IFZPCrnE8iX4/JMPT/h1dhvWrSWxfAkW/qF+RP2Im5pxJfni0w9P+HV2G9avpWZcSf5SPwLExxQ7bnsn+9fZrV+3lviYYvy54PdArJ4UcvXiS/PVZx+d8OvsNq5fR7340iz6U88/Alc2S2Du9M9P+HV22zdt4MpmCfyz+MSv8SV8VI8tyRdZtpezf53dhvVrqR5bUtvPAkDFMsX49KMPTvh1duvXraVimWL8oe0fAVrUiuG7Lz8+4dfZbd6wjha1Yljy14JArJ7IcYJ9coMNQAIQvBOkSZFlSlWgxPlDoVjgz6UjRV/VatX5a8V6YuMqBntVpAhKrFadP5evUz9SIOpHXCRWrc5vS9aqHymQqtWqs2jlBuLUjxRAQtVqzFu0mgrqRwogrkoir3y/kJjyscFeFSmCEqtWZ/5Sbf9IwVStVp3Fq7T9IwVTObEa3/66kvKxccFeFQlDQd15Z61NA7YGcx2k6DImAkrEBHs1pIiKjIwkvnKVYK+GFFHqR1yoH3GhfsRFZGQkldWPFFBkZCSV1I8UUGRkJBUqxgd7NaSI0vaPuND2j7iIjIykYnzlYK+GhKl8TZtpjOlkjJlljNljjNltjPnGGNOwoINnnzbTGNPR+/XFxpj5xphD3vGqGWM6GGMWGmMOGmM+N8bEZbmds4wx3xpjdhpj9htjZhtj2mQb6xRjzAxjzGFjzHJjTGfvbd2c5TpVjTHveO/fHmPMF8aY+lkur26M+cR735ONMcuMMd0Kev/DTdqOpaTMG8vhbwdwePpAUn99ifSDBd93m33azLRdKzn85b2on9D0w3ffcHmnczm1RjwNalam2xVdWLF8aYFvL/u0mXNmzaBKueLqJ0T9+N03dL34PBrWrEyjWlXofmUXVjr0k33aw7mzZpBYvoT6CVHqR/24+On7b7m6y3mcVqcKTesm0PPqS1i5fFmBby/7tJnzZs+gZlxJ9ROifpj+DZde1JH6NSpxSo14ru3a2Xn7J+u0mXNmzSA+ppj6CVEzfviWbpdeQIv6iZxxSlVuvvYy/llR8Oef7NNm/jxnJvXiS6ufELVgzg8Muvlyep7TgBvbNeSp27uxcfWKAt9e9mkz//5tLlc2S1A/IerH777lys7n0aR2FZrUSeD6q9y3f7JOmzlv9gyqx2r7J1R9P/0bLrmwI3WrVaJe9XiuubwzK5a5bf9knTZz9swZVCyj7Z9QNeen6fS65iI6NK1Bx2Y1uLNnV1b/s7zAt5d92szf582iRa0Y9SMBkd9z3kUDY4CWQEdgH/CZMaa4j9drCNAfaAVUAP4PeBzo6x23MfBkluuXBd4E2nnX7U/gS2NMRQBjTATwEXAUaA3cDDwBlDh2A8aY0sCPwGGgA9AG2AJ8570MYCJQGjjXuw79gb2+u9sh7mgKUbU6ULzt/RRvdTdEleTI7y9j04/6eiT1E4KSk5Loc8c9fPXjHD78YjplY2K48borSU1N9fVQ6icEJScl0+f2e/jih9m8//l0YmLKcVM39eO7ux3a1I/6cZGclESv2+7h0+mz+b9Pv6VsTDluvV79+O5uh7ak5CT63tmPb36Yy0dffkdMuXLccO0V6kfy5FBSMjf3vZsPv5nJ2x99TdmYGPrecLX6kTxJOZTMJTf0YdTbX/LUKx9QumwMw/vdxJEj6kdO7lByEr1vv4fPvpvNe599S0xMOW7poe0f393t0JaclMRtd/Xj25/m8slX3xETU47rtf2jfvLo8KFkru91J29+8gNT3vmSsjHl6H/rtRxRP1IE5WvaTGvtcWf/NMbcAuzHE9xsH67XY9baWd4xJgHjgDOstQu8y14Hrs6yXj9kW697gKuATsBbwIXAqcB/rLWbvNe5D5iT5du6AQa4xVprvde5DdgOXAK8C9QEPrDWLvR+z5qcVt4YUx4on335Pxt2UK78vxaHjciE5sd9XaxpD1K+fQS7dx0mtq4vhwrJfkqc/zSmWKm8/xRCzCWXX3nc12MmTqV+tTj+mP8brdq09eVQIdnPlh17KB/Gzz9dLr/iuK9HT3iZU6pXVD/ZnKifmX+tp2w59XOM+slfP4vXbqNcGPfT+bLj+3lu3BQa16rEwgW/cVZr9ZNl/Bz72bhtd1j//bo02/bP2IlTqVs1lgXzf6V1m3N8OVRI9jNt9nLKxJTL+08hxHS6tOtxX48aO5nmdSvz14LfObP12b4cKiT7eWvWMqLDuJ82F1xy3Nd3DxnDDW3r88+iP2jYopUvhwrJfn5btokYbf9keH78FBrWrMSfC36jpbZ/so6v7eccXNr1+O2fFydNpXZCLAt+/5XWZ2v7J8v4Ob9+X7Q+rJ9/zr/48uO+fvLZibRrUpW/F87n9LPanOC7CiQk+3lj5tKw3v4pbPI7bWZdY8w0Y8wqY8x+YJv3Nmrk4Xu/Mp7DPA8aYxaf5Op/Zfl8m/ffRdmWZUyWboyJN8ZMNsasMMbsAw54Lz+2Xg2AzcfC9/oNSM/y9RlAbeDAsfXEc2RhBeDYnqWxwGBjzDxjzDBjzBknWP/+eH4xjvuYPPHFk9zt0JaetJPUP14n5aenOPztw6R8Pxiw2EN7Tvq9qb9N4vA3D3H4m4dImTniZFcPyX6Orp1xsvsd0tauXsUdt/akVbMG1KsWx2n1q5Gens6mjetP+r3dr7qUOokVqJNYgfatmp3s6iHZz/gXx5zsfoe0tWtWcWfvG2nTvAGnVK9I01Oqe/vZcNLvvf7qS6lXNZZ6VWPp2Lr5ya4ekv28/erEk93vkKZ+3PqZ+tK4k93vkLZuzSru6Xsj7c5oSOOalTijYY0893PjtZfRsEYcDWvEccHZp5/s6iHZz4Rx4f33a83qVdzeqydnNT2VOlVjaVyvqqefDSfvp9uVl1AroTy1EsrTrmV4bv98+taUk93vkLZuzWruu/1mzj2rMc3qVKZ141qkp6ezedPJ++nV7XKa1qpE01qV6NTuRD/2DCHZz2dvv3yy+x3Stm5Yy+gBd3JHl9Zcf3Z9ep13Gunp6ezYuumk3zv0zh70aF2XHq3rcu8VHU529ZDs5/WXJ5zsfoe0tWtWcXefG2nboiENa1Ti9AZ53/7pec1lnFo9jlOrx3F+m/Dc/gn37ec1q1fR95aenHnaqdRKiKVRHc/2z8Y89HPdFZdQs3J5alYuT9szw3P75+1Xwvv1+4Z1q3m0Xy8ua9+Udk2qcsGZ9UhPT2fr5pP3c/dNV9K2UQJtGyVw9YUtT3b1kOzn8zDf/ils8nXkHfAZsAm4zfvvUWAJkJdpM3sDxw4bOnKS62a93AJYa7Mvy7rj8XWgMnAfsBZIAb7Psl7m2O3kIgLP4ao5zQG727sOrxhjvgE6AxcAc40xI6y1T2a7/hjgtew3ctud/XLc0x0ujsyfgilRjqgm12FKlgMTQerMEVibdtLvLXZaN2yaJwETEXnSobJ8HjL9RNXqENb99Ox2BQkJVXl2zASqJCYSFRVF+5bNSE092dMJvDBuEocPHQIgqlixk109JPu5u1//sO7npm5XUiUhkVFjJpCQkEhkVBQdWzXP07QJz704icOHPf0UiwrPfq7vdaf6UT8F7qf3HfeEdT+9elxFlYRERjw/nsoJVYmKiuKCs/PWzzNjXuLw4cMARBU76WZ7SPZz1z3h/fer53VXUCUxkefGTiQhMZGoyCjOadk0T9PWjR4/mUPe7Z9iYbr9c9kNfcO6n749r6ZKlUSGPTeOygme7edO57TIUz/DR0/k8CHP80+49nPp9X3Cup/h/W4kNj6B2x97hrj4KkRERnHvlR04euTkr7/ufOJ5UlM8/URGheffr5v63BXW/fTq7tn+GfnCeKp4t3/Oa5PH7Z+xmds/xcJ0+yfct5+vv+YKEhITef7FiRmvv9qe2TRP/YyZoO2f628N79fv/W+9jvgqiQwaPpZKVRKJiozk6gtbciQP7x8+Pmp8xuv3qDB9/X5JmG//FDZ53nlnPCdYbAjcZa390busRV5vI9teY187B+hnrf3Cu16VgYQsly8FqhpjEq21m73LzuT4X6AFQHdgp7X2hPPAWms3AlOAKcaYR4B7OX7+Wrzf/6/b2HnQ5+d2KzJsahL24DaiGl9DZJznHJrp+zaATT/Jd3qYkuUx/lu9ItFPqYtH5/NuhY7du3excvkyRjz3Iue07wjAX3/+wdGjefudSkis6se1Kxr9HA7fp5+MfoY/O5a26qdA/fy5/kA+71boUD8eLv1s2uvzcwsUGXt27+KfFcsY+swYzm7XEYBFC/PeTxX1Q1LqyV6/hq7du3axYvlSRj6fdftngZ5/8tHPZ4u2ZV8UNvbs3sWqFct4cuRo2pzjOfLp77/y8fyToH4+/mtrPu9W6DiwdzcbV6+kz8ARnNbSM8XhqqV/kZbHfuIqJ5z8SgVXJPpZsTU5n3crdOzZvYuVK5Yx7NmCbf/o71d4bz8f2/4Z9cKLtOvQEYCF2v7JVz8LN4Tv6/e9e3ax5p/lDHjqec46uz0AS//+M8/9xFdJ9OfqFYl+Ply4JZ93S/wpP9Nm7gF2An2MMfWMMR2ASXiOvgu2FcANxphGxpizgHeArH/ppgPLgdeNMc2MMa2BF/Cs+7F3BN7GczjrJ8aYDsaY2saY9saY540x9QGMMWONMZ2MMXWMMc3xzEm7JDB3sYgrVgqKR5O2fi7pSTtI3/UPR/5+F0y+Zm71F/VTyJUvX4HYuIq8/forrFn1D3Nnz+Th++4i6uT/izMQ1E8hl9HPG6+yZvU/zJs9kwH3361+1E+eqB/146Kct5//vfkqa1ev4uc5Mxn0wD3qR/3kSfkKFYiLq8hbr73Cau/2z0P9tf2D+smTcuUrUCGuIu++9V/Wrl7FL3Nn8fhD/dSP+smT6JjyxFSI5bsP32bL+jUs/n0uk4c+kpej6AJB/RRyx7Z/pr3xKmtWr2LenJkM1PaP+smjY9s/b3q3f+bMmsmD92r7B/WTJzHlKlA+No6P3nmN9WtXMf/n2Qwf1F/9qJ8iK897Tqy16cB1QFPgb2AC8BieQzyDrRdQBpiPJ/xX8Rx+CmSs+xVACeBXPIepPo0n/MPe6yQD7YHVwHvAMu/1KuDZcQmen9c4PMFPx/PLcpM/71ioMCaCYs1vxh7YTOqskRxZ/B5Rp3SGiELx5Kl+CrmIiAim/PdtlixeRMc2pzPwwX48MuhJipcoEexVA/VT6EVERDDp1bdYungR57VpwaMP3cvDg55QP+onT9QPoH4KLCIigvFT32TZ4r/5zzkteOzh/jzwqPpB/eRJREQEU16bxpLFi+jQujkDHujHI4OHqB/1kycRERG8OOUNli35m84dzuTJAffR/5HHKV5c/fjzjoWKiIgIHhg1mbUrltD/qnOZMvxRut/1MMWK5eWMKX6nfgq5iIgIJr7yJksX/82FbVsw+KH+PDhQ2z+onzyJiIjg5denseTvRbRr2ZxH7u/HwMeGUEL9qJ88iIiIYOT411i5bDHX/qc1Ix9/gDvuH0wxbf+onyLKWBueU9EYY5rhmSP2TGvt/ECMufPg0YD/sE+5491ADwnAod07gzIuwKEv+vlxhk2PYPRT6uLRAe/nttsvDvSQAAw8t+7Jr+QnlWOKhWQ/h4+edN5sn2sy4KtADwnArMfOD8q4AAnliodkP3+uPxDwfozff5I5i48J3kZ9qPazaW/g5z2MCFI/R9KCt11dI7ZESPaTlBo+L1aSU05+Hmh/qVQ2KiT7+WzRtoD3UyIqODOL1K1YJijjAtStVCok+/n4r60B72fYp0sDPSQAgy5rGJRxAa5oWiUk+1mxNTng/UxftT3QQwJweSO/TpOaq2oVQnP7Jxjbz9+sDM5UwZc38us0hbmKiw7N7Z+FGwL/+v1/i4Iz1eJ1jYP3/HN6zbIh2c+HC7cEvJ9a5aIDPSQAyUeC9/rrnPoV8tRPoTjsKRCMMVcAScBKoBaew04X4pkrViRX6kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfiS7sNl5B5QFRgHV8RxG+hNwnw3XQw8lv9SPuFA/4kL9iAv1Iy7Uj7hQP+JC/YgL9SMu1I+4UD/iQv3IccJm55219g3gjWCvhxRN6kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfiS74EzILyIiIiIiIiIiIiIiIiL/YnTUZeFnjCkP9AfGWGv3alzJj3B7HNWPb4Xb46h+fCvcHkf141vh9jiqH98Kt8dR/fhWuD2O6se3wu1xVD++FW6Po/rxrXB7HNWPb4Xb46h+fCvcHsdAjaudd0WAMaYWsAaoba1dq3ElP8LtcVQ/vhVuj6P68a1wexzVj2+F2+Oofnwr3B5H9eNb4fY4qh/fCrfHUf34Vrg9jurHt8LtcVQ/vhVuj6P68a1wexwDNa6mzRQREREREREREREREREpJLTzTkRERERERERERERERKSQ0M47ERERERERERERERERkUJCO+9ERERERERERERERERECgntvCsa9gJDvP9qXMmvcHsc1Y9vhdvjqH58K9weR/XjW+H2OKof3wq3x1H9+Fa4PY7qx7fC7XFUP74Vbo+j+vGtcHsc1Y9vhdvjqH58K9wex4CMa6y1/rx9EREREREREREREREREckjHXknIiIiIiIiIiIiIiIiUkho552IiIiIiIiIiIiIiIhIIaGddyIiIiIiIiIiIiIiIiKFhHbeiYiIiIiIiIiIiIiIiBQS2nknIiIiIiIiIiIiIiIiUkho510hZIwpZox52xhTN9jrAmCMaWaMSQvCuHWNMT8EetyiTv1kjKt+CkD9ZIyrfgpA/WSMq34KQP1kjKt+CkD9ZIyrfgpA/WSMq34KQP1kjKt+CkD9ZIyrfgpA/WSMq34KQP1kjKt+CkD9ZIzr1360864QstYeAboANtjrkoUJwphlgA5BGLdIUz8Z1E8BqJ8M6qcA1E8G9VMA6ieD+ikA9ZNB/RSA+smgfgpA/WRQPwWgfjKonwJQPxnUTwGonwzqpwDUTwa/9hPlrxsWZx8BXYEX/D1QHvYOl8EPv4jGmMdPcpUqvh4zjKgf9eNC/agfF+pH/bhQP+rHhfpRPy7Uj/pxoX7Ujwv1o35cqB/140L9qB8X6sfP/RhrC9POUTnGGDMYeAD4HpgPJGW93Fr7og/HSgU+Bzad4CoVgWuttZG+GtM7bjqwGjh0gquUBOr4etxwoH4A9VNg6gdQPwWmfgD1U2DqB1A/BaZ+APVTYOoHUD8Fpn4A9VNg6gdQPwWmfgD1U2DqB1A/BaZ+AD/3o513hZQxZkMuF1trbQ0fjrUQGGetnXqCy5sD8/0Q/ypgkLX2nUCOGw7Uj/pxoX7Ujwv1o35cqB/140L9qB8X6kf9uFA/6seF+lE/LtSP+nGhftSPC/Xj/340bWYhZa2tHsDhFgAtcrk8BVjvx3FzjB/Poa7BmKu2yFM/gPopMPUDqJ8CUz+A+ikw9QOonwJTP4D6KTD1A6ifAlM/gPopMPUDqJ8CUz+A+ikw9QOonwJTP4Cf+9GRd4IxpgQQaa1NDvC4jYDS1trfT3B5MSDRWrsukOsl+aN+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqB9xoX7EhfoRF+Haj3beFWLGmLrAVUANoHjWy6y1fYOyUlJkqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfsSF+vEvTZtZSBljOgEfA4uAZngO0ayD55dgbhBXTYoA9SMu1I+4UD/iQv2IC/UjLtSPuFA/4kL9iAv1Iy7Uj7hQP/4XEewVkBMaBgyz1p6FZ87WHkAt4AfgmyCul98YY6oaY141xtQJ9rqEAPUjLtSPuFA/4kL9iAv1Iy7Uj7hQP+JC/YgL9SMu1I+4UD9+pp13hdepwP+8nx/FM7dqMvAkcH+wVsrPbgRuBnoFeT1CgfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqB8/0867wisJKOH9fAtQ1/t5BBAXlDXyvxuBz4Ebgr0iIUD9iAv1Iy7Uj7hQP+JC/YgL9SMu1I+4UD/iQv2IC/UjLtSPn2nnXeH1C9DW+/mXwHPGmEHAK8DPQVsrPzHGtASq49lrXdYYc26QV6moUz/iQv2IC/UjLtSPuFA/4kL9iAv1Iy7Uj7hQP+JC/YgL9ePvMa21/h5DCsAYUw8oa639wxgTDYzB88uwArjXWrvOR+O8mNfrWmv7+WLME6zHBKCCtbaHMeYlPIfZ3uSv8UKd+lE/LtSP+nGhftSPC/WjflyoH/XjQv2oHxfqR/24UD/qx4X6UT8u1I/6caF+/N+Pdt6FOWPMj3m8qrXWnuendSiG59DaG6y1Xxtj2gJfAVW88+RKIaV+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqB9xoX7EhfoRF+HcT5S/bliKBmttYTg8+FLgCPAtgLV2jjFmB3AV8GYwV0xyp37EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfsSF+hEX4dyPznlXiBhjdhtjKno/3+P9OsePAKxLZWNMoProCfzPWpueZdlbgA5bzgf1o35cqB/140L9qB8X6kf9uFA/6seF+lE/LtSP+nGhftSPC/WjflyoH/XjQv0Eth8deVe4PAQc8H7+YKAHN57DP58G7gBKAacAq40xo4B11tqJfhizItAZaJXtoreBQcaYatbajb4eN0Spn0zqJ//UTyb1k3/qJ5P6yT/1k0n95J/6yaR+8k/9ZFI/+ad+Mqmf/FM/mdRP/qmfTOon/9RPJvWTf+onk9/70TnvJIMxZhieQz0HANOA06y1q40xVwGPWGtb+mHMEkBla+36HC6rDuy01h7y9bjie+pHXKgfcaF+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqB9xEW796Mg7yao70MtaO8MYk/UQ0L/x7MX2OWttCvCv8L2XbfDHmOI36kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3ERVv1o510hYozZA+TpUEhrbawfViERWJfD8ijUSqGnfsSF+hEX6kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqJ7BC7g4VcQGfJzabxUB7YG225dcC8wO+NpJf6kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfgJIO+8KEWvtK0FehSHAW965WiOBa4wxDYAeQJegrpmclPoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqJ/AMtbm6ShHCRPGmIuAR4EzgAhgAfCUtfbboK6YFAnqR1yoH3GhfsSF+hEX6kdcqB9xoX7EhfoRF+pHXKgfcRFO/WjnXSFijNkNnGKt3Xmy+WP9NGesFGHqR1yoH3GhfsSF+hEX6kdcqB9xoX7EhfoRF+pHXKgfcaF+AkvTZhYuDwEHvJ8HfP5YY8xHwJvA59baVD+P9WJer2ut7efPdQkh6icH6ifP1E8O1E+eqZ8cqJ88Uz85UD95pn5yoH7yTP3kQP3kmfrJgfrJM/WTA/WTZ+onB+onz9RPDtRPnqmfHPirHx15JxmMMdOAy4AjwPvAm9bamX4a68c8XtVaa8/zxzqIb6kfcaF+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqB9xoX7ERbj1o513RYAxJgrP/K0Z/LVn2RhTGrgSz0keLwC2ANOAt6y1i/0xpviX+hEX6kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH//QzrtCyhhTHRgDnAuUy365tYfcveUAACAASURBVDYyAOtQCbgOuB1oYK31+zSrxpjKwA5rbbq/xwpl6kf9uFA/6seF+lE/LtSP+nGhftSPC/WjflyoH/XjQv2oHxfqR/24UD/qx4X68X8/Oudd4fUWUBbPPLLbyOXkj/5gjCkJnAdcBJwCbPDjWMWAp4E7gFLe8VYbY0YB66y1E/01dghTP+rHhfpRPy7Uj/pxoX7Ujwv1o35cqB/140L9qB8X6kf9uFA/6seF+lE/LtSPv/ux1uqjEH4AB4FGAR4zAvgP8DqwD9gNTAHa+3ncYcBS4HIgCajjXX4V8GuwH4ui+KF+1I/6UT/qR/0UxQ/1o37Uj/pRP+qnKH6oH/WjftSP+lE/RfFD/agf9VO4+9GRd4XXIiAuwGNuxnOI61fALcDn1k9z02bTHehlrZ1hjMl6uOnfePZiS/6pH/XjQv2oHxfqR/24UD/qx4X6UT8u1I/6caF+1I8L9aN+XKgf9eNC/agfF+rHz/1o513h1RcYY4x5AU8ER7JeaK3d7IcxHwfetdbu9cNt5yYRWJfD8ijUaEGpH/XjQv2oHxfqR/24UD/qx4X6UT8u1I/6caF+1I8L9aN+XKgf9eNC/agfF+rHz/0ozMIrDagIfMbx88Ua79c+P+GjtXYKZMwXW887zipr7WFfj5XNYqA9sDbb8muB+X4eO1SpH/XjQv2oHxfqR/24UD/qx4X6UT8u1I/6caF+1I8L9aN+XKgf9eNC/agfF+rHz/1o513h9SawF7iCAJ3w0RgTBYwA7gaK4/lFSzHGjAMGWWuP5Pb9DoYAbxljquP5pb7GGNMA6AF08dOYoU79qB8X6kf9uFA/6seF+lE/LtSP+nGhftSPC/WjflyoH/XjQv2oHxfqR/24UD/+7sdfJ9PTh/NJEJOBUwI85gvAFuAmoK7342bvsuf8PPZFwAw8J7pMBmYD/wn241BUP9SP+lE/6kf9qJ+i+KF+1I/6UT/qR/0UxQ/1o37Uj/pRP+qnKH6oH/Wjfgp3P8Y7sBQyxpgZwDBr7fQAjrkVz4kXv8y2vAsw1VqbEKh1ETfqR1yoH3GhfsSF+hEX6kdcqB9xoX7EhfoRF+pHXKgfcaF+/E/TZhZe4/Gc8PFZYBH/PuHjX34YsxywKoflq4DyfhgPAGPMR3gOs/3cWpvqr3HCjPoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfsSF+hEX6kdcqB8/05F3hZQxJj2HxRbvCR+ttT4/4aMx5mdgvrX2rmzLXwKaW2vb+HpM7+1PAy7D8wv+PvCmtXamP8YKF+pH/bhQP+rHhfpRPy7Uj/pxoX7Ujwv1o35cqB/140L9qB8X6kf9uFA/6seF+vF/P9p5V0gZY+rmdrm1Nqc9zK5jtge+BDYD8/D8srUBEoGLrbWzfT1mlrFLA1fiOcnjBXjmqZ0GvGWtXeyvcUOV+lE/LtSP+nGhftSPC/WjflyoH/XjQv2oHxfqR/24UD/qx4X6UT8u1I/6caF+/N+Pdt7JcYwxicBdQAM8e8mXABOttZsDuA6VgOuA24EG1lpN71pEqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfsRFOPWjnXeFmDEmEjgDqAEUz3qZtXZaUFbKz4wxJYHLgRuAi4BN1trawV2rokn9qB8X6kf9uFA/6seF+lE/LtSP+nGhftSPC/WjflyoH/XjQv2oHxfqR/24UD/+7Uc77wopY8wpwGdAPe8iC0QAacARa21pH44Vm5frWWt3+2rMbONH4DnU9HqgK577+D6eQ04193ABqB/140L9qB8X6kf9uFA/6seF+lE/LtSP+nGhftSPC/WjflyoH/XjQv2oHxfqx//96HDQwmsM8BdwFrAJaAFUAMYDA3w81k48v1y5sfivl81AOeAr4Bbgc2ttqp/GChfqR1yoH3GhfsSF+hEX6kdcqB9xoX7EhfoRF+pHXKgfcaF+/ExH3hVSxphdQEdr7SJjzD6gpbV2uTGmIzDWWtvMh2N1yOXiTsC9wFFrbYyvxsw2fl/gXWvtXn/cfjhSP+JC/YgL9SMu1I+4UD/iQv2IC/UjLtSPuFA/4kL9iAv143868q7wigCSvJ/vBBKB5cAGoL4vB7LWzsi+zBjTAhgFtAcmA0N9OWa28ad4xyyJ5zBbC6yy1h7215hhQP2oHxfqR/24UD/qx4X6UT8u1I/6caF+1I8L9aN+XKgf9eNC/agfF+pH/bhQP37uJ8KfNy5O/gaaej//BXjYGNMWeBxY5a9BjTG1jTHTvGPuBhpZa/tZa3f4ccwoY8yzwB5gIbAI2GOMecYYU8xf44Y49aN+XKgf9eNC/agfF+pH/bhQP+rHhfpRPy7Uj/pxoX7Ujwv1o35cqB/140L9+Lsfa60+CuEHcDFwtffzesAKIB3PXuzz/DBeHDAWSAF+AM4M4H19AdgC3ATU9X7c7F32XLAfi6L4oX7Uj/pRP+pH/RTFD/WjftSP+lE/6qcofqgf9aN+1I/6UT9F8UP9qB/1U7j7CfqDrI9/hdAUiDjBZfEnusxxzEeBvcCfQKcg3OetQOcclncBtgT7MSlKH+pH/Tj+LNVP5nL1k/+fpfrJXK5+8v+zVD+Zy9VP/n+W6idzufrJ/89S/WQuVz/5/1mqn8zl6if/P0v1k7lc/eT/Z6l+Mpern/z/LNVP5nL1k/+fpfrJXO7Xfox3ECkkjDFpQIK1drv36y+A3tbaLX4cMx04BPyIZ+94jqy1l/lp/ENAc2vt8mzLGwB/WGtL+WPcUKR+jluufvJJ/Ry3XP3kk/o5brn6ySf1c9xy9ZNP6ue45eonn9TPccvVTz6pn+OWq598Uj/HLVc/+aR+jluufvJJ/Ry3XP3kk/o5brlf+4nyx42KE5Pt6/aAv5883sBzksVgWQj0A+7KtvxePHvTJe/UTyb1k3/qJ5P6yT/1k0n95J/6yaR+8k/9ZFI/+ad+Mqmf/FM/mdRP/qmfTOon/9RPJvWTf+onk/rJP/WTya/9aOedYK29Ocir8DDwpTHmQmAenl/ENkAinrlzpRBTP+JC/YgL9SMu1I+4UD/iQv2IC/UjLtSPuFA/4kL9iItw7SfCXzcsBWb5917kkJ7b1Fo7EzgFeA8oA8R4Pz/VWjs7mOtWBKkf9eNC/agfF+pH/bhQP+rHhfpRPy7Uj/pxoX7Ujwv1o35cqB/140L9qB8X6idA/eicd4WMd/7W6UCKd9HFwAwgOev1/DV/qxRt6kdcqB9xoX7EhfoRF+pHXKgfcaF+xIX6ERfqR1yoH3GhfgJH02YWPq9n+/qtoKxFABhjYvNyPWvtbn+vSwhRP9mon3xRP9mon3xRP9mon3xRP9mon3xRP9mon3xRP9mon3xRP//P3nmHx1Gde/g9aqsuWdWWZUuy3A3GBUyzDRgDpoQSeidAIBCSEG5IIUASCFxIuLQACQFCCR3TbcC427jh3iVZVu+9rbSSdvfcP2Z2taqWNCvtrjjv8+zD7syZ2TP409mZr/y+Lij7GRDKfrqg7GdAKPvpgrKfAaHspwvKfgaEsp8uDJX9qMo7hcfQo/THMkAppVRBZkU3lP0ojKDsR2EEZT8KIyj7URhB2Y/CCMp+FEZQ9qMwgrIfhRGU/SiMoOxHYQRP248ySoUnOauPfUuAXwHWYZqLwvdQ9qMwgrIfhRGU/SiMoOxHYQRlPwojKPtRGEHZj8IIyn4URlD2ozCCsh+FETxqP6ryTuFVCCHmAE8CC4GXgUellJWenZXCV1D2ozCCsh+FEZT9KIyg7EdhBGU/CiMo+1EYQdmPwgjKfhRGUPajMIKyH4URhtN+/IbipArFQBFCpAkh3gW2ATXAdCnlL9XCqegPyn4URlD2ozCCsh+FEZT9KIyg7EdhBGU/CiMo+1EYQdmPwgjKfhRGUPajMIIn7EcF7xQeRQgRK4R4DsgARgOnSimvllIe9fDUFD6Ash+FEZT9KIyg7EdhBGU/CiMo+1EYQdmPwgjKfhRGUPajMIKyH4URlP0ojOBJ+1HBO4XHEEI8ABwFzgAukVIuklLu8PC0FD6Csh+FEZT9KIyg7EdhBGU/CiMo+1EYQdmPwgjKfhRGUPajMIKyH4URlP0ojOBp+1E97xQeQwhhB1qAtYC9t3FSyouHbVIKn0HZj8IIyn4URlD2ozCCsh+FEZT9KIyg7EdhBGU/CiMo+1EYQdmPwgjKfhRG8LT9BAzFSRWKfvIWoKLHisGi7EdhBGU/CiMo+1EYQdmPwgjKfhRGUPajMIKyH4URlP0ojKDsR2EEZT8KI3jUflTlnUKhUCgUCoVCoVAoFAqFQqFQKBQKhULhJaiedwqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFl6CCdwqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFl6CCdwqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFl6CCdwqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFl6CCdwqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFl6CCdwqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFl6CCdwqFQqFQKBQKhaJPhBBLhBCZQohsIcTve9hvEkJ8oO/fJoRI1bfHCiHWCiGahBAvDPe8FQqFQqFQKBQKhUKh8EVU8E6hUCgUCoVCoVD0ihDCH3gROB+YDlwrhJjeZdhtQK2UciLwDPCkvt0CPAT8Zpimq1AoFAqFQqFQDBsGktxShRAtQog9+utfLsfMFULs1495Xgghhu+KFAqFt6CCd8OEECJAX5QDPD0Xhe+h7EdhBGU/CiMo+1EYQdnPiGEekC2lzJFStgHvA5d0GXMJ8Kb+filwthBCSCnNUsrv0IJ4vSKEiNZtxfWVLoSYqexHMRjU+qMwgrIfhRGU/SiMoOzHtzCY5AZwVEo5S3/9zGX7P4E7gEn6a0k/56PsRzFolP14H+ofYvhIBnJzc3P7HNTc3HzME4WGhhqeTHaz5j+ZGBps+Fz9YbiuS2ckZqMo+zkGyn76RNnPMVD20yfKfo6Bsp8+UfZzDHzEfsYChS6fi4CTexsjpbQKIeqBWKCqn99xL/CnnnYo++kdH7EfT6HWn2Og7KdPlP0cA2U/faLs5xgo++kTZT/HwMvsx5nkBiCEcCS5HXIZcwnwZ/39UuCFvirphBBjgEgp5Rb981vApcDXXcZFA9FdDk8GNir76R0vsx9vQ60/x2C47UcF736g3J+p+V8+nT3JwzNR+CLKfhRGUPajMIKyH4URlP0Mmp4eLOQgxvTFs8AbXbYlAxsHcI4hRdmPwgjKfhRGUPajMIKyH4URlP0cEyNJbgBpQojdQAPwoJRyoz6+qMs5x/bw3b0mv3kLyn4URlD2o2QzfY7qxlZa2qyenoZC4XZKvvqGb06eT+WmLVjKK7C1tHh6SgqFQtErTdlH2XD2Ekq/XO7pqSi8iIaaFp765TKe/vVX2G12T0/HnRQB41w+JwMlvY3RZVaigJr+foGUsk5Kmef6orPTQqFjzs1j/aLzKPlimaenovAipJRsueV21l96Ba01/f7TU/yAkVKS9/6HfHPyfHL/+46np6PwISo2bGT9pVfw1ayTqNy8dcDHHy1rpL65bQhmpvBFpJRsu+NuNlxxDeaCwmMf4H0YSXIrBcZLKWcD9wHvCiEi+3lO0JLf0rq8FvRz3j8YKtauZ/2i8zj6z5ext7d7ejoKL0RKScYzz7Nu/lkUffixp6fTCRW88yHKals46f7l/OTZ9Z6eikJhmNaaGqTsuPfY9+dHacw6wrqLLmXZjFl8d+2N1DS1Ulpz7JJlhUKhGG7y/vMGjRmZ5Lz8qqenovASdm/I44/XfciOtbl8v+ooW7/N9vSU3Ml2YJIQIk0IEQRcA3zRZcwXwM36+yuANdL1h17hNrL/8RJNmVnsvusXqP/FCgdlK1dT9PmXVKzfyIbLrsJmafX0lBReTvYrr7H9rl/QmHWEnf/zO9ZfdiWbb74Ne5sKqih6x1xQwKbrb6Zi/UbM+QV8f+fPaW9o7PfxxdXNLPjjN5zwy084VFg7hDNV+Arlq9dS8NHHlK9ey+rFS2itrPT0lAbKoJPcpJStUspqACnlTuAoMFkfn3yMc6rkt36S+/IrNGVmkfHXJzj0p0c8PR2FF7Ln939k/yOPYc7NY++vf0PBO+95ekpOVPDOh/jucAVNFitr95dit6sHdYXvUrHxO75In8b+Pz0KgNVspvFojnO/tNl4rGoMKbe+x/S7P+RoWf8fBhSKgdDcauVn/9rKv1dkeHoqCh/CbrVSulxrN1C3Zy+t1dUenpHC02z9Npsnf/4llcUNzm2fvbJjxNyvSSmtwD3ACuAw8KGU8qAQ4hEhxMX6sNeAWCFENlrm8O8dxwsh8oCngVuEEEVCiOnDegEjjNbycuf7mp27PDgThbfgyBZ2ULdvP1UbNnhwRgpvR9rtHHnpZQBi5s5GtrdTsW4DxV8s4+ATf/fw7BTeSlttLdtuvwtrk5mkC89n1KwTaC4qYu+DD/f7HHvyarDaJFUNFi57fCXWkaVUoBggUkoynvuH83NrZRUln33pwRkNikEnuQkh4oUQ/gBCiAnAJCBHSlkKNAohTtF7490EfD4cFzPSsLW2UrN9p/Nzwdvv0Zh91IMzUngb1dt3kP3v1/ALCmLs5ZcBUPbNSg/PqgMVvPMhduVozkFzq5WiarOHZ6NQDJ7sf78GQOY/XqTxaA6V320Gu52QpDGk3nAt9WGj2Jw0Fwm02+GT5Tv7PqFCMUheXpHFJ1sLuO+1rbRZbZ6ejsJHqNm8lbYqPWAnJeVrVUX8Dxlru413n9kEwCW3zeWNbXcSkxBGwZFqdq7N8+zk3IiU8isp5WQpZbqU8jF928NSyi/09xYp5ZVSyolSynlSyhyXY1OllDFSynApZbKU8pCnrsPXkVJSt3e/83P+ex96cDYKT1K+fgMHHnsCS0UF3119A1VbtxEYHc3En94KQO3O3R6eocKbqdy8BXN+ASFJSZzxxSdMvPN2Jt55O/j5kfHsP2hSjk1FF9rq61m16Dyqt+8gODGBE599ipNeeh4/k4nc/75L/gdLaauvx9rct3LOkZKORKfi6maySxv6GK0YyVgqK1lz7gVUfreZgIhw5j6jJQ6ULvvKwzMbGAaT3BYC+4QQe4GlwM+klA7t67uAV4FstIq8r4flgkYYdTt3Y7dYiJg2hXHXX4O02Tj4v3/z9LQUXoK1yczO+34LwOSf/4z0n/8MAHNOrien1YkAT09A0X92Hu3oXXC4sI7x8eGDPtevU0a7Y0qKHyhG7EdKSfX2Hc7Pe373R0KSkwBIvf5ajnvgd+xL/wA2d/S8W3ugjPsHP12Fl+Et609Lm5VXV3XI2m3OqODM48Z4cEYaQoglwHOAP/CqlPKJLvtNwFvAXKAauFpKmSeEuB46/anMBOZIKfcIIdYBYwDHH9a5UsqKob2SocEb7Kdi9VoATPFxtFZWUbZ6LeOv+LGHZ6XoD+62n/Y2G28/9R0VRQ0kpY3iqntOwT/Ajx/fOY9XH13L0he3M3vheAIC/d36vQrP4A3rT3N+Ae21HTJj5etU8oCv4E77sbe3s+n6m7GZmznyr39jbTITGB3NvJeeByHIfuU/1O5QyW8jCXevP47Af+q1VxEQGsrsJx4DoK22joIPl1L+7UrCJ6a79TsVnsMd9nP0lf9gzssnctpU5r//Nqa4OExxcRz3x9+z7+G/8P3Pfg6Af1gop3z0HtEnzOzxPFklnVV19ufXMDU52vD8FEPHUN3/ZD7/EjU7dmGKj2POU08yetFZ7HngYWp37KSluISQsUlD8r1DgZTyK+CrLtsednlvAa7s4biPgR4bbEkpdwDHuXemw4+n75+rvtOSLONOP520O2+n6P2PKPpiGZbKSoLj4z06N8WxGUr7sVksbLrhZuoPHCQsZTzT7ruXlrY2EIKWwkLs7e34BQYO2ff3F5+tvBNCBAohFgghrtY/hwkhwjw9r6HC0mbjQEGd83NGUV0fo4/NwpgIFsZEGJ3WiEUIsUQIkSmEyBZC/L6H/SYhxAf6/m1CiFR9+zlCiJ1CiP36fxe5HLNOP+ce/ZUwfFfkXozYT92+/VjKK0AIAiMjKVu9htw33wYg6bxzADgSrkl7n12wCSHt7KkVNFlUU9mRgresP1/vKqGyweL8/M1OzzfH1iUzXgTOB6YD1/YgL3cbUCulnAg8AzwJIKV8R0o5S0o5C7gRyJNS7nE57nrHfl8N3IF32I85Nw+A8TdcB0C1cpD6DO62n1f+soYV7+1DCLjhN6fjH6DdWp/14+mMnTCKyuJGNi0/4rbvU3gWb1h/6nZry3rs6acBYC4sQtqV5Jgv4E77KV2xEptZq26xNpkJjIpi8doVJJ1/HrEnzQU0WWd7u7p/Him4e/0pX6fJqo778aWdtictOReAijXr3PZdCs9j1H5sLS0cefkVAGY9/ghh4zvae02++05mPPA7wtMn4BccjM3czK6f3UN7fc8Vddll2vYz9KTJA/mq7523MxT3P/a2NvLf/wCA0995k+SLLyIgPIzR55wNQPnK1W79PoXnGMr75+biEvY/8hhlq9b0OqZm6zYAYuefRkjSGOIXnYm0Win4sMeYqcLLGCr7sbe3s/W2O6lYvxFTQjwLPv6AgPAw/INNhIxNQtpstBR6R/tInwzeCSGOB7KAV9BKjwHOAP7jsUkNMQcK6mh30QI/bDB4d6CxmQONfcsZ/FAx4jwHqoAfSSmPR9Oz/m+X40aE89yI/ZTpN2ETbrqB+R+8g39ICMLfnxMef4SYuXMA+D5Xs+8LTplAWn0RVgSbM3yuaXGPDEVg2NfwlvUnq7gegNOnatlWX+8sREqP96eaB2RLKXOklG3A+8AlXcZcArypv18KnK3r4LtyLTDgDrtCiGghRKrri86Nsj2ON9hPc6EW6I1bOF/7XFTsDbaj6AfutB+7zc721Zqs2IOvXcachWnOff4Bflxym+ZA37Q8u8fjFb6HN6w/9fs0yczYU08mKC4W2d6Opaz8GEcpvAF32s/RN94CIHLaVMJSUzjl1X8RnpoKgCk2lohJE7FbWmk4qBRqRwrutB9LeQUtJSUERIQTOXVKp32JZ52B8PendvtO2htV3/GRglH7yX3nfVqrqhk16wQSzljYaZ/w92f6/fdx/o4tXJqXRfQJM2kpKCRPX6dckVJypFSzq8tPSwW0yjuFdzMU9z8lK1bSWlVN5NQpxJw417k9YYH2fOVIVlL4PkN1/1x/6DBfzzmZjGeeZ9sdd2Nva+s2RkpJY2YWAFEzjwdg3NVaAWTu2++qZ3gfYCjsR9rtbL/nXkq++obA6GjO+ORDItInOPeHpaUC0OQl0pk+GbwD/gk8LKWcCjjSCdcD8z03paHFEawbH6cVFxqtvHsou5iHsosNz2uEMmjnuZRyt5SyRN9+EAjWJe76jS84z43YT/XOXQDELziduFPmcd6W9Zy3dSOT77oTAEubld051QgBP7rjSo6r1n5o1+4vc8/kPcgQB4Z9Bm9Zf3IrmgC44tQU4iKDOVrWyPdHPB4kHgu4lgAW6dt6HKPr69cDsV3GXE334N3retXvQz0E+xzcC+R2eW0c6EUMJZ62HymlMwMrYuoUAqOjsFsstFZ63HYU/cCd9pOfVU2LuZ2EsZHMOKn7z/S8xemYQgLI3ldORZHq5zISGMr1R0pJyTff0nhEC/Y2Hs3hyHMvdHOeN+vrT9iECYSO0yofzPkFQzInhXtxl/20lJVTvmYdfkFBnLnsUy7Y/T2jF3fO6Yo96URAq75TjAzcuf7U6E7xUSfMRPh1dgkFRUcTe9KJSKuVqo2b3PJ9Cs9jxH7sVitZL7wEwJRf3UPvjxHgbzIx43e/AaBseff2XCU1LZgtVmIjTM7Ku/15qvLO2xmK+5/CTz8DIO2G6zrZVMycWYD6/RpJDNX9c9677zsDdm21tT32oW+rqqK9rp6AyAhMCVrSdsLZZxE0ahQNGZk0Hc3pdozCuxgK+zn05FMUfLiUgPAwFnz0LlEzOrtlQ9O0pNxmXXHJ0/hq8G4G8Lb+XgJIKc1AiMdmNMRU1GvSbmfMSAS04J3KEBgy3OU8vxzYLaVsddk2IpznRqjbfxCAUXrWS1hKChEu/RR25VTTbrMzfdwoxkxJY2ZjHgBr9pV0O5cPMuSB4aEK/lptdoqrm2m3jhxpLkfwbmJSJDcvmgTAv7/J8OSUAHpaF7ou9n2OEUKcDDRLKQ+47L9eD/wu0F839vL9zwJpXV4L+jf1nmkuKmLrlddR0cPNtC/SVl2NraWFwOgoAiMjCRmr/Tw0F3k+IK0YXjJ3aUvylDk998oMDg1izpmpAGz95uhwTUvho2S/8hqbrr2RVWcv4ejrb/HNiaeS9bf/o+CdznkYlmLN7kLGJhEyTvt5Nxd4XvZZMXwUffElSMnoxYswxcT0OCZisnZf05ybP5xTU/gItXrwLmb27B73xy84HYD6vfuGbU4K76Xo8y8x5xcQPiGN5B9deMzxiYvOJCA8nIaDh5xS8w6ySrVkpkljIkhLiCDMFEBpbTNVLq0MFCMfu9VK+ep1ACRduKTTvqgZ0/ELCsJ8NIf2BpX8puidMl3eOXHRmQDkf9RdBrPpiPYMFj5xojNI7BcU5DymbHXvcpuKkUn94QwOP/0cAKf993ViXSp/HYRP0IJ35lxVeWeEPKDT/10hxDxgxOoSVTZo8Z8pYyOJCg2kyWKl1ty9JNhXeXXlEb475DWVVe5wns9Aq5i602W/x5zn3kJbbS0txcX4h4Q4F8OubMvU1ERPmZKA8Pdn1pgQQtubya1sJk8PtvgwQxkYduD24O/Bwjqm/eJzZv/PMq59amTc3EgpySnT7CktIZxbF09GCPh0a16nPngeoAgY5/I5GegauXaOEUIEAFGAq97MNXSpupNSFuv/bQTeRQskd0NKWSelm571NwAAIABJREFUzHN96d83aHL//R+qN28h56WXjZzGa2jWneQhesWLo5F6s5fooSuGjww9eDd1TlKvY+acmQJA9n4la6jonbr9B9n7xz8BYG1sZNd99zv31X6/o9PYlhLN7oKTxhDqCN4Vqsq7HxJFn34BwLhLL+51THhaKgDmfBW8U3SnZpdeeadXuHQlWs9AbzycOWxzGkoMtC2Y59Kvfq8Q4rLhnrunkVKS8ew/AJjyi7sR/v7HPMbfZCLhXK1vWWmX6jvH83z66Aj8/ATTx0cDxtvCKHyL6u930N7QQMSkiU7JZwf+JhORM6aBlNTvO9DzCRQ/eFpKSmk4nIF/WCizn3wcgOLlX9OY3TlhsjFL6z0eric1OXAoFpStHBn+LUX/kHY7O399P9JqZcJPbibxzDN6HBealgqAWclmGuIhYLkQ4i9AkBDiD8BHwIOendbQ4ai8S4gKJiFaKzAsr2vx5JTcxs6j1Tzwzm6W/Pkbb6kmNOQ8F0IkA58CN0kpnb8cnnSeewt1B7Squ6gZ03q98d/qErwDGDVlEtNrtLj82gNeE+AdLEMVGHbF7cHfdQfKqG/WFIpX7C4aEWtPrbmNhpZ2woIDiI80kZIQwcIZY2iz2tma4VEn+3ZgkhAiTQgRhBaI+6LLmC/QpFMBrgDWSH3xFEL4AVeiVXWibwsQQsTp7wOBi4BheRKSNhulXy4DoHbnTmwW38+qdUhmOpzmIcmq8u6HyP4tBezbogVM+greJadrVTHFOcoppeid4mXLkVYr4y6/jPj5pxE+MZ0Jt9wEaD1fHPfHttZW2qqqEf7+BCcmOJMIlGzmDwdzQSFVW7fhZzIxZsl5vY5zBO+alW0oumBvb6dm124AYmaf0OOYqOnTAGg47HFFCsMYbFtwADhRSjkLWAK8rD/7/2AoX7OO+gMHMSXEk3LNVf0+LnHxYgBqt3dOQCmr1Z4jx4zSfFop8REAFFb6fJKuYgCUrVoN0E3y2UHUCTMBJZ2p6J2ytesASJh/OhET0xl3+WXYLRa2/OSn2Fo7ctybsjVfYvik9E7Hj150JgAVmzZja/F9/5aif+S+9TbV274nODGB4//0x17HhaVqCbjekqDtk8E7KeUytJuveLRedynAj6WU33p0YkOIoxIkPjKYxBEWvCup6Wg86SXNigftPBdCRAPLgT9IKZ1NAjzpPPcm6vZrlxx93HE97pdSdgvejbvsEmZUa9kyW/b6vCzUkASGXRmK4G9+pdnl/PD1Tp//dyC3vKPqziGfMHuCVuC4P99zfRf0ast7gBXAYeBDKeVBIcQjQghHiv1rQKwQIhu4D3DNIF4IFEkpXcXbTcAKIcQ+YA9QDLwyxJcCQPXmrbRWaL3g7K1t1Og9L32Zjso7PXiny2aaC33/70LRN411LWz4MoNNX2Xx+J2f09zYxox5yYxJHdXrMfFJ4QSa/KmtMNPc2FOxtEIB1bpzM/niizjzy085f/tm5jz9NwKjo2itqMSiV9tZSrUkpuDRiQh/f0LH6ckDSjbzB0PWS/8CIPlHFxIYEd7ruDC9kqG5oABpHzmS5wrjFH7yOW01NURMnkTo+PE9jgmfkIZfsAlLSQnt9T4vW2ekbUGzfm8OEEz3pEvAN3rWD4aiz79k+z2/AmDyz+7APzi438dGztACwI2ZWZ22l3YJ3o2PDwMgXwXvflCUfKO5bkcvPrvH/VEzteBdg578rVB0pVyXzBy96CwA5j79d8JSU6g/cJDSz5c5x7nKZroSnJBA1HEzsFss1OxWQeIfAqUrV7Pnjw8DMOt//0pQVFSvY02Jmj+6tbzCK4qMfDZrSEq5C7jb0/MYLjpV3kVpNzoVBoJ3D0zoPUt8uCms6gjerdhVzMzUrgqBw4uU0iqEcDjP/YH/OJznwA4p5RdozvP/6s7zGrQAH2hO94nAQ0KIh/Rt5wJmNOd5oH7OVQyT83woGKz91B04BED0cTN63J9d2kB1YysJUcGkJmgOiaTzz2PGG1+ChIzDPp897AwMowVQrgGu6zLGERjeQj8Cw8NBfoUWvFsyO4lvdpewbHsBt5w9edDn84b1xzV45+D4FM0B7+kkAinlV8BXXbY97PLeglZd19Ox64BTumwz00VqerioWKXJUPgFm7BbWqn4bjPxp59m6Jyetp9mPUgXOr6LbKaqvPMJBms/DbUtPHLrJxRld6wPF948m2t/dSp+fr21sAU/fz+SUqPJz6ymJLeOiTMTB/X9CmOYc/MITE4mMCrS0HmGYv2RNhvVO3YCEHvSic7tQgii58ymcs06anfuJmTsWCwlpQAEJ2nzCEnWZTNVdZVPYNR+LBUV5L71DgBTfnVPn2MDI8IJio2lrbqa1opKgkertcfXccf6I6Uk4zkXCcReWrALf3/CJ02iYf8BGjMziZl3kuHv9iA9tS04ubcxui/A0bagSu8l/R+0hPEbXYJ5rtwL/MndE3cnA7EfS0UFB//37+S88Rag/Tal337rgL4vNDUFv6AgWgqLsDY1ERCuPXN1BO9CARgfr20vdEkWVXgf7rz/aTySTcPhDAKjokiY3/NzYcRkLdDSlK16Ro8E3H3/LG02ytdtADr63QVGRjDtN79mxz33kvfGWyRfdTlSSpqOaIUAEZMmdjtP1NQp1B84SFNuLvGnndJtv8I7cIf91O0/yKbrbkJaraTddD3JfUjPAwSEh+MfGoqtuRlrYyOBkcaeIY3ik5V3Qoj7hBCz9PenCCEKhBA5QohTPT23oaJSD97FR3VU3hkJ3p0UFcZJUWFumZtRCqs6btRW7PaOklQp5VdSyslSynQp5WP6tof1wB1SSouU8kop5UQp5TxHlYuU8q9SyjAp5SyXV4WU0iylnCulnCmlnCGl/JWU0ubJazTCYOzHXFBA8TItHjGqF4mWDQe1jPJTpiR2epicd6XWxLi41SeXLCcGq6pcA8OO3gsJwzFvRybkT8+ZhBCwZl8Jlraenlv7hzesP7l6v4W0xI7g3XEpmrzdQQ9W3o00mgs0h/KYCy8AoPI743FnT9tPh2ymHrxzyGZ6iaSCom8Gaz+vPrqWouwaTCGBAMxbnM71951OQOCxe78kTdASA4qOqrXFExS8+z7r5p/F5psH5njsiaFYfxoyMrE2NhGanEzImNGd9o2aMxvQpDMBWoq1JIGQpDHaf/XgXXNRMdLms7eVPxiM2I+5oJB1F12GraWFMecu7jURzhVHkkmz6ns3InDH+lOxfgMNhzMIHjOa8Vde3ufYyKlTgBHR985Q2wIp5TYp5QzgJOAPQoieys+8vmd9f+2nZtduvpo9j5w33sIvKIjZTz7OWd982Welb0/4BQQQPlGTqXP0nIIO2czRzso77bwFVaryzptx5/1P0RdaVVTSBUvwCwrqcUxY+gQAzLm5qnp8BODu++fafftpq6khdPw4wnVbARj/40sJGjWK+r37qN25m6bMLFrLKwgcNYqQ5LGU1DRz6wub2ZqpKQOFpaUCWpKfwnsxaj9SSnb/9g9a4O7G65j77P/1mrzkQAhBsF59ZymvoM1q4531OTzy4V6OljUOei6DxVc94b8GHF0D/xd4GngM7aZpxNHcaqXJYiUowI+o0EC3yGZurzezvd47sptcg3ffZ1XSZGn34GwU/WGg9iOlZPs992JtbGTsRRcwanb35uhSSj7apCn9XXjiuE77UqanE2Rro1GYqDe3GZu8h3F3YHio52uz253VsXPTY5mUFEWb1U5GUf2gz+kN609xtXZN4+I6bgImJ0URFOBHTnkjjS1qHXIHLcWa1NuYi84HoN4NDiBP2485T3OChqZoUlPBY1XwzpcYjP1Y223s2aj9u//90+t4+osbuPepJX1W3LmSnK4F70pyVPBuuKnbvYf99/8BgIr1Gw3LngzF+uOQzIydd2K3fZHHazLjDQcPA9DiqLzTK379g00ExcQgbTZaq6vdOi+F+zFiP7v+53c0Hskmavo05j7zVL+OCdX7dZjzVGXmSMAd68/R17VKqvSf3Iy/ydTn2Ag9eNeQ4fPBO0NtCxxIKQ+jqel06//gCz3r+2s/B//379iaW0hYOJ+zV33NxDtuQ/gNzm0YPlVTanGVzuwqmznOWXmngnfejDvvfxzBu+SLL+p1TGBkJKbEBOyWVufzpMJ3caf92K1WZ1HA6EVndQrC+IeEMOHmGwDIePwJSnRbG33BeQh/f2549juW7Sjinle+Bzr6Azep4J1XY9R+Cj76mKqt2zDFxzHz0T8fM3DnwKSrVrSWV3Dvazv49es7eOGrTB79aN+g5zJYfDV4FyWlrBdCRAAnAP+QUr4GTPHwvIYE1353Qgi3BO8ezynh8Rzv+BEsrO6QzbRLycEC5dzydgZqP3X79lO5cROB0dHMffapbovlQ2/vIOLqN/nuUDmmQD9+NK9z/4WQ5LEktGjPT0cLlXNqOCmtbaHdZichKphQUwAz9eo0I9KS3rD+ONbVhKiO5NnAAD+mJkcDqHXITTgetqJnz8I/NJS26mra6uoMndOT9mNrbaWlqBj8/JwVDaa4WPxMJtpqa7E2eUdSjKJ3BmM/R/aV0WaxkjwxhoSxkSSljcLPv/+30Elp2rpSrIJ3w071lq2dPrdWVRk631CsPw7Zn9iTu8vSRU7TK19057lDNtNReQcQnBCv7dP7iyq8l8HaT/X32ylbtZqA8DDO+Hxpp3//vnAkmTiq4BW+jdH1p3BvLrtXZWALCCbthq6q/d2JcK4/GYP+Ti/BSD/7ND2YhxAiBc3flDcck5ZSsjunhs0ZFW5Jbu6P/dQfOkzZqtX4h4RwyuuvEH18z33q+0vEFM2GmjK04J251UpDSzumAD9iwrWKq/F6ImVhlRm73fN9hRQ94677n+biEur27cc/LJTEMxf2OTZsglZRpaQzfR932E97fQMrz1jMx4njyHj6OaBDMtOVKb+6h6CYGGq2fk/2cy8AkHTRhWSVNHCgQPNDFFSZkVISrvcHbsrLMzQ3xdBixH7aGxrZ9/BfAJj554f67HPXleBELXi3K7OUpVs6VCw2Ha7ANswVwb4avCsUQpyGduO1QUppE0JEAiNSL6ayvhXocDI7g3f1gw/eeQtSSgr0yrsL5mqO0P15nu03pXA/uW+/B0DK1Vdgiu3c07DNauOZLw44Py+ZM47I0M7yCX4BAYwWmr1nHlLSP8NJgd5/IEVvJj4zVQve7fPxv9OqBm1djYvsnHXs6HungnfGsZrNtNfV4WcKIiguzilL0XQ0x6PzMkJzQSHY7YSOS3bKvAg/P0Kdfe+8Ksla4SYOfa9JFc44KXlQx49J1YJ35YUNbpuTon80F3T+m2zKyfPMRHrB2mSm9NtVAIy94Pxu+4OTkgiIiND6llVVdVTe9RC8a600FphUeC8Hn9Qq7Sb+9DZMcXH9Pi50vBa8aykoPMZIxUhGSsl/n/qO+29YxsaYa1g3/h5efXYv9174Fvdf9i5VpT3LP0VMnQpoyQNGq5Y9icG2BfOBvUKIPcCnwN1SymFZbFfvK+O8R1Zx6RPruPpva4bjK8l68V8ApF5/LaaYGMPni5g8Ceio3nRIZiaOCnEm84YFBxITYaLNajeUnK7wDcrXrAUgceEC/IN7UqDtwCG7avbhZ0eF+8h9513q9u3XnsWTk0m59mrGnLu427ig6GimPPDbjs8xMcScdgpvr+9sR4VVZsK8SKFACLFECJEphMgWQvy+h/0mIcQH+v5tQohUfXuqEKLFpbXOv1yOmSuE2K8f87zob8nZCCLrpX9hKa8g5qS5pFxz1YCONemymS/v136b7l4yhfHxYdQ3tw+7P9RXg3f3A0uBPwKP6tsuAr732IyGkApHvzvdyeyOyjtvodbchtliJSIkkAUztD4fvh4UUHQg7XZKV66m4KOPAUi7vnuW59bMDuXHqNBA7jp/Wo/nGheq/c4czS0fgpkqeiPfGbzTJE2OT9WCW77+d+pa0exKSkIE0FnOVzE4nE7mMUkIIZzBu8Zs330Aa87VFLsd1+IgdFxH3ynFyOPgdi0ANGPe2EEdH5MYhhBQW9mM1ar6dgwnjooj/zAtAaUpx7vWn5JvVmBraSF23kmEJne3LyEEEVN02bHDmc4KvDA9UxjAFK9X3pUPuZK2IYbCKfFDoGrbdsrXrCMgIpzJ99w1oGODE/XArsGKU4Vv88VrO1n+5m78hJ0Qaz11bcFs+iqLsoJ6CrOrefGBldht3X+bTAnxBI4ahbWh0Vn166sYaFvwX71f/Swp5Rwp5WfDNedtRzqqqTceLKO+eWhbR7SUlJL/0cfg58fku+90yzkdwZdmvaqlpEZTXHJIZjpIUX3vfjCUrVkHQOKis4451mE/qvJOIe12jr72BgCnvf06F+7fybyXnu9V/nn8tVdz8gfvkPbT2zjhuf/DLyCA3PLO68uuo1UEj07EPySEtpoa2us9l2QphPAHXgTOB6YD1wohpncZdhtQK6WcCDwDPOmy76hLa52fuWz/J3AHMEl/LRmqa3BFSsn27Cpa2qzD8XW9z8NuJ+/dDwA4/qEHBiwBHZyQgAR21Ws97n96ziQWTNMCeusPlLl1rsfCJ4N3+s1XkpQyVUq5U9/8EXBxX8f5Kl3l3RKitJudihEQvHM4yMfFhXK8XtFzIF9VvLgbKSXfH6miSrel4aB2336+PvFUvrvqOtrr64k77VSij5/RbdzK3Zqz+xcXzaDo9euYP310j+dLidHsP7ds8L3WFAMnv0K7yUlJ6Fx5dyC/xmezcKWUVDqSIqI6B++SYkIBKK1RwTujWIq1v+0QvSotbEIa4H3O84Fg1qt2QtNSO213BO/Mqu/diKPNYuXI3jKEgGknDi54FxDoT3RcKNIuqatQa8tw4qg4ij9jAQBNObl9DR9W7O3tTkfEuMsv7XWcI3hXsXYdlpISAiIjCJ800bnfKZtZ6b2ymUPolBjRSCk5+MTfAJh0508HXAkTFOeoyvRe21AMLWWF9Xz00jYAFsh1nFP+MovOH8eVd5/Mo29fSXRcKId3FLPqowPdjhVCOPveNfp+3zufI7O4w5Fsl5JNh4Y2gfXIv19FtreT/KMLnX2gjBKcpD0DWErLkDZbR7+76M7Bu3FxevDOg33vDCSYnCOE2KlXt+wUQixyOWadfk5H8knC8F2R92G3Wilfux6A0Yv7E7xTspkKjfK162nKySVk7FjGnHdup31SSnZtyGX954cpzulIMI+bfxrT//wgCYvOBHAqvi2eqalX7DpapSUY6xLjHpbOnAdkSylzpJRtwPvAJV3GXAK8qb9fCpzdVyWdEGIMECml3CI1x91bQLcHDiFEtJ4o53yh9YYdNEu3FHDhX9fw4Dt7jJzGMFVbv6e5sJCQsWOJP/20Y45vs1jZsSaHlR8cxNLcjml0IuWhsZilPwlRwSTFhDDfGbwb3qQmnwzeAQghooQQ84QQi/QfyAX6a8RR0cXJHBcZjBCa7Ntw66y6m4JKLftqfFyYU67uQEGtz1+Xt/HxlgIuemwNs+5bxgvLDrr13G11dRR+8hm21lZsLS1I/d9u30N/xpybR+i4cRz/pwc5/d03ezx+xW7N2X3u7LF9Ng6dME5zWOTXaZr/ljabspNhoLhGe8gaqwe1EqNDSYgKpr65nXwfbSzeZLHSarUTagogzBTQad/YWO06HZmhisHj6HfnDN6lacG7Rh9+ADPrzay7Vd4lOyrvVPBupJG1t5T2NhspU+KI6OJs6ouGjEzy3//I+ZsYO0ZzTFWV+ua66YtIu925DsUtmA94R/BOSknm8y+y4bKrqNq6jaDYWMb/uI/gnd53qkCXIB81d06nzNHgeJ/oeed2p0RXhsL54GlKv/mWinUbCIyMHFQljMkhqVqhKu9+qLz79Cas7XZOWzyeuKLNhEYE89MnLubyu+Yx6YTR/OSBMwD49JUdtFm6Z8h37bupGD4OF2kJqxfO1RKHhtJRaG9rc7a5mPxz9+VH+AebMMXHIW02WisqnbKZo7tW3iVo90h55Z65RzKYYFIF/EhKeTxa38T/djnuepfkE+8ukR9iqjZvob2+nvD0Cc5eY30Rqo9pzve8pKHCs2S/+h8A0n9yE34BAUgp2fx1Fn//xTL+cssn/O3ny/jng6t44JoPqCrrLgUtpXQWjvxIb4Ow82g1gDNZoUl/zvcQYwFXjfMifVuPY3Q56HrA0ZMoTQixWwixXgixwGW8q3Oip3MC3AvkdnltHPylwCsrtT6nH2/Jp7HFeM/WwVLw4VIAUq78cb+q7p79zdc89avlvPf0Vl5+aC1B8fHkRmrtvWanxSCEcAbvNh8up806fJ3bAo49xPsQQtyC9uPaBLh6WCUwwRNzGkq6yrsFBvgRGxFMVYOFqgYLidGhAz7noxMHlz3uboqqtQU0OTaU2IhgxsaGUlzdTE5ZI5OS+t9IUtE3b67TnOVtVjsPv7uTaxamExfZt8Z4X7jaz+H/e46sF14ieubxmPMLiD/tFGY/+TgVGzfhZzJxzsbVvTYFNVvaOVRYR6C/H6dNTezzO4+fNhb2VZLRFsI9r2zjw035BAf688YvT2fR8T1X6ymM40geSHSpUJs+fhQV+0vJLKonVZeZHAieXn8cVXdd+90BjInRKgyLVfDOMN2Cd87KO2POc0/aT0fwLq3T9jCHbKaqvPN6Bmo/B/V+d9OP0e9O2u0gBEIIbBYLG6+8juaiIiZm3MOU3/4PsaPDyd5XQXWZCt4NF5aycuxtbQTFxRI5XZPkHq71R9ps5H/0MWMWL+rWo6x89Vr2/ekRAPyCg5n/7pt99jGLmKI5z21m7Z551IlzO+13Bmi8u7qqJ6fEyb2NkVJahRDdnBJAA/CglLInp8K9wJ/cOms3M5D1x9bayp4HHgJgxh/uJ2jUqAF/nyk2Bvz8aKupwW614hfgk4/+Cp0B/35tL+L7VUcxhQSw6AQrh4HYk07s5MCatzid1Gnx5B2uZNXSA1xww6xO53BU3jVkZBiev6L/mFutFFSZCfT346az0lm+s5j1B40F7/qyn9JvV9FWXU3ktKnEdPmNMUpwUhKtlVW0FJdQVqdt6yqbOXFMJADZpR5T2HEmmAAIIRwJJodcxlwC/Fl/vxR4QQghpJS7XcYcBIKFECYpZevQT3v4cMfzV957HwIw/vLL+jU+JGkMCIGlrEz9hvk4RuzHXFBA6YqV+AUFkXbT9WTuLuH957dyeEdHu4qwCBPxYyPIy6ji3ac3c/ufO9f11De302SxEh4cwGlTtfvmIyXaeuNIyjV7NnjXU7JaV5mr3saUAuOllNVCiLnAZ0KIGf08J8CzwBtdtiUzyADe3rwa9uRqanrNbTY+2ZLLzYsmD+ZUTgZjP211deQv1do3pVx95THH15Q3sXtDHgGBfphCAtj7XSGp49PJi9R8ALPStPvwxOgQJidFklXSwI7sqmP6sd2Fr1bePQZcIaVMlFKmubxGXOAOoKZR+92PjehwNDv63jmylwbKcRGhHBcx8KCfu+mQzdQc5o6AnUOqT2GcnLJGtmVVEWoK4NQp8bRZ7by9LtvQOV3tp+iLLwGo27ef9vp6Sr5eoTkbpGTsBUt6DdwBZOk/mBOTIjEF+vf5nemzpjGhroA2EcCHm/IBsLTbuP+NHZhbPaulPJJxBO8SojuCd+mj9QesssHpgnt6/anopd8duMpmquCdURzBu2Bn8C4VgMajRw1JrnrSfnqvvNNuKFXwzvsZqP0ccva76z14l/v2u3yckMzHieP4/mf3sP/Rx51VmNnPvUDVhu+IG6MlOlSryrthw9HvLnT8eELTtIb0TTm5w7L+HPn3q2y/6xds//mvuu3LfUerbki94VqWbN1A7LyTuo2x2yUWvb9R9JzZhKamOPeNOunETmOdlXfeHbxzh1NiNnAf8K4QIrKHsc8CaV1eXqXKMpD1p+DDpZjz8omcOoX0234yqO8T/v5aAE9K2qp9u1exYmD2Y7fZeetJze92yW0nYt60CoDYUzqvN0IIrrxbi6N//upOWrtkyEdMnQpAU+YRQ3NXDIwjJQ1ICemjwzl1cjzBgf4cyK+lrHbwzyd92Y/jdynt+mv7VMIZDI4kvpbiko7nyi5tCyYlOYJ3Hus5ZbTqxcHlwO4ugbvXdcnMh3qrJveFynGjz1/tjU1Ov1HKNVf16xi/oCBMiQlgt2MpG97+Ugr3YsR+ct96B6Qk+ZIfYQ+O5PE7v+DwjmJCwoO48TfzufORs/n7p9fxP89dSKDJn81fZ5F3uLPigKvfOWlUKH5CUFrbTLvV7qwC9bBsZhEwzuVzMlDS2xghRAAQBdRIKVullNUAeluxo8BkfbzrOtLTOZFS1kkp81xfdK7YGxBLt2jPX+PjNR//exuMqy4Nxn5y3nwbm7mZxLPOIFJPROqLTV9nISXMOTONWx9aCMD6FSXkRmj/C09I7Uii84R0pq8G7wKAbz09ieGipkl7eI91qRJxSA0MNni3oaaRDTXdy4mHm8Iq7QbUEbxLGqU7zg3cmCo688k2bfG8+KRk7jlfW7Re/TbDkPPK1X7srd2TyoqXfQVAyrVX93meTF0OZMrYY1dZBo8ZzWntHb8hPzoxmePGR1NY3cw/lqts0KGip4csR3bk0UE+YHl6/alq0Gw2vofKu1FhQQQH+tPY0k7DEDeG7wsDfRdShRAtLr0V/uVyzFy9H0O2EOL5gciRDQZn5V2SpisfOGoUgVFRWBubaK0avISXp+zHajZjKSlBBAYSMq7z83ToOO1eu7mouKdDFV7EQOzH0txO9v5yhJ9g2tykHsdIm41Df3saabMh29vJ/+Ajjrz0MgAJep+1oqWfEDvaIZvp+XuvHwotBdo9Q+j4cQTFxBAQEU57QwPtdXWDPmd/7Efa7WS/osn7lH67igYXubnW6mqKl38Nfn7M+P1vCUtJ6XZ85u4SfnPpO9x55n84srcc/2ATc144zla5AAAgAElEQVR+CQD/sDCiZ83sNN7Z8867ZTOHwinRCXc7H4aC/q4/0m4n80Xt53vqr3+JX2DggL7n63f28tQvl9FQ20KQXtXp5ZWZin4wkN+v3d/lk59ZRezocBacEkrBx58iAgNJufLybmPnnJHKhBkJ1Fc3s+zN3eQeqmDz11nYbXZCU7Q/25ZidX8znGTo/e6mjo0iOMifs47X7qW/2TX4Ja03+2nKy6Ns5WpEQADjr+puH0YJ0fvetZSWUOl4BusavBuj+QKOeC54ZyTBRNupVbo8CbhqHF+vy2k6Wvzc2Mv3u122zt0Yff4q/ORTbM0txJ16yoB6KoaM1WKoLeoZa1ixVFSy47Y72feb31Gzc5fh8xmxn6IvlwOQev01bP02m9aWdibNHM2L397ChTfP5qzLphOTGE58UiTnXn08AN++37mPq6Pf3bjYUAID/Bg9KhgpobjG7C2ymduBSUKINCFEEHAN8EWXMV+gSfMCXAGskVJKIUS8Lv2LEGICMAnIkVKWAo1CiFN0v89NwOdDfSG7dDnSh67Unle+z6qktd2YvORA7cfe3k72v18FYPLdx5aCllKy8UvNp7zwoqnMWjCexPFR1FW30OyvqbwdF9txL66Cd/3nSeBBIcSg5m/AKRorhFgrhGgSQrxg6AoGQLVeeRcT3uFodgS5BtuX6Zn8Mp7J93z2imMRHa8H78bEqH5T7uaorvl82tQEFs0cTWyEibyKJkP9yhz201Zfj6W8Av+QEM7bupEL9m5H6HIGE396K6MXL+rzPBnFjuBddL++97wpHYnWd5w3mSdunAPAKyuPUO/BQMtIxWa3U93YihAQF9G98u7oICvvPL3+dJUidkUI4fG+dwb7LgAcdemt4Hq38k/gDrQbuknAkqG6BoBWPUPS0axeCEGYXj1izssf9Hk9ZT9NR7SK5fD0Cd1kWxwBypbSUuxWz1YCG7jHOUcIsVMP8O7U+wk7jlmnn9MRFE4YvityLwOxn/1bCrBZ7UyYkUBoRPdgP0DpipU0FxYSlprCkh1bSL3hWhLPPovpv/sNs598HICKNeuISdCSrpRs5vDRXKgl0YeMS0YIQajuAGou6pZ02m/6Yz/la9Z1kt7JesmZQ0Hx8q+R7e2MPutMQsd2Dwhn7i7hr7d/RkluLa0t7bz0wBrqq1uIOm46C9es4LRPPyQgLKzTMaZ4n5DNdLtTYpjm7Vb6u/6Ur1lHY2YWIUlJjLusa2vAvtn8dRZvPrGBHWtzeftvmwly2Id3B3cV/WAgv19rP9Z6nJ9z+TQO/vFBkJIJN17fY8KAEIIrf65V33304jb+cPUHPP/bFTx97wrqWwLxCwqiva4ea7N6Ph8uMp3PyNoz1wUnjgdg+faee3+ZLe1sy6rAbu89Obc3+8l89gWkzUbKVVc4K7ndSbB+j2wpLnG2Luj6DDZ6VAjhwQHUNLZS3Whx+xz6waATTPTPycCnwE1SSmeZiZSyWP9vI/AumjxnT3h95biR5y8pJVn//DcAE27pLX7ZM66Vm4rho+DtdylasZrC9z5kyy0/dfbwHiyDtZ+GrCM0Zh0hMDqa+NNOZcMXWoDl7CuP6/HZbMn1JyD8BNtX5lBbYXZuL9KLRpJ1v/NY3e9cUNnkIps5eP+EUfRq3nuAFcBh4EMp5UEhxCNCiIv1Ya8BsUKIbDQlCsdz/kJgnxBiL5qk78+klA65hbuAV4FstOS3r4fyOmx2OwcLtCTJBdMTmJIUSZvVzt7cakPnHaj9FH76OS0lpUROnULi2Wcdc3zGrhIKsqqJGBXMrAUpCCE441Kt8CWpQRLfXE2YudY5/vSp8QjhnsBkf/HV4N2vgQfRosgFrq9jHWjQKWoBHgJ+46br6BfVTtnMIOe20TG+X6Hm2jR0XJx2PaNV5Z3bca2c8vfzY9YETd1hb65x+ZzGTK0RacTEdCKnTCZs/HgWfvIBp7/zJrOefPyYshuZxdrC3p/KO4Dj5s/hsuwVXGHPYd7EWOZNimP+tAQaW9p5ZYWqvnM3VQ2t2KUkNtxEYEDHz0W6Lv822Mo7T9Px4NizM36M56UznX0XpJRtgKPvgiuXAG/q75cCZ/dVSSeEGANESim3SK3s9i3g0h7GuUW2RUqJpawcgODRHTrg4W4I3nkK53o3pbtmu7/JRPDoRKTNhqXUc4Fpg/c4VcCP9Azhm4H/djnuepegcMWQXYQXsW2l5n+Zd3Z6r2McDdQn3n4rEekTOOkfz7Jw6fvM+P39REyeRGhqKu21tQRWazavgnfDR3N+ATWmKF5qHs/+/NqOCtnCwmMcaQyHLNT4q67QPn++DGnTHuwqN20BYMy5i7sdl59ZxVO/XE57m42zfjydaXOTqK9qZs1SreVOxJTJRM7o+ucMwfF6ZVVVtWHnylAxhE6JEUnhp1pi9IRbbhxQ1V1TvYVXHlkLgJ+/YMeaPEoDtR6tXh7cVbiR2kozuzbk4R/gR/DXL1C5aTOmuFim3X9fr8fMXpDKLX9YSEhYIIEmf8Kjgjn0fQl/vPpjykdrgT1LyfBlmP/QydVbiKSP1p65zp+r3Yqv3V+K2dJZ2nTNvhLm/PpTzn7wK3792tYBqevU7T9I3nsfgBBMvfcXbpp9Z1yDLx0JlJ2fwYQQTNSr7zwknWkkwSQaWA78QUq5yTFYCBEghIjT3wcCFwEH6AFfqBw3QtmqNXpCypgBJ6SEJKvKO0+wduMh7lr0KJ9NWExzURHV27Z7ZB4lX30DQNJ551Bd2ULGrhJMIQGcfE7Pz2bxSZHMOzsdm02y/vMO5YuufmeH8lthpVnrXe/nR3NxMbYeVMWGCynlV1LKyVLKdCnlY/q2h6WUX+jvLVLKK6WUE6WU8xw9OqWUH0spZ0gpT5BSzpFSfulyzh1SyuP0c94jjciv9YPs0kaa22yMiw0lJtzEiRM13/P3WcN3DyqlJEtXwZl01x09+qS/fX8fD1zzAX//xTIObCtk+Zta69JzrjqeAL2d06lLNBuLNduYUFeApbzcefyocBPpo7XAZFbx8PRq9dXg3Q3AYuACtNJz19exGLRTVEppllJ+hxbEGxaklNQ09VB5NwIq1OrMbc6modFhWmDS0by4zIevy9voKhE4K80RvDOW/QBaJgxAxORJzm0JC+aTdMGSfunlO7IKpyb3HLxb9uYuHr5xKQVZ2lxjTz2Fi3PXcMm2d0B3UP3yQq0Xw+ursgxJgSq64wj8dpU2SUuMwE8ICirNtFmHJ9PEnVQ19izZ4iApRruZ8+D6arTvQpoQYrcQYr0QYoHLeNeHwJ7OCW6SbbE2NmJracE/NJSA8HDndkfGd1O+dwfvrM3NWM3mTtscwbtwl/XOlVBdStPs2b53Ru5xdkspHWmtB4FgIUTPEe5ecFfw1xtob7Oxc30uQK8PiA1ZRyhfux7/0BBSr7+m234hBInnnq2db89mAKrLzH1mxivcR0VhGU/PuZX3CwS3vrAZ/7GaKQ61vG3tnn0ApN9yE2GpKbQ3NFC7Zy9SSmfwLu60UzodU5xTwyO3fkJjnYXZC1K4/aGzuPQOrTfVrnV5fX6fX1AQQaNGIW022mq8N6Y1FE6JkYjdaqXk6xUAJF980YCO/fb9/bQ0tTHj5GSu+eWpAByu0xJofL3yzkBVea9y4iOV75ZnYrdJJo+10bhhJaa4WM788lNCXJKpemLJdSfwwrc/4Z+rb+Vvn1zLvHMmYLNJDvnPBnw7eDcUqgRDSZ4evEtN0O6hR48K5cSJcVjabSzf0fGIcKCglmv+vobiau2Z5bWVmdz32jYau/Qu7Inm4hI2XHE19rY2Uq+/hohJE4fgSjqCdw3FZdQ3t+PvJzr5tRw42jJklwx/8M5ggsk9wETgoS4KFSZghRBiH7AHKAZeGb6r8g7sbW3s+9MjAEy84/YBy0B3BH9V8G64aKup4W17GjY/f5alL6YkLIGCTz4b9nm0NzSS86aWS5p0wRJ2b8gD4IT5KYSEBfV63OKrjgNg0zJN/hm6K74l60pLhVVm/IKCtP71UtJcMLQJfiOdvXladdrxen+4E9M199S2YQzeVazfQN3efZjiYknREyldKc2v480nN5JzsIKd63L56+2fsWNtLgGBfpx7zfHOcVGxoYiIIAIkpNbX0FrWOXd5+jjtGg8W1DIc+GTwTkq5vrdXPw53VzPaXnGn86qhuR2rTRIeHIBJjwBDR/DOg5UhhnHtd+cI9DgrXgbZy0/RncouPctmpsYAsC/PuIOnQW9eHtlDJcqxaLfaySlrQAicmXaulBXU8fZTm8jaU8pjt39J3uEqgseMxpQQj7Wpydm0eMH0BGLCgsivbGLpT36JRWUWu42utuMgKMCf8fFh2KUkt9z3+jc5riuuB9lM6JBRKK4x97h/GDDSd6EUGC+lnI32YPmuECKyn+cEN8m2uFbduQby3SGbOdS01zfw7eln8s28+bTVdtyMNfVReQdoN/1Ac5FHg3fuuse5HNgtpXRNP3xdd0g81EeVp9f37Ogvezfl09LURsqUOEaP71na+ehrrwOQcuUVBEX3PCZuofbn07RrB+FRJmxWO421HpGE+sHxUWsSxeFan4L8SjOf+2kVSEMZvLO1tlKfkQlCEHXcDBLPPAOA8nUbaC4spKW4mMCoKKKmT3MeY7dL/v2XNZgbWpm9MJVfP3MB/gF+zDhpLKERQRTn1FGa33efPpNv9L1T9IOqzVtoq60lYvKkAd1fW5rb+fqdPQBc9tMTWXjxVISfIKcyiDYRTGvl4HvNehqDVeXQu5z4iGTLN9rzWfSeTwGY968XiZw6pV/HhkWaCI8KJiYhnFsfXIApJICq9kia/SNpKfXN4N0QqxK4HSkl+ZXaM0hKfIdM8rULtUSit9Zq/742u52bnllHc6uVaxem8/qvFuLvJ3jl2wxufe7YbrHM5/5Ba0Ul8fNPY85TTx5z/GAJ1iWrKyq1oFxshAk/v+63kROTtODdkZLhqWLoioEEk79KKcNc1phZUsoKPfF/rpRypp6A8isppe9lvRpASsnBJ/5Ow+EMwtJSmXTHbQM+h6PnnUXJZg4b6z5bT+aoCQDYEHw0cQlFn32Ovf3YSQHuwtLcxgPnv8hX5oWET5/BmPPOYfdGzX8wZ0Fqn8fOmJdMXFIE1WVmDm3X7KZY95s7/OhjncE7LVHCS/re+Tz78zXfyQkpevBuoiN4NzyiPVJKDj35fwBMuutO/IODu+3/7983YrPaOXXJJK78+clExoQQkxjOVfecQnRc59YE9WFaDGZUiw1LRedrmKH7B1Twrg+EEIFCiL8IIXKEEBb9v3/RS9yPeXgP2wbUjLYfuM15Vd3kkMzsnJ3UUXnnMeeyYbpmPwCMUbKZbsVqs1PdpPUsc9jQCWkDl83cmV3F2+uOYOsix9SYpTmzI3upROmL7LIGrDbJ+LhwQk0B3fZ/9OI25/v2Vhsf/3MHAKF65Y5Dk9pPCGa2a4G8VbsKWX32+bQ3Klkyd1DRS/AOIF3Pjjxa6nvBO2fl3TFkMz1YeTfovgtSylYpZTWAlHInmrb5ZH28axJJT+d0m2xLqx68MyV2zvLukM08psq1x9j70J8w5+XTUlLCgcf/5tzeqCcr9Ba8C0t2SPJ5NHhn+B5HCDEDzWl1p8v+63XH1QL91ZvSgdf37OgvX/1Xc4LPv6hnh6e9rY289z4EIP32n/R6nuhZJwBQf+AAUXGaukBdpe/eu/kKNksr2f7aQ9VtizSH5+ulwdQFRQxpgL0hIxPZ3k7ExHQCI8JJPHMhAOXrN1C5eSsAcaeejPDreARbvfQAmbtKiYoN5eePn0OQfk8UEOjPCfO1Pke71vWd8BCSqLWhbPHhyhiFRtGXXwEw9sLzB3Tcmk8O0lhrIf34RGbMSyY6LozpJ47BbhcUhU7zddlMt8uJd2WkVI6XF9aTc7CCoMD/Z++8w6uo1i7+m1PSey8QQhokQOi9N6WjYgFB7AXFz3rVKyrYG1e99g6iKAqISO/Se4CEUNN77/2U+f7Y55z0SiJwPet58gTmzOyZOdmzZ+/3fdda4Fl6iU4zp+PVAr+XhmBhpaLnEPEVpFmFXM/Muw5XJWjP/pNTXElphRZHGzXONRhqt48IwEqt5K+odBKyitkakcKl1EL8Pez474NDuW14APvenoZSIbH9dCpFTfjBVxUWEv/zKgD6vvMmSsv6a6K4jKJ28ZS3dHNFUqvJKRee0A15jkN1gfGaQ/HXpbKLGbUhyzJnXnyZCx9+DED/D99HaW3d6nasTcWRZubd34XVx8R3PdmtCkmCs+7dKcorIn3Hzr/l/Hq9zPsPrCK5yJYcyy5UzPo3OpREHxPz994j6nu31oRCITFimohPrvs6Aq1WT2aBiGsZld46u4oYdFK2IXnn7w9ASUJCe9/OPwpRhmLDcAPzLtjbAUcbNWl5ZX8L8Sh7/wFyjhzFwtmZoAfrFwvs+DWKiL0JWNuqmf/cSGY9Moiv9z7A5zvvZcZ9/WvtW1haRaJsiH/L9lTWkM0E6OFnYN4lm5N3TeE9hGzmI0Bvw+9x1K6wawxXZEbbQrRb8Kra7672hKo6ydU2htr73TrzfrfOze/YgairOwzg6SQG08yC8nqJIjNaj9ziSmRZ9B+VUjzuAZ722FurSc8vI6uw+f7znz8iGbtoE498fpB31wopKGP/aUg2s6U4mygeKeOgVxPFBeUc2noZpUrBO6tnY2mjJvpoKnHR2SbmTplBdi/v8FECTu0C4Hyn3pQlJ5Nz5Gi9Ns1oPZpM3nkZkncZrZc2udrjT25Rw+OqEcbk3VWU770S3wV3Q4UxkiQFAMFAnCzL6Qif2CGGYNZ8YH1H3YCJeeddO3ln29Ugm3kFVW0d2X9yjx0n/sefUVhYICmVxH6/nJKYWDRFRVSkp6OwssSmi1+Dx5qYd1c3eXdFcxxJkjoB64D5sizHGg+QZTnV8LsY+BkRCKuH68GzoyX9JyYqg3PHU7G2s2D8rB4N7pNz7Dja4mIcQrvj1LPhfQAsnJ2w7eqPvqISe2uRI83PNhcodTTKU1JIsxXjz4M3hjCprw9lWlgbNOmKAkDN9Z/8M2Ke5NRLSPZ4jBoBkkTu0eMkrxWSQ+7DhJzhpdPpbPwhghXvivq+u18YiV2d9+2Asf5A89KZNn7imq6ybK8ZzaC5/iPLMmmbtwDgO21Ki9vNSC5k43Lh13HT/f1NjPeBE0XlfKZV4PWevOsIOfG6uOaZ4y15fx3ZHgNAZ0UqSrT43XrLFZ2z32gxb0uz7nbdMu/oWFUCIxrtP5VV2lZdbGKWkXVnV2u7s50lNw0Rf4/XV53iyy3nAXh4UqipELZ3V1cGBLmh08scPF870Fiz/8R9/wO60jI8xozCsYaXakVZFUUFFSz86hDh//c7U17desUxGUmhwNrHmyIL4d/n7tjw+mtK/85083UkIauEhz49wJaTZvm6awmtXX8lrPyFy19+g8LSksHffIHn6FFtOq9JNjMl9Zq2SOkIaV5Jkv4ytFlTjrXDEVsknvmbB3Wil58zWklJjJM/8StWtrnN1vSfAyv+IjqqEKVeFA9sXBPPT+8foKpCi3+oO87uts20AONvC8PF05b46GzWfXWS7KIKJKm6eKCTW7VsJtRQBzIz764IcZkiGRpsKPRXKCQTeeRUXNttm1rSfwTTdykAIY8+jNq++h2an13Kvg0X+MGw5npw8bhm+9Gp+DzyrQXzLt/CxxTfMsKUvDMz75rEbcAMWZa3y7J8UZbl7cDNwO0tOLbNQdGWXlx7Bq/yisWAVTfI7O5ohVIhkVNUQaWm9ZVJQTZWBNk0XPX0dyHFoM3eybX6obFUK3G1t0Snl8kpMstKXSlMnmU1KtwUComeBhpzZDPsu0MXMln8cwQyMpIEb685zcHzmQTZWNFVAaWJSUhKJfaBAc1ey1PfHmHiy5v5cut5MbAaKNXGa6mJU/sSkPUyYQN98e/uzrhZwtdu12/RpsB5WaJg7iQs+4EeuSKJeM7eD62kvKYl+a4ntIR51xZT8as9/jRWFGGEl6GIIKPg6sj3XqHvwiggUpKkM4jK4UdkWTY+6AuAb4EYBCNvS0fdg9HQ16oO887G1xdJqaQ8PR1dRdvG+I7qP7IsE/nqmwCELFyA/513gF5P8i+/krVrDwAOod2RlMoGjzd63l3lytArSfw6AZuAf8uyfNC4syRJKkmS3Az/VgPTgLMdfB8dhpb0nz+XRQAw4bae2DQyTmTs2A2A1/jm7W8c+wr2nbVOLGgKzMm7DkdmbBL5Vo6oZR1d3G1ZMrs3aqXEQZ9+JGa2XZKruf5TECkeDefe4QBYODvjMWoE+qoqMnaKQqNOM6ex/ruTvHLXGn5aehBNlY5xs8IYNqk+q7fHYF8srFTEn8shN6NxVQFbP8PcKOnaZTWb0Xz/yT91mvK0dKx9vHHu26fZ9jRVOj59YTtPTllBXmYJnQJd6D+2ek4eECbkVAvVnlSkZzbWzPWAjpATr4trnjnekvdX1GExBrilHUFlZ9tm1p0RPYaIHFeehS9lqddt8q6jVAlqotH+s/Zww+vSmG++Z9+ts6nMrR3QNPrddWkgsPjv2/pgbaHk1wNx7IlKx8ZSxbwxtb3qRvf0BuCvqNp/L2P/qczJ4byBDdXt8cdMn694bz/3DP6Kh0Z+w9Z10YBQ6vn9cEIjt9xyWPn4UGQhAqmNMe9USgWv3imYD2sOxXP7e7s49jdJrZnRPFqz/ipPz+DUcy8C0P+jpVdURKB2cEDlYI++ogJN/t8TJG8tOliad25NOdYOuwkD9FotKbJIbIUP7M6oHiJfeM49hPQduyhro3xpS/tP4q9rWPumKHbrpT9J76GdKC2uZPuvUQDccEevpg43wdbBkodeGwPArtXnkHQyrvaWqFUiBdLJpVo2U5Zlk5JY4bnzrbktM2qgvEpLRkE5KqWEr2s1y7ZvgDF513b59pb0n+z9B8g5fESw7h56AACtRsdnL25nwbjv+fzFHei0embc149hk5uXpT8Zm0uxlQKUEqUqFwrTa8fOA7zssbZQkppbRn5JQzU97YvrNXnXmARGs9IYVxgURZKkBOAD4B5JklIaGJTbFbnFIrhZ19RXqVDgZaD8ZrRBYnJ7TiHbc66OnrgRmYbAuJG6bES1n5/Z9+5KYfT2cq+TfOntb5DOTGi8+kGr0/Ps94LB9vys3jw1oyeyDJ9sjGZ7TiHroy+DLGPb1R+FRbVibWJWMb/uj2XH6RRTdVRqbinfbL/A4YtZPPv9UVYfjDfpIfcySGTUxIm/4gHoP0b404yYLgbXyEMpWBkCVKXxCZSlpJCxdTuuulK6e9tRISuJcepCqTl41S5oKnkXdAXMu6s5/mh1egrKhASEs13DSsteBmZzxlX03rwC34W1Bl+F3rIs95NleUONNk/IstzT0ObC1hSltBZGT0orL69a2xVqtckQurSNhtDt3X/yTkZw9KFH2TpgKDmHDmPh7Ez3/1tI1/nzAEhZ8ztxX30LQOfZjdcI2XQSybvSq+h5d4VznIVAEPBynQpPS2CbJEmRwGkgFfjm77ur9kVz/Sc9sYDjO2NRqRVMnte70f0ydhmSdxOaD4w6GYLw6mIRPM83y2Z2OC5cFMEFP1UlSoWCAE97pg/0Q5YU7Fb5oa9qmxRYc/2nIEok75zCe5q2dZ13p+nfbkOHkJKn5pePDiFJMHRSMFPu6sM9L4xusD0LKxXhw8TYUpN9V1GlY9PJFIrLhf+IsXjAzLy7ttFc/0ndJGpqfKZMruUX2xB0Wj0fPLmJA5suYmmtosfgTtz/8phaXlJe/k6o1ApKVc4UpWUj665bKbqOkBOvheuBOd5c/9FU6bh0Rsy/3CoT8b5hYptk6mrCwdkaFzdLdAoLMlLL0er0nI7Po7yVbLKrjA5RJaiJpvrPdzsuoNfXnnJX5ecTueQ1Mnft4ewLL9ViFCUaZNz8PWoz70Aonyye3Q8AW0sV790zqJa0JsCYXobk3dnayTtj/4l67U20xcV4jR+H17gxgBhP9qw7Z9q3R2YlgwxsibdWn653/XWhqdKx8oODvHjHr3z0zBa0dYrLrX2bT94BTB3Qme8eH8m0gX7IMiz86hAarVmN6VpAa9ZfCSt/QVdejvekG/BvYu3UUhh978qvXenMDpfmbQrtKdubEX2ZAksH1Hot/l08GRkmCnFj/PuBXk/MN9+1pdkW9Z/K3Fz2v7SUTKsglJKeu5Y/zzOfTGfuM8MJG+jLc59NY1wjiigNIaSPFwE93Kkq1+JVrMXTsfp9aGetxtnWgkqNnqzCCpwMRXf5Z6KuaYbntYykbKOyni3KGvYAfQzJu9NXwLxrrv/UYt099ghqB3tkWeaT57ezf8NF1BZKPDs7cvcLo5jz5LAWnfNkbB6yJOHgId5ZWdm1PR+VCgWhnYVFQ1Ria4Qa24b6RlPXB1YDGyRJehVIAroALwG/teRgWZY3A5vrbHulxr8rEOy+ho71b9sltw25JQ0z70AkuVJzy0jLK6OLh32r2v0iWRRt3ODmeOUX2QRyDh8l58hROj94Xy1/D2g8MeDtYkNUYj7p+WX0qadWYUZrkGWQB/SoM0nu3VUkzJryvXvj11NEJuTR2c2Wp2f2ori8io83RrPlZDLFo32RC0q5l9p+dzq9nrGLNpn+tvdNCOHDB4awLzqjVtvvrj1j0tDvWUc2s6pSy5kDIvk2wFA97OXniEcnB7JSisjR+wOCeRe9aDHo9XjPnM7E/l24sDGaKNcQxpuZd+2CzBZ53rU+efd3jT8NIb+0ClkGFzuLWpOKmjAWRmQWlCPLcrMBNDPqoyJT/I2tPOure9gFdKU0MYmSmNg2+WW2d/858cQzFEafo1DtQYrrRMYvnIba0QGX/v1w6N6NogsXqcrJRe3kiO+smxttx8bPyLxLuar9pq1zHFmW3wDeaKTZ/o1sv+7QXP/ZtIleKTYAACAASURBVOIUsgwjp3fHpYHAGUDWgYMURp9DaWON25DBzZ7T6HunyEwA3CjIMTPvOhoXkvMATwIcqsf5u8eH8PuRRA5496c0NQ37rv6tbrep/iPLsklO3KF7d9N236mTUTs6oikspMsdt7LpFyGtOf3eftz51PBmz9l/rD8ndicQsTeRibN7klNUwfyPD3IiJpdxvbz48+VJ2HY2eG62sSjCjL8HzY0/xuSd79RJzba14r39nNqfiL2zFYu+vgn/7u719lGpFPgEOJN0MZcCnKnIyDRJkF1nMLHKEQUks4E76+xjZJUfpo6cOCKJp6spJ/73XXr7obn+E3s2k6oKLY5yHlb6MgLuntcu5w3o4U7e3hRS85Qs/OYYvx9JwtpCyUf3DWTuuO7NN3D1cSX9p0FVgtYgPb+cmIwiQnyq/25xK1aiKxNFghmbt5K1YxeeN0wAINEQAO3i0bCk12NTwxjczYMgb4d6iTuAwSEe2FiqiE7KJym7BD+D/OYXyVlUZudwr0EevvcbS0zHxJ7NpLykCjdfB+JyS3Co0HOrryvpxRVcTitid2Qa4W52/Lj0AJPu7E2PQdV5gYspBTx771psM8TcJu5cFt7+zky/P9y0j5DNFGv/xmQzASRJ4o6RgcwY3IWBT//BueQC9kWnM753XZVTM/5utHT9Jev1xK/8BYCg+xv3hG4NrH19KD5/gfLUNBzDW8a8+pvRkDRv3QVCLWleSZKM0rw16UgNSfMukyRJB6wF3mik+PZJYPGV3YJA1MkLAHRWlKNQSAwOdkOtVHBZZ0e50oK4ZSsIfeapWpKELUFz8+fot97l0mdfclk9BKxg2LRQfAeL9dP0e/ox/Z5+bbqfoZODiIvOxrdIg71T7ZhWZ3c78kvzSM4poX+gN5bublRm51CamGjywDOj5TC+u/zrSD73DXAD4FR825N3zY0/tVh3Bq+73WujObojBms7C17+9mYCerRcdVaWZSIMycau3dw4k55MTpG6Xoynb4AbEbG5nIzJYVQP77beXotwvTLvngN2IqjJJ4FPgT3A81fzojoCeQZ5Nxf7+gwRIzsk7er5MjUJTXEJe6bMIOq1N8neW98yoNHkneG+UnLNlelXCqOnXd1JcnXyruEBdNOJJJb+EYVCkvh64UhsLFV4OtkwdYAfOr1MRkE5unLR72oG3y+lFZn+rpZqBd/vvMSK3THsM1T+vXpnP/zcbbmYWkhGfjk2lioCvGonno/tjKWyXIN/qDtu3uIzSZLoPUIEpi4liflKUfQ5snbuRuVgT/d/P8f4cBGMiHYNpsScvGsXNMW86+Juh1IhkZJbSsU1VH1bmphI0prfKY5psDC2ekxtYLFrhLWFCkcbNRqd3iSxaUbrUGnQBLesw7wDIT0JUHj+wt96TQ2hNCOT44n27PBawE7Ph7hgPZjPv8/m6yW7Wf/dSc4EzOey83B0KAl4+MEmK9jVDg6o7O3QlZZRdY3KupjRNPQ6PUcNfkGT59Zm3WX+tZdTLyziyAOPsP/WOYBgVCktmy+OdegRhqRWo8gQ45LZ867jEZMrxu4gz+oF5Jhe3rjpy8i2cWXXoYvtfs6q3Fw0BQWo7O1qFS4ora3p+86b+N16C07jJ3N0RwySBBNbKP3Ta2gnJIVETGQWlRVanl52ghMxYv62OyqDwxcysTV53pmTd9crii/HUHzxEmpHR9yHN10VHHkoiW2/RKJSK3j242kNJu6M6Bwk5vyFas/rVla1A+XE/6dw7rhgpbiWxmIfEoz7yBHt0m5QX5E4ibLuzu9HklApJcqrdLy48hQlFZpmjr766CBVglYhIqY6Pi/rdMR+uwwA95GigCNj63bT59WymQ0HxyVJYmCwe4OJOxA2JJP7i+TamoPxyLLwvytJy6Tokpjj9HnrdayDglm1L5aErGKijoh3h0OgE+fdRbvHN1/mnvFinf/xn2d55Z61HN8Vx+eLdtQ639L/7Mc2owydUmLuM8ORJPjj2xNEHa4mrlr7+lDYAuadaX8LFdMHCQ+qQxfqKwXKej1pW7Zx6vkXyTt1utn2zPj7kHP4KKUJiVj7+OA5tmFVgdbCutM1z7zrKGneuQY5zZGGn7saOX+7yT6fuyCe266OgudjY6kizM8JGSgeOhFNURGXPv28LU03CFmvJ+Lp5zi/9EM05RUkOw0AYPytPZs5smUYOKErKMC9RIeHpbrWZ35uokAiOacUSZJw7i3WfvmnI9vl3P80mN5ddQpPAjztcbRRk5FfTnoH5C4aYt2VFVfy09IDANz/0phWJe4A4rNKyCupws3BkpBeIp5VoHBGk19Qa7+BwSIxefxy2yVBW4rrMnkny3KVQT4sSJZlG8PvlxsxD76uYfJmamBy5usiHorUazDJlbppM3smTTP9vyDiVL19GksMdPMV2fSziebgZ0txPqWAVfti61G8sw3MO3d7CzK2bqciS5jVd+/khFqpIDajmKKyKvR6mWmvb8P77pWM+vcG7v3vPgBemd2XkWHVwff7J3YDIDO/DI2hWtC+W7XyjHFhMnNwFz68fygAP+65bGLeTejty5I51QQOFzvLeuynbT+Ll+WEOi/s8OEiMHXhTO2EY8+3Xsfa14fhYZ5YqhQkOnQiLTXHTHdvBzSVvFOrFHRxt0OWIS6z+O++tHqQZZlzSz9gc59BHH1wAXsmT6c8o76/S66pIKLpgLunUTrzKvneXe8wGvpaeXnW+8yxuxhHrnbyrry0itfu+4Mop4kUqVyxslEzcFwAkkJi99poVv33MBGR5UTajiX34W8I+r/HmmxPkiSTdGaZWbruukRsdBbFBRV4dHKgc3A18z/63aXsu/l2Yr76luS169BXVhL4wH30eev1FrWrtLTEoUcoVloxVhZklVJaee0UPfyvQdbpiCsQ329YUPUYpFQomGIv2OKrjrXNs6MpGIOi9sFB9Zi3XWbfxuBvvuDEgTS0Gj19RnTB3ach2636sLG3xC/EFZ1Wz8bNl9h6Kg0bSxWzR/gD8PaaM1h5eyEplVRkZKKr/J9bDv0jkLp5KwDeN05EoVY3ul9uRgnfviZ8WG97bAjd+jRd6ds5WCTvCtSelCVdv++mjpAT/1/D6X2iQMS9MpGg++9tNwWAgJ4iOZyvFgH0zx4czIAgV3KLK/lyy/XhD3QF/ecNWZZta3hOtcl36mRsdWAvc+9+ylJSsPXvQu83XgUgZ/9B09o1JkPMFYK8WqesVBO3jxDqNb8djOOLLee5cfEWzuZqKVdaELJwAQH33c2bq0/zwKf7GfTMenZvE6zxaK2GbFslFg6WZKUWMcrdEQsJcrbHU5ApYk65GSVkJgv5sooqLemHROLvrIcFcpgrtzw8EFkv89kLu3j2vX0cj8nByteXAkvxzqtr59EYhnQTwdYjF+t/3RHPvsDBO+cT8/V37J3Rdj81M9ofaVvEu8xv1s2N+oS3FkbG+DWcvOsQaV5ZllMNv4uBnxHynPXQnrLPMWlinhxkkAOEasud8sm3AnD+w4/bxRtOlmWOP/YEcctXoLCywnXxl5TpLfH2d6Jb3/ZhMTk4W2Pb1QkFYJ1W2zu6k5soKEg2SBU79zFIZ54+A0BFVhbJv/+BtsxcdNkSNMa8Uygk+gaKJNexy9ntfl4j60529ibbfyxlxZX8tf485aUawgb6MmJqt1a3efSSeGf3D3ClU6CYRxepPUzWMEYMCBLzoxMx7X9fdXFdJu8AJEkaJ0nSN5IkbTL8Hn+1r6kjYGSJuDrUDzR3NVQTx2c2bmB/NZAfGcWheffWGtDzT0bU2qe0UktJhRZLlQIHm9oLVOODfSWGlv+ruO3dnTz+9aF6VY4PfLKPBz7dz75ztSe3Rs87i/hLnLz/YXb1HUTyH39ioVIS5mfU583nr7Pp/BWVTnG5hojYXMoqtdw5KpBnbqquCpdlmRFdHejqaU+lRk+M1ppPwu9iaYI1eQaDTuPCpH+gG7OG+WNnpeLY5WwSs0twtrWgVxcXbh8RYGr31uFda11vXHQWlyMzsLW3ZMS02oNs1zAxMKYnFGDfQ2hd+9w0A9+bhZy4tYWKEYZE4xkrHzPz5QpRVqmluFyDWqnAybZhb7grkc5sb5xf+iHRb74LkoSNX2cqc3I5tmBhvSRubnHjUsQ14eVkkM5sg6foPx36qioqs7JAkrD0qM8GMDLvii60kfkiy/VrGVsJvU7Ph09vITG5CmttEbPH6/n2wIM889+pvP/7nYybFcbwKSHc/cIolCoF+zfFERNZPxlcF7adq6Uzzbj+cHp/AgB9RnQxBT0Lz1/g3DvvIymVhCx8lL7vvc2kE4fp9/7brQpKOPXpjbVOBOSSkgsJfGQd2061fwLJDMjas5cktZDk7jO0diHQrFBRILYjQzbJd7cXii8bJDODG5cDPnNQMJ8GTghsVdvd+4n5ze/rRdHDo5NCeG1OH6zUSnZHppGSX2EKbpVdu8EtM5pA6iahduw7dXKj+6QnFvDC7b+QlVqEf3c3ps7v02y7xuRdoYUn5WZm5v8k9BoNO594nUuR2Sj1VYT2dCHg3vnt1r5fsCsgY6OBYDuJmwZ35rmbxFrsiy3n0enNnmTNIaJG8i7BICnof+dsnHr2wMLVlYq0NEpj48gvqSSnqBIbSxXezm33K5zQ2xcnWwvOJubz3PJjAGgVKtIcfAhatIjE7BI+2Sg8WjVlGrJj8kCCfTnF2NtYMHq6WIdH7Y5jWrGEX6EGvQSVSjE32rdJvItWronCrkxHlVIi1UHNN9sucOujgxkxrRtVFVqyf7/M3S9sZ2uuJTFO/kiynrBOLZO9NybvTlzORqur7mOpGzcTt+wHFJaWeIweibbk2itk/ycjY5coLvGaOK7d2rT2Feur8rRrdt5skuaVJMkCIc37Z519jNK80AJpXkmSVJIkuRn+rQamAWc78iZkWSa+SPhV9gjzN23v5S/mEfEKRwLuvRtZo+HoQ4+iKy+vdWzmX3tbVcCauWcviat+Q2lrw8jVP3MmXsSFx9wU1r72EwEiZlV+sXZ80M9dkGGMXm3G5F32wUMkrPqNrQOHc+T+h9kzeQbJf/zJyaefY+/MWRxf+IQ5odcAGmPeAQw1jOeHzjcfT2kNytMzOPPKa+RYdGa72318vmQfC29czop3hfJfXSWdlmLtEbFeGx/uhW+AWFMWqdxNiV0jQnwccbRRk5ZXRlpex76LrsvknSRJTyNMQPMQA10u8LMkSc9c1QvrAOQ0IfHW1VMMQnGZVz9wXhPp26ulFALuEQuHglOnkWtM7LNrMHrqDsy9/V2QJIhKyKdSc90aq3cIopMKWLbzEq/+Up0MzSwoM3nXbTpZ+2Vp/J6tM6sX68cXPkFFZpZJe3jpukje+FUwI5+5qRfbX5vMqn+N4/MFw01/m6ILF/lr2s2s9w9mVmexrVyyIMKzJ8sjchm3aBNJ2SWmhUnfQFdsrdTMMMhdADwyORSFQhy7ZE4/ji6dyct39K11vaf2JQAwfEoIVnWSujZ2Fji4WFNVqaPzC68Quvglen+0tNY+N/QTE7tIt+6UJrZcGkivlzkTn2s2xK6B7KLGn1EjAr0MybuMq8u8yz1+gnPvLgVJYujybxm/fTNqBwey/tpHSVx8rX2NiWZXu4YTkkYYZYkzzcy7VqMkNg5Zp8OmS5cGJQUduomAQPHlGPTalrOPii5dZvcNU8k+dISii1cmeRexN4HIQ0lYUcGo7B8ZOXc4KrVIxPgGuPDQkvE8/u6NTJ7bm0lzRbHB1pVRzbZrY/CdKolLuKLrM+Pq4NR+Ibncd6S/adulT78AxHym9+uLCXrwPuwDA1rdtlPfPqj1ZciAokoPOj3/+TPazBLvAFxYuZpca2csJJnAOsyF0F4BdM+LoVJWsP5I+0psG+Wa7YMaTsxpNTqij4l5Wu9hXRrcpzF07y8qkMuSilBIEg9ODMbJ1oJJfUXC7tf9cdW+d+YEzXWHgrPR5B0/idLGGq9xYxvdb8OyCIrzKwgb6MuLX91kem81BSOLuEjlQUnC9SmbaUbj0Gu1HJwzn91/CuZvsGUyo77/tEn2ZmthYaVCYyUhARMtypAkidE9PPH3sCOzoJx9ZzOabeOfjjPxeWi0eqoKCkzell3uuA1JocBthJDJzTlwsBbrzrhubgss1Uqevbnacy6wIBErXSVaWeLLred549dTVGr0zB4ZwNwADxRAto0SjVLi4Umh3DBLFL7sXnuOquQiHJytefOX2ynoLeIH674+we7fo9n1owhkeg30Rq+QOHwhC41Oz4LXJ1Da2Q6lDN2zK3l2YxI6hZI+eRcbVHRpCJ5O1gR42lNaqSUqsVrp9uyb7wAQvuQlRq5ZhX0b/LPN6BiUpaZRdOEiSlsb3AY3SBJrE6512cwOkua1BLZJkhQJnEb4dX7TkfdRFp9AuoUo8A8NrSYShvsbLXfyCH/1FewCAyiMPkfEv14wrWPOL/2QfTffzqbw/kQ883yt9U1VYSGF0efIjzjNyaefM30W/9NKALo/+TgW3fsSsS8BhVJi9Mz29VItcLJEo4CSlGIykgpN2zsbGGLJOSLp5DZ0CCp7e/JORHB8weNoiopQ2dtREBnFkXsfJG7ZD2TtO0DCylVc+OiTdr3G/wWYmHcNeMYPN5AsDrZT8q7w3HkO3X0/m/sNJifyHMfcb6WkXMLJzYYyQ7G+h68D/cd0baal+kjPK2P/uUwsVApmDuqMs4cNlhZQpbQhee+JWvsqFBL9DOSjEzEdSz66LpN3wDPAOFmWn5dl+XNZll8Axhm2/08h1aAJ6+tiU+8zo1dYfBsC55+GduHT0NYFDlqKzF1/ATDsx2X0//B9rH180BYVU3I5xrRPU3J8DjYWBHk7oNHpOZdsZk/VxOvD7FEi8+XW85w0DA5btlYPINtOpdV6URq/Z+v06sW6rrSMs2+/y5MzeuJqb8mO06kcu5yNSinx6JRQhnX3ZNpAP1RKMTwkrV3HznE3knPoMOj19N33K54n0/Bad5D/y/mLcH8XYtKLuP29XaaJdd8AESh4bGoY7o5W/OuWcF68rbo6WJIkevg5o0Qkzoy4HCkWf90H+DR4/15+IllUZudLwEP311uY3thXJO/OuoZQ2MLgeXJOCTcu3sLw5zcw/Y1tLTrmn4CmnlEjjMy7mLTCRvdpCO05/ui1Wk7839PIOh3dFj5KpxnTsPL0wGuiIGNn7NxVa//cJtjMNWFk3mXkm5N3rUXJJcE+se8e0uDnans7bDp3Rl9VVS+52hiq8vM5MHseucdPMP+j97jj5RfI3Luvzde4c7UoXAwu2I+TjQbnvo2zF8bcIhYQ0cfS0NYoKEnKLuWeTw7y57HqQLlTuAh25Jv9N65ZNDb+pCXkExedhaW1irCBIkhQlpJK4uq1oFAQ8tgjV3Repz69OevWjQqVCMZZ6WROx+dzIrbt5t1m1Ed5aiqnTlwCIMTH3jSXMcI+JJhBGUKee9up1jNkm3p/FRvHvkYCiZdOZ1BRpqFToAuuXg17GYGoXj56KYu1h+JNjJbgPl5IEjiW6ejn72TyOrp9uD8AP++NwcqQvGtN8ZIRV1vG+J+CxvrPxY8/A4SPpsqufsUyQFlJFQc3i759/0tjcHBpGSvHztESJycVOoWajATzuup6RkP9J2X9BuL3HCPRVlSX3/frS9gYAt3thdiMYrLVwv8ooECsPyVJ4pYhfgD8diCuXc/3vwY/N1sqNDrOp+QTt/xH9JWVeIwZZfIqdTUk73IPHSEm3ZC88267ZKYRT87oyWePDKOPTSX3nFvLE+dPU7ErkcU/R7BqfxwqpcTLd/TFu0gU0pV62TC0uwf/N70HnYNdmfPEUFNb9y0aTXAPTxY/O4pkRxV6jZ6vF+9Gn1KMRgEPPz2CYG8HKjQ6ohLyySwqZ68NaBXgVKHHrlLMn0cnHUbTCnUcI/vusMH3rjQxkaILF1HZ2xN43z0oVCq6Pf7oFX9XZjSPlqzfM/f8BYDHiOEoLJoulG0NrgPZzHaX5pVluVSW5f6yLIcbpJ+fkGW5Q5kNeadOk2Ut4ngBNYrfenURzKNzyflgbcPQZd+gsLIiYeUqopa8Qda+/Zx77z8AKCwsiP1+ucnXE+DMS4uZvWQRd779KnHLfiD1z41U5uWRtmkrSBL+c2azf+MFdFo9fUf64+TW8DyorcgoqSTDXrzDjmw1qZLSuYbnHYCliwvDVy4XfVehoO/77zA18iShzz6F5/ixBD14H/3/K+7z4iefm20yakCr05NoZN418PcbFOyOSikRmZDXJuWTmuNP6qbN7Bg9gdQ/N6KvqCCr/zzKJVsCwjz4fOe9vLN6NgvemMALX85AoWx9yuvXA3HIMkzo7Y2znSWSJOHrbyBOHY+vV3jb3yCdedKcvGsUMXX+H8cVC2ldW6jS6sgqrEAhSXg61Q+g+3vYIUmQlFPSasaQr5UFvlbt90I1QlNYRO7xE0hKJR4Gk2zXQcJ0NO/ocdN+xsRAY5rn/QyssAhzUKsWrN5dxISE/cgyfLb5HJe//JpfP/3N9Hl6fjlnaizMjX5d1kkioNTnkw+RlErif/gJ9b7trF90A4OC3fF1teGZm8LxdKqdJC5LSeXYgsfRlZfjY5DxqTr4Fz9wnFd2f8AtPZ3ZvPhGgrwdOJuYT6VGTzdfR5xsRVCpd1dX4r+ZzeLZ/Wqxt0oKK/j0he3cPehLFt6wnAMbL6LXy6bkXUjvhjWuvboImY2MxIaTRUHeDnRWayhV23DodEKLvtMnvznCYYOW/oFz7Uvjvp7RkuRdqEEL/VxyQaP7NIT2HH/iV6yk6MJFbLv40WPR86btXhOEVEfGzj219s9rgs1cE14GqZqMArMkQl3IskzW/gNUZDZs+VFskMNsqhLWMdTge1dHL1/W6Uj8bQ0H5tzFvltnk7hqNbIsc+KJZyiNT8ApvBdD5t2Bc242Ua+92SbWUlZqEWcOJqJSQpeySNyGDEGhUjW6v6uXHb6BzlSWabh8pnqMeP7Hk2w+mcqDXxzmF4PPjEtfwSbOMyfvrlk0Nv7sWhMNwNBJIVhai8KQ8//5CFmjofNNM7Dr6n9F57UN6Mq2wHGUq8W7cN4AUWyybFdsU4eZ0QhkWSZh1W/Erfip1jiQsGwFyTYi2Nezq1u942y7+NGrSASa90Smtuv8uehyteddQzhzUDD9wof5Ndq+Tq9n1js7Gf/SZu7+aC8z3tpDZkE5NnYWKJytUABD3KoDKmN6euLjYsPl9CIOO4qCiZLYlhVFGFGVn8/BOXe16hgz2oaG+k9ZSirJv/8hpHmbKBLY8WsUleUaQgf44hvggizL5BRVsPpgHM8vP0aOQTHBiAspBbyzNorknFI6BYrAW3q62Q/x70ZFla7dZCUb6j8xX3/HeYeR6CQ1A8Z2xS+4/rh3pfh6+yWKLUXYqCCzuqhtliF5t/5oolm9pAmE+Ynn70xMNpe//haAbo8tMH3u3E/MHQvPRHLZYEUQ3A7JO4C7x4WwJOl3OpVmMnd8H2b0rC6QnTMyEBcLFdFHk1EoJbYvu4Mdr00xrZFm3N+fh5aM475Foxlyo5jTj+7pTXqoM6e9rZAMzMC8QEd6h3oyKEQEMI9dzmbTiWT0CglFgFgrDlNbEF6RSq+cS61KwAzpXtv3Ln3bTgC8xo81JYfsJk9r8/djRsvRkvV7xm6DZOb49pPMBLD0cEdhYUFVXl4tqUYzWg9Zlknbup1Ln39JYfS5Wp/FnjyHRqnGSaXH3rq6SN7BxoIAT3uqtIJc4dSrJ0O/+wpJqeTix5+yd+atyFotwY88yKAvBCPtzEuLKbp4iYSfV5Hw0y+4lhQx6A7hTxn56hucfeMd9FVVeI0bi9rdk+2rhMLN2FvC2v2eMwsqSHEU93N4a4xp3dC5jucdgMfIEUzct4uJe3cS9MC9WDg50XPRC4xas4q+771NwPx5dLp5BvqKCtN43h6QJGmSJEkXJUmKkSTphQY+t5Qk6VfD50clSfI3bJ8oSdJJSZKiDL/H1TjmL0ObNRmdHYK4zBIqtXr83Gyxs67P/LexVNE/0A29LHPkQqttY2uNPxc++gRZq8X/ztkEr9pBRKFg1815cigKpQL/7u6MnhmKj79zq8+j0+v5ZpsoaDR6iwME9RfFNplltrVISQD9A0XCu6Y8dkfgek3eLQG+kyQpWJIka0mSQoCvgcWSJCmMP1f3Eq8c6fnlyDJ4OVvVqxwGsLJQ4eNig1Ynm6i+LcUfmfn8kdm+1ZeawiJOPPUMsk6H68ABqB1Fdtpr3BgAMgzmtdB8YqCf4QE41cEPwPWICcmHkGSZPw7FsWfJ+0S5imBNYIEICh04LwbDskothWUaLFQKpFgRTPeYMI7w114BhHxmsLKE3W9O5eIXt9eTsAS4+MlnyBoNnW6awbAfl+E/dzYAqy8ncnL4aFwHD8LJ1pJfnxvH2F7ezBsTxFePjajVhl6n56f/HODNh/7g039vJ2JfPB8/t40Dmy6i0+rJyyzh039v58i2y5QWVeLsYdtoRbpnZ0PyLqlxpteYLiIBueNy83KyZxPz2HYqBRtLFRteuqHZ/f9JaEnyrqdhMRqdlF+LQdkc2mv80VVWEv3u+wD0WvJyLYlGr7FjAKFZriuvDmgZpYib9bwzyGaamXf1cX7ph+ydMYuNPfty8ql/oSmu/f4xsk/sujXMvANwChdSlLlHj9XafuaVVzn28GOkb91O5q49HFuwkCP3P0Tqhk2o7GwZ9uP3xNz3IGdumEJ+xGmKL9et42kcxbFxJK1bz4/viQKIYLdiLPXleIwc3uyx4cMMkrwHBctud2Q6uyIzsFApkGV48cfj6PR6HEK7obS2pjQhkcq8vFptFOWXs+aLoyRe7HhDYzMaR0PjT1Wlln3rRSJ5wm3Cx6ckLp74n34GhYKw55+94vNmF1dx3qELFYY8cT9DAmZzRCqldXxsIB0KtwAAIABJREFUzWgasl7PsUcWcnzB45x84hlOPvkMsl6PtrSUpJ9XkWInpFnCOtf31VGoVAT4uuBdkkVRubbVxumNvb+0paWUJiYhKZXYBdSXaJFlmWOGRG3fUf6Ntv/t9otsP5WKo40aTydrjsfkMu+jAxSWVpFt6DudFdVSiSqlgkW3C+bwl5kOaBQqimNaPi7Ksszxx59qE1vPjNajof6T8PMqZJ0O3+lTsfVrOLG7d/15Vv33EABT5vVGo9UzdtEm/B9Yxb3/3cdnm8+xxCCpv+N0Cq+sPMGElzfzwYbzjH15O5JB5jynzNoc+PyboNHqeXttFIEL1tHpgbUs+vF48wc1g7r9J2P3X5yNzCfBti8KpcScJ4e1qJ2KKm2Li5/ySir59UCCKXmXXVBdjBns40CApz1F5RrOp5hZnY2hu8Hjbds3v1GRnoFD9254jq+Wx7ULDkJpY0N5SioXE0XhcrBB3eRKUVVQQP7pM0hqNYe79eCm2eHc2LcTDtZqnr0lnOO74tDrZHoO7oxDHY89SZIYN6sHN8wOr7VtZA8vUpzUnAq2J9LLkkEGf7xBISIufOxSFhuPi3fKkMmimMUzr4p37C6hQKYktuVMzaHdPQGRvJNlmfTtInnnfcMEQEiwhT2xvi1fjRmtRHPrd1mnI3OPUEXxGt+4/HNLkZNezLEdcZQWVSIpFFj5iOLu8tRr1vfumsTuSdP5wz+EA3Pu4uLHn3Hk/oc4OOcuzixazPYRY0ldV/38XDwvnlt/l/pxkpE9xNx6g+HZ9pkyieG//Ii1jw9IEiELFxD+6it0vuUmut51J/qqKrYNGcnxx54AIPuDD4lf+AT2IcGUxicQt+wHJKWSHoueZ9fqs2SnFtEp0IV+TcyR2wKNVk9WYQV5tkoc3WzITi02FeN6OFphqVaQX1pFcXn1WsyhWwhOPXs02mbIo6LQKvHX1eg1V76GkyRJCXwGTAbCgDmSJNXNYt4P5MuyHAR8CLxr2J4DTJdluRfCU/HHOsfNrcnovOKLbQRnk0Qxfw8/p0b3MfmYxrQ+FmIcf0qTksg7EYHS1gbbeU/y0SuHqCzXMHpmKL2GNl4c2VJsOJZEYnYJ/h52TKxBKAnsJd5FeZa+RD77AhUZ1QXdRtnMU3G5HWqHcb0muL4C5gAXgRLgAjAXkcDTAFrD7+saaXliceXTgGSmEQGGxVh8ZuukM39Iy+GHtPZNjEW++gYp6/5EYWVF9ycfN233nTYFSaUi5+BhKnPFhLS5xEBf4wMQb2be1cSNh/cR0NWTsNzLVOnhrYELKLB0INAOhqYL3zqj/1im8Tu2VyNXVGDp7obawYGQRx/Be9INyFotWfsPNnqupDW/E7dC6FCHPfsUkiQR/PCDIEkcuHEqB26catIy7+brxIaXb+TLR0cwwEAbNuLEnjg2Lj9F1OFkDmy8yHuPbSTyUBL2zlZ88Oc8Jt4hgvgfPyckK4N7ezXqsWZk3mU2kby7ZYxYQOytcKo1eMZnFvPSTyfYcjIZnV6PLMu88Ztgx9wzPpix4T50822ZgfY/Ac2xYwHcHKzwdrahtFJLfFbLx6D2Gn9SN2yiMisbxx5hdJo5vdZnVp4eOPUOR1deTtqfG03bTZ53zSTvPI2ymWbPu1ow+QsiAuhxy1ewc+xEytPSTfuUXBSyXvZNJO88DclVo6k5CA+8mK+/EzIV771Nz0Wi6CxlnfD7Dn91MbZ+fvyYW8yRm28Tx9eRRW0Ip/YlcHJjBLtumMqax/7L8d1xWNuqCc0SY47HqBHNtADhw0S1VdRhIY+xcp9gtjx3Uw/83GzJLqzgREwOCpUKp15G6UzhA1KZl0f89v28ft/vrPn8GIvnryX6uFlm42qhofFnx6ooigsq6BrqTmBPTzRFxRycdw+yVkuX22/FoR38VA4Zqgyt9OL9pc2vpH+gK2WVWjadMHuUtQbpW7eT9NsalLY2KK2tiV+xkoyt20lZ/TvawiLSvUSwMLRTwwtI++AgeuWKoqbtrZTObOz9VRAVDXo9Dt27Nej1mRKTR3pCAfbOVoQNaFjSLq+kktdWiQTM5wtGcGTpTLq423ImIZ/Bz28mTRJzGn1O7ffSvDFBhHZ2IrVUz7qAiSbvvZYg5pvvSNu0BbVD+wSKzWgadfuPrNcTv/IXALreNbfBY07siePLV3YhyzD36eEMHB/I19vOcyImByu1EgdDhfPyXZd4/ddT3PzWTj5Yf5aC0ip8XKwpKtfwm8FjpFDtQWkL5arNuDL8589zfLjhPBqdHp1eWB7UDA62Bcb+c+lEIl/f8zFfPvA1h11vQ5YUzLyvP74BLo0eeyouh5lvbif44d9wm/cTg59dz++HEzh8IZPNJ5LR6hpmzr2/LpqyKh2hoaKwNr+qdlyif5BYsx+/bC64bQzexeL5O5+rQe3gQN/33jKtdU/F5fDSqkiqeg8E4FKSKPwK9mmfMTn7wCGQZVwHDuDH3GJ+zspjzQvjSfhuNoFeDhzeKgruhtzYMGO8IYzqIQKaKQqZJGcLpgwUAdPBBubdjtOp7D2bjkKSuG1mN5w9bMnPLqPYUHBcl7XQFLr5OOJsa0FaXhlx8Zlk7T8AkoTn+LFcuJTN3KW7Ka/qUCXB6xZRifn0fmoD935ysNWxwobQ3Po979RpNAUF2Pp3abCIqaVIupTDOwv+5LmbfuPLl/bw4ZPb0Gp02BhkZkvjzDK9rUF5WjqawkLSt24ncvFrpKz7E6W1tUlVK/Lp5yg4E0lFVjZxBuZvYBf3eu3MGib+pmsPVssGek8cz+QTh5gaFUHv15eY2LDhry3GytNA8pIkwl9fwrbQcFZk5DHilx9xCBWWFKHPPoVdWE/WfS2KW2b/39A2yRw2heTcUvSyjI+LLSOmivXcz/85jFajQ5IkE/suKbvlZBiX/v1w6N6Nyuwc0nfsbI/LHATEyLIcJ8tyFbAKmFlnn5nAD4Z/rwHGS5IkybJ8SpZlY0Y7GrCSJKnpQFcdSJLkJEmSf80foFNr2ohKFIn9nk0k73p3da21b2tgHH+SDXEhht3Ee09uo6JMw4hp3Xj41ZaxfQtKK9lxOoV3155h6bpINhxLpOfCNTz93RH+tewoD312AICHJgajVFT3xcCe4pnIt+xM/skIDkyeTu5xYV/l42KDp5M1BaVVxLVirJX1+loxtOZwvSbvutb4CWjk/wFX7eraCam5Qq6tU1PJO09RuR3bBt+79oSuspLk3/8AYOzGdXjfONH0mYWzM8X9ZrDB4wk2vLsJgOxmknfh/i4oJInopHwqqrQdfPXXD1S2Ngz89CNu1sYiyXpyrF2wUCn47onR+FSIRGd0VDy68goyDYwhd7V4udrWmES5DxMa9nknTzV4ntjvlnP0wQXoKyrwnzcHxx6i8MOpV0+6zq8OLtgFNv+YGaXIps7vw22PDiY43As3H3ueXDoZn67O3PbYYKztqiUYuvdt2O8OmpfNBBg3tg/OlUVkWzhw5FT15G7hV4f46M+z3PbuLuZ/uJevtl1g4/EkbC1V/N80EWw3VhSZ0TLmHUBPgwb62Ta8hK8UsctWABB43z0NJnyDH34AgMsffYy+Smhr57aQeedtGHfTckvb7XpbimtVNqHw3Dn233Ynsk5H8IKHuOHAHhx7hFESG8fem2+jMjcXXXkFpQmJSEplrTEnLa+MlXvjOGvwxXQdNAC1gwPFl2MoTUykPD2Do488hqzV0vWuOwl68D5Cn32KYSuX0+3/FjLk+68JuHe+qT0LZ9HvMnbubvKaI/bF8+5jG3j/3wfZorqF0043AjC2exFS8gXUjo5NVtYZEdjLAwsrFWnxBeTnlHHQkIiZNrATkwxj1iZDJaJLP8GCyTsZQWVeHrsnTuHTBT+THJOHhaWCijINH/9rG5VXGMQzo31QVlzJum/E5Pu2hYORdTqO3PcQRecvYB8STJ933miX8xhZ8R7lIlmUkVjArUPNfkFtQdwPoqi0x/P/otfiRQDEf/0dCd8tQycpSLYWC6zQTg0X5DiF96R3tmBarj1U37ugLcg/I5L1UQ5jeWbmTyRcqF1VemSHCFYOHBeAUtXw8uvX/XEUlmkY2cOLGYP8cHew4uenRtLJ1Ya8kipKbQX1Luli7cI2pULBZw8PQyFJbPUfxZlcbYsqgfMjo4h8+VUABnzyYetu2Ix2Qfr2nZQlJWPTqROeY0aZthfllbP2i2Ns/fkM//3XVmS9zKxHBjL93n4k55Tw1mpRfPbTM2NI+2EuNw/xB+DdtaIf3jM+hE8fHsbx96Yyqa8PGYbEb4GFJyWtSO6a0Tbo9Hp+NhT5LH98OAODXKnU6Nl55sr9mopTs3j9ntXsPilxwXYosqRk6vze3P74kEaPySwo49Z3drHrTBrp+SK+cC65gPkf/sXEV7Zw+3u7uPujvfWkLy+nFbF8TywKSeKlBwahkLWUKRwoSqsegwYE/z1eL9czKj59D4AUZz8mHthjshY5fCGTyUu28s2Oy7zqPIHfgieTWKzHxkJJV4/GfVFbg8w9ewHwHD3StE2SJCxUSoryyjl7LAWlSsGg8YEtbnNUjfXy1AGdTf8P7eyEq70lBaVVaHUyQ0LccLW3ot9o4VOUUCGWHq1J3ikUEoMNbI2tq3ehr6rCfcQwNv+ewJJZq+h7MpdxNi3z//yn4T9/niM9v5xNJ1O55e0drVLJaQuMfc1rXNtZd3vXn2fRnb9x+kAiFlYqbB0siYvO5vcvT2LfTRRoF52/2C7X+0/ByNU/M+XMCQZ+9l8C7plPj0XPM3HvTob9uIyAu+9CX1VFzMefkfDdcjItReIlwLe+3OCoHl64OVhxOb2IqMRqdRmltTU2vrXjdxZOToz6/Tf6LX2XKaeP0W1htUywXUBXJuzayvjd2wh7/lkObb5EYV45/qHu9B/b9qRvY0jIFEm5rp52TLk7HDcfe5Iu5fHugs1ciEgj0ECGuZDSchsYSZLwnzsHgIsff94el+kL1KzkTDFsa3AfWZa1QCHgWmefWcApWZZraqQvM8R+XpYaY0jAk0B8nZ/9jV2sXqslbfNWLn7yOblHjiLLsol511Tyzhg3jErIa3SfJiFD0m9ryFN7sz42UCTupnbj0TcmtCjpG59ZTJ8n1nHzWzt5/ddTLPklgjlL95CQVcLX2y7wxZbzlFVqmTbQjztH1e6Lzh62OLnbUCVZoho4nsqsbA7Nvw9dRQWSJNEvQPwpmpsL6TUa8k+f4dLnX7I+oDsbe/Rp8e1fl8k7WZYTa/4AWUB6A9uva6Tmicl1U8y7robkXVxG8xKBHYnMXXvQFBZiFdqb39bn88Ltq/jh3f1oqnQc2xXLtrQwqpQ27D0oAuHViYGGJ1t2Vmq6dXJEq5M5m2SW4agJl359eX7vKrY/PZQnpvfgp6fHMqB3V8L7ikqSmMwSLrz1jokx5CKL77pmIN3FoK2fF3EKWVe7Wq3o0mVOv7QYgD7vvMGAj2sHdPq8+RpWHh7YBwU1ypAzIie9mMhDSajUCm56cACzFgzi9ZW38em2e+gxSBRzODhb89ibExkxtRuznxjKuFmNB9LdfexRKiVyM0ooKaxocB+lWsUwRIXjqi2RgKBm7z1bXdWw/mgiz35/FIBHio9y6c7bSd+2gxFh5uSdEc0l2I3oZUretfEl3EYUXbhIzqHDJHiFcNxvEGl59ZNsXW6/FfuQYMqTkklZvRaAvGKRxGvO866TqzDaTc0t6/DFTk1cy7IJEc/+G01hIT5TJxO+5GUcQ7sz+s+1OIR2p/jSZY7NvovYL74CWRYSQAb2ycHzWQx6bjNPLTvBlNe2kVVYjkKlwsMQqExas47dN04jP+I01j4+9Px3tXeh75TJhL/6Mp1vnllrvLFwdgRJIvvgYbSlDSdYtRodK97Za/p/oYUXVUobPCpisVovzKaDH3kQSals8PiaUKmVBPcWcgm7dsSSV1KFr4sNXT3smNRPzK03GthT7sOFbNXlr77lwOx5JKVUkmoThkLWMFO9ia6h7hTmlrHzt7Mt++LN6FBsWBZBSWEF3fv5ED7ImxOPP0XGrt1YuLgwYtVPWDi2DyPbmLwLtRSLm9RLWcwY1BmlQmLH6VSyixp+p5lRG2XJKaTv3I2kVuM/53b875yDyt6e/OMnKI2LJzGwP6VaCPSyb/T95T1xAt3z43DRFJOQVcLRS/XlW6oKCohc8jpbBw1nU+8BlDTDVso/dYYsyy4cT3YmNS6ftx5eT1ZKdaHRUUPybvDExtkNP+4RDIgHJnYzjXfBPg789foNPDszjP88NQJJIZEWl4+msnZh26AQDx6fFoYsKdjqO5zSpObZnGdefAV9VRWB999Lpxlmz6C/G5riEk499yIAQQ/dj6RQCBnTXbE8f9svrP78KMvf3oemUseE23ty66ODKa/SMuf9PRSWaZjcrxM39hVz6Zdn9yXc34Uefs68PX8gnz48jHvGh6BWKfjkgUGoHC3QSlChdCDzrLlYoKNx6EI2GQXl+LnbMrmfD1P6i3nChmNXJk9bVVRKWmo5GskST3UegwY5s3j5Ldz1r1GNrslkWeaRzw+SWVDOiDBPoj6ZReaKubwxbwBje3nTN8AVB2s1648m8mIdac+l66PR6WXmju5Kr64uOClFsXDc0UumfQYYmHdtkcH6p8A6LwsnuZIyVByKKqWyXMPB85nc9OYOSiq02FiqSNZYsMV/DADv3zMAK4vm56bNQXhbCZUJo8ykEXq9zIr39yPrZXoO7oRdM+u9mgjydmBML2/C/V346rERpr6nVCh45+5Bpv0m9RMB/X5jRPLuQjzI0OoCAqPU2l/HDf7Sk2by5/cnAbDUydic7DAluOsWSdmlbI0QZBwLlYLLaUXsirzy4oHGoKuoIPG3NQB4jh/T6uP1epnv3/yLL17aiaZSx5ibw3h//R08+YGwNdn52zmU/iLWZfRWN6NlcOgWgq1fZ/zvnE3/D98n7NmnsQ8Wcbwe/34OhYUFmVu3E/vp52TZiAREQ8UDKqWCm4aIZ3n5rsvNntcxLJTA++9pUA5caW2NS1+RtNiyUhQdTZnXu9nYYlsQnyWSd/7utljbWvDQa6OxtrMgNiqLdx/bQKgh5tPahFLA/HlYurnWswBpIxq68boBqCb3kSSpByIm9HCNz+ca4kIjDT+NGVx/RG1CVFfD/vWgLStj98QpHJx7N5GvvMqRWbM5+dBjpkL+ppJ3IT6OWKoVJGaXUFDavAezXi+TWqOQXlNcTP65i0S430xllcywySE8+mbLEncAr62KIKeogm6+jjw2JYwQg+ra9EF+jOnlzeyRARx+bwar/jUOG0tVrWMlSSKghyhWsrnnGRx6hFGRkUncip8A6BdULZ3ZGMrTM9gxajw7x97AmUWL0RQWYulWN//aOK7L5J0kSUslSRpk+PdUIA8okCRpetNHXn3EZbY8yWZM3vm6Nl5N1MPgOXWsgcDD34UzLy/hmEHLOD1kOn+tO0fC+Wy2/HSah8d8ywdPbjbtW6q1oDC3nKzYPHwLNTgqJVZ9dISkS/U7uTF7HRFrls6sC0mSGDo0lDfvGsiUAUJCYPTLT2Ol11BiYcelbXtJNzDv7ItF36iZvHPuHQ4KBQWRUaxx9+XS51+aPrv48afoKyroMvt2gh9+sN5LVGVri31IEFZe9Yk7sizzzau7+fi5rZSVVLH2y2PIMgyaEIS9U+P9eMC4ABa+cwM3PTAAK5v6Bqemc6uVdB/ggyzDyT0Jje43o7MYbH8+kckL85cw9w3B+Hx6Zk+2LJmEtYUSZxsVc2K30vP/2Tvv+Jru/48/z725N3tHloQIQUTsFSP2qNrUKFW6aFGjrdbs0FZ1KLUVpfbeeyfIREJCtsjee99xfn+ciJGEUO2v/bavx8MD93zO53zOved8Pp/3er0u7yEzIJAro8dh73e62j7/bah55Z1E0fMi5e9/BNGbfyfatA7fuE/knfV+uE3Zz/HAOFRlGjJTCjiwLoBDm27QcOYMAGLWbUCt1pBR7iC3NHl68M5AVwcrEz1UGi0pOUV/+v08gr8tbYJ3qRly16Z4/PZrBS2GroUFXQ/txahBffLu3CXyp2UAuMz8sKLPxQdCKFNrMdFXkJVfykcbpcC5fXmFdsjXiymKj8eseTN6XTrzkGbjaeNUKLBo1QJtWRlJJ05VOi6KIse+O0hKfD5Gqkxe026jc+861GtSi/Hvu2PkVJem8+c8l5ZZ49YSTVCAt+R88zAzYOHYg0QfjsRGV0FEYi63Y7Ow798Pmx7dKMvKIivgOres+wMQbanH9cwiOjlL78qhjYGkRqeiVavJCwsn/uB/mh1/NbLTCzmxTapgGTjQmov9BnJ/1x5kurp02rYZo3pOL+U6SVlFxKQWYKinQ9duUnZ7ZnoJFgZKujW1QaMVOXDtPyq7muDe9p2g1eIwoD+6VlZkZKkp7TuJMkEXuYEBsX1fB6ioiK0KZs3cMbCzoX2i5Pzb5S05BDUlJaR5XyFo7gJONG9L+PKV5EdGURQXj//kqWjV1TNBZAXdIri8stfEQp+8rGJObpcSiBJjskiIysLQRLcicelJBEalcys2CwsjXQa0fdzRYWKgZPbQpvRr54C9kykajUjU7crOyimvNkEmarlh7UZMsOTcEkWxovL8UaReukz61WsozMxwXzC32vv6D38e7iz5gaL4eMxbNMfl/feIDE5h4Rv7+GnGCbLTCnFuYo1tXTO6DXHlrbldEQSBxXuDCLqXST0bY9ZN7VKxR29ob8q17wfh9+Ngpg14PAnO1FDJ2K71ydWTggGxoamVxvIfXi72+Ug5xCM86iIIAq+UJ/mcvhFPqerFKP7UKg3xURloBB2sjcr4znsOszaOw7V11TS8D3DY7z5ngxIxM1SyeXpX6tkYY6inYMagphxd0Bfv7wZyaF5v5DKBtafuVgThwhJyOOQfj0IuY9ZAKYfMxlSaAyP9Hq5XzZws0JEL3E3I+cO0oH8m/gCrhaUgCBcFQSgQBGHli1xbR0+PlnVq0fF+ERs/PcN3U48yesk5CkvVjOrsjM93/Rjf3pZ2KcFMj9zPiA6Of+xmy5EdFExxUjL69vaYNX+oWxd4MYa5o3dz5Vg4uvoKRk+vmVbiAwiCwLEFfbm6ZCBmho+bGaO7ODOhhwv2FgYMbS+tZQ1b2GJqqU96agkRRh7cS9BSnF9zWYI+LaVn3EtjhUqph2+SDaXFalKN5JQ0s3qusf9bsO1yDFpRZLhHHWYPldaEtSfDXuo1SrOyCJozn1tfLMLv3fcpiIrGqEH9F6q827vKjzO7bqOjkPHeFz2Y/FVPjM30qO9ujbuHA+oyDaGpUlDgv+Ddy4OejTX2j0iPZFtLwbl6NlVX/r7TR6K73H4pqkbBl2ch4EIM98MzMLXQx6Nf9XIbfwSxD4J35ffUwN2GH4+MolknR4oLyii4KK3Xwc8ZvFOYGOP22eyXNcwE4NGJ3wF4Utyxoo0gCDqAKVIcBEEQHICDwHhRFCuyI0RRTCz/Ox/YgeRnqgRRFHNEUYx99E/59Srh1oIvyQ4KRt/ejnpvjkPHyIiw81fJLCjD1ECBg2X1hUc6cllF/KImrF1f7b5Jo/f38sMByZ4qTk4lxLQHuTILbBxNmbyoZ0XgTqsVKSqt3k4LjEpn79V76CpkHJrXmyUT2uG9eAAnv+jHtlndOLagLxumeeLuVD39eJO2km15/VIcLh9J8Y+wn39BU1pKK2dpLboeXbnyTlNcjP/70zjZ1oO8sHD0bG2w8uhAp+1bGBR555nfwwP8I4N3SPp2D1LWFwLjgEHAt/9vI6ohNp6p+WKTlPnsyrsubrYodWQERKWTmf/XZ23nJaby284sziiGkGHTishsKXo94oN2WNkbU5Rfhq6+DqOnt8NGLTk8Z/bfQW3/dFomlbB//mXO7Axl0yKvSrRFFbp3VbwA/6EyzN2b0shZcnrfLxCJj5Gyq5R3pcnOulfPirY6RoYojKWqTUSR4HmfI4oioihWUB48EGJ9Hvidjeb8vlCunYxk4Rt7uXTwDnIdGSM+qHKdeCG07yNRdfqdqT5zuFNnNxpnRVOs0GNliROJReBiY8i0gU3p0sSW8DWvsSFtP31iLuI4bAhN588BIPGrz1/aOP/pqGnw7sECdz0q408VaH0U2Zm5LL6SwbIWb6JGhoudCSqNlk8XnGFix3VM6f0be1b6svsXX9bvVxFTuy/7Cvvz/Tu7oFhNHStDDMuzaTTqqjU+AOrUkjKx4tL/UurMvy1twq7GA3m/3nhOBD3Oza1nbU23owexLefOr/vmOOwGSAEr34h0/CMzMDNUcnReDwx1dTjoG8sh31jqvDac2uXVHnIDfTpsWItercoc+9XB6XWJriJq4+aKz7RlZdz6fBFH6rtypjyDvJVFPP1O7mPq0sEs3j2aNrPepv9Nf1w/mvFcGX6ubaQNW1p4JuZFasrO3CcxOpvLB8PolC45rHZ4RSPIZLRd9QvmLVtAr9FkYotKBuFW+mxs8hqpu1fj6m5BfnYJC/uvYIu9O6c9PPF9670aj+XfhAu3U3hl0XmOBb5cncD0pDx+mHaM0mI1LralxEwaSU7wLQwcHelx6ihWHu1f2rVOXJfW4y6u1tQfMRgDdS5aUSAtLpvh5Vmsu71j/rI59J8KrVrNva07AHCeOJ47QcnMG7ObQ756nHb+lLrbTuKdIyUW9H1K8E4QBOz69KJDshS4PXglmqsT3+NQvUZcHjScyDXrUeXlYe3ZmS57d6Jvb0dmQCDhy1ZU2Z+6sJCEeznkKawxsdBn5lJpLvQ9E4lWK+J/TrKj23R3RkdRuZqiqFTN5NWSBvG4bg3QraLNA7Tq5gTAxf13Kx2ztzCkk2EhGpmcHb4JqPLy8Ro2kkNODQmaM5+AqdO5+vp4TrRsh9fQkQA0/GASCtP/9O7+ahQlJhG14TcAWi/7kZi7GXzQznz9AAAgAElEQVT11gEig1MwtdBnwhxPFm1/jWXH3mDyIimr+G5CDr8cC0UQYNOHns9kEHgUb/VsQK6+ZPZHJP6nD/UyoSrTEHs3g6ICKUheXKbmaLmu7QNqZGcbY5o5WZBbpHpunc0HWDt1O6UaHWRo+WzDCPQNlc88p7BExWdbpL3QwtGtsDWv2qcgVe66IYrw8SaJAuurXTcRRXjdsx61y51xdV0kO/9e2EMnp75SB/e6FogiBEb+Pavv/iCrRQmwAKh5ttcTcBw2CPv4UsyLJZvjrn8ihklFdHK1Yf3UztiZG/DD5C7MSD9Pi1h/CqJfTnXsg+Q2+1f6IggCWo1IRlI+P00/TuzddIxM9fhoWX/qudZ87/0oqtpDC4LAikkdCV/zWoV+uFxHxpiZEq1riFlPvCzGMGvAbryPRFQ6vyrUKUylYXY6LmkC552nc+FwJCIQYaXLezM749q6+vX+34qTN6R955gu9RjX1RldhYwzQQnPpev1NGjVanwmvEPk2l8JX76SxGMnQBBou3I5cr2aV3GCxExwcH0Agkzgk5UDK7Ew9Rwpvao+V7MRBRmF0TFoSv944OjfDK1W5MKBUNZ/cZ6MliMw79wZl49mkqovuROcqqHtbVrHnK5N7SgsVTP+58ucDUp4YdultFjF70skZsahk9qiqEG18ZNySlfupDD6+/OsOnGn2uSR2DTJj/NoNaG+oZKJ8zqjb6QkJSQdo1INwfeeXjBSlF9aiY2p3pvjaDL7o2eOuwYIAFwEQagnCIISGA0ceaLNESRmJYARwAVRFEVBEMyA48AcURSvPmgsCIKOIAhW5f9WAAN4GEN5IUSu+5XoTZuRKZV03rWNNst+wuPgHm5ZS+9oKwfDZ/pW3MsT/289I1gaFZfB8oNSVeaXu24QH5VEcq6CSGNpLZkwxxPlA3+eVsuYHy9g/cY23KftZ7d39GPPZX6xird/8QLgg1eaVOgcGuop6NLE9jFtu6ehTc96yOQCof6JGLTtjGkTV0pSUkk4eISW9aV3JzgmE432cf9i6OIfuL9rD5rCImp16USfq5fofuIw9v371ei6D6Dz7CZ/SxiIolgkCIIl4CyK4n4AQRDq/j+P65k46n+f7IJSzGtgcCVmSRlJT4teG+kp6Ohqw6XbyZwPTmJk55pJ/W1w+2N8wvFRmfww7RjqwiKy9KUS9ss4QEwu+kZKBr/dhqHvtiU3swgjUz3U2jLub91Bavk7qhFALkJOuhSgjIvI4sblWFp3eziuB5V3vuH/USHUFA3sjAmOzSbZsBb3gyMAC0wLM6nVvSvGDV0ea+swZCD3tmyr+H9uSCgyhYLipGR0a1lh6uZa7XWqen5KisrY9YsPAEo9HRKipB/7lXHNsXeqzJv9omjVtS6/f3eV8BvJ5GQUYWZV+f2oM3woM+KLmRwgIhM1vHH3EDOHjKOWibSZ1IYEk+dzDaWFBa1+WoLSzAxBR4fbXyx6aeP8J0Oj1dY4eNe4tinWpnokZxcRlpiLq0P1pfIP8EfmH1EUGb9gHxftJd3Grk3tODi3Fx/MOErB3XjUgL6xksYt7EiIySY2LINYoS3oQNTdEjooZVh0qotWo+XY5mCObQ6mWRNd3v64PZbNmz52LUcrI25EZxKXXlBB2fIX4GXSJvR55PhYURQTBUEwBvYj0Sb8XkU/y4DNT3zmAHg3UhYTqRIZ8+MF9szuySutHyaI6dva0Hr9asqyc1CYPaQZ3HxBclq/1aM+rg6mLBrXhlkbfZm50ZdmTv3psGEt0b9tQeXsyu4YFWFefhjpKxjfvQHO5Rz0qjINuVlFWNlKCQcPnh9TF3tuffEVmX7+hC1bgUyp4N7WHeSFhZOrsCbLxgE9JUw4+QsGpoZV3OrzoW4jS4zMdCnIKaV9oQqtCB361ufGpVjKEvPRNTBkt3c0i8a2Rt/Whl4XTvPBqJ1ABrkORnRuYc+l28nsdOjBxFNzibeeSK7ShrPW79FNdok6ev8lqjyJowHxvLvaF60oMuu3QHq2rIOl8fM5BZ7EBrd6xEVmMH/MHnKzijESCnG+KTnRXT6YhNtns1EYvxytmQc4HCDF4we3c8TErQ6myoMUaU0JP3aFVya9irG+Av/IdFYev1OpauY/SChMSCDlbjjFSUkYOdfjeqoZm6btR64RMbUyIDejiE0/+hFroMXCWJe2DZ5OQ1Jn+FAct2zDqjiLDCzw8r9Jg5ISTN2aYN21C3VfG455i+YAtF25HK9hIwld8iOL27RBplAQ87sf+nZ22PbqQdy+AyTrShWVrbrWo3Ere2rVNiE9MY87AQlcPSk5KNv3qU9IXDbLj4Tg0diasV0bEJdewHurvAlLyKFhbVPmjXy69kG3YY05sSWYG5fvk5lSgKXt48/qmEaGeN+EvTFl9Bg8grwgKUAZufbXx9rJDfSx690Ll8n/JQ38ldjgVk/SBpkxC21pKQ5DBqFT14Wfhu1EVabBc1BjJs7tWmVgZuG2QNQakbd6NaSty/M52+vUMqS+qyXi1RTuqG0RtVqEGjor/kP1SIjOYvnHp4iPykQmFxg1vT1F9UwoKFHTsp4FDeweBsZHdnbmVmwWe67cY2C7mrssRFFk73JvrlzLxT0ohLEDdLF36/HsE4EfDtwiIbOQ5vUseLv306sa5oxozrZLUQRGZbBw+3WO+N/HQFeHWYMe2oMubZ045Z9EUvrj29LOTWy5GZPJ5ZBkujf7WwZSKlgtAARBeMBq8WjK+2Dgi/J/7wNWlrNaFAJXBEGonvNY6tMMeNIIcgAwe2UY+Z+HoQUiailpnF5G47RSPhrevMJpKAgCFm1ak3zsBNkBgRi7PPVyz4RWq+XCgTvcs3yN2Aw3Ilf4Ynw4FHlBGaIII6d2YMCElhXOz5eJqpy3bXvVI/hqPP6nIjAsyyAPazYvvoKltQltelTvvypOSWXfqE9oKPQF1BSiQKYjw99GiVU9M/q1csBmYvXVFv9G3EsrIDwpDxN9BR4Na6HQkTGoXV32Xr3HTq9oPh3e/IX6fdR+v/P9T6R7X0XPxpr6b09E1Giw9uyCVfu2j52TmSIFC5/cqzxATGgaq+edA2DcrE4071iZYrFpBwes7I3JSMontl53DJNvEn0zDJf2zSq1/Q+VkZ6Ux7G1Z4i6nULrbvXITi8iOiSV1PiH1O6NW41hwJAOFHx1DmtTPSyMqk8O+XR4M67dTeXCrSQu3Eqii5stqyd3qpBzAigrkd5Jpd7D+eVJ/8+JrUFkJOdTt5EVvUe6P/M+9l27x+RVVxjtWZ9f3vXgTkIOry05T36ximOB8Ww4HUbzepaUqDQMbl+XQa1tEQThIW3mEwFJU0sD2vWsz+XDd3EqFgnJLSElu6jKJJf4yEwWjt+HpY0Rn64eSC17aW2X6ejgNuePV9+JoqgWBGEqcBqQA5tEUQwVBOErIFAUxSPARmCrIAhRSBV3o8tPnwo0ABYIgrCg/LM+QCFwujxwJwfOAY8bA8+BhCPHCPpsPiJw/I2vWbYsFLusm1gVqYlwlKpt26SH8rj7qTIeJP7feEqBjiiKfPTxr6iww7I4i1KZKbV/DkGulWFlVMbbS4bTsotTRfvF+4I5Xi5fci81n7dXeHPxdjK/vOeBXCbw7kpvolPyaVrX/Jl21tNgYq6PW7va3PZJIPBCLG7vv0fgtJlErFlHr1EjcLQyJD6jkPDEXJo4Sv7vDB8/wletAZmM7scO/aHk4H/qrj1CEISxSA/qWYDyqHLN6+//n6DWwoVbT1bAVo2aaN4B9GnxgIqj5pl8lkodLJWVN2thN5LISM5/5vmnd94iLSGPrGw1Cm0JHo0eZr+08nRCoZQj15FhYWNUMWk3bV0LRC0yhcgVJwN03aXKukatJJ2xHT9d5vb3Swn55jvURUXYRN7A3FBBZHIed6sQEI3Z/DteI0Zz9fXx5Nz+TzsIwKXcSEw2tCYpWSpFNivNw3nSu5Xaun36Cc2//hLH4UMBiNt7gNRLD0StPZ9q1D/5/BTklrDo7YOk3M/B3smMFafeZOp3fZj8VU9GTfN4afcHYGCsS5N2tRFFCPWrmrtdplAw7pM32ftpT3a219It0Z/Mi5cqjkf+ugEA5wlvoDST7KxGH06h4/bNL3Ws/1QkZBZRptZiY6ZXie/5SQiCQHd3yVCv6dxW3fzzLKhy81j4wyEuZsixzi9iVFIxHeKK2LbEm4LL0oIdaq1LYGsr4ptbYTbKlW6jm2LnZEr3xtloZGUYl2mxT8hm78oADq2/gbpMw42gIr59bR3pvo9zltepJW3yEjL+0sq7vy1twoGl4/iwSwPqZJXx7Y9eFFRR7a00N6sw2gtL1Zwqz/x83VMyzN/p3YiuTe1Izy2hx/wT7Lp2n91mrem6OYYZG3xZe+ouPx68RauZB9l8PoL8nGLmjdnN1N6b2fqDN2qVpuL50TEypP7ECQDc/vJrgud9Tl5YOAZ1HCkZOR8Az6HuLyVwB1LmcPvRUmBFRwQnVyveXuhJo1YSnaa7QklabglHA6Qq86ioTDLvZKARYOrHXVg9uRM6MgF/2xZk6xnS3+gy7Tzt0Qo6+Br1p+mWvS9lnP8r0GpFvt53G60oYmWiS05hGd/uDfrD/RbG5rDi3cPkZhVjo02ge8Ia7Jyt6HXhNC2++eqlB+5Ssovxj8xAV0dG3xb2CIJA7UaSfmLw7ydQFOaxYpJEWTV3a8ALi3hn+L4UzYW/LWK3buf6R5KBrOj/Bpu/vIhcI5JoooPxGFeMLPXJjMujdp6aN7vXf2YWpXWXzrjO/JAW6VIF2/3eo3n19g36XLlIi2++qgjcAdh070qDSe8gqtXcHjqC4AGDuT79I66MfJ3AD2dy54efSdGTEqRaeUo0eR59JcfrT9OPkxCVhb6pLj/736PrnKPs9Irmw/U+uE3dR8fZRwiIzKC2pQHbZnXDUK966nAA81qGtOlZD61G5MTvwZWOj5jwKrVKc0iTGXIlvhjDek502LSehlMm0/L7xXhs2Uhvr/MMuR+Fx+YNL/15/w9Ph6VSh6wNGyV6XqUStzmz2bnMh+z0Qhq2sOO9L3o8FrgrLFGh0WoJjErn5I0EDHV1WDC61Qtd+63RkqNTJZoQFx77Mm6nAv/GquH0pDwWvXWA+KhMjM310GpEdi/3Y/8RiZpuxBNO6Nc61UMQ4OT1eHKLKlPZVodTO4I5sDEYRC29lcEMmfvWU9vHpRdwxP8+vxwNYfnRUAB+frvDM+dEQz0FU/pL2fM/H5Hs6lmDXLF7xJHZsGcL5FoVeWoD8nMeul26NZX2QZdCHmdm+BvhZbFaPA3VMlcEBOSg1YjoNjAjylJJrq4MPY1ISdjjlR7m7doAkO0fWKnznIwifE5F4ns6EnU59aooihzZdJ09K30rPgOJYnXppD1cK2tLsn4jrl/P4eD6ANSpRTRrZM3sVQMYNqntnxK4qw6CIPDuF12ZNTCL3qnr6Vg/D1ErsmbBOfKyq3bhiaJI4NQZhJTUBwRSLZT4Oepzqb4hKSYK3u/fBJlMeMyJ+x/gzE3JbOzZzBaFjvTej+0q7Ul2XI564fn6gf2VFxFJWDkTQYeN62jyySzcPvuEWh07VLRVqzSsnneWqX03M73/Fvav9ScrtYC8rGIO/hrAqe3B7F3tx8I39lJarKLzq43oP75qp7pMJuDWXUp4OKrXhU87f0rnteH0+fIc18L+o4F+FpZ9dJIrx8NJicvl+O9BXDsZQWp8LqaWBrz2QXtMrQwIu5HMrp99AWjuZP7U6ilPNzuClg/ly9dbYWGsi3doCh6fHMY3PA21SsPGry/xruevTOn9Gxf2hxJ89T63feJIDU7FuLwgKT+nmCO/3QDgjU86I9eR4X0nhaWHblOmrswOEBqXzQdrrlKi0rD5fAQjvz9P/y9OkV+soneL2jRxNCMyOY991+5xLCCOd1d6892BELRakfvlwbuqdPza95ES7xyKpGsGlVffZeaXVGiRa7UiG76+SHFBGQnRWSwYu5fYsJdfZS6K4glRFBuKolhfFMVvyj9bWB64QxTFElEUXxNFsYEoiu0eJKOIovi1KIqGoii2eORPmiiKhaIothZFsZkoim6iKE4XRfGFqBeKk1O4PuNjCuWmXG63gNyzedT2T0MWlUNWUgEWcXKs80txPrUddcHTq3sf7BfOBCVWqlB7gMijp/DSSLGCDWOa0yGuGP18LTZFCSw+OIGWnk4VbUPuZ/H9/lvIBIFDc3uzenInDHR12HYpCsuxW7F7cwfHAuIwM1SyZUZX9F7AB/koPF6R5tIL++7iMGwoSktLcm7dJuXMOVpVMAdKz1FhXBzXxk8ErZZGUz/4w6w+/9TKuw+A5YAKeLCD7Quc+X8b0XPgbFAiwzvWI+v6DW5+Ng+Thg1xXzgPpfnDZK3M/FJyCssw1NPByvjpVXqvtHZk7tZA9lyNYWRnZ/q2qlpP41HsSpYeqNF2D/ek8ZGZfPHmfozN9Fhz4a3HqH1Ki1XIdWToKORo1Fr8zkQB4KoNxiHNh/5Ll+GaY8ux325Uu/A6e7rTY9tCDnUYSb6eCR5j3RjY1A4DY10WjNpLYmw+B4Ov4pp/hdgduyhOSqb9gE84hRWHfe/jOuLh91OclMz1WbOhfPORfPY8XfbtxKar5zPv/X8Zbo7Sd3TPsSn5ouQA8vxmHlZdOlVqq29nS8Mpk0m97EX8/oOEr1iFIJd+c5vuXZ96nUefH1EUWbvgHNEhaVjXNuGTlQMxtTSg86uNXuatPQa3dvbcuhrPHf9EOr3qUm27V1o7kmfcjdPfQNy+A2TfDqHRlMkkHjmOIJdT/60JFW0FQaB2/1f+tDH/kxBdHsBvYGtc5XFNSQklaWkVAsTdm9mx+0oMn272x9HKkFfbOD7VSVDV/PM0iBoN1z+azZYLUfzWeCimxSo6JKko1MoI9Usg1C8BQYDhMzsSeyeBkPvZ3EuV7sFIT4dzy/vibGvMb8M345Sg4f75ZO6TDKKWFoUXCDXoTKJuQ9ZP+IXG0z7gXngWyfdzMOkg2fVxGS+HYqSGqKBNABKRsqpef6LNA9oEH2pImwCYiaKY8QhtwrnnHdj+NX7EnEzHHSCllA8HbWfBqoHUa1J1VeK54GSKyjS0rm9ZQUEqkwns+qQHbyy9yLngJN5bdaWifZ+WtenW1I6Q+9ns8Ipm1q8+BK8OJLlcE/X470FkphRgM6stgkxgtJ0l7gvnYurmSurFy8h1dbHy6IBh557sGrRT6nPMy83KTLNUkmCig2OpyNsLPZHryHDv6MBtnwSaKZQElqlZfiSEIe3rsnzZFQRAdDBmSHdpozfGsz5bL0URMncNU6ZI69XSmScIOB/Dr4uv8eXvI17qeP/uiIvIIOiwL2byfFqM64mO0UPD6nRQEvdSC3C0NGDzh53o/cU5NpwJ550+jWtU4VsV0pPymLzmCoWuZrTzC6BN0nZsPTvScduWFwpiiKKIb3gad+JzaOxgRsfG1pUM3o3nIxFF6O5ui5G+tC63HOVJ4BfepKgsCBj/FgP37OC9vo1ZfzqMdafDWDmp5vozoigSsXINtxZ+yWvZ/7tOjNide7GWy6nVqSO7YywRSCellh43LXW4eS4CB6VIC6BRjoqp/Wu2/2g6fw4j9LdyLkDkhkl9DByq145q/tXn6Bga8ntoFDoGBgxVQvyhI8Ru20mpTJ8sewdpPiinyev7ejMun4ggN6UAUS5w1lxOjr8U2H+tUz3uJuRU6D2M7uLMj2+1r6QdVB0GTGyB/7l7XD4UTq9RbtR3fehcN7Cz4a3ejVjilcqVJr2Z9+sk9GyscRz6pHTqf3iA/MgoYvbup864Meha/Xn6SbFh6Xy0+RpiYhGD5ca4L1rMyVMZXDwQilxHxqQve1TYXnfis5m06go3YzKxMtGrcLZO6te4gkXieeHRxoFfZSJ6GoHt+28yd37N2FqehZK0NHwmvEv3E/8e3db8nGKWTDlKblYxTds7MGVJDw7/epNT229T7JWAvL4hg9s9HryrbWlIx8Y2XL2byukbCTViyykrVXNghbRPald0Br0dS9mdllPl/jktt5hp665VZJ8/wKzBTWnXsGbsEe/2bcSK46Fk5ZfyRrcGTO77eLWegb0tFmIG6dgRdjmMtoNbAtCpiQ06coEb0ZnkFJbWeC77C/GHWS1qgGqZKwIv3gP0ePfDjhT53qNpKznhO0I4sukG3YY8ZO+0aCsF77ICrj/Wya1r8axbcInicmpWhwYWzPzpFfzPR7P7F8nhfjcwkVnL+mNgpMtP049z0zcdHW0p3ZuV4jBoIPfuppPlaY9zE2ta2T9PTPLlwrZfH2JWr8UpfA/ZHRZwNzCZPSt8eWdhZZ20hENHiLkUSIrtNHQUMj5d3JcxK7xQabT0aVmb8d0lH4BMVnMK/P8lZAffojQ9A6N2bZDpPHTrngmSgnd9Wjysgu3ezA47cwOiU/LxDU/Do7HNc19vV3ImaEVsZn6CqFJRb/xYanWqer96akcwXkfCkOvIUKu07F3lx95VfghChfuuAr1ea8r4T7tUGzAKupfFT7cTaA3Y5atJzs8k38iE4Nhshn17lsuLB9Co9ovZBf8G5GUV07JdfYa825rrF+9h52RG0/aO1Ha2QKGU06q7I3NH7SfhegpKZwOa1YAxq661MR8NacaEng2ZsvYaxwLiGPHdOT51tuXqHilppLRYzfovLlSck9zOGlMLA9Z/6MnW770pLiijWcc6NG3vyPngREZ8dx6VRktqTjFLJjzMMRZFkZkbfSkqVePpZot/RDqnyotW+rVyYNusbmi0Ij8cvI2ZoRKFXGDu1kB+PnoXjVakVK3FykS3wgZ7FO4d6qBvpKQ4twwDKwWLdt/ENyyNVSfuIIqwYFRLWssVhN9IxtRCn9r1LbgTkMiXE/bz3hc9uekdi9/ZaLb4P7/c0D8FpTk5XPnwI1IL9PCu/SaqJBEFoGupT6mlHvfTCqibo6JVSgnKvGySDh2hzrgnXVcP0ai2KfVtjYlOyccvIp2OT8xFmtJSNv24HZVtL1obaDi1Oxk9tUhUZ1vqdm6Fse3D9UsURT7Z7I9WFJncz5Ve5UVN7k7mTFzuRVRyHkWlaswNleya3fOlzBNtejixb5UhSfdyCPJJovGMadxa8AU358ynxZw1HPaTdO/GdmvA9VmzKc3IxKZHN5oumFOprx2HQ9mz2ItDvu/X6Nr/yOCdKIoBQMcnPtsObP//GdHz4WxQIgmXrrL3jc+xLowkK/AGsTt2oTA1pfPJIxjUrUNEUh4AjexNEASB7PRCNn3lRdTtNDz6ujB5Ua+K/lzsJZqdb/YE8fYKL26vGP4YLWd8VCaJ0VlYO5hSr0ktBEFgd4qU2f3o5v+BJkd+Tgnv99hEwxZ2vP91L0qL1cwetgOZXOCVcS2wN1ORn1OCkSoT19SjCIBluzb0MTenz6jqS55NmzfHXJXCXSQnQ6v6VpiXO3R71EtiT4oZ4aZdaFByE5KSKZUZ0Mj3KKdaTmT/pTA+Hd6sYlGP238QRBGbHt3Qt7Uldscubn2+iF4XzzyXhtH/Gjq51kKpIyP8kUTBxj0rB+4ehbVnF9zmfkrE6nWocnIwdWuC/St9q22v1YqsD01EV0+H0XaWnN8XSuDFexgYK5m/cSjWtf987ZQm7aSJ+U5AEqIoPvU3N3ZpgIGDA0UJCeSHRxD44SwAnMaOxqD235La5U/DYd9Ypjs5PbNd5IPgnV3l31KVm8elQcPIuXUbqw7tab3sR3o0e+jwfP3Hi/Rqbs/GDz2rpberav55Gm5/+Q0+e0+yrcNMZFqRnqlFlGlldOjbABMzfUqKVbwytjn1mlgzSN2CXV4xFJSoOOx3n6t3U/ntQhQTejQgxEgfE/0iLMo1J5wLb1A/xxcT57p4pblwW9Ge22sfGsxZmUXIbBXE/4Wad39n2oTLh8MwNayFtbs14SFpkFHEgnF7eWVcCxo2t8W1nU2FaDDAQT/JUT20veNj/RjrK9j3WS9+vxjJ1ouR1LMx4c0eLnQtz8QCMDFQcmZ7MMlpeZjbGPLWnK6snn8O3zNR3O9SC9s6poy2s0SQy6k7cgR1R45AFEWO/34Trw9PoirT0K5XfRzqVy86/CK4EpZOkL0eUz7woLazZNy4ezgCvhTey8GyoRGBURm8+uUpdHwSMABGvNmy4vxZQ9zZ4RXNdu97TOrvRktnKyZ/1YuIoG2E3/zbZqz/KfA+EMyazy+hLSeBaLV6MiO+H49tP4luY+N5KUnovT4Nca9rzhvdnNlyMZo5W/w5OLf3c6/12emFLJ50mOiBjujKNLQ+sAOrti3pvGsbcn395x5/fEYBby33wucRau9Zg5vy1dg2Ff+PTctn7SmJMnHaq40rPm/cWpozM/XqknVzN2e79WHktz+yHthzJYZv3miDqcGz9YxErZbg+Z8TuWb9c4//nwib7l3RTl9E5rQzCMDMuV05FZHGDq9ojJtYoslKxqBIQ9LdzIqK2KdBkMl4bcY4Zr+zizvxOdyOzapWqFymVOK+YC5RNyIBaNfKBeeJbxK17lfCsswRowWatKmNvqGSvKIyZmy/zmFTcECXPD05hUYKPhvqzugu9WlgZ4IoipwPTkImE+jxnDRztZ3N6TKwIV6Hw1kz9wILNgxDo9GSmVyAS3Nb3hvXle+99xBsVBe16dOdMMWFZexZ6UeoXzzfH6je2P5fRFpCLvt/OEXUaV/cM46TdOQYHvt2orR4uesGSMwm3753iJD3moBzK5RB0zm5IgVIAWDYpLbUdpaum5pTxPDF54jPKEQmCGSUZ3+3dbFixuBnU0tVB5lMwNwSctPh6o3cZ5/wDGhKSkg8fpKQrxdTGHv/D/f3T0FRVh4LhmwiJVuOmSyPxpe/pDTGkUHvteTE/jsYl2h4vaFNlbTzg9rV4erdVI4FxNUoeHdu0xXyC0VMy1IY+onqHPoAACAASURBVM14ZmlkkJJVaf9cXKam1/wTxKTmY6irg0dja3TkMsZ41md4x5pT1ZsZ6nJ1yUBKyjS42JtSVFT02HFBELC3VJOeA8HnwyuCd0Z6Ctq61MInLI0rd1IZ0LYy9d2jUBcUoi4sRM/mL6Okfx5Wi4QnWS1qAlEUc4DHqIIe7FNyMwqxtzWnc1dnPLvXR6vRMtsviYToLI5tuYFTEwv2rQyg06sN0DE2pig2ltyQOxg3ceXE78EcXHcDUSvSqJUd2WmFJERlMW/MHkqKVAgCGJvrc/d6EgvG7qXrYFduet9HqS2mS/o2hn26FfMWUiLb0JuRBKRmMfr/MXhn1qoF+rXtKU5M4tW+JkQEpXJubwgGxkqyUgsZObU91g6miFotIV8vJsawFQgC7Xo1oF9HJy7aGlNYqq4yWerfAlV+AT5vvkXqRYkxybBBfdyXfINlh/bkFpbhE5GOXCbQs9nDfZBcJuP1rvX56dBttl+KeqHg3e6ULIriE3jnmg96Nta4fz6/ynZ5WcUcWCdpbX68/FV0lHJO7wgm1D+B4kIVzTvVQUchRyaTfIvWjSw5flOqLG/rUqvCj6nVipy6mcTUX/0oUGnQ2hogTyni3YgrOOT4c/CDFZwKz2Pc0ktc+W7gU/WCn4aS1LS/ci76y1Emh27T2tGqXR1aeVZeD2zqmNK8kyNB3nE45qhoUc0+uCpYGuuxbVY3xv10EW/vWK4EhiKTCcxbP5iU+7lcvxSDWq1FqxUJ6VKLlFI1M/pLqh2Gxrq88XFnCktUvLnsMiqN5J9ZdeIOvVrY07uFVJBy+mYC1+6mYmGsy85PepBbWMbm8xHoK3WYObgpOuW+hy/GPGQlMNRTMHXdNX45LlXCd3Gt+vdVKOW07OLEtZMRuApyrt/LIvjew2l/3tYARmVJ0eZRH3rQZWBjVs87i8+pSJZ/cqrG39M/GUum/0jvkDACHd5HpdUh1UiO2NaO88sGIxMEzgbeY9sn5yGzhBjDVpht3YHj2DHVzs+CINC/TR1WHAvleEAcpgZK9l69R0mZmsmvuFKyYzPe8toYlWpwThdJzMjGwsGEuE62JOkIlKk1KHWkd3375Si8Q1OwMNZ9jA6zpbMVQcuHodZoKShRoaeQ/+GKuwfQUcjpO9adnUt92frjFeavG4XJ9p3khYWjs3klGHriH5FOyvmLpJ6/iI6xMe3XrXoswQJgySZ//H7xR09T8xyhf2TwDkAQhN5IDktrURQHCoLQBjARRfHCM079f4W1sZLc9ELmfOyDymwwdeoW8IqpH5kBgahyc4n8ZRXNf1pCeKJkVDUs59P1PhJBqL+0x7x06C6vjm+Jo8vDjddnw5vjFZqCd2gK606F8dmI5mSk5KMq1TD/dakcHcDUQh+tKJI+uzW17KWqmvSkPK6diODy4Ye07/k5JVy/dI8TW4MQZAKF+RIt5p6VvijFEhD0qKOJRABM3ZqgNK/sHNh0Lpy8IhVTX5UyyvRsrEmo35J0PXPM9OU0Lg/ylKSlIx7dgLXRMNL0nEnv+ykRNxPIFKypn++HgaqIu2nwfe/xvDauN05jx3B/t0QvVv+tN7Ht0Z2UCxfJCb7Fnc17cJs46qX9Xv80GOkp8GhUi8uhUvZ9cydzTJ8haC4IAk0+mUXjmR8iqlQVTsySIhWr55+lYXNbBrwpLYZlpWpWfnaGRFcDBEFgf4g/hzdKwY53FnT/SwJ3APb1zDC11Cc3s5gQ30RsHE2wc1SgW0VGjSAItPxhMUmnTpMfGU3GNR8MHB1p8c2/T99u7rZAXBs1oE/Lp1fnRqU8Xnl3NzCJLYuv0sHTGpuLK8i5dRuADF8/LvYfTOddW5k+0I2ge1mE3M/iXHASnp8dY+9nPSv4nl8U93fv4+6K1WxuMwmVXMFQXX3KiguwczLj/UW9Kv3mSh0543tImZgeja3p8tkx1p2JZJ9PHAgC5v3r0Mb7KmnpGsZ9PwJDw9GYtW1DyaxDRPtFYmuuptv89zi6+QZxEZk46P/llXeIongCOPHEZwsf+XcJ8FoV530NfF1Nt63/6LjkOjJmrxyISxt7Gry9C8fYApxyVBwtp72o09CCaT/0xtLWiPxiFeeDkxEEGNTWsVJfOnIZb/VqxFu9qq6QmdmzEXG/SIZfrrsVbXvW5xMTPRZPPkxWWgFlpWrORZfSY7gbMplAabGKLUu8ubBfyvaTyQWGvNOmyr5fFIWlavwjMkAQ6PSIEWDjaIJDfQsSorOY1MyVb32iueufSPsyLYKhgpEjHjpbXexNmdK/Cb8cC2X6rz6c/ao/hia6jP2oE6vnnn2p4/27IeX8ReqMH4dMoeCWVzSrP7+MiAwbTSKp8trc1OuKfPoqBi0uwrBvf67eTUMuExjV2QmAT4e6ccgvjnPBSZy+mUC/VpWfq+oQG5bOkilHyU4rRKnjiHFhEvqWZnj8tuGFAnfngxOZ+IsXWfmlWJno0bOZPft97rH0cAgu9qa80d0FtUbL+2uuUqrWMtyjDm0bPKzoMbc2xNrBmLSEfDRNPSkOuUz8hNdp9eoCbpQa8tsBf6aP7fRUx1RpRgYBU2eQfPosGoU+mYM/f+77+Cehw+Zfyda6sG7mOeQi6DqbMbhXQwb3asjKyR0pLSnh4LrrHN0UxJmdITUK3gHoKuS83rUBa0/drVnV4yM/iVX7tli1b4v/7FMQHUnLrk7cis3kjaWXiE7Jx9hQyYih7rRwtqKls+VjeiCCIFRkiL4Ihr3fmsjgFBKisvl46HbKSjSUFqsYO6sTAye2ok0DKwIiM7h0O/mpjvQtS7y5dPBOtcf/F6HVihxZcYF9v91BrQEUzmTYvIXHvb0YfTaf1utXv9Tr5ecU88vHJygr1aCnLUSUKzAwUqKjlOPewZHeo9xp3EoK4Gq0WiYs9yI+o5B2LrU4uqCPpNciirjVeTqVVU3Qp19d9m6NQ5ElEJOSj3M1DAvVQatWk3PrNnF793N/9z7KsqXq0UdpZv+XoSkuZs3gz0nJccZQnU3HtC2I2gIuvTONDf1mk2kkp1GJhtrppVWe/2rbOny6JYAzNxMoVWmqdTbnR0Vzb9sOjuxRgbwWHk3UOI0eCUFRVbZfe/IuMan5NKptypH5faht+eJ04Y5WT69Cb9HemuDTEOSfjrpMRXlOLr2a18YnLI3jAXHVzjmakhKC5i7k/q49aIqLMWvejJLUVBSmpvTz9X7hMdcAL8xq8bIG0Lxz3YoKMZlcxoQ5nnz9ziH2rfZHEECt0hIdko5Hq7ew9lpN2Jrf8NPvQ5C3lAg34oN2DJ/cjrISNd9PPUaofwIKXTkT53SlRee6fD/tGLF309m9QqrEc885R5M+rTBr/vfSBRMEAdsB/bm3bgOqS0cYOWUCO5f7cGSTZEukJ+Xx+ebhpF3yIuteEjG1JXOn7xhpL93C+f8v8Ph3gLqwkCujx5FxzQeFqSkKUxMKo6LxHTGGxvM/41aLfqg1Ip0a18LsCR/Qg+Ddfp9Yvp/Y/pnSGI9dt6CQ/MhoSlIlH1PbVb+gW02iy77VfhTll9G8U50Kejv3Do6IoohapUWhlOa9lOwiFu2+ydYfz6Etf9VMDRR0cbMjNi2f6OQ8issklr9hHeow3smKDZ9fJtGmM85Z1xhz7EfCW7/P3fgcfjx4i3kjW1Y5nqehKD6BC/0GMCD0j9Py/12RaqRg05VoerSrfi/YfXhjgrzjqJetwvU59wU6chmbZ3Tl9fP3EYBoMx0WXY5gQs+GfDR8QEVwLcA/nPioLASZgGMDC6Yu7oOjiyVbLkSQU1hGO5davNrWkc933GD2Zn/8f7RHK4rM2yrRCH8ytBmmBkpMDZQsfAZ9+ISeDQmMTGXzhWhcHUz5fnz1bpAWXepy7WQEnU0MUdQxoIGdCRN6NuRufA6Lf7hMYVoJlnbGeA5qjI5CzrTv+iDXkXHlWDgd+jRg1IcvVyLo74ZdRi0wcrYjr9SUAl0Z12vrc25qpwqWrc5uthh82omVs88TZuZJ3dCVZHpfxcqzc7V99m/jyIpjoaw7Fcb602EV7/mOS5F0vxNAnlEnutwroliEuo2smL1yAMe8QykuVXPI9z4jOzsTEJnO7N8kyYjvxrd9rHjpAXTksj+FCcBzcCOuHosgLiKLRe8dZc7Py7n+1gRq+Z5B2c2DoHuZHHlvAeaA60czHmP1UKm1LNweyPW1gVhoRExdah4s/0dq3gmCMA1YA0QCD3gSi6neafm3Qfu7YXSPLkRVKj1EcblG2H65ir4+XiCTkbjvAEUJCYQnSpV3D4J3Ib5SabCppeRkOrr5xmP9CoLAnBGS4bT6xB2unIlkau/NfDxkO6XFKoxsjUBfh9ysYvKzS0hPyiMhIo3E8GQWTzrMzuU+pCVKDntL1UMdseObr7N/jfRS9HrNDRApE/QwVxQwzWsFHbf9RodN6wm+l8nrP16kyZS9zNsawI7LUXy43of52wIZ+u1Zikol0dJL9SU6xkG2moqJPHrlarQlJbg3kP7vE1RGpiA5RqON2tI/xg+AjcqmXJz9BQdbdWNfRme87CZSaOeOXF8f15nTAfh90f+28/NRqFUafM9Esfk7LzZ9fYntS6+ydt4FutR5GCz5aHCTp/TwOGQ6Oo85Mc/vC8H/bDTbf7pawet8eEMg/ueikckESUB9lR9lJWpadqmLR7/q6StfNgRBqKi++3nGaT4bvpeJHutYOusEqrLKVM72/frQZtlPdNr2G25zZtNl304Upn9NoPHvBFGEt3/xIiX78Uza4pRUiuIfamZGPwje2RmTGpfL6jnnSUvI48iOKHzuKlHa2dFi33GMur5CWVYWF18dwhuZvhyY0obzH3ekVX1L7qcXMP7ny5Sqno9aOz86hrxwqVIl68ZNfGZ8wgXHDkSaOtFQLaC+lY4gE6oM3D2JluUOU5CoiNs3tGLFNE8+OLqQL3y/xOnVntTq1hWFoSEfrhtL79KDNI7YTiOzDIa+KwluN8gsIyEt/1+p5/Ik3l7QnWYd66Cv1GFwx3qE2OnhOLoJAye2wsrOmLiILHYvl+brkzcSKVVr8WhYC1tzfURRJNQ/kcSYZycxi6LI9h+8kWlE0syUHEnM4uLtJJq0rc2H3/dFEAQKckvY8NVFlnxwhIDz0cwYsJUL+0NRKOVM+qonPx0eh7Pby82ivHg7hVK1ltbOFlg9QVvWZaBUVaUfX0Dw8qG8qpSOj3mv7WPViABzXmuBg6UhN6IzeX/NVURRpMuARrTsUveljvfvhuszP+FkGw/CD55j2YwjiAi4cZtvTn7AsEltEQUZAWaD2DdnBzuXbkOjFenQ0KrC+WBlosdnI6SsujlbAmo8t+RlFfP91GNkpxXiXE8P46IEBEHEY9O6iurrSyHJtJh+gOGLzxGbVrXu763YTJYdCWH6rz4M+fYsWfml9G5Rm+s/D2Hjh578OFHisZ+y9hrjll6k29zjeIemUMtEjy9GVXZsN2wpBZd0X59Bk88+QZDJ6OB/EIDVO65yumNXEo4er3ReQWws1958m6OuzUk+fRa5mTkxfb7C2/evTTL4q/H7wQw2fHkRuUpLvrku36waWHHsgQHZbVhjlLpybnrFcdun5jrQ7/aVkgh2e0eT+YiWZ0GJil/PhDGzXI/zsN997sbn4Beejueco8SlFxASm0nwFcm5GoaG7vOOV4iiey0ewFdj2zDMw+mxwN3LgIm5PrNXv0rDFjbkZ5dUJOltX3qVDYsu0ruJ9HydvB5fbR93AhK5dPAOOgoZLs1sX+r4/m7QqLX4no5k2Qd7mNnmK3ZtkAJ3DkWh1LUooVRmiFetcVw/H0NuyMsNZv6+xJus9GIsS+MxUxRTz702m3wmsf7yO0z4ogfH7mcQGJWOKIp8seMG3qEpWJvqsfOTHhjqKWhax5ymdS1eSpVJtzc7I6LFoljL0o1+z3VubugdTjRvy/me/Yhc+ytl2dmYuTel5Q/f0e34oT88tn8Crs5bwo0sKQFu1Gu29Ni0DNM2rVlq1QPfe7nk2+oikwuE+iRUqSHvZG2Me11zCkrUXLxdtU50mpc3pzt2JXDVDnLktdCRabjauTfjf75MWk5JJSLHrIJSfjokJdV9P6HdHwrc1QQdP30TQwooEg24+NEPaNWSjT+4vbSHORYQh0pdWcdGU1LC5cEjiPltC5riYmS6uuQE3yI7rZCLaX+e1AJUaNg9YLW4C+x5wGohCMKg8mYbActyVotZwGcPzhcEIRZYCkwQBCFBEISaG9jlaNH58T1e0/aO9Hu9GRq1FrVKS6NW0hzsE23MGdv32eVjTpB3HAbGSmYs7cOI99sjCAK6+go+WTGAtxd0Y8m+MfQY7oaFjREff9UeY0F65gzUuXTq74LHpvV/y+q0Oq+PRtDRIWHPPrq01qFdGxMMFCr05CrCbybz+zfnuLtyLVFG7VChxK29A41a/rvYcqqCpriYq6+PJ+OaD/r2dvS6eIZXAq7RYMY0AMIWLebgYSl427eK76tRbTPaudQiv1jFUf+aVUuLWi0JR45xtlsvSlJTEWQyWv/8A9bduhJ1O4Wk2OzHbOSE6CzO7QtBkAmM+/hx570gCCiUctJyi/lgzVVcP9jHlguRyGTQzd2Oti5W5BapOBYQR8j9bIrLNNQy0ePzUc1YM6k9bbs7YWiiJC1fSVmDdmhjoxl1fhUAPx68TVjCY4Wvz4S6qIir4yZQnPS/zXySbqrgiF8cd+Kzq22TZ6okR0+Gnlok5GwMGrWW7LSaMw/lpBaim1wIMoE4az2OB8bz2pLztJ55kMRMqR+5QoaTqxXbb07h+/2vU6ehFNDYdFby+7zTpxHTBrhR39aYyKQ8Fu64zle7bhCemEsDOxPe7fN868S3Y1uyY2YXjszp/tRihubl+rRxIWkcn9ubtR90pkMjayb0dKG5VrIv7tVSUqaVnnOZXMaUb3uz7tLbzPjpFezq/m9TtuqqtCSXSd9RkJ0e43o2rETF3dKzLvXdrSkVDIg0ak/ET8sq5gVtWRliubaduqiINC9v6ty5xoQudSlRaSgu0zC8oxO9mtuTXVBGhLIjbmllyEXoNrQJX/4+AktbY2pbSplCS/YHM3XdNXrMP05esYoBbeswxrP+X/iNgK6eDrNX98fJtRbpiXmcPJdLH+8LOPXuRvNyLXU/4wY4DhuCy+R3K87zvpNC58+OcmRrEBbFGnRNdFm6ueaSKf/UyrsZQE9RFGMFQfi0/LMw4M/d+b0EFJVYY6iEZGM5pXIZTjkq1iy6yPc7R1Jn2BDi9h3g/uatRCikCH7j2qYU5JYSHZKOXEfGlPmtWfzRVa4cD6fbkCY0afswa7dLE1s8GlvjE5bGr7/4AJKx+n/s3WVgU1cDh/Hnxpqm7k5boAVKcXd3Z7DB4N1g7j7GfGNMmPuYM0XGBmMbG+4Uh6IF6u5uaeS+H1JKS4VCBpTu/L5A29zk5Pbfc0/uMRs7DasdQe+sxUFvYEbUZo4QTmGhgcenraxRPq/yaPpnL8Nr6GA2MJqzZyw3g+xN+Qz0jqMg53dyXdvx6K/P4eLjisu4sXz29yme/v5PjJVTPs9tjg1go1aw5Vgajy85wKAwL7bjjSSbGVl8hrKUFFLX/EniDz+DJDH+5VvYdPt2AHyDnGnZxpmd6+JxULch2ElLHF7MGzifmccOUKixVBiv3PkHC36YRqs75nLyRD4Jmy++zNT1LCU2l8PrsygrqWDb71EU5JTWekybQj06jZL2LZwZ1bnxDd0966PRlxkYOLEtRoOZv747DFg6fN59dC0tQtywrNkPLULdMeiNBLZxp6RQz5ynB131DweT7rSMroo5lonJZCY3o4R9G2L40PwPrcO9aBnuRVh3P5Sq8zfONS4uhM17/KqWsynp7+VIbGoJzz76F1OHtKZrHy+iHrmX7Ig9SEol3Zd8hefQwURX3nAIdtfx2fwtlBRW4KLIJ8/szHHnYcTaq1n6SATQjdZd2+N/fBlHX17IsZct4yee7tWHeYE3EZWczzurj/HM9Lr3wQTL6JPI+Bw0KgXz3/sbl4j1TI7fTNc3XuW7L9bwaZ+nMEo2DIwrwb5CRgYmzO1KaOfGzap47ZYeLFh6kHHd/LhlcCu0mrpHOat0OkLvv4cTr7/JntvuQunkgovtVCjT4JhRzt8HkxnbvfEzfZqjDr3Pv/8ZA1vy/ZazLIvO4NF3JjFmdiceHvM9BzbHE3cqi9V7LTeMJ/cKIDejhC9f2srpQ+lIEoya2ZFb5w+sVWcYDSZijluWzzm0LR5bew3Dbu/KvrUnWLDsEIPDfegxrBWtdAZKCstxcNYSuSuRyF2WG+fB7TyY88wg2tSRDYPRjNFsxvYSlkyQZbnqugaw9qBlYMuYbrVny/Qf14ZlH+zm4NZY2nXzJTsmD3snLSNn1F7izMFWzfJ5Qxn14t+s2BlLr1AP7h7djrsXDK/12ObEvmUQBYkZvDt/C6UabzwrErh/xUPYB7Zg+v0BaO2V/PzOHk44DiZ9ewz4daJz7mnKUtti62v5nd49ui1f/XOCs2mFzLrzI96b2hqfYUNQ2dW+WVkYdZqUrbv4bnUZuRlmArwVdIt8h+0jnsYuKAjPgQMAWLo9hrs+2YEsQ3RaIfueymTjwrFV6+LLssy3m87w+Nd7q5Z0USok5k/vxFNTO1WNpL9jZFsy8st4fWUkq/dYborYapR8cW9vvJxrz+4L6+HLzj/OsOOvaCavfgzf0SMJ/mUVy06Xk2rvxf6oCopuvZ3Ory0gaOYM9Hm5HF/wGsl//IVsNCIplTgNGc0e+zGcPJyFzqF5t39i96Vgo3XjlJ8tn789Hv869j108bBj0p1d+eXj/Sx+djM9hgcz9pZOePo3PFinjZ8zIzr7seFICq8sP8wTkzvy7I/7WXsgqWo06Dm2Ey37Vx6KySHs/pW4lRjpU6RHr1PxwhrLDfQ5w0J5a27PS6pvLoeTmy1PLR5H/AnLzbOMpAK+eXUbG1ccx85Fi6edxJ/7E3liSkeCvRzIyClh3qN/4u3twOwpHfjwKcuSP5Nu78aEuVZPzm7S3n/8b7Jiz3UouKIxlzG8VRoDbhxIwE038fWrW9jy6yn2u07G/9UvGLv0fatf02wwcOZAIjv+PI1CNtLbuIXk9reisDn/t/rwlxGs2BmLYplEKx/LDStJgi8fGFBnvWEtWwdbWjjlkVTgRuLGZPZOz2JQuB/RX35Nzv4DOIeH496rBy5dOqPSnd9LsfDMWbZNmY4+KxtdQAA+I4fjOXU6+4+bWRWZgX/JEWY+3Pi9Oq9HOQcO8sfvaZh0bnTu7sbIBZaJWx9nOHFyYyyO+iLmHf2K/KFPcWhfDlt+PcX0B3rWep6pfYI5lpDHB3+cqDWDvDg2jog5dyIbDBT2mAJpkOik5dBey2AEW08VmQVlGDqaUVd+vnl39THySyoY3MHnkpfgvRxqOzu6DvBnx4589m+Kx/mGm+j11WLa+nvQLsCZU0n5bD2eWrXk2Tmx3/9Izr792Pr60n/Zj+gC/Nj01Vb++S2dkiLDFS/35a5qUfmzIGteW6FU0LFv7Vkvc54exJS7elCQV4S7rwMn9qaw8tMDJERBmdIRB6mY+Z/NwCek5hKHWp2aETda2pcV+flEvf8RZz//it5Ge477TuGGF8bQd2bD22ZcS/atWxF0+xziPv+KbROnElBcgj+Qpg0lwm06/6yIwqPcjzwHS55vuLv239F/TXpeKX8+s4jk4+l08PZl0O8rsQ8OAqDNk4+h9fQk4sXX2ZZUDiptjf3uqps1uDX7zmbx49ZobhrQ8A3vorPRHHzsSbJ27gYsn5Ud24Ti2zWMV+/+nROV9VLfMaHc96plq533n/gbs0lm+I3hBLS2DKAt1RvZdjyN7MJy8or1vPnbUfJLKlBIEhN7BvLyzV0J8XUCYNepDJKyimnt64ifk7pGp4vaRkWf0a3ZuOIkJ1vPYsbNI9F88hmDkveyzb8XD36xm3UvjWnUHoiyLHPwkSfIP3oMu6DmPXhy+OCW/BpZzB0f7WDLq+OqZnzLskxcRhG7TqTw2spjlHnY0DupjF8/O8jfPxyjpFDPLfP7MXhK24u8Avy55BCyDIMmtuWDJ/qxdHsMX284TUx6EQ99EcHK+cMwmWXK9EZiM4qqtmbZcTKdgzHZONtpmNInCI1KyaI5PZn2xiY++vP8PeUP7+pzycseqpQKhne6+P0iJzcdrcI9iTmeyfG9yXQbbFlatKy4Ak12OUYgoqyc8AdWolYpMBjNDGzvw6I5PXC6pBJdn3rpzShlSHNQ4dnatcZ+hOdIksS0+7uz6J61nHXsS8tDHxMx9UZMpWUUnYpC5eCAzt+P4thYTKVlAIzy9aHP8x+g9g9ger9gjn3yDXZRSZhwQ1ZIPPzmKPqOOj85xNNJS2JWMadTCjidUoBKKfHQ+PbMn9b5mgxS0TnYcO8rw3lmxnI2LD9Gv7Gh9Fv6A7M/W83+rQVEDZhG749mVD1+d1QGE19Zj7bEwIDK1RnufXEodo6NnxkoXY+zCSRJygR8ZFk2SZKUK8uyqyRJWiBOluXG3dG9yiRJCgLiZgfdRd/SgyS0bMm3LcbR62wROoNMsZctDz0QQsHcG5HcvZk36Cns4ot5YHgIAf5OfL9oF8GBarrtWcAp77GckDqhUxt5bflNeIecvzgfi89l2OO/M+RMMRLgHmJmPQ6kqhT4G/JIVrvgTjkBN7SioBA6vX8EpVxBz5zVRAcNI7ZLBxwjNzIu6m/KlQ4ccxpGvtqbsMJtBJRZRqL2WfIV/pMsI54jojIY8cLfANw1qi0Terbg83+iWHsgib7tPHlrTi+GPb+2auYdwICU/dyV+A+m8nLkytF6fjdMoe9Xi/nm1a3sWR/N819Pwdldx/zpy8hJL8a7lQtxXdzZdjSN4THFqEygcrLBWKDH0dWWkI7enD2aTmFuGcuOPdj0UepWzQAAIABJREFUhphZ6Vx+pnZciNp8/iZUixA3+owOQaVWkpaQX7Vk3B2LhtKpTwB2dSyHoKv2YfycratOsviFTQD0H98Ge0cb/vn5KH4tXSgrMZCbcX5Ef4+hLdk5x7KB+aouV2e23YV7LtQlI76YF25ZiUF//kabb7ALbbr4cOZIGkX55fQe2Zo+o0NIPJODo4st3QYHo9HWOkfNNj/jQ1/ETlNtuRHJjF6TilKTy6CE3fiqK+i2Zg3hC/dio5R4I8yfTStOYmcuZFjaYnJb9CNCGoDJaMbF046SQj0V5Za/4WBFPN0zfkFSKDCVlRHlEcqizrejlGDtS2Po1+78B88phy17Bn3fNogZb21m2/GaI976J53As1hFqs6PeBcb/EpN+OQZcPO2p8/oEG58oDeaS1jqozH50el0mA0GNo8eT94hy9IZCbqOHHCdSLFGYnuwHZP7BbNwdndaeFiWFJLNZmSjEYWmxk3zZpufuLg4gir3TJRlmRve2Mj6wymE+Dii06ow7E2jZU4F7kFOfG9rQqFUsPHRgXzzzBZyM0qwc7ShvNSAyWjm6c8nVY10M5tlvntjO1tXn0RfZsmTSq3gnleG03lYSzo8+CtZBeUsnzeUcd1bVOXnKx8fPnpqHVGHUhlxUwfmPj2w1iw3s1nm07UnefO3oxSVGRjWyZcFs7pddDnXLUdTeeaH/cSmF/H4pDBuG9aaTo/+QUGpgYg3xtDqgiVFdDodbz34Jwe3xlV9739P9mfcLfUv4bJ6Tzyz392KVq1k56IJtLV0RjTb/JyJOs2SB9cSk6bEUSrk8Wc70OamiVWPKy0t5d1H1nE8IpkkJwWRvna8vutNvMvzcGzbBqdOHSiNiePgqRRe73EvFUoNs6J+Z0TaPnzHjCLsycdwCm+PPiuLoy8t5MSKdRxxHk2GbWu0piKGZH6DzlTE4k+/xrFNG1Z1DWHVnnjmvL8Nk1nm0YnhHE3IZVNkKoEe9vz14igcbNU89EUEv++1dMZN7h2Ip5Mtt41oQ3iL2hmSZZnNR1NJzyvDz92OsABn7NV1t7ONBhPPzfiVzOQibnt2ECNnWJa2emX5YRb9GskIFz03r6i6r4ikUlV12rWYNpUWDz3B28/uIjk6FwcXLY+9N5Z23fyabX7Gh75IRvtg3lk4igFhtWeJnavnTUYzHzyxgeOVM++UKgV3vjSIniNa1tn+OedkUh59563BZJaxUSkpr5zZ2aetJ6O7+hOdWkhsRhHZfb1xddBStOoMxxPy6JlchmeRkbNuGvThbiyc3Z3JvYP+tfff2OvXOUlnc/hywRbOHLFcV095aMgLcuDze/rz2TPr0WWU1Tg2005Jy5nhvHprd7ycdc06P+5KNa2L9uLftyvj33oAtxbnl7EpKSnhq+c2ELExCRtTCcMf6UGCoxM39QuqGu3bUH4ulPLnWvY+/CTrVZPI1/jQpnAXd7w/k4eCLBN2VnUJ4Zddscz9YDs2agUGo4xZlrHXqvj6oYGM697wnmGNVVd+Tn3/G29+komEmlgPDU6OWTinRNOqIJHwnDPYmA1IKhUe/fvS8pbZ6IKC+W3WPErySgnr6c+w5d9gMCt4ec5vxJ3Kqnre5vz5K/Kfdex74HU2aqciKWTu/XwSfboH8N3mMzzy1R5USolFtidxXbWEIq/2rFdPwc7Rhrf/mIFN5eeMc/kpKK2g/f0ryS+p4M8XRjG4cr/fstQ0No+eQGlSEorh41ie2gtFYQX7/G0ZM6kd4YGuLCjIxWiUualY4qO7+3I2rZA+T/6O3mBm++vj6drKve43cpnqq3/iTmXxypw12MhljE15Dztfb/p89xWfxyl57ZcjjO8ewLJ5w6oeb9Lr+btrL8pS0+jzwzfkuHZgzdcHObHPUk9n2inZvOe+ZpuftSt3MuaG+jvTqp9no9HMmsV7OfLTBjqkrCSgdwd6fPcVDm41l4uUzWbOLv6Ck2+9hyHfMuPIf/JEur71eo0luqo7135uCp/fjcXFHJh7Fzm7I5BUKto/9QQaV1civt/Ehsww9ErLoKyug4KY9/GEep+nmmabn7GPfcu2apPoQ921LH9uTFWHV2lpKbIsc+vtH/KP2YcuUi7rvr2nxnOdq3/yS/S0ums5FUYzJz+ZVrVMrizLpOSUkpJbQsTWwxxbu4Xs9BxUsomuxnRuvGc687r2BUlBn2+iOLQtHjtHG4wGM/oyAy3DPCkt1pOeWIBfSxcW/DAdO0cb8or1jHzxb04l1ZwVN7yTL2/f1ruqE6cudeWnuEDPi7N+Iy+rlDG3dGRsXw1/TZ7JM30fp9DGgXtGt2PRnB5VKzLUpSw9g2MvLyRh2QqUdjqGrV+LU1i7ZpufY6fOMPOTo8RlFNGvnRcvzOjKqaQ8vlgXxclqv5cuQS7c4mjP1l+jMFXOnraxVbHg56kEtq5/j8TUOMvy7bIMb6+6uWr/3rTcUro/toqCUgPdWrlzqoMzshnK1kQzKNyHbx8eyMSF6zmekMezN3bm6WnnB3tvPprKcz8eQKWUuG9MGDMuY2bVpbSfV325n+Uf7qFD7wCe/XIyALv/OcOHT64jsIMn2/y0HE+oOXPR11XHny+MItTyd9hs8zM+9EXsbd1RTWrNC3f3qap3zql+nj94fD2RO5NoXXGETpl/1vm8Lp07YTYaKTh+ArWTE0P+Wk1udhmL7llNvsoTnU7BvMVTaHvB7OEph89SYTDTPbqY7MJy7h8XZvX2PA1pbH6Wf7SHVV/sxzfImTdWzsQItLprOeYCPXe29CLAXosq0JGXd52lLLecEZkGzEUVDJkaxt0vV7WTGpWf67Xz7lfgkCzLr1brvJsHdJZluUnutn4u/D8NGIL6+En6L/8JuVtv3vv+IPFLjqI0yexqZcftqXs4XdqeEo0SnaHm76Zj4SZCCiMwI7HT/WaytMF4qfN4fd396DzON+geuG812TuSSHNQcdDfMmqzc1Es9+37mrf6PMBZnQ++nnbMGRrK7LY6sk+e5bXDZfxz9vzyHgPK4vjfoZ8Iu3MOEUZX3j9UiNJsYpgXPPja/fi727Nk05mqNfbnTe1YY+3hwtIKbDUq1CoFa/YlsGDpQZztNNzYwwfn28Yjmc1ISiXeY0fjOXwovpMmYO9kqQjMZrlqxEx2WhEL71hFemIBYT38OH4sHUW5iVxbBXta6OibUIpz+fmlOdp09eHl76Y168qzz+Au+LV0oeewVrTt5ltjpMGyj3ax+otD2DlqmPVEX5QqBRlJBdhoVQyc3BYbrQqbyuXclCoFsixzJjKdBXN/w2Q0o1IrMBrMVT9/evFEgtt5cuZIGnGnskiNy2PGI33QeVga1Drl1Vl5t7GV55GdCezfFINao+TQtngyK5efrY+Lpx0PvjGKsB5+lBTqWfLGNu5/bWSzzc89Yz6g0GBPlMGAg96Ed7EJM7C3hS05dirsDKV00xSx3exJf4MC55hCJMwMyvye1h296Pjum+htfSgvMdC6oxcFOaX89f0R1i87hr7MwFOfjqdDF0+OvfIq0V98zYrWY/g7eDCuajPrF0091zlBqclMeYWRGW9sYvepDGxVEgZ9BWG50eTbtCI8RV9rTWe1Rskbv8yoahBeiktpvJVnZJL42yqcw9tz+stvWbI/gBKVGymOKg77ahnRwZsF8kGK4xPI3rMXfXYOvmNH49gmFJdOHfAbN7bZ5qd65x1ARn4Z/Z/6g7TKZVhVJpmBcSXoDDLJjiq6Dg6kdFsyxQV6Wnf05KG3RxCxNo6l7+8mpKM3C36chiRJ/PNTJEvesMy69m/lSngvf8bM7oxXgOWa8Onak8xbso+wAGf2vDWJ8sp2i06pwGyWyc0opkwtUVJuJNjLoWpEYUm5gds+3M5fB2ouG6dUSPQM9WBwuA+TegUSHlgzU8t3xHDnxzur9l8AcHewIbtITzt/J7YtHFXrHOl0OooLynn93jXEHMtgyNQw7npp6EVHgt39yQ5+2hZD52A3Nr86Fo1K2Wzz89rDPxG5KQcHFy2v/HQj3gG1G/+xUZYbgpIMpV0cmSdtJ33tP1UDfQAUWi1nB09noSkcjWzkhb0f4VeUDoCNhzvF5QoOaAaSqg0FSYFGaWKi2z58fDR4jh9HdtcBHE0s4MiZLH7cFo0sw5NTO/LijK6U6o2MffkfDkRn42KnQVJI5BbpcbBV8+7tvS9rWY6G6p/9m+L47JnNSAqJwZPb0bK9J2YbFTN/2IusVrBhlA1Fy38i5+AhZIOBFtNvIOTJp/hrdSIbfzmBvsyAfytXnl48CTdve2jGHx6Xf7WR6bfV/zd14XlOic1j7XeRRPwTg1KlYO6z/XFysWfP+miK8svpObwVCoVE5wGBuHpabl69vPQgX/10GMdyM+G9/Xnr4YFVgzWqXqdy9mXSyUw2rjrJjl9OIKkUjHt9GDcND62aDfNvudTOO7C0o//45iDLPoxAliHDXomNUca53IxJJVFoq0RZYSZHp+SMlxaDBCqlRP7SW5ttfmYF38Pogn/o8sS9tH96HuUVRl5aeoh1h5JRqRQ8OSmMUR19eG3ipyTk6TAoYF+AjkJ7FW38HDGZZMKDXLlzZFv6tPVEqVCgN5j4cWs0mQVl9Ar1ZGhHX8qzsth/70Okb9rMEedRxNj3wM6Yz92PhXAiuCt7Y7PxddXh72zLvG/3UW4w8d4dvRnbLYD0vDJaejvUuW/H5aorP7LZzM+j7mZjYS8kJPb525LpYOlgspHMdC5LplN0BJ0zj4OsYY/bNHJtLLOo7Bw1jL+1K4e2x3M2Mh1Pf0em3duTPeujmffxhGabn/nt+nNWPQGV2ZYzbhrOeNqgkKSqdsLrs7swd2Ag+2bNIXt3BNtb3Eu22Y3Rszpw40OWUerV/07fXHmEBSuO0MpFza9jXbDTqtm44F2WyUEc8e2Ec76CDhl6KtQSN7w9ilmVeznvOJ3B5FfXoy83MayTL4djcsgt1jOtbzBLHhn0r7//+uofWZZ5fuZvpMblM9L1EA5H1yKp1bT8+DPG/FFAid7IqmeGV82+O/X2e0Qs+oIz/hMpdG1DbuVybAYFnPK0Id9HR+r3s5ttfi5sP1+orvNcEhtHxA03oc/Mwmv0SAb89B1SZYeEqbyc/fc9RNKq3wHwGNCPji89j2vXhvf8Onf9akqf3w0JiUhKJY6h5zsUow4ksfCuNcgyvLXqZnyDGnWDttnmp0u3heR5uuFkTKfMJ4iUMnC0VfPBXX2Y2ieI/VFpPPX9QQ7G5qI0m3gl4j0mf/1ujT2nqtc/c97fxsrdcTw4vj2v39KD3/cm8MbKIxxLqH9ZxaEdfXnnrt7E7EpiyQubsXO0YcEP00hMLeTrpzdQnG9ZctwnyJmnF0/C08+R4nIDU17bQERUJkGe9vRt60W5wcTk3kFM6R140c9I9eUn6mAabz9omeF310tD8Ti+iuU/ruejTrdgUqgI9XNier9gQn2dcNJp6NXGA1VeDia9noQVK9n72S/EEEqpxoWJ9w1kyCPToBnnJy4ujgLZgRve2Eh6Xs0BXK4ONvRo5Ub31m7cMrglLvY2lBTqKcq37CO9f2Mc4b39ePaLKXX+vmRZ5s0H/uTw9niG3tCeu14aWuPnq/fEc+fHOyyrWKgk2vm7kJReSHG5ETcHG3KK9AR62HPgvcn/+moVl9J+Li4o58FRSygrMfDyD9NoHe7Fovv/4OjuRP73RH/G3tKZyLhcNGoFSoXEA4t3E3E6kzZ+Tmx7fTz2WnWzzc/40Bd5fNFNDJ7crs7HVT/PyTG5vDhrlWWLm9k6groG49SxA8rSUipy87D18UHr5Ym5ooI9t99Nyp9rKbD1Y6fzNMqVDjhrK3hx5e11LkXaFK9fOp0OQ4WJp6YtJTUuj4ET23LvwuEsXnmU9a/uwKbaCk7lSgkbSUIymgnp6M1zX02uvgVQs+68CwBWAe6AHxALFAITZFlOv5Zlq0/VyPPIo3hptTUaKF8u3MKm5cfJtFPiUWZCquyLkgFPTxuyM8sILj5Ex4KNtHnoHiS9nryMQn7Y70spdoQYj3HbC8NQ9xzO6S1H+ebDY5hkiUSXAnSu0PX0NrqnH0UCXF5YyFOJ7pxOKQAsm8La26pJySlFZ6Pi5kGtWLothhK9ESedGrMMRWWGC94L+LvZkZRtaXiH+DoS8ebEBqcyVw9/0vJfKImLp8WsmegCzi+pUd+I1vioLJ67eUVVpxJuWpxHBhMY6s6Gg8nEHE1HbZLxsLdh+Ni2vHJbz2Zbec6b/SWvfjMXVT0bnBfkF7H42c0c3p5Y62dDp7Vj3JxOvPPAP+Rll+Lh40BSdA4arRp9mYExszsxZEoYyz6M4OT+FO54YQj9xzWNlWgv5+aV0WBiz7poykor8At2xdZew9ZVJzm8PZ4WoW5kpRaRcDobSSExYU4XTh1I5ezR9GY9cjguLg53bz/+PpDIrpcWkZTrhdrgiaRVcriVHclmGdsKM2GZenyKjEgS9Mj+jVZ2GQzduwul1qbOv9M/lhzip3d24e7rwNxnBtF1YBDFsXGc/f4n7tlZzkm3EFyUJv55fRJBilKULq7MWbyPP/cnEopEvxPHsS/NotfotqzY44DZaIZQF9q09SD3YDqunnZMmNuV7kNaXtb7v5z8gKVBuvGhBXy7xQGzpCbZUUWkr5bbTvxCv7SDSIBRUqNX6NCZCpCA6XkZzTo/F958KCitYP+ZLMyyTEVFBa98uocWh3NQVmtadOwXwL2vDcVGq0KBigdHf0dRXjmPvz8WRzcdC+9YhUFv4pF3xtB7ZOtar683mOj00G8k55Tw6uzuPDwxnKTsYk4m5hOdXsgf+xLYedKygbqfm45XZnVnYHtv/vfeViKiMnG207D4vv70auPJK8sO8d3ms5jM5ws4orMfn97TDx9XHT9tjeaez3Yiy/DYpHB6t/HivsU7yS60dOCsemowHeu4iXAuPxV6I/Gnsmjd0btRy7YUllbQ58k1JGQVM2tQKz6/f0Czzc/40Bdxtvfk+a+nVC17W1haQUm5EYUCNhxK5KuNZ8nbm0q7zArUNkpufLAnA8cGUXT8OAXHTuAU2ALvYUNR2dtxz6c7+XFrNL7OWl7Qnkaz7jdO6x2Jsh+HSbJDqZLoP64tN9zbE08/R36LiOeBxbsovKBN88KMLjw5pWPVh9KC0gpmv7OFLccsM5f6tPHkywcHEOR5eXuWNVT/yLLM6i8O8eeSSORqmUQhkeioYtjkdjw6uxs6OyVnDyURdTyPLb+eqLrx2aF3APe/PhJndx2yLCM1xc1trGTNzU9Zlln63l42Lj9RxxEWTm46nvxoHPZOWj57biOnD1t+70qVgjGzOzH+1q44u1v+vpOic9iw7BgKlYItv52omik8fk4XZj9e/8bs1rjc6xfA/k0xfDR/fdUMeVmn4on3xxLS0ZuYtCI8nbWUV5h4/qeD/H0wiYJlzbfzbp5PJzxm3EJxj0G4O2hZuiOGyLiae7CO7uJLRyeZnUtO4VqmxKyAU55a4pxVlg8/lbxdbBnXvQXbIlMoO5uHjVHGxmimR5AL3U//hu70DqLdh3Bc2xuFUoIRAfyTUkBFHfuA3TY8lA/u7HPFlvypLz/5kUf57vZPiFT2BMx4DArgpL2avbE5VY/x0xvpElcIshp7GxNerb2JOXF+pp2Lpx3/e30E3+6LJ6+wnJXPjGi2+WnXayEdSxwpU0kUjmhBZkkFCVnFeDppefnmbkztaRlMacgvYNekG0hKKGOr11yQJObM9cXHEE/JyVOUpqZiLCqmIC2L58NuJcXeG7/idIILkon0aEuRxh6fQgOd0spRmWHugqGMmtK+Rpk2HEnm5re3VC3pO6arP18/NBBH3b+/dHJD9c/fPxzll4/3E9bdl7HO+4hbsgRJqWTvtEf5LNcDb2db1i8Yg/ZwBMvveov9TuMwS5Z7BeUqiTgXNZneOu4eH8ZDE8Nxtbdptvm5nOsXWJYt3D3pBowFhYTNf5L2Tz2BPieH3f+7jeyIPagc7Om5+GN8x4xuknvbWXP9ij2RidlspnWHRu/H2vROgJUuXDmnWw9XZr48nvm/HGJ1RDxexUbcJAVJtgqKlBLOdhru88gl5MtXsGvVkgEb1qK0sUE2mcj+ex3Ze/ahz84mstyWeXJ3ZEmiZVkGsbaWWVX2sgG3ogz8ijNo16EVrUcMJEcP32w4TW6xHi8U9I4txqQ34Ta2Jb+m5VFcbsRdp2FWS08m9A6kx9BWKFUKDkRnMe/bfew7m4Wvq47NC8fh735p+3E2lJ+tv0Xx/aJdAEy+szv+SZtYs/owu70GYmtQY6c3ozbLmCUoV0vYmWMZlrKeaPt+JOnCq51jmHxnD256sHezzc+5+icjv5RFvx5ld1QGPi46ZgxoyZQ+QRgr9HUeX5hbxtPTV1JWXMFtzw7CzccBg95ErxGtquqbTSuP8+XLW9A5aHh79ayqwXDV5Rbr2XosjY5BrrT2cSQpu5j+T/1BTpEee62KX+YPr3NFDWtdav2z/MMIVn15ADdve/xaunJ0dyI2tmreWTML9wtW3CkuNzDo6T85nVLA9H7BfPvwoGabn88WruaeZyfV+7gLz/OS13ay/ffTtGjjxnNfT0ClVtZZz5vKy9k49xF+jgxEr7TH36mMZ5ffjoufW63HXguXkp/YE5m8PPdX9GVG2nX3IyOpgNyMYnJ0SjLtlAQWmdCVW9psHfu24JG3R6NzqDFQr3l23kmSpASKAVegI9ACSAL2ybJc+1NR3c8xGvgAUAJfybL8xgU/twG+B7oBOcBNsizHV/7saeB2wAQ8JMvyuka+ZhD1NN7iTmXx9I3Lqr5Oc1BRoFXQN307g9M2YpQ02Hs60+O7r3HqEF4VkqPrD/PG49sxo0BjKqFCef6CGFR8mP/d1Zaw+U+Se+AgSavXIJtMdHzpeSSNDU/vi2HrsVRObIgFoGeIBz89PgQfVx0nk/KY8/62qmnULTzsuH+cZfPQ33bHs2JXLEaTTJCnPU9M6cikXoEXHSVqTeMNYN/GaA7vSKDn8FZ06hdY46ZoUnYxt763jX1nLR8oi1fMabaVZ9SpM7RpW/9SF6WlpRiNZtb9dIyoA6kgSfi1dGbjipOYTfX/rYd08ubFb6dWdQpW3gSs9/HfpmQDMNfv312epT7W5qcuJqOZXz7dy+ovD1R9z93HgY/XN9/8HPxtNV0mTeDs518S+cwL2Pj5c2rACxzemYi9sxa9sgx9joQC0OpU9FNF4HxyHaFPPkZI5WbYdZ1nQ4WJZ2cuJ/GM5aZPSEdvigvLGT49HF1BLC+vOEGkhz/2xnLa5J4mp0c3zLI9vhFpOJcakS+YZ9dvbCgPLqo9u+lyWZMf2Wzml5vm8ftJH0wKDUlOKiJ9tAyXTYRWKElKKEY2Q7CngQBjNPdt+7TZ5qcxNx9kWWbztngO/hqFvriCroODGDWrA6rK2Sg6na7GTDuNVkVFuZHh08O544Uh9T73qj3x/O/drQD49vUns6AM44nzNxnttSocdRpSc2v+rv3cdPzxfNWSFoBlyZidJzPYcCSFFTtjKSozYK9VEejpwIlEy6jT52/qwlM3dALgbFI2X208y5ReLersuDv3vi5XRFQGE15ZT7nB1KyvX+NDX+TZj2bTe2RrjsTm8P6a46zZl1Drhravi5b/2eg4scWyVGXbbj7MebY/nn6ONc5zUZmBqa9bRvQCeBQb6ZJahsYE+VoFimGBzJvdjcHhPny5PorHvt6DLINPHz8CPOyZ4uxI/zAvurSsfR0zm2VOJuWhVCpo4+vUqI7Y+jSm/slMLCFyZwLpSQWkxudZOpCq9+UppRrXcL8QN9rfFEaxToVSqcDL2ZYdJ9L54M4+zTY/l3vz02yW2fnHGdb9fBxbOw29RrTG1k7NsYgkcjOLiTmeia2dGrWNisLcsqq9Lw5tiwdAbaOk2+Bg8rJKOH0ojZT+lo5nv51pdBscTFh3P4bfGF599OS/ytr2T1pCPge3xpFTVsENN3fGvp69FRKzimnhYd9s82M79i0UdjX/1gPc7fjigQGcTMzjxZ8PUlzZySnJMj2SC/AstrSJ/cLcGXFPV/akFbNydxzpKYUE51bgW2jE1li7bS1hrmrXHPGzJdlRhUKSGNbJF8euXmTkl+GWUkqfNp7cM6Ydqis4irih/JhMZpa+tYPNq6IBS4e1ZwsnDDoV6YkFqAorADC62TD+yf7E5pdyYHs8pSeykZQS7kMC2RGbXXXemvv1y07jxrSn+jNttmV2U3mFEY1KiUIh1TjPpQmJ7JowlcOGDkQ59keSTXTP+4MWpcdrPHd2aFdeajGFEsnS6aY2yQwtMaNOsTzXwIltue/VETWOOff5q5dZyZajqYT6OTG0o2+DS8RZo6H8FOSU8sz0lZSVGOg6KIg+jlEkfP4pBknJ4g6ziHdsgYu+lF4p8ejlQJAk0l01nHJWU2aj4LaRbXh6Wufqezs22/xc7vULIHPTFvbfejvIMv5TJpK5bScVublofbwZsPxnnDu0r/fYCzWHz+8NaLb5eXf+Ug5vzKOi3IjOQUOPYa3YuyOe8hzLLCoZsO3kwWtvj8JRK7F92GhKYuNwnTSd0tD+JK36i7QsE+UKe5SYUJn1ZNppWN5uAEqzjGtpBf1TIgnNS8Bo64bHkCH49+2Md4AT3oHOGG2UPP3+duL0FWhMwNEsDvtqQbJ0GOaXWK4Vd49uy9COvvy6O54VOy33GP3cdKx9cTStvBvee7guF8vPhmXHWfb+Xi71drZKJTH8po7Y2KpY880hZLPc7AdvX279s3HFCX5+Z0+N7w2c2JauA4MwVJj44uXNGPQmHlw0in5jQxssT/X650B0Fl+ui+LB8e1rrYDzb7nU+qe8tILX71lTNYjP1l7D/E8n0KZL3ftHnk7JZ9DTf1JcbmzW7Z9LzU9ZcQUvzl5Fdloxwe09GDAhlNOWLlbIAAAgAElEQVQHMyjIKaVFiBudBwbSuV8gWalFvPvoWhJOZ9OuiyfPfDUNtabuCSrQ9K9fkbsSeO+xvykvtQwSDmrnwZOfTaBMBh8XWxLP5GDnoMHTv86dEptn5x2AJEmRwBhZllMv41glcAYYASQD+4GZsiyfrPaY+4COsizfI0nSDGCKLMs3SZIUBiwFegK+wEYgVJZl04WvU8frBtFA+J+duZyY45mk2ys54muLi07ie91B8nfswFhaQq+fv8e5s+VGYvWQnBvtAGBjKsFJzsXF3517XxuNd4+O9ZZnyuGzIMONxQqOxufyzPTOOFS78WA2yyRlF6PTqvFw1NY49nRKPhsOpzBzUCvcHLQXPnWdrnTjLb9Ez7cbzxCXUcSHd/UVlecFlr63hw3LLCPPW4S4ceeLQykvrSAgxI2zkem07+l/Ye9/g5rSmvnnXG5+Incnsv33U7j7ODBiRgfcvR2uaH6u5eCBjx3c8HGwr9ootudnH+MzZQrvPPwXkbvOzdaUaVFyjE6Ko2hy4tF6ezNw0z+onS0XmvrOc0W5kQ3Lj7Fy8T7KiivqLYtJgqMPWDZZ7/LRMQDaKs9Ah/5EHclEqVLwzprZtZbUs4a1+ZFlmYjFv/Hp4mSMZgV6tQKbczOBFRImZJSVX4rGf8N0Oh1Gg4n505eRHGOZ9dBzRCsefnM0yossN/fRnyd45of9aCe0RqGAnjEltPCwp2eoB1N6B2GnVfHDlmjeWX2MxKxiRnXx5825PRucMZWRX8Y9n+5kw5EUALRqJS/M6MJDE86PyrwaNx8ORGcx650tnP7sxn8lP1einrnYczZQliAgbvytn+PTvR2peaVsrZzVJkngrNOgN5rpGeLGgDAvZvYPwt1Ry4HNcfzw5m6K8srR2CgZ/b+OtO/RgoLsEvKzS8nPLiUvp5RjGYUkJObjlmVZssfkY8cuNxWFlctr9AhxZ/9ZS4P/pZld2RVoC1LTvn6lxuUyb97fZCYU4Kg3oTKDs78jah87IkrLiTIZaswEOudKf3hsaoPfqrvcGfofz1/PnvWWzosOfQJ4+K3R2DtpiT2Ryaov9rN/c2zV49U2Ss4+1wNkeCBWz8yH+1603rJWc7r5eS3zEzZ3Me1CW9EhyJWMvDK6tnLjxv4tq2YrRSdn8+3maIrLjIR72uAy/w6Sipw54jYePVrUChNdfPOQZDiQ5oLJbLnB4GDIwrs8mixbRw55dsSjWMahwkyFrZJjrmrSHNXcN7YdD08Ix8/Nrkm2n4/vTuWv749U3bA6R6NTE+usJtJRgdzAgL6pfYKY1i+YiT0Dm21+HpryCTfMHcqA8W3qHNx44Xkujo7hzDsfsHGvmSi1pbOvVxctrTr4YFbZIKtskGx1qO3U5MlmkjKKObvmDKXZpdjYqvnfk/0ZNq19rddqavmJOZ7Je4+so7So/nb/Oac8NMS429A/zIu35vSiQ1CtG7ai/VyPxKXLOfbE/KqvPQb0o+enH6Hz97uk8jS1/EDTu341xfZzXFwcOpUL3762jcM7Eqp+7unviG9rV45uT8BslvENdmbynV3JPBnL9m+2kaUOQJbqb6MoFGBu1NQHi8MPdkBWKVDtSaNbWy/mTe1IeKALK3fHcfuHO2psN6BVK7l3TDsenNAeTyfbBp61fo3JT9zxXJZ9GEHimWyC23kSFGiDlzoPu7xYtJIebXBrIgq9WbcmAanMSK5OSVygPbKdmvySCgJM0CauhF8PNN89N62pf0xGM399F8mp/WlIkkTsycyq1RzOGXlTB257bvBFy3M91D/lpQZWfLwHOwcbhkwNw9Wr9kzC6n7dHcet728TnXcXSIjK5qN5G8nNKKnzGE9/R/KySjDoTXgFOPHKT9NxdGm4nrge8lNcUM6+TTE4ueno0j8QReMH5zXrzrt5wAwsF8Fkqo1PlmV580WO7QO8JMvyqMqvn6487vVqj1lX+ZgISZJUQDrgAcyv/tjqj7vgNZyBCxdq9Qd21Bf+/OxSUmJz2JNbwNebYnh0YjvGdfNHlmWo3B/unAtDkpVaiCRJOGjNqO1sUWguvmzG9RB+KzTrxtvlXHwryo1sXRWFu689PYeEotFat6a0yM9lPvE1HjzwdWh7HDKzUNjY0Gnhy7S+Yy5QOctkfzJnIlMJaSETc98cDHl5KGw09Fn1C86dzg8EuNh5zs0s5sTeZEqK9Pzw1k60OjWefo6kJeRjMhoxVMhEPtYJOzsFT/y4FLkgmwnfLQIXb758eQttu/kyZlanxp/URvi38nNgcywfzV+HvsyIUSVxzNOGdAcVCrNMi3wDjnozO3bdKxpvDTh3nhNOZ7P2hyN0GxxE9yEtG924SckpYe6ZRLQaJWu61T3CT5ZlDCYzGlX9o7culJxdQnxmEV1aumGnrTmD5mrVPwajGbXKiilela5EPVN5WIPP2UB5grhg5oudjYrbRrThvrHtCHC3R5ZlysrKah1bmFfGsvf2smddzMXft0Lixvt7MemO7hSVG/jkr5O8+VskRpOMQpL44M4+zB0eet1cvwxGM/ct3sXSbdEoZTBVi4abgw1dW7kT4uuI0SSTnleGk07NZ/f1b7bXryvReQeWDrzvFu2gotzIbc8OqjWDLulsDmePpePgpKV9rwBmnbXcOGvq+blMIj+V8o9EcuTBR8mNz+Cw82hSdGE1fu5bFkVXvwI6Dm2Hc1hbdP7+nDTYMv/PeKKis6lQSvi6WWb2DQ73qTquKdc/5aUVJMfkkp5QgJu3Pa3Cvcgrr2DJprMcOJtFWAsX+rT1pFeoJ2l5pUQlF9DK24GOQa7nOplEfuqwfqlldkhjBLXz4NF3xlTt+XuhppifohwDS9/fzYl9ySCBUqlAoZDQ2Kool2VyZDNxHjaMHBbCnOGhNVZCuIBoPzeg5HAkeZGROLVrh+fggZe1TGZTzE9Tun411fbzufzIskzM8QxOH07DK8CJrgODUCgVnDiQwJcvbSM9oaDm8ZjxVuXg4udKyJCu+IV4YDSYycss4ciuBKKPpqPRqghu54mbtz1qjRI3Hwc0GiV5WSWkJeSTkVRAXlYpLp52HLi3PW5e9vzevfbnr+0n0li6LYaU3FLa+Dlx39gwgr0ub7n5cy4lPxdbNaqswsjbq47xw5aztVZpQZYp/mWuqH8acO48n41M5++fIjHojaQl5hPeK4Bb5g1o1AolzbX+2XY8jUHhPiI/F36/SM/mX0+RGpdPYIgHLcO9OBuZxtZVp8hOKwKgz+gQbn9uMPZOF58Q1FzzU6lR+fl3d4W8eu6t/PelC74vAxfbFMkPyzKb5yQDvep7jCzLRkmSCgC3yu/vueDYuoY8PQK8eJFy1ODsrsPZXUdwqRszB55/C5IkgbLhG5Aevpc+DV1oWGXj7ROqNbQkSVpzQUPrdiBPluXWlY23RcC5xtsMoD2VjTdJks61ci72nFeERqti5Mzwqv8L10xPIFqW5VgASZKWAZOA6hmYxPm6bSXwsWRpjU4ClsmyrAfiJEmKrny+GoMHGjLknz/wc3VFqdGgtD0/ukWhkAjvFUDLDpY1pgP37qDg2HFs3N2xb93qkt6gq6c9Aya0BaD3yNZodRq0OsvNUFmWKcgpZW5iKkgwY80nNY599N0xl/RaV1v3oS35fOvtpMTlYe9hx2ebznAyMY9HJ4WjN5r5fU/CxZ9EACCwjTv3Lhx+ycf5udlhd5E6TJKkS+q4A/B3t7vkvRj+bep/bwbPlahnaMRzNjR4iffv6I3OxQuzGcb1CKgxc7++D9yOLrbctWAwg6e05Z+fjmGoMOPiboeTmy3O7nbYO2vJzy5Bq9MQ1t2XwDYeADjpNDwzvTMzBrQkJr2Qtv7OBLg3PHqyqVGrFHz5wACm9wvm191xpOSW4u9mx+TegYzq4n8t9re54tevhvJzpajUSm5vYMRwQIgbASFNY/+F69x1lR/nzp0YsPFv8vYdoE9REWeiCjkTbUQGOnVxptf0aeh8fWocMxDYNaADR+JyqDCa6RDois7m+mlza3UaWnfwrrHHlJdWVbWEdHUu9jaEBdS9jPQVcl3lp7qRM8MJ7ezNsV0p5GWVoLZRodYoUaoUFOSUkpNejCRZlpyfdEf3qjbz9cIrwIlH3mna7ffmwKNfHzz69bnWxWjummT7udpjatXRAMFhHrz4/WTWLz3O2cgM1BolXQcF0ql/C+ydLCsrXXiT+YZ7e1JWUoFao6zaNuVizt08r8vA9j4MbO9T78+vtIu1iW01Kp6/qQvP3diZ/JIKKowmnO1sKCitIKeo7j3fhNpCOnkT0unf35/uejYo/NrlvinTOdgwfk5ny/8r659OfVsw8bZunDqYik+gM55+oh/jUlw/nyiqkWU52IrD66rZL5x+WN9jGnMswPvAkgu+5w/suFjhhCajSTfehOvWFR880FB+JElC43Tx5ShVdna49b6wWJfO+YLOEEmSLN9LqueA64BWp6FVe8vG3i/N7FrjZ4NF401oGq5UPXOx54QGBi+N7OLf4Mi9hoR28Sa0i/clj3Br6e1Iy8vYZ6MpGdnFn5FdmkQToEkOfhOuG9ddfpQ2NrgP6AeAz1gY04j6R5KkOvfRFKx23eWnuqB27oR1a3ElnloQhH9Pk2w/N4aNVsWEuZ0v6Rhbu4uv1tXcSJKEi/35rWI8nWwve1lPQRAuncZGRae+oj10Oa7LzjsrJQMB1b72By7cO+/cY5Irl810AnIbeSyyLOcD+dW/VzmTi+Tk5AYLV9eyUReytbX+AlOSailHvMvVGd13td4XQHBwcBCQLMuyseFHNqhJNt5EfurXxPJTn6sxeEDk5wLNKD/Xirh+XUQTy8+VqGfqmhbY2MFLgcBWkZ/6NbH81OdaDX4T+bkIkZ8qIj8XEPkR+bFGM8rPtSLazxfRxPIj2s8NEPm57oj65yJEfhok8nMRVzs//8XOu/1AiCRJwUAKluUNb77gMWuAW7EspzEN2CzLsixJ0hrgZ0mS3sWyHGIIsK+RrxsCMGDAAOvfwb/ImimMTVgclrcWb8VzNLXG2yBgicjPVfFv5Kc+V3zwACI/19qVzM+1Iq5fV8+/kZ8rVc9c7uCltiDyc5Vc19cvkZ9rTuTnKhH5uWQiP9WI/Fw3RPv56hHt56tE5Oe6Ieqfq0fk5yr5L+fnP9d5VzlD6gFgHZbe5G9kWT4hSdIC4IAsy2uAr4EfKpc7zMXSwUfl41ZgWebQCNzfmM2uK8VW/jsISPz33tFlO7eM5wAsjY1r7d8uj7XP0dQab+fWNRD5qVtTy099rvjgAZGfy3K95OdaEdevhjW1/FyJekZqxHPWR+SnYU0tP/W5VoPfRH4aJvLTMJGfhon8NEzkp2HXS36uFZGfhjW1/Ij2c8NEfq4vIj8NE/lpmMhPw656fv5znXcAsiyvBdZe8L0Xqv2/HJhez7GvAq9exstWVP6bKMty/GUc/6+qtqlrsihPnZpa403kpwFNrTz1uYaDB0R+GtDUytMEifw0oKmV50rVM3U9ZyOLJPLTgKZWnvqI65dFU/t9NbXy1Efkx6Kp/b6aWnnqI/Jj0dR+X02tPE2QyE8Dmlp5RPu5YU3t99XUytMEifw0oKmVpwkS+WnAtSjPf7LzThAupgk23oRm4hoNHhAE4T/kStQzdT2n8N8irl+CNUR+BGuI/AiCcKWJ9rMgCILQFInOO0Goh2i8CYIgCIIgCIIgCIIgCIIgCIJwtSmudQEEQRAEQRAEQRAEQRAEQRAEQRAEQbAQnXdXTz7wcuW/TYEoz/WlqZ0fUZ7rS1M7P6I815emdn5Eea4vTe38iPJcX5ra+RHlub40tfMjynN9aWrnR5Tn+tLUzo8oz/WlqZ0fUZ7rS1M7P6I815emdn7+8+WRZFm+Wq8lCIIgCIIgCIIgCIIgCIIgCIIgCEIDxMw7QRAEQRAEQRAEQRAEQRAEQRAEQWgiROedIAiCIAiCIAiCIAiCIAiCIAiCIDQRovPuKpMkabokSSckSTJLktT9GpVhtCRJpyVJipYkaf61KMMF5flGkqRMSZKOX+uyNHUiP3WWR+SnkUR+6iyPyE8jifzUWR6Rn0YS+amzPCI/jSTyU2d5RH4aSeSnzvKI/DSSyE+d5RH5aSSRnzrLI/LTSCI/dZZH5KeRRH7qLI/ITyOJ/NRZnmuSH9F5d/UdB6YC26/Fi0uSpAQ+AcYAYcBMSZLCrkVZqlkCjL7GZbheiPzUtgSRn8YS+altCSI/jSXyU9sSRH4aS+SntiWI/DSWyE9tSxD5aSyRn9qWIPLTWCI/tS1B5KexRH5qW4LIT2OJ/NS2BJGfxhL5qW0JIj+NJfJT2xKuQX5E591VJsvyKVmWT1/DIvQEomVZjpVluQJYBky6huVBluXtQO61LMP1QuSnNpGfxhP5qU3kp/FEfmoT+Wk8kZ/aRH4aT+SnNpGfxhP5qU3kp/FEfmoT+Wk8kZ/aRH4aT+SnNpGfxhP5qU3kp/FEfmq7VvkRnXf/PX5AUrWvkyu/JwiNIfIjWEPkR7CGyI9gDZEfwRoiP4I1RH4Ea4j8CNYQ+RGsIfIjWEPkR7CGyE8l1bUuQHMkSdJGwLuOHz0ry/LvV7s8F5Dq+J581Ush1EvkR7CGyI9gDZEfwRoiP4I1RH4Ea4j8CNYQ+RGsIfIjWEPkR7CGyI9gDZGf64PovLsCZFkefq3L0IBkIKDa1/5A6jUqi1AHkR/BGiI/gjVEfgRriPwI1hD5Eawh8iNYQ+RHsIbIj2ANkR/BGiI/gjVEfq4PYtnM/579QIgkScGSJGmAGcCaa1wm4foh8iNYQ+RHsIbIj2ANkR/BGiI/gjVEfgRriPwI1hD5Eawh8iNYQ+RHsIbITyXReXeVSZI0RZKkZKAP8JckSeuu5uvLsmwEHgDWAaeAFbIsn7iaZbiQJElLgQigjSRJyZIk3X4ty9OUifzUJvLTeCI/tYn8NJ7IT20iP40n8lObyE/jifzUJvLTeCI/tYn8NJ7IT20iP40n8lObyE/jifzUJvLTeCI/tYn8NJ7IT23XKj+SLP8nlwsVBEEQBEEQBEEQBEEQBEEQBEEQhCZHzLwTBEEQBEEQBEEQBEEQBEEQBEEQhCZCdN4JgiAIgiAIgiAIgiAIgiAIgiAIQhMhOu8EQRAEQRAEQRAEQRAEQRAEQRAEoYkQnXeCIAiCIAiCIAiCIAiCIAiCIAiC0ESIzjtBEARBEARBEARBEARBEARBEARBaCJE510zJElSC0mSiiVJUl6l17tbkqT3G/G43yRJGn01yiRcPpEfwRoiP4I1RH4Ea4j8CNYQ+RGsIfIjWEPkR7CGyI9gDZEfwRoiP4I1RH4aR5Jl+VqXQbCSJEnxwB2yLG+8Bq+tAWKA3rIsp1zksT2Bz2RZ7nZVCic0isiPYA2RH8EaIj+CNUR+BGuI/AjWEPkRrCHyI1hD5EewhsiPYA2RH8EaIj+XR8y8E6w1CYi6WPABZFneBzhKktT9yhdLuE6I/AjWEPkRrCHyI1hD5EewhsiPYA2RH8EaIj//Z+/+o+2u6zvfv96QSAgQg6CCGYFqfwzUUns7tE3LaJyxc6X2Wm5vL9LgjxEcb+h1tdSqnf5Y0xh6l+uOa3VRW810dSSUKopjbaFjuzp2WrRefmjHUrEiHQta+ZXOsgmCEoj4uX+cDXMISc7J+Zyz93fv83istRdnf/d37/35fvPMSch7fc+mh37ooR966IceU9uP4d2Uq6rfTXJakj8cXWr61qo6o6paVa0Z7XNDVf1qVd042ucPq+qkqnpfVX21qj5VVWfMe81/WlUfrap/rKo7quqCwyzhvCQfm/fcdVX13qr6SlXtHb32s+ftf0OSly/jKaCDfuihH3rohx76oYd+6KEfeuiHHvqhh37ooR966GfpDO+mXGvt1Un+Psn/1lo7vrX27w+x64VJXp1kU5LnJ7kpya4kz0hye5JfSZKqOi7JR5Nck+RZSX4yybur6jsP8brfleSOefdfm+TpSZ6b5KQk25I8PO/x25N895EdJStFP/TQDz30Qw/90EM/9NAPPfRDD/3QQz/00A899LN0hnerx67W2t+11h5I8sdJ/q619qettW8k+U9Jvme0348m+WJrbVdr7RuttU8n+b0kP3GI192Y5MF59/dnLvpvba091lr7b621r857/MHRc5gu+qGHfuihH3rohx76oYd+6KEfeuiHHvqhh37ooZ8DrJn0Ahib3fO+fvgg948ffX16ku+vqr3zHl+T5HcP8bp7kpww7/7vZm5q/YGq2pjkvUl+qbW2f/T4CUn2hmmjH3rohx76oYd+6KEfeuiHHvqhh37ooR966Ice+jmA4d1saMv4Wl9O8rHW2g8vcv/PJPn2JxYyF/nbkrxt9HNo/yhzl6W+Z7TLmUn+erkWy7LQDz30Qw/90EM/9NAPPfRDD/3QQz/00A899EMP/SyBH5s5G3Yned4yvdZ/TvLtVfXqqlo7up1TVWceYv8/SvLix+9U1Uuq6ruq6ugkX83cZaiPzdv/xZm77JXh0A899EMP/dBDP/TQDz30Qw/90EM/9NAPPfRDD/0sgeH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-      "text/plain": [
-       "<Figure size 2160x720 with 48 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 900x720 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1620x720 with 36 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cell_count_stats['location'] = cell_count_stats.targeted_structure+'_'+cell_count_stats.layer\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
-    "\n",
-    "for cre_line in cre_lines: \n",
-    "    plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
-    "                                              cell_count_stats, fraction_cells, cre_line, \n",
-    "                                              sort_order=cluster_order, suffix='_VISp_upper_sort', \n",
-    "                                              save_dir=base_dir, folder=folder, )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### sort by V1 vs LM order"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x162 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure'])\n",
-    "\n",
-    "value_to_plot = 'relative_to_random'\n",
-    "cbar_label = 'fraction cells\\nrel. to chance'\n",
-    "suffix = '_limited_range_area_sort'\n",
-    "\n",
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "                                                                 location='VISp', metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_cell_stats_per_cluster_for_areas_depths(cluster_meta, cell_count_stats_area, n_clusters_cre,\n",
-    "                                                      value_to_plot, cbar_label, cmap='PRGn', vmin=-1, vmax=1, \n",
-    "                                                      cluster_order=cluster_order, save_dir=base_dir, folder=folder, suffix=suffix)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# cell_count_stats_area['location'] = cell_count_stats_area.targeted_structure\n",
-    "# # need to have both a 'layer' and 'targeted_structure' column for plot to work\n",
-    "# cell_count_stats_area['layer'] = cell_count_stats_area.targeted_structure\n",
-    "\n",
-    "# cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "#                                                                  location='VISp', metric='relative_to_random')  \n",
-    "\n",
-    "# for cre_line in cre_lines: \n",
-    "#     plotting.plot_clusters_stats_pop_avg_rows(cluster_meta, feature_matrix, multi_session_df,\n",
-    "#                                               cell_count_stats_area, fraction_cells, cre_line, \n",
-    "#                                               sort_order=cluster_order, suffix='_area_sort', \n",
-    "#                                               save_dir=base_dir, folder=folder, )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot as columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 85,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# for cre_line in cre_lines: \n",
-    "#     plotting.plot_clusters_stats_pop_avg_cols(cluster_meta, feature_matrix, multi_session_df,\n",
-    "#                                               cell_count_stats, fraction_cells, cre_line, \n",
-    "#                                               sort_order=cluster_order, suffix='_VISp_upper_sort', \n",
-    "#                                               save_dir=base_dir, folder=folder, )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### within cluster correlations sorted by VISp upper"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 86,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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ChSbX2vNH4DR3T9y65u6rzex3hIOCWo2knv4ZeAvh3oAzCPv+ZkLZ+QKhlTPnh4SLAhcQrppuIbQqvdXdr4utdw3hBOIcwonFKELX32aoHD1HKJdfJYxaZ8CvgH9x96fKeP950Xs/S+hK9CjQFVt2H+E7/HK0rVuAT8QqoEn8iHASOo7kPQZEKnVu9CrkNYTyvx14W14X/4sIx82rzewgd98YVRaOAD5KeC7RaYTHYzxIuOhblLvfbmYfJhzzLyecO3+ScF/PP0fpnEWIb48TLibcQ6gsxdN5zMzeSbgf6duEZxR9n3BBZ7OZHRWlewohjv2F8Nyxi334M47KcRmhcrSaUP6lTJbywB0iBVl4evs6d59X56y0HTO7kfCMmX2iG6xFRMoW3Rv6FHCPu7+h3vkRkZFF9xvdBXzU3T9X7/w0E91zJNLCzGwGoRvkD1UxEpEKnUcYkvg79c6IiJTtfYSuxmrtTUjd6kRakJkdRhit6v2E7otfqW+ORKTZmNnJwCsI90A9SBgBU0QaVDQYxMmEUW/PBy4r8jw1KUGVI5HW9F7CfVFrgPPcfV19syMiTegbhOfGLAPelfDRDSJSe3sR7sXaRhgsIv+BuFIG3XMkIiIiIiJCk7YcRUO8/hthKOiDgBcDx7v7zQnS2I3wBPanqP5J5yLSekYDexNuQn+h3pnJiuKpZETlp/w0VH5EaqtkfGrKyhHhmS/nEoYq/S1h2MOkDiWMjS8iUsoxhGditCrFU8mSys/IVH5E6qNgfGrWytGt7v5SADM7lcqC0VMAt912G1OnTk0zbyLSAp544gmOOeYYiGJFC1M8ldSp/CSi8iNSQyPFp6asHKX0dO6dAFOnTmXatGkpJCciLaqlu7konkrGVH5GpvIjUh8F45OecyQiIpKSDRs2cOWVV9LT01PvrIiISAWasuUoKTObAEzIm12y7bq7u3vw4LZ582YAxo8fD8CkSZM48sgjU89nNdLOb356/f39w9YZM2ZMQ38nIpK+SuJpq7nuuuvYunUrAP39/cRHfc39f91112FmmBljxoRD7R577MEZZ5yRaFvlxOKcamJyqc+Ur9rP1M4arfwU+93jv3+1+3G5+1al28g6fSi/HDbyeVEtvqdW0RaVI+ADwMUjrVRs5+/r6wMYnN68efPgevXe+XN5Tju/a9asYfv27XR0dBQtRP39/fT399PX18fmzZsrroA1Q+VTRAaVFU8LicdYaI4LT4Vs376dHTt2jLieu+Pug+tu37498bbKicU51cTkcj8TUPVnanMVl58slPO7V7sfJykvlWxj+/bt9PX10dHRUdb6fX19iT9DueWw2vMiyO7ifLHvKb8inFPJ91RLWTZitEvl6GvAorx5U8kbHaanp4eenh4mTZo0+AXD8C89vn5Saf+Y8TxnkV9g8ApCf38/AwMDdHR0DClA1Sp1JbSRFPvtGvWErtlaP6VplBVPy9EsZT/f9OnTC15IK3QC2NnZOaTcVSMXiyH9eFzsM0E4eerv72fMmDGDV5XT+kxtKLXyk4ZCv3va+3F8G3FPPbXrXvi99957yLIk2xg/fjzjx4/n5JNPLmv9rq6ustOO6+joKDtfSc+3anFxfvz48fT39w/7DPHfYcqUKUM+Q/55ZKNK+1jSFpUjd98EbIrPK3QwyZ1A5iu1cxR7TznS+jEnTZpUVlBIEhAKBcyBgXDf6c6dOxkzZkxFB8j8K8eF9PT0DOa1UU/i0yyItajENFt+pXGVG08Lyd83cuW83JOaRhH/HPHyED/JyJk+fXpVZaLYieVf/vIXIJywFTpGJT2BLZXH2267jRUrVjBz5kyOPvroROnKUNWUnywU2pfT3o8Lve+GG24YMu3unHJKJQP9BfHzhpxSF4qTlo9cGllVwOItU3H5+0Z/fz89PT0VtUwV+sz5FeEdO3YwduzYwfUb+eJH/LOnfSxpi8pRI8iqUpCruJRTEHt6eoZceSwlP2A+/fTTPP300wAMDAwwYcIEXvrSl6bS0lUsT412Q3OWBTEnzUpMs+U3K6rMSZbi+89ll11Wcnm16ef25Z07dw5erOrt7WXcuHGMHj06k/25t7eXVatWAbBy5UrmzJlDZ2dnqtuQxpDbd7LYj3Ny+3DufCJn/fr1dHd3V7SdYifwvb29QKhg7LnnnkPWr+SkP+sKWJYtU1A4luSn09PTw4EHHlj1713quAuNf+ytqHJkZp3ANGASMOySh7vfWl22ysrDW6N/D43+Hmdmk4Hn3P2XlaSZ5ZWBZq8U3HbbbWzYsIGBgQFGjRrF5MmTK96xs2jpama1qMSkKav8NlsLWprqHVOziKeSnW3btg2bzqr7y7Jly4bcpH/fffc1XOuRyk97K3ZsyFXynnvuOc4777yqtlGs0lLsmJK0ApZ1y1Q9Nepxt5RElaMoAH0FuLDIew1wYHT1WRvRT/KmL4n+PkoIkhXJ8spAFpWCJAWqmsK0evXqwSuVAwMDPPzwww13gGwmxVoSc/Pyf6t6X2WpdX6brQWtUg0UUzOJp/VUjyuX48aNG1Jx2WOPPVJNP5ffK6+8csj8vr6+zPbpRo79Kj/NpxatUwD33XffkOnly5dz0EEHVZxesbw12jGlXFn/Do183C1H0paj/wIuAm4ElgJ1a+Jw99Q76WZ5ZSCr7m+1MmPGDFasWDE4PXPmzDrmpnayqhQUakmEwq2JSVoSmy2/cc0eTCvUEDE1i3jaSGp15fKFF14YMv38889nsp3dd9998EZtINNubjNmzGDlypWDvQYaLPar/MgQxe6buvvuu+nt7U39gsiOHTt49tlnK+pGly/rbntSvqRn4KcC17h7de2TDapZrwzkF6gsCtP+++8/pHK0//77V5ROLaQ5qlyWlYIsWhKzym/SwUqqGaikzbR0TIXS91sWq7RD9S079ahsT506lbVr1w5O77vvvplsJ/eskpwtW7Zksh2AuXPnDt5zZGbMmTMns21VoOXLjzS2TZs24e4sXbqUM888s+J0su62J8kkrRztDtycQT5a3vjx44edIBSrxBSbV0ihwpFFYYpXjHLTlXStqHULWhpXjLOoxGT1PagS03RaPqYWq7BD89x3Wa5CNzdnwcyKPpskbZ2dncyaNYsVK1Ywe/bsRhuMoeXLjyRTy0ElduzYwc6dOwHYuHEj1113HXvvvXdF22nWi/O1lrR3DFR2oS3pmee9QEO1qTeLrCoxhX7wLArT6tWrh0w3Ur/zfG3aPStTWd7bVijYZdmi0GDaIqaWe4Ehp9L7Iys5cObyl8Y+ld+Ck9XFh1e+8pU8/PDDg9MzZszIZDs5c+fOZePGjY3WagRtUn6gdR6g3Eo2bdo0bDr/eU2SriS9Y3LrVyJp5egjQJeZ/cTd76loi22qVpWYrKTV77xWA0ikJasWnqy+h2b7fqG5R3JMQcvH1CRlKKfSVuOkB87ce9IyYcKEISdMEydOTC3tuMMOO4zVq1fj7pgZr33tazPZTk5nZ2dVz6DJUMuXn2KacQSwVlGsdWrnzp1tXUGt1cWpJBfbKj3PSXr0eTfwBHCHmd0BrAF25q3j7n5RRbmRhtXg/c6liRW6up7Gg5ebpEVKMTVltWqlKmT+/PksXrx4yHQWOjs7mTFjBg8//DAzZ87MvKtbb28vS5YsYcGCBY3Wra5tyk+rPEC5ldTqYkizqPfFqTQlrRwtjP1/VPTK54TRY5pa/MQq/4SqEZuvs85vg/c7z0yWLTHljkyTdCCNrNJtNk3SIrUw9n9LxtSkz++AxmnVTGry5MmDJ0wTJ07MtHwddthhbN26NfNWIwjPOlq/fn0jPuNoYez/liw/0riOOOIIfvnLXY+xyuK8MM3R8AoZM2bMkFbIjo6OqtKr58WpNCWqHLn7qKwy0sgabVjtkWSV37T6nddidL1Gl2RkmiT3oGWVLmRX6cqqAppVi1Sa2jWmtrL58+fT1dWVWatRTq26uvX29rJy5UoAHnroIebMmdMwF8dUfqSY3XbbbcjQ+i960YtS38a6deuGTK9du5aXv/zlqW4jNxreTTfdxLnnnptq2jD83CD+iIB21lxn/TXUaC1DI6lFftM4GNdqdL1Gl9XINFmlm2WlS6SVdHZ2MmnSJHbfffd6ZyUVy5YtG/IQ2AZsPZImtM8++/Dkk08OTqddqTjppJOGdHE96aSTUk0fshuoqtBoeFu3bq1qNLxi1DWwsIoqRxbGDT0YmB7NWgP8weNji0pBzdZdL23NODCFuqk15zCjzTQ4RavH1EJlCNJvNa7l4A/FNHAXtIrER8UDWLVqVcN9rlYvP61o/vz5XHXVVYPTxx9/fKrp57duZnGxIusHJNdiNLxa3SeZlqQxvtL4nrhJ2sxOBB4B7gF+HL3uAVab2RsS56CNjRkzJpMucBs2bODKK69s2BvdmkmxVpD+/v5hrSZqMZFKtHpMLVUuCpWjkd7TyHp7ewcHrlm5ciW9vb11zlH1xo0bN2R6jz32qFNOCmv18lMP+c/NyuI5Wp2dneyzzz5AaDVKu6vmsmXLBvNtZtx3332ppg/hVoP4NtIaqOrII4/k5JNPHmw1ysliNLzcfZJA5vdJNpNEZ+ZmdhTwc+A54OvA/dGiAwg3Rv7czI539+40M9lK4jt2bgSgE044IdXAsHTpUvr6+qp+YrM0Z4tJTru3UjaDdoippfaztMtRvQd/WLZs2eDDWd29JVqPnnvuuSHT27Ztq1NOhmuH8lMPe+yxx5Bndu25556ZbGf+/PksWbIk9VYjYHCoewhlMYtnM7bKQFVp3SdZi5b7pDG+VkN5/wewHjjM3Z+KLzCzLwJ3ReucWFFu2kwW3S82bNgw2BS7cePGlu7q1SpqUYlp9EFFshqkowkG/1BMbSGrV68ecn9OIz8su1wzZsxgxYoVg9Npdx2qUkuXn2LPjYFsH0uwffv2IdNZtYBmOahI1l3ecrJ8QHLaI8kVM3nyZC688MJM0m5WSc+YDgO+lB+EANz9KTO7HPiXVHLW4vK7X6Q1AtDSpUuHTav1qHmkWYmpRStlGrIapKNJBv9QTG0htTohq6XcM+527tzJ6NGjG+0Zdy1dfoo9NwayfSxBg1eIy1KrZzPW8gHJjX4LXb1b7tOU9ExsLLC1xPIt0Toygqy6X+TfwLdx48aq05Rs1aJ7WyPfJJ7VIB1NMviHYmoLacWHZTd416GWLz/1eG5Mg1eIy9Lg+21ZZs6cOaSSOmvWrDrmpr0kHZBhBXCOmQ2rVEXzzo7WkREU6n6RhrFjx5aclsbW29vLz3/+81S7MaR9k3h3dzddXV10dXUNXtnMTXd3q2t/QoqpLSR3QgY07QlZIXPnzmXKlCmNeJKs8pOBVtmPG3i/LcvcuXMZNSqcpjdrJbVZJa0cfZvQjP1bMzvJzPaLXm8GfhstuzTtTLaiGTNmDO70aXa/yFW4ik1LY4u38KSZZn4rZVqyGnGxjSimtphmPyErJNd1qAFPklV+MtIK+3ED77dl6ezsZPbs2UBzV1KbUaKzGnf/rpnNBP4VKNQ354vufkUqOWtxWXW/UDNs88rqPrS0bxLXKHfpabeYmn+DeSuOoljLexDaXbuVn1rSftwYshzwQYpLfMnX3T9sZlcAbwH2A4zwjIGfu/uqlPPXsrLqDzt37tzBG4LVDNtcli1bNvhcg507d6Z2f1Ar3iTeSto5pqrVUarVzuVHWp8qqcMVeqh42iPRVnRkigLOFyt5r+ySxRWBXDNsM9yEmLuK3IpXjyuxevXqIdNpDQPcijeJJ9EMz3tql5jaCN+1tJ52KT8i7a7UA8WLrV+zypGkI6srAs3WDKurx8Huu+9OX1/f4HRaFdtWGLUnLdrXREREspGkVSe3fpLKS7ELbGmPRFvyTMHMvgc48G533xlNj8Td/aJUcicVaZZm2DSvIhd7WF6xB+VV0mJQrAUirdaHrVuHjkgbf0J5tZqtwpymRmqtUEwVqZzKj0jjStqqk3tPnZ4xWNJIl1EXEgLRe4Gd0fRIHFAgkpoq9rC8Qi0FaTwkL4sWCDMb8pA3M0st7WapMLeBhSimilRqISo/Ig2pVq06tVDyDM/dR5WaFmkk5T4sr9KH5GXdAvHKV75yyPOuZsyYken22lFvb9+Gi7sAACAASURBVC9LlixhwYIFdeleqJgqUjmVHxGpBQUWkQZx2GGHDbYWmRmvfe1r65yj1pPFc6RERESkdSSqHJnZGjMr2jfHzN5sZmuqz5ZI++ns7BxsLZo5c2bbDZzQ3d1NV1cXXV1dbNiwgfXr13PDDTfQ1dVFd3d31ennP0eqt7e36jSrpZgqUjmVHxHJQtIbJ6YB40osfzHwiopzI9LmDjvsMLZu3dr2rUYDAwO4O9u2bSs4wk0lli1bNnhPl7un9hypKk1DMTVVWY+WJA1lGio/IpKytO8qfxlQ/8uxIk2qnQdOyN3T1dvbyzXXXAPACy+8wAknnJBKK9rq1asZGBgAQuUrredIZaylY2ra94C10mhJkoqWLj8iko0RK0dmdiwwLzbrdDMrdKf4S4BzgOXpZE1E2lFWLTwzZsxg5cqVDAwMMGrUKGbOnFl1mpVQTN3l9ttvZ/369XR3d7NgwYKq02ul0ZKkMJUfEclaOS1HxwMXR/87cHr0KmQ18MEU8iUibSqrFp65c+cO3nNkZvV85pNiKqHVaO3atQCsWbOG3t7etrvPTiqi8iMimSpnQIavAfsB0wEDPhBNx1/TgMnuPsvd780mqyLSDmbMmMGoUSE0pdnC09nZyaxZswCYPXt2PU/EFVMJrUZxaQy6IW1B5UdEMjViy5G7bwY2A5jZ8cCD7v5M1hkTSWLz5s309/eX9Qyjnp6eTB7iKumYO3cuDz30EBC61aXZwjN37lw2btxYz1YjxdRIrtUoZ80aDSomI1P5EZGsJTpDdPdbssqIiEhO/J6jNDXagBeKqSKVU/kRkSwkvnxuZmOAU4HDgIkM75rn7n5RCnkTKVtuiN5ybrgup3VJ6mfZsmWYGe6OmTXKkNuZadeY2tHRQV9f3+D02LFjU02/u7ubnp4egMG/8bI/adKkogM4SPNo1/IjItlJVDkys5cAvwMOJPT19egvsf8dUCASkYqsXr16SMtRkwy5XZF2jqn5rYK5QTiyoG60ramdy4+IZCfpEeP/Aa8C3gXcDDwCvAF4DPgEMDOaFhGpSKMMuV0jbRtTx40bx6ZNmwan99hjj1TTV6tQW2jb8iMi2SlntLq4k4AfuPuVwJZo3k53X+nu5wPbgc+lmUERaS9z587FLFz8rfOQ27XQtjF127ZtQ6a3bt1ap5xIE2vb8iMi2UlaOZoC3BP9n3vk+Itiy28AGuduZxFpOg005HYttG1MzW8RzP3mIgm0bfkRkewk7Vb3LPDi6P+tQB+wb2x5H+GGSBGRijXCkNs10rYxde7cuUO6T7bBby3pa+nyk+QRFTl6VIVI9ZK2HK0CXg3g7gPAH4CFZrabmXUC7wAyf1iFmY0zs6+b2VNmtt3M7jUzXR0SaRG5IbdbvNUI2jimdnZ2Mnv2bABe9apXtcNvLemre/nR+YhIfXR3d9PV1UVXVxc9PT309PQMTlf7UPGklxduAv7VzN7n7i8AXwF+RLh648DuwLurylF5rgfmAB8C1gILgevN7GR3v7EG2xcRSUNbx9Q2aiGUbDRC+cms7CR5REWOHlVRWxs2bKCrq4tTTjmFSZMm1Ts7bSvt1tKkqX0W+FIUhHD3a82sHzgf2An81N1/nGoO85jZm4AFwOnufn0073fAdODLgCpHItIs2jqmNtpDeaXp1LX86HxEli5dSl9fH0uXLuXMM8+sd3YaRi2eM5fliKSJKkceHkzxQt68xcDiNDM1gtOAzcDP4vkys+8Dl5nZq939wRrmR0SkIoqpIpVrgPKjstPGNmzYMPg4go0bN9LT06PWowKa8R645stxeNjbg1H/4rj/iy+PLzCzCcCEvPWnAvz0pz9l8uTJgzMPOOAADj30UPr6+rj66quHbfyggw7ioIMOore3l2uvvXbY8kMOOYQDDzyQzZs3c/311w9bfsQRRzB79mw2bNjAL37xi2HLjz32WKZPn8769ev51a9+NWz5CSecwL777svjjz/Ob3/722HLTzzxRKZMmcKaNWu49dZbhy1/85vfzOTJk1m5ciV33HHHsOWnnXYa48eP5/777+fee+8dtvyss86is7OT5cuXs3z58mHLzzvvPDo6Orjnnnt44IEHhi1fuHAhEK4qrFq1asiyjo4OzjvvPABuueUW1q5dO2R5Z2cnZ511FgBLlizhiSeeGFzW09NDR0fH4PSvfvUr1q9fP+T9kyZNGuye8Oijj7Jo0aIhy6dMmcKJJ54IwOLFi9myZcuQ5VOnTmXBggUAXHvttfT29g5Zvt9++3HccccBcPXVV9PX1zdk+axZswavdORvG7TvNdq+t2HDhmFptKhEMVXxdJdm26fjSsVTgD333JPTTz8dGDme5vr8x+WG429xmZ6PDAwMsNdeeyUqP7nfYdGiRSo/GZefnC1bttDX18f3vvc99tprL6D68tMK5yNHHnnkkH0v/hlzo5Omte8NDAywceNGJk6cyKhRo0bc917zmtcMmxdXsnJkZu8o+e4i3P0HlbyvTJMIN2Hmeza2PN8HgIszy5E0hB07dgw22z7++ONs376d/v4wuuuYMWPYtm1bwSAkUistElMVT6UuGrD86HykjcUfYg0Mnm/IUPkVlyxs2bKFHTt2sGXLFiZMyL/2kJyFVukiC80GCDc1JrkE5O4+utqMFWNmq4CV7n5y3vyZhCD1Xnf/77xlxa7U3LZ27VqmTZuWVXalRuL9W+Ny8/KbutPo7yqtbd26dey3334A+7n7ujTSbIWYqngq5WiH8pP1+UjuYl8lAzIkeY9U5kc/+tGQFp3x48dz9tln1zFHjem2225jxYoVvPrVr+boo49OPf3e3l6uuuqqwenzzz9/xNFPR4pPI3WrOz55NjPXQ+GrMS+J/j6bv8DdNwFDqvht0uTfNopVdHSgkAbT9DFV8VTqqNHKj85H2ti4ceOGVI7GjRtXx9w0pt7e3sEuiytXrmTOnDmpP7bhzjvvHDJ99913M2/evKrSLFk5cvdbqko9Gw8AZ5jZqLx+vn8d/b2/DnkSERmRYqpI5Rqw/GRednLPbsm3efNmYNdw3/H1NShAbTz55JNDpv/85z/XKSeNa9myZeR6qLk79913X+qtR6tXrx4yvWrVqqorR9l0/svW9YQm6fymgHcQmrc1MoyISPkUU0Uqk2nZmTRpUtGKTn9/f8F7XEq9R6TWVq9ezcBAuG4wMDDAww8/XOcclSfxaHVmti/wSeD1wEuBE919qZntBXwB+La735NuNoe4EfgdcIWZTSI8dO0C4GjgLRluV0QkdYqpIpWrc/nJtOyUui9WXcalGcyYMYOVK1cyMDDAqFGjmDlzZr2zVJZELUdmth9wL3AGoTl58CZHd38GOAR4V5oZzBc91+BUwlOwPwv8EngN4SFsejS0iDQNxVSRytW7/KjsiJQ2d+7cwXvqzIw5c+bUOUflSdpy9BlggDB2/3bg6bzlNzK8eTl17r4FeF/0EhFpVoqpIpWre/lR2Wlfo0ePZufOnUOmZajOzk5mzZrFihUrmD17duqDMWQl6T1HC4BL3f1xwnCa+R4lepiZiIiMSDFVpHIqP1I38YpRoWkJ5s6dy5QpUzJrNcp/fMT06dOrTjNpy9GewFMllo+tIE0RkXalmCpSOZUfkQbX2dnJKaeckln6HR0dQ6bHjKm+yCdtOXocOKDE8sOB1SWWi4jILoqpIpVT+RFpc+vWrRsyvXbt2qrTTFo5Wgy808wOjM1zADM7AzgTuLbqXImItAfFVJHKqfxI3ey3335DptPoziXJzZgxg1GjQnUmrRHxklaOPgM8AdwFXEUIQh8xszsIAeiPwJerzpWISHtQTBWpnMqP1M1RRx01ZLrU0OuSnSxGxEtUOYpGZTkC+C5hiEwDXgfMBi4Fjnf356vOlUgVuru76erqoquri56ensEnjHd3d9c7ayJDKKaKVE7lR+qps7NzsPVo+vTpTTMSW6vJjYgHpDYiXuK7lqJg9E/AP0UPWTPgmWi8f5GGksaNeSJZUkwVqZzKj9TTUUcdxfbt29VqVGfTpk3joYceGtbVsVJlnzma2Tjg58DV7n4FDD5kTaShKEhJM1BMFamcyo80gqxHYpPy3HHHHbg73d3dnHnmmVWnV3a3OnffBhxa9RZFREQxVaQKKj8iArBhwwY2bdoEwMaNG+np6ak6zaQDMiwH9q96qyIiAoqpItVQ+RFpc0uXLi05XYmklaOLgb81s+Or3rKIiCimilRO5UekzeVajXI2btxYdZpJ71Y/H3gMWGJmfwRWAb1567i7X1R1zkREWp9iqkjlVH5E2tyECROGVJAmTpxYdZpJK0cLY/8fFL3yOaBAJCIysoWx/xVTRZJZGPtf5UekDc2fP5/FixcPma5WosqRuyfthiciIkUopopUTuVHRCZPnjzYejRx4kQmTZpUdZplBxYz283MjjWzmVVvVUSkzSmmilRO5UdEcubPn09HR0cqrUaQbECGncBvgTemsmURkfammCpSOZUfEQFC69GFF16YSqsRJHvOUT+wnvD0aRERqYJiqkjlVH5EJCtJ++v+BDjLzNTPV0SkeoqpIpVT+RGR1CUdre67wPHAb8zsa8DDDB82E3d/LIW8iYi0OsVUkcqp/IhI6pJWju4nDItpwLwS642uNEMiIm1EMVWkcm1Tfrq7u+np6Rmczv3f1dUFwKRJkzjyyCPrkjeRVpO0cvQpQiASEZHqKaaKVK5ty8+YMUlP30SkXEmfc3RJRvkQEWk7iqkilWun8qNWIZHa0U2MIiIiIiIiJO9WRzQqzAXAacD0aPYaYDHwA3cfSC97IiKtTTFVpHIqPyKStkSVIzPbHbgROJbQz/epaNGbgJOAd5jZm9z9+VRzKSLSghRTRSqn8iMiWUjare7jwHHAl4G93H1fd98XmAx8iTBazMdSzaGISOtSTBWpnMqPiKQuaeXobOBad/+Qu2/MzXT3Te7+YeBa4Nw0Mygi0sIUU0Uqp/IjIqlLWjmaCtxcYvkt0ToiIjIyxVSRyqn8iEjqklaONgEzSyyfEa0jIiIjU0wVqZzKj4ikLmnl6DfA35vZG/IXmNnrgfcCv04jYyIibUAxVaRyKj8ikrqkQ3l/HHgDcKOZ/QF4IJp/AHAwsAH4j/SyJyLS0hRTRSqn8iMiqUtUOXL3R83sEOBzwMnAnGjRVuAa4KPu/li6WRQRaU2KqSKVU/kRkSwkfghsFGjOMzMD9gIMeNrdPe3MiYi0OsVUkcqp/IhI2hJXjnKiwPN0inkREWlbiqkilVP5EZG0JBqQwcz+wcyWlFh+k5m9p/psiYi0PsVUkcqp/IhIFpKOVrcQeLjE8lXAOyvOjYhIe1mIYqpIpRai8iMiKUtaOZoJ/KnE8gco/cwBERHZRTFVpHIqPyKSuqSVow7gRSWWv2iE5VUzswPM7NtmdreZPW9mbmbTstymiEhG6hpTFU+lyan8iEjqklaOVgGvK7H89cAjlWenLIcQhuxcD9ye8bZERLJU75iqeCrNTOVHRFKXtHJ0DfB6M/u0mY3NzTSzDjP7JCEQ/U+aGSzgh+4+1d1PAboy3paISJbqHVMVT6WZqfyISOqSDuX9VeCNwMeA95rZQ4AD+wMvAW4DvpxqDvO4+0CW6YuI1FBdY6riqTQ5lR8RSV2iypG795nZ64EPAm8DDo4WrQI+D/yXu/elm8XqmdkEYELe7Kn1yIuISE4zxlTFU2kUKj8ikoXED4GNAs1/Rq9m8QHg4npnQkQkXxPGVMVTaRgqPyKStqT3HKXKzOZFo7uU85pcxaa+BuyX9zomjc8gItIIFE9FKqfyIyI5iVuOUvYQcGGZ626tdCPuvgnYFJ9nZpUmJyLSiBRPRSqn8iMiQJ0rR+6+HlhUzzyIiLQCxVORyqn8iEhOvVuO6mk0wBNPPFHvfIhIA4rFhtH1zEeTUDyVIVR+ElH5EamhkeJT01WOzKwTeFM0+TfR3zea2TPAM+5+S5lJ7Q1wzDHq6isiJe1N9g+3rgvFU6kBlZ+RqfyI1EfB+GTuXoe8VM7MpgFriyy+xd3nlZnObsChwFPAzhFWn0p4XsIxQJqXdpRutulmmbbSbf10RxMC5z3u/kKKeWgYdYqncVmW/Xpsp5bbavTPpPKTbfnJ+vevxf6lz1D/9GuxjUb8DCXjU9O1HLn7OqDquxejL+P35awbu1nyiWj7qVC62aabZdpKt23Sbckr3jn1iKdxWZb9emynlttqks+k8lNeOonLT9a/fy32L32G+qdfi2008GcoGp/qOpS3iIiIiIhIo1DlSEREREREBFWOREREREREAFWOyrUJ+CR5D25Tug2fbpZpK12lK9Wr1e9Ry99dn0lqIevfpBa/uT5D/dOvxTaa7jM03Wh1IiIiIiIiWVDLkYiIiIiICKociYiIiIiIAKoclWRmR5nZUjN7zsy2mNmNZvbXCd4/1cz+y8x+b2bbzMzNbF6B9T5oZj8zs8ejdRZVked5ZnaTmW0ys14ze9DM3p1mns1sbzP7jJndaWY9ZrbZzO4xswvMrKx9KsqnF3m9KuHHTvwZ0kzDzN5mZn80s+fN7Akz+7yZvSjBto40s1+b2Z+jNJ6J9rs3JslzkbQPNrMbzOzJaD9+0Mw+Ej10sNI0F5X47dzMplSY7glR2iujffcJM1ucpMwl2NYlUV6Xp522lFbL37nAtjP53dOIOWVuJ7NYUWBbmcVoqUyt9rO8baZaZmqxD2dx3CuwjarOD0dIO5NjbN42ahKHrcpz0jLSziRGqXJUhJkdDvyO8KDc84CFwGTgVjObUWYyM4BzgW3Ab0us9x5gH+BG4PkKs4yZXQAsITzY6hzgZOBbwNgEyZST57nA26NtnQ+cCdwJLAK+kjDbHwaOyHutS5hGvnK/96rTMLPzgauB24E3Ap8F/oHwXZRrIrAS+BfgRODdwAvAjWZ2TgV5z+XtVUA3MA34AGF/WAx8Bri80nSBTzP8NzsW2A7c5e7rK0z374C/Ar5K+C7/OZq+JyqPqTCzAwj73V/SSlMSqcnvnC/j3z2NmFOOTGLFCLKI0VKZWu1nQGZlJtN9OMPjXnwbaZwflpLVMTYu8zic0jlpOdKPUe6uV4EXcBPwJLB7bN4E4Fng6jLTGBX7/1TAgXkjrLcJWFRBfvcFeoEPVfm5R8wzIbh1FHjvlUA/MKGM7cyL0j41g9+urO89he9hNPAU8LO8+X8brX9YFZ9hDPA4sLSKNC6J8vHKvPk/BPoK/YZVbOv0aFt/W0UaLy0wbwKwEbgurX2DUJH/BnAzsDzt/U+v+v/Otf7d04g5VWy76lhRJN3MYrReFf8mNdvPahkr09yHa3HcI4Xzwwq2WfUxNi+9TOMwKZ2TjrCNzGKUWo6KO4JQULfnZrj7JuA24FQzGz1SAu4+UM6Gyl1vBBdFf79RTSLl5MXdN7p7X4FF9xAqDHtXk4dqpfF9lpnG4cAU4Pt5868mBOEzqth+P7A5SqdSufduzpufS3dnFWnneychEP640gTc/ekC8zYBDwNTK8/aEB+M0vpYSulJQjX6nfNl+runFMMr3XYasUKaQI33s5rFypT34Voc96o+P6xA1cfYuBrE4VTOSetFlaPixhKaevO9AHQC02ubnREdC6wATo/6kO60Xfe/pN2EWcx84DmSNWd+x8z6Ldy39Aszm5tN1jJxYPT3/vhMd+8lNCMfOOwdJZjZKDMbY2b7mNkngVmEJu9K/ZBwJevbZrafme1pZm8BLgC+nNaB1sz2JnSP+Km7b0kjzVjaexG+x/tHWreMtKYDnwLel3Y+pTpp/s4F0m653z2DWFFKM8doqUAtykyG+3Atjns1PT/M8hibt50043Atz0lTj1Fj0shVi3oQONzMzKP2OzPrAF4bLZ9MqGE3in2i1zeATwAPECor/05o3jwvy42b2WmElpJPxa+mlLAZ+Bqhuf5ZYH/gI8DtZnacu9+VVV5TNCn6+2yBZc/GlpfrWna1Nm0BznL3X1WYN9z9sajv8A3Amtiiz7r7JypNt4ALCC2GV6SYJmZmwGWEizhfSiGty4Ffu/sNKWRPUpLm71wk7Vb83VONFUW0QoyWhGpYZjLZh2t03Kv1+WEmx9i4DOJwLc5Js4tRWfUFbPYXoQnTCT/sywk/Zu6emsT3k1Bm/2Aqv+doVZT+OXnzvxjNn1FBmuXm+XDCDaK/AcZU8Z1PATYAS1L8Havul10sDeCj0fxJBd5zO3Bnwu1MBw4l3LR4DbADOLeKfL8CeCgKHKcS+udeTBj049MpfscPAQ+nlV4s3S9F3+/CFNJ6NyGQvjw272Z0z1HdX2n+zo3wu6cRc8rYRqqxIsF2U4/RelX8W2Syn9WqzGS1D9fiuEfK54dlbC+TY2zeNlKNw2RwTlrmdlOJUZl90a3wIoyAsTX6IZ0wAsrno//3TZhW1pWjO6L0J+bNnx/NP6uCNEfMcxTccn1tO1P4zv8H2Jbib5hl5eg90fxZBd6zArixyrx3Ea6GjKrw/dcAfyZ202g0/2JCv+tpKXy/R0ffwUfT+s2idD8Tpfv+FNKaHO2jHyHccJp7/R74U/T/i9LMv161/50b5XdPI+ZUsM2qYkXCbaUao/Wq+HdIfT+rZ6xMax+uxXEvSi+188MRtpPJMTZvG6nHYTI4J02w7apjlO45KsHdv0AIFn9NKFBHAi8BHnX3x+uaueH+VGS+RX9Tv5Ez6td5E6Ei8CYP99pUaxSh4DSDB6K/Q+4tMrNO4JVU32/3bsLIgHtV+P6DgQd9eDfHewnfcxrPKnkn4YCTPyhFxczsU4RWuQ+5+9dTSHIqMB74HGEkntzrKMJvt5EwwpHUUAa/c752+t2rjRVJNFOMlmTqWWbS2odrcdyr5flh6sfYuAzjcM3PSWOqjlG652gE7v4C0UmumU0DziaMQd9oFhOGkH4TYbS0nDcRdpJ70tyYmR1M6Eb3CHCiu29NIc0pwOsIw4c2gzuB9YRnPi2OzT8X6Mibl0jU/3ce4SpeT4XJPAkcaGadeRXXI6K/f640fwBm9mLCM65+7e5VpRVL82JC/+RPuPsX00gTWA0cX2D+14BxwLuAx1LalpQho985X1v87inFinK31WwxWpKpS5lJeR/O9LgXl/X5YRbH2Lz0s4zDNT0nzUkrRqlyVISZ/Q2h2fpewggkBxFuJLubECjKTeet0b+HRn+PM7PJwHPu/stonUMIDyyDcFL9itj7bnH3Z0bajrv/ysx+CXwrSj9389s/Af/t7o+mlWczm02oGA0A/wHsH2LboAd9hBFVzOxqws2S9xGuRr2K0Ey9O+F7rko533u1abh7v5l9BFhkZt8Efkq4IfALhFFlyiqc0XfxKLCM0Fd2b8INmPOBf/QwzGklvg5cD/zazL5G6Ec+D/gQoT9usSs75TqbcMD8XpXpAGBm/0K4KvkLYEneg+hecPc/VJKuu28j9D/P396maPmwZZKdrH7nfLX+3dOIOWVsI6tYUWxbmcVoqUyW+1ktykwN9uGsj3upnR+WIdVjbFzWcTjNc9JiMo1RWfX5a/ZX9CXfSugD+wKh69i/A7slTMeLvNbF1llUYr15Cbb1YsJNdX8m3Ny4mtB3OFEf3pHyTHgadLF1yspzlK/lhCtFfYQWmB8BB6b0+434vaeVBnA+oQn5hei7/0/y+juPsJ33Efrn9hBu6OwBfg2cnML3sIDwhOq/EIZZf4BwpejFKaR9G/AMKT1MlnBQrvp3S7g9DchQ41etf+da/e61+ExZxooC28o0RutV8e9S87KTZpmpxT6c5XEvSj+V88MytpPqMbbAb5rpvkRK56Ql0s8sRlm0ARERERERkbamARlERERERERQ5UhERERERARQ5UhERERERARQ5UhERERERARQ5UhERERERARQ5UhERERERARQ5UgakJktNDM3s3n1zouINC/FEpH2ofIuaVHlSNqWmZ1qZpfUOx85ZvZ1M1sZm/62md1XzzyJyMgUS0Tah8p761PlSNrZqcDF9c5EzJHA7bHpo4HuOuVFRMqnWCLSPlTeW5wqRyIZMLMOM3tRgvU7gb8hCnBmNgE4AAU4kbamWCLSPlTeG4MqR1JTZjbWzD5kZsvNrNfMNpvZvWb2vhHed0nUl3hagWXrzOzmvHknmdktZrbBzLab2WNmttjMZkXLbwYuiP732GthLI29o+bpx8xsh5k9aWaXmdlLi+TtADP7ipk9ATwPHD7CZ+o0s8lmNhmYD4wBHoqmXw8YsDJaZ2KptETajWLJkPcplkhLU3kf8j6V94yNqXcGpH2Y2Vjg18A84CbgKkIg+GvgdOCbKW3nOODnwJ+AzwGbgH2ABcAMYBXwGcLFgWOAt8fe3h2l8VfAHcBY4Argkei97wWON7ND3H1z3qavBrYDXwYceGqErH6I4U3zv8+bvjf6+ygwbYT0RNqCYskwiiXSslTeh1F5z5gqR1JLHyAEt8+5+0fjC8wszVbMtxCC1+vd/enY/E/n/nH335jZecAx7n5VgTS+AXQAB7v7E7F8/gS4E/ggcEneezYBC9y9v8x8/oBdAe2bwGPAf0bT3wEeAL4eTW8vM02RdqBYMpRiibQylfehVN4zpm51UkvnARuBT+UvcPeBFLeTuypzhpklvgBgZuOBNxOuID2fa76OmqzXAasJTdf5vpYguOHua9x9CSFgTgeujabvBV4B/Mjdl0Sv20ulJdJmFEtiFEukxam8x6i8Z0+VI6mlmcBD7v58xtv5JvAH4FLgWTO70czeb2Z7lfn+2YSycRHwTIHXbOBlBd63qtwM5vUZPplwpWlZNH0KMBpYHq0zvtx0RdqEYklEsUTagMp7ROW9NtStTmrNM3jfkP3Y3XvM7FBCn+DXAccCXwU+aWZvcvc7RtiWRX+vAr5fZJ1CTdW9I6QbV6jPcP5zCR6I/t5C6FIgIrsolgSKJdIOVN4DlfcaUOVIamkVsL+Z2mx1UAAAAjBJREFU7ebuLyR877PR35cQmqcBsDDk5d6E5upB7r4TuDl6YWavAZYBHwdOyq1WZFuro2Vjo6bqLMT7DF/OrqtVAD8kBLXvRtMbM8qDSLNSLNlFsURancr7LirvNaBudVJLVwMTCUFmCDOz4asPkWt2XpA3/4Pk7cdR83K+hwhXbF4Sm7ctWj8+D3fvAW4ETjezYUNqWlBuM3tBsT7DdwH7AtdF038EpgA/ifUZXlbNtkRakGLJrm0olkirU3nftQ2V9xpQy5HU0n8R+sh+PGq6vokwHOcBhL64+cErbgkhSH3KzCYBawlPgT4c2JC37uVmNjVK/1Fgd+BsYA/CVZecO4H3AZea2f8CfcBd7r6WMOzm74FbzewHhKszowg3P74lSueS5F/BMEcT+gjfGk0fG/29tfDqIoJiSSGKJdKqVN6HU3nPkCpHUjPuvsPMXg/8C/A24LOEAPcwcOUI791pZm8hDE/5j8AOQgA7jujJ0DE/BBYSHtS2F7AFeBB4q7tfF1vvGuBg4BzgTEIAuxBY6+6Pm9lc4MOEgHZ+lNfHgS7g2uTfQEHHAevc/fFo+ljCjafPpJS+SMtRLClIsURaksp7QSrvGTL3Su9xExERERERaR2650hERERERARVjkRERERERABVjkRERERERABVjkRERERERABVjkRERERERABVjkRERERERABVjkRERERERABVjkRERERERABVjkRERERERABVjkRERERERAD4/58foL4OvQtlAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 864x216 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sort_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
-    "\n",
-    "plotting.plot_within_cluster_correlations_all_cre(cluster_meta, n_clusters_cre, sort_order=sort_order, \n",
-    "                                                  suffix='_VISp_upper_sort', save_dir=base_dir, folder=folder)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Compute selectivity metrics on dropout scores"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### define stats"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### compute stats across cells "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "* positive value of exp_mod_direction means stronger coding of pref feature in novel session \n",
-    "* positive value of exp_mod_persistence means similar coding in Novel 1 and Novel >1 for pref feature\n",
-    "* high value of feature_sel_within_session means highly feature selective in strongest exp level\n",
-    "* low value of feature_sel_within_session means similar strength of coding for multiple features in a given session\n",
-    "* high value of feature_sel_across sessions means there is a big difference between the strength of coding for the preferred feature in the preferred experience level and a different feature in a different experience level \n",
-    "* low value of feature_sel_across sessions means similar coding across two different features in two different sessions\n",
-    "* cell switching is indicated by low feature_sel_across_sessions and high experience selectivity\n",
-    "* lack of coding overall would be low exp selectivity and low feature_sel_across_sessions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:929: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  exp_mod_direction = (row['Novel 1']-row['Familiar'])/(row['Novel 1']+row['Familiar'])\n",
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:932: RuntimeWarning: divide by zero encountered in double_scalars\n",
-      "  exp_mod_persistence = row['Novel >1']/row['Novel 1']\n",
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:932: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  exp_mod_persistence = row['Novel >1']/row['Novel 1']\n",
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:919: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  feature_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:923: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  experience_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:942: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  feature_sel_within_session = (values[0]-values[1])/(values[0]+values[1])\n",
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\processing.py:955: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  feature_sel_across_sessions = (pref_cond_value-next_highest_value)/(pref_cond_value+next_highest_value)\n"
-     ]
-    }
-   ],
-   "source": [
-    "cell_stats = pd.DataFrame()\n",
-    "for i, cell_specimen_id in enumerate(cluster_meta.index.values):\n",
-    "    cell_dropouts = dropouts[dropouts.cell_specimen_id==cell_specimen_id].groupby('experience_level').mean()[features]\n",
-    "    stats = processing.get_coding_metrics(index_dropouts=cell_dropouts, index_value=cell_specimen_id, index_name='cell_specimen_id')\n",
-    "    cell_stats = pd.concat([cell_stats, stats], sort=False)\n",
-    "cell_stats = cell_stats.merge(cluster_meta, on='cell_specimen_id')\n",
-    "metrics = stats.keys()[-6:]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### average stats across cells per cluster"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 88,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "avg_cluster_stats = cell_stats.groupby(['cre_line', 'cluster_id']).mean()\n",
-    "avg_cluster_stats = avg_cluster_stats[list(metrics)]\n",
-    "avg_cluster_stats = avg_cluster_stats.reset_index()\n",
-    "n_cells = cell_stats.groupby(['cre_line', 'cluster_id']).count()[['labels']].rename(columns={'labels':'n_cells'})\n",
-    "avg_cluster_stats = avg_cluster_stats.merge(n_cells, on=['cre_line', 'cluster_id'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### compute stats on each cluster directly"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 89,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cluster_stats = pd.DataFrame()\n",
-    "for cre_line in cre_lines:\n",
-    "    # get cell specimen ids for this cre line\n",
-    "    cre_cell_specimen_ids = cluster_meta[cluster_meta.cre_line==cre_line].index.values\n",
-    "    # get cluster labels dataframe for this cre line\n",
-    "    cre_cluster_ids = cluster_meta.loc[cre_cell_specimen_ids]\n",
-    "    # get unique cluster labels for this cre line\n",
-    "    cluster_labels = np.sort(cre_cluster_ids.cluster_id.unique())\n",
-    "    # limit dropouts df to cells in this cre line\n",
-    "    feature_matrix_cre = feature_matrix.loc[cre_cell_specimen_ids]\n",
-    "    for i, cluster_id in enumerate(cluster_labels):\n",
-    "        # get cell specimen ids in this cluster in this cre line\n",
-    "        this_cluster_csids = cre_cluster_ids[cre_cluster_ids['cluster_id'] == cluster_id].index.values\n",
-    "        # get dropout scores for cells in this cluster in this cre line\n",
-    "        mean_dropout_df = np.abs(feature_matrix_cre.loc[this_cluster_csids].mean().unstack())\n",
-    "        stats = processing.get_coding_metrics(index_dropouts=mean_dropout_df.T, index_value=cluster_id, index_name='cluster_id')\n",
-    "        fraction_cre = len(this_cluster_csids) / float(len(cre_cell_specimen_ids))\n",
-    "        stats['fraction_cre'] = fraction_cre\n",
-    "        stats['cre_line'] = cre_line\n",
-    "        stats['F_max'] = mean_dropout_df['Familiar'].max()\n",
-    "        stats['N1_max'] = mean_dropout_df['Novel 1'].max()\n",
-    "        stats['N2_max'] = mean_dropout_df['Novel >1'].max()\n",
-    "        cluster_stats = pd.concat([cluster_stats, stats])\n",
-    "cluster_stats = cluster_stats.reset_index()\n",
-    "n_cells = cell_stats.groupby(['cre_line', 'cluster_id']).count()[['labels']].rename(columns={'labels':'n_cells_cluster'})\n",
-    "cluster_stats = cluster_stats.merge(n_cells, on=['cre_line', 'cluster_id'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### merge cluster stats with cell counts per cluster"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 90,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create location column merging area and depth\n",
-    "cell_count_stats['location'] = cell_count_stats.targeted_structure+'_'+cell_count_stats.layer\n",
-    "# group & unstack to get fraction relative to random for each location as columns\n",
-    "fraction_cells = cell_count_stats[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
-    "# get rid of multi-index column\n",
-    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
-    "# merge fraction cells per location with other cluster metrics\n",
-    "cluster_stats = fraction_cells.reset_index().merge(cluster_stats, on=['cre_line', 'cluster_id'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 91,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>cre_line</th>\n",
-       "      <th>cluster_id</th>\n",
-       "      <th>VISl_lower</th>\n",
-       "      <th>VISl_upper</th>\n",
-       "      <th>VISp_lower</th>\n",
-       "      <th>VISp_upper</th>\n",
-       "      <th>dominant_feature</th>\n",
-       "      <th>dominant_experience_level</th>\n",
-       "      <th>next_highest_conditions</th>\n",
-       "      <th>feature_selectivity</th>\n",
-       "      <th>experience_selectivity</th>\n",
-       "      <th>exp_mod_direction</th>\n",
-       "      <th>exp_mod_persistence</th>\n",
-       "      <th>feature_sel_within_session</th>\n",
-       "      <th>feature_sel_across_sessions</th>\n",
-       "      <th>fraction_cre</th>\n",
-       "      <th>F_max</th>\n",
-       "      <th>N1_max</th>\n",
-       "      <th>N2_max</th>\n",
-       "      <th>n_cells_cluster</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>1</td>\n",
-       "      <td>-0.157475</td>\n",
-       "      <td>0.660882</td>\n",
-       "      <td>-0.380270</td>\n",
-       "      <td>0.386074</td>\n",
-       "      <td>task</td>\n",
-       "      <td>Novel 1</td>\n",
-       "      <td>(Familiar, behavioral)</td>\n",
-       "      <td>0.357109</td>\n",
-       "      <td>0.243331</td>\n",
-       "      <td>0.227614</td>\n",
-       "      <td>0.587987</td>\n",
-       "      <td>0.254160</td>\n",
-       "      <td>0.267889</td>\n",
-       "      <td>0.247123</td>\n",
-       "      <td>0.013037</td>\n",
-       "      <td>0.020721</td>\n",
-       "      <td>0.012184</td>\n",
-       "      <td>816</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0.002834</td>\n",
-       "      <td>-0.334016</td>\n",
-       "      <td>0.347311</td>\n",
-       "      <td>-0.403974</td>\n",
-       "      <td>all-images</td>\n",
-       "      <td>Novel &gt;1</td>\n",
-       "      <td>(Familiar, task)</td>\n",
-       "      <td>0.895500</td>\n",
-       "      <td>0.002784</td>\n",
-       "      <td>-0.003099</td>\n",
-       "      <td>1.008709</td>\n",
-       "      <td>0.845088</td>\n",
-       "      <td>0.829065</td>\n",
-       "      <td>0.177165</td>\n",
-       "      <td>0.864070</td>\n",
-       "      <td>0.858731</td>\n",
-       "      <td>0.866210</td>\n",
-       "      <td>585</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.293372</td>\n",
-       "      <td>0.058914</td>\n",
-       "      <td>-0.106096</td>\n",
-       "      <td>0.203773</td>\n",
-       "      <td>all-images</td>\n",
-       "      <td>Novel 1</td>\n",
-       "      <td>(Novel &gt;1, task)</td>\n",
-       "      <td>0.926534</td>\n",
-       "      <td>0.327805</td>\n",
-       "      <td>0.973665</td>\n",
-       "      <td>0.999147</td>\n",
-       "      <td>0.898357</td>\n",
-       "      <td>0.893041</td>\n",
-       "      <td>0.155360</td>\n",
-       "      <td>0.025168</td>\n",
-       "      <td>0.893832</td>\n",
-       "      <td>0.893069</td>\n",
-       "      <td>513</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-0.258998</td>\n",
-       "      <td>-0.077439</td>\n",
-       "      <td>-0.145887</td>\n",
-       "      <td>0.295251</td>\n",
-       "      <td>all-images</td>\n",
-       "      <td>Novel 1</td>\n",
-       "      <td>(Familiar, task)</td>\n",
-       "      <td>0.930123</td>\n",
-       "      <td>0.980790</td>\n",
-       "      <td>0.971493</td>\n",
-       "      <td>0.004937</td>\n",
-       "      <td>0.889282</td>\n",
-       "      <td>0.963623</td>\n",
-       "      <td>0.108722</td>\n",
-       "      <td>0.016537</td>\n",
-       "      <td>0.892661</td>\n",
-       "      <td>0.016455</td>\n",
-       "      <td>359</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1.547425</td>\n",
-       "      <td>-0.112689</td>\n",
-       "      <td>0.178513</td>\n",
-       "      <td>-0.587363</td>\n",
-       "      <td>all-images</td>\n",
-       "      <td>Familiar</td>\n",
-       "      <td>(Novel &gt;1, behavioral)</td>\n",
-       "      <td>0.483975</td>\n",
-       "      <td>0.058112</td>\n",
-       "      <td>-0.021128</td>\n",
-       "      <td>0.857172</td>\n",
-       "      <td>0.231036</td>\n",
-       "      <td>0.019346</td>\n",
-       "      <td>0.069049</td>\n",
-       "      <td>0.458800</td>\n",
-       "      <td>0.439814</td>\n",
-       "      <td>0.441385</td>\n",
-       "      <td>228</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            cre_line  cluster_id  VISl_lower  VISl_upper  VISp_lower  \\\n",
-       "0  Slc17a7-IRES2-Cre           1   -0.157475    0.660882   -0.380270   \n",
-       "1  Slc17a7-IRES2-Cre           2    0.002834   -0.334016    0.347311   \n",
-       "2  Slc17a7-IRES2-Cre           3   -0.293372    0.058914   -0.106096   \n",
-       "3  Slc17a7-IRES2-Cre           4   -0.258998   -0.077439   -0.145887   \n",
-       "4  Slc17a7-IRES2-Cre           5    1.547425   -0.112689    0.178513   \n",
-       "\n",
-       "   VISp_upper dominant_feature dominant_experience_level  \\\n",
-       "0    0.386074             task                   Novel 1   \n",
-       "1   -0.403974       all-images                  Novel >1   \n",
-       "2    0.203773       all-images                   Novel 1   \n",
-       "3    0.295251       all-images                   Novel 1   \n",
-       "4   -0.587363       all-images                  Familiar   \n",
-       "\n",
-       "  next_highest_conditions  feature_selectivity  experience_selectivity  \\\n",
-       "0  (Familiar, behavioral)             0.357109                0.243331   \n",
-       "1        (Familiar, task)             0.895500                0.002784   \n",
-       "2        (Novel >1, task)             0.926534                0.327805   \n",
-       "3        (Familiar, task)             0.930123                0.980790   \n",
-       "4  (Novel >1, behavioral)             0.483975                0.058112   \n",
-       "\n",
-       "   exp_mod_direction  exp_mod_persistence  feature_sel_within_session  \\\n",
-       "0           0.227614             0.587987                    0.254160   \n",
-       "1          -0.003099             1.008709                    0.845088   \n",
-       "2           0.973665             0.999147                    0.898357   \n",
-       "3           0.971493             0.004937                    0.889282   \n",
-       "4          -0.021128             0.857172                    0.231036   \n",
-       "\n",
-       "   feature_sel_across_sessions  fraction_cre     F_max    N1_max    N2_max  \\\n",
-       "0                     0.267889      0.247123  0.013037  0.020721  0.012184   \n",
-       "1                     0.829065      0.177165  0.864070  0.858731  0.866210   \n",
-       "2                     0.893041      0.155360  0.025168  0.893832  0.893069   \n",
-       "3                     0.963623      0.108722  0.016537  0.892661  0.016455   \n",
-       "4                     0.019346      0.069049  0.458800  0.439814  0.441385   \n",
-       "\n",
-       "   n_cells_cluster  \n",
-       "0              816  \n",
-       "1              585  \n",
-       "2              513  \n",
-       "3              359  \n",
-       "4              228  "
-      ]
-     },
-     "execution_count": 91,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cluster_stats.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot each relationship on its own fig"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# for col_x in cluster_stats.columns[2:]:\n",
-    "#     for col_y in cluster_stats.columns[2:]:\n",
-    "#         try:\n",
-    "#             figsize=(4,4)\n",
-    "#             fig, ax = plt.subplots(figsize=figsize)\n",
-    "#             ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
-    "#                                 hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
-    "#             ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "#             ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "#             ax.get_legend().remove()\n",
-    "#             plt.axis(\"equal\")\n",
-    "#             for i in range(len(cluster_stats[col_x].values)):\n",
-    "#                 xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
-    "#                 color_index = cluster_stats['color_index'].values[i]\n",
-    "#                 cluster_id = cluster_stats['cluster_id'].values[i]\n",
-    "#                 plt.annotate(cluster_id, xy, color=colors[color_index])\n",
-    "#             utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n",
-    "#         except:\n",
-    "#             pass"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### barplots of metric values for clusters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for next_highest_conditions\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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TtDSpEpnF/LPeNRQRL0uaQHoUydHZap+EWVeUpX6RtANwTe3FEUmLAztm/07K1q1UZ0z23aRp7qvz6Kxs/xUiYnpXEt5dRwKHVv6RtBvwJuYfd1SrMlNqvfLqQlL5/RVJH68aD7UJqXfDdXnuEkbE7ZL+SRr68Cxpuv08PVmsRlnypA1P0meAPYBvRMSPJQWp+/xRwDcgjVmUdB6p19eBEXFGTRgapttqdX6eXLNtLjV3oLN5EA4bJpxaFwJfJQ0H+GnV+k8BK5PGNuZxNulO5+HAzsDvq8d4W2dyDeTP+k7/OefdIhtcZ5AmZNmJNPvnA8PsX+sB4OjspOIW0mQVB5BO0k4uMqE9sBBwbVaAL02aFn9x0nTyw7mBdPfvWNJ4oFeBP0XEDElHkB65cWPW4IM0Nms90syKM+uE18zppML2Y8BfI+K+nMebtaWP9csJwIqSKo/SeIF0oevjpCvdZ2VjHgFOzy74XE56/uHipAtjSzNvF70bSF2iTpVUmWn5xhEyqcjTwO6S1iDdTa08cuNJ0myKDWXdd+8HPirpgeyY5yPiTxFxhaTfkibmWF7Sxbz2yI05tFYW1jqN18Zcf6OTiT1sfj7n65u3SNqnwbYLSV0uf0jqPn8sQEScIml74OuSroqI67L9jyI9l/rnknYkPX5DpMdaLMS8jwWqVZkA8HhJ55Dy6R0RcQfp8RWflvQb4ErSY34O4LX5HqrdRDpv+Zqk5UkXux+MiBtJz5zcCzhF0ltIM9tvTrpLeE+2vWUR8Yyk35PGNYLnZChW5JhqlfSlP0mqZDfPc6yXwVtIA6FnM8xDVWnymAlemxnseVI3i7OBVVuMfzyNH7kxts7+E5l/Cvqg6iG0zcKh+ZTVG5Ma0E+QCt5/Aju0+FmsQhpjOD3Lg7Vx7Eaagv75bPkHsGsrYTf43K4a7jvz4qXopV/1C+lu4imkh0M/TXr8wzTSswoPYN5p6XcnPadxCukRPU8BfwX2qAlzAdKzxKaQrsgHMG6YdEykwSM3Guw/T9nEa9P1zxdPvXAalHcTs3JiHVJ39WdJj+65CFivZt8x1Hm8Bmn859+zsiiq4yCdpH6ZdPHrxaxMuxDYtJWw67yvJUldU+cCa/X7Nzzaln7lyUFdGP6RGwFsSpr0ZhqwZs3xK5DGND4ELF+1fjlS4+t+0ljVaaQG54er9hlPncdrkCbX+S/pwtdQniR1B/9eFtcc4D5SD4X31CuHSBPUTOK1xxtNqNq2MmlysSlZPFNIZXLt49nG0eD8rWa/bbL97qPOY0G8tL8o+4BbIunTpPEDb8++kDtJ05SfE40f+GuWm6TJpJONsX1OysCRdAkpj68REbP7nR4bDK5fLK9sjPvjwE0RsVO/0zPaOE/aSJSNZ7wR+GpEfLvf6RlNcjUahw5Kz63ajzTN7zqkq3yXkwqTi6LmMQlmebnR2B/ZIPZ7gFMiop3uYmYdcf1irZJ0AGkYxB4RcX6/0zNaOU/aSCLpLFI3+Df44kax2mo0zhOAtA3pStSepAlKZkZEvcGuZi1zo7G3JP0PaVbDL2SvG0bE5L4mygae6xerR9LOpGfqjid1n3xzeNxdTzhPWhllk/DsTBoK9DXgtIj4TH9TNfp03GgEkLQEaTDt8cDSEbFgx4HaQHOjsbeySXQ+QRq7cISv2ltZuH6xWln9sAZpgrRPRsSd/U3RYHGetLKRNIb0yJ5ZwF9I5cKz/UzTaNRRozGbqekTpIk4liANaj+v1W5t2Sx0h5NmxdyMNKh924iY2OLxW5AG925FGlx7GfDFiHg0x3tYFNiSNC7CVyrNrFsWBFYnjb9yd65htFO/uDy3Njhftsh50mzUa1oe5nrkBoCkjUiFxt6kK32vAJeQ+rb/OSJezhHceqSp/W8lzdj4oRzp2JA009tNpG4SSwLHARMlbR4Rs5ocXm1L0ixSZma9sA1p2nOrUUD94vLc2uV8WYfzpNlAqlse5n1O482k56eI1C3ku8C5EVHvuSyt+FtErJKFvSs5Go2kh5c+B+wcEc9nYdxBmt3rc6RuE614HODaa69lzTXXzBG9mVnrpkyZwjbbbANZmWPzKqh+cXluuThfNuY8aTZYhisP895pXI307KlfRsSkDtNGtPkgXkkLAx8Efl5pMGbh3S3pBmAPWm80zgVYc801GTNmTDvJMTPLw1206iuifnF5bu1yvpyf86TZYKpbHuZtNL6h3YZewdYBFic94LTW7aSpoecjaTnSQ06r+dKXmVn/5apfXJ6bdZ3zpJkNydVoLEmDEWDF7HV6nW3TgcUlLV7nweSHAkd3NWVmZpZbG/WLy3OzLnKeNLNqTRuNkn4BBHBQRMzN/h9ORMSBhaSuhbhybjsRmFCzbk08SNvMrKcKqF9cnpsVyHnSzJoZ7k7jOFIBcjCpf+u4FsIMoNuNxsog7BXrbFsBmB0Rc2o3RMQMYEb1OknFp87MzIYzjg7qF5fnZoUbh/OkmTXQtNEYEQs0+7+P/gvMBjaps21T6o91NDOzkihx/WI2kEZTnjzonM8VHuZpe59SeJhmI8mILBCy5wL9GdhD0hKV9ZLWB94OnN+vtJmZmZmZmY0muRqNkv4rqeGzFCV9UNJ/c4a5p6Q9SY09gHdn695Xtc9kSZNrDj0aWBb4o6T3StoD+CMwGfDlIDOzEaQb9YuZtc950syq5X3kxhhgqSbblwTWyhnm72r+H5+9PpTFV1dETJK0Lel5jH8AXgYuB74YEc/lTIOZmfXXGIqvX8ysfWNwniyN+6fdXWh46624QaHh2eiXt9E4nFWBF/IcEBHDjpKOiDEN1t8EbJcnPjMzG5Fy1y828h2/f3c6Dn35zOLHvA0g50mzATJso1HSu4CxVat2l7RenV1XAD4K3FZM0szMbDRz/WJWLs6TZtZIK3cat+W1h7UGsHu21HM/cFgB6TIzs9HP9YtZuThPmlldrTQaKw9rFelRF4cCF9XsE8CsiJheaOrMzGw0c/1iVi7Ok2ZW17CNxoiYCcwEyCaemRQRT3U7YWZmNrq5fjErF+dJM2sk73Ma/wOs3mijpDdLWr6zJJmZ2QBy/WJWLs6TZjYkb6Pxu6RuC42cCXy77dSYmdmgcv1iVi7Ok2Y2JG+jcVvgT022/xHYvv3kmJnZgHL9YlYuzpNmNiTvcxrXAB5usn1Kto/1wVEX/19hYX3zg8cUFpaZWQtcv5iVi/OkmQ3Je6fxeWCtJtvXAl5sPzlmZjagXL+YlYvzpJkNydtovBHYT9LStRuydZ8A/llEwszMbKC4fjErF+dJMxuSt9H4fWBN4B+S9pS0nqR1Je0J/CPb9r2iE2lmZqOe6xezcnGeNLMhucY0RsQ1kj4LnAT8pmbzy8AhEXFlUYkzM7PB4PrFrFycJ82sWt6JcIiIn0m6GPgwsB4g4B7g9xHxaMHpMzOzAeH6xaxcnCfNrCJ3oxEgKyhOKDgtZmY24Fy/mJWL86SZQZuNRklLAm8HVgWujIgnC02VmY0Kv/rORYWFtc+RuxQWlpWX6xezcnGeNDPIPxEOkg4GHgUuB84CNs7WryxpjqSDik2imZkNAtcvZuXiPGlmFbkajZL2AE4BrgE+SerbDkBEPAVcCvh2gJmZ5eL6xaxcnCfNrFreO42HA9dExG5AvX5nNwObdJwqMzMbNK5fzMrFedLMhuRtNG4KXNBk++PAKu0nx8zMBpTrF7NycZ40syF5G41zhzlmDeD59pNjZmYDyvWLWbk4T5rZkLyNxn8DO9XbIGkBYC/gpk4TZWZmA8f1i1m5OE+a2ZC8jcYfA++TdCywQiUMSW8CfkeaVevkAtNnZmaDwfWLWbk4T5rZkFzPaYyI30jaFPga8JVs9aWkGbUEHB0Rfyk2iWZmNtq5fjErF+dJM6uWq9EIEBFHSTof2BvYgFRw3AecHRE3F5w+MzMbEK5fzMrFedLMKnI3GgEi4lbg1oLTYmZmA871i1m5OE+aGbTZaDQzMzMzM2vHY3c/XniYa2yweuFh2muaNhol/V8bYUZEHNtmeszMbAC4fjErF+dJM2tmuDuN49sIMwAXIGZm1sz4No5x/WLWPePbOMZ50mxADNdoXLsnqTAzs0Hj+sWsXJwnzayhpo3GiHioVwkxM7PB4frFrFycJ82smQXaPVDSopJeJ2mRIhNkZmaDzfWLWbk4T5pZ7kajpLdIuhp4DngY2Dpbv4qkqyRtX3AazcxsALh+MSsX50kzq8jVaJS0GXAtsC5wVvW2iJgKLA7sV1jqzMxsILh+MSsX50kzq5b3TuMxwGPAxsCRgGq2XwW8rYB0mZnZYHH9YlYuzpNmNiRvo3Eb4PSImEWaZrnWw8AaHafKzMwGjesXs3JxnjSzIXkbjYsBM5tsX6aDtJiZ2eBy/WJWLs6TZjYkb6PxAWCLJtu3Aya1nxwzMxtQrl/MysV50syG5G00ngvsWzNbVgBI+iLwXuDsgtJmZmaDw/WLWbk4T5rZkIVy7v99YAfgMuBuUuFxgqSVgdWAK4BTC02hDYQ7n7ytsLA2XnWzwsIys55x/WJWLs6TZjYk153GiHiJVIB8CZgNzAHWB54GjgA+GBGvFp1IMzMb3Vy/mJWL86SZVct7p5GIeAU4IVvMzMwK4frFrFycJ82sInejsRFJi0bEi0WFZ2bdd+35NxcW1ja7v7WwsMyquX4xKxfnSbPBk6t7qqT3SRpfs+6zkp4Fnpd0rqSFi0ygmZmNfq5fzMrFedLMquWdPfVwYIPKP5I2BE4CHiMNiP4I8LnCUmdmZoPC9YtZuThPmtmQvI3GDYHq/mwfIQ2OfltEvA/4DbBfQWkzM7PB4frFrFycJ81sSN5G4/KkWbMqtgeujohns/8nAmsXkC4zMxssrl/MysV50syG5G00Pg2sBSBpaWBL4Lqq7QsDCxaTNDMzGyCuX8zKxXnSzIbknT31euAzku4E3pcdf0nV9vWAxwtKm1lhps96evidWrDCUisVEo6Zzcf1i1m5OE+a2ZC8jcajgWuA32b//zIiJgFIErBbtt3MzCwP1y9m5eI8aWZDcjUaI2JSNnvWO4GZEfG3qs3LkR7+OrG45JmZ2SBw/WJWLs6TZlYt75hGImJ6RPyppvAgIp6JiJMi4t+VdZKWl3S1pM2LSKyZmY1erl/MysV50swqcjcac1oEGEuagcvMzKworl/MysV50mwU63aj0czMzMzMzEawvjcaJS0l6WRJj0uaLelmSR9q4bjxkqLO8kQv0m1mZmZmZjYI8s6e2g0XAG8BjgAeBMYBF0jaOSIuaXZgZgdgVtX/LxWeQjMzMzMzswHV10ajpPcD2wO7R8QF2bprgHWAHzDv84AauTkiZnQvlcV57/f2KiysSw//XWFhmZmZmZmZNdLv7qm7ATOBiyorIiKAXwIbSNqoXwkzMzMzMzOz/ndP3QSYFBGv1qy/vXr7MGHcJWkVYCpwMfC1iJhab0dJy5GeLVRtzXxJNjOzElgme11V0pjsb5fnZv3jPGk2ivW70bgicG+d9dOrtjfyAPBV4F+kcYzvJI2LfI+kLSLimTrHHAoc3X5yzcysJA4CBJzb74SYGeA8aTaqdbvROJvU1fSxJvtEO9si4uyaVVdLugG4HPgc8M06h50ITKhZtyZwbZM0mJlZ+ZwMjAF+SrqICC7PzfrJedJsFGur0ShpbeA9wKrAORExWdIiwGrAExHxEkBEPAvs3ySoadS/m7hC9jq9zraGIuIKSY8Db2+wfQYwz6Q5kvJEYWZmXZSjfnkE2Kvm2F4n12zUc540M2hjIhxJx5O6lJ4GHEOa6RRgMdL4w8/mCO5OYENJtenYNHu9I2/6SO+pdoykmZmVXMH1i5l1yHnSzCpyNRolfRo4HDgF2JHUdx0Yuqv4R2DnHEFeQJqYpvaYTwD3RMRwk+DUpm9H0pWwG/IcZ2Zm/dWF+sXMOuA8aWbV8nZP/SxwQUQcKqlet9LbgUNyhHcJcA1wRhbeg8B+wNbALpWdJE0E3h0Rqlr3L+As4B7gZeAdwJeA+0kFnJmZjRxF1y9m1hnnSTMbkrfRuD7wkybbnwJWajWwiAhJuwLfypblSN0ddo+IPw1z+N2kAm0NYGHgEeDnwLHZ2EUzMxs5Cq1fzKxjzsvKPmAAAB5FSURBVJNmNiRvo3EOsGST7WtRM9HMcLIuDofQ5GpVRIyts+5jeeIxM7NSK7x+MbOOOE+a2ZC8E+H8E9it3gZJiwH7An/vNFFmZjZwXL+YlYvzpJkNydto/B7wdklnA2/O1q0maSdgIul5PN8vLnlmZjYgXL+YlYvzpJkNydU9NSKulHQwcBLw8Wz12dnrS8CnIuL6AtNnZtYXB2z8ucLC+sWdnptrOK5fzMrFedLMquUd00hEnCbpj6QHuG5AmoL5PuC3EfFowekzM7MB4frFrFycJ82sInejESAingB+VHBazMxy+ebHTiwknKPOO7SQcKxzrl/MysV50swg55hGSWtLavggV0k7SxrTaaLMzGywuH4xKxfnSTOrlvdO43HA64FGz1D8Iul5ift2kigzMxs4rl/MysV50syG5J09dWvgsibbLwe2aT85ZmY2oFy/mJWL86SZDcnbaFwFeKLJ9qnAqu0nx8zMBpTrF7NycZ40syF5G40zgHWbbF8PeK795JiZ2YBy/WJWLs6TZjYkb6PxWuBTklar3ZCt+yRwXREJMzOzgeL6xaxcnCfNbEg7E+HsDPxL0g+A24AANicNiF4K+FahKTQbcJP//XBhYY35f28oLCyzgrl+MSsX50kzG5Kr0RgRt0naEzgT+C6p8ID0sNengb0i4uZik2hmZqOd6xezcnGeNLNqee80EhEXS3oDsBPwRlLhcQ9weUTMLjh9PTdm/y0LCWfymTcVEo6Z2aAY7fWL2UjjPGlmFbkbjQBZQXFhwWkxM7MBN5Lrl6seuLQr4b5n3fd2Jdy8brn8jq6FvcWOm3QtbOvMSM6TZlacthqNZmZmZmaD7Hd3nFd4mHtt8rHCw8xj9pzibyAvvtjihYdpvZd39lQkfVTS3yVNlTS3zvJKNxJqZmajm+sXs3JxnjSzilx3GiUdDnwHmAbckL2amZl1xPWLWbk4T5pZtbzdUz8H3Ai8xwOgzcysQK5fzMrFedLMhuTtnroa8CsXHmZmVjDXL2bl4jxpZkPyNhrvB5brRkLMzGyguX4xKxfnSTMbkrfR+APgQElLdyMxZmY2sFy/mJWL86SZDck7pnEuMBW4S9IvgAezdfOIiLMKSJuZmQ0O1y9m5eI8aWZD8jYaJ1T9fVSDfQJwAWJmZnlMqPrb9YtZ/02o+tt50mzA5W00btuVVJiZ2aBz/WJWLs6TZjYkV6MxIv7arYSYmdngcv1iVi7Ok2ZWLe+dxiGSFgVWAp6KiJeKS5KZmQ0y1y9m5VJUnnzTIVsXl6jMPT++rvAwzWx+eWdPRdJbJF0NPAc8DGydrV9F0lWSti84jWZmNgBcv5iVi/OkmVXkajRK2gy4FliXmoHPETEVWBzYr7DUmZnZQHD9YlYuzpNmVi3vncZjgMeAjYEjAdVsvwp4WwHpMjOzweL6xaxcnCfNbEjeRuM2wOkRMYs0zXKth4E1Ok6VmZkNGtcvZuXiPGlmQ/I2GhcDZjbZvkwHaTEzs8Hl+sWsXJwnzWxI3kbjA8AWTbZvB0xqPzlmZjagXL+YlYvzpJkNydtoPBfYt2a2rACQ9EXgvcDZBaXNzMwGh+sXs3JxnjSzIXmf0/h9YAfgMuBuUuFxgqSVgdWAK4BTC02hmZkNAtcvZuXiPGlmQ3I1GiPiJUk7AJ8H9gbmAOsD9wE/BE6KiFcLT6WZmY1qrl/MysV50qx1PznynMLDPPg7exceZify3mkkIl4BTsgWMzOzQrh+MSsX50kzq8g7ptHMzMzMzMwGSNM7jZLeBRARf6v+fziV/c3MzOpx/WJWLs6TZtbMcN1TJwIhafGIeKnyf5P9lW1fsJDUmY0AM59u9hirfJZdadnCwjIruYm4fjErk4k4T5pZA8M1Gg8gFQgv1/xvZmbWCdcvZuXiPGlmDTVtNEbEhGb/m5mZtcP1i1m5OE+aWTMtT4QjaSlJV0s6sJsJMjOzweL6xaxcnCfNrFbLj9yIiFmStgSKfxCJmZkNrG7UL7ue9PGigprPhf97btfCNisDn/OZWa28j9y4DdiwGwkxM7OB5vrFrFycJ81sSN5G49HApyRt243EmJnZwHL9YlYuzpNmNqTl7qmZfYCHgSsl/Ru4F3ihZp+ICPeBNzOzPFy/mJWL86SZDcnbaBxX9fdm2VIrABcgZmaWx7iqv12/mPXfuKq/nSfNBlyuRmNE5O3OamZmNizXL2bl4jxpZtVcIJiZmZmZmVlDebunAiBpSeDtwKrAlRHxZKGpMjOzgeT6xaxcnCfNyuULWx5ZeJgn3/SdYffJ3WiUdDDwbWAZUl/2HYAnJa0MPAJ8ISJOyxuulduFk35XWFi7brRXYWGZ2ejh+sWsXJwnzawiV/dUSXsApwDXAJ8EVNkWEU8BlwK7FJlAMzMb/Vy/mJWL86SZVcs7pvFw4JqI2A24qM72m4FN8gQoaSlJJ0t6XNJsSTdL+lCLx64r6UJJMyU9J+kSSRvlid/MzEqh8PrFzDriPGlmQ/I2GjcFLmiy/XFglZxhXgDsDRwFfACYBFwg6f3NDpK0CnAtMAbYD/gYsALwV0lr5kyDmZn1VzfqFzNrn/OkmQ3JO6ZxLs0bmmsAz7caWNYw3B7YPSIuyNZdA6wD/AC4pMnhXwKWB94aEY9lx14PPAh8DTi41XSYmVnfFVq/mFnHnCfNbEjeO43/Bnaqt0HSAsBewE05wtsNmElVt4eICOCXwAbDdDXdDbii0mDMjp0G/AnYPUcazMys/4quX0a92XNmd20xw3nSzKrkvdP4Y+A8SccCZ2XrFpD0JuBbwMbAl3OEtwkwKSJerVl/e/X22oMkLQ6sC9Sb0vN24OOSVomIqTXHLQcsV7P/WgBTpkwB4JXnXsyR/MYmT54837rZ04u7IFcv/BlPzuha+FMfnVp/x3bCXmLyfOsefeqx+Xds05Kza79imPH89ELCfnbJWfOvm/5sIWEDLDNrmfnWTXn00cLCZ9l5s9rjU4v73Ov9Jp96priZ2euF/8ysYr7XemE/91Jx3+vkyZOHyhhgwcICHl1y1S/DlecvTJs/rxal3u8F4Ikp3XkSweQF68c358U5XYkPYLFFF5tv3WNPFFgW1Vhx8lJ1109/blpX4qt8h86XTRWaJwFefrb432zd8vup4srvZvFMffSp4uNZav54AKY8U2z+W+i5+fM4dKdcqVeePFngeWXFS4sVcw7fjmkzu/BbaFDXPPvizK7ENWx5GBG5FuCbwKvAK1Wvc7O/v54zrHuBi+usfyNpaueDGxy3Rrb9S3W2fSrbtmGdbeOzbV68ePHSr2XrvOXuoCzkqF9wee6l2MX50nnSixcvaalbHuZ+TmNEHCXpfNLkNRuQpmC+Dzg7Im7OG16WuHa2tXPsicCEmnWLkMZQ3kcqCIezJmkCnm2AKcPs245uhu+0j87wnfaREf6CwOq4O1dDOeuXIsrzim7/TgYtvn7E2W58zpdN9ClP9vK306u4HE+54+llXGWOp2l5mLvRCBARtwK3tnNsjWnAinXWr5C9Nup79gypUZjr2IiYAdTrw3lv82S+Rhp6TNGUiJjc6nFlCN9pH53hO+0jKvwHik7DaNNq/VJEeV7R7d/JoMXXjzg7jM/5sole58le/nZ6FZfjKXc8vYxrBMTTsDxsq9GYJWYJsr7qwEMR8UIbwdwJ7CFpgZh3XOOm2esd9Q6KiNmS/kv95wNtCjwVNeMZzcxsZCiofjGzgjhPmlne2VORtJGkS0hXk+7IlhmSLpG0cc7gLiANmt65Zv0ngHsiYr5JcGqO3UHSalVpWyEL6/yc6TAzsz4ruH4xsw45T5pZRa47jZI2A/4KLAVcQZrZVMBGwI7AOyW9OyJuazHIS4BrgDMkrUh6xuJ+wNbALlXxTgTeHRGqOvb7wL7AJZK+QRqcfVT2+q0878vMzPqrC/WLmXXAedLMquXtnvp90oxZW2Z93IdIegtwNfA9YIdWAouIkLQrqZH3LdJdx0nA7hHxp2GOfVLSNlmazibdNb0WeFdEPJzrXeUzA/gG9fvtlz18p310hu+0j97wB0mh9UtOvf4eR3t8/YjTebF4/cqTvfwuexWX4yl3PL2Ma8TGo2ya5NZ2lmYBJ0TE1xtsPw7434io/8AlMzOzOly/mJWL86SZVcs7pnEO8EST7Y8Bs9tPjpmZDSjXL2bl4jxpZkPyNhovAT7UZPuHgL+0nxwzMxtQrl/MysV50syG5O2euhJwKWnCmu8Cd2ebNgSOIE3H/N6ImFZwOs3MbBRz/WJWLs6TZlYt753GqcDmwB7ADaTBlTOA64HdgS2AqZLmVi2vFJngfpH0TklXS3pe0rPZdNObDn/kfOGsKekkSddJmiUpJI2ts99hki6S9Ei2z4QO0z9W0uWSZkh6QdIkSQcVnXZJq0s6TtINkqZJminpJkn7Scr1e8vSHA2WDfKE1cl7KjocSR+X9G9JcyRNkfQdSYvljO8dki6T9GgWzlPZ7/N9edPeJI7NJV0o6bHsdz9J0pGSFi0g7AlNvtuofpROG2G/Jwv/nuy3PkXS+e3k1xbjG5+l2TMIdqan9UuvfycN0tDV305R5VuO+LpeLtXE1/U6YsD1Ok/29PdaFW9X8mEv80M36+uaeAo5F24hnq6dI9TE0+vzhY7PxVsIv2tlYt7ZU88CWr81OUpI2or0aJAbgL1Jje0jgb9J2jIi7s8R3HrAx4Bbgato3PXj08BzpO4hn2gz6QBI2g84Azgd+CHwMrABsEjOoFpJ+xakR6GcRZq1aS7p2ZkTSJXPobnfAHwZ+FvNuslthFNPq99HIeFI2oc02+9PSJ/FhsDxwBjgozniWx64BziTNOZkeeAg0iNoPhYRv27rXbyWzg2Af2RxHAo8DWwHHEeabr2j3yRwLPDTmnULA5cBt0dEs3E0w/kMsCJwAnAXsCrpqvhNksZGxA0dhD0PpeeUfRl4sqgwB1iv65ee/U7q6dFvp6jyrVVdLZea6GYdMch6nSd7/Xvtdj7sSX7oQX1diafIc+HhdPMcoVovzxeKOhdvRXfKxIjwMswCXE4a8L141brlgOnAOTnDWqDq711JBfLYYfabAUxoM+2vB14Ajijgcxg27aRCceE6x55JeobmcjniG5vFsWsXv9uWvo+CPpsFgceBi2rWfyrb/386fC8LAY8AVxfwuYzP0rRuzfqzSQXdfN9xAXHunsX5qQ7DWaXOuuWAZ4A/FPnbIVWePwImArcV/Zl46d7Sq99Jg7h78tspqnzrMA2FlUt1wu56HeGld0uvf6/9KMO7kR96VV9T4Llwm/EXco5QE2avzhcKOxcfJp6ulol5u6cOS1Leu5cjwdtJGXxolrCImEF6LuSukhZsNaCIeLXI/VpwYPb6o04DaiVNEfFMRLxcZ9NNpEbT6p2mo0hFfc4thrMVsBrwy5r155AK9j06TMMrwMwsrE5VwphZs74S/twC4qh1AKlQ/U0ngUTE1DrrZgD3AWt2EnaNw7LwvlZgmNZEkfVLD38n9fTkt1NgPdJJGoosl6xkCs6Tvf699rwM71J+6FV9Xdi5cJsKOUeo1sN6oLBz8X7KO8ZsgqQlmmxfj3SLfLRZBHixzvoXgSWAdXqbnFzeRbrlvnvWZ3uuXhtH141b4o1sBzxPe7fHfybpFaXxkRdL2qLYpPXMJtnrHdUrI+IF4IGq7S2TtICkhSStIekbwPqkbhadOpt09fAnktaWtIykXYD9gB8UXblLWh14L/D7iHi2yLCz8Fcmfb53DLdvi+GtAxwDHNKN9A6iMtQvRf9OGsQx6n87XSyXGhktdUSplCFPdksv82EP8kOv6uu+nQt3+xyhJq5u1AO9PhfvSpmY907jvsAtkjar3SBpX+AWUmYYbSYBW0lSZYWkhYG3Zf+u1JdUtWYN4I2kqxsnA+8BfgF8kdRltOsk7Ua6i/aD6itULZgJnEgaA7AtcDipf/7fJf1P4QntvhWz1+l1tk2v2p7Hb0lXEh8ljWX4cERc2l7yXhMRD5PujG4E/Jf0XVwInBwNHvTcof1Id6LPKDrgLN+eRirvvl9QeKcDl0XEhZ2GZ0P6Wr8U/TtpEscg/Ha6Ui7VMdrqiLIZled8fciHXc0PPayv+3ku3LVzhGpdrAd6dS7e3TIxZ1/ZnUiDhWcDX8jWLUkaLD0XuBFYp5v9dfuxkG6JB+nLfh2pb3JljF7bY9Fosc8+nY1pvDeL46M167+XrV+vy2nfCpgFXAEsVMB3sRppkPeVXfieCxlD0Sgc4KvZ+hXrHPN34IY24loH2JI02dB5wEvAxwr4LNYiTa8+MXs/Y4GjSQ97PrYLn/3dwH1Fh5uF/f3scx9XUHgHkQrm11Wtm4jHNHb6ufa1fin6d1K2305R5VuLcXWlXGox7q7VEYO29DNPdvP32ut82O380Kv6mi6dC7cYd9fOEWri6Uo9QJfOxVuMu7AysZ3IVyU1AOaSHup6X/b3dymgUVDWhTQT0XPZlxukLhnfyf5+fZth9qLReH0Wx/I167fL1n+4W2nPCslKf/clCvwuzgVmdeE77naj8dPZ+vXrHHMXcEkB7+FPpLuWC3QYznmkq6KL16w/OsvvYwr83LfOPpevduE7PS4L+wsFhbdS9ps+kjRYvrJcB/wn+3uxot/HoCz9ql+K/p2U8bdTVPnWZtyFlEs54utKHTGISx/zZFd+r/3Oh1kaCs0PPa6vCz8XbiHOrp0j1MTTtXqALp2L54i/kDIx90Q4EfEksGP2Q9mJdAXlCxFxRKQBvqNSRBxPKmw2JWXAdwArAA9FxCN9TVxz/2mwvtK9oCsDz7P+05eTGkPvjzRurygLMDIf/XJn9jrP2MVszMi6FNN//p+kGWxX7jCczYFJMX934ptJn3+Rz0A7gFSx1U4Q1BFJx5Du7h4REScXFOyawLLAt0mzq1WWd5K+12dIM9lZG/pRv3Tpd1LPIP92iiqXWjVS64jSGYXnfGXIh0Xnh57V1306F+7KOUK1HtQDfTkXr1JImZh71itJK5BuR7+DdAfpzcC3JT0bEWd3mqAyi4gXyU7sJY0BPkJ6lkyZnU96pMP7SbN0Vryf9AO6qegIJW1OujL5APDeiHiuwLBXA3YgTZM90txAelbTvqTvpeJjpOcPnV/voFZlffHHkq6iTuskLNK02ptIWqKmwf/27PXRDsMHQNKSwF6ksSWFhJmFezTwdeDrEfG9osIF7ieNE6h1IrAU8Eng4QLjGyi9rl+6+DupZyB/OwWXS63EN5LriNIZhed8fc2HXcoPPamvK3p5Ltytc4SaOHpRD/T8XLyiyDIxV6NR0ruAX5G6KxwZEd+TtDbp1vgESTsAB0fE850mrEwk/T9SV4mbSbNEbQZ8hXS16MQ2wtsz+3PL7PXdklYCno+Iv2T7vJX0wHdIDYq1qo77a0Q81UpcEXGppL8Ap2Rx3Em6Hf6/wE8j4qEi0y7pTaQG46vA/wEbVo2ZhnQ1rKWZrySdQxrUfSvp6t8GpK4Ri5M+/0K08n0UEU5EvCLpSFJe+THwe2BD4HjSjGAtZ+jss3mINBHB06RHmexH+m4/X8AV4JOBC4DLJJ1IGv8xlvTQ2ysjotFVs7w+Qqqof1FQeEj6IulK8cXAlUoPJK54MSL+1W7YETGLNG6kNs4Z2fb5tllrel2/dPN3Uk+/fjtFlW8txtXtcqlefF2vIwZVP875uv177WU+7GF+6El9XfS5cIsKP0eo1qt6oOhz8Ua6Xibm7BP7Cunu0dtq1i9I6tM8F7inm/1y+7FkH/rfSH3QXyR1ufwKsGib4UWDZXLVPhOa7Dc2Z3xLkgb3PkoagH0/qT9/7v70w6UdGNdkn1xpz9J4G+mK3Muku3S/BjYp+Psd9vsoMhxgH1JXhRez7+S71IxFaCGuQ0h95Kdl+XIacBmwc4Gfy/bAlaSJEJ4nFXJfB5YsMI5rgaco6OHDWZgTi/pOc8bpiXA6+wx7Wr/043fSj99OL99jL8qlmvh6UkcM6tLrPJmF3Zc82Y182Mv80KP6utBz4RbjLPwcoc733pPfHAWeizeJo6tlorJIWiLp18BB0eBOkaTtgbMiYo2WAzUzs4Hn+sWsXJwnzaxarkZjSwFKK0eLXSfNzMxa5frFrFycJ80GR9uNRkmLkmZQeioiXio0VWZmNrBcv5iVi/OkmeV+5Iakt0i6mvSclodJz09B0iqSrsq6K5iZmeXi+sWsXJwnzawiV6NR0makQanrAmdVb4uIqaTZefYrLHVmZjYQXL+YlYvzpJlVy3un8RjS82A2Js3Qo5rtVwFvKyBdZmY2WFy/mJWL86SZDcnbaNwGOD3Sc27qDYZ8GPAsWmZmlpfrF7NycZ40syF5G42LkR4a2sgyHaTFrGWSxkkKSWP7nZZekTRR0uQW9x2bfT7jupsqs8KM6vrFZdaw+7rMKp9RnSdHOpcpw+7rMqVgeRuNDwBbNNm+HTCp/eSYlYukXSWN73c6zAaA65cCuMyyAjlPmssUG5K30XgusG/NbFkBIOmLwHuBswtKm1kZ7Aoc3e9EZHYE3tTvRJh1ieuXYrjMsqI4Txq4TLHMQjn3/z6wA3AZcDep8DhB0srAasAVwKmFptBslJK0MLBgRMxpZX8/G8tGOdcvJecya+A4T1pXuUwZWXLdacy+rB2ALwGzgTnA+sDTwBHAByPi1aITaYNF0iKSjpB0m6QXJM2UdLOkQ4Y5bnzWf31MnW2TJU2sWfcBSX+V9LSk2ZIelnS+pPWz7RPJphPPwq0s46rCWF3ST7JjX5L0mKTTJK3SIG0bS/qhpCmk/LNVjs+lbl9+SbtI+pekOZIekXQMsHCr4ZqVwUiuX1xmNXx/LrNGsJGcJ0c6lykN35/LlD7Ke6eRiHgFOCFbzAolaRHSVc2xwOXAr0iFyqbA7sCPC4rn3cAfgf8A3wZmkGaB2x5YD7gXOI50YWUbYN+qw/+RhfEG4HpgEeAM0viP9YCDgW0lvTUiaicROIdU+f6AdNX28Q7fx27AH4DJpOnRXwH2Bz7YSbhm/TAS6xeXWbnfh8usEWQk5smRzmVK7vfhMqVHcjcazbrsUFJB+e2I+Gr1Bkl5x+A2swupINwxe0hxxbGVPyLiCkl7A9tExK/qhPEj0pWszSNiSlU6fwfcABwGjK85ZgawfVYRd0TSgsBJwHTgbRHxdLb+Z8DtnYZvZi1xmdUil1lmLXGZ0iKXKb1V5I/PrAh7A8+QrhbNo+BuMJUrX3tIyn3xRNKypKtYfwTmSFqpspCudt1PGrBd68QiCsrMFsDrgTMrBSVAdlXvpwXFYWbNucxqncsss+G5TGmdy5QecqPRyuaNwN2tDoruwI+Bf5EG8U+XdImkLygN8G/Fm0j550DgqTrLm4BV6xx3b6cJr7JO9np3nW2eBt2sN1xmtc5lltnwXKa0zmVKD7l7qpVRdOG4eX7rETFN0pakfvo7AO8ijdn4hqT3R8T1w8Sl7PVXwC8b7DO7zroXhgk3j0oa6r1v1VlnZt3hMqs1LrPMWuMypTUuU3rIjUYrm3uBDSUtGhEv5jx2eva6AqlrBACSFgNWJ3WVGBIRc4GJ2YKkNwO3AEcBH6js1iCu+7Nti0TElTnTWZQHstcN62yrt87Miucyq3Uus8yG5zKldS5TesjdU61szgGWJxVY85A03FWjSpeH7WvWH0bNbz3rc1/rbtJVsRWq1s3K9q9eR0RMAy4Bdpc033TRSlrt4tGuW4ApwP7V70fSMsBnuhy3mSUus1rnMstseC5TWucypYd8p9HK5iRgZ+CorNvE5aSppjcm9Y+vLQirXUkq8I6RtCLwILA16RlAT9fse7qkNbPwHwIWBz4CLA2cVbXfDcAhwKmS/gy8DNwYEQ+SppS+DvibpLNIYwMWIPWx3yULZ3z+j6A1ETFX0mHAb4F/SjqdNNX0AcA04A3ditvMhrjMapHLLLOWuExpkcuU3nKj0UolIl6StCPwReDjwLdIheV9wJnDHDtX0i7AycDngZdIheG7gb/X7H42MI700NqVgWdJg6b3jIg/VO13HrA58FFgL1JhuD/wYEQ8ImkL4MukwnGfLK2PAH8iFWJdFRG/l7Qn8H+kgnkqMAH4G+m9m1kXuczKx2WWWXMuU/JxmdI7imh3rK2ZmZmZmZmNdh7TaGZmZmZmZg25e6pZH2UDyxcZZrfZ2YNqzcz6ymWWmRXJZcrI4e6pZn0kaSJprEEzv4yIcd1PjZlZcy6zzKxILlNGDjcazfooG0C+/DC7PRYRk3qRHjOzZlxmmVmRXKaMHG40mpmZmZmZWUOeCMfMzMzMzMwacqPRzMzMzMzMGnKj0czMzMzMzBpyo9HMzMzMzMwa+v8BxDzXyD6dVPwAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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qfI/hacDaI1wFHu3KfqsyvYCGkQF5CPp+JeM5izR6qfFRWx/K4WeOksdGJ5M6hZ8j3b/4q+J92daZ0jff55tDPy7pE6QxzyLNbDWez6RaZ35EGob1NtIsnK2mym7mJtLztNYlzdL1GtLBwLXA0VVmtAcWAy6WdBppWNpHSTOAfbKN915Guqr3FdKZ3KeAsyNirtLzzY4BLi88U2gqabroj+RyWcYJpEp1Z+DPEXFDyfebjVmf2pEjgRUk1R5f8SjpjPz7SWevT4qIq/K2J+STO+cBt5LK8I6kMl289+0y0omxYyXVZjy+PN/rO+juB7aXtCppVtPaYy7uIc1oOKKImC3pRmCn/Hyye4BHIuLsiDhf0umkCTOeJ+m3PP2Yi/m0Vxc2Op6nh459uZMJN2xkPr7riw0k7TrCurNIwya/TbpX+isAEXGMpC2AL0r6Y0Rckrc/CNgM+KGkt5IeeSHS6IfFeObjeBrVJuj7mqRTSWX16oi4mvTIiI9I+jlpDoMXkI7RZjeJ5wrSscsXJD2PdHL7loi4HPg6aajyMZI2IN3nvT7pxM91eX3bIuIBSb8k34eIh5dWasyzs+UKw/cAGKRL+t8AlqDc5DQ1s0gTpXyT1GF5Isf52VGGOQ2iD5A6hQcCy5GeIzQ1Itq5wvcF0lm3T+T3ijTM9pGIOFbSXaROXe2q37+B7SKi9FXWiLhR0p9IjYmvHlpf9Lgd+TSwDek+nveQytiDpDL6NdJV9ZqTSSdgdied2Z5Hurr43oj4VWG700gHODuRDnwWIQ23Hw8dxEdI5f9I0vBCAX8APhMRd7Xx/l3yew8nDXm7FTi7sO6fpO/wWzmtPwNfLHTCy/gZ6SB5GcqPULGSfHzXUzvnpZlXkeqYx4D3N9y6sxfpGOBUSetFxAO5w7QJ8HnScwu3Iz0GawbpJP6IIuIvkg4gHb+cQOoffJl0n9+nczzvI9Wht5NO2lxB6jAW47kt37N6AOnK87NIM0dfHhEPSnpDjvfdpLryHtKzTw+OhZ+B2I7jSR3EG0l1jFVEYzkxJOnlpCsXK9DkhvR847/ZqCTNJD2ja0qfszLhSDqH9Gy4VfNkEGY943bE2pXvSb8LuCIi3tbv/Awzl0sbT/L9h5cDn4+II/qdn2FS6gqipBeQzgRsWQtqslng6afNBpqkNUhDgo9x59B6ye2IjcEupKn0f9DvjAwrl0sbp/YmDe33yIKKlR1i+j1S5XEc6WGdzcYfm9mAkvQ60uyCnyQN5f12f3NkE5DbEWuLpK2Bl5DuiZxBmoHZusPl0saFPEHO1qSZ3XcFjh/hma7WgVJDTCXNBU6NiE90L0s2kXiIaW/lCW4+QJpOev+I8HOtrKfcjli7cvuwKmnysg9GxDX9zdHwcrm08ULSZNJ93g8DvyfVDZ5ht2JlryAuQrop1qwSETG533mYSCJiKmniCLN+cTtibXH70FMulzYuRMRMmg+BtgqV7SBeDLy6GxnphXyj+0akm93LPMjdzKyMRUnPErsiIh7vd2YGTMftiOtyGyOXy5G5XJpNLC3rw7JDTNcE/gTs0zDV97gg6Y2kStDMrBc2LTyjyqimHXFdbh1yuWzgcmk2YTWtD8teQTyONOb3dEl3ku5jajxLFBGx+djy2HV3AVx88cVMmjSp33kxsyE1a9YsNt10U8h1jj1DFe2I63IrzeWyJZdLswlktPqwbAdxddI0x7fl/1889qz1xQKASZMmMXny5D5nxcwmAA+zWlgV7YjrcuuEy+XCXC7NJqam9WGpDqJvGDczs064HTEbPC6XZla0SL8zYGZmZmZmZoOh7BBTACStBmwOvID03JyZkhYHVgbujognKsyjmZkNGbcjZoPH5dLMYAxXECV9DbgeOB44lDRuHWAJYAbw8cpyZ2ZmQ8ftiNngcbk0s5pSVxAlfQT4HHA08FvgvNq6iJgn6TfA1sBRVWbSzMyGg9sRs8Hjcjk4bpx9beVxrrHCWpXHacOt7BXEjwNnRsS+wL+arP8PsGbHuTIzs2HldsRs8Lhcmlld2Q7iy4HzW6y/D1hx7NkxM7Mh53bEbPC4XJpZXdkO4nxg6RbrXwLMHXt2zMxsyLkdMRs8LpdmVle2g/g3YLtmKyQtAewG/KVsJiRNkXSepLmSHpU0Q9KHG7Z5v6R/S5ovaZakr+Y0zcxs/OhKO2JmHXG5NLO6sh3EbwCbSDoZeFUOW1nS24DpwCTgm2UilLQ7cAFwE7AT6SboY4DFC9vsCpxKqpzeARwOfAKYVjL/ZmbWX5W3I2bWMZdLM6srNYtpRFwg6WPAd4D35+CT8+sTwIci4tJ245P0IuA44PMR8fXCqj8WtlmUVHH9JiJqUyz/SdL/gOMlHRkRl5f5HGZm1h9VtyNm1jmXSzMrKtVBBIiI4/N0xzsAawECbgBOj4g7Ska3V379bottNiY9oPXEhvBTSVca3wO4g2hmNk5U3I6YWQVcLs2spnQHESAi7qZ1p65dbwL+C2wv6UvAGsBdwCnAlyLiCWDdvO3VDXl4VNJNhfVmZjZOVNiOmFlFXC7NDEregyhpgaT3t1i/o6QFJaJcFXgZqTI6Gtgc+DHwGeAneZsV8uucJu+fU1jfmJflJE0uLqQx9GZm1idl2xHX5Wbd53JpZkVlryCqw/WNFgGeA+wcET/LYdMlLQl8VtLBhW1jhDhGCt8XOHiEdWZm1h9l2xHX5Wbd53JpZnVlZzEdzYuBh0psPzu/ntsQ/vv8ukFhm2ZXCpen+ZVFgKOA1RqWTUvkzczMeq+xHXFdbtZ/LpdmE8ioVxAlbQNsUwj6sKQtmmy6PLAFcEmJ9K8iTUKzULL59Sngmvz3usD1hXwtBbwUOLtZxBExl4aHukplL3CamVmnOmlHXJebdYfLpZmNpJ0hpusBU/PfQZpY5k1NtnsY+Cuwd4n0zwA+BGxFmpW0Zquc1hXAHcDdpIe0nlHYZmfgWQ1hZmY2eLrZjpjZ2LhcmllTo3YQI+LLwJcBJD0F7BoRP60i8Yj4g6TfA8dIWpF0tXAz4FPA9yPi1pzugcA0Sd8Dfgm8Avga8MuIuKyKvJiZWXd0sx0xs7FxuTSzkZSdpGY14L6K87ADqYLaH1gJuA04CPh6bYOIODHPnnUA6Yrj/cD38Q3SZmbjTTfaETPrjMulmdWV6iDWrugVSVqMNIZ9eeDs/AydMnE+Anw2L622O4X0fEQzMxunutGOmFlnXC7NrKjscxC/LumKwv8CLgBOB34AXCXppdVm0czMhoXbEbPB43JpZkVlH3PxduDiwv9bk25o/gZQe8DqgRXky8zMhpPbEbPB43JpZnVl70F8EXBD4f+tgVsi4kAASesAu1SUNzMzGz5uR8wGj8ulmdWVvYK4OLCg8P9bSEMQam4GVuk0U2ZmNrTcjpgNHpdLM6sr20G8nfxg+3w2aXXgz4X1zyc9L8fMzKwZtyNmg8fl0szqyg4x/RnwRUnPB9YB5gHnFNavD9xUUd7MzGz4uB0xGzwul2ZWV/YK4hHANGATIIAPRMRcAEnPBd4N/LHKDJqZ2VBxO2I2eFwuzayu7HMQHwf2ykujh0jj0x+tIF9mZjaE3I6YDR6XSzMrKjvEdEQR8RTwYFXxmZnZxOJ2xGzwuFyaTTwtO4iS3gQQERcV/x9NbXszM5vY3I6YDR6XSzNrZbQriNOBkLRkRDxR+7/F9srrF60kd2ZmNt5Nx+2I2aCZjsulmY1gtA7inqQK4X/5/z26mx0zMxsybkfMBo/LpZmNqGUHMSKmNfx/YldzY2ZmQ8XtiNngcbk0s1bKPubCzMzMzMzMhlSpDqKk10r6UEPYNpKuknSHpMOrzZ6ZmQ0TtyNmg8fl0syKyl5BPJj0sFQAJL0YOA1YmTQF8gGSPI7dzMxG4nbEbPC4XJpZXdkO4quBvxT+34k0s9V6EbE2cB7w4YryZmZmw8ftiNngcbk0s7qyHcQVgLsL/78NuCgi7sj//wZ4WRUZMzOzoeR2xGzwuFyaWV3ZDuJc4AUAkp4NbAwUH5oawJLVZM3MzIaQ2xGzweNyaWZ1oz0HsdGVwAclXQBsBywBnFtYvxpwT0V5MzOz4eN2xGzwuFyaWV3ZDuJXSOPQ/0Yam35+RPy9sP5dwOUV5c3MzIaP2xGzweNyaWZ1pTqIEfFXSRuQxqY/CPystk7SCqTK5cxKc2hmZkPD7YjZ4HG5NLOitjuIkpYEdgCui4jvNq6PiNnAfhXmzczMhojbEbPB43JpZo3KTFLzOPBDYP0u5cXMzIab2xGzweNyaWbP0HYHMSKeAm4Dlu1edszMbFi5HTEbPC6XZtao7GMuTgR2y1Mgm5mZleV2xGzwuFyaWV3ZWUz/CmwPXCnpWOAG4NHGjSLiosYwMzMz3I6YDSKXSzOrK9tBPL/w93dID04tUg5bdCyZkXQIcDDw74hYr2HdlqRpmF8NPESaTeuAiJg7lrTMzKwvutqOmNmYuFyaWV3ZDuIeXckFIGkd4ACaPIhV0hTgHOAs4CBgVeBrwLqSNs3j583MbPB1rR0xszFzuTSzurLPQTyxG5mQtAjwI9IsWq8ElmvY5OvA1cCOtc6gpLtIz+XZAfh5N/JlZmbV6lY7YmZj53JpZkVlryB2y37AJOCtwG+KKyS9ENgI+EzxSmFEnC/pDuA9uINoZmZWmX+cd3XX4n7NW9ftWtxmZta5srOYIulFkn4saZakJyRtlsNXyuEblYxvdeBQYO+ImNdkk1pL0qy1uqqw3szMxoGq2xEz65zLpZnVlLqCKGk14DJgify6Sm1dRNwnaUPgg8AVbcYn4ATg3Ig4a4TNVsivc5qsmwNsMELcy7HwUNVJ7eTLzMy6o2w74rrcrPtcLs2sqOwQ08OAp0hX7R4D7m1Yfw6wdYn4PgRsCKzdxraNM2qNFr4vaUZUMzMbHGXbEdflZt3ncmldc+e1d1Ue56prrTL6RjZmZYeYbgEcGxG307xjdittnkGStCJp8pkjgEckLZfPSC0GLJr/XwKYnd+yQpNolqf5lUWAo4DVGpZN28mbmZl1Tdl2xHW5Wfe5XJpZXdkriMsCrU4DLF4izknAc0kdxCOarH+A9CiL7+X/1yXNWlr0StLDXReSn4/4jGckphGtZmbWR6XaEdflZj3hcmlmdWU7iLcD67RYvzFwY5tx3Qi8pUn4UcAypLHut0XELEl/B3aRdFThMRebAy8Ezmg382Zm1ndVtiNmVg2XSzOrKzvE9AxgT0nFmUMDQNJ7SM8kPL2diCLi4YiY3riQzkjV1t2cNz8AeDVwmqTNJe0GnAxcDvyi5GcwM7P+qawdMbPKuFyaWV3ZDuJhwCxSx+wUUuVxoKRLSRXHv4FvVZpDICIuBN4FTAZ+B3w7v74jIhZUnZ6ZmXVNX9oRM2vJ5dLM6kp1EPNzCjcBfkiafVTAlsCawLHAWyJificZiogpEbFek/A/RMTrImKJiFgpIj4UEQ90kpaZmfVWL9oRMyvH5dLMisreg1irRD4FfErSSqRK5L6IGOlxE2ZmZnVuR8wGj8ulmdWU7iAWRcR9VWXEzMwmHrcjZoPH5dJsYhtTB1HS+4DtgNVz0M3AmRHhG5jNzGxUbkfMBo/LpZlByQ6ipKWAXwObkYYezM2vGwHvk/QR4N0R8UjVGTUzs/HP7YjZ4HG5NLOisrOYHg5sDnwXWDUilo+I5wGr5rC3kGbCMjMza8btiNngcbk0s7qyHcQdgV9ExL4RcXctMCLujoh9gV/lbczMzJpxO2I2eFwuzayubAdxWeBPLdZfmLcxMzNrxu2I2eBxuTSzurIdxP8AL2ux/mXAVWPPjpmZDTm3I2aDx+XSzOrKdhAPAj4kaevGFZK2AT4IfL6KjJmZ2VByO2I2eFwuzayu7GMudgFuAc6SdB3wXyCAtYE1SWeXdpW0a+E9ERF7VZFZMzMb99yOmA0el0szqyvbQZxa+HutvBS9Ki9FAbgCMTMzcDtiNoimFv52uTSb4Ep1ECOi7JBUMzOzOrcjZoPH5dLMirpaIUhaWtKXJE3uZjpmZjac3I6YDR6XS7Ph1u0zRssABwOrdzkdMzMbTm5HzAaPy6XZEOvFkAL1IA0zMxtebkfMBo/LpdmQ8phzMzMzMzMzA9xBNLBH54IAAB2jSURBVDMzMzMzs8wdRDMzMzMzMwPcQTQzMzMzM7PMHUQzMzMzMzMD3EE0MzMzMzOzrNsdxAXArcBjXU7HzMyGk9sRs8Hjcmk2xBbrZuQRcT+wWjfTMDOz4eV2xGzwuFyaDbeWHURJPx5DnBERe40xP2ZmNkTcjpgNHpdLM2tltCuIU5uERX5Vk3DlV1cgZmYGbkfMBtHUJmEul2YGjHIPYkQsUlyAFwBXAr8GXg8sl5c3AL8B/pm3MTMzcztiNoBcLs2slbKT1HwLuDcito+IyyJiXl4ujYjtgPuBb1efTTMzGxJuR8wGj8ulmdWV7SC+Ezi7xfqzga3ajUzS5pKmSbpO0qOSZkk6Q9Irm2y7paTLJD0m6V5JP5C0XMn8m5lZf1XajphZJVwuzayubAfx2cCkFusn5W3a9VHgxcCRwDuAT+f/r5C0cW0jSVOAc4Dbga2BzwLvBn4nyc9yNDMbP6puR8yscy6XZlZX9jEXlwD7SPpDRFxUXCHpzcA+eZt2fSIi7m2I5zzgFuBzwHty8NeBq4EdI+KpvN1dwHnADsDPS34OMzPrj6rbETPrnMulmdWV7SB+mlRB/EnS34FrSbNavQLYEJgHfKbdyBo7hzlsrqQbyGeyJL0Q2Aj4TK1zmLc7X9IdpE6kO4hmZuNDpe2ImVXC5dLM6kp1ECNihqQNgMOBd5E6bgAPkzppB0XEzZ1kSNJKwLrAaTlo3fx6dZPNryqsb4ynNgNXUavhE2Zm1mVl2xHX5Wbd53JpZkVlryASETOB90sS8HzSs3HuLV7dG6sc5/GkeyO/mYNXyK9zmrxlDrDBCNHtCxzcaZ7MzKxaJdsR1+VmPeByaWY1pTuINRERwD0V5gXgG8C2wB4R8d/GJEfKygjhRwHTGsImARePOXdmZlaZNtsR1+VmPeRyaWalO4h51tDdge2A1XPwzcAZwEljvZIo6TDS+PZPRcS0wqrZ+XWFhd4Ey9P8yiIRMReY25DGWLJmZmYVKtOOuC436w2XSzOrKdVBlLQk6XETbyJdubsrr9qK9AydD0jaKiLml4z3UODzwP4RcXTD6mvy67qkWUuLXgn8tUxaZmbWP91qR8xs7Fwuzayo7DMEDwLeDHwLWCkiXhQRLwJWJN0zOAX4QpkIJR0MfBH4YkR8o3F9RMwC/g7sUnzmoaTNgReSzmyZmdn4UHk7YmYdc7k0s7qyHcQdgdMjYv+IeKAWGBFzI+IA4HRg53Yjk/QZ4BDgt8AFkjYuLOsXNj0AeDVwmqTNJe0GnAxcDvyi5GcwM7P+qbQdMbNKuFyaWV3ZDuIkYHqL9X+m3DTHW+fXdwGXNixn1jaKiAvzNpOB3wHfzq/viIgFJdIzM7P+qrodMbPOuVyaWV3ZSWrmAi9rsX4NGm5abiUippTY9g/AH9rd3szMBlKl7YiZVcLl0szqyl5BPB/4uKS3Na6Q9FbgY8C5VWTMzMyGktsRs8HjcmlmdWWvIB4EvA04R9K/eHqG0XWA9YH7gS9Vlz0bRtfcc2Vlca3zgvUqi8vMesLtiNngcbk0s7pSHcSIuFXShsARpPsHN8irHgJOAz4fEbdVm0UzMxsWbkfMBo/LpZkVlb2CSK4gdlF6IupKgIB7IyKqzpyZmQ0ftyNmg8fl0sxqSncQa3KFcW+FeTEzswnE7YjZ4HG5NLMxdRAlvYw029UKpDNMzxARJ3WYLzMzG2JuR8wGj8ulmUHJDqKkVYATgc1rQU02C8AViJmZLcTtiNngcbk0s6KyVxCPB94CHAVcDDxQeY7MzGyYuR0xGzwul2ZWV7aDuBnwnYj4bDcyY2ZmQ8/tiNngcbk0s7pFSm7/MHBjNzJiZmYTgtsRs8HjcmlmdWU7iL8FtuhGRszMbEJwO2I2eFwuzayubAfxM8Bqko6UtHp+Vo6ZmVm73I6YDR6XSzOrK9VBjIi5pFmuPgncADwpaUHD8mQ3MmpmZuOf2xGzweNyaWZFZR9zsT9wBHAP8Dc8y5WZmZXgdsRs8LhcmllR2VlM9wGmA2+PiP9Vnx0zMxtybkfMBo/LpZnVlb0HcXngdFceZmY2Rm5HzAaPy6WZ1ZXtIP4beHE3MmJmZhOC2xGzweNyaWZ1ZTuIXwA+LGnDbmTGzMyGntsRs8HjcmlmdWXvQdwNuAO4TNKlwM3AgoZtIiL2qiJzZmY2dNyOmA0el0szqyvbQZxa+PsNeWkUgCsQMzNrZmrhb7cjZoNhauFvl0uzCa5UBzEiyg5JNTMzq3M7YjZ4XC7NrKirFYKkpSV9SdLkbqZjZmbDye2I2eBxuTQbbt0+Y7QMcDCwepfTMTOz4eR2xGzwuFyaDbFeDClQD9IwM7Ph5XbEbPC4XJoNqbKT1JgNtDkP319ZXMsvs2JlcZmZmZmZjQfuIJpZJU756q8ri2vXA7epLC4zMzMza9+4mbVK0jKSjpZ0l6THJP1d0rv7nS8zMzMzM7NhMZ6uIJ4JbADsD9xCembPmZK2johz+pkxs/Hg4jP+Xllcm26/YWVxmZmZmdngGBcdRElbAVsA20fEmTnsT6TZs74FuINoZmZmZmbWoXHRQQS2Ax4E6jc5RURIOhE4XtLaETGjb7kzM7MJ4483/aFrcW/+0rd3LW4zM7N2dLuDuAC4FXisw3jWBWZExFMN4f8pri8T4eQ9NuowS0+b+ZMrKotrEJw14xeVxbXt2jtUFpdNXP9v56Mqi+ug0/atLC7riVHbkW2/8/6uJX7Wp37atbjLeGx+p81oc0susWRX4rWhV9Xx3bjxi6tPqzzOHdbdufI4J7Lpp/+t8jinvO+1C4Udd+Cplafzsa/uslDYJzc6sPJ0jr7iq21tN+YOoqSlgJfkf2+NiEcbt4mI+4HVxppGwQrA9U3C5xTWN+ZvOWC5huCXAMyaNYsnH3q8gmwlM2fOrCyuQXDvHfdWFtfMpWYuFHbHfXdWFv/Sjz3zJ577yJwRtixv3tIPLxw2Z15l8S+7/LILhc2acUclcU9a+4ULhd11b3Xfe7N9/r4H7ula/A88XN3v2izvn9vyi5XF/43zv8KsWbNq/y5aWcRDqJ12BHgSeEvefnIOq9flAI/OXrisVqXZ/nL3rOr29YXSW3Th9ADmPz6/K+kt8ewlmobfeXc1dVEzK8xcpmtxt+Jy2Z6qyuVmX3pv5Xm78NBfVh5nu+69477K45y5zMyFwmY9UH3ZW+yh5uW8V+6p8Liy5oklFj6Ov7vC45yaZm3A7Ae7sC80SWfe4w92LZ1R68OIKLUAa5Pu+XuCdAZpQf77HGCdsvG1meb1wNlNwl8GBPDRJusOyeu8ePHipV/LG7tRJ473hRLtCK7LvVS/uFy6XHrx4iUtTetD5YLeFknrAX8GlgHOJw3rFKlS2Rx4BHhzRFzZdqTtpXspEBHx+obw1wGXATtGxOkN65pdQVycNLHNDaSKbzSTgIuBTYFZo2xbVjfjHu/xO+/DGf9EyvuiwCrAFRFR3XCFIVC2HamoLq/p9j44CGkOe3qdpOlyOYI+lste7T+93E+H7TM5ncFPayzptKwPyw4x/SbwFLBRRPyzuELSBsCFwDeALUvGO5prgPdIWiSeeR/iK/Pr1Y1viIi5wNwmcTUbqtqUpNqfsyJiZrvv63fc4z1+530445+Aeb+pyjwMkVLtSBV1eSH+2p9d2QcHIc1hT6+CNF0um+tLuezV/tPL/XTYPpPTGfy0OkhnxPpwkZJ52Bj4XmPlAZDDjgE2KRlnO84knanauiH8A8B14RlMzczGi361I2Y2MpdLM6srewVxPnB3i/V30p0Zrc4B/gT8SNIKwC3A7sAbgW26kJ6ZmXVHv9oRMxuZy6WZ1ZW9gngO8O4W698N/H7s2Wku0o2S2wI/Aw7PabwK2D4izq46PTMz65q+tCNm1pLLpZnVle0gfhpYQdIvJG0k6Tl5ea2kXwLLA/tVn02IiHkRsXdErBwRS0TEBhFxVjfSKpgLfJnm4+wHOe7xHr/zPpzxO+8GfWxH6M/v2Os0hz29fqU57PpVLnv1W/Zynxm2z+R0Bj+tytMpO4vpU6QpUZVfn7E6vzaGR0SM+XmLZmY2PNyOmA0el0szKypbsE9i4QrCzMysXW5HzAaPy6WZ1ZW6gmhmZmZmZmbDq+w9iKOSNO6HG0h6g6QLJT0iaZ6kcyS9cvR3LhTPJEnfkXSJpIclhaQpTbbbT9KvJd2et5nWYf6nSDpP0lxJj0qaIenDVedd0iqSDpN0maTZkh6UdIWk3SWV2rdynmOEZa0ycY3183QjLknvl/RvSfMlzZL0VUlLlEzv9ZLOlXRHjue+vH++Yyz5bxL/+pLOknRn3udnSDpQ0rMriHtai981JK3cYfyb5zSuy/v6LElnjKW8tpneITnfV3YjfkuqbEd6vY+MkIeu7zdV1nFtpNXVOmmENLvaRtjoKi6XPdtfG9LtSlnsZZnoZpvdkE4lx8KjpNHVY4RCOj1vB1TBsXgb8XetTix7ED9N0lIt1q8B/LXTTPWTpI1Jj9RYDNgFmAqsCFyUP18ZawA7Aw8Df2yx3UeAVUmziM0vmcYzSNoduID08MudSM+OPAZYvGRU7eT9NcBuOb1dgR2Ay4BpwLdLpldzAOlZS8Vl5hjjKmr3t6gsLkm7AqcCfwHeQZqB9xOk76eM5wHXAZ8B3g58GHgcOEfSTiXjaszjWqQyOxnYl7S/nAEcBpzQSdzZV1j493wTabr0yyOi1bTq7fgo8GLgSNJ3/On8/xW5LFdG0jqk/fOeKuOdaPrQjvRsH2mmh/tNlXXcaLpWJ7WhW23EhNaHctnL/RXoelnsSZnoQZtdS6fKY+FWun2MUNPTdqDCY/F2dKdOjIi2F2AB8F9gvSbrdgMeBOaWiXPQFuA80vN+liyELQfMAU4tGdcihb+3JY3vnzLKdnOBaWPM+4uAR4H9K/geRs07qUJ8VpP3/gR4EliuRHpTchrbdul3beu3qPC7WRS4C/h1Q/iH8vav6/DzLAbcDlzYYTyH5Py8tCH8ZOB/zX7fCn6L7XOaH6ogruc3CVsOeAD4VZX7D+nkx3eB6cCVVX8vE2XpdTvSq32k3/tNlXXcGNOvpE5qEX9X24iJvvShXPZ0f+1HHd6NMtGrNpsKj4XHkHZlxwiFOHvWDlDhsfgo6XS1Tiw7xHQr0lTHl0r6JICkpSWdRLoqci2wQck4B80mpMJcfyBsRMwFLga2lbRouxFFxFNVbteGvfLrdzuNqJ08RcQDEfG/JquuIHWQVuk0H1Wp8DtuN66NgZWBExvCTyVV4u/pMA9PkhrsZt9/GbX3P9gQXot7QYfxN7MnqfL8eacRRcS9TcLmAjcAkzqNv2C/HN8XKoxzouppO9LDfaSZnu03VdZxY0y/qjrJ+qPX5bLX+2vP6/AulYletdmVHQuPQWXHCDU9bgcqOxbvp1IdxIg4l/SA+kuAIyX9HriSdPn5W8AbIuLmynPZW4uThgU0ehxYCli9t9kp5U2kM4Db53HWC/T0fW/duKw9ks2ARxjbJe4fSHpS6X7G30p6TbVZ65l18+vVxcCIeJQ05GDdhd4xCkmLSFpM0qqSvgy8nDRcohMnk84IHidpNUnLStoG2B34VtWNuKRVSMNvfhkR86qMu5DGSqTv9+rRtm0zvtWBQ4G9u5XniWQQ2pGq95ER0hj6/aZLddJohqWNGCiDUC67pZdlsQdloldtdl+OhXtxjFBIq1vtQK+PxbtSJ5a+4Tgi7pH0VuAi4G2ky5ufjIhjqsjQAJgBbCxJka/hSnoW8Nq8fkXSGYdBtGpevgt8EbiG1Fn7P9Il7126nQFJ25Gujh1aPPPUhgeBo0hDP+YArwAOBP4i6c0RcXnVee2yFfLrnCbr5hTWl3E6T195nAe8LyL+MIZ46iLitjz+/iyg2PgfHhFf7CTuEexOurr8oy7EjSQBx5NOfn2zovhOAM6NiLM6jc+SfrYjVe8jLdKYCPtN5XVSC8PWRgycYTy+60NZ7GqZ6GGb3a9j4a4eI9R0uR3o1bF4d+vEMYx5XR74Neky9p9J43fnAbt1c6xtrxbSpe0g/bAvJP2YtXvqxnzvGG2OsaezexCvz2ns1BD+jRy+RpfzvjHphvPzgcUq+C1WBu4HLqj4N67sfoeR4gI+n8NXaPKevwCXjSGt1YGNSDc7nwY8AezcYf5fQho6ND1/linAwaTJkr5S5fee07sWuKHqeAvxfzN/71Mriu/DpEr4hYWw6fgexE6/1761I1XvI4O431RZx42STuV1Usn0u9JGTNSlX+Wym/trr8tit8tEr9psunQs3Ea6XT1GKKTTtXaALh2Lt5l2ZXVi2YTfBNxGusT8uRy2GunG3wWkB60u3e0ftgc7zgHAQ/mHDNKMUV/Nf79ojHH2ooN4aU7jeQ3hm+Xw93Ur77lCrI1PX6rC3+KnwMMV/7696CB+JIe/vMl7/gucU0HaZ5POGi3SQRynAXdQuBE9hx+cy/TkCr/3N+bv5PNV/p6F+A/j6TPeVcS3Yt6nDyTdzF5bLgGuyn8v0Y3PMsxLP9uRqveRQd1vqqzjSqbbcZ00hjQrbyMm4tLnctmV/XVAymKlZaLHbXblx8KjpNfVY4RCOl1tB+jSsXiJ9CupE8tOUnMh6SbYTSPiGwARcQvwBlLPeBfgnyXjHDgR8TVSxfJKUmF7PenM2q0RcXtfM9faVSOEK7925abwPN75PFLHZ6tI99lVZRFSgRpvrsmvz7jXME8j/lKqGfP+N9JMsit1EMf6wIxYeDjw30nffZXPF9uT1IA1TtzTMUmHkq7a7h8RR1cU7STgucARpDPpteUNpN/1AdKMclZOX9qRLu0jzUzk/aaKOqms8dpGDJphPL4bhLJYdZnoWZvdh2Phrh0j1PSoHejLsXhBJXVi2XsQfwl8OBpuHI2IBcCBki4gnWUa9yLicfJBvKTJwI6k57UMsjNIj1HYijRbZs1WpJ3liqoTlLQ+aUjpTcDbI+KhCuNeGdiSdAZzvLkMuJs0PfgZhfCdgWc1hJWWx89PIZ0dnd1BVHcC60paqqFjv0l+vaODuOskLU16Tua5EVFJnIW4DyaN8/9i7cCmIjcCb2kSfhSwDPBB0hl3K6fn7UgX95FmJuR+U2GdVCbN8dxGDJphPL7ra1nsUpnoSZtd06tj4W4eIxTS6FU70PNj8Zoq68RSHcSIaPmwz4i4QNKrO8tSf+X8b0s6G/M4sB7pxtK/kSqVsvG9N/+5UX59s6QVgUci4vd5mw1JDz2F1Hl4SeF9f46I+9pJKyL+kGceOyanUbsx9lPA9yPi1irzLmlNUufwKeBLwCtSfVg3o7GxaZHWqaQbrv9JOqu3Fml4w5Kk779j7fwWVcUVEU9KOhCYJul7pMb3FcDXSLNztV1483dzK/AP0tjyVUg3cm8G7BNpKu2xOho4EzhX0lGkezWmAPuTxrCPdCasrB1JDfKPK4oPAEmfIZ0B/i1wgZ75wNvHI+JfY407Ih4m3efRmObcvH6hdTa6Xrcj3dxHmunnflNlHTdKOt2sk1ql2dU2YiLrx/Fdt/fXXpbFHpaJnrTZVR8Lt6Erxwg1vWwHqj4WH0nX68QOxrg+m3Tj6uLdHEvb6yV/wReRxow/Tho2+X/As8cYX4ywzCxsM63FdlNKprc06ebbO0g3R99IGn9fevz7aHkHprbYplTecx6vJJ1p+x/p6tvPgHUr/G1H/S2qjgvYlTTc4PH8m3ydhnsH2khrb9KY9tmkG8RnA+cCW1f0vWwBXADcQ3o8yTWks2yV3W9Cujf1Pip6iG8h3ulV/q4l0vQkNdV8l11vR/qxj7TIR1f3m159zm7XSSOk2fU2wkv9u+7J8V2/ymU3ymIvy0SP2uxKj4XbSK8rxwgNv3nP9jcqPBZvkUZX60TlRNomaYP8od9Imop2y4i4UNLzSTfPHhERF5SK1MzMJgy3I2aDx+XSzGpKTVIjaT1SL/+lNIxFj4h7SZc1d68sd2ZmNlTcjpgNHpdLMysqO4vpoaQbZNchXdpUw/o/8vRDNM3MzBq5HTEbPC6XZlZXtoO4KXBCpBt/m41NvQ1YteNcmZnZsHI7YjZ4XC7NrK5sB3EJ0oxJI1m2g7yYmdnwcztiNnhcLs2srmwH8SbgNS3WbwbMGHt2zMxsyLkdMRs8LpdmVle2g/hTYDdJWxTCAurPGHk7cHJFeTMzs+HjdsRs8Lhcmlld2Q7iN4HLSM92uYhUeRwpqfZ8t/OBYyvNoU14kqZKCklT+p2XXpE0XdLMNredkr+fqd3NlVklhr4dcZ016rauswbP0JfL8cr1yajbuj7pglIdxIh4AtgS+CzwGDAfeDlwP7A/8K6IeKrqTJr1gqRtJR3S73yYDTO3I9VxnWVVcbk01ydWtFjZN0TEk8CReTEbJtuSnvN0SJ/zAfBWFp5m3GwouB2pjOssq4zL5YTn+sTqSncQzaw8Sc8CFo2I+e1sn8/mmpn1hessM6uK65Pxp+w9iGaVkrS4pP0lXSnpUUkPSvq7pL1Hed8hecz55CbrZkqa3hD2Tkl/lnS/pMck3SbpDEkvz+unk86ckeOtLVMLcawi6bj83ick3SnpeEnPHyFv60j6tqRZpOE6G5f4XpqOv5e0jaR/SZov6XZJhwLPajdeM+uM66wRP5/rLLOSXJ+M+Plcn/SZryBa30hanHRD/BTgPOAUUiXySmB74HsVpfNm4DfAVcARwFzSA3+3ANYArgcOI50w2RTYrfD2v+Y4XgxcCiwO/Ig0JfgawMeAt0jaMCIanyF1Kulejm+Rbvi/q8PPsR3wK2AmcCjwJLAH8K5O4jWz9rjOKv05XGeZjcD1SenP4fqkh9xBtH7al1QxHhERny+ukFTl1e1tSBXfWyPi3kL4V2p/RMT5knYBNo2IU5rE8V3SWar1I2JWIZ+/IM38th8Lj9ufC2yR7+voiKRFge8Ac4DXRsT9OfwHwH86jd/M2uI6q02us8xG5fqkTa5Pes9DTK2fdgEeIJ0JeoaKZ0urndV6j6TSJ0UkPZd0huo3wHxJK9YW0pmsG0k3VDc6qoqKMXsN8CLgJ7WKESCfsft+RWmYWWuus9rnOsusNdcn7XN90mPuIFo/vQy4tt2bljvwPeBfpGc4zZF0jqRPSlqpzfevSSorewH3NVnWBF7Q5H3Xd5rxgtXz67VN1s2oMB0zG5nrrPa5zjJrzfVJ+1yf9JiHmFq/RRfe94z9OiJmS9qINLZ+S+BNpGm8vyxpq4i4dJS0alMtnwKcOMI2jzUJe3SUeMuo5aHZ5/ZU0Ga94zqrPa6zzEbn+qQ9rk96zB1E66frgVdIenZEPF7yvXPy6/KkIQ4ASFoCWIU05KEuIhYA0/OCpFcB/wAOAt5Z22yEtG7M6xaPiAtK5rMqN+XXVzRZ1yzMzKrnOqt9rrPMWnN90j7XJz3mIabWT6cCzyNVUM8gabQzQrWhC1s0hO9Hw36dx8k3upZ0xmv5QtjDeftiGBExGzgH2F7SQtM0K2l3qMZY/QOYBexR/DySlgU+2uW0zSxxndU+11lmrbk+aZ/rkx7zFUTrp+8AWwMH5eEP55GmeF6HNKa9seIruoBUwR0qaQXgFuCNpOfs3N+w7QmSJuX4bwWWBHYEngOcVNjuMmBv4FhJvwP+B1weEbeQpnK+BLhI0kmk8fyLkMbFb5PjOaT8V9CeiFggaT/gdOBvkk4gTfG8JzAbeHG30jazOtdZbXKdZTYq1ydtcn3Se+4gWt9ExBOS3gp8Bng/cDipcrwB+Mko710gaRvgaGAf4AlS5fdm4C8Nm58MTCU9BHYlYB7ppub3RsSvCtudBqwP7ATsQKr89gBuiYjbJb0GOIBUGe6a83o7cDap0uqqiPilpPcCXyJVxPcC04CLSJ/dzLrIdVY5rrPMRub6pBzXJ72liLHeH2tmZmZmZmbDxPcgmpmZmZmZGeAhpmY9k2/8XnyUzR7LD341M+sr11lmVhXXJ+OLh5ia9Yik6aT7A1o5MSKmdj83Zmatuc4ys6q4Phlf3EE065F8g/fzRtnszoiY0Yv8mJm14jrLzKri+mR8cQfRzMzMzMzMAE9SY2ZmZmZmZpk7iGZmZmZmZga4g2hmZmZmZmaZO4hmZmZmZmYGuINoZmZmZmZm2f8H7USu0uf7t+EAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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6DOnqe8U5pJMyY0lnwWeTrkLuEBG/q1rvfNKBzy6kA6IFSEP1B0On8QVS+T+ONIuqgD8B34yIJ1rYfrds2yNJQ+YeBi6tWvZP0nd4bJbWNcD3qzrmefyadPC8OPlHspj1ql2zVz3rkOqXucBna2752YfU/p8n6b0R8VzWidoI+B7puYrbkh7HNYV0Ur+hiPibpANJxy6nkfoMPyTdN/iNLJ6dSPXno6STOLeSOpHV8TwiaW/S/Y6nkJ6xeBbpRNosSR/K4v0MqZ58ivRc1kNj/mc0tmICqdN4P6l+sYKo4AmVzAohaSrpGWJjupyVYUfS5aRn162YTThhZtZzsnvcnwBujYhPdDs/ZtZ92f2MNwPfi4ijup2focT3NJpZH0mrkoYTn+MOo5n1uN1IU/uf2u2MmFnP2I90S4BHHxTMw1PNDEkfIM1q+DXSMOCfdTdHZmb1SdoKWIl0j+UU0szPZjZMZZPwbEWaTX53YEKD581aG9xpNDOAfUn3XT4I7BYRU7ubHTOzhk4kPZfuH8Dncj7KycyGnuVJ93rOIU3S853uZmdo8j2NZmZmZmZm1tCwv9KY3Ui/Aelmep+tNLOyLAisQJq04+VuZ2Yocn1uA+ByWSKXSbNBpWl9OOw7jaTK7LpuZ8LMho1NSM/KsuK5PreBcrksh8uk2eBTtz50pzGd/eK6665j1KhR3c6LmQ1R06ZNY5NNNoGszrFSuD63XFwuS+cyaTZI9FcfutOYDZcYNWoUo0eP7nJWzGwY8BCt8rg+t4FyuSyHy6TZ4FO3PvRzGs3MzMzMzKwhdxrNzMzMzMysIXcazczMzMzMrCF3Gs3MzMzMzKwhT4RjZmY2CM19aW5pcY9YZERpcZuZ2eDjK41mZmZmZmbWkDuNZmZmZmZm1pA7jWZmZmZmZtaQO41mZmZmZmbWkDuNZmZmZmZm1pA7jWZmZmZmZtaQO41mZmZmZmbWkDuNZmZmZmZm1pA7jWZmZmZmZtaQO41mZmZmZmbWUO5Oo6QlJP1A0vWS7pO0URa+XBa+evHZNDOzocxti1nvcbk0s4qF8qwsaXngemBl4P7sfQRARDwraSwwEvhGwfk0M7Mhym2LWe9xuTSzark6jcCPgLcBHwAeAZ6uWX4J8NEC8mVmZsOH2xaz3uNyaWZ98g5P/TRwckT8E4g6yx8E3t52rszMbDhx22LWe1wuzaxP3k7jcqQhCo28Diwy8OyYmdkw5LbFrPe4XJpZn7ydxieBVZosX5c0hMHMzKxVblvMeo/LpZn1ydtpvBzYR9IKtQskfQDYkzTG3czMrFVuW8x6j8ulmfXJ22n8IfAqcBtwFGmM+1hJ5wPXAo8DxxSaQzMzG+rctpj1HpdLM+uTq9MYEU8CGwI3A3sDAvYAdgKuBDaJiBlFZ9LMzIYuty1mvcfl0syq5X3kBhHxKLC1pCWB1UiVyP2uOMzMbKDctpj1HpdLM6to+UqjpMUlnSFpR4CImB0Rt0bELa48zMxsINy2mPUel0szq9VypzEi5gC7AEuWlx0zMxtO3LaY9R6XSzOrlXcinCnA6BLyYWZmw5fbFrPe43JpZn3ydhp/DOwr6d1FZSAbAnGCpCckzZX0d0mfyRmHJP1VUkg6vqi8mZlZRxTetphZ21wuzaxP3olwVgceBf4t6TLgPuDFmnUiIg7PEeckYD3gO8BDwDhgkqStIuLyFuP4fJY3MzMbfMpoW8ysPS6XZtYnb6dxfNXf2zZYJ4CWKhBJWwCbA9tFxKQs7GpgZeBY0oNl+4vjf0hnw/YBLmwlXTMz6ynjq/5uu20xs0KMr/rb5dJsmMvbaXxnwelvC8wCLqkERERIOguYIGnNiJjSTxynANdGxO8kFZw9MzPrgKLbFjNrn8ulmfXJ1WmMiIcLTn9tYEpEvF4Tfkf18kYbS9oV2AxYs+B8mZlZh5TQtphZm1wuzaxark6jpGWAURFxR4Pl6wCPRsRzLUa5LHBvnfAZVcsb5WU54OfAwdnDZ/slaSQwsiZ4VCvbmplZOQbStrg+NytX3nLpMmk2tOUdnvpj0qQ16zVYfiZwK/ClHHHGAJedQJo45xc50tofODTH+mZmVr6BtC2uz83KlbdcukyaDWF5H7mxGXBpk+W/J01s06rp1L+auEz2PqPOMiR9DNiZNOPqkpJGZme4AN6c/V+vQ3w8aYx+9WuTHPk1M7PiDaRtcX1uVq685dJl0mwIy3ulcUXgkSbLp2XrtOouYHtJC9Tc1/ie7P3OBtutRerwTq6z7EvZ61PAn6oXRMRMYGZ1mCfPMTPrutxti+tzs9LlKpcuk2ZDW95O4wvASk2WrwS8nCO+SaRHZWxF1QyqwJ7APU1mTr0QuL1O+NXA70hDVuuOwTczs55TdNtiZu1zuTSzPnk7jTcDYyX9JCKer14gaQlSZ++WHPFdTuronS5pWdI9imOBjYGtq+KeDGwaEQKIiGmkM1zzyM5oTYuIyTnyYGZm3VV022Jm7XO5NLM+ee9p/ClpJqwbJO0gaVVJq0jaAbghW/aTViOLiAC2AX4NHAn8EVgH2C4imo2jNzOzoaPQtsXMCuFyaWZ98j6n8WpJXyY96uI3NYv/C+wXEVfljHM2sF/2arTOmBbj8uB5M7NBpoy2xcza43JpZtXyDk8lIk6VdBmwE7AqIOAe4MKIeKzg/JmZ2TDgtsWs97hcmllF7k4jQFZRHNffepIWA74JnB0RUweSlpmZDQ9uW8x6j8ulmUH+exrzWpz0oNeVS07HzMyGD7ctZr3H5dJsCCu70whpKIOZmVmR3LaY9R6XS7MhqhOdRjMzMzMzMxuk3Gk0MzMzMzOzhtxpNDMzMzMzs4bcaTQzMzMzM7OG3Gk0MzMzMzOzhtxpNDMzMzMzs4bK7jS+BjwMzC05HTMzGz7ctpj1HpdLsyFsoTIjj4hngXeWmYaZmQ0vblvMeo/LpdnQlrvTKOkdwBeBdwHLMv+DXCMiPlpA3szMbJhw22LWe1wuzawiV6dR0qeAScDCwPPAjDIyZWZmw4fbFrPe43JpZtXyXmk8CngW2CYi/l5CfszMbPhx22LWe1wuzaxP3olwVgeOd+VhZmYFctti1ntcLs2sT95O4zPAK2VkxMzMhi23LWa9x+XSzPrk7TSeA2xfRkbMzGzYctti1ntcLs2sT957GicCm0m6BPg58BDpuTzziIhH2s+amZkNExNx22LWaybicmlmmbydxruBIE25/Okm6y044ByZmdlw47bFrPe4XJpZn7ydxsNIFYiZmVlR3LaY9R6XSzPrk6vTGBHjS8qHmZkNU25bzHqPy6WZVcs7EY6ZmZmZmZkNI3mHpyJpAWAssC2wchb8IHARcHZEvF5c9szMbDhw22LWe1wuzawiV6dR0gjgcuDDpHHuT2SLtgC2BPaUtEVEvFRoLs3MbMhy22LWe1wuzaxa3uGphwCbAscCy0fE2yPi7cBywE+BMcDBhebQzMyGOrctZr3H5dLM+uTtNO4MXBAR34mI5yqBETEzIg4ELgB2LTKDZmY25LltMes9Lpdm1idvp3EUMLnJ8muydczMzFrltsWs97hcmlmfvJ3GmcC7mixfNVvHzMysVW5bzHqPy6WZ9cnbafwz8GVJn6hdIOnjwL7AFUVkzMzMhg23LWa9x+XSzPrkfeTGIcAngMsl3QbclYWvBawLPAv8oLjsmZnZMOC2xaz3uFyaWZ9cncaIeFjS+sBRwFbAetmi54Hzge9FxCPFZtHMzIYyty1mvaeMcrnafhsXm0ngnl9cX3icZja/vFcaySqI3SQJWB4Q8HRERNGZMzOz4cFti1nvcbk0s4rcncaKrMJ4usC8mJnZMOe2xaz3uFyaWdNOo6R3QN+Zpr7/++NhRGZm1ojbFrPe43JpZs30d6VxKvC6pEUj4pXs/1aGJCzYZr7MzGzomorbFrNeMxWXSzNroL9O42GkCuPVmv/NzMwGym2LWe9xuTSzhpp2GiNifLP/iyBpceBIYEdgJGlK58Mi4vf9bPc54DPA/wJvAaYBfwQOj4hnis6nmZkVoxNti5nl43JpZs0skGdlSXtKGt1k+WhJe+bMwyRgN9LzgLYEpgCTJG3Rz3Y/BGYD3wU+CfwM2Am4VdLInHkwM7MuKaltMbM2uFyaWbVcnUbgTOCDTZZ/IFunJVnHcHPgcxFxekT8FRgL3Agc28/m60bE7hHxfxFxTUScAuwMrATs0WoezMys6wptW8ysEC6XZtYnb6dR/Sx/E/B6jvi2BWYBl1QCsmmdzwJWl7Rmow0jot7Uz7dm76Ny5MHMzLqr6LbFzNrncmlmffJ2GqHBTdHZkNAtgSdyxLU2MCUiaiudO6qW5/GR7P3OnNuZmVl3Fdm2mFkxXC7NDOh/9lQkHQr8IPs3gHMlndtkk/6GlVZbFri3TviMquUtkbQMcAJwH3BBg3VGkibbqearkmZmHdZu2+L63Kx47ZRLl0mzoa3fTiNwO3A2aZjCnsB1wIM16wQwB7gJOD9nHppN59zSVM+SFgUuBpYBPhwRLzdYdX/g0HzZMzOzErTbtrg+NyteO+XSZdJsCOu30xgRl5DdcyhpJeBHEfGXgtKfTv2rictk7zPqLJuHpBHA74F1gU9ExB1NVj8emFgTNopUKZqZWYcU0La4PjcrWJvl0mXSbAhr5Upjn4jYrOD07wK2l7RAzX2N78nem96bKGkRUuW2EbBFRNzQbP2ImAnMrIkjd6bNzKw4A2lbXJ+blStvuXSZNBva8j6ncSdJZzdZfpakHXJEOYk0/n2rmvA9gXsiYkqTtN5MGpK6CbB1RFyTI10zM+sRJbQtZtYml0szq5Z39tSv0nx65deydVp1OXA1cLqkvSVtJmkisDHw7cpKkiZLqr2/8ULgE8CPgTmSNqx6rZIjD2Zm1l1Fty1m1j6XSzPrk2t4KrAGqbPWyG3Mf9WwoYgISdsAR2avkcAUYLuIuLSfzT+dvf+AN2b6qjgLGNdqPszMrKsKbVvMrBAulzboTb7glsLjHLPT+wuPczDI22lcjHRmqZEAlsgTYUTMBvbLXo3WGVMnzAPlzcyGhsLbFjNrm8ulmfXJ22l8iDR09BcNlm8MPNJWjsxKMGPOs4XEs8ziyxUSj5nNw22LWe9xuTSzPnk7jZOAgyT9OSJOr14gaW9gR+AnRWXOzMyGhcLblm1+/tkCszevi7/+f6XFbdZDfMxnZn3ydhqPBrYGJkg6gPQQ2ADeC6wJ3EO6N9HMzKxVblvMeo/LpZn1yTV7akQ8D3wIOBVYAfgssBuwInAK8MHsHkUzM7OWuG0x6z0ul2ZWLe+VRiJiFvBlSV8BlgMEPBMRtY/EMDMza4nbFrPe43LZ3G/vPL/wOHdce9fC4zQrQu5OY0VWYTxTYF7MzGyYc9ti1ntcLs1sQJ1GSQsCqwNLU2eIa0Rc22a+zMxsmHHbYtZ7XC7NDAbQaZR0IHAQsGST1RYccI7MzGzYcdti1ntcLs2sItdEOJI+BxxFmkHrENLY9uNJUy7PAP4O7F1wHs3MbAhz22LWe1wuzaxark4j8CXgpojYDJiQhf0hIg4C1gFG4zNOZmaWj9sWs97jcmlmffIOT12DdLYJ0rN6+uKIiCckTQC+DpxRTPbMzGwYcNsyCPzjyjtLi/t9H1+7tLhtwFwuzaxP3iuNrwEvZH9X3pepWj4VeFebeTIzs+HFbYtZ73G5NLM+eTuNjwDvBIiIl4FHgU2qlm9AGuduZmbWKrctZr3H5dLM+uQdnnotsCXw3ez/3wL7SxpB6oDujocpmFmH/GjX4wuJ55Dz9y8kHhswty1mvcfl0sz65O00/hz4l6QRETEXOBR4NzA2W34laWpmMzOzVrltMes9Lpdm1idXpzEi7gHuqfr/BeAzkpYCXouIOQXnz8zMhrih0rb85YE/lRLvR1f5ZCnxmjUzmMvlF877SuFxTtjtpMLjNBtMWr6nUdLiks6QtGPtsoiY1cuVh5mZ9Sa3LWa9x+XSzGq13GnMKohdgCXLy46ZmQ0nblvMeo/LpZnVyntP4xTSw1zNCnXXU7cXFtdab31vYXH1gqn/eqSwuEb/7zsKi2uo23ut4oY3nXGXhzX1w22LWe9xuTSzPnk7jT8GTpZ0TkTcW9WoeO8AABYSSURBVEaGbOAOuewHhcX1o08fVlhcZmb9cNti1ntcLs2sT95O4+qk5/T8W9JlwH3AizXrREQcXkTmzMxsWHDbYtZ7XC7NrE/eTuP4qr+3bbBOAK5AzIxzj76ksLh2P2jrwuKynjO+6m+3LWa9YXzV3y6XZsNc006jpDOAUyPi5ixoL+A/wFNlZ8zMzIYmty1mvcfl0sya6e9K4zjgKqBSgZwB7BERt5SZKTMzG9LG4bbFrNeMw+XSzBro75EbzwJvrfpfJebFzMyGB7ctZr3H5dLMGurvSuMNwCGS3gE8l4VtJ2nVJtv4pmgzM2vGbYu15Ji9ynlczYFnFvdInSHE5dI65vG7nyg8zhVXX6HwOFt1ykHnFR7nvkfvVjf8axscVHhaJ9x6dL/r9Ndp3B84C/ga6YxTANtlr0Z8U7SZmTXjtsWs97hcmllDTTuNETEV2FTSwsDbgKmkSqW4KRHNzGxYcdti1ntcLnvb/dPvLjS+VZddvdD4bOhr6ZEbEfEK8Iiks4CbI+LhcrNlZp1w3UV/LyyuTbZbv7C4bHhw22LWe1wuzayeXM9pjIi9yspIrxi91waFxDP1zFsLicfMbKgbDm2L2WDjcmlm1XJ1Gs1sfrOenVVYXEstt1RhcZmZmZmZFcGdxg765E92LCyuP337t4XFZWZmZmY296W5hcc5YpERhcdpnedOo7Xk4inFdVK3WbO4zrOZmZmZmZVrgW5nwMzMzMzMzHqXO41mZmZmZmbWkDuNZmZmZmZm1lDXO42SFpd0gqQnJM2V9HdJn2lx21UkXSxplqTnJV0uac2y82xmZmZmZjZcdL3TCEwCdgMOAbYEpgCTJG3RbCNJbwGuA0YDY4FdgWWAaySNKjPDZmZmZmZmw0VXZ0/NOoabA9tFxKQs7GpgZeBY4PImm38LWBpYPyIez7a9EXgIOBjYt8Ssm5mZmZmZDQvdvtK4LTALuKQSEBEBnAWs3s9Q022BP1c6jNm204FLge3Kya6ZmZmZmdnw0u1O49rAlIh4vSb8jqrl85E0AlgFuLPO4juAt2TDV83MzMzMzKwNXR2eCiwL3FsnfEbV8nqWBlS1XqNtn65eIGkkMLJm/ZUApk2bBsCrz7/cX55bMnXq1PnC5s54oZC4G8U/86mZpcX/9GNP119xIHEvOnW+sMeeeXz+FQdosbm1PzHMfKHerpLf7MXmzB82Y3YhcQMsOWfJ+cKmPfZYYfGz1LznZ554urjvvd4++cxzT5Ua/3Nzivld68X9/CvF/a5Tp07tq2OABQuLeBjrrz5/cfr8ZbUo9fYXgCenFbe/z5PegvXTe+nll0pJD2CRNy8yX9jjTxZYF9VYduridcNnPD+9lPQqv6HLZXFaOcb67+zi99m69fczxdXfzdJ5+rFnik9n8fnTAZj2XLHlb6Hn5y/jUE69Uq8+earA48qKVxaZ/xj+yQKPcyrq7QvTZ5WwLzRoa2a/PKuUtPqrD5VGg3aHpHuBeyJiq5rwd5E6k/tGxC/rbLci8BjwrYg4tmbZ54EJwBoRcXfNsvHAoYV+CDOzfDaJiOu7nYnBzvW5Fczlsk0uk2ZDRt36sNtXGqdT/2riMtl7o8sIzwExgG2PBybWhC1MmnjnPuC1JnmtGEWatXUTYFo/6w5EmfE770Mzfud9cMS/ILACcGsJ+RiOiqjPK8reT4Zbet1Ic6DpuVwWp6gy2cl9p1NpOZ3eTqeTafVyOk3rw253Gu8Ctpe0QM19je/J3uvds0hEzJX0IPXveXwP8ExEzHfdOyJmAvXGcNYbIluXpMqf0yJiaqvb9UL8zvvQjN95H1TxP1B0HoarIurzirL3k+GWXjfSbDM9l8sCFFUmO7nvdCotp9Pb6XQyrUGQTsP6sNsT4UwijX/fqiZ8T9Kw1Sn9bPsxSW+rBEhaJovroqIzamZmZmZmNhx1u9N4OXA1cLqkvSVtJmkisDHw7cpKkiZLqr358qekx3VcLmlrSVsCfwBeBY7sSO7NzMzMzMyGuK52GrNnMm4D/JrU0fsjsA6wXURc2s+2T5HG6T4KnAP8hjQs4sMR8UiZ+TYzMzMzMxsuun1PIxExG9gvezVaZ0yD8PuArcvJWUMzgR9Sf9x+r8fvvA/N+J33oRu/dUanf8ehnl430nRZHDo6+Vt2Ki2n09vpdDKtQZtOVx+5YWZmZmZmZr2t2/c0mpmZmZmZWQ9zp9HMzMzMzMwacqexRZI+JOmvkl6QNFvS5ZLe0/+W88UzStLPJV0vaY6kkDSmznoHSLpE0qPZOhPbzP8YSVdKminpRUlTJH2h6LxLWkHSEZJukjRd0ixJt0oaKynX/pblORq8Vs8TVzufqeh4JH1W0r8kvSRpmqSjJS2SM70PSrpC0mNZPM9k++en8ua9SRrrSrpY0uPZfj9F0kGS3lxA3BOb/LZR/SidAcT90Sz+e7J9fZqkiwZSXltMb3yW59vLiN/K0en9pEEeSt13iqrfcqRXer1Uk17pbYR1Tqf316p0SymHnSwPZbbXNekUcizcQjqlHSPUpNPp44W2j8VbiL+0OtGdxhZI2pD0aJCFgN2AccBywLWSVs0Z3arArsAc4C9N1vsisCLpsSQv5UxjHpLGAleRHti5C+lZlicBC+eMqpW8vw/YI0tvd2BH4CZgIvCznOlVHAhsVPOaOsC4arX6exQSj6TdgfOAvwGfIs0a/BXS95PH0sA9wDeBTwJfAF4mPYJml5xx1cvn6sANwGhgf954/ukRwGntxg8czvy/6YeBucDNEfFkG3F/CXgHcBzpO/5G9v+tWVkujKS1SPvnU0XGax3Rsf2kng7tO0XVb60qtV5qosw2wjqn0/tr2eWwI+WhA+11JZ0ij4X7U+YxQrVOHi8UdSzeinLqxIjwq58XcCXwODCiKmwkMAM4L2dcC1T9vQ0QwJh+1psJTBxg3t8OvAh8p4Dvod+8kyrJN9XZ9kzSMzRH5khvTJbGNiX+ti39HgV9NwsCTwCX1IR/Plv/A21+loVIj6D5awHfy/gsT6vUhJ8D/Lfeb1xAmttlaX6+zXjeUidsJPAc8Lsi9x3SCZETgcnA7UV/J36V9+rUftIg7Y7sO0XVb23mobB6qU7cpbcRfnXu1en9tRt1eBnloVPtNQUeCw8w/UKOEWri7NTxQmHH4v2kU2qd6CuNrdmIVMDnVgIiYiZwHbCNpAVbjSgiXi9yvRbsk72f2G5EreQpIp6LiP/WWXQrqdO0Qrv5KFJR33OL8WwIvA04qyb8PFLFvn2beXgVmJXF1a5KHLNqwivxv1ZAGrX2JlWqv2knkoh4uk7YTOA+YFQ7cdc4IIvv4ALjtA7p4H5ST0f2nQLbkXbyUGS9ZENYF/bXjtfhJZWHTrXXhR0LD1AhxwjVOtgOFHYs3k3uNLZmYdKQglovA4sCK3c2O7l8GPgPsF02Zvs1vXEfXRmXxBv5CPACA7s8fqqkV5Xuj7xM0vuKzVrHrJ2931kdGBEvkoYrrD3fFv2QtICkhSStKOmHwLtJwyzadQ7p7OEpkt4paUlJWwNjgWOLbtwlrUAavnNhpGe3FkrS8qTv987+1m0xvpWBw4D9ysivdUfR+0mDNIb8vlNivdTIUGkjrEM6WQ47UB461V537Vi47GOEmrTKaAc6fSxeSp24UBGRDANTgA0lKbLrv5LeBLw/W74c6axEL1oxe50IfB+4i9SB+y7pcvluZWdA0rakq2iHVZ+hasEs4HjSsJEZwBrAQcDfJG0aETcXndeSLZu9z6izbEbV8jwu4I0rlLOBnSLiTwOIZx4R8Ug2nv9i4MGqRUdGxPfbjb+OsaQr0acXHbEkARNIJ8l+WlB8pwFXRMTF7cZnvaHo/aRJGsNh3ymlXqpjqLUR1gFdKIellocOttfdPBYu7RihWontQKeOxUutE91pbM2JpB31BElHk3amw3jj0nXXhwA1sQCwBLBrRPw6C5ssaQTwLUmHRsT9ZSWeVWTnkG7+PTzPthFxG3BbVdB1kn5POvtzBLB5UfnssMgZ3sx3gGNIw14/C1wgaWxEnD/QzAFIWgm4FHgS2JZ0X+2mwHclvV5Cx3EccH9EXFtwvAA/Id0fs1dE/KeA+D4PrA+sWUBc1juK3k/qGS77Tin1Uq0h3EZYuTpdDkstDx1sr7t5LDyO8o4RqpXVDnTkWLzsOtHDU1sQEWeQeurjgGnAI8BqvHEW4vHu5Kwl07P3K2rC/5i9r1dWwpI2AP5E2oG3zsbytyXSjFlXku4PHGwqv0W9K4rLUP8KZFMR8WBE3BoRl0bErqTf+STlfLxJHUeTKrhPRcTFETE5In4IHAV8T9LoNuPvI2ljUnk6s6g4q+I+gjRz3dcjYmIB8S0H/Jj0PbwgaaSkkaQTcAtm/+d6fIp1X9H7SYM0hs2+U2K91Erag7mNsJJ1oxx2oDx0pL3u1rFwmccINemU2Q507Vi8yDrRncYWRcQxpEvv7wFGR8QHSQf6D0fEo13NXHP/bhCu7L2UM0PZ+OkrSWO4t8ju2yvKAgzsqly33ZW9z3PvoqRFgVUoZvz8LaQZbJdvM551gSl1hhP/nfT9F/kMtL1JN+rXThDUFkmHAd8jzVZ2QkHRjgKWIjXGz1W9PkT6XZ8jzWRng0RJ+0k9w3nfKapeatVgbSOsfL1QDosuDx1rr7t0LFzKMUK1DrQDXTkWr1JInejhqTlExMtkB/bZmZudyTnksgsuIg3F2II0S2fFFqQd6NaiE5S0LvBn0uQun4yI5wuM+23Ax0jTZA82N5GGj+xB+l0qdgXeVBOWWzYWfwxpaMr05mv363FgbUmL1nT4N8reH2szfgAkLUZ6lucVEVFInFm8h5LuG/h+RPykqHiB+4HN6oQfDywOfI509tUGgRL3k3qG5b5TcL3USnqDuY2w8nW1HJZUHjrSXld08li4rGOEmjQ60Q50/Fi8osg60Z3GFkj6X9IY57+TZol6L+nm1VtIFU3e+HbI/twge980GzLxQkT8MVtnfdKDWiF1KFaq2u6aiHimlbQi4k+S/kgaCrEcb9x8+3XglxHxcJF5l7QaqcP4OvADYI1UR/aZ0urMV5LOI93U/U/S2b/VSQ8sHUH6/gvRyu9RRDwR8aqkg4CJkn4BXEi6SfkY0oxgLRfo7Lt5GPgH8CzpUSZjSb/tVwsYCnwCMAm4QtLxpJurx5DuzbgqIhqdNctrZ1JDfUZB8SHpm6QzxZcBV2neB/S+nI35H5CImEO6wbw2zZnZ8vmWWW8qcz+pp1v7TlH1W4tplV0v1Uuv9DbCOqfs/bWT5bCD5aEj7XXRx8ItKvwYoVqn2oGij8UbKb1OjJIfxjkUXtmXfi3pnrOXSUMuvwu8eYDxRYPX1Kp1JjZZb0zO9BYjjTl/DHiFdKbtIKoepFtU3klj3RutkyvvWR5vJ52R+y/pKt2vgbUL/n37/T2KjAfYnTRU4eXsN/kxVQ/LbTGt/YAbSWcqX83erwC2KvB72Zw0gdFTpMel3EU6G7dYgWlcBzxDQQ8fzuKcXNRvmjPN0h8M7Vfhv1lH95Mm+Sht3+nkZ+xEvVSTXkfaCL869+pWmSyjHHayPHSovS70WLjFNAs/Rqjzu3dkn6PAY/EmaZRaJypLxMzMzMzMzGw+ngjHzMzMzMzMGnKn0czMzMzMzBpyp9HMzMzMzMwacqfRzMzMzMzMGnKn0czMzMzMzBpyp9HMzMzMzMwacqfRBiVJ4ySFpDHdzkunSJosaWqL647Jvp9x5ebKzFrhOqvfdV1nmeXgOqXfdV2nFMydRrMmJG0jaXy382Fm1grXWWZWJNcpVuFOo1lz2wCHdjsTmY8Dq3U7E2bW01xnmVmRXKcYAAt1OwNmw5WkNwELRsRLrawfEa+UnCUzs4ZcZ5lZkVynDC6+0mg9R9LCkr4j6XZJL0qaJenvkvbrZ7vx2fj10XWWTZU0uSZsS0nXSHpW0lxJj0i6SNK7s+WTgbHZ31H1GlcVxwqSTsm2fUXS45ImSHpLg7ytJelnkqYBLwEb5vhe6o7ll7S1pNskvSTpUUmHAW9qNV4za4/rrIafz3WW2QC4Tmn4+VyndJGvNFpPkbQwcAUwBrgSOJdUqbwH2A74RUHpbAr8Hvg3cBQwE1gR2BxYFbgXOIJ0YmUTYI+qzW/I4ngHcCOwMHA68EC27b7AZpLWj4hZNUmfB8wFjgUCeKLNz7Et8DtgKnAY8CqwF/DpduI1s9a4zsr9OVxnmTXhOiX353Cd0iHuNFqv2Z9UUR4VEd+rXiCpyCvjW5Mqwo9HxNNV4YdX/oiIP0vaDdgkIs6tE8eJpDNZ60bEtKp8/ha4CTgAGF+zzUxg84h4td0PIGlB4OfADOD9EfFsFn4qcEe78ZtZS1xntch1lllLXKe0yHVKZ3l4qvWa3YDnSGeL5hERrxeYTuXM1/aScp88kbQU6SzW74GXJC1XeZHOdt1PumG71vFFVJSZ9wFvB86sVJQA2Vm9XxaUhpk15zqrda6zzPrnOqV1rlM6yJ1G6zXvAu5u9aboNvwCuA04GZgh6XJJX5O0fIvbr0YqP/sAz9R5rQa8tc5297ab8SorZ+9311k2pcB0zKwx11mtc51l1j/XKa1zndJBHp5qvShK2G6efT0ipkvagDRO/2PAh4HjgB9K2iIibuwnLWXv5wJnNVhnbp2wF/uJN49KHup9btUJM7NyuM5qjesss9a4TmmN65QOcqfRes29wBqS3hwRL+fcdkb2vgxpaAQAkhYBViANlegTEa8Bk7MXktYB/gEcAmxZWa1BWvdnyxaOiKty5rMoD2Tva9RZVi/MzIrnOqt1rrPM+uc6pXWuUzrIw1Ot15wHLE2qsOYhqb+zRpUhD5vXhB9Azb6ejbmvdTfprNgyVWFzsvWrw4iI6cDlwHaS5psuWkmrQzwG6h/ANGCv6s8jaUngSyWnbWaJ66zWuc4y65/rlNa5TukgX2m0XvNzYCvgkGzYxJWkqabXIo2Pr60Iq11FqvAOk7Qs8BCwMekZQM/WrHuapFFZ/A8DI4CdgSWAs6vWuwnYDzhZ0h+A/wI3R8RDpCmlrweulXQ26d6ABUhj7LfO4hmf/ytoTUS8JukA4ALgFkmnkaaa3huYDryjrLTNrI/rrBa5zjJrieuUFrlO6Sx3Gq2nRMQrkj4OfBP4LHAkqbK8Dzizn21fk7Q1cALwVeAVUmW4KfC3mtXPAcaRHlq7PDCbdNP0DhHxu6r1zgfWBXYBdiRVhnsBD0XEo5LeBxxIqhx3z/L6KHApqRIrVURcKGkH4AekivlpYCJwLemzm1mJXGfl4zrLrDnXKfm4TukcRQz0XlszMzMzMzMb6nxPo5mZmZmZmTXk4almXZTdWL5wP6vNzR5Ua2bWVa6zzKxIrlMGDw9PNesiSZNJ9xo0c1ZEjCs/N2ZmzbnOMrMiuU4ZPNxpNOui7AbypftZ7fGImNKJ/JiZNeM6y8yK5Dpl8HCn0czMzMzMzBryRDhmZmZmZmbWkDuNZmZmZmZm1pA7jWZmZmZmZtaQO41mZmZmZmbWkDuNZmZmZmZm1tD/A77SSmys2oldAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
-    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
-    "\n",
-    "for metric in cluster_stats.columns[2:]:\n",
-    "    try:\n",
-    "        figsize=(15,2.5)\n",
-    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
-    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
-    "            data = cluster_stats[cluster_stats.cre_line==cre_line]\n",
-    "            ax[i] = sns.barplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
-    "                                hue='VISp_upper', palette='PRGn', ax=ax[i], dodge=False)\n",
-    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
-    "            ax[i].get_legend().remove()\n",
-    "        plt.subplots_adjust(wspace=0.4)\n",
-    "        utils.save_figure(fig, figsize, save_dir, 'pointplots_VISp_upper_sort', metric)\n",
-    "    except:\n",
-    "        print('problem for', metric)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### relationship of across session switching and Familiar session max to % cells in VISp or VISl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 94,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "col_x = 'feature_sel_across_sessions'\n",
-    "col_y = 'VISp_upper'\n",
-    "\n",
-    "colors = utils.get_cre_line_colors()\n",
-    "\n",
-    "figsize=(4,4)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
-    "                    hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
-    "ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "ax.get_legend().remove()\n",
-    "plt.axis(\"equal\")\n",
-    "# for i in range(len(cluster_stats[col_x].values)):\n",
-    "#     xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
-    "#     color_index = cluster_stats['color_index'].values[i]\n",
-    "#     cluster_id = cluster_stats['cluster_id'].values[i]\n",
-    "#     plt.annotate(cluster_id, xy, color=colors[color_index])\n",
-    "utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "col_x = 'F_max'\n",
-    "col_y = 'VISp_upper'\n",
-    "\n",
-    "colors = utils.get_cre_line_colors()\n",
-    "\n",
-    "figsize=(4,4)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
-    "                    hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
-    "ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "ax.get_legend().remove()\n",
-    "plt.axis(\"equal\")\n",
-    "# for i in range(len(cluster_stats[col_x].values)):\n",
-    "#     xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
-    "#     color_index = cluster_stats['color_index'].values[i]\n",
-    "#     cluster_id = cluster_stats['cluster_id'].values[i]\n",
-    "#     plt.annotate(cluster_id, xy, color=colors[color_index])\n",
-    "utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 96,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "col_x = 'F_max'\n",
-    "col_y = 'VISl_upper'\n",
-    "\n",
-    "colors = utils.get_cre_line_colors()\n",
-    "\n",
-    "figsize=(4,4)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "ax = sns.scatterplot(data=cluster_stats, x=col_x, y=col_y, size='fraction_cre', sizes=(0, 1000), \n",
-    "                    hue='cre_line', hue_order=cre_lines, palette=colors, ax=ax)\n",
-    "ax.axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "ax.axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "ax.get_legend().remove()\n",
-    "plt.axis(\"equal\")\n",
-    "# for i in range(len(cluster_stats[col_x].values)):\n",
-    "#     xy = (cluster_stats[col_x].values[i], cluster_stats[col_y].values[i])\n",
-    "#     color_index = cluster_stats['color_index'].values[i]\n",
-    "#     cluster_id = cluster_stats['cluster_id'].values[i]\n",
-    "#     plt.annotate(cluster_id, xy, color=colors[color_index])\n",
-    "utils.save_figure(fig, figsize, save_dir, 'scatterplots', col_x+'_'+col_y)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### boxplots of metric values for all cells in each cluster"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### first merge with fraction cells info per cluster"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 97,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create location column merging area and depth\n",
-    "cell_count_stats['location'] = cell_count_stats.targeted_structure+'_'+cell_count_stats.layer\n",
-    "# group & unstack to get fraction relative to random for each location as columns\n",
-    "fraction_cells = cell_count_stats[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
-    "# get rid of multi-index column\n",
-    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
-    "# merge fraction cells per location with other cluster metrics\n",
-    "cell_stats_loc = fraction_cells.reset_index().merge(cell_stats.reset_index(), on=['cre_line', 'cluster_id'])\n",
-    "cell_stats_loc = cell_stats_loc.set_index('cell_specimen_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 98,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for next_highest_conditions\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for fraction_cre\n",
-      "problem for F_max\n",
-      "problem for N1_max\n",
-      "problem for N2_max\n",
-      "problem for n_cells_cluster\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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uvSLyOWzl8TB2KJByQcxKozHm77G2lYrGGLNRRF7Gjok7E3vRiDSWLpZTsBXPe4L2lfv317gRZxJNE5HlgcJYRIYC/w28EWXMTrD92Ip3uMexA79/KCL3G/8MYyJyMrYQ2c/xs95FZYxpFZGF2KVIbvPv1psw5Yl0KV9E5HLgyfCHIyLSB/iKf/M1/76BEcZkN2CnuQ/Oo/v9x/c3xuz2JHBv3QJMDWyIyNXARzl+3FG4wEypka5XNdjr909E5L+DxkOdj+3d8IyTVkJjzL9F5Hns0Ie92On2nfRkUWHSJU+qrolIGXAN8HNjzO9ExGC7z98K/BzsmEUR+Ru219e3jDF/DktDuui2GpyfG8PeayesBdo/D8K0LtIJVwP8FDscoCpo/3eAAuzYRicWY1s6ZwJjgWXBY7xVYhwN5Pf3na532FqkctefsROyjMbO/rm1i+PDbQVu899UvIidrOKb2Ju037gZaBLkA0/7L+AnY6fF74OdTr4r/8S2/v0SOx6oA6g1xnwoIjdhl9z4l7/CB3Zs1gjszIp7IqQXyx+xF9v/Av5ujHnT4eeV6pYUli8VwAARCSylcRD7oOu/sU+6F/nHPAL80f/A5zHs+od9sA/GTia0i94/sV2iKkUkMNPyvzJkUpFdwEQRGYJtTQ0sufE+djbFqPzdd7cAXxORrf7PHDDG1BpjHheRJdiJOU4TkTqOLblxmPiuheHu49iY658nMrGHOp7e86XMBSJSGuW9GmyXy7ux3ed/CWCM+b2IXAbMFpH1xphn/Mffil2X+k8i8hXs8huCXdYin9BlgcIFJgCcLyIPYvPpJmPMJuzyFd8TkYeBddhlfr7Jsfkegr2AvW+ZJSKnYR92v22M+Rd2zclJwO9F5ALszPafwrYSvuF/P27GmA9EZBl2XCPonAzuMg6mWsX+0d/HFrKfcvJZfeXeCzsQ+hBdLKpKjGUmODYz2AFsN4vFwKA4zz+H6EtuXBzh+Kc4fgp6Q9AitLHSIfaU1R/DVqDfw154nwcuj/O7KMSOMdztz4Ph57gaOwX9Af/rWWBCPGlH+d7Wd/U305e+3H6lqnzBtib+Hrs49C7s8g8t2LUKv0notPQTses0bscu0eMD/g5cE5ZmHnYtse3YJ/IGuKGLOJ4iypIbUY4PuTZxbLr+484TKZ0o17un/NeJs7Hd1fdil+5ZCYwIO3Y4EZbXwI7//If/WmSCz4G9Sb0Z+/DriP+aVgN8PJ60I/xefbFdU9uBolT/H862V6ryZK6+6HrJDQN8HDvpTQswNOzz/bFjGpuA04L298NWvrZgx6q2YCuck4OOmUOE5TWwk+u8hX3w1Zknsd3B7/Sf6zDwJraHwqhI1yHsBDWvcWx5o4VB7xVgJxfb7j/Pduw1OXx5thuIcv8WdtyX/Me9SYRlQfTV/Zf4v+C4iMj3sOMHLvT/QV7FTlP+oIm+4K9SjolII/Zm4+IUh5JzRGQ1No8PMcYcSnU8Kjdo+aKc8o9x3wm8YIwZnep4so3mSZWJ/OMZ/wX81Bhze6rjySaOKo2dH7LrVn0DO83v2dinfI9hLyYrTdgyCUo5pZXG1PAPYn8D+L0xpjvdxZRKiJYvKl4i8k3sMIhrjDHLUx1PttI8qTKJiCzCdoMfpg833NWtSmNIAiJfwj6J+ip2gpI9xphIg12ViptWGpNLRP4DO6vhjf6f5xpjGlMalMp5Wr6oSERkLHZN3TnY7pOfMDruLik0T6p05J+EZyx2KNAs4D5jTFlqo8o+CVcaAUTkROxg2vnAycaYHgknqnKaVhqTyz+JztexYxdu0qf2Kl1o+aLC+cuHIdgJ0r5tjHk1tRHlFs2TKt2IyHDskj37gUex14W9qYwpGyVUafTP1PR17EQcJ2IHtf8tk7q1+cdEfBY7LkKfVCqlvNIDOB07/kq7c3WhO+WLXs9VN2i+jJPmSaWyXszroaMlNwBE5DzsReM67JO+NmA1tm97vTGmNaFwk++z2FmklFIqGb6EnfZchXGhfNHrueouzZcRaJ5UKidFvB46XadxA3b9FMF2C/k18FdjTKR1WeJJbyh2TbhPA5/ETp99iTHmqTg//2l/DP+JncZ3LTDDGPOugzB2Ajz99NMMHTrUwceUUip+27dv50tf+hL4rzkqlEvli17PlSOaL6PTPKlUbunqeui0pXEwdu2pB4wxryUYG9gFyP8L2IhdG25cvB8UkXOxa0q9gB2Q3ReYBzwlIp8yxuyPM6l2gKFDhzJ8+PAuD25ubmb69OlUVFRQUFAQb7hKeeaZZ57hO9/5Dn/5y1+48MILUx2O6pp20YrMjfLF0fU8VZ588knmzZvH7Nmzueiiizw/X0tLC3PnzmX27Nn0769zlkSh+fJ4OZMnvebz+Zg5cyZ33XUXAwcOTHU4Kgf87Gc/Y8WKFUyaNImf/exnTj8e8XqY5zCRYcaYm12qMAL8nzGm0BhzBXC/w8/+HLvo8FhjzKPGmGXAeOx00P/jUnzHqaysZMOGDVRWVnp1CqUcmTZtGh0dHfzoRz9KdShKJcLt8iVtzZ8/H4Dbb0/OEmLV1dVs2rSJ6urqpJxPZY2cyZNeq6qqYuPGjVRVVaU6FJUjVqxYAcDSpUtdS9NRpdEY0+HamRNIT0R6AmOAZcaYA0HpNQD/BK5xJ8JQzc3NLF++HGMMjzzyCD6fz4vTKBW3Z555hr177QRhe/bs4bnnnktxREp1j9vlS7p68sknaWtrA6CtrY2///3vnp6vpaWFtWvXYoxhzZo17N6929PzqeyRK3nSaz6fj5UrV2KMoaamhl27dqU6JJXlwlsWf/GLX7iSbszuqSLyF8AA3zXGtPu3u2KMMd9yJbrozgb6AJsivPdv7CK0xxGRfkC/sN1xd7KvrKyko8NeQzs6OqisrOS2226L67Pz5s2joaEhZF9TUxMHDx7s8rMnnngiRUVFIfuKi4uZNWtWSPqBpwoABw4c6Iy1K3l5efTt2zdk39VXXx2Svpcy6btJ5vcSj2nTpoVs/+hHP+L555/vdnrR/hZAl99zuAkTJrB9+/aQfYcPH47ru8/Ly6N3794h+4YOHUpNTU1SYk8k/e6knYsSLV8SvZ6nSqCVMeD222/3tItqdXV1SLlVXV3NjTdmxgTnlZWVrF27NmTfwYMHcTrru4hw4oknhuwbPXo05eXlCceYTbzOk/Pnzz/uGn7w4MG4y2OwZUP433LChAncfPPNndvJOk+8qqqqQvJgVVUVt956q6M0Ev2d3Px93DBp0qTj7g+OHDlCe3v8vcR79OhBr169QvYNHTrU1Za1RM2fP/+4+4Zt27YBMGzYsJD9xcXFrv09gu95wbY2dqOL6nG6GtN4A/YC8n1s/9Yb4kjTAF5XGgf4f0Z6ZLob6CMifYwxh8LemwrEV8uLoLa2ltZWO1FYa2srq1atirvS2NDQwIaXN3BC/z6d+1r3HaGjtesMf7D9EHu2HRuieXR3+K+V2RoaGtj02ibOGjG8c19reyvtHV1fPFrbWzlw9Nh38/aWRg8iTF+BVsaAPXv2uH6OeCrvkezevZv9+/dzQv6xi3pHewcd8Ty8NnD08LFJ+Y62HelWC0l3Y0+X9LPcDSRWviR0PU+VQCtjtG23rV+/PqRlc926dRlTaVRJdwM5mCe9Vl9fH3LvWFdX57jSmG12797NwYMH6dP72D2x04dBxhhMx7HPHDp8KCN6UmTyfUPMSqMxJi/WdhqI9T8s0nv3AAvD9g0lzumgx44dy7Jly2htbaVnz56MGxf3vD0AnNC/D6ePOcfRZyLZWbf1uH2zZs3K6NaNs0YM55e/SbysmX3jz4/bl+nfTSw9e/bsLIwATjjhhITSi/Q9XX/99QAsXrzYUVpFRUX0lr58/cqyhGICWPRoFYOGxZ48wM3YU5F+rnGhfEnoep4q+fn5IRXF/HzHK185MmrUKFavXk17ezs9evTgsssu8/R8biovL9fWwCTyOk/efPPNSWnZStZ54lVSUsKKFSs67x3HjBnjOI10+50SNWzYMAYPHMydP7/LtTRn3vZjTjgxsXsgt0X6m02ZMgWA++93OpVL6qVbJTBegemeB0R4rz9wyBhzOPwNY8yHxpjG4Bew/bgUoigvLycvz35leXl5WpiplOvRo0fIduD/p1LZLtHreaqE30T85Cc/8fR8paWlnU/wjTGUlpZ6ej6VuzI1T3qtrKws5N6xrCzxB6lKxRI+U/HZZ5/tSrqO7jBF5C0Ridq8JiJjROStxMPq0lvAIeD8CO99nMhjHRNWWFjIxIkTERGuueYaXXJDpdzVV18dsj1x4sQURaJUYtKofPHUJZdc0tm6mJ+fn5QlN5TqjlzJk14rKChg/PjxiAgTJkzQJTeU5+68886Y293ltFliOHBSjPf7AkUx3neFMaYVqAeuEZHOkb0iMhK4EFju1bnLy8v5zGc+o62MKi1Mnjw5ZPvaa69NUSRKJWw4aVC+JEOgtdHrVkawE+EEt3LoshvKgeHkSJ70WllZGRdccIG2MqqkCJ8MaMmSJa6k63ZftkGAoxGeIvJVEfkqtrIHcJF/35VBxzSKSGPYR28DTgVWicgVInINsApoBH7fzfi7VFhYSHV1tbYyqrQQfiF4+OGHUxSJUp5zXL6kq0suuYR169YlpZUx0kQ4Srkka/Kk1woKCli4cKHnrYw+n48bbrhBl/XIcfX19SHbdXV1rqTb5Qh8EfkycHHQrokiMiLCof2BrwEvO4whfG7cOf6fTdinXBEZY14TkUuA+cAjQCvwGDDDGLPPYQxKZaSVK1eGbNfU1MQ9o69SqZaE8iXnjRo1ikcffZS2tjby8/MzaiIclXyaJzNbVVUVGzdu7NayHip7XHrppdTW1nZujxo1ypV045m27RKOTaFsgIn+VyRbgGlR3ovIGCNxHDM8yv4XgEudnE+pbDJkyBC2bNnSuX3GGWekMBqlHPO0fIlXS0sLc+fOZfbs2fTv39+LU6RMaWlp51qHeXl5OhGO6kpa5Mlk8fl8zJw5k7vuuivjxxr6fD5WrlyJMYaamhrKysoy/ndS3SMiMbe7K57uqfcAZwFnA4Jdh+essNdwYKAxZqQxZoMrkSmlurRjx46Q7XfffTdFkSjVLWlRvlRXV7Np06asHO83YMAARo8ejYhwxRVXZF2lOKClpYVp06ZlxDptaS4t8mSyBLfMZbqqqio6Ouw6yB0dHVnxO6nuWb9+fci2W8MSumxpNMbsAfYA+LuDvmaM8blydqXSRHNzM9OnT6eioiKjxquOHz+ehx9+mI6ODvLy8pgwYULcn503bx4NDQ1dHvf6668Dx9YkjKa4uDhr18NU3kiH8qWlpYW1a9dijGHNmjWUlpZmXcWqtLSUxsbGrG5lDK7433jjjakOJ2OlQ55Mlmxrmauvr+9ct7m1tZW6ujrtopqjSkpKeOSRRzrX5+3O2qCROJ0I5xXg9GhvisgnROS0xEJSKvkqKyvZsGEDlZWVqQ7FkfLy8s7p+3v27OloVt+GhgZe+fcmPvTti/nqIfn0kPyYx7zy701xVUCViiEl5Ut1dXXI0/lsbW2sqKjIuspwQHjFX1sbXZPV93zZ1jJXUlJCz549AXs/4FZFQWWesrKykPV53Zq1N54xjcF+DVzgf0VyP/ACoHMKq4zR3NzM8uXLMcbwyCOPUF5enjGtjYWFhVxzzTU89NBD3Vo79MzTi7jpu4k/ifz1fXMTTkPlvJSUL5FmF9WWqswSqeKvf0NXZPU9X7a1zJWVlXVOjpeXl6fLeyjAvfGM4Lyl8RKgNsb7qwCdmk1llMrKypAbjkxsbdS1Q1UWSEn5MmrUqM7Wep1dNDPpsiKeyep7vpKSks4bahHJ+Ja5goICxo8fj4gwYcKEjO5qqxJTVVXVuT6viLjWiu600jgE2Bbj/e3+Y5TKGLW1tSFPG1etWpXiiJzRtUNVlkhJ+VJaWtpZuOrsoplJK/6eyep7vkmTJoV04Zs8eXKKI0pcWVkZF1xwgbYy5rj6+vqQB2lurdPotNJ4ACiK8X4RcKT74SiVfGPHjg0ZBzBu3LgUR6RUTkpJ+ZIrs4tmM634eyar7/mWLl0a8v9myZIlKY5IKXd4Nb7VaaXxX8A3ROTk8Df8+wzSPrUAACAASURBVL4OPO9GYEolS3l5eUjBod08lUqJlJUvpaWlnH/++VrZyFBa8fdMVt/z1dfXhwxNcas1JpWyaQkR1X1lZWUh97VutTw7rTTeBQwFnhWRr4rICBE5R0S+Cjzrf+9OVyJTKkkKCwuZOHEiItKtyWSUUq5IWfmS7bOL5gKt+Hsiq+/5sm220fAlRHbt2pXqkFSKeDW+1dHsqcaYJ0WkHLgXeDjs7VbgB8YYHYGuMk55eTlbtmzRVkalUkTLF5WIQMVfuSfb82S2zTYaaQmRTJ4NVsVv/vz5xy179vbbb5Ofn09DQwNTpkzp3F9cXMzNN9/crfM4XXIDY8wfRKQOmAyMAAR4A1hmjHm3W1EopZTKeVq+KJVesjlPBlpjli5dmhWzjWbbEiIqMUeOHKFXr16drelucFxpBPBfKPSRnsoalZWVbNiwgcrKSm677bZUh6NUztLyRan0kuw86fP5mDlzJnfddZfnFblJkyaxevXqrJg5taSkhBUrVtDa2poV3W1V/CK1HAZaF++//37XzuN0TCMAItJXRC4TketEZJBr0SiVAs3NzSxfvhxjDI888gg+ny/VISmVs7R8USq9JDtPVlRU8OKLLyalu/HixYvZv38/ixYt8vxcXvNq8hOlAhxXGkXk+8C7wGPAIuBj/v0FInJYRL7rbohKeauysjJkHEBlZWWKI1IqN2n5olR6SXae9Pl81NfXA1BXV+fpZC4+n69zxlSvz5UMBQUFjB49GoArrrgi47vbqvTjqNIoItcAvweeBL6N7dsOgDHGB6wBxrsZoFJeq62tDRkHsGrVqhRH5ExzczOlpaXaQqoympYvSqWXVOTJioqKkIe4XrY23nPPPZ3nam9v55577vHsXMlijAn5qZSbnLY0zgSeNMZcDayM8P4G4PyEo1IqicaOHRsy7fa4ceNSHJEzweMxlcpgWr4olV6SnidXr14dsh1odfRCMs+VDD6fj8ceewyAtWvXZnzLqUo/TiuNHwdWxHh/J1DY/XDSn7bqZJ/y8vKQcQCZtOyGjsdUWSTnyxel0kzS82Sg5S/atoquqqqK9vZ2wLacVlVVpTgilW2cVhrbu/jMEOBA98NJf9qqk30KCwuZOHEiIsI111xDQUFBqkOKm47HVFkk58sXpdJM0vNk4AFutG03XXnllSHbV111lWfnSob6+nra2toAaGtr6xyvqZRbnC658f8Bo4HfhL8hInnAJOAFF+JKS+GtOuXl5RlVwVDRlZeXs2XLloxqZYTI4zF1yRCVoXK6fFEqDSU9T1511VXU1tZ2bpeUlLiZfIhp06aFnGvatGmenSsZRo0aFTInw2WXXZbCaHLL/PnzaWhoiOvYwHGBJTFiKS4ujricRqo4rTT+DvibiPwSO4sWQJ6IfBT4FXZWrfT57VwWqVVHb9CzQ2FhIdXV1akOw7GxY8eybNmyznWZMm08plJBcrp8USoNJT1PTps2jbq6Oowx5OXleV6Ry8vLo6Ojw9MWzWQJn/xGJ8NJnoaGBv798isMPKXr3trGPudnx1vvxzxu195mN0JzlaNKozHmYRH5ODAL+Il/9xrsjFoC3GaMedTdENOHtuqodFNeXs7y5cuBzBuPqVSwXC9flEo3qciTBQUFDBs2jKamJs4880xPl42oqqoKqTRWVVVx6623enY+rz3xxBMh2+vXr2fevHkpiib3DDylkAkXXudaejXPPehaWm5x/GjFGHMr8BngXuBR7No9vwM+Z4z5pbvhpZdMn2VTZZ9MHo+pVLhcLl+USkfJzpM+n4+dO3cCsHPnTk9nAM22MYCf//znQ7a/8IUvpCgSla2cdk8FwBizEdjocixpT1t1VDrK1PGYSkWSq+WLUukqmXmyqqoqZK1BL1v/SkpKWLp0KcYYRIQxY8Z4cp5kefPNN0O2N2/enKJIVLbK/E7cSaStOiodBcZj6v9HpZRSmay+vj5kGJCXrX+TJk0KqaBOnjzZs3MlQ2NjY8xtpRIVs6VRRH7WjTRNNncj0lYdlW6am5uZPn06FRUVWnFUGUPLF6XSSzrkyZKSEpYvX05bWxv5+fmetv4tWrQoZPuBBx7I6DGAPXv27KxwB7aVclNX3VPndCNNA2RtoZ6ps2yq7BW8dqhOzKQyyJxufCaryxelUmxONz7jap4sKytj2bJlgJ2lvqyszK2kj7N69eqQ7fr6+oyuNAZXGCNtK5WoriqNZyUlCqVUt+jaoSqDafmiXNPS0sLcuXOZPXs2/fv3T3U4mSqt8qSIeJp+YAm1aNuZ5pRTTmHv3r0h20q5KWal0RjTlKxAlFLO6dqhKlNp+aLcVF1dzaZNm6iurubGG29MdTgZKR3yZFVVVUhl0cuJcEQkZC1DryupXjt8+HDMbaUS1e2JcESkl4icISInuBmQUip+kdYOVSrTafminGhpaWHt2rUYY1izZg27d+9OdUhZJ1l5sr6+nvb2dgDa29s9nQinV69eIdu9e/f27FzJEPjeom0rlSjHlUYRuUBEngD2AduAL/r3F4rIehG5zOUYlVJR6NqhKpto+aK6o7q6OqTHhc474J5k58lLL700ZHvUqFFuJh/i0KFDIdsHDx707FzJkMxKo8/n44YbbvB0HU2Vfhyt0yginwSeBnYBi4ApgfeMMc0i0gf4BrDOzSBVdmtqamLf/n3MvvHnCaf19puNnHzSyS5ElRl07VCVLbR8Ud21fv36kEXa161bp11UXZCKPBneRTTTu4xmq6qqKjZu3Ohp92GVfpy2NP4C2AF8DLgFCM/N64HPuRCXUioOunaoyiJavqhuGTVqFPn59hl4fn4+l12mDdIuSXqeXL9+fcj2unXePSM6/fTTQ7aHDBni2bmSIVm/j8/nY+XKlRhjqKmp0dbGHOKopRH4EnC7MWa/iPSK8P42ILNznUq6oqIiDhzdzy9/k/gELrNv/Dl9TzjJhagyh64dqrKEli+qW0pLS1m7di1ge1yUlpamOKKskfQ8mcx1Gs8//3x27twZsp3JfvOb3zBp0qTO7d/+9reenKeqqiqkO7i2NuYOpy2NvYE9Md7X+X2VSrLA2qHayqgynJYvqlsGDBjA6NGjERGuuOIKXXLDPUnPk2VlZfTo0QOAHj16eLpO47PPPhuy/Y9//MOzcyVjDGBxcTGFhYUADBo0iJEjR3pynvr6+pAJ+LycrEilF6ctjVuBT8d4/1Lgte6Ho1RqNDc3M336dCoqKrTy5aL3du9g0aNVUd/fvdcWoP1PGdhlOoOGxT5GZTwtX1S3lZaW0tjYqK2M7kp6niwoKGD8+PEsXbqUCRMmMHCgd9f9kpISlixZ0rntZatmssYAFhcX09zcTHFxsWfnKCkpYcWKFbS2ttKzZ09PvzeVXpy2NP4VuD5stiwDICIzgCuAxS7FplTSLFiwgBdeeIEFCxakOpSsUVxczP/75CcYNGxg1Bc9DPQwMY8ZNGwg/++Tn/C0EFRpQcsX1W0DBgygoqJCWxndlZI8WVZWxgUXXOBpKyNw3NjXyy+/3JPz+Hw+ampqMMawYsUKz1obfT4fzzzzDABPP/20Z+cpKysjL89WH/Ly8jz/O6n04bSl8S7gcmAt0IC9eFSISAEwGHgcqHQ1QuUabU2LrLm5uXN9w5UrVzJjxoyc+H6amprYu2cfv75vbsJpvbOziT0HQ2etnTVrVpefu/766wFYvFjrAkrLF6XSTFbnyfnz54ds33777dTU1Lh+nqqqqpDunF61NlZUVISMNayoqGDevHmun6egoICvfOUr1NbWMnr0aE9bg1V6cdTSaIw5ir2A/Bg4BBwGRmKnY74JGGOM6XA7SOWOyspKNmzYQGVlxl7jPbFgwYKQC622NiqVfFq+KJVeUpUng7tyemnr1q0xt91SW1uLMQYAY0znQ2q3PfrooyHbq1ev9uQ8cGwpFF0SJbc4bWnEGNMGVPhfKkM0NzezfPlyjDE88sgjlJeX50RrWjzCB3HX1tZyxx13pCia5CkqKuJD3z5u+m7iTzx/fd9c+hVkz/qY8+bNo6GhocvjXn/9deBYi2k0xcXFXHfdda7Els20fFEqvSQ7T4Yv51BWVuZZS1ZRURFNTU0h214YMmRISIU005f28Pl8nbMVr1mzhqlTp2prY45wXGmMRkR6GWOOuJWecldlZWVIa1plZSW33Zb4EhfZSJ+cqYaGBl58fiN9ib18yxHsJa/h+c1RjznAfldjy0VaviiVXrzKk8lczuGjH/1oSKXRq3Hzwct6RNp2y+DBg9m+fXvItheqqqpob28HoL29XZfcyCGOuqeKyJUiMidsX7mI7AUOiMhfRaSnmwEqd9TW1ob0qfeqe0QmCp/5S2cCUwB9OYmP538m5uuz+V/ms/lfjnlMVxVPZWn5olR6SUWeTOZyDuFLbAQmkXFbsibcSVbltL6+nra2NgDa2tp0yY0c4rSlcSbQHNgQkXOBe7HTMr8NXAs8D9zjVoCpFKmLWuCpVHg3huLi4rgm/kiVsWPHsmzZss4pkseNG5fqkNLGjBkzqK2tpb29nR49ejBjxoxUh6RULsqp8kWpDJD0PFlSUsLSpUsxxiAinj7ETda5AuMZo227JbyXlFe9pr7whS/w2GOPdW5/8Ytf9OQ8Kv04rTSeCwSPrL0WOzj6c8aYvSLyV+AbZHGhfvDgwVSH0C3l5eUsX74csFMkl5eXpzii9FFYWMjYsWOpqalh3LhxOtYzQ8Qz7tDJmMN0fuiTI3K+fFEqzSQ9T06aNKlz7URjDJMnT3Yr6ZSda926dSHbjz/+uCezml511VUhvchKSkpcPwfAa6+FLs356quvenIelX6cVhpPw86aFXAZ8IQxZq9/+yngKhfiSguRbiIzdYmAwsJCJk6cyEMPPcQ111yjFaMwM2bM4N1339VWxgzS0NDASy++TP8+0Qfgtx+xY2OaXtse9Zjdh7xZy0o5llPli1IZIOl5cunSpSHbS5Ys8Wy83NKlS8nLy6Ojo4O8vDzPzpWslsapU6dSV1fX+ftMnTrVk/MEj5uMtK2yl9NK4y6gCEBETgY+CwTXrHoCPdwJTblt8uTJ1NbWcu2116Y6lLRTWFhIdXV1qsNQDvXvM5CvjByfUBqPbV7pUjQqQVq+ZJGWlhbmzp3L7Nmz6d+/f6rDUd2T9DwZaTZzryqN9fX1IZPu1NXVeXKuw4cPx9x2S0FBAcOGDaOxsZFhw4bpjKbKdU4rjc8BZSLyKnCl//PBXRdGAN6MvFUJW7JkCQcOHODhhx/WmVOVUunG8/KlsrKSLVu2HLd/x44dwPFT4Y8YMUK78ndTdXU1mzZtorq6mhtvvDHV4ajuSfo9X2FhIY2NjSHbXikpKWHFihWdcz1k+iR4Pp+v81q2Y8cOdu3a5UnF8YwzzuDdd9/t3B46dKjr51DpydHsqcBt/s8sAaYAi4wxrwGIHXF7NfCP6B9XqdLc3MwjjzzSuU6jz+dLdUhKKRUsZeXLoUOHOHTokBdJ56SWlhbWrl2LMYY1a9awe/fuVIekuifpefKdd96Jue2msrIy8vLsbXBeXh5lZWWenSsZqqqqOru+GmOoqqry5Dzh+bmlpcWT86j046il0Rjzmn/2rC8Ae4wx/xf0dj/s4q9PuReecktlZWXnFMmtra26TqNSKq0ko3yJ1mo4ffp0AO6+++5Ekld+1dXVId3+ktHaqN1h3ZeKe75kzQAKtjvn+PHjWbp0KRMmTMj47pyRlivxorvtqaeeGvKQrV+/fq6fQ6Unp91TMcbsBmoj7P8AOxVzJxE5DXgEmGGMeam7QWaDpqYmjuw+xM66rQmndaTlEE2mqesDg6xcuTKkEK+pqdFKo1IqrWj5kh3Wr18fso7bunXrPK80andYbyQ7T1555ZXU1h473VVXeTv3VVlZGVu3bs34VkZI3hIi7733Xsi2V+tBqvTjtHuqUycAF2Nn4IpIRE4Skd+IyE4ROSQiG0Sky0UERWSOiJgIr/e6+mwuCh+rc8YZZ6QoEqWUckWX5YtKjVGjRpGfb59J5+fnH7e4udu0O2zaSDhPTps2Lea2im7SpEkh3VO9XK5E5SbHLY0eWAFcANyEXSz2BmCFiIw1xqyO9UG/y4H9QdtHXY/QBUVFReyR/Zw+5pyE09pZt5WiYUWOPhMYHB0QPIhZKaWUcktpaSlr164F7Fix0tJST8+Xiu6wyjsi0tla5rWqqio2btxIVVWVZ7O0Jkv4UnCLFi1i7ty5Cac7f/78LtdEnjJlCmDXPL755psTPqdKTymtNIrIVdh1fyYaY1b49z0JnA0sIHSWrmg2GGM+9C7K7PDlL3+ZNWvWdG5fdNFFKYxGKaVUthowYACjR4+mrq6OK664wvMxhqnoDqu8UVVVRY8ePWhra6NHjx6eVuZ8Ph8rV67EGENNTQ1lZWUZPa5x9erQW+b6+npXKo3hTjnlFPbu3du5feqpp7p+jkyzbds2Pty7h5rnHnQtzV17m2nbdsS19NyQ6pbGq4E9QOdCacYYIyIPAPeJyHmBmbpUYjZt2hRzWymllHIq2jIm27dvp0ePHrz55pudEw2BN8uYjBo1ikcffZS2trakdIdV3qmvrw95AODVZC5gK6jt7e0AtLe3Z3xrY6BrarTt7gpvOfT5fFx66aWd2zU1NRld2VbxS3Wl8XzgNWNMR9j+fwe/30Uar4tIIdAM1AGzjDHNkQ4UkX7YGb+C5cQCM9u3bw/Z9nIaa6WUSoJT/D8Hichw/79z4nqeCY4cOUKvXr3o2bOn5+dKdndYFVXCeTKZaycms4KaDEOHDqWp6dgkiWeeeaYn5ykoKOhsbbzooou0wggMGzaM/Lb3mXDhda6lWfPcgwwZNsi19NyQ6krjAGBzhP27g96PZivwU+Al7DjGL2DHRY4SkU/7Z/YKNxW77lDOCYwRCAisTaQyy7x5844bWxAoJIqKQse5FhcXM2vWrKTFplSSfRcQ4K+pDiSXpcMyJsnuDquiSjhPlpWVsXKl7Xzm9dqJo0aNYtWqVZ3bmd5C3dwc2l7y/vvve3au4cOH89ZbbzFnzhzPzqHST6orjQCx2s+jvmeMWRy26wkR+SfwGPA/QKSO3PcAC8P2DQWe7jrMzDZ69OiQMY2jR49OYTTKTQcPHkx1CEqlwn3ADOA64Dn/vpy4nqvjlZaW0tjYqK2MqZVwnkzm2olededM1cQxQ4YMYevWrSHbXjnhhBMoLi7WVsYck+pKYwuRWxMDjwkdzZttjHlcRHYCF0Z5/0MgZNKcZMzOlQ5mzZrVOSW5iGgLVIaK9He7/vrrgeNnTlMqywVmYnjfGNMIuXM9V8cbMGAAFRUVqQ4j17mSJy+77DKWLVvG5Zdf7mJox3viiSdCttevX8+8efNcP88JJ5zA0aNHQ7a9EL5eYrqvn7i1cSszb/txzGN2vGdn/h8yuOsK8NbGrZx73rmuxKYi87rSeAh4ANgR5f1XgWtEJC9sXOPH/T+7M1tLHhA+RjIukbr+hXv99deBYzfq0aRb18DCwsLO1sYrrriCgoKCVIcU4u0tjcy+8edR39+53S6/efrQwV2mc/5557saWyq5+X8S0u//pVIJ6Kp8UUollyt5cv78+XR0dHD77bdTU1PjTmQRlJSUsGTJks5tt8ZPhrccNjQ0MGnSpM7tv/3tb4wcOdKVcwUbM2YMy5Yto6Ojg7y8PMaOHev6OdxSXFwc13GHjx4G4IQTu65on3veuXGnq7qnW5VGETkLGAUMAh40xjSKyAnAYOA9Y8xRAGPMXmBKjKRWAN8CxhI0gyrwdeANpzOnishX/DH908nnAhoaGvjXi89j+vaIfo4jtj76z4YXox9zoL07p/fcrFmzaGlpSbtKQzyZvPVIKwB9Tzgp5nHnn3d+yi8a8Y47jKcC19DQwKubXuWc4dHX9+zVsxcAh/cfjpnW1satMd9XKh24WL6kXLSZRQPr5kbqPubF7KJKJSKZebKhoaGzi+XWrVvZvHmzJxUsgEmTJoVUGidPnuzJeYqLiztbG4cOHerZ71NWVkZNTQ1Hjx6lZ8+eno4HTVS8XXID3Xjvv/9+L8NRcXJcaRSR+cB0oAd2zOFzQCPQGzvT6a3YsYPxWA08CfxZRAYAbwPfAL4IjA8651PARcYYCdr3ErAIeANoBT4P/BjYAvze6e8VYPr2oPX8vt39OAA9Nx1I6PNeKSwspLq6OtVhHCeeSmymd8FMZNzhOcPP4c45CxKOYeacGQmnoZSXXC5f0tahQ4dSHYJScUl2nrzllltCtm+66SbPWhuXLl1KXl5eZ8vckiVLPJs99ZxzzuGNN97g3nvv9SR9sONBJ0yYkJTxoCo3Oao0isj3gJnAb7DLWzwWeM8Ys1dEVmFbDeO6gPjXZJwA/Mr/6oe9CE00xtR28fEGoBwYAvQE3gH+BPzSP3ZRqZTIpHGH7+xs4tf3xV78t7nFdg0uHBC9a/A7O5voV5A93YJV8rldviRbtFZFp7Zs2RKyriFo66NKjVTkyeCJXCJtu6m+vp6ODtt7rKOjw9MlN/r27csFF1zgWStjQFlZGVu3bk3rVkaVuZy2NJYDK4wxU/0tg+H+DfzASYL+7gw/iPU5Y8zFEfb9l5PzKKVCxduNd+cuu8Znv4KTox7TryD13YJVxnO9fEmmLVu28MabbzDozK7Hi+f1tJ1mPjzc9Vxv77/jSzg2pbop6XkysP5f8LZXkrkmZLIUFBSwcOHCVIehspTTSuNI4H9jvO8DtD1cqQwQ79jWdG0lVVkn48uXQWcWcN2Mr7ma5oMLHnI1ve5y2pIaaCEKbzWNRltT01LS82TwLKORtt2UzDUhlXJLPEu6AJ3HBMaFdqW4uJhrr7025jFOK42HgVgD/ooIW9JCKaWUioOWL2lsy5YtbH5jM0MKz4jr+B5iby/2f9D1GP8dze8mFJvyTNLz5Lhx40Impxk/fnyMoxOTzDUhlXJLQ0MDL294mZMkdiv8UWMnkNzy4ltdprnf7O3yGHBeaXweuBo4blYOEekNXA/8w2GaKkmam5uZPn06FRUVabfkhlJONTU1sfvgBzy2eWXXB8ew++AuaErPGY9zjJYvaW5I4Rl8779+6Hq6f/jbb11PU7ki6XmyrKwspMuo161/OgYwlJetWPHOmKq6dpKcwqd6RVySvlteOvJcXMc5rTTeCawVkcXAX/z7BovIaODnwFDgvx2mmTaampqQA+0Jz34qB9o7l1hIJ5WVlWzYsIHKykpuu+22VIejlFLBsrp8USoDJT1PFhQUcPXVV7N06VImTpzoeetfImMA461ggbNKViorWA0NDTQ0NHQ5YU+fPn0AOicSimXz5s2uxKZSz1Gl0RizTkS+D9zLsQtFYKDTUeA7xpj4qqs56OjuQ+ysiz0TWOveIwD0PKVXzHQY5uzczc3NLF++HGMMjzzyCOXl5draqDJaUVERHOjBV0Ym1n3psc0rKSoa6lJUqru0fElvO3bsYP++/Z60Cu5ofpeTDsVeg1clX6ry5KRJk1i9erVn6ya6paGhgVdee4XBRYO6PFb8k1/5DjTHPO69pvddiS0RI0eOpOoPVa6lV/Y9bcXNFo7XaTTG3OefZnkSUAwI8CawxBiT0QMTioqK2HlolyvrNAYv4g7xz1T5+uuvA3DusHOjHzQs/vQCKisrQ6aW1tbGzNDU1MT+fftdWWNxa+NWTjpZb8zi0dTUxAH28UrbhoTTOsC+tOx5kI6yuXxRKhOlIk8uWrSI/fv388ADDzBv3jwvTuGawUWD+MbPSl1L74FfpN9a2koFOK40Ahhj3gN0EIIDqZ6psra2ltZWOyi2tbWVVatWaaVRKZV23ChfFi9ezAcffBD38TrTZ9eGDBnC/g8OeDam8aTTEntYq7yTzHs+n89HfX09AHV1dUybNk0nqFFJ4fP5mDlzJnfddZf+n4vCUaVRRM4CzjfG1EZ5fyzwijGm0YXYlIvGjh3LsmXLOgeXjxs3LtUhqTgUFRVxeP9h7pxz3DwEjs2cM4PeJ/V2IarsV1RUxKH3j/Dx/M8knNYrbRuO63mgjudm+dLY2EjTu9vIOzW+Iq6j3U6EtOnd17s+dk9bXGlmox3N78bdPXXXB7sAGHha1zdfO5rfZeRp3i56rpxLxT1fRUVFSK+oioqKtG9tzCbbtm3j4MGDrnYp3bx5MyeeeKJr6XmlqqqKjRs3UlVVxa233prqcNKS05bGecCZQMQLCDADeAc7o5ZKI+Xl5Sxfvhyw6xHl2lNylR7mzZsXMnFAoDt2oIU9oLi4OO7WeZU1XC1f8k7N58TPn+ZSaMccfDb+FsxsMmLECEfHv7/7PYC4WhBHnjbScfoqKZJ+z/foo4+GbK9evTptK43btm1jz/49rnYpfa/pfQ6ddNi19FR8fD4fK1euxBhDTU0NZWVl2toYgdNK4xeB+2K8/xjw3e6Ho7xSWFjIxIkTeeihh7jmmmt0EhyVFjLh6aNKGi1f0pjTB42Brr533323F+Go5NA8mWOGDRtGR0eH6xPh5OXluZaeF6qqqkJauLW1MTKnlcZC4L0Y7zcDXU8jpVKivLycLVu2aCujShltPVQxZHT5smPHDvYd2MuDCx5yNd3332nmYF9teVApkfQ8edVVV7Fq1arO7ZKSEjeTd9WwYcPwHWh2fSKcgr6FrqWn4lNfXx8y70ddXZ1WGiNwWmn8EDgnxvsjgH3dDyf1ulqnUQ7bJxGmd/SnJnIgPRcKLywspLpaZ+ZSSqWlrC9flMowSc+TU6dOpa6ujo6ODnr06MHUqVPdTN517zW9H1f31N3v2W7t/QfH7jL/XtP7FJyX2krj5s2buxzT+M477wBw5plnxpWe0xn/k62kpIQVK1Z0zvsxZsyYVIeUlpxWGp8GviMi9/pn0+okIoOBbwP/51ZwyRbPf+rOJTGKYyyJEWdaSsVja+PWmEtu7HhvBwBDBg/pMp2Pnf8xCBYzOQAAIABJREFUV2NTykUZXb4MGTKEDw/35roZX3M13QcXPES/3v1dTdNNlZWVbNmy5bj90WakzcWZZzNY0vNkQUEBY8aMYdWqVYwZMyatx5U5uc9rad0N0GUrYsF5hSm9f4z33IcOHQKIq9tpcXFx2t8Tl5WVsXLlSsD+TmVlurZkJN2ZCGcs8JKILABeBgzwKeyA6JOAX7kaYRLF03XOqyUxlIokngvtkdYjAF3OjPqx8z/WZXrhE9WATlajkiary5dc06dPn1SHoBKXkjw5depU3n333bRvZbz55pvjPnbKlCkA3H///V6F44p4f6dM+X3iVVBQwPjx41m6dCkTJkxI64cVqeSo0miMeVlEvgrcD/wae/EAu9jrLmCSMSbx1bCVyhCRKlmRRKt4hQuviKXDgwydrEYlg5YvmUlbDbNXqvJkQUEBCxcudDtZpWKaNGkSq1evZvLkyakOJW05bWnEGFMnIsOA0cBHsBePN4DHjDGHXI5PqbTW0NDAa6+9xsiPxF5jrHdv2wrY1hp9jbfNb252Nbbu0JZDlUpaviiVXjRPqlzxxz/+kf3793Pfffdx1113Of78rr3N1Dz3YJfH7Tlgx7ee2jf2+NZde5sZkmZzvzmuNAL4LxQ1LseiVEYa+ZGRVP0u8empy36gfeiVcqN8aW5upqO1zZM1FTv2tLFDdrierlLpSu/5VLbz+Xw89thjAKxdu5ZbbrnFURdVJ2M29zbYcmnI2bErhEMYlHZjQbtVaVRKKaWUUkqpTHfHHXcct+2ktTEbx7dG4rjSKCJfA36I7aYwIMIhxhijlVGllFKOuFW+FBYW8s7+HZz4+djdf7rj4LMfMGRI7JmKlcoWes+ncsHjjz8esh1odVShHGV0EZkJ3AG0AP/0/1RKKaUSouWLUulF86TKFcaYmNvKcvp06H+AfwGjdAC0UkopF2n5olR60TyplOrktNI4GPi1XjyUSg1dRzHU7kO7eGzzyqjv7zuyB4CTe50aM40ihroem3JMyxel0ovmSaVUJ6eVxi1APy8CUUp1T66uoxjPrGKvv74PgKJzo1cKixgaMa0D7OeVtthLkB3mIAC9if43OMD+LuNUgJYvWaWlpYW5c+cye/Zs+vfvn+pwVPdonuyG+fPnH/dwN7AdmAQloLi42NEkKtnMyfcGufvdbdu2jX1mLy8dec61NPeZvWzbtq3L45xWGhcAt4rIb40x+7oVmVKq27K95dCJeL6LQOvr4sWLHaUd7zTXgVbe4nNjr9OZbtNmpyktX7JIdXU1mzZtorq6mhtvvDHV4aju0Tzpkl69erF3715aW1vp2bNnqsPJGLn6UDxdOa00tgPNwOsi8hfgbf++EMaYRS7EppRSKRFv5dxJpbSxsTGRkHKBli8eSXarX0tLC2vWrMEYw5o1aygtLdXWxsykebIbIrV+/fSnP6W2tpaioiLmzZuXgqi6L1ktp7nYatgdw4YN46ivjU/1utC1NF868hzDhg3r8jinlcaFQf++NcoxBtALiFJKKScWBv1byxcXJbvVr7q6mra2NgBaW1u1tTFzLQz6t+bJbvL5fNTV1QFQW1vLtGnTHC0cn460BTA3Oa00XuJJFEplqKamJg4cOEDZD8oSTmvzm5vp27evC1EplZG0fPFAS0sLa9euTWqr37p16zqnrDfG8Pjjj2ulMTNpnnRBRUVFSH6oqKjIqNbGSC2ADQ0NTJkyhZ/85CeMHBl7eEa6idRyGkmgFTVXx05G4qjSaIz5u1eBKKWUyl1avnijurqajo4OADo6OpLS6ldYWEhTU1Pn9qBBgzw9n/KG5kl3rF69OmS7vr4+oyqNkdxyyy3s37+fm266iZqamlSHo5LEaUtjJxHpBQwEfMaYo+6FpFTmKCoqoq21jarfVSWcVtkPysjv2e0sqVTW0PLFPevXr+/sKtrW1sa6des8rzQ2NzeHbL///vuenk95T/Nk97W3t8fczjQNDQ1s3boVgK1bt7J58+aMam2M1Gr4uc99jkOHjq0s06dPH+6///5khpUR8px+QEQuEJEngH3ANuCL/v2FIrJeRC5zOUallFI5QMuXxFVWVjJ9+vTOV+/evUPe79OnT8j7lZWVrsdw2WWXISIAiAiXX3656+dQyaF5UoW75ZZbQrZvuummFEXinnvvvTdk+7e//W2KIklvjiqNIvJJ4GngHMIGPhtjmoE+wDdci04ppVRO0PLFG8FdQ0WEwsJCz89ZWlpKfr7tNZGfn09paann51Tu0zypIgm0MkbbzkQXXnhh54OuPn368B//8R8pjig9Oe0L9wtgB/ApoDfwzbD31wOTXYhLpbl58+YdN5A4MIalqKgoZH9xcbGuL6iU6oqWLy4oLy8/bt/kyZPZvXs3Y8eOTcqENAMGDOCKK66grq6OK6+8UpfbyFyaJ9VxTjrpJPbv3x+ynQ3OOecctmzZoq2MMTitNH4JuN0Ys9/fvz3cNmBI4mGpTHTw4EHX0gqvlAYWUQ+sixegFVKlsoaWLx4ZNGgQR44cSWqLX2lpKY2NjdrKmNk0T6rjBI/9i7Sdqfr168dnPvMZbWWMwWmlsTewJ8b7pyQQS9qJ1JqmlRcr0u/qZKFzp3RNIKWyXk6VL8nUs2dPzjnnnKS2+A0YMICKioqknU95QvOkOk6gG2e0bZW9nFYatwKfjvH+pcBr3Q8n/WnlJTlyqQKulAJcLl869rRx8NkP4jv2gJ3NMK9vj7jS5Yx4o1Aqo+X8PZ863iWXXMLjjz/euX3ppZemMBqVTE4rjX8FZovIEuAl/z4DICIzgCuAH7kXXmppxUUppZLGtfJl+PDhnHrqqXGfODCRwzlnnNP1wWfAiBEj4k5bqQyWU/d8Xhk+fDiNjY0h25msT58+MbeV9/abvbx05LmYxxw0BwA4UfrGlV48nFYa7wIuB9YCDdiLR4WIFACDgccB9+fvVkople1cK1+uv/56Rzdm06dPB+Duu+92FLBSWS4l93w+n4+ZM2dy1113MXDgQLeTT7o777yTSZMmdW4vWLAghdEkbt26dSHbjz/+OHPnzk1RNLmnuLg4ruMCw+tGFJ/tWrqOKo3GmKMicjnwQ+A64DAwEngTuBu41xjT4SRNlf4ije2MJNp4z3C5Nv7Ta83NzUyfPp2KigoKCgpSHY5S3aLli1LpJVV5sqqqio0bN1JVVcWtt97qdvJJV1xc3NnaOHz4cEaOHJnqkBJy+umnhyyzcfrpp6cwmtxz8803x3XclClTALj//vvjTju4RTwSpy2NGGPagAr/S+WAhoYG/r3p3ww5a3DM46Sn/bnrQHPUY3a8/Z6boSnsU8sXXniBBQsWcMcdd6Q6HKW6LdPLl/ff8fHggoe6PO6D5g8BOK2wX1xp9vuILlmhUiPZedLn87Fy5UqMMdTU1FBWVpY1rY1TpkzJ+FZGgB07dsTcVtnLcaVR5aYhZw3me3O/nXA6f7j1Ty5EowKam5tZtWoVACtXrmTGjBna2qhUCjgZ59jSaifo6de768pgv4/01zGUKmdUVVXR0WEbLzs6OrKqtfG552KPQcsUY8eOZcmSJZ3b48aNS2E0KpliVhpF5MsAxpj/C97uSuB4pXLB5jc3U/aDspjHvLP9HQDOHHpmzHTOO+88R+desGBBSAGrrY0qU2Rb+VJeXh73sW6MoaysrGTLli1xHRvoShY4bzxGjBjh6HdSmS8d8mR9fT2tra0AtLa2UldXlxWVxmwyadKkkErj5MmTUxhNbPPnz49reBUcGwMY6NYZS3FxcdzdRLNJVy2NTwFGRPoYY44GtmMcL/73u563XGWMpqYm9uz70JVWwh1v7+TAydmxECzEPyD58OHDAOT3jJ7lzjvvvLjTC6irqwvZrq2t1UqjyhRPoeVLt23ZsoWtW7dy1llndXls7969ATofMHXl7bffTig2lbGeIsV5sqSkhBUrVtDa2krPnj0ZM2aMW0krlyxdujRke8mSJWlbsW9oaODVV17ljMHDujy2h3+M1Ye+fTGPe/e9ba7Elom6qjR+E3tBaA3bzlk66YgKFu+EPoHJgRYvXuzq+dva2mJuK5XGtHxJ0FlnncXtd9zuero/ueUnrqepMkLK82RZWRkrV64EIC8vj7Ky2L14VPLV1taGbK9atSptK40AZwwexo++fpNr6d276NeupZVpYlYajTELY23nosrKSjZs2EBlZSW33XZbqsNJiqKiInYd6OPamMaBfQtdiOr/b+/ew+Wq6vuPvz/BELk05ZZIANEShCDQgogFRYkW0B8tBYLUKyXIT4s8lsqjBWqlXCxyERHRopUfJXKptEBQaKNAlIhaaEHFG0VuwSRcTAiEALlAwvf3x9oTJ5M55+w9s/eeOWc+r+fZzzlnz8xa68zs9V17z7psMxvN3L6Y9Zd+qJOTJk3i8MMP57rrruOII44YE4vgjDXjx49n5cqV6/1tgyH3QjiSNgduAq6JiMurK1L/Wrx4MbNnzyYiuOGGGzjxxBMHprfx8flPjjg89aknlgKwzZSth01nmz180Wjla3drmKFuA+PbvvQXty9m/aWXdfKEE07g4Ycfdi9jn1q+fPmwf9vYlfuiMSKel7QvcE2F5elrl1566XqLjgxKb2PeeXZLXsouGofpSdxmj8mF5+3Z0Br3fmrIM79pkGy66aalpZX3otQXpMW5fSnu8ccfZ8WKFZUMJX3kkUdKrTs2+vSyTk6aNIlZs2bVna3lNHHixPUuFCdOnNjD0lidit5y415gtyoKMhrcfPPN663qddNNN3V10ThaTkJ7PW/Phnb66adz/PHHr/t7EL7EGEov6ohPrEs10O2LWR9ynbQNrF69eti/+8mCBQtY/uxzpc5DXPTkApav/L3S0htNil40ngHcKOk/I+L2KgrUzw477DCuv/76dat6VXFvGp+EWhFz585d7+9bb72V/fffv0elGdvce1i5ytuXoW5TMdQtKfr5thPbbbcdL7/8cmUL4YwbN670dG3UGehzPmtvwoQJ610oTpgwoYelsToVvWj8ILAAmCvpZ8ADwIqW50REHL/BK8eAE088kdmzZwNpVa9uTyZ8Ejo21dmD3G4Vs0HubbRRrWftyyabbFJ2kmZjwUCf81l7o2lO44477siyJc+VvnrqFpPc05jHzKbf98q2VgHkDiDZZOvPAkcDWwC/As6OiJtyvHYq8Hng7cA44AfAJyPivrz5FzF58mRmzJjBtddey1FHHTUwi+BY96rqQa6j99usJjObfi+lfWlVd69h0Z5NKNa7OX/+/FxzGp944gkApkyZkjvdqVOn5nqujWkzm36vpE7a6LP99tvz2GOPrft7hx126GFpRvbYkwtyDU9d8vRiACZtNfxijY89uYAtJu1eStlGm0IXjRFRxXiVG4E3AKcA80lB6kZJh0XEnKFeJGky6SJxMXAssAb4NPB9SXtHxKIKysqJJ57IQw891LdDlqz36uxBLrv326xXKmpf+lIZPZs777xz7ueuWrUKIPeQ06lTpxZK38amQaqTlp+kYf/uJ0UWXnxyaboQHqkXcYtJu/fdgo7nn3/+BiPcGn8fd9xx6+2fNm0ap556akf5FO1pLJWkQ4GDgBkRcWO273ZgJ1IP4pAXjcAngS2BN0bE49lr7yRdeP498NEqyjx58mSuvvrqKpI2K8y932b9q8ovcYqk3ejRvOiii6oqjpkNiEWL1u+TWbhwYY9KMrIiF0eNi6srrriiquLUqooRbh1dNEraDNgfeBUwNyJ+22H+RwLPAt9q7IiIkPR14GuSXj/MUNMjgdsaF4zZa5dKuhmYQUUXjZb4nnj9w73fNpaU2L4MpHZDYssaDmuDyXXSmo0fP37dnQQaf1tvddpzWFThi0ZJHwXOBSaSxrIfDPxW0iRgIXBSRHwtZ3J7APdFxMst+3/e/HibMmwCTAWua5Pmz4H3S5ocEYtbXrcFad5ks/4ejD2KeOXX3nDvt40VRdoXx/P8vNCPdcp10lo1XzC2+7vftRvKCdUM56xr2GhdCl00SjoK+CdSz+DNwP9rPBYRSyR9BzgcyHvRuDVpNa5WTzc93s6WgJqeN9RrF7c89nHSEtLWJfccmlmZOmhfHM/bcK+hlcV10tqZOnXqutELjb/Hgro6PkZzB0vRnsa/BW6PiCMlbU1TAMncA3y4YJrR4WOdvPZiYFbLvh1IC+qYmVnvFG1fHM/NquU6aRs477zzOProo9f9fcEFI69M2k/q7M3r957DoopeNO4JDPcOPAEMv1bt+pbSvjdxq+xnu55EgGdIF4WFXhsRy4Blzfv6edUnM7MBUqh9cTw3q5zrpG1g2rRp63obp06dyi677NLrIllNii6nvHaE12wHvFAgvV8Bu0lqTXPP7Ocv270oIlYCj5DmPLbaE1jSOp/RzMz6Wtnti5l1x3XS2jrvvPPYfPPNR10vo3Wn6EXjz4B3tnsgu/A7Gri7QHo3kiZNH9ay/y+BXw+zcmrjtQdL2rapDFtlac0uUAYzM+u9stsXM+uO66S1NW3aNO688073Mg6YosNTvwx8Q9JngCuzfeMk7Qp8Ftid4YcytJoD3A5cno2Xnw8cCxxAmlwNgKR5wIER0TzO4ULgGGCOpLOANcCns5+fLVCGjWDD+86YmZWpKcZs1Mty9LEy2hfHcyvE9XJYrpNmA2TEeBgRhTbgH4GXSRdnjZ9rs99P7yC9iaTA9CSwCvgJcETLc+alom7w2teRVvVaDjwPfBvYvWD+B5DmR3rz5s1bHdsBRePkoGx02b7geO6t88310nXSmzdvaWsbD5VV6kIkvQH4ADCNdOuLB4GrIuKewon1mKQJwL6kCd1rc7yksRLYW4EqvjqrMn2XfWym77KPjvQ3AqYAd0fE6grKMiZ00750EM8bqj5OBi2/XuTZaX6ulyPoQZ2s89ipKy/n09/51JlXP+czbDwsOjwVgIj4CalHcNTL3pQf5n1+00pgiyLi0bLLU2X6LvvYTN9lH1XpPzzyUwZbN+1L0XjeUPVxMmj59SLPLvNzvRxG3XWyzmOnrrycT3/nU2deoyCfIeNhRxeNWWE2BV6T/fmbiFjRaVpmZmYNbl/M+ovrpJkVXT0VSa+XNId0L55fZtsySXMk7V52Ac3MbDC4fTHrL66TZtZQqKdR0l7A94HNgduA+0jj218PHAK8RdKBEXFv2QU1M7Oxy+2LWX9xnTSzZkWHp15IWjFr32yM+zrZROnvAZ8DDi6neH1pGXBW9nO0pe+yj830Xfaxm/4g6WX7UvfnONbz60Werovl61WdrPOzrCsv59Pf+dSZ16jNp9DqqZKeB74QEacP8fg5wN9ExOYllc/MzAaA2xez/uI6aWbNis5pXEW6n+JQHgdWdl4cMzMbUG5fzPqL66SZrVP0onEO8OfDPP7nwLc7L46ZmQ0oty9m/cV10szWKTo8dRvgO8B84ALg/uyh3YBTSMsxvysilpZcTjMzG8Pcvpj1F9dJM2tWtKdxMbA3cBRwF2ly5TLgTmAGsA+wWNLapm1NmQXuFUlvkfQ9SS9IWp4tN71nB+nsIOmLkn4o6XlJIWl6m+edLOlbkhZmz5nVZfmnS7pV0jJJKyTdJ+kjZZdd0hRJ50i6S9JSSc9KulvSsZIKHW9ZmWOIbVqRtLr5n8pOR9L7Jf1M0ipJiySdJ+mVBfN7s6RbJD2WpbMkOz7/T9GyD5PH3pK+Kenx7Li/T9JpkiaUkPasYT7bkLRtF2n/SZb+r7NjfZGk2Z3U15z5nZmV2SsIdqfW9qXu42SIMlR67JQV3wrkV3lcasmv8jZiwNVdJ2s9XpvyraQe1lkfqmyvW/Ip5Vw4Rz6VnSO05FP3+ULX5+I50q8sJhZdPfVKIH/X5BghaT/gdlLQ/ADpYvs04A5J+0bEQwWS2xl4H/AT4LsMPfTjr4DnSMND/rLDogMg6VjgcuAy4CLgJWAasHHBpPKUfR/gGNKxchawFjgMmEVqfD5e+B+AU4E7WvY92kE67eT9PEpJR9IHgauAr5Dei92A84HXAu8tkN+WwK+BK0hzTrYEPgLMkfS+iLi2o//id+WcBvxXlsfHgaeAdwDnkJZb7+qYBD4DfLVl33jgFuDnETHcPJqRnABsDXwB+F/gVaRvxe+WND0i7uoi7fUo3afsVOC3ZaU5wOpuX2o7Ttqp6dgpK77lVWlcGkaVbcQgq7tO1n28Vl0Pa6kPNbTXjXzKPBceSZXnCM3qPF8o61w8j2piYkR4G2EDbiVN+N6kad8WwNPANQXTGtf0+xGkgDx9hOctA2Z1WPZXAyuAU0p4H0YsOykojm/z2iuANcAWBfKbnuVxRIWfba7Po6T3ZiPgCeBbLfs/nD3/j7v8X14BLAS+V8L7cmZWpqkt+68iBboNPuMS8pyR5fnhLtOZ3GbfFsAzwA1lHjukxvNLwDzg3rLfE2/VbXUdJ0PkXcuxU1Z867IMpcWlNmlX3kZ4q2+r+3jtRQyvoj7U1V5T4rlwh/mXco7QkmZd5wulnYuPkE+lMbHo8NQRSSraezka7E+q4OtWCYuIZcAPgCMkbZQ3oYh4uczn5XB89vNL3SaUp0wR8UxEvNTmobtJF01Tui1Hmcp6n3Omsx+wLfD1lv3XkAL7UV2WYQ3wbJZWtxppPNuyv5H+2hLyaPUhUlD9t24SiYjFbfYtAx4Edugm7RYnZ+n9fYlp2jDKbF9qPE7aqeXYKbEd6aYMZcYl6zMl18m6j9faY3hF9aGu9rq0c+EOlXKO0KzGdqC0c/FeKjrHbJakTYd5fGdSF/lYszGwus3+1cCmwE71FqeQt5G63GdkY7bX6nfz6KroEh/KO4AX6Kx7/J8lrVGaH/kfkvYpt2i12SP7+cvmnRGxAni46fHcJI2T9ApJ20k6C9iFNMyiW1eRvj38iqQ/kDRR0uHAscDny27cJU0B3gVcHxHLy0w7S38S6f395UjPzZneTsDZwMeqKO8g6of2pezjZIg8xvyxU2FcGspYaSP6Sj/UyarUWQ9rqA91tdc9Oxeu+hyhJa8q2oG6z8UriYlFexqPAX4saa/WByQdA/yYVBnGmvuA/SSpsUPSeOBN2Z/b9KRU+WwHvI707cYlwJ8A/wJ8gjRktHKSjiT1on2++RuqHJ4FLibNAXg78Lek8fk/kvTHpRe0eltnP59u89jTTY8X8e+kbxIfI81l+IuI+E5nxfudiFhA6hl9PfAI6bP4JnBJDHGj5y4dS+qJvrzshLN6+zVSvLuwpPQuA26JiG92m56t09P2pezjZJg8BuHYqSQutTHW2oh+MybP+XpQDyutDzW21708F67sHKFZhe1AXefi1cbEgmNl30maLLwSOCnbtxlpsvRa4L+Bnaocr9uLjdQlHqQPe3vS2OTGHL2O56KRc8w+3c1pfCDL470t+z+X7d+54rLvBzwP3Aa8ooTPYlvSJO+5FXzOpcyhGCod4FPZ/q3bvOZHwF0d5LUTsC9psaFvAC8C7yvhvXgNaXn1edn/Mx04g3Sz589U8N7fDzxYdrpZ2hdm7/vMktL7CCkwb9+0bx6e09jt+9rT9qXs46Tfjp2y4lvOvCqJSznzrqyNGLStl3WyyuO17npYdX2oq72monPhnHlXdo7Qkk8l7QAVnYvnzLu0mNhJ5q8iXQCsJd3U9cHs9wso4aKgXzfSSkTPZR9ukIZknJf9/uoO06zjovHOLI8tW/a/I9v/F1WVPQuSjfHum5b4Wfwr8HwFn3HVF41/le3fpc1r/heYU8L/cDOp13Jcl+l8g/St6CYt+8/I6vtrS3zfD8jel09V8Jmek6V9UknpbZMd06eRJss3th8Cv8h+f2XZ/8egbL1qX8o+Tvrx2CkrvnWYdylxqUB+lbQRg7j1sE5Wcrz2uh5mZSi1PtTcXpd+Lpwjz8rOEVryqawdoKJz8QL5lxITCy+EExG/BQ7JDpR3kr5BOSkiTok0wXdMiojzScFmT1IFfDOwFfCbiFjY08IN7xdD7G8ML6hk4nk2fvpW0sXQoZHm7ZVlHKPz1i+/yn6uN3cxmzMylXLGz/8PaQXbSV2mszdwX2w4nPge0vtf5j3QPkRq2FoXCOqKpLNJvbunRMQlJSW7A/D7wLmk1dUa21tIn+szpJXsrAO9aF8qOk7aGeRjp6y4lNdobSP6zhg85+uHelh2faitve7RuXAl5wjNamgHenIu3qSUmFh41StJW5G6o99M6kH6Q+BcScsj4qpuC9TPImI12Ym9pNcC7yHdS6afzSbd0uFQ0iqdDYeSDqC7y85Q0t6kbyYfBt4VEc+VmPa2wMGkZbJHm7tI92o6hvS5NLyPdP+h2e1elFc2Fn866VvUpd2kRVpWew9Jm7Zc8O+f/Xysy/QBkLQZcDRpbkkpaWbpngGcDpweEZ8rK13gIdI8gVYXA5sD/xdYUGJ+A6Xu9qXC46SdgTx2So5LefIbzW1E3xmD53w9rYcV1Yda2uuGOs+FqzpHaMmjjnag9nPxhjJjYqGLRklvA64mDVc4LSI+J+kPSF3jsyQdDHw0Il7otmD9RNIfkYZK3ENaJWov4O9I3xZd3EF6785+3Tf7eaCkbYAXIuLb2XPeSLrhO6QLitc0ve77EbEkT14R8R1J3wb+KcvjV6Tu8L8BvhoRvymz7JJ2JV0wvgz8A7Bb05xpSN+G5Vr5StI1pEndPyF9+zeNNDRiE9L7X4o8n0cZ6UTEGkmnkerKl4Hrgd2A80krguWu0Nl78xvSQgRPkW5lcizps/3rEr4BvgS4EbhF0sWk+R/TSTe9nRsRQ31rVtR7SA31v5SUHpI+Qfqm+D+AuUo3JG5YHRE/7TTtiHieNG+kNc9l2eMbPGb51N2+VHmctNOrY6es+JYzr6rjUrv8Km8jBlUvzvmqPl7rrIc11oda2uuyz4VzKv0coVld7UDZ5+JDqTwmFhwTu4bUe/Smlv0bkcY0rwV+XeW43F5s2Zt227Q0AAAHi0lEQVR+B2kM+mrSkMu/AyZ0mF4MsT3a9JxZwzxvesH8NiNN7n2MNAH7IdJ4/sLj6UcqOzBzmOcUKntWxntJ38i9ROqluxbYo+TPd8TPo8x0gA+Shiqszj6TC2iZi5Ajr4+RxsgvzerlUuAW4LAS35eDgLmkhRBeIAW504HNSszjB8ASSrr5cJbmvLI+04J5eiGc7t7DWtuXXhwnvTh26vwf64hLLfnV0kYM6lZ3nczS7kmdrKIe1lkfamqvSz0Xzpln6ecIbT73Wo45SjwXHyaPSmOiskxykXQt8JEYoqdI0kHAlRGxXe5Ezcxs4Ll9MesvrpNm1qzQRWOuBKVJkXPopJmZWV5uX8z6i+uk2eDo+KJR0gTSCkpLIuLFUktlZmYDy+2LWX9xnTSzwrfckPQGSd8j3adlAen+KUiaLOm72XAFMzOzQty+mPUX10kzayh00ShpL9Kk1KnAlc2PRcRi0uo8x5ZWOjMzGwhuX8z6i+ukmTUr2tN4Nul+MLuTVuhRy+PfBd5UQrnMzGywuH0x6y+uk2a2TtGLxrcCl0W6z027yZALAK+iZWZmRbl9MesvrpNmtk7Ri8ZXkm4aOpSJXZTFLDdJMyWFpOm9LktdJM2T9GjO507P3p+Z1ZbKrDRjun1xzBrxuY5Z/WdM18nRzjFlxOc6ppSs6EXjw8A+wzz+DuC+zotj1l8kHSHpzF6Xw2wAuH0pgWOWlch10hxTbJ2iF43/ChzTslpWAEj6BPAu4KqSymbWD44Azuh1ITKHALv2uhBmFXH7Ug7HLCuL66SBY4plXlHw+RcCBwO3APeTgscXJE0CtgVuAy4ttYRmY5Sk8cBGEbEqz/N9bywb49y+9DnHrIHjOmmVckwZXQr1NGYf1sHAJ4GVwCpgF+Ap4BTgzyLi5bILaYNF0saSTpF0r6QVkp6VdI+kj43wujOz8euvbfPYo5Lmtez7U0nfl/SUpJWSFkiaLWmX7PF5ZMuJZ+k2tplNaUyR9JXstS9KelzS1yRNHqJsu0u6SNIiUv3Zr8D70nYsv6TDJf1U0ipJCyWdDYzPm65ZPxjN7Ytj1pD/n2PWKDaa6+Ro55gy5P/nmNJDRXsaiYg1wBeyzaxUkjYmfas5HbgVuJoUVPYEZgBfLimfA4GbgF8A5wLLSKvAHQTsDDwAnEP6YuWtwDFNL/+vLI0dgTuBjYHLSfM/dgY+Crxd0hsjonURgWtIje/nSd/aPtHl/3EkcAPwKGl59DXAccCfdZOuWS+MxvbFMavw/+GYNYqMxjo52jmmFP4/HFNqUvii0axiHycFynMj4lPND0gqOgd3OIeTAuEh2U2KGz7T+CUibpP0AeCtEXF1mzS+RPoma++IWNRUzuuAu4CTgTNbXrMMOChriLsiaSPgi8DTwJsi4qls/z8DP+82fTPLxTErJ8css1wcU3JyTKlXmQefWRk+ADxD+rZoPSUPg2l883WUpMJfnkj6fdK3WDcBqyRt09hI33Y9RJqw3eriMgJlZh/g1cAVjUAJkH2r99WS8jCz4Tlm5eeYZTYyx5T8HFNq5ItG6zevA+7POym6C18GfkqaxP+0pDmSTlKa4J/HrqT6czywpM22K/CqNq97oNuCN9kp+3l/m8e8DLpZPRyz8nPMMhuZY0p+jik18vBU60dRwevWO9YjYqmkfUnj9A8G3kaas3GWpEMj4s4R8lL282rg60M8Z2WbfStGSLeIRhna/d9qs8/MquGYlY9jllk+jin5OKbUyBeN1m8eAHaTNCEiVhd87dPZz61IQyMAkPRKYAppqMQ6EbEWmJdtSPpD4MfAp4E/bTxtiLweyh7bOCLmFixnWR7Ofu7W5rF2+8ysfI5Z+TlmmY3MMSU/x5QaeXiq9ZtrgC1JAWs9kkb61qgx5OGglv0n03KsZ2PuW91P+lZsq6Z9z2fPb95HRCwF5gAzJG2wXLSSvEM8OvVjYBFwXPP/I2kicELFeZtZ4piVn2OW2cgcU/JzTKmRexqt33wROAz4dDZs4lbSUtO7k8bHtwbCZnNJAe9sSVsD84EDSPcAeqrluZdJ2iFL/zfAJsB7gN8Drmx63l3Ax4BLJf0n8BLw3xExn7Sk9A+BOyRdSZobMI40xv7wLJ0zi78F+UTEWkknA/8O/I+ky0hLTX8IWArsWFXeZraOY1ZOjllmuTim5OSYUi9fNFpfiYgXJR0CfAJ4P/BZUrB8ELhihNeulXQ4cAnw18CLpGB4IPCjlqdfBcwk3bR2ErCcNGn63RFxQ9PzvgHsDbwXOJoUDI8D5kfEQkn7AKeSguMHs7IuBG4mBbFKRcT1kt4N/AMpMC8GZgF3kP53M6uQY1Yxjllmw3NMKcYxpT6K6HSurZmZmZmZmY11ntNoZmZmZmZmQ/LwVLMeyiaWbzzC01ZmN6o1M+spxywzK5Njyujh4almPSRpHmmuwXC+HhEzqy+NmdnwHLPMrEyOKaOHLxrNeiibQL7lCE97PCLuq6M8ZmbDccwyszI5powevmg0MzMzMzOzIXkhHDMzMzMzMxuSLxrNzMzMzMxsSL5oNDMzMzMzsyH5otHMzMzMzMyG9P8BOh3a6/kxw6EAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats, cluster_meta, location='VISp_upper', metric='relative_to_random')  \n",
-    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
-    "\n",
-    "for metric in cluster_stats.columns[2:]:\n",
-    "    try:\n",
-    "        figsize=(15,2.5)\n",
-    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
-    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
-    "            data = cell_stats_loc[cell_stats_loc.cre_line==cre_line]\n",
-    "            ax[i] = sns.boxplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
-    "                                hue='VISp_upper', palette='PRGn', ax=ax[i], dodge=False)\n",
-    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
-    "            ax[i].get_legend().remove()\n",
-    "        plt.subplots_adjust(wspace=0.4)\n",
-    "        utils.save_figure(fig, figsize, save_dir, 'boxplots_VISp_upper_sort', metric)\n",
-    "    except:\n",
-    "        print('problem for', metric)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### boxplots using V1/LM or upper/lower"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 99,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['targeted_structure'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 100,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create location column merging area and depth\n",
-    "cell_count_stats_area['location'] = cell_count_stats_area.targeted_structure\n",
-    "# group & unstack to get fraction relative to random for each location as columns\n",
-    "fraction_cells = cell_count_stats_area[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
-    "# get rid of multi-index column\n",
-    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
-    "# merge fraction cells per location with other cluster metrics\n",
-    "cell_stats_loc = fraction_cells.reset_index().merge(cell_stats.reset_index(), on=['cre_line', 'cluster_id'])\n",
-    "cell_stats_loc = cell_stats_loc.set_index('cell_specimen_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 101,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for VISl_lower\n",
-      "problem for VISl_upper\n",
-      "problem for VISp_lower\n",
-      "problem for VISp_upper\n",
-      "problem for next_highest_conditions\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for fraction_cre\n",
-      "problem for F_max\n",
-      "problem for N1_max\n",
-      "problem for N2_max\n",
-      "problem for n_cells_cluster\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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bdNVxh2HiTafF4yl4ZRaxp0hDL04Flmtz+5Np/aiOiU3iT2PuqesDmNok7lzpMPw012uROtIPkyrfa4DN2vwsliU9k/HRXGYat7EVaer6p/LrCmDLdtJu8bldNNJ35pdfVb/61T6Qri4elbf/COmxETNJzzrcmTmnst+a9JzHGaRH+/wLuATYpiHN+UjPIZtBOjsfwKQR8jGNFo/qaBF/jrqJV6b4n2s7zdJpUd9Ny/XEKqRh7E+QHvlzNrBaQ9wJNHksB+n+0D/luiiK2yAdqO5DOgn2bK7TzgLWaSftJvu1CGninBeB1/f7NzyvvfpVJsfyi5Ef1RHAOqT7+mYC4xvWXxJ4kHRya4lC+DhSJ+xu0sRSM0kdz48X4kymyWM5SJPw3Es6CfZyuSQNkz00b+sZ4K78m9ikWV1EmojsVl55NNLUwrJlSBORzcjbmUGqlxsf7TaJFsdwDfE2yPHuosnjRPzq70v5S2qLpNnAnhHxI0lLkRreTSPi4rx8F+CoiFio7URtniRpOumgY2KfszLmSPod6dl3K0aamMKsdm4frKx8D/zfgT9HxPv7nZ95jcukjVb5fsergf0i4rv9zo/Nqew9j8+QzhS28nrSIx7MrA8krUYaZnyqO47WY24frKztSSNcftzvjMyjXCZttNqddAWz7Fwb1gNlO4/X0OLh7pIWIo27/lO3mTKzciS9S9Ik4AzSkJIf9DdHNga5fbC2SNpc0u6kYXi3kobVWvVcJm3UkLSIpO3y/BCfAk6M5s+stT4r23k8FFhf0qnAm3PY8pLeT7rXYjzpPhEz663PAyeSZrLdPiKm9zc7Nga5fbB2/ZB0gusu0j1b3T7b0ppzmbTRZBnSzLJ7kCbz2bu/2bFWSt3zCCBpV+BwYAHSbE9DCTwHfD4iplaZQTMzGx3cPpgNFpdJM6ta6c4jQH4A8cdIDx0W6ezhGRHxt2qz11ZeFgTeQbrp3mcvzaxO8wMrkCb4eLbfmRlE3bQPrs+tAy6TI3CZNBszelIftt15zBXIu4C/xwA9O07Se0jTFZuZ9coG8cozuMa8qtoH1+fWBZfJApdJszGt1vrwVSXivkh6ftxXSWetBsXfAS677DLGjx/f77yY2TxsxowZbLDBBpDrHXtZVe2D63MrxWWyJZdJszGmV/Vh253HiHhB0sOkIQ+VkjQR2I/0cOIFSA85nhIRx7ax+osA48ePZ8KECVVnzcysGQ/fKqiwfXB9bp1ymSxwmTQb02qtD8vOtvoL4OOSyq7XkqQdgQuBe4DtgM2Bo0idSDMzGx0qbx/MrCsuk2ZWuTLDVgGOBzYGLpA0hTQU4unGSBHxQDuJSXodcAywX0R8v7DoopL5MjOz/qq0fTCzrrlMmlnlynYebyZN8yxg4jDx5m8zvV3y3x+WzIeZmQ2WqtsHM+uOy6SZVa5s5/EgXnlGUBU2BG4Dtpb0TWA10k2ePwG+GRHPVbgtMzOrT9Xtg5l1x2XSzCpXqvMYEZMr3v6K+fVD4BvALcB7gX2B1wHbFyNLGgeMa0jD03+ZmfVZ2fbB9blZvVwmzawOZa88Vm0+YDHgkxHx8xw2TdLCwF6SDoyIuwvx9wAO7HUmzcyscq7PzQaLy6SZjahU51HShu3Ei4hL20xyJvAG4PcN4ecBewFvBYqdxynA1Ia44/EDbM3M+qqD9sH1uVmNXCbNrA5lrzxOo73x8+3efH0TsF6T8KHnEr1UDIyIWcCsOSKq8sdOmplZedMo0T64Pjer3TRcJs2sYmU7jzu1SGNVYBIwHfhxifR+BXwW+BBwWiH8Q6QK788l82dmZv1RdftgZt1xmTSzypWdMOfkVsskHQpcXzK98yWdBxwlaWlemTDnK8CPIuL+MumZmVl/VN0+mFl3XCbNrA7zVZVQRDxGeiDt3iVX/Vhhvd8BHwcOAHavKm9mZtY/XbQPZlYDl0kz61TVs60+BqxSZoWIeIo0Oc5eFefFzMwGR+n2wcxq5TJpZqVVduVR0kLADsDDVaVpZmajn9sHs8HiMmlmnSr7qI4TWyxaElgfWAb4WreZMjOz0cXtg9lgcZk0szqUHbY6qUX4o8CdwJ4R8dN2E5O0CenM1/rA63I61wAHRsRNJfNmZmb9M6lFeEftg5l1bVKLcJdJM+tY2dlWKxvmmn0OWAo4DLgNWI508/afJU2MiKsq3p6ZmdWghvbBzLrgMmlmdSg7bHUl4F8RMbvF8oWBZSLigTaT/GJE/LMhjT8A95GGUmxTJn9mZtYfNbQPZtYFl0kzq0PZs1L3AVsNs/yjOU5bGjuOOWwWcBcwvmTezMysfyptH8ysay6TZla5sp1HtZFedJiXtAFpGWBt4OZu0jEzs56qvX0ws1JcJs2scp0853G4iuaNwKwO84IkAceSKrT/bbJ8HDCuIdhXKM3MBkPb7YPrc7OecJk0s0qN2HmUtCOwYyHoAEmfbRJ1SdIVw193kZ9DgS2BnSLitibL9wAO7CJ9MzOrSJftg+tzs4q5TJpZ3dq58jgOWDn/H6TnAr2mIU4ATwInAvt3khFJ3wa+CnwlIqa2iDYFaFw2Hrisk22amVlXumkfXJ+bVc9l0sxqNWLnMSIOBw4HkPQSsEfVzwWSdBCwH7B3RBwxTF5m0TAsNo10NTOzXuumfXB9blY9l0kzq1u/n/OIpAOBbwDfiIhDq07fzMzq52fKmQ0Wl0kzq0MnE+ZURtJXgcnAb4ALJa1XWPxsRNzQl4yZmZmZmZnZHEp3HiWtCuwJvAtYgrkf9xERsWqbyW2e/34kv4ruByaUzZ+ZmfVHxe2DmXXJZdLMqlaq8yhpHeByYEHgDmAV4BZgKWB54B5gRrvpRcTEMts3M7PBVHX7YGbdcZk0szqUHQ9/EPAc8J/AJjnsKxGxIrAbaZavL1aXPTMzGyXcPpgNFpdJM6tc2c7je4BjI+IOXnnwrAAi4jjgPOCQ6rJnZmajhNsHs8HiMmlmlSvbeVyMNMwB0tksgEUKy/9Eqqw6ImmypJB0Y6dpmJlZX9TaPphZaS6TZla5sp3Hf5DGyRMR/waeAlYvLF8CmL+TjEhaC9gnb8PMzEaX2toHM+uIy6SZVa7sbKs3Au8ovL8E+Iqka0gd0d2Bv5TNhKT5gBOA44F1SOPwzcxs9KilfTCzjrlMmlnlyl55/CmwlKSF8/tvAK8F/ghcROr07ddBPvYExgP7d7CumZn1X13tg5l1xmXSzCpX6spjRJwOnF54f0MebroV8CJwXkTcWyZNSauQZgTbPiKekFRmdTMzGwB1tA9m1jmXSTOrQ9lhq3OJiAeBIzpZV6mneBzw+4g4q43445h7SOv4TrZtZmb1Gq59cH1u1nsuk2bWrY46j5IWAdYHlgMujIhOJ7n5LPB24E1txt8DOLDDbZmZWc1KtA+uz816wGXSzKpU9p5HJH0e+BvwB+AUYK0cvoykZyTt2mY6SwPfB74LPCVpXD7r9Spg/vx+oYbVpgArN7w2KLsPZmZWvZLtg+tzs5q5TJpZ1Up1HiVtAxxFutn6M+SHzQJExL+A84Et2kxuPOnG7e8CjxVe7wbWzv9PLq4QEbMiYnrxBcwosw9mZla9su2D63OzerlMmlkdyl55/Brwx4jYCji7yfJrSR2/dtwNbNzk9RfSQ203Bo4tmT8zM+uPKtsHM+uey6SZVa7sPY/rAPsMs/zvwLLtJBQRTwLTGsMlzcrL51pmZmYDq7L2wcwq4TJpZpUre+XxxRHWWRF4qvPsmJnZKOX2wWywuEyaWeXKdh7/Ary/2QJJ8wEfA/7cTYYiYmJEvKWbNMzMrOdqbx/MrBSXSTOrXNnO45HAByUdDCw5lIakNYBfkGbx6uiZj2ZmNqq5fTAbLC6TZla5Uvc8RsTpktYB9gf2zcHnk2bwEnBgRJxXbRbNzGzQuX0wGywuk2ZWh7IT5hARB0j6FbA9sCapAroLODUiri2TlqT/Ij2Qdm1gKeDfwE3Aoa7QzMxGlyrbBzPrnsukmVVt2M6jpBOBH0fE1fn9hsBtEXE9cH0F218CuAM4CXg4v98V+J2kT0bEzyvYhpmZVawH7YOZleAyaWa9MNI9j5OAVQvv/whsVtXGI+K3EfHliPh5REyLiF8Dm5MeSrtrVdsxM7PKTaLG9sHMSpuEy6SZ1WykzuMjwHKF96oxLwBExAvA48DzdW/LzMw61vP2wcyG5TJpZrUb6Z7HK4ADJK0EPJbDtpa02jDrREQcXCYTecro+UgPq90NWB3Yq0waZmbWUz1pH8ysbS6TZla7kTqPewAnA18mncEKYOv8aiWAshXRGcA2+f8ngI9HxPmNkSSNA8Y1BI8vuS0zM+teV+2D63OzyrlMmlnthu08RsR0YCNJCwDLA9NJldPZFedjb+B7eRv/DZwhaceI+FlDvD1Is7OamVkfVdA+uD43q5DLpJn1QluP6oiI54AHJJ0MXB0R97ezXh6OOh54OKfRKv17gXvz23MlnQscJen0iHipEHUKMLVh9fHAZe3kx8zMqtVp+wAcDvwB+Bev3OPu+tysSy6TZlanUs95jIidSqa/DHAfabavi0usdw3wkbz+PwrbnwXMKkaUfD+4mVm/ddA+LEA6KN0sIi4G1+dmVXKZNLM6jDTbahVK1TxKNdVEUidxZh0ZMjOzgeAjU7PB4jJpZsMqdeWxapJOA+4HriNNMb0CsCPwXuBL+bEdZmZmZmZm1md97TwCVwLbkx7P8VrS8x2vBT4aEef2M2NmZmZmZmb2ir52HiPiSODIfubBzMzMzMzMRtaLex7NzMzMzMxslHPn0czMzMzMzEbU986jpHUlnSXpIUlPSbpV0tclLdjvvJmZmZmZmVnS79lW1wSuAO4A9iDNuPpe4NvAm4BP9y93ZmZmZmZmNqTUlUdJ35S09jDL15L0zULQo8DGpEdxNLMdsBCwTUScEREXR8QBwE+BT0p6dZn8mZlZf9TQPphZF1wmzawOZYetTgbePMzytYEDh95ExPMRcUlEPN4i/vP5b+Pyx/OyF0vmz8zM+mMy1bYPZtadybhMmlnFqr7ncSHghRLxTyWd6TpG0sqSFpe0BbAj8H8R8VLF+TMzs/4o2z6YWb1cJs2stBHveZS0ODCuELSUpJWaRF0S2B54sN2NR8QDktYDzgLuLSz6TkR8o0lexjXkBWB8u9szM7PqdNM+uD43q57LpJnVrZ0Jc/YEhsbEBzAlv5oRsHe7G5f0euBc4GFgK2AWsBGwr6SXmnQg96AwxMLMzPqqm/bB9blZ9VwmzaxW7XQep+W/IlVIvwb+2hAngCeBqyLiihLbPwRYDFg3ImYPbU8SwDclnRAR0wvxpwBTG9IYD1xWYptmZlaNaflvJ+2D63Oz6k3Lf10mzawWI3YeI+IS4BJ4+UrhjyLi6oq2vy5wa6HjOORa0v2YawLTC3mZRbo6+bLc0TQzsx7rpn1wfW5WPZdJM6tbqec8RsROFW//IWBtSa+JiKcL4evnv3+reHtmZlaDGtoHM+uCy6SZ1aFU53GIpNWB1YClSEMj5hARp7SZ1BGkIRW/lzSF9IiOiaQx+BdGxE2d5M/MzPqjwvbBzCrgMmlmVSrVeZS0HHAysNlQUJNoAbRVEUXEWZI2A74OHA0sShqmejDwgzJ5MzOz/qm6fTCz7rhMmlkdyl55PJJUCR0DXAzM7DYDEXEhcGG36ZiZWV9V3j6YWVdcJs2scmU7j5uRbr7evY7MmJnZqOX2wWywuEyaWeXm6yD+X+rIiJmZjWpuH8wGi8ukmVWubOfxMuA/q9q4pKmSYpjX8lVty8zMalVp+2BmXXOZNLPKle08/j9gK0nbVLT9g0mP5Si+NgRmA1dHxMMVbcfMzOpVdftgZt1xmTSzypW95/EY4EngDEkPAfcCLzbEiYjYpJ3EIuIe4J5imKStgYWBE0rmzczM+qfS9sHMuuYyaWaVK9t5XIU0rfMD+f1K1WYHgJ2Bp4HTa0jbzMzq0Yv2wcza5zJpZpUr1XmMiAk15QMASSsAHwBOi4gn6tyWmZlVp+72wczKcZk0szqUvfJYtx2B+WkxZFXSOGBcQ/D4ujNlZmbVcn1uNlhcJs2sHYPWeZwE3B0Rl7ZYvgdwYO+yY2ZmNXF9bjZYXCbNbDghiuEAABs5SURBVESlO4+SVgX2BN4FLMHcM7ZGRKzaQbrvAdYA9h8m2hRgakPYeNJ01GZm1kcl2wfX52Y1c5k0s6qV6jxKWge4HFgQuIN0M/YtwFLA8qSZU2d0mJedSbOAndwqQkTMAmY15KnDzZmZWVXKtg+uz83q5TJpZnUo+5zHg4DnSA+dHZra+SsRsSKwG2ms/BfLZkLSIsDHgN9HxN/Krm9mZn1XS/tgZh1zmTSzypXtPL4HODYi7iBN/wwggIg4DjgPOKSDfHwCWBQ4sYN1zcys/+pqH8ysMy6TZla5sp3HxUjDHCCdzQJYpLD8T6TKqqydgEeAczpY18zM+q+u9sHMOuMyaWaVKzthzj9I4+SJiH9LegpYvbB8CdKjNkqJiA3KrmNmZgOllvbBzDrmMmlmlSvbebwReEfh/SXAVyRdQ7qKuTvwl4ryZmZmo4fbB7PB4jJpZpUrO2z1p8BSkhbO778BvBb4I3AR6ebr/arLnpmZjRJuH8wGi8ukmVWu1JXHiDgdOL3w/gZJawFbkR6zcV5E3FsmTUnvBg4mPYPoRdK00vtExE1l0jEzs/6po30ws865TJpZHcoOW51LRDwIHNHJupLWI50BuwrYnnQl9OvApZLeERF3d5s/MzPrj27aBzOrnsukmXWr685jlw4izbL6/oiYDSDpYuBe4FukDqWZmZmZmZn1WenOo6T1STdZvwFYivzMoIKIiFXbTG594OyhjmNeeZaky4AtJc0fES+WzaOZmfVexe2DmXXJZdLMqlaq8yjp08BJwPPAncADXW5/AeDZJuHPAq8BVgHu6nIbZmZWsxraBzPrgsukmdWh7JXH/YE7gE0j4qEKtn8rsJ4kRUQASHo18M68fGkKnUdJ40izgxWNryAfZmbWnVLtg+tzs9q5TJpZ5cp2Hl8PfK2ijiPAD4ETgCMkHUKaMOcgXqmsXmqIvwdwYEXbNjOz6pRtH1yfm9XLZdLMKlf2OY8zgAWr2nhEnEiaXXVSTvsBYA3gf3OUxgpvCrByw2uDqvJjZmYdK9s+uD43q5fLpJlVrmzn8UfA9pLmryoDEfE90vDUdYAJEfFfwJLA/XlK6WLcWRExvfgiVY5mZtZfpdoH1+dmtXOZNLPKlR22eh2wDXCNpKOA+0gPmp1DRFxaJtGIeBa4GUDSBOATwMEl82ZmZv1TS/tgZh1zmTSzypXtPF5U+P94IBqWK4e1dZZL0n8CWwLXkmZYfQuwL3ANafiEmZmNDpW2D2bWNZdJM6tc2c7jThVv/1lgE+ArwCLAvaT7HX8QES9UvC0zM6tP1e2DmXXHZdLMKleq8xgRJ1e58Yi4HdiwyjTNzKz3qm4fzKw7LpNmVoeyE+aYmZmZmZnZGDTslUdJG8IrN1MPvR+Jb742M5u3uX0wGywuk2bWCyMNW50GhKSFI+K5offDxC87Yc544GvA20iT5SwCbBwR09pZ38zM+mYaNbYPZlbaNFwmzaxmI3UedyZVLM/n91XffL0a8EngetKsYB+tOH0zM6tH3e2DmZXjMmlmtRu28xgRUxveV33z9aURsSyApC1x59HMbFToQftgZiW4TJpZL/R1wpyIeKmf2zczMzMzM7P2lH3OIwCS3gC8AViKNGZ+DhFxSpf5MjOzUcjtg9lgcZk0syqV6jxKWgE4GdhkKKhJtABqqYgkjQPGNQSPr2NbZmbWvrLtg+tzs3q5TJpZHcpeeTwW2BiYAlwGPFZ5joa3B3Bgj7dpZmYjK9s+uD43q5fLpJlVrmzn8b3A4RGxVx2ZacMUYGpD2HhSpWhmZv1Ttn1wfW5WL5dJM6tc2c7jk8DddWSkHRExC5hVDJOajcIwM7MeK9U+uD43q53LpJlVruxsq78BNq0jI2ZmNqq5fTAbLC6TZla5sp3HrwIrSzpM0iqq4JSUpG0lbQusn4M2ymEf7DZtMzPrmcrbBzPrisukmVWu1LDViJgl6WTgMODL0HRIQ0REmXR/0fB+cv57PzChTP7MzKw/amofzKxDLpNmVoeyj+rYG/gu8A/gGiqYbTUifCbMzGyUq6N9MLPOuUyaWR3Knm36EjAN+EBEPF99dszMbJRy+2A2WFwmzaxyZe95XBI4w5WQmZk1cPtgNlhcJs2scmU7j38BVqojI2ZmNqq5fTAbLC6TZla5sp3H/YFdJb29io1LmigpWrzWrGIbZmbWE5W2D2bWNZdJM6tc2XsedwD+Blwl6UrgXuDFhjgREbuUTHcf4NKGsOkl0zAzs/6pq30ws864TJpZ5cp2HicV/n93fjUKoGxFdGdEXFVyHTMzGxyTCv9X2T6YWWcmFf53mTSzSpR9zmPZYa5mZjYGuH0wGywuk2ZWh0F5MOyPJZ0JPAVcBhwYEdc1RpI0DhjXEDy+B/kzM7MKuT43Gywuk2bWjo46j5IErAuskoPuBW6IiCiZ1OPAFNJziB4F3gh8HfiTpI0i4uqG+HsAB3aSZzMzq1+J9sH1uVkPuEyaWZVKdx4lfQA4Gnh9w6Lpkr4QEb9vN62IuAG4oRB0maRzgJuBbwObNqwyBZjaEDaedLXSzMz6qGT74PrcrGYuk2ZWtVKdR0nvBs4hDS89gtTJA1iLdGP2OZI2jogrOs1QRDws6Q/AR5ssmwXMashTp5syM7OKlG0fXJ+b1ctl0szqUPbK4zeBh4F3RcTfiwskHQpcneN8oMt8zUeaAczMzEaHXrUPZtYel0kzq1zZmbjeBRzbWAkB5LDjgPW6yZCk5YHNAD+6w8xs9Ki9fTCzUlwmzaxyZa88LgD8e5jlT+Q4bZF0GunG7euBx4A1gX2AhYF9S+bNzMz6p9L2wcy65jJpZpUre+XxNmA7SXN1OnPYJ3Kcdt0EbA6cBFwATCYNo3hnRFxbMm9mZtY/VbcPZtYdl0kzq1zZK4/HAMcCF0n6PnBrDl8L+BppiMSu7SYWEYcAh5TMQ6P5AWbMmNFlMmZmwyvUM/P3Mx8Dqor2wfW5leIyOSyXSbMxpFf1oco+mlHS94C9Wiw+NCK+3nWuyuXnA8B5vdymmY15H4yI8/udiUHTbfvg+ty64DLZhMuk2ZhUa31YuvMIIGl1YAtgZUDAPcA5EXFntdlrOy93ABsBD/R6+z0y9JylDYB59fTfvL6P8/r+wdjYx5WAS4A1+lHfjQbdtA9jpD7v1FgoX51wmRyBy2TbxlIZ877Om3pSH5YdtgpAztChFeelU8/lvw9ExPR+ZqQuhecszfA+jk7z+v7BmNvH54aLN5Z12T7M8/V5p8ZC+eqEy+TIXCbbM5bKmPd13tSr+rDshDlmZmZmZmY2Bg175VHSxR2kGRGxSYf5MTOzUcDtg9lgcZk0s14YadjqKkDjTZGLAEvn/2eRxs+/Nr9/BHiystyZmdmgcvtgNlhcJs2sdsMOW42ICRGx8tAL2ASYDRwOrBgRS0bEEsCKwBHA0zlOL80CvpX/zqu8j6PfvL5/4H0cU2pqH/z5tubPpjl/LpnLZNe8r/Mm72vFSs22Kuls4OmI+GSL5T8HFoqILSvKn5mZjQJuH8wGi8ukmdWh7IQ5E0lTwLYyDdi408yYmdmoNRG3D2aDZCIuk2ZWsbKdxwDeOMzytZh7vL2Zmc373D6YDRaXSTOrXNnO4x+Az0v6tAoPE1GyI7BbjtM1SYtKOkLS3yXNlnStpI+2ue6qks6S9Likf0v6naQ3VZGvKnW6j5I+I+kcSffn9e7K6SzTi3yX0c33WEhDki6WFJKm1JXXTnT5O5WkXSVdJ+lpSbMkXSXpv+rOdxld7uM2kq6Q9Fh+XSnp43XnuQxJ4yUdLulySU/m39nEEuu/TdJFkp7K+/hzSf9RY5YH1XDtw67AF4AF59X6vFNdtAOT82+18fVwL/JdN5fLSgyVyc82+Y1NoY1jtjLlT9KXJd0p6VlJ90jaW1JPHwnXi+OqFuUuJH2unr1qmeee1B2j/HudPsz3dXtD3EH5XntS90l6taRv5d/8s5JukbRLWxuJiLZfwHjgPuBF4CHScIhp+f8XgenA+DJpDrOtC4CZwC7Ae4FT8jY+NMJ6y+b83AhsCXwEuAr4V1V5q+rVxT7+DfgJ8N/ARsDngYfz5z+u3/tVxT42pLFr/k4DmNLvfapq/4ATSDc170caXvRh4JvAZv3eryr2Edgxf2dnAh/MrzNz2M793q9CPicC/wTOB87O+ZvY5rpvBP4NXJz3b1vgDuAuYNF+71uPP8fh2ofI4XvNq/V5F59bp+Vrcv5cNwXWK7ze2u99quhzcbns/jMcKpMBvJQ/gxtJE+UE8I/hylGZ8gcckH+3B+Xvbj/geeCQHu9z7cdV+bP7eUO5Ww9YdpTsa9t1xzzwva7b5Hv6bN7/QxriDsr32pO6Dzg+1wV75m3+b97W50bcTgc79VrgO8AtpFm8Zuf/v9NYwLr44D6Ud2CrQpiAy4HbRlj3+zlPKxbClgKeAI7p5Q+gxn2c64ecK7sAvtTvfatiHwvx/4PUwdqGAes8dvkdbpMrvvX7vR817uM0UsM7XyFsvhw2rd/7VsxT4f8tS1bUZ5AOrhYphK2Zv9t9+r1vffgsm7UP9+fPdPsOfkOjoj7v4vPqpnxNzusO1AnDCj8bl8tqPsdt82f3AHMesz0I3DHCum2Vvxw2Gzi8Yf1vkzoaPTnR02V5avu4igE4FulF3TEvfK8t0jsip7f6oH2vOR+11328MmR9z4b1TwMeJU2k1XI7pS87R8TjEbFfRKwVEQvn11o5rKqpYbcCHif1uIe2G8DJwJojDFnaCrggIh4qrDsTOBfYuqL8VaHjfYyIfzYJ/nP+O77KTHapm+9xyDHApRHxy3qy2JVu9u9LpP26st4sdq2bfXweeDIiXiqs+xLpuWLP1pPd8or5K0PSq0ln4s+MiKcK6d1OOju/TTU5HD2atQ+kYXGPAz8rxJvX6vNOVVFHzpNcLivzftJvbELxmI10JWn1isrfB4CFSL/boqmk54mXulWlC2PhuGpIL+qOUf+9NpK0AOnq8uURcWfVGa1Cj+q+oU7pqQ3JTAWWIF3dbamnY5ZLWBu4tckH+NfC8rlIWhhYFbi5yeK/AstKWrayXHano30cxtAX3Wzf+6WrfZT0SdJMcF+sIW9V6PR3+mrSUIibJH1H0j8kvZDHm+9YY3470c13eCTwRkn7S1pa0jKS9gfWAA6rIa+9tgqwMK3rm7JleF41FurzTlXRDtwm6cV8L9Bx88Bn0i2Xyzn1ovytTToQvaUYKSLuIl256tVn3svjqk/ne++ekXS1en8vfy/qjnnxe92SdEX1xBbL+/29dqNM3bc28HBEPNIkHozwmQ5q53Ep0mXTRo8WljezBOlSdifr9lqn+zgXSUuSLsPfRbpkPSg63kdJS5MebLx/RDxYQ96q0On+LQUsSLoncAtgd9LY9JuAqZI+W3E+u9HxdxgRZ5POTO5Fukfmn8C+wMci4vyK89kPQ/ve6vNZOB+AjXVjoT7vVDftwD2k+492AjYDjga2A66StESVmRxlXC7n1IvytxTpeZLNRpQ8Nsw2qtar46rTSO32+4BPkzpSp0v6StkMd6EXdcc8970CO5NGPzU7Vh6E77UbZeq+rj7TV3WUvd6IDpd1u24vdZ1PSa8BzgKWBDZsUcj7qdN9PIJ0o/+R1Wancp3s39BJm4VIN3vfDyDpQtKZo28Cx1WWw+519B1K2gz4KWm44i+B+YHtgZ9J2jYifltpLvtntNQ3/TQW6vNOdbR/EdE43OhiSVeRhgl/EfifCvI2ms3rv5syelH+BuXzrv24KiI+1RD/TNI9/v8j6diImF0qx53rRd0xL32v40md5ZOKwzpfTmRwvtdudVNmY5hlLxvUK48zad7rXTL/bdZbhnQmJDpct9c63ceX5TMI55Bmk/pQRPx1hFV6raN9zJ2OTwB7A4tLGidpXF68YH4/CCc+uv2d3j7UcYSXx/CfD4wfoKFnnX6HIt2PcHFEfC4iLoiI8yNiB9LY+x/Wktvempn/tvp8ZkfEMz3Mz6AaC/V5p7puB4oi4gLg78D6XeZrNHO5nFMvyt9MYBFJCzaJu8Qw26haX46r8nDKnwCL0ruhnL2oO+aZ7zWbROr3tBqyOoc+fa/dKFP3tfpMh7t6+bJB7TzeQrpXqjF/6+S/Te/ry2cF7qX5l7wO8K8WN0X3Q0f7OETSQqSbh9cHPhIRV1Sfxa51uo9rkX6b00gN2NAL4HP5/00rzWlnuvmd3t0izaHn43V0w3QNOv0OlwNWAK5tsuxaYOX8Gx7N7qX1fR/rMFj3H/fTWKjPO9VVO9DCfAxO/dEPLpdz6kX5u4XUdq1VjCRpNVrfg1WHfh5XDW2zV2WvF3XHPPG9wssntCeRTtoP8vfajTJ13y3A8pIaO5BtfaaD2nn8NTAO2Lwh/NOkqaVvHWHdzSQtPxSQx65vDvyq6ox2oeN9zGeBzgI2ALaIiEtqy2V3Ot3HM0kT5TS+IA1/3Bi4pvLcltfN7/RXpMpwwlBArtw+CNzb5Cbmful0Hx8DngHe2WTZesDM0X72PyKeB34LbJOHOQEgaXXSwccg1Tf9NBbq805189nMRdL7SCdurqome6OPy+VcelH+ziPNoL1Dw/o7Ai+QZmfthb4cV+VOzfak5+vdMkL0qvSi7hj132vBRqQJoNq66gh9+147VrLuO4t0YmCOobqk73YW8MeRNjZwr7xDFwOPkG5u3Zg0fexLwOaFeNPIo/0KYcuRHux6PWkykg8DV5Iu0a7U732raB/PJQ0n+RZzP8x01X7vWxX72CK9gXgGT0Xf4VKk52zdDnyS1Gk8M+/jJ/q9bxXt42F5f44nTfn9YeD0HLZ/v/etIa/b5tf3cv4OzO8/WIgzHZjesN6bSDffX5j3cZv8nd4DLNbv/RqEV5e/oVFRn/fps7mB9HDnD5Hu4zmQdJBzF/PIsx9dLvv+G2u7/OXv5gXSMwQ3Ar4OPAccOkr2ta3jKtIEcMeR2u2JpIlmLsnrfmGU7Gvbdcdo/14Ly04hPT5suRbLB+J7LeSn9roPOAl4Gtgjf7eH5m19ccT89foDKfHBLU6aLOVh0hWM64EtG+I0/aEAbyANPXgif4jnAWv1e5+q2sf85bZ6Te33flX1PTZJa6A6j93uHzAB+AWvXKX7c+O6g/Dq4nc6P7AbcB3pTNajpLOanwLU7/1q8ttq9ppeiDNXRZ3D30Fq2J7K+3kG8Lp+79MgvcZCfd7rz4Y0EdVd+Xf3HOng4DBgyX7vU4WfjctlH39jObyt8kc6wN8j/yafJU14ty+FB54P8r4O81ub47iKdPXrMtIM4s/n39ZFFDoxo2Bf2647Rvv3msMXy/t69jDpD8z3OsLvcXohTld1H7AAcDDwQP5ubwM+207+lBMwMzMzMzMza2lQ73k0MzMzMzOzAeLOo5mZmZmZmY3InUczMzMzMzMbkTuPZmZmZmZmNiJ3Hs3MzMzMzGxE7jyamZmZmZnZiNx5tL6RNElSSJrY77z0iqRpkqa3GXdi/nwm1ZsrMxuJ66sR47q+MivBdcqIcV2nDCh3Hm2eJ2lLSZP7nQ8zs5G4vjKzKrlOsaq582hjwZbAgf3ORPY+YI1+Z8LMBpbrKzOrkusUq9Sr+p0Bs9FM0quB+SPimXbiR8RzNWfJzKwp11dmViXXKWOTrzxaLSQtIGlvSTdKelrS45KulbT7COtNzmPcJzRZNl3StIawD0u6RNIjkmZLekDSryStnpdPA3bM/0fhNamQxgqSjsnrPifpIUnHSlq2Rd7WkvQDSTOAZ4D1SnwuTcf7S9pC0g2SnpH0oKSDgFe3m66Zdc71Vcv9c31l1gHXKS33z3XKPMBXHq1ykhYAfg9MBP4A/IRUwawDbA0cWdF2NgLOAW4CvgvMAlYENgVWA+4Evk06SbIBsENh9StyGisBVwILACcA9+R1Pw9sLOntEfF4w6ZPA2YD/wcE8Pcu92Mr4JfAdOAg4AVgJ+Aj3aRrZiNzfVV6P1xfmQ3DdUrp/XCdMsq482h12INUaX43IvYrLpBU5dXuLUiV4vsi4p+F8IOH/omICyRtD2wQET9pksYPSWe31o2IGYV8/gK4CtgTmNywzixg04h4odsdkDQ/cDjwKPDOiHgkh/8Y+Gu36ZvZiFxftcn1lVlbXKe0yXXK6ORhq1aH7YHHSGeQ5hARL1W4naGzYdtIKn0iRNJrSWe2zgGekbT00It0Buxu0s3djaZUUWlmbwNeB5w0VGkC5DN9P6poG2bWmuur9rm+MhuZ65T2uU4Zhdx5tDq8Abi93Ruou3AkcANwNPCopN9J+rKkZdpcfw1SGdgF+FeT1xrAck3Wu7PbjBeskv/e3mTZrRVux8yac33VPtdXZiNzndI+1ymjkIetWl2ihvXm+L1GxExJ7yCN5d8M2BA4DPiWpA9FxJUjbEv570+Ak1vEmd0k7OkR0i1jKA/N9ltNwsyseq6v2uP6yqw9rlPa4zplFHLn0epwJ/BGSQtGxLMl1300/12SNGwCAEkLASuQhlG8LCJeBKblF5LeDFwHHAB8eChai23dnZctEBEXlsxnVe7Jf9/YZFmzMDOrluur9rm+MhuZ65T2uU4ZhTxs1epwGrAEqfKag6SRziQNDYfYtCF8Txp+r3lcfqPbSWfKliyEPZnjF8OIiJnA74CtJc011bSSdod/dOo6YAawU3F/JC0OfK7mbZuZ66syXF+Zjcx1Svtcp4xCvvJodTgc2Bw4IA+p+ANpmuq1SGPoGyvFogtJld9BkpYC7gPeQ3qO0CMNcY+TND6nfz+wMPAJYDHglEK8q4DdgaMl/RZ4Hrg6Iu4jTUd9OXCppFNI9w/MRxqHv0VOZ3L5j6A9EfGipD2BM4BrJB1HmqZ6Z2AmsFJd2zYzwPVV21xfmbXFdUqbXKeMTu48WuUi4jlJ7wO+Cvw38B1SxXkXcNII674oaQvgCOBLwHOkinEj4E8N0U8FJpEegLsM8ATpButtI+KXhXg/A9YFtgM+RqoYdwLui4gHJb0N2IdUUX4q5/VB4FxShVariDhT0rbAN0mV9D+BqcClpH03s5q4virH9ZXZ8FynlOM6ZfRRRKf39JqZmZmZmdlY4XsezczMzMzMbEQetmrWpXwT+gIjRJudH3prZtY3rq/MrEquU8YeD1s165KkaaT7EYZzckRMqj83Zmatub4ysyq5Thl73Hk061K+2XyJEaI9FBG39iI/ZmatuL4ysyq5Thl73Hk0MzMzMzOzEXnCHDMzMzMzMxuRO49mZmZmZmY2IncezczMzMzMbETuPJqZmZmZmdmI3Hk0MzMzMzOzEf1/tdOg4wJnKTIAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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B2w33ARH5JLbyeAQ7FEi5IGql0Rjzl2jbSkVijNkoIq9gx8Sdhb1ohBtLF81J2Irn/QH7yn37a9yIsxdNF5Hl/sJYRIYB/wm8HmHMTqA2bMU71JPYgd/fE5GHjG+GMRE5EVuItHH8rHcRGWPaRWQhdimSO3279SZMJUW6lC8iciXwdOjDERHpD3zRt7nZt29ImDHZDdhp7gPzaJvv+FONMfuSEnhy3QZM82+IyLXAhzh+3FEo/0yp4a5XNdjr9w9F5D8DxkNdhO3d8JyTVkJjzD9F5AXs0IcD2On2nfRkUSHSJU+qnolIGXAd8BNjzK9FxGC7z98O/ATsmEUReRjb6+ubxpjfh6QhPXRbDczPjSHvdRLSAu2bB2F6D+mEqgF+hB0OUBWw/9tAAXZsoxOLsS2ds4BxwLLAMd4qMY4G8vv6Ttc7bC1S2ev32AlZxmBn/9zRw/GhdgB3+m4qXsJOVvEN7E3aL90MtBfkAc/6LuAnYqfF74+dTr4nf8e2/v0MOx6oC6g1xrwnIrdgl9z4h6/CB3Zs1nnYmRX3h0kvmt9hL7b/AfzFGLPN4eeViksKy5cKYLCI+JfSOIR90PWf2Cfdi3xjHgF+53vg8wR2/cP+2AdjJxLcRe/v2C5RlSLin2n5Hx6ZVGQvMElEhmJbU/1LbryDnU0xIl/33e3AV0Rkh+8zB40xtcaYJ0VkCXZijlNEpI4Pltw4QmzXwlAP8sGY658kMrGHOp7e86XMJSJSGuG9GmyXy/uw3ed/BmCM+Y2IjAbuEJH1xpjnfMffjl2X+n9E5IvY5TcEu6xFHsHLAoXyTwA4X0T+hM2nm4wxm7DLV3xHRB4F1mGX+fkGH8z3EOhF7H3LbBE5Bfuw+w1jzD+wa05OBn4jIpdgZ7b/GLaV8HXf+zEzxrwrIsuw4xpB52Rwl3Ew1Sr2l/4OtpD9mJPP6iv7XtiB0IfpYVFVoiwzwQczgx3EdrNYDJwW4/nnEHnJjcvCHP8Mx09BbwhYhDZaOkSfsvrD2Ar029gL7wvAlTH+LAqxYwz3+fJg6DmuxU5Bf9D3+hswMZa0I/zc1vf0O9OXvtx+pap8wbYm/ga7OPRe7PIPrdi1Cr9B8LT0k7DrNO7CLtHTAvwFuC4kzRzsWmK7sE/kDXBDD3E8Q4QlNyIcH3Rt4oPp+o87T7h0IlzvnvFdJ87Bdlc/gF26ZyVwXsixIwizvAZ2/OdffdciE3gO7E3qrdiHX0d917Qa4COxpB3mew3Adk3tBIpS/Tecaa9U5clsfdHzkhsG+Ah20ptWYFjI50/FjmlsAk4J2D8IW/najh2r2oqtcE4JOGYOYZbXwE6u8y/sg6/uPIntDn6P71xHgG3YHgqjwl2HsBPUbOaD5Y0WBrxXgJ1cbJfvPLuw1+TQ5dluIML9W8hxn/cdt40wy4LoK/6X+H7AMRGR72DHD3za9wt5DTtN+Z9M5AV/lXJMRBqxNxuXpTiUrCMiq7F5fKgx5nCq41HZQcsX5ZRvjPtbwIvGmDGpjifTaJ5UXuQbz/gP4EfGmLtSHU8mcVRp7P6QXbfq69hpfs/BPuV7AnsxWWlClklQyimtNKaGbxD768BvjDHxdBdTKiFavqhYicg3sMMgrjPGLE91PJlK86TyEhFZhO0GP1wfbrgrrkpjUAIin8c+ifoSdoKS/caYcINdlYqZVhp7l4h8Cjur4c2+fy8wxjSmNCiV9bR8UeGIyDjsmrpzsN0nP2p03F2v0Dyp0pFvEp5x2KFAs4EHjTFlqY0q8yRcaQQQkROwg2nnAycaY3ITTlRlNa009i7fJDpfw45duEWf2qt0oeWLCuUrH4ZiJ0j7ljHmtdRGlF00T6p0IyIjsEv2tAGPY68LB1IZUyZKqNLom6npa9iJOE7ADmp/2Evd2nxjIv4NOy5Cn1QqpZIlFzgDO/5Ku3P1IJ7yRa/nKg6aL2OkeVKpjBf1euhoyQ0AEbkQe9H4KvZJXwewGtu3vd4Y055QuL3v37CzSCmlVG/4PHbacxXChfJFr+cqXpovw9A8qVRWCns9dLpO4wbs+imC7RbyC+DPxphw67LEkt4w7JpwHwcuxk6ffbkx5pkYP/9xXwz/jp3Gdy0w0xiz20EYbwE8++yzDBs2zMHHlFIqdrt27eLzn/88+K45KphL5Ytez5Ujmi8j0zypVHbp6XrotKXxdOzaU380xmxOMDawC5D/B7ARuzbc+Fg/KCIXYNeUehE7IHsAMA94RkQ+ZoxpizGpToBhw4YxYsSImANPlubmZmbMmEFFRQUFBQWpDkd5wHPPPce3v/1t/vCHP/DpT3861eGonmkXrfDcKF/S6nqeLlpbW5k7dy533HEHp57aO3OWPP3008ybN4877riDSy+9tFfOmSDNl8fTPOkxLS0tzJo1i3vvvZchQ4akOhyVQj/+8Y9ZsWIFkydP5sc//rHTj4e9HuY4TGS4MeZWlyqMAP9rjCk0xlwFPOTwsz/BLjo8zhjzuDFmGTABOx30f7kUX6+rrKxkw4YNVFZWpjoU5RHTp0+nq6uL73//+6kORalEuF2+KJ/q6mo2bdpEdXV1r51z/vz5ANx1ly6T5mGaJz2mqqqKjRs3UlVVlepQVIqtWLECgKVLl7qWpqNKozGmy7UzJ5CeiOQDY4FlxpiDAek1AH8HrnMnwt7V3NzM8uXLMcbw2GOP0dLSkuqQVJp77rnnOHDAThC2f/9+nn/++RRHpFR83C5flNXa2sratWsxxrBmzRr27duX9HM+/fTTdHR0ANDR0cFf/vKXpJ9TuU/zpLe0tLSwcuVKjDHU1NSwd+/eVIekUiS0ZfGnP/2pK+lG7Z4qIn8ADHCjMabTt90TY4z5pivRRXYO0B/YFOa9f2IXoT2OiAwCBoXs7u5kP2/ePBoaGrrfaGpq4tChQzEFdMIJJ1BUVNS9XVxczOzZs2P6rF9lZSVdXfYa3dXVRWVlJXfeeWdMn503b173UwWAgwcPdqfVk5ycHAYMGBC079prr+2OPzTtRNMPTNvrQv9mIPa/m9C/GXD+dzN9+vSg7e9///u88MILMX8+VKTvAziOdeLEiezatSto35EjR2L6u8nJyaFfv35B+4YNG0ZNTU2vxJ5I+vGknY0SLV96up4rq7q6Oqhcqa6u5uabkzvBub+V0e+uu+6Kq4tqZWUla9euDdp36NAhnM76LiKccMIJQfvGjBlDeXm545gyWSry5Pz584+7ru7cuROA4cOHH3d8cXExt956awxhJd/8+fPDlkmHDh1ydH8U+rc5ceLEuL5jVVVVUF6vqqri9ttvd5RGuO+U6PeB47/T5MmTj7s/OHr0KJ2dsfcSz83NpW/fvkH7hg0b5mrLWqzS7W8h9J596dKl8XRRPU5PYxpvwF5Avovt33pDDGkaINmVxsG+f8M9Mt0H9BeR/saYwyHvTQMi1sIaGhr4x0svYAbYJYfkSBd0xlY4HTjaxluH7VMdORjf0Ija2lra2+1EZO3t7axatSrmSqNKjYaGBjZv3szI80d27+vq6orppqarq4uO9o7u7a3btjo+v7+V0W///v2O0+hJrA9OQu3bt4+2tjb65H1wUe/q7KIrlofXBo4d+WBSvmMdR+NqIYk39nRJP8PdQGLlS9TrubLWr18f1Oq3bt26pFca/eeLtK3S1g2kQZ7U62p86uvrg+4h6+rqHFcae8u+ffs4dOgQ/fv1797n9GGQMQbT9cFnDh853Cs9KbJZ1EqjMSYn2nYaiPYXFu69+4GFIfuGETAdtBmQS/tFA0hE/qaDPR8Uxrhx41i2bBnt7e3k5+czfnzM8wIxe/bspLVuJDPtTDDy/JFU/Trx8QNlN5U5/kx+fn53IQHQp0+fhGII93u+/vrrAVi8eLGjtIqKiugnA/ja1c6/V6hFj1dx2vDog/rdjD0V6WcbF8qXHq/nCkaNGsXq1avp7OwkNzeX0aNHJ/2ceXl5QRXFvDzHq3sBUF5erq2BvSgVeTJcK8rUqVMBeOghp1Nd9K5bb701bVo9AUpKSlixYkX3PeTYsWMdp9Fb32n48OGcPuR07vnJva6lOevOH9DnhMTugeKVbn8LyZJulcBY+ad7HhzmvVOBw8aYI6FvGGPeM8Y0Br6AXcelkCLl5eXk5NhfSU5OjhaWqke5ublB2/6/H6UyXbpfz9NFaWlp9xN8YwylpaVJP2fozdMPf/jDpJ9TpZ7mydQqKysLuocsK0v8ga3yptCZis855xxX0nV0hyki/xKRiM1fIjJWRP6VeFg9+hdwGLgozHsfIfxYx7RXWFjIpEmTEBGuu+46XXJD9ejaa68N2p40aVKKIlEqMWlUvqgEXX755d2ti3l5eV5ZckOF0DzpLQUFBUyYMAERYeLEibrkRha75557om7Hy2mzxAhgYJT3BwBFUd53hTGmHagHrhOR7lGjIjIS+DSwPNkxJEt5eTmf+MQntJVRxWTKlClB21/+8pdTFIlSCRtBGpQvmaa6ujqo9aG3lt3wtzZqK6OnjUDzpKeUlZVxySWXaCtjlgudDGjJkiWupOt2X7bTAEcjmEXkSyLyJWxlD+BS376rA45pFJHGkI/eCZwMrBKRq0TkOmAV0Aj8Js74U66wsJDq6mptZVQxCb0QPProoymKRKmkc1y+qPAT4fSGyy+/nHXr1mkrY2bTPJlmCgoKWLhwYdJbGVtaWrjhhht0WY80VV9fH7RdV1fnSro9jk4XkS8AlwXsmiQi54U59FTgK8ArDmMInRt3ju/fJuxTrrCMMZtF5HJgPvAY0A48Acw0xrzvMAalPGnlypVB2zU1NTrjrvKMXihfst6oUaN4/PHH6ejoIC8vr1cmwlHepXlSxaKqqoqNGzfGtayHSr4rrriC2tra7u1Ro0a5km4sU5pdzgdTKBtgku8VznZgeoT3wjLGSAzHjIiw/0XgCifnUyqTDB06lO3bt3dvn3nmmSmMRinHklq+pKvW1lbmzp3LHXfcwamnnprUc5WWlnavdZiTk9MrE+EoT8vKPJlsLS0tzJo1i3vvvdfzYw1bWlpYuXIlxhhqamooKyvz/HfKNCISdTtesXRPvR84GzgHEOw6PGeHvEYAQ4wxI40xG1yJTCnVoz179gRt7969O0WRKBWXrCxfqqur2bRpU6+MLxw8eDBjxoxBRLjqqquSXklNldbWVqZPn67rtCUuK/NksgW2zHldVVVV94L1XV1dGfGdMs369euDtt0altBjS6MxZj+wH8DXHXSzMabFlbOrjNLc3MyMGTOoqKjQMZm9ZMKECTz66KN0dXWRk5PDxIkTY/7svHnzaGho6PG4LVu2AB+sSRhJcXGxruepHMnG8qW1tZW1a9dijGHNmjWUlpb2SmtjY2NjRrcyBlbEb7755lSH41nZmCeTLdNa5urr67vXh25vb6eurk67qKaZkpISHnvsse71eeNZszMcpxPhvAqcEelNEfmoiJySWEjKqyorK9mwYQOVlZWpDiVrlJeXd09tn5+f72jW3YaGBl795ybea3k/6itX8siVvKjHvPrPTTFVQJWKIivKl+rq6qCn9L3V2lhRUZHRrYyBFXFtbXRNVuTJZMu0lrmSkhLy8/MBe9/hVoVEuaesrCxofV63ZtONZUxjoF8Al/he4TwEvAjoXL9Zprm5meXLl2OM4bHHHqO8vFxbG3tBYWEh1113HY888khca3uedUYRt9yY+BPCXzw4N+E0VNbLivIl3Gym2jKWmHAVcf2ZuiIr8mSyZVrLXFlZWfckfDk5Obq8R5pzazwjOG9pvByojfL+KkCnZstClZWVQYW2tjb2Hl3bU2WIrChfRo0aFbTwvc5mmrhULSuSBbIiTyZbSUlJ9427iHi+Za6goIAJEyYgIkycONHTXW0zVVVVVff6vCLiWuu200rjUGBnlPd3+Y5RWaa2tjboSdqqVatSHFH20LU9VYbIivKltLS0uzDX2UzdoRXxpMmKPJlskydPDuoqOGXKlBRHlLiysjIuueQSbWVMU/X19UEP0txap9FppfEgUBTl/SLgaPzhKK8aN25cUB/38ePHpzgipZTHZEX5ki2zmfYmrYgnTVbkyWRbunRp0N/nkiVLUhyRynTJGnfqtNL4D+DrInJi6Bu+fV8DXtWm/RwAACAASURBVHAjMOUt5eXlQRdF7SqplHIoa8qX0tJSLrroIq3cuEQr4kmTNXkymerr64OG77jV6pNKmbSESCYqKysLuid3q0XYaaXxXmAY8DcR+ZKInCci54rIl4C/+d67x5XIlKcUFhYyadIkRCSuCVmUUlkva8qXTJ/NNBW0Ip4UWZMnkynTZhsNXUJk7969qQ5JhUjWuFNHs6caY54WkXLgAeDRkLfbgZuMMToCPUuVl5ezfft2bWVUSjmm5YtKhL8irtyjedIdmTbbaLglRLw8G2wmmD9//nHLnr3xxhvk5eXR0NDA1KlTu/cXFxdz6623xnUep0tuYIz5rYjUAVOA8wABXgeWGWN2xxWFUkqprKfli1LpRfNk4vytPkuXLs2I2UYzbQmRTHX06FH69u3b3crtBseVRgDfhUIf6akglZWVbNiwgcrKSu68885Uh6OU8iAtX5RKL5onEzd58mRWr16dETOnlpSUsGLFCtrb2zOiu21va2lpYdasWdx7772uPUAI13Lob1186KGHXDkHOB/TCICIDBCR0SLyVRE5zbVolGc1NzezfPlyjDE89thjtLS0pDokpZQHafmiVHrRPJm4xYsX09bWxqJFi1IdSsKSNclKtqioqOCll17yZHd6x5VGEfkusBt4AlgEfNi3v0BEjojIje6GqLygsrIyqI97ZWVliiNSSnmNli9KpRfNk4lraWnpnjG1rq7O8xPHFBQUMGbMGACuuuoqz3e37U0tLS3U19cD3vxbcFRpFJHrgN8ATwPfwvZtB8AY0wKsASa4GaDyhtra2qA+7qtWrUpxRNmjubmZ0tJSbd1Vnqbli1LpRfOkO+6///7uh+qdnZ3cf//9KY4occaYoH9VbCoqKoIaWLzW2ui0pXEW8LQx5lpgZZj3NwAXJRyV8pxx48YFTSk9fvz4FEeUPQLHkirlYVq+KJVeNE+6YPXq1UHb/pYmr2ppaeGJJ54AYO3atZ5rLUslr/8tOK00fgRYEeX9t4DC+MNRXm01Ki8vD+rjrstu9A4dS6oyiJYvSqUXzZPqOFVVVXR2dgK25bSqqirFEXmHv5Ux0na6c1pp7OzhM0OBg/GHo7zaalRYWMikSZMQEa677joKCgpSHVJW0LGkKoNo+aJUetE86YKrr746aPuaa65JUSTuqK+vp6OjA4COjo7u8ZqqZ/7GlUjb6c7pkhv/B4wBfhn6hojkAJOBF12IKyuFthqVl5d7qvJVXl7O9u3btZWxF4UbS6rLnSiP0vJFqfTiap4MtwB5OP5jAhckjyaRxcp7w/Tp06mtrQ3a9rJRo0YFzVsxevToFEbjLddcc03Q30JJSUkKo3HOaaXx18DDIvIz7CxaADki8iHg59hZtdI356a5cK1GXqoAFBYWUl1dneowssq4ceNYtmxZ93pJOpZUeZiWL0qlF1fzZENDAy++vAEzMDfqcXLM3ge9sO3lHtOUts5YT59SOTk5dHV1ea5lKZzQyW90MpzYTZ8+nbq6Oowx5OTkeO4BgqNKozHmURH5CDAb+KFv9xrsjFoC3GmMedzdELOHthopp8rLy1m+fDmgY0mVt2n5olR6SUaeNANz6bh4oGsx5r3S5lpayVJVVRVUaayqquL2229PdVhxe+qpp4K2169fz7x581IUjbcUFBQwfPhwmpqaOOusszy3XInjRx7GmNuBTwAPAI9j1+75NfBJY8zP3A0vu+gMpMopHUuqMomWL0qlF82Ticu0MYCf+cxngrY/+9nPpigS72lpaeGtt94C4K233vLczLNOu6cCYIzZCGx0OZasp61GKh46llRlEi1flEovmicTU1JSwtKlSzHGICKMHTs21SElZNu2bUHbW7duTVEk3lNVVRW0xqXXWp2937k6g2irkYqHfyyp/r0opZRS6WXy5MlBFYUpU6akOKLENDY2Rt1WkdXX1wcNQ/Naq3PUlkYR+XEcaRrtshA/bTVSTjU3NzNjxgwqKiq04qg8Q8sXpdKL5snkWLRoUdD2H//4R0+PAczPz++u+Pi3VWxKSkpYvnw5HR0d5OXlea7VuafuqXPiSNMAegGJk85AqpwKXNtTJ05SHjInjs9o+aJU8syJ4zOaJ3uwevXqoO36+npPVxoDK4zhtlVkZWVlLFu2DLCrJJSVlaU4Imd6qjSe3StRKKXi4vW1PVVW0/JFuaa1tZW5c+dyxx13cOqpp6Y6HK/SPJkE/qXUIm17zUknncSBAweCtpVzIpLqEByLWmk0xjT1ViBKKee8vranyl5avig3VVdXs2nTJqqrq7n55ptTHY4naZ5MDhEJWsvQi5WFQEeOHIm6rSKrqqoK+v1nzUQ4ItJXRM4UkT5uBqSUil24tT2V8jotX5QTra2trF27FmMMa9asYd++fakOKeNonoxf3759g7b79euXokjc0dnZGXVbRVZfX9/98+rs7PTcRDiOK40icomIPAW8D+wEPufbXygi60VktMsxKqUi0LU9VSbR8kXFo7q6OqjHhc4L4B7Nk4k7fPhw0PahQ4dSFIk7MrXS2NLSwg033JDUtROvuOKKoO1Ro0Yl7VzJ4GidRhG5GHgW2AssAqb63zPGNItIf+DrwDo3g1QqXTU1NXHw4EHKbkp8MPPWbVsZMGCAo8/o2p4qU2j5ouK1fv36oMXT161bp11UXaB5UmWTqqoqNm7cmNQuo6Fdk73WVdlpS+NPgT3Ah4HbgNBvux74pAtxKaVioGt7qgyi5YuKy6hRo8jLs8/A8/LyGD1aG79connSBWeccUbQ9tChQ1MUiTsy7fuAbWVcuXIlxhhqamqS1tq4fv36oO1167z1vMVRSyPweeAuY0ybiPQN8/5OwPt/PUrFqKioiI72Dqp+XZVwWmU3lZGX7zRL6tqeKmNo+aLiUlpaytq1awHb46K0tDTFEWUMzZMuuOiii3jrrbeCtr3sl7/8JZMnT+7e/tWvfpXCaNxRVVUV1MU9Wa2NXl+n0WlLYz9gf5T3dd5dpXqZf21PbWVUHqfli4rL4MGDGTNmDCLCVVddpUtuuEfzpAv+9re/BW3/9a9/Tdq5emNcXnFxMYWFhQCcdtppjBw5Mmnn6i319fVBkwoma4KasrIycnNzAcjNzc24dRpD7QA+HuX9K4DN8YejvKy5uZkZM2ZQUVGhFRgFwNv79rDo8citsPsO2ILt1JOG9JjOacOjH6M8T8sXFbfS0lIaGxu1ldFdmiddUFJSwpIlS7q3k9m61Bvj8sBWHJubmykuLk7aOXpTSUkJK1asoL29nfz8/KT9jgoKCpgwYQJLly5l4sSJDBnirfsapy2NfwauD5ktywCIyEzgKmCxS7Epj1mwYAEvvvgiCxYsSHUoKg0UFxfz/y7+KKcNHxLxRa6BXBP1mNOGD+H/XfzRjCmcVERavqi4DR48mIqKCm1ldJfmSReEjrG98sork3KelpYWampqMMawYsWKpLU2trS08NxzzwHw7LPPJrVVs7eUlZWRk2OrRDk5OUltASwrK+OSSy7xXCsjOG9pvBe4ElgLNGAvHhUiUgCcDjwJVLoaoXJNMlsCm5ubu9cIXLlyJTNnztTWxjTX1NTEgf3v84sH5yac1ptvNbH/0IlB+2bPnt3j566//noAFi/W+w6l5YtSaUbzpAvmz58ftH3XXXdRU1Pj+nmqqqqCulgmq7WxoqIiaPxfRUUF8+bNc/08vamgoIAvfvGL1NbWMmbMGM+1APYWRy2Nxphj2AvID4DDwBFgJHY65luAscaYLreDVO6orKxkw4YNVFa6f41fsGBB0EVEWxuVUk5o+aJUetE86Y4dO3ZE3XZLbW0txhgAjDHdD/Ld9vjjjwdtr169Oinn6W3+5S+SvQxGYBdir3E8VaMxpgOo8L2URzQ3N7N8+XKMMTz22GOUl5e72hIYOmi4traWu+++27X0lfuKiop4r+V9brkx8SeRv3hwLoMKTuz5QBfNmzePhoaGqMds2bIF+KBFM5Li4uKYWkZVcmn5olR60TyZuKKiIpqamoK2k2Ho0KFBFdJMWAqjt7S0tHTPwLxmzRqmTZuWlNbG0KU9ysrKPNWq6Xx+/whEpK8x5qhb6Sl3VVZWBrUEVlZWcueddybtfF5bsFR5T0NDAy+/9Aqn9o98we08av/mmzbvinjMvsPeH4+R6bR8USq9aJ6M3Yc+9KGgSmOyxucHLusRbtstp59+Ort27Qra9rqqqio6OzsB6OzsTFrX3t5a2iNZHFUaReRq4FPGmDkB+8qBu4ETRGQJ8HVjTLurUaqE1dbWBvV1X7VqlauVxrFjxwb10ffa2jPKm07tP4QvjpyQUBpPbF3pUjQqEVq+KJVeNE+6I3SJDf8kMm4bPXp0UJfUZE2401uV095UX19PR0cHAB0dHdTV1SWlMhduaY+MrTQCs4Bm/4aIXAA8gJ2W+Q3gy8ALwP1uBZjJwnWv8z+NCuy+4EbXuXHjxrFs2bLu6YTHjx+fUHqhZs6cSW1tLZ2dneTm5jJz5kxX01dKZTwtX5RKL5onXVBSUsLSpUsxxiAiSXuo7h/PGGnbLaE9yTKhZ9lnP/tZnnjiie7tz33uc0k5T2/9LSSL00rjBUDgiNcvYwdHf9IYc0BE/gx8Hb2AxO3QoUNJSbe8vJzly5cDdjrh8vJyV9MvLCxk3Lhx1NTUMH78eJ05VXlaLOMlwdmYya9+9auuxJbBtHxRKr1onnTB5MmTu9dpNMYwZcqUpJxn3bp1QdtPPvlkUmY1veaaa4JaNEtKSlw/R2/bvDl4udHXXnstKefprb+FZHFaaTwFO2uW32jgKWPMAd/2M8A1LsSVFcK1HiZrCYLCwkImTZrEI488wnXXXZeUSt3MmTPZvXu3tjIqz2toaOClFzYygIFRjzuKHdLT8MLWiMccpM3V2DKYli9KpRfNky5YunQpOTk5dHV1kZOTw5IlS5LSJbG3WhqnTZtGXV1d9/eZNm1aUs7TmwLHaIbbdsvSpUuDtpP1t5AsTiuNe4EiABE5Efg3ILDmkw/kuhOactuUKVOora3ly1/+clLSLywspLq6OilpK9XbBjCQj+R9IuF0Xu3Y4EI0WSFl5Utraytz587ljjvu0MXhlfqA3vO5oL6+Pmjyk2SNYzty5EjUbbcUFBQwfPhwGhsbGT58uKdm/0y1cCsNZHKl8XmgTEReA672fT6w68J5gPdHxGaoJUuWcPDgQR599NGkzpyqlFJxSFn5Ul1dzaZNm6iurubmm292Ld3Kykq2b99+3P49e/YA4afEP++881wfPqBUnPSezwUlJSWsWLGie04Jr41jC9XS0tJ9DduzZw979+71fMXxzDPPZPfu3d3bw4YNS8p5CgsLaWxsDNr2khyHx9/p+8wSYCqwyBizGUDsSNhrgb9G/rhKlebmZh577LHudRpbWlpSHZJSSgVKSfnS2trK2rVrMcawZs0a9u3b5/YpjnP48GEOHz6c9PMolSC953NBWVkZOTn2djsnJ4eysrIUR5SYqqqq7q6vxhhPLlIfKvS639rampTzvPnmm1G3052jlkZjzGbf7FmfBfYbY/434O1B2MVfn3EvPOWWysrK7umE29vbk75Oo1JKOZGq8qW6ujqo65ibrY2RWgxnzJgBwH333efKeZR2MU4GvedzR0FBARMmTGDp0qVMnDjR861yXl82IpyTTz456EHeoEGDknIer88867SlEWPMPmNMbcjFA2PMu8aYB4wx/+ffJyKniMhTIvIxN4JNtqamJuRgJ/mbDib0koOdQQu5poOVK1cG3RgFrqmolFLpIBXly/r164PW5wqdgVB5Q2AXY+WeTL7n601lZWVccsklnm9lBNvd1l/Z8eKyEeG8/fbbQdvJWnvy6quvDtq+5hpvzSPluNLoUB/gMuwMXGGJyEAR+aWIvCUih0Vkg4j0uIigiMwRERPm9XZPn81GoWNnzjzzzBRFopRSruixfInFqFGjyMuznW7y8vIYPXp04pGpXpWKLsYqLFfypEpvkydPDuqe6rVlI1Jp+vTpUbfTndOJcJJhBXAJcAt2sdgbgBUiMs4YszraB32uhKA57Y/FG0hRURFvHd5L+0UD4k0CgPxNBykqKkooDbf5By37BQ74VUqpbFVaWsratWsBO96otLQ0xREpp5LZxVgpN1RVVbFx40aqqqo835UzdEm4RYsWMXfu3BRF49z8+fNjWod56tSpgF1n+dZbb3Xt/CKCMcZzXVMh+S2NUYnINdh1f75ljPm9MeYp7EKxzwMLYkxmgzHm7wGvjcmK18u+8IUvBG1feumlKYpEKaXSx+DBgxkzZgwiwlVXXaXj4TxIuxh7w86dO5G2TvJeaXPtJW2d7Ny5M9VfLaqWlhZWrlyJMYaamhr27t3b84fS2OrVwe059fX1KYrEPSeddFLQ9sknn5yU81RVVZGba1epyc3N9dwkQqluabwW2A+s9O8wxhgR+SPwoIhc6J+pSyVm06ZNUbeVUirTRVoCY9euXeTm5rJt27buSWpAl7/wilGjRvH444/T0dGhXYxV2qmqqqKzsxOAzs5Oz7c2+rumRtpOd+FaDVtaWrjiiiu6t2tqapIyYVF9fX3QAy6vTSKU6krjRcBmY0xXyP5/Br7fQxpbRKQQaAbqgNnGmOZwB4rIIOyMX4GSsxhLmtm1a1fQttem+VVKqRD+R8OnicgI3//jup4fPXqUvn37kp+f70ZcqpdpF+O0ETVPDh8+nLePttJx8UDXTpj3ShvDhw93Lb1k8HpFIdSwYcOCJns866yzUhiNOwoKCjjppJM4cOAAl156adJmuPX6mp2prjQOBraG2b8v4P1IdgA/Al7GjmP8LHZc5CgR+bgx5t0wn5mGXXco6/j7UPv51wxS3jJv3rzj+uL7L96h42iLi4uZPXt2r8WmVC+7ERDgz7F+QJfAyEz+LsZ1dXXaxTi1HOfJbDBq1ChWrVrVve31lvDm5uB2mXfeeSdFkbhrxIgR/Otf/2LOnDlJO0dZWRkrV9rOlV5cszPVlUaAaO3aEd8zxiwO2fWUiPwdeAL4LyDcqNz7gYUh+4YBz/YcpreNGTOGNWvWBG2rzHDo0KFUh6BUKjwIzAS+ih0HD1lyPVfHKy0tpbGxUVsZU0vzZBjJ6s4Zy4QuyZjMZejQoezYsSNoOxP06dOH4uLipK6j6fU1O1NdaWwlfGui/zGho3mzjTFPishbwKcjvP8e8F7gPi/OXhSP2bNnd09JLiLaAuVR4X5v119/PXD8jGZKZbgDvn/fMcY0QvZcz9XxBg8eTEVFRarDyHaaJ8N46qmngrbXr1/PvHnzXD9Pnz59OHbsWNB2MoSuYRjvmoY7Gncw684fRD1mz9t25v+hp/dcMd3RuIMLLrwgrlh60+jRo1m2bBlXXnllqkNxLNmVxsPAH4E9Ed5/DbhORHJCxjV+xPdvPLO15AChYyRTLly3wnC2bNkCfFARiMRp18PCwsLu1sarrrqKgoKCmD+rotu6bStlN0XvYvDmLjuG9Kxhkfv+b922lQsvvDBoXyx/N7H+zYB2WVUZpafyRSnVuzRPhlFSUsKSJUu6t90axxbactjQ0MDkyZO7tx9++GFGjhzpyrkCjR07lmXLltHV1UVOTg7jxo1znEZxcXFMxx05dgSAPif0XAG+4MILYk43lebPn09XVxd33XUXNTU1qQ7HkbgqjSJyNjAKOA34kzGmUUT6AKcDbxtjjgEYYw4AU6MktQL4JjCOgBlUga8BrzudOVVEvuiL6e9OPtcbGhoa2PDKBvqc2j/qce2dRwH4587XIh5zbN/huGKYPXs2ra2tWV9pcHNcYMwXviP2wpeXHznLXXjhhcel19DQwGubXuPcEedG/Fzf/L72HG1Hosawo3FH1PeVSgculi+qF0Sakda/NnBo1zWdkdZ7NE8mZvLkyUGVxilTpiTlPMXFxd2tjcOGDUtKhRHsuLyamhqOHTtGfn5+XOPyYu0q6+9e+9BDDzk+RzpqaGjo7tq7Y8cOtm7dmrTfUzI4rjSKyHxgBpCLHXP4PNAI9MPOdHo7duxgLFYDTwO/F5HBwBvYdRo/B0wIOOczwKXGGAnY9zKwCHgdaAc+A/wA2A78xun36g19Tu3PGWMj3/zH6q26+G7+CwsLqa6uTvj8mSjecYGxVsAT6UJ67ohzuWdOrMuWRjZrzsyE01AqmVwuX1QKHT4c38NNlV40TyZu6dKl5OTkdLfMLVmyJGmzp5577rm8/vrrPPDAA0lJH+y4vIkTJ3p2XF4q3XbbbUHbt9xyi6daGx1VGkXkO8As4JfY5S2e8L9njDkgIquwrYYxXUB8azJOBH7uew3CXoQmGWNqe/h4A1AODAXygTeB/wF+5hu7qFRYOi7wA2++1cQvHgw3Z9QHmlvfBqBw8OlR0xlUcJGrsans4nb5otwVqUXRqe3btwethemnLZDpR/OkO+rr6+nqsqOmurq6krrkxoABA7jkkkuS3npVVlbGjh07PDf7Z6oFTiAUbjvdOW1pLAdWGGOm+VoGQ/0TuMlJgr7uDDdF+5wx5rIw+/7DyXmUUsFi7Vr71l67xuegghMjHjOo4CJPjCVQac318kW5Z/v27Wx9fStDC8+M6fhcsbcXbe8e7PHYPc27E4pNJY3mSRd4fW2+cAoKCli4cGGqw/Ac/1qQgdte4rTSOBL47yjvtwDaTq2UB/RG11qlHHCtfFm8eDHvvhtuqd7w/E97w7WAhZOtrWJDC8/kO//xPdfT/e3Dv3I9TeUKvedzgdfX5lPuCZzdNtx2LGJZagXoPsY/LrQnxcXFfPnLX456jNNK4xFgQJT3iwhZ0kIppZSKgWvlS2NjI027d5JzcmxFXFdnJwCbdm/p+dj9HTGlqVQG0Hs+F3h9bT7lnvHjxwdNijRhwoQoR4fX0NDAKxteYaBEb6U8ZtoB2P7Sv3pMs80c6PEYcF5pfAG4FjhuVg4R6QdcD/zVYZqqlzQ3NzNjxgwqKip0yQ2lomhqauIg7/Nqx4aE0zrI+92z86qoXC1fck7O44TPnOJedD6H/hZ7C6ZSHqf3fC7RMYCpEWurHDhrmSsuLo55BthAZWVlQV2V4/17GCgn8bG+YZekj8vLR5+P6TinlcZ7gLUishj4g2/f6SIyBvgJMAz4T4dpZoWmpiaO7jsc98yngY62HqbJOL8JraysZMOGDVRWVnLnnXcmHIdSSrlIyxel0ovmSZckOgYwGV0S4634eElDQwOvvfoaZ54+vMdjcyUfgPda3o963O63d8YdT0FBAddeey1Lly5l0qRJnmt1dlRpNMasE5HvAg/wwYXCP9DpGPBtY0xs1dU0JQc7yd8UeeC+HLEzYJl+OVHTSDfNzc0sX74cYwyPPfYY5eXl2tqoVARFRUUcfucoH8n7RMJpvdqx4bj1P9Xx3Cxfmpub6WrvSEqrYNf+DvaIrl2uMl823PN5RUNDA5u3bObs80ZEPa5Pvz4AHG6PvozYG9sbXYos/Z15+nC+/7VbXEvvgUW/SOjzkydPZvXq1UlbrzOZHK/TaIx50DfN8mSgGBBgG7DEGOPpKdBimf1xyxY75uWC4gscpVVUVMR+aXNtncai4c5uQisrK4OmfNbWRm9oamqi7f02V9ZY3NG4g4EnDnQhqvTQ1NTEvkPv8sTWlQmls+/QXmhKvwc92SiTyxelvEjzZPo4+7wRzH3gJ66kdfv39f4vVRYtWkRbWxt//OMfmTdvXqrDccRxpRHAGPM2kHHTncUym6RXZ5Ksra2lvd0Oim1vb2fVqlVaaVRKpR03ypfCwkLebNuTtDGNQ4cOPW6/k3UMdbZW5SWZes8H0NLSwqxZs7j33ns911VQeU9LSwv19fUA1NXVMX36dE/93TmqNIrI2cBFxpjaCO+PA141xjS6EJty0bhx41i2bFn34Nvx48enOiQVg6KiIo60HeGeOcfNQ+DYrDkz6TewnwtRpYeioiI4mMsXRzqffSzQE1tXUlQ0zKWoVLzcLl+69sfePbXLN6QgZ0BuTOkSZqnC7du38/q21zntrJ67/efkCwDvHdnX47HvvNnS4zFKJUM23PNVVVWxceNGqqqquP3221MdjnLZzp07ObD//YS7lAba9fZODhyOvG51NBUVFUG9/ioqKjzV2ui0pXEecBYQ9gICzATexM6opdJIeXk5y5cvB+w6QfrUWqXCvHnzggbz+7t7+1vw/YqLi2NeR1JlDNfKlxEjRnDyySfHfGJ/y9+5Z8YwfOBM2/IXzmlnFfDVmV+J+byx+NOCR1xNTykHMvqer6WlhZUrV2KMoaamhrKysrRt9dm5cydtB9tc61b6xvZGBg7InOEqXvH4448Hba9evTqjK42fAx6M8v4TwI3xh6OSpbCwkEmTJvHII49w3XXX6SQ4Ki2ccMIJqQ5BpQ/Xypfrr7+eESNGxHxifzfR++67L+bPKJUFMvqer6qqKqjVR1sbM8/w4cN5r+V91yfCGVQQX0uj1zmtNBYCb0d5vxk4Lf5wVDKVl5ezfft2bWVUKaOthyoKLV/S2J49e2h7v43fPuz+0LY9zbsZeFhbPdJQRufJ+vr6oLke6urq0rbSOHz4cA63H3J1Ipz++frQtrddc801rFq1qnu7pKQkhdE457TS+B4Qrf/OeUD0BU6y2LEY1mlsP3AUgPyT+kZNh56XnDlOYWEh1dXVzj+olFLJp+WLUuklo/NkSUlJ0ELrY8eOTXVIUb2xvbHH7qlv7bZ1/DPOPL3HtC684ELXYktnu9/eGdOYxpZ9zQAUnFrYY3qDCj4cVyzTpk2jrq6Orq4ucnNzmTZtWlzppIrTSuOzwLdF5AHfbFrdROR04FvA/7oVXCaJZTkPCFjSY3iUJT2Gx56e8r4djTuiLrmx5227ZtzQ04+f0TE0nQ9fFN+FTqlekPTyJdIMp5FmM9VZSz8wdOhQ2t49yHf+43uup/3bh3/FwFMG0VUvwQAAIABJREFUuJ6uSlhG3/OVlZWxcqVdsiknJ4eysrIURxRZrPd8x44cA+ixFfHCCy7MivtIJ9/x7Va7gkxPXU8HFXw47p9dQUEBY8eOZdWqVYwdOzZtx9BGEs9EOOOAl0VkAfAKYICPYQdEDwR+7mqEGSLWbnleXdJDJUcsF6aj7bZ1uqeZUT98Uc8XutCJakAnq1G9JmXlS//+/ZORrFJel9H3fAUFBUyYMIGlS5cyceLEtL6Bv/XWW2M6burUqQA89NBDyQzHM2L9uUHv/eymTZvG7t27PdfKCA4rjcaYV0TkS8BDwC+wFw+wi73uBSYbYza4G6JSiQlXEQoVqWIUqrcrSumwdqhOVqN6Q2+UL9pqqFTssuGeb/LkyaxevZopU6akOhSVJQoKCli4cGGqw4iL05ZGjDF1IjIcGAOcj714vA48YYw57HJ8SiWsoaGBzZs3c/6Hzo94TL/+tpWuvbM94jHbXt/memzpRlsOVSpp+aJUenE7T0pbJ3mvtEU/5rCd0dT0z4kpvUT87ne/o62tjQcffJB77703obSUynSOK40AvgtFjcuxKJU053/ofCof/HVCaZTfeJNL0SilIvFq+bJnzx7eP3jA9XUV33mzmUMDjriaplJOuJUnYx0H5u8ZVHx+bMfHO76spaWFJ554AoC1a9dy2223pXUXVaVSLa5Ko1JKKaWUUrFKt3F5d99993Hb2tqoVGSOK40i8hXge9huCoPDHGKMMVoZVUop5YiXy5ehQ4fy3pF+fHXmV1xN908LHmFQv1NdTVOpWHk5T/bkySefDNr2tzoqpcJzlNFFZBZwN9AK/N33r1JKKZUQLV+USi+ZnieNMVG3lVLBnD4d+i/gH8AonZRAKaWUi7R8USq9aJ5USnVzWmk8HfiFXjyUSg1dR7H3HKSNVzuizyZ/hEMA9CPysiQHiT5ToOqm5YtS6UXzpFKqm9NK43ZgUDICUUrFJ5vXUdx3eC9PbF0Z8f33j+4H4MS+J0dNo4hhQftinY3PX2EvvmBk1OPind0vy6SsfGltbWXu3LnccccdnHqqjh9Uykfv+dLY/Pnzj3uI7N/2TybkV1xc7Gih+1Rw8n3AG98pGXbu3Mn75gAvH33etTTfNwfYuXNnj8c5rTQuAG4XkV8ZY96PKzKlVNy05fADsVTEtmyxl6miC4ZFPKaIYcelFevP2d+6u3jx4h6PbWxsjCnNLJay8qW6uppNmzZRXV3NzTff3JunViqd6T2fx/Tt25cDBw7Q3t5Ofn5+qsNJWDY/FE9HTiuNnUAzsEVE/gC84dsXxBizyIXYlFIqolgqdk4qdSrlUlK+tLa2smbNGowxrFmzhtLS0oxrbdSWVBUnvedLY+Fa2X70ox9RW1tLUVER8+bNS0FU8eutVsNwLZrgnVba4cOHc6ylg4/1/bRrab589HmGDx/e43FOK40LA/5/e4RjDKAXEKWUUk4sDPh/r5Uv1dXVdHR0ANDe3p6RrY3akqritDDg/3rPl+ZaWlqoq6sDoLa2lunTpzNkyJAUR+Ud2qrZM6eVxsuTEoVSSdTU1MTBgwcpv/GmhNLZ9vo2BgwY4FJUSqkQKSlf1q1b1z3VvjGGJ598MqMqVq2traxduzajW1JV0mTMPV+k1qVQ/lamdGtdikVFRUXQtayiosJzrY29IdLvtaGhgalTp/LDH/6QkSOjz1OQrRxVGo0xf0lWIEoppbJXqsqXwsJCmpqaurdPO+20VISRNNXV1XR1dQHQ1dWlrY0qZnrP5y2rV68O2q6vr9dKowO33XYbbW1t3HLLLdTU1KQ6nLTktKWxm4j0BYYALcaYY+6FpJS7ioqKaO9sp/LBXyeUTvmNN5Gf6/2B5Uqlu94sX5qbm4O233nnnWSertetX7++u/ttR0cH69at00qjcszr93zhWpc++clPcvjwB6uJ9O/fn4ceeqg3w3JVZ2dn1G0VWUNDAzt27ABgx44dbN26VVsbw8hx+gERuUREngLeB3YCn/PtLxSR9SIy2uUYlVJKZYFUlC+jR49GRPzn58orr3T7FL2qsrKSGTNmdL/69esX9H7//v2D3q+srExRpMoLMvme74EHHgja/tWvfpWiSFSq3XbbbUHbt9xyS4oiSW+OKo0icjHwLHAuIQOfjTHNQH/g665Fp5RSKiukqnwpLS0lL892usnLy6O0tNTtU6RUYHdbEaGwsDCF0SgvyfR7vk9/+tPdD4z69+/Ppz71qRRHpFLF38oYaVtZTrun/hTYA3wM6Ad8I+T99cAUF+JSWW7evHlBg9b9Y46KioqCjisuLta1C5XKDCkpXwYPHsxVV11FXV0dV199tecniSkvLz9u35QpU9i3bx/jxo3TrqnKiYy/5zv33HPZvn27tjJmuYEDB9LW1ha0rY7ntNL4eeAuY0ybr397qJ3A0MTDUirYoUOHUh1CzEIrvABbtmwBPlg3ELTCq1SIlJUvpaWlNDY2Zlwro99pp53G0aNHM/b7qaTJ+Hu+QYMG8YlPfEJbGbNc4NjWcNvKclpp7Afsj/L+SQnEknW0chFZ6Pf1+iLtuv6PUj1KWfkyePBgKioqkpV8yuXn53Puued6vhVV9Tq951NZwd9NOdK2spxWGncAH4/y/hXA5vjDUVq58L5sq+Ar5RLPly/vvNnCnxY80uNx7za/B8AphYNiSnPQ+VrZUynh+TypVCwuv/xynnzyye7tK664IoXRpC+nlcY/A3eIyBLgZd8+AyAiM4GrgO+7F15m08qFUkp183T5ct5558V8bGv7uwAM6tdzZXDQ+ac6SlspF3k6T2abESNG0NjYGLStYtO/f/+o2+mmzRzg5aPPRz3mkDkIwAkyIKb0YuG00ngvcCWwFmjAXjwqRKQAOB14EtD5u5VSSjnl6fIl3AQ0kcyYMQOA++67L1nhKOUGT+fJbHPPPfcwefLk7u0FCxakMBpvWbduXdD2k08+ydy5c5NyrpaWFmbNmsW9997LkCFDHH++uLg4puP8w9/OKz7HtXQdVRqNMcdE5Erge8BXgSPASGAbcB/wgDGmy0maSoUb2xkq3FjPSLJtDGhzczMzZsygoqKCgoKCVIejVFy0fFEqvWie9Jbi4uLu1sYRI0bo4vQOnHHGGUHLbJxxxhlJO1dVVRUbN26kqqqK22+/3fHnb7311piOmzp1KgAPPfRQzGkHtlSH47SlEWNMB1DheymVsIaGBjZt3sTZ542IeEx+33wADh5ri3gMwBvbG12MzBsWLFjAiy++yIIFC7j77rtTHY5ScdPyJb3tad7Nbx+ObWmCve/uBWDIKT0/Sd/TvJuRp+gNbjrSPOkt99xzD1OnTtVWRof27NkTddstLS0trFy5EmMMNTU1lJWVxdXamCqOK41KJcPZ543gZ7+8M+F07rj5Jy5E4x3Nzc2sWrUKgJUrVzJz5kxtbVRKuc7puMp39r0NwMBTeh5PM/KUkTpuUykXFBcX8/zz0ce6qeONGzeOJUuWdG+PHz8+Keepqqqiq8s2znd1dcXd2pgqUSuNIvIFAGPM/wZu98R/vFLpYtvr2yi/8aaI7+96cxcAw84aFjWNCy+80PXYErFgwYKgC5C2Niqv0PIlMZWVlWzfvj2mY/3drvxjKWNx3nnnBY3TdDJmM/BcOm7TOzIlT86fP7/HIS9+/uP8XfmiKS4ujrlroPKWyZMnB1Uap0yZkpTz1NfX097eDkB7ezt1dXWZU2kEngGMiPQ3xhzzb0c5Xnzv57oSncoKTU1NvN/2viuthG9sa+TEgScG7YtlcO+Rw0cAyM/Nj3jMhRdeGPMA5N5SV1cXtF1bW6uVRuUVz6DlS9y2b9/Ojh07OPvss3s8tl+/fgDdD5h68sYbbyQUm/KsZ8iAPNnQ0MDLr77MgMKBPR57jGMAbH1nW9TjDjZHHxqjvG3p0qVB20uWLElKZa6kpIQVK1bQ3t5Ofn4+Y8eOdf0cydRTpfEb2AtCe8i2ShKd1MR9sUyK459gZ/HixckOx1UdHR1Rt5VKY1q+JOjss8/mrrvvcj3dH972Q9fTVJ6QMXlyQOFAPvzV/+daeq/96f9cS0uln9ra2qDtVatWJaXSWFZWxsqVKwHIycmhrKzM9XMkU9RKozFmYbRt5b7Kyko2bNhAZWUld96Z+Bg/LygqKuLgsTbXxjQO6NPz00WlVGpp+aJUetE8qbJVfn4+hw////buPW6uqr73+OcbhHA7KbcEAhEtQQi3HhCxoCjRAnpoaUKQeqUEOXqQl6Xy0gK1Ui4e5KIiokUrhxK5VE6BoNBGgSgRL9CCircUIRBIQjgEAoEmIYGE3/lj7YmTyTzzzH5m7z0zz3zfr9d+Pc+zZ89aa+bZ67f2Za21X9ro7zKMHz+eadOmcdNNNzF9+vS+mgQHckyEI2lb4Dbghoi4urwiDa5ly5Yxe/ZsIoJbbrmF0047bWDuNi5c8HjL7qlPLUmTKkyctMuw6ey/7/6Fls0Mmj8aptmjYAbtkS9FcPti1ltcJ22QvPjiiy3/LtKpp57Ko48+2nd3GSHHSWNErJR0CHBDieUZaFdeeeVGk5oMyt3GdsYJvrI29ZYZ7i7i/vvu33PjDstUeyZTTTvjm0ardk/qoLgTu6233rrjNMzty0gsXbqU1atXl9KV9LHHHvO+PeBcJ22QjBs3bqMTxXHjxpWW1/jx45k1a1Zp6Zcp7yM3HgT2KaMgvajqg9Dbb799o1mVbrvttoE4aRzNYw7Lds4553DKKads+HsQ9pc8ijzw9d3D0g1U+2LWB/qyTi5atIhVL6wsdBziqmUrWbR2UWHpWW9Zu3Zty78tyXvSeC5wq6R/i4i7yyhQryvz6uuxxx7LzTffvGFWpbKeE2Ojx9y5czf6+8477+Swww7rUmm6yyd1fW/UtS9DPRaj1SMwGh91MZRdd92VV199tbSJcMaMGVN4utZ3Rl2dNGtm7NixG50ojh07toul6V15Txo/BCwC5kr6JfAwsLphm4iIUzZ5Zx+q+iD0tNNOY/bs2UCaVSnvc7GsPd3oxliWZjN++W6j9amBaV+22mqrbhfBrB19WSd333131jy9tvDZU3ffeffC0rPeUuWYxn6W96RxZt3vB2ZLowDaDiDZYOvPAScA2wG/BS6IiNvaeO9k4IvAO4AxwI+AT0XE/Hbz7yUTJkxgxowZ3HjjjRx//PEDMwlOL+jX8Tu+O22jyMy63wtpX7qt7At/CxcubGtM41NPPQXAxIkT20538uTJbW2b925qu3dSrSfMrPu9r+rkqmXtdU9d83yaMXPL7VtfyFm1bCXsXEjRrAfttttuPPnkkxv+njRpUhdL07tynTRGRBn9VW4F3gicCSwkBalbJR0bEXOGepOkCaSTxGXAScA64DPADyUdFBFLSihr6U477TQWLFjgRrVEvXznMC/fnbbRoqT2ZdTac8892952zZo1AG13OZ08eXKu9Jvx3dT+1691Ms9keA89n3od7bXzG1pvuHO+dK2/SGr5d6+75JJLNulBV/v75JNP3mj9lClTOOuss0aUT947jYWSdAxwJDAjIm7N1t0N7EG6gzjkSSPwKWB74E0RsTR7772kE8+/Az5WYtFLM2HCBK6//vpuF8P6hO9Omw2mPBeIanf7Lrvssq6Ww6wKeQ6IawfU11xzTVnFsT6wZMnG95kWL17cpZIUp4wedCM6aZS0DXAY6Wb93Ih4eoT5Hwe8AHyntiIiQtI3gW9I2rdFV9PjgLtqJ4zZe5dLuh2YQZ+eNFrSOO6wX8ccVsF3p200KbB9GUjNuosWMfGODS7XSRvtNt988w1PL6j93U9Geucwr9wnjZI+BlwEjCP1ZT8KeFrSeGAxcHpEfKPN5PYH5kfEqw3rf1X/epMybAVMBm5qkuavgA9ImhARyxretx1p3GQ9d1zuA/065rAKvjtto0We9sXxvH3uKmojVXadzNOtDkbeta5ZPq3y6qQLn/Wf+hPGZn9bkuukUdLxwD+Q7gzeDvyf2msR8Yyk7wHTgHZPGnckzcbV6Lm615vZHlDddkO9d1nDa58gTSFtPW7Q7x6aDZoRtC+O5034rqEVpVt1ssqLxL4gbZDGcdd6ZNT+tk3lvdP4N8DdEXGcpB2pCyCZB4CP5EwzRvjaSN57OTCrYd0k0oQ6ZmbWPXnbF8dzs3KVXierupvnu4bWysUXX8wJJ5yw4e9LL720i6XpXXlPGg8AWtW8p4AJOdJbTvO7iTtkP5vdSQR4nnRSmOu9EbECWFG/rt9mSDIzG6VytS+O52alc520gTBlypQNdxsnT57MXnvt1e0i9aS80ymvH+Y9uwKrcqT3W2AfSY1pHpD9/E2zN0XES8BjpDGPjQ4Anmkcz2hmZj2t6PbFzDrjOmkD4+KLL2bbbbf1XcYW8p40/hJ4V7MXshO/E4D7c6R3K2nQ9LEN6/8S+F2LmVNr7z1K0i51ZdghS2t2jjKYmVn3Fd2+mFlnXCdtYEyZMoV7773XdxlbyNs99avAtyR9Frg2WzdG0t7A54D9aN2VodEc4G7g6qy//ELgJOBw0uBqACTNA46IiPp+Dl8ATgTmSDofWAd8Jvv5uRxl2Aw2fUaLmVmR6mLMZt0sRw8ron1xPLdcXC9bcp00GyDDxsOIyLUA/xt4lXRyVvu5Pvv9nBGkN44UmP4fsAb4OTC9YZt5qaibvPcNpFm9XgRWAt8F9suZ/+Gk8ZFevHjxUsVyeN44OSgLHbYvOJ57Gfnieuk66cWLl7Q0jYfKKnUukt4IfBCYQnr0xSPAdRHxQO7EukzSWOAQ0oDu9W28pTYT2NuAMi6dlZm+yz4603fZ+yP9zYCJwP0RsbaEsowKnbQvI4jnNWXvJ4OWXzfyHGl+rpfD6EKdrHLfqSov59Pb+VSZVy/n0zIe5u2eCkBE/Jx0R7DvZV/Kj9vdvm4msCUR8XjR5SkzfZd9dKbvsvdV+o8Ov8lg66R9yRvPa8reTwYtv27k2WF+rpctVF0nq9x3qsrL+fR2PlXm1Qf5DBkPR3TSmBVma+B12Z9PRMTqkaZlZmZW4/bFrLe4TppZ3tlTkbSvpDmkZ/H8JltWSJojab+iC2hmZoPB7YtZb3GdNLOaXHcaJR0I/BDYFrgLmE/q374vcDTwVklHRMSDRRfUzMxGL7cvZr3FddLM6uXtnvoF0oxZh2R93DfIBkr/APg8cFQxxetJK4Dzs5/9lr7LPjrTd9lHb/qDpJvtS9X/x9GeXzfydF0sXrfqZJX/y6rycj69nU+VefVtPrlmT5W0EvhSRJwzxOsXAn8dEdsWVD4zMxsAbl/MeovrpJnVyzumcQ3peYpDWQq8NPLimJnZgHL7YtZbXCfNbIO8J41zgD9v8fqfA98deXHMzGxAuX0x6y2uk2a2Qd7uqTsB3wMWApcCD2Uv7QOcSZqO+d0RsbzgcpqZ2Sjm9sWst7hOmlm9vHcalwEHAccD95EGV64A7gVmAAcDyyStr1vWFVngskmaJOnLkn4saaWkkDS1yXZnSPqOpMXZNrM6yPOtkn4gaZWkF7OprA/o5HM0yWOqpDslrZC0WtJ8SR8tIN22vq+i0pI0UdKFku6TtFzSC5Lul3SSpCH35zzllPQBSb+UtEbSEkkXS9pyBJ9napZPs2VK3vQa0n6LpDskPZmV85lsH/ofnaTbkMdBkr4taWm2b86XdLaksQWkPavFdxOSdiniM9Tld16Wbsez/En6k6z8v8vq0hJJs4uuswOo0valijrUkF/l+02R8XmE+RdW74ZIv7QYa0AXjvnKOlZpyKMrMbys+lBlLCvzuKAhn0qOEVTB8XeWTyWxuOyYmHf21GuB9m9N9qc9gfcDPwe+z9BdM/4X8F+k7ht/OdLMJB0K3E0KyB8kncifDdwj6ZCIWDDStOvyOAm4GrgKuAx4BZgCbNFp2rT/fRWV1sHAiaR98XxgPXAsMIvUuH2ik3JK+hBwHfC1LK19gEuA1wPvy/2JkrOAexrWPT7CtGq2B34HXEMac7I98FFgjqT3R8SNnSSeBZefZnl8AngWeCdwIWm69RHv85nPAl9vWLc5cAfwq4hoNY4mF6VniZ0FPF1QkqcCOwJfAv4T2Jl01f1+SVMj4r6C8hk0VbcvpdahJrqx3xQZn3Mpod61UkaMtYrrZMnHKvUqr4sl14dKYlkFxwX1Sj9GqOL4u07VsbicmBgRXuoWYEzd79NJAXPqMNutAGaNML87SYPJt6pbtx3wHHBDAZ/ntcBq4Mxufl9FpUUKhps3ee81wDpguw7S3gx4CvhOw/qPZNv/cc7PMzV73/Qyvvsm+b0GWAz8oIC0zsvKPrlh/XWkhnyT/0EBec7I8vxIgWmOITUIXwHmAQ8WkOaEJuu2A54Hbqnif+2lnKXIOtQk7cr3myLjc958i653Q+RTaYz1Ut5S9rFKQ16V1sWq6kNDnoXHsm4cFzTkU+gxAiUffzfuA3W/lxaLy46JebunDktS3ruXPSUiXi1yuzYcRqrUG2Ygi4gVwI+A6ZI26zD9U7KfX+kwnaYK/B7aSisino+IV5q8dD/ppG/iSNMGDgV2Ab7ZsP4GUkA8vo00uiYi1gEvkMraqVoaLzSsr6W/voA8Gn2YdNDwfwtM8wxgEvB3RSUYEcuarFsBPJLlZSUpu30puA41pl35flNkfM6p8HpnvanAOlnqsUq9LtTFyutDSbGsG8cF9Yo+Rij7+HuDLsbiQuU6acz6GG/d4vU9SbeurX1bAGubrF8LbA3s0WH6byd1v5iR9d9fr9+P0yu6y0c3vRNYRWe33/fPfv6mfmVErAYerXs9r3+UtE5p/OW/Sjq4gzJuRNIYSa+RtKuk84G9SF1uOnUd6Wrb1yT9oaRxkqYBJwFfLDoASpoIvBu4OSJeLCjNPYALgI8XlWaLvMaT9o/fDLetNdet9qXEOtRO3qNuv6my3tUpLcYOsorrZFePVcqqixW3Q2XHskqPC+qVcYxA+cff3VRKTMx7p/FE4GeSDmx8QdKJwM9IO6m1bz5wqCTVVkjaHHhz9udOHaa/K/AG0tW7K4A/Af4J+CSpS2ffk3Qc6S7gF+uvGI3AjtnP55q89lzd6+16AbicNLbgHcDfkPr9/0TSH4+0kA3+hXSF70nSGIO/iIjvdZpoRCwi3XndF3iM9Fm+DVwRQzzouUMnke4UX11EYll9ugq4IyK+XUSaw+T1DVI8/UKZeY1y3WpfSqlDwxmN+02V9S5TRYwdZFXWya4dq5RVF7tQH0qNZV04LqhX6DFCpuzj724oNybm7Cv7LtIg3peA07N125AGS68H/h3Yo4x+tN1YaLPfMZ2NafxwlsdXgN1I/fpr4/Nyj6Nrkv7DWTrva1j/+Wz9nlV/XwV/94cCK4G7gNd0kjbw6Wz9jk3e8xPgvgI+1y6kweNzC/rO9wAOIU0G9C3gZeD9BaT7OtL06vOy72sqcC7pYc+fLWqfqcvvIeCRAtP7KCl47la3bh4ljCUhHWQEMLPotAdp6Vb7UlYd6rX9psj43CKPyupdizIUGmMHeamyTlZ5rNIk71LqYtX1oexYVvVxQUPehR4jZGmWevzdIt/Kxpdn+RUWE0eS+c6kA/T1pIe6PpL9filtHrT3y9LuP5YOThqz959Fmok1suWnwMXZ76/t8DPcm6WzfcP6d2br/6Lq76uotLLgWOt/vnWnaZNmxA1grybv+U9gTkHf0z8DK4v63hvSvp10V3RMh+l8i3S1cquG9edm9f31BZb58Ox7/3RB6e2U7Rdnkwa115YfA7/Oft+yoLwuzMp+ehn/z0FbeqF9KaoO9dp+U/aBSpX1ro2ylBZjB22pqk5WeazSkH4pdbEX6kPRsazK44KG9As9RmhIu7Tj7xZ5VnrSmOVZSEzMPRFORDwNHJ19se8iXdk4PSLOjDTw1nKKiEtIAeYAUqV7C7AD8ERELO4w+V8Psb52O74vB+dm/bPvJJ3MHRNp3GGnfpv93GjsYjamYzLFjXUYQ3nTmP8HaYbZ8R2mcxAwPzbt7vsAqfxFPgPtw6QGp3ECopGaBPwBcBFpNrza8lbS//Z50ixwHZF0Aenu9JkRcUWn6VnPtC9F1aGmRvF+U0m9a1OZMXagVFgnKz9WKbku9kJ9KDqWVXlcUK/oY4QNSj7+7iWFxMTcs15J2oF0+/YtpDs8fwRcJOnFiLiu0wINqohYS3ZSIun1wHtJz6np1GzSIyOOIc0CWnMMaQe6v4A8KiXpINKVz0eBd0fEfxWU9H2kZxydSPreat5Pej7Q7GZvykPpgbRHZXkVKuuXP5V0dXN5h8ktBfaXtHXDCflh2c8nO0wfAEnbACeQxnwUkiawgNSXv9HlwLbA/wQWdZKBpHOBc4BzIuLznaRlv9ft9qXgOtQs/dG835Re79pRZowdRBXWyUqPVSqoi12tDyXFskqOC+qVdIywkRKPv3tCkTEx10mjpLcD15O6K5wdEZ+X9IekW9azJB0FfCwiVnVasG6S9J7s10Oyn0dI2glYFRHfzbZ5E+mB75BOKF5X974fRsQzbeb130m3qh8gzdh0IPC3pCtEl3f4UYiI70n6LvAP2Wf4Lam7x18DX4+IJzrNo53vq6i0JO1NOmF8Ffh7YJ+6McyQroI1nVlruLQjYp2ks0n78leBm4F9gEtIM3blqnCSbiANFv856ariFFJXiK1I/+MRy9J+gjQRwbOkR42cRPrf/lUBV4CvAG4F7pB0OWlcxlTSA5DnRsRQV4Xzei+pAf2ngtIjIlaSxlxsRNKK7PVNXstD0idJV4j/FZir9IDgmrUR8YtO0h9UVbcvFdShxvy6st8UGZ9bKbveNVNmjLVq62QVxyo1VdTFKutDhbGsquOCeoUfI9SUffzdJL/SY3HpMTFnn9h1pLs7b25YvxmpD/B64HdV9dEta+H3fZsbl8frtpnVYru2+yln/9B7SP3O15K6W/4tMLbAz7MNaaD3k6QpLpIzAAAHY0lEQVSB0QtI/eyL6uc+7PdVVFrAzBbbDDcGsq1yAh8idZVZm31nl9LQh7/Nz3I28CDpSt8rpLuYNwL7F/Cdf5w0BmR5Vi+XA3cAxxa43xwJzCVNhLCK1IifA2xTYB4/Ap6h5IcCZ3nNo4AJCLJ0CtvnvWz4XittX6qoQ72w33R7Xy2q3g2Rdmkx1ktX6mSpxyp1+XQthpdRH6qMZVUcFzTkV9oxAhUcfzfkV/o+V3ZMVJZJWyTdCHw0hr6TcyRwbUTs2naiZmY28Ny+mPUW10kzq5frpLGtBKXx0WbXTDMzs3a5fTHrLa6TZoNjxCeNksaSZhx6JiJeLrRUZmY2sNy+mPUW10kzy/3IDUlvlPQD0nNNFpGen4KkCZK+n3VXMDMzy8Xti1lvcZ00s5pcJ42SDiQNSp0MXFv/WkQsI83Oc1JhpTMzs4Hg9sWst7hOmlm9vHcaLyA9p2U/0gw9anj9+8CbCyiXmZkNFrcvZr3FddLMNsh70vg24KpIz59pNhhyEeBZtMzMLC+3L2a9xXXSzDbIe9K4JelhnkMZ10FZzNomaaakkDS122WpiqR5kh5vc9up2fczs9xSmRVmVLcvjlnDbuuY1XtGdZ3sd44pw27rmFKwvCeNjwIHt3j9ncD8kRfHrLdImi7pvG6Xw2wAuH0pgGOWFch10hxTbIO8J43/DJzYMFtWAEj6JPBu4LqCymbWC6YD53a7EJmjgb27XQizkrh9KYZjlhXFddLAMcUyr8m5/ReAo4A7gIdIweNLksYDuwB3AVcWWkKzUUrS5sBmEbGmne39bCwb5dy+9DjHrIHjOmmlckzpL7nuNGb/rKOATwEvAWuAvYBngTOBP4uIV4supA0WSVtIOlPSg5JWS3pB0gOSPj7M+87L+q+/vslrj0ua17DuTyX9UNKzkl6StEjSbEl7Za/PI5tOPEu3tsysS2OipK9l731Z0lJJ35A0YYiy7SfpMklLSPXn0BzfS9O+/JKmSfqFpDWSFku6ANi83XTNekE/ty+OWUN+PsesPtbPdbLfOaYM+fkcU7oo751GImId8KVsMSuUpC1IVzWnAncC15OCygHADOCrBeVzBHAb8GvgImAFaRa4I4E9gYeBC0kXVt4GnFj39p9maewO3AtsAVxNGv+xJ/Ax4B2S3hQRjZMI3EBqfL9Iumr7VIef4zjgFuBx0vTo64CTgT/rJF2zbujH9sUxK/fncMzqI/1YJ/udY0ruz+GYUpHcJ41mJfsEKVBeFBGfrn9BUt4xuK1MIwXCo7OHFNd8tvZLRNwl6YPA2yLi+iZpfIV0JeugiFhSV86bgPuAM4DzGt6zAjgya4g7Imkz4MvAc8CbI+LZbP0/Ar/qNH0za4tjVpscs8za4pjSJseUahW585kV4YPA86SrRRspuBtM7crX8ZJyXzyR9Aekq1i3AWsk7VRbSFe7FpAGbDe6vIhAmTkYeC1wTS1QAmRX9b5eUB5m1ppjVvscs8yG55jSPseUCvmk0XrNG4CH2h0U3YGvAr8gDeJ/TtIcSacrDfBvx96k+nMK8EyTZW9g5ybve7jTgtfZI/v5UJPXPA26WTUcs9rnmGU2PMeU9jmmVMjdU60XRQnv22hfj4jlkg4h9dM/Cng7aczG+ZKOiYh7h8lL2c/rgW8Osc1LTdatHibdPGplaPa51WSdmZXDMas9jllm7XFMaY9jSoV80mi95mFgH0ljI2Jtzvc+l/3cgdQ1AgBJWwITSV0lNoiI9cC8bEHSHwE/Az4D/GltsyHyWpC9tkVEzM1ZzqI8mv3cp8lrzdaZWfEcs9rnmGU2PMeU9jmmVMjdU63X3ABsTwpYG5E03FWjWpeHIxvWn0HDvp71uW/0EOmq2A5161Zm29evIyKWA3OAGZI2mS5aSbtdPEbqZ8AS4OT6zyNpHHBqyXmbWeKY1T7HLLPhOaa0zzGlQr7TaL3my8CxwGeybhN3kqaa3o/UP74xENabSwp4F0jaEVgIHE56BtCzDdteJWlSlv4TwFbAe4H/Blxbt919wMeBKyX9G/AK8O8RsZA0pfSPgXskXUsaGzCG1Md+WpbOefm/gvZExHpJZwD/AvyHpKtIU01/GFgO7F5W3ma2gWNWmxyzzNrimNImx5Rq+aTRekpEvCzpaOCTwAeAz5GC5SPANcO8d72kacAVwF8BL5OC4RHATxo2vw6YSXpo7XjgRdKg6fdExC11230LOAh4H3ACKRieDCyMiMWSDgbOIgXHD2VlXQzcTgpipYqImyW9B/h7UmBeBswC7iF9djMrkWNWPo5ZZq05puTjmFIdRYx0rK2ZmZmZmZmNdh7TaGZmZmZmZkNy91SzLsoGlm8xzGYvZQ+qNTPrKscsMyuSY0r/cPdUsy6SNI801qCVb0bEzPJLY2bWmmOWmRXJMaV/+KTRrIuyAeTbD7PZ0oiYX0V5zMxaccwysyI5pvQPnzSamZmZmZnZkDwRjpmZmZmZmQ3JJ41mZmZmZmY2JJ80mpmZmZmZ2ZB80mhmZmZmZmZD+v8sMDyREsslIwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "                                                                 location='VISp', metric='relative_to_random')  \n",
-    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
-    "\n",
-    "for metric in cluster_stats.columns[2:]:\n",
-    "    try:\n",
-    "        figsize=(15,2.5)\n",
-    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
-    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
-    "            data = cell_stats_loc[cell_stats_loc.cre_line==cre_line]\n",
-    "            ax[i] = sns.boxplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
-    "                                hue='VISp', palette='PRGn', ax=ax[i], dodge=False)\n",
-    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
-    "            ax[i].get_legend().remove()\n",
-    "        plt.subplots_adjust(wspace=0.4)\n",
-    "        utils.save_figure(fig, figsize, save_dir, 'boxplots_VISp_sort', metric)\n",
-    "    except:\n",
-    "        print('problem for', metric)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### layer"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 102,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cell_count_stats_area = processing.get_cell_count_stats(cluster_meta, conditions_to_groupby = ['layer'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 103,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create location column merging area and depth\n",
-    "cell_count_stats_area['location'] = cell_count_stats_area.layer\n",
-    "# group & unstack to get fraction relative to random for each location as columns\n",
-    "fraction_cells = cell_count_stats_area[['cre_line', 'cluster_id', 'location', 'relative_to_random']].groupby(['cre_line', 'cluster_id', 'location']).mean().unstack()\n",
-    "# get rid of multi-index column\n",
-    "fraction_cells.columns = fraction_cells.columns.droplevel()\n",
-    "# merge fraction cells per location with other cluster metrics\n",
-    "cell_stats_loc = fraction_cells.reset_index().merge(cell_stats.reset_index(), on=['cre_line', 'cluster_id'])\n",
-    "cell_stats_loc = cell_stats_loc.set_index('cell_specimen_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 104,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for VISl_lower\n",
-      "problem for VISl_upper\n",
-      "problem for VISp_lower\n",
-      "problem for VISp_upper\n",
-      "problem for next_highest_conditions\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\lib\\function_base.py:3968: RuntimeWarning: invalid value encountered in multiply\n",
-      "  x2 = take(ap, indices_above, axis=axis) * weights_above\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\matplotlib\\cbook\\__init__.py:1291: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  stats['iqr'] = q3 - q1\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "problem for fraction_cre\n",
-      "problem for F_max\n",
-      "problem for N1_max\n",
-      "problem for N2_max\n",
-      "problem for n_cells_cluster\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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+GVN9Z08m7FBR6b2eP84WkbIY7y3H6lr5MFZl/i4AY8wjIjIeuF1E1hljXrGPvw24AHhMRCZgLaMhWD0iehO+vE+k4MR+80TkSax8usEYswFrGYprReS/gbVYy/X8K9HHtf4V677lVhH5FNZD7g+MMX8G7sea3fkRETkba6b6z2M9AHrXfj9hxpiPRWQJ1rhF0DkXXOW0svhrrCcFi0RkO1YzcWT3QmOM6bLouMopTwIPAH1xNrFN0DasSVYexKq8tNpp3pjkBAt++j5WBfFmYBDWWkVXGGMSafm7FeuJ3L/bnxWsrrgtxpgqEdmBVcELtgb+HbjYGOO49dUYs1lEXsQqXLRVUaWSX+XKTKzJVb6K9aR+ENasp29hjb1ZEHLsQqyHMT/Aeup9AKvV8dKIm+k/Yt3wfAfrRigPq0t+JlQWW7DyfyXWrKiCNYnPDcaYHQl8/nL7s/dgdY1r4JNJaC7HWkftCuAh+1x/Am4PqZA78RTWTfNAdFZOL+i9nj++a7+i+RzW9eUw8L2IoT1XYZX/T4rIWcaYj+3K0znAT7HWRbwYa1mtjVgP82MyxvyviMzGunf5LVZd4U6syXRm2ulchnX9/BDr4c1fsSqPoelsFZF/BWZj/U3lY82s+2djzH4R+Yqd7hSs6+QurHVV55iuaywm4lGsyuJmrOuLcok4mShJROpJYEyGMeaU7o5RKhr7b6zeGHO+z6HkHBF5BmvtuWHGmMN+x6Nyg5Yryil7DPsO4K/GmIl+x5NtNE+qTGSPV/wz8FNjzL1+x5NNHLUsGmNGehSHUspHIjIKq9vwI1pRVKmk5YpKwuVYU/T/xu9AspHmSZWhrsPq+q+9DVyWysWFlVJpRkS+hDVL4fVY3X0f9jcipZSKTkRKsdbEvQOrO90KXwNSSvnKnlynFGt2+DLg0RjrxaoeSKqyKCLHAeP5ZOHv94E1SfYxVkr554dY4yrfBy43xtT7G47KVVquqAT8J9a6cq8DVztckkk5pHlSZYACrLGczViT79zkbzjZydGYRQARuRprgPpAwhf+bAZmGmN0cgyllFIJ03JFqfSieVIpFeR0gpspWNP3vo/1hG+D/dZnsdZ3OxWYaoypiZ5C+rAHyH8Ra5C8Pp1USnmlF3AS1mQcR/0OJt24Ua7o9VwlQfNlDJonlco5ca+HTiuLr2ANKv+SMaY54r1jsdZm+dgY89Uehdx9HEVYSwZ8ATgLGAB83RjzkoM0voq1Vo1SSqXCuSFrYCmbG+WKXs9VD2i+jKB5UqmcFfV66HTM4j8BP4u8eAAYYw6KyO+B25MM0IlRWGvRvAGsw1qjxakdAC+//DJFRUUuhqaUUp/Ytm0b5557LtjXHNWFG+WKXs+VI5ov49I8qVQO6e56mMwENxLnPWcDIJP3P8aYQgARmUpylcV2gKKiIkaOHNntwRs3bmTGjBk8+eSTlJSUJHE6lYtqa2u54YYb+PnPf843v/lNv8NJG42NjcycOZPKykoKCgr8DidVtCtWbD0tVxxdz5UKofkyOs2TSrlowoQJ7Nixg6KiIp599lm/w4kl6vUwz2Eifwd+YE9VG0ZEBgJX2Md4yhjT4fU5Is2aNYvm5mZuvPHGVJ9aZbCbb74ZgJtu0gm6QlVVVbF+/Xqqqqr8DkX5Ly3KFaVUJ82TSrlsxw6r0W7btm0+R+Kc08rig1hrsr0hIv8uIl+3X9dhTWVdAjzgdpB+27hxI5s3bwZg06ZN1NXV+RyRygS1tbUEAgEAWltb0/lJUko1NjaydOlSjDE8/fTTNDU1+R2S8ldOlitKpTHNky5pamriiiuuYPfu3X6Honw0YcKEsO1M62nmqBuqMWa5fbGYhzVDVrArggAtwHXGmLRbJFdEBgGDInYn3Il+1qxZYds33ngjtbW1CX127ty5LFu2LGxfS0sLHR3dN47m5eUxYED4g72LL76YW2+9NaFz91RPYoeu8ScS+9y5c8Mq4w0NDQAUFxeHHVdSUpKy7yFZwVbFoJtuuinpC0Tk9wLJfzdTp07t8mTryJEjjv5f+/bt27ldVFTE8uXLE/osWK2KwXN1dHRQVVXFnDlzEv58ZPxex57od58Jf5PpyGm50tPruUp/1157LTt3hq+rffTo0YTzeVBeXh59+vQJ23fiiSfym9/8pscxZjO38+T06dO7lDlHjx6lvT3xHsC9evXq8n9ZVFTE4sWLO7fnzZvX5Xp+6NAhR383eXl59O/fP2zf1KlTmT17dtzzdHeur3/9647PEzxXZPmzdetWDh061P0vA/Tv358RI0aE7SspKelyHuWtYKtiUDKti178LYD19/Dtb3877mcdj1k0xlSJyB+AbwCnYF08tmAt1LrfaXop8mMg8bvRCMFWxaBNmzb1NB6VoEQzQToKtioGtba2upp+st/N3r17aWluoU+fTypNHR0G05HYkOMODG0Bq5A/evQIe/fudXT+mpqazu8mEAiwcuVKR5XFvXv30nywmd55+QC0m3YSndXZdBiOtFizQrd1BBzHHpTJf5fpyGG50qPruUp/+/fvp6XlEL2lV+e+dtOOcTgtgukwHG3/ZBb4NtPO/v3pepuSXtzMk3v37uVgc7M1OX9QB45muWg3HbR2hJSp7SR9/c4kdXV1bHxnI6eMGtm5r62jjY4ER2O1dbRxOPBJefXB5nqXI1SpUldXx5vr32SgHNe575BpoT3BYdetzQFam94P29dsDiT02WQmuMEYsw9Y3O2B6ePnwIKIfUUkOK3zqFGjwiqMo0ePTvjEt956a8a2NvgRe+T5ZsyYAcDChQtTGocb8vPzwyqMxxxzTNJpRft/SPa7KS4u5vj+g7npmtuSjifo/kfvZlDBsY4+U1paypIlSwgEAuTn5zNlirP5qYqLi6GlFxNOv8jR5yI9/94Kiou7b5By87tXsTkoV3p0PVfpb9iwYbQfhLGF57qa7vrGlxk2bJiraWYzt/LkiBEj2Hl0D21nDXQttt5vNndpJZk9e3ZKWswSPc9dd93FsmXLOsu6adOmcdttzsvdU0aN5O5f3JlMqF3c9v/0OVsmGyjH8fk+57iW3t+OvprQcU7HLGYkY8w+Y0x96AtIuA34gQfCu+Y/+OCDLkeostF9990Xtn3//ff7FEl6qaioIC/PuvTk5eVRUVHhc0Qqk/T0eq6UcpfmyehWrVoV1osm0eFLKvsUFhaGbZ900kk+RZKcuC2LIvICVkeBicaYNnu7O8YYM86V6NLEmDFjOlsXR48erUtnqIRMnjyZm2++mUAgwDHHHJNxA5q9UlhYyLRp03jqqae45JJLcmnpDIWWK0qlG82T3pg0aVJYy+LkyZP9Dkn55Pzzz2fRokWd21/72td8jMa57loWT+WTvuqh2/Fep3oSaQQRuVRELgWC7bHn2fs8uSN/4IEHGDhwoLYqKkeCrYvaqhiuoqKCsWPHaqtibkrbckWpHKV50gPl5eVhvWjKy8t9jkj5ZdWqVWHbmdbKHLdl0RgzMt62zyL70d9h/2wARrp9sjFjxvD666+7nazKcpMnT9aniVEUFhZSXV3tdxjKB2leriiVczRPeqOgoICLLrqIxYsXM3XqVIYOHep3SMonkyZNYsmSJXR0dJCXl5dx94UZO2bRGCMxXiP9jk0ppZRSSuW28vJyzj77bG1VzHHTp08PWzLssssu8zkiZxxVFkWkXUS+F+f9b4tI4gvnKKWUymlarmSXPXv28JOf/CQnljXIVponlXLX4sWLEbF6eYtI2PjFTOC0ZVF6+L5SSikVSsuVLFJdXc2GDRu0m3lm0zzpksrKSl5//XUqKyv9DkX5aNWqVZ3rQRtjMm7MotvdUEcAB11OUymlVO7SciVD7Nmzh9WrV2OM4bnnntPWxeyleTIBTU1NnROb1NbWsnv3bp8jUn6ZNGkS+fn5ABk5M27cCW4AROQiIHT162tEZHyUQwcD44FXXIpNKaVUFtJyJTtVV1eHjcuprq7m+uuv9zkqlYhcy5NNTU3MmjWLBx980LOJZyorK8PyQ2VlJXPnzvXkXCq9lZeXs2LFCiAzZ8bttrIInAVcYf/bAF+zX5Gagf8DrnMlMqWUUtlKy5UstG7dOtra2gBoa2tj7dq1WlnMHDmVJ+fPn88bb7zB/Pnzue222zw5x7PPPhu2/cwzz2hlMUdl+sy43XZDNcbcaYzJM8bkYfVTLwtuR7yOM8ZMMMZs9j5spZRSmUrLlew0btw4eve2nkH37t2b8eOjNUypdJRLebKpqYkVK1ZgjGH58uXaPVSlRCbPjOt0zOIpwDIvAlFKKZWTtFzJEmVlZWGLkJeVlfkckUpSVufJ+fPnh3UPnT9/vifnKSoqirutcktBQQELFizIuFZFcF5ZzMPqqx6ViJSKyMieBKSUUiqnaLmSJYYMGcLEiRMRES688EIGDx7sd0gqOVmdJ1etWkUgEAAgEAh4NjPlrl274m4rlSmcVhbnAjfFef8G4K7kw1FKKZVjtFzJImVlZZxxxhnaqpjZsjpPpmpmytLS0rC19aZMmeLJeZTyWiIT3IT6KvBonPefB65JPhyllFI5RsuVLDJkyBBdUy7zZXWeTNXMlOXl5SxfvpzW1lby8/MzcqyaSs68efOoq6sL27d161YARowYEba/pKSE2bNnpyy2ZDhtWSwEdsZ5vxE4IflwlFK5oLGxkbKyMpqamvwORflPyxWl0ktW58ngzJQi4unMlAUFBUycOBGACy+8MCPHqin3HDp0iEOHDvkdRlKctizuA06L8/4osnSh1sbGRmbOnEllZSUFBQV+h6NURquqqmL9+vVUVVUxZ84cv8NR/srZckWpNJX1eXL69Ok888wzXHbZZZ6eJ7Qbqsod0VoKr7zySgAef/zxVIfTY05bFl8G/k1ETox8w953NRm+UGssoTe3SqnkNTY2snTpUowxPP3009q6qHK2XFEqTWV9nly8eDEtLS0sWrTIs3M0NTWxevVqAJ577jldokNlrGQmuBkI/E1EbhSR8SIyTkRuBP5mv3eP20H6TW9ulXJPVVVV2LTl+gAm5+VkuaJUGsvqPJmqdRbnz59Pe3s7AO3t7Z4t0aGU1xxVFo0xbwKXYnVfvR9YjTXQ+X6gFzDdGLPe7SD9pje3SrmnpqYmbNrylStX+hyR8lOulitKpatsz5OpWmdx1apVtLW1AdDW1ubZEh1Kec1pyyLGmFpgBHAJcDNwC3AxUGyMqXE3vPSgN7dKuae0tDRs2nKdTlzlYrmiVDrL5jyZqnUWL7jggrDtcePGeXIepbzmdIIbAIwxh4FlLseStkpLS1myZAmBQEBvbpXqoYqKCpYuXQpY05ZXVFT4HJFKB7lWriiV7rI1T06aNIlly5Z13tN5tc5i5KQ2OsmNylSOWxYBROQUEblaRG4VkZH2vmNEZISIHONmgOmgoqKCvDzrq9KbW6V6prCwkGnTpiEiXHLJJTq7sAJyr1xRKt1la54sLy8Pu6fzav3DdevWhW2vXbvWk/Mo5TXHlUURmQe8h7Vg68+AU+23+gIbgayrSenNrVLuqqioYOzYsfrgRQG5Wa4olc6yOU+mav3DSZMm0bu31YGvd+/enrVgKuU1R5VFEbkWmAU8AkwAOtvUjTEHgJVAqZsBpgu9uVXKPYWFhVRXV+uDF5XT5YpS6SgX8uThw4fDfnqhvLycXr16AdCrVy/PWjCV8prTlsUKYJkx5sdY0ydHegv4dI+jSkN6c6uUUp7I2XJFqTSV1Xmyqamps4vo2rVrPVs6o6CggIsuuggRYerUqZ61YCrlNaeVxdOBNXHebwI0NyillEqUlitKpZeszpOVlZVhS2dUVlZ6dq7p06czYMAALrvsMs/OoZTXnM6GegQYEOf9YmBf8uEopZTKMVlXrlRVVbF58+Yu+7dv3w7AsGHDurw3atQoHeag0kXW5clQzzzzTNj2qlWrmDt3rifnWrx4MS0tLSxatIjbbrvNk3Mo5TWnLYt/wVpnpwsR6QvMAP63p0EppZTKGTlTrhw+fNjTMVJKuSSr82SwVTHWtluamppYvnw5xhiWL1/uWXdXpbzmtGXxAWC1iCwE/sved6KITATuBIqA77kYn1JKqeyWdeVKrBbCmTNnAvDwww+nMsRoyXEAACAASURBVBylnMq6PBlKRDDGhG17Yf78+QQCAQBaW1uZP3++ti6qjOSoZdEYsxb4IXApEFwwZiHwDPBPwL8ZY151NUKllFJZS8sVpdJLtufJ/v37x912S21tbWel1BhDTU2NJ+dRymtOWxYxxjwqIiuB6UAJ1pTKm4BFxpiPXI5PqYzW2NjIzJkzqays1Jl0lYpByxWl0ks258nm5ua4224pKCigoaEhbFupTJRwZVFE+gBfAnYYYzYB/+lZVDlIKxXZqaqqivXr11NVVcWcOXP8Dsc3c+fOpa6urnM7WIAWFxeHHVdSUsKtt96a0thCRcYZyzvvvAPAjBkz4h5XUlLC5Zdf7kps2UjLFaXSSy7kyeOOO44DBw6EbXth27ZtcbeVyhROWhbbgXXADVhPl5SLtFKRfRobG1m6dCnGGJ5++mkqKir0QYDt0KFDfocQVV1dHa//5Q0GMDDucUc5ah3/l/diHtOCN0+rs4yWK0qll6zPk62trXG33ZKqiXSU8lrClUVjTJuI7MTqiqBcpJWK7FRVVRW2llMuPwiIbC0MtsgtXLjQj3DiGsBAzuw9tsfpvN223oVospuWK0qll1zIk9/4xjfCxg9OmDDBk/OETqITbTsTNTU1MWvWLB588EGGDs3YpTbDZOPv5DanYxYXA5eJyH8aY/QRiUu0UpGdampqOmdCCwQCrFy5Uv9fXbL38G6ef29FzPcPHt0PwLF9jo+bRjFFrsemHNNyRan0ktV5MnL2U69mQ81G8+fP54033siqmV2z8Xdym9N1Fh8D+gNrRKRUREpEZETky4M4s1q0SoWbGhsbKSsro6mpydV0VXylpaXk5+cDkJ+fz5QpU3yOKDuUlJTw+S+cRfGYopivXn3z6NU3L+4xn//CWZSUlPj96ygtV5RKN1mdJ9etWxe2vXbt2hhHqlBNTU2sWLEiq9aNDF0Lc9myZVnxO3nBacviBsBgdU84P85xvZINKBeVlpayZMkSAoGAJ5UKHQ/pj4qKCpYuXQpAXl5ezLXXlDOJTICTzt1cVRdariiVXrI6T15wwQVh3VDHjRvnYzSZY/78+bS3twPQ3t6eFS1xoWthBgKBtP6dtm7dykFzgL8ddW/VmoPmAFu3bu32OKeVxZ9hXUCUi7ysVOh4SP8UFhYybdo0nnrqKS655BL93pWKTssVpdJLVudJ7YaanFWrVtHW1gZAW1sbtbW1aVuxSlRNTU3YWpgrV67M+N/JC44qi8aYOzyKI6d5WanQ8ZD+qqioYPPmzdqqqFQMWq4olV6yPU+uWbMmbPv555/n7rvvdv08xcXFYessRi4VlWnGjRsXNkxq/PjxPkbjjmHDhrFly5aw7XQ1YsQIWpva+Hyfc1xL829HX2XEiO57lDsds6g8UlFRwdixY12vVHg9HlLFV1hYSHV1tbYqKqWUUmkgskLgVQUhcsjE7bff7sl5UuXw4cNxtzORroWZmLgti8EBzMaYraHb3QkerxIXrFS4zevxkEop5YSWK0qll1zLkzt27Ii77ZbIiXPWrFnDl770JU/OlQovvvhi2PYLL7zgUyTuCY7BjLWtLN11Q60HOkSkvzGm1d5OpB97Rg56zkY6yYpSKs3Uo+WKUumknhzKk5MnT2bJkiV0dHSQl5dHaWmpJ+dZtWpV2Hamj/HLxnUjg2MwY20rS3eVxeAg57aIbZUhdJIVpVSaSZtyZc+ePdx9993cfvvtDB482I8QlEoHaZMnU6G8vJxly5bR0dFB7969KS8v9+Q82Tbr6sknn0x9fX3YtsoNcSuLkYOcs33Qc7ZK10lW5s6dS11dXdxj3nnnHeCTpRDiKSkpSWhZBaWUf9KpXHnsscd4++23eeyxx7jpppv8CkMpX6VTnkyFgoICRowYwZYtWzj55JMZOnSoJ+fJtllXd+3aFXdbZS+d4CYHpOskK3V1dWzYuIGW1uaYr/w++eT3yY97TEtrMxs2bui24qmUUkF79uzpXJx77dq17N271+eIlFKp0NTU1Lm23IcffujZQuzB60tQ5BjGTFNYWBi2fcIJJ/gUiUq1hCa4cSpTBz2r1Dtl1Eju+mXPl/K4/fo7XYhGKeW1dClXHnvssbBlhbR1UeWqdMmTqRK6uHxbW5tnC7FPmjSJpUuX0tbWRu/evZk8ebLr50ilyJlCP/zwQ58iUamWyAQ3yfRbz8hBz0oppTxXT4rLlaqqKjZv3hy276233grbfv7559m5cycAo0aNSrtu+0p5qJ4cuterra0Ne1BUU1PjSWWxvLycFStW0NbWRq9evTwbG6kSM2/evIR6oF155ZWANbRp9uzZXoeVERKd4CbUFOAsYA2wERBgDDAOeBOoQSmllIpOyxWl0ktO5cmTTjopbCH2k046yZPzFBQUcNFFF7F48WKmTp3q2djIVOnbty8tLS1h27ku0Qoo0HlcsDIaT7pVVB1NcCMi3wNOAb5gjHkz4r2zgXXAey7HqFTOyeTJfzI5duU9P8qVaK2E8+bNY82aNZ3bEyZM0G6oKifl2r3eRx99FHfbTeXl5WzZsiUjWxUjK0KhFcXgdia1wkWL78wzz+yy7/HHH084zbq6Ot56822GHlfY7bEmYP3c/n78iYF2H2hM+Pyp0l3LYqTZwK8iLx4Axpg3ROQR4Bbgj24Ep1Suqqur4x8b/sFpI0+LeUyf/D4AHGk+EjetLfVb4r7vtrq6Ov7+5lucOHhY7IParVnhdm2NP7HAzr3b3QytWw0NDbRwkLfb1vc4rRYO0tDQ4EJUWc+XcuXqq6/urCzm5eVx9dVXu5m8Upksq+/1hg8fHtayOHz4cM/OVVBQwIIFCzxLX/XMbbfdxt133925PWeO8zk0hh5XyNRzLnctpuWvPulaWm5xWlk8HYhX5d0FjE4+HKVU0GkjT+OBOx7qcTqz7rjBhWicOXHwML7/zZ4/SX3i2fkuRKPSnC/lypAhQxg0aBD79u1j/Pjxus6iUp/I6nu9HTt2xN1WlsiWuJkzZ3bpjfHQQz2/R/HTt7/97bDK4qWXXupjNOnLaWVxBzBNRB4xxoT1bxeRPOASYKdbwSnlpmjdI4MtP8XFxWH7tetjbiouLubwrqOc2Xtsj9N6u219l78rFZVv5cpJJ51EIBDQVkWlwmX1vd7kyZNZsmQJHR0d5OXlUVpa6ndIGeGWW24JqyzecsstPkbjnqKiIrZt25ZUq2KucFpZ/C0wF1gtIg8D72INiv4MMBM4F3B/SimVMK0QOXPo0CG/Q1Aq1/lWruTn53Paaadpq6JS4bL6Xq+8vJzly5fT2tpKfn5+Ro4n9ENBQUFnb4wJEyZk/IQ9QSeeeCInnniitirG4bSyeB9wAvAjrBmxIj1ijLm3x1F1Q0QGAvcA04FBwD+AnxljVnp97kykFSJLtIpxcIKVhQsXpjocpZQlLcoVlV4Otu5nfePL3R53qK0ZgP69ByaUJsQZS62CsjpPFhQUMHXq1KyZpTSVRowYQVtbW9a0KqrEOKos2t0RfiwiVcBFwKlY0ylvAVYaY951P8SolgFnAzcBHwBXAMtEpNQY80yKYnBVY2MjM2fOpLKykoKCgqTT0QqR8ltDQwP79u53Zbzhzj3bOWJauj9QZaw0KldUmhg1alTCxwYnKjn5tEQqgcMcpZ2rciFPZvIspX465phjKCkp0Qp2jnHasgiAMeY94IHujhORAcANwBPGmPpkzhUlzW8B44Fpxphl9r4XsS5mDwEZWVmsqqpi/fr1VFVVab9ppVTOcaNcWbhwIR9//HHC5wxWNGbOnJnQ8aNGjeqyDEdVVRWbN29O2flygZPfOfhdPvzww16Fk7P8vNfzms5Smt1yZf3DVEmqsujAQGAO8ApQ71KaFwP7gRXBHcYYIyK/Bx4VkTHGmI0unSslGhsbWbp0KcYYnn76aSoqKnrUuqiUn4qLi+kru12bDfWEEfoEU4WJWa7U19fT8NFW8o5PrGjraG8HYMNH73R/7P62qPs3b97Mu5ve5YSTu79m5+VbS8bsO7K322N3fdjU7TFKpQkv7vVUCiVauXJSsQL/Kld1dXX84+1/MPzEEd0e20vyAdjXdDDucR/t3OpKbJnI68oiWF0X3HQGsNEY0xGx/63Q93tyglRPElNVVUVHh/XrdHR0OGpd1AXQlVI5KGa5knd8b/r/y6dcP+Gh/4vdYnnCyQVcfsN3XD3fkw895Wp6SnnM7Xs9lUJ1dXXU1dVx+umnxz2uX79+AJ33rPG89957rsSWrOEnjuD/ff8m19L7xRP3u5ZWpklFZdFtQ4Bof4F7Q94PIyKDsCbCCVXk5KReThJTU1NDIBAAIBAIsHLlyoQri3V1dfztrb8xaHjkr/eJtjzrifgHez6Im9a+j/YlGLFSSvnmOPvnCSIy0v53EVi9NDoCbXErdsnq2N/GdtnuerpKZYGYeVJlhq1bE2s1O/nkkz1J121bt27lwP6Drlbwtu3cyoHDx7qWXibJxMoiWFM4O3nvx1hdJBKS6kliSktLWbJkCYFAgPz8fKZMmeLo84OGD+L8igt6HMdLVS/0OA2llPLYNVitGH/wOxClFKB5UqmslomVxT1EaT0EggtlRRsM8nNgQcS+IqD7eblToKKigqVLlwKQl5fnaHB/Q0MD+/bvc6Wit++jfTQ0N/Q4HaVSKVpX7Fhdr7WbdVZ4FGsyjcuBV+19RcDLhYWFfNi83bNuqMOG6bILSkURM0/6FpFyZMSIEXR0dDD/Nz2fxTyo/Npy8vLyXEvPiREjRrCv6aDr3VAHFWjLYqb4B3CJiORFjFs80/65IfIDxph9QFgfS5H06V5fWFjItGnTeOqpp7jkkkt0chuXuDmeUysZzuzcuz3u0hl7D+wGYPBx8Sev2bl3e1IT3PTv39/xZ1TGOGD/3BWceTH0et6xP/FuqB0t1gQ3eQN6dX/s/jYY7ixQpXJE3DyplB8+2rk1oW6oTXsbASgYXNhteoMKPutKbJkmEyuLy4CrgFJCZkQFvg+8m2kzoQZVVFSwefNmx9OkFxcX07Gnw7VuqMVDirs/MEPU1dWxceNGRn96dMxj+vbrC0CgPRDzmE3vbnI9tmxWUlLS7TF737FmeuyuInjCiKHdpqeVeBU0cuRIjj/++ISPDy5lcdrw07o/eLiz9f+UUiqTvPfee5RfG38W8w8//BBIbOzie++9l9D9gBecnHfnno8Aum01HFTw2S7pbt26lX0H9rP81SedBxnD7gONtG096lp6bsjEyuIzwIvA70RkCPAB8APgq1iLx2akwsJCqqur/Q4j64z+9GiqHv1Vj9KouOY6l6LJDYlU3rwcA6xy14wZMxg5cmTCx7uxRt/27ds52HLA9dlLd33YyKEBR1xNUymlokm0cnX48GGAhLqXlpSU+FZZdLJcR3AZkMcff9yrcDKe15XFdqABOOxWgvaailOBe+zXIKylMqYZY2rcOk8m2fdR/DGLzbubARg4dGC36UQdDaqUUunD9XJFKdUjmiczXKKVK61YhRsxYgS923Yx9ZzLXUtz+atPMmzECa6l5wZPK4vGmN3AKR6kewC4zn7ltESe2rzTaI3LO2VIN/8VQ5w13SulVKp5Va4ka9iwYew70teTdRYH9R3c/YFK+Szd8qRSyl1xK4si8l9JpGmMMVclGY9ySLv8KaUyiZYrSqUXzZNKqXi6a1m8Isq+4DqGkVNdGXufwZqARimVpIaGBpoPNjPrjht6nNaW+i0MPDZ+F2SlUuiKKPu0XFFxVVVVsXnz5i77g5MUBcefhho1apTjSeNy1BVR9mmeVDmhtbWV999/n927dzN0qPPZ13NB3BGqxpi80BdwAvAm1iyk/4I1XnAQ8BVgJfCGfYxSSinVRTqVK4FAgC1btrB3b7TleVUm6NevH/369fM7jIyWTnlSpbfW1lbq6urYvXu336G4ZuvWrTQ3N3Pffff5HUracjpm8SGg0RgzLWL/q8DFIvIc8DDWMhbKB7pAeXYoLi7mSPMRHrjjoR6nNeuOG+g7sK8LUSnlCd/KlV27dtHS0kJ1dTXXX3+928krF2kLYUrpvZ6KKlixuvfee3nooZ7fn/itqamJffusZdhXr17NzTffnNati83mAH87+mrcYw6ZFgD6y4CE0kuE08riJOD2OO/XAHc6TFN5TBcoV36LfIihDzBUCM/LlWhdGAOBQGeLYk1NDZs2bSI/Px/Q7osq5+m9nuoitGL1/PPPZ1y3zXnz5nVpTIksF6ZNm8Zpp1nr7paUlDhagsNriU5AGfwdR5Wc6lq6TiuLfYCiOO8X2ccon+iNtsoE+gBDhfClXNm1a1fnv40xNDY2Mnz4cLdPo1Qm0ns91aVylUkVq0QFK79BH3/8sU+RdM/L5U3q6+vjvu+0svgK8CMRec4Y8z+hb4jIecCP7GOUUqqTPsRQcXherkRrJZwyZUrY9uHDh3n44Yd7chqlsoXe66kuMqliFU20ytaZZ57ZZZ/TNSR3H2hk+atPdnvc/hbr+zp+wKe6TW9Ymg0JdlpZnIl1gXhRRNYDdVgzYn0GGAscAHo+faNSSqlc4Uu5Mm7cOJ599lna2tro3bs348ePd/sUSmUqvddTXSpXblSsso2TtckP1FmVxWGnxq8IDuOEtFvz3FFl0RizUUTOBu4BJgNftN9qBv4buM0Y8767ISqVnIaGBlpaWqi45roepbPp3U0MGND9QOFoNm7cyIwZM3jyySfTLvMrlQ78KlfKyspYvXo1AHl5eZSVlbl9CqUykt7rKZUYJ11vk+kemi6ctixijKkHviciAhRirbfTaIzpcDk2pTLerFmzaG5u5sYbb6S2ttbvcJRKS36UK0OGDOG8885jzZo1nH/++QwePNirUymVcfReTykV5LiyGGSMMcCubg9UyifFxcUE2gNUPfqrHqVTcc115PfKd/y5jRs3dg4I37RpE3V1ddq6qFQcWq4olV40TyqlHFcWRSQP+AFwMRCcl/V9YCnwhD51Usoya9assG1tXVQqOj/KlT179vCnP/0JgJdeeomrr7466dbFXR828eRDT3V73MeN1gQRnyoclFCag0Zra6fyh97rqUhf/vKXee211zq3zznnHB+jUankqLIoIv2AZ4CvYQ123mG/9S2sdXm+LyLfMsYccTVKpTJQ5DTTmzZt8ikSpdKXX+VKdXU1HR3W/W5HRwfV1dVcf/31jtMZNWpUwsfuCVgTHAzq230lcNDowY7SVsoteq+notmxY0fY9vbt232KxD29evWivb09bFt15bRl8TbgPOBB4F5jzMcAIjIIuAWYBdxK/MVclcoJo0aNCqswjh492sdolEpbvpQr69ato62tDYC2tjbWrl2bVGUx2rIcscycORNAl+hQ6U7v9VQXDQ0NcbczUVFRUdjvcfLJJ/sYTfrKc3j8t4FFxpibghcPAGPMPmPMbGAR8F03A1QqUz3wwANh2w8++KBPkSiV1nwpV8aNG0fv3tbzUl06Q6kweq+nujjttNPibmeixsbGsO1du3R4bjROWxaLsJ40xfInYGry4fhj7ty51NXVxT3mnXfeAWDGjBlxjyspKdEFyBUAY8aM6WxdHD16tE5uo1R0vpQrunSGUjFl5b2e6pn77ruP6dOnd27ff//9PkbjjsLCwrCWxcLCQh+jSV9OK4v7gHh96UbZx2SUuro6/vz6XzADYvdVlqPW2JbX6l6PfUxLe8z3VG564IEHmDFjhrYqKhWbL+XKkCFDmDhxIrW1tVx44YW6dIZSn8jKez3VMyUlJRQXF9PQ0EBxcTGnn3663yH12Icffhh3W1mcVhbXABUi8rwxZnXoGyIyAfghsNit4FLJDOhF4IzkFl4Pyt/Q4lI0KluMGTOG11+P/YAhni31W5h1xw0x39++0xpcPuzEYd2m89kzPptUDEqlgG/lSllZGfX19dqqqFS4rL3XUz3z6U9/moaGBs97SjU1NTFr1iwefPBBhg4d6tl5rJVhYm8rSzIT3EwEnhGRvwH/sPd/Fvg8sBv4D/fCUyo3JXIhPho4CkDfgX3jHvfZMz6rXWBVOvOtXBkyZAiVlZVeJK1UJtN7PdVFU1NT2HJDu3fv9qwiN3/+fN544w3mz5/Pbbfd5sk5wBqCEDobal6e06lccoOjyqIxpkFExgL3AqXA2fZbB4E/Aj81xmx1N0Slck8i416D42cXLlzodThKeUbLFe/s2bOHu+++m9tvv1272aqEaZ5U0cyfPz9suSGvKnJNTU2sWLECYwzLly+nvLzcs0rpySefTH19fdi26sppyyL2BeJyERGgABCg0WjbrXKooaGBg80Huf36O3uc1geb6jl24LEuRKVyXQvNvN22Pu4xRzgEQF/6x01HJUbLFW9UV1ezYcOGpNeQVLlL86SKtGrVKgKBAACBQIDa2lpPKovz58/vbO1rb2/3tHUxcvZTnQ01OseVxSD7gtHY7YFKKZUhEu2uG5wdueQz8Qf4a/dfZ7Rccc+ePXtYvXo1xhiee+45ysrKtHVROaZ5UgVNmjSJZcuWEQgEyM/PZ/LkyZ6cZ9WqVWFr4HpVKQUoLS1l0aJFndtTpkzx5DyZLqnKooiMxpopawjW06YwxpgnehiXygHFxcW0tDZz1y/n9Dit26+/kwHHDHQhKpXLEl32xkkX4NAuLio2LVfcVV1dHdZlTFsXlVOaJ1Wo8vJyVqxYAVhj+8rLyz05zwUXXEBNTU3n9rhx4zw5D8D06dPDKouXXXaZZ+fKZI4qiyJyEvB7IPg/1+XiARhALyBKKaW6peWKN9atWxf2dH7t2rVaWVQJ0TypoikoKOCiiy5i8eLFTJ061bNxhFbP59jbblq8eDEigjEGEWHRokWeTqiTqZy2LD4KfB34OfAy8LHrESmllMolWq54YNy4cTz77LO0tbXRu3dvxo8f73dIKnNonlRRlZeXs2XLFs9aFQHWrl0btr1mzRruvvtuT861atWqzuUyjDGednnNZE4rixcAvzDG3OhFMEoppXKOliseKCsr47nnngOsJ/O6lqRyQPOkiqqgoIAFCxZ4eo6TTjqJLVu2hG17JVXjMDOd0wVFmoHNXgSS6xobGykrK6OpqcnvUJRSKpW0XPHAkCFDGDZsGADDhw/XyW2UE5onlW8++uijuNtuKi8v71xb0ctxmJnOaWWxFtC+LB6oqqpi/fr1VFVV+R2KUkqlkpYrHtizZw/bt28HYPv27ezdu9fniFQG0TypfDN8+PC4224KjsMUEU/HYWY6p5XFG4BTRKRSRE4VL0ed5pDGxkaWLl2KMYann35aWxeVUrlEyxUPVFdXd47FCc6GqlSCNE8q3wQfcsXadlt5eTlnn322tirG4aiyaIzZhzVD1vXAJqBNRNojXm1eBJrNqqqqwqY419ZFpVSu0HLFG9FmQ1UqEZonlZ+C3edjbbstOA5TWxVjc7p0xk3AvcAu4C/oDFmuqKmpIRAIABAIBFi5ciVz5vR87UHlv8bGRmbOnEllZSUFBQV+h6NU2tFyxRs6G6pKluZJ5adUtyyq7jmdDfVHwEvAhcaYgPvh5KbS0lKWLFnSORvTlClT/A5JuSR0LKo+AFAqKi1XPFBWVsbq1asBa+IGnQ1VOaB5UvmmtLSUxYsXd659qPfE/nM6ZnEwsEgvHu6qqKgIm42poqLC54iUG3QsqlIJ0XLFA0OGDGHixImICBdeeKHOhqqc0DypfFNeXk5+fj4A+fn5OpYwDTitLP4dGOFFILmssLCQadOmISJccskl2l0xS+hYVKUSouWKR8rKyjjjjDO0VVE5pXlS+aagoICpU6ciIlx88cU6ljANOK0s3gpcIyJjvQgml1VUVDB27FhtVcwi0caiKqW60HLFI0OGDKGyslJbFZVTmieVr3SG0vTidMziDOAj4DUReRV4H2iPOMYYY65yI7hcUlhYqFObZxkdi6pUQrRcUSq9aJ5UvgrOUKrSg9PK4hUh//6K/YpkAL2AqJxXUVHB0qVLAR2LqlQcV4T8W8sVpfx3Rci/NU8qleOcrrOYl8Crl1fBKpVJdCyqUt3TckWp9KJ5UikVyumYRUdEZICI/IeIjPTyPEqlKx2LqpS7tFxRKr1onlQqu3laWQQGAnOAUz0+j1JpKTgWVVsVlXKNlitKpRfNk0plMa8riwCSgnMopZTKHVquKJVeNE8qlaVSUVlUSimllFJKKZVhnM6GqpSKYe7cudTV1YXta2hoAKC4uLhzX0lJCbfeemtKY1NKKaWUUv5obW3l/fffZ/fu3QwdOtTvcBzRyqJSHjp06JDfISilUqyqqorNmzd32b9lyxYAZs6c2eW9UaNG6URYSimVBebNm9el8WDjxo20tbVx2WWXdWlAmD17dqpDdEQri0q5JFpr4YwZMwBYuHBhqsPJaY2NjcycOZPKykqdXEiljX79+vkdglJKqRRrbW2lra0NgN27dzNs2DDy8/N9jipxWllUSmWdhx56iL/+9a889NBD3HfffX6Ho3KMthAqpVTuimwpvOuuuzpbFnv16kVJSQm33XabT9E5pxPcKKWySmNjIzU1NQCsXLmSpqYmnyNSSimlVK5atWpVZ8tiW1sbtbW1PkfkjNcti+1AA3DY4/MolVLRJrOJ5p133gE+6Y4ai056456HHnqI9vZ2ANrb27V1Mfu4Vq7s2bOHu+++m9tvv53Bgwf3PDKlcpPe6ykVx7hx41i5cmXn9vjx432MxrmkK4si0h8IjtBsMMZ0mcnDGLMbOCXZc6js98Hmem6//s6Y7+/YthOAk4pO7DadM8ac4Wps8dTV1bFx40ZOH3163OP69u0LQFugLeYx7216z9XYcl3kE7va2lqtLGaIVJcr1dXVbNiwgerqaq6//no3klQqq+i9nlI9Z4yJu53uHFcWRWQM8CAwHuhl724XkbXALGPMP1yML9r5PwtcB3wB+BzQBzjFGFPv5XmV+0pKSro98XJ/7gAAGZZJREFUJnA0AMCAYwbGPe6MMWcklJ6bTh99OvN/Nb/H6ZRfV+5CNCqWTLso5yI/ypU9e/awevVqjDE899xzlJWVaeuiUja/7/WUyiZr164N216zZg1z5871KRrnHFUWReQs4E/AQGANsBEQYAwwAfiKiJxnjHnT7UBDjAVKgTeAg8AFHp5LeSiRbpc6m6hyavLkySxfvrxzu7S01MdoVHf8Kleqq6vp6OgAoKOjQ1sXlbKlyb2eUllj2LBhnUsnBbczidMJbh4EOoAvGmMuNMbMNMb8xBgzEfhnwAAPuB1khIXGmCJjzBSgxuNzKaUyzA033EBennVpy8vL44YbbvA5ItUNX8qVdevWhU04EPnk1wubN29mypQpvP/++56fS6keSId7PaWyxo4dO+JupzunlcUvA78yxrwR+Ya97xHgHDcCi8UY0+Fl+kqpzFZYWMiIESMAKC4u1nUW058v5cq4ceMQEQBEJCUTDtx7770cOnSIe+65x/NzKdUDvt/rKZVNJk+eHLadaT2enFYWjwA747y/HZ0NSynlo8bGRrZv3w7A9u3bdemM9OdLuTJp0qTO8azGmC6Fuds2b95MQ0MDAPX19dq6qNKZ3usp5aKDBw+GbR861GWeqLTmdIKbZ4ApWE+VopkCPNujiDwgIoOAQRG7i4L/aGhoQA60c8yfD1g7OrA6WSSUOJ9UudvpvBlQyYlckiLW0hOJLjWx6d1NVFxzHQDbPtzG4UOJlW/9+vej6OSizjTGjBkT9n5DQwNNTU1cMPGTIbNHjx7tXLIhnl69etGnT5/O7UOHDnXb+hVtqY6efDcf7mjg/kfv7txu3LOTo61Hu40doM8xfSgccmJnOoMKUjcLbSKqqqo6KwEdHR1UVVUxZ86cpNNL9LvX5U+S5qhc6e56nqhVq1YhIhhjEBFqa2s9HbN47733hm3fc889PPbYY47TqaqqYvXq1V32Hzp0yNFkTiJC//79u+yfOHEiFRUVvp1PpQXX86Q0t9P7zeZPtg93QLuDycd6CabfJ+0b0tx9WZsNtm7dyu7du7l80g8697Uebe0cb92dvLw8julzTOf2kcNHGDp0qOtxJmrevHlhcwqAdS1J9PcB63eKvJZMnTqV2bNnuxKjF559NrxqVFNT40oPk3nz5nW5PwluX3nllWH7S0pKkv6OnFYWZwLPichi4H4gGOFngJuAwcD3Ek1MRM4HXkzw8AJ7euZk/BiIebc4ePDgsFr+kSNHHGXE4PIIwbSUe6LdXCQqcnbUPMnr7HbWnTzJI79XPgBjxozpklbk30xQoumHHjdgwICk/m6S/W6izRq7/9Be2k3s5T1C9el3DIMKjgVgUEHqZ6HtTk1NDYGANYtuIBBg5cqVPaosRtOTv0vVhdNyJe71PFHr1q0La1lcu3atp5XFyAeJ9fX1np1LqR5yNU9GKyO2bt3qqHWlf//+ncML4qWbbaLdayR6nxE8Nk8+qWT3799f71OznBf3J+LwyWCwzU3o2vYW/OuN3G+MMVErpSJyInBhgqf/ozEmrOlDRH4MVNLN0hlxnnq9/MEHHzBy5MgEQ1BKpbs77riDJUuWEAgEyM/PZ/r06a5XFp2or6/nlFNOAV3iJ6pkyxVgVMi24+v5L37xC5599lna2tro3bs33/rWtzytLF511VVhFcaRI0cm1bKo3KH5Mja/8qRS2erMM8/ssu/tt9/2IZLourseOm1ZfILEO2h2yxizE1jgVnpxzrMP2Be6z8mTGaVU5qioqGDp0qWA1fKvXdzSXlLlSmiBlsz1vKysrLN7ZV5eHmVlZY7TcOKWW26hvPyTNVV/+tOfeno+pXrAlzypVLa6+OKLWbZsWef29OnTfYzGOUeVRWPMFR7FoZRSrigsLGTatGk89dRTXHLJJTobaprzq1wZMmQIEydOpLa2lgsvvNDzrlmjRo2iuLiYhoYGRo4cyamnnurp+ZRKlt7rKeWun/3sZ2GVxf/4j//wMRrnnM6G2i0Rcdpa6TT9/iJyqYhcCvyTvfub9r7zvDy3UiozVFRUMHbsWG1VzBJelStlZWWcccYZnrcqBt1yyy30799fWxVVxvP6Xk+pbHPxxRcDmdeqCM7HLC4AKowxUUcli8go4A/GmH92J7yo5xgJfBDj7T8ZY85PMJ3TgM0vv/wyRUWOJ9JTSqmEbNu2jXPPPRdglDFmi9/xpBs3yhW9niunNF/GpnlSqdzS3fXQaWWxHXgP+K4x5s2I92YAv8Ka0CZyMpm0IyJfBV72Ow6lVM441xjzit9BpBs3yhW9nqse0HwZQfOkUjkr6vXQaWVxItbA5+OA2caYX4rIAODXwOXAeqyLS9qvNiwifYAvAjuARBbsKcK68J0LbPMgJC/T19izM32NPTPS7wWcBPw1ckZn5U65ksT1PMjrv5NcO58f50z2fJovY/AxT6bybydV59LzpPd5UnmudD5P3Ouh0wluVovI54BqoFJEvok1VfKpwEPAT41JcLE2n9lfRsJPE0Nm9trmxTTbXqavsWdn+hp7RqWv3dxicKNccXo9D/L67yTXzufHOXt4Ps2XUfiVJ1P5t5Oqc+l50vs8qTxXBpwn5vXQ8QBlY8wuEZkA/A8wEWt65euNMY84TUsppZTSckWp9KJ5UikV5Hg2VBEZDCwH/gWrmfMAcK/dj10ppZRyRMsVpdKL5kmlVJCjyqKIfA14E7gQuNkYcx5wNrARWCAiT9j92pVSSqluabmiVHrRPKmUCuW0ZfEFIIA1W84DAMaYD4CvAA9gDXx+w9UI08c+4E77Z6alr7FnZ/oae/amn0v8LFdS/f+Y7efz45yaF93nV55M5f9lqs6l50nv86TyXBl7HqezoT4FXGOMORDj/fHAE8aYYS7Fp5RSKotpuaJUetE8qZQK5aiymFCCIgXGmCZXE1VKKZWztFxRKr1onlQqdyRdWbTX0BkKNBljWl2NSimlVM7RckWp9KJ5UimVzGyoZ4vIC8BBYCvwVXt/oYiss7snZAUROV9ETIxXiQvpf0VEXhCRFhE5ICLPiMiZSaZVJCK/EJFXRKTZjvH8iGNOEpG5IvKaiOwRkf0i8lcR+YGIOP5bsNM8X0SeF5F9InJIRDaKyDXJpBWS5r+IyGoR+UhEjohIk/09fTOJtLr9XuzjfiIiK0TkQ/uYBT2If0GcvxsjIif2IO1xdvrv2t/3NhFZmuzfTZT0E/q+3E5LRL4nIn+3/7+3ich9ItI3iXN+XkSWi8h2O19tFJGb7RseV4nIHfbv9KbbaeeaVJYrbv6NJ3g+T/NslPO5dv10cE5Py8oEY9D86KJszpMh5/XkbyaVeTBVZZ64eL/azXk8u3+KOE9KrsupvjaKB/fk4Hw21LOwplA+DXgi9D1jTCPQD/hBT4NKQ7OBcyJe9T1JUES+DLyItdbl5cAVWE/v/kdERiWR5Cjgu0AzsC7GMV8AZgBrgTJgOvAasAB42OkJReQHdlpbgO8ApcAjwDFO04rwKeBd4Aas2diuAY4Cz4jIdxymlcj3AnAtMAx4BjjiNOAId9H17+VrwGHgz8aYnT1Iuxz4/+3dffAdVX3H8fcXkshDizxag4CUWpAhtmUQi22RkAlMizqJSEULHQPWjp3GB8RBpCIxDFCfChLqU8YCQkprgVq0SDDT+UnlQR4KIyUiD/IQwAeSkFgkDyb59o9zbrzZe+/v7t49Z+/9/X6f18zO/f327p6zu/ec757de87eg4BLgT8DPhz/vyeWqbrKHq9kaZnZ6cAy4HbCPl0M/C2hXJYWA+8dwMHAhwjl8UbgImBp1Y3vk9cRhLjws5TpTkVDOK+kLONl5K6zRSnjZ1XJz5VlqD6mNQXqZO4y00gdbOqcl6G9Op6c7ad2Tcfl7LExY5sc3L30BNwEPAr8BqGgbAPmtL1/IfCjKmmO8gTMJvwQ7fwMad8KPAfs2jZvT2AtsGyA9HZq+3t+3O7ZhWX2AqZ3WfdKYAuwZ4X8DgReAs5p6LOYBqwC/iv1cemy3DrgqsTbf3LM+70103lFl3l7Ai8ANyTYzlLHK1VawM7AT4D/KMx/b1z+Dyvktyiu8zuF+dcQnuzXUfYH3S/CTZYlwBjwQMqyMtWmps8rKct4yfyy1tmS2zBQ/KyQfrZzZZnPU/Ux+TGd7HWy8TKTow42eM5L2l4dIP8k7adCmo3E5aZiI5nb5FW7Hh4LLHX3F+POFz1N+HZG+nsjIWhsaM1w93WEu3nzzWznKom5+7YSy7zg7r/q8tY9hEb7zApZvie+LqmwzsDcfQuwnhAAq6zX97hUWa6GMwkV+V/rJOLhrm5x3jrCif2AOmnHtJIdh5JpHQO8Eri6MH8Z4bN+e4UsW2VjfWF+q9xsrZDWeM4iHOu/S5TeVNfoeaWBul7ML2udLbkNA8XPCUL1Mb1JXScZQpnJVAebOuclba8OIEn7qd0oxOXEsrbJq14s7kJnoWy3R41tGWVfNrMtFsb4fcvMjkqQ5gxCt4SiTcBuwCEJ8ihrDvBLqn0l/ibgh8DJsc/3Vvv1WLP6X3kDZraTmU0zs/3N7JPAoYQuAxOKmc0kdEW53ns8irxm+vsBs4D/TZ12A2bF1x223d1fInSlmNWxRm/XEO50ftHMftvM9jCzeYTuUp9L0SAxs0OAxcDCHJ/lFDXlzitN1Nkhxc8c58qeVB+zmbR1ssky00AdzH7Oi4bWXs3dfirklTMu546NWdvk0you/zhh3Fsvc4CVg2/OyFkPXEboprAWOBw4F7jdzI5z9+/XSHslcIyZmcfvkM1sOvCG+P6+hDscWZnZ2wjf3ixuv2tUwv5xWgKcDzxE+Pw/Rvg6/LQEm/d1fv3N0i+Ad7j7LQnSbdq7Cd/cfjV1wmZmwFcIN34+mzr9BuwTX9d2eW9t2/t9ufvTcazBN4Aft711sbufP/gmBvFYLwWWu/s36qYn202p80qDdbbJ+JnzXNmV6mNWk7JODqHMZK2Duc95bYbZXs3WfmqXMS43FRvztskr9ok9jzDIdC6hEbcNOD6+dzbhK++FOfvlDnsidJlbDayomc6ZhO4dS4BXxQ+zNXaw0litLmmX6vNP6AL4IvAdYFrFPB6JebyzMP8zcf5rEhzrQ4CjCYN0rwM2A+9q4LgkHbMIPAw8mqk8fjbu04IMaScbO9IrrRhTHNinyzq3A3dVyOPV8ViPxfxmAxcQHlh0YYJ9+GtC4H9V27wxNEaq7nEd2nklZRmvkGe2OlvIJ2n8HCD/JOfKcdJXfcz32U3KOtl0mcldB3Of89ryydZeLZF3tvZTIZ9G4nLMK3lsJHObvOrGzCA8EWkr4ap1K/AA8Gz8+xbaBipP1gn4Z+DFBOl8lPBYao/THcDfx78PrJFu32AbA1irz/luA+RxZ8xjr8L8OXH+OzIc928S7swMVMbKnoRIeLFIeNy4A+dlOB4XxbQ/kDrtKserTlqEp9A6cGiXdX4I3Fwhj+tiLNq1MP+CGJ8OrrH9+8ZycS5hEHxr+h7wYPx7lxyfw2SfhnleSVnGS+aXtc72ybtW/BwwzyTnyi7pqj7m/dwmXZ0chTKTug7mPOd1yStLe7VPntnaT4V8Go/LqWMjmdvklcYsevhB1hOAjxDuOm0k9MFeDZwDvMWbH6g8DDvRfdB3Je7+KUIAex2hUv8RsDfwlLuvqpt+L7Gv9K2ExvhJHsaHVfVgr+Tja45ycDfhia77ZUg7lzMJQbv4AJdazGwx4e7vOe5+ecq0G/ZQfN1hbKKZ7UZ4bHuVsQNHAiu9szv1vYQ6W+c3jQ4AXg5cQnhaWmv6Y8K2v0B4Mp1UNFXOKyNQZ4cRP5OcK7tQfcxoktbJUSgzqetgznPeDobUXs3Sfmo3xLicOjZmbZNXHbOIhyc6XcoEfNBICvEHQU8gPHa5NnffRGwQm9nBwKmEx1JnYWZHErqdPg78qbv/34BJ3Uj4eYOTCE+ubDmJUAHuqbOdRbE/+WzCncE1KdPOxcx2J/yW5XJ3fzZhuhcQ+qSf7+6fSZXukNwF/JTw+583ts1/FzC9MK+f54BZZrZb4QbIG+Nrnc/gMeD4LvMvIzxe/q8ITwiUAUz288qw6+ww4mfqc2WB6mNmk7BODrXMZKqDOc95HZpsr+ZqPxXyGEpczhQbs7bJK18sTiVmtowwaPh/CHedXkv4Kn5XwqDROmn/PqG7xb2EJ0r9QUzzbkLwGiTNU+KfR8fX48xsX+CX7v5tMzuMcKG4DfgEcHiIX9ut9JJPm3L3W8zs28A/xjxag2k/CHzJ3Z8aZB/ifiwDngLuI9zJnEkY5DwHeH88iVVJb9zjEpd5PeGHbSFcpLy6bb3vuvvzA+zKqYST0D8NsG5XZnY24e7nt4AVhR+P3eTu9yfIo+/xSpWWu28xs3OBq8zsCuB6wgDwTxGeflYlmF4O/Duw3MwuI4xNmU24E77C3XvdeevLwyPkx4rzzWxdfL/jPRldKct4ibyy19lCfknjZ4U8s5wru1F9nHxy18kmy0yDdTDbOa9djvZqCcnbT+2aistNxcacbfJWBpp69wE+l9BPfx3hN2t+CvwLMCtB2q8FbiP0X99E6BL6MeBlNdL0HtOT8f0F4yxTeYwAsDthUPCzhIHbj8VjVqs/PrCQ0P96DWEA9RpgOfDWHMclLnNVquPSluZ/A8+T6IdxY5pjZfanZh7J0i+bFnA6oRvFpliePk1hHEbJ/OYCK4CfEX4O5iHCncPdU30GXT4PPVBjgk2561CXMtJkfknjZ8k8s50rBzjWqo8TcGqyjhTyTV5mmqyDTZzzyNBeLZFn8vZTl889e5lrMjaSqU3u7ljMQERERERERGS7Sg+4ERERERERkalBF4siIiIiIiLSQReLIiIiIiIi0kEXiyIiIiIiItJBF4siIiIiIiLSQReLIiIiIiIi0kEXizKhmNkCM3Mzmz3sbWmKmY2Z2ZMll50dj8+CvFslImUoZvVdVjFLpALFlL7LKqYkpotFkS7MbL6ZLRr2doiIlKGYJSIpKaZIiy4WRbqbD1ww7I2ITgQOG/ZGiMhIU8wSkZQUUwSAacPeAJGpxsymAzu7+8Yyy7v75sybJCLSk2KWiKSkmDKx6JtFGRlmNsPMzjGzB8zsJTNbb2b3mtnCPustiv3TD+7y3pNmNlaY92Yz+66ZrTazDWb2tJndaGaHxvfHgHfHv71tWtCWxkwz+2Jcd7OZPWdmXzGzV/TYtiPM7B/M7BlgI3BMhePSta++mc0zs/vNbKOZrTKzxcD0sumKSD2KWT33TzFLZACKKT33TzFliPTNoowEM5sBLAdmA7cC1xKCyeuAk4ErEuVzHHAT8CBwCbAO2B+YC7wGeAS4iHAj5VjgL9tWvyOmcRBwJzAD+CrweFz3b4Djzez17r6+kPUyYAPwOcCBn9Tcj7cBNwBPAouBLcAZwFvqpCsi5ShmVd4PxSyRcSimVN4PxZSG6GJRRsWHCAHyEnc/r/0NM0v5Dfg8QgA80d1/3jb/wtYf7v4dMzsNONbdr+2SxhLCnasj3f2Ztu38N+Au4CxgUWGddcBcd99SdwfMbGfg88Ba4A3uvjrO/zLwg7rpi0gpilklKWaJlKKYUpJiSrPUDVVGxWnAC4S7Qztw920J82nd6Xq7mVW+WWJmLyfctboJ2Ghm+7Ymwt2txwgDsYsuSxEgo6OAA4ErWwESIN7F+1KiPERkfIpZ5SlmifSnmFKeYkqDdLEoo+J3gYfLDnau4QrgfuALwFozu9nMPmBm+5Vc/zBCvXkP8HyX6TDgt7qs90jdDW9zSHx9uMt7KxPmIyK9KWaVp5gl0p9iSnmKKQ1SN1QZJZ5hvR3KuLuvMbOjCf3wTwDeBFwKfNLMTnL3O/vkZfH1WuDqHsts6DLvpT7pVtHahm77bV3miUgeilnlKGaJlKOYUo5iSoN0sSij4hHgcDN7mbtvqrju2vi6N6ELBABmtgswk9AlYjt33wqMxQkz+z3gPuDjwJtbi/XI67H43gx3X1FxO1N5PL4e3uW9bvNEJD3FrPIUs0T6U0wpTzGlQeqGKqNiGbAXIVDtwMz63SVqdW2YW5h/FoUyHvvUFz1MuAu2d9u8F+Py7fNw9zXAzcDJZtbx2GcLynblGNR9wDPAGe37Y2Z7AO/LnLeIBIpZ5SlmifSnmFKeYkqD9M2ijIrPA28FPh67R9xKeGT0EYT+78UA2G4FIdAtNrN9gCeAPyH8hs/qwrJLzeyAmP5TwK7AqcBvAl9rW+4uYCHwBTP7T+BXwPfd/QnCo6G/B9xmZl8j9P3fidCHfl5MZ1H1Q1COu281s7OArwN3m9lSwiOjzwTWAAflyltEtlPMKkkxS6QUxZSSFFOapYtFGQnuvtnMTgTOBv4CuJgQJB8Fruyz7lYzmwdcDrwf2EwIgscBtxcWvwZYQPix2f2AXxAGQ5/i7je0LXcdcCTwTuDPCUHwDOAJd19lZkcBHyUExdPjtq4CvkkIXlm5+/VmdgrwCUJA/jlwFXAbYd9FJCPFrGoUs0TGp5hSjWJKc8x90LG0IiIiIiIiMllpzKKIiIiIiIh0UDdUkSGIA8Zn9FlsQ/yBWRGRoVLMEpGUFFMmDnVDFRkCMxsjjCUYz9XuviD/1oiIjE8xS0RSUkyZOHSxKDIEcWD4Xn0We87dVzaxPSIi41HMEpGUFFMmDl0sioiIiIiISAc94EZEREREREQ66GJRREREREREOuhiUURERERERDroYlFEREREREQ66GJRREREREREOvw/enHM6GpP/UIAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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57/9Ew74yYe9KGLVwV5zev2ju4j8J0xdOJAxzjDNCRcqg67vGZWbtwFGERVx+CXybsLJp9mZVNMfwKmCXIr3A/fXsl8rT68gbGRANQf9WzHCmEUYv5T9q68vR/qn9pDHflYRG4emE+YvX587LlurEnnwfTQ4db2ZfJYx5NsLKVs18J1Wq8zvCMKxDCKtwlloqu5AFhOdp7UpYpesDhIuBecDPk0xoDawH3GlmVxGGpbUTVgD7RhnvvYfQq/d9wp3cHuBGd19m4flmlwH35jxTaBxhueiTo3wZx28IherngDvc/amY7xepWJ3qkQnAlmaWeXzFCsId+c8T7l7/wd0fjs79TXRz5xZgMSEPH0PI07lz3+4h3BibaGaZFY/vjeb6NrolwJFmtg1hVdPMYy5eIqxoWJS7LzWz+cBno+eTvQS87u43uvutZnYNYcGMN5vZDN54zMUqyisL813OG0PHvlfNghtSnK7v6mJ3Mxtb5Ng0wrDJnxDmSn8fwN0vM7MDgXPM7DZ3vys6/2xgf+C3ZnYw4ZEXRhj9sB69H8eTL7NA30Vm9kdCXn3E3R8hPDLiZDO7mrCGwVsI12hLC4RzH+Ha5SwzezPh5vZCd78X+DFhqPJlZrY7YZ73boQbP09Ex8vm7v81s+uI5iGi4aWJqnh1tqjA0BwAgdClfzGwIfEWp8l4jrBQyiWEBsuaKMxv9zPMqRF9gdAo/A6wOeE5QuPcvZwevrMId92+Gr3XCMNsX3f3iWb2H0KjLtPr9y/gCHeP3cvq7vPN7K+EykS9h1IXNa5HTgUOJ8zjOYqQx14h5NGLCL3qGVcSbsAcT7iz/Sqhd/HT7n59znlXES5wPku48GkjDLdvhgbi64T8P4EwvNCAm4HT3P0/Zbz/2Oi9PyAMeVsM3JhzbC7hM7w0iusO4JycRngcfyZcJG9C/BEqEpOu72rqc9GrkPcSypiVwOfzpu6cSLgG+KOZvd/d/xs1mPYC/pfw3MIjCI/BeoxwE78od/+7mZ1JuH75DaF98D3CPL9To3A+QyhDnyXctLmP0GDMDeeZaM7qmYSe58GElaPvdfdXzGzvKNzDCGXlS4Rnn57rfZ+BWI7LCQ3E+YQyRhJildwYMrOdCD0XW1JgQno08V+kX2a2iPCMrv3qnJQBx8xuIjwbbptoMQiRmlE9IuWK5qT/B7jP3Q+pd3pamfKlNJNo/uG9wP+6+w/rnZ5WEqsH0czeQrgTcFBmV4HTHC0/LdLQzGwHwpDgy9Q4lFpSPSIVOJawlP6v652QVqV8KU3qa4Sh/RpZkLC4Q0x/SSg8fkV4WGeh8cci0qDM7EOE1QW/QRjK+5P6pkgGINUjUhYzGw1sS5gT+RhhBWZJh/KlNIVogZzRhJXdxwKXF3mmq1Qh1hBTM1sG/NHdv5pekmQg0RDT2ooWuPkCYTnpM9xdz7WSmlI9IuWK6odtCIuXfcndH61vilqX8qU0CzMbQZjnvRz4C6Fs0Aq7CYvbg9hGmBQrkgh3H1HvNAwk7j6OsHCESL2oHpGyqH6oKeVLaQruvojCQ6AlQXEbiHcC70sjIbUQTXTfkzDZPc6D3EVE4hhEeJbYfe6+ut6JaTBV1yMqy6VCypfFKV+KDCwly8O4Q0x3Bv4KfD1vqe+mYGYfJRSCIiK1sE/OM6qEZOoRleVSJeXLPMqXIgNWwfIwbg/irwhjfq8xsxcI85jy7xK5ux9QWRpT9x+AO++8k+HDh9c7LSLSop577jn22WcfiMoc6SWJekRlucSmfFmS8qXIANJfeRi3gbg9YZnjZ6Ltd1SetLpYBzB8+HBGjBhR56SISJI6Ozs59dRTmTBhAkOHDq13cjI0zKqvJOoRleVSDeXLvpQvRQamguVhrAaiJoyLSKOaOHEi999/PxMnTuTcc8+td3KkCNUjIo1H+VJEcrXVOwEiItXq7OxkypQpuDvXX389XV1d9U6SiIiISFOqqIFoZtuZ2ZfM7KzoeSSY2fpm9g4zWz/JBIqI9GfixIn09PQA0NPTw8SJE+ucIumP6hGRxqN8KSJQQQPRzC4CngQuB84njFsH2BB4DBifWOpERMpw44030t3dDUB3dzc33HBDnVMkpageEWk8ypcikhGrgWhmJwOnA5cBB5PzoEp3fxW4ARidZAJFRPozevRoBg8eDMDgwYM57LDD6pwiKUb1iEjjUb4UkVxxexDHA1Pd/RTgwQLH/w3sXHWqRERiGD9+PG1toThra2tj/Hjd6G5gqkdEGo/ypUiT6urqYty4cSxZsiSxMOM2EHcCbi1xvAvYqvLkiIjEN2zYMI488kjMjKOOOqqRHnMhfakeEWk8ypciTaqjo4O5c+fS0dGRWJhxG4irgI1LHN8WWFZ5ckREKjN+/Hj22GMP9R42PtUjIo1H+VKkCXV1dTF9+nTcnWnTpiXWixi3gfhP4IhCB8xsQ+A44O/VJkpEJK5hw4YxefJk9R42PtUjIo1H+VKkCXV0dPRaxT2pXsS4DcSLgb3M7ErgvdG+t5rZIcAcYDhwSSIpExGRVqR6RKTxKF+KNKGZM2f2WsV9xowZiYQbq4Ho7rOBrwCfBmZHu68EbgLeB3zZ3e9OJGUiItJyVI+INB7lS5HmNGrUqF6ruB966KGJhLte3De4++VmdgNwNDCSsBTyU8A17v58IqkSEZGWpXpEpPEoX4o0n/b2dqZPnw6EVdzb29sTCTd2AxHA3V8EfpFICkREZMBRPSLSeJQvRZrL0KFDOfzww7n22msZM2YMW22VzGLDsYaYmtk6M/t8iePHmNm66pMlIiKtSPWISONRvhRpXu3t7ey+++6J9R5C/B5Eq/K4iIgMbKpHRBqP8qVIkxo6dCiTJk1KNMy4q5j25x3AawmHKSIiA4fqEZHGo3wpMoD024NoZocDh+fsOsnMDixw6hbAgcBdCaVNRERagOoRkcajfCkixZQzxPT9wLjodwf2jV75lgP/AL6WSMpERKRVqB4RaTzKlyJSUL9DTN39e+7e5u5thDHoYzPbea9N3f1gd59faWLM7DwzczN7qMCxg8zsHjNbaWadZvZrM9u80rhERKQ2almPiEh5lC9FpJi4i9RsB3SlkRAzezdwJvBSgWP7ER7WOg04G9gGuAjY1cz2cfeeNNIkIiKJS60eEZGKKV+KSFasBqK7L87fZ2brEcawbwHcGD1DJxYzawN+B/wWeA+Q3zP4Y+AR4JhMY9DM/gPcQnig69Vx4xQRkdpLqx4RkcopX4pIrrjPQfyxmd2Xs23AbOAa4NfAw2b2zgrS8S1gOHBWgTjfBuwJXJnbU+jutwLPA0dVEJ+IiNRBivWIiFRI+VJEcsV9zMUngDtztkcTJjRfDGQesPqdOAGa2fbA+cDX3P3VAqfsGv18pMCxh3OOi4hI40u8HhGRqilfikhW3DmIbweeytkeDSx09+9Adh7hseUGFt2h+g0wy92nFTlty+jnywWOvQzsXiTszek7VHV4uWkTEZFUxKpHVJaL1ITypYhkxW0grg+sy9n+OGEIQsbTwNYxwvsysAewSxnnesz9pwDnxkiLiIikL249orJcJH3KlyKSFXeI6bPAhyF7N2l74I6c48MIz8vpl5ltRVh85ofA62a2eXRHaj1gULS9IbA0esuWBYLZgsI9iwA/JazKlfvap5y0iYhIauLWIyrLRdKnfCkiWXF7EP8MnGNmw4B3A68SHj+RsRuwoMywhgObERqIPyxw/L+ER1n8MtrelbBqaa73EB7e2oe7LwOW5e4LI1pFRKSOYtUjKstFakL5UkSy4jYQf0gYpz4GeAX4QlRIYGabAYcBE8oMaz5hCEO+nwKbAF8CnnH358zsfuBYM/tpzmMuDgDeBkyJ+TeIiEj9JFmPiEgylC9FJCvucxBXAydGr3yvEcanrygzrOXAnPz9ZrYsOp577ExC7+FVZnY5sA2hd/Fe4Nqy/wAREamrJOsREUmG8qWI5Io7B7Eod+9x91fcvTupMHPCvh04FBgBzAR+Ev38pLuvK/FWERFpEmnWIyJSGeVLkYGnZA+ime0L4O5/y93uT+b8Srj7fkX23wzcXGm4IiJSe/WoR0SkNOVLESmlvyGmcwA3s43cfU1mu8T5Fh0flEjqRESk2c1B9YhIo5mD8qWIFNFfA/GLhAIhM6zghHSTIyIiLUb1iEjjUb4UkaJKNhDdfVLe9hWppkZERFqK6hGRxqN8KSKlJLZIjYiIiIiIiDS3WA1EM/ugmX05b9/hZvawmT1vZj9INnkiItJKVI+INB7lSxHJFbcH8VzCw1IBMLN3AFcBbyU8WPVMM9M4dhERKUb1iEjjUb4Ukay4DcT3AX/P2f4sYWWr97v7LoSH2Z+UUNpERKT1qB4RaTzKlyKSFbeBuCXwYs72IcDf3P35aPsGYMckEiYiIi1J9YhI41G+FJGsuA3EZcBbAMxsA+DDQO5DUx3YKJmkiYhIC1I9ItJ4lC9FJKu/5yDmewj4kpnNBo4ANgRm5RzfDngpobSJiEjrUT0i0niUL0UkK24D8fuEcej/JIxNv9Xd7885fihwb0JpExGR1qN6RKTxKF+KSFasIabu/g9gd+AUYBwwOnPMzLYkFC6/SjB9IiLSQlSPiDQe5UuR5tXV1cW4ceNYsmRJYmGW3YNoZhsBRwNPuPsv8o+7+1LgW4mlTEREWorqEZHGo3wp0tw6OjqYO3cuHR0dnH322YmEGacHcTXwW2C3RGIWEZGBRvWISONRvhRpUl1dXUyfPh13Z9q0aYn1IpbdQHT3HuAZYNNEYhYRkQFF9YhI41G+FGleHR0d9PT0ANDT00NHR0ci4cZ9zMUVwHHREsgiIiJxqR4RaTzKlyJNaObMmXR3dwPQ3d3NjBkzEgk37iqm/wCOBB4ys4nAU8CK/JPc/W/5+0RERFA9ItKIlC9FmtCoUaOYOnUq3d3dDB48mEMPPTSRcOM2EG/N+f1nhAen5rJo36BqEiUiIi1L9YhI41G+FGlC7e3tTJ8+HYC2tjba29sTCTduA/GERGIVEZGBSvWISONRvhRpQkOHDuXwww/n2muvZcyYMWy11VaJhBurgejuVyQSq4iIDEiqR0Qaj/KlSPNqb29nwYIFifUeQvweRBEREREREWkAQ4cOZdKkSYmGGXcVU8zs7Wb2f2b2nJmtMbP9o/1Do/17JppCERFpKapHRBqP8qWIZMRqIJrZdsD9wFHAo+RMVnb3LmAP4EtJJlBERFqH6hGRxqN8KSK54g4xvRDoAXYFVgKdecdvAkYnkC4REWlNqkdEGo/ypYhkxR1ieiAw0d2fpe8SyACLgeFVp0pERFqV6hGRxqN8KSJZcRuImwL/KXF8fbTwjYiIFKd6RKTxKF+KSFbcBuKzwLtLHP8wML/y5IiISItTPSLSeJQvRSQrbgNxCvBFM9s1Z58DmNlRwNHANQmlTUREWo/qEZHGo3wpIllxG4gXAs8B9wKTCYXHd8zsbkLB8S/g0kRTKCIirUT1iEjjUb4UkaxYDUR3fxXYC/gtYcljAw4CdgYmAh9391VJJ1JERFqD6hGRxqN8KSK5Yk84jgqRbwLfNLOhhEKky90LrXolIiLSi+oRkcajfCkiGVWtSBU9PFVERKQiqkdEGo/ypcjAVlED0cw+AxwBbB/tehqY6u6awCwiIv1SPSLSeJQvRQRiNhDNbAgwHdifMPRgWfRzT+AzZnYycJi7v550QkVEpPmpHhFpPMqXIpIr7iqmPwAOAH4BbOPuW7j7m4Fton0fJ6yEJSIiUojqEZHGo3wpIllxG4jHANe6+ynu/mJmp7u/6O6nANdH54iIiBSiekSk8ShfikhW3AbipsBfSxy/PTpHRESkENUjIo1H+VJEsuI2EP8N7Fji+I7Aw5UnR0REWpzqEZHGo3wpIllxG4hnA182s9H5B8zscOBLwP+WG5iZHWBmk8zsCTNbYWbPmdkUM3tPgXMPMrN7zGylmXWa2a/NbPOY6RcRkfpKtB4RkUQoX4pIVtzHXBwLLASmmdkTwOOAA7sAOxPuLo01s7E573F3P7FIeO3AlsCEKKy3AGcA95nZfu5+D4CZ7QfcBEwjFGLbABcBu5rZPu7eE/PvEBGR+ki6HhGR6ilfikhW3AbiuJzfR8jFlgUAACAASURBVEavXO+NXrkcKFaAfNXdO3N3mNkthELqdOCoaPePgUeAYzKNQTP7D3ALcDRwday/QkRE6mVczu9J1CMiUr1xOb8rX4oMcLEaiO4ed0hqf+F1Fti3zMyeAoYDmNnbCM/hOS23p9DdbzWz5wmNSDUQRUSaQNL1iIhUT/lSRHKlWiCY2cZm9l0zGxHjPUOBXQk9hkS/k7Od6+Gc4yIi0mIqqUdEJF3KlyKtLe4Q07g2Ac4F7gIW9XeymRlwOaHhekm0e8vo58sF3vIysHuRsDYH8hexGd5vikVEpJFsQ6hHngpVBKCyXKTelC9FWljaDUQA6/+UrIuBMcAJ7v543jEv8p5i+08hFF4iItK8TiLcNPxTvRMiIlnKlyItrGHGnJvZhcBpwDfdfVLOoaXRzy37vAm2oHDPIsBPge3yXvskklgREamVywk3Aj+PynKRRqF8KdLCatGD2C8zO5/wfJ0z3P3neYcfjX7uSli1NNd7gH8UCtPdlwHL8uKpPrEiIlJLr0Y/X3L3RaCyXKQBKF+KtLC69yCa2bnAOcA57n5x/nF3fw64HzjWzNpy3ncA8DZgSq3SKiIiIiIi0srq2oNoZqcB5wEzgNlm9uGcw6vd/cHo9zMJvYdXmdnlhMnRFwH3AtfWLsUiIiIiIiKtq95DTEdHPw+NXrkWAyMA3P12MzsU+B4wE3gNmEYYkrquNkkVERERERFpbXVtILr7fjHOvRm4Ob3UiIiIiIiIDGxpz0FcR+gJXJlyPCIi0ppUj4g0HuVLkX50dXUxbtw4lixZUu+kxJZqA9Hdl7j7du5+d5rxiIhIa1I9ItJ4lC9F+tfR0cHcuXPp6Oiod1JiKznE1Mz+r4Iw3d1PrDA9IiLSQlSPiDQe5UuRdHV1dTF9+nTcnWnTptHe3s5WW21V72SVrb85iOMK7PPoZ/4Dbzza54AKEBERAdUjIo1oXIF9ypciCeno6KCnpweAnp4eOjo6OPvss+ucqvKVHGLq7m25L+AtwEPAdOAjwObRa2/gBmBudI6IiIjqEZEGpHwpkq6ZM2fS3d0NQHd3NzNmzKhziuKJOwfxUqDT3Y9093vc/dXodbe7HwEsAX6SfDJFRKRFqB4RaTzKlyIJGjVqFIMHDwZg8ODBHHpo/tP8GlvcBuIo4MYSx28EPlV5ckREpMWpHhFpPMqXIglqb2/HLIzWbmtro729vc4piiduA3EDYHiJ48Ojc0RERApRPSLSeJQvRRI0dOhQ3v72twMwfPjwplqgBvpfpCbfXcDXzexmd/9b7gEz+xjw9egcEZHUXHjhhcybN6/XvsWLFwOw7bbbZveNHDmSs846q6Zpk36pHhFpPMqXIgnq6uri2WefBeDZZ59lyZIlTdVIjNtAPJVQQPzVzO4H5hFWtXoXsAfwKnBaoikUESnDihUr6p0EKY/qEZHGo3wpkqCOjg7cw8LA7t50q5jGaiC6+2NmtjvwA+BQYM/o0HLgauBsd3862SSKyEBWqLewXPPmzeO4447rtU+9ivWlekSk8ShfiiSr0CqmaTUQu7q6OP3007nkkksS66WM24OIuy8CPm9h5uUwwrNxOt29J5EUiYjkmDdvHg8+8BBbbFS60Fu3OhRBix97rug5L69ckmjapDKqR0Qaj/KlSHJGjRrF1KlT6e7uTn0V046ODubOnZtoL2XsBmKGh37TlxJJhQxY5c4lA/X8DGRbbLQVB+90eNXh3PLk9ARSI0lRPSLSeJQvRarX3t7O9OnhmiPNVUy7urqYPn067s60adNob29PpBcx7iqmmFmbmZ1gZjeY2SPR6wYzG2dmscMTybdixQrNJxNpYapHRBqP8qVIcoYOHcrhhx+OmTFmzJjUFqjp6Oigpyd08vf09NDR0ZFIuLF6EM1sI+AmYF/C5OX/RIc+RXiGzhfM7FPuviqR1EnLK9QjmJkzduWVV9Y6OSKSMtUjIo1H+VIkee3t7SxYsCDVZyCmNdcx7h2hs4GPAZcCQ9397e7+dmAr4BJgP0BjAEVEpBjVIyKNR/lSJGFDhw5l0qRJqT7eYtSoUQwePBgg0bmOcRuIxwDXuPsZ7v7fzE53X+buZwLXAJ9LJGUiItKKVI+INB7lS5Em1N7eTltbaM4lOdcxbgNxODCnxPE7onNEREQKUT0i0niUL0WaUFpzHeOuYroM2LHE8R2ic0RERApRPSLSeJQvRZpUGnMd4/Yg3gqMN7ND8g+Y2cHAV4BZSSRMRERakuoRkcajfCnSpNKY6xi3B/Fs4BDgJjN7EHg02v9uYDdgCfDdxFInIiKtRvWISONRvhSRrFg9iO6+GNgD+DOwE3Bc9NoRuArYMzpHRESkD9UjIo1H+VIkeV1dXYwbN44lS5bUOymxxe1BxN2fAY41MwOGAgZ0ursnnTgREWk9qkdEGo/ypUiyOjo6mDt3Lh0dHYk8m7CW4s5BzPKg091fUuEhUhudnZ2MHTuWrq6ueidFpGqqR0Qaj/KlSPW6urqYNm0a7s60adOarhcxdg8igJntSBh2sCXhDlMv7v6HKtMlIgVMnDiR+++/n4kTJ3LuuefWOzkiFVM9ItJ4lC+bR1dXF6effjqXXHJJqg9il8p0dHSwdu1aALq7u5uuFzFWA9HMtgauAA7I7CpwmgMqQEQS1tnZyZQpU3B3rr/+esaPH8/QoUPrnSyRWFSPiDQe5cvm08zDFweCGTNm0NPTA0BPTw833nhjav+nNG4WxO1BvBz4OPBT4E7gv4mkQkT6NXHixF6FjXoRpUmpHhFpPMqXTaSrq4vp06dnhy+2t7erF7HBbL311ixYsKDXdlrSuFkQt4G4P/Azd/92IrGLSNluvPFGuru7gTBc4YYbblADUZqR6hGRxqN82UQ6Ojp63TBWL2LjeeGFF0puJyWtmwVxG4jLgflVxyrShC688ELmzZuXWHgjR47krLPOKvv80aNHc91119Hd3c3gwYM57LDDEkuLSA2pHhFpPMqXTWTmzJm9bhjPmDFDDcQGM3r0aK655prsdlrXbB0dHaxbtw6AdevWJXazIG4DcQZwINBRdcxNoLOzk1NPPZUJEyZorldCymlkPf744wAcd9xx/YYXt5HVzMaPH8+UKVMAaGtrY/z48XVOkUhFBlQ9ItIklC+byKhRo5gyZQpr165lvfXW49BDD613kiTP0Ucf3auB+JnPfCaVeGbOnJldDGft2rWJ3SyI20A8DbjNzCYAvwAWtvISyFoxMnnz5s3jkcceYbsdRhQ9Z/AGgwF4fc3ykmEtnL8owZT1r94N0WHDhnHkkUfy5z//maOOOko3LWpIN4sSNaDqEZEmoXzZRNrb27nuuusAcHfa29vrnCLJd+WVV/ba/sMf/sAFF1yQeDx77703t9xyS3b7ox/9aCLhxmoguvsyM7sCmAB8AyA8TzX/NK/o8RmNRCtGpme7HUbw/Z9X3+A+5xvfSyA1zWX8+PHMnz9fvYc1pptFyRlI9Ug9LF26lAsuuIBzzjmHLbbYot7JkSahfNl8Mu13teMb00033dRre+bMmak0EB999NGS25Vqi3OymZ1BKDxeAm4kLHec/7qyaABNpNCKkSL1NmzYMCZPnqybFTWUf7Ooq6ur3klqagOpHqmHyZMn88gjjzB58uR6J0WaiPJlc+no6Mg2DDOL1Eh5urq6GDduXNM9uL6Y559/vtf2c889l0i4sRqIwNeBOcC27j7G3U8o9EokZXVWaMVIERl4dLMocQOmHqm1pUuXMmvWLNydm2++mZdffrneSZLmoXzZRG688cZe261wjVqrhtuECRN44IEHmDBhQqrxfPzjH++1vf/++6caX9LiNhC3AK5x9+40EtNIRo8e3WtbK0aKDEy6WZS4AVOP1NrkyZN73cxQL6LEoHzZRAYNGlRyuxnlPssvLV1dXcyYMQMIdXuajdE1a9aU3G50cceS/wt4RxoJaTQHHnggV111VXb74IMPrmNqGo8W7UhfoRVfFy9eDMC2227ba/9AWs21FnI/+yFDhrB8eVgwycwYMmRIdoVdfe4VGTD1SK3ddtttvVazmz17Nt/4xjfqnCppEsqXCenq6uL000/nkksuSe3h9Zk6qdh2s0nrWX75JkyY0Gvu5oQJE7jwwgsTjwfgjjvu6LU9Z86cVOJJS9wexLOAk8xsjzQS00jyF6I455xzEg2/s7OTsWPHNu18ptxFO6R2VqxYwYoVK+qdjAFlm222KbktsdWtHlm6dCnf+ta3Wnbo5d57791rO6nV7GRAGDDXd2k76aSTeOCBBzjppJPqnZSmUehZfmkotHCMFBa3B/E44HngHjO7G3gaWJd3jrv7iUkkrp7yJ3k+++yziYZ/6aWXct9993HppZfyox/9KNGw06YVXmujUM9Upucqf/lkSVb+Z7/PPvvQ2dnJ5z73Oa1iWr261SOXXXYZDz/8MJdddlniN/1EmtyAub5LU1dXF/PnzwfgqaeeYsmSJan1ItbKvHnzOOGEE7jiiivYaaedUokjrWf55csMwS+23Yz23Xdf/va3v2W3P/axjyUSbtwG4ric3/eOXvkcUAFSQmdnZ3Ye0/Tp0znttNOaqoFVaNEOXTRLWhYvXszLK/7LLU9Orzqsl1csgcX51zz922abbVi5cqUeL5KMcTm/16weWbp0abYSveOOO/jqV7+a6GMgJk6cmL0wzPXCCy8AfXued9hhh8S/T3//+997bd91112cccYZicYhLWtczu+6vqtQfq/hSSedxJQpU+qUmmR85StfYfny5Zx88sn89a9/TSWO/fffv9fCOwcccEAq8aTloosu6jMlqJATTgjrPI0cOZIzzzwzkbjy5zYuW7YskXhiDTF197YyXqnMlDWzTczs52b2HzNbaWb3m1lTrhxz6aWX9mpgXXrppXVOUTzNvmhHsw/vldpbf/31ede73tVUN3IaVb3qkcsuu6zkdlpWrlzJypUraxLXAQcckF2sYtCgQRx44IE1iVeaXz2v71pJ/k2ip556qk4pSca8efOyC7ksWbKEJ598MpV48p+5WeAZnInIf2Zkms+Q3GCDDUpuJ2X99dfPfl6bbbYZgwcPTiTcVB94amYbA6cBf3D3RVUGNxXYHTgDWEi42zXVzEa7+02l3liJQYMGZcdDZ7arkbvoxT//+c9ex6ZOnZp9jkkli17UejGTAw88kGnTpmW3DzrooKrCq7VGHd5b6P+Y7/HHHwfeGGpaTL0XT0nyO7ntttvC64M4eKfDq07XLU9OZ9tth/eb1nzlfu4Q/p5jjz228kRKL0nVI7lDcCD0IlYyzLRYT2Fc8+fP59RTT+2zv5qexbFjxzJr1izWrVvHoEGDGDt2bLXJrKtG6JWVwhK+vkvd1VdfzQUXXMC5557Lpz/96Xonp2ojRoxg0aJFvbbT8JWvfKXXdlq9iLfddluv7dmzZyfyUPlyevYyvW1QXo9bub2F22+/ffbaAeCd73xn9vfMsN1c+XGXGw/ARhttxKpVq/p8D8qJp5hUG4jAJsC5wF3AokoDMbNPAQcCR7r71GjfX4HtgUuBxBuIo0eP7tUIivOYiwsvvJCpU6f22rdq1aqSY50feOABAB588ME+7z3iiCN6XUDnh18o7EzjNn8J3/zw88Mux9NPP91re+HChWW/d/Hixby2/DXO+cb3YsVZyMKnFvGmTd4U6z2NPLx33rx5PPrIo7xzxDuLnrPB4HAHatXyVUXPWbBoQeJp609+I2vx4sV9FtPJbOfvX7x4cZ9CML/R+PLKJf0OMX1t9SsAvGmDzYqe8/LKJWxL7wbivHnzeOCfc9mYTYq+bzWrw7n/LH339HWaeyW5BlWyHjn55JN58cUX+7xp9erV/c4vyV2duq2treAd3re+9a38+te/zm7Pnz+fJ556gre8vbxyo21wuLO7bFX/C+O89Gx1oxq23HJLDjnkEGbMmMEnPvGJRIfQFrN06VIuuOACzjnnnIrjmzhxIrNmzeqzv9j/MLMvf7Ghxx57rGA4hxxyiBqOyUvk+q5WMitVnn/++RU1EC+66KJe14QQvp+5HQnFvO997wNCR0N+GTNmzJiKhgBefPHFHH300dnttEai5V9DpvVYiFGjRnHdddfR09NDW1sbhx56aOwwKv0fzZ07N/v7v/71rz5h5P+P5s2bx78fepitNh1WdtoGtQ1i2YuvsYzXCh5f8mpnn33z5s3jofsfYhPbtN/w1/o61mMwi/9der2U5f5qeQkm/QYiQBL9xEcArwDZK0R3dzO7ArjczHZx98cSiCfrtNNOyy65a2acdtppSQbf1P7973/32n7ooYfqlJL4Cg3vbZRexEwPWynbvLW8FTTLCStJs2bNorOzk/XXKzGEIhrJsWZV78dsrVn1CstefuM7tWbtahYvXpxtII4cObKsNDz+eCh4t33X8KLnbMvwPuGFz6r0MJMNGVJWGsBr/tkPEEXrkVdeeYXXX3+9okBzGx89PT3ZRRLyw8/1wgsvsGb1Gl56tm+FXsjaNSHMNav7fwbWmtXd2d6xSo0dO5ZFixbVrPdw8uTJPPLII0yePLnmj9TIXExK3aQzDjBhV199da9HG1x33XWJ9CKuW7eurEVO0lgIZeTIkdlexBEjRqS2eEyttLe3c8011wDh82pvb69ziop75pln6F67pmCjLp9ZG+49mLWVPL977RqeeeaZPvGUOwB2iG1c1nkehVuOWjQQk7Ar8Ji75+eyf+ceTzLCYcOGcfjhhzNt2jTGjBkTq5fprLPO6tMrl9vDsmzZsl7juHfaaSc233xzoLyhgfnhN9Pz8rbddlseeeyRkuf857nQG7D18LeWDsz6/n39yTwgNePGG29smAYiwMpVK0v2AK5eE3qyNli/eENs5aqVbPKm4r1hzabc72s1K7yuYx2vF7mzB9BDKHra+pm2va7Pon+Stn333bfoMMTcuX8rV67sdaHW1tbGRhttlN3eaKONCj7CZIcddui1vdlmm8WaU9jtoYG4Xlv/80LW22gwm21WvAe8HFtuuSUTJkyoKoxyLV26lFmzZuHu3HzzzYwdO7aiXsTx48cX7OErNMS0u7s7O2zLzNh5552zc240xFQKyX/OXSW9iGeeeWafnr5CQwDvv//+Pu/dY4/w5JBqFgwp5OKLL+aEE05ounUsCsnP5wsWLIi9+ms5/6NC/5/dd989+3s5/6Mtttii7MeNrV3RjVkbG25Uev7h+gwuWHauYy2vldHr1xNde7RRejrcOvreBC2mWRqIWwKFxna9nHO8FzPbHNg8b3fxroUCTjvtNJ5//vlEeg9zL3JHjRrV65i7V/XYgiQbfIWGx77++uv93gHbeeedaWtrY+ONe9/FyB/CWqj3pthQxO7VvXuahgwZ0qtBuOsuu/YKr5K0r127tuy0Q985aIXSX0h+2qFvQ+aQQw7pd5hm5i5o26DeDZX88PM/50qGPWe0tbWx4YYb9tqX/9mUk/a1K8L/c/0Ne18oF/ps+us1LHRTpNA8wXJuiOSnvVD6M78PGdK7J7GStEtsmfE1bzGzEdHv2bK83AbBYYcd1ut/uuGGGzJ9evyVcXOHm+YqNl9uwYJwwyd3/gm0RmNm8uTJvUZkJN2LWOjz+dnPfsZTTz3F2rVrGTRoEDvuuGPNey4F6CdfVjMkEwoPx4S+w/0KxbNixYqSdZu78573vCe73dbW1qdsL2foZ6HjueFm/P73vy8ZTqVGjhzJ3XffXdF7C31u0P9nB2/8jZV+boV8+9vf7rV96qmn9lmVuRL5aUni/3Pttdf22VdsvmBmX/51QTkN0YMPPrhgmM8880zR6+aNhvS+VhsyZAjveMc7+sRdjmZpIELpMWCFjp1CGB9fsWHDhjF58uRqgiio1Va5iqNUz2pGo/Z+pq2ZP5tGSHt+RVWuQnEXmlMJ5ac9d/EAqdpJhKFsf6omkAMOOICZM2dmhyXWaoXP3F7KVnPbbbf1enbZ7NmzU2+s1SNOKSiRfCkC8Oqrr5bcblaVXpdA4RsQULgxmhk2WqgxWGmvtaW5xKuZvQX4D3Cgu99eRTh3E6YdfiRv/4eAe4Bj3P2avGPFehDvXLhwYWorPpVj1KhRvRqJO+64Y5+hj41u5MiR2fmZ5a6y1Ag6OzvZb7/9sqv83XHHHQ2zSI20jkWLFrHddtsBbNcMK/w1MjPbEXgCOBbI3C6PXZYvXbqU4447jjVr1rD++uszefLkmizi0sp+9rOf8Ze//IW1a9ey3nrr8alPfSr1xlo1cSpfJiepfFkLX/jCF3jwwQez2x/4wAeYNGlSKnGdeuqp3Hrrrdntgw8+uKmHgH73u9/tNfro6KOP5rvf/W7i8ey99969GoWbbrppIj2I+ebNm9drcZ/rr7++6edvVqq/8rBZZnc/CrzLzPLTm+kr7jOpzd2Xufui3BfwXMrpLMvFF1/ca/uSSy6pU0oqlykgvve96lcjraVhw4YxevRoIAw5U+NQpOFlrhpeqqYsz6zwaWY1W+Gz1Y0dOza7SExbW1tNFsapR5xSUCL5shbyG2hpXnP9z//8T8ntZnP++ef32k6jcQh9/yc/+clPUoknf3jlQG0clqNZGohTCb2Bo/P2fwF4IukVTNO2yy67ZBc+2HHHHZtyztLnP/95nnjiCY455ph6JyW20047jT333FMr04oMMGPHjmXXXXdVoyIh9Wh0q6EvcQ0dOpTddtsNCL2HcRc/iRtX5tnQBx98cKpx1coRRxwB0KvnLWl77bUXm24aprVuuummfOhDH0otrmuvvZZNNtmE66+/PrU4WoK7p/YCtiI81H6vKsMx4HZgCfBF4OPAJKAHGB0jnBGAL1y40Ovt0Ucf9d13390ff/zxeidFRBK2cOFCJ8yNHuEplrED4VWoHmmksnygW7JkiZ9yyim+dOnSho9T+XLg5svOzk4//vjjvaurq6XiaiX/+Mc//L3vfa/fc8899U7KgNBfeVjxHEQzGwJkVmxY7O7lrflaITPbFPgB8GlCb+JjwPnu3ncZpuJhvBOYf+eddzJ8eKwFTUVEyvbcc8+xzz77AOzg7sWfWzLAVVqPqCyXSihflkf5UqT19Vcexm4gmtkuwCXAgZB94MY6YDZwurs/WlWKU2RmHwXurHc6RGTA2Mfd76p3IhpNtfWIynKpkvJlAcqXIgNSwfIwVgPRzN4P3AFsAtxK6MUzYBfgAOB14GPu/lASKU6amW0A7ElYWbWch/EMJxR2+5D85Os0w2728JX21gx/IKV9ELA1cJ+7r044LU0tiXqkgrI8I+3vYCPE2erxVROn8mURdcyXtfr+1PJ72mp/k+Jp/LgqiadkeRj3OYiXEOb97enuc3MPmNnuhHmCFwMHxQy3JqIPoOy7hmaW+fU5T3hJ7DTDbvbwlfbWDH8Apl1D2Aqruh6JW5bnhJ/5NZXvYCPE2erxJRCn8mVhdcmXtfr+1PJ72mp/k+Jp/LiqiKdoeRh3FdMPA7/MLzwAon2XAXvFDFNERAYO1SMijUf5UkSy4jYQVwEvljj+ArCy8uSIiEiLUz0i0niUL0UkK24D8SbgsBLHDwP+UnlyRESkxakeEWk8ypcikhW3gXgqsKWZXWtme5rZm6LXB83sOmAL4FvJJ7NulgHfi342U9jNHr7S3prhK+0C9a1H6vF/rHWcrR5fveJsdfXKl7X6X9byO9Nqf5Piafy4Eo8n7iqmPYSHKlr0s9fh6Gf+fnf3uIvhiIhIC1I9ItJ4lC9FJFfcjP0H+hYQIiIi5VI9ItJ4lC9FJCtWD6KIiIiIiIi0rrhzEPtlZk093MDM9jMzL/IamUD4e5vZ7Wb2upm9amY3mdl7KghnuJn9zMzuMrPlUfr2yztnazO70MzuMbOlZvaKmd1nZsebWcX/++gzusXMlpnZCjN7zMxOqjS8KMyPmNksM3vezFaZWVf0OX2ygrD6/Wyi875lZtPN7NnonEkVpn1Sie+Mm9lbKwk3J/wDojieiD7v58xsSiXfmyLhl/V5JRmOmX3ezP4V/a+fM7MfmdmGFaZ/NzObZmYvRPnqMTP7joWHNifKzM6L/q6iD4uW6iVdjyT1HY8RX6p5tkB8iZWfZcaXaj1ZZhqUF2ssyXxZ6zyZE28q35ta5sFa1XmW0PVqP3Gkev2UE0/NyuRal4+WwjU5xGwgRh/ukBLHdwD+UW2iGsSZhGf+5L4WVROgmX0Y+CthaO+xwDhgK+Bv0WcXxw7A54DlwG1FzvkAcBwwGxgLHA3cA0wCfhIzPgDM7PgovAXAZ4HRhOcjrV9JeDneDDwBnAZ8AjgJWA3cZGafjRlWOZ8NwMnANoTV21bFTXCO79P3u7IvYUnwe9291NLh5WgH3gFMAD5JWEzgHcB90XeqWuV+XomEY2ZjgT8Cfyf8PT8Avkr4XsYSFbb/AEYApxC+j1OAC4HfxA2vn7jeTSgXXkoy3IGmTvVIUt/xcqWdZ/MlWX7GkXg9WQ7lxeTVIV/WOk+m/b2pSR6sVZ2X8PVqKWlfP2XUukyGGpSPKV6Tg7uX/QLWAY8D7y9w7DjgFWBZnDAb7QXsRxiHPyaFsG8hPEtoo5x9mwMvA3+MGVZbzu9jojTvl3fOm4HBBd77e2AtsHnMON8OrADOqNH/Yj3gWeD2pD+bAuctAyYlmPYjo3i/nEBYwwrs2xz4L3B9AuGX9XklEQ4wCPgPMD1v/5ej8z8UM87zove9M2//lUB3oe9/pZ8R4ebKL4A5wENJfVcG2qse9UhS3/EY8aWaZ8tMQ0XlZ5lhp1ZPlvO/VF5M5XOtab6sQ56s+fcmjTxYwzovsevVCuJO7PopJ8yalcm1Kh9J+Zo87jDDTxGWOr7bzL4BYGYbm9kfCHf/5wG7xwxzINmLUFBkHzbr7suAO4ExZjao3IDcvaeMc/7r7t0FDt1HuFDfutz4IidGP38R830Vcfe1hEqp0N9Q6n39fjZxzqvQFwkZ42NjmwAADpFJREFU9+pqA3L3zgL7lgFPAcMTCD+Rz6HMcD4MvBW4Im//Hwn/56NiRpv5bryStz/zvVkXM7xivkX4rM9KKLyBrOb1SMp5vVB8qebZMtNQUfnZBJQX01HTfFnrPEkdvjcp5cFa1XmJXa9WILHrp4xGKJNTkOo1eawGorvPAt4L3AVMMLO/AA8Rup8vBfZ296cTT2V9/NrM1lqYtzfDzD6QQJjrE4Yc5FsNDAG2TyCOcuwPvE78ru59CXcYj4zGca+zN+aPVd+dDZhZm5mtZ2bbmNn3gJ0IQwKahpltTRhicp27v5pSHEOBXYFH0gg/RbtGP3ul291XEIZI7NrnHaVdSbij+Ssz287MNjWzw4HjgUuTuAgxs+2B84GvpfX/HEgGWD2SVYs8W4fyM416sijlxfS0cr6s5femBnkw9TovUpfr1VpcP+XElXaZnHb5mOo1eewJx+7+kpkdDPwNOITQjfoNd7+s2sQ0iFeAnxKGILwMvAv4DvB3M/uYu99bRdiPAR82M/Oof9jMBgMfjI5vRbibkRozO4LQS3N+7p2hMm0TvX4BnAM8Smhs/g+hq/vYBJJ4DW/0Ir0KfMbdb04g3Fo6ntBD+7s0AjczAy4n3OC5JI04UrRl9PPlAsdezjleFnd/Jpo/MA3IvXj5gbufU1kS3xB91r8BZrn7tGrDk2AA1CO91DDP1qr8TLOeLEh5MX2tmC/r8L1JNQ+mXeflqNf1aqrXTxkpl8m1Kh/TvSavYMzrFsB0Qjf2HYTxu68Cx6U51raeL8KQuCXA7CrD+SKhwP0F8LboH5iZDxh7/lVOuGWN3ycM71sO3AqsV0E8T0bxfDZv/8XR/h0S+Ky3B/YkTLS9ClgDfK6K8Mr9bBKbg0gYivNUit/HS6K/aVwKYScyF6RYOMD/Rvu3LPCevwP3xIxn2+jznhPFuR9wLmHRoe8n8HmcRCjs35azbw6a91Tt51q3eiSp73jMOFPLs3nxJFp+xow7kXqyRPjKi+n/D+uSL9PMk7X+3qSdB9Ou83LiSeV6tYx4U71+yomnJmVyTnyJl4+kfE0eNzH7As8QuphPj/ZtR5j4u47woNWNa/Fh1/oF/AlYnkA4ZwKvRf88J6xG9aPo97dXGGa/hWtUYGXGjw+pMJ67o3jenLd//2j/Z1L43G8k3IFpq/D9NW0gAh+N4vvflL6HF/LGXd00wk+7gXhytH+nAu95HLgpZjxXAc+TM5E+2n9uVCaNqOJv2Cr6XnyHMJk987oLeDj6fcM0/g+t/Kp3PZLUdzxGfKnm2X7irqr8rCC+ROrJAuEqL6b/v6tbvkwrTzbC9ybpPJhmnVcgrsSvV/uJL9Xrp5x46lImJ10+kvI1edxFam4nTILdx90vBnD3hcDehBbrscDcmGE2izbCB14Vd7+IUGi9h5CRP0K4a7fY3Z+tNvxConHPtxAuwD/lYb5XJR4uFkX0M41J5/8krMY6NIWw0/BFQiGdvwhL1czsfEIP3Bnu/vOkw6+RR6OfveYaRsurv5P4cwF2Ax7zvsOl7yfk2WqeOTQc2Az4IeFOeua1NyH9/yWsKCfxDJh6pAHybK3Lz0TqyQKUF9PXivmyEb43SefBNOu8XupwvZra9VNGncvkpMvHVK/J485BvA44yfMmjrr7OuA7ZjabcJeppVh4UOdBhDtpVXP31UQXwmY2AjiG8CyYxJnZboQhpQuAT7j7a1UEN4XwOIJPEVadzPgU4Ut/XxVh9xGNEd+PcAdwaZJhp8HMNiY8a3KWuz+fcNjnEsaYn5OpvJvUPcCLhGXTp+Ts/xwwOG9fOV4AdjWzIXk3PvaKflbzf5gPfLzA/p8CmwBfItxxl3gGRD1S7zxb6/Iz6Xoyj/Ji+loxX9b1e5NSHkyzzuujVteraV4/5cRRtzI5pfIx1WvyWA1Edy/5sE93n21m76smQfVmZn8kTPydS7i7NJLQzb4RYeJnNWG/jzCU4n7CMI73R2H+k1BgxQ3v09Gve0Y/P2ZmWwGvu/tfzGxnQuOwB/gu8K5QXmU9ll8ZlOLuN0crm10WxZOZEPtNoMPdF8f9G3L+lj8Ci4EHCOO0tyZMVt4f+LqH5aLjhFfys4nO2YPwsFkIjZNtc953h7t3xfwzjiFUOv8X830lmdlphLucM4DZ1vuhrqvd/cEE4uj380oiHHdfa2bfASaZ2S8JFyXvAi4irFoWt/D8OTAVmGVmPyXMNdkPOIMw1r/YHbZ+uftywjyPXsxsWXS8zzHpX73qkaS+42XGlXqezYsv0fKzzPhSqScLUV5MXz3yZdp5spbfmxrmwdTqvFxJX6+WIZXrp4xalsm1Kh/TvCbPRFDp2NcNCBNX109qPG0jvAhj1R8i3PHpJvR2/BnYNYGwRxJWB3uZkOEeJ3xZNqgwPC/yWhQdH1finIrG+wMbEyb3Pk+YfD0/+syqGl8PfI0wnnopYRL0UmAWMDqNzyY6Z1LCn82dQBcJPag2J9w55fw9VcaRSPjlhgOMJQyPWB19l35M3pyKGHEeCMwGXiI8vuVRwl3CtObLzEELYyT1WdasHkk7DxX4jtQyvkTLzzLiS62erOBzVl5M/nOtSb6sZR7Jizfx700t82At6jwSvl4tI75Urp/y/uc1+b7VsnwkpWtyd8eiCMpmZrtHifkoYSnag9z9djMbRpg8+0N3nx0rUBERGTBUj4g0HuVLEcmItUiNmb2f0Mp/J3lj0d29k9B9enxiqRMRkZaiekSk8ShfikiuuKuYnk+YIPtuQhem5R2/jTceoikiIpJP9YhI41G+FJGsuA3EfYDfeJj4W2hs6jPANlWnSkREWpXqEZHGo3wpIllxG4gbElZMKmbTKtIiIiKtT/WISONRvhSRrLgNxAXAB0oc3x94rPLkiIhIi1M9ItJ4lC9FJCtuA/FPwHFmdmDOPofsM0Y+AVyZUNpERKT1qB4RaTzKlyKSFbeBeAlwD+HZLn8jFB4TzCzzHLNbgYmJplAGPDMbZ2ZuZvvVOy21YmZzzGxRmefuF30+49JNlUgiWr4eUZnV77kqsxpPy+fLZvX/7d1fqGVlHcbx75N5qosKLQuhJMIUkQKxoovMgnEu0hgzo0iFmbop0GgoDEJimiiv+mNJ/yRMGwkquzDywrwYpdQiMQpkmJSxZjCwmckinGly+nXxrjPs2bPP2Wt71tmbmb4f2OzDWu9a612Hs5/D++73fZd5MrWsebIOZmogVtUR4DLgM8Ah4DBwHrAfuBG4oqr+O3QlpXlIcmWSbYuuh3Qq8//IcMwsDcXPpcwTjXrxrAdU1fPA17qXdCq5kvacp20LrgfARk5cZlw6Jfh/ZDBmlgbj5/L/nnmiY2ZuIEqaXZLTgdOq6nCf8l1vriQthJklaSjmycln1jmI0qCSLCW5McnvkzyX5B9Jfpfk+inHbevGnL9hwr6nkuwc23Z5kgeS7E9yKMlfkvwsyXnd/p20njO68y6/No+c4+wk3+6OPZLk6STfS/KaFep2YZKvJtlHG67zjhl+LxPH3yfZlOSxJIeT7E2yHTi973klrY2ZteL9mVnSjMyTFe/PPFkwv0HUwiRZok2IfzdwH7CDFiJvBq4Cbh3oOpcC9wB/BG4GnqU98HcDcC6wG/gSrcPkEuC6kcMf6s5xDvAwsAR8n7Yk+LnAJ4D3JHlrVY0/Q+ou2lyOr9Am/P91jffxfuBu4ClgO/A8sAW4Yi3nldSPmTXzfZhZ0grMk5nvwzyZIxuIWqRP0YLx5qr63OiOJEN+u72JFnwbq+qZke1fXP6hqn6Z5BrgkqraMeEc36T1Ul1UVftG6vkT2spvWzlx3P6zwIZuXseaJDkNuAU4CLy9qvZ3278L/GGt55fUi5nVk5klTWWe9GSezJ9DTLVI1wB/p/UEHWfg1dKWe7U+kGTmTpEkr6T1UN0DHE7y6uUXrSfrCdqE6nFfHyIYOxcDrwduXw5GgK7H7jsDXUPS6sys/swsaXXmSX/myZzZQNQivQnY1XfS8hrcCjxGe4bTwST3JvlkkrN6Hn8+7bPyMeBvE17nA6+dcNzutVZ8xBu7910T9j0+4HUkrczM6s/MklZnnvRnnsyZQ0y1aLUOxx33d11VB5K8jTa2/jLgXbRlvL+Q5L1V9fCUay0vtbwDuGOFMocmbHtuynlnsVyHSfftUtDS/JhZ/ZhZ0nTmST/myZzZQNQi7QYuSPKSqvr3jMce7N7PpA1xACDJS4GzaUMejqmqo8DO7kWStwCPAjcBly8XW+FaT3T7lqrq/hnrOZQnu/cLJuybtE3S8Mys/swsaXXmSX/myZw5xFSLdBdwBi2gjpNkWo/Q8tCFDWPbtzL2d92Nkx+3i9bjdebItn915Ue3UVUHgHuBq5KcsExzmr5DNV6oR4F9wJbR+0nyCuDj63xtSY2Z1Z+ZJa3OPOnPPJkzv0HUIt0CvA+4qRv+cB9tiecLaWPax4Nv1P20gNue5FXAHuCdtOfs7B8re1uS13Xn/zPwMuBDwMuBO0fKPQJcD3wryS+A/wC/qao9tKWcfwU8mORO2nj+F9HGxW/qzrNt9l9BP1V1NMlW4MfAb5PcRlvi+aPAAeCc9bq2pGPMrJ7MLGkq86Qn82T+bCBqYarqSJKNwKeBjwBfpoXjn4Dbpxx7NMkm4BvADcARWvhdCvx6rPgPgc20h8CeBfyTNqn56qq6e6Tcj4CLgA8DH6SF3xZgT1XtTXIx8FlaGF7b1XUv8HNaaK2rqvppkquBz9OC+BngB8CDtHuXtI7MrNmYWdLKzJPZmCfzlaoXOj9WkiRJknQqcQ6iJEmSJAlwiKk0N93E76UpxQ51D36VpIUysyQNxTw5uTjEVJqTJDtp8wNWc0dVbV7/2kjS6swsSUMxT04uNhClOekmeJ8xpdjTVfX4POojSasxsyQNxTw5udhAlCRJkiQBLlIjSZIkSerYQJQkSZIkATYQJUmSJEkdG4iSJEmSJMAGoiRJkiSp8z9eJ37VozHB6wAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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JktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktTJwFGSJEmS1MnAUZIkSZLUycBRkiRJktSpV+CY5MAkZye5Kcm+JJckOb5n2ccm+VSSO5LcmWR3kiOWyfubSb6R5J4k1yQ5PYnBrSRJkiTNUd+gbBfwIuBNwHOBK4BdSY7tKpTkYOBC4BDgNOAFwFbgS0m2D+V9E/Ae4M+AZwEfBN4BnNWzjpIkSZKkGXjQShna4PCZwMlVtatNuwA4FHg3sLuj+OuBg4B/XVXfast+FbgOOAN4VZu2rf33+6rqLW3ZPUkOAE5P8r6qunGM9kmSJEmSJtTniONJwB3Ap5cSqqqADwGHLXfa6UDZLywFjW3ZvcB5wMkD+Z4NPKRd56BzaILbXqfFSpIkSZKmb8UjjsATgSuq6t6h9EsHlw8XSrI/8Fjg4yPWeSnwwiQHV9Ut7ToKuHwwU1VdnWRfu/x+kmwBtgwl/wzAjTd6gFLS4hsY6x44z3r05bit9WKj9R2w/0jqbxZjXJ/AcRvwjRHptw4sH+UgIAP5lit7S/v+T1V1z4i8t3Vs43XAmaMW7NixY5kikrSQHg9cM+9K9OC4rfVmo/QdsP9IWr2pjXF9AkdojgaOs2w1ZcfZxk6a01kHHQp8ETga+PsV6raIttPckGgHsNl+frTtm7PtsLnb/9PAl4Br512Rnhy3p2sz7/uT2mh9BzZH/1nEfdo2bQyL1qapj3F9Ase9jD7it7V9H3VEEZojhdWz7F7ggCT7jTjqeNBy26iq24HbB9OSLP3591V1/TJ1W1gD7b9xs7XftgObsO2wuds/0Pbvz7MefTluT9dm3vcntdH6DmyO/rOI+7Rt2hgWrU2zGOP63BzncuDwEc9TPLJ9v2xUoaraRxPhjro+8UjgO+31jUvbCPCEwUxJHgfsv9w2JEmSJEmz1ydw3EVzIfZxQ+mnAldV1f1ujDNU9pgkj1xKSLK1XdcnB/J9FrgHeMlQ+dOAH9LchVWSJEmSNAd9TlXdDVwAfLB93uJ1NAHdU4ETljIl2QMcXVUZKPt7NMHg7iRvowkC39S+n7WUqar2Jnkn8OYkd7TbOwr4bWBnVd0wdgslSZIkSRNZMXCsqkpyIk2gdxbN0ccrgJOrqvNIYFV9O8kOmgDywzRHOC8Efqmqhi/g/h2a50W+BngD8C2aO4e9a1Utas79fxtD1wBsIpu5/bZ9c7YdNnf7F6Hti9CGefGzG9+ifHaL0o4li9YesE0bxaK1aertSdVKN0WVJEmSJG1mfa5xlCRJkiRtYgaOkiRJkqROBo6SJEmSpE4bJnBMcmCSs5PclGRfkkuSHN+z7GOTfCrJHUnuTLI7yRGzrvM0jdv+JL+W5DNJvtmWu7pdz8PXot7TMMl3P7COJDk/SSXZOau6TtuE+32S/HqSryX5pyS3J7koyS/Out7TMmH7T0nylSS3ta+vJvmVWdd5WpJsT/LeJF9Ocle77z5tFeV/PskXk9zdtv/PkjxmhlUeVYdNPW5PYoIx/63tvjL8unkt6r0eLELfaeuxUP1nEecxizg/WcR5x6LNJeY5xm2YwJHmmZAvonmcx3Np7uy6K8mxXYWSHExzJ9dDaB4j8gJgK/ClJNtnWeEpG6v9NHdT+i7NnWqfDfwP4FeAi5NsmV11p2rctg96OXDYDOo2a5O0/QPA7wKfAI5t17MbOGA2VZ2Jcfv9acC5NHdnfmH7+gfgo0leNtMaT8/jaMaru4AvrqZgksOBPUCA59Ps/08C9iQ5cLrV7LTZx+1JTDruHUPzWKul12rGy41uEfoOLF7/WcR5zCLOTxZx3rFoc4n5jXFVte5fNDtfAScNpAX4MvC3K5T9XWAf8OiBtG00g9D75922NWj/wSPSjm7X9xvzbtss2z6Q/zE0tyI+pV3Xznm3aw2+91OAfwaOmnc75tT+PcD1wAMG0h7Qpu2Zd9t6tn+w7ie2n8XTepb9GM1/dAcMpB3W7hO/vQG+vw0/bs/xs3trW3bLvNsxx89vQ/edKewD667/TNiedTmPmaRNA/nX1fxkwu9pXc47JmzTHtbhXGKeY9xGOeJ4Es0zHj+9lFBNSz8EHLbC6RcnAV+oqm8NlN0LnAecPJvqTt3Y7a+qW0YkX9y+b4Rf7if57pe8H/h/VfWJ2VRxZiZp+2/QtPmrs63iTE3S/h8Ad1XVvQNl76X5de6e2VR3ugbrvhpJHgw8Dzi3qu4eWN+VwEU0/7mvhc0+bk9iGuPeprUAfQcWr/8s4jxmEecnizjvWLi5xDzHuI0SOD4RuGLEB3XpwPL7SbI/8FjgshGLLwUObk/pWO/Gan+HZ7Tvoz6X9Waitid5AfB04DUzqNusjbvfPxh4CvA3Sc5K8u0kP0xyeXvaxUYxyXf/PuDwJGckeViShyc5A/g54D0zqOt6ciiwP8uPe6sdL8a12cftSUxjzP/bJP/cXtPzR5vgM5uG9dJ3YPH6zyLOYxZxfrKI8w7nEj828Ri3UQLHbcCtI9JvHVg+ykE0h6PHKbuejNv++0myFTgbuJrmcPV6N3bbkzwMeC9wRlXdMIO6zdq4bd8G7EdzbcsJwGuB5wB/A5yT5OVTruesjP3dV9WngeOB1wPfAW6huT7m31fV56Zcz/Vm6XNZ7rPbv51crkU9NvO4PYlJxvxrgDcC/5HmOsf/CfwH4KIkB02zkgtovfSdpbosUv9ZxHnMIs5PFnHe4VzixyYe4x409SrNTo25bNKy68XEbUjyUOBTNBfJ/1JVbYhT9hi/7WcD19H8YrRRjdP2pR+EHgIcW1XfBEjyFzS/Nr0F+KOp1XC2xvrukxwD/B/gT2ku0n8gzYXxf5rk+VX151Ot5fq0Hsa9zT5uT2Ks9lfVh4eSzk9yEfB5miMbb59C3Rbdetn3Fq3/LOI8ZhHnJ4s473AucV9j98WNEjjuZfQvAlvb91GRM8BtNB/AOGXXk3Hb/yPtLwifoblz0rOq6tIViqwXY7W97ey/SnM6y08lGVy8X3sntruq6odTrOu0TbrfX7k0eENzTn+SzwFvTnLwMteNrCfjfvehuXbh/Kp65cCiz7V3FPx9YKMO9n3sbd+X++z2VdX31qgem3ncnsTEY/6gqvpCkpto7q6q5a2XvrNUl0XqP4s4j1nE+ckizjucS/zYxGPcRjlV9XKac4yH63tk+z7yHPeq2gdcy+hzdo8EvrMBJs8wZvuXJHkIzUXBRwHPq6qvTL+KMzNu259As3/voRnQll4Ar2z/fuZUazp9k+z3f7fMOpf+hxrrwuo1Nu53/wjgUcAlI5ZdAvzLtk8sqmtp7qi43Li3VtcEbfZxexITjfnLeAAbo9/P03rpO7B4/WcR5zGLOD9ZxHmHc4kfm3iM2yiB4y5gC3DcUPqpwFVVdcUKZY9J8silhPb8+OOAT067ojMydvuT7EdzWscO4ISq+tLMajkb47b9XJqLzodf0Jxu8HTgL6de2+maZL//JM1AechSQvvr2XOAa6vqH6db1ZkYt/23Ad8D/s2IZU8B9q7hUYM1V1U/oPkV9JT2tC4AkvwszaRrrca9zT5uT2KSz+5+kvwyzSTooulUbzGto74Di9d/FnEes4jzk0WcdziXaE1ljBv1jI719qL5teJ84B+Bl9F0qnNofr04biDfHtq77A6kPQK4Gfgrmgt2nwt8leZw7U/Pu21r0P7zaE4feBvNjj74euy82zbLti+zvrk/J2mNvvdtwA3AlTQPiX0OzX9WBfzqvNu2Bu1/T9vWD9A8MPq5wEfbtDPm3bZVfAbPb1/vaut+Zvvv5wzkuR64fqjcETS3C/+Ltv2ntPvCNcBPboDvb8OP23P87L4O/GeaZ5cd0+4zd9LcSGTTPNtxI/edKewD667/TNiedTmPmaRNy6xv7vOTCb+ndTnvmLBN63YuwZzGuLk1eIwP6KdoLiK+meYXgL8CThzKM7JzAo+nOcXhu+2H9VngCfNu01q0v92ZlnudM+92zfq7H7GuuQ/Ma9V24BDg4/z4V7OLh8uu99cE+/0DgVcAX6N5uPKtNEdbXgxk3u1aRfuX67vXD+S5338Mbfov0PxneXf7GXwM+Bcb4ftr0zf8uD2Pz47mJg5Xt9/792kmA+8Bts67TWv8+W3ovjPJPtCmr7v+M8E+vW7nMZN8R8vss3Ofn0y43x3COpx3TLDvrdu5xLzGuLQrkCRJkiRppI1yjaMkSZIkaU4MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnQwcJUmSJEmdDBwlSZIkSZ0MHCVJkiRJnf4/yUMNyqC5Xf8AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x180 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cluster_order = processing.get_cluster_order_for_metric_location(cell_count_stats_area, cluster_meta, \n",
-    "                                                                 location='upper', metric='relative_to_random')  \n",
-    "n_clusters = [n_clusters_cre[cre] for cre in cre_lines]\n",
-    "\n",
-    "for metric in cluster_stats.columns[2:]:\n",
-    "    try:\n",
-    "        figsize=(15,2.5)\n",
-    "        fig, ax = plt.subplots(1, 3, figsize=figsize, gridspec_kw={'width_ratios':n_clusters}, sharey=True)\n",
-    "        for i, cre_line in enumerate(processing.get_cre_lines(cluster_meta)):\n",
-    "            data = cell_stats_loc[cell_stats_loc.cre_line==cre_line]\n",
-    "            ax[i] = sns.boxplot(data=data, x='cluster_id', order=cluster_order[cre_line], y=metric, \n",
-    "                                hue='upper', palette='PRGn', ax=ax[i], dodge=False)\n",
-    "            ax[i].set_title(processing.get_cell_type_for_cre_line(cluster_meta, cre_line))\n",
-    "            ax[i].get_legend().remove()\n",
-    "        plt.subplots_adjust(wspace=0.4)\n",
-    "        utils.save_figure(fig, figsize, save_dir, 'boxplots_upper_sort', metric)\n",
-    "    except:\n",
-    "        print('problem for', metric)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Summary plots experimentation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot experience mod values for cluster average"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 105,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9\n",
-      "5\n",
-      "9\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1224x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "figsize = (17,5)\n",
-    "fig, ax = plt.subplots(1,3, figsize=figsize)\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
-    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
-    "    cluster_order = np.sort(data.cluster_id.unique())\n",
-    "    n_clusters = len(cluster_order)\n",
-    "    print(n_clusters)\n",
-    "    ax[i] = sns.scatterplot(data=data, x='exp_mod_direction', y='exp_mod_persistence', \n",
-    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
-    "                            size='n_cells', sizes=(0, 1000), ax=ax[i])\n",
-    "    ax[i].axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "    ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "    ax[i].set_title(cell_types[cre_line]+'\\n experience modulation')\n",
-    "    ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
-    "    ax[i].set_xlabel('direction')\n",
-    "    ax[i].set_ylabel('persistence')\n",
-    "    ax[i].set_xlim(-1.2,1.2)\n",
-    "    ax[i].set_ylim(-1.2,1.2)\n",
-    "fig.tight_layout()\n",
-    "# utils.save_figure(fig, figsize, base_dir, folder, 'experience_modulation_avg_across_cells_in_cluster')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### cells and clusters together "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 106,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\ipykernel_launcher.py:27: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations. \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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suss3iciXsXGo1mLHdWNd6rkNO955r4gMYCddthljbgE+jM0c9AkROR8bv+c8rJHyvmz/vDHGTIjIV8jiQqBLMRRlWVAjhLJYfAH4GyDPwgJSzrALGxzxb7EvxWFW57uP4Ca8EnkN1vDwJ0A/Nmf2pcaY+XgqvBc7E/DW7FjBLkmpGWOuEJE9WMPBjPfCz4CXGGMW7C1ijHlQRG7ADj7UC0I52XgX8NvY9dC/g72fprD344ewnkAzXIM16L0WO7M2jfWSeJkx5t/byn0RO/h9JXZQ7GCXoZ0IRoga9l7/CDZLhgDfBf7QGLNnHsf/bnbsB7Fu3TuAb7Xt24K9hv83O9d/AX/RZuhZCF/CvkCVWbhXnaKcClycbd14IlZXNYBXdSyNfT123PAFEXmSMWYieynfDPwZ8FKsd0AFqwM/frhGGGN+JCJ/jB3zfBr7XvGX2LgL78rqeTlWF+/EGhhvwxol2ut5WEReh40X8UnAx2Y2usUYMyUiT8/qfTFW5+4D/hF4nzGmcrg2zsGVWCPEg1hdpSjKEiOLHAxXURaMiGzH5rW/cJmbcsohIt8BNgMbsqBwiqIoy0oWD2gPcJsx5nnL3R5FUU4usngQtwB/Zoz5q+Vuj6KcimhMCEU5RRGRR2OXz1yjBghFUVYQv4tN3/ep5W6IoignJW/DLqdTTytFWSZ0OYainGKIyK9gI9m/Hbvs5e+Wt0WKoiggIi8CzsDGqLgbm8VHURTlmMmCYr4Im2XsEuBKY8ze5W2Vopy6qBFCUU493oyNW/EQ8LvGmO3L2xxFURTArj/fgA1O/IYFpnlWFEU5HKuxsTKq2KCZ71ne5ijKqY3GhFAURVEURVEURVEUZUnQmBCKoiiKoiiKoiiKoiwJaoRQFEVRFEVRFEVRFGVJUCOEsiSIyFUiomt/jiMicqmIGBG58BjqMCJy1eK1albdN2bpWBVlxaC66fijuklRjg7VT8cf1U+KsjyoEUJRlEVDRN4hIpcudzsURVHaUd2kKMpKRfWTciqiRghlqXgjUFjuRijHnXcAl86x77nA2UvXFEWZF6qbTg1UNyknIqqfTg1UPymnHJqiUzluiIgAJWNM1RgTAdFyt0lZPowx4XK3QVFAdZMyG9VNykpC9ZPSjuon5WRFPSFWMCKyXkQ+KSIPi0goIrtF5EoRWdNWpldEHsz2rek4/oPZOrXXtcm2Z+vLzheR60WkKiLjIvK5zuOz8jkR+TMRuUtEmiIyKSLfEpHzOspdmJ3rUhF5q4jcDTSBd2f7u65rnE8fs3KXZ/WfnfVrl4i0RORnIvJbc1y/3xGRG7I210XkPhH5mIgEbWVERN4sIrdnZSrZMb9+pN8nO35mLeGzReT/iMgOEWmIyC0i8rSszLNE5IciUhORPSLyF3PUdZGI/Cj7TarZ3789R9k3iMi92TV4UET+NyBdys25nnS+axhF5BUi8s3sN2qJyKiIfF1EnthZH3AG8Kys7pltONvfdV2jiPyaiPxARKaya7dFRF7fpdyN2f/vBhH5oohMZNf0eyLy2CP1Q1k8VDfNKqe6aXZZ1U2qm5YV1U+zyql+ml1W9ZPqJ2WlYIzRbQVuwOnAI8B+4K+xLnkfAqaBB4C+trIXAC3gPwDJZM8GEuCLHfVuBx4EJoDPAG/JPlPgLqDYVtYHbsjq/gzwZuBPgK1AHbigreyFgAHuAHYC/wf4PeAF2f6r7L/bUffx8qz+m4GbsK5r7wF2AyEw3FH3B7LydwHvy9ryoazv/W3lPp9dpy8DbwP+ENgCxMCL5/E7XZqd57bsuHdl12g/MAVcBIwBf5Vdvxuy8pd01POWTH5PdvwfZ38b4Pc6yr6j7Vr/IfAXwK7s/Aa4sK3sIde9bZ8BrpqH7CbgG8CfA2/I+jIGVIDHtJW7JOv3PdnfM1sp238jsL2j7hdl13pX9j/zTuCWrB0f6Ch7Y1b/g9nv9mbgw9j/z3sAd7nv21NhW+B9q7pJdZPqJtVNS7Yt8N5V/aT6SfWT6ifdlmlb9gboNscPYxXXCLCpQ35Bpngu75C/K1M+7wZWA3uAh4DejnLbs3Lv6JC/M5P/SRfZ8zrK9gIPAze2yS7Myo4Da7r05xCFvpA+cvBBei3ZYCGTPyWT/1Wb7KmZ7Hog31G3cHCw8RK6P6g84H+Abe3nmuN3ujSrYwsQtMlfnMlj4Clt8iD7bX7SJhsAqtkDordN3osdtFTIHv5AP1AD7mb2oGdTVsfxeJCWuhz7OOwD7Iou/183znG+G2l7kAIusAOYBDZ0XKMfYQc4j+k43gDv6aj3j7r9n+p2fLaF3LeZXHXTQZnqpsNc97Z9qpt0O6ptIfduJlf9dFCm+ukw171tn+on3XRbhE2XY6xARKQPeCHwTaApIqtmNg5a45/bcdhHgO8AHwS+DQwBFxtjprucYhr4ZIfsikz+kjbZJcC9wO0dbQiAHwDPEJHOgElXG2NGjlMfAT5qjDEzX4wxt5FZldvK/G72+afGmGb7wSajrX8V4Osd5+8HvgUMd9R7OD5pZq/buyn7vDlr48z5Q+DWjnp/EygBH2v/vbK/Pw6Ugedk4ucCReATxph6W9ldwBfm2dYFYYypwQH3y97sGu0H7gN+5RiqfjJ2RuefjDG7284XAn+DXS7W6VKZAh/rkF2ffc73t1KOEtVNqpuysqqbVDetOFQ/qX7Kyqp+Uv2knABoYMqVydlYJfL6bOvGQ+1fjDFGRF6LdcV7CvBeY8wtcx1rjGl1HN8SkYeAs9rEj8NGZd5/mLauwroQznD/Ycq2s+A+HkY2jh04zPAYrHX3Z0dow+OAHmDfYcqsZX596vw9JkQE7IxAJxPMbu+Z2eddXcremX2e1fF5b5eyd8+jnQtG7BrW92NnbEodu7v1b74spN8z7O4cHGHdG2H2NVWOD6qbsnbOU6a6yaK6SVkKVD9l7ZynTPWTRfWToiwDaoRYmcwEyfk88Lk5yjS6yH4Na4kGeNJh6jdzyDuD8wjwC6y74lx0PmTrXUvNfa6F9jE5Qn0zf8/Vx85j9gOvOkyZOw+zbz7tmkve2Y75MlO2W/+61dP1OojIvO59ETkd+G/sTM/7sRb8Wlbv32NnGo6WhfR7hsNdz6OpT1kYqpssqpvmLqu6aXHqUxaO6ieL6qe5y6p+Wpz6FOWYUSPEyuRBrKIKjDH/OZ8DMoX3Gazi/z7wLhF5ozHm012KP0pEgnYXOBHJYa2r7VbiB7BrJK83xqRH15U5WXAfF8B9wPOBJ2Ld9+biAeCxWLe/6iK3YSFszT7PBa7r2Pf47POhjrKP46ArHW2yTsYBRGTQGDPeJu+0ks/FS7APyxcbY25o3yEiQ9i1je3MZwAzQ3u/O+nst7IyUN10bKhuOojqJmWxUf10bKh+OojqJ0U5zmhMiBWIMWYMu0bxpZKlKmonW1+2uu27C/wLkAdegY0O/BPg70Wkm3LtxUYUbuctmfzrbbKrgXXMYc0XkbXz7VMnC+3jAvmX7POD2QDhkLqzP6/G3gN/1a2SY+nfAvkB1kL+ByLS03b+HuAPsEGTftBWtgG8VUSKbWU30X1WYsYd8jkd8j+cZ9tmrOezLOUi8kbs/0YnVWBwnnVvwQbpukxEDtQlIj4HAyZ9Y551KUuA6ibVTdn5VTepblpxqH5S/ZSdX/WT6iflBEA9IVYubwZ+CPy3iFwN/BSr9M/CBpy5Ghv1mOzz6dhIxXcDiMirsGmIviQiT+1Yx7gVeJ+IPAG4HRvk5nVYS3574JqPYgP//I2I/AbWejyNDYjzbGwu63nlhF6EPs4bY8ytIvIh7IDidhH5MrAXO1vxMmwE6EljzFdE5J+Bt4nI+djo0aPYaMmbgUczf6v3UWOMmRSR9wCfAG6Rg/mnL83a8CZjzFRWdkJsruy/BX6cXbci8PvY2YnzOqr/Ijbg1pUicg52DeALsOtR58N/YN1ErxGRf8CuyXw68FvY/6NOHXIz8HoReT829VMKfGsmQFNHvxMReRvwNeA2EbkSG+zqFcDTgA8aYx6YZzuVpUN1k+qmS1HdpLppZaL6SfXTpah+Uv2krHzMCkjRoVv3Davs/gZrkW1i0/H8AvuAe3xW5kKyXM1djn851iL68TbZdmy6nvOxD8YaVjleA6ztUocHvB2by7mWbQ9gowk/t63chdm5Lp2jL1fRJd3RfPqYlbs8q3+4Sx3b6ZLaCLgYm66okrX7XuxavKCj3KuxEZmnszZsB74KvGIev9GldKR2att3SMqmI1yLlwA/brvOPwYumuO8b8K6Traw7pnvAC7r1hZsFOYfZX0bBa7Ern+db5qpX8MOeCrZ7/Nt4Al0z129Bvh3rCtj2v6bdSufyZ+FnaWYuf4/Bd7Qpdxcxw9n57l8ue/ZU2Wbz32L6qYDfeoiV91kVDfpdny2+dy7qH460KcuctVPRvWTbrod720m569yiiAi27HK6MJlboqiKMoBVDcpirJSUf2kKIqyuGhMCEVRFEVRFEVRFEVRlgQ1QiiKoiiKoiiKoiiKsiSoEUJRFEVRFEVRFEVRlCVBY0IoiqIoiqIoiqIoirIkaIrOoyTLofwUYA8H8wErinJi4wLrgdvM7NRsJwyqmxTlpOSE102g+klRTlJOCv2kLC1qhDh6noJNTaQoysnHM7GptU5EVDcpysnLiaybQPWTopzMnOj6SVlC1Ahx9OwBuOmmm9i0adNyt2XFsn16O2ESzpIV3AKn9Z62TC1aOF/5ylcAeNnLXjbvY4wxJNPTJNUq4rq4vX24xcLxauIpRas1xvT0HRgTH5CJ+PT2nkcuN3BMde/atYtnPvOZkN3fJyiqm04ATJLQeughSA1jtRaVZkzsuOyJPejtwcR1RByMX2JdX5HAc/BcGB4q47k2nNOMbrroBS/gge17iWotxPdw+/tx8nlyntCKD11yubonx1A5t6T9VY6Nk0Q3geqnFYcxBmNSGyRufAdU9oLjgJuDiW0wer/93pyCsAk964gq+0hy/dTG9xO4Bsn3kPaeRis0pD3rWTP8GP79ulsB4WXnDQEGWlXSKCL0+yGOcItl/HwBoiqkKeR6IaoSSolm0kOa6yctrCFXCsiXfVx36cLYtRoRlbHmLFmQ9+hddWKM44wxtBoRUSvFcYR80ef7D3+Pf733Xyn4BTzPo9aqsaqwirf+8ls5feD0YzrfSaSflCVEjRBHTwKwadMmhoeHl7kpK5f+Zj+P1B6ZJTutfBq9ud5latHCWbVqFcCCfudo717iWh36+q3AGILVq3FLpePQwlOLVqvExOQeomiSNI1wHB/fH2Cg/3RyuaHFOs2J7CasuukEwIQhzWYLjGFNGPPIZBNE6PeL7C8O4LuwuiePSQ29BY9C4LO2L0cxOPjYXrVqFRjDkOMxWR6AcrbDEfz1G8jnA8IuRogzhoqUcx6TjZBmlFDwXfoKAY4jS9R75Rg4kXUTqH6akzRJMMbgeks3NK9PTVKbmiRNIJ9MUio18QIfEJjaDsUmrCpAqwqlPLQgKgdERkicJnGfwc2X8PM5jIxihjbRGNrEwMY1mX5KGd64mrReIY2E6fGYxC/jBhH0n0Gh7FBgwp7P8UhaHrVKTNK7iigSGm6eZrNMuadIsTegPJBH5Pjrqan9dQaKByc6kjglbMT0FwsUenIEhZX9+lQZb9BwIsiGnOIKhVUFBtYPUMqVSNKEPqePWlijuLbI8IbhxTr1ia6flCVkZd9FyglPf74f3/GZCqcQEfqCPop+cbmbtSA2b968oPImjonHxzuEhmRiQo0Qi4CNpeshOGCM/VRVppxgSBDgFAuktTqFwGNNb8B4NWTVYJGh/jI9OZ/egk9PwZtz0L1582aSWg0vTXAcIU0zg0NqSKs1evpLpMYwUYsOHNNX9CkFLjvGalRbM+PFiKlmzBmDxSUZ4CuKchCTpkyPjdKsVgAICkV6V62e0xjRqIY0KiFpbAiKHqX+3FF5CTRrNSpjowAIYEa30mjup2dgCOIQqvsgjkjdgHh6P2lYR3o3kE7swpRX46UxnsQ44RRmej/UJnDKOyn5PtIYZPNTLiCtjzFVi2ntH6fV8DBOnpzEOOUhpDZCM+0nGCzb9u+/n6gVYRpAcS3Nqg/5KnhloiimURE833+vMTcAACAASURBVKXQExztpT4q4iilMt4EY2jWfFqNhPJAjmLvyvQmS+KURiWaJTOJocf0UQ56eHj8YYwB33U5f8P5lP3yHDUpyvFFR+7KcacUlCgFJ+7L99lnn33EMs3Yuu3lvTwmTSE9dPbRxPEhMmXhiECaRJioiInzGM8hdcIjH6goKwx//XrCRx7BNJr0FnL0r12Fu34DnufO6/izzz6bcGKC6Z176Snlma42mcl45XsOg6WAvO/SV4hoRQmB51LOuUzVWm0GCEulEVNtxfTk/UXv56lGWq+TVCrgOLh9fTjB0r40KScW1ckJmpXpA9/Deo3KuNC/Zt0hZZv12csEmtWINDH0r+k+uXNgqYXjdu6gVasc/ApIVCOJE6Iowk8jcDxIG9Tyw7jFKk66h8Qt0XLyBLUJSFpIoYyM78NxPNJiH6Y+iYw+xPTgBZzV61MvnkFrdC+kKalXJmyBU8gjU/sgKCDFIomXw528Dyp7cBNw6CeqTZPGfbYNcMA4Gjbjwxoh4jRmujVNbGLKfvmoJ71yJZ9W3Y7ZWvUQUkOu6COZt1h9OqRQDg58X0kkcdpV7iQeOXKcs+ocUpPgiosJQdKV1wfl1ECNEIpyBEZH7UzBzLKMdqIkYnd1N9W4CkDZL7OhvMHOcNYbs8o6ZbU2LwbGQFIrU5nciTEhIgE9A6djBjXdsHJi4eTz5B/1KNJGA1y368tqPDFBMjUFgNvXhzdwMO7Jzt372D1Rx62EECe4uYBe3yHnC6tPX03Oty8ePXmfnrxPMj1NuGuEWi2k1UjxhgZxiwcNxOEcg1dl/sSTk0S7Di5BTEZHCU4/HUe94JQ5aNVrh8jqU3XSpEoaG/y8S6kvhxe4B16M2wkbMXGU4PluRx2T1CYnSNMUP5+nZ2gVfpCDyj6o7cedGMVLPJLCaoy4mMIQtCoYHJomj5MG0HMacVjC9J2N16iQhDHk+4kmp3D9PEHUhLAGYQ0pr7XGhv33woY9bNsnGKfEUH8/Tu8AwfgopIKJDPg5a2Dw8njVhyFuQlDESyLEBLhJDZE+Qq8f13XwAts3x81emNMUWlPWYyMoQ65ElEQ2DllqJyX2N/aztriWVYVDx25HIl/0MUOGRiXEGMiXA/Klg9c3TQxpYnBXoBHCD1wcV0iT2WOielLDdR12VLbTTFr0B308tr+X0ekxzl67TI1VTmnUCKEoR+Daa68F4DWvuRgRH5GDbo8j9ZEDBgiAalRlpD7C+g0bDsxwIoI70I83OLjkbT8ZSUIImy1yuTVACjiEjSZpvPIGA4oyH5xC92Bn8fg40e49gKEZJTiT0xSTBG/Ixj659tprSY3hGc95EfHEJEmrSTBQZMOmtTjF/Ky60jAk3LULUkPecSAMifftwzntNMSz3g/t8SaUhWOMIR4ZmS1LUuLxcQI1Qihz4DjOrIX0JhWq4yGunyICrXpMHCYMrj/MREaHDb59qQVA1GgwNbKPoYESUtkNQC6fozU6imsS4tJGkp7TcMSj1ogxAm7xbMJWA8+D1JRIH/Mc2P8QbnGIZprHj8fx/QYSNzGpQVY9Fqd3Pc7AmUjgc9MvdiOOy6uenif2+hAExvfj1h4k6OsjDdZTGCriTLagvBrKa5E0phA2cd0+WsEmPElxvRBpNpGgQJDPM7lvD419P6cRT+Hnc5QLvfQPPY5xVw4YIGbYX99Pf64fz1m4biuUAwrlgCDvUZ+eXa8XOLj+0gXKXAjiCD1DeSpjzQOGiFzJJwxaPDC2lbyfp8fPUQ8bPDy1c0kDfipKOzriUJQjYExCmoZUqw9CM8GTHgp9G5EgoBJWDilfDas45Y12hrPZRBwHUXfcxSP18L0BongCbDxvfH8Qkvm5sB8rW7ZseZ7nee8zxqw70IAVxDe/+U3vxS9+8XI3Q1kE4rFxmlHM3qkmcQoIJM29+C2PKE0JkxTPEZxcnmCddd2OArfrrHtaqRxYJlZyUoZ68oxXm6T1Ol5vH6t7cxSCpbmHTlqSBBMdOlOdNltL1gTVTycehZ5eoubBJRZRy5ArlWkPz5LEhlYzJlf0aNVmr/cPCt4BT4EZunlXJGFINN1kZjTi5/KUh1bRrFXBE4K+02i5q0i9aTAJcVDGr23DTGzDN1WYCmH1OdSCswjSLcjICKnj4J7/WpxCH+y7Cx7+Mdz/XTA+NJ+FEcHc8DWCgXXkzngaxTNPJ604SFjF6xO8ZC/4JXBcSGO7hClfohBXyPdO09x/L2nYwgRl3JzD+H1lxuvTTI3eg6QBnl+iPBgSh3cTrz3rkD6npIRJeFRGiBmKvQFRKyHKlrA5rlAeyB/hqOUlV/DxN3jErQTHFbzAJdkRs7FvA/eN30uSJpT9XgZLg6Tu0njArXTdpCwqqYjsjeP4L88///zvzVVIjRCKchiMSUnTlp3hemQ/6fQUIZAURimc9mhcxyVJZ6+tbn/YOfmV/aA6EfGCHLncEL7fcyA7huMEeEtg6NmyZcvzcrncPwwPD4eFQmHCcZwVtwYkn88HwMblbody7JgkZqTSYmaVRNW47NtfYWgwpLcQECXWE6gdf65ZrY6Ak+sCw8BAnmSoRGmwTN5XA8SxIp6HU8gfuhSvtDTBmFU/nZgUenpBhEZlGox9xsVx9+dZvuhjBg2N6uzAlJ3MFWBWXBfa7GS5fJ5cvgBrTiMVj0a1Cv19ALjRBDIyglPfj9AkjVo4tOhZnScsr8Mv5fB9g3P/t2HsPohDTJKQ4pBKABgEcJI66eg2vMmteK6HO/w0OPNCiGo268bgmWASaEzY5RWtCvSsR6IqhXA3RHUIVjM1HtIamyRdtZGk4RGGTdwgxfFzTKQw1LcR8QXT5hbii0/OPbYAko7rMLCuRNiMManBz3uzMgnFYUgSx/j53KGxN5YRx5FZWTw8x2NXZRfryxsAQ5wmjNb3k5fjP049EXSTsnikaSqNRqNv+/bt/7Bly5a3zWWIUCOEohyGJKkDBpKEdHrqoDyqEu3Zw9AZa9jT3DfrmCGvDM1pCDLrvrKo5IpFglKB6fER0qSF4+boWzVMUDj+A33P8943PDwclkqlxpFLK8qxkZR7CXdnesf32F0TqkGJxkSDszwXARphwsh0k568TynnMlju/vLi9vYS798/a6Y+n/PIreq3LybKouCtXUe0a+eB6yz5HH6XeELH5dyqn05YCuUeCuUeAOIwYWJv/UCQWbCz70HeDtkLPcERM0Tky2UabWMWAL9QwO8pwcR0R+F+8ALEGDzfIY4yq2djEmmM4gUORVMn9Vycybsw0SjS/0sEpoJs+RLGhBCFkCak4pE6RZy4iRhbjxBbY4Q4OHENdvwERh+Ap7wOes+AtedaA0SuDOLZrByFPhjfbg0QQBpWSVIP4hDHOIShXR7hiVBojePEowRjaxgowlR5gMRxcXBYU1yDe5hxWDNuEiYheS9P4B7+ms5c/xmMMUyP7j8QVFQch57VayiUVk78r9SkTDQnqIQVVpWHuPjcV9KIm8RpxGRzkiRNCTn+gb1VN51aOI5jSqVSY3h4mK1bt74PUCOEoiyUA/EfOrJdiDiQGvpMHq98GtPhNJIaeqMaPdN2vSWOB32n24epsmikaYxXrFJ2ckQt8PMF3HwVYxJEju/LlDFmXaFQmDiuJ1EUYKLWYr9bYCooQCtk+3jMjgYEvXmGHWGk0kBECDwh5wm1MOKMoQKlXPfHungewRlnEI+OkjaaOIU83urVaoBYZNxSEefRjyatVsFxcMrlJUt7qvrp5MALXHpX5alNt0jCNAtMmZ81+34kgnyB/nUbqE1NkCYJuUKRUv8AuC4wDNVRSCNrgOixUQlFhGJ/jspolmXH8XEkJXBaSJTgNsZsRoz+jRTCHZhffAMcB6ImacsaC8QzONIiFcn+7w2kCTgeZua7CIQV+MkV8GvvBj8PuU3ApoMdSJrgHMzUI24eVxLcXB7cPtxiP0l9kiItJEnJ9Z+F6+ZZFwT0GZ+wtJ6SX8J35872s7e2l7HmmK0fYW1xLUOFoXlf42a1MiuriUlTKvtHyOULOMusVxtxg52Vndy651buGruLSljh4emHGamNYABXHDb2bOQZG5+B7/sYY46rnlLddGpSKBSa2fKbrqgRQlEOg+sW2bz5POKJcZgJHSWC5/WACBIE9AYBvbleqI3abYY0hqmdkOuxD2plUYjjacJwP1EyjnETotiDcJAoWE0QDBy5gmPDUTdCZbGYa+A3UWuxa6IJOCSr1rK/0qTpRZRLKTvG6mzZ9QhRYijH6+nJe5htE5w2WOReqVDMeXOm2XTyeYJNm2bJmlHCRD0kjg3FnMtgKViyl+aTFXFd3L5lMT6rfjpJyBV9csVjS5ebKxbJFbt4CBYG7NaFfNHHW+8QNmKktIEgXIfZtZNm4kDs4K5+PL4X4Nz+b4CQhi0SyWEcAZMiaYgjgHF5hn8nIOB6IGKXKhxw/RfrKfrTz0PvRtjwpION6FkHk9utcWR6J4R1JN9HXhokXhlyRSZ6HospTBI4Y+R7VpHPD+HnXUSgmEQU8/2HvTbVsHrAAAFgMOyr76Pkl8h781ueELbF8ThQT5oStVrdr/sS8Uj1Eb677bv8dOSns3cYG7QyTiISA9umtjFSH+GnIz/lNee+hgvWXmDHsscH1U2nINlvPucLkBohFOUInHPOU2nV9tHcvhVaEb7fh+Pk8IYGZ6fUa1UPPTiNIGpATiOjLxZx0iAM9x/4bkxM2NpPUmgAx90IoSjHhDGG/ZUWY7UWxkB/IWBtX35WqreJWoQAzTjhkckm3/nFXh4er5Hz7RKMVhYkYsLtwa0LD923j5znErgOZ64u8exz1nLuxl7W93XPujFDK07YNlolzuyrk42Iephw2uDyDaAVRVk6otAGXHRcIVfwEBE838XzHBh/hLC8nlr+DLzqIzi4uEOPJb354zhOQJLE4AaYsA6kdrIljZE0wnGFs9LtIAAlxMshGGt48PLgF2xqTZPC//wz/PqfHfDIoDgAbgDNSSg9H2rjMLmDXF6Qvn6CBMoDQzS9XyKo7sRNWuR7fPyZ4JzziAFRj+uHyAyGRtzAdVzqYR3P8SgFc4/dXK/7K5TjLZ8XxN1jd3P1XVdTjbqMRwUcHHzXJzUpnngYY2jFLb76wFe5c/ROXnn2K1lTWrP0DVdOSdQIoSwaaasFaTpnurkTlZGRUcBl7eN+lWRqChNFOKUSbk/P7IJd3f5kDrlytAgO1rDaHtF5RqYoK5uxWot906227yEphk0D9sXfGMNkI+SBkSpf3fIIzSghSlICz8FzHZIktWpFoBBXEISaWyY1kPMcRiarfPFHU/QUAy5+2lmcd8YgwRyD4sl6eMAAcVAWsbon0UCVinKSU59sUt2zF8I6uB5+/yr6NgzYZR/NKaiPURvdg8Qt0um9OBvORR66jjRsIA52ySkRjolI8cH1ENfDLm4w7I8CEJd1QQIYaxzwcoBjDRBu9gpS3QsP3QBnPB2MgeIgIBC3bPBKN7AGiqBIAFl2DwOrSqTRWcjk9tlxd3uO/BLtO93HZa24xd7aXtJsfFH2y2wqb+oaV6LQ00Njeoo0OahE8+Ue/ODYAmEeLfeM3cNnf/FZWskc2XgMJCYhSm12lYSEkl86EHvk/on7ueaea3jtua9lVWFp4ticaNx55525D37wg+tuv/320oMPPlh48pOfXL311lvvW+52naioEUI5ZkySEO3eTTKVBecp5Ak2bjxpMkN897vfBeDSSy/FGzrMesHikA2ulLalzyquAk/Tcy4mrpsnn99AGI6Spi0cJ08QrMLzTi7jl3JyMlU/NIXjZD1ifZ/BdYSH9lf57p37+OGDo0RJSpoaHAcCz8ERqCcpGIPjODwm3IoBflF8Er7j4CQtuwwMqFRaXPmfv2Dz407novNPY1X50IFxFHf3jo2SVI0QinKSYdKUNE1xPY8kTqnt2mGDaANEEO2r0ip5FAZ6rQGgMQn1cVqhS+qfxkD/RszPPw9BGUOCiSPEGMT1cZMY4+QQXEw4jeN4fJfnAMKl6fX2HM1JwAE/Z8dJQcnGhxAX7v4mrD4HMFAbswEpPd8aIBoTUB+DgeHZwb7jFk5pkFYE8dQo4gjB4Cq8wuGXYgD05fqYaE7QSA7GSSx7ZaZaUwcMEADVqMpka7JrrAjX8xncuInGdIUkiQnyefLlnkPKLQX7avv4wj1fmNsAgfX08B0fBzmQLckwe0ngtqltXP/w9Vz06IuOGKjzVOSOO+4oXH/99X3nnXdeNYoiXbd4jKgRQjlm4rGxAwYIANNoEu3dS254ePkatRz4eVj1GKiPQxLZSM9zrLtUjh7f78P3+3GcPNYbwsF1CzZOh6KscLqNWmbGgHumGnzqvx9i2/4aqTEkWUBcESHnubiOIGLj5DbC5EB9ec8l5wJJCF6bR5BJ+cn9exmtxbzu6cOs6Z1tGC7lPSbq0SyZ60Ax0KHB0WKShGjfiM2m5Di4A4P4q3VWUVle6lOT1CZtkEovlyMfFDDNg+O2NE1J04hwapxCEEJjknh6nPrIJFErxfMD0n0PgPh4IkgSQpJg4gaY2CoOE4JfQCLHZsYQxyq3NIHWlF2aWhi0ho/GlDVC+AWrxOIGVEesF8TYQzZDRnk1BD1Q6LfG1bAG+baYBV6e+lSL6pQLrIUUZFzo9xL83EFjRZRGjNRGqIQVXMdlKD/EYGGQM3rPYKo1RSttkXfz+I7PjsqOQ65dI547oYPr+ZQHBxfjJzpqoiTihp03MNmaPGw5V1zSNEGMYLL4oGIEOmzRN+26iXOHzuXcVecex1afmFx88cWTl1xyySTA85///LPGx8fV1fkY0JGGcsyklcqhslodE0WIf4rdn14OetcvdytOakQcisVhwnDcekK4eQJ/8GAmE0VZwfSXfGrh7DUQA4WA8VqLz960jR1jdRJjcEQOeCOIgCNCmho8xyFOU9oD5TsOOGJwu1k4TMoD+ypc9ePtvPGZZzFQsrNb9TCmEcZASitOyXkengsb+4uz4lMoCyPat49kfCYIfEK8bx/iyOG96BTlONKq16mMHQyaHbdaVKvT4FiLZrNaIWw2cBwhZ0aJmjn85iSNfXtxGlO4UYug/wxk9/WkzRY4hjQVxLEhHUSc7EXWxnyQfD+SRtAATErq5TBGwDE4aYJEjYMeo0mYGSJaMHofrDnXLs9oVaHYb7NoeDk7oZNGUM+8TfuHSb0CtenZsQ9MamhUQ/zcQc/IPdU9VCI7Tk3ShD31Pbji0pfvY7Bw0IAQpREOzixPCGDFewTsru3m5j03H7mgsYaIZmqzn3ji4XXJ4mEwXPfwdTyq/1HzDtJ5quBqNqlF5YQctYvIJhH5qIj8UESqImJE5MIFHP9kEblORGoiMiEiXxKRjcexySc33qGGBnGdLBWUoiw+juOTy60hn19PLliN46wMe+rWrVv9yy677LQnP/nJZxeLxfNE5MnXXnvtvF00brrppuLmzZsfWygUzuvt7X3SC1/4wrO2bdt2ilnyTm4GSzk29OfJ+Q6+K6zuCVhVDvjeXXvZNlrDdwXp8JcQoBElxMbQilMM1otBRHBECDwH1zt0QGkQWsahFsbcsXOS79+11+a2b0Q8NFJjrBoBDoHrsrrH5+y1vfQWuv+7mTg+sHZY6Y5JEpLJSdJ6jXj/CPHoKKbZJJmaWu6mAaqfTlVa9S5BCl2fXDlH1GwQNho4AuVkD251O62tP8FM7SSJI9xcCa/yCPmeMkw+gkimA5LQejj4efAKdlmGuEirYbXXjKowQH0CiZvg2Jl4I641LEi2LCCNrJLbd7cNQhm17HKQqb3We6JVBSew+6Z3WstHVCWd3IuZSZ+extCsQFgniQ8aEcIkPCRIozGGXdO7uHX3rVy34zpu23Mbo/VRfMc/ZNlF4AQM5A71aE3iiGa9RhyGR/WbHA3GmK46+L7x+4jTQ5f5dZKahMSkBG6OvJfHdV2iJMKY9JCyD04+yO7q7kVpt6LMxQlphAAeDVwMVIHrFnKgiDwOuBGr8l4GvBE4D7hRRMqL28xTA29oEDpSurlDQ4impVwSTsUXgyiaZnz8F4yM/A8TE3cRRYd64ywH99xzT/4b3/jGYLFYTDdv3jx95CMOsmXLlvzzn//8s40xfO5zn9v60Y9+dMedd95ZvPDCC8+emprSm+kkYqic47FrezhnfS/r+grctWeaG++1GV8CzyXvO3iZJ7PvCmnmOhu4Dp4jRHFKkljPB+sFIcSpIXZzs3Rx07i0UockNURJytd+uos7dk4yWmnN8sAVEarN1Aak6yBtNGht307zvvtp3X8/8fj48b48JzTJ9DTRnr0k0xWSqSnCPbtJGnO7cy8lqp9OTbqOxRyH4roNFAcDSn0B/b0RRb+CeB4miYmjFn40AfVxEreACAeXbzQnMUmIQawXRJrYjBeOa4NTGhs894CRwfUhaYHnkUUhsHEgMNbYgGDEI6lNELVqmMmHMWlClIY0m/sJiUlbFUhb9rjmNDTGcRsjeE6MV92Bt+dmvIm7kOkdBI29tk1wiEE3TEIemnqIH+7+IVtGtvDQ1EPcNXoXt+y+hd3V3awpruGMnjNYXVjN+uJ6zuw7E78juHhtcpLRnQ8ztXcPY7senuVlcjwwxrCvto/7J+7nvvH72F3dTZL1L0oifr7/5/OqR8RmxjCkRCYGEZvho0tK5tSk7KvvW9R+KEonK2P6cOH8tzFmDYCIXAS8eAHH/iVQAV5kjKllddwJ3AW8FfjQIrf1pMctlwmGh0kmJ2x2jJ4evP4jBwY6UXj2s5+93E04BGMMrXA/UTiOIcX3+snn1yJy8nufxHGTvftup1rZTprWcd0S9fooGzb8Ko6zvG6TL3jBCyrj4+M/A7jmmmv6r7/++jlvhM/fvGPwY9c9sHF/pRWs7smF8Xc/FJVKpeT73//+g729vSnAk570pMYFF1xw7oc//OE1H/jAB/YuVT+UpWOqEfKl23YeMAoIkPddAs8hjFPCJMWQ4jlCK05oxSlxYkjShAf9YfKeSyNMCOMUx4H+QoGCb70goiiLK2HAcYXEwJdv28lrNp9xSDtanWkysHom3LUL07KzfSaKiXbvQXz/0OxAirUIdZIaukcCWXpUPy0exhiiVoI4cjA15AolXypTn5qymScy/HyBoHcIf01KnBtDKg+TpAM4zSkkbSFhSoFJ6uU1ROMjmCTGiIsryQEjgsQh5EqICbGpF7IsGICJW/y6cxsERXD77DKNqI4xCZBAFIJfAtcnFY8kAdOokZgcYaWB2xoDT0hXn03qxCQjd5JrJTheAPl+QJDcAOXwQWojWzG1CYib5Hv7KfQMw4QDg8P4rk+P38N0NE2cxuya3sXOyk4mmhOkpAzlh6gkFSbDScI05Cnrn8KG8gbKgZ2TbMQN6lGdvJcncAPiMKQ6PtvoUJ+aJCgUyRWPT2rj0cYoo82D55xo2eVeG8obmGxNMlIfmVc9IkJqUnw3wDMGV1wSk+DMMR+9bWobmzdsPvYOLDKduuntz37MI5c87Qy1jp+AnJBGCNPNd2geiIgPvBD4zIwBIqvvXhG5Gfgd1AhxVLilIm7p5Mwtf9pppy13Ew4hDMcJWwet1FE0BqQUCpuWr1FLRLW6h8mJO2i1dgMpIi5RNEVPzzB9fcPL2rb5rhf8/M07Bt9/7d1ntOLUAdg3WQt23nxT8Kzfesn0zAAf4Lzzzmv+8i//cu2b3/zmwKk2yD9VuH9vldHK7IjmcWoNDQAF38UYqLVi6mFCM0pwHKEYuEw7fYxFKSaKSLMXjNRAX8Gn4Ds0wpAZb2VJbArPh8frjNdC+gqzDXbl3KHDgbTeOGCAaCepVNQI0Y0kwSmV8VYb4qkpHMfB6e/HCVbGmnLVT4tDHCZMjzWIQ3spgoJH71Aex12ZDiF+Ls/AuvU0R3diKvvxcj6F0ulgDPneXurVCsbNI+IhtX24hV681n4wDcqDPg7r8EoFPDeGJMKQeTzkeqx3QpoA2bIKY0i9HHgBp5kRaDazRpTAC5A0RJIsHkQag5vDxDGSTkG+HzOxm8QvkwYBni+I+FAZwdT2kkQGp1m16T1rY9CqElT34dcnaeY2EgZ5ZHoHrYenyTfGkaQFA8OsL6/Ha3jsnN4JAn1BH1PhFKSwu7qb3lwvnuP9/+y9e4xl213n91mP/T7PqlOvftzu++rra2xjZMwrOB5jZWwrGI0FMUIKiDHKIPEYjUiQM0TWhEAQSBEkHo3EPwOjiD+QIMJKCIYIy9iTCY4NY8cYc21f31e/u17nvZ9rrfyxq6q7uqvv7Wd1Vd/9kUpdtWufs9c5Xee31/qu3+/7o7AFo2JEmIUMogGXp5fZyuu1rUCwHC8TVwd/lsssfWgixEGGk+N8zFqyRm5y5tX8jp5HOIFxhmE2xFGLEINwQMXBpRxXZkfvI31zbLo2yf1f+9OvnwFohIjjx9GMmA+Pp4AI+NoBv/sq8LbDHU7DceD8+fOcP3/+UQ9jH2V5602pLIc7uwyPN3l+jTy/CDvmUc4Z8vw8WfZwUyIfJJ/8zLdO7t5EAarhFVyV8zIrt8xinn/++fmLL77YuEPdKaaC4YW6vnjjxbrN3MPE3pMmDkBlLP/hxf1/t6WxzAtDYeosiLQ0GFt7QZTWYqxDAEVlCYttonKI2REgnIN5XjGcF0zzat8GvHP1c2sp+NqlMZF//fbva8FK99Y/sQOydHeOH42d/aOG0BrVbqE6HYInnsA7dQqVJKhW8qiHdlc08en1mWxnewIEQJFWzMa3b414FPBdRkfN6fYSkshHzq7A+BKeH7CwdgJ/6TTKFXiDJwn7a7D0Vjj1PZhkjTRcwVoL3TWcTrAIhCtr88kyA6nBGaiyOmaYApTH+aLDebdWezi4qvZ2EBKh/Lr1pjU4IXCmFjpFZxUzvoZzFdX2BezWK5jhRZhtgwWbjyCb1p0zxhfrtp3Oiej19QAAIABJREFUUqVDis1LMLqMmU8p5hnzqam7aWy9gnaOtWSNk+2TnO2cpR/2aekWQgrm1RyBwJc+C2FtUjkrZ0yKyZ4AAXURybX5NQwHz7HUQzRhlweYbu/G4Lspx62omJbT2ksIicMxzIcHPj/Ur/molfveHJsA8srKT37mW42v3zHkWGZC3Ae7jjMHqWVbQCSEiJxz+wo4hRA94Oa0xcd/y7kBgM98prYd+emf/ulHO5AbOWgRIARHJe33YSKlQkiNs9dbCwqpUer4hLP1Sb5vO8WktafFXES3vIiFhQWTZZmcTqei1WrtmxFsbGyozc3Nfdubb3qjuO1XodipXTZ57a4un61b5j5IsglMLtet5XQE7dX97ePugMujjL+/tN+0MK/2ixrO1aaUSoAvJVY5sp3Sie+yr+CA/1e8ve5yZy2+klhbP4+SAinZEyk8KdFK8pXXtvkn7zzBakfjqLMghBDM8opxViIFdCOfMI6RrQQ7nV0fkBSobvdu3603Dd7KCnn2KnY8qWuuFxfQS0uPelh3RROfbo81ljK/dSFapgaOckfu2eb+n8sMtl4CL8KL+njLZ6D8jlq0dQ68GNJtxHRK1T3HvBjjL78DN/ksqHDH0qGq23CaohYXvAgnd/wfTMln+SFwgp8Sf7wjRBiEDsBkdemGVIhyhlAhDnCL5yiuXESWJZXVINs4q1HpDC/oIUUIoal9JISqryMkpWjX31cpKA+nW+SZI9x8BaUk2AKSZdpBm2E+ZCleorQlFycXMb4hVjFnO2dZTpYB0FIf2JbT4ag88OOYYn49+0AHAUHy8ITGftDn8vzyvmO9oIcQAk95+NKnsLc3yCxtSWUrjDNYLMLV5sfWWayw2Nskl3eD7pETnG+OTW90vOFoc3xm7Q+W15P2DvrdvwD+1UMaS0PDXeN7PTIz23fM0/03RZvKJFml3XqG+fxVKpOiVUySnCGOlx/10O6YpXZQXDvgptmJvNtaXMsD6s1/4zd+Y+V3fud3mp6wu5TpdQHiRuZbD1aEqArYfqmeWAOUM9h+GZaeB33nc6Frk4ystDjq1ptSir2yil2EqDMmrAOtBNIIKlO38NydH+alwdNy53yBwyEFGOuIb6hXlzsPKI1ja1aw2r3exm5zmnNpmO39vDEteHKQEJ06RbW+jpnOEL6PHiwiH1La8eOAMwaMBSlrSbiqcMYg9PGZbjXx6fYIKerPqdn/OZX6aC3WbmEnVmVpRTncxqXb+JFH6L9ax8eFJ6G1WptI7hK00B1B8I0XMFWJOfnd8O3PIT0fV84Q0tVigC2QwtXihQpwyt+5ngB2znEWlF+bVpY5hN1avDA5QjlsVVIlJyjkBDG9TNBZpPIcBF3QIWq+ASqE0IN8WHfLcBa6J3EzB8KCUrh4gFUJVCnOKnKVkG5b2L5CsHKG1XiVTbFJ4iU8t/Ac0knmZo6/E7clkn7QJzcHZ7YEKiBa7pJNJ5RFjvZ8wnYbKR+eL8huG9HtfBvrLL2gxyAaAHVpySAacGl2cCeL3OQUO5kmSigSL6EwBdZZAhEQ6ei2nhDP9J55CK/m/rhdbFpqB4fSpmQymcg//uM/7gJcuXLFn06n6vd///f7AD/2Yz82arfb954a+Sbk+NwVHwy7UvBBDbsXgNQ5lx3wu/8Z+Hc3HTsF/PsHN7SGh0m1vY0Z14sT1e0+MOPMylaM8zGlLYm9mLZ/OHXSvr9QG2OVWzhn8bwuQXB8FuH3QxCsoHUHRBspI0Cj9fF6/f/8/c9evLGuUUX13833r8pbage2trZUGIY2juNbBNJf+ZVfufqzP/uz+/L5X375Ze9DH/rQWx7S0I82t7ULesAppfnk1ms5C/kY9OCOnmJeVLy8PtvLapgZQ+BJlBB7mQtQjzz0FPPCYF3dLaMd1BkMshI45wh2BAilJOCojKPc6Z5xI4GWe7lS65PrczbnHNcm+2991sLmpOD0Yoy3tsax3r4+RMrLV8A5ZFhXKLiipFpfxz91fJInm/h0e4QQxB2f6fb+RWrUDh7RiO6QqEd2dcx8ew6j2kOqUl1MqkjEpBYiuifrzIZ0q/43GRDkU4Ll0xTDIc7PUa0BYr6x0/lCASVC+2BK0AHCljgdgFP1Oc7W4oRzdRaEMzgvxhVTwIE1CJMjzn4fRTrD4BGtnqPaeolAtRGzIYgQ2T1NNd/GzGeIwVsoR0OqWYgiRyXLmCiGeFBnvgmF8jTGKqZZG0OdNVlc2SI5eZJn+n2MM3iyjmqjbMS0nKKkohf0CHVIqENG+YhZdX2zp+t3ib1agI06XSIOj4VoYU+MuJHIizi3cO5AEcLhKM31jNFIRnjCo6RES41zjsRLbpvtsJKsPLgX8IC4OTYBBFraf/7+Zy8exvUvXbqkP/axjz1147Hdn3/gB37g75577rnD69n6GPBmEyFeAlIO9n54Owd7ReCcGwL7br5HLUWp4faUGxtUV66bONrJFKxFL9wa0O/qeW3JK6NXrqfBZTAIB4cWuINgkSA4SE97vEnTTZxbIIoEpkpROsKYHlm2TZIcj7TnXQOlXYfntdNninU/8NT2K7esol944YXomWeeOUgcZTAYmMFg8PgbgdwpfgI6hpuNusIHXD5w2/h/5/eFzUnB9rzEOcjKWmAojSXw5F7GAoCWgiRQaCXIS0tRgcPu1eo6wNeSyFdMs4rSOJyz5JUh9hS+kiBAy7q95y6j9PpcqbKuNra/iZtLQxpeH1dVuOLWOahND/z4Hlma+PT6xJ0AqSVFWiKEIIg9/PCIT6dby+TrE2AKUkA8wHp90mlFksg6i0wq6J2qvwBjLJOLm5Sbm5QbF5l2W/Tf8RHE3/we6ATyIcJVddQTos4QUxqyUe35gADpQdivSy/yKU4HuHJWm1l6AQiL9Ttw7gPo81+j4xuqyqH8CLP1MqoqYOk5jL2KjFqUus3sqiPqPwFejK1KingB3V2kyAQsnsNnSiK2mJYtTHrDn6zySCclcTfYEyAAumGX7s49YjeuSiE53T7NKB9R2IJQhXSDo1mG9p1L38nnzn8Od5PY7pzbd2xuZiQ6IdYxxhl85TMvZjj/1te1Gq9yMjl6Ngs3x6bD7o7x3HPPFc65vz2Ma70ZOOJR88HinCuFEP8n8KNCiP/WOTcHEEKcA74f+O8e6QAbHgrmgL721ebWfYsQw2x4Sx3eZrZJP+zjq6Y87WFRliUIhdYDbsxwLsujbQx2M//l953ZuvHG+aG/ft9Tf/Znf9afTCYXd1P6vvrVrwZf+cpXWh//+McPReV/LOifgfGluixDepAsQ/SAWwYHnfq5b/AlqSfbd+4JkZnafLLcKbWAesNQIJBCEHoKASgpKK3Fubq8YpTWRpUA1tVlGZGvKI1FSoEnBEoKfFXvREopaiHiJip7fXLqKUnoKdJy/3oxDo5268Ejh1II37ulo4iMjp9vYxOfXp8w9gjjY5QfJARVsIJd7KPUP8D0GnK2hQgi3MIaon39b9RaRzYtGK3PMcMUb/s8opozu7hJ8OxTJCtvha2XkUGCKESdGeaFYOaArrMfqgzYKdEoZiBrI0QnBOigFj2EBB0i3vojFK9+CbfxCjIf4yerVN2zSFl3/nHCh3ROlmmKzlmmBVTbhnhR4ZI1UB5x6NFuVbjyKiqMYWaw8ymIndIx5UHQwjpXx9mb9OJ5Oefa/BpplRKogOV4mZbfOjD74KhxsnWSZ/vP8s3tb+47LoXca8MJ9b1lWAypbF1VJYTAE96BeYLvP/N+OsHdeRwdFjfHpobjy7EVIYQQP7bz7bt3/n2vEGIAzJxzn9455xUA59zZGx76r4AvAv+7EOJ/AhLgfwReAf7NQx94w6HjDtris3e+OfPBD37wwOO7dXb7rrWT/taIEA8Pz2uzV2u6h8D3j8YNc7c+8Itf/GIM8NnPfra1vr6ukyQxH/3oR8cAJ0+efDvAxYsX/273cb/+679+6T3vec/zH/jAB575pV/6pSvT6VT+6q/+6skTJ07kv/zLv3xnjcAb6snw4lN1PYEQr5O1cB8oDQtPweRq7QfhJdBe3l9P/QYknkbf4AFhbL1rpYzAQ6Ck3sur8KSkUo7pNMdTAi0FpXV8Uz6Nr2TtK+EceWnxtSTxNVIe/Lp3J+E3l2qs9UJe25qxUx1C7CuWjnqK+RFDCIG3skJx4QK7ypLwNHrx6GSsNfHpwWCqkvl4jKlK/CAkancQB/hiHCWC2CMtMkgnUNTGi54sELN1WHsHAM46htdmVLlhspmjU4upFK4oEFIwunyN8Dv+C+SX/x12cgml/Dru7XpAmLLOSHOOfyy/VAu1UtXCbTmvO2IAqAgnQzjxTlyyght/HYEDWyLKbfy8hai2cSqGwCO3AqUF2g4RNsQZSZlXaHMZOidxDuT0Ui1sFJtQFYQ6YmYTXLQAYQ+kJohujY2VrbgwuUDpalE5NSnnJ+d5qvcUgTq8GOispcwzpNLou2jrG3sxH376w/zrL//rW+algQ7IqgzrLJ7yEYg9UQIn6IRdlNgvNj/bf5a3LTbNAhsePsdWhAD+6Kaf//udf18Fzt7uQc65rwsh3gf8FvC/ASXwfwH/tXNu8uCH2fCoUd0uZmt73zHZvvMF6+rq6oHHIx0xLHaqdIyBcoYSmqB7jHZHjiFJ0qXTPst0egHrKqTQtNuniaLD8eN4I26uF/zt3/7tEwAnTpwoPvrRj/7dwY+Cd73rXdmnP/3pb3z84x8/9ZM/+ZNPa63de97znvEnP/nJ8/1+v8mLv1se9oLAj2HxyXt++GLbpxN5KCnIdtpw+lpSmboFp3UOtduGjbolp6DOcgBQCma2RSoESux0ChV1h4zSWAKp8NT186EuryiqehFQGMc4LelEdbxKAs25lQ6zrELK+uem7PDuUZ0OwdNPYyYThJSodhvxENv33S1NfLp3nLVksyn5fM58PEJKiRCCfDolT+f0V0886iG+LnE3gNk6RdQGL8BTVX0sbEMxBy8im5dUeS3gSiWw0se4CBEtI5VEBj7p5W8Tff+/QHzx38DoVRDdWmDwFZgS4SyumLEqZnWGGK42oBQSJz2MEbWR5Nq7KJ/5MMVrf09LlNh2HxcEiGyEbHXRoUeVTqmEQOajWiDNXiMJT2GiJQrVQzNE2IzA82Gc1p03dP15i2SO0zGz1jlw4EeaVv/WrKRpMd0TIHaxWKb5lCA+HBEin88Zr1/F7myaha02naXlO47BZztn+dFnf5Q/fOEP95VgKKGIvRhrLVvpNqEO8ZSHtRatNMaafee3/TYfeeYjtIOjMZ9qeLw5tiKEc+4NP5k3ZUDcePxLwA896DE1HE285WUwBjOuNSbV7eCt3LmJ4UsvvQTAU0/tm7vRC3vMyhnjWd2zWgIr8TJ688V6l9Q7fim4xwEhBIPBGZJkibJM8byIKIqPzILpTuoFb9xhvJH3vve98y984QvfPOh3DY8XgVacWYyJfUVRObRyO6UYdXlEZSxKK4qq9ncoKoN17no6MbBgt9FSsiF7mB2DytI4CmPpRB6xr7DWIZWgsvXz7NKNPC5sz3ku6FwXNqSgc5xSzG+iGg6p1jdwZYlsJXgrK8jg8LM5ZBA8kuveCU18ujecc2xfuUyZpaSTMfPxiCBJSLoLCAHFfE6RzvGje+scY40lz6raYyLUiNtkMt0PUgpa/RhLjCPeJ1DuirZVUVGkFaa0GGOZZx3CYAU5P48QljA00HqCzWqZ3n/6P+C+8SfIb/8Faq9Vp0KYEpTPt6sVQPI05xHlDPwOLp+B38W9/SeYhU8y+ebLSALi/ioBM5BAewHW3goovHQbs3keu/ydtf9NOcUPJPPWKtLrIHWIChPSsoWvu3gYKuPq9sQCEm9GuKxARyh9sDAtbuflc0hTCucc441rewIEQDad4AUBcffOSgmFELx79d0UpuBPXvyTfW03a/G6znaYlXMqW9bGxkYSqohdH+SO3+Fn3v4zPNF54oG9toaG1+PYihANDXeK0Br/9GlcWSvdd7sr9fnPfx64VYSQQnK6c5p5OqaMV4iljydE3a96erWuTX8UWFPvaujgrtoFHieEEMRxQl1N1dBwfMgrQ1lZIl+z3A7RSpIECmvrcq7dhcGuB8Ru9wxPK7QyzHKLFPX8+Gx1HoCXaSGoDSp9JYg8iRC1GIEBWdl9iSEC6EU+xsIsq4618LCLmc0pL1y3JrDjCUVeEDzz9JERKBuOL9l8RpnVJQzW1gu8fDYjTFpor77PGntvCSFFWjHaSHE7JTxKS3rLMcp7CNlcYRfpBbVgsIsKIOhgKst4K2fr8ozxtTnSEyS9kMo/R7y4RMtfx4sDZnqNLPVRDAie/2dEa++Cb/0fyFf+CmcrnKiNLv+9+y6EhafES/VnUPvw7AexK9/N5rdfIxt/CxaeQJs5pfAJmNelbStvA68NwjKTb6Eolii9Ptl4RuhtocsZ3VaOXtBMtmLK6ASliphOLqBmM6SdI6QiareJut06pgoL46u1P4XyIRnU2WxAy2/hp/4+jy+FesNuZ85a0smYsijw/Htv1VnlOba6tfttkaV3LEIA+MrnB0/+IEvxEn/0jT9iM9u85ZzKVlhcnZziDFbW133n0jv50JMf4mT76JlRNjy+NCJEw5uGh5ISaw2xKeubOHXadGoryEbc237IfZJuw+gC2AoQtSlf92iniDY0vFm4PEzZnBY4QElYSHxWOyGvbM52RIIbumLsZC/sIgUESoFfZyzklYWy3kUrrcVXgqwyaCmQlUQVliSQCFGXdtxog3N6Ia6FD1df53HAjEa3HHN5jp3PUUkjVjbcH/aGric6CGBaZ1bayoAHCIEf3Fv243SY7QkQAKayzMY5ncWH0ARy189mul6bQ/oxtJbBWeaXL5G+tkk5UdhKYJ3PaDNj9ck2lpiqcwojS6gkrcUWOEtaaPKsT3TqPyc59z7c+CJu41XE1otwpVX7QTz349jFp5BBl/LyN9n64l9RJk+iWgu42QZ69QlcuFtGsWN0GcRktJmPpygvQpOThAW2imn1JL4aM5r0ca2T4EVYUzGljZv7+DJHBz628tFeC8+PYePFun3nLvkIBudAByipONU+xcZ8g3k1J9Qhg2jwut5eN2bGAGRAOp2wsHbyrr1BpD5YuJDq7pdonvJ42+BtLEfLfH3r63z+/Oe5ll63bPFlLbY4YfFlwLtWvpsfe+ZH+Z6T37PXfrSh4bBoRIiGhvtBKtAhVCmpM1ycr5ObFPwOrdGrnGif2NcK6qFiShi+tmMQBeBgdrWeZDzo7gANDQ13xSgt2JheX8gYC5uzgvc9t8wffun8TpvO2g8i0AotJdbVXTGsdXv6hK8VUkBl3J43a+QpKmtRQqCEwDmLcZLCWIKbUpBL4/ieswvMcsNSJyAOHuA0oMzq9nxC1G1R9eGVJNw+2eHxEFkaHi36BoEhCCOqVptsOkP7HkJK2oMllL77z5I1lqq4NYOiyvebZ1eFQQjxYLIjvAj6N6Xcb3ybfDTHFAW+9pmVBWXucNJj8/yU/mpCIEFl15iuj7CxJiWhMCFenlNKA1ufw1YRxkRET/wgbjvFSUXuHPKb/4EgSQhGF4hXvh9RQTU+j9Qh8egryCIkExluPkaGMb6zVF6IcyF0T8PWiwgcylfYpXPQamNGAex4FxRZxvqVTezUEnsWN5rSO7VM4C3h5dP9AgTUGzXpNrRrz69IR5zunL7jtzBP53sCxC5VnpPNpkR34TkGoLRH1OmSjm8QUqUk6ty72fZyssxyssw7l97JZrrJdr7NV9e/ypXpVSIvouW30EKxNduirdqNANHwSGhEiIaG+8AZg2ivwvarXMt2BAihIO4zraZsppusJgcbWz5w8ukNAsQNFNNGhGhoeMRMs1vTba2FZ5ZbRJ7c65QhxPUKZefYESfqpbRxDi3r3xfG7nXWAJBC7BlbSlH/m7o6M2K3PtpYCLVkuR2QlhWBfoA7rdkYtl4GdmLQ+DIsPg1B68Fd43VQnQ7V1jbc8J6IKETGD2E3ueFNRxDHxN0e81FtRp10eyyeOk3UaqOD4J7S8AGEFCgtMdX+e7fydzwaSsN4M9sTJYLYo70Y3rb7zT1RplCMUdrDWIdFYssKpQpK6tdlywIxuYKzFVAy39hGeVt4yQko5ki1hYs7lHNNmedU117Dll2EKXFpBk/+IFz4vxHxArHaQuZXqTqLVELg8hEmv4LVCW50BYTGECCf7sP6lMpoRO9ppMmw0qtb3gqDF3jsRtViPmG+vYUOYoogAhzXtjK6lb19NzR7a0y+U2xZHnz8gLKKO6G9OMALAoo0RWpF1OrcVYeM29ELe/TCev730tZLbGZ/z0uXXmJcjIn9mHcsvYPUpW/wLA0ND4dGhGhouAfMaER5bR1XFMgwgMU1ZmZat6byW7CzIzItp4c3qNulDjbtQhsaHjn+bUzRTvRCPvC2Nf70/7uEvGE7v+5gYQg8RWUsxjq0qAUFYx1SCoQA42pBQgnqbhqqLt0ojUWr2tgy8hUgEMLxT77rJMudEOtge16w0gn3G9TdK5Mr7AkQUH8/uXpoIoRMEvzTp6g2Nuq43Gqhl+/cXf5B46oKhECoe1ucNhw92osDwnabqijw/OCBLBKFECT9gPH69YWgUIK4U2cRTbezfVkR+bxEaXFgl4d7xjmMcZhyiMEy2iwxaJwVBIkmaAVole8JfFJY/FBjiww9ew0ZtWnbGWZybcdvoqKYrWNoI70WhVC0t1+kik8ydwlWB2h1HmGHCN0h6MS49SsYJ7FeBysUJqsINl8iVG0qN8H5fayt8KMAX9fvR7y8SDmTVLnFVhVeFOEFFXZHdFBa1WMOWiD1nuhgrSNNC4yr8OSYsNW+6zjhRQeLm154b/8vQgiidueusyjuhu18mxeufZ2232I1XmVWTHlx41vY0x94aNdsaHg9GhGioeEN+OEf/uF9P9sso7hwce+GbLMcrpSoxQUquX8349BKMQCCpO6FnQ2vH1MBRP3DG0NDQ8OB9GKfzWlBaa7v1HdjjyTw+Efnlvjya9tc3L6+ENntgrGrD+yWjIsdHwdfCf5BP0tuLJJ6ElsaV3s8CAg9RaAlWkoiT1Eay9NLLd661tl7Lmvrlp7qHndx91EdsJtWze//ee8C1emg7iOF+UHgypLi8mWq0QghBHpxEW91tTHHfEzw/ADPf7BlRmHsodckRVqBqLMdlJZYYymyW3fxiwOyqu4LP2aSGkw6Iml1KDLJpMiIBi1aiy2Up/BUtZdp6YcKbSYot4Xz28jyPHK+jtEBIh+TTF4mtxHv7bxCEHSJgpBS9xmvZ+TpBEOGEh7R0iKVkZjJeWS6hSnA5AXRyklyqylyR2tZUI2+jB08jwwFQQT4A0gWUFGfblQxn8wxJqHMO5RFhikKpNYEUVwv6qWC3lkYXcCWKVubI4yMQVWk69co0pTu8spdvWWeH9BaGDDd3tybCyb9hXvujnIYiNKyFC9xaXKJwpZ0gjZ9v0NVHZzV0dDwsGlEiIaGN2AwGOz72Uym4OrOyptuzHZe1/EFrRO4UO5NNiWSxXDxcAfbOwNpuy7N0AHEi6COv/N9Q8Nxx1OSp5ZabM9zitIRB4p+XO+k9hOfn/ie0/wvf/ktsspSVHXmQ2ksSsp9wkXdGUMghSDzEtCO0DqMdYSeREmBp+ROpoTA0wKtJL6W/PA7TuxbDEeeIriNKdrdv8AWFONbj73JKC5cIH/pZexsBkJgtrZBSvyVu1vkNLy50L5C+/s/i0LUn/Mby64A5P2ayVZ5bf4oFQRdnBAUso3VJcVsTNKKkEGLSgi0p/BCRdgKKdfnKFkRh475RoklRrk640mGAdo4RCVAB2gVEuRD7PwylTtJHrVRbkblNJg5RkekmYfyKoxTuOQElYmQkU85HWMHz2K9HunVS4T9LqFXQGentLW1DGGbdDphvH4NnEM4hxcGIAV+WGcpLJw8TbwrSoZtCN5CtnUNkyT1a98hm06IO927zmJIej3CVkJZFGjPRz8M8/MHSEu3uDi6QOlKnINJNqYKl+jIN1+cvhd+7/d+r/8Hf/AHi1/72tfi6XSqzp49m/3CL/zC1Z/7uZ/betRjO640IkTD8ce5uh7ZWQg7+24uD4JvfOMbADz33HP1gZ37/6absD7f2DtPmJS2XsHXPlJIOn7n8M1+pKxbTyWDNz63oaHhUPG1ZKVzcBrv82td/ul/8iSf/My3KE294ygQZOX1nVApQCtJVhoEsFBuYJ1j6A0ItMJTYqe0QuxlUQRaESjJP3vvU3QCzfokx/cUia9Y6z7AlO7OKmylYHd21ZQP7TfXwtsZQ/Hqa9jpThmec5jtbcoLFxoRouGuEVIQtX1mo3zf8ah1H2Ug6TZsv8qeq62OEItPI/wQ116BtAtCEAsB0iPpByiVIkWKWDqFm4+59NLL+EEPhEFPrtJL+viBR1pMYXIFGS9SFJpvDguk6HKuk5BNU2RZ4Cd9qrzAxkvM/QU60ZTC5ASLz1JtbFOFLfJ0SCYX0HMYqBg317jEsPeqyxnWj5lsrO9lIQgh6AyW0b6PEJKw3SLp3pQFKgQGdeAcsTIV9yIhKO2h9NEWH3Ypqownu0/y8uhlSlvQ9tv0ZY+C/I0f3MAnP/nJlTNnzuS/+Zu/eX4wGFR/+qd/2v35n//5Jzc3N/UnPvGJa2/8DA0304gQDcebKq/N0HZTgaUH/Sfr0oQHxF//9V8D10UI3elgNjYYza47GQvfQ8YJuc052zr7wK7d0NDw5uHMQsRPfO8T/K//zysUxuEpgRR1lwtPSpQSlDuGlEoJzpqLOAf/UQ+ojEVLRezrHYNLSAJNJ/T4r97zFIOWz9asJAwUk3lJXpZUztGLfFa7IdO8ZHtW4pyjE3ksJP7dlRD4CSw/XwvC8FAE4aOOMwYzn91y3KaN8VvDvZH0AqQnKOYVQgrC2MOP3njqXhUF2WyKs5ZE6q4ZAAAgAElEQVQgjusyAWthdJE9AQLqudN0nbDVpkivorTAmLoFZdJJ8HxJmU6Rgao7ZUwC0gz8+SaxZ5BeSJ6naHcN2V6jqmbkm1dJ/TN8uRAIFKfKAqsiqHJkEGELhy1LopYh9xfoJhMIQsTaM2xnGq17zNQqnnKMzZhF58hNiF/MduKLoiwNzu4vfxVC4AXh65ZW6DCEm7v5CoGSHvNRjnMOP/Lwggcbu4w15CbHkx7eI8pOtb7E5hXP99+CxUHl2Mw3SaL2IxnPcePTn/70i2tra3u1UD/yIz8yuXz5sve7v/u7K40IcW80IkTD8WZydX8tsi1hfBGWzj20Swrfx3/iCeRrm4h0ggwCVL8PO+nPDQ0NDXdLXhle2pxhDfzTH3iSv/rWOl+/NCL0FInSmJ0dP2MdgZZ7TSCEAKUEia/xlcRTAq0UWgrefqrLD71lhVALro1ztJLMMsPGrETgsE4wSSsmaUF5w3x+mhsq61jp3GWmhKw7A71ZEVqjez2q9Y19x1Wv6U7UcO9EiU+U3Hn2Q5llbF25VIsOwHw0pDNYIor865lKN5CN1pmbFlVZYl2KVDFxd5UgiQhiwNYLcmMM080RSgisqcCTFGUFYZeoq3DdFUS4SGVexU4qMDlOOIpJhuomiPYKMmojCh/dXSJe6SHbq5TuSdy1F0gRuChh0nsnUlRIO6FyK5Sxjyup53a2AmtQ8gqe61IG+0te3ygrIYwTinaHbLIjlgpB3FlgtFHgdsxyZqOC9iC8q/f89RjnYy5PL1NRIRAshousJIefGdXz+0x1zsXhZQQCpOO7Tnw3WjTm5XfCjQLELu985zvnf/mXf9kE+HukESEajjfFrbtOlPO6JdND3IWTcczgiWdZT9f3He8FTSxqaGi4e8ZpSaAV0oywecZ/9nSbd5zs8Nff3mRWGBy1q7sSAuMcpXF73TRiXxP6CkHtPXFmMeYHnx2wmPgYa7k4KpnlhpOdkFGaY5zh2qQgqwyh1nx7o+TccpvQuz4l2JzmLLeDRli9C4SU+M88g7MON5uClMhOh+CJJx710BreRMzGwz0BYpfp9hZh6wmE9PYJEcZUzGYWgoQwrr+cc7QWQ6J2glKSKh9RZhlVWaJ9gclDvKSHsBOkq5BaY7tr2MGTFLliPg3QvoULL+NMReU7hPZYWBQQt2gvRIjugMrvM968wMRbg+Qcs0owVi1QHaQOyaVghqUdF4TmMhQVCAnlDM2MsBpSBQu4nRpZqRRR5/V39YUQdJeWiTsdTGXwgoDpdrHTevQ682FBGHv3Hf8qW3FxehG70znI4djINoh0RCc4XBPdSTpi0evR7XUxrkRJzXw6ZX6YXdweM77whS+0nn766exRj+O40ogQDccbHYK56fOvgvpG9ZBZipYQCIZ53Y2iG3RZipYe+nUbHhO+9G8X+NxvnWR6zae1XPDej1/k3T/TGBy9SbHO4aebLNl1RnlJMd9gJUz4b/7xW9hOK7782pAXroy5NsmZ59VeW02BI5Sw2g55/kSbH3h6wHLb529fHXJ+K0MAQlo2JwWzvGI0L5nkJYmn0VIiBFSVY2tWcqKnbxhP/XW/HnhvNvzlZaTnYcYThJKoXg/VOobGb018OraY8tZsB2sM1lpUew1Gr+0dL63A+N195wpb4rIxqlsv6FsLAzYvXqLMDEHs4fQCQXYZOS9xKsRzU6rNFNF7BhWH6FYfP30RKSxOC9qn+qh2gnSb+HqCjAcg54ynGSIbEeQFCAXRMlems7ojhxIY4wg8TdCOidOLUFKnfu0QKYfoRMxzhylL/DipX+MdvEdeEOIFu+/XrWtIU1mcdYj7DIDzcr4nQNzIrJodughhqorSVlyYXSAzOQtBHz9coSyOWXeMIxKbPvWpT7U/85nP9H7nd37nlcO+9uNCI0I0HB+c23cDAmqX5GICbte8TdQGaYeweyeEYCleYiluhIdHhbMWIR++4PTA+dK/XeAv/uUZqrwe/PSqz1/8yzMAzUT/zUlbWa5l28S+IvIUxkGgBafCgrNLi3zXE33mRcXmtODaJGM6y/mPf/kVcI4f/95lei2flSdOoLTiaxeHGOsQddIt43nFOK8IPE071JwfzvGUxFMS6+BEL9zJtnA7j4BO6O0JHQ13h+730f1jXJbSxKdjjR9GVPl+s0Ht+3Wpgl4EL4JiClIj8XFXrtQnWQvTq5CPUWIR5BTTPsl0KFB6QNLrEpiX0N4Y5Uucq8BuorwBqQxx518jWFujXV3DpttgUoRzqHSI1z2J9VsUfptQeYBATC5iRRdX1CW1fjHjTO9Z8tjD78T4wKKdoyfnSWdzoukmKgwg6IIA4ccg2Hut2WRMNp3QW1kjiN/YFNxUFVVRILWrBY4b369AItX9zy20PHiZdaft251zbGabbGfbWGfpBl2W42XkPWy0hZ7PN7e/QV5mgOBSOSPRMf4xMdYEjkxseuGFF/yPfexjT73vfe8b/uIv/uLmYV33caMRIRqOPmUK48u12CB9aK9erzsOElh6DtLh9e4Y/oMzpQT4yEc+8kCfr+H+MdMp5dWr2HSGjBK81VVU8mD/3x8qn/utk3s30V2qXPK53zrZTPLfnMSi4FQv4NqsoixKYuasMUOvz0C+DZJFYl8TL2hOL8RkL77IW77v3Rhrib2cwJRsX93gIiGvbsx58doUX0t6sY9SEHmalbaPkBIhYZZWRJ6iHXkkvmRWGOSOANGKNGu9B9g5o+F40cSnY03c7VFk6d7iXCpFe/GGjll+XH8BPhAkCflsBtkQ8hHKDwlDH6qU7PJlKlW3xtSiwhM5RvqE3pzCD5CqTSGWKSY5wg3xkwGt9ApWz/jQiRFpJslTR7aVIXp9WguLIBKwFaK7hkoVFHU2qQC6MmVwZpkgSphcnZBfuUyOhapDnvXoiSGoktR0qVhgciVH+wKpdkxynGM22n5DEWI+GjLZ2gTnsE5iTYS3Y2gupaB1n/EvqzLSKsVXPh2vw7i83r7Ylz7doPs6j77OVrbF1fnVvZ83s02cc6y11u56TEYLTrVOMSyHlLYilCG+9Ejiw83IuC+OQGy6fPmy/uAHP3ju5MmTxac+9amX5XHcCDsiNCJEw9HGubqd1K75pMlg+AooD4KdFFcdPNRWcN3und0sGg4HWxTMX/o6Rb6BsyUi9QjmQ5K3vANxxPt07zG9drAT1O2ONzz+eBF939HzFGa8gS5HtbBKp06flhqiOhbZPMdlOZ0bJtqzvGJ7ts28t8S1cU4r1IyzkmlRkuWGUwsxs9wSBYIzCzFbs5LVbrhX8/zWEwmJr3HUvhINb2Ka+HTkMZUlTyukFPiRRt6QtaS0ZuHEKYo0xTmHVB753JDO5vihJkz2ex102yFZvkVZbKCSgKjb33u+Kk/BL0D7iCoDqVBSEXgD3OQV8mmKjRLsvEL6LfLtEjHZRJkcz1iUKKAC6SdkGQRVC/oDQBIEPcrtIVKCS7dQJqfVUURkFEVIPpkCts5s9TxM9ykyNcTOhpRaYYlJtyc4L6Cz6CPljnnvAeUoN1IWOZPN6+axUliEnhF32uggwA/3v593y7X5tX1+YR2vw2q0SmpqUaIf9O84E2K33PfmYyvJyl1nQyy3VugHfcJSYqxFK4/Vzkl60THyMnvEsWk8HssPfvCDzxhj+PM///NvtdvtW2ttGu6YRoRoONrk0/3dL3ZJh9dFiIfM1772NQDe9ra3Hcr1Gl6fcrRFnl3Z6w/ubEmWXsQfn8JfPHzH6XuitVwwvXrrTbO1XDyC0TQcBbwQ2quI0QV0MQQc+C3wd4zWsuGeCCGUAin4h1fr2u7nT5/i4nDOuoi44jKmVUWsFd3QIw4UgRIESjLOS1JTAQHvfKKHpwTOQSfyiP1mOtCwQxOfjjR5WjLeyPa6OSgt6S3HKO/6olQIQRDHlIVheHW+d24+q6hKQ7sf1SemI8TwFRSKirDOMlRTZJhQlRZnNdLOsRbmmabYMAgqZAeENTBdR0mfQHjkZQeVT6mERlQZL05iCHzOdS0mGYAIccET0FmAqI+39RI9P6LcvoAIIrTXg1aH/OrLpGKJYjTB234VYXIKpyhkSOZJpLeK8BbRlUHnQ0qWqXIPf+cl+WH0uu9feUDLXAEICsL4/uaVWZXdYlg+Lsd0gy6L8eJtHnU4dGULlZZkWYrDUZmCfhXjq2OkLT7C2FSWJR/+8Iefeu2114LPfe5zL5w8efKWbhkNd0cz62g42tzO2+EQHdv/5m/+BmhEiKOCNel1fxAh6u+dw5j5ox7anfPej1/cV9cIoAPLez9+8RGOquFR014F6UE+qbO9vAT2Qt31mCe0Ri8s8JXPfhbnIIr6XBzmjAZ9rLNEWlE6Sy/0Cb3a98HXispBZRxawmonRDcZDw0H0cSnR4I1liIzICAINeKA3XjnHLPtfE9UgDorYj7JaS/cuvjOpsW+cwHScUncCVBKQrpNVijGmwWuDCmGKdnlIfFam0Rcw1lLaUZYmZDbLgQdwvwVyuEYIfvI5Q6Z6ODmE5AeWuXYaBnPb/H1lwqYl7xlQeCmQ5LT34u/eAZaO6UO/TOI0SV8XoFWHxctMJ04yvkcV71APgqw8xnKDMnnGc5r43qLXNnwkHpEd6FF2Gph8zkQAQLl+yT9hdd9n+VtPBCkvv8lUVYd3CghMxkd7r7soRf0uDK/su9YN+jekyfEcHudjmjjtzsU1tDSHsOtdSaz4SMXSO6YRxibfuqnfurM5z//+e6v/dqvnV9fX9ef+cxn9v5g3v/+9x/Qqq/hjWhEiIajTdCqJ+LljZ9vAccpfazhgSLbLVyoKYsNjElRKsIPlpCt12/NdaTYrV08Ag7PDUeMZBG6p2sPnBuJ9hsdequriCAgzwpGQQt3eolJ6rC5QQuBQLHaDclKg3MCB4Re7Rs/yy2FsY0I0XAwTXw6dIq0YrSR7gkG2pd0B/uzG6Bu01uVt2aAl7m55RiANe62x5UCnCWdWZwTTFOfrGhTzMYUmwUikRjrY4wlKzM8vyA+fQ519Qqkc6z08HRBbMaQgNUWYavaBHOygRQKKz3QPVT/GaQriYISjK5bqOsA+megnII1FFlFWeRQpghX0kkMs9THiBYiiVFhB2EzhFygyjOKLMQPfNoLLVqnVtGewo+iN2yrGcQxXhhSZtcFAx0EhMn9Z9feLqvgTssvbmYhXMDhbjGmvBeyouDypOLadIJAoqTkmcEi+U0mpkeaRxibPv/5z3cAPvGJT5y++XfOub992Nd/HGlEiIajT/8sTK5APq5bciZLb2w+WcxgvgWmqs0q44VDzZ5oeHioIKFacNhtC7nABY5qAfQhlec8MN79M1vNpL7hQPpnajPefAzKh9YShLeKbEYqrOdTDpYpJgWDlmNeGHwNWkmeGiTMC8P5rZQblyL92KOqXO1K19BwEE18OlSmw2xfxkJVWGbjnM7i/uwGKQVKS0y1X4jQ/sGCohco8vn+rHGlJXpX3PBi7OQVqvEUlwqk7GCjZSwe421JGDsQoJTAVRaTTVHOgtIoTxMnJfnUIaSkTJaJwgq9vQFKIoUBoQhCg4zryjK19c1agFAexEvQXsb5bfL5a0zydfIqQ0tB4C0QXP4aWguMpxCiZCYSXCWIWpJsJkEIjBN01/qEgQOt7mieJ4Sgt7pGNplQ5jna84g63QfSaSv2Yvp+n+1ie+9YS7fu2IjyoLEOogGDaPDGJ78BpY4oKw8hFJUt8GULY7sUB7QQPdI8oth08eLFvzvsaz7uNCJEw9FH+9B/4s7PL2aw8SLsBtZ8WHfY6J16KMNrOFyMTYnaJyjDGGtzpAzwvB7GzFCqcfRveAxQ3h3FPLfji9IJPcbzkrS0TLKSJFCc7cZYYKUTYi2M8hJrHO1Q0w40vtdkQTQ0HAWssVTFrQvBqrg1u0EIQdILGG9c9zWQShC3gwOfO2r7VKUlm9ZmjUoL2os7hrTOQTbCjzTzLQNFiVQWEQ6QgcDMCqz1kRLCRJFPK0zpIOpAlRInEt+TeIttTOcJEpMjJhswfA06a6CmSARJWILbhPkcxADyGWTbtdnu4BxFq0sucmxZks0N+C3c6CKBihHzbeJEUWRT/GCJtHsWN6+I24qopeitRoTFJcgtIOpNqu7JN3zPpVTE3Vszasvc4JzDC9QbZlTcjrXWGq2iRWYyfOnTCTr3VD7xoJkDUaePzHysM/g6IA8FBvWoh9bwJqURIRoeP2abcLOyO9+oO2ioY9I9oeG2CARSegTB0i2/aWg48uz6mTwAtJQUWKQQnFqIOb81oxN5nFmM6YYe1kJaGgZtn5auAIGRHoN2sFea0dDQcLhYY5mNcvJ5hVSCsO0dmN2g9MEL1zDx0J6kyKodA0qNvE1plRCCzmJE3PGx5qbFdTGDak682CGzCfnVKQpBO3KYoIubJUhZoQJFHFr8zgAbL+CXGcEgJrKbMJ0irENXM/AiaK3UIoDd6VDhbJ3RlXXqDaXJlVqkgDoWpmNsqMnjVTJ9AtsTlNsjqitXiVWXVhiDKwgGZ7DBIlvlMlWo0GGMCQTV6DVy4RGEGnAwu1Yb+kZ3l3lgjGW8nu6VtWhf0hlE6HuIk0IIOkHnnjwgHiaJ77NVbTI0Q6y1KKt5NnmWVths3jQ8GhoRouHxwx5kWOvq4/cgQnz0ox+9/zHtYIsCM6r7RatuB+k3+dB3i9ZthPBw7nobLiE8tD5aN/yGhn2ko3oCbjLQcb1TeJ8lRD/+4x9lkpYMS0FlalHiyUFCO7we56qy4KlwyNxsUxlDkHSIk6fu99U0NDTcI+PNjCKt5ynWOKabOWHbw0yuixBCCuLOwdkNANpXaP/OF8jaU3Dz9Gcnk0pJx9KKIggTinmFaAfkskXV/Q4CO0ZLA36E9LssrrbQlcRtvUx6cUhZSKTnEVRX8Mhh+a11bBu+ykefqUAKiAbQOQEXvwyeB7P12g/CVLVw4XzK0QRERhAPcGKOv7hIbATe/8/em0dZdtX3fp+9z3zOnWvo6knd6pYEAgzYWOQhez28gmJMDOSJOIBRhIm9ghnCYDDB4LUeWcHRIhBskthCmMQYY+OnYFsrT1kMjp1nG56wwTYYm0lTS+qpuqvq1p3PfHb+ODV2VXXNw60+n161atWue+7d1VX3d/b+7t/v+8s6JNhkWhVRPUo5q5BGOoZlYsk+opNneeQixBxRb9MiRL8VLvPVSKKMfiukOuZe56rhQmeApUkcLFIyDGFi6gFkRdObgv2hECEKDh9WGcL28jHdyW92W8B1d+YmlPb7RE8/DXN1n8nUVcxTp9C8dfwtDjhBEqBJbcvGS5tFSgPXvYkwXDSmtKwxpCzCWcEBJQ5g9ikWMrTiHsyeg7HbQdv8361SiiudgGY/F+LqrkHdNXFNjV6YEiYp7UFMnGac1GfJCChbGqCBCqB9CUZu3rEfr6CgYGMkcbogQCxFZVA/OicCSLBcY81MiB3DKuVro8QHFJWqRuwK0uooVbeM1CV+p0ocJUhN4pTNOTGjSi+tE2cVpBygek38qAtWiKFbudeD38L123Mm4hl0zkPUAZELr+mgTap5KGUhhYdCQBpBPCCLIixpoLpToMeE7WmIEsT4cwjaPbIU7NI4iHzNkSYZWQYLlg4baDnZCTtM+VNEaUTZKKP1XbRrtkShn6CU2nJZxkEjSQOs7Cq2UGRCYYg+Kk1J46LTZMH+UKzaCw4f3mjuAeE3AZXfZGsrzGw3zLe//W0AXvjCF25rWsnVqwsCBACZIpmaGloRwk98LvUuEaQBAkHdrjPhTuzJDVvTXFx3Ez4hBQX7SdhhRYlYluTj7vXbya3GlU7AVDfi6Ue/S5Ipjp55NkrBkapN90qXS60BYZJhaxJddZlspRyt2WhC5JUgUZvlq/aCgoJ9RSkMU8PYRHbDthEiN/7uXM4FAs3GqI9jLOnE49UsYC4jI+xBPyTBIooU0rAR3Sv59DWHJAoxsgz8WXAqfPspF1oxLzzmQPtirrRoJrF0CMMUNEESmKDVsOoThP2rYNXwXEivXMSoHCOlDdgk7hHMsI9hNgj6MZEfIEslpFNDSzuLoUx3VnQSupZBPOB87/zC1+24jYoGjOkTyyrlNE0eGgECQEslYTpA6CkqS5GaSRhY6EWZcsE+UYgQBYcPIXJTt/JEvtA3nG3VYO+UCJEFK/tHZ76/yiOHg4u9i4Rp3tpJoWgGTSxp0XA2v6naLEnSJwyvkqYDNM3FssbR9eEUcwpuBNaIPxuNS0pB0IIkBN1hdq5j8eM/+BeSTKEap2n2Q15ydpSqrZNlgBIoJejGgll/QMuPKFk6ddekVnKLbkEFBfuAbmgYtkYcLDedtLy92QhmaYbfjUniFN2Q2GUTbb2sKKWg9XQuLgAq1chCJ+8mMV/+qulk3nGwq3k5ROko3556GtKIFx5N83jjjYDQiCrPBX0GNIOsfIJIa5B2DTBuQchRDPcCmjuFLbuk3SkIYwzHgbiH6dSJI7lgypuWT1LyAhBhXuLhNtbNLute2/4YwE0JBj7OkoxZt3q4ymVNaVB1GzzVOkeSJWSGy7NHn0dclGMU7BOFCFFweNFNDlIPOum6ZN3eirFhxE/8BQFiKf24v+siRJZF+P7TKJUv4tK0h+8HeN4tyD0qCSko2BR2FXqTy/1qNBOsDfiYKAXNc0tKzASi79KXIyRLMqsyBRdmB3SCCIVA1wQKeGrgUAqaOIZGkimmeiFG4wReIUIUFOwLlRGHXisgGuRlDm7FxHZ3/96lMkVrakAS5llZIXnJQf2Ih5DXiQdBe0GAANBliki6+Po4pj6FjLtobg1tbBxcMz/4if28+4VK84/yEdBslF0hDmso7ySpd5JokNKZGSAti9rYGJkSuCfPYnuzpJf+Gb0+QeoHRHHCYLJN37CxXJvaxASmY2PZOlLbWvvLpQgro1ZxkZEOCkzXwHJWbpHSJAMF2hB2F8oMSRon3FK9BSElqUppDWawrOIAp2B/KESIgoI9whgbIwoC1Fz9nTB0jLFrOzwMB7rQEQgUatm43IP07jjpLggQ8yiVkCRdTHP3szAKCjaNbkL9DPSuQDzI3dvLR0BuIPU6aF3jcaOoS59L/nJBs+6a+FFKli1uJjIUl0Kb46WbsKsZQkBmVmmJGsWys6Bgf9B0SXV07w8gwiBZECDmSaKMwI9xvOsc2MTXZGwqhVRtIl8SmKfRk4u4UqPqmGB40LgZelN5fFMmjN4C3hGQApEphBonokKvK+i1A8JIx7VNFBIpIfRTSo2TmCKAoEPUjZi6quG3e1CtEQqH/myf6ujKFpsboWyWmQlmlq1fLM2i4pUQpdXFmCzN6DZDwkHuw2M6OuURG22NriTbJc3SBb8tW9+Z7hXVcoPTE7fyzMw5osSnatc4NXYGx9qaX1pBwXYpRIiCgj1Cui7WLbeQdvNUQK1cRmjD2SbP0AzqVp1m2FwYk0jq1vVrMXcKlSkiPyKJE3RDx3QOTsZLQcGqWB5YW+hKkazMOBq3M9qawbfnshmOVCzKlk6cKTxTQgWavYg0BV0Dx6sRlRZlh1KRBVFQcMORXdMCdB6VqlXHFzCWb4LDwEfFPUq1cdI4RpbGEGSE3jHs6nheelE9lmd6JUGeCda9kI83bsGuHGH2qYDYT1BZbvwopSDoRThlE5UplO6ANwalI/T7U2hWiCsN8GyULulOt4lPTWzJQ8M1XE6UTjATzBClEZ7hMeaOXdf/IW+putiRK/IT+q2QysjOb+C7UZdLvUskKj+wqpk1jpWObduf4njlOH0txKyU0NOEzNBxnBIjzshOTLugYNMUIkRBwRpEacSV/hUG8QAhBM2gScPe3km70DT02tbU+4PGhDeBpVn04h6a0KjbdVxj9093dK1EZ6pLrzlDGqdohka5MUrpzPbaHRYU7CixD9EgL7uwy1t/Hn3lIlcIuHm8jGNoZEottOQcLRnoUjLTjyhbBmmWUXUNKs5iqrcUUNuD1O+CgoL9JxzExGGKpsu8s8UqGEvbW/qzuQGl1MBp5AKEVQWzkptXAipJEE6drHsFkQxQQpAqRdZrQO3I4nNJLW+LrhlQmgDTBQHm4CJ2+Si6qWF6OmE/RiCIwxSnDIaloZUaEExDFgMS/Fmk1En9FqgWsjpOmmRbNvKsWBUqGymHmyMcrOwgEQ0S2OH9e6YyLvcvLwgQAK2ohRM42y519ROfhtOgG3VJBXi6ja7p+ImPUZhTrsuDDz5Y/ehHPzrx5JNP2oPBQDt69Gj0cz/3czMf/vCHJx3HWUfJK1iNQoQoKFiDi92LDNIBP/GqnwDgcv8yutA3deMaKrIsP7WQ+pyfxvURQtBwGntiRLmUcBDSmfRpTzdJYx/dcMgil5Fj0fVTSgsK9oruJHQvL35t16F+amtmkHYl3wz4i1lHeOMYbpk33vtfMzsIkVmCG05RCQOE4VDyRugoB10T3HbEo9fp0I8TNMtjpGTimsWtv6DgsNOdDfA7i6aDuiHxqhaDbpRnIEiBVzUXN/Kdy7l3zTyDGRi5Jfd4aNycx7UkQDtylPjSBUQ6ixZ3II3BcDCyTi6+zpk73nPPPTBzDrL+8oklPoaIkLaFYWtIKQh7MQjQLUl5xM5TuEZvhf40pYaiP90hlWbukYPA0TNMmQB71BpcE2TXZIyIXajECJKAOItXjA+SAQ22t9aaDWexdZtnVZ9NkiSYpomf+nTCzuFd1+4gzWZTu/POO3u/8iu/cqVaraZ/93d/53784x8/duXKFeNzn/vcM/s9v2GkWIkUFKyCn/gM0gEAurH4NulEhzRY+23oXMj7dCPAG8/TKQ8gfrtNb3oGkdnomg0Z9KabDNotHK/IhijYZ+IgX6wvJZiFoLpu67hVESIXMNyRvDTDsMHMSys8x8KzDJj6Psi5zUbcpxL7VMZugyyF2ScoZfkCH1EF89T2fr6CgoIDTxpnywQIgCTOsAWMHHERorUAACAASURBVPNI4owsVaRxyqATYtkCrX91+ZNkCfSnoXIMZp9e8KYxtRDP1QknL5EpSZRaGMogabfRGwMEAvxZDJWCuCaDIFOINMKyBQM/L8VwSia2Z+BVTUr1JZlfugXV45RVRpII2lM9lFLYnkNj1EJmAbA3fgZOyaTbXN7hzCnv/KGHIY1V/baMHTDdLutlZqY7XG5Nk6BwdJPnHj+7Jxmsh4G3vvWtzaVfv+pVr+p2Oh3tM5/5zHiWZc/shSfaYaMQIQoKVkEsaan3xD8/AcDZHzm7bHwYUEqh4hih63k7rdXIUmg/s8S5X0H/Cpjr99veD9I4zlsQLiFTiixemS5ZULDnxD6wSmZmNNje+8kqEesu7UFE7PuULJ0f/PO3IR5wx+lrhdEM/Fbuar/0VC1sQ+8qVI5ufR4FBQUHnmQN/4ckyZCaJOnH9GYX/WZ8FVHVQb92mZDGuaHuUnPcNKCUzmI0RmnOgJRA4NN9apZYVqlUFGg63/zeOchS7jg7Bk4VIh/VuUxPm6B95SJhbCNKNSzHwCmb2GtkMgrDpVGDSqVClgl0LUOKdEMZmzuFUzYRmiDsxygFtmdg72Bb1SxN6c02CQd9jDgmsBVyrszOEAY1e/tlvMlAEPsSPwhJkgjdqTJoKUysbT/3jUqj0UiTJBmujcEBohAhCgpWwdZtykaZbtzl/GPngVyEqFnD4+eQ9vvEly6jogiha+hjY+iNVdL5ov7y1oHzhL0DKULYpRJevcag1UIphRASt1bDGtJ2pwWHDH2NBd02Hc7DJOXcVJ94LiV4uhvxre/8M6bIuOP0i1ZekMaQ+CvHo/7KsYKCgkOFbkqEFKjsmhN1UyPLFIP28iyJFBM/MCi71xjhml4uZq5AkFBBowNRD8IuWGWCKxdxE4XeOMZ3n7wEKuOOZ50EuwGDJ+nIY1y5pKFSH2SE302xa3WklDSjPpVRZ+Xm3qnBoIke92BeJHFGFjLC9grbNXatlWrr6iSxn8frMi6y08e0XCzXo2bVMLXtCy6XW9O0rrSwUwMlDFSYcCWb4nL7Krc6N2/7+W8UkiQhCALxyCOPuJ/+9KfHf+EXfmGqyILYGoUIcSOSZXl9cdjLlWR3ZO2F8w3MsdIxpv1ppJAIBCdLJ/H2+Ka3VVSSEJ8/j0ryVpYqTogvXUZYNpp3zWZdrhEG1hrfZ9xqjeqRCVCSJPIxTIfKkXG8+sETTApuQEwX3FEYTC+OGaVtC3rNfrQgQMwTzxuzaeZcKdU8EtxGfnp5rcBYGJAVFBx6NE1SqlnLSghMR8f2DNIkI7tGnEBAao2BvLKQPRVpdYKgTNrqYUkNx0kXc0HtKlkswbPytsPe6MI6Ms0Eut+CJMrjT/sZMD0iWaHXl6g0FzqiGOKBj+ZUiIIUx5D0WwGWqy/vBCE1GDmbe1R0rwBZPpZEe5oNsVvEUbggQEDut1WyStjKo+qO79jrZHFMb9AmUxmC3F7DlB1Ulq57bcEi9Xr9hb1eTwO4++67Z37nd37nwn7PaVg5mLuMgt2l/UzugDzPoJkbABVCxDJ0qTPhTeDMudMPkxdE1u8vCBDLxnvdlSKE6ebGecGSvwlp5JuYA4hmGDhehbDUJwl1dNvCLVfQ9OHaXD34wwcbD/zTA8dn/BlzxBmJ3vKCt1x83bNe11z/yoIDT+1k3pYu6udx1a7N5SxvnWit9noKaJyBziRE3bybRmkcrFLe4m6pQabQ8s1CQcE6FPFp+HHKJqatE0UJmiYx57pgaLpE0wVpslyI0EtlqI5A1CNOJO2mQqkERIl4tkUc65TLIIRCVI9h2BK/H4PhLqwZRBZhyNl8jZlGuaeN4UCWknTbZKpCnCRouk4aKxCSLM0WTB7TRJGlCk2/JsNdiLzETM2Vl/WvQtCBsdtyQWKDpElCliTolrXtlpc7hlqjscJa43OkSUbQi8nSDMPW1y0P8TTJaLlGs9dEIsiE4GhtHGvIWsXvd2z6yle+8sNut6v97d/+rfubv/mbx+69995Tn//855/eq9c/TBQixI1GNFguQECueg+aw1knnKWbugHtB0op0nYb5fsIy0KrVhG7HfTXev61/q9qN8HAyzdNmnGgs2NCf4DKUspj44g0RWkaWZISDgZDU5Lx4A8fbHz0mx89FaWRBJj2p82PfvOjpwCKhf4hwa7kHzuEZ2p0/OVZDUKAlHOL/JFV0mnLE3kZSNida7lXX3CuLyhYiyI+HR40Q+IYy7MFhBR4dZvuTLBQrqFbErdi5mKpXSFo+qj5Db/hkJaOM93sECQamuPgejWcERMHD/+JBPwmMmpTGvGQvdm8y0aS5hmVSYTKEvwkpte8TOQbxFGCWR4Hw0M3dUxrUSCR2iriQNCBsJMLG9rcPNMgFya8jfXJ7DanGbTboBRS16mMjh+INYNh2eiWRRIuL4WxrmO0ncYZrav9BSHJ78XEYUK5sXZ8L9kGt5WOEGl1ojjCsV1cx8Iyhieb5CDEpjvvvNMHePnLX94bGxtL3v72t9/867/+65PPfe5zw/WuLVhOUcRyo7Fa7f/1xg8qQRemHoUr/wxXf5DfiA4o8cWLxBcuksw0iS9dJnr6aVS6u+lv0vOQ7vKbkdAkWnWNTZGUUBqDxmmoHs8d+A8oaRSBH8Cli6jzz8Cli+AHpHG0/sUHhAf+6YHj8zfReaI0kg/80wPH92tOBQebumdRshfPDaQEU9+AmOnU8syMyrFCgCjYEEV8Gi7iIGT6/GUuPfY0zctXSKL174W2a9A45lEetamOOdSPeEht8Vd+bblGfyBIZBnljpDpJXqtkHCQUC6lNI7a1MZdGvUEe/AkxH0wvLwjDxmohLDbJMkU7vgETsPFrtfB0ikf9agdcZC6QEhBqbFGhsJgBmafhNbT+ef5Nd8q7SxXw+91GbRaoBRhkNCZ6nHpsWfwewdj31gdn8B0PRACqeuUR0axvbXLf/1etCKTxe/GpPHqGXMAjl6CZpfm00/Qvvg0nfNP4kU65gFe713LQYtNd9xxxwDgscceGx4l5wBRZELcaJherkxfKzpYQ9TaMI2h9dTiz5D4efso3d6VzfOb3vSmLV+b9fukreWmTtnAJ223VzeJ3CGEEJgnT5LMzJANBgjTRB8ZQZrDHyclgnjyKfzJJ0n8Abrr4cZn0G66ab+ntmFm/JlVfxFrjRcUaFJw86hHP0xI0gzX0nnuL/43+z2tgkNIEZ+GhyRKOP/DC0T9fDPdme4TdH0mzp5ErpNxqWkSZ42OFKajE/bzNVYcpSRRimGAkUwjggB0m7A/jm3MoutArQapBzM96M+AVeZNz22DFJCEpKkP9gS2V8eoVEmSDE2XNI5VEdLKMzIEJGFGEgfouoZhabkwEgcQtBbLE7I079ih22CWN/T/FM15LgSDmEF7XnhImJ1sw5HarrTb3Ay6YVCfOIrKsrU7mS0hTVcXG9I0QzNWv747O8v5wSUiI8gbKIkYY+oZon4AG/tv3HcOWmz6q7/6qxLArbfeOjynYAeIQoS40ZAaVE/C1R9C1AHNgvrNec3yfjJowmCuTMRtgHsdE7ews0rmRpaPHzBFN4tXV+nVGuM7iTAMjImJXX+dvUYMOrkAMchd/pN+D//yk6jeC6E8HL4dI85INO1Pr7hpjjgjxY2s4Lp4VnHbLthdivg0PHSmOwsCBAAKurM+1W4Pr1bd8vM6nkkaZ8xe7tNvh4SDmJIzhWr5JGlGliq8tAfjS18jAySoCKa+n6/Tkgg0C3nzj0Ca73RzT4p8o2yYJrpp0GsFDNoRQS/G78fopqTcsCnXbRzZy2vPKifyMo80yg/T7DpYGzMLnxdkwkG8YnzQifZdhJhnIwIEgGktikTzSE2gm2sLT92wRxj6iAw0BHGa0eo36QRtJhiOJKf9jE0vf/nLz/74j/94//nPf75vmqb66le/WnrggQeO/OzP/uxsUYqxNYpyjBuRoAOGmRunWR6k4boGOLtK72qeYhd18o/WU7mSvhZirT/b3TEZeuSRR3jkkUe2dK10nPzmudp4wZaI+rNYtoVTKWN6bv7ZMokGs+tffEB4ywvectHUzGVHGaZmZm95wVsu7tecCoaP7cSmgoK1KOLT8BBHK0tpVapIVzGm3iy6oWG6OrUjHo16TNyZZfbqgKAbEQ5iwm6X/mDJ2lGzAC03yQ27PDJp8MhsHUwXy9DQreU+U26thm7mYkdvJsTvRfjdEDJFEqREfkK3GZBmc2s+04H66dyIt3EGyhvvHOGUyiAlakmHIbtUQkpjRRvTYcD2DKwl7ULzUhY79whaA8MzqegeahAQdLvoQUq9MoJ0hkfY3s/Y9KIXvaj/J3/yJ41f/MVfPHPvvfee/dKXvlT74Ac/ePFP//RPz+32ax9Whucvr2BnCPvgz23w51u1Rd081W2/uiH0p1YfW8tsyKqsbEkn9VxU2QUeffRRAO68885NXystC/3IOMmVqwtCj9aoI8tDkvt2ANHLVYSuIQE51xFD6BpGeZ+zeTbBvIFS4T5fsB22E5sKCtaiiE/Dg13yQEzDkn200AR2afsltqEfIxAICa4n6WuCoJfilEwsR0PTBN2uJLTH0OIWmQIVj6KnI5i6zaN9BzSDO90GMu7TOPk8gn6PNIkxLGfBFLI9M6A9NSAYJCRRil0y0HRJEitMGyLl4uguJIP8UEcz8i5Am1jz6aZJ49hxsnSKoBdgWA6GnWdRmO7wbYWEFFTHHOLIJEvy7hjXEyAAbNtGLztoAwuZ6Ri2g1V1qerDsx7dz9h03333Td53332Tu/06NxLD984r2B7pGhlDSbD6+F6wWo/i6xllSi1XwbtXcgMk3c0V8T3oF52FIcnUFFm/j7Bt9NFRtOuYBwEYo6NolUreHcM0iyyIbWKPHsM6cTPx1ctkcYQ0TIyJY1iNI/s9tU3xume9rlks6oeULM1FUN1eNdOpoGDYKeLTcFCqO9SOjNOZaZLFCdLUGT85jmlvfD2kMkXoJ6Rxhm5pWHMn40sNIjOzhG7pOGWFU9IRQhCmJp22wNNcYt9k5qmrVCoVymmNfuaRihCNDOIB2BWElDjXlEwG/Zg4SBEy7/STJhnt6QGmpZNlGVmaUR6xYOQM9KdzfwjDytsPb7IzmmFajJ8+RncmIJrrNGQ6Ol5t/U5gSZwSh2ne6vQAZQ4YpgbXKcFYiu5n6JakfHoMFGgigzAkTIarkqCITYeHg/NOKtgb1nJH30/XdLu2mJ0xj3MdTwjI59s4vTvzSZM8MySNwVw8TVBZRvTMM6gwz8BQcY+o38c6cwZpX9+LQpomSkriq1fJnnkGYRhojQZ6bXhO7w8KUjdpPOdfMRh9mmTQx/BKuEdOLWRFFBTsKr2pvC45S/KMrMrxvANFQUFBwR6jaZIjp0eojpdJohTLMxfaXW4ElSlaUwO6022CQQ+VKarjVcZPjWF7BkEv91BQwkbWT2KJS7k4oRsEWQOEidQEvVaIUjDoZHj125BT3yVLMqQpwB3PD45WIQ4ShBB4VZtMBfRbGVEvoVSx0DSJAKIgxSlZO9JGXtMktXGXJM4Pv3Rj/Q38oBPSm13cqFuuQWXERqyTeXDQ0DQNx60wG/YIVExN83AsD0MVlfkF+8NQ/uUJIUpCiP9NCHFZCOELIf5eCPHqDVz3Pwgh1CofN056jeFA6ZpA7tT315iyciw3GELkH04972+/HyQRTD8K7fP5RqP5+ELZR9bvLwgQC2SKtNvd0FNHFy+RNmdRcUI28IkvXNzwtQXL0R2Pyqnn0Lj9Dso33Y5m7X+v73na7bZ805vedHJsbOz5tm3/2POe97zb/+iP/mjdvNH3vOc9x4QQL7r2Y3R09AV7Me+CDRD2oXNhMVMrjXI/m3T3jWYLCrZLEZsOJ0IKnJJFueFuSoCAvFtEr9lh0G6RxQkqTWldbtKanMa0darjLqajo5sS79gx7FueT9a4lbR2GzEl7JKBFJIsUaBbqBT6aozwyH+CMkt5+eyt/+maB11Syzfyhq1RH3OpTTiMnCxTGbXxahZe1SQcJBvybVCZIhjEhIN43cfrhrYhASJNsmUCBOTmlsFgCGO+6/JY0OdSp8VMp8tT3SYzjo1hrJ8JUlCwGwxrJsRDwI8B/z1wDngT8JAQ4lVKqS9u4Pr/DOgt+frGcnyuTIBdyVtbatb+t+fU9DyrYX4hr+3jifZgekXJikEKura2eecGTD2zMCRbRXBI2220wh/iUPGKV7zi7Pe+9z3vQx/60IWzZ8+Gn/nMZ0be+MY33qLr+uOve93r2utd/9BDDz1aLpcXjJcsyxo+16zDSthZOaYyCLv74qljGEX2T8HGKWLT4SGJIvxuhzSJMW0Hp1JdVj6xUdI4IxwMVowPuj1q6SiWoy+UZwAoZRP5LmmSoRnmQkaB6elEQYJZH0ElbcJ+iqabmJZx3TWS7Zn4vZgsVQhNoJs6Tklb1q1CCrGu73gcpXSmBqTJnPeWLqmOOxsSGtZ73tVIwhSGqLM9wHQWkUqB45ZIsgTTsJkctBloGfvkCFdwgzN0IoQQ4j8H7gJeo5R6aG7sPwBngI8DGxEh/l4p1dq9WQ4Bppt/HCT2U3yYJ1mpR93zin8FI7ehDAdhGqhoiQIuxMZEhP3sPlKwZzz44IPVr3/965XPfvazT7zxjW9sAbzyla/s3nHHHdYHPvCBExtZ6P/kT/7kYHR0dPvW5gU7j1zjlim2t9DdKvfcc8++vG7B8FHEpsNDEkXMXLoAWa4Hhf0+cRhSHd+8L5JuastMLQGQEhCkabbQ2nIeIcRCVwbLNejMBMRBQqVhoxsSBahOH9urc8/zX4ptJDDzBIzeAuZK/yzNkNSPePi9iDTNGLFKROFyTzC7bKwrsPRbwYIAAXkGQ78dUh29/jo3TTOkFGs+v26snjCurTF+kFGI3D9C6EglQZMoXS4ISQUFe83wvYvgbqAN/N/zA0opBXwWeLYQ4jn7NbGCQ8BqwozUwbARUmKeOIEsl0AIhG1hnjyxIaNJadvI0io34CUChsoy0k6HtNtFZdmKx24Zvw2tC9CdhCEzIBo2HnrooVqpVErvueeeBZFTSskb3vCGmXPnztn/8A//cH3zkIKDjVPLfSCWYnh5ZllBwQGmiE2HB7/XWRAg5gl6XZJo80m9lqtTGZ2LXwKSWBCHGeEAWlcCBp2AKGri+5eIoiZKLb6upkvqR1waxzyOnKly9seOcOJsiZvOSE7dLHIBAnJjyunHcjPxuTVI5Cf4/Yg0ztAMSaluUx11qU94VEYcDEtDNyWlmoVXXb9cIA5WbqRjf+3NdeQnNC/3mLnQo3mph99f/f9ONzScyvIDMt2S2KXdN0LfaSacGl6pSmilhFZGZMGZ0dOUzeKtX7A/DF0mBPA84HtqaSTM+c7S76/zHN8XQowDV4H/B/h1pdTVnZ1mwVDijkDQyduWAiD563+5BEaTl770pUjXxTp1CqXUplMfzWPHiK9cIe32ELqWd9ao5uW4me8TnT+/kGUhLBPzppuQ1jZr9bqT0L28+HV/GkbO7q8R6SHmBz/4gXPLLbcE2jWnRz/6oz/qA3zrW99yXvSiF123Fc3tt9/+3GazaTQajfhlL3tZ++Mf//jF48ePX6ddTMGeoRnQOJu/j5Iw71vvje1bh4y//uu/BuClL33pvrx+wfBQxKbDQ5asvrlOkwTd3NzmWAjB+OkxTEfSaXbpN30sz8OrVsmyjOb045TqGVITxDEkSQfHObVs/bO05MH1JPj5Ouav//GHkEa89LQFbh1QqN4V2ulxonRxY19u2DhlE5UpojDNxY2JtbuOrbb+0gxJEi3fFmjm6uesWZrRmfbJ5nwj0kTRnQ7QdQ3DWpnVVq47mLZBEiZIXWK5xrrtMA8itbLHbfVjVM0ycRpRtjyOeDYld8jqSgoODcMoQowAj64y3lzy/bV4Avgg8C1yH4ifIPeVeJkQ4kVKqdnVLhJC1IBrnRtPbGbSBUOC1PJNetjNzefMEuf+/FvA8oX+VmovhWlinjy56g00vnp1WZmHCiOSqSnMEyfwE584jXEMB0NuomQlTaB3ZflYFkN/BmrFn+9u0Gq19JtvvnnFQn5sbCwBmJmZWTPmnj17Nvi1X/u1iy960YsGpmmqr371q6X7779/4mtf+1rlW9/61vfGxsZWrDynp6e1mZmZZaumc+fOHYC6pkOMYR+Y98+5c+eAQoQoWJ+9jk1QxKfdwnQcgt5yjympaZjrdOm6HrUjI+imh+0uZgRkqkc46GBY1oJHQ5J0SZIuhrFG9pfhgO5A4nPuUt5S86WnTyx0Ggt8iHpTUD22cEmvFYIGnas+/VZIHKY4ZYPRExXcyqKoksYZvVbeXlNqAreyOC+3atGZ8hceK0T+/dWIgnRBgFg27serihDACm+MYcRybG4qVzHbPaJQo2wbHG+ME6uEwpqyYD8Y1nfU9Qrs1/yeUupz1wz9f0KIvwX+HHg78BtrXPpu4EObmmHB8CLErqZXXytAKKXI+iuNodJul8u9yzTDXF+TSCa8Cer2Ou1LF54gyk3zVhsv2DWuJ1Bd73tvf/vbl/W9fvWrX9298847+695zWtu/djHPjb+0Y9+9PK119x3331Hfuu3fmv7fcsKCgoOPXsZm6CIT7uFXSoThyF+J7fxkLpOZWwcIbdXYa3pi9fHYcqg1yEIQoQUpKnCq1oIAVl2nTWEEFC7CdoXFlfjlaML2ZdxrCBdroWpTNGa9OnPBqRxvmbxOzEzF3voZgXTzrcq7Rk/N4RkLnuhGSA0ge0a2K6BdlQS9mOEyP0qdHN1QWGtP/WtHC4NE8pPufLkJL4foTJFO+ji6U3ME8NXWlJwOBhGEWKG1bMd5s1dm6t8b02UUv+vEOIy8JLrPOwTwO9fM3YC+OpmXqugYDWEELnhZbDcr2Eg0wUBAiAjY7I/ScksbSwjwnDy+vVrRYdVzKEKdoZarZbMzs6uiKtTU1M6QKPR2FTq8t13390ZGxuLv/GNb6z6S/vgBz945Zd/+Zenl46dO3fOeMUrXvHszbxOQUHB4WavYxMU8Wm3EEJQGR3Dq9VIkwTDtLYtQEDuD+F3JXGUMeiEKGxMW0fTBXGQEOoSu2SgaeuUc5oujN0G5n/Ms0utxUMdXRMrykGzTJFE6YIAMU8SJYT9GNPWiaN0QYBYSjhIsOeMMg1TQ5szWkySjCTJMG19WelEP0wIspRUA23J0wm5aLh5WPGneshMQ9iCNEsxpUkw4xP2AsxqIUQU7D3DKEJ8F/gvhRDyGl+IH5n7/C9beE4JrOkEONdJY1k3jcOumBbsLcb4ONH5C4tdNKQgrjuAv+xxGRl+7GNYK2+WSimU74Om5V4SQkD1JLSezktLAMwKeKO7/NPcuDzrWc/yv/SlL9XTNGVp7fW3v/1tBxbrrzdDlmVCrrHAHB0dTQu3+huINIY4yEtCDkI3oYKhYa9jExTxabfRdANN37k4IDVJ7YhLrxUS9DXSWJGkFkG3j+k6xHFGxRxD1zd4kCEESjMI1ACVRejSxfaqBNYoyZIVt1c16c2uNM2WmlxozbnWinvpUtzvRfRmfLqzIUmU4ZRNnLJBZdTBtHUuzvo05wwo0zSjIgU1XUczJG7ZOjAdL9Ikxu90SdME07axS+Ud2XMEcUSY+nR606RkRJpJuV4hCALK1cJcebOcO3fOeO5zn/s83/dlq9X6VrVa3UFH+RuDg/GO2xwPkfszvOqa8TcCP1RKrWdKuQwhxE8DR4C/3ZnpFRw2XNfFdTffzlSlKUmzSTw5Sdpuo67TplOrVLDO3Iw+PoY+PoZ15gxGubrqY41VNh+Z7xM+/gThk+cIH3s8N7nMsrysZPw5UD8DI7fB6Nn8ZKJgV7j77rtb3W5X++M//uNlHjKf//znR06fPh2sZ/x2LX/2Z39WmZmZ0e+4447ezs60YM/Yqfa8vatw5XvQfDz/3L2y5dhUcONRxKaCjSC1vCNFGrcI+23SwCQNygRtgWffjG1PbPi5HMfCtCAqlYgtC9/MiOt1asfrlBs2XtWkOu5SbjhURu1lIoDQBJarL2Qn6KaGuYonw3wWRBKldGcC/H5CHKSoTDFoh8RBSm82oOPHCwIEgKZJ+kJgj+RdOdbygthr0iSmefEC/VaToNuhM3WVztTO+OYrK6XdmcFIBHYkIMqY6U9iekV3jK3wzne+84TruoXwsA2GMRPii8B/AP5PIcQIcA74BeAngf9i/kFCiL8CXqqUEkvGvgX8AfBDIAbuBH4VeBz4nT2af8GQ8drXvnbT16g0JXr6abLB4uGS1qhjHju25jXScZa1+6xmOrPhLGG6eEJQN+s4+spUyPjyZVS4+Li03UHYNsbYWC46OKsLGgU7y2tf+9r2Jz7xie473vGOU9PT09rZs2ej3//93x/5x3/8x9If/uEfPj7/uBe/+MXP+uY3v1lSSv3D/Njtt9/+nNe//vXTz372s0PTNNXXvvY174EHHpi46aabwve9731T+/MTFWwZfzZvSZeGeRvPytGtl0JFA+hcXDKQQfcSr/03P1uUVxVsiCI2FWyUJAoQYnHDLtARygCx8f1WkvT56Z++lSi6ShjNYFp1hNCJ4iamNbpgKDmPV7U5dqugMzMgjRR2ycSrWwt+EADlEZtBO5wzppQ4FXNBmIiCPNszjpYn3sRRimZI4iBmNfw4xTUXXyNLszwDY5/wu12ydPnPEPS6uLUahrm+fWSWpYS+j0BgOc6yMh3d0hl1HGbPP0MSRtiVCiPHjpNez+OjYFW+/OUvl/7mb/6m+q53vevyhz/84YPhVD2EDJ0IoZRSQoh/A9w391Ejb8n5GqXUw+tc/gPgbcAxwADOA/8H8OG5kouCgh0hbbeXCRAAaXOWrFZDbvDkUpc6pyunaYdtoizC0Ryq1koxIYsiMn/lIVbW68HY2NZ+gIItIaXki1/84uPvfve7T/zGvgYR0AAAIABJREFUb/zGiW63q509e9b/7Gc/+8Qb3vCG9vWuveWWW/zf+73fG7969aqRJImYmJiIXv/610/fd999l4qU5iEjGsDs0yw4s0VdmA1h7HbYSu121F97vBAhCjZAEZuWk2UKlaoDk4K/Hn43IhjMmS56Bo63ezX8mVJz5QkaSZggRO6XoGkbKwlI0xDff5o4bpFl4cKH7ZwAlZBlCde2igVwK9aaHS0gz14oN1b3o5gXDnRNkrD4JymkQGoCzdDIzx6XY+v5PEI/pt/Kyzh0U+LVLCxn70ve0mR1a5YsSWGdX3kcBrQmLy+IGFLXqU0cXRAvbD9C68xScRwyz0FHoM/OYImh2wruK0mS8O53v/um9773vZdqtdpQxr+DwlD+5SmlOsB/N/ex1mN+apWxn9/FaRUMGSpNyfr93EPBddesufuLv/gLAO66666NP3e4sr4RcsFgoyIE5ELEiHO9rrMgNC0vmLwm61sYRc34ftBoNLI/+IM/eAZ4Zq3HfOMb3/jhtWMPP/zwuV2dWMHeEbRZ8YZMIwg74Fzb7XkDyNVv1X/xtW+Abm8qNhXcuBSxKaffChh0Y1Sm0M18Y3tQ0vFXo98K6bcX1xSRn0LGimyCncK0baSmYdlgLclEMJ2NrV3ipI1SKX/3jQtk6YAXv/goWRaQpT6GUUfKnZ+35ejopsTydMIgRaUZmiExbR2vamG5Bq0goRcsbvJrroFn6aRxRmc6QM217Uyi/OvGUW1Zx5C9wLRtgm5n2ZiQEsNePwui25xZlkWRJQn92Sa1I3mDGqufUbUqzEbTuQCn6YxSRgxCKO/sz3GY+djHPjYWhqF4//vfP/WpT32qsf4VBWsxlCJEQcF2Sft94vPnUcmcYuy5mCdOrLpxv3DhwqafXzirqPVCbEqA2PBraRr66CjJ1SVZsVKg1TfYyrNgX2j+8b9rzNx///FketrUR0ejkbe97WLj51+/qe4+BcPGFs3FnBr0SxAvKb83PC5MTq99TUHBNjis8Snox/Tbi+nn+YbTp3HMO7CG435vZbq834s2LUKoTOH3orxEQZM4ZXPVTbaUGpWxI3Sb06RRhJASr9bA2uj6Zc4z/spkH6WWzl3Hto/tyv+zkILquIvfiTAdnTTJMF0dxzMXSjpONVw6QUyYpDiGTnluPAySBQFi8UdQhH6Cu0tCz1rYpTJRECwIEUJKymPjyA14eSXByozYyF9SEiw1jmkjNEZqJFmCIyy0FJQ8mH/3a7GfsWlyclL7yEc+cvx3f/d3z1mWtUOGTzcuWxYhhBA3Ay8jN3X8I6XUU0IIE5gAJtXyyFNQcKCIL11eECAAsv6AZHoaoyTzU0whwRsBZ2sbea1aJev1SFtzWa5CoB8ZR5q7c0MzxscRppmXYEiJvomyj8PGuXPn+Mu//EuuXLnCPffcw+nTp4miiMnJSSYmJjB36XewGZp//O8aVz/ykVMqDCVAMjVlXv3IR04BHIaF/g2PU8uNJJc2XdJssLZ43CQEjJyBwQzEft7izmkAj+zEbAv2kCI+7S+hvzIlP00y4jBd5j9wUFBKrepte+2meSO0p30ifzETIBwk1CZctFU8ECzXxXROksYxUteWbYKVUtcVEnS9TBRNIQQIYeI4pwCNSuU5yI20F98imiYp1dc2WZRSUHNXvr+EyL0j0jhD0wS6pc/NfdemuiZCCKpj43jVufartrUhAQJAM02Sa7Jw9SU+Es6J4+hPncMcROipiaaDc/woVm14Dqz2Oza95z3vOf6CF7yg/7rXve66JWwFG2NLeUZCiP8ZeBT4XeB/BM7Mfcsm92d4247MrqBgF8iiCBWt1Miy6fPQvQRxf66G+6ncXG4LCCEwT5zAuvk0xonjWLfegjG6u60x9VoN88QJzGPHblgB4v3vfz+33XYbb37zm/m3//bf8uSTTwIQBAHPec5zuP/++/d5hjkz999/fP4mOo8KQzlz//3H92tOBTuI4UDjTN4SVxpg16Fx89b8IOaRGpTGoX4q/6wdkA1TEkLYg6wwCV+PIj7tP3KNU1+5Qb+DvSb3Y1j5Xp/vGrFRoiBZJkBALr6E/dUNG+dfWzfNhU1wGme0pwZMn+8yc7GH341QKiNJeqTp4om7rnvY9gnmM790vUqpdMuuChDbIQoS/E6E34nozYb0WyFSE1irdOPYK3TTxHLdDQsQAF79msoAIfCWCAxubRT99PNQ5XFSt4oavQnn9O3oQ1S6u5+x6e///u/tL3zhC6Mf+tCHLk1PT2vT09PaYDCQAM1mU+v1egcziBxgNr0iEkL8MvA+8m4SP82S/NI5r4Z/z8r2mQUFBwah6wj9msCuMkQ2WPng/sy2Xkt6Xp6VcABOtw47n/rUp/jYxz7G29/+dv78z/98WUvUSqXCq1/9ah5+eD3v2r0hmZ5e9Q9irfGCIcQu5y1xJ54HjdNgHLI2aErB7DNw9fsw8xhc/R4EnfWvu0Ep4tPBwPbMFaf4lmugGwfXE6JUsxZFBwF2ycCtru8RsJRsjcyJLN14RkVnxiccJCiVCxitqVlmZx5nMDhHv/84vv8MSmUolSGliZQ2muZSKp1F17duoBsM+jQvXeDquSeYnbxMHK3uubUV4jAl7CeU6jZ2yUA3JZousMvGvnbJ2Aq269E4cRKvXserNxg5fnJZCU00SMiUCdURZGMCvCpxmItLw8J+xqbvf//7dpIk4q677nr22NjYC8fGxl74gQ984CaAM2fOPP+XfumXbtrtORw2tiLzvQ14SCn17rkWmdfyHa5jGFlQsN8IKdHHxogvXV4+Vl4lVTpLqVQqezi7gq1y//33c/fdd/OJT3yCmZmV4tHzn/98fvu3f3sfZrYSfXQ0SqamVtw09dHRooytYMPsa2waNMFf8j7LYmifB3OLHUAOOUV8OhgYlkZ13MHvRWSpwrR0nMrB1lakJqmOOaSphYAtbY4NS0NIsaKMY6OGnHGUEod5CWuaBmRZQhRNgy7R5/774riNUoI0HaBUhOuCEBpJMkDXt5adGYcB7cnFtVo06NOOI0aOn1zWfnKrzLf0lJpY5rEhhrTa3zCtNVt5Drp9kihE6jpCZAgh6c/OEkUNHGNzotZ+sZ+x6a677uo9/PDDjy4d++IXv1j55Cc/OfHggw8+9qxnPWvn1LEbhK2IELcBn7zO96eA3c07LyjYJnqjgbBssm4HNA2tWkX2LkFwTfmFU+M1r3nN/kyyYFM8+uijvPWtb13z+2NjY0xPHwwjv5G3ve3i0rpGAGFZ2cjb3nZxP+dVMFzsa2wKuyvH0gjiAVilvZ/PAaeITwcH09YPpP/Deqzm3bCZa8sNm14zWMiKcKvmdcs6VKaIwxShibwBl0oJwyuk6YAsi4niGUznKPNbCaVg4D+FadRQSvGyl91MHLdpt/8B2z6O4xxHys1tdoP+yvbEaRwTBj62u/32xPoaLVo18+BmxmyVLIvwux0ify7rV0pK9XouIDMcIsR+xqajR48mr3zlK5fd+J588kkT4OUvf3mvWq0OT0rJAWErUTgArvfOPwW0tjadgoK9Q/NcNG+JOl89nt9FwzljSnckr70uGAps26a/yoJlnqeffppabQvtEXeBeQOlw+g+X3CDoK22eRFrjBcU8enGIEtTojBAkxqGfbBKsGzPwHR0kihF0+V1209GQUJn2l8o17BcA0SfNM03sEJIlMoQRgulRudMHFNUlvtOJEmHOM63Amnqk6Z9guAKrnuwMtZNW8cpG/jdRW8My9X31Q9it9D1FCEXfUEECsEAzRien7WITYeLrfzlfQO4G/j4td8QQtjAvcB/3Oa8Cgp2hHbQphPldcpVq0rFuk76smbAyM2QJrkt8pwh0Je//GUAfuZnfmbX51uwdV784hfz0EMP8d73vnfF94Ig4HOf+xw/8RM/sQ8zW53Gz7++Wdw4C7bDvsYmdwT8JmTJ8jF9OE7U9poiPh1+/H6PztUrzLezsDyP6tiRHSkb2CmkFOtmgSil6M4Ey/wiwkGMNGLskkkUpGiagVOrg5wC6oCGEAaGUQMESdLjkUcuAfCv//XtQC5MKJWXAWwU2/MYtJZnqGqGgWWv0gZ9i5QbDpZjkMS5OGM6+oFt17odpK5R8hSlOCQLY6TrIEsGashMhQ9SbHrnO9858853vnN75nE3MFuJjB8DXiKE+Bzw/LmxCSHEy4G/Ak4A/8vOTK+gYOs0/SYX+hfoxB06cYfzvfPMXltusRqaviBAAExOTjI5ObmLMy3YCd73vvfx9a9/nXvvvZfvfOc7QP67+8pXvsJP/dRPceHCBX71V391n2dZULBz7GtsMmwYuRW88bz7R+0UVE/sz1yGgCI+HW6yLKU7dZWl/TTDfp+gt0rZ0j6iMkUwiBl0ozUNCdM4I01Wfi9LJV5NUZ/QqIyBV65g28cwjAamOYbn3YJtHwUUQujMzPjMzAQYRn74I4TOEi/7DWFYNtUjR9EtK+865npUj0xsWdhJ4pQoSJYZwwKYjo5byQ1Ad1KAiAKfyB+seL39QEdiX7qMeOYpxOULyHPncLt9tCHqjlFwuNh0JoRS6i+EEG8F/lfgDXPDn5v7HAH/rVLq6zs0v4KCLTMTrBQnm0GTuj08PZGvxyAeMBvOopSiYlaun+VxA3DXXXfxyU9+kne96118/vOfB+Dee+8FwDRNPv3pT/OSl7xkP6dYUHC4MOy8jK1gXYr4dLiJg3DVE+UoCHAq1X2Y0UrSJG+xmUT5PPtCUB6xsb3lm1CpiVVNLC27hhADlFrMfnLdm7GssYWvNW0CTbMRwkKIf0EIbcEHwjRHt7TBtz0P29ue/4PKFJ2ZgHCQl11ouqQ8Yu+aN0iaxLSvXiEOgvz1TJPq+JE1TSP3Aq3dptfLaCYVkhhcKTEmpxFRBIUQUbAPbOndp5T6XSHEvwf+K+DZ5NLmY8D/pZQ6FMZFBcNPmqUrxpIsWeWRw0c36vJM95mFr9tRm4lsghFntYY1h4dBPCBOYxzDwdRWOpq/+c1v5tWvfjVf+MIX+MEPfoBSiltvvZXXvva1HD9ebJYKCgr2jyI+HV7WOk3W9O1v7pRS9FshQS/fQFslnVLVRsjNbej9brQgQCw+b4Dl6MueS2oSp2wwaC82HFBE6FYIwkAh0PUSplFD11ea0BpGDcOooetfRakEXa9iGJW5Uo39we9GCwIE5IJMbzagcXR3THT7rdkFAQIgjSK6M9M0ju7f+7zb8plsSfxehMoUA19D6Drj3R7aNkWegoKtsGUJUCk1CfzvOziXgoIdpWyWaUWtFWMHkSRL6EU9pJCUzBJynZrJZrCyHK4ZNGnYjUNZy6iU4nLvMrNRXk4jEBxxj6wqukxMTPCOd7xjr6dYUFBQsC5FfDqc6IaBU6nid9oLY1LTcCrbX3MM2hGDzqIg4HdiULmXwWaYb0e5lDRRpGmGLpd3gyjVbHRTIxzEqCwAbYaMCOY1DJWuKkAsR6IygzQYQxcG7ONhexSuPIBKoowkTtGNne+EEQ4GK8biIEBl2b55hLQyO/fzWCKMdfoZXWEPSW+MgsPGpt8JQoibhRCvus73XyWEOL2dSRUU7ATj3jhlo4yY+1cxKoy7m+92MTIywsjI7mUYDOIB35/5Po+3HuepzlM80XqCML1+u+E4W1T0hQJ9tkv6+Dn8H/6AeGrqQNQf7iTdqLsgQAAoFFcGV4jSxYXZuXPnePjhh9d8jocffpinnnpqN6dZULCn7HZsKtg5ivh0+KmMjlE5MoFTqeLVGzSOn9iRTIigH68YC/srfQ3WY7V2lFITa7b+FCImDqbpzDxO68oFwv7i/TZJOgudMiA/KMiWZJ9GQULJrlL2qvjdmNbVAX43Yr+Qq/yMQgrkJrNJNspqv3dN1/fVpDTxqhhHJ5CGDkKgew7ZsROooqNRwT6xlUyI/wk4Cax1N30vcJ68S0ZBwb5hSIObKjctbFRXS9/fCK961Zqa27ZRSvHd6e8yOcjN5QSCUXcUV3c5Xl47ba9klBaECm22S3L16v/P3puH2VWVid6/taczzzWnKlNlToAAYWwGmYcWbUGxFUHFbm9/tn5qO3wqXodusX2ujXa3tvo1rRIVEaTFFiQok4gyCSZomAkJmaqSms487WHdP3bNdSqpMVWV7N/zHEKtfdbe7zl7n3et9a53IKgFEZaDdeAgAHp9/bj9FxolqzSmTSIpmaXB+3rDDTewZ8+ece/XTTfdRFtbGz/84Q9rHvfwWGjMpm7ymFk8/XRsEAiFCYRm1sV/EsUkDkkw4qNaskcknQzFfTXDOhzbJn2gExwHiY1tm2S7u0noTWiGK5Dj2CiKpJDuo5hJI6XEFwwSSdVRypmce+aFI85ZyFTwh2c28eNECYQNKkVrRJ6LQESvaZyYCYLxOJnOkfOWUHxu85Gl6sPsTi3CCSQRtknV8BOtj5KIe34QHnPDVH59ZwG/OsTxXwNnT00cD4+Zx1CNKRsgZptMOcOB4oHBvyWS7mI32YpbVpRSGtJ7IdcJ1tAuQl2gbtDLw+lL41N9I0IT7L4JVAFZQOhKbUu9JobsqL/73e+45JJLxj3HxRdfzKOPPjrjsnl4eHgcDk8/eUyV0YkjgSkt5lVdIdEUJJL0E074SDSHCIRrz40qpSJIG4REUwfCPiTVkpvnQAgNTQtSymYo9PW6STmlpFIokO3uGqe6hsRx5sZLU/epxBuDBCI6/rBGtC5AOO6ftev5gyGSLa0EY3EC0SjxphYCkblNHp5KBVnUHAVfAFMPEgwGWd4WRdNmPhzFw2MiTMUTogE4VE2wg0Dj1MTx8Jh/DLjQzsauY1VW0VV9RFiBRLqTi2wH5If91ArdkFoBuh9N0VgcXUzZKlMJWRhy1CBylIVjxHwx0pU0JdvdWaiUK/hsH9lqlqJWJBKJcPDgQZqamsY9R0NDAwcOHBj3uIfHQmM2dZPHzOLpJ4+pEogYIKGUNwGJP6QTjE5t99pNOnnoTRnHsahUOyhXdgL9iSa1BKaVRlEUhOIj4G9BCJVyoTCmf7VYxB+N8cBv7gfgDWdeBIDmU8YN/TgS6IaKPsk8GtO6nt+P7p89Q8dkqRYtYj4TrUEiHRXd5yDM6qzlxfDwOBxTMUKkgfZDHF8BzK/CyB4e06CnZ2ypz5nCUAwSvgRdxS6c/oxPCgp1/iRkOka+2TGh2DOiJJ5f86OmGrC6R8qoxucuC/VsoCoqS6JLyFQylMwSpVKJgBpASolpmvT19RGPx9mxY8e453j11VeJROZnYlIPj6kwm7rJY2bx9JPHVBFCEIz5CMamZnhwHImUcsIGgEqlE6FVUDQF27SoVnsxfPX4/MuJ1zWiG5FBL4yaFTqEIBg1yObSyH6HCFUTs+p54HF4ivk8pWwOFQeBg1NVyff2kmqNe0YIjzlhKibJR4G/FUKMMen3t/0N8LvpCubhcSwQ9UVpDDbSEm4h6U9S569jQ90G6vQQQ2moBxBgjU1QpTU0oNWlEJqK0FS0uhTaUZQPYgBVUUkGksSUGEElOMIVVUrJGWecwc0330xn51hHrc7OTv7rv/6Ls84660iKfFRjO5JS1Z4z91oPj4XE2Wef7eknjyOKlJJ8X5mefXl69uZJHyxgm2PDJEb3Mc0MAoik6vCHw6iGjmI4JBctxvBFR4y9/hohBv5wBN3Q0QwVzVCINQSJNwSxbYdy0RyRl8HjCCJN1HwGuft17NdfR3TsQ7UrSHvsvNJjLP/+7/+eEkKcPPr1ta99rW6uZVuoTDUx5RXAViHETcA2QAIn4ialDANfnjEJPTyOYhSh0BZtI+aLUXWq+FW/W0ZUSlANGAjTMEuuF4SRAQFEm0Fzd0WEoqA3NaEfwtX3aGK8ONhPfvKTbNmyhRNPPJGPfexjbNy4ESEEW7du5aabbiKfz/OZz3zmCEt7dNJbqNCZKWM7oKnQFPWTCHnJrTw8xuOGG27g7rvv9vSTxxGjlBtZ2rNassnKEonG0CH7CaEipYOiagRjrlelogTQjbE6PhAKQ0MjpWwGx3Hwh8KEYkOemEIRCAG9ncVB44OqKcQaAt7u+xFGd0qoxTSW4xqipFnFV+xB1VbOsWQLi1/84hcvB4PBQWve2rVrD13OzmNcJm2EkFJuE0K8Ffg+8H9wDRDgLo26gbdJKZ+eORE9PI5uFKEQ948KnxACoq2Q2e0aINJ7wAiBLwLlPrAqUL/Kfd8xht/vJ5fL4ThDOzqKonDqqady55138t73vpdPfvKTg8YKKSV1dXX89Kc/ZdOmTXMl9lFDqWqzr688+Ldlw76+MgFDw+9NKj08arJx40ZPP3kcUYqZIrmePqxqFc0w8EcigA/bdFBrlOsE18ivG0mqlZH5SQwjOe51AuEIgfBQKJFtmeS7uzDLZRCC3v29KKp/2HGHYrZCNBWc3gf0mBQGAl9IQfcbSAcUFQxDRfU8UybFOeecU4jFYod2KfKYEFPxhEBKeY8QYjFwCbAS1wDxEvBrKeXYWnoeHguYQyUTm1UCMfCtg+5XIL4Y9GHxlFYRqgXwzWwpsIkgTRNp2yhzlHBJVVWSySS5XI5ypUzAHyAcDqOqKm984xvZvXs3v/rVr3jllVeQUrJ69WouvvhiAoEjl5DqaKZQGeu6KYFCxfKMEEeYOdNNHlPC008eRwrHtimkezHL7iatWS5jVSvEGpsOW/LT72tACA3LzAACXY9hGBMvL5k5eACzXCaViAOCzMEewonUiCSNZnnu1nBSSqolCwn4/FrtvBZHIbo/QLSunnKhgGNZGD4/vnAIoXrjtsfcMCUjBEC/seHnMyiLh8e85NJLL539i5SzrseDZoA/PuThoKhghMGqZds7sgOnlBLrwAGs3l5wJMLnw1jUghI88rsZxWqevvIBLLNKSRooRtPgTk0gEOCv/uqvjrhMxwrKOBM27RiZyM0njohu8phRPP3kcSSoFAvofijlGfRXlo5EVS2UCSSo9BlJfIfwfhgPs1J2PSCAvzhlEwhBrsekUiqNMEJoxtxUybBNh0x3EavqGkFUTRCtC6L7jv6FuBqPo/X2YtgOjm2j+3xo8cScbSgtVJYvX35cJpPR2trayh/84AcPfOxjH+uea5kWKlM2QngsfJxSCVQVxTh0uSaPWSa9F4pdQ38bUUguA6V/kA7ERx4H0EPgGxvXKaXE7u3FzmSA/kEnOfmJRC3sdHpEFQ5ZqVDdtx/fivZJ1yufKrneHva+9BwvbH2MfE8v7uxKEK2rY81JZ9K6ci3hZOqIyHKsEgsYdOcrVMwhF86ArhLxj61l7+Hh4eFx5HGrYUgiKR/Vgo2UoPsUgpEjPO2XkmBEpzwUwYdQxJRLjE6XQrY8aIAAsC1JPl0+bJ6MowJdoxQOUi3kQUqqAkQ4hLcCmBiLFi0yP/GJT+w//fTTC47jcNtttyU//vGPLykWi8r//t//++Bcy7cQmZI2EkL8NfAh3FCMWjN+KaX0DBzzFKdSwdy3D6dYAiFQoxH0lhbPJWscfvaznwFw5ZVXzvzJq8WxBoZqFsppCPYbD3xhSCyFfBfYFTAibmLKGljd3VgHhnShUywhHQe9bvrJe518fkybrFSQpRJilr0hquUSLz32KK/98SnK1TIVe3geIEm2u4tnH7yP//rGN3hw23b2HeyqWb5QCIFlWbMq60T58yN7k0/fu2tRMVM1gjGjuunypfuOO7e1d67lOhyqIliaCtNTqFAxHfy6QirsG9dDwmP2mFXd5DHj/OQnP+Eb3/gGr7zyiqefPGYVXzBETulB0xy0WP+GhhD4I7Mbwqn7/Oh+P2a5zIO/+z0AF5z1FzQ21YHUEAr4gjqqNjeeEGbZHttWsZGOPOrDMsq5HGYuB5UKjmmiqAr53h78kSiqtnCWbHOlm6666qrsVVddlR34+61vfWv2iiuuEF/72teaP/OZzxxUvTXUpJn0UyeE+ATwFaAHeKL/X48FhNnR4RogAKTEzmQRhoHe2Di3gs0mZgmKvW7VCX/UfU2QbDZ7+DdNFatcu90cFX4RSLivw2D3jtXDdl/fjBghqKVghYBZHrwqhQJ/3PILOne8PHjJWtz96BPc9quHCAcDHL92LcsuuWTeDqx/fmRv8vc/fXWJbTkKQDFTNX7/01eXACyEib6hKTTHvBj2uWZWdZPHjPLVr36VT33qU6RSKU4//XRSqfnrsbXQ9ZMHqJpGorGJfF8vZqWCZhiEEylUbfY91mINjeR6eygUiyAUovUNBCLzw9NA1RVsa6QhQtOVo94AAVDN5bD27kNKQLobklq1gtW8aN7OlUYz33TTlVdemb7nnnuSL730krFu3brq4Xt4DGcqT93fA08CF3hJKBce0jRxCsUx7XYud/QaISp56NkB9LvgFbsg1gaheVDaVx9nIWdMzbNAOjWSPdVqmwJaPI6dTsOwTMpqPDar4Ty2ZfLnh389aIAA0BQNRVRx5JAcihD8+omnWdm2iC/87bvx6TpLjj+RjRf/Jco8tE4/fe+uRQOD6AC25ShP37trkTfJ9/A4+viP//gPTjvtNB588MF5n4TS009HB0YgSDIQREp5xEImAVRNJ97QhO53n/NAZOKbPrNNMOLDLJeQw+YPwdixUV5aKZWoViSVgoV0JJqu4LeLKPb88L6aCPNNNw08R54XxNSYij9UE/AjzwCxQFFVRI2kREI/iqPC8l0MGiAGyHW6XhFzjR6A8KgM9/64+5oCaiw2obapoASD+JYsQU3EUSIR9OYm9ObaYSEzxcHXd7HnuT+NaBMIAloAXdVQhYKu6gS0IOl8nnNOPB6f7u70vP6nrXTv3jWr8k2VYqZa8wc3XruHh8fCprOzk3e9613z3gABnn462jiSBoj5jhHQSDQFCcUMglGDRFMIf/DYyGckMDBLDrJ/I8kyHWzHQIiFs4Ceb7rpv//7vxPxeNxasWKF5wUxBabiCfEqMLUVksecIxQFNZXok0WjAAAgAElEQVQakTcAIdBSM5O8cF5i19ANjuW+1Hkw+ESb3fAQswSqMalQkdEMeLPY6TQAaiKB1tAwI2ICKKEQRujIuVXuf/H52nIIBb/qh2FjZ1MqSaE8Mrxl30sv0LCsfTZFnBLBmFGtNWgGY4Y3kHl4HIWsWLGCdL9enu94+snjaEYzVDRj4Sy8ZwonECaUTGKWK0jbQtUN9GgUWzEWTJWCudRNl1566fJTTz21cPzxx5dM0xS333578t5770388z//827PE2JqTMUT4ibgfUKIyEwL43Fk0Ovr0VsXocaiqIk4xtIlqOHZTVZ0WKpFKPZApTDz5/bV+Gx6aMIGiNbWVlpbW2dYqFEYITc8ZBoGCAChqhgtLfhXr8a/Zg1GczNCmZsEUNMl29XFnuf/dPg39vOms8/kwT9spVQZSlq5+7lnyffOv7Q1my5fuk/VlBHuOaqmOJsuX7pvrmTyWHgcEd3kMSN87GMf47vf/S65XG6uRTksnn7ymAk8/TS/UENh9JZWfLEY/kgUXzKF2tSCMkdJQqfCXOqmFStWVH7wgx/UX3vtte3vfe9721999VX/t7/97Z2f+tSnug7f26MWUzF+2cBB4AUhxPeAnf1tI5BS/mCasnnMIlo8DvF54tCS2Q+FA0N/B1KQWDxz5w83uEYOs7+6g2pArGXC3S+88MKZk+UIcTRUOkkf7Kid42IcFCGIhUN86KZvcsGmE2lIJlCEYJf5/5NoGZoIXXfddbMh7qQYiF30ss97TIeFqJuOVVRVpaGhgbVr13L99dezbNmymnHEnn7yOFrw9NP8wh/SyfkMyuEQllVF9weIhX3oC8grZC510ze/+c193/zmNz1D7AwyFSPELcP+/7PjvEcCnhHC4/BUCyMNEAClHgjEp+0VMIiqQ/1K18tC2mCEYYF6BxxLWNXJedd9886fD/7/nQ//dujAnf8z+L9CiHkxyQd3MPUm9R4exwbvec97Bv//S1/6Us33ePrJw8NjtpCOiWP14WAihETIEraVAeZP4tCJ4Ommo4epGCHOm3EpPI5dzPFKVBZnzggxgG9quQzuuOMOAK6++uqZlMbjMCiTTKb1j3/7nprtK08/i6blK2ZAIg+P+YWnmxYODz/88FyL4OFxRPH00/yiXMij6Srh2JDng12tUC2XMPzzP2Gux9HHpI0QUspHZkMQj6MMx4FcB5R6AQHBFESaYPTCUh0noa02f0omFYtjS5p6zD5GcHJGo/XLl9ZsP+Psc2hasXIGJPLwmF94umnhcO655861CB4eR4SBsoWefppfSDlOeOt8qBTncUwyLZ90IYRPCLFICOGVbfIYSXY/FA72V6EwId8J+YNj3+ePgD8xss2ITrlEpcfRQ13b4inXFzcti55MFiMSJdU2g/lFPDw8PKZJpVJh3759VCcZcubhMZ+RjiTXW6Jnb56evXlsa+I5nTxmH19wbJJ21TDQPS8IjzliSkYIIcRJQoiHgBywGzirv71BCPGgEMLLRnMsI2W/B8QoSn21359YAomlEG5y/00uG+sx4XHMYQSCLD3hpHGPOxJMW+IMM+Lv2Lefz/3nLVzz+S/zv77ydbodBd3n4+DBg1xwwQU88MADR0ByDw8Pj7H88Y9/5PzzzycSibB48WJ+97vfAXj6yeOoIJ8uU8qZOI50X5acsiFCOpJCukJfZ4FMV5Fq2ZphaY89fMEg0foGVF0HITCCQWINjQhvvu0xR0zaCCGE2Ag8CrQzKvmklPIgEADePSPSeSxcJqPUhIBAAqLN7r9e0kiPflpWrUWpkUG+YjnkKxYl06ZQsahYDjv3d/DZ73yfzt4+zj3xBABSi1wviIaGBkqlEps3bz6i8nt4eHgAbNu2jbPPPpsdO3aMST7p6SePmcCslMn1dpPt7qIyB6EQlcJYQ4FjT83VP9tbppCpYFZsKkWLzMGSZ4iYAQKRKHVtS2hYsoxEUwu6MX9Cnz2OPaay2vtHYD+wHvgUMHq1+SBw6jTl8ljICAGB5Nj2YI22BcCyZctYtmzZXIuxcCjn3NCbUmbasYbR+gZOvOSNI9psR1IZtrsicY0SP/71wySjEf7tox/gussvQgLBWGzwfRdccAFPPfXUtOTx8JhPeLpp4fC5z32OlpYWnnvuOb7yla8Mxs0P4Oknj+lQLRXp3b+PYjpNKZsh3bmfYiY9pzItammjbdHkwyEt06ZSMEe0SSmpFM1xenhMBqdYxMnnkab3fXrMLVOpjnE28M9SyrwQopYJbTfQMj2xPBY8kWYQSn9YhuIaIEL1cy3VlPASik2C9B4odg/97Y+7ITbTcPdbfNxGbMfm2V/fi3QcbKe2YePFXbu58ryzCAWDLDntLPinr448z+LF7N+/f8pyeHjMNzzdtHB49NFH+fSnP004HKZSqYw57uknj+lQyIw1+hfSfQSisRlztzcrNrbtYPhUFHXsHqY/rFPMDuU52XTC6YTjk99pHy9/4lS9KjxcpJSYe/diZ7JugyLQW1rQ4l4ONo+5YSpGCD+QOcTxhVVw1mN2UBQ3vCLaPNeSeBwpKoWRBgiActp9BRK1+0yQZSecTCiWYPefn2XXc9uRZgXHtnGkRBECVVWpWhaty1dw5tXXoITGqqFsNjstGTw8PDymSrlcJjbMM2s0nn7ymA62NXZX23EcpOMgaoQ0TgbpSLI9ZbI9GaqlIoqqkFqUJJoaOc6G4j6EEJQLJkIBf0gnEJl83nrNUNAMBas60hphBKeyZPEYwE6nhwwQAI7E6uhADYcRmvfdehx5pvLU7QBOPsTx84HnpyaOh8f849ZbbwXgmmuumWNJ5jlWeZz2sbt+U6Fh6XIali5n+Smn8dwft5HL9GDbVRTVIJaoo729ne6qTf3iZfT09Izp/9BDD7Fu3boZkcXDYz7g6aaFQ3t7O88888y4xz395DEdfIEgxVHVVnSfr2ZOpclSLphkDvaNCO/ofLWMqklCwwxrQghCcR+hfu+HqeonIQSRVIBcbwmr4iAUQSCiEwh5hfimg1MjT4i0HZxyGTU8tnKGh8dsM5WcED8Grh1VAUMCCCE+BlwK/HAGZPPwmBeYponpxc4dHs0/ufYp4ovECKxuRK5vxV6/DLG+lcCqBt7+13/ND3/4wxEZ5gfcUG+66Sbuu+8+rr322hmVxcNjLvF008Lhne98p6efPGaNYCyO7h8aaxVNI5Ksm5FzVysWpXxuRJtjOxTSuXF6uExHP+mGSrIpTKolTGpRmHB8ZucRxyLCqGHEEQKh60demAWKaZp85jOfaVqyZMkGwzBOamxsPP5973tf21zLtVCZiifEvwAXAb8CXsQ1QHxdCFEPNAH3A9+aMQk9PDwWBr4QBOuh2DXU5k+Af3wX5KmQrWYpmHnCxpANNV/N874PvI9HHnmESy65hDVr1iCE4KMf/ShdXV10dnZy0UUX8YEPfGBGZfHw8PCYCB//+Me5//77Pf3kMSuomkaypZVquYR0JIbfj5ihSmOKIsCxR7QJIZDSHqfHzKHqXrW0mUKLx7HTaWRlyGNGTSZQfF6FjInytre9bdljjz0W+cQnPrF/3bp15b179xrbt28PzLVcC5VJGyGklFUhxEXAh4BrgDKwCngF+Brwb1KOl1bGw8PjqCbeCoE4mCXQfOCf+RQxQqudZMsX9HH//ffzjW98g1tvvRW/38/LL7/MypUr+Yd/+Ac+/OEPo3jlXz08POYAwzA8/eQx6xj+mV8PBaM+fOEg5dyQO78/ohMIB2f8Wh6zh9B1fEuXYmUyYJoowSDqIfLUeIzkzjvvjN5zzz2JJ5988vmTTz55nPhjj8kwpUwkUkoL+Hr/y8PDw2MIX9h9zRJRf5RIJEKhUMBxHBRFIRQKEfaF0TSNj370o3z0ox+dtet7eHh4TAVPP3ksRFRNoWVlM917uzBLJTRDEIyFCCcWZtn1Yxmh6+h1MxOmc6zxve99r+7000/PeQaImWPSZnchxPeEEKcd4vipQojvTU+sw8oQFkL8uxCiQwhREkI8LYR40wT7tgshfi6EyAghckKIe4UQXjYoj3FZtWoVq1atmmsxPPoJ6kFaE62kkikSiQSpZIrWRCsf/F8f5Mknnxy331NPPcX1118/6/JlMhnlPe95T1t9ff3xfr//pA0bNqy99dZbJ7Td8Nxzz/kuvPDC9kgksjEUCp147rnnrnjmmWe8YFiPmni6aeFw/fXXz7l+8nSTx1Qx/D5aVrSyaPUSGpcvIdHUfNikl55+8jia2LZtW6i9vb183XXXLQ6HwycGAoETL7744vZdu3Z5STWmyFQ8Id4DPACMN5ouA94NzOZoehdwEvBJYGe/THcJIa6QUt47XichRAPwKHCwX0YL+CzwiBDiRCnl3lmU2WOBcuaZZ861CB6jaAg2EPPFqFgV/JofQzW45ZZbuPDCCznttNo20p07d7J582a+971ZtZFy2WWXtT///POhz3/+83vb29sr3//+91PXXXfdCk3TXn37298+WN542/33Jp+487ZFhXSfEYonqu3nXdJxzf/7Dy3JZNL61re+tUvTNPmVr3yl+cILL1z99NNPP9/e3u5lIPQYgaebFg7zQT9NVDeNZt++fdp555232tNNHlqt5Ibj4Oknj9lg9Nzp9Le+Y9/Giy7vne3rdnd363feeWfdmjVrit/97ndfy2azyuc///nWN73pTe3btm170QunmzyzURg2BMzagCSEuBy4ELhSSnlXf9vDwHLgJmBcIwTwcSABbJJS7u/v+ziuIeMG4P+ZLbkng+VYCASqMtbKXLEqCCkw9EMPBNJ23Ky3Su34+aniOBZCCIQ4fNknadsg5aHrDzsOSBtUHdN20BQxmDHcPYlEmlWk0BCKglAn8XnsYY+hWsNQOezahzyHlKCo7gswHRNVqCjiyCkcaZqgqoOJpqSUYJqg6/0JoiTYEtRR399A/xr3QlqW+4wI4ZbRVHVQp6kSHPc60z7PBOjq6KLU20kg2URra+th318oFNBnOQv07bffHnv88cejmzdv3nHdddelAd74xjfmTjnlFN+nP/3p1oGJ/rb7703+ZvPNS2zTVAAK6T7jn//xi4sz6TRPPfXUC0uXLjUBzjvvvPyKFSuO/9znPtd866237p5V4WcbKd3fk6pDjWfU4xA4NtgWKMqh9dVUsS33/ghm5/wLBCkljiNR1enr9kH9OsESibOtnyaqm2rxT//0T03ZbFZbaLppovfT6q/goE3y+7ctC0VRBsdl03ZQhXATOfbjODZIBr0GpCNBSpz+cVtVBI5toaga0nGQUqIIdXCuY1VMFFVBqApSWiiKXvPao3EcC8epoqqBwTlB1TIRUoKsIKXqXlNKFMX9roRQAIEQEtdRWmLbDra00RQFpEDVdKrVLFWzjCIUTKuMqqgIoaKqOlI6VKpFhBA4Th7HVlEUFZ8/iq75Mc2yq2tQEIqOzxdAShsh1P75pYa0q0hHwf2oKlapiGIYGL4wjmOBbYMQOEgUoSEUN0mmoug4jkOllEfRfGg4CF1HUdzPKc0KtgIK/Z/bcRCGgeNIFCGwbQtZqaAGAiiqilOtgpSDiRvtahUpHRQJtpRohjHm9z36fg88F4rjoAjGnQ/btoMybP4rpQTLOmzlCuk4OI6Deqh59jDMqs2rO14mXCyTWrGOQMSY8XXCbFJr7vSbzTcvAZhtQ4SUEiklv/zlL19tamqyAVpbW83LL7989d133x1585vffOhyMR5jmNBTK4RYDCwd1rRGCHFOjbcmcRfyr05ftHF5C5AB/megQUophRCbgf8UQqyTUj5/iL73Dxgg+vv2CCHuBq5kjo0QtmPTWegkU3XnAnEjTmOoEVVRKZtldhzcQU+hByEFTdEmltUvQxuleKTpYKXLyIoNikAJ62jR6We+dZwq5XIHlpUDIdC1JH5/U+0Fr+NgHjiA3dfnKuNIGKO5eawyzXdB/gCFcpmeqkbJ14Q0gjTG/CSCBjLXi9mxCydj45gKItaI1pRCi/sQh5pUWFXI7IXsXij2ghGG+GKIt4EeGHFtHAv0IMQWgREaOodZhvRuSL/OLb/eBorO1VdfQacCZaeCJjTqgnUk/bMbE+lUKpgdHTiFIkIRqKkUSiCA2dmJrJoIQ0eN1SEdAywHNAUt5kMJuM/F6HuhRiNodXVY3d3Y2RzCSqOW96MFJMIIQWolpJYPGlwmLqgNmX1Q7nXr5fjjEGudNWPEMw88xHNPPsGrL7+M7fexdO1aAF588UV++9vfjnl/b28v3/72t1mxYsWsyDPAXXfdFQ+Hw/Y111wzWFBdURTe+c539nz84x9f8swzz/hPPvnk8hN33rZoYBAd4M979ovVzQ3OwCQfoKmpyT7//PPT9913XwKYlxP9CVHqg2wH2FVQfRBtdhOYehwaKd3vredVKHa7uiq+BBKLwQhxyy23APCe97xnaue3TUjvgd6dUM5AMAHRxZBodRPLHkOU8lWKmQq2JdEMhXDcjxGYvP6Spkm1owMnl2dPx3725HJoiQQwt/pporqpVt8tW7bEzzzzzOxC0k2lXJVCpoJj99/PhB/DP/J+VopFevfvIdfdhZSSSKqOVOsSfMFDJ1y0qlWy3V2YlTJCCLRghIwIUKjYKAqkwj4aIj5yPd2UclkAjECQkD+GLNh05SoUHAfbcKCSIaqDXS5gyADCFBiBEP5YmHy+j2o6j/BVUKMmgbooOBrVvIZjglAUgrH4iNwMUjrk8zsoFl/DcSoYRhLFWM3+dIFq9QBW4QVUpxsfCqqSwHFA8xkYAQdwABtNCyKERrocobdQwLbSaLZFKhxC1/JUqh2Y1gFMM42mpVDVIKoSAKEhnTKOLCOdIo8+mkBKh7PPyaPrjahKHZXyLiqVDhTVTyDQgqE3gzCRsoCmJTDzB8AGoejYgF0tYZclqhMlXL+EoB7DynRjV22kGkWkwiiaRigWo1Iu0revQKGjD9K9hMMxkotT+FItONU8+Z7XqZQL4EtATsdQg2DEEbEUpWIeO92BnevCH40RCUfQC0UU20ZJpaj4fFQOHqDc20M1k8EXDuNvbSPR3o6/uQWEINfbM+J+G7EkB7JVqp2dyEyamF8j1ZQaMR+ulCwK6TJW1UHVBMG4D90sYh08iDQthGGgNzehhsfm2cqneymm00jHQfcHiNTVoRvj623LtHn+fx7gtcf+ROFgD43rVrDklDWsuvisCfyi5ge15k62aSpP3Hnbotk2QkSjUbutra0yYIAAuPjii/O6rsvt27cHPCPE5JnoCPte4PO4ywuJ6zVwQ433CVwt9t4Zka42G4Dna1Tg+NPw42MEEyIAtAM/rXHOPwHvFEI0SCkPzqSwk+FA8QDp6uD8gL5qH4qi0BRq4rWu1+jOdQMgkezP7EdTNJY1LhtxDquvhKz2fzWOxMlWsVWBGpq4C10tXAOEq1yREtPsRlF0fL6xCW6snh7sniFd4GRzmEJgtA0rpVvOQnYvliPpzJRwJGiVKuXESvb2lvDLKtqel3EKCk7OLSckK3uwNQMhQEseIgN0eg8UDkC239ZklUGoIB2oXz147UHMAvTtgvq17k4j9BsgdrlGDCnBMdnX8QzVSCOE6zClSUehA0MxCBuzl4TR3LcPp1gCQNoSa/9+HNtG8bmhuE7FwnxpL3rrIhRdB8vB6i2jNwYRmuIaG4bdCzuTxeruRugGyBJ0PoddzUI8gR61oftF0ALuImQy5Dqh1DP0d7nPNWTEZ7588ktbn+a3P7+LXG8vj/75zzyy/c+DHh033ngjN95445g+7m6Pwve///0Zl2c4L774YmDFihVlddTuyIknnlgC2Lp1a+Dkk08uF9J9I36QpmXTky9yfGvzGOvacccdV7r77ruT+/bt0xYtWmTN6geYDawK9O3GHRoAuwx9r7sGwWNsoTtpCt3QuwNy/brMrkKfBBxXX02X9F5Ivz5UVjd/wNWBQkLd7Brs5hPVskWuZ2j9bVUdst0lkovCI3a1J4LZ2YmTdeeiP7jrLr787W/3ew/OrX6aqG4a3S+fz4s9e/b4rrjiir7Rx+arbqqWLHK9Y+9nqiU8uOtrWxa9HXvp6+zo35mH9IFOAJraVx0y30Gm6wBWpQK4927n7g70eB3CH8J24GC2gl3Io5aGnEvMbJHsgTJVX4Rs0UQ4DtUD3RT9kpxVJOlAOZclWldPJZ8nt78T3eeHgEmptBeKEiEkFcvEqpgEAm0oaBT6elE1jUDErURVKu0jn38BcNdJ1Wovuzq3oekxrMKfKBb2YlXThLUKODaB4BJkJY9WDmMETBynjBA6VdnCvkwnhlKhmDuIYcQpVveQ8h/AdrIUiy8DAikdAoHF+HyLse0cpdJ+dD1ItdqLZR2PECq9vb8lGj0Ow2igVO6gkHkBRQ9jW73oRieq4noeZPq2otp+FKFQNfvA9mGV3Q21YHApvS+9SiW+CI0g1WIBX7QJ8+Bu1HgC2yrSc2AnZk7B6chilbKUMwdQ5FqCB1/DCqmYJYdSNovsfRl/y2p68ylUYSL3dFCVNpV8gUjSR3HXLsq9vaTWrMWv6mS3boVQkAqQ37sbO5/HicZwLBsUhXpVo+L3UcoO3e9KscCudAW/LbH652A9+Sr6wV6igG/xYhzbfS6lI/ufSUl2X4ZgtRutf7yUlQrV3bvxr1w5YiOvlMtS6B2a25nlEtmDB0i1Lh73uX3lwUf544/uwSm6v43dB3uoFopE1q+keVHjuP3mE6PnTodrn0na29vLlUplzIDQr7/lbF//aGSiRoifA7twjQzfA/4TeHzUeySQB/4gpdwzUwLWIAW8XKO9d9jxWiRw5a9lKRved4wRQggRB0Zv27UC3HnnndQNyzR7zTXXoOs6f/jDH3juuefGXGhgx+qxxx7j5ZdHfoyKrHDWm1yL5PN/eJ6Dew6iCAW/6idbzqIZGhv+YgMAr/3pNf7U+yci/shg/2g4whtPvxiA+594mIM9/RNLRSB0hVQqxRVXXAHA3XffTU/PsEUj0NTUxKWXXgrAz372M7LZfqMDEtsu0tyc5KyzNvT3f4Jy2UZVh/JSLVu2jHPPPRc7k+Gnv3sUyx5eQ1qw+oTj+Yuz3M93y49uA8fEdiRVy1W2ixc1sOKkRRSljx/96DY0s4q0GZwgbGhsZkO8gXwf/PwXt4/5bjdt2sSGNavI9B7krgefHBmOoezjjBPXsTq+mO7OPdxz/+/H9D/nHMnyNRvo3LuL++79tVtmUko6MxUksL/jIHVGiO4cbH98OwC6omOoru679NJLaWpq4rXXXqu52/XGN76Ruro6XnrpJR5/fPTPB97ylrcQi8XYvn07Tz/9NDgOTqk0ePzNp5+Br1Jm++7dPD9w76RAWg7iTzpv/8u3oWs6zzy3lRfvexWhCre/436/7zj3DYDk8a1beb1UAseEah6Q6GqFa89rh2qBR37/O3Z2j5yLBoNBrr76agAeeOAB9u4dmT4lqjtced6JANz3+HY6ezKAGPQumfqz59La2sqFF14IwIO/eZRsKAihIGt8BvHFbchKhV889BDvf//7kVJiD3v2hBAsW7aMa6+9lra2tsHd4+GsX7+eU045BdOcXiRZOp3Wli1bNmYiX19fbwH09PRoAKF4ojp80CyaJhKIxaJjCq8nk0kL4MCBA2Mm+t3d3WpPT8+I2fLOnTt1GKub4ND6R9d1rrnmGgAeeeQRdu7cOeL4YZ+BaJQrr7wSgPvuu4/OTndCj22CXSEVC3PF2ScAcPejW+nJPzXC9X8yz8Add9xBsVgccXxA/wDceuutY+7lqlWrBmOUD/cM3HrrrWOOb9y4kY0bN1IsFrnjjjvGHN+0aRMbNmwgk8lw1113jTl+xhlnsHr1arq7u7nnnnvGHD/nnHNYvnw5nZ2d3HfffW6jWXJfjsUF6+ppSwXY03GABx/ZAfoTdB7sGvw8k9c/EqoF10jk2Lzl5GZiQZ3tL+/i6df/7HpdDAs5u/rqqwkGg2zbto1t27aNOf90xr5Ze/b6OZz+SSXqOG2j69z5wG+3UCjkAVANBUURE372pG3zk1/ei2W7P1M9GuW911xDfTLJ//nGN3j/+9+PZY1cqwshWLlyJe94xztoamqq+Wxu3LiReHx6nkMT1U2j6e7u1qSUg3poOIfSTf19J6yfZvL5eH3XbhxraE0QCoW58JzLqJYtHv7tg3R2duLYNtVyCceyCAcDbFrjJlD8zWOPU370sRFGiOG66c4776S3u2vwmJQSfyjOhhNPwfCHeOLBe6iWS2Bb6P3rktamJja1b8Cqmtzz2MNYtoV0bBzLAk0hEgpzZttyJJJfPPEwKAK7Yrou9ppDW32AVW0p8r1Zfv3kCwAoykuDYbEb1q7lzHPfQLFY5Mc//jmOUxmUz5EKsZYgK1YtJ93XxYt/BinDCAIogKJUWdpm0rqoRF/JYutWHRBYTi+W44C0aGxViNcVyedKvLgjgSSCdAbunWTlqv3U1/eSTgd56cWTsJ0SsJh83p2flkqNBIMlurryvPLyYhynATfsww3JOPEEk1hCsn8f7N7bCNJByiTSkQgU1q/Yh6Z3caA3zOs7SijaQPhpJyA46ywd27R57bU8+w6UwZRIWwUctNyrXLpawbFUXuoWvH6wiLR0RHYfjtWFoqicHluEJW12FdP0ZopQLYHtoL38Cn7D4A22hVqpsNW26KiYoBlQKqN2dOBPp3lbXT3lSJgn/7iVzu7+zUIJJcsh5vOzaYU7b352xwv8vpjD0FSUYADHgXAwyhvOvKj/2bufdE83Qtqo/c9OQzzOBSdsxC4U+MVDDw2Oi1a1iuPYNNXVcdpJ7tzrl/c/gC0ZEaIzfFx8cOvT5NojwNC6Ibd/J6uefxkWNU5rXCwNm6vOJqPnTsPbZ/val156afqrX/1qS0dHh9bc3GwBbNmyJWJZljjppJOOzBdwlDEhI4SU8lngWQAhxCBIyGkAACAASURBVBLgv6WU22dTsMOJNMVjU+37EVxPkFmlVmiDewAEY4+NaRtvw2aWwr3GFbfWDoIY1WHcmHCl/7AY6jf8rgjl0J9nIsfHe8PghHvg36GLi4H/joq/HPeezQRCMOYLUJQRC4Oh947zdw353AFKjDy/GNZxKp/pCObHGDE5bGigqaEBikUampv54Ac/yLPPPltzAdrWNvNeGbU41DMxcOz0t75j3/C4xgGa12wYNy671nm//OUvN379619vnrKwR4JxFcXCiUOdO2r9HmfqexPDXsObh+u/Y4Na4+vUTiRGfG1tra20tbayYskSAskkV111lWtgHsX69etpa2ubthH08OIdXjfNZN/5pp9Gy1lzXiUUEGNswcOOj2mpee6xY7IY3FAZ/QahDFs4ipq/SsANnzm8ULV6qu5LKIMzCjH8/f3zs8G5wbBzDn0uBYE6eAU54kwKitJ/DeToCwzmmxjo7/49XP+4xgb3johh5x76PIrQ+mUd/hmE+y4pQOju1E2MnDMJIUCoCFVDCGdUu/sSqkDYA99/f5sY+uxCKAhVRdjWoLxDs0KBULVDeEyNeuYGP7YAUWPJIUb3GCbvmBPVfOM4ctT+nQp9BnKBHUFqzZ1UXXdOf+s79s32tT/ykY903XzzzQ2XXXbZik9+8pMd2WxW/cIXvtB6xhlnZC+55JL8bF//aERIebg1+yROJoRPSlk5/DundY3HcdNAnDmq/TTgCeDtUsox21T94RgF4CtSys+MOvb/AV8BGmuFYxzCE+LRnTt3snTp0ml8oiG6S90cKB4Y0dYcbCYZSLKzeye7u0eGXa5qWEVzcuT4bvWWcIojNyS0ugCKf3pKplTqwDS7R7QFAovR9bHVvax0GnPvSH2g1aXQm5qGGswSdL2M4zjsSRepWg6KL0wpshxVhfakH2XPduyMjZ3pN3CqBsqilWgNwUPnuUjvgVyHG2IxELUTXeTmKEgug2oRul9h0D0cwIiMdD/u2+W6jOc6uOXR3SAEb7hgNYVIPfhdt0cFhWWxZfi12atSVt27Fzs9bF3q2EhVHRy7JAKnKNAbm4eMP5qC3hBEKAKrrw9z3/6RJ9U1MC3ARBx4FordaHX1aEHDjdNvOQnCDZMTNN81MsQFINICkZl38Xvtua088tO72fPyS4Nti9eu5cyrr2bV6trlwCqVCj7f4V3/d+3axbJlywCWSSl3jT7+7LPP7jrhhBO6x3TsZ+PGjWuEEGzduvXF4e0PPfRQ6IILLlhz8803v/Y3f/M3fTAyw7MejlQ/8v3bjQ984AOd3/zmN0f8eG644YamL3/5y4v27t377EQ9IS677LI1M6mbpoVtQfdLbijBAKoB9Wsmn3vkWKOUga4XRoazhBrcHDd1K6afEyKz3w33yA48csINoYq2unknjhFs06G3szDoFg2gGQqJptCkDc1mZydW90hPC711EdohPBkmop8Op5vg0PppMrppOPl8XkSj0ZMmq5tg7vSTZdr0dRZH3k+fSrJpKO+TdBy69u6md+8enH7PFUVRSLa2Ub942SHve/pgJ5X80JqjM1NGideDPjQXaA5K7PTQrRCOwDANTC1EV66CkJJqJU1eVAkqFcJVCwoO4XjKTepYthCawNFNyvYepLSJL26hUrWoFqsEAq2DMiaaWzACbh6LcqWLTPoPw7whBJ3FeiqWgWK9TK7vFaSdIaxZCBsMowWhV9ENA9Wo9iez9GM5Cfbm/KiUKGb2ouoJQr4KMaMb20mTL7zcv6hX8fla8PuXYJp9lEr78PvrqFT288wzJyBQOP6ER4lENmDoiygWX6OQfRlFCxEMt+IzmlFUHahiV/JQNlH0AFa1F0SIcjaHqhqEQssxe/uIJdsRNlTyOQKRVsxAFSWcwB+sp6/rNYq9CmJfjkq2C1UL0bRkFQF/ASsAlXyZUj6LzOYw6tpxqvU4poKi61Rsk1I6TSSuIHJ9iEyW+vYV6CiUertxgiFMaZPZuwe7rw9/qg5fYyPh5StIrVqFaehku0YuH3pFEKoSa587N1IEtMT9hJsb0ZuakI6k70ABqzrMOCJtguUuFGvIICl8Pnzty0d4OFRLRfo6Rs7tfKEQ8cbxbX47Hn2CJ2++m1LHkJztl53DG/7h2nH7TJTpzp0mw1xVxwDYvn277+///u/bnnrqqYiu6/Kiiy5Kf+c739lTX18/vuXyGOfZZ5+tO+GEE5bWOjbplakQ4jLgNCnlF4a1fQB3ER8UQtwBvFtKOVsm/eeAq4QQyqi8EMf1/1vTQ0NKWRJCvIabM2I0xwFd4+WDkFKmgfTwttnYAa8L1KGgkK267lYxI0Yi4Ca0WpJagq7qdGW7UFBoijXRGB+7wFPjftCqyLIFipsLYroGCAC/vwlF0TDNLEKoGEaipgECGJxs2ZkM2DZKNIqWGhUlowcgtQKl0EWL5qfP8pFXE8R9OqmwD8NQkW1rEf59ECjjOD6UcBKtLoQSOkwG61iru8jR/FDKghGEaBOE+78vIwipdjfe2qqALzJ20R1rA8UAPcT6dhv0IK2tZ9IjbPJmHp/qI+lPzqoBAkBvaXGzN+fzoGpoyQTC58Pq7sYpFlEDAdSlCWRVIE0HYaiow7Ida4kECIGdToOUqNEoSiKBk06792fpaahWL5paAj0MyeUQrp+8oOF6d0E5kEMjmIDQ2HwhM8Hy9SdSKdu0PLecvq6DJOobWLx+DTte28GPb/sxX/jCFwbf+61vfYtPfepTFItFrr76ajZv3jyrGehXr15d2rJlS8K2bYbHXm/bti0AQ/HX4GZyHj5w/sv9v9/w/PPPj0l2sn379kAikbBqTfLr6ursurq6+T34qRok2yF/0DU+6gH39+YZIA5PIOYaa4yIm5hS9btJdCOuQXf9+vXTO3+02b0/RggqBfCF3bbQJI2QCxxVV4g3BCnmKtimg+5TCUZ9UxrntcZG0DScbBZUFTUWQ4vH2bJlC08++eSc6afJ6KbhhMNh2draWpmsboK500+arhKrD1DKV9376Xfv53CEopBqWYRuGMMSU9YTa2g47H2P1TVQ0A0qxQKKqrKyoYmco5Iv26iKIBU2iPh1SoZKKZdFOg7+UBi/L4xTMFENhbyU+HQ/SbtIUHGwTRPFURFVgS8QxJcMU8ilqfTmiBprUGM2RlgnIALYZRWzbKKoGsFobNAAAeD31UPsZIrF3ThOCcNXx7rUMrpyeTKFMGF/PZrdjSo1FDXiVmLTFFTdQaigCIGi+ECoRKIaPUWLRHgFfmET9ftBLVKp7CEcXo/jFBBKEEXxud9feDVO3MQyc4TDx7F8uRt20tT0NjQtiiCMoTcRiaxDCB1DT2HoKVBshHBQVT9mOQfVKgIDqQqsZAW7ZKESInzicvyqHyvXh2U6OKqPQDiCamj4QwEiscX0HUxTDPYRKZYJ+/1EmuP4Uq04pRyFvj347SqOGkPJgy5UlGAKGY5TrZSw051Y+T4C7UsIhKPo6QzSsomvX4epa1QOdGLU1WOVSijBAMH6BiKLWtFSKXcxJYSbmFJKfMEQqUiM7nyFoi5Qc1lihkKoPjk4HxaKIFYfpJitYFZsNEMhEAmh2n6snh6cchklGESrqxtTBcUIBIk3tVDMZnBsC18wRDBWe04+QPvZp+MULQ68sod8X466tgbiGxaesXn03OlIsmHDhsojjzwym8UXjimmsjr9BMPyJggh1gL/BuzALXX5duAp4F9nQsAa3AW8D7iCYRUygOuAlw5RGWOg7weFEE1Syk4AIUSy/1y3zZK8kyIZSJIMjK24oAiF1kQrrYdJGCgU4XoJzEBFjBHnFQKfrx6fb2ILVC0eP+TODwC+EPhC6EBD/2vENX1B1NaVTHqpIoS7A3+oXXhf2H2Nh6JCrAViLZzStmmwuRFo5Mgl8BGKgt7QAA0jvx2jpWXC56h1L5RkEi05w5U9gkn3dQRYe/Im1p68aUTb359/Pg3DvqcXXniBD3/4w7S3t7Ns2TJuv/12Tj31VD7ykY/Mmlxvectb0nfccUfdbbfdFn/Xu941aLj88Y9/nFq6dGl5vOzzAJdddll68+bNDbt379YWL148EGutPvTQQ7ErrrhiTgbcGUP3H1M76zNKID5uJZFTTjlleucWwjUITdbz6ShE96nEfIeuijARhBDodXUwKh/LV7/61TnVT8eabjL82phqGKNRNZ1EUwuJpomPp+COy+FEckRViiDQGB35vkA4QiAcGdGmBnSSdUGGeo4/ZsajAVhUY2c7NLZpOH5/I37/yHlKaypAa6oemFxC2+lo7XUzkDt3skTjQE2HyGaCi2p7Sg4xfshmAGDJ0kP2rnW/m2IBiAWA2s+YqilExiRaD2BMoOy4Lxg8bCWX0ay85CxWXjKpLh4es8ZUArnXAsODGt8OlIBTpZSXAbcD754B2cbjXuBh4LtCiOuFEOcJIW4BzsI1kAAghPiNEGMCrv4Ft7znvUKINwsh/hL4JWABX55FmT0WMKZpznqsrsf0eeGFF9i0acgwcfvttxMIBHjqqafYsmULb3/729m8efOsynD11VdnTjvttNyHPvShJf/6r/+auvvuuyNXXXXV0j/+8Y/hG2+8cTBe5dRTT10thDh5eN/PfvazneFw2L700ktX/uhHP4r/5Cc/iV1yySUrVVXli1/8YufYq3kc63i6aeEw1/rJ000eRxpPP3l4eByKqRghEsDwuJ4LgYeklAOpzH8DLJumXOMi3SQWfwX8BNdwsAU4HrhSSnn3YfoeAM4G9gA/xDWYpIFzpJTzrs61x/zg1ltvrZkV2GN+0dfXNyLb+gMPPMD5559PNOpuT73hDW8Yk1V9plEUhXvvvffVK664ou9LX/pS61vf+taVL7zwQmDz5s073vnOd46bdBKgra3Nevjhh19sbm6u/t3f/d2y66+/fnk0GrUfeOCBF1euXDnrmZ89Fh6eblo4zLV+8nSTx5HG008eHh6HYirhGN3AEgAhRAQ4Bbhh2HEdJu9BPxn6DR4f7H+N9543jNP+CvDm2ZHMw8Njrqirq+P1118HIJfL8Yc//IEbb7xx8LhpmiNKd84WyWTS+cEPfrAbGNew+dRTT71Uq/24446rPPjggztmTTgPD485YT7oJ083eXh4eHjMF6ZihHgc+DshxHPAZf3nuHfY8RVAxwzI5uHh4TFhzjjjDL7zne+wfv16tmzZgmVZXH755YPHX331VZqb5021OA8Pj2MITz95eHh4eHgMMRUjxOdxczIMlMHcPJAMUrgphd/Sf9zDw8PjiPHFL36R8847j6uvvhqAd7/73axbtw5w65LfddddnHfeeXMpooeHxzGKp588PDw8PDyGmLQRQkr5fH9FjL8AMlLK3w47HAe+jpsXwsPDw+OIsW7dOl544QV+//vfE4vFOOeccwaPpdP/l707j4uq3v8H/voMMCCC7CgMCi4ELohLaotLal4x03JpUzOzr2Z60zLLsrxatqCllfemtmmL3bRFKcklI4NKLb39RE0hF3ABlE0EZB3m8/tjGEMYWWfmzPJ6Ph48YM45c+YNPHidD+8553MK8OSTT+K2225TrkAicljMJyIior8150wISCnzAdSZBFJKeQn623US2Y1evXopXQI1kq+vL8aMGVNnuY+PD+bNm6dARUTmw2yyLcwnciTMJyKqT7OaEESOhAdSIrJGzCYislbMJyKqT4NNCCFEGgAdgEgpZaUQ4nQj9iullJ1bXB2RFSgpKQEAuLu7K1wJ1dSxY0eoVCqkpKTAxcUFnTp1avA5QgicOsUJ3sk+MJusF/OJHB3ziexN//79Iw4cOOBhbN3u3btTbr/99iuWrsmWNeZMiDMAZPUHoL+1k7z+5kT25Ysv9HOwTps2TdlC6BqhoaEQQkA/Hy7QoUOHq18TOQJmk/ViPpGjYz6RvVm7du2ZgoICp5rL/vWvfwUfO3bMfciQIWxANFGDTQgp5W31PSYiUsJPP/1U72MiIqUwn4iI7Evfvn3Laj4uKysTR48ebX3nnXfmu7i4KFWWzVIpXQARERERERGRrfj666/bFBYWOk2ZMiVf6VpsUZMnphRCOAFwlVKW1FjmDeARAL4ANkkpj5iuRCKihlVVVaG8vPya608LCgrw4YcfIj8/H/fffz+ioqIUrJCIHBXziYjIvmzatMk3MDCwcuTIkcVK12KLmnN3jHcB3ASgBwAIIVwA/AKgW/X6+UKIm6WUh0xTIhFRwx599FHs378fR48eBQBUVlZi4MCBOHbsGABg1apV2LdvH2fsJiKLYz4REdmPoqIi1Y8//ug9adKkHJWKFxY0R3OaEAMBbKnxeCL0DYg5AP4fgE0AngVwf4urI7ICN954o9IlUCP88ssvGD9+/NXHX331FY4dO4Z33nkHvXv3xv3334/Y2Fhs2rRJwSr/Vrw/07cw4ZxGV1ShVnmqK9oMb5/hcVMwT+mjRmM22Q5byyeilmI+kTlYy9hp06ZNXiUlJaoHH3yQ47Zmak4TIghAWo3HowH8KaVcCwBCiPcAPGqC2oisQo8ePZQugRohKysLHTt2vPr4u+++Q/fu3fHYY48BAGbOnIl3331XqfKuUbw/07cgPi0UWp0KAHRFFeqC+LRQAGAjghqL2WQ7bCmfAGDj/jO+qxNOaHKKytUBnq4Vc4eHZ0y5KZTZRI3GfCJTs6ax0xdffOHboUOH8sGDB5c0vDUZ05zzRwSAmrcnuQ3AnhqPswAEtqAmIqty+fJlXL58WekyqAFSSlRVVV19/NNPP2Ho0KFXHwcFBSE7O1uJ0uooTDinMRxEr9LqVIUJ5zQKlUQ2iNlkO2wpnzbuP+O7LP5YaHZRuVoCyC4qVy+LPxa6cf8ZX6VrI9vBfCJTs5axU15enlNSUpLXuHHj2JhtgeY0IdIAjAQAIcSt0J8ZUbMJEQyAqUN2Y+vWrdi6davSZVADOnbsiF27dgEAfv31V2RlZV0zyM/MzISXl5dS5V1DV1ShbspyImOYTbbDlvJpdcIJTXmtgX65VqdanXCCTVJqNOYTmZq1jJ0+++wz74qKCjF16lQ2IVqgOZdjbACwSghxFIAGQDaAXTXWDwCQYoLaiIga7eGHH8b8+fPRo0cPZGRkIDAwECNHjry6/rfffkNkZKSCFf5N5amuMHbQVHmqK5Soh4jMy5byKaeo3OiA/nrLiYgswVrGTl9++aVvREREaZ8+fcos+br2pslnQkgp3wKwBEA59BNRjjPcrlMI4Qf9nTO2m7JIIqKGPPHEE3jxxRfh6uqK3r17Y+vWrVdvh5eXl4f9+/fjjjvuULhKvTbD22fAWaW7ZqGzStdmePsMhUoiIjOypXwK8HQ1OqC/3nIiIkuwhrFTVlaW8759+zzHjx/PsyBaqDlnQkBKuQzAMiPL88D5IIhIIYsXL8bixYvrLPfz87Oa662BvydQsoYZnonIMmwln+YOD89YFn8stOYlGa7OKt3c4eFskhKRYqxh7BQUFKTVarV/WOr17FmTmhBCCA/o53tYIqV82TwlERE1TXFxMby8vPDiiy/ihRdeULqcRvG4KTifTQci+2dr+WS4CwbvjkFE1oZjJ/vRpCaElLJYCFEAIMdM9RBZnZtvvlnpEqgBHh4e8Pb2RkBAgNKlEFkMs8k22GI+TbkpNJ9NB2oJ5hMR1ac5d8fYA2CIqQshslYRERGIiIhQugxqwNChQ5GYmKh0GUQWw2yyHcwncjTMJyKqT3OaEE8DGCiEeFEI0cbUBRFZm9zcXOTm5ipdBjXg9ddfxy+//IIlS5agsLBQ6XKIzI7ZZDuYT+RomE9EVJ/mNCESALgBeAHAJSHEBSHE6Vofp0xbJpFy4uPjER8fr3QZ1IDhw4ejrKwML7/8Mnx8fNCuXTt06tTpmo/OnTsrXSaRyTCbbAfziRwN84mI6tOcu2OcBSBNXQgRUUt06NABQgilyyAiqoP5RERE9LcmNyGklLeZoQ4iohb56aeflC6BiMgo5hMREdHfmnM5BhERERERERFRkzW7CSGEGCyEeFkI8b4QIrJ6mUf1cm/TlUhE1HhJSUl44YUXMGPGDKSkpAAAiouLkZSUhIKCAoWrIyJHxnwiIiJqxuUYQggnAP8FMBGAgH5+iM8BpADQAogD8AaAV01XJpFyBg8erHQJ1AhVVVWYNGkSvvrqK0gpIYTAAw88gMjISDg7O+Puu+/GggULsGjRIqVLJTIJZpPtYD6Ro2E+EVF9mnMmxEIAEwDMB9AV+kYEAEBKWQZgK4A7TFIdkRUwzFxO1m358uX4+uuvsWrVKhw/fhxS/j1/rpubG8aNG4ft27crWCGRaTGbbAfziRwN84nszXvvvefTrVu3ru7u7r0DAwN7jhs3Liw9Pd1F6bpsVXOaEFMBfCKlfBuAsRsAHwfA+0yR3bhw4QIuXLigdBnUgE8++QRTp07FvHnz4O/vX2d9165dceoU7x5M9oPZZDuYT+RomE9kTzZu3Oj96KOPdrrxxhuvfP755yeXLl16/vfff/ccNWpUeFVVldLl2aTmNCHCAOyrZ30BAJ9mVUNkhXbu3ImdO3cqXQY1ID09HTfffPN113t7e+PSpUsWrIjIvJhNtoP5RI6G+UT2ZNOmTb7du3cv+eSTT87eddddRbNnz85//fXXz6akpLRKTk52U7o+W9ScJkQRAN961ncBkNO8coiImsfT0xP5+fnXXX/y5EkEBARYsCIiIj3mExGR7aqsrBQeHh7XnPLg5eVVBeCay+uo8ZrThPgFwBQhhKi9QgjhA2A6gD0tLYyIqCkGDhyIjRs3Gj0YXLp0CevXr8fQoUMVqIyIHB3ziYjIdj388MO5Bw8e9PjPf/7jl5+frzp8+LDrkiVLNAMGDCjq27dvmdL12aIm3x0DwCvQNyJ+BPBR9bJoIUQ4gGcBtAYQa5LqiIga6fnnn8fAgQMxbNgwTJs2DQCQnJyMEydOIDY2FleuXMGzzz6rbJE1HDhwwDcxMVFTXFys9vDwqBgyZEhGv379rv9WKRHZLFvLJyIia6TU2On++++/fOnSpfQnnngi7PHHHw8DgOjo6Cs7d+48ae7XtldNbkJIKQ8KIcYD+BDAhurFb0B/l4xsAOOklMdMVyIRUcNuvPFGbNmyBY888ggefvhhAMCCBQsgpURgYCC2bt2Kbt26KVyl3oEDB3x37doVqtVqVQBQXFys3rVrVygAsBFBZH9sKZ8AAAc+9EXicg2Ks9XwCKzAkIUZ6PcIs4mIFKPk2Gnbtm2eCxYsCJ0+ffrF0aNHF2ZlZTm/9tprwaNHj+7866+//uXs3Jz39R1bs35iUsrtQogwACPw9206TwDYJaUsMVl1RFZg+PDhSpdAjXTHHXcgPT0du3fvvnobvPDwcIwcORLu7u5Kl3dVYmKixnAQNdBqtarExEQNmxDUWMwm22Ir+YQDH/pi13Oh0JbrM6r4ohq7ngsFADYiqLGYT2RqSo6dFi5cGDJ8+PCCtWvXZhiW9e/fv6RXr149PvvsM++HHnqowJyvb49a2rapBFBc/XUJAF0L90dkddq3b690CdRELi4u8PDwAAC4u7tDpWrO9DfmU1xcrG7KciJjmE22ydrzCYnLNVcbEAbachUSl2vYhKDGYj6RqSk5dkpLS3ObMGHCNfkXHR1d7ubmpjt58qSruV/fHjWrCSGEmApgFfS34jRMUCkBFAghnpJSfmSa8oiUd+7cOQA8oNqCTz75BPPnz8elS5euTgAnhIC3tzdWrlx59VpspXl4eFQYO2h6eHhUKFEP2SZmk22xlXxCcbbxAf31lhMZwXwiU1Ny7BQUFFRx6NCha05Z++OPP9zKyspUHTt25NitGZrcfhdC3Af9hJTFAJ4HcDeAcQBeqF72YfU2RHYhISEBCQkJSpdBDdi8eTOmTZsGDw8PvPLKK4iLi8PWrVvx8ssvw8PDA4888gg2b96sdJkAgCFDhmQ4Oztfc+aYs7OzbsiQIRnXew5Rbcwm22FL+QSPQOMD6ustJzKC+USmpuTY6eGHH8757rvvfGfMmBESFxfnuXbtWt/x48d3CQ4Orpg4ceJlc7++PWrOmRCLAKQAuElKWVhj+TdCiDUAfoO+OWElR1MicgSvvvoqIiMjsX//frRp0+bq8rvuuguzZ8/GgAED8Morr+C++5TvkRquXeTdMYgcgy3lE4YszLhmTggAcHbVYchCNkmJSDFKjp2ef/75bLVaLT/88MOAjRs3Bnh6elb169ev+PXXXz/fpk0bTkfQDM1pQkQAWFyrAQEAkFJeFkJsALC0pYURETVFamoqli1bds0A38DLywsPP/wwli5davnCrqNfv375bDoQOQabyifDvA+8OwYRWRmlxk4qlQoLFy7MWbhwYY6lX9teNacJcQF/zwNhjA7AxeaVQ0TUPO3atbt6nbUxKpUKbdu2tWBFRER6NpdP/R7JZ9OBiIjMpTlTMn8EYJoQwqP2CiFEGwDTAWxoYV1ERE0ybdo0fPTRRyguLq6zrrCwEOvXr8fDDz+sQGVE5OiYT0RERH9rzpkQPwO4E8CR6jkgUqC/M0Y3AI8ByAXwsxBicM0nSSmTWlgrkSJiYmKULoEaYdCgQYiPj0dUVBRmz56NyMhICCFw7NgxrF27Fv7+/hg0aBCSkq6NosGDB19nj0TWjdlkO5hP5GiYT0RUn+Y0IXbX+Ho59A0I4O9LNEJrbSOqt3FqxmsZJYRoC2AFgNEAWgH4A8BCKeXeRjz3IwAPGVn1m5TyJlPVSPajXbt2SpdAjTBixIirXy9cuBBC6CPJcAr0mTNnrtlGSgkhBKqqqkxWw7lz55znzZsXsmfPHq+ysjJVt27dSmJjY8+PGDHiSkPPnTBhQtiWLVv8ai/v2bPnleTk5BSTFUl2g9lkO5hP5GiYT0RUn+Y0IRQ9X1AI4QYgAYAHgMcB5AF4AkCCEOIWKeX/a8RuigGMqLWsyKSFPNA6xQAAIABJREFUkt04ffo0AKBTp04KV0L12bBB2avASkpKxLBhwyJKSkpUsbGx5wICArRvv/124JgxYyISEhKO33rrraUN7cPd3V337bff/lVzmZeXl+n+CyG7wmyyHcwncjTMJyKqT5ObEFLKj81RSBNMB9AdQF8p5R8AIIRIBHAcwKsARjViH1VSyv3mK5HsieH0WB5IrdtDDxk7wclyVq9e7X/y5Em3n3/++fjAgQNLAGDUqFFF4eHhPZ577rmQpKSkEw3tQ6VSyeHDhzf4riQRwGyyJcwncjTMJyKqT3MmplTaOABHDA0IAJBSlgP4HMAIIYSnYpURkcP69ttvvcPDw0sNA3wAaNWqlRw3blz+3r1721y6dMkW85aI7ADziYiIrIktHnR6ADhqZPlh6Oed6NqIfXgIIS4KIaqEEGeEECuN3e3DQAjhLYQIq/kBIKQ5xRORfTpx4kSriIiIOqc09+zZs6SqqgqHDh1ya2gfpaWlTn5+ftFOTk59g4ODo2bMmBFy+fLl6+Z0bm6uU2pqqrrmR1pamktLvxcisi/MJyIisibNmRNCaX4AjN27Or/G+vokAzgEfSPDCfq5IR4HMEgIcauUstLIc54AsKR55RKRIygoKHD28fGpc320v79/FQDk5OTUm7c9e/YsiY6OLunZs2dpVVWV2LVrV5uPPvoocP/+/Z4HDx5McXV1lbWf8+qrr7Z98803g0z3XRCRPWI+ERGRNVG0CSGEuA3AnkZuHiClzK3+us7Brob61kFK+WatRbuEEKkA3gNwH4CNRp72FoCPai0Lgf52pURkf24SQqRdZ11ozQeZmZnJQUFBWgAQQlw3f1Sq+k88W7JkSXbNxxMmTCiMiIgoW7BgQeiHH37oM3v27DrN10WLFl189NFHc2suS0tLcxk1alRkvS9GRDargbET84mIyAw+/fRT72XLlgWnp6e7BQQEVM6YMSN76dKlF5Wuy1YpfSZEChp/tw3D3SvyYPxsB9/qz8bOkmjIRgDrANwMI00IKWUBgIKaywy31yL7d+eddypdAlneKRjJpueff/6NwMDAa+6k4+3tXVX9WZufn18nU3Nzc50AwM/PT9vUIh599NG8Z555JnTfvn0exgb5/v7+VYZ3MsnxMJscltGxE/OJrAnziezJ999/3/qhhx7qfM899+TGxsae37dvX+uXX35Zo1Kp5L/+9a/shvdAtSnahJBSXkDdMwwa8if080LUFgWgCvqDc1MZOgq6ZjyX7Jy/v7/SJZDl5UgpP6q9MDk5eWl0dHSesSeEh4eXpaamtqq9/MiRI62cnJwQHR1d1tQipJQC0M9K39Tnkv1jNjmm642dmE9kTZhPZE9efPHF4D59+hRv3rz5DACMHz++8NKlS04rV64MfuaZZ3Lc3NyYg01kixNTbgUQJYToZVgghFADeADAD1LKwmbscwr0PwvetpPqSE1NRWpqqtJlkJUbM2bMpRMnTrTau3fv1YF+WVmZ2Lp1q+/NN99c6Ovr2+Qm57vvvuur0+lw00038bZ4VAeziRqL+USWxnwie5KSkuJ+2223XfM/ZkxMTGFhYaFTQkJCa6XqsmVKX47RHB8CmANgixDiOegvv5gHIBjAvTU3FEKkA4CUMqz6cSiAT6G/necp6CemvB3APwHsA7DZEt8A2ZZ9+/YBACIiIhSuhKzZvHnzcj/44IPAe++9t8uSJUvO+/v7V61evTowJydH/d///vd0zW01Gk0UAGRkZBwBgL/++ks9adKkjvfcc09+eHh4uVarxe7du9t8/PHHgb169bryf//3f825zIzsHLOJGov5RJbGfCJ7UlFRIdRq9TVnOxgm5P3zzz9bjR49uliZymyXzTUhpJRlQohhAF4HsBaAG4A/AIyQUv6vgacXAsgFsBBAW+gvwzgNIBZArJSyyddEEhEBgLu7u9yzZ0/q3Llz2y9YsCC0oqJCdOvWreSbb775a9CgQSX1PdfHx6fK19dXu3r16nZ5eXkuUkqEhISUz5kz58KyZcuyXFx4Vzsiaj7mExFR83Xo0KH8jz/+cK+57LfffnMHgPz8fCdlqrJtNteEAK5eD/lgI7YLq/X4EoDxZiqLiBxchw4dtHFxcde7q8ZVGRkZR86f/8z3519ujqqoyFGr1QEV69f/MyMkZPIpS9RJRI6nKflU83FAQEDV999/z2wiIsWdP/+Zb1r6fzSGsVPHsH9mhIRMNvvZWNOnT89ZuHBh6MqVK/2nTp16KSkpqfWaNWvaAYCTE3sQzWGLc0IQEdm08+c/8z1x8pXQiopsNSBRUZGtPnHyldDz5z/zbfjZRETmtTl1s+/QL4ZG9fy4Z9+hXwyN2py6mdlERIpScuw0b9683EmTJuUsXLgwNDAwsNeUKVM6z58/PwsA2rZtW2nu17dHbEIQEVlYWvp/NDpd+TX5q9OVq9LS/6NRqiYiIkDfgFhxYEVobmmuWkIitzRXveLAilA2IohISUqOnZydnfHJJ5+czcrKOvTbb78dy8zMTB48eHAxAAwaNIiT8zaDTV6OQWRJ48aNU7oEsjMVFTnqpiwnMobZROawLnmdpqKq4pqBfkVVhWpd8jrNfRH3cRJKahTmE5maNYydAgICqgICAkoB4N///ndg7969r/Tu3bvJtzgmNiGIGuTl5aV0CWRn1OqACv3phHWXK1EP2SZmE5lDXmme0QH99ZYTGcN8IlNTcuyUkJDQOjEx0aNPnz4lly9fdtq0aZPvzz//7JWQkJBi7te2V7wcg6gBR48exdGjR5Uug+xIx7B/ZqhUrrqay1QqV13HsH9mKFUT2R5mE5mDXys/owP66y0nMob5RKam5NhJrVbLLVu2+E6aNKnLnDlzOpaWlqp+/PHHlAEDBpSa+7XtFc+EIGrAwYMHAQA9evRQuBKyF4aZnJWY4ZnsB7OJzGFW9KyMFQdWhNa8JEPtpNbNip7FJik1GvOJTE3JsdOgQYNKjh49etzcr+NI2IQgIlJASMjkfDYdiMjaGOZ9WJe8TpNXmqf2a+VXMSt6VgbngyAipXHsZD/YhCAiIiKiq+6LuC+fTQciIjIXzglBRERERERERBbBJgQRERERERERWQQvxyBqwL333qt0CUREdTCbiMhaMZ+IqD5sQhA1wN3dXekSiIjqYDYRkbViPhFRfXg5BlEDDh06hEOHDildBhHRNZhNRGStmE9EVB82IYgawAMpEVkjZhMRWSvmExHVh00IIiIiIiIiIrIINiGIiIiIiIiIyCLYhCAiIiIiIiJqhtWrV/sJIfpevnzZpP9bv/HGG/6ffvqptyn32RCNRhM1c+bMkPq2OXDggJsQom98fLxnc1+Hd8cgIiIiIiIisiIfffRRQEREROmDDz5YYKnX/OKLL04GBgZWmft12IQgasDkyZOVLoGIqA5mExFZK+YTkXWpqqqCTqeDi4tLvdvdeuutpZaoh5djEDXAxcWlwT9YIiJLYzYRkbViPpE92rFjh8eAAQNucHd37+3p6dmrf//+Eb/++mur2tvFx8d7CiH6HjhwwK3m8v79+0fExMR0Mjw+ePCg26BBg8K9vLx6tWrVqnenTp26v/baawGGbf/880/3LVu2+Akh+goh+q5evdrP8NxVq1b5d+nSpbtare4THBwc9cILL7St+VoTJkwI69GjR9dPP/3Uu3Pnzt1dXV37HjhwoE6ttRm7HCM2NjagXbt2PVu1atX7tttu63Lu3Dl1439qxvFMCKIGHDhwAADQr18/hSshIvobs4mIrBXziexNfHy859133x1+8803F61ZsybNw8ND9/PPP3ucPXu22f+Q33333eFdunQpfe+999Lc3Nx0x48fdyssLHQCgLVr15655557Onfo0KF88eLFWQDQtWvXcgBYvHhx29jYWM1jjz12YejQocW///67+/LlyzXu7u66RYsW5Rj2n5GRof7Xv/6lWbhwYZa/v782NDS0sqk1bty40fu5557rMGnSpJzx48cX7Nmzx3P27Nlhzf2eDdiEIGrAn3/+CYAHUiKyLswmIrJWzCeyNy+88IImMjKyNDEx8YRKpb+YYOLEiYWAfmLKpu4vKyvLOSMjQ71ly5aT/fv3LwWAu+66q8iwvm/fvmXu7u46Pz8/7fDhw68Ylufn56tWrlwZ/OSTT2atWLEiCwDGjRtXeOXKFdWqVauCn3nmmRxnZ/2/+AUFBc47d+78a8CAAc2+xGL58uVBgwYNKvzss8/OAsCECRMKc3NznTdv3uzf3H0CvByDiIiIiGrI/3yT74lBg6OOd+3W98SgwVH5n2/yVbomIiKlFBYWqg4fPtz6gQceyDM0IFoqMDBQ265du4pZs2aFfvDBBz6ZmZmNOjlgz549HqWlpaoHHnjgUmVlJQwf//jHP4ry8vKcT58+ffXMjLZt21a2pAGh1Wpx/PjxVnfeeec1E2OOHz/+UnP3acAmBBEREREB0DcgsmNjQ7U5OWpICW1Ojjo7NjaUjQgiclQ5OTlOUkoEBwc3+XKG63FycsL27dtPBAQEVM6dOzcsJCQk+sYbbzQ6x0RN2dnZzgDQp0+f7mq1uq/hY8yYMTcAQFpa2tUmhJ+fX4vqzczMdK6qqhJt27a9Zj9BQUHaluwX4OUYRERERFQtb80ajSwvv+ZNKllerspbs0bj+8D9+UrVRUSklICAgCqVSoXMzMxGzbbq5uamA4DyWllaUFDg5Ovre/Uf+t69e5ft2rXrVGVlJXbt2uX57LPPhowbNy48KyvrsJOTk9F9+/n5aQHg888/P2msKRIVFVVm+FoI0ajv73qCg4O1Tk5O8uLFi9d831lZWS3uIfBMCCIiIiICAGhzc41Osna95URE9q5Nmza6nj17Xtm0aZOfTqdrcPuwsLAKADhy5MjVu2OcPHnSJT093c3Y9i4uLrjzzjuLHn/88Ys5OTkuubm5TtXLZe1GxrBhw664ubnpsrKyXAYPHlxS+8PHx6fhAhvJ2dkZkZGRpfHx8d41l2/ZssWnxftu6Q6I7N20adOULoGIqA5mE5mDs79/hTYnp07Dwdnfv0KJesg2MZ/I3rz66qvnx44de8OQIUPC/+///i/Hw8ND9+uvv3r069fvSu1tu3TpUtmjR4+SV155RdO6dWudTqfD66+/HuTl5XX1Mobffvut1fz580MmTpx4qUuXLuWXLl1yeuutt9pFRkaWtm3btqp6P2WJiYltvv766zYBAQHaG264obxdu3ZVTz31VOaiRYvanzlzRj148OBinU6HlJQUt8TERM/du3efMuX3/cwzz2Q99NBDnSdPntxhwoQJBXv27PH86aefvFq6X54JQUREREQAAL/ZszOEq+s176QJV1ed3+zZGUrVRESktFGjRhXHxcX9VVpaqpo1a1bHadOmdfr11189QkNDjTZoP//889MajaZ81qxZHZcuXRry3HPPZXXs2LHcsD4kJKQyICBAu3LlyqCJEyeGz58/PzQ8PLx027ZtJwzbvPjii5ldunQpmzZtWqchQ4Z0/eKLL7wB4OWXX764cuXKM7t37/aaNGlSl+nTp3f68ssvfQcOHFhkrJaWmDp1asErr7xy9ocffvCePHly5+TkZPd33nknvaX7FVJKE5TneIQQYQDS0tLSEBYWpmwxZFZ79+4FANxyyy0KV0Lmlp6ejo4dOwJARylleu31ycnJ6dHR0bkWL6wJUlNT1ZGRkVHMJvvHbHIcDWUTYNp8yv98k2/emjUabW6u2tnfv8Jv9uwMU8wHwXxyHMwnx2EPYycyj+TkZP/o6OgwY+t4OQZRA/766y8APJASkXVhNpG5+D5wfz4noaSWYD4RUX3YhCAiIiIiIiKyY1qtFte7CkIIAWdny7UG2IQgIiIiIiIismOhoaFRmZmZRu90FBwcXJGRkXHEUrWwCUFERERERERkx7Zu3XqyrKxMGFvn5uZm0Yki2YQgaoCLi4vSJRAR1cFsIiJrxXwisj79+/cvVboGAzYhiBowefJkpUsgIqqD2URE1or5RET1USldABERERERERE5BjYhiBqQmJiIxMREpcsgIroGs4mIrBXziYjqwyYEUQPS0tKQlpamdBlERNdgNhGRtWI+EVF92IQgIiIiIiIiIotgE4KIiIiIiIiILIJNCCIiIiIiIqLrOHr0qOukSZNCIyIiujk5OfXt379/hNI12TLeopOoAe7u7kqXQERUB7OJiKwV84nszaFDh1r9+OOPXr179y6urKwUStdj69iEIGrAvffeq3QJRER1MJuIyFoxn8jePPDAAwVTpkwpAICYmJhO+fn5LkrXZMts7nIMIUR3IcRaIcTvQogyIYQUQoQ1cR8jhBD7hRClQohsIcS7Qghv81RMRI7g4MGDbpMnT+4QFRXV1dXVtY8Qom9qaqq6KfvYunVrm+jo6Eg3N7c+vr6+0ZMmTQrNzc11MlfNROQYmE9ERC3j5MS4MyWba0IAuBHAGAAXAPza1CcLIW4DsB3Auer9LAAwFsB3Qghb/HmQmf3www/44YcflC6DrNy+ffta//DDD94BAQGVffr0KW7q8+Pj4z3vueeeLsHBwRWbNm068dJLL53fvXu31z/+8Y/wqqoqc5RMNo7ZRI3FfCJLYz4RUX1s8XKMT6WUHwOAEOIJAMOa+PwVAI4CuE9KqaveTxaA7wHcA2CzCWslO3D+/HmlSyAbMHv27LzHH388DwBeeumlwP3793vWt/3G/Wd8Vyec0OQUlasDPF0rLn68UIaHh5fFx8efNnTbNRpN5fjx48PXr1/vM2PGjEsW+DbIhjCbqLGamk9HEs/7Htyerim5XKF291JXLN/CfKKmYT6ROdQeO80dHp4x5abQfKXroqazuXf+DY2D5hBCaAD0g76RcXU/UsrdADIATGh5hUTkiJpymt7G/Wd8l8UfC80uKldLAJmZGeqzJ4659hhyZ2nN/YwbN64wMDCwcuvWrT5mKJmIHERT8ulI4nnfX788GVpyuUIN6PMp9eQx1xG3jmE+EZFiao+dsovK1cvij4Vu3H/GV+naqOlsrgnRQj2qPx81su5IjfVERGazOuGEplyru5q/lTlnAACHy3zrvDsZERFRmpqa2sqC5RGRAzu4PV1TVSOfMvPTAQDOhW2ZT0SkmNpjJwAo1+pUqxNOaJSqiZrPFi/HaAm/6s/GTtvJB9DH2JOqJ62sPXFliAnrIiIHklNUfs2EcLqyIgBAkWxVZ6Zlb29v7Z9//mn0Xme5ublOeXl517zFmZaWxtmaiajZDGdAGFwpKwQAOFe5M5+ISDG1x04NLSfrpmgTonqSyD2N3DxASplropeWTVz+BIAlJnptsjFt2rRRugSyvJuEEGnXWRda80FmZmZyUFCQtik7D/B0rcg2ctD0ae1SaWx7IYzfjvrVV19t++abbwY15bXJfjCbHFMDY6cW55O7l7qidiMCANyYT9QEzCcyteuNnQI8XSuUqIdaRukzIVIAPNzIbYtM8Hp51Z/9jKzzhfEzJADgLQAf1VoWAuBnE9REVm78+PFKl0CWdwpGsun5559/IzAw8Jos8vb2bvLU8HOHh2csiz8WajitUOWmP8t5ZEe3vNrbFhQUOHt5eRn9J2LRokUXH3300Wuas2lpaS6jRo2KbGpNZHuYTQ7L6NjJVPl04x1hGb9+eTLUcElGazf9P5MBkU7MJ2o05hOZWu2xEwC4Oqt0c4eHZ1ji9YuKilRfffWVFwBcuHBBXVxc7LRhwwYfAJg4ceJlT0/PZs9b6IgUbUJIKS+g7j/35vRn9ece0N8No6YoAHuNPUlKWQCgoOay63X+icgu5EgpP6q9MDk5eWl0dHSdgXhTGWZyNszwHBQWXpENqNtcOVdnMJ+amtqqb9++Rm+p5+/vX+Xv78/74xE5kOuNnUyVT1FDQvIB/dwQJZcr1J06hFcAUOdVnGE+EZFiao+dLH13jMzMTOfp06d3qrnM8PiWW245EhERwTMymkDpMyEsSkp5XghxEMBkIcRbNW7RORyABsAWRQskq7Rz504AQExMjMKVkD2ZclNofs0DZ4/tr3T98ssvfRcvXnzRMAP9N99845mdne1y99138/Z3VAezicwlakhIvqEZAQAbfu7OfKImYT6ROdQeO1lSREREhZTyf0q8tj2yuSaEEMIdwB3VD6OrP48SQuRA/+5lYo1tJYBEKeVtNXaxEPqzID4XQrwHIBjAcgC/AfjSzOWTDbpw4YLSJZANqHma3uHDh90BIC4uziswMFAbGBhYOXr06KvvFgoh+vbr16/4999/TzUse/XVV8+PHz/+hrFjx3aaOXNmzvnz511efPHFkJ49e16ZPn06B/lUB7OJGov5RJbGfCKi+thcEwJAIOo2C9ZUf04EcFt9T5ZS/iiEuBPAiwC+g36uiTgAz0gpedogETWLsdP0nn322Q4A0K9fv+LRo0enGn+m3tixY4s2bdp04qWXXgq+9957w93d3atGjhxZ8O9///u8s7MtRjURWQvmExERWRObO3JIKdMBNGpCBiml0e2klDsB7DRhWUTk4Jpymt71tps4cWLhxIkTC01bGRE5OuYTERFZE1XDmxARERERERERtZzNnQlBZGl+fsbu6EpEpCxmExFZK+YTEdWHTQiiBowZM0bpEoiI6mA2EZG1Yj4RUX14OQYRERERERERWQSbEEQN2LZtG7Zt26Z0GURE12A2EZG1Yj4RUX14OQZRA/Ly8pQugYioDmYTEVkr5hMR1YdnQhAREREREREZsX79ep9hw4Z1CQwM7Onu7t67W7duXdesWeOrdF22jGdCEBERERERERmxevXqtqGhoeWxsbHn/P39tfHx8V5z5szpmJeX57x48eJspeuzRWxCEBERERERERmxY8eOk0FBQVrD47FjxxZlZWW5rFu3ri2bEM3DJgRRA9q1a6d0CUREdTCbiMhaMZ/IntRsQBj06tWr5IcffvBWoh57wCYEUQNiYmKULoGIqA5mExFZK+YT2bv9+/d7dO7cuUzpOmwVmxBEREo48KEvEpdrUJythkdgBYYszEC/R/KVLouIiIjIKlnJ2CkuLs4zISHB+80330y39GvbCzYhiBqwZcsWAMD48eMVroTsxoEPfbHruVBoy/V3KCq+qMau50IBgI0IaixmExFZK+YTmZyVjJ1SUlLU06dP7zR06NCCxx9/nPeibSbeopOoAYWFhSgsLFS6DLInics1Vw+iBtpyFRKXaxSqiGwQs4mIrBXziUzOCsZOWVlZzjExMTdoNJqKuLi4NJWK/0o3F39yRESWVpytbtJyIiIiIkem8NipsLBQFRMT06Wqqgo7d+484enpqbPE69orXo7RfE4AcP78eaXrIDPLzc0FAKSnpytbCJldjb9nJ7O+kEdgBYov1j1oegRWtHTXlZWVAJhNjoDZ5Dgslk1mxnxyHMwnx2EPY6eGVFZWYsyYMZ3Onj3rmpiYmKLRaOrcLYOahk2I5gsCgEGDBildB1nI008/rXQJZDlBAE6Zbe9DFmZcc10jADi76jBkYUZLd33+/HkXgNnkSJhNDsW82WRmzCfHw3xyKDY7dmrI1KlTQ5OSkryWLVt2LicnxzkhIeHq/9DDhw+/Yu7Xt0dsQjTfAQCDAGQBqDLB/kIA/Fy9T75FYF34u7FO5vi9OEF/ED1gov0ZZ5hAyQwzPA8ePPjKjh07UkJCQipdXFyut01Edrbx0xdTUlKO1F6WlpbmMmrUqMgdO3akdOzYsbKlNdqiv/76y3fs2LEDla6jFmaT9TL178Yy2WRmDeXT3LlzQ9LS0ty2bdt20rDMkD+rVq1Kv+OOO4pqbm8smw4fPuz2+uuvtzty5EhrAAgNDS2bN2/ehWHDhl0BgIKCAqcVK1YEJiUleV26dMnZ29tb27Vr19Lp06fn3HLLLSUAEBkZGTV//vyMmTNn5gPAvffe28nLy0v7/vvvny0rKxPPP/988KFDhzxycnKcXV1ddd27dy99+umns7p3715uth9ePZhP1AQcOzVDUlJSGwBYvHhx+9rrpJT/M/fr2yMhpVS6BgIghAgDkAago5QyXdFi6Br83VgnJX4vycnJ6dHR0bmWeC1rkpqaqo6MjIxKSUk5EhERYfbTHq1RcnKyf3R0dJjSddTEbLJezCfLYDbpMZ+osZhNZEn1ZRMnpiQiIiIiIiIii+DlGERERERk1aqqqqDTXTsZvWGiy8rKSuh0OvB2eUREtoFpTURERERW7emnnw5Wq9V9a35ERUVFAUBUVFTU9u3bPZWukYiIGodnQliPAgAvVn8m68LfjXXi78VC/Pz8qp588sksPz8/U0zCS6bDvwHrxd+Nic2dOzfn7rvvvubnefnyZdVnn33mN3ny5Lxbb721RKnayCj+DVgn/l7IKrAJYSWklAUAlipdB9XF34114u/Fcvz9/atWrVqVqXQddC3+DVgv/m5MLywsrDIsLKzO3XnGjBlTrEQ9VD/+DVgn/l7IWvByDCIiIiIiIiKyCDYhrJQQorsQYq0Q4nchRJkQQlbfVocsRAjhIYRYLYTIEkKUCiEOCiHGKl2XoxNChAgh3hZC/CKEKK7+27hN6bocxcGDB90mT57cISoqqqurq2sfIUTf1NRUtdJ1ORJmk3ViNimP+aQ85pN1Yj6RtWETwnrdCGAMgAsAflW4Fke1FcBkAC8AGA3gGICtQog7FK2KugB4AEAxgASFa3E4+/bta/3DDz94BwQEVPbp04enQSuD2WSdmE0KYz5ZBeaTdWI+kVVhE8J6fSqlDJFSjgWwTeliHE31wfJ2AP8npfxQSvkjgIcA7AOwUtHiKElKGSiljAGwQeliHM3s2bPzLl68ePjHH388OWrUKE5sZWHMJqvGbFIY80lZzCerxnwiq8ImhJWSUuoa3orMaByAywC+MSyQUkoAHwOIFEJ0U6owR8e/DWU5OTkpXYKjYzZZKWaT8phPimM+WSn5TeDcAAAgAElEQVTmE1kbNiGIjOsB4JiR0D5cYz2RTdq8ebNX3759I3x8fKJdXV37hIWF9ViwYEFQaWmpULo2ahCziYisFfOJ7BLHTabHJgSRcX4A8o0sz6+xnsgm5efnO91yyy3F//73v8989dVXJ6ZMmZLzzjvvtJs5c2Z7pWujBjGbyK4dPXrUddKkSaERERHdnJyc+vbv3z+ivu2nT5/eXgjRd+bMmSGWqpGui/lEdonjJtNzVroAR1A9++yeRm4eIKXMNWM51HiymeuIrNpjjz2WDwDx8fGeY8aMucGwfOPGjQEbN24MMPaczMzM5KCgIK2laqR6MZvIbh06dKjVjz/+6NW+ffsynU6HAwcOeAgh+tb3nNatW1dZqj5qEPOJ7I5h3GQwZsyYosLCQqcNGzYE6nS6syoV39dvKjYhLCMFwMON3LbInIVQo+XBeMfet/qzsU4/kU3p2bNn6dtvv50OAN9//32bXbt2+bzxxhtnhKh7dqG3tzcH+daB2UR27YEHHiiYMmVKwdmzZ53vuOOOLleuXHF68sknLxjb9u23324XGhpalpKS4m7pOsko5hM5DF9f3yqtVsvLMZqJTQgLkFJeAPCR0nVQk/wJYIIQQlXr2sao6s9HFaiJyKSCg4O106dPz9+7d6/78uXLgx955JHsefPm5SldF9WL2UR2zTC5ZIcOHbQhISEV+fn5LnPnzq2TSxs2bPApKipyiouLS+vatWt3ixdKxjCfyK5ptVqUlZWJvXv3ur///vuBDz30UA7PgmgeNiGIjNsK4BEAY1BjlmcAUwGkSimPKVIV2Y3NqZt91yWv0+SV5qn9WvlVzIqelXFfxH0WfZfIx8enV3FxsRMAjBs3Lu+dd945b8nXp2ZhNpHDKy4uFs8//3zIkiVLzrdp04az/lsP5hOZldJjJ46bTIdNCCslhHAHcEf1w+jqz6OEEDkAcqSUicpU5jC2Qz+Px4dCCD8AadDf63oggLuULIwAIcTE6i/7VX8eIoTwB3BFSrlDobIabXPqZt8VB1aEVlRVqAAgtzRXveLAilAAsOTBdNeuXalFRUVO+/fvd1+1alXwgw8+GPrf//73TH3PKSoqUn311VdeAHD48GF3AIiLi/MKDAzUBgYGVo4ePbrYErU7MGaTFbP1bLIVL7zwQlBAQEBl7eu0mU+KYz5ZMVvPJ2sYOzVn3ETGCf3te8naCCHCoA9vYxKllLdZrBgHJYRoA+BVABMBeAM4BuAlKWWcooURhBDXC64zUsowc71ucnJyenR0dIsnjh36xdCo3NJcde3l/q38K/bcu+dIS/ffHGvWrPGdM2dOx6NHjx7t3r17+fW2S01NVUdGRkYZW9evX7/i33//PdV8VSonOTnZPzo6OkzpOgBmkzVTKpsA0+WTNYmJiemUn5/vUjNXUlJS1L179+4eHx//1/Dhw68AgEajiRo9evSlp556Kpv5pCzmk/Xi2Mm0GjtucmT1ZRPPhLBSUsp0AJzsREFSykIA/6z+ICsipbTpv4280rw6B9H6lltCv379SgDgxIkT6voOphERERVSyv9ZrjKqjdlkvWw9m2zBU089FTJ48ODC6OjostzcXCcA0Ol0KC8vF35+flVVVVX/4zXaymE+WS9bzydrGzs1dtxExjGliYgszK+VX0VTllvCTz/95AEA4eHhitVARNSQU6dOuX3//ffeAQEBvQwfFy5cUH/yySeBAQEBvdLS0lyUrpGITM/axk4cN7UMz4QgIrKwWdGzMmpe1wgAaie1blb0rAxLvP7IkSM733jjjVd69uxZqlar5c8//+yxbt26tqNHj77Ebj4RWbP33nsvvbCw0KnmsmnTpnUaMGBA0WOPPZYTHBysVao2IjIfJcdOHDeZHpsQREQWZphASakZnvv27Xvlq6++8n3rrbdchRBo3759+aJFizKefvrpHEu8PhHR9dScXPLChQvq4uJipw0bNvgAwMSJEy8PHjy4pPZzXF1ddRqNpuLOO+8ssnS9RGQZSo6dOG4yPU5MSUTUSPY48Rs1jjVN/EZkjL3kU32T36akpByJiIioc+qzYWLK9957zyFvl8d8ImtmL9lETceJKYmIiIjI6jVn8tuMjAxF7ipERETNw4kpiYiIiIiIiMgi2IQgmyCESBdC/NTQMmsihLhNCCGFENOUroWIzIf5RETWiNlERNaKTQiiFhBC9BJCLBVChCldCxFRTcwnIrJGzCYi4pwQZMsiACg9s2ovAEsA/AQgvda6JACtAFRatiQisgLMJyKyRswmIlIcmxBks6SUjbovrxDCU0pp8dt2SSl1AMos/bpEpDzmExFZI2YTEVkDXo5BVkUI0V4I8YUQ4rIQolAIsU0I0fk62173WkchRG8hxC4hxGUAh2usdxVCLBJC/CmEKBNCFFS/Rm8j+xdCiBlCiN+EEMXVH0eEEC9Vr18KYEP15nuqr2GUQoiPqtcbva5RCNFaCPGaEOKUEKJcCHFBCPGJECK01nZXny+EeLi65nIhxBkhxDNN/NESUQsxn67ZjvlEZCUyMjKcmE1Xt2M2EdkAnglBVkMI4Q39aXjtAawDcAzAEAB7oD81r7E6APgRwJcAvgbgUb1/FwA7AdwC4FMA/wHgBWAGgF+FEIOllAdr7OdTAJMB/AbgFQAFACIBTATwLwBbAAQBmAngVQDHq593qp7v0RnALgC3AvgKwEoA4QAeA/APIcSNUsra9zmfBaAtgA+ra5gCYLkQ4ryU8r9N+LkQUTNdvnxZBeYT84nIyuTm5jpNnz69HYDxYDbVxGwismJsQpA1eQZAGIDpUkpDl3yNEOItAPOasJ+OAGZIKT+otfyfAG4DECOl3GVYKIRYA+AogDeq10MIcS/0B9GNAB6qPj3QsL0KAKSUh4UQ+6A/kO6WUv7UiNoehv4g+rqU8mpHXgjxA4B4AK8BeLDWczoA6CalLKjedj2AMwAeB8ADKZEFvP/++22gH3gzn67FfCJS0NKlS9tdvHjRGcwmZhORDeHlGGRN7gZwEcAntZYvb+J+8vH3qX41TQGQAuB/Qgh/wwcANYDdAAYKIQzvGkyu/ryg5kEUuHq9YnONA6CD/oBZc5/fATgE4C7DgbqGDYaDaPW2JQD2Q/8uAFGLpKWlubi7u/cWQvStfrefjEhKSnIH84n5RGRlduzY4e3j46MDs4nZRBbDsVPL8YdG1qQTgBNSyqqaC6WUWdCfStdYp2rvo1pX6E8JzDHyMR2AEwD/6m3DAWRJKS826TtoWEcAmVLKS0bW/QnAs0YNBqeNbJsHwM/EtZEDmjt3boi7u3tLBocOISsrywXMJ+YTmdX69et9hg0b1iUwMLCnu7t7727dunVds2aNr2H9mTNnXB599NGQiIiIbu7u7r3btWvXc9y4cWFpaWkuStatpPPnz7tqNJpKZhOziSyHY6eW4+UYZG2ud9so0YR9lNSzjyMA5tfz3Jwa25rjFlZN+T4MjA0KiFps586dHklJSV7z5s3LWrZsWYjS9dgA5lNdzCcymdWrV7cNDQ0tj42NPefv76+Nj4/3mjNnTse8vDznxYsXZ+/du9d9165d3lOmTMkZMGBASVZWlvNrr70WfMstt0QeO3bsz+ozAhyOENf902U2EZkYx06mwSYEWZPTAG4QQjjV7MYLIYKgvxa7pU4ACADwYyNOC0yF/vS+tg109Jt6sD0FIEYI4V3zNMFq3QAUAsht4j6Jmkyr1eKJJ57o8NRTT2V6e3tzsNaAoKCgyrNnzzKfmE9kRjt27DgZFBSkNTweO3ZsUVZWlsu6devaLl68OHvEiBHFEydOPOri8veJDzfddFNJdHR0j08//dRn7ty5eYoUrqCQkJDy8+fPq5lNzCYyP46dTIeXY5A1+Qb6mYyn1lq+0ET7/wRAO1ynmy+EaFvj4WfVn1fUvs5QXPuWQ3H1Z180Thz0f3fP1trnKAC9AXzbwusmiRrl9ddfDygvLxcLFy7MaXhrGjRoUAmYT8wnByClRFJSkucTTzzRccqUKRFPPPFEx6SkJE8pzfEG97VqNiAMevXqVZKfn+8MAP7+/lU1GxAA0LNnz3I3NzddTk6OQ76xFhMTU3Dp0iUVmE3MJjI7jp1MxyEDm6zWCgCTALwvhOgL/XV+twG4GabpcL8NYASA14UQw6C/FVUh9DMoDwdQBmAoAEgpvxRCbIb+oB4uhPgWwCUANwAYCaBH9T4PQD9Z0vNCCB8AVwCkSSl/u04NHwF4CMBCIUQY9Lf86wJgNvST3i0ywfdJNiD/802+eWvWaLS5uWpnf/8Kv9mzM3wfuD/fEq994cIFp9jYWM17772X5urqav7/LOzAjBkzCj/77LPLYD6RHcvPz3eaNWvWDRkZGW7l5eVX/4k8cOCAt0ajKVu3bt1fvr6+Fn33b//+/R6dO3cuu9763377rVVZWZmqe/fu193Gni1duvTCV199FZCdnc1sIrvHsZP94JkQZDWqJxwaBH3Heyr0TQl36A9uV0yw/0oAo6G/ZVUAgBcBvAngPugvBXmt1lMmQX9rKjfo7239BvQH4i9r7PMs9BMztQKwFsDn0N+3ur4aRgKIBdAfwFvQzzz9JYABUspzLfw2yQbkf77JNzs2NlSbk6OGlNDm5KizY2ND8z/f1Nh3hVpk/vz5mujo6Cv33XffZUu8nj3w9vbWgfnEfLJjUkrMmjXrhrNnz7aq2YAAgPLyctXZs2dbzZo16wZLnBFhEBcX55mQkOA9Y8aMbGPrq6qq8Pjjj3do3759+bhx4wotVpgVCQgIqFq/fn0WmE1k5zh2si/CkgcTIiJblpycnB4dHd3id5ZODBocpc3JUdde7hwQUBH+c9KRlu6/PgcPHnS7+eabu+3cuTM1Ojq6DAA++OAD3+eee67D6dOnDwcEBGg9PDx4YKglOTnZPzo6OkzpOoiup6X5lJSU5Pncc891qd2AqMnV1VUXGxt7ctCgQUXNfZ3GSklJUd9yyy1de/fuXbx79+5TKlXdsmbOnBny8ccfB3733Xept99+e4v/4bZVzCeyZhw7Oa76somXYxARWZg2N7fOQbS+5aZ0/PhxN61WK26//fbI2us6derU8957783dvHnzGXPXQUTWZcuWLf71NSAA/RkRX3/9tb+5mxBZWVnOMTExN2g0moq4uLg0Yw2Il19+OfCDDz5o++6775525AYEkaPg2Mm+sAlBRGRhzv7+FUa7+f7+FeZ+7dtvv71427Ztf9Vctn379jZr165tt3nz5hMRERHl5q6BiKxPbiMH8o3drrkKCwtVMTExXaqqqrBz584Tnp6edSYc/OCDD3yWLFnS/oUXXjg/Y8aMS+ash4isA8dO9oVNCCIiC/ObPTsjOzY2VNZ411G4uur8Zs/OMPdrBwUFae+8885r3sU8ffq0GgBGjhxZ7OXlxRnGiRyQfyMH8o3drjkqKysxZsyYTmfPnnVNTExM0Wg0de6WsW3bNs/Zs2d3nDp1avZLL71U320giciOcOxkX9iEICKyMMNMzkrN8ExEVNv48eNzDxw44N3QnBATJkwwxR0XjJo6dWpoUlKS17Jly87l5OQ4JyQkXB2nDh8+/Moff/zhNmnSpM6dOnUqmzRpUn5CQkJrw/qwsLCKzp07V5qrNiJSFsdO9oUTUxIRNZKpJlci28OJ38jatTSfpJS47777up49e7aVVqsVtdc7OzvLDh06lG7evPm4EHVWm4RGo4nKzMw0ermHlPJ/q1ev9ps3b16YsfVPPvlk1qpVqzLNUpiVYz6RNePYyXFxYkoiIiIiui4hBNatW/fXrFmzbsjIyHCreUaEq6urTqPRlK1bt+4vczUgACAjI6PeGe7nzp2bN3fu3DyzFUBERBbBJgQRERERwdfXt2rz5s3Hf/nlF8+vv/7aPzc3V+3v718xYcKE3IEDBxaZswFBRESOg00IIiIiIgKgPyNi0KBBRea+DScRETmueu8HTURERERERERkKmxCEBEREREREZFFsAlBRERERERERBbBJgQRERERERERWQSbEERERERERERkEWxCEBEREREREZFFsAlBRERERERERBbBJgQRkYNZvXq1nxCib+2PVatW+StdGxEREZE14bjJ9JyVLoCIiJTx7bff/uXu7q4zPO7atWu5kvUQkWNbv369z8aNG/2OHj3qXlxc7BQWFlb2z3/+8+Ls2bPza273+++/t1q4cKHm4MGDHjqdTnTq1KlszZo1ZwYNGlSiVO1EZP84bjIdNiGIiBzU4MGDr3h5eeka3pKIyPxWr17dNjQ0tDw2Nvacv7+/Nj4+3mvOnDkd8/LynBcvXpwNAHv37m01YsSIyNtvv71gw4YNp1UqFX7//Xf3kpISnt1LRGbFcZPpsAlBRERERACAkpIS1datW3137tzpV1xc7OTh4VEVExOTN27cuPya7wCaw44dO04GBQVpDY/Hjh1blJWV5bJu3bq2hibEY489Fjps2LCCb775Js2w3fjx4wvNWRcREZkWu8ZERA6qU6dOUc7Ozn07duzYfeXKlbyukcjBffPNNz4jRoyIXrNmTfvjx497nDt3rtXx48c91qxZ037EiBHR33zzjY85X79mA8KgV69eJfn5+c4A8L///c/t8OHDrefNm5dtzjqIiIzhuMl0eCYEEZECjiSe9z24PV1TcrlC7e6lrrjxjrCMqCEh+Q0/s+U0Gk3l008/nXnTTTdd0el0+Pzzz30XLFgQWlJSojK820hEjuWbb77xWb58eVhFRUWdN6jKy8tVALB8+fIwALjrrrsuWaqu/fv3e3Tu3LkMAH755ZfWAJCXl+ccERHR7dSpU62CgoLK58+ff+HJJ5/MtVRNRKQMpcZOHDeZHpsQREQWdiTxvO+vX54MrdLqVABQcrlC/euXJ0MBwBIH0wkTJhROmDDh6unLEydOLBwzZoxYtWpV0KJFi7KdnJzMXQIRWZGSkhLVihUrjDYgaqqoqFCtWLEibMSIEZfNfWkGAMTFxXkmJCR4v/nmm+kAcOHCBRcAmDVrVticOXMuDBgwoOSLL77wmT9/fmhwcHDlfffdd9ncNRGRMpQcO3HcZHq8HIOIyMIObk/XGA6iBlVanerg9nSNUjWNHz++oKCgwDk1NVWtVA1EpIytW7f6NmX7uLg4s16WAQApKSnq6dOndxo6dGjB448/ngcAOp2+7zFp0qTcl19++eKYMWOKPv3007MDBgwoWrFiRTtz10REyrG2sRPHTS3DJgQRkYWVXK4wesC63nJLkFICANjNJ3I8O3fu9DNcctGQ8vJy1c6dO/3MWU9WVpZzTEzMDRqNpiIuLi5NpdKX5uvrWwUAw4YNK6q5/eDBg4tOnTrVypw1EZGyrG3sxHFTy7AJQURkYe5e6oqmLLeEr7/+2sfb21vbpUsXxWogImUUFxc3aRRdXFxstst5CwsLVTExMV2qqqqwc+fOE56enlcv++jevXsZ8Pfg30BKCSGExP9n797joqrz/4F/zpy5cxtGLoOIgCiICiOCoO7jK1ooWLpu5ZZpYpnf3Sw2pUJbyrTy1pLSV0o0zfxh3hK33a/mJcFEv99NgkwSRPACpXKR+zDM9Vx+f7T4RfPC5cyAzOv5ePh4yJkz57wnHzHvec3nAgD9Vl/rndA39QzWhAAAsLOoxwJudJzXSAghtFjERT0WcMMe909ISBgSHR3dFh4ebrRardS+ffvUhw8fdl+7du0vSPQBHI+zszPbxfN/s4uFEKxWK5kxY8aQX375RZaXl3fR19f3tvvExcXpXV1d2ZycHNdZs2bdmp+dl5fnGhoaarRFTQDQN/Rm74S+SXgIIQAA7Kx9AaXe2h1j6NCh5qysLM/a2loJz/PU0KFDjZmZmRUvvfSSXe4PAH1LQkJCw9WrV5WdmZIhk8m4hISEBlvUkZiY6H/q1Cm3999//1pdXZ04Nzf3Vp/66KOPtsnlcv7111+vev/99wepVComJibGsH//flVhYaHz4cOHy2xREwD0Db3ZO6FvEh5155A2AAC4u6KiokqtVott4BxQUVGRh1arDejtOgDupSe/nwwGg2jKlCnazoYQx48fL7LF7hi+vr5hVVVVd53fzfP8D+1/X7lypffWrVu9bt68KQkMDDS99dZbVfPnz28Wup6HBX4/QV+G3slx3e93E0ZCAAAAADgwpVLJLV26tPKDDz647zadUqmUW7p0aaWttue8cePG+c6ct3LlytqVK1fW2qIGAACwPYQQAAAAAA5u5syZTYQQ8re//S2AkF93wWh/TCaTcYQQsnTp0sr28wAAALoLIQQAAAAAkJkzZzZNmTKl5R//+If70aNHB+j1erGzszOTkJDQ8Ic//KHJViMgAADAsSCEAAAAAABCyK9TM+bMmdMwZ84cmyw+CQAA8MAFiAAAAAAAAAAAhIAQAgAAAAAAAADsAiEEAAAAAAAAANgFQggAAAAAAAAAsAuEEAAAAAAAAABgFwghAAAcjNVqJampqRp/f/9RUql0jLe3d/iLL77o19t1AQAAAPRF6J2EhS06AQAczB//+MfAf/3rXy4pKSlVI0aMMF2/fl1aXFys6O26AKBvaGtrE5WVlcn1ej3t7OzMhoSEmJycnDhb33ffvn1uf/vb3zRXr16VGwwG2sfHxzJr1qyG999/v0ahUPCEEDJz5szAH3/80amurk4il8u5kSNHGlavXn0jNjbWYOv6AMBxoXcSFkIIAAAHkp2d7Xro0CH3/Pz8C5GRkabergcA+o6ysjJ5VlaW17fffjuApmmeoijC8zxhWZaaPHlyQ2Ji4s2QkBCb/d5obGykJ0yYoE9OTq51c3Nj8/PzlevXrx9YW1sr2blz5y+EEMJxHElOTq4JCgoy63Q6OiMjw+vxxx8Pyc/PvzBy5EizrWoDAMeF3kl4CCEAABzI9u3bPcaNG9eKN1EA6Gjbtm1e27dvH8SyLGFZlrrz8ZycHI9vv/3WY8GCBdcXLlx40xY1LFq0qLHjzzNmzGjV6XT0559/7sVx3C8ikYgcPHiw4o5zdF5eXqP379+vGjlyZK0t6gIAx4beSXhYEwIAwIGcO3fOKSgoyJSYmDjY2dk5QqFQREydOjWosrJS0tu1AUDv+HcA4WuxWKi7BRCEEMKyLGWxWKjt27f7btu2zctetanVapZhmLvWRAghLi4unFQq5axW6z3PAQDoCfROwsNICACAXnDu+GH1mew9vm3NTVInlbtl3Kxnb4ye8ljjg5/ZM/X19ZLs7GyP4cOHGz777LOrOp1OtGLFikG///3vg86dO3dRJEI2DeBIysrK5Nu3bx9ksVg69SHeYrGItm/fPmjixIktwcHBNpn+wDAMMZlM1L/+9S/l1q1bvebPn1/X8XcTx3GEZVlSXV0tXr16tYamafLCCy802KIWAOg70Dv1HwghAADs7Nzxw+qT/2+rP2u1igghpK25SXry/231J4QQW7+Z8jxPeJ4nX3/99WWNRsMSQsigQYOsjz32WMjBgwddZs6c2WrL+wNA35KVleXFsmyXnsOyLMnKyvJetWrVL7aoyd3dfbRer6cJIeSJJ55o+OSTT653fHzVqlVeK1as8Pv3ucyBAwcuDR061GqLWgCgb0Dv1L8gtgEAsLMz2Xt8299E27FWq+hM9h5fW9/b1dWVDQ4ONra/iRJCyNSpU/USiYTHKs8AjqWtrU307bffDrjXFIx7YVmWOnHixIC2tjab9JHHjh0rO3r0aNnKlSuv5ebmqubNm+ff8fEXX3yxMS8vr3T37t2XtVpt25NPPjmssLBQbotaAKBvQO/Uv2AkBACAnbU1N0m7clxIQUFBJrPZ/JsPHDzPE5FIxNv6/gDQd5SVlclpmu7W//c0TZPy8nJ5RESE4FtjTpgwwUgIIfHx8XpPT0/mlVdeCXzrrbdq2ne/8PX1ZXx9fRlCCJk1a1ZLcHDwyNWrV2u++uqrSqFrAYC+Ab1T/4KREAAAduakcrd05biQEhISmsvLyxXV1dW3QugjR464MAxDjRkzxmjr+wNA36HX62mK6t56jhRF8e1TJmxp7NixBkIIuXTp0l0/aEgkEhISEmL85ZdfZLauBQB6D3qn/gUhBACAnY2b9ewNWiLhOh6jJRJu3Kxnb9j63kuWLKlTqVTMtGnThu7evdtt8+bN6oULFwaOHz9eFx8fr7f1/QGg73B2dmZ5vntf4vE8Tzk7O3dtMYluOHnypDMhhAwbNuyuHzQMBgNVXFzs5OfnZ/MPIgDQe9A79S+YjgEAYGftCyj1xgrParWaO378ePkrr7zi9+KLLw6RSCT8lClTmjdv3nzN1vcGgL4lJCTE1NX1INqxLEuCg4NNQtYTHx8fFBUV1RYeHm6USqX86dOnnTdv3uz9+OOPN40cOdK8d+9et127dqkfe+yxFj8/P2tVVZV4y5YtXvX19ZKUlJQaIWsBgL4FvVP/ghACAKAXjJ7yWKM93jjvZtSoUea8vLzLvXFvAOg7nJycuMmTJzfk5OR4dCWMoGmaf+SRRxqcnJy4B5/deZGRkW3Z2dnqjz76SEZRFPHz8zOnpqbeSElJqSOEkJCQELPBYBCtWLFiUHNzs9jDw8M6evToti1btlyIiooSNBABgL4HvVP/gRACAAAAwEElJibe/Pbbbz26sk0nTdMkMTGxVuha1qxZU7NmzZp7jmiIiIgw5ebmXhH6vgAAYF9YEwIAAADAQYWEhJgWLFhwXSqVdmpUg1Qq5RYsWHA9ODjYbOvaAACgf8JICAAAAAAHtnDhwpuEELJ9+/ZBLMuSu03NoGmap2maLFiw4Eb7+QAAAN2BEAIAAADAwc2aNatBJpOxhw4d8rx69arTnY8HBAQYpk+fXjdjxozm3qgPAAD6D4QQAAAAAA7q7NmzyqysLO/8/Hx3sVjMWSwW0d227aysrFR++umnfps2bfKPiYlpSkxMrB0zZoyhF0oGAICHHGxGlCIAACAASURBVEIIAAAAAAdz/fp1SWpqauDly5edrFYrxfM8ZbVa6Xudz7IsZTQaaUII+d///V/377//XjV06NC2NWvWVAwaNMhqv8oBAOBhh4UpAQAAABwEz/Nkz549A5555plRZWVlzv8e+dDp7Tn/fQ3KYrGIysrKnJ955plRe/bsGXC30RMAAAB3g5EQAAAAAA6A53ny3nvvDfrmm288zWZzj7+IYlmWYlmW+vjjjweXl5cr3nnnnesU1aU8AwAAHBBGQgAAAAD0c0IHEB2ZzWbRN9984/n+++8PEvK6AADQPyGEAAAAAOjn9u7dO8AWAUQ7s9ksOnbsmOeePXsG2OL6AADQfyCEAABwMNHR0SEURUXe7U9OTs5vtuYDgIfb9evXJR9//PFgWwUQ7cxms+jjjz8efOPGDYkt7wMAYG/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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "figsize = (15,5)\n",
-    "fig, ax = plt.subplots(1,3, figsize=figsize)\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    data = cell_stats[cell_stats.cre_line==cre_line]\n",
-    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
-    "    cluster_order = np.sort(data.cluster_id.unique())\n",
-    "    n_clusters = len(cluster_order)\n",
-    "    ax[i] = sns.scatterplot(data=data, x='exp_mod_direction', y='exp_mod_persistence', alpha=0.2,\n",
-    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], ax=ax[i])\n",
-    "    \n",
-    "    data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
-    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
-    "    cluster_order = np.sort(data.cluster_id.unique())\n",
-    "    n_clusters = len(cluster_order)\n",
-    "    ax[i] = sns.scatterplot(data=data, x='exp_mod_direction', y='exp_mod_persistence', \n",
-    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
-    "                            size='n_cells', sizes=(0, 1000), ax=ax[i], alpha=0.7)\n",
-    "    \n",
-    "    ax[i].axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "    ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "    ax[i].set_title(cell_types[cre_line]+'\\n experience modulation')\n",
-    "    ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
-    "    ax[i].set_xlabel('direction')\n",
-    "    ax[i].set_ylabel('persistence')\n",
-    "    ax[i].set_xlim(-1.2,1.2)\n",
-    "    ax[i].set_ylim(-1.2,1.2)\n",
-    "fig.tight_layout()\n",
-    "# utils.save_figure(fig, figsize, base_dir, folder, 'experience_modulation_across_cells_and_clusters')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### feature selectivity within and across sesions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 107,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# figsize = (15,5)\n",
-    "# fig, ax = plt.subplots(1,3, figsize=figsize)\n",
-    "# for i, cre_line in enumerate(cre_lines):\n",
-    "#     data = cell_stats[cell_stats.cre_line==cre_line]\n",
-    "#     data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
-    "#     cluster_order = np.sort(data.cluster_id.unique())\n",
-    "#     n_clusters = len(cluster_order)\n",
-    "#     ax[i] = sns.scatterplot(data=data, x='feature_sel_within_session', y='feature_sel_across_sessions', alpha=0.2,\n",
-    "#                             hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], ax=ax[i])\n",
-    "    \n",
-    "#     data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
-    "#     data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
-    "#     cluster_order = np.sort(data.cluster_id.unique())\n",
-    "#     n_clusters = len(cluster_order)\n",
-    "#     ax[i] = sns.scatterplot(data=data, x='feature_sel_within_session', y='feature_sel_across_sessions', \n",
-    "#                             hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
-    "#                             size='n_cells', sizes=(0, 1000), ax=ax[i], alpha=0.7)\n",
-    "    \n",
-    "# #     ax[i].axvline(x=0, ymin=0, ymax=1, linestyle='--', color='gray')\n",
-    "# #     ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "#     ax[i].set_title(cell_types[cre_line]+'\\n feature selectivity')\n",
-    "#     ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
-    "#     ax[i].set_xlabel('within session')\n",
-    "#     ax[i].set_ylabel('across sessions')\n",
-    "#     ax[i].set_xlim(-0.1,1.1)\n",
-    "#     ax[i].set_ylim(-0.1,1.1)\n",
-    "# fig.tight_layout()\n",
-    "# # utils.save_figure(fig, figsize, base_dir, folder, 'feature_selectivity_across_cells_and_clusters')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### feature selectivity across sessions vs. experience selectivity "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "* cell switching is indicated by low feature_sel_across_sessions and high experience selectivity\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 108,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9\n",
-      "5\n",
-      "9\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1224x360 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "figsize = (17,5)\n",
-    "fig, ax = plt.subplots(1,3, figsize=figsize)\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    data = avg_cluster_stats[avg_cluster_stats.cre_line==cre_line]\n",
-    "    data = data[data.cluster_id<10] # TEMPORARY to make sure we dont exceed # clusters in palette\n",
-    "    cluster_order = np.sort(data.cluster_id.unique())\n",
-    "    n_clusters = len(cluster_order)\n",
-    "    print(n_clusters)\n",
-    "    ax[i] = sns.scatterplot(data=data, x='experience_selectivity', y='feature_sel_across_sessions', \n",
-    "                            hue='cluster_id', hue_order=cluster_order, palette=sns.color_palette()[:n_clusters], \n",
-    "                            size='n_cells', sizes=(0, 1000), ax=ax[i])\n",
-    "#     ax[i].axvline(x=0, ymin=-1, ymax=1, linestyle='--', color='gray')\n",
-    "#     ax[i].axhline(y=0, xmin=-1, xmax=1, linestyle='--', color='gray')\n",
-    "    ax[i].set_title(cell_types[cre_line])\n",
-    "    ax[i].legend(fontsize='small', title_fontsize='small', bbox_to_anchor=(1,1))\n",
-    "    ax[i].set_xlabel('experience modulation')\n",
-    "    ax[i].set_ylabel('feature selectivity across sessions')\n",
-    "    ax[i].set_xlim(0, 1.1)\n",
-    "    ax[i].set_ylim(0, 1.1)\n",
-    "fig.tight_layout()\n",
-    "# utils.save_figure(fig, figsize, base_dir, folder, 'feature_sel_exp_mod_avg_across_cells_in_cluster')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### summarize"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_clusters_per_cre = cell_stats.groupby(['cre_line']).count().rename(columns={'cluster_id':'n_cells_total'})[['n_cells_total']]\n",
-    "n_clusters_per_feature = cell_stats.groupby(['cre_line', 'dominant_feature']).count().rename(columns={'cluster_id':'n_cells'})[['n_cells']]\n",
-    "n_clusters_per_feature = n_clusters_per_feature.reset_index().merge(n_clusters_per_cre, on='cre_line')\n",
-    "n_clusters_per_feature['fraction_cells'] = n_clusters_per_feature['n_cells']/n_clusters_per_feature['n_cells_total']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 110,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[Text(0, 0, 'all-images'),\n",
-       " Text(0, 0, 'omissions'),\n",
-       " Text(0, 0, 'behavioral'),\n",
-       " Text(0, 0, 'task')]"
-      ]
-     },
-     "execution_count": 110,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 324x216 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = utils.get_cre_line_colors()[::-1]\n",
-    "\n",
-    "figsize=(4.5,3)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "sns.barplot(data=n_clusters_per_feature, x='dominant_feature', y='fraction_cells', hue='cre_line',\n",
-    "             palette=colors, order=features, hue_order=cre_lines, ax=ax)\n",
-    "ax.legend(fontsize='xx-small', title='', loc='upper right')\n",
-    "ax.set_ylabel('fraction of cells')\n",
-    "ax.set_xlabel('')\n",
-    "ax.set_title('feature preference')\n",
-    "ax.set_xticklabels(features, rotation=45)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 111,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_clusters_per_cre = cell_stats.groupby(['cre_line']).count().rename(columns={'cluster_id':'n_cells_total'})[['n_cells_total']]\n",
-    "n_clusters_per_feature = cell_stats.groupby(['cre_line', 'dominant_experience_level']).count().rename(columns={'cluster_id':'n_cells'})[['n_cells']]\n",
-    "n_clusters_per_feature = n_clusters_per_feature.reset_index().merge(n_clusters_per_cre, on='cre_line')\n",
-    "n_clusters_per_feature['fraction_cells'] = n_clusters_per_feature['n_cells']/n_clusters_per_feature['n_cells_total']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 112,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 324x216 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = utils.get_cre_line_colors()[::-1]\n",
-    "experience_levels = np.sort(cluster_meta.experience_level.unique())\n",
-    "\n",
-    "figsize=(4.5,3)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "sns.barplot(data=n_clusters_per_feature, x='dominant_experience_level', y='fraction_cells', hue='cre_line',\n",
-    "             palette=colors, order=experience_levels, hue_order=cre_lines, ax=ax)\n",
-    "ax.legend(fontsize='xx-small', title='', loc='upper right')\n",
-    "ax.set_ylabel('fraction of cells')\n",
-    "ax.set_xlabel('')\n",
-    "ax.set_title('experience level preference')\n",
-    "ax.set_xticklabels(experience_levels, rotation=45);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### repeat but per cluster instead of across cells "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 113,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in double_scalars\n",
-      "  \n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\ipykernel_launcher.py:18: RuntimeWarning: invalid value encountered in double_scalars\n"
-     ]
-    }
-   ],
-   "source": [
-    "cell_stats = cluster_meta.copy()\n",
-    "for i, cell_specimen_id in enumerate(cell_stats.index.values):\n",
-    "    # get dropout scores per cell \n",
-    "    cell_dropouts = dropouts[dropouts.cell_specimen_id==cell_specimen_id].groupby('experience_level').mean()[features]\n",
-    "    # get preferred regressor and experience level and save\n",
-    "    dominant_feature = cell_dropouts.stack().idxmax()[1]\n",
-    "    dominant_experience_level = cell_dropouts.stack().idxmax()[0]\n",
-    "    cell_stats.loc[cell_specimen_id, 'dominant_feature'] = dominant_feature\n",
-    "    cell_stats.loc[cell_specimen_id, 'dominant_experience_level'] = dominant_experience_level\n",
-    "    # get selectivity for feature & experience level \n",
-    "    # feature selectivity is ratio of largest and next largest dropouts for the dominant experience level\n",
-    "    order = np.argsort(cell_dropouts.loc[dominant_experience_level])\n",
-    "    values = cell_dropouts.loc[dominant_experience_level].values[order[::-1]]\n",
-    "    feature_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
-    "    # experience selectivity is ratio of largest and next largest dropouts for the dominant feature\n",
-    "    order = np.argsort(cell_dropouts[dominant_feature])\n",
-    "    values = cell_dropouts[dominant_feature].values[order[::-1]]\n",
-    "    experience_selectivity = (values[0]-(np.mean(values[1:])))/(values[0]+(np.mean(values[1:])))\n",
-    "    cell_stats.loc[cell_specimen_id, 'feature_selectivity'] = feature_selectivity\n",
-    "    cell_stats.loc[cell_specimen_id, 'experience_selectivity'] = experience_selectivity"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 114,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['cre_line', 'cluster_id', 'VISl_lower', 'VISl_upper', 'VISp_lower',\n",
-       "       'VISp_upper', 'dominant_feature', 'dominant_experience_level',\n",
-       "       'next_highest_conditions', 'feature_selectivity',\n",
-       "       'experience_selectivity', 'exp_mod_direction', 'exp_mod_persistence',\n",
-       "       'feature_sel_within_session', 'feature_sel_across_sessions',\n",
-       "       'fraction_cre', 'F_max', 'N1_max', 'N2_max', 'n_cells_cluster'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 114,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cluster_stats.keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 115,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0, 1)"
-      ]
-     },
-     "execution_count": 115,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x216 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "min_size = 0\n",
-    "max_size = 1000\n",
-    "\n",
-    "colors = utils.get_cre_line_colors()\n",
-    "\n",
-    "figsize=(4,3)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "sns.scatterplot(data=cluster_stats, x='cre_line', y='feature_selectivity', hue='cre_line',\n",
-    "             palette=colors, hue_order=cell_types, size='fraction_cre', sizes=(min_size, max_size), ax=ax)\n",
-    "ax.legend(fontsize='xx-small', title='', bbox_to_anchor=(1.1,1))\n",
-    "ax.set_ylabel('feature selectivity index')\n",
-    "ax.set_xlabel('')\n",
-    "ax.set_title('feature selectivity')\n",
-    "# ax.set_xticklabels([processing.get_cell_type_for_cre_line(cluster_meta, cre_line) for cre_line in cre_lines], rotation=45)\n",
-    "ax.set_xticklabels([cre_line.split('-')[0] for cre_line in cre_lines[::-1]], rotation=0)\n",
-    "\n",
-    "ax.set_ylim(0,1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 116,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0, 1)"
-      ]
-     },
-     "execution_count": 116,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x216 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "max_size = 0\n",
-    "max_size = 1000\n",
-    "\n",
-    "figsize=(4,3)\n",
-    "fig, ax = plt.subplots(figsize=figsize)\n",
-    "sns.scatterplot(data=cluster_stats, x='cre_line', y='experience_selectivity', hue='cre_line', \n",
-    "             palette=colors, hue_order=cell_types, size='fraction_cre', sizes=(min_size, max_size), ax=ax)\n",
-    "ax.legend(fontsize='x-small', title='', bbox_to_anchor=(1.1,1))\n",
-    "ax.set_ylabel('experience selectivity')\n",
-    "ax.set_xlabel('')\n",
-    "ax.set_title('experience selectivity')\n",
-    "# ax.set_xticklabels([processing.get_cell_type_for_cre_line(cluster_meta, cre_line) for cre_line in cre_lines], rotation=45)\n",
-    "ax.set_xticklabels([cre_line.split('-')[0] for cre_line in cre_lines[::-1]], rotation=0)\n",
-    "\n",
-    "ax.set_ylim(0,1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### details stuff / validation"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### count number of cells in different areas & depths"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 117,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'make_frequency_table' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[1;32m<ipython-input-117-2c66426b91f7>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmake_frequency_table\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgroupby_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'cre_line'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnormalize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[1;31mNameError\u001b[0m: name 'make_frequency_table' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "make_frequency_table(cluster_meta, groupby_columns = ['cre_line', 'targeted_structure'], normalize=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "There are way more cells in VISp than VISl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "make_frequency_table(cluster_meta, groupby_columns = ['cre_line', 'layer'], normalize=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "There are way more cells in lower layers for Sst and upper layers for Vip"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "make_frequency_table(cluster_meta, groupby_columns = ['cre_line', 'binned_depth'], normalize=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Numbers get pretty small for inhibitory lines when looking at depths in 4 bins"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### get frequency across areas & layer for one cre line"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cre_line = cre_lines[1]\n",
-    "print(cre_line)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "make_frequency_table(cluster_meta[cluster_meta.cre_line==cre_line], \n",
-    "                     groupby_columns = ['targeted_structure', 'layer'], normalize=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cre_meta = cluster_meta[cluster_meta.cre_line==cre_line]\n",
-    "make_frequency_table(cre_meta, groupby_columns = ['targeted_structure', 'layer'], normalize=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plot frequency by area and depth"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cre_line = cre_lines[1]\n",
-    "cre_meta = cluster_meta[cluster_meta.cre_line==cre_line]\n",
-    "frequency = make_frequency_table(cre_meta, groupby_columns = ['targeted_structure', 'layer'], normalize=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Rows add up to 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, ax = plt.subplots(figsize=(6,2.5))\n",
-    "ax = sns.heatmap(frequency, vmin=0, cmap='magma', ax=ax, cbar_kws={'shrink':0.8, 'label':'fraction of cells'})\n",
-    "ax.set_ylim((0, 4))\n",
-    "# ax.set_yticklabels(frequency.index, rotation=0, horizontalalignment='center')\n",
-    "ax.set_xlim(-0.5, len(frequency.columns)+0.5)\n",
-    "ax.set_ylabel('')\n",
-    "ax.set_title(cell_types[cre_line])\n",
-    "fig.tight_layout()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### normalizing to cluster size doesnt make sense"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stats_df = cre_meta[['cluster_id', 'binned_depth']]\n",
-    "frequency_table= stats_df.groupby('cluster_id')['binned_depth'].value_counts(normalize=False).unstack()\n",
-    "frequency_table= frequency_table.fillna(0)\n",
-    "frequency_table"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "stats_df = cre_meta[['cluster_id', 'binned_depth']]\n",
-    "frequency_table= stats_df.groupby('cluster_id')['binned_depth'].value_counts(normalize=True).unstack()\n",
-    "frequency_table= frequency_table.fillna(0)\n",
-    "frequency_table"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sns.heatmap(frequency_table)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### plots with individual cells per cluster"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# get dropouts for some specific condition and add to cre meta for plotting\n",
-    "condition = ('all-images', 'Familiar')\n",
-    "metric_data = df[condition]\n",
-    "metric_data = metric_data.rename(columns={('all-images', 'Novel 1'):'metric'})\n",
-    "metric_data = pd.DataFrame(metric_data, columns=['metric'])\n",
-    "metric_meta = cre_meta.merge(metric_data, on='cell_specimen_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "fig, ax = plt.subplots()\n",
-    "ax = sns.scatterplot(data=metric_meta, y='imaging_depth', x='metric', hue='cluster_id', palette='magma_r', ax=ax)\n",
-    "ax.legend(bbox_to_anchor=(1,1), )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, ax = plt.subplots()\n",
-    "ax = sns.pointplot(data=metric_meta, y='binned_depth', x='metric', hue='cluster_id', \n",
-    "                   orient='h', join=False, dodge=0.5, palette='magma_r', ax=ax)\n",
-    "ax.legend(bbox_to_anchor=(1,1), )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# get dropouts for some specific condition and add to cre meta for plotting\n",
-    "condition = ('behavioral', 'Novel 1')\n",
-    "metric_data = df[condition]\n",
-    "metric_data = metric_data.rename(columns={('all-images', 'Novel 1'):'metric'})\n",
-    "metric_data = pd.DataFrame(metric_data, columns=['metric'])\n",
-    "metric_meta = cre_meta.merge(metric_data, on='cell_specimen_id')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, ax = plt.subplots()\n",
-    "ax = sns.scatterplot(data=metric_meta, y='imaging_depth', x='metric', hue='cluster_id', palette='magma_r', ax=ax)\n",
-    "ax.legend(bbox_to_anchor=(1,1), )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "area_df = pd.DataFrame(frequency_table_area.unstack(), columns=['fraction']).reset_index()\n",
-    "area_df = area_df.groupby(['cluster_id', 'targeted_structure']).mean().unstack()\n",
-    "area_df.columns = area_df.columns.droplevel()\n",
-    "fig, ax = plt.subplots(figsize=(6,2))\n",
-    "ax = sns.heatmap(area_df.T, vmin=0, cmap='magma', ax=ax, cbar_kws={'shrink':0.8, 'label':'fraction cells\\nper area'})\n",
-    "ax.set_ylim((0, 2))\n",
-    "ax.set_yticklabels(area_df.T.index, rotation=0, horizontalalignment='center')\n",
-    "ax.set_ylabel('')\n",
-    "ax.set_xlim(-0.5, len(area_df)+0.5)\n",
-    "fig.tight_layout()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "depth_df = pd.DataFrame(frequency_table_depth.unstack(), columns=['fraction']).reset_index()\n",
-    "depth_df = depth_df.groupby(['cluster_id', 'binned_depth']).mean().unstack()\n",
-    "depth_df.columns = depth_df.columns.droplevel()\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(6,2.5))\n",
-    "ax = sns.heatmap(depth_df.T, vmin=0, cmap='magma', ax=ax, cbar_kws={'shrink':0.8, 'label':'fraction cells\\nper depth'})\n",
-    "ax.set_ylim((0, 4))\n",
-    "ax.set_yticklabels(depth_df.T.index, rotation=0, horizontalalignment='center')\n",
-    "ax.set_xlim(-0.5, len(depth_df)+0.5)\n",
-    "ax.set_ylabel('')\n",
-    "fig.tight_layout()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, ax = plt.subplots\n",
-    "sns.barplot(data=area_df, x='cluster_id', y='fraction', hue='targeted_structure')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "frequency_table_depth"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/visual_behavior/dimensionality_reduction/clustering/processing.py b/visual_behavior/dimensionality_reduction/clustering/processing.py
index cbae66fb3..011575694 100644
--- a/visual_behavior/dimensionality_reduction/clustering/processing.py
+++ b/visual_behavior/dimensionality_reduction/clustering/processing.py
@@ -21,6 +21,8 @@
 import visual_behavior.data_access.utilities as utilities
 
 import visual_behavior_glm.GLM_analysis_tools as gat
+import visual_behavior_glm.GLM_across_session as gas
+
 import visual_behavior_glm.GLM_clustering as glm_clust
 import visual_behavior_glm.GLM_params as glm_params
 from statsmodels.stats.proportion import proportion_confint
@@ -213,24 +215,23 @@ def pivot_df(df, dropna=True, drop_duplicated_cells=True):
 # loading & processing ###
 
 def get_glm_results_pivoted_for_clustering(glm_version='24_events_all_L2_optimize_by_session',
-                                           model_output_type='adj_fraction_change_from_full', save_dir=None):
+                                           model_output_type='adj_fraction_change_from_full',
+                                           across_sessions_normalized=True, save_dir=None):
     """
     loads GLM results pivoted where columns are dropout scores and rows are cells in specific experiments
     filters to limit to cells matched in all experience levels
     loads from file if file exists in save_dir, otherwise generates from mongo and saves to save dir
     """
+    if across_sessions_normalized and save_dir:
+        results_file_path = os.path.join(save_dir, glm_version + '_across_normalized_results_pivoted.h5')
+    elif save_dir:
+        results_file_path = os.path.join(save_dir, glm_version + '_results_pivoted.h5')
 
-    results_file_path = os.path.join(save_dir, glm_version + '_results_pivoted.h5')
-    if os.path.exists(results_file_path):
+    if os.path.exists(results_file_path) is False:
         print('loading results_pivoted from', results_file_path)
         results_pivoted = pd.read_hdf(results_file_path, key='df')
 
     else:  # if it doesnt exist, then load it and save (note this is slow)
-        results_pivoted = gat.build_pivoted_results_summary(value_to_use=model_output_type, results_summary=None,
-                                                            glm_version=glm_version, cutoff=None)
-
-        # get rid of passive sessions
-        results_pivoted = results_pivoted[results_pivoted.passive == False]
 
         # get cells table and limit to cells matched in closest familiar and novel active
         cells_table = loading.get_cell_table()
@@ -238,22 +239,32 @@ def get_glm_results_pivoted_for_clustering(glm_version='24_events_all_L2_optimiz
         cells_table = utilities.limit_to_containers_with_all_experience_levels(cells_table)
         cells_table = utilities.limit_to_cell_specimen_ids_matched_in_all_experience_levels(cells_table)
         print(len(cells_table.cell_specimen_id.unique()),
-              'cells in cells_table after limiting to strictly matched cells')
+                  'cells in cells_table after limiting to strictly matched cells')
 
         # get matched cells and experiments to limit to
         matched_experiments = cells_table.ophys_experiment_id.unique()
         matched_cells = cells_table.cell_specimen_id.unique()
 
+        if across_sessions_normalized is False:
+            results_pivoted = gat.build_pivoted_results_summary(value_to_use=model_output_type,
+                                                                    results_summary=None,
+                                                                    glm_version=glm_version, cutoff=None)
+
+            # get rid of passive sessions
+            results_pivoted = results_pivoted[results_pivoted.passive == False]
+        elif across_sessions_normalized is True:
+            results_pivoted, _ = gas.load_cells(glm_version=glm_version)
+
         # limit results pivoted to to last familiar and second novel
         results_pivoted = results_pivoted[results_pivoted.ophys_experiment_id.isin(matched_experiments)]
         results_pivoted = results_pivoted[results_pivoted.cell_specimen_id.isin(matched_cells)]
         print(len(results_pivoted.cell_specimen_id.unique()),
-              'cells in results_pivoted after limiting to strictly matched cells')
+                  'cells in results_pivoted after limiting to strictly matched cells')
 
-        if save_dir:
-            # save filtered results to save_dir
-            results_pivoted.to_hdf(os.path.join(save_dir, glm_version + '_results_pivoted.h5'), key='df')
-            print('results_pivoted saved')
+        # if save_dir:
+        #     # save filtered results to save_dir
+        #     results_pivoted.to_hdf(results_file_path, key='df')
+        #     print('results_pivoted saved')
     return results_pivoted
 
 

From b29b19f9b48576bd1e0ffb13cb279c55e239d3c1 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Wed, 9 Nov 2022 11:35:39 -0800
Subject: [PATCH 17/25] linting

---
 .../dimensionality_reduction/clustering/plotting.py   |  6 +++---
 .../dimensionality_reduction/clustering/processing.py | 11 +++++------
 2 files changed, 8 insertions(+), 9 deletions(-)

diff --git a/visual_behavior/dimensionality_reduction/clustering/plotting.py b/visual_behavior/dimensionality_reduction/clustering/plotting.py
index 3654591d9..4af196b8d 100644
--- a/visual_behavior/dimensionality_reduction/clustering/plotting.py
+++ b/visual_behavior/dimensionality_reduction/clustering/plotting.py
@@ -2077,7 +2077,7 @@ def plot_eigengap_values(eigenvalues_cre, cre_lines, n_clusters_cre=None, save_d
         n_clusters_cre = processing.get_n_clusters_cre()
 
     for cre_line in cre_lines:
-        if len(eigenvalues_cre[cre_line])<4: # patchwork her. 
+        if len(eigenvalues_cre[cre_line]) < 4:  # patchwork her.
             eigenvalues = eigenvalues_cre[cre_line][1]
         else:
             eigenvalues = eigenvalues_cre[cre_line]
@@ -2766,7 +2766,7 @@ def plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table, diff
     return ax
 
 
-def plot_cluster_size(cluster_size_df, cre_line=None, shuffle_type=None, stats_table=None, diff_column = 'cluster_size_diff',
+def plot_cluster_size(cluster_size_df, cre_line=None, shuffle_type=None, stats_table=None, diff_column='cluster_size_diff',
                       ax=None, figsize=None, save_dir=None, folder=None):
     if cre_line is not None:
         if isinstance(cre_line, str):
@@ -2788,7 +2788,7 @@ def plot_cluster_size(cluster_size_df, cre_line=None, shuffle_type=None, stats_t
 
     # plot cluster size first
     for i, cluster_id in enumerate(cluster_ids):
-        ax[i] = plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table=stats_table, diff_column = diff_column, ax=ax[i])
+        ax[i] = plot_cluster_size_for_cluster(cluster_size_df, cluster_id, stats_table=stats_table, diff_column=diff_column, ax=ax[i])
 
     fig.subplots_adjust(hspace=1.2, wspace=0.6)
     plt.suptitle(processing.get_shuffle_label(shuffle_type), x=0.52, y=1.15)
diff --git a/visual_behavior/dimensionality_reduction/clustering/processing.py b/visual_behavior/dimensionality_reduction/clustering/processing.py
index 011575694..f10d7f3f9 100644
--- a/visual_behavior/dimensionality_reduction/clustering/processing.py
+++ b/visual_behavior/dimensionality_reduction/clustering/processing.py
@@ -239,7 +239,7 @@ def get_glm_results_pivoted_for_clustering(glm_version='24_events_all_L2_optimiz
         cells_table = utilities.limit_to_containers_with_all_experience_levels(cells_table)
         cells_table = utilities.limit_to_cell_specimen_ids_matched_in_all_experience_levels(cells_table)
         print(len(cells_table.cell_specimen_id.unique()),
-                  'cells in cells_table after limiting to strictly matched cells')
+              'cells in cells_table after limiting to strictly matched cells')
 
         # get matched cells and experiments to limit to
         matched_experiments = cells_table.ophys_experiment_id.unique()
@@ -247,8 +247,8 @@ def get_glm_results_pivoted_for_clustering(glm_version='24_events_all_L2_optimiz
 
         if across_sessions_normalized is False:
             results_pivoted = gat.build_pivoted_results_summary(value_to_use=model_output_type,
-                                                                    results_summary=None,
-                                                                    glm_version=glm_version, cutoff=None)
+                                                                results_summary=None,
+                                                                glm_version=glm_version, cutoff=None)
 
             # get rid of passive sessions
             results_pivoted = results_pivoted[results_pivoted.passive == False]
@@ -259,7 +259,7 @@ def get_glm_results_pivoted_for_clustering(glm_version='24_events_all_L2_optimiz
         results_pivoted = results_pivoted[results_pivoted.ophys_experiment_id.isin(matched_experiments)]
         results_pivoted = results_pivoted[results_pivoted.cell_specimen_id.isin(matched_cells)]
         print(len(results_pivoted.cell_specimen_id.unique()),
-                  'cells in results_pivoted after limiting to strictly matched cells')
+              'cells in results_pivoted after limiting to strictly matched cells')
 
         # if save_dir:
         #     # save filtered results to save_dir
@@ -2453,6 +2453,7 @@ def compute_sse(feature_matrix):
 
     return SSE
 
+
 def get_variability_df(feature_matrix, cluster_df, columns=['cluster_id', 'cre_line', 'clustered'], metric='sse'):
     '''
     INPUT:
@@ -2501,5 +2502,3 @@ def get_variability_df(feature_matrix, cluster_df, columns=['cluster_id', 'cre_l
                                                ignore_index=True)
 
     return variability_df
-
-

From baddb9251b51d1c3a5dd561f0c66cca5421921be Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Wed, 9 Nov 2022 12:40:00 -0800
Subject: [PATCH 18/25] behavior object is not defined!

---
 visual_behavior/utilities.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/visual_behavior/utilities.py b/visual_behavior/utilities.py
index 33fdb82ef..53038e6b5 100644
--- a/visual_behavior/utilities.py
+++ b/visual_behavior/utilities.py
@@ -1336,7 +1336,10 @@ def cache_response_probability(behavior_session_id, engaged_only=True):
         stimulus_presentations = stimulus_presentations[stimulus_presentations.engagement_state == 'engaged']
 
     # compute response probability
-    response_matrix = behavior.calculate_response_matrix(stimulus_presentations, aggfunc=np.mean, sort_by_column=True,
+    # BEHAVIOR OBJECT IS NOT DEFINED. CHANGED IT TO DATASET, BUT NOT SURE IF THAT'S CORRECT ONE. IRYNA NOV 11,2022
+    # response_matrix = behavior.calculate_response_matrix(stimulus_presentations, aggfunc=np.mean, sort_by_column=True,
+    #                                                     engaged_only=engaged_only)
+    response_matrix = dataset.calculate_response_matrix(stimulus_presentations, aggfunc=np.mean, sort_by_column=True,
                                                          engaged_only=engaged_only)
 
     filename = 'behavior_session_id={}.h5'.format(behavior_session_id)

From 9dc99421c64f6374017d662144d7943b73027cf3 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Wed, 9 Nov 2022 15:01:03 -0800
Subject: [PATCH 19/25] multi session def traces

---
 ...sion_df_loading_for_VB_platform_paper.html | 14995 ++++++++++++++++
 ...ion_df_loading_for_VB_platform_paper.ipynb |   247 +
 2 files changed, 15242 insertions(+)
 create mode 100644 notebooks/221109_multi_session_df_loading_for_VB_platform_paper.html
 create mode 100644 notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb

diff --git a/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.html b/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.html
new file mode 100644
index 000000000..55228f905
--- /dev/null
+++ b/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.html
@@ -0,0 +1,14995 @@
+<!DOCTYPE html>
+<html>
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+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-ScrollBar, /* </DEPRECATED> */
+.lm-ScrollBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='horizontal'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='horizontal'] {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-ScrollBar[data-orientation='vertical'],
+/* </DEPRECATED> */
+.lm-ScrollBar[data-orientation='vertical'] {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-button, /* </DEPRECATED> */
+.lm-ScrollBar-button {
+  box-sizing: border-box;
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-track, /* </DEPRECATED> */
+.lm-ScrollBar-track {
+  box-sizing: border-box;
+  position: relative;
+  overflow: hidden;
+  flex: 1 1 auto;
+}
+
+
+/* <DEPRECATED> */ .p-ScrollBar-thumb, /* </DEPRECATED> */
+.lm-ScrollBar-thumb {
+  box-sizing: border-box;
+  position: absolute;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-SplitPanel-child, /* </DEPRECATED> */
+.lm-SplitPanel-child {
+  z-index: 0;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle, /* </DEPRECATED> */
+.lm-SplitPanel-handle {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle.p-mod-hidden, /* </DEPRECATED> */
+.lm-SplitPanel-handle.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-SplitPanel-handle:after, /* </DEPRECATED> */
+.lm-SplitPanel-handle:after {
+  position: absolute;
+  top: 0;
+  left: 0;
+  width: 100%;
+  height: 100%;
+  content: '';
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+  cursor: ew-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+  cursor: ns-resize;
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+  left: 50%;
+  min-width: 8px;
+  transform: translateX(-50%);
+}
+
+
+/* <DEPRECATED> */
+.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,
+/* </DEPRECATED> */
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+  top: 50%;
+  min-height: 8px;
+  transform: translateY(-50%);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabBar, /* </DEPRECATED> */
+.lm-TabBar {
+  display: flex;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='horizontal'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] {
+  flex-direction: row;
+  align-items: flex-end;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar[data-orientation='vertical'], /* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] {
+  flex-direction: column;
+  align-items: flex-end;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-content, /* </DEPRECATED> */
+.lm-TabBar-content {
+  margin: 0;
+  padding: 0;
+  display: flex;
+  flex: 1 1 auto;
+  list-style-type: none;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+  flex-direction: row;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,
+/* </DEPRECATED> */
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+  flex-direction: column;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar-tab {
+  display: flex;
+  flex-direction: row;
+  box-sizing: border-box;
+  overflow: hidden;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar-tabIcon,
+.p-TabBar-tabCloseIcon,
+/* </DEPRECATED> */
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+  flex: 0 0 auto;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tabLabel, /* </DEPRECATED> */
+.lm-TabBar-tabLabel {
+  flex: 1 1 auto;
+  overflow: hidden;
+  white-space: nowrap;
+}
+
+
+.lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar-tab.p-mod-hidden, /* </DEPRECATED> */
+.lm-TabBar-tab.lm-mod-hidden {
+  display: none !important;
+}
+
+
+.lm-TabBar-addButton.lm-mod-hidden {
+  display: none !important;
+}
+
+
+/* <DEPRECATED> */ .p-TabBar.p-mod-dragging .p-TabBar-tab, /* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+  position: relative;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+  left: 0;
+  transition: left 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+  top: 0;
+  transition: top 150ms ease;
+}
+
+
+/* <DEPRECATED> */
+.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,
+/* </DEPRECATED> */
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+  transition: none;
+}
+
+.lm-TabBar-tabLabel .lm-TabBar-tabInput {
+  user-select: all;
+  width: 100%;
+  box-sizing : border-box;
+  background: inherit;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ .p-TabPanel-tabBar, /* </DEPRECATED> */
+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+
+/* <DEPRECATED> */ .p-TabPanel-stackedPanel, /* </DEPRECATED> */
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+@charset "UTF-8";
+html{
+  -webkit-box-sizing:border-box;
+          box-sizing:border-box; }
+
+*,
+*::before,
+*::after{
+  -webkit-box-sizing:inherit;
+          box-sizing:inherit; }
+
+body{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none;
+  color:#182026;
+  font-family:-apple-system, "BlinkMacSystemFont", "Segoe UI", "Roboto", "Oxygen", "Ubuntu", "Cantarell", "Open Sans", "Helvetica Neue", "Icons16", sans-serif; }
+
+p{
+  margin-bottom:10px;
+  margin-top:0; }
+
+small{
+  font-size:12px; }
+
+strong{
+  font-weight:600; }
+
+::-moz-selection{
+  background:rgba(125, 188, 255, 0.6); }
+
+::selection{
+  background:rgba(125, 188, 255, 0.6); }
+.bp3-heading{
+  color:#182026;
+  font-weight:600;
+  margin:0 0 10px;
+  padding:0; }
+  .bp3-dark .bp3-heading{
+    color:#f5f8fa; }
+
+h1.bp3-heading, .bp3-running-text h1{
+  font-size:36px;
+  line-height:40px; }
+
+h2.bp3-heading, .bp3-running-text h2{
+  font-size:28px;
+  line-height:32px; }
+
+h3.bp3-heading, .bp3-running-text h3{
+  font-size:22px;
+  line-height:25px; }
+
+h4.bp3-heading, .bp3-running-text h4{
+  font-size:18px;
+  line-height:21px; }
+
+h5.bp3-heading, .bp3-running-text h5{
+  font-size:16px;
+  line-height:19px; }
+
+h6.bp3-heading, .bp3-running-text h6{
+  font-size:14px;
+  line-height:16px; }
+.bp3-ui-text{
+  font-size:14px;
+  font-weight:400;
+  letter-spacing:0;
+  line-height:1.28581;
+  text-transform:none; }
+
+.bp3-monospace-text{
+  font-family:monospace;
+  text-transform:none; }
+
+.bp3-text-muted{
+  color:#5c7080; }
+  .bp3-dark .bp3-text-muted{
+    color:#a7b6c2; }
+
+.bp3-text-disabled{
+  color:rgba(92, 112, 128, 0.6); }
+  .bp3-dark .bp3-text-disabled{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-text-overflow-ellipsis{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal; }
+.bp3-running-text{
+  font-size:14px;
+  line-height:1.5; }
+  .bp3-running-text h1{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h1{
+      color:#f5f8fa; }
+  .bp3-running-text h2{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h2{
+      color:#f5f8fa; }
+  .bp3-running-text h3{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h3{
+      color:#f5f8fa; }
+  .bp3-running-text h4{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h4{
+      color:#f5f8fa; }
+  .bp3-running-text h5{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h5{
+      color:#f5f8fa; }
+  .bp3-running-text h6{
+    color:#182026;
+    font-weight:600;
+    margin-bottom:20px;
+    margin-top:40px; }
+    .bp3-dark .bp3-running-text h6{
+      color:#f5f8fa; }
+  .bp3-running-text hr{
+    border:none;
+    border-bottom:1px solid rgba(16, 22, 26, 0.15);
+    margin:20px 0; }
+    .bp3-dark .bp3-running-text hr{
+      border-color:rgba(255, 255, 255, 0.15); }
+  .bp3-running-text p{
+    margin:0 0 10px;
+    padding:0; }
+
+.bp3-text-large{
+  font-size:16px; }
+
+.bp3-text-small{
+  font-size:12px; }
+a{
+  color:#106ba3;
+  text-decoration:none; }
+  a:hover{
+    color:#106ba3;
+    cursor:pointer;
+    text-decoration:underline; }
+  a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{
+    color:inherit; }
+  a code,
+  .bp3-dark a code{
+    color:inherit; }
+  .bp3-dark a,
+  .bp3-dark a:hover{
+    color:#48aff0; }
+    .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,
+    .bp3-dark a:hover .bp3-icon,
+    .bp3-dark a:hover .bp3-icon-standard,
+    .bp3-dark a:hover .bp3-icon-large{
+      color:inherit; }
+.bp3-running-text code, .bp3-code{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  font-size:smaller;
+  padding:2px 5px; }
+  .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+  .bp3-running-text a > code, a > .bp3-code{
+    color:#137cbd; }
+    .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{
+      color:inherit; }
+
+.bp3-running-text pre, .bp3-code-block{
+  font-family:monospace;
+  text-transform:none;
+  background:rgba(255, 255, 255, 0.7);
+  border-radius:3px;
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+  color:#182026;
+  display:block;
+  font-size:13px;
+  line-height:1.4;
+  margin:10px 0;
+  padding:13px 15px 12px;
+  word-break:break-all;
+  word-wrap:break-word; }
+  .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+  .bp3-running-text pre > code, .bp3-code-block > code{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit;
+    font-size:inherit;
+    padding:0; }
+
+.bp3-running-text kbd, .bp3-key{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#5c7080;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-family:inherit;
+  font-size:12px;
+  height:24px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  line-height:24px;
+  min-width:24px;
+  padding:3px 6px;
+  vertical-align:middle; }
+  .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{
+    margin-right:5px; }
+  .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#a7b6c2; }
+.bp3-running-text blockquote, .bp3-blockquote{
+  border-left:solid 4px rgba(167, 182, 194, 0.5);
+  margin:0 0 10px;
+  padding:0 20px; }
+  .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{
+    border-color:rgba(115, 134, 148, 0.5); }
+.bp3-running-text ul,
+.bp3-running-text ol, .bp3-list{
+  margin:10px 0;
+  padding-left:30px; }
+  .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){
+    margin-bottom:5px; }
+  .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,
+  .bp3-running-text ul ul,
+  .bp3-running-text ol ul,
+  .bp3-list ul{
+    margin-top:5px; }
+
+.bp3-list-unstyled{
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-list-unstyled li{
+    padding:0; }
+.bp3-rtl{
+  text-align:right; }
+
+.bp3-dark{
+  color:#f5f8fa; }
+
+:focus{
+  outline:rgba(19, 124, 189, 0.6) auto 2px;
+  outline-offset:2px;
+  -moz-outline-radius:6px; }
+
+.bp3-focus-disabled :focus{
+  outline:none !important; }
+  .bp3-focus-disabled :focus ~ .bp3-control-indicator{
+    outline:none !important; }
+
+.bp3-alert{
+  max-width:400px;
+  padding:20px; }
+
+.bp3-alert-body{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-alert-body .bp3-icon{
+    font-size:40px;
+    margin-right:20px;
+    margin-top:0; }
+
+.bp3-alert-contents{
+  word-break:break-word; }
+
+.bp3-alert-footer{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:reverse;
+      -ms-flex-direction:row-reverse;
+          flex-direction:row-reverse;
+  margin-top:10px; }
+  .bp3-alert-footer .bp3-button{
+    margin-left:10px; }
+.bp3-breadcrumbs{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  cursor:default;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:wrap;
+      flex-wrap:wrap;
+  height:30px;
+  list-style:none;
+  margin:0;
+  padding:0; }
+  .bp3-breadcrumbs > li{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+    .bp3-breadcrumbs > li::after{
+      background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'/%3e%3c/svg%3e");
+      content:"";
+      display:block;
+      height:16px;
+      margin:0 5px;
+      width:16px; }
+    .bp3-breadcrumbs > li:last-of-type::after{
+      display:none; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumb-current,
+.bp3-breadcrumbs-collapsed{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  font-size:16px; }
+
+.bp3-breadcrumb,
+.bp3-breadcrumbs-collapsed{
+  color:#5c7080; }
+
+.bp3-breadcrumb:hover{
+  text-decoration:none; }
+
+.bp3-breadcrumb.bp3-disabled{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-breadcrumb .bp3-icon{
+  margin-right:5px; }
+
+.bp3-breadcrumb-current{
+  color:inherit;
+  font-weight:600; }
+  .bp3-breadcrumb-current .bp3-input{
+    font-size:inherit;
+    font-weight:inherit;
+    vertical-align:baseline; }
+
+.bp3-breadcrumbs-collapsed{
+  background:#ced9e0;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  margin-right:2px;
+  padding:1px 5px;
+  vertical-align:text-bottom; }
+  .bp3-breadcrumbs-collapsed::before{
+    background:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'/%3e%3ccircle cx='14' cy='8.03' r='2'/%3e%3ccircle cx='8' cy='8.03' r='2'/%3e%3c/g%3e%3c/svg%3e") center no-repeat;
+    content:"";
+    display:block;
+    height:16px;
+    width:16px; }
+  .bp3-breadcrumbs-collapsed:hover{
+    background:#bfccd6;
+    color:#182026;
+    text-decoration:none; }
+
+.bp3-dark .bp3-breadcrumb,
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumbs > li::after{
+  color:#a7b6c2; }
+
+.bp3-dark .bp3-breadcrumb.bp3-disabled{
+  color:rgba(167, 182, 194, 0.6); }
+
+.bp3-dark .bp3-breadcrumb-current{
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-breadcrumbs-collapsed{
+  background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-breadcrumbs-collapsed:hover{
+    background:rgba(16, 22, 26, 0.6);
+    color:#f5f8fa; }
+.bp3-button{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  min-height:30px;
+  min-width:30px; }
+  .bp3-button > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-button > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-button::before,
+  .bp3-button > *{
+    margin-right:7px; }
+  .bp3-button:empty::before,
+  .bp3-button > :last-child{
+    margin-right:0; }
+  .bp3-button:empty{
+    padding:0 !important; }
+  .bp3-button:disabled, .bp3-button.bp3-disabled{
+    cursor:not-allowed; }
+  .bp3-button.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button.bp3-align-right,
+  .bp3-align-right .bp3-button{
+    text-align:right; }
+  .bp3-button.bp3-align-left,
+  .bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026; }
+    .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-button:not([class*="bp3-intent-"]):active, .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active:hover, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active, .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-button.bp3-intent-primary{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-primary:hover{
+      background-color:#106ba3;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{
+      background-color:#0e5a8a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{
+      background-color:rgba(19, 124, 189, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-success{
+    background-color:#0f9960;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-success:hover{
+      background-color:#0d8050;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{
+      background-color:#0a6640;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{
+      background-color:rgba(15, 153, 96, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-warning{
+    background-color:#d9822b;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-warning:hover{
+      background-color:#bf7326;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{
+      background-color:#a66321;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{
+      background-color:rgba(217, 130, 43, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button.bp3-intent-danger{
+    background-color:#db3737;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      color:#ffffff; }
+    .bp3-button.bp3-intent-danger:hover{
+      background-color:#c23030;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{
+      background-color:#a82a2a;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{
+      background-color:rgba(219, 55, 55, 0.5);
+      background-image:none;
+      border-color:transparent;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.6); }
+  .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+    stroke:#ffffff; }
+  .bp3-button.bp3-large,
+  .bp3-large .bp3-button{
+    min-height:40px;
+    min-width:40px;
+    font-size:16px;
+    padding:5px 15px; }
+    .bp3-button.bp3-large::before,
+    .bp3-button.bp3-large > *,
+    .bp3-large .bp3-button::before,
+    .bp3-large .bp3-button > *{
+      margin-right:10px; }
+    .bp3-button.bp3-large:empty::before,
+    .bp3-button.bp3-large > :last-child,
+    .bp3-large .bp3-button:empty::before,
+    .bp3-large .bp3-button > :last-child{
+      margin-right:0; }
+  .bp3-button.bp3-small,
+  .bp3-small .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-button.bp3-loading{
+    position:relative; }
+    .bp3-button.bp3-loading[class*="bp3-icon-"]::before{
+      visibility:hidden; }
+    .bp3-button.bp3-loading .bp3-button-spinner{
+      margin:0;
+      position:absolute; }
+    .bp3-button.bp3-loading > :not(.bp3-button-spinner){
+      visibility:hidden; }
+  .bp3-button[class*="bp3-icon-"]::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    color:#5c7080; }
+  .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{
+    color:#5c7080; }
+    .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{
+      margin-left:7px; }
+  .bp3-button .bp3-icon:first-child:last-child,
+  .bp3-button .bp3-spinner + .bp3-icon:last-child{
+    margin:0 -7px; }
+  .bp3-dark .bp3-button:not([class*="bp3-intent-"]){
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover, .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-button:not([class*="bp3-intent-"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*="bp3-intent-"]).bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"])[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+    .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*="bp3-intent-"]) .bp3-icon-large{
+      color:#a7b6c2; }
+  .bp3-dark .bp3-button[class*="bp3-intent-"]{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:hover{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:active, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-active{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"]:disabled, .bp3-dark .bp3-button[class*="bp3-intent-"].bp3-disabled{
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(255, 255, 255, 0.3); }
+    .bp3-dark .bp3-button[class*="bp3-intent-"] .bp3-button-spinner .bp3-spinner-head{
+      stroke:#8a9ba8; }
+  .bp3-button:disabled::before,
+  .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,
+  .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*="bp3-intent-"]::before,
+  .bp3-button[class*="bp3-intent-"] .bp3-icon, .bp3-button[class*="bp3-intent-"] .bp3-icon-standard, .bp3-button[class*="bp3-intent-"] .bp3-icon-large{
+    color:inherit !important; }
+  .bp3-button.bp3-minimal{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button.bp3-minimal:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-minimal{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-minimal:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-minimal.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button.bp3-outlined{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    border:1px solid rgba(24, 32, 38, 0.2);
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box; }
+    .bp3-button.bp3-outlined:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button.bp3-outlined:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+    .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{
+      border-color:rgba(92, 112, 128, 0.1); }
+    .bp3-dark .bp3-button.bp3-outlined{
+      border-color:rgba(255, 255, 255, 0.4); }
+      .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{
+        border-color:rgba(255, 255, 255, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-primary{
+      border-color:rgba(16, 107, 163, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+        border-color:rgba(16, 107, 163, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{
+        border-color:rgba(72, 175, 240, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{
+          border-color:rgba(72, 175, 240, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-success{
+      border-color:rgba(13, 128, 80, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+        border-color:rgba(13, 128, 80, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{
+        border-color:rgba(61, 204, 145, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{
+          border-color:rgba(61, 204, 145, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-warning{
+      border-color:rgba(191, 115, 38, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+        border-color:rgba(191, 115, 38, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{
+        border-color:rgba(255, 179, 102, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{
+          border-color:rgba(255, 179, 102, 0.2); }
+    .bp3-button.bp3-outlined.bp3-intent-danger{
+      border-color:rgba(194, 48, 48, 0.6); }
+      .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+        border-color:rgba(194, 48, 48, 0.2); }
+      .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{
+        border-color:rgba(255, 115, 115, 0.6); }
+        .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{
+          border-color:rgba(255, 115, 115, 0.2); }
+
+a.bp3-button{
+  text-align:center;
+  text-decoration:none;
+  -webkit-transition:none;
+  transition:none; }
+  a.bp3-button, a.bp3-button:hover, a.bp3-button:active{
+    color:#182026; }
+  a.bp3-button.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6); }
+
+.bp3-button-text{
+  -webkit-box-flex:0;
+      -ms-flex:0 1 auto;
+          flex:0 1 auto; }
+
+.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,
+.bp3-button-group.bp3-align-left .bp3-button-text,
+.bp3-button-group.bp3-align-right .bp3-button-text{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto; }
+.bp3-button-group{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex; }
+  .bp3-button-group .bp3-button{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    position:relative;
+    z-index:4; }
+    .bp3-button-group .bp3-button:focus{
+      z-index:5; }
+    .bp3-button-group .bp3-button:hover{
+      z-index:6; }
+    .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{
+      z-index:7; }
+    .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{
+      z-index:3; }
+    .bp3-button-group .bp3-button[class*="bp3-intent-"]{
+      z-index:9; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:focus{
+        z-index:10; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:hover{
+        z-index:11; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:active, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-active{
+        z-index:12; }
+      .bp3-button-group .bp3-button[class*="bp3-intent-"]:disabled, .bp3-button-group .bp3-button[class*="bp3-intent-"].bp3-disabled{
+        z-index:8; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    border-bottom-right-radius:0;
+    border-top-right-radius:0;
+    margin-right:-1px; }
+  .bp3-button-group.bp3-minimal .bp3-button{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:hover{
+      background:rgba(167, 182, 194, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026;
+      text-decoration:none; }
+    .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+      background:rgba(115, 134, 148, 0.3);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#182026; }
+    .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+      background:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed; }
+      .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+        background:rgba(115, 134, 148, 0.3); }
+    .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:inherit; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{
+        background:rgba(138, 155, 168, 0.15); }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{
+        background:rgba(138, 155, 168, 0.3);
+        color:#f5f8fa; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{
+        background:none;
+        color:rgba(167, 182, 194, 0.6);
+        cursor:not-allowed; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{
+          background:rgba(138, 155, 168, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+      color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.15);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#106ba3; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(16, 107, 163, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+        stroke:#106ba3; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{
+        color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{
+          background:rgba(19, 124, 189, 0.2);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{
+          background:rgba(19, 124, 189, 0.3);
+          color:#48aff0; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{
+          background:none;
+          color:rgba(72, 175, 240, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{
+            background:rgba(19, 124, 189, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+      color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.15);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#0d8050; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(13, 128, 80, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+        stroke:#0d8050; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{
+        color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{
+          background:rgba(15, 153, 96, 0.2);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{
+          background:rgba(15, 153, 96, 0.3);
+          color:#3dcc91; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{
+          background:none;
+          color:rgba(61, 204, 145, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{
+            background:rgba(15, 153, 96, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+      color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.15);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#bf7326; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(191, 115, 38, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+        stroke:#bf7326; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{
+        color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{
+          background:rgba(217, 130, 43, 0.2);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{
+          background:rgba(217, 130, 43, 0.3);
+          color:#ffb366; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{
+          background:none;
+          color:rgba(255, 179, 102, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{
+            background:rgba(217, 130, 43, 0.3); }
+    .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+      color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.15);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#c23030; }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(194, 48, 48, 0.5); }
+        .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+      .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+        stroke:#c23030; }
+      .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{
+        color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{
+          background:rgba(219, 55, 55, 0.2);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{
+          background:rgba(219, 55, 55, 0.3);
+          color:#ff7373; }
+        .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{
+          background:none;
+          color:rgba(255, 115, 115, 0.5); }
+          .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{
+            background:rgba(219, 55, 55, 0.3); }
+  .bp3-button-group .bp3-popover-wrapper,
+  .bp3-button-group .bp3-popover-target{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-button-group .bp3-button.bp3-fill,
+  .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-button-group.bp3-vertical{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column;
+    vertical-align:top; }
+    .bp3-button-group.bp3-vertical.bp3-fill{
+      height:100%;
+      width:unset; }
+    .bp3-button-group.bp3-vertical .bp3-button{
+      margin-right:0 !important;
+      width:100%; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{
+      border-radius:3px 3px 0 0; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{
+      border-radius:0 0 3px 3px; }
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+    .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){
+      margin-bottom:-1px; }
+  .bp3-button-group.bp3-align-left .bp3-button{
+    text-align:left; }
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){
+    margin-right:1px; }
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,
+  .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){
+    margin-bottom:1px; }
+.bp3-callout{
+  font-size:14px;
+  line-height:1.5;
+  background-color:rgba(138, 155, 168, 0.15);
+  border-radius:3px;
+  padding:10px 12px 9px;
+  position:relative;
+  width:100%; }
+  .bp3-callout[class*="bp3-icon-"]{
+    padding-left:40px; }
+    .bp3-callout[class*="bp3-icon-"]::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout.bp3-callout-icon{
+    padding-left:40px; }
+    .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{
+      color:#5c7080;
+      left:10px;
+      position:absolute;
+      top:10px; }
+  .bp3-callout .bp3-heading{
+    line-height:20px;
+    margin-bottom:5px;
+    margin-top:0; }
+    .bp3-callout .bp3-heading:last-child{
+      margin-bottom:0; }
+  .bp3-dark .bp3-callout{
+    background-color:rgba(138, 155, 168, 0.2); }
+    .bp3-dark .bp3-callout[class*="bp3-icon-"]::before{
+      color:#a7b6c2; }
+  .bp3-callout.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15); }
+    .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-primary .bp3-heading{
+      color:#106ba3; }
+    .bp3-dark .bp3-callout.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-primary[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{
+        color:#48aff0; }
+  .bp3-callout.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15); }
+    .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-success .bp3-heading{
+      color:#0d8050; }
+    .bp3-dark .bp3-callout.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-success[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{
+        color:#3dcc91; }
+  .bp3-callout.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15); }
+    .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-warning .bp3-heading{
+      color:#bf7326; }
+    .bp3-dark .bp3-callout.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-warning[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{
+        color:#ffb366; }
+  .bp3-callout.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15); }
+    .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+    .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+    .bp3-callout.bp3-intent-danger .bp3-heading{
+      color:#c23030; }
+    .bp3-dark .bp3-callout.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-dark .bp3-callout.bp3-intent-danger[class*="bp3-icon-"]::before,
+      .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,
+      .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{
+        color:#ff7373; }
+  .bp3-running-text .bp3-callout{
+    margin:20px 0; }
+.bp3-card{
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+  padding:20px;
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-card.bp3-dark,
+  .bp3-dark .bp3-card{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-0{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+  .bp3-elevation-0.bp3-dark,
+  .bp3-dark .bp3-elevation-0{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }
+
+.bp3-elevation-1{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-1.bp3-dark,
+  .bp3-dark .bp3-elevation-1{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-2{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-2.bp3-dark,
+  .bp3-dark .bp3-elevation-2{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-3{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-3.bp3-dark,
+  .bp3-dark .bp3-elevation-3{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-elevation-4{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-elevation-4.bp3-dark,
+  .bp3-dark .bp3-elevation-4{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:hover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  cursor:pointer; }
+  .bp3-card.bp3-interactive:hover.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:hover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+
+.bp3-card.bp3-interactive:active{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  opacity:0.9;
+  -webkit-transition-duration:0;
+          transition-duration:0; }
+  .bp3-card.bp3-interactive:active.bp3-dark,
+  .bp3-dark .bp3-card.bp3-interactive:active{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-collapse{
+  height:0;
+  overflow-y:hidden;
+  -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-collapse .bp3-collapse-body{
+    -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-collapse .bp3-collapse-body[aria-hidden="true"]{
+      display:none; }
+
+.bp3-context-menu .bp3-popover-target{
+  display:block; }
+
+.bp3-context-menu-popover-target{
+  position:fixed; }
+
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-dialog-container{
+  opacity:1;
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  min-height:100%;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  width:100%; }
+  .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5); }
+  .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{
+    opacity:1;
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{
+    opacity:0;
+    -webkit-transform:scale(0.5);
+            transform:scale(0.5);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-transform;
+    transition-property:opacity, -webkit-transform;
+    transition-property:opacity, transform;
+    transition-property:opacity, transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+
+.bp3-dialog{
+  background:#ebf1f5;
+  border-radius:6px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:30px 0;
+  padding-bottom:20px;
+  pointer-events:all;
+  -webkit-user-select:text;
+     -moz-user-select:text;
+      -ms-user-select:text;
+          user-select:text;
+  width:500px; }
+  .bp3-dialog:focus{
+    outline:0; }
+  .bp3-dialog.bp3-dark,
+  .bp3-dark .bp3-dialog{
+    background:#293742;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-dialog-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background:#ffffff;
+  border-radius:6px 6px 0 0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding-left:20px;
+  padding-right:5px;
+  z-index:30; }
+  .bp3-dialog-header .bp3-icon-large,
+  .bp3-dialog-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-dialog-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-dialog-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-dialog-header{
+    background:#30404d;
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-dialog-header .bp3-icon-large,
+    .bp3-dark .bp3-dialog-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-dialog-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  margin:20px; }
+
+.bp3-dialog-footer{
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  margin:0 20px; }
+
+.bp3-dialog-footer-actions{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:end;
+      -ms-flex-pack:end;
+          justify-content:flex-end; }
+  .bp3-dialog-footer-actions .bp3-button{
+    margin-left:10px; }
+.bp3-multistep-dialog-panels{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+
+.bp3-multistep-dialog-left-panel{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:1;
+      -ms-flex:1;
+          flex:1;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column; }
+  .bp3-dark .bp3-multistep-dialog-left-panel{
+    background:#202b33; }
+
+.bp3-multistep-dialog-right-panel{
+  background-color:#f5f8fa;
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  border-radius:0 0 6px 0;
+  -webkit-box-flex:3;
+      -ms-flex:3;
+          flex:3;
+  min-width:0; }
+  .bp3-dark .bp3-multistep-dialog-right-panel{
+    background-color:#293742;
+    border-left:1px solid rgba(16, 22, 26, 0.4); }
+
+.bp3-multistep-dialog-footer{
+  background-color:#ffffff;
+  border-radius:0 0 6px 0;
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  padding:10px; }
+  .bp3-dark .bp3-multistep-dialog-footer{
+    background:#30404d;
+    border-top:1px solid rgba(16, 22, 26, 0.4); }
+
+.bp3-dialog-step-container{
+  background-color:#f5f8fa;
+  border-bottom:1px solid rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-dialog-step-container{
+    background:#293742;
+    border-bottom:1px solid rgba(16, 22, 26, 0.4); }
+  .bp3-dialog-step-container.bp3-dialog-step-viewed{
+    background-color:#ffffff; }
+    .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{
+      background:#30404d; }
+
+.bp3-dialog-step{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#f5f8fa;
+  border-radius:6px;
+  cursor:not-allowed;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:4px;
+  padding:6px 14px; }
+  .bp3-dark .bp3-dialog-step{
+    background:#293742; }
+  .bp3-dialog-step-viewed .bp3-dialog-step{
+    background-color:#ffffff;
+    cursor:pointer; }
+    .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{
+      background:#30404d; }
+  .bp3-dialog-step:hover{
+    background-color:#f5f8fa; }
+    .bp3-dark .bp3-dialog-step:hover{
+      background:#293742; }
+
+.bp3-dialog-step-icon{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:rgba(92, 112, 128, 0.6);
+  border-radius:50%;
+  color:#ffffff;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:25px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  width:25px; }
+  .bp3-dark .bp3-dialog-step-icon{
+    background-color:rgba(167, 182, 194, 0.6); }
+  .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{
+    background-color:#2b95d6; }
+  .bp3-dialog-step-viewed .bp3-dialog-step-icon{
+    background-color:#8a9ba8; }
+
+.bp3-dialog-step-title{
+  color:rgba(92, 112, 128, 0.6);
+  -webkit-box-flex:1;
+      -ms-flex:1;
+          flex:1;
+  padding-left:10px; }
+  .bp3-dark .bp3-dialog-step-title{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{
+    color:#2b95d6; }
+  .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{
+    color:#182026; }
+    .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{
+      color:#f5f8fa; }
+.bp3-drawer{
+  background:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0;
+  padding:0; }
+  .bp3-drawer:focus{
+    outline:0; }
+  .bp3-drawer.bp3-position-top{
+    height:50%;
+    left:0;
+    right:0;
+    top:0; }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{
+      -webkit-transform:translateY(-100%);
+              transform:translateY(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-bottom{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-left{
+    bottom:0;
+    left:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{
+      -webkit-transform:translateX(-100%);
+              transform:translateX(-100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-position-right{
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right):not(.bp3-vertical){
+    bottom:0;
+    right:0;
+    top:0;
+    width:50%; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{
+      -webkit-transform:translateX(0);
+              transform:translateX(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{
+      -webkit-transform:translateX(0);
+              transform:translateX(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{
+      -webkit-transform:translateX(100%);
+              transform:translateX(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+  .bp3-position-right).bp3-vertical{
+    bottom:0;
+    height:50%;
+    left:0;
+    right:0; }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{
+      -webkit-transform:translateY(0);
+              transform:translateY(0);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:200ms;
+              transition-duration:200ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit{
+      -webkit-transform:translateY(0);
+              transform:translateY(0); }
+    .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(
+    .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{
+      -webkit-transform:translateY(100%);
+              transform:translateY(100%);
+      -webkit-transition-delay:0;
+              transition-delay:0;
+      -webkit-transition-duration:100ms;
+              transition-duration:100ms;
+      -webkit-transition-property:-webkit-transform;
+      transition-property:-webkit-transform;
+      transition-property:transform;
+      transition-property:transform, -webkit-transform;
+      -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+              transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-drawer.bp3-dark,
+  .bp3-dark .bp3-drawer{
+    background:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+
+.bp3-drawer-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border-radius:0;
+  -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  min-height:40px;
+  padding:5px;
+  padding-left:20px;
+  position:relative; }
+  .bp3-drawer-header .bp3-icon-large,
+  .bp3-drawer-header .bp3-icon{
+    color:#5c7080;
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    margin-right:10px; }
+  .bp3-drawer-header .bp3-heading{
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:inherit;
+    margin:0; }
+    .bp3-drawer-header .bp3-heading:last-child{
+      margin-right:20px; }
+  .bp3-dark .bp3-drawer-header{
+    -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-drawer-header .bp3-icon-large,
+    .bp3-dark .bp3-drawer-header .bp3-icon{
+      color:#a7b6c2; }
+
+.bp3-drawer-body{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  line-height:18px;
+  overflow:auto; }
+
+.bp3-drawer-footer{
+  -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  padding:10px 20px;
+  position:relative; }
+  .bp3-dark .bp3-drawer-footer{
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }
+.bp3-editable-text{
+  cursor:text;
+  display:inline-block;
+  max-width:100%;
+  position:relative;
+  vertical-align:top;
+  white-space:nowrap; }
+  .bp3-editable-text::before{
+    bottom:-3px;
+    left:-3px;
+    position:absolute;
+    right:-3px;
+    top:-3px;
+    border-radius:3px;
+    content:"";
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#137cbd; }
+  .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }
+  .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#0f9960; }
+  .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }
+  .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#d9822b; }
+  .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }
+  .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,
+  .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#db3737; }
+  .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }
+  .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-editable-text:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-disabled::before{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{
+    color:#48aff0; }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);
+            box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{
+    color:#3dcc91; }
+  .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);
+            box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{
+    color:#ffb366; }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{
+    color:#ff7373; }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{
+    -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);
+            box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }
+  .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{
+    -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-editable-text-input,
+.bp3-editable-text-content{
+  color:inherit;
+  display:inherit;
+  font:inherit;
+  letter-spacing:inherit;
+  max-width:inherit;
+  min-width:inherit;
+  position:relative;
+  resize:none;
+  text-transform:inherit;
+  vertical-align:top; }
+
+.bp3-editable-text-input{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0;
+  white-space:pre-wrap;
+  width:100%; }
+  .bp3-editable-text-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-editable-text-input:focus{
+    outline:none; }
+  .bp3-editable-text-input::-ms-clear{
+    display:none; }
+
+.bp3-editable-text-content{
+  overflow:hidden;
+  padding-right:2px;
+  text-overflow:ellipsis;
+  white-space:pre; }
+  .bp3-editable-text-editing > .bp3-editable-text-content{
+    left:0;
+    position:absolute;
+    visibility:hidden; }
+  .bp3-editable-text-placeholder > .bp3-editable-text-content{
+    color:rgba(92, 112, 128, 0.6); }
+    .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{
+      color:rgba(167, 182, 194, 0.6); }
+
+.bp3-editable-text.bp3-multiline{
+  display:block; }
+  .bp3-editable-text.bp3-multiline .bp3-editable-text-content{
+    overflow:auto;
+    white-space:pre-wrap;
+    word-wrap:break-word; }
+.bp3-divider{
+  border-bottom:1px solid rgba(16, 22, 26, 0.15);
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  margin:5px; }
+  .bp3-dark .bp3-divider{
+    border-color:rgba(16, 22, 26, 0.4); }
+.bp3-control-group{
+  -webkit-transform:translateZ(0);
+          transform:translateZ(0);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:stretch;
+      -ms-flex-align:stretch;
+          align-items:stretch; }
+  .bp3-control-group > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select,
+  .bp3-control-group .bp3-input,
+  .bp3-control-group .bp3-select{
+    position:relative; }
+  .bp3-control-group .bp3-input{
+    border-radius:inherit;
+    z-index:2; }
+    .bp3-control-group .bp3-input:focus{
+      border-radius:3px;
+      z-index:14; }
+    .bp3-control-group .bp3-input[class*="bp3-intent"]{
+      z-index:13; }
+      .bp3-control-group .bp3-input[class*="bp3-intent"]:focus{
+        z-index:15; }
+    .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{
+      z-index:1; }
+  .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input{
+    z-index:13; }
+    .bp3-control-group .bp3-input-group[class*="bp3-intent"] .bp3-input:focus{
+      z-index:15; }
+  .bp3-control-group .bp3-button,
+  .bp3-control-group .bp3-html-select select,
+  .bp3-control-group .bp3-select select{
+    -webkit-transform:translateZ(0);
+            transform:translateZ(0);
+    border-radius:inherit;
+    z-index:4; }
+    .bp3-control-group .bp3-button:focus,
+    .bp3-control-group .bp3-html-select select:focus,
+    .bp3-control-group .bp3-select select:focus{
+      z-index:5; }
+    .bp3-control-group .bp3-button:hover,
+    .bp3-control-group .bp3-html-select select:hover,
+    .bp3-control-group .bp3-select select:hover{
+      z-index:6; }
+    .bp3-control-group .bp3-button:active,
+    .bp3-control-group .bp3-html-select select:active,
+    .bp3-control-group .bp3-select select:active{
+      z-index:7; }
+    .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,
+    .bp3-control-group .bp3-html-select select[readonly],
+    .bp3-control-group .bp3-html-select select:disabled,
+    .bp3-control-group .bp3-html-select select.bp3-disabled,
+    .bp3-control-group .bp3-select select[readonly],
+    .bp3-control-group .bp3-select select:disabled,
+    .bp3-control-group .bp3-select select.bp3-disabled{
+      z-index:3; }
+    .bp3-control-group .bp3-button[class*="bp3-intent"],
+    .bp3-control-group .bp3-html-select select[class*="bp3-intent"],
+    .bp3-control-group .bp3-select select[class*="bp3-intent"]{
+      z-index:9; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:focus,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:focus{
+        z-index:10; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:hover,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:hover{
+        z-index:11; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:active,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:active{
+        z-index:12; }
+      .bp3-control-group .bp3-button[class*="bp3-intent"][readonly], .bp3-control-group .bp3-button[class*="bp3-intent"]:disabled, .bp3-control-group .bp3-button[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-html-select select[class*="bp3-intent"].bp3-disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"][readonly],
+      .bp3-control-group .bp3-select select[class*="bp3-intent"]:disabled,
+      .bp3-control-group .bp3-select select[class*="bp3-intent"].bp3-disabled{
+        z-index:8; }
+  .bp3-control-group .bp3-input-group > .bp3-icon,
+  .bp3-control-group .bp3-input-group > .bp3-button,
+  .bp3-control-group .bp3-input-group > .bp3-input-left-container,
+  .bp3-control-group .bp3-input-group > .bp3-input-action{
+    z-index:16; }
+  .bp3-control-group .bp3-select::after,
+  .bp3-control-group .bp3-html-select::after,
+  .bp3-control-group .bp3-select > .bp3-icon,
+  .bp3-control-group .bp3-html-select > .bp3-icon{
+    z-index:17; }
+  .bp3-control-group .bp3-select:focus-within{
+    z-index:5; }
+  .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:-1px; }
+  .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){
+    margin-left:6px; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){
+    margin-right:0; }
+  .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{
+    margin-left:1px; }
+  .bp3-control-group .bp3-popover-wrapper,
+  .bp3-control-group .bp3-popover-target{
+    border-radius:inherit; }
+  .bp3-control-group > :first-child{
+    border-radius:3px 0 0 3px; }
+  .bp3-control-group > :last-child{
+    border-radius:0 3px 3px 0;
+    margin-right:0; }
+  .bp3-control-group > :only-child{
+    border-radius:3px;
+    margin-right:0; }
+  .bp3-control-group .bp3-input-group .bp3-button{
+    border-radius:3px; }
+  .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0; }
+  .bp3-control-group.bp3-fill{
+    width:100%; }
+  .bp3-control-group > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-fill > *:not(.bp3-fixed){
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto; }
+  .bp3-control-group.bp3-vertical{
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-control-group.bp3-vertical > *{
+      margin-top:-1px; }
+    .bp3-control-group.bp3-vertical > :first-child{
+      border-radius:3px 3px 0 0;
+      margin-top:0; }
+    .bp3-control-group.bp3-vertical > :last-child{
+      border-radius:0 0 3px 3px; }
+.bp3-control{
+  cursor:pointer;
+  display:block;
+  margin-bottom:10px;
+  position:relative;
+  text-transform:none; }
+  .bp3-control input:checked ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control:not(.bp3-align-right){
+    padding-left:26px; }
+    .bp3-control:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-26px; }
+  .bp3-control.bp3-align-right{
+    padding-right:26px; }
+    .bp3-control.bp3-align-right .bp3-control-indicator{
+      margin-right:-26px; }
+  .bp3-control.bp3-disabled{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-control.bp3-inline{
+    display:inline-block;
+    margin-right:20px; }
+  .bp3-control input{
+    left:0;
+    opacity:0;
+    position:absolute;
+    top:0;
+    z-index:-1; }
+  .bp3-control .bp3-control-indicator{
+    background-clip:padding-box;
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    border:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    cursor:pointer;
+    display:inline-block;
+    font-size:16px;
+    height:1em;
+    margin-right:10px;
+    margin-top:-3px;
+    position:relative;
+    -webkit-user-select:none;
+       -moz-user-select:none;
+        -ms-user-select:none;
+            user-select:none;
+    vertical-align:middle;
+    width:1em; }
+    .bp3-control .bp3-control-indicator::before{
+      content:"";
+      display:block;
+      height:1em;
+      width:1em; }
+  .bp3-control:hover .bp3-control-indicator{
+    background-color:#ebf1f5; }
+  .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+    background:#d8e1e8;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    cursor:not-allowed; }
+  .bp3-control input:focus ~ .bp3-control-indicator{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:2px;
+    -moz-outline-radius:6px; }
+  .bp3-control.bp3-align-right .bp3-control-indicator{
+    float:right;
+    margin-left:10px;
+    margin-top:1px; }
+  .bp3-control.bp3-large{
+    font-size:16px; }
+    .bp3-control.bp3-large:not(.bp3-align-right){
+      padding-left:30px; }
+      .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+        margin-left:-30px; }
+    .bp3-control.bp3-large.bp3-align-right{
+      padding-right:30px; }
+      .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+        margin-right:-30px; }
+    .bp3-control.bp3-large .bp3-control-indicator{
+      font-size:20px; }
+    .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-top:0; }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    background-color:#137cbd;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+    color:#ffffff; }
+  .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background:#0e5a8a;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{
+    background-color:#106ba3;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{
+    background-color:#0e5a8a;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-control.bp3-checkbox .bp3-control-indicator{
+    border-radius:3px; }
+  .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{
+    background-image:url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'/%3e%3c/svg%3e"); }
+  .bp3-control.bp3-radio .bp3-control-indicator{
+    border-radius:50%; }
+  .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{
+    background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }
+  .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{
+    opacity:0.5; }
+  .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{
+    -moz-outline-radius:16px; }
+  .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(167, 182, 194, 0.5); }
+  .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(115, 134, 148, 0.5); }
+  .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(92, 112, 128, 0.5); }
+  .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(206, 217, 224, 0.5); }
+    .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(19, 124, 189, 0.5); }
+    .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(255, 255, 255, 0.8); }
+  .bp3-control.bp3-switch:not(.bp3-align-right){
+    padding-left:38px; }
+    .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-38px; }
+  .bp3-control.bp3-switch.bp3-align-right{
+    padding-right:38px; }
+    .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{
+      margin-right:-38px; }
+  .bp3-control.bp3-switch .bp3-control-indicator{
+    border:none;
+    border-radius:1.75em;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important;
+    min-width:1.75em;
+    -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:auto; }
+    .bp3-control.bp3-switch .bp3-control-indicator::before{
+      background:#ffffff;
+      border-radius:50%;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+      height:calc(1em - 4px);
+      left:0;
+      margin:2px;
+      position:absolute;
+      -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+      width:calc(1em - 4px); }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    left:calc(100% - 1em); }
+  .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){
+    padding-left:45px; }
+    .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{
+      margin-left:-45px; }
+  .bp3-control.bp3-switch.bp3-large.bp3-align-right{
+    padding-right:45px; }
+    .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{
+      margin-right:-45px; }
+  .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.7); }
+  .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{
+    background:rgba(16, 22, 26, 0.9); }
+  .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{
+    background:rgba(57, 75, 89, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{
+    background:#137cbd; }
+  .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{
+    background:#106ba3; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{
+    background:#0e5a8a; }
+  .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{
+    background:rgba(14, 90, 138, 0.5); }
+    .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{
+      background:rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{
+    background:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-control.bp3-switch .bp3-switch-inner-text{
+    font-size:0.7em;
+    text-align:center; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{
+    line-height:0;
+    margin-left:0.5em;
+    margin-right:1.2em;
+    visibility:hidden; }
+  .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{
+    line-height:1em;
+    margin-left:1.2em;
+    margin-right:0.5em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{
+    line-height:1em;
+    visibility:visible; }
+  .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{
+    line-height:0;
+    visibility:hidden; }
+  .bp3-dark .bp3-control{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-control.bp3-disabled{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-control .bp3-control-indicator{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-control:hover .bp3-control-indicator{
+      background-color:#30404d; }
+    .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{
+      background:#202b33;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      cursor:not-allowed; }
+    .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-file-input{
+  cursor:pointer;
+  display:inline-block;
+  height:30px;
+  position:relative; }
+  .bp3-file-input input{
+    margin:0;
+    min-width:200px;
+    opacity:0; }
+    .bp3-file-input input:disabled + .bp3-file-upload-input,
+    .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+      background:rgba(206, 217, 224, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      resize:none; }
+      .bp3-file-input input:disabled + .bp3-file-upload-input::after,
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+        background-color:rgba(206, 217, 224, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(92, 112, 128, 0.6);
+        cursor:not-allowed;
+        outline:none; }
+        .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{
+          background:rgba(206, 217, 224, 0.7); }
+      .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark
+      .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{
+        background:rgba(57, 75, 89, 0.5);
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark
+        .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{
+          background-color:rgba(57, 75, 89, 0.5);
+          background-image:none;
+          -webkit-box-shadow:none;
+                  box-shadow:none;
+          color:rgba(167, 182, 194, 0.6); }
+          .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark
+          .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{
+            background:rgba(57, 75, 89, 0.7); }
+  .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#182026; }
+  .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{
+    color:#f5f8fa; }
+  .bp3-file-input.bp3-fill{
+    width:100%; }
+  .bp3-file-input.bp3-large,
+  .bp3-large .bp3-file-input{
+    height:40px; }
+  .bp3-file-input .bp3-file-upload-input-custom-text::after{
+    content:attr(bp3-button-text); }
+
+.bp3-file-upload-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle;
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:rgba(92, 112, 128, 0.6);
+  left:0;
+  padding-right:80px;
+  position:absolute;
+  right:0;
+  top:0;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-file-upload-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-file-upload-input[type="search"], .bp3-file-upload-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-file-upload-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-file-upload-input::after{
+    background-color:#f5f8fa;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    color:#182026;
+    min-height:24px;
+    min-width:24px;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    border-radius:3px;
+    content:"Browse";
+    line-height:24px;
+    margin:3px;
+    position:absolute;
+    right:0;
+    text-align:center;
+    top:0;
+    width:70px; }
+    .bp3-file-upload-input::after:hover{
+      background-clip:padding-box;
+      background-color:#ebf1f5;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+    .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{
+      background-color:#d8e1e8;
+      background-image:none;
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{
+      background-color:rgba(206, 217, 224, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(92, 112, 128, 0.6);
+      cursor:not-allowed;
+      outline:none; }
+      .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{
+        background:rgba(206, 217, 224, 0.7); }
+  .bp3-file-upload-input:hover::after{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-file-upload-input:active::after{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-large .bp3-file-upload-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px;
+    padding-right:95px; }
+    .bp3-large .bp3-file-upload-input[type="search"], .bp3-large .bp3-file-upload-input.bp3-round{
+      padding:0 15px; }
+    .bp3-large .bp3-file-upload-input::after{
+      min-height:30px;
+      min-width:30px;
+      line-height:30px;
+      margin:5px;
+      width:85px; }
+  .bp3-dark .bp3-file-upload-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-file-upload-input::after{
+      background-color:#394b59;
+      background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+      background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+      color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        color:#f5f8fa; }
+      .bp3-dark .bp3-file-upload-input::after:hover{
+        background-color:#30404d;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{
+        background-color:#202b33;
+        background-image:none;
+        -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+                box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+      .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{
+        background-color:rgba(57, 75, 89, 0.5);
+        background-image:none;
+        -webkit-box-shadow:none;
+                box-shadow:none;
+        color:rgba(167, 182, 194, 0.6); }
+        .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{
+          background:rgba(57, 75, 89, 0.7); }
+      .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{
+        background:rgba(16, 22, 26, 0.5);
+        stroke:#8a9ba8; }
+    .bp3-dark .bp3-file-upload-input:hover::after{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-file-upload-input:active::after{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+.bp3-file-upload-input::after{
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+.bp3-form-group{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin:0 0 15px; }
+  .bp3-form-group label.bp3-label{
+    margin-bottom:5px; }
+  .bp3-form-group .bp3-control{
+    margin-top:7px; }
+  .bp3-form-group .bp3-form-helper-text{
+    color:#5c7080;
+    font-size:12px;
+    margin-top:5px; }
+  .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#106ba3; }
+  .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#0d8050; }
+  .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#bf7326; }
+  .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#c23030; }
+  .bp3-form-group.bp3-inline{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row; }
+    .bp3-form-group.bp3-inline.bp3-large label.bp3-label{
+      line-height:40px;
+      margin:0 10px 0 0; }
+    .bp3-form-group.bp3-inline label.bp3-label{
+      line-height:30px;
+      margin:0 10px 0 0; }
+  .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{
+    color:#48aff0; }
+  .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{
+    color:#3dcc91; }
+  .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{
+    color:#ffb366; }
+  .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{
+    color:#ff7373; }
+  .bp3-dark .bp3-form-group .bp3-form-helper-text{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,
+  .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{
+    color:rgba(167, 182, 194, 0.6) !important; }
+.bp3-input-group{
+  display:block;
+  position:relative; }
+  .bp3-input-group .bp3-input{
+    position:relative;
+    width:100%; }
+    .bp3-input-group .bp3-input:not(:first-child){
+      padding-left:30px; }
+    .bp3-input-group .bp3-input:not(:last-child){
+      padding-right:30px; }
+  .bp3-input-group .bp3-input-action,
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-button,
+  .bp3-input-group > .bp3-icon{
+    position:absolute;
+    top:0; }
+    .bp3-input-group .bp3-input-action:first-child,
+    .bp3-input-group > .bp3-input-left-container:first-child,
+    .bp3-input-group > .bp3-button:first-child,
+    .bp3-input-group > .bp3-icon:first-child{
+      left:0; }
+    .bp3-input-group .bp3-input-action:last-child,
+    .bp3-input-group > .bp3-input-left-container:last-child,
+    .bp3-input-group > .bp3-button:last-child,
+    .bp3-input-group > .bp3-icon:last-child{
+      right:0; }
+  .bp3-input-group .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    margin:3px;
+    padding:0 7px; }
+    .bp3-input-group .bp3-button:empty{
+      padding:0; }
+  .bp3-input-group > .bp3-input-left-container,
+  .bp3-input-group > .bp3-icon{
+    z-index:1; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon{
+    color:#5c7080; }
+    .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,
+    .bp3-input-group > .bp3-icon:empty{
+      font-family:"Icons16", sans-serif;
+      font-size:16px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased; }
+  .bp3-input-group > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group > .bp3-icon,
+  .bp3-input-group .bp3-input-action > .bp3-spinner{
+    margin:7px; }
+  .bp3-input-group .bp3-tag{
+    margin:5px; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+    color:#5c7080; }
+    .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){
+      color:#a7b6c2; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{
+      color:#5c7080; }
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,
+  .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{
+    color:rgba(92, 112, 128, 0.6) !important; }
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,
+    .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-input-group.bp3-disabled{
+    cursor:not-allowed; }
+    .bp3-input-group.bp3-disabled .bp3-icon{
+      color:rgba(92, 112, 128, 0.6); }
+  .bp3-input-group.bp3-large .bp3-button{
+    min-height:30px;
+    min-width:30px;
+    margin:5px; }
+  .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-large > .bp3-icon,
+  .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{
+    margin:12px; }
+  .bp3-input-group.bp3-large .bp3-input{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input-group.bp3-large .bp3-input[type="search"], .bp3-input-group.bp3-large .bp3-input.bp3-round{
+      padding:0 15px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:first-child){
+      padding-left:40px; }
+    .bp3-input-group.bp3-large .bp3-input:not(:last-child){
+      padding-right:40px; }
+  .bp3-input-group.bp3-small .bp3-button{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small .bp3-tag{
+    min-height:20px;
+    min-width:20px;
+    margin:2px; }
+  .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,
+  .bp3-input-group.bp3-small > .bp3-icon,
+  .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{
+    margin:4px; }
+  .bp3-input-group.bp3-small .bp3-input{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input-group.bp3-small .bp3-input[type="search"], .bp3-input-group.bp3-small .bp3-input.bp3-round{
+      padding:0 12px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:first-child){
+      padding-left:24px; }
+    .bp3-input-group.bp3-small .bp3-input:not(:last-child){
+      padding-right:24px; }
+  .bp3-input-group.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-input-group.bp3-round .bp3-button,
+  .bp3-input-group.bp3-round .bp3-input,
+  .bp3-input-group.bp3-round .bp3-tag{
+    border-radius:30px; }
+  .bp3-dark .bp3-input-group .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-input-group.bp3-intent-primary .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-primary > .bp3-icon{
+    color:#106ba3; }
+    .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{
+      color:#48aff0; }
+  .bp3-input-group.bp3-intent-success .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-success .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-success > .bp3-icon{
+    color:#0d8050; }
+    .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{
+      color:#3dcc91; }
+  .bp3-input-group.bp3-intent-warning .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-warning > .bp3-icon{
+    color:#bf7326; }
+    .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{
+      color:#ffb366; }
+  .bp3-input-group.bp3-intent-danger .bp3-input{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-input-group.bp3-intent-danger > .bp3-icon{
+    color:#c23030; }
+    .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{
+      color:#ff7373; }
+.bp3-input{
+  -webkit-appearance:none;
+     -moz-appearance:none;
+          appearance:none;
+  background:#ffffff;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+  color:#182026;
+  font-size:14px;
+  font-weight:400;
+  height:30px;
+  line-height:30px;
+  outline:none;
+  padding:0 10px;
+  -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  vertical-align:middle; }
+  .bp3-input::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input:focus, .bp3-input.bp3-active{
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-input[type="search"], .bp3-input.bp3-round{
+    border-radius:30px;
+    -webkit-box-sizing:border-box;
+            box-sizing:border-box;
+    padding-left:10px; }
+  .bp3-input[readonly]{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }
+  .bp3-input:disabled, .bp3-input.bp3-disabled{
+    background:rgba(206, 217, 224, 0.5);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    resize:none; }
+  .bp3-input.bp3-large{
+    font-size:16px;
+    height:40px;
+    line-height:40px; }
+    .bp3-input.bp3-large[type="search"], .bp3-input.bp3-large.bp3-round{
+      padding:0 15px; }
+  .bp3-input.bp3-small{
+    font-size:12px;
+    height:24px;
+    line-height:24px;
+    padding-left:8px;
+    padding-right:8px; }
+    .bp3-input.bp3-small[type="search"], .bp3-input.bp3-small.bp3-round{
+      padding:0 12px; }
+  .bp3-input.bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    width:100%; }
+  .bp3-dark .bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-input.bp3-intent-primary{
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-primary[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+              box-shadow:inset 0 0 0 1px #137cbd; }
+    .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary:focus{
+        -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-primary[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #137cbd;
+                box-shadow:inset 0 0 0 1px #137cbd; }
+      .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-success{
+    -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success:focus{
+      -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-success[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+              box-shadow:inset 0 0 0 1px #0f9960; }
+    .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success:focus{
+        -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-success[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #0f9960;
+                box-shadow:inset 0 0 0 1px #0f9960; }
+      .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-warning{
+    -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning:focus{
+      -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-warning[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+              box-shadow:inset 0 0 0 1px #d9822b; }
+    .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning:focus{
+        -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-warning[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #d9822b;
+                box-shadow:inset 0 0 0 1px #d9822b; }
+      .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input.bp3-intent-danger{
+    -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger:focus{
+      -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-input.bp3-intent-danger[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px #db3737;
+              box-shadow:inset 0 0 0 1px #db3737; }
+    .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-input.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger:focus{
+        -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+                box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+      .bp3-dark .bp3-input.bp3-intent-danger[readonly]{
+        -webkit-box-shadow:inset 0 0 0 1px #db3737;
+                box-shadow:inset 0 0 0 1px #db3737; }
+      .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+  .bp3-input::-ms-clear{
+    display:none; }
+textarea.bp3-input{
+  max-width:100%;
+  padding:10px; }
+  textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{
+    height:auto;
+    line-height:inherit; }
+  textarea.bp3-input.bp3-small{
+    padding:8px; }
+  .bp3-dark textarea.bp3-input{
+    background:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark textarea.bp3-input::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark textarea.bp3-input:focus{
+      -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input[readonly]{
+      -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{
+      background:rgba(57, 75, 89, 0.5);
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+label.bp3-label{
+  display:block;
+  margin-bottom:15px;
+  margin-top:0; }
+  label.bp3-label .bp3-html-select,
+  label.bp3-label .bp3-input,
+  label.bp3-label .bp3-select,
+  label.bp3-label .bp3-slider,
+  label.bp3-label .bp3-popover-wrapper{
+    display:block;
+    margin-top:5px;
+    text-transform:none; }
+  label.bp3-label .bp3-button-group{
+    margin-top:5px; }
+  label.bp3-label .bp3-select select,
+  label.bp3-label .bp3-html-select select{
+    font-weight:400;
+    vertical-align:top;
+    width:100%; }
+  label.bp3-label.bp3-disabled,
+  label.bp3-label.bp3-disabled .bp3-text-muted{
+    color:rgba(92, 112, 128, 0.6); }
+  label.bp3-label.bp3-inline{
+    line-height:30px; }
+    label.bp3-label.bp3-inline .bp3-html-select,
+    label.bp3-label.bp3-inline .bp3-input,
+    label.bp3-label.bp3-inline .bp3-input-group,
+    label.bp3-label.bp3-inline .bp3-select,
+    label.bp3-label.bp3-inline .bp3-popover-wrapper{
+      display:inline-block;
+      margin:0 0 0 5px;
+      vertical-align:top; }
+    label.bp3-label.bp3-inline .bp3-button-group{
+      margin:0 0 0 5px; }
+    label.bp3-label.bp3-inline .bp3-input-group .bp3-input{
+      margin-left:0; }
+    label.bp3-label.bp3-inline.bp3-large{
+      line-height:40px; }
+  label.bp3-label:not(.bp3-inline) .bp3-popover-target{
+    display:block; }
+  .bp3-dark label.bp3-label{
+    color:#f5f8fa; }
+    .bp3-dark label.bp3-label.bp3-disabled,
+    .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{
+      color:rgba(167, 182, 194, 0.6); }
+.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 14px;
+          flex:1 1 14px;
+  min-height:0;
+  padding:0;
+  width:30px; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{
+    border-radius:0 3px 0 0; }
+  .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{
+    border-radius:0 0 3px 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{
+  border-radius:3px 0 0 0; }
+
+.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{
+  border-radius:0 0 0 3px; }
+
+.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{
+  width:40px; }
+
+form{
+  display:block; }
+.bp3-html-select select,
+.bp3-select select{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  border:none;
+  border-radius:3px;
+  cursor:pointer;
+  font-size:14px;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  padding:5px 10px;
+  text-align:left;
+  vertical-align:middle;
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  -moz-appearance:none;
+  -webkit-appearance:none;
+  border-radius:3px;
+  height:30px;
+  padding:0 25px 0 10px;
+  width:100%; }
+  .bp3-html-select select > *, .bp3-select select > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-html-select select::before,
+  .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{
+    margin-right:7px; }
+  .bp3-html-select select:empty::before,
+  .bp3-select select:empty::before,
+  .bp3-html-select select > :last-child,
+  .bp3-select select > :last-child{
+    margin-right:0; }
+  .bp3-html-select select:hover,
+  .bp3-select select:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-html-select select:active,
+  .bp3-select select:active, .bp3-html-select select.bp3-active,
+  .bp3-select select.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-html-select select:disabled,
+  .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,
+  .bp3-select select.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-html-select select:disabled.bp3-active,
+    .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,
+    .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,
+    .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,
+    .bp3-select select.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+
+.bp3-html-select.bp3-minimal select,
+.bp3-select.bp3-minimal select{
+  background:none;
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  .bp3-html-select.bp3-minimal select:hover,
+  .bp3-select.bp3-minimal select:hover{
+    background:rgba(167, 182, 194, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026;
+    text-decoration:none; }
+  .bp3-html-select.bp3-minimal select:active,
+  .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,
+  .bp3-select.bp3-minimal select.bp3-active{
+    background:rgba(115, 134, 148, 0.3);
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:#182026; }
+  .bp3-html-select.bp3-minimal select:disabled,
+  .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,
+  .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,
+  .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,
+  .bp3-select.bp3-minimal select.bp3-disabled:hover{
+    background:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+    .bp3-html-select.bp3-minimal select:disabled.bp3-active,
+    .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{
+      background:rgba(115, 134, 148, 0.3); }
+  .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,
+  .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{
+    background:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:inherit; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{
+      background:rgba(138, 155, 168, 0.15); }
+    .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,
+    .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{
+      background:rgba(138, 155, 168, 0.3);
+      color:#f5f8fa; }
+    .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{
+      background:none;
+      color:rgba(167, 182, 194, 0.6);
+      cursor:not-allowed; }
+      .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{
+        background:rgba(138, 155, 168, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-primary,
+  .bp3-select.bp3-minimal select.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:hover{
+      background:rgba(19, 124, 189, 0.15);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{
+      background:rgba(19, 124, 189, 0.3);
+      color:#106ba3; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{
+      background:none;
+      color:rgba(16, 107, 163, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{
+        background:rgba(19, 124, 189, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{
+      stroke:#106ba3; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{
+      color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{
+        background:rgba(19, 124, 189, 0.2);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{
+        background:rgba(19, 124, 189, 0.3);
+        color:#48aff0; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{
+        background:none;
+        color:rgba(72, 175, 240, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{
+          background:rgba(19, 124, 189, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-success,
+  .bp3-select.bp3-minimal select.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-success:hover{
+      background:rgba(15, 153, 96, 0.15);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:active,
+    .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{
+      background:rgba(15, 153, 96, 0.3);
+      color:#0d8050; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{
+      background:none;
+      color:rgba(13, 128, 80, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{
+        background:rgba(15, 153, 96, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{
+      stroke:#0d8050; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{
+      color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{
+        background:rgba(15, 153, 96, 0.2);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{
+        background:rgba(15, 153, 96, 0.3);
+        color:#3dcc91; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{
+        background:none;
+        color:rgba(61, 204, 145, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{
+          background:rgba(15, 153, 96, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-warning,
+  .bp3-select.bp3-minimal select.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:hover{
+      background:rgba(217, 130, 43, 0.15);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{
+      background:rgba(217, 130, 43, 0.3);
+      color:#bf7326; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{
+      background:none;
+      color:rgba(191, 115, 38, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{
+        background:rgba(217, 130, 43, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{
+      stroke:#bf7326; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{
+      color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{
+        background:rgba(217, 130, 43, 0.2);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{
+        background:rgba(217, 130, 43, 0.3);
+        color:#ffb366; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{
+        background:none;
+        color:rgba(255, 179, 102, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{
+          background:rgba(217, 130, 43, 0.3); }
+  .bp3-html-select.bp3-minimal select.bp3-intent-danger,
+  .bp3-select.bp3-minimal select.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:hover{
+      background:rgba(219, 55, 55, 0.15);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{
+      background:rgba(219, 55, 55, 0.3);
+      color:#c23030; }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,
+    .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{
+      background:none;
+      color:rgba(194, 48, 48, 0.5); }
+      .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,
+      .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{
+        background:rgba(219, 55, 55, 0.3); }
+    .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{
+      stroke:#c23030; }
+    .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,
+    .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{
+      color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{
+        background:rgba(219, 55, 55, 0.2);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{
+        background:rgba(219, 55, 55, 0.3);
+        color:#ff7373; }
+      .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,
+      .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{
+        background:none;
+        color:rgba(255, 115, 115, 0.5); }
+        .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,
+        .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{
+          background:rgba(219, 55, 55, 0.3); }
+
+.bp3-html-select.bp3-large select,
+.bp3-select.bp3-large select{
+  font-size:16px;
+  height:40px;
+  padding-right:35px; }
+
+.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{
+  background-color:#394b59;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+  color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{
+    background-color:#202b33;
+    background-image:none;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{
+    background-color:rgba(57, 75, 89, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{
+      background:rgba(57, 75, 89, 0.7); }
+  .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{
+    background:rgba(16, 22, 26, 0.5);
+    stroke:#8a9ba8; }
+
+.bp3-html-select select:disabled,
+.bp3-select select:disabled{
+  background-color:rgba(206, 217, 224, 0.5);
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-html-select .bp3-icon,
+.bp3-select .bp3-icon, .bp3-select::after{
+  color:#5c7080;
+  pointer-events:none;
+  position:absolute;
+  right:7px;
+  top:7px; }
+  .bp3-html-select .bp3-disabled.bp3-icon,
+  .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{
+    color:rgba(92, 112, 128, 0.6); }
+.bp3-html-select,
+.bp3-select{
+  display:inline-block;
+  letter-spacing:normal;
+  position:relative;
+  vertical-align:middle; }
+  .bp3-html-select select::-ms-expand,
+  .bp3-select select::-ms-expand{
+    display:none; }
+  .bp3-html-select .bp3-icon,
+  .bp3-select .bp3-icon{
+    color:#5c7080; }
+    .bp3-html-select .bp3-icon:hover,
+    .bp3-select .bp3-icon:hover{
+      color:#182026; }
+    .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark
+    .bp3-select .bp3-icon{
+      color:#a7b6c2; }
+      .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark
+      .bp3-select .bp3-icon:hover{
+        color:#f5f8fa; }
+  .bp3-html-select.bp3-large::after,
+  .bp3-html-select.bp3-large .bp3-icon,
+  .bp3-select.bp3-large::after,
+  .bp3-select.bp3-large .bp3-icon{
+    right:12px;
+    top:12px; }
+  .bp3-html-select.bp3-fill,
+  .bp3-html-select.bp3-fill select,
+  .bp3-select.bp3-fill,
+  .bp3-select.bp3-fill select{
+    width:100%; }
+  .bp3-dark .bp3-html-select option, .bp3-dark
+  .bp3-select option{
+    background-color:#30404d;
+    color:#f5f8fa; }
+  .bp3-dark .bp3-html-select option:disabled, .bp3-dark
+  .bp3-select option:disabled{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-html-select::after, .bp3-dark
+  .bp3-select::after{
+    color:#a7b6c2; }
+
+.bp3-select::after{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  content:""; }
+.bp3-running-text table, table.bp3-html-table{
+  border-spacing:0;
+  font-size:14px; }
+  .bp3-running-text table th, table.bp3-html-table th,
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    padding:11px;
+    text-align:left;
+    vertical-align:top; }
+  .bp3-running-text table th, table.bp3-html-table th{
+    color:#182026;
+    font-weight:600; }
+  
+  .bp3-running-text table td,
+  table.bp3-html-table td{
+    color:#182026; }
+  .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,
+  .bp3-running-text table tbody tr:first-child td,
+  table.bp3-html-table tbody tr:first-child td,
+  .bp3-running-text table tfoot tr:first-child th,
+  table.bp3-html-table tfoot tr:first-child th,
+  .bp3-running-text table tfoot tr:first-child td,
+  table.bp3-html-table tfoot tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{
+    color:#f5f8fa; }
+  .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,
+  .bp3-dark .bp3-running-text table tbody tr:first-child td,
+  .bp3-running-text .bp3-dark table tbody tr:first-child td,
+  .bp3-dark table.bp3-html-table tbody tr:first-child td,
+  .bp3-dark .bp3-running-text table tfoot tr:first-child th,
+  .bp3-running-text .bp3-dark table tfoot tr:first-child th,
+  .bp3-dark table.bp3-html-table tfoot tr:first-child th,
+  .bp3-dark .bp3-running-text table tfoot tr:first-child td,
+  .bp3-running-text .bp3-dark table tfoot tr:first-child td,
+  .bp3-dark table.bp3-html-table tfoot tr:first-child td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+
+table.bp3-html-table.bp3-html-table-condensed th,
+table.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,
+table.bp3-html-table.bp3-small td{
+  padding-bottom:6px;
+  padding-top:6px; }
+
+table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+  background:rgba(191, 204, 214, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+  -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered tbody tr td,
+table.bp3-html-table.bp3-html-table-bordered tfoot tr td{
+  -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);
+          box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }
+  table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),
+  table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){
+    -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+  -webkit-box-shadow:none;
+          box-shadow:none; }
+  table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }
+
+table.bp3-html-table.bp3-interactive tbody tr:hover td{
+  background-color:rgba(191, 204, 214, 0.3);
+  cursor:pointer; }
+
+table.bp3-html-table.bp3-interactive tbody tr:active td{
+  background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-dark table.bp3-html-table{ }
+  .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{
+    background:rgba(92, 112, 128, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{
+    -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){
+      -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);
+              box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }
+  .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{
+    -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);
+            box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }
+    .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{
+    background-color:rgba(92, 112, 128, 0.3);
+    cursor:pointer; }
+  .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{
+    background-color:rgba(92, 112, 128, 0.4); }
+
+.bp3-key-combo{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center; }
+  .bp3-key-combo > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-key-combo > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-key-combo::before,
+  .bp3-key-combo > *{
+    margin-right:5px; }
+  .bp3-key-combo:empty::before,
+  .bp3-key-combo > :last-child{
+    margin-right:0; }
+
+.bp3-hotkey-dialog{
+  padding-bottom:0;
+  top:40px; }
+  .bp3-hotkey-dialog .bp3-dialog-body{
+    margin:0;
+    padding:0; }
+  .bp3-hotkey-dialog .bp3-hotkey-label{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1; }
+
+.bp3-hotkey-column{
+  margin:auto;
+  max-height:80vh;
+  overflow-y:auto;
+  padding:30px; }
+  .bp3-hotkey-column .bp3-heading{
+    margin-bottom:20px; }
+    .bp3-hotkey-column .bp3-heading:not(:first-child){
+      margin-top:40px; }
+
+.bp3-hotkey{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:justify;
+      -ms-flex-pack:justify;
+          justify-content:space-between;
+  margin-left:0;
+  margin-right:0; }
+  .bp3-hotkey:not(:last-child){
+    margin-bottom:10px; }
+.bp3-icon{
+  display:inline-block;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  vertical-align:text-bottom; }
+  .bp3-icon:not(:empty)::before{
+    content:"" !important;
+    content:unset !important; }
+  .bp3-icon > svg{
+    display:block; }
+    .bp3-icon > svg:not([fill]){
+      fill:currentColor; }
+
+.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{
+  color:#106ba3; }
+  .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{
+    color:#48aff0; }
+
+.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{
+  color:#0d8050; }
+  .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{
+    color:#3dcc91; }
+
+.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{
+  color:#bf7326; }
+  .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{
+    color:#ffb366; }
+
+.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{
+  color:#c23030; }
+  .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{
+    color:#ff7373; }
+
+span.bp3-icon-standard{
+  font-family:"Icons16", sans-serif;
+  font-size:16px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon-large{
+  font-family:"Icons20", sans-serif;
+  font-size:20px;
+  font-style:normal;
+  font-weight:400;
+  line-height:1;
+  -moz-osx-font-smoothing:grayscale;
+  -webkit-font-smoothing:antialiased;
+  display:inline-block; }
+
+span.bp3-icon:empty{
+  font-family:"Icons20";
+  font-size:inherit;
+  font-style:normal;
+  font-weight:400;
+  line-height:1; }
+  span.bp3-icon:empty::before{
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased; }
+
+.bp3-icon-add::before{
+  content:""; }
+
+.bp3-icon-add-column-left::before{
+  content:""; }
+
+.bp3-icon-add-column-right::before{
+  content:""; }
+
+.bp3-icon-add-row-bottom::before{
+  content:""; }
+
+.bp3-icon-add-row-top::before{
+  content:""; }
+
+.bp3-icon-add-to-artifact::before{
+  content:""; }
+
+.bp3-icon-add-to-folder::before{
+  content:""; }
+
+.bp3-icon-airplane::before{
+  content:""; }
+
+.bp3-icon-align-center::before{
+  content:""; }
+
+.bp3-icon-align-justify::before{
+  content:""; }
+
+.bp3-icon-align-left::before{
+  content:""; }
+
+.bp3-icon-align-right::before{
+  content:""; }
+
+.bp3-icon-alignment-bottom::before{
+  content:""; }
+
+.bp3-icon-alignment-horizontal-center::before{
+  content:""; }
+
+.bp3-icon-alignment-left::before{
+  content:""; }
+
+.bp3-icon-alignment-right::before{
+  content:""; }
+
+.bp3-icon-alignment-top::before{
+  content:""; }
+
+.bp3-icon-alignment-vertical-center::before{
+  content:""; }
+
+.bp3-icon-annotation::before{
+  content:""; }
+
+.bp3-icon-application::before{
+  content:""; }
+
+.bp3-icon-applications::before{
+  content:""; }
+
+.bp3-icon-archive::before{
+  content:""; }
+
+.bp3-icon-arrow-bottom-left::before{
+  content:"↙"; }
+
+.bp3-icon-arrow-bottom-right::before{
+  content:"↘"; }
+
+.bp3-icon-arrow-down::before{
+  content:"↓"; }
+
+.bp3-icon-arrow-left::before{
+  content:"←"; }
+
+.bp3-icon-arrow-right::before{
+  content:"→"; }
+
+.bp3-icon-arrow-top-left::before{
+  content:"↖"; }
+
+.bp3-icon-arrow-top-right::before{
+  content:"↗"; }
+
+.bp3-icon-arrow-up::before{
+  content:"↑"; }
+
+.bp3-icon-arrows-horizontal::before{
+  content:"↔"; }
+
+.bp3-icon-arrows-vertical::before{
+  content:"↕"; }
+
+.bp3-icon-asterisk::before{
+  content:"*"; }
+
+.bp3-icon-automatic-updates::before{
+  content:""; }
+
+.bp3-icon-badge::before{
+  content:""; }
+
+.bp3-icon-ban-circle::before{
+  content:""; }
+
+.bp3-icon-bank-account::before{
+  content:""; }
+
+.bp3-icon-barcode::before{
+  content:""; }
+
+.bp3-icon-blank::before{
+  content:""; }
+
+.bp3-icon-blocked-person::before{
+  content:""; }
+
+.bp3-icon-bold::before{
+  content:""; }
+
+.bp3-icon-book::before{
+  content:""; }
+
+.bp3-icon-bookmark::before{
+  content:""; }
+
+.bp3-icon-box::before{
+  content:""; }
+
+.bp3-icon-briefcase::before{
+  content:""; }
+
+.bp3-icon-bring-data::before{
+  content:""; }
+
+.bp3-icon-build::before{
+  content:""; }
+
+.bp3-icon-calculator::before{
+  content:""; }
+
+.bp3-icon-calendar::before{
+  content:""; }
+
+.bp3-icon-camera::before{
+  content:""; }
+
+.bp3-icon-caret-down::before{
+  content:"⌄"; }
+
+.bp3-icon-caret-left::before{
+  content:"〈"; }
+
+.bp3-icon-caret-right::before{
+  content:"〉"; }
+
+.bp3-icon-caret-up::before{
+  content:"⌃"; }
+
+.bp3-icon-cell-tower::before{
+  content:""; }
+
+.bp3-icon-changes::before{
+  content:""; }
+
+.bp3-icon-chart::before{
+  content:""; }
+
+.bp3-icon-chat::before{
+  content:""; }
+
+.bp3-icon-chevron-backward::before{
+  content:""; }
+
+.bp3-icon-chevron-down::before{
+  content:""; }
+
+.bp3-icon-chevron-forward::before{
+  content:""; }
+
+.bp3-icon-chevron-left::before{
+  content:""; }
+
+.bp3-icon-chevron-right::before{
+  content:""; }
+
+.bp3-icon-chevron-up::before{
+  content:""; }
+
+.bp3-icon-circle::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-down::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-left::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-right::before{
+  content:""; }
+
+.bp3-icon-circle-arrow-up::before{
+  content:""; }
+
+.bp3-icon-citation::before{
+  content:""; }
+
+.bp3-icon-clean::before{
+  content:""; }
+
+.bp3-icon-clipboard::before{
+  content:""; }
+
+.bp3-icon-cloud::before{
+  content:"☁"; }
+
+.bp3-icon-cloud-download::before{
+  content:""; }
+
+.bp3-icon-cloud-upload::before{
+  content:""; }
+
+.bp3-icon-code::before{
+  content:""; }
+
+.bp3-icon-code-block::before{
+  content:""; }
+
+.bp3-icon-cog::before{
+  content:""; }
+
+.bp3-icon-collapse-all::before{
+  content:""; }
+
+.bp3-icon-column-layout::before{
+  content:""; }
+
+.bp3-icon-comment::before{
+  content:""; }
+
+.bp3-icon-comparison::before{
+  content:""; }
+
+.bp3-icon-compass::before{
+  content:""; }
+
+.bp3-icon-compressed::before{
+  content:""; }
+
+.bp3-icon-confirm::before{
+  content:""; }
+
+.bp3-icon-console::before{
+  content:""; }
+
+.bp3-icon-contrast::before{
+  content:""; }
+
+.bp3-icon-control::before{
+  content:""; }
+
+.bp3-icon-credit-card::before{
+  content:""; }
+
+.bp3-icon-cross::before{
+  content:"✗"; }
+
+.bp3-icon-crown::before{
+  content:""; }
+
+.bp3-icon-cube::before{
+  content:""; }
+
+.bp3-icon-cube-add::before{
+  content:""; }
+
+.bp3-icon-cube-remove::before{
+  content:""; }
+
+.bp3-icon-curved-range-chart::before{
+  content:""; }
+
+.bp3-icon-cut::before{
+  content:""; }
+
+.bp3-icon-dashboard::before{
+  content:""; }
+
+.bp3-icon-data-lineage::before{
+  content:""; }
+
+.bp3-icon-database::before{
+  content:""; }
+
+.bp3-icon-delete::before{
+  content:""; }
+
+.bp3-icon-delta::before{
+  content:"Δ"; }
+
+.bp3-icon-derive-column::before{
+  content:""; }
+
+.bp3-icon-desktop::before{
+  content:""; }
+
+.bp3-icon-diagnosis::before{
+  content:""; }
+
+.bp3-icon-diagram-tree::before{
+  content:""; }
+
+.bp3-icon-direction-left::before{
+  content:""; }
+
+.bp3-icon-direction-right::before{
+  content:""; }
+
+.bp3-icon-disable::before{
+  content:""; }
+
+.bp3-icon-document::before{
+  content:""; }
+
+.bp3-icon-document-open::before{
+  content:""; }
+
+.bp3-icon-document-share::before{
+  content:""; }
+
+.bp3-icon-dollar::before{
+  content:"$"; }
+
+.bp3-icon-dot::before{
+  content:"•"; }
+
+.bp3-icon-double-caret-horizontal::before{
+  content:""; }
+
+.bp3-icon-double-caret-vertical::before{
+  content:""; }
+
+.bp3-icon-double-chevron-down::before{
+  content:""; }
+
+.bp3-icon-double-chevron-left::before{
+  content:""; }
+
+.bp3-icon-double-chevron-right::before{
+  content:""; }
+
+.bp3-icon-double-chevron-up::before{
+  content:""; }
+
+.bp3-icon-doughnut-chart::before{
+  content:""; }
+
+.bp3-icon-download::before{
+  content:""; }
+
+.bp3-icon-drag-handle-horizontal::before{
+  content:""; }
+
+.bp3-icon-drag-handle-vertical::before{
+  content:""; }
+
+.bp3-icon-draw::before{
+  content:""; }
+
+.bp3-icon-drive-time::before{
+  content:""; }
+
+.bp3-icon-duplicate::before{
+  content:""; }
+
+.bp3-icon-edit::before{
+  content:"✎"; }
+
+.bp3-icon-eject::before{
+  content:"⏏"; }
+
+.bp3-icon-endorsed::before{
+  content:""; }
+
+.bp3-icon-envelope::before{
+  content:"✉"; }
+
+.bp3-icon-equals::before{
+  content:""; }
+
+.bp3-icon-eraser::before{
+  content:""; }
+
+.bp3-icon-error::before{
+  content:""; }
+
+.bp3-icon-euro::before{
+  content:"€"; }
+
+.bp3-icon-exchange::before{
+  content:""; }
+
+.bp3-icon-exclude-row::before{
+  content:""; }
+
+.bp3-icon-expand-all::before{
+  content:""; }
+
+.bp3-icon-export::before{
+  content:""; }
+
+.bp3-icon-eye-off::before{
+  content:""; }
+
+.bp3-icon-eye-on::before{
+  content:""; }
+
+.bp3-icon-eye-open::before{
+  content:""; }
+
+.bp3-icon-fast-backward::before{
+  content:""; }
+
+.bp3-icon-fast-forward::before{
+  content:""; }
+
+.bp3-icon-feed::before{
+  content:""; }
+
+.bp3-icon-feed-subscribed::before{
+  content:""; }
+
+.bp3-icon-film::before{
+  content:""; }
+
+.bp3-icon-filter::before{
+  content:""; }
+
+.bp3-icon-filter-keep::before{
+  content:""; }
+
+.bp3-icon-filter-list::before{
+  content:""; }
+
+.bp3-icon-filter-open::before{
+  content:""; }
+
+.bp3-icon-filter-remove::before{
+  content:""; }
+
+.bp3-icon-flag::before{
+  content:"⚑"; }
+
+.bp3-icon-flame::before{
+  content:""; }
+
+.bp3-icon-flash::before{
+  content:""; }
+
+.bp3-icon-floppy-disk::before{
+  content:""; }
+
+.bp3-icon-flow-branch::before{
+  content:""; }
+
+.bp3-icon-flow-end::before{
+  content:""; }
+
+.bp3-icon-flow-linear::before{
+  content:""; }
+
+.bp3-icon-flow-review::before{
+  content:""; }
+
+.bp3-icon-flow-review-branch::before{
+  content:""; }
+
+.bp3-icon-flows::before{
+  content:""; }
+
+.bp3-icon-folder-close::before{
+  content:""; }
+
+.bp3-icon-folder-new::before{
+  content:""; }
+
+.bp3-icon-folder-open::before{
+  content:""; }
+
+.bp3-icon-folder-shared::before{
+  content:""; }
+
+.bp3-icon-folder-shared-open::before{
+  content:""; }
+
+.bp3-icon-follower::before{
+  content:""; }
+
+.bp3-icon-following::before{
+  content:""; }
+
+.bp3-icon-font::before{
+  content:""; }
+
+.bp3-icon-fork::before{
+  content:""; }
+
+.bp3-icon-form::before{
+  content:""; }
+
+.bp3-icon-full-circle::before{
+  content:""; }
+
+.bp3-icon-full-stacked-chart::before{
+  content:""; }
+
+.bp3-icon-fullscreen::before{
+  content:""; }
+
+.bp3-icon-function::before{
+  content:""; }
+
+.bp3-icon-gantt-chart::before{
+  content:""; }
+
+.bp3-icon-geolocation::before{
+  content:""; }
+
+.bp3-icon-geosearch::before{
+  content:""; }
+
+.bp3-icon-git-branch::before{
+  content:""; }
+
+.bp3-icon-git-commit::before{
+  content:""; }
+
+.bp3-icon-git-merge::before{
+  content:""; }
+
+.bp3-icon-git-new-branch::before{
+  content:""; }
+
+.bp3-icon-git-pull::before{
+  content:""; }
+
+.bp3-icon-git-push::before{
+  content:""; }
+
+.bp3-icon-git-repo::before{
+  content:""; }
+
+.bp3-icon-glass::before{
+  content:""; }
+
+.bp3-icon-globe::before{
+  content:""; }
+
+.bp3-icon-globe-network::before{
+  content:""; }
+
+.bp3-icon-graph::before{
+  content:""; }
+
+.bp3-icon-graph-remove::before{
+  content:""; }
+
+.bp3-icon-greater-than::before{
+  content:""; }
+
+.bp3-icon-greater-than-or-equal-to::before{
+  content:""; }
+
+.bp3-icon-grid::before{
+  content:""; }
+
+.bp3-icon-grid-view::before{
+  content:""; }
+
+.bp3-icon-group-objects::before{
+  content:""; }
+
+.bp3-icon-grouped-bar-chart::before{
+  content:""; }
+
+.bp3-icon-hand::before{
+  content:""; }
+
+.bp3-icon-hand-down::before{
+  content:""; }
+
+.bp3-icon-hand-left::before{
+  content:""; }
+
+.bp3-icon-hand-right::before{
+  content:""; }
+
+.bp3-icon-hand-up::before{
+  content:""; }
+
+.bp3-icon-header::before{
+  content:""; }
+
+.bp3-icon-header-one::before{
+  content:""; }
+
+.bp3-icon-header-two::before{
+  content:""; }
+
+.bp3-icon-headset::before{
+  content:""; }
+
+.bp3-icon-heart::before{
+  content:"♥"; }
+
+.bp3-icon-heart-broken::before{
+  content:""; }
+
+.bp3-icon-heat-grid::before{
+  content:""; }
+
+.bp3-icon-heatmap::before{
+  content:""; }
+
+.bp3-icon-help::before{
+  content:"?"; }
+
+.bp3-icon-helper-management::before{
+  content:""; }
+
+.bp3-icon-highlight::before{
+  content:""; }
+
+.bp3-icon-history::before{
+  content:""; }
+
+.bp3-icon-home::before{
+  content:"⌂"; }
+
+.bp3-icon-horizontal-bar-chart::before{
+  content:""; }
+
+.bp3-icon-horizontal-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-horizontal-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-horizontal-distribution::before{
+  content:""; }
+
+.bp3-icon-id-number::before{
+  content:""; }
+
+.bp3-icon-image-rotate-left::before{
+  content:""; }
+
+.bp3-icon-image-rotate-right::before{
+  content:""; }
+
+.bp3-icon-import::before{
+  content:""; }
+
+.bp3-icon-inbox::before{
+  content:""; }
+
+.bp3-icon-inbox-filtered::before{
+  content:""; }
+
+.bp3-icon-inbox-geo::before{
+  content:""; }
+
+.bp3-icon-inbox-search::before{
+  content:""; }
+
+.bp3-icon-inbox-update::before{
+  content:""; }
+
+.bp3-icon-info-sign::before{
+  content:"ℹ"; }
+
+.bp3-icon-inheritance::before{
+  content:""; }
+
+.bp3-icon-inner-join::before{
+  content:""; }
+
+.bp3-icon-insert::before{
+  content:""; }
+
+.bp3-icon-intersection::before{
+  content:""; }
+
+.bp3-icon-ip-address::before{
+  content:""; }
+
+.bp3-icon-issue::before{
+  content:""; }
+
+.bp3-icon-issue-closed::before{
+  content:""; }
+
+.bp3-icon-issue-new::before{
+  content:""; }
+
+.bp3-icon-italic::before{
+  content:""; }
+
+.bp3-icon-join-table::before{
+  content:""; }
+
+.bp3-icon-key::before{
+  content:""; }
+
+.bp3-icon-key-backspace::before{
+  content:""; }
+
+.bp3-icon-key-command::before{
+  content:""; }
+
+.bp3-icon-key-control::before{
+  content:""; }
+
+.bp3-icon-key-delete::before{
+  content:""; }
+
+.bp3-icon-key-enter::before{
+  content:""; }
+
+.bp3-icon-key-escape::before{
+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+  content:""; }
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+.bp3-icon-lab-test::before{
+  content:""; }
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+.bp3-icon-label::before{
+  content:""; }
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+.bp3-icon-layer::before{
+  content:""; }
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+.bp3-icon-layers::before{
+  content:""; }
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+  content:""; }
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+.bp3-icon-layout-auto::before{
+  content:""; }
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+.bp3-icon-layout-balloon::before{
+  content:""; }
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+.bp3-icon-layout-circle::before{
+  content:""; }
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+.bp3-icon-layout-grid::before{
+  content:""; }
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+.bp3-icon-layout-group-by::before{
+  content:""; }
+
+.bp3-icon-layout-hierarchy::before{
+  content:""; }
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+.bp3-icon-layout-linear::before{
+  content:""; }
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+.bp3-icon-layout-skew-grid::before{
+  content:""; }
+
+.bp3-icon-layout-sorted-clusters::before{
+  content:""; }
+
+.bp3-icon-learning::before{
+  content:""; }
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+.bp3-icon-left-join::before{
+  content:""; }
+
+.bp3-icon-less-than::before{
+  content:""; }
+
+.bp3-icon-less-than-or-equal-to::before{
+  content:""; }
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+.bp3-icon-lifesaver::before{
+  content:""; }
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+.bp3-icon-lightbulb::before{
+  content:""; }
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+.bp3-icon-link::before{
+  content:""; }
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+.bp3-icon-list::before{
+  content:"☰"; }
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+.bp3-icon-list-columns::before{
+  content:""; }
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+.bp3-icon-list-detail-view::before{
+  content:""; }
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+.bp3-icon-locate::before{
+  content:""; }
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+.bp3-icon-lock::before{
+  content:""; }
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+.bp3-icon-log-in::before{
+  content:""; }
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+.bp3-icon-log-out::before{
+  content:""; }
+
+.bp3-icon-manual::before{
+  content:""; }
+
+.bp3-icon-manually-entered-data::before{
+  content:""; }
+
+.bp3-icon-map::before{
+  content:""; }
+
+.bp3-icon-map-create::before{
+  content:""; }
+
+.bp3-icon-map-marker::before{
+  content:""; }
+
+.bp3-icon-maximize::before{
+  content:""; }
+
+.bp3-icon-media::before{
+  content:""; }
+
+.bp3-icon-menu::before{
+  content:""; }
+
+.bp3-icon-menu-closed::before{
+  content:""; }
+
+.bp3-icon-menu-open::before{
+  content:""; }
+
+.bp3-icon-merge-columns::before{
+  content:""; }
+
+.bp3-icon-merge-links::before{
+  content:""; }
+
+.bp3-icon-minimize::before{
+  content:""; }
+
+.bp3-icon-minus::before{
+  content:"−"; }
+
+.bp3-icon-mobile-phone::before{
+  content:""; }
+
+.bp3-icon-mobile-video::before{
+  content:""; }
+
+.bp3-icon-moon::before{
+  content:""; }
+
+.bp3-icon-more::before{
+  content:""; }
+
+.bp3-icon-mountain::before{
+  content:""; }
+
+.bp3-icon-move::before{
+  content:""; }
+
+.bp3-icon-mugshot::before{
+  content:""; }
+
+.bp3-icon-multi-select::before{
+  content:""; }
+
+.bp3-icon-music::before{
+  content:""; }
+
+.bp3-icon-new-drawing::before{
+  content:""; }
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+.bp3-icon-new-grid-item::before{
+  content:""; }
+
+.bp3-icon-new-layer::before{
+  content:""; }
+
+.bp3-icon-new-layers::before{
+  content:""; }
+
+.bp3-icon-new-link::before{
+  content:""; }
+
+.bp3-icon-new-object::before{
+  content:""; }
+
+.bp3-icon-new-person::before{
+  content:""; }
+
+.bp3-icon-new-prescription::before{
+  content:""; }
+
+.bp3-icon-new-text-box::before{
+  content:""; }
+
+.bp3-icon-ninja::before{
+  content:""; }
+
+.bp3-icon-not-equal-to::before{
+  content:""; }
+
+.bp3-icon-notifications::before{
+  content:""; }
+
+.bp3-icon-notifications-updated::before{
+  content:""; }
+
+.bp3-icon-numbered-list::before{
+  content:""; }
+
+.bp3-icon-numerical::before{
+  content:""; }
+
+.bp3-icon-office::before{
+  content:""; }
+
+.bp3-icon-offline::before{
+  content:""; }
+
+.bp3-icon-oil-field::before{
+  content:""; }
+
+.bp3-icon-one-column::before{
+  content:""; }
+
+.bp3-icon-outdated::before{
+  content:""; }
+
+.bp3-icon-page-layout::before{
+  content:""; }
+
+.bp3-icon-panel-stats::before{
+  content:""; }
+
+.bp3-icon-panel-table::before{
+  content:""; }
+
+.bp3-icon-paperclip::before{
+  content:""; }
+
+.bp3-icon-paragraph::before{
+  content:""; }
+
+.bp3-icon-path::before{
+  content:""; }
+
+.bp3-icon-path-search::before{
+  content:""; }
+
+.bp3-icon-pause::before{
+  content:""; }
+
+.bp3-icon-people::before{
+  content:""; }
+
+.bp3-icon-percentage::before{
+  content:""; }
+
+.bp3-icon-person::before{
+  content:""; }
+
+.bp3-icon-phone::before{
+  content:"☎"; }
+
+.bp3-icon-pie-chart::before{
+  content:""; }
+
+.bp3-icon-pin::before{
+  content:""; }
+
+.bp3-icon-pivot::before{
+  content:""; }
+
+.bp3-icon-pivot-table::before{
+  content:""; }
+
+.bp3-icon-play::before{
+  content:""; }
+
+.bp3-icon-plus::before{
+  content:"+"; }
+
+.bp3-icon-polygon-filter::before{
+  content:""; }
+
+.bp3-icon-power::before{
+  content:""; }
+
+.bp3-icon-predictive-analysis::before{
+  content:""; }
+
+.bp3-icon-prescription::before{
+  content:""; }
+
+.bp3-icon-presentation::before{
+  content:""; }
+
+.bp3-icon-print::before{
+  content:"⎙"; }
+
+.bp3-icon-projects::before{
+  content:""; }
+
+.bp3-icon-properties::before{
+  content:""; }
+
+.bp3-icon-property::before{
+  content:""; }
+
+.bp3-icon-publish-function::before{
+  content:""; }
+
+.bp3-icon-pulse::before{
+  content:""; }
+
+.bp3-icon-random::before{
+  content:""; }
+
+.bp3-icon-record::before{
+  content:""; }
+
+.bp3-icon-redo::before{
+  content:""; }
+
+.bp3-icon-refresh::before{
+  content:""; }
+
+.bp3-icon-regression-chart::before{
+  content:""; }
+
+.bp3-icon-remove::before{
+  content:""; }
+
+.bp3-icon-remove-column::before{
+  content:""; }
+
+.bp3-icon-remove-column-left::before{
+  content:""; }
+
+.bp3-icon-remove-column-right::before{
+  content:""; }
+
+.bp3-icon-remove-row-bottom::before{
+  content:""; }
+
+.bp3-icon-remove-row-top::before{
+  content:""; }
+
+.bp3-icon-repeat::before{
+  content:""; }
+
+.bp3-icon-reset::before{
+  content:""; }
+
+.bp3-icon-resolve::before{
+  content:""; }
+
+.bp3-icon-rig::before{
+  content:""; }
+
+.bp3-icon-right-join::before{
+  content:""; }
+
+.bp3-icon-ring::before{
+  content:""; }
+
+.bp3-icon-rotate-document::before{
+  content:""; }
+
+.bp3-icon-rotate-page::before{
+  content:""; }
+
+.bp3-icon-satellite::before{
+  content:""; }
+
+.bp3-icon-saved::before{
+  content:""; }
+
+.bp3-icon-scatter-plot::before{
+  content:""; }
+
+.bp3-icon-search::before{
+  content:""; }
+
+.bp3-icon-search-around::before{
+  content:""; }
+
+.bp3-icon-search-template::before{
+  content:""; }
+
+.bp3-icon-search-text::before{
+  content:""; }
+
+.bp3-icon-segmented-control::before{
+  content:""; }
+
+.bp3-icon-select::before{
+  content:""; }
+
+.bp3-icon-selection::before{
+  content:"⦿"; }
+
+.bp3-icon-send-to::before{
+  content:""; }
+
+.bp3-icon-send-to-graph::before{
+  content:""; }
+
+.bp3-icon-send-to-map::before{
+  content:""; }
+
+.bp3-icon-series-add::before{
+  content:""; }
+
+.bp3-icon-series-configuration::before{
+  content:""; }
+
+.bp3-icon-series-derived::before{
+  content:""; }
+
+.bp3-icon-series-filtered::before{
+  content:""; }
+
+.bp3-icon-series-search::before{
+  content:""; }
+
+.bp3-icon-settings::before{
+  content:""; }
+
+.bp3-icon-share::before{
+  content:""; }
+
+.bp3-icon-shield::before{
+  content:""; }
+
+.bp3-icon-shop::before{
+  content:""; }
+
+.bp3-icon-shopping-cart::before{
+  content:""; }
+
+.bp3-icon-signal-search::before{
+  content:""; }
+
+.bp3-icon-sim-card::before{
+  content:""; }
+
+.bp3-icon-slash::before{
+  content:""; }
+
+.bp3-icon-small-cross::before{
+  content:""; }
+
+.bp3-icon-small-minus::before{
+  content:""; }
+
+.bp3-icon-small-plus::before{
+  content:""; }
+
+.bp3-icon-small-tick::before{
+  content:""; }
+
+.bp3-icon-snowflake::before{
+  content:""; }
+
+.bp3-icon-social-media::before{
+  content:""; }
+
+.bp3-icon-sort::before{
+  content:""; }
+
+.bp3-icon-sort-alphabetical::before{
+  content:""; }
+
+.bp3-icon-sort-alphabetical-desc::before{
+  content:""; }
+
+.bp3-icon-sort-asc::before{
+  content:""; }
+
+.bp3-icon-sort-desc::before{
+  content:""; }
+
+.bp3-icon-sort-numerical::before{
+  content:""; }
+
+.bp3-icon-sort-numerical-desc::before{
+  content:""; }
+
+.bp3-icon-split-columns::before{
+  content:""; }
+
+.bp3-icon-square::before{
+  content:""; }
+
+.bp3-icon-stacked-chart::before{
+  content:""; }
+
+.bp3-icon-star::before{
+  content:"★"; }
+
+.bp3-icon-star-empty::before{
+  content:"☆"; }
+
+.bp3-icon-step-backward::before{
+  content:""; }
+
+.bp3-icon-step-chart::before{
+  content:""; }
+
+.bp3-icon-step-forward::before{
+  content:""; }
+
+.bp3-icon-stop::before{
+  content:""; }
+
+.bp3-icon-stopwatch::before{
+  content:""; }
+
+.bp3-icon-strikethrough::before{
+  content:""; }
+
+.bp3-icon-style::before{
+  content:""; }
+
+.bp3-icon-swap-horizontal::before{
+  content:""; }
+
+.bp3-icon-swap-vertical::before{
+  content:""; }
+
+.bp3-icon-symbol-circle::before{
+  content:""; }
+
+.bp3-icon-symbol-cross::before{
+  content:""; }
+
+.bp3-icon-symbol-diamond::before{
+  content:""; }
+
+.bp3-icon-symbol-square::before{
+  content:""; }
+
+.bp3-icon-symbol-triangle-down::before{
+  content:""; }
+
+.bp3-icon-symbol-triangle-up::before{
+  content:""; }
+
+.bp3-icon-tag::before{
+  content:""; }
+
+.bp3-icon-take-action::before{
+  content:""; }
+
+.bp3-icon-taxi::before{
+  content:""; }
+
+.bp3-icon-text-highlight::before{
+  content:""; }
+
+.bp3-icon-th::before{
+  content:""; }
+
+.bp3-icon-th-derived::before{
+  content:""; }
+
+.bp3-icon-th-disconnect::before{
+  content:""; }
+
+.bp3-icon-th-filtered::before{
+  content:""; }
+
+.bp3-icon-th-list::before{
+  content:""; }
+
+.bp3-icon-thumbs-down::before{
+  content:""; }
+
+.bp3-icon-thumbs-up::before{
+  content:""; }
+
+.bp3-icon-tick::before{
+  content:"✓"; }
+
+.bp3-icon-tick-circle::before{
+  content:""; }
+
+.bp3-icon-time::before{
+  content:"⏲"; }
+
+.bp3-icon-timeline-area-chart::before{
+  content:""; }
+
+.bp3-icon-timeline-bar-chart::before{
+  content:""; }
+
+.bp3-icon-timeline-events::before{
+  content:""; }
+
+.bp3-icon-timeline-line-chart::before{
+  content:""; }
+
+.bp3-icon-tint::before{
+  content:""; }
+
+.bp3-icon-torch::before{
+  content:""; }
+
+.bp3-icon-tractor::before{
+  content:""; }
+
+.bp3-icon-train::before{
+  content:""; }
+
+.bp3-icon-translate::before{
+  content:""; }
+
+.bp3-icon-trash::before{
+  content:""; }
+
+.bp3-icon-tree::before{
+  content:""; }
+
+.bp3-icon-trending-down::before{
+  content:""; }
+
+.bp3-icon-trending-up::before{
+  content:""; }
+
+.bp3-icon-truck::before{
+  content:""; }
+
+.bp3-icon-two-columns::before{
+  content:""; }
+
+.bp3-icon-unarchive::before{
+  content:""; }
+
+.bp3-icon-underline::before{
+  content:"⎁"; }
+
+.bp3-icon-undo::before{
+  content:"⎌"; }
+
+.bp3-icon-ungroup-objects::before{
+  content:""; }
+
+.bp3-icon-unknown-vehicle::before{
+  content:""; }
+
+.bp3-icon-unlock::before{
+  content:""; }
+
+.bp3-icon-unpin::before{
+  content:""; }
+
+.bp3-icon-unresolve::before{
+  content:""; }
+
+.bp3-icon-updated::before{
+  content:""; }
+
+.bp3-icon-upload::before{
+  content:""; }
+
+.bp3-icon-user::before{
+  content:""; }
+
+.bp3-icon-variable::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-asc::before{
+  content:""; }
+
+.bp3-icon-vertical-bar-chart-desc::before{
+  content:""; }
+
+.bp3-icon-vertical-distribution::before{
+  content:""; }
+
+.bp3-icon-video::before{
+  content:""; }
+
+.bp3-icon-volume-down::before{
+  content:""; }
+
+.bp3-icon-volume-off::before{
+  content:""; }
+
+.bp3-icon-volume-up::before{
+  content:""; }
+
+.bp3-icon-walk::before{
+  content:""; }
+
+.bp3-icon-warning-sign::before{
+  content:""; }
+
+.bp3-icon-waterfall-chart::before{
+  content:""; }
+
+.bp3-icon-widget::before{
+  content:""; }
+
+.bp3-icon-widget-button::before{
+  content:""; }
+
+.bp3-icon-widget-footer::before{
+  content:""; }
+
+.bp3-icon-widget-header::before{
+  content:""; }
+
+.bp3-icon-wrench::before{
+  content:""; }
+
+.bp3-icon-zoom-in::before{
+  content:""; }
+
+.bp3-icon-zoom-out::before{
+  content:""; }
+
+.bp3-icon-zoom-to-fit::before{
+  content:""; }
+.bp3-submenu > .bp3-popover-wrapper{
+  display:block; }
+
+.bp3-submenu .bp3-popover-target{
+  display:block; }
+  .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }
+
+.bp3-submenu.bp3-popover{
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0 5px; }
+  .bp3-submenu.bp3-popover > .bp3-popover-content{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+    .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+.bp3-menu{
+  background:#ffffff;
+  border-radius:3px;
+  color:#182026;
+  list-style:none;
+  margin:0;
+  min-width:180px;
+  padding:5px;
+  text-align:left; }
+
+.bp3-menu-divider{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px; }
+  .bp3-dark .bp3-menu-divider{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-menu-item{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  border-radius:2px;
+  color:inherit;
+  line-height:20px;
+  padding:5px 7px;
+  text-decoration:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-menu-item > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-menu-item > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > *{
+    margin-right:7px; }
+  .bp3-menu-item:empty::before,
+  .bp3-menu-item > :last-child{
+    margin-right:0; }
+  .bp3-menu-item > .bp3-fill{
+    word-break:break-word; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    background-color:rgba(167, 182, 194, 0.3);
+    cursor:pointer;
+    text-decoration:none; }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-dark .bp3-menu-item{
+    color:inherit; }
+    .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+      background-color:rgba(138, 155, 168, 0.15);
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-disabled{
+      background-color:inherit;
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-menu-item.bp3-intent-primary{
+    color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-success{
+    color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,
+    .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-warning{
+    color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item.bp3-intent-danger{
+    color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-menu-item::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    margin-right:7px; }
+  .bp3-menu-item::before,
+  .bp3-menu-item > .bp3-icon{
+    color:#5c7080;
+    margin-top:2px; }
+  .bp3-menu-item .bp3-menu-item-label{
+    color:#5c7080; }
+  .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{
+    color:inherit; }
+  .bp3-menu-item.bp3-active, .bp3-menu-item:active{
+    background-color:rgba(115, 134, 148, 0.3); }
+  .bp3-menu-item.bp3-disabled{
+    background-color:inherit !important;
+    color:rgba(92, 112, 128, 0.6) !important;
+    cursor:not-allowed !important;
+    outline:none !important; }
+    .bp3-menu-item.bp3-disabled::before,
+    .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(92, 112, 128, 0.6) !important; }
+  .bp3-large .bp3-menu-item{
+    font-size:16px;
+    line-height:22px;
+    padding:9px 7px; }
+    .bp3-large .bp3-menu-item .bp3-icon{
+      margin-top:3px; }
+    .bp3-large .bp3-menu-item::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1;
+      -moz-osx-font-smoothing:grayscale;
+      -webkit-font-smoothing:antialiased;
+      margin-right:10px;
+      margin-top:1px; }
+
+button.bp3-menu-item{
+  background:none;
+  border:none;
+  text-align:left;
+  width:100%; }
+.bp3-menu-header{
+  border-top:1px solid rgba(16, 22, 26, 0.15);
+  display:block;
+  margin:5px;
+  cursor:default;
+  padding-left:2px; }
+  .bp3-dark .bp3-menu-header{
+    border-top-color:rgba(255, 255, 255, 0.15); }
+  .bp3-menu-header:first-of-type{
+    border-top:none; }
+  .bp3-menu-header > h6{
+    color:#182026;
+    font-weight:600;
+    overflow:hidden;
+    text-overflow:ellipsis;
+    white-space:nowrap;
+    word-wrap:normal;
+    line-height:17px;
+    margin:0;
+    padding:10px 7px 0 1px; }
+    .bp3-dark .bp3-menu-header > h6{
+      color:#f5f8fa; }
+  .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+  .bp3-large .bp3-menu-header > h6{
+    font-size:18px;
+    padding-bottom:5px;
+    padding-top:15px; }
+  .bp3-large .bp3-menu-header:first-of-type > h6{
+    padding-top:0; }
+
+.bp3-dark .bp3-menu{
+  background:#30404d;
+  color:#f5f8fa; }
+
+.bp3-dark .bp3-menu-item{ }
+  .bp3-dark .bp3-menu-item.bp3-intent-primary{
+    color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{
+      color:#48aff0; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{
+      background-color:#137cbd; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active{
+      background-color:#106ba3; }
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-success{
+    color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{
+      color:#3dcc91; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{
+      background-color:#0f9960; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active{
+      background-color:#0d8050; }
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-warning{
+    color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{
+      color:#ffb366; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{
+      background-color:#d9822b; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active{
+      background-color:#bf7326; }
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item.bp3-intent-danger{
+    color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{
+      color:inherit; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{
+      color:#ff7373; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{
+      background-color:#db3737; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active{
+      background-color:#c23030; }
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,
+    .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,
+    .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,
+    .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{
+      color:#ffffff; }
+  .bp3-dark .bp3-menu-item::before,
+  .bp3-dark .bp3-menu-item > .bp3-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item .bp3-menu-item-label{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{
+    background-color:rgba(138, 155, 168, 0.3); }
+  .bp3-dark .bp3-menu-item.bp3-disabled{
+    color:rgba(167, 182, 194, 0.6) !important; }
+    .bp3-dark .bp3-menu-item.bp3-disabled::before,
+    .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,
+    .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{
+      color:rgba(167, 182, 194, 0.6) !important; }
+
+.bp3-dark .bp3-menu-divider,
+.bp3-dark .bp3-menu-header{
+  border-color:rgba(255, 255, 255, 0.15); }
+
+.bp3-dark .bp3-menu-header > h6{
+  color:#f5f8fa; }
+
+.bp3-label .bp3-menu{
+  margin-top:5px; }
+.bp3-navbar{
+  background-color:#ffffff;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);
+  height:50px;
+  padding:0 15px;
+  position:relative;
+  width:100%;
+  z-index:10; }
+  .bp3-navbar.bp3-dark,
+  .bp3-dark .bp3-navbar{
+    background-color:#394b59; }
+  .bp3-navbar.bp3-dark{
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-dark .bp3-navbar{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }
+  .bp3-navbar.bp3-fixed-top{
+    left:0;
+    position:fixed;
+    right:0;
+    top:0; }
+
+.bp3-navbar-heading{
+  font-size:16px;
+  margin-right:15px; }
+
+.bp3-navbar-group{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:50px; }
+  .bp3-navbar-group.bp3-align-left{
+    float:left; }
+  .bp3-navbar-group.bp3-align-right{
+    float:right; }
+
+.bp3-navbar-divider{
+  border-left:1px solid rgba(16, 22, 26, 0.15);
+  height:20px;
+  margin:0 10px; }
+  .bp3-dark .bp3-navbar-divider{
+    border-left-color:rgba(255, 255, 255, 0.15); }
+.bp3-non-ideal-state{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  height:100%;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  text-align:center;
+  width:100%; }
+  .bp3-non-ideal-state > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-non-ideal-state > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-non-ideal-state::before,
+  .bp3-non-ideal-state > *{
+    margin-bottom:20px; }
+  .bp3-non-ideal-state:empty::before,
+  .bp3-non-ideal-state > :last-child{
+    margin-bottom:0; }
+  .bp3-non-ideal-state > *{
+    max-width:400px; }
+
+.bp3-non-ideal-state-visual{
+  color:rgba(92, 112, 128, 0.6);
+  font-size:60px; }
+  .bp3-dark .bp3-non-ideal-state-visual{
+    color:rgba(167, 182, 194, 0.6); }
+
+.bp3-overflow-list{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-wrap:nowrap;
+      flex-wrap:nowrap;
+  min-width:0; }
+
+.bp3-overflow-list-spacer{
+  -ms-flex-negative:1;
+      flex-shrink:1;
+  width:1px; }
+
+body.bp3-overlay-open{
+  overflow:hidden; }
+
+.bp3-overlay{
+  bottom:0;
+  left:0;
+  position:static;
+  right:0;
+  top:0;
+  z-index:20; }
+  .bp3-overlay:not(.bp3-overlay-open){
+    pointer-events:none; }
+  .bp3-overlay.bp3-overlay-container{
+    overflow:hidden;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-scroll-container{
+    overflow:auto;
+    position:fixed; }
+    .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{
+      position:absolute; }
+  .bp3-overlay.bp3-overlay-inline{
+    display:inline;
+    overflow:visible; }
+
+.bp3-overlay-content{
+  position:fixed;
+  z-index:20; }
+  .bp3-overlay-inline .bp3-overlay-content,
+  .bp3-overlay-scroll-container .bp3-overlay-content{
+    position:absolute; }
+
+.bp3-overlay-backdrop{
+  bottom:0;
+  left:0;
+  position:fixed;
+  right:0;
+  top:0;
+  opacity:1;
+  background-color:rgba(16, 22, 26, 0.7);
+  overflow:auto;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none;
+  z-index:20; }
+  .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{
+    opacity:0; }
+  .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop.bp3-overlay-exit{
+    opacity:1; }
+  .bp3-overlay-backdrop.bp3-overlay-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-overlay-backdrop:focus{
+    outline:none; }
+  .bp3-overlay-inline .bp3-overlay-backdrop{
+    position:absolute; }
+.bp3-panel-stack{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack-view{
+    background-color:#30404d; }
+  .bp3-panel-stack-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-push .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack-pop .bp3-panel-stack-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-panel-stack2{
+  overflow:hidden;
+  position:relative; }
+
+.bp3-panel-stack2-header{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);
+          box-shadow:0 1px rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -ms-flex-negative:0;
+      flex-shrink:0;
+  height:30px;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack2-header{
+    -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);
+            box-shadow:0 1px rgba(255, 255, 255, 0.15); }
+  .bp3-panel-stack2-header > span{
+    -webkit-box-align:stretch;
+        -ms-flex-align:stretch;
+            align-items:stretch;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-flex:1;
+        -ms-flex:1;
+            flex:1; }
+  .bp3-panel-stack2-header .bp3-heading{
+    margin:0 5px; }
+
+.bp3-button.bp3-panel-stack2-header-back{
+  margin-left:5px;
+  padding-left:0;
+  white-space:nowrap; }
+  .bp3-button.bp3-panel-stack2-header-back .bp3-icon{
+    margin:0 2px; }
+
+.bp3-panel-stack2-view{
+  bottom:0;
+  left:0;
+  position:absolute;
+  right:0;
+  top:0;
+  background-color:#ffffff;
+  border-right:1px solid rgba(16, 22, 26, 0.15);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  margin-right:-1px;
+  overflow-y:auto;
+  z-index:1; }
+  .bp3-dark .bp3-panel-stack2-view{
+    background-color:#30404d; }
+  .bp3-panel-stack2-view:nth-last-child(n + 4){
+    display:none; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{
+  -webkit-transform:translateX(-50%);
+          transform:translateX(-50%);
+  opacity:0; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-exit{
+  -webkit-transform:translate(0%);
+          transform:translate(0%);
+  opacity:1; }
+
+.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{
+  -webkit-transform:translateX(100%);
+          transform:translateX(100%);
+  opacity:0;
+  -webkit-transition-delay:0;
+          transition-delay:0;
+  -webkit-transition-duration:400ms;
+          transition-duration:400ms;
+  -webkit-transition-property:opacity, -webkit-transform;
+  transition-property:opacity, -webkit-transform;
+  transition-property:transform, opacity;
+  transition-property:transform, opacity, -webkit-transform;
+  -webkit-transition-timing-function:ease;
+          transition-timing-function:ease; }
+.bp3-popover{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1);
+  border-radius:3px;
+  display:inline-block;
+  z-index:20; }
+  .bp3-popover .bp3-popover-arrow{
+    height:30px;
+    position:absolute;
+    width:30px; }
+    .bp3-popover .bp3-popover-arrow::before{
+      height:20px;
+      margin:5px;
+      width:20px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{
+    margin-bottom:17px;
+    margin-top:-17px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+      bottom:-11px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{
+    margin-left:17px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+      left:-11px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{
+    margin-top:17px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+      top:-11px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{
+    margin-left:-17px;
+    margin-right:17px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+      right:-11px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{
+    top:-0.3934px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{
+    right:-0.3934px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{
+    left:-0.3934px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{
+    bottom:-0.3934px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-popover .bp3-popover-content{
+    background:#ffffff;
+    color:inherit; }
+  .bp3-popover .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-popover .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-popover .bp3-popover-arrow-fill{
+    fill:#ffffff; }
+  .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3); }
+  .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover-exit > .bp3-popover{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-popover{
+    -webkit-transform:scale(0.3);
+            transform:scale(0.3);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-popover .bp3-popover-content{
+    border-radius:3px;
+    position:relative; }
+  .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{
+    max-width:350px;
+    padding:20px; }
+  .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{
+    width:350px; }
+  .bp3-popover.bp3-minimal{
+    margin:0 !important; }
+    .bp3-popover.bp3-minimal .bp3-popover-arrow{
+      display:none; }
+    .bp3-popover.bp3-minimal.bp3-popover{
+      -webkit-transform:scale(1);
+              transform:scale(1); }
+      .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+      .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1); }
+      .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{
+        -webkit-transform:scale(1);
+                transform:scale(1);
+        -webkit-transition-delay:0;
+                transition-delay:0;
+        -webkit-transition-duration:100ms;
+                transition-duration:100ms;
+        -webkit-transition-property:-webkit-transform;
+        transition-property:-webkit-transform;
+        transition-property:transform;
+        transition-property:transform, -webkit-transform;
+        -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+                transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover.bp3-dark,
+  .bp3-dark .bp3-popover{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-popover .bp3-popover-content{
+      background:#30404d;
+      color:inherit; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-popover .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-popover.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-popover .bp3-popover-arrow-fill{
+      fill:#30404d; }
+
+.bp3-popover-arrow::before{
+  border-radius:2px;
+  content:"";
+  display:block;
+  position:absolute;
+  -webkit-transform:rotate(45deg);
+          transform:rotate(45deg); }
+
+.bp3-tether-pinned .bp3-popover-arrow{
+  display:none; }
+
+.bp3-popover-backdrop{
+  background:rgba(255, 255, 255, 0); }
+
+.bp3-transition-container{
+  opacity:1;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  z-index:20; }
+  .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{
+    opacity:0; }
+  .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container.bp3-popover-exit{
+    opacity:1; }
+  .bp3-transition-container.bp3-popover-exit-active{
+    opacity:0;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:opacity;
+    transition-property:opacity;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-transition-container:focus{
+    outline:none; }
+  .bp3-transition-container.bp3-popover-leave .bp3-popover-content{
+    pointer-events:none; }
+  .bp3-transition-container[data-x-out-of-boundaries]{
+    display:none; }
+
+span.bp3-popover-target{
+  display:inline-block; }
+
+.bp3-popover-wrapper.bp3-fill{
+  width:100%; }
+
+.bp3-portal{
+  left:0;
+  position:absolute;
+  right:0;
+  top:0; }
+@-webkit-keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+@keyframes linear-progress-bar-stripes{
+  from{
+    background-position:0 0; }
+  to{
+    background-position:30px 0; } }
+
+.bp3-progress-bar{
+  background:rgba(92, 112, 128, 0.2);
+  border-radius:40px;
+  display:block;
+  height:8px;
+  overflow:hidden;
+  position:relative;
+  width:100%; }
+  .bp3-progress-bar .bp3-progress-meter{
+    background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);
+    background-color:rgba(92, 112, 128, 0.8);
+    background-size:30px 30px;
+    border-radius:40px;
+    height:100%;
+    position:absolute;
+    -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    width:100%; }
+  .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{
+    animation:linear-progress-bar-stripes 300ms linear infinite reverse; }
+  .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{
+    background-image:none; }
+
+.bp3-dark .bp3-progress-bar{
+  background:rgba(16, 22, 26, 0.5); }
+  .bp3-dark .bp3-progress-bar .bp3-progress-meter{
+    background-color:#8a9ba8; }
+
+.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{
+  background-color:#137cbd; }
+
+.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{
+  background-color:#0f9960; }
+
+.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{
+  background-color:#d9822b; }
+
+.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{
+  background-color:#db3737; }
+@-webkit-keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+@keyframes skeleton-glow{
+  from{
+    background:rgba(206, 217, 224, 0.2);
+    border-color:rgba(206, 217, 224, 0.2); }
+  to{
+    background:rgba(92, 112, 128, 0.2);
+    border-color:rgba(92, 112, 128, 0.2); } }
+.bp3-skeleton{
+  -webkit-animation:1000ms linear infinite alternate skeleton-glow;
+          animation:1000ms linear infinite alternate skeleton-glow;
+  background:rgba(206, 217, 224, 0.2);
+  background-clip:padding-box !important;
+  border-color:rgba(206, 217, 224, 0.2) !important;
+  border-radius:2px;
+  -webkit-box-shadow:none !important;
+          box-shadow:none !important;
+  color:transparent !important;
+  cursor:default;
+  pointer-events:none;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-skeleton::before, .bp3-skeleton::after,
+  .bp3-skeleton *{
+    visibility:hidden !important; }
+.bp3-slider{
+  height:40px;
+  min-width:150px;
+  width:100%;
+  cursor:default;
+  outline:none;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-slider:hover{
+    cursor:pointer; }
+  .bp3-slider:active{
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-slider.bp3-disabled{
+    cursor:not-allowed;
+    opacity:0.5; }
+  .bp3-slider.bp3-slider-unlabeled{
+    height:16px; }
+
+.bp3-slider-track,
+.bp3-slider-progress{
+  height:6px;
+  left:0;
+  right:0;
+  top:5px;
+  position:absolute; }
+
+.bp3-slider-track{
+  border-radius:3px;
+  overflow:hidden; }
+
+.bp3-slider-progress{
+  background:rgba(92, 112, 128, 0.2); }
+  .bp3-dark .bp3-slider-progress{
+    background:rgba(16, 22, 26, 0.5); }
+  .bp3-slider-progress.bp3-intent-primary{
+    background-color:#137cbd; }
+  .bp3-slider-progress.bp3-intent-success{
+    background-color:#0f9960; }
+  .bp3-slider-progress.bp3-intent-warning{
+    background-color:#d9822b; }
+  .bp3-slider-progress.bp3-intent-danger{
+    background-color:#db3737; }
+
+.bp3-slider-handle{
+  background-color:#f5f8fa;
+  background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));
+  background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));
+  -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+          box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+  color:#182026;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+  cursor:pointer;
+  height:16px;
+  left:0;
+  position:absolute;
+  top:0;
+  width:16px; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }
+  .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+  .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{
+    background-color:rgba(206, 217, 224, 0.5);
+    background-image:none;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed;
+    outline:none; }
+    .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{
+      background:rgba(206, 217, 224, 0.7); }
+  .bp3-slider-handle:focus{
+    z-index:1; }
+  .bp3-slider-handle:hover{
+    background-clip:padding-box;
+    background-color:#ebf1f5;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);
+    cursor:-webkit-grab;
+    cursor:grab;
+    z-index:2; }
+  .bp3-slider-handle.bp3-active{
+    background-color:#d8e1e8;
+    background-image:none;
+    -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+            box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);
+    cursor:-webkit-grabbing;
+    cursor:grabbing; }
+  .bp3-disabled .bp3-slider-handle{
+    background:#bfccd6;
+    -webkit-box-shadow:none;
+            box-shadow:none;
+    pointer-events:none; }
+  .bp3-dark .bp3-slider-handle{
+    background-color:#394b59;
+    background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));
+    background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+    color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      color:#f5f8fa; }
+    .bp3-dark .bp3-slider-handle:hover{
+      background-color:#30404d;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#202b33;
+      background-image:none;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }
+    .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{
+      background-color:rgba(57, 75, 89, 0.5);
+      background-image:none;
+      -webkit-box-shadow:none;
+              box-shadow:none;
+      color:rgba(167, 182, 194, 0.6); }
+      .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{
+        background:rgba(57, 75, 89, 0.7); }
+    .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{
+      background:rgba(16, 22, 26, 0.5);
+      stroke:#8a9ba8; }
+    .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{
+      background-color:#394b59; }
+    .bp3-dark .bp3-slider-handle.bp3-active{
+      background-color:#293742; }
+  .bp3-dark .bp3-disabled .bp3-slider-handle{
+    background:#5c7080;
+    border-color:#5c7080;
+    -webkit-box-shadow:none;
+            box-shadow:none; }
+  .bp3-slider-handle .bp3-slider-label{
+    background:#394b59;
+    border-radius:3px;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+    color:#f5f8fa;
+    margin-left:8px; }
+    .bp3-dark .bp3-slider-handle .bp3-slider-label{
+      background:#e1e8ed;
+      -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+      color:#394b59; }
+    .bp3-disabled .bp3-slider-handle .bp3-slider-label{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{
+    width:8px; }
+  .bp3-slider-handle.bp3-start{
+    border-bottom-right-radius:0;
+    border-top-right-radius:0; }
+  .bp3-slider-handle.bp3-end{
+    border-bottom-left-radius:0;
+    border-top-left-radius:0;
+    margin-left:8px; }
+    .bp3-slider-handle.bp3-end .bp3-slider-label{
+      margin-left:0; }
+
+.bp3-slider-label{
+  -webkit-transform:translate(-50%, 20px);
+          transform:translate(-50%, 20px);
+  display:inline-block;
+  font-size:12px;
+  line-height:1;
+  padding:2px 5px;
+  position:absolute;
+  vertical-align:top; }
+
+.bp3-slider.bp3-vertical{
+  height:150px;
+  min-width:40px;
+  width:40px; }
+  .bp3-slider.bp3-vertical .bp3-slider-track,
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    bottom:0;
+    height:auto;
+    left:5px;
+    top:0;
+    width:6px; }
+  .bp3-slider.bp3-vertical .bp3-slider-progress{
+    top:auto; }
+  .bp3-slider.bp3-vertical .bp3-slider-label{
+    -webkit-transform:translate(20px, 50%);
+            transform:translate(20px, 50%); }
+  .bp3-slider.bp3-vertical .bp3-slider-handle{
+    top:auto; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{
+      margin-left:0;
+      margin-top:-8px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      height:8px;
+      margin-left:0;
+      width:16px; }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{
+      border-bottom-right-radius:3px;
+      border-top-left-radius:0; }
+      .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{
+        -webkit-transform:translate(20px);
+                transform:translate(20px); }
+    .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{
+      border-bottom-left-radius:0;
+      border-bottom-right-radius:0;
+      border-top-left-radius:3px;
+      margin-bottom:8px; }
+
+@-webkit-keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+@keyframes pt-spinner-animation{
+  from{
+    -webkit-transform:rotate(0deg);
+            transform:rotate(0deg); }
+  to{
+    -webkit-transform:rotate(360deg);
+            transform:rotate(360deg); } }
+
+.bp3-spinner{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-pack:center;
+      -ms-flex-pack:center;
+          justify-content:center;
+  overflow:visible;
+  vertical-align:middle; }
+  .bp3-spinner svg{
+    display:block; }
+  .bp3-spinner path{
+    fill-opacity:0; }
+  .bp3-spinner .bp3-spinner-head{
+    stroke:rgba(92, 112, 128, 0.8);
+    stroke-linecap:round;
+    -webkit-transform-origin:center;
+            transform-origin:center;
+    -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+    transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-spinner .bp3-spinner-track{
+    stroke:rgba(92, 112, 128, 0.2); }
+
+.bp3-spinner-animation{
+  -webkit-animation:pt-spinner-animation 500ms linear infinite;
+          animation:pt-spinner-animation 500ms linear infinite; }
+  .bp3-no-spin > .bp3-spinner-animation{
+    -webkit-animation:none;
+            animation:none; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-head{
+  stroke:#8a9ba8; }
+
+.bp3-dark .bp3-spinner .bp3-spinner-track{
+  stroke:rgba(16, 22, 26, 0.5); }
+
+.bp3-spinner.bp3-intent-primary .bp3-spinner-head{
+  stroke:#137cbd; }
+
+.bp3-spinner.bp3-intent-success .bp3-spinner-head{
+  stroke:#0f9960; }
+
+.bp3-spinner.bp3-intent-warning .bp3-spinner-head{
+  stroke:#d9822b; }
+
+.bp3-spinner.bp3-intent-danger .bp3-spinner-head{
+  stroke:#db3737; }
+.bp3-tabs.bp3-vertical{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-list{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:column;
+            flex-direction:column; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{
+      border-radius:3px;
+      padding:0 10px;
+      width:100%; }
+      .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected="true"]{
+        background-color:rgba(19, 124, 189, 0.2);
+        -webkit-box-shadow:none;
+                box-shadow:none; }
+    .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+      background-color:rgba(19, 124, 189, 0.2);
+      border-radius:3px;
+      bottom:0;
+      height:auto;
+      left:0;
+      right:0;
+      top:0; }
+  .bp3-tabs.bp3-vertical > .bp3-tab-panel{
+    margin-top:0;
+    padding-left:20px; }
+
+.bp3-tab-list{
+  -webkit-box-align:end;
+      -ms-flex-align:end;
+          align-items:flex-end;
+  border:none;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  list-style:none;
+  margin:0;
+  padding:0;
+  position:relative; }
+  .bp3-tab-list > *:not(:last-child){
+    margin-right:20px; }
+
+.bp3-tab{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  color:#182026;
+  cursor:pointer;
+  -webkit-box-flex:0;
+      -ms-flex:0 0 auto;
+          flex:0 0 auto;
+  font-size:14px;
+  line-height:30px;
+  max-width:100%;
+  position:relative;
+  vertical-align:top; }
+  .bp3-tab a{
+    color:inherit;
+    display:block;
+    text-decoration:none; }
+  .bp3-tab-indicator-wrapper ~ .bp3-tab{
+    background-color:transparent !important;
+    -webkit-box-shadow:none !important;
+            box-shadow:none !important; }
+  .bp3-tab[aria-disabled="true"]{
+    color:rgba(92, 112, 128, 0.6);
+    cursor:not-allowed; }
+  .bp3-tab[aria-selected="true"]{
+    border-radius:0;
+    -webkit-box-shadow:inset 0 -3px 0 #106ba3;
+            box-shadow:inset 0 -3px 0 #106ba3; }
+  .bp3-tab[aria-selected="true"], .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#106ba3; }
+  .bp3-tab:focus{
+    -moz-outline-radius:0; }
+  .bp3-large > .bp3-tab{
+    font-size:16px;
+    line-height:40px; }
+
+.bp3-tab-panel{
+  margin-top:20px; }
+  .bp3-tab-panel[aria-hidden="true"]{
+    display:none; }
+
+.bp3-tab-indicator-wrapper{
+  left:0;
+  pointer-events:none;
+  position:absolute;
+  top:0;
+  -webkit-transform:translateX(0), translateY(0);
+          transform:translateX(0), translateY(0);
+  -webkit-transition:height, width, -webkit-transform;
+  transition:height, width, -webkit-transform;
+  transition:height, transform, width;
+  transition:height, transform, width, -webkit-transform;
+  -webkit-transition-duration:200ms;
+          transition-duration:200ms;
+  -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+          transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tab-indicator-wrapper .bp3-tab-indicator{
+    background-color:#106ba3;
+    bottom:0;
+    height:3px;
+    left:0;
+    position:absolute;
+    right:0; }
+  .bp3-tab-indicator-wrapper.bp3-no-animation{
+    -webkit-transition:none;
+    transition:none; }
+
+.bp3-dark .bp3-tab{
+  color:#f5f8fa; }
+  .bp3-dark .bp3-tab[aria-disabled="true"]{
+    color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tab[aria-selected="true"]{
+    -webkit-box-shadow:inset 0 -3px 0 #48aff0;
+            box-shadow:inset 0 -3px 0 #48aff0; }
+  .bp3-dark .bp3-tab[aria-selected="true"], .bp3-dark .bp3-tab:not([aria-disabled="true"]):hover{
+    color:#48aff0; }
+
+.bp3-dark .bp3-tab-indicator{
+  background-color:#48aff0; }
+
+.bp3-flex-expander{
+  -webkit-box-flex:1;
+      -ms-flex:1 1;
+          flex:1 1; }
+.bp3-tag{
+  display:-webkit-inline-box;
+  display:-ms-inline-flexbox;
+  display:inline-flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  background-color:#5c7080;
+  border:none;
+  border-radius:3px;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  color:#f5f8fa;
+  font-size:12px;
+  line-height:16px;
+  max-width:100%;
+  min-height:20px;
+  min-width:20px;
+  padding:2px 6px;
+  position:relative; }
+  .bp3-tag.bp3-interactive{
+    cursor:pointer; }
+    .bp3-tag.bp3-interactive:hover{
+      background-color:rgba(92, 112, 128, 0.85); }
+    .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{
+      background-color:rgba(92, 112, 128, 0.7); }
+  .bp3-tag > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag > .bp3-fill{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag::before,
+  .bp3-tag > *{
+    margin-right:4px; }
+  .bp3-tag:empty::before,
+  .bp3-tag > :last-child{
+    margin-right:0; }
+  .bp3-tag:focus{
+    outline:rgba(19, 124, 189, 0.6) auto 2px;
+    outline-offset:0;
+    -moz-outline-radius:6px; }
+  .bp3-tag.bp3-round{
+    border-radius:30px;
+    padding-left:8px;
+    padding-right:8px; }
+  .bp3-dark .bp3-tag{
+    background-color:#bfccd6;
+    color:#182026; }
+    .bp3-dark .bp3-tag.bp3-interactive{
+      cursor:pointer; }
+      .bp3-dark .bp3-tag.bp3-interactive:hover{
+        background-color:rgba(191, 204, 214, 0.85); }
+      .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{
+        background-color:rgba(191, 204, 214, 0.7); }
+    .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{
+      fill:currentColor; }
+  .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{
+    fill:#ffffff; }
+  .bp3-tag.bp3-large,
+  .bp3-large .bp3-tag{
+    font-size:14px;
+    line-height:20px;
+    min-height:30px;
+    min-width:30px;
+    padding:5px 10px; }
+    .bp3-tag.bp3-large::before,
+    .bp3-tag.bp3-large > *,
+    .bp3-large .bp3-tag::before,
+    .bp3-large .bp3-tag > *{
+      margin-right:7px; }
+    .bp3-tag.bp3-large:empty::before,
+    .bp3-tag.bp3-large > :last-child,
+    .bp3-large .bp3-tag:empty::before,
+    .bp3-large .bp3-tag > :last-child{
+      margin-right:0; }
+    .bp3-tag.bp3-large.bp3-round,
+    .bp3-large .bp3-tag.bp3-round{
+      padding-left:12px;
+      padding-right:12px; }
+  .bp3-tag.bp3-intent-primary{
+    background:#137cbd;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.85); }
+      .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.7); }
+  .bp3-tag.bp3-intent-success{
+    background:#0f9960;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.85); }
+      .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.7); }
+  .bp3-tag.bp3-intent-warning{
+    background:#d9822b;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.85); }
+      .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.7); }
+  .bp3-tag.bp3-intent-danger{
+    background:#db3737;
+    color:#ffffff; }
+    .bp3-tag.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.85); }
+      .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.7); }
+  .bp3-tag.bp3-fill{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    width:100%; }
+  .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{
+    fill:#5c7080; }
+  .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+    background-color:rgba(138, 155, 168, 0.2);
+    color:#182026; }
+    .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+        background-color:rgba(92, 112, 128, 0.3); }
+      .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+        background-color:rgba(92, 112, 128, 0.4); }
+    .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]){
+      color:#f5f8fa; }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:hover{
+          background-color:rgba(191, 204, 214, 0.3); }
+        .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]).bp3-interactive:active{
+          background-color:rgba(191, 204, 214, 0.4); }
+      .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*="bp3-intent-"]) .bp3-icon-large{
+        fill:#a7b6c2; }
+  .bp3-tag.bp3-minimal.bp3-intent-primary{
+    background-color:rgba(19, 124, 189, 0.15);
+    color:#106ba3; }
+    .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+        background-color:rgba(19, 124, 189, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+        background-color:rgba(19, 124, 189, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{
+      fill:#137cbd; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{
+      background-color:rgba(19, 124, 189, 0.25);
+      color:#48aff0; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{
+          background-color:rgba(19, 124, 189, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{
+          background-color:rgba(19, 124, 189, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-success{
+    background-color:rgba(15, 153, 96, 0.15);
+    color:#0d8050; }
+    .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+        background-color:rgba(15, 153, 96, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+        background-color:rgba(15, 153, 96, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{
+      fill:#0f9960; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{
+      background-color:rgba(15, 153, 96, 0.25);
+      color:#3dcc91; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{
+          background-color:rgba(15, 153, 96, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{
+          background-color:rgba(15, 153, 96, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-warning{
+    background-color:rgba(217, 130, 43, 0.15);
+    color:#bf7326; }
+    .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+        background-color:rgba(217, 130, 43, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+        background-color:rgba(217, 130, 43, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{
+      fill:#d9822b; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{
+      background-color:rgba(217, 130, 43, 0.25);
+      color:#ffb366; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{
+          background-color:rgba(217, 130, 43, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{
+          background-color:rgba(217, 130, 43, 0.45); }
+  .bp3-tag.bp3-minimal.bp3-intent-danger{
+    background-color:rgba(219, 55, 55, 0.15);
+    color:#c23030; }
+    .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+      cursor:pointer; }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+        background-color:rgba(219, 55, 55, 0.25); }
+      .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+        background-color:rgba(219, 55, 55, 0.35); }
+    .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{
+      fill:#db3737; }
+    .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{
+      background-color:rgba(219, 55, 55, 0.25);
+      color:#ff7373; }
+      .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{
+        cursor:pointer; }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{
+          background-color:rgba(219, 55, 55, 0.35); }
+        .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{
+          background-color:rgba(219, 55, 55, 0.45); }
+
+.bp3-tag-remove{
+  background:none;
+  border:none;
+  color:inherit;
+  cursor:pointer;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin-bottom:-2px;
+  margin-right:-6px !important;
+  margin-top:-2px;
+  opacity:0.5;
+  padding:2px;
+  padding-left:0; }
+  .bp3-tag-remove:hover{
+    background:none;
+    opacity:0.8;
+    text-decoration:none; }
+  .bp3-tag-remove:active{
+    opacity:1; }
+  .bp3-tag-remove:empty::before{
+    font-family:"Icons16", sans-serif;
+    font-size:16px;
+    font-style:normal;
+    font-weight:400;
+    line-height:1;
+    -moz-osx-font-smoothing:grayscale;
+    -webkit-font-smoothing:antialiased;
+    content:""; }
+  .bp3-large .bp3-tag-remove{
+    margin-right:-10px !important;
+    padding:0 5px 0 0; }
+    .bp3-large .bp3-tag-remove:empty::before{
+      font-family:"Icons20", sans-serif;
+      font-size:20px;
+      font-style:normal;
+      font-weight:400;
+      line-height:1; }
+.bp3-tag-input{
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  -webkit-box-orient:horizontal;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:row;
+          flex-direction:row;
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  cursor:text;
+  height:auto;
+  line-height:inherit;
+  min-height:30px;
+  padding-left:5px;
+  padding-right:0; }
+  .bp3-tag-input > *{
+    -webkit-box-flex:0;
+        -ms-flex-positive:0;
+            flex-grow:0;
+    -ms-flex-negative:0;
+        flex-shrink:0; }
+  .bp3-tag-input > .bp3-tag-input-values{
+    -webkit-box-flex:1;
+        -ms-flex-positive:1;
+            flex-grow:1;
+    -ms-flex-negative:1;
+        flex-shrink:1; }
+  .bp3-tag-input .bp3-tag-input-icon{
+    color:#5c7080;
+    margin-left:2px;
+    margin-right:7px;
+    margin-top:7px; }
+  .bp3-tag-input .bp3-tag-input-values{
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex;
+    -webkit-box-orient:horizontal;
+    -webkit-box-direction:normal;
+        -ms-flex-direction:row;
+            flex-direction:row;
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    -ms-flex-item-align:stretch;
+        align-self:stretch;
+    -ms-flex-wrap:wrap;
+        flex-wrap:wrap;
+    margin-right:7px;
+    margin-top:5px;
+    min-width:0; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      -webkit-box-flex:0;
+          -ms-flex-positive:0;
+              flex-grow:0;
+      -ms-flex-negative:0;
+          flex-shrink:0; }
+    .bp3-tag-input .bp3-tag-input-values > .bp3-fill{
+      -webkit-box-flex:1;
+          -ms-flex-positive:1;
+              flex-grow:1;
+      -ms-flex-negative:1;
+          flex-shrink:1; }
+    .bp3-tag-input .bp3-tag-input-values::before,
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-right:5px; }
+    .bp3-tag-input .bp3-tag-input-values:empty::before,
+    .bp3-tag-input .bp3-tag-input-values > :last-child{
+      margin-right:0; }
+    .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{
+      padding-left:5px; }
+    .bp3-tag-input .bp3-tag-input-values > *{
+      margin-bottom:5px; }
+  .bp3-tag-input .bp3-tag{
+    overflow-wrap:break-word; }
+    .bp3-tag-input .bp3-tag.bp3-active{
+      outline:rgba(19, 124, 189, 0.6) auto 2px;
+      outline-offset:0;
+      -moz-outline-radius:6px; }
+  .bp3-tag-input .bp3-input-ghost{
+    -webkit-box-flex:1;
+        -ms-flex:1 1 auto;
+            flex:1 1 auto;
+    line-height:20px;
+    width:80px; }
+    .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{
+      cursor:not-allowed; }
+  .bp3-tag-input .bp3-button,
+  .bp3-tag-input .bp3-spinner{
+    margin:3px;
+    margin-left:0; }
+  .bp3-tag-input .bp3-button{
+    min-height:24px;
+    min-width:24px;
+    padding:0 7px; }
+  .bp3-tag-input.bp3-large{
+    height:auto;
+    min-height:40px; }
+    .bp3-tag-input.bp3-large::before,
+    .bp3-tag-input.bp3-large > *{
+      margin-right:10px; }
+    .bp3-tag-input.bp3-large:empty::before,
+    .bp3-tag-input.bp3-large > :last-child{
+      margin-right:0; }
+    .bp3-tag-input.bp3-large .bp3-tag-input-icon{
+      margin-left:5px;
+      margin-top:10px; }
+    .bp3-tag-input.bp3-large .bp3-input-ghost{
+      line-height:30px; }
+    .bp3-tag-input.bp3-large .bp3-button{
+      min-height:30px;
+      min-width:30px;
+      padding:5px 10px;
+      margin:5px;
+      margin-left:0; }
+    .bp3-tag-input.bp3-large .bp3-spinner{
+      margin:8px;
+      margin-left:0; }
+  .bp3-tag-input.bp3-active{
+    background-color:#ffffff;
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+    .bp3-tag-input.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }
+  .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{
+    color:#a7b6c2; }
+  .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{
+    color:#f5f8fa; }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+    .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{
+      color:rgba(167, 182, 194, 0.6); }
+  .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{
+    background-color:rgba(16, 22, 26, 0.3);
+    -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{
+      -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{
+      -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{
+      -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+    .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{
+      -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);
+              box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }
+
+.bp3-input-ghost{
+  background:none;
+  border:none;
+  -webkit-box-shadow:none;
+          box-shadow:none;
+  padding:0; }
+  .bp3-input-ghost::-webkit-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-moz-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::-ms-input-placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost::placeholder{
+    color:rgba(92, 112, 128, 0.6);
+    opacity:1; }
+  .bp3-input-ghost:focus{
+    outline:none !important; }
+.bp3-toast{
+  -webkit-box-align:start;
+      -ms-flex-align:start;
+          align-items:flex-start;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  margin:20px 0 0;
+  max-width:500px;
+  min-width:300px;
+  pointer-events:all;
+  position:relative !important; }
+  .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px); }
+  .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);
+            transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }
+  .bp3-toast.bp3-toast-exit{
+    opacity:1;
+    -webkit-filter:blur(0);
+            filter:blur(0); }
+  .bp3-toast.bp3-toast-exit-active{
+    opacity:0;
+    -webkit-filter:blur(10px);
+            filter:blur(10px);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:300ms;
+            transition-duration:300ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:opacity, filter;
+    transition-property:opacity, filter, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast.bp3-toast-exit ~ .bp3-toast{
+    -webkit-transform:translateY(0);
+            transform:translateY(0); }
+  .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{
+    -webkit-transform:translateY(-40px);
+            transform:translateY(-40px);
+    -webkit-transition-delay:50ms;
+            transition-delay:50ms;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-toast .bp3-button-group{
+    -webkit-box-flex:0;
+        -ms-flex:0 0 auto;
+            flex:0 0 auto;
+    padding:5px;
+    padding-left:0; }
+  .bp3-toast > .bp3-icon{
+    color:#5c7080;
+    margin:12px;
+    margin-right:0; }
+  .bp3-toast.bp3-dark,
+  .bp3-dark .bp3-toast{
+    background-color:#394b59;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-toast.bp3-dark > .bp3-icon,
+    .bp3-dark .bp3-toast > .bp3-icon{
+      color:#a7b6c2; }
+  .bp3-toast[class*="bp3-intent-"] a{
+    color:rgba(255, 255, 255, 0.7); }
+    .bp3-toast[class*="bp3-intent-"] a:hover{
+      color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] > .bp3-icon{
+    color:#ffffff; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button, .bp3-toast[class*="bp3-intent-"] .bp3-button::before,
+  .bp3-toast[class*="bp3-intent-"] .bp3-button .bp3-icon, .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    color:rgba(255, 255, 255, 0.7) !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:focus{
+    outline-color:rgba(255, 255, 255, 0.5); }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:hover{
+    background-color:rgba(255, 255, 255, 0.15) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button:active{
+    background-color:rgba(255, 255, 255, 0.3) !important;
+    color:#ffffff !important; }
+  .bp3-toast[class*="bp3-intent-"] .bp3-button::after{
+    background:rgba(255, 255, 255, 0.3) !important; }
+  .bp3-toast.bp3-intent-primary{
+    background-color:#137cbd;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-success{
+    background-color:#0f9960;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-warning{
+    background-color:#d9822b;
+    color:#ffffff; }
+  .bp3-toast.bp3-intent-danger{
+    background-color:#db3737;
+    color:#ffffff; }
+
+.bp3-toast-message{
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  padding:11px;
+  word-break:break-word; }
+
+.bp3-toast-container{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box !important;
+  display:-ms-flexbox !important;
+  display:flex !important;
+  -webkit-box-orient:vertical;
+  -webkit-box-direction:normal;
+      -ms-flex-direction:column;
+          flex-direction:column;
+  left:0;
+  overflow:hidden;
+  padding:0 20px 20px;
+  pointer-events:none;
+  right:0;
+  z-index:40; }
+  .bp3-toast-container.bp3-toast-container-in-portal{
+    position:fixed; }
+  .bp3-toast-container.bp3-toast-container-inline{
+    position:absolute; }
+  .bp3-toast-container.bp3-toast-container-top{
+    top:0; }
+  .bp3-toast-container.bp3-toast-container-bottom{
+    bottom:0;
+    -webkit-box-orient:vertical;
+    -webkit-box-direction:reverse;
+        -ms-flex-direction:column-reverse;
+            flex-direction:column-reverse;
+    top:auto; }
+  .bp3-toast-container.bp3-toast-container-left{
+    -webkit-box-align:start;
+        -ms-flex-align:start;
+            align-items:flex-start; }
+  .bp3-toast-container.bp3-toast-container-right{
+    -webkit-box-align:end;
+        -ms-flex-align:end;
+            align-items:flex-end; }
+
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,
+.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{
+  -webkit-transform:translateY(60px);
+          transform:translateY(60px); }
+.bp3-tooltip{
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);
+  -webkit-transform:scale(1);
+          transform:scale(1); }
+  .bp3-tooltip .bp3-popover-arrow{
+    height:22px;
+    position:absolute;
+    width:22px; }
+    .bp3-tooltip .bp3-popover-arrow::before{
+      height:14px;
+      margin:4px;
+      width:14px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{
+    margin-bottom:11px;
+    margin-top:-11px; }
+    .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+      bottom:-8px; }
+      .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(-90deg);
+                transform:rotate(-90deg); }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{
+    margin-left:11px; }
+    .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+      left:-8px; }
+      .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(0);
+                transform:rotate(0); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{
+    margin-top:11px; }
+    .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+      top:-8px; }
+      .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(90deg);
+                transform:rotate(90deg); }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{
+    margin-left:-11px;
+    margin-right:11px; }
+    .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+      right:-8px; }
+      .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{
+        -webkit-transform:rotate(180deg);
+                transform:rotate(180deg); }
+  .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{
+    top:50%;
+    -webkit-transform:translateY(-50%);
+            transform:translateY(-50%); }
+  .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{
+    right:50%;
+    -webkit-transform:translateX(50%);
+            transform:translateX(50%); }
+  .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{
+    top:-0.22183px; }
+  .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{
+    right:-0.22183px; }
+  .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{
+    left:-0.22183px; }
+  .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{
+    bottom:-0.22183px; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:top left;
+            transform-origin:top left; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:top center;
+            transform-origin:top center; }
+  .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:top right;
+            transform-origin:top right; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:center left;
+            transform-origin:center left; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:center center;
+            transform-origin:center center; }
+  .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:center right;
+            transform-origin:center right; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{
+    -webkit-transform-origin:bottom left;
+            transform-origin:bottom left; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{
+    -webkit-transform-origin:bottom center;
+            transform-origin:bottom center; }
+  .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{
+    -webkit-transform-origin:bottom right;
+            transform-origin:bottom right; }
+  .bp3-tooltip .bp3-popover-content{
+    background:#394b59;
+    color:#f5f8fa; }
+  .bp3-tooltip .bp3-popover-arrow::before{
+    -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);
+            box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }
+  .bp3-tooltip .bp3-popover-arrow-border{
+    fill:#10161a;
+    fill-opacity:0.1; }
+  .bp3-tooltip .bp3-popover-arrow-fill{
+    fill:#394b59; }
+  .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8); }
+  .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-popover-exit > .bp3-tooltip{
+    -webkit-transform:scale(1);
+            transform:scale(1); }
+  .bp3-popover-exit-active > .bp3-tooltip{
+    -webkit-transform:scale(0.8);
+            transform:scale(0.8);
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:100ms;
+            transition-duration:100ms;
+    -webkit-transition-property:-webkit-transform;
+    transition-property:-webkit-transform;
+    transition-property:transform;
+    transition-property:transform, -webkit-transform;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tooltip .bp3-popover-content{
+    padding:10px 12px; }
+  .bp3-tooltip.bp3-dark,
+  .bp3-dark .bp3-tooltip{
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-content,
+    .bp3-dark .bp3-tooltip .bp3-popover-content{
+      background:#e1e8ed;
+      color:#394b59; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{
+      -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);
+              box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{
+      fill:#10161a;
+      fill-opacity:0.2; }
+    .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,
+    .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{
+      fill:#e1e8ed; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-content{
+    background:#137cbd;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{
+    fill:#137cbd; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-content{
+    background:#0f9960;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{
+    fill:#0f9960; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-content{
+    background:#d9822b;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{
+    fill:#d9822b; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-content{
+    background:#db3737;
+    color:#ffffff; }
+  .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{
+    fill:#db3737; }
+
+.bp3-tooltip-indicator{
+  border-bottom:dotted 1px;
+  cursor:help; }
+.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{
+  color:#5c7080; }
+  .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-tree-node-list{
+  list-style:none;
+  margin:0;
+  padding-left:0; }
+
+.bp3-tree-root{
+  background-color:transparent;
+  cursor:default;
+  padding-left:0;
+  position:relative; }
+
+.bp3-tree-node-content-0{
+  padding-left:0px; }
+
+.bp3-tree-node-content-1{
+  padding-left:23px; }
+
+.bp3-tree-node-content-2{
+  padding-left:46px; }
+
+.bp3-tree-node-content-3{
+  padding-left:69px; }
+
+.bp3-tree-node-content-4{
+  padding-left:92px; }
+
+.bp3-tree-node-content-5{
+  padding-left:115px; }
+
+.bp3-tree-node-content-6{
+  padding-left:138px; }
+
+.bp3-tree-node-content-7{
+  padding-left:161px; }
+
+.bp3-tree-node-content-8{
+  padding-left:184px; }
+
+.bp3-tree-node-content-9{
+  padding-left:207px; }
+
+.bp3-tree-node-content-10{
+  padding-left:230px; }
+
+.bp3-tree-node-content-11{
+  padding-left:253px; }
+
+.bp3-tree-node-content-12{
+  padding-left:276px; }
+
+.bp3-tree-node-content-13{
+  padding-left:299px; }
+
+.bp3-tree-node-content-14{
+  padding-left:322px; }
+
+.bp3-tree-node-content-15{
+  padding-left:345px; }
+
+.bp3-tree-node-content-16{
+  padding-left:368px; }
+
+.bp3-tree-node-content-17{
+  padding-left:391px; }
+
+.bp3-tree-node-content-18{
+  padding-left:414px; }
+
+.bp3-tree-node-content-19{
+  padding-left:437px; }
+
+.bp3-tree-node-content-20{
+  padding-left:460px; }
+
+.bp3-tree-node-content{
+  -webkit-box-align:center;
+      -ms-flex-align:center;
+          align-items:center;
+  display:-webkit-box;
+  display:-ms-flexbox;
+  display:flex;
+  height:30px;
+  padding-right:5px;
+  width:100%; }
+  .bp3-tree-node-content:hover{
+    background-color:rgba(191, 204, 214, 0.4); }
+
+.bp3-tree-node-caret,
+.bp3-tree-node-caret-none{
+  min-width:30px; }
+
+.bp3-tree-node-caret{
+  color:#5c7080;
+  cursor:pointer;
+  padding:7px;
+  -webkit-transform:rotate(0deg);
+          transform:rotate(0deg);
+  -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);
+  transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-tree-node-caret:hover{
+    color:#182026; }
+  .bp3-dark .bp3-tree-node-caret{
+    color:#a7b6c2; }
+    .bp3-dark .bp3-tree-node-caret:hover{
+      color:#f5f8fa; }
+  .bp3-tree-node-caret.bp3-tree-node-caret-open{
+    -webkit-transform:rotate(90deg);
+            transform:rotate(90deg); }
+  .bp3-tree-node-caret.bp3-icon-standard::before{
+    content:""; }
+
+.bp3-tree-node-icon{
+  margin-right:7px;
+  position:relative; }
+
+.bp3-tree-node-label{
+  overflow:hidden;
+  text-overflow:ellipsis;
+  white-space:nowrap;
+  word-wrap:normal;
+  -webkit-box-flex:1;
+      -ms-flex:1 1 auto;
+          flex:1 1 auto;
+  position:relative;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-label span{
+    display:inline; }
+
+.bp3-tree-node-secondary-label{
+  padding:0 5px;
+  -webkit-user-select:none;
+     -moz-user-select:none;
+      -ms-user-select:none;
+          user-select:none; }
+  .bp3-tree-node-secondary-label .bp3-popover-wrapper,
+  .bp3-tree-node-secondary-label .bp3-popover-target{
+    -webkit-box-align:center;
+        -ms-flex-align:center;
+            align-items:center;
+    display:-webkit-box;
+    display:-ms-flexbox;
+    display:flex; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-content{
+  background-color:inherit;
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,
+.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{
+  color:rgba(92, 112, 128, 0.6);
+  cursor:not-allowed; }
+
+.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{
+    color:#ffffff; }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{
+    color:rgba(255, 255, 255, 0.7); }
+  .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{
+    color:#ffffff; }
+
+.bp3-dark .bp3-tree-node-content:hover{
+  background-color:rgba(92, 112, 128, 0.3); }
+
+.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{
+  color:#a7b6c2; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{
+    color:#137cbd; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{
+    color:#0f9960; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{
+    color:#d9822b; }
+  .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{
+    color:#db3737; }
+
+.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{
+  background-color:#137cbd; }
+.bp3-omnibar{
+  -webkit-filter:blur(0);
+          filter:blur(0);
+  opacity:1;
+  background-color:#ffffff;
+  border-radius:3px;
+  -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+          box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);
+  left:calc(50% - 250px);
+  top:20vh;
+  width:500px;
+  z-index:21; }
+  .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2; }
+  .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar.bp3-overlay-exit{
+    -webkit-filter:blur(0);
+            filter:blur(0);
+    opacity:1; }
+  .bp3-omnibar.bp3-overlay-exit-active{
+    -webkit-filter:blur(20px);
+            filter:blur(20px);
+    opacity:0.2;
+    -webkit-transition-delay:0;
+            transition-delay:0;
+    -webkit-transition-duration:200ms;
+            transition-duration:200ms;
+    -webkit-transition-property:opacity, -webkit-filter;
+    transition-property:opacity, -webkit-filter;
+    transition-property:filter, opacity;
+    transition-property:filter, opacity, -webkit-filter;
+    -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);
+            transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }
+  .bp3-omnibar .bp3-input{
+    background-color:transparent;
+    border-radius:0; }
+    .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{
+      -webkit-box-shadow:none;
+              box-shadow:none; }
+  .bp3-omnibar .bp3-menu{
+    background-color:transparent;
+    border-radius:0;
+    -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+            box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);
+    max-height:calc(60vh - 40px);
+    overflow:auto; }
+    .bp3-omnibar .bp3-menu:empty{
+      display:none; }
+  .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{
+    background-color:#30404d;
+    -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);
+            box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }
+
+.bp3-omnibar-overlay .bp3-overlay-backdrop{
+  background-color:rgba(16, 22, 26, 0.2); }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+
+.bp3-multi-select{
+  min-width:150px; }
+
+.bp3-multi-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto; }
+
+.bp3-select-popover .bp3-popover-content{
+  padding:5px; }
+
+.bp3-select-popover .bp3-input-group{
+  margin-bottom:0; }
+
+.bp3-select-popover .bp3-menu{
+  max-height:300px;
+  max-width:400px;
+  overflow:auto;
+  padding:0; }
+  .bp3-select-popover .bp3-menu:not(:first-child){
+    padding-top:5px; }
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgogIDxnIGNsYXNzPSJqcC1pY29uLWFjY2VudDIiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTcuNiw4aDAuOWwzLjUsOGgtMS4xTDEwLDE0SDZsLTAuOSwySDRMNy42LDh6IE04LDkuMUw2LjQsMTNoMy4yTDgsOS4xeiIvPgogICAgPHBhdGggZD0iTTE2LjYsOS44Yy0wLjIsMC4xLTAuNCwwLjEtMC43LDAuMWMtMC4yLDAtMC40LTAuMS0wLjYtMC4yYy0wLjEtMC4xLTAuMi0wLjQtMC4yLTAuNyBjLTAuMywwLjMtMC42LDAuNS0wLjksMC43Yy0wLjMsMC4xLTAuNywwLjItMS4xLDAuMmMtMC4zLDAtMC41LDAtMC43LTAuMWMtMC4yLTAuMS0wLjQtMC4yLTAuNi0wLjNjLTAuMi0wLjEtMC4zLTAuMy0wLjQtMC41IGMtMC4xLTAuMi0wLjEtMC40LTAuMS0wLjdjMC0wLjMsMC4xLTAuNiwwLjItMC44YzAuMS0wLjIsMC4zLTAuNCwwLjQtMC41QzEyLDcsMTIuMiw2LjksMTIuNSw2LjhjMC4yLTAuMSwwLjUtMC4xLDAuNy0wLjIgYzAuMy0wLjEsMC41LTAuMSwwLjctMC4xYzAuMiwwLDAuNC0wLjEsMC42LTAuMWMwLjIsMCwwLjMtMC4xLDAuNC0wLjJjMC4xLTAuMSwwLjItMC4yLDAuMi0wLjRjMC0xLTEuMS0xLTEuMy0xIGMtMC40LDAtMS40LDAtMS40LDEuMmgtMC45YzAtMC40LDAuMS0wLjcsMC4yLTFjMC4xLTAuMiwwLjMtMC40LDAuNS0wLjZjMC4yLTAuMiwwLjUtMC4zLDAuOC0wLjNDMTMuMyw0LDEzLjYsNCwxMy45LDQgYzAuMywwLDAuNSwwLDAuOCwwLjFjMC4zLDAsMC41LDAuMSwwLjcsMC4yYzAuMiwwLjEsMC40LDAuMywwLjUsMC41QzE2LDUsMTYsNS4yLDE2LDUuNnYyLjljMCwwLjIsMCwwLjQsMCwwLjUgYzAsMC4xLDAuMSwwLjIsMC4zLDAuMmMwLjEsMCwwLjIsMCwwLjMsMFY5Ljh6IE0xNS4yLDYuOWMtMS4yLDAuNi0zLjEsMC4yLTMuMSwxLjRjMCwxLjQsMy4xLDEsMy4xLTAuNVY2Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-check: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik05IDE2LjE3TDQuODMgMTJsLTEuNDIgMS40MUw5IDE5IDIxIDdsLTEuNDEtMS40MXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-clear: url(data:image/svg+xml;base64,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);
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+  --jp-icon-download: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDloLTRWM0g5djZINWw3IDcgNy03ek01IDE4djJoMTR2LTJINXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+  --jp-icon-json: url(data:image/svg+xml;base64,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);
+  --jp-icon-julia: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
+  --jp-icon-jupyter: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMzkiIGhlaWdodD0iNTEiIHZpZXdCb3g9IjAgMCAzOSA1MSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyB0cmFuc2Zvcm09InRyYW5zbGF0ZSgtMTYzOCAtMjI4MSkiPgogICAgPGcgY2xhc3M9ImpwLWljb24td2FybjAiIGZpbGw9IiNGMzc3MjYiPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjM5Ljc0IDIzMTEuOTgpIiBkPSJNIDE4LjI2NDYgNy4xMzQxMUMgMTAuNDE0NSA3LjEzNDExIDMuNTU4NzIgNC4yNTc2IDAgMEMgMS4zMjUzOSAzLjgyMDQgMy43OTU1NiA3LjEzMDgxIDcuMDY4NiA5LjQ3MzAzQyAxMC4zNDE3IDExLjgxNTIgMTQuMjU1NyAxMy4wNzM0IDE4LjI2OSAxMy4wNzM0QyAyMi4yODIzIDEzLjA3MzQgMjYuMTk2MyAxMS44MTUyIDI5LjQ2OTQgOS40NzMwM0MgMzIuNzQyNCA3LjEzMDgxIDM1LjIxMjYgMy44MjA0IDM2LjUzOCAwQyAzMi45NzA1IDQuMjU3NiAyNi4xMTQ4IDcuMTM0MTEgMTguMjY0NiA3LjEzNDExWiIvPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjM5LjczIDIyODUuNDgpIiBkPSJNIDE4LjI3MzMgNS45MzkzMUMgMjYuMTIzNSA1LjkzOTMxIDMyLjk3OTMgOC44MTU4MyAzNi41MzggMTMuMDczNEMgMzUuMjEyNiA5LjI1MzAzIDMyLjc0MjQgNS45NDI2MiAyOS40Njk0IDMuNjAwNEMgMjYuMTk2MyAxLjI1ODE4IDIyLjI4MjMgMCAxOC4yNjkgMEMgMTQuMjU1NyAwIDEwLjM0MTcgMS4yNTgxOCA3LjA2ODYgMy42MDA0QyAzLjc5NTU2IDUuOTQyNjIgMS4zMjUzOSA5LjI1MzAzIDAgMTMuMDczNEMgMy41Njc0NSA4LjgyNDYzIDEwLjQyMzIgNS45MzkzMSAxOC4yNzMzIDUuOTM5MzFaIi8+CiAgICA8L2c+CiAgICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjY5LjMgMjI4MS4zMSkiIGQ9Ik0gNS44OTM1MyAyLjg0NEMgNS45MTg4OSAzLjQzMTY1IDUuNzcwODUgNC4wMTM2NyA1LjQ2ODE1IDQuNTE2NDVDIDUuMTY1NDUgNS4wMTkyMiA0LjcyMTY4IDUuNDIwMTUgNC4xOTI5OSA1LjY2ODUxQyAzLjY2NDMgNS45MTY4OCAzLjA3NDQ0IDYuMDAxNTEgMi40OTgwNSA1LjkxMTcxQyAxLjkyMTY2IDUuODIxOSAxLjM4NDYzIDUuNTYxNyAwLjk1NDg5OCA1LjE2NDAxQyAwLjUyNTE3IDQuNzY2MzMgMC4yMjIwNTYgNC4yNDkwMyAwLjA4MzkwMzcgMy42Nzc1N0MgLTAuMDU0MjQ4MyAzLjEwNjExIC0wLjAyMTIzIDIuNTA2MTcgMC4xNzg3ODEgMS45NTM2NEMgMC4zNzg3OTMgMS40MDExIDAuNzM2ODA5IDAuOTIwODE3IDEuMjA3NTQgMC41NzM1MzhDIDEuNjc4MjYgMC4yMjYyNTkgMi4yNDA1NSAwLjAyNzU5MTkgMi44MjMyNiAwLjAwMjY3MjI5QyAzLjYwMzg5IC0wLjAzMDcxMTUgNC4zNjU3MyAwLjI0OTc4OSA0Ljk0MTQyIDAuNzgyNTUxQyA1LjUxNzExIDEuMzE1MzEgNS44NTk1NiAyLjA1Njc2IDUuODkzNTMgMi44NDRaIi8+CiAgICAgIDxwYXRoIHRyYW5zZm9ybT0idHJhbnNsYXRlKDE2MzkuOCAyMzIzLjgxKSIgZD0iTSA3LjQyNzg5IDMuNTgzMzhDIDcuNDYwMDggNC4zMjQzIDcuMjczNTUgNS4wNTgxOSA2Ljg5MTkzIDUuNjkyMTNDIDYuNTEwMzEgNi4zMjYwNyA1Ljk1MDc1IDYuODMxNTYgNS4yODQxMSA3LjE0NDZDIDQuNjE3NDcgNy40NTc2MyAzLjg3MzcxIDcuNTY0MTQgMy4xNDcwMiA3LjQ1MDYzQyAyLjQyMDMyIDcuMzM3MTIgMS43NDMzNiA3LjAwODcgMS4yMDE4NCA2LjUwNjk1QyAwLjY2MDMyOCA2LjAwNTIgMC4yNzg2MSA1LjM1MjY4IDAuMTA1MDE3IDQuNjMyMDJDIC0wLjA2ODU3NTcgMy45MTEzNSAtMC4wMjYyMzYxIDMuMTU0OTQgMC4yMjY2NzUgMi40NTg1NkMgMC40Nzk1ODcgMS43NjIxNyAwLjkzMTY5NyAxLjE1NzEzIDEuNTI1NzYgMC43MjAwMzNDIDIuMTE5ODMgMC4yODI5MzUgMi44MjkxNCAwLjAzMzQzOTUgMy41NjM4OSAwLjAwMzEzMzQ0QyA0LjU0NjY3IC0wLjAzNzQwMzMgNS41MDUyOSAwLjMxNjcwNiA2LjIyOTYxIDAuOTg3ODM1QyA2Ljk1MzkzIDEuNjU4OTYgNy4zODQ4NCAyLjU5MjM1IDcuNDI3ODkgMy41ODMzOEwgNy40Mjc4OSAzLjU4MzM4WiIvPgogICAgICA8cGF0aCB0cmFuc2Zvcm09InRyYW5zbGF0ZSgxNjM4LjM2IDIyODYuMDYpIiBkPSJNIDIuMjc0NzEgNC4zOTYyOUMgMS44NDM2MyA0LjQxNTA4IDEuNDE2NzEgNC4zMDQ0NSAxLjA0Nzk5IDQuMDc4NDNDIDAuNjc5MjY4IDMuODUyNCAwLjM4NTMyOCAzLjUyMTE0IDAuMjAzMzcxIDMuMTI2NTZDIDAuMDIxNDEzNiAyLjczMTk4IC0wLjA0MDM3OTggMi4yOTE4MyAwLjAyNTgxMTYgMS44NjE4MUMgMC4wOTIwMDMxIDEuNDMxOCAwLjI4MzIwNCAxLjAzMTI2IDAuNTc1MjEzIDAuNzEwODgzQyAwLjg2NzIyMiAwLjM5MDUxIDEuMjQ2OTEgMC4xNjQ3MDggMS42NjYyMiAwLjA2MjA1OTJDIDIuMDg1NTMgLTAuMDQwNTg5NyAyLjUyNTYxIC0wLjAxNTQ3MTQgMi45MzA3NiAwLjEzNDIzNUMgMy4zMzU5MSAwLjI4Mzk0MSAzLjY4NzkyIDAuNTUxNTA1IDMuOTQyMjIgMC45MDMwNkMgNC4xOTY1MiAxLjI1NDYyIDQuMzQxNjkgMS42NzQzNiA0LjM1OTM1IDIuMTA5MTZDIDQuMzgyOTkgMi42OTEwNyA0LjE3Njc4IDMuMjU4NjkgMy43ODU5NyAzLjY4NzQ2QyAzLjM5NTE2IDQuMTE2MjQgMi44NTE2NiA0LjM3MTE2IDIuMjc0NzEgNC4zOTYyOUwgMi4yNzQ3MSA0LjM5NjI5WiIvPgogICAgPC9nPgogIDwvZz4+Cjwvc3ZnPgo=);
+  --jp-icon-jupyterlab-wordmark: url(data:image/svg+xml;base64,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+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4=);
+  --jp-icon-listings-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbi13YXJuMCBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,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);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,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);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KICA8ZyBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiM0MTQxNDEiPgogICAgPHJlY3QgeD0iMiIgeT0iMiIgd2lkdGg9IjE2IiBoZWlnaHQ9IjE2Ii8+CiAgPC9nPgoKICA8ZyBjbGFzcz0ianAtaWNvbi1hY2NlbnQyIiBmaWxsPSIjRkZGIj4KICAgIDxjaXJjbGUgY2xhc3M9InN0MiIgY3g9IjUuNSIgY3k9IjE0LjUiIHI9IjEuNSIvPgogICAgPHJlY3QgeD0iMTIiIHk9IjQiIGNsYXNzPSJzdDIiIHdpZHRoPSIxIiBoZWlnaHQ9IjgiLz4KICAgIDxyZWN0IHg9IjguNSIgeT0iNy41IiB0cmFuc2Zvcm09Im1hdHJpeCgwLjg2NiAtMC41IDAuNSAwLjg2NiAtMi4zMjU1IDcuMzIxOSkiIGNsYXNzPSJzdDIiIHdpZHRoPSI4IiBoZWlnaHQ9IjEiLz4KICAgIDxyZWN0IHg9IjEyIiB5PSI0IiB0cmFuc2Zvcm09Im1hdHJpeCgwLjUgLTAuODY2IDAuODY2IDAuNSAtMC42Nzc5IDE0LjgyNTIpIiBjbGFzcz0ic3QyIiB3aWR0aD0iMSIgaGVpZ2h0PSI4Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,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);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-toc: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik03LDVIMjFWN0g3VjVNNywxM1YxMUgyMVYxM0g3TTQsNC41QTEuNSwxLjUgMCAwLDEgNS41LDZBMS41LDEuNSAwIDAsMSA0LDcuNUExLjUsMS41IDAgMCwxIDIuNSw2QTEuNSwxLjUgMCAwLDEgNCw0LjVNNCwxMC41QTEuNSwxLjUgMCAwLDEgNS41LDEyQTEuNSwxLjUgMCAwLDEgNCwxMy41QTEuNSwxLjUgMCAwLDEgMi41LDEyQTEuNSwxLjUgMCAwLDEgNCwxMC41TTcsMTlWMTdIMjFWMTlIN000LDE2LjVBMS41LDEuNSAwIDAsMSA1LjUsMThBMS41LDEuNSAwIDAsMSA0LDE5LjVBMS41LDEuNSAwIDAsMSAyLjUsMThBMS41LDEuNSAwIDAsMSA0LDE2LjVaIiAvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,PHN2ZyBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI1Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDIgMykiIGQ9Ik0xLjg2MDk0IDExLjQ0MDlDMC44MjY0NDggOC43NzAyNyAwLjg2Mzc3OSA2LjA1NzY0IDEuMjQ5MDcgNC4xOTkzMkMyLjQ4MjA2IDMuOTMzNDcgNC4wODA2OCAzLjQwMzQ3IDUuNjAxMDIgMi44NDQ5QzcuMjM1NDkgMi4yNDQ0IDguODU2NjYgMS41ODE1IDkuOTg3NiAxLjA5NTM5QzExLjA1OTcgMS41ODM0MSAxMi42MDk0IDIuMjQ0NCAxNC4yMTggMi44NDMzOUMxNS43NTAzIDMuNDEzOTQgMTcuMzk5NSAzLjk1MjU4IDE4Ljc1MzkgNC4yMTM4NUMxOS4xMzY0IDYuMDcxNzcgMTkuMTcwOSA4Ljc3NzIyIDE4LjEzOSAxMS40NDA5QzE3LjAzMDMgMTQuMzAzMiAxNC42NjY4IDE3LjE4NDQgOS45OTk5OSAxOC45MzU0QzUuMzMzMiAxNy4xODQ0IDIuOTY5NjggMTQuMzAzMiAxLjg2MDk0IDExLjQ0MDlaIi8+CiAgICA8cGF0aCBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiMzMzMzMzMiIHN0cm9rZT0iIzMzMzMzMyIgdHJhbnNmb3JtPSJ0cmFuc2xhdGUoOCA5Ljg2NzE5KSIgZD0iTTIuODYwMTUgNC44NjUzNUwwLjcyNjU0OSAyLjk5OTU5TDAgMy42MzA0NUwyLjg2MDE1IDYuMTMxNTdMOCAwLjYzMDg3Mkw3LjI3ODU3IDBMMi44NjAxNSA0Ljg2NTM1WiIvPgo8L3N2Zz4K);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+.jp-CopyrightIcon {
+  background-image: var(--jp-icon-copyright);
+}
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+.jp-JuliaIcon {
+  background-image: var(--jp-icon-julia);
+}
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+.jp-ListingsInfoIcon {
+  background-image: var(--jp-icon-listings-info);
+}
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+/* CSS for icons in selected items in the settings editor */
+#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+#setting-editor
+  .jp-PluginList
+  .jp-mod-selected
+  .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* CSS for icons in selected tabs in the sidebar tab manager */
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-active
+  .jp-icon-hover
+  :hover
+  .jp-icon-selectable-inverse[fill] {
+  fill: #fff;
+}
+
+/**
+ * TODO: come up with non css-hack solution for showing the busy icon on top
+ *  of the close icon
+ * CSS for complex behavior of close icon of tabs in the sidebar tab manager
+ */
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+#tab-manager
+  .lm-TabBar-tab.jp-mod-dirty.jp-mod-active
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: #fff;
+}
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) svg {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-border-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0px;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-warn-color0);
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+/* Override Blueprint's _reset.scss styles */
+html {
+  box-sizing: unset;
+}
+
+*,
+*::before,
+*::after {
+  box-sizing: unset;
+}
+
+body {
+  color: unset;
+  font-family: var(--jp-ui-font-family);
+}
+
+p {
+  margin-top: unset;
+  margin-bottom: unset;
+}
+
+small {
+  font-size: unset;
+}
+
+strong {
+  font-weight: unset;
+}
+
+/* Override Blueprint's _typography.scss styles */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Override Blueprint's _accessibility.scss styles */
+:focus {
+  outline: unset;
+  outline-offset: unset;
+  -moz-outline-radius: unset;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  border-radius: var(--jp-border-radius);
+  padding: 0px 12px;
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Use our own theme for hover styles */
+button.jp-Button.bp3-button.bp3-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+.jp-Button.minimal {
+  color: unset !important;
+}
+
+.jp-Button.jp-ToolbarButtonComponent {
+  text-transform: none;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color3);
+}
+
+.jp-BPIcon {
+  display: inline-block;
+  vertical-align: middle;
+  margin: auto;
+}
+
+/* Stop blueprint futzing with our icon fills */
+.bp3-icon.jp-BPIcon > svg:not([fill]) {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-InputGroupAction {
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+/* Use our own theme for hover and option styles */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-top: 1px solid var(--jp-border-color2);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size2);
+}
+
+.jp-Collapse-header:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Collapse-contents {
+  padding: 0px 12px 0px 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0px;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0px 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-SearchIconGroup {
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  padding: 5px 5px 1px 5px;
+}
+
+.jp-SearchIconGroup svg {
+  height: 20px;
+  width: 20px;
+}
+
+.jp-SearchIconGroup .jp-icon3[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color2);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0px;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.6;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty:after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0px 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0px;
+  left: 0px;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px;
+  padding-bottom: 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0px;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0px 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+.jp-HoverBox.jp-mod-outofview {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+.jp-Input-Boolean-Dialog {
+  flex-direction: row-reverse;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-Input-Boolean-Dialog > label {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #aa00ff;
+
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ffff00;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eeeeee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent:before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent:after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0px 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input[type='checkbox'].jp-mod-styled {
+  appearance: checkbox;
+  -webkit-appearance: checkbox;
+  -moz-appearance: checkbox;
+  height: auto;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FileDialog-Checkbox {
+  margin-top: 35px;
+  display: flex;
+  flex-direction: row;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-FileDialog-Checkbox > label {
+  flex: 1 1 auto;
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  height: 28px;
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  background-color: var(--jp-layout-color1);
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  height: 32px;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 1;
+  overflow-x: auto;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px;
+  margin: 0px;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0px 6px;
+  margin: 0px;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent span {
+  padding: 0px;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+
+/* <DEPRECATED> */ body.p-mod-override-cursor *, /* </DEPRECATED> */
+body.lm-mod-override-cursor * {
+  cursor: inherit !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0px;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/* BASICS */
+
+.CodeMirror {
+  /* Set height, width, borders, and global font properties here */
+  font-family: monospace;
+  height: 300px;
+  color: black;
+  direction: ltr;
+}
+
+/* PADDING */
+
+.CodeMirror-lines {
+  padding: 4px 0; /* Vertical padding around content */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  padding: 0 4px; /* Horizontal padding of content */
+}
+
+.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  background-color: white; /* The little square between H and V scrollbars */
+}
+
+/* GUTTER */
+
+.CodeMirror-gutters {
+  border-right: 1px solid #ddd;
+  background-color: #f7f7f7;
+  white-space: nowrap;
+}
+.CodeMirror-linenumbers {}
+.CodeMirror-linenumber {
+  padding: 0 3px 0 5px;
+  min-width: 20px;
+  text-align: right;
+  color: #999;
+  white-space: nowrap;
+}
+
+.CodeMirror-guttermarker { color: black; }
+.CodeMirror-guttermarker-subtle { color: #999; }
+
+/* CURSOR */
+
+.CodeMirror-cursor {
+  border-left: 1px solid black;
+  border-right: none;
+  width: 0;
+}
+/* Shown when moving in bi-directional text */
+.CodeMirror div.CodeMirror-secondarycursor {
+  border-left: 1px solid silver;
+}
+.cm-fat-cursor .CodeMirror-cursor {
+  width: auto;
+  border: 0 !important;
+  background: #7e7;
+}
+.cm-fat-cursor div.CodeMirror-cursors {
+  z-index: 1;
+}
+.cm-fat-cursor-mark {
+  background-color: rgba(20, 255, 20, 0.5);
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+}
+.cm-animate-fat-cursor {
+  width: auto;
+  border: 0;
+  -webkit-animation: blink 1.06s steps(1) infinite;
+  -moz-animation: blink 1.06s steps(1) infinite;
+  animation: blink 1.06s steps(1) infinite;
+  background-color: #7e7;
+}
+@-moz-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@-webkit-keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+@keyframes blink {
+  0% {}
+  50% { background-color: transparent; }
+  100% {}
+}
+
+/* Can style cursor different in overwrite (non-insert) mode */
+.CodeMirror-overwrite .CodeMirror-cursor {}
+
+.cm-tab { display: inline-block; text-decoration: inherit; }
+
+.CodeMirror-rulers {
+  position: absolute;
+  left: 0; right: 0; top: -50px; bottom: 0;
+  overflow: hidden;
+}
+.CodeMirror-ruler {
+  border-left: 1px solid #ccc;
+  top: 0; bottom: 0;
+  position: absolute;
+}
+
+/* DEFAULT THEME */
+
+.cm-s-default .cm-header {color: blue;}
+.cm-s-default .cm-quote {color: #090;}
+.cm-negative {color: #d44;}
+.cm-positive {color: #292;}
+.cm-header, .cm-strong {font-weight: bold;}
+.cm-em {font-style: italic;}
+.cm-link {text-decoration: underline;}
+.cm-strikethrough {text-decoration: line-through;}
+
+.cm-s-default .cm-keyword {color: #708;}
+.cm-s-default .cm-atom {color: #219;}
+.cm-s-default .cm-number {color: #164;}
+.cm-s-default .cm-def {color: #00f;}
+.cm-s-default .cm-variable,
+.cm-s-default .cm-punctuation,
+.cm-s-default .cm-property,
+.cm-s-default .cm-operator {}
+.cm-s-default .cm-variable-2 {color: #05a;}
+.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}
+.cm-s-default .cm-comment {color: #a50;}
+.cm-s-default .cm-string {color: #a11;}
+.cm-s-default .cm-string-2 {color: #f50;}
+.cm-s-default .cm-meta {color: #555;}
+.cm-s-default .cm-qualifier {color: #555;}
+.cm-s-default .cm-builtin {color: #30a;}
+.cm-s-default .cm-bracket {color: #997;}
+.cm-s-default .cm-tag {color: #170;}
+.cm-s-default .cm-attribute {color: #00c;}
+.cm-s-default .cm-hr {color: #999;}
+.cm-s-default .cm-link {color: #00c;}
+
+.cm-s-default .cm-error {color: #f00;}
+.cm-invalidchar {color: #f00;}
+
+.CodeMirror-composing { border-bottom: 2px solid; }
+
+/* Default styles for common addons */
+
+div.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}
+div.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}
+.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }
+.CodeMirror-activeline-background {background: #e8f2ff;}
+
+/* STOP */
+
+/* The rest of this file contains styles related to the mechanics of
+   the editor. You probably shouldn't touch them. */
+
+.CodeMirror {
+  position: relative;
+  overflow: hidden;
+  background: white;
+}
+
+.CodeMirror-scroll {
+  overflow: scroll !important; /* Things will break if this is overridden */
+  /* 50px is the magic margin used to hide the element's real scrollbars */
+  /* See overflow: hidden in .CodeMirror */
+  margin-bottom: -50px; margin-right: -50px;
+  padding-bottom: 50px;
+  height: 100%;
+  outline: none; /* Prevent dragging from highlighting the element */
+  position: relative;
+}
+.CodeMirror-sizer {
+  position: relative;
+  border-right: 50px solid transparent;
+}
+
+/* The fake, visible scrollbars. Used to force redraw during scrolling
+   before actual scrolling happens, thus preventing shaking and
+   flickering artifacts. */
+.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {
+  position: absolute;
+  z-index: 6;
+  display: none;
+  outline: none;
+}
+.CodeMirror-vscrollbar {
+  right: 0; top: 0;
+  overflow-x: hidden;
+  overflow-y: scroll;
+}
+.CodeMirror-hscrollbar {
+  bottom: 0; left: 0;
+  overflow-y: hidden;
+  overflow-x: scroll;
+}
+.CodeMirror-scrollbar-filler {
+  right: 0; bottom: 0;
+}
+.CodeMirror-gutter-filler {
+  left: 0; bottom: 0;
+}
+
+.CodeMirror-gutters {
+  position: absolute; left: 0; top: 0;
+  min-height: 100%;
+  z-index: 3;
+}
+.CodeMirror-gutter {
+  white-space: normal;
+  height: 100%;
+  display: inline-block;
+  vertical-align: top;
+  margin-bottom: -50px;
+}
+.CodeMirror-gutter-wrapper {
+  position: absolute;
+  z-index: 4;
+  background: none !important;
+  border: none !important;
+}
+.CodeMirror-gutter-background {
+  position: absolute;
+  top: 0; bottom: 0;
+  z-index: 4;
+}
+.CodeMirror-gutter-elt {
+  position: absolute;
+  cursor: default;
+  z-index: 4;
+}
+.CodeMirror-gutter-wrapper ::selection { background-color: transparent }
+.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }
+
+.CodeMirror-lines {
+  cursor: text;
+  min-height: 1px; /* prevents collapsing before first draw */
+}
+.CodeMirror pre.CodeMirror-line,
+.CodeMirror pre.CodeMirror-line-like {
+  /* Reset some styles that the rest of the page might have set */
+  -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;
+  border-width: 0;
+  background: transparent;
+  font-family: inherit;
+  font-size: inherit;
+  margin: 0;
+  white-space: pre;
+  word-wrap: normal;
+  line-height: inherit;
+  color: inherit;
+  z-index: 2;
+  position: relative;
+  overflow: visible;
+  -webkit-tap-highlight-color: transparent;
+  -webkit-font-variant-ligatures: contextual;
+  font-variant-ligatures: contextual;
+}
+.CodeMirror-wrap pre.CodeMirror-line,
+.CodeMirror-wrap pre.CodeMirror-line-like {
+  word-wrap: break-word;
+  white-space: pre-wrap;
+  word-break: normal;
+}
+
+.CodeMirror-linebackground {
+  position: absolute;
+  left: 0; right: 0; top: 0; bottom: 0;
+  z-index: 0;
+}
+
+.CodeMirror-linewidget {
+  position: relative;
+  z-index: 2;
+  padding: 0.1px; /* Force widget margins to stay inside of the container */
+}
+
+.CodeMirror-widget {}
+
+.CodeMirror-rtl pre { direction: rtl; }
+
+.CodeMirror-code {
+  outline: none;
+}
+
+/* Force content-box sizing for the elements where we expect it */
+.CodeMirror-scroll,
+.CodeMirror-sizer,
+.CodeMirror-gutter,
+.CodeMirror-gutters,
+.CodeMirror-linenumber {
+  -moz-box-sizing: content-box;
+  box-sizing: content-box;
+}
+
+.CodeMirror-measure {
+  position: absolute;
+  width: 100%;
+  height: 0;
+  overflow: hidden;
+  visibility: hidden;
+}
+
+.CodeMirror-cursor {
+  position: absolute;
+  pointer-events: none;
+}
+.CodeMirror-measure pre { position: static; }
+
+div.CodeMirror-cursors {
+  visibility: hidden;
+  position: relative;
+  z-index: 3;
+}
+div.CodeMirror-dragcursors {
+  visibility: visible;
+}
+
+.CodeMirror-focused div.CodeMirror-cursors {
+  visibility: visible;
+}
+
+.CodeMirror-selected { background: #d9d9d9; }
+.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }
+.CodeMirror-crosshair { cursor: crosshair; }
+.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }
+.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }
+
+.cm-searching {
+  background-color: #ffa;
+  background-color: rgba(255, 255, 0, .4);
+}
+
+/* Used to force a border model for a node */
+.cm-force-border { padding-right: .1px; }
+
+@media print {
+  /* Hide the cursor when printing */
+  .CodeMirror div.CodeMirror-cursors {
+    visibility: hidden;
+  }
+}
+
+/* See issue #2901 */
+.cm-tab-wrap-hack:after { content: ''; }
+
+/* Help users use markselection to safely style text background */
+span.CodeMirror-selectedtext { background: none; }
+
+.CodeMirror-dialog {
+  position: absolute;
+  left: 0; right: 0;
+  background: inherit;
+  z-index: 15;
+  padding: .1em .8em;
+  overflow: hidden;
+  color: inherit;
+}
+
+.CodeMirror-dialog-top {
+  border-bottom: 1px solid #eee;
+  top: 0;
+}
+
+.CodeMirror-dialog-bottom {
+  border-top: 1px solid #eee;
+  bottom: 0;
+}
+
+.CodeMirror-dialog input {
+  border: none;
+  outline: none;
+  background: transparent;
+  width: 20em;
+  color: inherit;
+  font-family: monospace;
+}
+
+.CodeMirror-dialog button {
+  font-size: 70%;
+}
+
+.CodeMirror-foldmarker {
+  color: blue;
+  text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;
+  font-family: arial;
+  line-height: .3;
+  cursor: pointer;
+}
+.CodeMirror-foldgutter {
+  width: .7em;
+}
+.CodeMirror-foldgutter-open,
+.CodeMirror-foldgutter-folded {
+  cursor: pointer;
+}
+.CodeMirror-foldgutter-open:after {
+  content: "\25BE";
+}
+.CodeMirror-foldgutter-folded:after {
+  content: "\25B8";
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.CodeMirror {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+  /* Changed to auto to autogrow */
+}
+
+.CodeMirror pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* This causes https://github.com/jupyter/jupyterlab/issues/522 */
+/* May not cause it not because we changed it! */
+.CodeMirror-lines {
+  padding: var(--jp-code-padding) 0;
+}
+
+.CodeMirror-linenumber {
+  padding: 0 8px;
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {
+  display: none;
+}
+
+.CodeMirror-gutters {
+  border-right: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.CodeMirror-selectedtext.cm-searching {
+  background-color: var(--jp-search-selected-match-background-color) !important;
+  color: var(--jp-search-selected-match-color) !important;
+}
+
+.cm-searching {
+  background-color: var(
+    --jp-search-unselected-match-background-color
+  ) !important;
+  color: var(--jp-search-unselected-match-color) !important;
+}
+
+.CodeMirror-focused .CodeMirror-selected {
+  background-color: var(--jp-editor-selected-focused-background);
+}
+
+.CodeMirror-selected {
+  background-color: var(--jp-editor-selected-background);
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/**
+ * Here is our jupyter theme for CodeMirror syntax highlighting
+ * This is used in our marked.js syntax highlighting and CodeMirror itself
+ * The string "jupyter" is set in ../codemirror/widget.DEFAULT_CODEMIRROR_THEME
+ * This came from the classic notebook, which came form highlight.js/GitHub
+ */
+
+/**
+ * CodeMirror themes are handling the background/color in this way. This works
+ * fine for CodeMirror editors outside the notebook, but the notebook styles
+ * these things differently.
+ */
+.CodeMirror.cm-s-jupyter {
+  background: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+/* In the notebook, we want this styling to be handled by its container */
+.jp-CodeConsole .CodeMirror.cm-s-jupyter,
+.jp-Notebook .CodeMirror.cm-s-jupyter {
+  background: transparent;
+}
+
+.cm-s-jupyter .CodeMirror-cursor {
+  border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);
+}
+.cm-s-jupyter span.cm-keyword {
+  color: var(--jp-mirror-editor-keyword-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-atom {
+  color: var(--jp-mirror-editor-atom-color);
+}
+.cm-s-jupyter span.cm-number {
+  color: var(--jp-mirror-editor-number-color);
+}
+.cm-s-jupyter span.cm-def {
+  color: var(--jp-mirror-editor-def-color);
+}
+.cm-s-jupyter span.cm-variable {
+  color: var(--jp-mirror-editor-variable-color);
+}
+.cm-s-jupyter span.cm-variable-2 {
+  color: var(--jp-mirror-editor-variable-2-color);
+}
+.cm-s-jupyter span.cm-variable-3 {
+  color: var(--jp-mirror-editor-variable-3-color);
+}
+.cm-s-jupyter span.cm-punctuation {
+  color: var(--jp-mirror-editor-punctuation-color);
+}
+.cm-s-jupyter span.cm-property {
+  color: var(--jp-mirror-editor-property-color);
+}
+.cm-s-jupyter span.cm-operator {
+  color: var(--jp-mirror-editor-operator-color);
+  font-weight: bold;
+}
+.cm-s-jupyter span.cm-comment {
+  color: var(--jp-mirror-editor-comment-color);
+  font-style: italic;
+}
+.cm-s-jupyter span.cm-string {
+  color: var(--jp-mirror-editor-string-color);
+}
+.cm-s-jupyter span.cm-string-2 {
+  color: var(--jp-mirror-editor-string-2-color);
+}
+.cm-s-jupyter span.cm-meta {
+  color: var(--jp-mirror-editor-meta-color);
+}
+.cm-s-jupyter span.cm-qualifier {
+  color: var(--jp-mirror-editor-qualifier-color);
+}
+.cm-s-jupyter span.cm-builtin {
+  color: var(--jp-mirror-editor-builtin-color);
+}
+.cm-s-jupyter span.cm-bracket {
+  color: var(--jp-mirror-editor-bracket-color);
+}
+.cm-s-jupyter span.cm-tag {
+  color: var(--jp-mirror-editor-tag-color);
+}
+.cm-s-jupyter span.cm-attribute {
+  color: var(--jp-mirror-editor-attribute-color);
+}
+.cm-s-jupyter span.cm-header {
+  color: var(--jp-mirror-editor-header-color);
+}
+.cm-s-jupyter span.cm-quote {
+  color: var(--jp-mirror-editor-quote-color);
+}
+.cm-s-jupyter span.cm-link {
+  color: var(--jp-mirror-editor-link-color);
+}
+.cm-s-jupyter span.cm-error {
+  color: var(--jp-mirror-editor-error-color);
+}
+.cm-s-jupyter span.cm-hr {
+  color: #999;
+}
+
+.cm-s-jupyter span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+
+.cm-s-jupyter .CodeMirror-activeline-background,
+.cm-s-jupyter .CodeMirror-gutter {
+  background-color: var(--jp-layout-color2);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .remote-caret {
+  position: relative;
+  border-left: 2px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .remote-caret > div {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -2px;
+  font-size: 0.95em;
+  background-color: rgb(250, 129, 0);
+  font-family: var(--jp-ui-font-family);
+  font-weight: bold;
+  line-height: normal;
+  user-select: none;
+  color: white;
+  padding-left: 2px;
+  padding-right: 2px;
+  z-index: 3;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .remote-caret.hide-name > div {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .remote-caret:hover > div {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0px;
+  padding: 0px;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0em;
+}
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: 12px;
+  table-layout: fixed;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon table {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0px;
+}
+
+.jp-RenderedHTMLCommon p {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+/* ...or leave it untouched if they don't */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {
+}
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: 0.8em;
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser {
+  display: flex;
+  flex-direction: column;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  border-bottom: none;
+  height: auto;
+  margin: var(--jp-toolbar-header-margin);
+  box-shadow: none;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0px 2px;
+  padding: 0px 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0px;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  padding: 0px;
+  margin: 8px 12px 0px 12px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0px;
+  padding-right: 2px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent {
+  width: 72px;
+  background: var(--jp-brand-color1);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent:focus-visible {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar
+  .jp-Toolbar-item:first-child
+  .jp-ToolbarButtonComponent
+  .jp-icon3 {
+  fill: white;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: var(--jp-error-color1);
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileBrowser-filterBox {
+  padding: 0px;
+  flex: 0 0 auto;
+  margin: 8px 12px 0px 12px;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing:focus-visible {
+  border: 1px solid var(--jp-brand-color1);
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px 12px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {
+  color: var(--jp-success-color1);
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.jp-mod-running.jp-mod-selected
+  .jp-DirListing-itemIcon:before {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0px;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-DirListing-deadSpace {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+}
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: flex;
+  flex-direction: row;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child {
+  flex-direction: column;
+}
+
+.jp-OutputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+body[data-format='mobile'] .jp-OutputPrompt {
+  flex: 0 0 auto;
+  text-align: left;
+}
+
+.jp-OutputArea-output {
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea-child .jp-OutputArea-output {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {
+  margin-left: var(--jp-notebook-padding);
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `p-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0px;
+  padding: 0px;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0px;
+  flex: 1 1 auto;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-stdin {
+  line-height: var(--jp-code-line-height);
+  padding-top: var(--jp-code-padding);
+  display: flex;
+}
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0px;
+  bottom: 0px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0px;
+  width: 100%;
+  padding: 0px;
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: flex;
+  flex-direction: row;
+  overflow: hidden;
+}
+
+body[data-format='mobile'] .jp-InputArea {
+  flex-direction: column;
+}
+
+.jp-InputArea-editor {
+  flex: 1 1 auto;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0px;
+  background: var(--jp-cell-editor-background);
+}
+
+body[data-format='mobile'] .jp-InputArea-editor {
+  margin-left: var(--jp-notebook-padding);
+}
+
+.jp-InputPrompt {
+  flex: 0 0 var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+body[data-format='mobile'] .jp-InputPrompt {
+  flex: 0 0 auto;
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: flex;
+  flex-direction: row;
+  flex: 1 1 auto;
+}
+
+.jp-Placeholder-prompt {
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  flex: 1 1 auto;
+  border: none;
+  background: transparent;
+  height: 20px;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0px;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0px;
+  margin: 0px;
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 200px;
+  box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  flex: 0 0
+    calc(
+      var(--jp-cell-prompt-width) -
+        var(--jp-private-cell-scrolling-output-offset)
+    );
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  flex: 1 1 auto;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+.jp-showHiddenCellsButton {
+  margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));
+  margin-top: var(--jp-code-padding);
+  border: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-border-color3) !important;
+  color: var(--jp-content-font-color0) !important;
+}
+
+.jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-MarkdownCell:hover .jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  position: absolute;
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: 2px;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-MainAreaWidget-ContainStrict .jp-Notebook * {
+  contain: strict;
+}
+
+.jp-Notebook-render * {
+  contain: none !important;
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+  float: left;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* cell is dirty */
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {
+  color: var(--jp-warn-color1);
+}
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {
+  color: var(--jp-warn-color1);
+  content: '•';
+}
+
+.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {
+  background: var(--jp-warn-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: block;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0px;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-NotebookTools-tool {
+  padding: 0px 12px 0 12px;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px;
+  background-color: var(--jp-layout-color1);
+  border-top: none !important;
+}
+
+.jp-ActiveCellTool .jp-InputArea-prompt {
+  flex: 0 0 auto;
+  padding-left: 0px;
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor {
+  flex: 1 1 auto;
+  background: var(--jp-cell-editor-background);
+  border-color: var(--jp-cell-editor-border-color);
+}
+
+.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {
+  background: transparent;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0px 12px 0px;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-Placeholder {
+  padding-left: 55px;
+}
+
+.jp-Cell-Placeholder-wrapper {
+  background: #fff;
+  border: 1px solid;
+  border-color: #e5e6e9 #dfe0e4 #d0d1d5;
+  border-radius: 4px;
+  -webkit-border-radius: 4px;
+  margin: 10px 15px;
+}
+
+.jp-Cell-Placeholder-wrapper-inner {
+  padding: 15px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body {
+  background-repeat: repeat;
+  background-size: 50% auto;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  background: #f6f7f8;
+  background-image: -webkit-linear-gradient(
+    left,
+    #f6f7f8 0%,
+    #edeef1 20%,
+    #f6f7f8 40%,
+    #f6f7f8 100%
+  );
+  background-repeat: no-repeat;
+  background-size: 800px 104px;
+  height: 104px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  position: absolute;
+  right: 15px;
+  left: 15px;
+  top: 15px;
+}
+
+div.jp-Cell-Placeholder-h1 {
+  top: 20px;
+  height: 20px;
+  left: 15px;
+  width: 150px;
+}
+
+div.jp-Cell-Placeholder-h2 {
+  left: 15px;
+  top: 50px;
+  height: 10px;
+  width: 100px;
+}
+
+div.jp-Cell-Placeholder-content-1,
+div.jp-Cell-Placeholder-content-2,
+div.jp-Cell-Placeholder-content-3 {
+  left: 15px;
+  right: 15px;
+  height: 10px;
+}
+
+div.jp-Cell-Placeholder-content-1 {
+  top: 100px;
+}
+
+div.jp-Cell-Placeholder-content-2 {
+  top: 120px;
+}
+
+div.jp-Cell-Placeholder-content-3 {
+  top: 140px;
+}
+
+</style>
+
+    <style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
+    0px 1px 1px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 3px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
+    0px 2px 2px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 5px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
+    0px 4px 5px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 10px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
+    0px 6px 10px 0px var(--jp-shadow-penumbra-color),
+    0px 1px 18px 0px var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
+    0px 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0px 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
+    0px 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0px 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
+    0px 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0px 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
+    0px 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0px 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
+    0px 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0px 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
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+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+
+  --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,
+    Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
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+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
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+  --jp-content-heading-font-weight: 500;
+
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+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+
+  --jp-content-link-color: var(--md-blue-700);
+
+  --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',
+    Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
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+  --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
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+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
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+  /* may need to tweak cursor width if you change font size */
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+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
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+   * The following are the main layout colors use in JupyterLab. In a light
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+   */
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+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
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+   * The following are the inverse layout colors use in JupyterLab. In a light
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+   */
+
+  --jp-inverse-layout-color0: #111111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-900);
+  --jp-brand-color1: var(--md-blue-700);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+
+  --jp-accent-color0: var(--md-green-900);
+  --jp-accent-color1: var(--md-green-700);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-900);
+  --jp-warn-color1: var(--md-orange-700);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+
+  --jp-error-color0: var(--md-red-900);
+  --jp-error-color1: var(--md-red-700);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+
+  --jp-success-color0: var(--md-green-900);
+  --jp-success-color1: var(--md-green-700);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+
+  --jp-info-color0: var(--md-cyan-900);
+  --jp-info-color1: var(--md-cyan-700);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
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+  --jp-cell-padding: 5px;
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+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0px;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0px 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Statusbar specific styles */
+
+  --jp-statusbar-height: 24px;
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-border-color1);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: #05a;
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #aa22ff;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #aa22ff;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+}
+</style>
+
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+.highlight  {
+  margin: 0.4em;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.CodeMirror pre {
+  margin: 0;
+  padding: 0;
+}
+
+/* Using table instead of flexbox so that we can use break-inside property */
+/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS */
+
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  min-width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-OutputArea-child {
+  display: table;
+  width: 100%;
+}
+
+.jp-OutputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  min-width: var(--jp-cell-prompt-width);
+}
+
+body[data-format='mobile'] .jp-OutputPrompt {
+  display: table-row;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+}
+
+body[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {
+  display: table-row;
+}
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  width: 100%;
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+</style>
+
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-AMS_CHTML-full,Safe"> </script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    init_mathjax = function() {
+        if (window.MathJax) {
+        // MathJax loaded
+            MathJax.Hub.Config({
+                TeX: {
+                    equationNumbers: {
+                    autoNumber: "AMS",
+                    useLabelIds: true
+                    }
+                },
+                tex2jax: {
+                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+                    processEscapes: true,
+                    processEnvironments: true
+                },
+                displayAlign: 'center',
+                CommonHTML: {
+                    linebreaks: { 
+                    automatic: true 
+                    }
+                }
+            });
+        
+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
+        }
+    }
+    init_mathjax();
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[1]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">set_context</span><span class="p">(</span><span class="s1">&#39;notebook&#39;</span><span class="p">,</span> <span class="n">font_scale</span><span class="o">=</span><span class="mf">1.5</span><span class="p">,</span> <span class="n">rc</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;lines.markeredgewidth&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">})</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
+<pre>C:\Users\marinag\Anaconda3\envs\visual_behavior_sdk\lib\site-packages\numpy\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:
+C:\Users\marinag\Anaconda3\envs\visual_behavior_sdk\lib\site-packages\numpy\.libs\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll
+C:\Users\marinag\Anaconda3\envs\visual_behavior_sdk\lib\site-packages\numpy\.libs\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll
+  stacklevel=1)
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[2]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">load_ext</span> autoreload
+<span class="o">%</span><span class="k">autoreload</span> 2
+
+<span class="o">%</span><span class="k">matplotlib</span> inline
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[3]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">visual_behavior.data_access.utilities</span> <span class="k">as</span> <span class="nn">utilities</span>
+<span class="kn">from</span> <span class="nn">visual_behavior.data_access</span> <span class="kn">import</span> <span class="n">loading</span> <span class="k">as</span> <span class="n">loading</span>
+
+<span class="kn">import</span> <span class="nn">visual_behavior.visualization.utils</span> <span class="k">as</span> <span class="nn">utils</span>
+<span class="kn">import</span> <span class="nn">visual_behavior.visualization.ophys.platform_paper_figures</span> <span class="k">as</span> <span class="nn">ppf</span>
+
+<span class="kn">from</span> <span class="nn">allensdk.brain_observatory.behavior.behavior_project_cache</span> <span class="kn">import</span> <span class="n">VisualBehaviorOphysProjectCache</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h3 id="load-experiments-table">load experiments table<a class="anchor-link" href="#load-experiments-table">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[4]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cache_dir</span> <span class="o">=</span> <span class="n">loading</span><span class="o">.</span><span class="n">get_platform_analysis_cache_dir</span><span class="p">()</span>
+<span class="n">cache</span> <span class="o">=</span> <span class="n">VisualBehaviorOphysProjectCache</span><span class="o">.</span><span class="n">from_s3_cache</span><span class="p">(</span><span class="n">cache_dir</span><span class="o">=</span><span class="n">cache_dir</span><span class="p">)</span>
+<span class="c1"># experiments_table = cache.get_ophys_experiments()</span>
+<span class="c1"># print(cache_dir)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[5]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">experiments_table</span> <span class="o">=</span> <span class="n">loading</span><span class="o">.</span><span class="n">get_platform_paper_experiment_table</span><span class="p">()</span>
+<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">experiments_table</span><span class="p">))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>1248
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[6]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># cells_table = loading.get_cell_table()</span>
+<span class="c1"># print(len(cells_table.cell_specimen_id.unique()))</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">platform_expts</span> <span class="o">=</span> <span class="n">loading</span><span class="o">.</span><span class="n">get_platform_paper_experiment_table</span><span class="p">(</span><span class="n">limit_to_closest_active</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">platform_expts</span><span class="p">)</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>402</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h3 id="get-useful-info">get useful info<a class="anchor-link" href="#get-useful-info">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[8]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">experience_levels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">experiments_table</span><span class="o">.</span><span class="n">experience_level</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
+<span class="n">cell_types</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">experiments_table</span><span class="o">.</span><span class="n">cell_type</span><span class="o">.</span><span class="n">unique</span><span class="p">())[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">palette</span> <span class="o">=</span> <span class="n">utilities</span><span class="o">.</span><span class="n">get_experience_level_colors</span><span class="p">()</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[9]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">save_dir</span> <span class="o">=</span> <span class="sa">r</span><span class="s1">&#39;</span><span class="se">\\</span><span class="s1">allen\programs\braintv\workgroups\nc-ophys\visual_behavior\platform_paper_plots\figure_2&#39;</span>
+
+<span class="n">folder</span> <span class="o">=</span> <span class="s1">&#39;population_averages&#39;</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h3 id="load-multi_session_mean_df">load multi_session_mean_df<a class="anchor-link" href="#load-multi_session_mean_df">&#182;</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[12]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_type</span> <span class="o">=</span> <span class="s1">&#39;filtered_events&#39;</span>
+
+<span class="n">interpolate</span> <span class="o">=</span> <span class="kc">True</span>
+<span class="n">output_sampling_rate</span> <span class="o">=</span> <span class="mi">30</span>
+
+<span class="c1"># set inclusion criteria</span>
+<span class="c1"># options: [&#39;active_only&#39;, &#39;closest_familiar_and_novel&#39;, &#39;containers_with_all_levels&#39;]</span>
+<span class="n">inclusion_criteria</span> <span class="o">=</span> <span class="s1">&#39;platform_experiment_table&#39;</span>
+
+<span class="c1"># params for stim response df creation</span>
+<span class="n">event_type</span> <span class="o">=</span> <span class="s1">&#39;all&#39;</span>
+
+<span class="c1"># params for mean response df creation</span>
+<span class="n">conditions</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;cell_specimen_id&#39;</span><span class="p">,</span> <span class="s1">&#39;omitted&#39;</span><span class="p">]</span>
+
+<span class="c1"># suffix = &#39;_&#39;+utils.get_conditions_string(data_type, conditions)+&#39;_&#39;+inclusion_criteria</span>
+
+<span class="n">multi_session_df</span> <span class="o">=</span> <span class="n">loading</span><span class="o">.</span><span class="n">get_multi_session_df_for_conditions</span><span class="p">(</span><span class="n">data_type</span><span class="p">,</span> <span class="n">event_type</span><span class="p">,</span> <span class="n">conditions</span><span class="p">,</span> <span class="n">inclusion_criteria</span><span class="p">,</span> 
+                                                        <span class="n">interpolate</span><span class="o">=</span><span class="n">interpolate</span><span class="p">,</span> <span class="n">output_sampling_rate</span><span class="o">=</span><span class="n">output_sampling_rate</span><span class="p">,</span> 
+                                                         <span class="n">epoch_duration_mins</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
+
+<span class="n">all_images_mdf</span> <span class="o">=</span> <span class="n">multi_session_df</span><span class="p">[</span><span class="n">multi_session_df</span><span class="o">.</span><span class="n">omitted</span><span class="o">==</span><span class="kc">False</span><span class="p">]</span>
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
+
+
+<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain">
+<pre>there are 1249 experiments in the full multi_session_df
+getting experiment table for March and August releases from lims
+excluding Ai94 data
+there are 402 experiments in the multi_session_df after limiting to platform experiments
+there are 402 experiments after filtering for inclusion criteria -  platform_experiment_table
+</pre>
+</div>
+</div>
+
+</div>
+
+</div>
+
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput " data-mime-type="text/markdown">
+<h3 id="NOTE:-if-things-dont-load,-make-sure-the-paths-are-correct-in:">NOTE: if things dont load, make sure the paths are correct in:<a class="anchor-link" href="#NOTE:-if-things-dont-load,-make-sure-the-paths-are-correct-in:">&#182;</a></h3><ul>
+<li><code>visual_behavior.data_access.loading.get_platform_analysis_cache_dir()</code></li>
+<li><code>visual_behavior.data_access.loading.get_multi_session_df_dir()</code></li>
+</ul>
+
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+<div class="jp-Cell-inputWrapper">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[&nbsp;]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+     <div class="CodeMirror cm-s-jupyter">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+     </div>
+</div>
+</div>
+</div>
+
+</div>
+</body>
+
+
+
+
+
+
+
+</html>
diff --git a/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb b/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb
new file mode 100644
index 000000000..39f3738be
--- /dev/null
+++ b/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb
@@ -0,0 +1,247 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\.libs\\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll\n",
+      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\.libs\\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll\n",
+      "  stacklevel=1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import seaborn as sns\n",
+    "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import visual_behavior.data_access.utilities as utilities\n",
+    "from visual_behavior.data_access import loading as loading\n",
+    "\n",
+    "import visual_behavior.visualization.utils as utils\n",
+    "import visual_behavior.visualization.ophys.platform_paper_figures as ppf\n",
+    "\n",
+    "from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### load experiments table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cache_dir = loading.get_platform_analysis_cache_dir()\n",
+    "cache = VisualBehaviorOphysProjectCache.from_s3_cache(cache_dir=cache_dir)\n",
+    "# experiments_table = cache.get_ophys_experiments()\n",
+    "# print(cache_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1248\n"
+     ]
+    }
+   ],
+   "source": [
+    "experiments_table = loading.get_platform_paper_experiment_table()\n",
+    "print(len(experiments_table))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# cells_table = loading.get_cell_table()\n",
+    "# print(len(cells_table.cell_specimen_id.unique()))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "402"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "platform_expts = loading.get_platform_paper_experiment_table(limit_to_closest_active=True)\n",
+    "len(platform_expts)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### get useful info"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "experience_levels = np.sort(experiments_table.experience_level.unique())\n",
+    "cell_types = np.sort(experiments_table.cell_type.unique())[::-1]\n",
+    "palette = utilities.get_experience_level_colors()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "save_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_2'\n",
+    "\n",
+    "folder = 'population_averages'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### load multi_session_mean_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "there are 1249 experiments in the full multi_session_df\n",
+      "getting experiment table for March and August releases from lims\n",
+      "excluding Ai94 data\n",
+      "there are 402 experiments in the multi_session_df after limiting to platform experiments\n",
+      "there are 402 experiments after filtering for inclusion criteria -  platform_experiment_table\n"
+     ]
+    }
+   ],
+   "source": [
+    "data_type = 'filtered_events'\n",
+    "\n",
+    "interpolate = True\n",
+    "output_sampling_rate = 30\n",
+    "\n",
+    "# set inclusion criteria\n",
+    "# options: ['active_only', 'closest_familiar_and_novel', 'containers_with_all_levels']\n",
+    "inclusion_criteria = 'platform_experiment_table'\n",
+    "\n",
+    "# params for stim response df creation\n",
+    "event_type = 'all'\n",
+    "\n",
+    "# params for mean response df creation\n",
+    "conditions = ['cell_specimen_id', 'omitted']\n",
+    "\n",
+    "# suffix = '_'+utils.get_conditions_string(data_type, conditions)+'_'+inclusion_criteria\n",
+    "\n",
+    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type, event_type, conditions, inclusion_criteria, \n",
+    "                                                        interpolate=interpolate, output_sampling_rate=output_sampling_rate, \n",
+    "                                                         epoch_duration_mins=None)\n",
+    "\n",
+    "all_images_mdf = multi_session_df[multi_session_df.omitted==False]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### NOTE: if things dont load, make sure the paths are correct in: \n",
+    "* `visual_behavior.data_access.loading.get_platform_analysis_cache_dir()`\n",
+    "* `visual_behavior.data_access.loading.get_multi_session_df_dir()`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "visual_behavior_sdk",
+   "language": "python",
+   "name": "visual_behavior_sdk"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From 54201af09179724381b90f81eb7c397789048217 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Wed, 9 Nov 2022 15:05:59 -0800
Subject: [PATCH 20/25] changed path in cache dir to work with pc and mac

---
 visual_behavior/data_access/loading.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/visual_behavior/data_access/loading.py b/visual_behavior/data_access/loading.py
index 54b48e0cd..de1980626 100644
--- a/visual_behavior/data_access/loading.py
+++ b/visual_behavior/data_access/loading.py
@@ -97,7 +97,7 @@ def get_platform_analysis_cache_dir():
     This is the cache directory to use for all platform paper analysis
     This cache contains NWB files downloaded directly from AWS
     """
-    return r'/allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_cache'
+    return '//allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_cache'
     # return r'\\allen\programs\braintv\workgroups\nc-ophys\visual_behavior\platform_paper_cache'
 
 

From f0abdbc092acdf1871926694a45f9bae48a37cdd Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Sat, 12 Nov 2022 14:58:24 -0800
Subject: [PATCH 21/25] adding more figure panels

---
 notebooks/221004_Figure4_summary_panels.ipynb | 643 +++++++++++-----
 ...1107_figure_4_clustering_dff_control.ipynb | 713 +++---------------
 .../clustering/plotting.py                    |   7 +-
 3 files changed, 552 insertions(+), 811 deletions(-)

diff --git a/notebooks/221004_Figure4_summary_panels.ipynb b/notebooks/221004_Figure4_summary_panels.ipynb
index 66c2eacfc..9b2f39ae5 100644
--- a/notebooks/221004_Figure4_summary_panels.ipynb
+++ b/notebooks/221004_Figure4_summary_panels.ipynb
@@ -1623,196 +1623,269 @@
     "## Mean image responses for disinhibitory circuit example"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "34c35b66-bac9-40af-a51c-f948303e643e",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Optimal k"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "a06a5bda-48d6-46d6-8e32-6620e124bbbb",
+   "execution_count": 219,
+   "id": "a62a5f69-a82d-404d-9056-20904f9e3950",
    "metadata": {},
    "outputs": [],
    "source": [
-    "from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache"
+    "from sklearn.cluster import SpectralClustering\n",
+    "import pickle "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 204,
-   "id": "b4df4989-0be6-4025-8cfa-27068c6f3ec1",
+   "execution_count": 227,
+   "id": "a1c59772-0215-4f37-9d6d-07bba54b91e1",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'/allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_cache'"
-      ]
-     },
-     "execution_count": 204,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "cache_dir"
+    "n_clusters_cre = {'Slc17a7-IRES2-Cre': 10,\n",
+    "                 'Sst-IRES-Cre': 5, \n",
+    "                 'Vip-IRES-Cre':10}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 203,
-   "id": "290e25b2-1bad-44bc-b14d-665526027ab3",
+   "execution_count": 220,
+   "id": "68328d13-bdc2-4a30-814c-eab3246f15e3",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "no multi_session_df for VisualBehaviorMultiscope OPHYS_1_images_A\n",
-      "no multi_session_df for VisualBehaviorMultiscope OPHYS_2_images_A_passive\n",
-      "no multi_session_df for VisualBehaviorMultiscope OPHYS_3_images_A\n",
-      "no multi_session_df for VisualBehaviorMultiscope OPHYS_4_images_B\n",
-      "no multi_session_df for VisualBehaviorMultiscope OPHYS_5_images_B_passive\n",
-      "no multi_session_df for VisualBehaviorMultiscope OPHYS_6_images_B\n",
-      "no multi_session_df for VisualBehaviorTask1B OPHYS_1_images_B\n",
-      "no multi_session_df for VisualBehaviorTask1B OPHYS_2_images_B_passive\n",
-      "no multi_session_df for VisualBehaviorTask1B OPHYS_3_images_B\n",
-      "no multi_session_df for VisualBehaviorTask1B OPHYS_4_images_A\n",
-      "no multi_session_df for VisualBehaviorTask1B OPHYS_5_images_A_passive\n",
-      "no multi_session_df for VisualBehaviorTask1B OPHYS_6_images_A\n",
-      "no multi_session_df for VisualBehavior OPHYS_1_images_A\n",
-      "no multi_session_df for VisualBehavior OPHYS_2_images_A_passive\n",
-      "no multi_session_df for VisualBehavior OPHYS_3_images_A\n",
-      "no multi_session_df for VisualBehavior OPHYS_4_images_B\n",
-      "no multi_session_df for VisualBehavior OPHYS_5_images_B_passive\n",
-      "no multi_session_df for VisualBehavior OPHYS_6_images_B\n",
-      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_1_images_G\n",
-      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_2_images_G_passive\n",
-      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_3_images_G\n",
-      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_4_images_H\n",
-      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_5_images_H_passive\n",
-      "no multi_session_df for VisualBehaviorMultiscope4areasx2d OPHYS_6_images_H\n"
-     ]
-    },
-    {
-     "ename": "AttributeError",
-     "evalue": "'DataFrame' object has no attribute 'ophys_experiment_id'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m<timed exec>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
-      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\data_access\\loading.py\u001b[0m in \u001b[0;36mget_multi_session_df_for_conditions\u001b[1;34m(data_type, event_type, conditions, inclusion_criteria, interpolate, output_sampling_rate, epoch_duration_mins)\u001b[0m\n\u001b[0;32m   3380\u001b[0m                                              \u001b[0minterpolate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0minterpolate\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_sampling_rate\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0moutput_sampling_rate\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3381\u001b[0m                                              epoch_duration_mins=epoch_duration_mins)\n\u001b[1;32m-> 3382\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'there are'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mophys_experiment_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'experiments in the full multi_session_df'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3383\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3384\u001b[0m     \u001b[1;31m#     missing_expts = loading.check_whether_multi_session_df_has_all_platform_experiments(multi_session_df)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   5485\u001b[0m         ):\n\u001b[0;32m   5486\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5487\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   5488\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   5489\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'ophys_experiment_id'"
+      "file exists...\n"
      ]
     }
    ],
    "source": [
-    "%%time\n",
-    "\n",
-    "# set various params\n",
-    "df_name = 'trials_response_df'\n",
-    "conditions = ['cell_specimen_id', 'stimulus_change']\n",
-    "use_events = True\n",
-    "filter_events = True\n",
-    "cache_dir = loading.get_platform_analysis_cache_dir()\n",
-    "\n",
-    "cache = VisualBehaviorOphysProjectCache.from_s3_cache(cache_dir=cache_dir)\n",
-    "\n",
-    "# load multi_session_df\n",
-    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type='filtered_events', event_type='all', \n",
-    "                                                               conditions='cell_specimen_id')\n",
-    "print(len(multi_session_df.ophys_experiment_id.unique()))\n",
-    "\n",
-    "# original_multi_session_df = multi_session_df.copy()\n",
+    "distance_metrics = ['euclidean']\n",
+    "shuffle_type = 'all'\n",
     "\n",
-    "# # keep changes only\n",
-    "# multi_session_df = multi_session_df[multi_session_df.stimulus_change==True]\n",
-    "\n",
-    "# # limit to platform paper dataset\n",
-    "# multi_session_df = multi_session_df[multi_session_df.ophys_experiment_id.isin(experiments_table.index.values)]\n",
-    "# print(len(multi_session_df.ophys_experiment_id.unique()))\n",
-    "\n",
-    "# # merge with metadata\n",
-    "# multi_session_df = multi_session_df.merge(experiments_table, on='ophys_experiment_id')\n",
-    "# print(len(multi_session_df.ophys_experiment_id.unique()))\n",
-    "\n",
-    "# multi_session_df = multi_session_df.reset_index(drop=True)"
+    "for metric in distance_metrics:\n",
+    "    gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_{}.pkl'.format(metric, glm_version, shuffle_type))\n",
+    "    if os.path.exists(gap_filename):\n",
+    "        with open(gap_filename, 'rb') as f:\n",
+    "            gap_df = pickle.load(f)\n",
+    "            f.close()\n",
+    "        print('file exists...')\n",
+    "    else:\n",
+    "        gap_df = {}\n",
+    "        for i, cre_line in enumerate(cre_lines):\n",
+    "            df = cre_line_dfs[cre_line]\n",
+    "            sc = SpectralClustering()\n",
+    "            gap_statistics = vba_clust.compute_gap(sc, df, k_max = 25, reference_shuffle='all', metric=metric)\n",
+    "            gap_df[cre_line]= gap_statistics\n",
+    "        \n",
+    "        vba_clust.save_clustering_results(gap_df, gap_filename)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "1fb1526c-31e4-426d-8ac6-17d4f460fb0f",
+   "execution_count": 229,
+   "id": "d6124d85-da42-457f-a2d8-7137261fe899",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "vba_clust.plot_gap_statistic(gap_statistic=gap_df, cre_lines=cre_lines, n_clusters_cre=n_clusters_cre,\n",
+    "                   tag='10_5_10', save_dir=save_dir, folder='gap_statistic')"
+   ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "81f44fce-6318-488f-ac17-cb5e79e22aea",
+   "cell_type": "markdown",
+   "id": "25c0a1a3-dc7c-4131-a89f-b86eb5eebefd",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "### Plot coclustering matrix"
+   ]
   },
   {
-   "cell_type": "markdown",
-   "id": "1ce6cb21-e26e-4dfa-8ed4-af4da04f0402",
-   "metadata": {
-    "tags": []
-   },
+   "cell_type": "code",
+   "execution_count": 238,
+   "id": "c70f22ab-1280-409f-8a78-2c9f8078cae4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "loading file...\n",
+      "done.\n"
+     ]
+    }
+   ],
    "source": [
-    "#### Plot proportions of clusters by depth or area "
+    "filename = os.path.join(save_dir, '24_events_all_L2_optimize_by_session_coClustering_matrix.pkl')\n",
+    "if os.path.exists(filename):\n",
+    "    print('loading file...')\n",
+    "    with open(filename, 'rb') as f:\n",
+    "        coclustering_matrices  = pkl.load(f)\n",
+    "        f.close()\n",
+    "        print('done.')\n",
+    "else:\n",
+    "    coclustering_matrices = {}\n",
+    "    for i, cre_line in enumerate(cre_lines):\n",
+    "        cids = df_meta[df_meta['cre_line']==cre_line]['cell_specimen_id']\n",
+    "        X = cre_line_dfs[cre_line].values\n",
+    "        m = vba_clust.get_coClust_matrix(X,n_clusters=n_clusters_cre[cre_line], nboot=np.arange(100))\n",
+    "        coclustering_matrices[cre_line]=m\n",
+    "    vba_clust.save_clustering_results(coclustering_matrices, filename)\n",
+    "    "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 280,
-   "id": "204f0a0a-00b4-4fba-aa3c-30594fee70eb",
+   "execution_count": 249,
+   "id": "9056405d-242e-4a27-a0ea-c9724db0c605",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "table, stats = vba_clust.get_proportion_cells_rel_cluster_average(df_meta, cre_lines, columns_to_groupby=['layer'])"
+    "\n",
+    "for cre_line in [cre_lines[0]]:\n",
+    "    vba_clust.plot_coclustering_matrix_sorted_by_cluster_size(coclustering_matrices, original_cluster_labels,\n",
+    "                                                              cre_line, save_dir, folder='')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 299,
-   "id": "e68df23b-2cd0-4601-9f04-d03933ca78b6",
+   "execution_count": 250,
+   "id": "a5854418-8993-4f50-9721-55d02ef8cbc9",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "there are 1249 experiments in the full multi_session_df\n",
+      "getting experiment table for March and August releases from lims\n",
+      "excluding Ai94 data\n",
+      "there are 402 experiments in the multi_session_df after limiting to platform experiments\n",
+      "there are 402 experiments after filtering for inclusion criteria -  platform_experiment_table\n"
+     ]
+    }
+   ],
    "source": [
-    "# import pickle\n",
-    "# file = open(os.path.join(save_dir,'proportions_table.pkl'), 'wb')\n",
-    "# # dump information to the file\n",
-    "# pickle.dump(table, file)\n",
-    "# # close the file\n",
-    "# file.close()"
+    "data_type = 'filtered_events'\n",
+    "\n",
+    "interpolate = True\n",
+    "output_sampling_rate = 30\n",
+    "\n",
+    "# set inclusion criteria\n",
+    "# options: ['active_only', 'closest_familiar_and_novel', 'containers_with_all_levels']\n",
+    "inclusion_criteria = 'platform_experiment_table'\n",
+    "\n",
+    "# params for stim response df creation\n",
+    "event_type = 'all'\n",
+    "\n",
+    "# params for mean response df creation\n",
+    "conditions = ['cell_specimen_id', 'omitted']\n",
+    "\n",
+    "# suffix = '_'+utils.get_conditions_string(data_type, conditions)+'_'+inclusion_criteria\n",
+    "\n",
+    "multi_session_df = loading.get_multi_session_df_for_conditions(data_type, event_type, conditions, inclusion_criteria, \n",
+    "                                                        interpolate=interpolate, output_sampling_rate=output_sampling_rate, \n",
+    "                                                         epoch_duration_mins=None)\n",
+    "\n",
+    "all_images_mdf = multi_session_df[multi_session_df.omitted==False]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 288,
-   "id": "6c15d80b-c40d-4835-b07c-0718a2784240",
-   "metadata": {
-    "tags": []
-   },
+   "execution_count": 252,
+   "id": "32628f7e-e0f0-4d9f-8c08-7bfa38e166d0",
+   "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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SKBkzhJkd7H8eawc8BKx2zn0a/2ZLQMmam+raFF8GzjWz48ysNd7VK2875+qtZ7gawxuYc64cOBcYBKzC6yV7WYzFbwB+CWTjDSj/dcS8w4ApZpaP94H+Nufccn/e3cAL5l2+cKlzbrq/rsfxQr4UuLqWVf8XXkPmD4Df+r//qJbrkARI0gwdDZyDN0Zmrnl3Jc43M11aHoIkzZD569yEd8fy24DLnHMza7EOSZBkzJBzLs85t6HygXccK3DO5cS7DkmcZMwQ3riFT/rPXYt3afCZ/iXD0sCSNEMAt+BdDrwOb+zV/+LdlEoaWBJnCLwhUv7jnNOVBSFJxvw457YDFwI/958/G5gP3BfvOiRxkjFDvl8BW/B6C/dEV6g0qCTOTcw2RefcAuAneI3im/DOuet1+CbT8VNEREREREREREREUp16houIiIiIiIiIiIhIylNjuIiIiIiIiIiIiIikPDWGi4iIiIiIiIiIiEjKU2O4iIiIiIiIiIiIiKQ8NYaLiIiIiIiIiIiISMpTY3gtmFlzM3vWzFaaWZ6ZzTazMyPmH2lmn5tZjpltNrM3zKxnNeu7xcymm1mxmT1fZV4fM/vGX9ffqsz72MwOTfgG1sAvNz/iUWJm8yLmf+Vv93Yzm2Nm51d5/uX+a1dgZu+aWaeG3obGoLr33Z9/qZkt8jO20MwuqGF9p5jZTP91XWNml/rT25vZp2aWa2Yvm1l6xHOeNrMLE71t8TCzAWb2ob99W8zsrxHzanptWpnZE/7ztpnZ+AatfCNRw76jtvuhTmb2jp+flWZ2ecS8YWa2wH+9b4+YnmlmU8ysT71sYDXM7K9mttrfz6w0szurzD/XzOb7+6ivzeyAiHn/rLIPKzazvIbehsbIzPY3szH+/9VSM/teDctX93882sy2mtlkM9srYvrlZvZofW5HjLoe4P+/bPUfX1TJxYn+8WubmWVFef5wM5vgz19jZr9v0A1IEsqQMhSUmfU3s//5r/EGM3vczDJiLNvTzN43s3Vm5sysf5X5v/RztcDMDoqYfoyZvVu/WxK1voPN7D3/uJxj3vnZvlWWqe5/Ir/Ko9zMHmvo7UgGZvZ9886jC8xsmZkdV82yP/eztt3MnjOz5v70DDN71bxz6E/MrF3Ec+60iHOihhJH5nv7Gcvx9zM/iZh3XJQMOTO7qKG3o7Ezs7FmVhTxOi2O4znN/MytiZjW6D6HmdkQv05bzMxFmV/tPtg/ls0wsx3+z+ENugFJojYZ8vdBy/190Doze7jyNU/S/dCCKvuZMjP7IGJ+upnd5z8/z8xmmVmHht6OxszMXjKz9X4mlpjZ9dUse5X/v7jd3+//tcr/bGM7n25mZm+aWZafn5FV5puZ/cXMsv3HX8zM/HmJP4455/SI8wG0Bu4G+uN9kXAOkAf09+efCVwCtANaAc8Bn1SzvguBC4AngeerzHsCuAloDywDDvWnXwY8EfZr4ddlLHBXxN9DgQz/9yP816an//eB/t/HA22A/wKvhr0NIb1u1b3vvYESP0sGnA3sALrFWNcBwCZ/+QygMzDQn/cr4AGgOTAJuNiffhTwYUjb3szP8+3+/1MLYGg8r40//yXgVaArkA4cEvb72QgzVNv90CvAa/7/5bHANuBAf97//PX1BrKBHv70XwO/Cmnb9wVa+7/3BhYAF/p/7wNs97cjA/g/YGnlfinKup4Hngv7/Qz74b9WS/z/y3TgJKAAGBxj+Zj/x8DhwAR/v/Mg8Lg/vT0wC2gXwvZ1wDtum799twJzI+YfDvwIuBHIivL8hcD9/nMHAuuB88J+3xrTQxlShhL0Ov/P3y+3AHoA84BbYyzbHbgZ75zG4Z+L+/N6At/iHQdvwT/n8XP6TeSyDbhthwPXAZ2ATOBe4NuI+dWeH1VZVxsgHzg+7PessT2AU4GVwJF4n9V6A71jLHs6sBHvM0pHvM81D/jzLsU7P8rAO0e6w5++t5+hqOcV9bxtMTPvz/8KGO3naxiQA5wYY10j8T6XtQ77PWtsDz8H19fyOb8FxgNrIqY1xs9h+/r7ofMBF2V+zH2wv49aCfzc36Zb/b+bhf2eNbZHbTKEd07Qwf+9EzAGuN3/O+n2Q1WWNWAFcGXEtPv8beznzx8CtAj7PWtMD/+Y1Nz/fT9gAzHaPPDaC4/z/z97AzOA3/jzGuP5dDNgFN5n9fXAyCrzfwwsBvbyt2ch8JMY6wp8HAv9zU72BzAXuCjGvBFAXhzruI89G7Q+Bvb1f3/V3xm284PboZZ1HAmsAX6B13C6Hrgm4Hb3B8pj7QD9f74i4HD/7z8B/42YPxCv0bdt2O9hiNmJ9r4fAWyqMm0zcFSMdfwXuDfGvCeB0/3fH8A7KUv3D54D6vB+O+AqYBWwBfhtHbb5RmBCHV+b/fAaOht8x91YH9FepyjLxNwP4X3gLiGiwQr4D7s+DC5i18H4G///uh8wFcisZV2vBiYCDwFb8U6Ozgy4/b3xTtR/5f99C/BRxPw0oBA4Oca25wEnhP0+hv3AOxHNByxi2mfV7Fti/h/jfWH7Z//3M4D/+b8/Dlxeh7plAXfgHWu34X0YqPNJM94Hip8CO6LMO4XoDZk7gAMi/n4D+L+w37fG9FCGlKEE5WgRcFbE3w8CT8XxflRtDD8CeMX/fT9gof/7HcCddajXWLzG60n+ceMzoEvAbe3k17uz/3dc50f+slcByyP/3/TY+dp8DVwX57L/Bf4U8ffJwAb/918DP/Z//wl+RyTgA+CYOtTL+ev5DsgF/lHX9y9G5tv407pGTHsa+E+Mdfwb+HfY71djfFDLxnC8hslFeJ1HIhvDG93nsIj1DSJ6Y3jMfTBwGrCW3Y/zq4Azwn7PGtujthmKeF5n4IuI/U1S7YeiLHMCEY2VeF865uN33NMjrtd5X7y2u0vjXP524AP/98Z+Pr2GPRvDvwZujPj7OuCbGM8PfBzTMCkBmFl3YDBez8Rojq9mXk3mA6f6l40c4q/nXmC0cy63DuvrgfctUG+8UP3DzDoCmNlv/Mtvoj5irO9KvJP2rMiJ5l3eWQRMwTsQTPdnHQjMqVzOObcMvxGuDtuSyqYDi8zsPP8yoguAYrydTjRHApjZPP9ympds1/Az84FTzKwl3jeGC/C+xf/YObe8jvU7Fm+nfDJwl5nt75d/eXUZMrO+EfXNMm/InS3+ZWQHxSirqsPxeiDc4z93XqDLYpqO6vZDg4Ey59ySiGlz8P5fwcvQaf5lVf3xeq09AvzSOVdah7ocgfdtbxfgr8CzEZc+PVFNfnbLv7/Pysc7iLbG+0C7c3aV3yt7HVR1Ed4XTU1yqJ04xHrdoPr/4wXAcf5+52RggXnDeu3rnPtvjPXV5FK8k7i98a5AuhrAzPrWsN+5PHIl/vGsCHgM7wvaeI0GrjRveKB98XrDfFHHbWlKlKFdRqMMxWM08H3zhkTrjde49Ekd1rMUOMg/hz4FL0N9gO/jfSFbF5cD1wDd8Ho23VE5o4YM/SbG+o7Ha3jN9v+uzfnRVcCLzv80KB7zhqE4FOhq3lBNa8wb5qFljKfs9tnE/727mXXGO/85ybxhU07Ey9D3gC3OuUl1rOI5wGF4+6BL8XqmY2bH1pChY+NYt1X5Wfn7HvtgM2sNXAy8UMftaAr+7P8fTrIql/FH8RhwJ17ni0iN8XNYTUYTex98IN4VUZH7nbns+swgu4s7Q/77tx3vS45hwFP+rGTbD1V1FfCWc67A//sgoAy42LxheJaY2U/ruB0pzf9cvAPvKrf1eFdtxCPyc3+jPZ+uRrTj8h77mIQdx8L+tiNZH3iXoH1BjB4reOHIAY6LY13ResF2wvu2ZQ7e5UgH413+1gmv4Wc8cEucdR2Jd4DOiJi2CTgywPYvBa6u5rU5E/8SH3/al1S5xAHv2+WRYb+XIWYoaq9evC8r8vEOFjuAs6tZRwnet3SD8XqFvAW87M9rgdcrZC5ej4S9gJl4X4r808/QfXHWtT/et797RUybCny/ltv8GVDq56MZ8Eu83k3NqiwX7X/iTr8Od/vPPcF/nfYP+71sbBmKmF/tfgjv5HxDlWk3AGP93/vhHXxnAj8AzsPrOd4XeA8YB1wSZ12vBpZG/N3Kfz971HHbzd8v3oN/hQleD8ACf5/XDPg9UEGUHpj+PunusN/DxvDw99nL8XotZeL1/ikBPo2xfLX/x3jHrDl4x7CueN/y74/3IXA88DJxXuHk799+GPH3X4F/BtjW1niXd+6xXyV2r96j8Y55ZX5m7wn7PWtsD2VIGUpQjvbHu8S38nV6nhp6rRGjdxreMWsm3pWW/YC38T4MXoZ37HqPiHOaGsoYC/wu4u+bqWb4sTjWtxfeOfAPIqbFe37UD+/KzL3Dfr8a2wPo5WdhOt5QOV3wevPfH2P5ZUT0avX3XY5dQyI9gHcO/TRej83Z/v7ofn8/9ETV96eaujng2Ii/X8e/lL0O2xkr8xPxGmZb4F0VmAMsjvL8H+FdnacrC6K/vkcAbfGGFrgKr2dr1J6swPfwGrfBvxI7Yl6j+xwW8dxYPcNj7oPxzqlfrbL8y+hcOlCGqjxvH7zOj5XDUibdfihifiu8K7pHRky73H/Os0BLvM+pm4FTw37PGuMD70qSY4HfEccV2cC1eB3FukRMa8zn09F6hpcD+0X8vY+fGauyXEKOY+oZXgdmlobXIFSCd1l+1fmD8E6+b3POTahLGc65HOfcZc65YXg9MR8Dfgb8Bv+bZuAnld8IxyHbOVcW8fcOvMbTWvO/GewBvBmj7qXOuY/xepSe50/OxxvmJVI7vIOD+MzsFLwdy0h2Nfg+Y7FvUFKId3nIEudcPl5PtbMAnHNFzrkbnXNDnXO/AR7Ga1C+Am/4iBOAI8zsjFpUcUPE73XJUCEw0Tn3sXOuBK+HVme8nXI8zy3FO3Escc6Nw/uC6LRa1qFJiHM/VO3/pXNupXPuLOfcCLyGg3vxesM9hHdQPQ/4u8V/M9yd+XHO7fB/rdN+yHlm4eXiHn/at3gnnY/jfYveBW+ssTWRz/V7yIwEXqxL2anGeb38L8C7R8EGvCG1XqfK6xah2v9j59zDzrlhzrnL8HoQjMfb59yI1xi1CO9YFq+g+52dnNc75Z/Ai2bWrabl/Wx/AvwR74NtH+B0M7u5rnVIRcpQbMpQfPxz60/wGq1b4+2/OwJ/qcv6nHOvOOdGOOfOxOsdW4w31OBDwLl4Q9XUppd4QjJkZl3xGr6fcM69EjEr3vOjH/nLrahL+SmusmfuY8659c65LcDf8c+Lo6h6DlT5e55/jvEb/xz6Rrz9zT/xelQeincO3Qyv8SFeCdsPxXAFXm+91XhDdLxE9H3wVejKgpicc1Occ3nOuWLn3At4X6jskSG/Z+Jf8RqVoq2nMX4OiymOfbA+y8cp3gxFed53eL15n/D/Tsb9UKUL8b6QGxcxrXIf/UfnXKFzbi7ecMA1vjZNkXOu3Dk3Ee+LtJuqW9a80QT+jDcE6ZaIdTTa8+kYoh2X86McrxJyHFNjeC2ZmeF9m9Udb6zw0irz++H1GL/XOfefBBV7I95YOfPxLi+Z7p8oz/P/DsS8uxFXvTPrzkeUp1wFvO03vlYnA29scPB27MMiyhyA923pkijPa8qGA+Odc9OdcxXOuWl4Q86cEmP5uXjfllWKukPwT7TMOfcJuzJU2XtmaNBKm9kV1WUo4vK8qvWtjWhDxehEPopa7IeWABlmtk/EtGFEH1blLuBfzrmN7MrQNrwPWoMSUOd/VpOf6oabitzP4Jx70zk3xDnXGfgDXm+aaVWe8yNgkqv7Zaopxzk31zl3gnOus3PudGAAXq+jaOL6PzZvKLEb8RoBh+BdXluK934kYr/Tt4b9zhUxnpqG12OldxzFDADKnXMvOufKnHNr0Il7VMpQTMpQfDrhXXX0uN+AkI03HmSg18m/PPhPeF/Q7AOsds5tJ0EZ8suoLkN3RizXEa8h/H3n3P1VVhPv+dGVaHiLqJxzW/HOSWo8L/bt9tnE/32j2zV0DQDmDVdzNF7PzIOAGf45dKL2Q8fVkKHj4lmP34HhHOdcV+fcEXiNmbvtg80bLmgk6gxQG47dh5+ptA/eOeYEM9uA14jc0x/+oX/kgo3oc1h1atoHLwCG+m0hlYZS9yFhm5JYGYpmt881lZJlPxQhWmNl5Wf5ePfR4omaiUr+/uVfwLnOuXkxlmms59NVRTsu77aPSeRxTI3htfckXi+Nc51zu40NZt7YWmPwDiL/rGlFZpZhZi3wLoFIN7MWZpZRZZlueDdqutuftAI40cza4H0juNxf7nkze74uG+Sc+5Nzrk2sR5X6tMT7Vun5KtP3M7MzzayleWNi/hBvzKLKbwNfBs71d7St8f4R33bONblvk2t436fhje003F/2YLyhLGKNGf5v4BozG2BmrfC+2fuwSnkt8C6xGuVPWgGMNLNmwDHsytDdZja2LtvknHu5ugw551b5i74EHGlmp5g3tuMovPHRFsXx2ozHu1HL//nLHYM3ftqndalzMqvudarNfsh5PRzfBv5oZq391/R8vCtfIss7AO+g86Q/aQXeGHbd8T4MrPKXG2tmd9dlm5xzP6kmPwf6608zsx+bWUfzHI63f/wyoq6HmDfefle8E8b3nddjPNKVVNmHNXVmNtTPUSszuwPvEvPnYyxe7f9xhL/jXT67Ay8zh/nHrpHs2u+MNLM6nQg751bVsN952S/jVDM72M9FO79eW9m130nz/58yvT+thb9/BO8LIzNvPMc0M+uBN8xCrH1yk6UMKUNB+D2ZVgA3+ce4DngfpmO+Tv5r3tz/s7n/d1W/wxtObB3esWpf/9h1Irsy1N/MnFVpwKpF3avL0J/8Mtrhna9Mcl4v0apq/J8ws6PxvoB5oy71bCL+DfzMzLqZ9+XDz6lyXhzhReA6MzvAz9vv2PPzjeFdbXarc64CL6PH+v/fJ7ArQ1ebWVZdKuycm1BDhnZe3Vdd5s1sfzNra2bN/M9hp+HtqyL9CPjaefdukirMrIOZnV55Xm1eA87xRL93wXy8K32G+4/rgY3+76sj1tloPof5584t8HoT429nc38dNe2Dx+INYXCrmTU3s8qr48fUpc6pqpYZwsyuN/8qM//z1v8R8bnGn540+yF//l54x9jdvrj19zsTgN/6Gdof714esfbRTY5/7Pq+mbXxzzlPxxv27csYy5+E1852kXMuVgcUaCTn0345kZlp5v+vVH5Z9CJwu5n1NrNeeB0Znq9SXOKOY64RjIeTLA+8cfoc3s2T8iMeV/jz/+DPj5yXH/H8O/HHFfP/vttfPvJxd5UyXyRiTF68g+4UvA9hf4+Y/iVwQ4x6jyRiDDN/WhZwSh1egx/g3cSw6rg9+/v1ysO7O/E04HtVlrkc74NIAd6QC53Cfk9DylG17zve0DtL/ddyOfCLiHlXAAuqrO8evPG2NuM1YnasMv+PeDc8rPy7PV7PpG1448+n+9OfJfa4iv39ekaOOz+Wut0p+0J/+7b76ziwFq/NgcBkP0MLq2asqTyqe53qsB/qBLzrv6ariHJ3abzhaI6I+HuY//pvYfd7AywjxrhveGOGT6wyzQGDarHdlZdw5vjbtcTfnsg720/0/3dy8G5A07rKOo7yt7Vt2O9jY3oAD+IdV/LxhtcZFDGvrz+9b8S0mP/H/vyTgI+qTBvtl/EN/riX7OqlH6teWUQcq/zsv1TLbbsE7wY0+Xj7yY+AoRHzR0b5fxpbZVum4e0zN+D1vmgV9nvW2B7KkDKUgAwN97OwFe/48jrQPWJ+PhH3wIjymrsq69vPf93TI6b90l/3QuAgf9pxfk6ijslJlfMdohzP4ti2q/w6FrD78bk2/xNPAf8J+31qzA+8L6SewPsssgF4FGjhz4u2H7odrwFzO15DevMq67sW+EfE3xl4V3Zsw/tyo50//ff49+yJUa/dznfwPtzHNV50lPVEzTxeY+tmP2MTgUOjPP9b4Lqw36fG+sAbU3cauz7PfkPEea2/r8iP8dyRVPm87U9vNJ/DItYT+ciKmD+c6vfBB+ONKV6IN/75wWG/Z43tUdsM+fudjf7/bRbeuVSLKutMmv2QP///gAkxntsb77NcPl47x4/Dfs8a08PPzzg/O9vxRoK4IWL+bscxvM/oZex+XvFxlXU2mvPpiPVUzVB/f57hDT+V4z/+yp7tjgk7jlXeEEGSmP+t4By8D2alNS0vEo2ZzQZOdlUuDxWJh98L4HXn3NFh10WSh5k9A7zhnGtyV3hIYihDEpSZ/Q7Y7Jx7Kuy6SHIys8/w7tFS9eoWkbjoc5gEpf2QBNEUz6fVGC4iIiIiIiIiIiIiKU9jhouIiIiIiIiIiIhIylNjuIiIiIiIiIiIiIikPDWGi4iIiIiIiIiIiEjKU2O4iIiIiIiIiIiIiKS8jLArkAwKSwnlLqNmYZQKYd5TtWUmIW11/corrgjlVe124eNhFMuyl38SSrm9OjRLyfwAbNxeGkqGDvnNR2EUS1p6ON/VrnrsvJTN0PaicPZDBcVlYRTLgMv/GUq5hR/dmrIZann6Q6FkaNVbo8IolrSQ3snOrTNSNkNjvs0OJUOlFRVhFBtauecM6Z6yGdr315+Gk6HS8jCK5bWfHRNKuYft3T4lMzTojo9D+6T75x8OC6XcX784O5Ryl//9rJTM0Jb8stAy9NmSDaGUe2ivTqGUO7hHq5TM0Pw1+aFlKMSmvlActFebmBlSz3ARERERERERERERSXlqDBcRERERERERERGRlKfGcBERERERERERERFJeQlrDDezLDPr4v+eH2OZn5jZlYkqU0REREREREREREQkHg16A03nXDh3sxIRERERERERERGRJq1OPcPN7F0zm2FmC8zsxlo8724zu8P/fayZPWxm081skZkdZmZvm9l3ZnZfTWWZ2XVmtsTMpprZv8zscX96VzN7y8ym+Y9j/OknmNls/zHLzNrWZdtFREREREREREREJPnUtWf4tc65HDNrCUwzs7fquJ4S59yhZnYb8B5wCJADLDOzh51z2THKag78HhgB5AFjgDn+Oh8BHnbOTTSzvsCnwP7AHcBPnXOTzKwNUFTHOouIiIiIiIiIiIhIkqlrY/itZvY9//c+wD51XM/7/s95wALn3HoAM1vurzc7Rlk9gHHOuRx/+TeAwf4ypwAHmFllGe38xu9JwN/N7GXgbefcmqqVMbMOQIeq09dt2kqHDntMFtlDrAyt2pCtDElcYmVo8cpNtFeGJA6xMrRyvfZDEp9YGWp+4h+xzJYNXh9JPrEy9N6UZbRp177B6yPJJ1aGBt76Jukt2jR4fSS5xMpP/5++rvxIXGJlaOnqzfpMJnGJlaFJ81fTrv0ek6WB1XqYFDMbidfgfJRzbhgwC2gRY9n7K4cmibG6Yv9nRcTvlX9n1KasCGnAkc654f6jt3Mu3zn3AHA90BKYZGb7RXnuKGBF1cfjj46uoUiRnUYRJUNPPPZImHWS5DKKKBl6+slHw6yTJJdRRMnQk49rPyRxG0WUDJWtnBBmnSS5jCJKht56UbcPkriNIkqGtk5/J8w6SfIYRZT8bJv5bohVkiQziigZeuoJfSaTuI0iSoZeevaJMOskvrr0DG8PbHXO7fAblI+MtaBz7rfAb+tauWrKmgaMNrOOeMOkXITXuxzgM+BnwIMAZjbcOTfbzAY65+YB88zsMGA/4Nsq5Y0Gnq9aiVtuHbUiwDZI0zKaKBm6+We3KUMSr9FEydCNN92qDEm8RhMlQzfdov2QxG00UTKU0e84ZUjiNZooGbroyp8oQxKv0UTJUMdDv6cMSTxGEyU/7UdcoPxIvEYTJUM/vlmfySRuo4mSoR9ed7My1AjUpTH8E+AnZrYIWAx8k9gq1VyWc26tmf0JmIo3xvi3wDb/ObcC/zCzuXjbNx74CTDKzE7E63W+APi4amHOuVwgt+r0wtKEbpOksFgZyiuuaPC6SHKKlaGN27UjkvjEytD2Iu2HJD6xMtTy9IcavC6SnGJlaMy32Q1eF0lOsTK0768/bfC6SPKJlZ9Bd+zRBCASVawMbckva/C6SHKKlaH5a/IbvC6yp1o3hjvnioEzo8zqH7FM1IG4nHN3R/w+MuL3scDYaPNilAXwX+fc02aWAbwDvOs/dwtwWZSyfxZjPSIiIiIiIiIiIiKS4mo9Zngjcrc/Fvl8vLF33g21NiIiIiIiIiIiIiLSaNVlmJRGwTl3R9h1EBEREREREREREZHkkMw9w0VERERERERERERE4qLGcBERERERERERERFJeWoMFxEREREREREREZGUZ865sOvQ6BWVEcqLFNZbYxZOuQAtMgix9PpTWBpOhsoqKsIolvS0cN7GVplhprd+7SgNZ49QXhHOjshC2hW0aZ66GQprP+TCKTa0Y2jrZqmbobyicHYIGenh9N0IK7upfCxbm1sSyouaHtJLWlIeznlY307NUzZDYe2HQjodIjM9pHPqFD2W5RWH9U6GJ6zzoXYtQvpAWM/COp+G8D6XhfVOpup+aFthePuhsM5tw/ps375l7PSqZ7iIiIiIiIiIiIiIpDw1houIiIiIiIiIiIhIylNjuIiIiIiIiIiIiIikvFAaw83sPDP7TR2e93V91EdEREREREREREREUltGGIU6594H3q/D846uh+qIiIiIiIiIiIiISIoL1DPczG43s/n+Y5SZ9Tezb83seTNbYmYvm9kpZjbJzL4zs8P9511tZo/7v1/iP3+OmY33px1oZlPNbLaZzTWzffzp+f5PM7MH/efNM7PL/OkjzWysmb3p1+NlM+8OtGb2gJkt9Nf3UJDtFhEREREREREREZHkUuee4WZ2CHANcARgwBRgHDAIuAS4FpgGXA4cC5wH3AlcUGVVdwGnO+fWmlkHf9pPgEeccy+bWTMgvcpzLgSGA8OALsC0yoZ04GDgQGAdMAk4xswWAd8D9nPOuYhyqm5TB2CPees3b6VDh6hPEdlNrAyt26QMSXxiZWjtphxlSOKi/ZAEFStDq9ZnK0MSl1gZWpC1kfbt95gssgfthySImPnZoPxIfHQ+LUHFylDWOu2HGoMgPcOPBd5xzhU45/KBt4HjgBXOuXnOuQpgAfClc84B84D+UdYzCXjezG5gV6P3ZOBOM/s10M85Vxil7Fecc+XOuY14jfCH+fOmOufW+OXP9svcBhQBz5rZhcCOGNs0ClhR9fH4o6Pje0VElCEJbhRRMvQPZUjiNwrthySYUUTJ0BOPPxJmnSS5jCJKhp558rEw6yTJZRTaD0ndjSJafh5TfiRuo9D5tAQziigZelLHsUbBvHbqOjzR7Dags3PuLv/ve4HNwI3OuSH+tOeBD51zb5pZf//3IWZ2NXCoc+4Wf7kjgLOBK4FDnHPZZjbQn/Yz4MfOuTFmlu+ca2NmDwPznHPP+c//D/AGsB24wzl3jj/9cWC6c+55M2sOnAxcDPR3zp0UZZs6EL1n+Iowvrmp41sTmDewTDhaZBBi6cFV8w1yKBkqq6ho8DIB0tPCeRtbZYaZ3sSopmd4KBkqrwhnR2Qh7QraNE/dDIW1H3KEk6GwjqGtm6Vuhlatzw4lQxnpodzvPbTspvKxbEHWxhVh9AxPD+klLSkP5zysb6fmKZuhsPZDIZ0OkZke0jl1kh/LqukZHkp+whTW+VC7FiF9IEyQxnY+DeF9LgvrnUzV/VDWuvD2Q2Gd24b12b59y9jpDXIDzQl4PbofwBsm5XvAj4Aba7MSMxvonJsCTDGzM4E+ZtYeWO6ce9TM+gJDgTFVyv6xmb0AdAKOB34J7BejjDZAK+fc/8xsErA82nLOuVwgt+r0orLabJE0ZbEyVFja4FWRJBUrQztKQzqTlaSj/ZAEFStDeUXhNOxJ8omVobW5JQ1eF0lO2g9JEDHzU6z8SHx0Pi1BxcrQtkLthxqDOjeGO+dm+j2/p/qTngG21mFVD/o3yDTgS2AO8GvgR2ZWCmwA/lTlOe8AR/nLOuBXzrkNZha1MRxoC7xnZi38cm6vQz1FREREREREREREJEnVeZiUpqSoLJxrCTRMSuooLA0nQxomJXXsKA1nj6BhUlJHWPshDZOSOvKKwtkhaJiU1LE2tySUF1XDpKSOsPZDGiYlNeQVh/VOhkfDpCRWWOfToGFSUsW2wvD2QxomZZdwPl2IiIiIiIiIiIiIiDQgNYaLiIiIiIiIiIiISMpTY7iIiIiIiIiIiIiIpDw1houIiIiIiIiIiIhIyssIuwLJoKndyFL3VJXAlKGUEdbNLiTxwrphSljCuskQqfw/E9p5SdPKbioL6wbbLTJD6v9TGk6xKS2k/VBYN5Brerd7TF1pIX24L9cxNKHCPJ8uKi0Ppdywjt2tmqWHUm59+3LJxtDKztpWGEq5uYXhZPePp+8Tc556houIiIiIiIiIiIhIylNjuIiIiIiIiIiIiIikPDWGi4iIiIiIiIiIiEjKq3VjuJn1N7P5tVh+rJkdWttyoqznUDN7NOh6/HXVahtEREREREREREREJLklzQ00nXPTgenxLm9mGc65snqskoiIiIiIiIiIiIgkiboOk5JhZi+b2SIze9PMWpnZIWY2zsxmmNmnZtYzYvlLzGyqmS0xs+NgZ+/sCWY2038c7U9/1czOrnyimT1vZheb2Ugz+9Cf1snM3jWzuWb2jZkN9affbWb/MbNJwH9ilSEiIiIiIiIiIiIiTUtdG8P3BZ5wzu0PbAd+CjwGXOycOwR4Drg/YvkM59zhwCjgD/60TcCpzrkRwGVA5RAorwGXAphZM+Bk4KMq5d8DzHLODQXuBF6MmHcAcIpz7gfVlCEiIiIiIiIiIiIiTUhdh0lZ7Zyb5P/+El6D9BDgczMDSAfWRyz/tv9zBtDf/z0TeNzMhgPlwGB/+sfAI2bWHDgDGO+cK/TXW+lY4CIA59wYM+tsZu38ee875wprKCMqM+sAdKg6fd2mrXTosMdkkT0oQxJUrAyt3ZSjDElclCEJKlaGVm3IVoYkLrEy9O3KTbRXhiQO2g9JEMqPBKXzaQkqVoZeHL+I1u3aN3h9ZHd17RnuqvydByxwzg33Hwc5506LmF/s/yxnVwP8z4GNwDDgUKAZgHOuCBgLnI7Xm/u1WtatIOL3qGVUYxSwourj8UdH17IK0oSNQhmSYEYRJUP/UIYkfqNQhiSYUUTJ0BOPPRJmnSS5jCJKhv71pC7SlLiNQvshqbtRKD8SzCh0Pi3BjCJKhj58+V9h1kl85lzVdu0anmDWH+9NPNo5N9nMngG+A24AfuRPywQGO+cWmNlY4A7n3HQz6wJMd871N7OHgTXOub+Z2TXAc84588s4G7gerwF7oHOuxMxG+us5x8weBTY75+71pz/snDvYzO4G8p1zD/nriVqGvw0fOueGVNm2DkTv1bsijG//du8M33BqGYmEaplJSFudGI0tQ2UVFQ1eJkB6SOFt1Sys/5rEqaYXQigZCilCoWnTXBlKFWXl4RzM2rVIS9kMrdqQHUqGwjqmhCWVj2Xfrty0Ioye4S0y69r/J5ii0nAOoj3aZaZshsLaD4XFQvpolOznQ40xP2khvaTlFTofqovGeD69o7g8lHLTQ3orO7ZKT8kMvTh+0YqweoZnbSuseaF6kFsYTnb/ePo+MTNU12FSFgM/NbPngIV444V/CjxqZu399Y4GFlSzjieAt8zsSuATdu/R/RnwH+A951xJlOfeDTxnZnOBHcBVdShjD865XCC36vTC0uqeJbKLMiRBxcrQjtIQv6WSpKIMSVCxMpRX3MS+HZM6i5WhDdt1QiTx0X5IglB+JCidT0tQsTL09pz1eywrDa/WPcObosLSPYaFaRDqGZ46wsqQeoanjh2l4fxnqmd46ggrQ2FRz/DEyysOp3uZeoanjg3bw2lFUM/w1BHWfigs6hmeWGHmRz3DU0OY59PqGZ4a3p6zPrQMqWf4LuGcGYqIiIiIiIiIiIiINCA1houIiIiIiIiIiIhIylNjuIiIiIiIiIiIiIikPDWGi4iIiIiIiIiIiEjKU2O4iIiIiIiIiIiIiKS8jLArkAzCupd2WPcpdoR5k/aUvGEwLqQ3M6y7h4f3NVtq5gfC2x+UlleEUm5Y+11ID6vgelcRzlsZmoqw/mlSWNM7poQldY9l63IKQym3d6eWoZRbVFIeSrmQGVK59a+4NJyDWXpaOP+XIRVLqu6HysrDOzcwC6fs0tC2OTUP3mGeT3+6eEMo5Z4woFso5XZslZqfy04e3D20svX5aJfU3EOJiIiIiIiIiIiIiERQY7iIiIiIiIiIiIiIpLykagw3sw5mdnMdn5tlZl0SXScRERERERERERERafySqjEc6ADUqTFcRERERERERERERJquZGsMfwAYaGazzexhM/vSzGaa2TwzOx/AzFqb2UdmNsfM5pvZZZErMLOWZvaxmd0QyhaIiIiIiIiIiIiISIPLCLsCtfQbYIhzbriZZQCtnHPb/eFPvjGz94EzgHXOubMBzKx9xPPbAK8CLzrnXmzoyouIiIiIiIiIiIhIOJKtMTySAX8ys+OBCqA30B2YB/zNzP4CfOicmxDxnPeAvzrnXo66QrMOeEOx7Gb95q106LDHZJE9xMrQ2o05ypDEJVaG1ihDEqdYGVq9QRmS+MTKUNa6LbRXhiQOsTI0ds5K2rbbY7LIHmJlaOnqzdoPSY1i5WfFWh3HJD46n5agYp9PZytDjUCyDZMS6QqgK3CIc244sBFo4ZxbAozAaxS/z8zuinjOJOAMM7MY6xwFrKj6ePzR0fVRf0lNo4iSoX88NjrEKkmSGYUyJMGMIkqGnlCGJH6jiJKhJx9/JMw6SXIZRZQM/fe5J8OskySXUUTJ0FNPPBpmnSR5jCLacewfOo5J3Eah82kJZhQ6n260zDkXdh3iZmadgZnOuX5mdhswyDn3MzM7ERgD7A2UADnOuSIzOwe43jl3gZllAYcCdwEZzrk9bsRZTc/wFWF8cxPWW+MILxOtMmN+UZEUqukZHkqGSsorGrxMgPS0cN7Gts1DKjiBqukZHk6GysLJUFh7gg4t01M2Q6s3hJOhsJRVhJPdVM5Q1rotK8LoURfWMSUsqXwsGztn5Yoweob37tSywcsEKCwpD6Xc/l1apGyGlq7e3KT2Q2khnRC1b5nc+6FqeoaHkh8I79y2tDycz/Zd22SkZIbCPJ9+b/7aUMo9YUC3UMrdq2OzlMxQ1rrs0DJUkUTtv4nQsVXsz2VJNUyKcy7bzCaZ2XxgGrCfmc0DpgPf+osdBDxoZhVAKXBTldXcBjxnZn91zv2qyvpzgdyq5RaVJXQzJIXFytCOkqa105G6i5WhAmVI4hQrQ/nFypDEJ1aGcgvDadiT5BMrQzOztjd4XSQ5xcrQlnx9MJOaxcrP1h06jkl8dD4tQcXK0LbCcDrsyO6SqjEcwDl3eQ2LZAGfRnle/4g/r0lglURERERERERERESkkUvmMcNFREREREREREREROKixnARERERERERERERSXlqDBcRERERERERERGRlKfGcBERERERERERERFJeWoMFxEREREREREREZGUZ865sOuQssysAzAKGO2cy1W5UltN7b1UhhKvqb2XylDiNbX3UhlKvKb2XipDidfU3ktlKPGa2nupDCVeU3svlaHEa2rvpTKUWGG+nqmYITWG1yMz6w+sAPZ2zmWpXKmtpvZeKkOJ19TeS2Uo8Zrae6kMJV5Tey+VocRrau+lMpR4Te29VIYSr6m9l8pQ4jW191IZSqwwX89UzJCGSRERERERERERERGRlKfGcBERERERERERERFJeWoMFxEREREREREREZGUp8ZwEREREREREREREUl5agyvX7nAPf5PlSt1kUvTei/DKjeV5dK03suwyk1luTSt9zKsclNZLk3rvQyr3FSWS9N6L8MqN5Xl0rTey7DKTWW5NK33MqxyU1kuTeu9DKvcVJVLeK9nWGXXW7nmnEv0OkVEREREREREREREGhX1DBcRERERERERERGRlKfGcBERERERERERERFJeWoMFxEREREREREREZGUp8bwBDOzdDP7edj1ADCzeSGVu18Y5aYKZUgZCkoZUoaCUoaUoaCUIWUoKGVIGQpKGVKGglKGlKGglCFlKIjGlB9IrQzpBpr1wMymOucOb6CyLow1C/inc65rQ9Rjt4LNVjnn+jZ0ualEGVKGglKGlKGglCFlKChlSBkKShlShoJShpShoJQhZSgoZUgZCqIh8+OX1yQylJHIlclOk8zsceA1oKByonNuZj2U9RrwMhDtW40W9VAeAGb2aKxZQIf6KrcJUYYkKGVIglKGJChlSIJShiQoZUiCUoYkKGVIgmjI/EATyZB6htcDM/sqymTnnDupHsqaAVzlnJsfZd5q51yfRJfprzsP+AVQHGX235xzXeqj3KZCGVKGglKGlKGglCFlKChlSBkKShlShoJShpShoJQhZSgoZUgZCqIh8+OX1yQypJ7h9cA5d2IDFjcK2B5j3vfqsdxpwHzn3NdVZ5jZ3fVYbpOgDClDQSlDylBQypAyFJQypAwFpQwpQ0EpQ8pQUMqQMhSUMqQMBdHA+YEmkiH1DK8nZnY2cCARlxE45/4YXo0Sy8w6AUXOuR1h1yVVKUMSlDIkQSlDEpQyJEEpQxKUMiRBKUMSlDIkQaR6fqDhM6Se4fXAzP4JtAJOBJ4BLgamhlqpBHPO5YRdh1SmDElQypAEpQxJUMqQBKUMSVDKkASlDElQypAE0RTyAw2fobSGLKwJOdo5dyWw1Tl3D3AUMDjkOtUb87xrZvuHXZcUogxJUMqQBKUMSVDKkASlDElQypAEpQxJUMqQBNGk8gMNkyE1htePQv/nDjPrBZQCPUOsT307DTgMuD7siqQQZUiCUoYkKGVIglKGJChlSIJShiQoZUiCUoYkiKaWH2iADGmYlPrxoZl1AB4EZgIO73KGhDOz26ub75z7e32UW8V1eCF9xMx+7Zwra4AyU50yJEEpQxKUMiRBKUMSlDIkQSlDEpQyJEEpQxJEg+UHmk6GdAPNemZmzYEWzrlt9bT+P1Q337+Mot6YWRdgnHPuQDN7AhjjnHuzPstsapQhCUoZkqCUIQlKGZKglCEJShmSoJQhCUoZkiDqOz9+GU0iQ2oMTyAzO8k5N8bMLow23zn3dkPXqb6Z2c+B1s65+8zsMOBe59wZYdcrWSlDylBQypAyFJQypAwFpQwpQ0EpQ8pQUMqQMhSUMqQMBaUMKUNBNMX8QMNlSMOkJNYJwBjg3CjzHFBvYTWzwcCTQHfn3BAzGwqc55y7r77K9F0LnAHgnJtmZj3NrI9zbnU9l5uqlCFlKChlSBkKShlShoJShpShoJQhZSgoZUgZCkoZUoaCUoaUoSBCyw+kfobUMzxFmNk44JfAU865g/1p851zQ+qxzA7AZc65pyKmnQpscc7Nqq9ypX4oQxKUMiRBKUMSlDIkQSlDEpQyJEEpQxKUMiRBpXqG1DM8gSzcgeZbOeemmlnktHq9UYFzLhd4qsq0z+uzzFSnDClDQSlDylBQypAyFJQypAwFpQwpQ0EpQ8pQUMqQMhSUMqQMBRFyfiDFM6TG8MRqG2LZW8xsIN7lEpjZxcD6EOsjdaMMSVDKkASlDElQypAEpQxJUMqQBKUMSVDKkAQRZn4gxTOkYVJShJkNAJ4Gjga2AiuAK5xzK0OtmCQNZUiCUoYkKGVIglKGJChlSIJShiQoZUiCUoYkqFTPkBrDE8jMfuWc+6uZPYb/7Ukk59yt9Vh2unOu3MxaA2nOubz6KkvqjzIkQSlDEpQyJEEpQxKUMiRBKUMSlDIkQSlDEkSY+fHLT+kMaZiUxFrk/5weQtkrzOwT4DW8O87Wq0YwflGqUoZ8ylCdKUM+ZajOlCGfMlRnypBPGaozZcinDNWZMuRThupMGfIpQ3WmDPmUoToJMz+Q4hlSz/AUYWatgHOA7wMjgA+BV51zE+upvD9UN985d099lCv1RxmSoJQhCUoZkqCUIQlKGZKglCEJShmSoJQhCSrVM6TG8HpgZocCvwX6EdH73jk3tIHK7wg8gjeeT3pDlCmJpQxJUMqQBKUMSVDKkASlDElQypAEpQxJUMqQBBF2fvw6pFyGNExK/XgZ+CUwD6hoqELN7ATgMuAMvEspLm2AMgcDTwLdnXNDzGwocJ5z7r76LjvFKUPKUFDKkDIUlDKkDAWlDClDQSlDylBQypAyFJQypAwFpQwpQ0GEkh9I7QypZ3g9MLOJzrljG7jMLGAW8DrwvnOuoIHKHYf3j/mUc+5gf9p859yQhig/VSlDylBQypAyFJQypAwFpQwpQ0EpQ8pQUMqQMhSUMqQMBaUMKUNBhJEfv9wsUjhD6hleP/5gZs8AXwLFlROdc2/XY5lDnXPb63H9sbRyzk01s8hpZSHUI9UoQxKUMiRBKUMSlDIkQSlDEpQyJEEpQxKUMiRBhJEfSPEMqTG8flwD7AdksusyBgfUZ1jbmdkLwDH+3xOA25xza+qxTIAtZjYQb/sws4uB9fVcZlOgDElQypAEpQxJUMqQBKUMSVDKkASlDElQypAEEUZ+IMUzpGFS6oGZLXbO7dvAZX4O/Bf4jz/ph3iD259az+UOAJ4Gjga2Aiv8clfWZ7mpThlShoJShpShoJQhZSgoZUgZCkoZUoaCUoaUoaCUIWUoKGVIGQoijPz45aZ0htQYXg/M7N/Ag865hQ1Y5mzn3PCaptVDuenOuXIzaw2kOefy6rO8pkIZkqCUIQlKGZKglCEJShmSoJQhCUoZkqCUIQkijPz45aZ0htLqY6XCkcBsM1tsZnPNbJ6Zza3nMrPN7Idmlu4/fghk13OZACvM7Gm8bc5vgPKaCmVIglKGJChlSIJShiQoZUiCUoYkKGVIglKGJIgw8gMpniH1DK8HZtYv2vT6vDTEL/Mx4Ci8sXW+Bm51zq2qrzL9clsB5wDfB0YAHwKvOucm1me5qU4ZUoaCUoaUoaCUIWUoKGVIGQpKGVKGglKGlKGglCFlKChlSBkKIoz8RJSbshlSY3g9MrNuQIvKv+s7NGEzs47AI3jj+aSHXZ9UoAxJUMqQBKUMSVDKkASlDElQypAEpQxJUMqQBNHU8gP1m6GMRK5MPGZ2HvA3oBewCegHLAIOrIey7qpmtnPO3ZvoMqPU4QTgMuAMYDpwaX2XmeqUIWUoKGVIGQpKGVKGglKGlKGglCFlKChlSBkKShlShoJShpShIBoyP355TSJD6hleD8xsDnAS8IVz7mAzOxH4oXPuunoo6xdRJrcGrgM6O+faJLrMKuVnAbOA14H3nXMF9VleU6EMSVDKkASlDElQypAEpQxJUMqQBKUMSVDKkATRkPnxy2sSGVJjeD0ws+nOuUP90B7snKswsznOuWH1XG5b4Da8kL4O/M05t6mey2znnNten2U0RcqQBKUMSVDKkASlDElQypAEpQxJUMqQBKUMSRBh5ccvO2UzlFbfBTRRuWbWBhgPvGxmjwD19o2YmXUys/uAuXhD34xwzv26vkPqa2dm75jZJv/xlpnt1QDlpjplSIJShiQoZUiCUoYkKGVIglKGJChlSIJShiSIBs0PNI0MqTE8gcysr//r+cAO4OfAJ8Ay4Nx6KvNBYBqQBxzknLvbObe1PsqK4d/A+3jjF/UCPvCnSR0oQ8pQUMqQMhSUMqQMBaUMKUNBKUPKUFDKkDIUlDKkDAWlDClDQYSRH7/cJpEhDZOSQGY20zk3wv/9LefcRQ1QZgVQDJQBkW+m4Q1u366ey5/tnBte0zSJjzIUe5rERxmKPU3iowzFnibxUYZiT5P4KEOxp0l8lKHY0yQ+ylDsaRIfZSj2NKlZGPnxy2oSGcpI5MoEi/h9QEMU6JwLu3d/tpn9EHjF//sHQHaI9Ul2ypAyFJQypAwFpQwpQ0EpQ8pQUMqQMhSUMqQMBaUMKUNBKUPKUBANnh9oOhkKeyNTjYvxeyq7FrgU2ACsBy4Grgm1RslNGVKGglKGlKGglCFlKChlSBkKShlShoJShpShoJQhZSgoZUgZCqIp5gcaKEMaJiWBzKwcbyB7A1rijesDDXQ5gSQ/ZUiCUoYkKGVIglKGJChlSIJShiQoZUiCUoYkCOWnfqkxXOrEzO6qZrZzzt3bYJWRpKQMSVDKkASlDElQypAEpQxJUMqQBKUMSVDKkATV0BlSY7jUiZn9Isrk1sB1QGfnXJsGrpIkGWVIglKGJChlSIJShiQoZUiCUoYkKGVIglKGJKiGzpAawyUwM2sL3IYX0teBvznnNoVbK0kmypAEpQxJUMqQBKUMSVDKkASlDElQypAEpQxJUA2RoYxErkyaFjPrBNwOXAG8AIxwzm0Nt1aSTJQhCUoZkqCUIQlKGZKglCEJShmSoJQhCUoZkqAaMkNqDJc6MbMHgQuBp4GDnHP5IVdJkowyJEEpQxKUMiRBKUMSlDIkQSlDEpQyJEEpQxJUQ2dIw6RInZhZBVAMlAGRIdKdbSUuypAEpQxJUMqQBKUMSVDKkASlDElQypAEpQxJUA2dITWGi4iIiIiIiIiIiEjKSwu7AiIiIiIiIiIiIiIi9U2N4SIiIiIiIiIiIiKS8tQYLiIiIiIiIiIiIiIpT43hIiIiIiIiIiIiIpLy1BguIiIiIiIiIiIiIilPjeEiIiIiIiIiIiIikvLUGC4iIiIiIiIiIiIiKU+N4SIiIiIiIiIiIiKS8tQYLiIiIiIiIiIiIiIpT43hIiIiIiIiIiIiIpLy1BguIiIiIiIiIiIiIilPjeEiIiIiIiIiIiIikvLUGC4iIiIiIiIiIiIiKU+N4SIiIiIiIiIiIiKS8tQYLiIiIiIiIiIiIiIpT43hIiIiIiIiIiIiIpLy1BguIiIiIiIiIiIiIilPjeEiIiIiIiIiIiIikvLUGC4iIiIiIiIiIiIiKU+N4SIiIiIiIiIiIiKS8tQYLiIiIiIiIiIiIiIpT43hIiIiIiIiIiIiIpLy1BguIiIiIiIiIiIiIilPjeEiIiIiIiIiIiIikvLUGC4iIiIiIiIiIiIiKU+N4SIiIiIiIiIiIiKS8tQYLiIiIiIiIiIiIiIpT43hIiIiIiIiIiIiIpLy1BguIiIiIiIiIiIiIilPjeEiIiIiIiIiIiIikvLUGC4iIiIiIiIiIiIiKU+N4SIiIiIiIiIiIiKS8tQYLiIiIiIiIiIiIiIpT43hNTCzDDPrb2YZYddFkpMyJEEpQxKUMiRBKUMSlDIkQSlDEoTyI0EpQxKUMtR46A2o2V7AihUrVlS7UF5eXo0ratu2beDKfG/WdwC8c/A+gdcVj4bargiWyJU1EspQDRKYoVTMDyhDNS6jDNVIGaqBMlQjZagGylCNlKEaKEM1UoZqoAxVK678gDKUIE02Q/G8zqAMxUEZqkaiXuemmqFQeoabWZqZ9azD884ws8VmttTMfhNlfnMze82fP8XM+vvTTzWzGWY2z/95UgI2Q0REopiwcAP73/wGt/1rMjn5xWFXR0REREREREQEaODGcDPrYGb/BYqApf6088zsvjiemw78AzgTOAD4gZkdUGWx64CtzrlBwMPAX/zpW4BznXMHAVcB/0nE9oiIJJN5K3NZun57vZfzxP8WsnpLAc9+vphb/vl1vZe3o7iM+au21ns5IiIiIiIiIpLcGrpn+D+BbUA/oMSfNhm4LI7nHg4sdc4td86VAK8C51dZ5nzgBf/3N4GTzcycc7Occ+v86QuAlmbWPMB2iIgklUnfbuLM+8Zw0u8+Iq+wtN7KKS4t56u563b+/ems1RQU1V955RWOyx+exJF3vMdns9bUWzkiIiIiIiIikvwaeszwk4FezrlSM3MAzrnNZtYtjuf2BlZH/L0GOCLWMs65MjPbBnTG6xle6SJgpnNuj2v3zawD0KHK5L3iqFuDuXNAr7CrINVQhiSo+sjQlrxibnxyCuUVjpy8Yp77fDG3nTekzuurLkNfL9pIflEZB/TpQKvmGUxfuoVx8zdw1qF96lxedZ78ZAlTvvN28fe8OpNThvUmLS0Vh5eLn/ZDEpQyJEEpQxKUMiRBJEN+QBlqzJQhCUoZatwaujF8G9AFWF85wcz6Rv5dn8zsQLyhU06Lscgo4A8NUZe6Oqx967CrINUbhTIkwYwiwRn6at4GcvJL6NquOZu3F/PYRwv4yZn70zwzvU7rqy5Dn/q9s88YsRct/cbwj2eurpfG8IoKx+MfLwagfatM5qzI4aPpqzj38H4JLyvJjEL7IQlmFMqQBDMKZUiCGYUyJHU3ikaeH1CGGrlRKEMSzCiUoUaroYdJeQZ4y8xOBNLM7Ci8YU3+Gcdz1wKRrSl7+dOiLmNmGUB7INv/ey/gHeBK59yyGGWMBvau8jgujro1mGnbCpi2rSDsakhso1GGJJjRJDhD81flAnD1SQPZp1c7NmwtZOp3m+u8vuoyNGOZ10v7hCE9OXOEt8v+fFbVXXVirM4uYNuOUrq1b8EvLxwGwAdTV9VLWUlmNNoPSTCjUYYkmNEoQxLMaJQhqbvRNPL8gDLUyI1GGZJgRqMMNVoN3TP8L0Ah3o0wM4HngKeAR+J47jRgHzPbG6/R+/vA5VWWeR/vBpmTgYuBMc4551+e8BHwG+fcpFgFOOdygdzIaWaN63L7Py33xuJ95+B9Qq6JRKMMSVD1kaF5fmP4sH4dyCtyfLduOxMXbuC4A3rUaX3VZShrYz4Ag3q2o0+XNrRvlcma7ALW5RTQq1Niv3Wev2obAAf2ac/JQ3vxO2DCwg045xrd/11D0n5IglKGJChlSIJShiSIZMgPKEONmTIkQSlDjVuD9gx3nkeccwc451o75/Z3zo12zrk4nlsG3AJ8CiwCXnfOLTCzP5rZef5izwKdzWwpcDvwG3/6LcAg4C4zm+0/4hmnXEQkqVVUuJ09ww/q15FjDugOwKRFGxNeVmFJGeu37iAj3ejduTVpacaIgV0AmLF0Sw3Prr0Fq3MBOLBvBw7s25GOrZuxeksBKzfnJ7wsEREREREREUl+DdoYbmYn+j27MbMeZvaCmf3bzOLqnuic+59zbrBzbqBz7n5/2l3Ouff934ucc5c45wY55w53zi33p9/nN74Pj3hsqq/tFBFpLFZuLiCvsIxu7VvQrX0LjtnfawyfsngTJWXlCS0ra5PXCN2vaxsy0r3DyyGDugL10xi+cLXfM3yv9qSlGcf4Pd0nLNiQ8LJEREREREREJPk19JjhTwCVrS9/xxsqpQJ4uoHrISLSJFQOkXJQ3w4AdGvfksG921NYUs7MZdkJLStrYx4A/bu33Tnt0EFez/DpyxLfGL5zmJS+7QE4zu/1rsZwEREREREREYmmoRvDezvnVvk3tzwduBG4CTi6geshItIkLF67HYAD+rTfOe3o/bxG42kBbqIZzXK/MXzvKI3hM5duoaKixhGx4rY1v4S1OTto0SydAX55R9XTdomIiIiIiIhIamjoG2huN7PuwBBgoXMu38ya4fUQlzjcO6h32FWQJKcMNS1rc3YA0LfLrptXHjKwC89/uaTOQ5fEylDWxjxwjr4dWu2c1qNjK3p3bsXa7B18t34b+/buUKcyq1q5xbvj9YBubUhP825EMqRfR5plpPHd+u3kFhTToXXzhJQliaf9kASlDElQypAEpQxJUMqQBKUMSVBNNUMN3Rj+GDANaAaM8qcdA3zbwPVIWkPatqp5IZFqKENNy9psrzG8d+eWO6cdMqgzADPrOHRJrAyt2JjHAZuKmfrH8byypoBLbzmS9Iw0hu/dmbXZO5izIidhjeGV27VX5111aZaRzrC9OzHtuy3MWpbNiUN7JaQsSTzthyQoZUiCUoYkKGVIglKGJChlSIJqqhlq0GFSnHN/AU4BjnHOvepPXgtc35D1SGbjc/IYn5MXdjUkiSlDTcvanB2kVzjWf72OdStyAdh/r460bJbO8o155OQX13qdsTKUtXYbA3JKwcF7z87gw+dnAjBsb6/xfc6KxI1Rvs7v8d49PY1Vi3etd8RAb1iWGfUwRrkkjvZDEpQyJEEpQxKUMiRBKUMSlDIkQTXVDDX0mOE455Y455aZWZqZpQFLgQUNXY9k9fDKDTy8UjeHk7pThpoO5xzZGws4bkUBXz0/l0d/8TklxWVkZqTtbKCeVYdG42gZcs5Ruix3t2lfvbsI5xzD/bJmr8ip24ZEsTankJ7bS8l9dTH3X/8hKxZ544QfOqgroMbwxk77IQlKGZKglCEJShmSoJQhCUoZkqCaaoYatDHczEaY2WQzKwBK/UeZ/1NERBIoO6+YXpuLaVPi3bgye0MBH780B4ARA70G6kQ1GucVltI12+tlfu3vRtKhSys2rMxl6byNDB/QCfB6hjuXmJtorl2znYPXFuHKHRXljucfGIdzjkP8G3bWdTx0EREREREREUldDd0z/AXgK+BQYID/2Nv/KSIiCbQmp5COheUAnHzp/gB88O+ZlJWWc4g/nMjMZYkZumRtdsHOso4+Yx+OOWswABM/XEzPjq3o2r4FuQUlrNqcn5DyclZsIw3oNrADbTu2YPHM9cydvJpBPdrRrmUm63J2sGHrjoSUJSIiIiIiIiKpoaEbw/sBv3XOLXLOrYx8NHA9RERS3upN+XTwG6jPvnoYPfq1J39bEYtnredgvzF81vLE9KBeujSbdAcVLdJp074FR52xj7f+CVmY2c6hUmYtT0zje/EGr1F9v0N7MvJ7+wIw7YtlpKUZwwcktiwRERERkcbquzkbGPPWAhbPWtcg5ZWVljdIOSIi9aWhG8PfAU5r4DJFRJqkZd9uId1BWrtmtO3QgmHH9gFg+lcrGNSjHW1bZrI2ewcbc4P3oF6+xGtUz+jQAoABB3SjddvmbFqznU1rt+8co3x2AhqoS8oqyMwtAeDAg3sw/Li+AMwYu4KKCrfzJpozNW64iIiIiESY/Ol35G4pqPdyvp25jtcf/4bCgpJ6LWf10mzuuvJNnr57DH+89h02rN5Wr+VN+3IZ1x3zNE/f/SUV5RX1WpaISH3JaODyWgDvmNlEYLcR2p1zVzZwXZLSg/v2CbsKkuSUoaZjzWLvhpXt+rYDYPhxffj05fnM+Go5V/7qWIYP6MyEBRuYtTybM0a0inu90TK0LisXgNbdWgOQlp7GAYf1ZtqY5cyfsnrnGOWzVgRvDF+3ZQfti7weKQMP7Eq7Ti3p0rMtW9bnsWz+Rg72e4YnaggYSTzthyQoZUiCUoYkKGUoOf3375NY/PV2/vD8hZhZvZSR9e1m/vyT9yguLGPxrPX8+olzadZ8z6aXRGToyzfm4yoc6RlplJdV8OG/Z3L9XScGXm80m9dt55+//5LiwjLGvLWQ5i2bcdWvj6uXsiQ+2g9JUE01Qw3dM3wh8BdgErCsykPiMKhVCwa1ahF2NSSJKUNNx7aV2wHotY93A8sBfsPxprXbWbdiKyPq2GgcLUPZa72yOvdut3PagUfsBcD8b9bsbKCetTz4TTQXLtxEZgWUt0ynfedWmBmHjNwbgJljV+zqGb58S8Ju2CmJpf2QBKUMSVDKkASlDCWnzOYZfDtzHYum18+QIs45Hv3lJxQXlmFpxoKpa/joxVlRlw2aoeLCUiZ8sBiAn/75VMxg7LsL663n+9tPTaMgr5h9hvbA0ozPX5tL/raieilL4qP9kATVVDPUoI3hzrl7Yj0ash7J7LMt2/hsS/1e+iSpTRlqOkpyCgHov6/XEJ2WnsZBR3rf/M6bvHrnuOG1HU4kWoYKNnkn3b327rBzWmVZC6aspnenVnRu25ycvOLAN9FcutAfkqXrrt7sw4/tB8Dcb1bTv1sbOrVpzuZtRaxugMtgpfa0H5KglCEJShmSoJSh5HTqpUMAeOdf0+pl/csXbmJdVi4du7bm538/E4Cx7yyK2kEjaIZmjF1BQV4xA4d04+gzBjPihL0pK63gm8+W1nmdsVSUVzBj7AoAbvjDiRx0ZB/KSiv4+uMlCS9L4qf9kATVVDPU0D3DMbORZvacmX3q/6yfa3hS1JOrN/Hk6k1hV0OSmDLUdFhBKQCD9um4c9rOxvBvVnPoIK8xfNp3m2vVgzpahsq2er1C9t6ny85pvfbuSMeurdmWU8jaZVt39tgOemPLTWvzAGjTbVdj+P6H9iI9I43lCzZRsL2YQyK2TRof7YckKGVIglKGJChlKDkdf97+ZDZPZ97k1eRsDNZBI5qpX3gXvR928gAOHbk3Hbu1ZuPqbSyetX6PZYNmaPbElQAcebp34/ojTxsEwLQxy+u8zli+m7eR7TmFdOvdjj77dOaE8/cHYNx7ixJelsRP+6HUkZNfzNj565m6ZBNF9XyT2h3FZcxens30pZt5YlX9Z2jTtkKWrNtGXmFpvZZTUeGYvzKHsfPXs2Fr9fdFa9Axw83seuBPwDPAFKAv8IqZ/d4596+GrIuISCrbkV9CZqmj3GDggE47pw85ymsMXzhtDb07tKRr+xZs3lbEsg15DOrZLtbqqlVaUk7ajjIqgH333dUYbmYceMReTPxwMfOnrmH4gM58PnstM5dt4YIj+9d527Zt9Hp7d+rZZue0Fq2aMXhYDxbNWMeCqWs4fHBXPp+9lqlLNnPR0XvXuSwRERERSR2t2zVn+DH9mDZmOVO/XMYZlw9L2Lqdczsbww8/ZSBp6Wkcf+5+vPfsDMa9t4j9RvRKaFnzJq8GYOhR3s3kDz6+P2npxqLpa8nfVkSb9okb+mDGV14D+yEn7o2ZcdhJA2jZOpNl8zexYfU2evRpn7CyRJqSOSuyuf/12Xw8czWV/dO6VezgL6d154wfnJbQsjZs3cG9r83izUkrKCguA6DNeQMY0DETDt4noWWVV1Tw8thlPP7RAhauzgWgeZrj1mN7MOpHx5CWlrh7NpSUlfPUJ9/y+EcLWJvtNYKbc+S9cU3M5zR0z/BfAac65+50zj3lnPstcJo/XUREEmTpUu/mmcXN02gVccOeLj3a0qt/BwoLSlm+YBNH7NMVCNaDetOabRhQmGns1a3tbvOGHF45bvhqDvfLmrIkWG/tQn/4l159d2+8P8j/IDBv8q6y1DNcRERERCIdcarXg3rK54m9ddm6FVtZn5VL2w4t2P+Q3gAce86+AEwfs5zysoqElbVmaQ5bNxfQvnMr+g72hkRs074FBxzam4pyx8xxKxJWFsCs8V4v9Mr79DRrkcHBx/cHdjWUi0jtPPzePE6480P+N2M16eXlDMxdSbcdW9iU1oobP81h0dezE1bWV3PXMWLUO7ww5jsKisvolb+RrjuyKSeNpVtL+fC5dxNW1sbcHZxz72fc/M9JLFydS/PyErruyKa4wnhw/EYeeuT9hJW1aVshJ//uf/zfi9NYm72DToW5DMrNIt1V37u+oRvDO+PdRDPSYqBTlGVFRKSOli3zGsNp02yPeZWNxrMnruLwwd0AmLKk7pdGLV/ulVXaIn23hnfYdRPNhdPXcoh/E80ZS7dQUlb3S7/Kt5cA0H/vjrtNH3ZM5Xat5JBBXTCD2SuyKa7ny8xEREREJHmMGLk3GZlpfDtjLblbqr+UvjbmTFoFwLBj+pGe4TW17DWwEz36dSAvtyjqUCl1NXeyV9bQo/tgtquH5aEnDgBgxtishJW1dXMBq5dm07xlxm692yvLml4Pw7KIpLqH35vH71+eQVm547QN0/jb+Pv5W9nXjP/5oRyduZXS9EzufmJMrYYzjeWrueu48M9fsL2wlIMLVvLnSQ/y95Wv8OVlPeiSUY4jjV+8u4zykpLAZW3bUcI5937GhAUb6Nwcbpj3Ko9/9QeeLRvLnS2/A+DJOTtYszp4p7XtO0o48+5PmLU8m57pJYya9W/+NuUhXjmjI+9cP6Ta5zZ0Y/hE4O9m1grAzFoDDwJfN3A9RERS2pos7yYYzdo332Pe8OO8m03OmpDFYYO9HtRTA/TWXuE3hqdFaXjv2qsdPfq2pzC/hJwVuQzu3Z6i0nLmrMipU1mlJeWkF5VTAQwatPv3qHsf0I32nVqyZX0eeevy2W+vDpSUVTB7RbAxykVEREQkdbRq04yDjuqLcyS0B/WcSV7v6aF+Bw1g55AiANPGxN8TfevmArZlx26on/u13xh+VN/dpo/we27P/XolZQnqEDLvG284lv0P6U1GZvrO6cOP9Rr9v521nu1bCxNSlkhTMHnRRn7/8gzM4KZVX3Dk8mVsGnIFG8/+HZub9ecvvzyHzIoyxjfvxzcfjAtU1oatO7jm0fGUlldwTvEyLpz5JYW9TyD/6r+zte/RDB7Uk3TKWduiMx+8+FGgspxzXPfoeBatzmVQhwx+Nu7fdM9Lo+h7v6bLXY/zq3/dw2ElaylKb8ZfRn8QqCyA25/9hsVrtzGgDdwy7mnalHVk2w8fYl3fkxl+yEHVPrehG8N/AgwDtpnZRiDX//vHDVyPpPX4/v14fP9+YVdDkpgy1DRsjnKTyUoHHrYXzVpkkLVoMwPatSQj3Zi/ciu5BcVxrbtqhtaszAWgVaeWUZc/+HjvpHzG2BUcta/XE/2bxXXrib5xbR4GFGUaPTvtvm1pacawY716zRyfxZF+WRMXbqhTWVJ/tB+SoJSh1FOwajVf/+gavjrsGDZ++nm9llWSm8t1L/6Ly++/mzm/+wOuInFDF0RTUVbG5q/GUZJTty+C4+WcY8Gf/1qvZcguNe2HKsrKKM7WF/KN1a4G6vh6Na9ZtpWxb3/L+qzcqPNLispYNGMdsGcD9c6yvly+Wy/PWBma/Ml3/Oz05/n5OS+ydvme+42SojIWTl/rlXX07mV1692OPoM6U1hQyiJ/meo451i+YDOb1+XFXGae3wv9IP/eQ5VatW3OgYfvhatwzByXVWNZkng6H0pOd786E5zj4ux1rM8bzsyOZzNnczc+eH42f7n5A169fxqnt/G+YHrr8wWByvr5s9+wZXsRx5YV0vy7VkzpcgkzC/fn3RcX8OAtH9LrkVmcMSMLgGc/rTqQR+28PTmLT2auoTfG4ZOXMb39xczueCafTk3nTz9+n1HnvsQ1x3k33/1iczpl5XU///p4xmpenbCctgbHTZ7H5M5XMbvNyXzx+Wb+dc9X3HbWi9U+v0Ebw51z651zxwN7A+cCezvnTnDOrWvIeiSz3i2a0bvFnr0vReIVT4bWZhcE2jFJ+LZt8m4y2blHmz3mNWuRwRB/+JLFU9dw2KCuVDjHxIUb41p31QxtXrcdgA7dWkdd/tCT/Mbwr5bvbKCe/G3dGsOXLvU+VJa1zCAzY89D2Ah/7MJZ47M4YUhPAMbOS9wlqZIYOpZJUMpQatmxZi1fnnomaz/8H8UbNzLrhpvY8NHH9VJW6fY8xl94GYXPvwBffsGSf/yTla++Xi9lgbdtX511HjOuuo4JJ53O5jFj662s+X+8n4V//Vu9rT8V7MhayaYvv6IkNzfwuqrbD5Xt2MH4Cy7h/X0O5Osrr6Vwff1/MV+0YSNFm3WvlHiNOGFvzLz72hQWVD80QElxGaNHfcrLD33DHy5/l+lf7NmAvmjGWkqKyui/Xxc6dNm9w8agoT3o2LU1W9bnsWLhrvcoWoZWLdnCo7/6hLLSCnbkl/Lna1+naEfpHmWVFpfTf/+utO+8Z8eXESP7AzAjjgbqL15byJ9v+Ig7L36Llx+avMd85xzzv1kDwEFH9tlj/qEnVQ6Vktjx1yU+Oh9KTqs353NsTgmFG9tSltacIYd04/KfH833bjiUTt3bsPLbbFovb0ZahWNMTiYVZWV1KmfCwg18MHUV++aW0uG7MorT29CzVwvOu3YE514zgm6927F19iYyZ5bQorSMiRXdyF5Tt+PVjuIyfvPCNDoXlHHI4m1spxMt04oYecF+nHrZQXTv054t6/L4/JUN9N+2jdzMNoz9dFqdyiqvqOD3L8+gRWkFJy7OITujPxlpFRx7zr5cdNPhjDihPyVF1b9mDd0zHDPrAJxQ+fD/lji9u3Er727cGnY1pIEVlZbz1fwNTF8a/AS3pgz99e057HvTG+x9/as8/em3gcurjnOOqd9t4ZnPvmVHcd128BJdYU4RsOdNJiuNOMFroJ7y2VJOOKh2jcZVM7Rts3cJZ7fe0cva7+BetG7XnHVZuQxu493VfsKC9XX6wmXlslwA0tpFP+kbenRfMjLTWDxrHcO6ezfznPztJopKlK/GRMcyCUoZSh3lRUVM+uHVFG/aTJejj2LvH98AwNKHH03IOJmRnHNMv+12ts6azYILLmLTQ17D8dw//JGSbdsSWhZAeWEhE3/wI3KmzSCteXNKc7Yy59afU5YXuwdmXa1+5z2+Hf0YlpFR88JN1OpXXmP88Scz85ob+OzYk9j+7eJA66tuPzTt5lvZPOlrcI61H3zE2PMupHBDfJ0OaqssL4+pl13B2MOP4eMRR7D+8y/rpZxU06FLKwYP70lpSTmzJ6ysdtmxb3/Ltmzv3NoBr/z5K0qqfHaZ+oXXGFx5RWSktLRdQ6VM+WLpzunRMjTh3fk4B312zKdd6Sa2ZJfy2VNf7bbM7ImVY5Pv3iu80iH+ef70Mcur3Y8WF5by0XMzI7ZzMYtn7d5Pcem8jWzdXECnbq3ps0/nPdZxaOWwLJNXU1xYusd8qV86H0pO/beW0GFTCWmulB9e2I7fPX8Z5117CJfdehR/fu0yeu3dgYKtJRywuYD1LToz7fNval2Gc467Xp5Oz+2l7LPe23+duN82/vbx9Vz+82O44vZjeOi9K8i8aB+W9WvDUesLKE3P5P03x9Zpm579fDHbNuZzxNoiKiqMvoUL+OuLZ/OTe0/lut+N5G/vXcGx5+xLaXE5Q3PBnOPtz+fXqaxXxy9n6cqtHLOmkIryTDq7Tfz19Yu55c+nccnNR/Crx8/l5vtPqXYdDdoYbmYnAVnArcBhwM+ALDM7uSHrkcxeWLeFF9ZtCbsa0oDWZO/g6P/7lMsfnsRJv/0fT32yKND6qsvQG5OW88dXZwGwtaCEXzz3DeMX1E+vWuccP/7nFM5/YByjnvmGM+/+hI25GmsuESoqHBWVN5kc0DHqMkecOpD0jDTmTl7N4X28ZcbOj++9rpqhQn+MwL36doi6fHpG2s47z6+cspaBPdqytaCEGctqvy9bv8ZrrGjZOfqQLK3aNmfECXvjHHw7YRUH9u1IUWk5UwKMiS6Jp2OZBKUMpY45v/0DuXPm0rp/P47+z3Ps88uf07x7d/KXfMeWceMTWtayZ59nzbvvk9G2DTNvuIkvDj6CzkccTvGWbFa99mZCywKY9X+/Y9v8BbQZsDcjp0yg4+GHUbY9j1UvvZLQcvJXZDH9tl8AMPz+PyZ03amiLD+fJQ88BECLvXpTuHYtY848jw1jxlK2o243UIy1H8pfvoI1731AeutWnPDem7Q/8ADyly7js6NP4Jvrf8KCBx6kvDBx57wr//0iOZOnYJmZlOUXMOkHPyKrHq92SCWHnzwQgCmfL425TFlZBR//2/t8dGzBe7Qr3cj2wnTef/izncuUl1XsbAw/6vRB0cs61Str6hfLdjZQV82Qc47JH3nDFAzpsZ3jhnodRz757+ydz6kor9g59vjwY6IPjxGrJ3pV495dQkF+OZ2K17Df9gkAPPPr93ZrQP/mM++1OeK0QbvdqLNSp+5tGHhQd0qKypjjj2MuDUfnQ8lpQE4pOMcZPb/l7Luv3G1e+86t+OGvjgKg39YKWpRW8O4XtR8qZey89cxbuIlhfkP4wWVfc+0zt5KWtuv/uFnzDHLP2pv1J/SmdUEa7YrK+Xj66lqXtaO4jIffncuItYWklTt671jEFT/oRddhB+xcJiMznRvuOpHOPVpTsSONvrmljMvOoKKWQ9WVV1Tw0Ltz2X9TMS2LKmhbupmf/WY4vfbtvdtyx5+3f7Xraeie4Y8DNzrnjnDOXeqcOxK4AfhHA9dDJGn86a35rN9aSK+OLalwjl88N4XPZ69JeDnOOR54cw4Af7nqMH514VCcgxsfn0hhPfSqHTN/Ix9MX0vr5hn07tyKGcu2cNOTExPeC6wp2p5diFU4itONvj3bRl2mbYeWHHxcP1yFo2hxDq2aZ/DtmlzW5RTUqqyKCkdFntfwPmjQnr1FKp1wvncwGvvOQk4e6t2F/vPZNY9jWFX2unwAOnTf85LQSseesy8AEz9czEh/qJQxczUal4hIY7P67XdZ9tzzpDVrxlEvPEvzTp1Ia9aMftdeBXiNfImydfYc5vz2LgAOHf030lu2AINB11/jlfX6GwkrC2Dth/9jxQsvkda8OUc9/yzNOnViwM9uAiDrmeeoKI7vPh01KS8u5ptrb6QsL4/e557NwBuuTch6U83K5/9D6datdDhkBMd9+Qm9zjyd0txcJlx0Ge/2HcS4Cy5m26LEXBG5+p33AOh99ll0O/44jn/ndbqNPJ6SrVtZ/dY7LPzLQ4w587yEDNVSlpdH1r+eA+DQF59jv9tvw5WXM+2mn/HhkBFMueEmtkyp22XoTcERp3kN17MmZMXs1bx83iby88tpU5rN0deczImHeg1Jn7y2gPIyrxFnwdQ15OUW0WvvjlF7T4N388m2HVqwPiuXVUuijyW/ZmkOW3LKaVa+gyOvPIULHvopLcrzySlqydQ3vgZgzqRVbFmXR7fe7dh3RK+o64nsiT71y9jDl3z9rtcrc//yWZx/+4k0Ly9g9foy5k/4DvA+H1Z+UXDkadEb+WHXlwrffPpdzGVEZBcD9iv4mgsevyPql0z7DOvOiJH9MGf0zS1l/Mbat5H89e05DFtfREYF9Cr8lkvuPIfM9nteyZ2RmUZHf2inAdklfF3Qkory2t189+VxS2mVlUeHogpalm3jqIxvOOBXt++xXPOWmVz000MBGJRdTE5Ga6ZNrt045R9MXUXOdzn0yy0lzZVx5l7fse8VF9ZqHdDwjeG9gLeqTHsH6NHA9RBJCrNX5PDOlNU0z0jj3d+cwF3fPxiAXzw7JeHDPkxfuoXFa7fRtX0Lbjx9f+68ZDhD+3diTXYBz3wW7DLSqioqHH960zv5uuP8/Rl7/zm0b5XJZ7PW8sE09SgIatMabwzvHZlGr07VNRrvB8D4dxcx8kBvN/xRLb8J3pa9A3P4De/Rh0kBOOCw3vTo256cTQXsn+Zdwv35rNo3huf7Q7J036t9zGUOPq4/rds1Z+XiLYxo723/+1NX6osWEZFGZPviJUy79ecADLvvHjoOPWjnvL2+fwmWmcmWcRMo3hT8yp6S3FwmX309FSUlDLz2avpceMHOeb3OOoOMtm3ImTGLvO9i9w6tjcJ163f21B56z+/pcNCBAHQ5/jja7LcvJZu3sClBY4fP/f3dbJ09h9b9+nLoYw9H/VAtsPYN7yPoXj/7KZ8uyiHzrr8y+Ge30Gag12C4adwEJlz8fQrXBb8icvXb7wLw5eBTGHjjawz+9Rf87/w76Pr0f8i/8yEmDTuLr1cVMO/eBwKXte7d9yndto2ORxxG2YHDSbvqJob++T7SW7eicO1aVr35NuPOv8gbskX20KVnWwYN7U5xYRmzxmdFXWbOV95+oWfpcvpddQWn3n8jbctzyC9rwVf/+gKAT/7rdSg66vTovafBu1KysvF94kfRP1tN+8JrTO5ZtIS9zjyVtn17cci+XoP7mw+PBeDz1+cBcPIlQ3br4VnVYSf7w7J8vjTqOfC27B2sXV1Imivl0IuOYOA1V3BAR28on7f/4t2zYe7XXsN7x26t2WdYz5hlHXXGPgBM/2oFRTuqH39dRKB1WQ7nXrYP7fYdHHOZkRd6n9X75pawvFkXls+L/xxl2nebWTJlDV0LysmsKOSkvmvY+4ofxFy+U/c2WJrRa3sZO6wV4z+dEndZFRWOf74zj8GbvS/5h+d+yojf3k5m2z3vXQYw4oR+dOjSipal0HlHOR98NifuspxzPPzOPIZs8MraP28iJz38uzqd+zR0Y/h/gJ9WmXYTkLhuHyIp5JWJWQBcfdJA+nRpzc/PO4j99urA8o15PPlxsOFSqnrxK+/k6wfHDSQzI42M9DT+8P0RADz0zlzyEjgG3JysrSxcs43u7Vtw9UkD6dmpFXf5Zd354jRKymr3TaTsbtky767z5a0yaNcqM+Zyh564N526tWbNshyOauc1Gr/7TfVjJla1xb95ZmGm0btz9BtoApgZJ13kNQas/3oNLTLTmbFsC2u2xN8T3TlH6TbvwDdon04xl8tslr6zrLXjV9GpbXO+W7edRWty4y5LRBIrf9lytoyfSFlB7a4+qS1XXs53/3yaabfcxup33sPV8tLLuijdnoerZQ+apq6soIDJV19PecEO+l58IQP93tmVmnXsSNcTT4CKCta//0GgspxzTLv5VgpWrqLDsKEMu/+e3eZntGrFXuedA8DKN6r22alDeeXlTPnxzZTk5NDj5JMYdMN1O+eZGXtdehGwq3E2iNXvvs/Sfz2HZWZy5HNP06x97C+Km7KCFVnsWJHFxh4DueSzQq77xzecdNcnXJM3hEmjHuOtO/7Nn0/6Na81359xt94RqKy8pcvYtnAR8/sdwp+mbGNjbiE5+cX843+LOOeNdfxsWjnPdDuBBw+9kbu+2c6WuXUbL7XS5i+/wgFfHHoxh//6E4644z3OmdWeWQ+8zoTfvcDDZ/2epwadz6vX/5LinJxAZaWqo073GnLHvR/9yoA5fiP5oH4ZNOvYkeadOnD4MO/8+u1nZjL50++YOS6Llq0zOfWyg6Kuo9KxZ3tXL076aDEVFXs2UM/41OshOaBzIa37euOB/+CvV5JZUczq/Hb849bXmTkui4zMNEZeUP0QAAccthcdurRifVYuS2bv+SXP/Mlep5RuRVn0u/QCzIwzf34a5sr5diXMH7+Y/zw4EYAzLh9WbcN7t97t2PfgnpQUlTF9zIpq6yUiMMzN4KD/q/54s++IHnTbqy0tyqBbfjnvfzg17vU//M5cDtjofW4+cPs4jvn7H7G02M2/mc3TGXZ0X9KAntvLeOfT2XGX9fHM1aQtzKZZBXQtWs5+e6dX2/CenpHGsed5+92+uaWMWVUUd1mTFm1ky4z1tC2poFXZVs64ePDODge11dCN4QcDfzOzNWY2xczWAH8DDjaz8ZWPBq6TSKNUXuH4eKY3tMNFR3onQ5kZaTxw5WEA/P3deeQWJOYS24oKx3tTvEbQK0buugTutIN7c8TgrmTnFQceqzzS/2Z6J1/nHNqbFpnpAFx/2r4M7t2erE35vDhGl9gFsXyZdxOVFh1bVLtcRmY6Z/5wOAA536wjMz2NCQs2sGlb/ONYVja8l7VIp23L2A3vACdddCAtWmWycMoaTu/nXUL65tfxnzDnbS3CyhwlaTC4f/Sx0CudecUw0jPSmDZmOWfu0w1gZ8ZFpOE451hw511MPPE0pv/waiaeciabJ02ul7IqysoYf9FlzP6/35P18qt8c+2NTL3pZ1SU1c8NdPOXLmPCSafz5ZCDGXvEcaz938f1Uk4qmnnHb9j+7WLa7juYQx5+KGqPnl5+7+21b74T6Mqe7558inUff0pm+/Yc/cIzpLfY89jY79KLAVj1xluBryL69uFH2Tzxa5p368phTzyyx4fPnuefh6Wns+WrcRRvrvs4r/lZWUy/1bsEefh999BpxMGB6p3KNn81Dgf8Z9hlZG0uYED3NvTo2JIla7cx+v35fDBzPUvSO/HOoNP5Zd5+rJs2q85lbZowiTJL59/7XgDAXd8/mAkPnMPlxw+kf7c2HDKwC1eeuA/NrIJxvQ/n1395r85llRcVkT1pMrO77s/jS6CkrILuHVqyfusOHn5/Ac9N2cDc0jZ83esQfn/gNbzx4HN1LiuVHXfufmRkpjF7Qhab1m7fbd7WzQVs3FRGekUJB47c1YPzrLsupU1FLjklrXnkjk8A+N6Nh9GhS+yOIQCDh/eka+925GwqYN43u1+NuSO/hBXL8zFXwcEn72ro7rJPHw4/wNsvTfjK67l99W9OoH3n2Fd/gtfgVDlM4Zi39hyGYPYXSwDonb6eNoO9hqn+px3DkPZrcZbGfT/9lDXLcujepz1n/Wh4tWUBHHOW9/qMebv2YxuLNDXH3nJJjV9gp6UZx57r/V/12VbKJ4vju9H30vXbmfv5MlqXOlqVZXPyhQfQcfiwGp933LleT/S9tpUyZnX87UyPvjaH/lu9jpNDt33JwQ/ci6WnV/ucY8/ZBzPomVfGGtee75bGd1XWI2/NZfAW7+qTEeVTGPb7X8ddz6oaujH8X8D1wG+BJ/yfNwDPAM9GPCSGZw7cm2cO3PMO1ZJ6pi3NZvP2Yvp2acWQvrt2lCcP68WxB3Rna0EJo9+v/clGtAzNycomJ6+YPl1ac0CfDjunmxm/vdT7cPXoBwvYnoDL3pzb1ch/ZsQ4d+lpafz+Mq+sB96aQ0GR7kZeVxtWeyfyHXpEvzQp0skXH0irts34btZ6Tu7RgQrneHtyVrXPiczQ0kWbAEivoeEdoE37Fpx8yRAAeq3zhjt5feLyGp9XqXK7djRLY+9u1X/Y6NS9Dcedsy+uwtFtlTfO+GsTlkfthSMNT8eypiPr6WdZ/dJ/SWvenFZ796do7TomXPKDwGPYRsvQihdeYtO4CTTv2oUDfn0H6a1bser1N5kx6hcJHyapJDubGVddT8HSZVhGBsWbNvH1FVez4j8vJ7ScVLTmg/+x8tXXSW/VkqOff4aMNtH3591OPpHMTh3JW7iIbbNm16msrXPmMvfu+wA47B+jad1v183mIjPU9ZijadGzBwVZK8mZNr1OZQFkT5vOggceBODwJx6jRbdueyzTvGsXup40EldezprX6jZOeUVpKVNuuMkbJ/ycszROeA02j/mKBZ32YUFFezq2bsbHvzuJRf+4hGd/dhx3XjKcp396LK/+8iR6ZJSxon0fbv7bZzWvlOj7oc2TvmZul33Jcc3Yv08H7rhgKAcP6MLTtxzH/McvZtyfz+GJm47h9ZsOw1wFr5f0ZMLXtRsvtVLO5CmUFZfw/oHnAXDXJQex9KlL+eB3p3HrOQfyx8sP4Y1fn8x5+7WnLC2DX37bkuXLdQ+Vqtp1bMmRp+2Dc/DlG7v31J8xxutI0b14Od2OPZLi0nJmLs+huG17bv75/jQrL8BcBced3CuuBuO0NOOkC70byn3475m7ZWjh1DVUOKNTyVr2OuFwJi7cwE+emMh1j47n+D9czojMuXQpXsmx/TZzyqVD4tq2kd/zypr86Xfk5e7q7FJcVMbCWd4QVPsP64SZsWlbERtzi7j5+Z/QrWw1YHRoZ9z8p1PJbFZ9wxZ4vd5bts5k4bS1LJu/Ma76SXA6p05Oe11wXlzLHXXGQCwNuueVsaiiMyuX1Dyk7Oi35zBos99gXDqFoXf9ptrlKzN06Il707xlBh2LKthU3p4lC7NqLGvad5vZ9s1a0h30LPyWA04bQbfjj6vxeZ17tGH/Q3uR5qDXtlJeenVCjc9ZuHor3321gubljvYl6zjz/y6lWYcONT4vlgZtDHfOvRDPoyHrlGw6N8ugc7OMsKshDaCy9/TZh/TerceUmfHHyw8B4B8fLWBtdu0uOY+WocqbC548tNcevbNOPKgnR+3bjZz8Yh77MPg3/d+tz2PZxnw6tmnGEft02W3e+Yf3Y8TAzmzYWsjjH9Xtg4HA1g1eJnr2iT2Gd6VWbZvv7B3e0280/ten31bbcBSZodV+z/A23WtueAc4+8rhZDZLZ/WM9fS2NOZm5TA3K/pNhKr6zr/ZUHmrTNrU0Asd4IIbDyMt3Vg6aTUDWzVn6frtjJ0ffCxQCS6eY5m+uEh+JdnZLP37IwAMffTvHPvlJ/S+9GLKCwuZeOnlbJ0zd7flKyoc5XEOa1I1QyXbtjH/T38BYMRDf+HA3/yS4998jfSWLcl6+VUWPvDgbvu1ZRu28/nsNbW6EibSkgcfpnD1atoNPYiT505nn19540NPv+0XrHztzd2Wdc4l7EquVLDgz944yQc/cD/t9ts35nJpzZuz12WXALDqhZdqXU55YSFTfvxTXGkpA6+/lt5nn7Xb/MgMWXo6fS/6HsAe71+8SvPymXLjzbjycgbfchM9Tj4x5rJ9rrwCgNUv/bdOVy4s+ttocqbPpGWvXhz66N81Tng1youK2TplKv/rPxKAm88YTLtWmWRmpHHZcQO585LhXH7CIM45rC+v3zGS5uXFfFHRndfeqfkKlqr7Ieccmyd9zcRe3s3BfjRyUMyhJU4ZeRCXNFuHszR++uQkSstqP6TT5q/GMbfLfmRldqJHhxZcc/JAzIwTh/biT1cexu0XHMSZh/ThxT+cz4iKTeRltubHf/pQ91CJ4rTve8ObfPbqXLZl79g5/Zv/eb2n+5V9R26vAZx131ecff9XDL39I54t68mVx2/hrPWPMGDiQ7gd8X0mO/Wyg2jRKpN536wmd0n2zgzN+Mq70WX3ouUs6TSAs+75lJfGLuW1ics54f4vKP7x9+mVPo3sRV8w9tnX43ofe/brwLBj+lJSVMb7z83cOX32+FWUlEKn4jX0G3kIf/9gEcNu/4iD7/gf5z+3kAtvP5QTNr3AyUsfpGt5fOfOrdo255RLvdfxvWdnxPUcCU7tQ8mpuiFLInXo2ooDj+hNGtA7r5yXX61+II0NW3fw9bvf0qLc0bpsE2f+7gc07xz9pr6VKjPUvGUmR53h9UTvm1vCS6+MrbF+D78yk765pTgcQwsnMbzKUHTVOfpsb0SCPttK+XDZjhr3aQ+/PpuB2V4j/7HdVzLgyh/GXVY0DdoYbmY/MLP9/d/3NbNxZvaVme3XkPVIZq+uz+bV9fE1HEly+8r/Rv30g/e8S/jhg7txwZH9KCwp555XZu4xvzrRMjRmrneSc+LQPcsyM+72G98f+WAB63KCjfc6Zt4GAE4+qAcZ6bvvgtLSjHuv8D5APPzePDZs3bHH85uyzdvjG0+reKu33N4Dqx9KpNJZPxxOq7bN2Lwkm8GksXjtNsYt2BBz+cgMbVrlXa7VZ2DsMbwjderWZueJ8tFF3gfExz6M74uP5X7De8vONfdCB+jRpz0jL9gfV+E4ym/vejqBw/00JQXbi/nw33N47t4JvP74N6xfmRtofdUdy5bMXs9917/DFQf/g5tPfo7/PDRxt95MiTZn4mpee2QqL/xlAgumrlEjQQKt+NdzlBcW0vWkE+lx5umkZWRw4AP30fvcsyndvp1x51/M0n89R/7yFYybu4YRP3+Hva9/jT++OrPGe0dUzdDyf79ISU4OXY4+it7nng1AlyMP54innwAzFv71b0y++npWvfUOjzzzOcNufZvv/ekLDhn1Dl/Nq11PycK167zxns0YOvohMtq0YeAtNzHk93eCc0y9+WcseOBBClauZHNOPpf9dQx7XfMKJ/32I6Ys2VT7FzLFlOXvYK/zz6X/Dy/fbfoXs9dy1eixnP/AWP49ZhklZRX0ueIHYMb6j/5H0YbYx6Vo5vzubvIWL6HtvoMZes/vd5s3a/kWTv/PZI5+ejz3vjaLkrJy+v/gMgCyXnudkm3xXYocafZvfktB1ko6HDSEIb/7v93nLc/mHx8v5vM56yktq6DLccd6V0qsW8+mT+LrhVxpyzdTWfTQw2DG4f98jGYddx3rt+YXc8+rtTsvTHW5s2ax1TXj204DaZaRxo9Gxu5BOWLEIH7S2TvX+OWr88jJr/5LrKr7ofzlK9iUnc/crvuRnmZcdtyAap9/709Po9uOLSwvzuTRt2rfeJjz9WS+7undc+f6UwbtHHqwqoz0NP7546NpXbqDydub8cLH82pdVqobPLwnI07oT2FBKW884d04btOa7az8LpeMimIGHdSBH/1jKgvXbKNru+Y0y0jjhTHfcW3JCB44/hZ+2uMiTr/xaZ797Nsa77PUpn2LnWOL3/nWLF5Zu4XtOYVM9Bve+/Qo4SfPz6bCOX44chDXnjKYsnLHX75czZ8OuoYHD7mRcz7dwUE3vcpTnyyq8Xh56S1HAvDpK3PJ2eR9jpv8sXcjvr475vFe+t48+O5CzKBtywxmLsvmorFFPH/adfz2kJs58/cfcvdzE/luXc37xTOvGEZm83SmfrGsxmUlMdQ+lPqOPccfxiinhLe/K6asmv/50W/Oof9mry3guG7xNRhHZujki73xt/faVsYr8/Oq7Zy0bMN2ln+xgjSge9ESDr/l8t2uwKvJwSf0pVWbTDoUVVBU1JIvx8duE1i1OZ85Hy4hswI6lK7mnMd+U+NQLDVp6GFS7gMq79zxEDANGIc3ZIrE4bUNOby2QTc/SXVrsnewdH0ebVtmMGLv6I2M91x+CM0y0vjv+GW16u1aNUM7isuY/O1GzGDkQdHvEn7M/t057/B+7Cgu484X6375MOxq5D9xSPeo808Y0pOzDulDflEZv/x3/DeJaApe+qrmsdRLisugsIwKYL/B1X8LXKl1u+ZccL33JcRBW0ox53jonbkxGwUrM1RRXkHhFu8Li+HV3GG+qvOvO4TmLTMpXJ5Ltx3lvDFpeVw30ly/yhsmpWMcw79UuvimI2jeMoPchVvoXlTBRzNWM3+l9qG1sXJxNnf/6D3e+9csJn+8jLefmsYvzn+J5/88joLtdevtGutYtmz+Ru6/8T3mT1mDq3DkbPr/9u47Oo7qbuP49+6uem/uvfduY0wzpveS0GuAhBIIDhBCgFBCKAFCTAkQenkhxPTewYABY2OMce9N7rJ623rfP1a2ZVllpbFV1s/nHB9rZ2fm3pEerXZ/c+dOGe8/P4drTvg/vnm3/isWGisQCPHUbV/zyPWf89n/FvLh//3MHRe/yW0XvM6qhSpYOuUrKNgxmrf31Tvvne7yeBj/1ON0Pv5Y/EVFzLn+Lzxy6GmccMfHLN9YTH6pl3vf+IULp3xNIFj3SMnqGQr5/Sx/MjzL3sA//mGXUbKdjz+W/Z97Cld8POvfeY//u/ZubvkofIlpd1NGQZmPX939GbOWbY342Fb++3Gs30/HE48nuU/vHcsHXnM1g2/6M4RCLPzH/bw7cjyHnj2FD2aH54WduWwrJ/39k32+IB7fvh2jp+ycJ3xzYTln3/8lJ9/1Ka9/t5qZy7Zx40s/c+WTM4nv0oUOxx6N9flZ9s8pEbex/v0PWPHMc7hiY9nviUfxJIbn1i0q93HVE99x0A3v8ZMJsizRxT9en8sZ935BXJ++tDvkIIJl5axq5Ej03HffZ/XLr+CKj2e/Jx/DHRcHwIb8Mk7/x+cceMO7/P21+Zz/0HecdM80yrxBelx8IQBL7/8XIX9kU8P5Cgt3jD7vf9XvaXfQgUB4RPJr361ixNVvcN8bvzSwl31L/vc/8GO7oVhjOHRIe9ISY+td/4a/nEXfwtXk21iuffjzetet+bds6/RvmZszkKBxc+jQjrRPr39O584TxnFlXHi6uLvfnMfKTcX1rl+dd2seeSvWMDcnPKbspHFd611/0BEHcmkoPCDghhd+dDy4JRqd/ccDMC7DZ1Pn8807S/nfg+HPIZ0qlvB1/0NZsbmU3h2SmX7nUbx346H075xGfqmPNTGZbEnMZqbN5uqnZjDsqtd59rOl9RaRTr5kDBntkvi5Yzz/nrOWd56djd8XokPFMn4esj+528oY3Tubh383gYd+N4G3bjyCCQPbM75/O0a4i0jxlbI638u1z/zAhOvfZfbyuu8/0HtIe8Yd3htfZYDH/vIlP01bw8KZGzA2SE62l4enhz+b/efS/fjx3mM5ZXwPvP4QC7wJbEhuz4Lkbtz/0XJG/fFNfvvIN2wurHuwUmb7ZH512bgm/gSkKVQfin4jD+5Guy4pJPktlCfxn8feq3W9zYUVfPHKL8QGITm4mZP//eeIRqBXz1Cfoe3p1jeTuKDFVRbPW29Or3O7f708h65Vo8L3i1/MgMlXNeq4YuM8HHZ6eCqnPnk+/vbS7DpfN+9+YRbdq0aFnzgxgYzhwxrVVm2auxieY63dbIyJBw4kPGf434ARzdwPkVZtWlXB+IAB7Yjx1P5r2rtDKn/+VfhGCFf957smz+f99YKN+AIhRvXKJiul7hG3d543hsQ4D699t4p3ZjbtRoTl3gA/LA2/WTt40O7zaG53/0X7kRjn4c0Zq3XTw2pe/mp5gx9e1i4Jn9Uti3XRq0NKxPs+5twRtOuSindrOYNKQkybt5HP5q6vd5stG0ogaKnwGEYPrP3kRm3SsxM59Xfh4vt+hUFC/hC3vNzwiKjCDSUAdOpe/81Gqstsn8yJF4WvbNi/KIgJWm59WaPmIlVZ5ufxm76kcGs5vQbncN6fJ3DwiQOwFj56+ReuOfH/mP7+kj1SpK4o83H/H97HW+HngGP78eQ3l3DHS6cxeFwXSgor+feNn3LP5e+Qt7FkDxwZvP/sXH74ZCWx8R6Ov2g4J/92DKmZCSyZs5Ebz5rKs3d9RXmJprao6d/3/5dtM2cRKKv/tWjVY08SLCsj+5CDSB85YpfnXLGx7P/CM4x/9kkyJ03iueFnETJuDsn9getmP0mCv4J3Zq7hd1c+ysZPPqNy85Z6M7Zm6mtUbNhISv9+tK9laoouJx7PUd9OY+CNN/DfcecTdLk5cs033PLJHRycOxNfIMRpN7/J7Gf/S8my5dh6pmopW72a3FemgstF7z/8frfnB113DRPfe4v2kyYybcgxrE7tQlZFAXd+90/Gb5xDaWWAU//6NjOefImiBQsJ+Zzfi6OtGXHPncSmp2OtZer0lYy99m3em7GafiUBzvZ7OKfM0K80yHuzcnng3UX0vf5ajMfD+qmvUzS34UJv6cpVzLriagCG3noTGcOqpj+Yk8u4a9/i2U+X0Lk8SA6Gji4XQ0uDfDonl9tfmUO/Ky4DYOlj/yFQGlmxsDx3/Y4bWQ6//RZS+4cvMX79u1WMu/ZtPvhxLZ2DcEpqEn1dbuaszOeSx2bQ8fTTSOzZg/KVq1j7QsNzzdtQiJmXX0X5unVkjBzBkJvCN43aUlTBuQ9M48IpXxHYUs6RJdF/dcvyjZEXjfNn/MDMDuEPzSeM7dLg+ik9e3BL30pign5enbOlUe95t3w9nTk54Q/2x4/tFtE251//G8ZvnENlyMVlD30Z8VRR+d//wNzsgfjcsYzpnUmXBm6mCHDVn89h+NaFlIZc/PaBz/fZ6cjWfDqN0lWrd/u70qV3Juf9KXyC6YV7vuOXb3OJtZV0L/+B5zaF723wtzOHk5oYw9Du6fz4wMn88tCpfHPP8Xx0Zmd+u/QtehWuZWtxJVc98R1HXPkCs/77NgVzf8EGdx3JmZQaxyV/Df+92rqhmPeeC9+0tWfZLF73hQeY3H7O6B2fAw8f0ZlPbj+Gz+44lq+evZQXvZ/w+7kv0r48j8W5hUy68V2uv+KfLH3siXB7NY7tklsOJbtTCqsX5fHYjV9iLfQrmcFHw4+lzBvgqBEdOWFsF1ITY3jxmomseOIM3rvlKKbdcCB/3vQRB67/EVcwyH+/XsHIK/7Ho/e+xMZPP6dy8+4nd4+/YCQ9B+Y4/TGJSBWX28VxF4brPv23ennshyLWrtt9EMddT31Lt6q5wk89PJn0IYMb3ZYxhmPPD19xNGCrlzumzq316pNVm0uY8/Yi3BayfSs55K4/4k5IaHR7h50+iNh4N+3KghQWxfHIy9/tts6KTcXMe3Mxbgs5Zj1H3Htdo9upTXMXw7caY/oAxwCzrLVeIB7QRHci1UxbEC6GT6xj9PR2fzxpCEO7Z7Bqcwm/f/y7JhWkPpkTLngeObJzvev1bJ/C7VXTpVz5+Hes3tL4gtSMpXl4AyGGdk8nO7Xuwnu3nOQdbV3x2HRWbd4zxa+2zl/m549Pzaj35zznh/DPsyTVQ2Zy/aOfqouJdfObGw8BoNemClIrg1z3zA8U1XOSZfmi8B/h8jgX/btEXqAGOPb8kXTskY4t8jI0z8fU6Sv59OfcOtcvL/Xh21pBCBg0PPLCO8AJF46ic68MAvmVDN/m5+M5uY26cee+7NV/zyJvQyld+2Zy3b+P5uCT+nHFnUdwz9Qz6T+yI0Xbynnkhk+45/J32LI+8uJEbd599icKtpbRe0g7Lv/74aSkJ9B3WAdufupkLrvjcJJS45j77VquO/klvnh9gaMC/OpFebz//C8YA3/45+GcdMlIzvzD/kx57zyOPW8ExoQvJ772pJeY+dlyR8cVbR5fYXjqtMt4s2tvPhw9nm/PvZB5t/+d1a9MpXDefEJeL4U/z2XNcy8A0Pe6a2rdjzGGriefyOxzbiA3Pove7ZOZMvlIjjxwANcufBl3KMDUbcn866p7eHfAUN7pM4gvjzuZHydfy9LH/oO/sBjrD1CyfAVzb7oVgIF/vLrOuZOTe/Vk9ujjWEUy3XKSePrVvzH8tpu5wi6kb8Eq8mwsf3jhZz4cdwBvde/D50cey49XX8PSRx9ny9ff4CsoIFBezqJb78AGAnT+9akk9+1Ta1s5B+xPz/88zRvdJwFw/7kjOPTi0/lD8XcM3raUIhvD5VOX8sFBh/FGpx58NO4App91HnP/ehurX37F6Y+o1csaPZKtxZWc889pXPTgV8TnlnL02kr65VZQvLyAorXF9FtXzqj1lTzwzkLmepPo/pvzwVp+vuJq/IV1X6rv3baN6Wefj7+4mM7HH0vfyy+lqNzH5Y9O59S7P6NybTFHbfAxck05wXI/3lIf3deVM3Z9JY++O58lHQaSMWoElZs2s/D+Bxo8lpDfzw+/uwJ/YSEdjjic3r+9iKJyH5c8/DUXTPkK95ZyjtvsZ+TSEvw/bKL/gkIO2uBl+rzNPPjxCvpXFbSX3nMvxfPrvy/L/DvvYeNHnxCTlsb+zz6BKzaWN2esZuw1b/Hx9FWM3VTJQavLic0tbdwPpA265j/TKY3gRuvBSi+rFqxkWXoP4jwujozwKrZjbrmGM9Z8BsClD02L6D2vtZZ102ewICt8OfuxY8IjtfO3lLJkzgYK82ofTZu931iu7VZGqreE75YXcG+EI/vzv5/BDx3CxZETIyjyA+RMGM9fupeS7Cvlq6X53P/mvnkVwYUvLeKJg0/iw9HjWfzgI/hLdv7OHHvuCM659gCyOyUTn+BmXN7r/NB/f8p8IQ4e1I5JQzvsWNcYQ68OqYzslc2Bpx7BzU/9lbu3vMtlv7xMiq+UH/Isx09dz92nX8O7A4Yy9+ZbKV+3873u6Ik96donC0+Mm7TMeEYWfsC8jl0p9MHYvtkcMrgDtXHHx3PoG//j7NMP4o5ZD3PEmukEMTyal8VFU5fz9uEn8skBE1kz9bUdRfjUjAT+8tiJDBjdEbfb0CduHTn+uXxamYXbZbilagrD7dqnJzBxSEfGjOrD9W89yo3tt3D3t/cxNG8xxQHD9T/6Of/2t5k6eAxfHnMiue+8t+NEsifGzV+fPmWP/bxEBMYd2Yvu/TNJDFh6bTb8+q/vs3zVzhvVfj5jOXPeWIbHQk58HkffX/v770gcfEJ/uvZKJSFgidvg4c/3vbPbOn99+Bs654dHhR89zEfn44+tZU8NS0qN4/iqQv+IDZU8+NF6nn9/5wm9QDDEb699jc5FASyWy245nJjUyAf81ae5i+F3ALOBp4H7qpYdDsxt5n6ItFpllYEd82pPaqAYHutx88IfJ5KSEMObM1Zz68uzG1UgstbyyZzwm7IjRzb8RvrSowZw1Mgu5Jd6OePeL9hWEtkc1tt9NCc8L+vEwQ0XMy87egDHj+1GUbmfU+/6tMk3OYsmw7f4+GjmWu5/s+65Hmd/H/55ZvbKaPQNtUYe1IMjzhiKDVombPSyfl0Rv334mzpv6vTzz+GfZ0xWArGexs3ZFRPr5sp7jsQT46LrNh/dCnz85sGvWZxbWOv6i+dswlgoTHAxql92revUJTbew5X3HIXb46Jznpce+T6u+s93zFlZ9yWlAhtWFfLNO8twuw0X33oQMbE7f8bd+2dz63O/4ne3T9pRpP7zr15m2luLmlSkzt9SyvsvhEdFnX/9QXiqzXtqjGHiyQP559vnMO6I3lSW+3niti/459XvN2kucWstrz48CxuyHH7GYPqP3PlhMzEljvOvP4i7/3cmfYd3oGBrGQ/88UMeuv5jSosa93oXrYIuD/8ZfSEl8amUrlzFhvc/ZPGUh5l1+VV8evBhfNJ3MDNO/BWhyko6nHg8acOH1rmvtVtLd0zp8OClB9D39FOY8PzTXDfnY27YPzzN0zPDzmRz+1748vPJ++57Vj3/f8y98RYK588n74eZfDR2Av6iIjoedQTdTv9VnW3l5pVx84vhab5uO2s0Gd06M+DqKzn++2m8fOdppHosc3MG8unQ4wmUlpE/azarXniJuTfdylcn/Zovho/ls0EjyPvyK9yJifRp4FLQ65+bSbk3wCnje3DaGYcy7Pa/csLPM3n5ztNoF2tZltGTN8achQ2FKFm2nI0ffcLSRx5j1u+vbuyPpM15/8e1jPnjm3z59UoOzK1k1IZKXBUBuvfP5vd3HcEltx1MQnIMHUsCDN7o5bLHZ+C+4FJShw6hYt06Zp51LhUbdp8ermztWr4+5XRKliwldUB/xjw8hfd/XMe4a9/i1U+XMmZDJfuvrSCm2Edm+2Tad02jc88MklLjaF8SYPAmL5f8ezrdbr0DgKX/fpy873+o8zistfx8w83kfT+D+A7tGffog3y7aDMT/vQOb3y5nDGbvOy/tgJT4CUjJ4nxR/cmOT2OtGI/49ZVMOXthfyYNYguZ51ByOtj9oW/3e2mshAeET7/rn+w+IEHMW43+z3xKKVp7bhwylec/88vSVtdwmGry2lf4Ccmzs0Jvxm1535YrdTyreVc/NDXDd50cts30/khYwDWuDhsWAeoDPLyAzP4wxEvce6of3PNif/H43/9jA/+72fm/7AOX2X4Zqbx7dvxh7MmMGLLAkp8llPv/IS8Bu7bUrxwET/ZTHzuWEb1yiI+YLn7sre54rBnufX817ns0Kf5/RHPcv8f3uPVf89gwcxcQlVTQR3095v53ZLXMTbEXVN/5vXvVtXblg2FWPX1DH7J7o/LhIvh82fk8sAfPuaKw5/lulNe4rGbP+ODF3/m5+lrdvlbOemOG7lsRbiwccf/5jTYVjTanJTDHftdxduBTsy97e98MHwMi//10I6i+AkXjuLu137NZeOWkhzcxMftxwJwzYkD691v1pjRHPPj9/zxn5N5ZVgJ42OLKItJ5NHh5/JI+8P4+T/P8cHo8cz+458oXb0agJSMePoO68AfTq6kU8V8PuxzOAB//tXwet/HuxMSGH7HbZy2bD6P3nEmD43zkOK2/JwziNsnTGbmJi8zL/09nxw0ifXvf4ANhejcK5NrHz6Kux8ZzbCVL/B+78MJWPjV+G70al93cSkuM5OD35jKme+9zFPHtOO6tPXEE+T7TqO4ZcIf+W7xZr6/4GI+m3gEGz74CGstiSlxjfmRiEgDPB4Xl911KAmJHtqXBem+1sVRv3+TS343hesuf4A//+UTOpUEgCB/fPgMXLGRD4qryeV28bs7jsIYS49CP99+uJmr//kRZVUnoZ/6cCFbPgnPFd4ttJQj/n2boxt5H3XuUAaObk9c0HLgmgoefG4hR1/yHx78+/Mcd9aDpCwsxwBjBsHgXx/e5HZqMs19oyhjTCKAtba86nE7wGWtbdxdcZqJMaYHsGrVqlX06NGjzvVKShoeMZCS4vwMxilzwnMGvzmyr+N9RaK5jquaqLtKoLEZen3GWq58chZjemfy7o27Xu5d1/f6o5/WceZ9XxAIWi47eiD3XDB2t5tTblc9Q4tzCxlzzVtkpsSx6skzcEcwp1RhmZdDb3qfZRuKGdwtg/9dP4ke7erOwPbj8vqDjLjmfQrL/Xxx++EMrDaSuK7jKir3ccxtH/HL6nz6dU5j6vWH0adjan3di7r8wM4MHd/vVrxpOczunMDkM0dy02kjcLl2HnJRUTG/O/RFjD/EmOvGcumpu18a1dDvq68ywJ2XvsWSnzZSGevih87xTNi/O09ddRAZyeE3ttsz1O7WGRStKiTh0G48+9BJTTq2z1+bz5O3fwnAopxYinqm8t8/TWL/ATtPmJSUlPDPW6ex+NPVFPZM4dWXdi94RfI69NXbi3js5vBIryXZsWzumsQL1xzK4SN2uSoiqjPUmL9lj1z/OXOnr2PiKf0550/771he83tdmFfOM3dNY+an4ZsljZ3Ui9/cdAiZ7eqe273m37Inb/+Cz19bwNjDenHtlON2rBcK2V0yDjD9/SU8/fdpVJT6yMhJ4ne3T2LkQXUfU83j+uXbdTz8p89JSo3jrtd+RWLVFRQ1jysUsnz6v3m8/K9v8VYEyMhJ4jc3HcLYSb0aesMX1Rkad9lTLNjmZnTvLF4+rQfBVcspWb6C4kWLKVq4iJIVKzEuF93OO4f+N/15tzfjgWAIPPEsWV/E5Y9OZ9nGYn49oSfPTT5kl/WstVz00Ne8+u0quuck88ZlI0nbuo6SZcsoXrSE60ZMIFBezh/v+isdJh3KqH/+g/icXS/L3lpcyZotJWzIL+fuV39m3poCjhrZhdduOGy3n+G7M9dw1v1fYgw8c/EoDokvomjxEooXLaFwwQKKFiwiWF5OysABDP3XfaQO2r0oEhOXwNbiSh5+bwGPfrCI5HgPP005hU6ZSbusN3PpFo669SP8wRB3njWCC/rEULpyJcXLllG0YBH7P/tkVGco/Yh/0L8ile5FfoyFlPR4zrx6fw49dTAul6GkpIRlczfzr6s/we8LsjgnlrI+adx2THdS/3Y1lavX4ElOovfFv6HjkUeAtWz+chrLn3wGf3ExSb164nngaR76Opdv56ynZ4GfPgV+XEFLXIKHky8Zw3Hnj+SMReEi4ANxadxy/mv4vUEWtI8jbXRHbucn8p94lNisLA5+7b9kjBi+y7FYa5l3299Z8tAjuOLiGPnaazyyJMSTHy+ia4GfIdv8uPwhYuLcnPLbsRx/wUi8/go2ryvmvt9/SFFeBRtSPCzonsjtpw2h/9N/o/C7GbhiY+l14Xl0P/N04nNyKPjlF5Y+/Bh5M34AY+j7r4f4NGUAU97+hcTNFQzI85HkDRdUx07qxXnXH0S7zqkQ5a9DGUfcgS+9C0eP6sKTV+58f7Ld9tf8uVdfwxW5XVmZ3o1/nTaMX57+ha3r6/5sE5cQw/5H9eGE34yiY9cU3jnyJP4cfxDrUzoysEs6/7t+Er067HwfWv1v2dJHH+eiqSv4ud1gbj5uMGtemEfBljLiEmLo1COdTWsLqSjbdTR7dqcUTrxoNJNOHcTyR/7N3S98x+t9j8btMtx74Th+d9SAXV6rth9XwazZ3PuH+3lu0K85aEA252ak8u4zdY8tMwYGjOrE0ecMZ+xhvVn9wov87cH3eK3vsXhchn9ePJ6LDu9X83Ux6jK0PT/n/f1V3pgbLnz3D2zjlDmv0q9wFTEpKfQ463Q6HnkE+cuXs+CGm3lmyOl803E0Bw7I4dU/HbzL/hp672mt5YmPF3PTiz9S6Q+SbnycuPA9Dlz/IzHG0unoI7nz/MvAwKWXX8TU9FG83fsIxvbN5ou/H9fo4tKaLSWc969p/LQiPGXiwYULOX7eO+RUFpA6oD89zjkLd4f2LP3H/czeZvnHmEvxuA1f3XHELsXwSN5TL91QxEUPfs3Pq8JtHVi4iBPmv0O7ivwdbfW/8vKozdCeqA2B6kMRUIZqWLcsn4eu+YjCqvmzS2JdWAOpVe8FLrl+NIefN6FRfaorQzM+WsyUP30CGMpiDBuzPSSnGkxukPZlQVx4ueehA+h26P617LVutR1beYmX/9z4OQtnh6deKo8xFMa7yS4LEBuCjCzDw59evsuAqQjVmaGWKIZnAccCHa219xpjOhEuhtd9fXwLam3F8PKqEQSJdRQ69zQVw53bnqFTbv4v915xbJ3F3O3f63OmTOeLeZu565wR/GZS+MZc61cWsPjHjVSUBklMjqPHgGwGjOpEXELMju1f/24Vlzz8Df5giBE9s7jzvDEcPLjDbm+kqmfoD098xzOfLeWCSX3592UHYK1l5cItzPp8JXkbSohPjKFz70yG7d+Vzr123shzY345x93xMUvXF5GWGMONp43goiP6kxDrqfO43p+9nksencHgrml8dlv4jF5lmZ/FszeSt74cDHTslk6/kR13KaJtKarg+L99zMJ1hSTHe/jzr4bz26MGkBwfs1tbRGF+YGeGzj3gXvxF8fjchmXZsbQf3ZG/X7Qf4/uH51//acZK7v3t+1R4DPe+dRqdMnedPzIUCJCSkoLLs/PnFKyoIOj14klM3FG0Ki2q5O7L3mbF/C2EDKzKiKGiZxo3XzSO0w7sidfChjX53HzSfwkYOOLOSVx6ws7Cu7U2PNeqtXiSk3bcuCMUCBAsr8CdmLBLH95/YQ4v3he+OUd+gpvlOXGceupg/vSrYbRPT6SkpIRLT/wfobwKup7Rn1uu3v0Pbm2vQ6FAeIRX9bY+fGkuL/zja6yFggQXS7PjOOaEAdx42ki6ZCdBlGfohYc/5FcXTtpRAK5p++/rjI9W8PTfviEuwcOdU0/FkxTLi1+t5Mv5mympDNI+PYHx/dtx4n7d6dcpDWstX7+zmOfu+ZqKUh8JSTEce/5IDvv14FqL4tVfh1Yt3MJNZ08F4P43z8GTGc/D7y7g1W9XsT6/jKyUeMb1zeGEcd04eXwPUhJi2LK+mEdu+ISlP4dHh445tCcn/GYUfYd33K14Xv24Sosquf38dyjcWs5pV47hyLOH8OX8Tbz+/TpWbC4jIdbN0B6ZHD2qCxOHdiTW42bT2kIeu/kzlswJtzV0fFeO/80ohozrgrv2ezpEdYZeefEL7vt4I+tKKundM4MXapykLC4uxgYCuGJ2vkaHQpYPflrP/723hMXL8/EGLT6Pwec2DOyazuMX7oerIkB5qY9gIIQxBpfbEHIZbp36E/M2FpPVPpnH/3gIBw4Kj+QvD4bCo8/crl3+zllreXX6Sh7/38+sWVGABXweQ6XH0CEzkZeuPJhQiY+SwgoC/hAYcLlceGJcfPDLel78diW+GDc3XzSWK44btOMkcUlJCcFKL6642F3aW7u1jMfeW8z0H9eTV1CJ322odBvcMS4eumAcE7plUVxQgd8b2LGNy+3im8Wbuf/9BXjdht+ePJhbzxlD3M43+FGdoeP63UpybBbGZTjitCGcftV4ktN2Tp22/ff1xy9W85+bpwGwPtXDisxY4rLj6VW6now1i0j3FpMYCI/W9bpjKYlNoqjXUFbHdSawpYL2JQHalwZwV33UGXd4b86//iCyO4b/XlR/Hfrm3cX8+8ZPAVjYLo78LklMKl9Kjzlf0N2bx9iLz6HX+eeQ0LED+T/9zML7/smGr78lN70r68+/hteX+0nZXEGvfD/JvvB+h03oxkU3T6RD17Rdjit3RQH/uOwDKsv8bEt0s7BdHAkdEhlauYG0+TNJq3lcMUkUZnQkf9AE1q6rJKPET8fiAAmB8IF16JbGBX8+mJEH99jl272nfm6tyfYMXd9pMM+NvZyy2CQ6ZiTw1zNGcdbBvXfMrxz+fa3k2QNO5K8jLiXVwKmFlrwNpXTrn8Vvbj6QXv07snbpNlYu3MKaJXmsXLCZ1YvDV4wZV/iKpOOOzeGTs8/n7v5nszG5HUlxHv506jAuPXogKQkxOzKUYOC/Bx/LpR1PJ9YazvN62LS6kH4jOvLHB44hIyeJUMiyfmU+a5duY8X8zfz4xcod04t16pHOBTccTMH91/GfdfG82+swAA4e3IHbzx7N2L45O44LYP5Nt3LpknRWpnXj6u7ZrPhoFcZlOOmSEUw6ZShF+RWsmL+Z3OX55K7IZ/m8TeHXO8JXdp173YGU/ucO/jXfywc9wwNvDh/eidvPHs3wnjtuvh51Gar+uf6XLYZrnp7BpoLwqPlewULGrPiWwduW0blsM8Zavui6Py8NOIk4j4tPbzuMvjU+w0X6GXjJ+kJ+//h3zFgSLvJkGD9j1s1i6JZFdK7YTHzQx+yswTw76NdYY3jvlqOYOCTyG9NX5wsEufeNX/jnm/PwB0MYLMNK1jBy3Wz6Fawkq7KQ1aldeGLkeWzzJHPdiQO59qRBTTqu7W098NY8fIEQLizDSlYzYt1sBuav4PcbFkV1hlpLMTyS+pC1lpC1EQ18a4iK4c7siQyVl/r45KV5fPq/Bfgqq6YninNxyc0TmXhy4+cJry9DC79fxf1XvUG5t8ZnRxPgmmv6M+7Cxk+PUtexhYIhvnl3GW8/PpOS4p3zlPcZmsV1D51MenbD98aoResohhtjDgFeB34EDrDWplQtu85ae0KzdaQRWlsxvLmpGO7c9gwlHHsf7uRsDhnSkRPHdefQoR3p0zF1x4fqkpISvluyldPu+xqXyzDnn8dRsamMVx+ZxaJZu18OHBPnZuj4royZ1IsxE3uRmpnAjCVbuHDKV+RuC9/0aVDXdH59QE8OG9aZ4T0zdxktvjG/nMFXvoY/GOLHB04mqTLEc3d/xfwfaj8v1alnBuOP7MP4I/vQtW8WBWU+rnjsW96btRaA9KRYTtm/B8eN6cqEAe1JTYzdcVwVviAn3TONeWsKufX0oVw8sRcfv7yAT19ZQHnJ7nNS9xiYw5hDezJ2Um+69cuitDLAFY99y5szVgOQlhjDyeN7cPSoLhw4qEP1EUFRlx/YmaHpr73PVx/7+OX7dQAEDeQnuontmsqI0Z1Z9fFyyKukpEsSL71wIvnfz2Drl19R+NMcyletIlB1+acrPh53fDzBykpClZXbGyGhY0fShw0he79xpI4ex3ufFvPFm4t39KM4zkVlVjyDx3SmdOk2Khbnk98unjffOZfyn+ew/v0P2frdDEqWLiNYUXVJrsuFJykRGwwSLN95mW5C585kDB9KzoT9yTlwAivzk3j81i8oKdheADBsS/XQaWAOadZS9P1GAgauef5E+qWF2Pr5F2z7bgYlixbj3bSZkM+HOyEBT2IioWAAf2FRuA/GEN+hPWkDB5A5ehTZ+41jra8dz9w3g8Kt5Tvaykv20HFgNlOf/HVUZ+j4freSkpBNx+7pJCbHEfAHCQZDuN0uklLjSMkM/y7N/mI1Pm+Q8/8yAXffDK56ahYbCmqfkmRI9wyOHNGZ0X1y6BDr4atnfuKnaat3PN++axopGfGEAhafL4DLGBJSYslsl0xCUiwzPllGeYmPw08fwtAzBnP2/V+yuY7pT+Jj3BwypCP7D2jH4K4ZbP0+l89fnIu3IjzaLikljqwOybjcBr8v/CYqPjGG5PQ4UjPiWTZ3M5vWFtN7SA6/u/8wrntxDh/+tKHWtjKSYjlqVBcmDGzPgE5pbPphPe8+8SMVpb4d+83ulILH49pRZIiN83DX/86I+gwlxe4oluB1GxKyE+jRN5shQ9rTuXsyHbunkd0xGQu8/eEyXntlAbHry4gPOnvPGXCBKzWOrr0zGTCoHQMGtaNTzww6ds/AE+Pi0y9X8MTjP2BWFztuKwQEEj2075bOgMHt6NM3nc690unQLY2E5FiWLtvGE8/OYe2Pm0grDzqad9ACvjgXWZ1T6Tsghz//4+ioztAJA2/j8OP349RLx9Gld+Zu61V/7/nDJyt5/u5v8XvDv89BA373zm9PyIT/GQvuEMQG7W4/ixEHdufk345hwKhO9fbv/efn8OL94ROz5TGGvCQPZTGGoMvgsgHigxW4bICQMfhdMQRcCcT7Ib0yREa1DLTrnMpZkycw/qg+tY7qBVgxfwuP/eVLiraFX+v8Lqj0hEd3uatuamirNnWHICZo8dSIdIfu6Rx//kgmnjKwtpFSUZ2hpy77O+Vvv8RTQ85gRXp3ADpkJHDuxL6ceVAvOqe5Wf3MC5z/3haWp/fglFLw5ZbSrV/4/hcJSbG1fn7ZuKaQ95+fw5dvLiQYCJGUEseRR2ZT8eSNPN/7WGZV3YgzLTGG0w/szVkH92Js3xw2fPgxl/79LaZ13o8TKlzYNcV06Z3J7S/8mqTU2qeLCIUssz5fwSsPfc/G1YUAjD+sB91mP8l3Wyt4cdCplHnCNyMb378dF0zqy6GDMokrKeTOs27gqZ7H0dcbpP/KcoyB390xkTGTetR6XBVlPr56exHvPPMT+ZvD7wXHHdaTfiv+x+fLt/LSgJMojwm3dcDA9lwwqS9nH9In6jJU83N9cbmPR95fyOMfLSK/2g2zXTaEG4vfhH+vbj19KJcd1W+3/TXmM7C1lte/X839b/7C/DUFda5365mj+NOpwyLeb11Wbirmntfm8tp3q/DVMZ3QqF6ZvPXnQ3acRNqusZ/tV20u4d7X5/LKNyvxB3e2VTr1wqjN0IoVK+nVq2ed69VVQwmGLG/NXMebM9axbGMxSQmxDO2eyYQB7ejZPoUKX5DNhRVU+gKkJcXSr1MaI3plNXo6ynBbIf5v2nKe/WwpP6/ahrUwoEs6Bw/uwOBuGUB40FlRmY+k+Bj6d05jwoD2dMysv+BY17FtKarkxWkrmbViG74AdMxMZHz/dgztkYnbZdhUUEFhmRe3y9AlK4mRvbPJTG5wOp2ozdCeqC8mxCeyfF543vBu/bLrHOzkVMAf5LMnPufLdxezrThEnx6JnHXDUXQf1r1J+2vo2ELBEBtXlpG/uZSsjin0G777AM9GaDXF8DmEC9+fG2MKrLUZxph4YI21tnF3RGsmTsO6Zmspn/+yiXlrCtlWFsBaS4eMRPp3TmNYj0yG9cwip54bCdb07PrwiIXfdN59ztwVm4p5b+Zavl+yhdy8MoKhEFmp8QzonM7IXlmM6JVF/85pdU6f0ZjjKqsM8PXCzcxavo3cAi/l3gCpCbH06pDC4G4ZDO+ZSe8OqY1qq0rUvuCd/ZeX+Wi1D29g5+9cemIMgzqn0qN9CjEewzs/rqeg1MflE3vRb5uPL19fTChoiY019MkpJ7liEyXFfrYEs9hms6q1Ad27JzB0XGe6jejK5xtKeP6H1Wwt3fnGLjHWTb8OyXiG5JCcGMuKaWtYl1fGCSO6cGpaMm89NZtgIERCopshncpJKlhBWUEpW4NZbDBd8LHzj1V2VgxDx3Zg8AG9Wety8Z/pK5i9On+X/vTtkEK/TmlkpcYyb00hP63Mp2tWAg8cMYAPn5zDltxwtjq1g47ubfiLC9lWmcTmYDYBdo7kzcjwMGRUOwbu151NcXE898NqvluZF26kSo/sRPq0T+atW4+NuvzAzgw9kpJFh5Rk8jvvzwI7iE2VadT8lanwwOjE7xi07Busv8bNpbaPBgjtfKNqYmLwJCQQKCvb7U73uFxUdBnOkriRrKzsgLXh7dcfGB6t0mn6RrpkLOaAlR8QLNv1xlDuxAQwZtflLhfuhPhwUbzG3x5PchLx/Qaz1DOUXwpyKKvY/SqDQIcyLir9gLIlS3fbvlbbM1LLuu5O3VmZuh8Lvd0p9+/M9ivzrorqDJ126P248+Iimtf7oBP6EndwZ/70/E/4g5Zh3dO54uh+DOiew6rNJXz283rem7WWovJdcxYX42J0SgJdNnvxriki6N/9Q9j2DHWeHj7RN+6I3vQ9bRAXPvI1Xn+ICQPb8/dzRjOiVxYb88v5bO4Gpk5fybeLNu+2r84JMYwOuIlZW4y30Lvb8zVltk/i3DsP4ar/zmXJhmKS4z1ccXQ/jh7TgzJvgO8Xb+GtGatZuK5wt227pyYw3Afx68so31JW6/6jPUN/PP1x4k06RQUVbNtUCqHI30fGJMfQqVsaHreb4vwKivPDhcCMdklktksiKTUOt8eFDUEoFMLvDVJZ7qeooJzN60sI+Xa+RtXMUE1x6XH0G9wej8tQkFdOUV45oWCIpLR4sjokk5qRQExc+HUmFAzh9wWpLPNRUlTJ+nVFlBdURv6GxEBGp2Qy0hMpLaykKL8cnzdIclocGTlJpGUmEhu/8zUtFAzh8wWpKPGxZVMJJfkVu7QV7RmaO3shw0bVPfduzfeem9YW8cWri5g7fR35m2v/vasuOTOBvkPaMWS/rux3RJ8dI8Frqu099Y9fruT5f3zD1kbeENi4DANHd2LiKYOYcHTfWi/jrXlcxfkVfPjiPGZ+upLi/IbvSeCJc9OtbzZD9+vC6Ik96Vv/h8OoztDx/W5lQI8OdFjxIWtjQnzY80A2JO/8KNkxJkCoqJDNCVmM2eqlwzY/KRnx3PT08WR1CF+tVF/Bb8PqAp6/52vmfls14CMzlh5531Hs3cxHPcaxNLMXAJ7BWSS5Ie2HxaxNyGHA1kr65PlJSIrhzlfOoFOPjAaPKeAP8v7zc3j9P7PwVQbwxLjol7qVpGWf8UPHPnzZdT8qqgrVbmNp7ytmoyeFtErLwesrCflDnHr5aI45b2iDx+WrDPD+C3N488kf8VUGcHtcDGxXStz8D/i+c1++6jIWryf8niiaC5k1P9dX+gJ8+FMuH/64ju8Wb2b1lvAJg67Zifz110M5oY4blDZlQJi1lp9WbOOdmWv4ZsEm5icafIEgPQv8XHr0QC6tMTWOU1uLK3l35ho++3kDP63IY2NBOe3S4vn1/t245sSBxNfyWtXUgW55xZW8NWM1n/68nlnLtrLyyTOjNkMDj7yPg44cw0mH9Gbi0I4kxu36uaW2Gsovawq45tnZLFhXx02grSXFGyK7PEiSN4TbWnxugzc5hkGjO3HCpL4cNaoL2TVqR7X9LVuUW8jlj07nx+V13B/JWlIrw22lVQaJCVr8bkNJnIuMXhkcc1Q/TprQg36d0nbLY81j8wVCPPLhEh7+YAmVvhqfJat4gpbssgCp3hBxAUvIQFmsiw59szjisN6cOL4HAzrv3hZR+LesNQ62ra/GuDe0lqsLmrsYXmCtzaj6Ot9am2mMcQFbra1W2at7+6OBBwE38JS19p4az8cBLwCjgW3AGdba1VXP/QW4GAgCf7DWfhxhn3sAq2557AP69u1NYnwM8TFuYj2GOLeLuFg3CXExeFx+kuNjMAbWb6tg+uItvD1jHUuX5JHks8QHQniCFpcNj2AJuA1+lyHgNiQnx9KxfQqdcpLpkJNIdmYiGanxJCfGkBDrIdbjIsbtIs7j4raSQjxuFy8M6oHHZdhUWMHX8zcy9esVzF+4hSRviPhAKDwypqqtoMvgcxkCbjAxbjq0S6JTuxQ6tkuifXYSmWkJpCXHkhjvCR9bjJs4t4vEeA9uEz6uWI+b4go/c1cX8N6PuXwxaz3uMj+Jfkts0OIOWULG7BixE3AZXDEu2rdLonO7FNpnJ9E+O5Hs9ATSUuJIjAsfV6zHTazbRXysm9TkOPp3TY/aF7zj+91KUkwmxgQJGkPA5SaEgapRTeFlkGwDxPoM1hoMlj7enxmQ9zmxdtcPShWuZDYm9GNDQj+2xPXEmt3fzBgbDOfN5cIag8Uw//fhN8t9/jOfOIIk+SEYCn/bewcXMXDzB8SFdh2VGcLF1rge5CYMYENCf3zupN3aCo+WsgRc7nB7mB35C7jAhaVDMEilL1xQTXcVMWzzO+R41+yynyButsT3ZEN8fzYm9MXrrmXeYRsCYwkaQ7CqLWvgrTlXRl1+oNpIqL6DSN26802N15XI+oQ+LEsdSnFMNtZYRhR8Sr/iRWAMKYMG0O7ww8icMJ6U/v2IycggJSUlPDVKRQXu+HjciYkYYwgFApStWk3+Tz+TN+MH8n6YScnSZTsK5EHcbI3rxtK0YXxy7RlgLMfe/zgTtnwDQErfPnQ86kg6HnkY6cOGEpsWviw85PcTrKgEY8JTplRra9usH9n67fds/fY7ytas3XFcFijxZLMqeTBrkvrhdSeS413OxM3vh78fsTFkH3gAOZMmkjZ8OAldOpGWnUOwsoJAWRnGE0NsWhruqhHpFevXU/DLfLb9MJO8mbMo/GU+Ia93R1vFnhzWJA1gTXJ/Xph/Z1RnKOHY+4hJyCItEKJviptembF0T4+hQ0ocKbExBL0Wd1w87YZ05I2lW3n2i5UAnNnZz/nFs6lYuhTv5s0Eystxx8XjbteeZV2GsiipC6tMKqv9sWz07XwtcoUsif4QvRJd9EyPoWdmLJ3SYnhpYCcMhus2+Entms30ojLuf2seIWs5rYeby3y/ULpgPmVr1uIvKcXlcRObmYm3a28WZvdjeUwWq0KJLK+IoSiw80cW5w/R3mPonxlDr8w4uqbHkpUYi/FbPO44MrpkkZvg5vbX5pFf6qNXqou7staQtPQXKtfl4t0WPqkXm55GXqe+LMjozdKYbNaGEljj9VAZ2tlWTMDS3mXpm+ahV4aHrmkxZCfGceG1J0Z1hqq/eQ+FLL8s3MxrHy1m3i+b2JZbTGx5gCRfiAR/+P2lN95Nl+HtuOjikfQdnIMxpslvcNfkFvLf9xbx4+z1zD6wPQRCDHp0Pon+EC4LFXEuOgzK4YqrJjB8TGdHBYWSEi+vf7yEadNXs2b5NgIFlSR7QyT5Qngs+FwQ0ymZ404dyDEn9CM+KabJx+XzBnjni+V8+tVKVi7N49M3zt9nMlSb+j4kVZb7qSjzkZQYfm8QDAQJ+EMYlyEu3kNyejyxcbufTK1NXXNkhkKWFfM2s2L+ZvI2leCrDFBe4aeoqBJvZQAbssTFecjITKBj13S6D8im/4iOu0z10pjjstZSUlBJSUElCQmJxMS5McZgQxZM+IbTSSlxJCTHNibTUZ2hM8beBRU73x8m2lJMsJSChHhyUzIoiYvDWEu3Ej/pZSE8sS6ue+Roeg9pt2ObSOZ7nvPNal7+13fkLt854CMWLzGBIorjYpj1h4MJuFykvrSY9qUB2pcGMS7DNQ8cw9jDejfq2LZuKOa/U77n+4+W7jiH7yJEYqAAnzvIlsRk1qek43e7SPUG6FUUhKDlwBP6cv4NE3ZkI5LXoW2bSvnfw9/zzXtLwjkDXMaSGCjA6wqyNTGJj2b+OeoyFOlrkNcfpKCwmKT4+l9L2uJ8z8XFxQ2+jmiKi7pV/1yfGJtFcZyLwmQPOT3S6T+oHQP65tC7RwaZKYac1HiS4j3kbivniU+X8/yny8goDdLNuBiSlsD2T9PF3gBFRV4CBV5ctQwg2a4sxpCf5CaxQzK9B+TQr282fXtm8rDbS2yMi7dG9WVrUSVPf7aEB9+cR2Kxjx4hF6NyUkixlpA/QLk/SEGJj4ptleCru62AC7YluLHZ8fTon0P//jn0751Fn54ZpMRZMpLjCARDfDp3I/e8sYCN64rJLA8yLDWBbslxxLoMpRU+8ku8VGyrxFMaqDMMfhdsS/QQyoqj98B2DBiQw8C+2fTunsHg7plRm6HWVAzfV+edb+5i+LfA36y1H1crhh8J3GitndjAtm5gKXAEkAvMAs6y1i6sts4VwDBr7WXGmDOBU6y1ZxhjBgH/BcYBnYDPgH7W2tpPXe3abg9quSy4Jkv4F9nvNoSMwROyxAV2v1TTqTlXhQuZQx+Zh88dvnTTbS3x/j3f1nbbjyvgMhgL8YEQMfXfvL3JonE01PYMndr7T8QkdI1sGxuifeUKBhd/Sbp/CykDB5B96CF0PvggErt2wbjd+AoKqdiwgbK168hfvpali4tYs8XNNm8SJa50Kt3JtRbIt2do5MPzdizLqVzNwOKvyfGtJalnDzofezQ5Bx5ASt8+uGNj8RcXU75+A2Vr1lK8YiXLftnCyg2WzRXJlLgyKHen1tpWbRIDRfQtnUGv0tnEJCWQfchBdD5sEmkDB+BJTiZQXk7lli2U5+ZSumYdKxflsTI3xJayBIpJpdydRsBV+yVV0Zgf2PWPZqf0dMrWrsOXnx8uMgOu2FjcCQl4QyGM24UrNpb4jh3w1PJHpDF/WIKVlZSv34B3a1545HgohMvj4WKTgnEZXsyIAWNI7NyJ2IyGRz/Vx5uXR/GSZVRs3Ii/uISQzxseSR4fj98YXLGxuGJjic3MIGXQINzxu2agMccVCgQoX5dL5abN+EtKCAX8GJcbV2wsHSZNjOoMHTbiTNZ1GMb6lMjmonSHgpyz5G0Ozf0h4rbKPfGsSOvG0vSeLMnoyaq0rgRcu36gTDixDwAV7yzf2Ucb4sSVn3PSys8i/vRkgc2J2SzK7M3CzL4syehJSWzdN+6sbmjeEi6b9/KOuXkbEsKwMSmHZek9WJzZm8UZvSiK2/0eENE4mg4ie/NurWXp2i2s3lpGeYWf9hkJ9O+cRqzDS7Brc8pPy/AFQvwlOY3CMh+piTGM7ZtT670r9oSNW/JZvqmEbSVe4jxuBnRNIzul6a9DDdhnMwS6Kf0eEtUZWrxoKesX+JjxyXIW/7QBX2Wgzm2S0+O4+JaDGTJ+l5tlR/y9DoXCRfHp7y1h4cxcivJ3Dhip+Z7aE+PisjsO58Dj+jfuwKrZsLqAL99YyJyvV7N+ZX69F8IddEJfzv7T/niqvcY2JkOb1hby5ZsL+WnaanJXbNulrWh8Tx3paxDodWgPidoMndnrMmziAKijAhM04PUYvB5DwBjigpZkb6jBek1CoJh23lWk+zfhCfmocKewJb4b2+K6Yqn1flnMuWooIWPo/cR8/G5DTDA8wtzdQJkvIVBMe+8Ksry5xIXK8LoSyY/tTG5iX/yu2u9xBuHp8Sqr7vvispDkCzU4NZ2xQbJ8uWR515EQLCZoYimIbc+mhJ4ETN3v2/fl1yEVw/f+69De+cRQt+uBt40x7wMJxpj/ACcAJ0Ww7ThgubV2JYAx5pWq7RZWW+ck4Laqr18DHjHhU58nAa9Ya73AKmPM8qr9fR9pxy0hLLbGMsLfWgsuDLEhiA3Z7c+AtSQGi0gJbCMlMURqRiKxyQkEgoaKcj/lZQEqK0OUBz1UmjgCrliCJoZwWdvF9p/b9lZttR+jx4InUK0tID5QTGogj9T4ACmZicSnJBDCHW6rxEdFRZDKgKHCxONzxxM0sYRw79LWLsdG+LhiQhAT2rUtd8hLaiCPZFNGaloc8akJ4I7B6w1SUR6gsqqtcuLwVx1XuC33Lm1V/45G3StdDf94+0K6duyE12ex7pjwSG0LNmTx+4Jszd1E4Yp1eNetJbFiM3GuHBK6XUvW/uNJ6BJ+A1/fi0L1ewaHfD6CPh8+b5AgbjBuMOG2zl2+llAgxM33jqdo2UoSinOJsVkkdLicnAnjSR00sNYRA2mDd95cZVTV/9ba8Cjjykoqyv0Egi5MTAy4PFgsAV+QvPVbKFqzkbK1ubjyckkJlRKffQhpw68iY+xoXHFx9R7XqGpf22CQYGUlgUCIQNAQMm6w4Q8qoeBeOkPTysSmpxObnl7rc5HerCVS7vh4Unr3IqV3r12Wx1T9wUwfuuf+YMZlZ5OTXfulWXv6uFweD8k9e5Dcs8ce3W9b8Pu+hvbxyygKLGdJKJmVoWTWhhLYZOPZRhzFxFDuiiMxUMGA/BWcsO5rBmV6SDvlJNJGjSB18GByBvTHk5REsLKCys1bwicWtmzBV1iEv6SEYHk5g8vLCVZUEvKtxxtYx4pgIsuCSayxSWwMxbGcHgSsITboxx0K0qdoDcesnsaohAoyjj2a7P3GkTFyOCm9exOTnob1B6jMy6N83ToqNmzEm1+AvyjcXs+yMsaWVxDyFxD0bSE3GMdSm8Iam0iuTWSrjSefWEpc8eETjeV5TMr9nkmly0gbN4L0kSNIHTaU9sOGEpcTzqCvsIiKDRuo2LgJX34+/uIS/CWl9K2o4ABvJSGvj6B/HhsCsSwJJLIqlMiGUDybQw3OfRjVjDF0ykzc7ea9e6cxiI1x7bih5t6WnBDDiJ67z28tIs0vLj6GSb/qy6RfDSYUDLFlfTEb1xSydX0xWzeUkLepCGuhS58M9j+6N6mZCU1uy+UyjD6kJ6MP6Ym1lqJtFWxaW8iW9cXc5CrH7wty6KmDyOmUysSTB5LZPrITsnXp1CODc645gHOuOYDKcj+b1xWyaW0RW3KL2bBmG+UlPtJzEhkyvjMDRjftJovbdeiWzllXT+CsqydQWe4PH1duEVvX79n3XSLR5qxD/KR557Im18/KgnjWBbMoc6cRJB5j3bitIdFvSfRXq3bYEBn+jbSrXE2qfwtxxoc7MRE8sXhcIdLjvWR0iCOhXQ6x6b3DV++6XYR8fryFS8hdX8mqrW5W+zIpMmkETCK2qpznspb0yl0/C6f6NtPOu4oM30YSXV5iUlMgJg6XCZEe7yc9I474dtnEpg/Bk5gILhchrw9/8Xry1s9n5SYXKyoyyHNn4XMlY20MLusiLghxNYrfMaEKcrxryPBtJCFYTEyMC+LicbkMKR4v7dIDJLfLJDY9HU9KZ1wxsdhAgEDZWrZuKmXVRsJtuTLxmWQsMbhstFeHpKU1WzG8amT3Z0Bv4FzgGWAdMM5aW/sd+3bVuWr97XKB/epax1obMMYUAVlVy2fU2LZzjW0xxqQD6TUWdwH412un07NnT3CZ8Pyz1V/XrKUgL4+STYUU5W6lYlsRHusjo10yyV07ktizR7ioVE/BzwaDBL3e8Nybhl3nurU72zltcS7WWh6e2pWC1Zsp2ZSHK+gjLSuetK4dSenbZ8f0BLW2Yy0hn49QpRcbCu72HKFQ+P+qdosKCikrKKVoQz5lWwoIVZSTkhJDerdsknv2IK5DB1JT6z5zaK0l5PViQ6HwPo3BVM1bbEO7vmDbKChm1pchT1IicZnp1FUqSUx30X1IJ3aPdeNtH0UbU8v7cc9aN8S6GXLAWDhmrKN2jDF4EhPxJCYSV0eNICnDDUM6smtZu4ntud14kpKa/Sxec6ovQyKRqC9DI++9a8cohGNq2bakpARrLTYQwAaDuGL+inHvetVHQtXfspjUFOLbtSN96JAG+zSxxuMdIxDOO4SQz0egvBxP4u24Yuu+8UtMWupuJ2Yitf2ESigQIFhWjom5JPzGv5rqf6PjsrKa3FY00OuQOKUMiVORZsjldtGhWzoduu1cdU+fRK/WJ9KzE0nPTmTAqE5kV/0tu/QUZ++n6xKfGEP3/jl0758D7L3j2t5WjwE59BiQs9faaE56DRKn6svQsFtu3mVUr7WWQHEJ3m3b8Obns3XtJvLXF5C/qRhfYQlxLj85OTGkdO5PYvcjSerZg9jsLFLrqdvUJ+j14tuWj3dbPufkVeL3+rn0nBTK8krwhLzkZLnI6DqA5F7HkNK7N/Ed2jd56rhgRQXebfn4Cgqp3LaNDSs3sjW3iLKtJZhAJSkJIXI6JZPY7VCSevYgoUtnMjo27URdyO/HV1CAd1s+3oI65lZvQ/Q61Lo1W03JWhs0xiyt+vre5mq3kSYDt9b2xOaiQmLytta5YWlZKaR4iB3YkVjCv/w+IB/I3xy+4VdysrORAgDlW8I3iipr15PYgZ3IGthpx3MlQElBARTUfYfqxioN+CAllpj+HUjvv3P0VRlQ5vPB2rV75Li265ma0gPItdbWfb1j6zaZOjKUm1v/OZ/S0tIGd74nvtdlG8L9WJ1R+6VWe1pzHRdAz549e9C28wPK0G6UoUabTFvMUGGh4/3WRRlqtMm0xQztRcpQo01GGdqFMtRok1GGdqEMNcpkmpgfUIb2hH0yQy4D2VkE4uNI7dedmkMGg1TVbCrKYV05yU7rNilJ+NduAaDnmRN3e7ocKPdWwpo1uz3XlLZISSI2O5PO43Z/2lv1j23bKPI2fEP7eiXEQ0L89ilF9q0MVWnO39V99XWouecMvx44k/BNMHOpNr7aWvtFA9vuD9xmrT2q6vFfqra7u9o6H1et870xxgNsAnKAG6qvW329Gm2ks/uZm0OA5xp3pOJQz+03Pm1rlKFWoc3mB5ShVkIZEqeUIXFKGRKnlCFxqs1mSPlpNZQhcUoZEqdqzVBzzzZwedX/t9VYboGGrkeeBfQ1xvQE1hMuqp9dY513gAsIzwX+a+ALa601xrwDvGyMeYDwDTT7AjNrNmCtLQQKqy8zxmy/ZvsQYG0DfWwOXYBvgIMIn1BoaXujP63huJpEGWqSPd2f1nBMTaYMNYkyVI0y1CTKUDXKUJMoQ9UoQ02iDFWjDDWJMlSljeQHlKFWSxlqMmWoijLUZM2SoWYthltrezrYNmCMuRL4mPBdGJ+x1i4wxvwN+NFa+w7wNPBi1Q0y8wkXzKlabyrhm20GgN9ba4O1NrQ7X9X/a1vDGalqcz3lqj9thjJUj9bWn1ZKGapHa+tPK6UM1aO19aeVUobq0dr600opQ/Vobf1ppZSherS2/rRCrSo/0Pp+Zq2tP62QMtSA1tafVkgZakBz9adN3YfOWvsB8EGNZbdU+7oSOK2Obe8E7tyrHRQRERERERERERGRVsnV0h0QEREREREREREREdnbVAwXERERERERERERkainYnjDCoHbqTHxfQsqRP1pawppXd+jQtSftqaQ1vU9KkT9aWsKaV3fo0LUn7amkNb1PSpE/WlrCmld36NC1J+2ppDW9T0qRP1pSwppfd+fQlpXnwppXf1pbQppfd+fQlpXnwppXf1pbQppfd+fQlpXnwpphv4Ya+3e3L+IiIiIiIiIiIiISIvTyHARERERERERERERiXoqhkfIGHOaMWaBMSZkjBnTgv042hizxBiz3BhzQ0v1o6ovzxhjthhj5rdkP9oKZajWvihDjaAM1doXZShCyk+d/VGGIqQM1dkfZShCylCd/VGGIqQM1dkfZShCylCd/VGGIqQM1dkfZShCylCd/Wm2DKkYHrn5wKnA1y3VAWOMG/g3cAwwCDjLGDOopfoDPAcc3YLttzXK0O6eQxlqDGVod8+hDEVK+andcyhDkVKGavccylCklKHaPYcyFCllqHbPoQxFShmq3XMoQ5FShmr3HMpQpJSh2j1HM2VIxfAIWWsXWWuXtHA3xgHLrbUrrbU+4BXgpJbqjLX2ayC/pdpva5Sh3SlDjaMM7U4ZipzyUztlKHLKUO2UocgpQ7VThiKnDNVOGYqcMlQ7ZShyylDtlKHIKUO1a84MqRjetnQG1lV7nFu1TCRSypA4pQyJE8qPOKUMiVPKkDilDIlTypA4pQyJU/t0hjwt3YHWxBjzGdChlqdusta+3dz9kbZHGRKnlCFxQvkRp5QhcUoZEqeUIXFKGRKnlCFxShlq3VQMr8Zae3hL96EB64Gu1R53qVomrYQyJE4pQ+KE8iNOKUPilDIkTilD4pQyJE4pQ+KUMtS6aZqUtmUW0NcY09MYEwucCbzTwn2StkUZEqeUIXFC+RGnlCFxShkSp5QhcUoZEqeUIXFqn86QiuERMsacYozJBfYH3jfGfNzcfbDWBoArgY+BRcBUa+2C5u7HdsaY/wLfA/2NMbnGmItbqi9tgTK0O2WocZSh3SlDkVN+aqcMRU4Zqp0yFDllqHbKUOSUodopQ5FThmqnDEVOGaqdMhQ5Zah2zZkhY63dW/sWEREREREREREREWkVNDJcRERERERERERERKKeiuEiIiIiIiIiIiIiEvVUDBcRERERERERERGRqKdiuIiIiIiIiIiIiIhEPRXDRURERERERERERCTqqRjeyhhjuhljSo0x7mZq71JjzJQI1nvdGHNMM3RJHFKGxCllSJxShsQpZUicUobECeVHnFKGxCllSJxShurpg7W2Jdvf5xljVgOXWGs/a4G2Y4EVwHhr7foG1h0HPGatHd0snZOIKUPilDIkTilD4pQyJE4pQ+KE8iNOKUPilDIkTilDkdPI8H3bScDihoIKYK2dCaQaY8bs/W5JG6IMiVPKkDilDIlTypA4pQyJE8qPOKUMiVPKkDjVpjKkYngLMsa8CHQD3q26dOF6Y0wPY4w1xniq1plmjPm7Mea7qnXeNcZkGWNeMsYUG2NmGWN6VNvnAGPMp8aYfGPMEmPM6fV04Rjgq2rbxhtj/s8Ys80YU1i17/bV1p8GHLcnvwfijDIkTilD4pQyJE4pQ+KUMiROKD/ilDIkTilD4pQy1Dgqhrcga+15wFrgBGttsrX23jpWPRM4D+gM9Aa+B54FMoFFwK0Axpgk4FPgZaBd1XaPGmMG1bHfocCSao8vANKArkAWcBlQUe35RcDwxh2l7E3KkDilDIlTypA4pQyJU8qQOKH8iFPKkDilDIlTylDjqBjeNjxrrV1hrS0CPgRWWGs/s9YGgFeBkVXrHQ+sttY+a60NWGvnAK8Dp9Wx33SgpNpjP+GQ9rHWBq21s621xdWeL6naRtoeZUicUobEKWVInFKGxCllSJxQfsQpZUicUobEKWUI8LRUw9Iom6t9XVHL4+Sqr7sD+xljCqs97wFerGO/BUBKtccvEj5r84oxJh34P+Ama62/6vkUoPq+pe1QhsQpZUicUobEKWVInFKGxAnlR5xShsQpZUicUoZQMbw1sHtwX+uAr6y1R0S4/i9Avx0dCYfyduD2qnmCPiB8mcPTVasMBObusd7KnqIMiVPKkDilDIlTypA4pQyJE8qPOKUMiVPKkDilDEVI06S0vM1Arz20r/eAfsaY84wxMVX/xhpjBtax/gfAIdsfGGMONcYMNca4gWLClzWEqq1/COHLKKR1UYbEKWVInFKGxCllSJxShsQJ5UecUobEKWVInFKGIqRieMu7G7jZhO+uep2THVlrS4AjCU9svwHYBPwDiKtjk3eBAcaYTlWPOwCvEQ7qIsJ3gn0RwBgzFii11s500kfZK5QhcUoZEqeUIXFKGRKnlCFxQvkRp5QhcUoZEqeUoQgZa/fkKHppa4wxvwMGWWsnN7De68DT1toPmqVj0mYoQ+KUMiROKUPilDIkTilD4oTyI04pQ+KUMiROtaUMqRguIiIiIiIiIiIiIlFP06SIiIiIiIiIiIiISNRTMVxEREREREREREREop6K4SIiIiIiIiIiIiIS9VQMFxEREREREREREZGop2K4iIiIiIiIiIiIiEQ9FcNFREREREREREREJOqpGC4iIiIiIiIiIiIiUU/FcBERERERERERERGJeiqGi4iIiIiIiIiIiEjUUzFcRERERERERERERKKeiuEiIiIiIiIiIiIiEvVUDBcRERERERERERGRqKdiuIiIiIiIiIiIiIhEPRXDRURERERERERERCTqqRguIiIiIiIiIiIiIlFPxXARERERERERERERiXoqhouIiIiIiIiIiIhI1FMxXERERERERERERESinorhIiIiIiIiIiIiIhL1VAwXERERERERERERkainYriIiIiIiIiIiIiIRD0Vw0VEREREREREREQk6qkYLiIiIiIiIiIiIiJRT8VwEREREREREREREYl6KoaLiIiIiIiIiIiISNRTMVxEREREREREREREop6K4SIiIiIiIiIiIiIS9VQMFxEREREREREREZGop2K4iIiIiIiIiIiIiEQ9FcNFREREREREREREJOqpGC4iIiIiIiIiIiIiUU/FcBERERERERERERGJeiqGi4iIiIiIiIiIiEjUUzFcRERERERERERERKKeiuEiIiIiIiIiIiIiEvVUDBcRERERERERERGRqKdiuIiIiIiIiIiIiIhEPRXDRURERERERERERCTqqRguIiIiIiIiIiIiIlFPxXARERERERERERERiXoqhouIiIiIiIiIiIhI1FMxXERERERERERERESinorhIiIiIiIiIiIiIhL1VAxv44wxtxljnmvpfoiIiIiIiIiISPNTbUic2pcypGJ4G2SM6V7Pc12NMfq5ioiIiIiIiIhEKdWGxKl9NUNReVDRzBjTE5hvjJlijEmrtjzeGHMLsACY0GIdFBERERERERGRvUa1IXFqX86QiuFtjLV2FTAQSAEWAocBw4D5wAhgnLV2eot1UERERERERERE9hrVhsSpfTlDxlrb0n2QJjLGnApMBdzA1dbah1q4SyIiIiIiIiIi0kxUGxKn9rUMqRjeBhljugC3AccAK4EkIA34GbjRWrukxTonIiIiIiIiIiJ7lWpD4tS+miFNk9LGVM3pswgoAwYBnwO/AIOr/p9ljDmw5XooIiIiIiIiIiJ7i2pD4tS+nCFPS3dAGsdau8oYM8RauwbAGLN9eSVwuzHmGWB9C3ZRRERERERERET2EtWGxKl9OUMqhrdB24Nax3PrmrMvIiIiIiIiIiLSvFQbEqf21QxpznARERERERERERERiXqaM1xEREREREREREREop6K4SIiIiIiIiIiIiIS9VQMFxEREREREREREZGopxtoRkYTqzcf09Id2EuUoeYRrfkBZai5KEPilDIkTilD4pQyJE5Fa4aUn+ajDIlTypA4VWeGNDJcRERERERERERERKKeiuEiIiIiIiIiIiIiEvU0TUoLmjx5Mj///HNLd6PRRowYwZQpU1q6GyIiIiIiIiIibZpqQ+KUMtQ4GhkuIiIiIiIiIiIiIlHPWNsyc7cbYx611l7RIo03nia4bz66SYI4Ea35AWWouShD4pQyJE4pQ+KUMiRORWuGlJ/mowyJU8qQONUqb6AZrcEWERERERERERERkVYmopHhxphDgdXW2lXGmI7APUAI+Iu1dtNe7mNroDM3zSdaT5IoQ80jWvMDylBzUYbEKWVInFKGxCllSJyK1gwpP81HGRKnlCFxyvHI8EeBYNXX/wRiCBfDn2iwZWNctf2LsF0REREREREREREREcciHRlebK1NNcZ4gM1Ad8AHbLDWZjewbYjaz3wEgA3AG8Ct1trSxna+GenMTfPR2T9xIlrzA8pQc1GGxCllSJxShsQpZUicitYMKT/NRxkSp5QhccrxyPBiY0x74BBgYbXCdUwE214FfAEcCQwEjgI+B64HLgcmAFMi7IeIiIiIiIiIiIiISKN5IlzvYWAWEAtMrlp2ALA4gm2vAUZZa4uqHi81xvwIzLbW9jbGzANmR95lEREREREREREREZHGiWiaFABjTD8gaK1dUe1xnLV2XgPbbQWGWWs3VlvWCfjFWpttjHED+dbatKYeRDPQZQzNR5fCiBPRmh9QhpqLMiROKUPilDIkTilD4lS0Zkj5aT7KkDilDIlTdWYo0pHhWGuX1ve4Hi8AnxpjHgTWAV2Aq4Hnq54/ElgSaT9ERERERERERERERBqrzpHhxph1RHDGwlrbrd4GjHEBvwNOAzoBG4GpwJPW2qAxJr6qHxWN7Htz0pmb5qOzf+JEtOYHlKHmogyJU8qQOKUMiVPKkDgVrRlSfpqPMiROKUPiVJ0Zqq8Yfkgke7bWflVvy8a4rbXBSPbViimszUcveOJEtOYHlKHmogyJU8qQOKUMiVPKkDgVrRlSfpqPMiROKUPiVOOL4Xus5fCc4a8CL1lrv92rje09Cmvz0QueOBGt+QFlqLkoQ+KUMiROKUPilDIkTkVrhpSf5qMMiVPKkDjV+DnDjTF/i2TP1tpbGljlSOAs4L/GmCDwCvByQzfeFBERERERERERERHZU+qbJuXZSHZgrf1NxI2Fp145C/gVsNFaOyzSbVuYztw0H539EyeiNT+gDDUXZUicUobEKWVInFKGxKlozZDy03yUIXFKGRKnGj8yvDFF7kZYDCwC1gJ998L+RURERERERERERER244p0RWPMAGPMX40xj1Q97m+MaXBktzEm3RhzsTHmc2AlMBH4B9CuiX2urY2jjTFLjDHLjTE31PL8wcaYn4wxAWPMr/dUuyIiIiIiIiIiIiLSNkRUDDfGnAZ8A3QGzq9anAI8EMHmGwhPjfIy0Nlae4q1dqq1trIJ/a2tb27g38AxwCDgLGPMoBqrrQUurOqDiIiIiIiIiIiIiOxj6pwmpYa/AYdba+caY86oWjYXGB7Btr2ttRub1LvIjAOWW2tXAhhjXgFOAhZuX8Fau7rqudBe7IeIiIiIiIiIiIiItFKRFsPbAb9UfW2r/d/gxO/W2o3GmFigP5BNtQnMrbVfRN7VOnUG1lV7nAvs15QdGWPSgfSaywsKCkhP322xyG6UIXFKGRKnlCFxShkSp5QhcUoZEieUH3FKGRKnlKHWLdI5w2cD59VYdiYws6ENjTEHAmuAr4BPgdeAj4GnIu9ms5kMrKr5b8qUKS3YJWljJqMMiTOTUYbEmckoQ+LMZJShek2cOJGJEye2dDdas8koQ+LMZJQhabrJKD/izGSUIXFmMspQq2WsbXBwN8aYAcAnhH9444FpQD/gSGvtsga2nQW8bK39lzGmwFqbYYy5BSi31t7v+ACM2R+4zVp7VNXjvwBYa++uZd3ngPesta/Vsa90aj9zs0pnbpqNaXiV1ksZanFtOj+gDLUCypA4pQztA7YXwqdNm7Y3dq8MiVPKkDjVpjOk/LQKypA4pQyJU3VmKKJiOIAxJhE4HuhOeFqS96y1pRFsVwRkWGtD1YrhscAqa23niBqvf/8eYClwGLAemAWcba1dUMu6z1FPMbwekX2TZE9o0y949VCGmke05geUoeaiDIlTytA+QMXwJlOGmocyJE5Fa4aUn+ajDIlTypA4VWeGIpoz3BjTmfBI7qnVlmUYYzpZazc0sHkRkAoUAhuNMYOAbUByJG03xFobMMZcSXjqFTfwjLV2gTHmb8CP1tp3jDFjgTeBDOAEY8zt1trBe6J9EREREREREREREWn9Ir2B5lvARUBBtWVdCM/73dDNKt8AjgVeBp4BvgT8hOcO3yOstR8AH9RYdku1r2dV9Vcc2ssjoURERERERERERET2ikiL4f2stfOqL7DWzquaS7xe1trJ1b6+3xgzA0ghPJJbRERERERERERERGSvi7QYvtUY08dau3z7AmNMH8LTnTSKtXZ6Y7cREREREREREREREXHCFeF6zwCvG2OON8YMMsacQHiak6f2XtdEREREREREpLqJEyfumL5SREREGifSkeH3EJ7n+36gK7AWeBp4YC/1S0RERERERERERERkj4moGG6tDQH3Vf1rFGOMq2p7EREREREREREREZEWEek0KU1ijHEDZcaYuL3ZjoiIiIiIiIiIiIi0fi055ddeLYZba4PAUiBrb7YjIiIiEinNtSoiIiIiIrJvinTOcCdeAt4zxjwI5AJ2+xPW2i+aoX0RERERERERERER2cc1RzH88qr/b6ux3AK9mqF9EREREREREREREdnHRVwMN8YcCYwAkqsvt9beUt921tqeTeqZiIiIiIiIiIjsUduni5s2bVqL9kNEpCVEVAw3xjwCnA58CZRXe8rWvsVu28cA44FO1tr/GWOSAKy1ZY3rroiIiIiISNumQpSIiIhIy4h0ZPjZwHBr7brGNmCMGQq8A3iBLsD/gEOAC4AzGrs/EREREREREREREZHGckW4Xh5Q2MQ2HgNusdYOAPxVy74CDmzi/kREREREREREREREGiXSkeH/BF4yxtwNbK7+hLV2ZQPbDgb+b/vqVduUGWMSGtNRce7N2csd7yOvpGKP7euU0X0c70NERETaLk0VISItTa9DIiIi+5ZIi+GPVf1/fI3lFnA3sO1qYDTw4/YFxphxgPNqqoiI7HP0oVVEREREREREmiKiYri1NtLpVGrzV+B9Y8zjQKwx5i/AZcBvHexTRGibRcG22GcREREREREREWn7GlXkNsZ0M8bsb4zpGuk21tr3gKOBHMJzhXcHTrXWftKonoqIiEirMnHixB0nuEREWoJeh0REpK3T3zKR5hXRyHBjTEfgFWB/YBuQZYyZAZxprd3QwLanWWtfBa6osfzX1trXmtZtEREREREREZGWpStfRUTalkhHhj8GzAUyrLUdgQxgDvB4BNs+XcfyJyJsW0RERERERERERFoBjWaXtizSG2geCHS01voBrLVlxpjrgfV1bWCM6VX1pcsY0xMw1Z7uBVQ2ob8iIiIiIiIiIiIiIo0WaTG8ABhEeHT4dv2Bwnq2WQ5YwkXwFTWe2wTcFmHbIiKyF+iSThERERERERHZl0RaDL8X+MwY8zSwhvBNMH8D/LWuDay1LgBjzFfW2kOcdlREREREREREREREpKkiKoZba580xqwAzgaGARuAs621n0ew7S6F8KrpU0LW2tWN766IiIiIiIiIiIiISONFOjIca+0XwBeNbcAY81/gYWvtd8aY3wCPAiFjzB+stXXdXFNEREREREREREREZI+psxhujLnJWntn1dd/q2s9a+0tDbRxGHBB1dfXAIcTnmv8LUDFcBERERERERERERHZ6+obGd6l2tddHbQRa631GWM6A5nW2m8BjDHtHexTpE0b/acX9sh+lq7YvMf2N/u+8x3vQ0RERERERGRfsSc+i+tzvbQ1b85e7ngfeSUVe2xfp4zu06j16yyGW2svr/b1bxz06WdjzF8I33TzfYCqwnixg32KiIiIiIiIiIiIiEQsojnDjTH51trMWpZvsda2a2Dzi4E7AD/wp6pl+wMvNaajDfTvaOBBwA08Za29p8bzccALwGhgG3CGbuApIiIiItJyNJpORERERJpbpDfQjKm5wBgTQ7j4XC9r7Qrg7BrLXgNei7Dtehlj3MC/gSOAXGCWMeYda+3CaqtdDBRYa/sYY84E/gGcsSfa39fc8cQeO4chIiIiIiLSZDqhIk4pQyIi+556i+HGmG8AC8QbY76u8XQX4LuGGjDGXFTXc9baZyLpZAPGAcuttSur2nsFOAmoXgw/Cbit6uvXgEeMMcZaa/dA+yIiza61vXEHvXlva5Qhcaq1ZUj5ERERERGRhjQ0MvwpwABjgaerLbfAZuCLCNo4r8bjDkBv4FtgTxTDOwPrqj3OBfarax1rbcAYUwRkAXnVVzLGpAPpNRsoKCggPX23xSK7UYbEKWVInFKGxCllSJxShsQpZUicUH7EKWVInGruDE2cOBGAadOm7fF9R6N6i+HW2uerpiE5DnjFWuttbAPW2kNrLqsaLT6wsftqBpOBW2sunDJlCrfddtuOx3tqBNyeFMloqMbeXVWaZDIRZGhPjV6bOCt8PmlaM42Ga+t3DG4jJtNMGWru/IAy1EwmowzVSxlq0GSUoXopQw2aTJRmaE/8zEEZisBklKE67cn8QFRmaDIR5AeUIWWoTpNRhuqlv2MNmkyEGWqLV1vuiZ/ZgykJe2xfjdXgnOHW2qAx5lDCN8DcU54jPCr7Tw2sF4n1QNdqj7tULattnVxjjAdII3wjzZqmVPVtF5MnT161B/op+4YpKEPizBSiOENt/Y9mGzEFZaheylCDpqAM1UsZatAUojhD0iymoAxJ001B+RFnpqAMiTNTUIZarUhvoPkCcBnwaGMbMMa4aixKBM4FChu7rzrMAvoaY3oSLnqfSY0bdgLvABcA3wO/Br6obb5wa23hHuyX7IOUIXFKGRKnlCFxShkSp5QhcSqaM6QTcntfNOcHlKHmEO0Zkr1PGWrdIi2GjwOuMsZcT3ju7R2FZGvtwQ1sG6i+fpX1wG8j7WR9quYAvxL4GHADz1hrFxhj/gb8aK19h/B85y8aY5YD+YQL5iIiIiIiIhHbU4UjFaJEREREWkakxfAnq/41Rc8aj8ustXm1rtlE1toPgA9qLLul2teVwGl7sk0REREREREREREndNNDkeYVUTHcWvt8Uxuw1q5p6rYiUr/m/qOpS/JERERERERE2i59rm9d2uJNWNu6SEeGY4z5DXAe0JnwNCcvWmufrWPdb9h9apTdRDDFioiIiIiIiIiIiIiIYxEVw40xNwHnA/8E1gDdgeuNMZ2stXfWsslTe66LIiKyN+hyPBERERERERHZl0Q6MvwSYGL1KU+MMR8DXwO7FcOdTKuyL1n6yt0A9DvzLy3cExERERGRtkcndkVERESkMSIthicBW2ss2wYkNLShMeYh4BVr7XfVlk0ATrfWTo6wfRERERERERGRVkUn5URE2hZXhOt9BLxkjOlvjEkwxgwAngc+jmDbs4AfayybDZwdeTdFRESktZk2bZo+AIqIiIiIiEibEWkx/EqgBPgFKAPmVv1/VQTb2lracTeibRERERERERERERERRyKaJsVaWwycb4y5EMgG8qy1oQjb+Ab4uzHmemttyBjjAm6rWi4iIiIiIiIiIiIiTaCrdRsn0jnDMcb0BU4HOgEbjDFTrbXLItj0auA9YKMxZg3QDdgInNCE/oqIiIhIlNAbdxFpaXodEhER2bdEVAw3xpwNPAG8D6wBhgI3GGMutda+XN+21tpcY8woYBzQFVgHzGzEyHIRERERERERERERiQIteTI60pHhfweOtdZ+vX2BMeYg4EWg3mI4QFXhe0bVPxERERERERERERGRZhXpTSxTgO9rLJsBJO3Z7oiIiIiIiIiIiIiI7HmRjgx/ALjLGPNXa22lMSYBuL1q+T5n9n3n75H9TJz1DADT9tD+RERERERERERERKR2kRbDrwA6AFcbYwqADMAQvinm5dtXstZ22/NdFBER2Uk3uhIRERERERGRpoi0GH7uXu2FiIiIiIiIiIiIiMheFFEx3Fr71Z5u2Bgzz1o7dE/vV0RERERERERERESkpohuoGmMiTHG3G6MWWmMqaz6/3ZjTKyDtu92sK2IiIiIiIiIiIiISMQinSblXmAccBmwBugO/BVIBf7YlIattS83ZTsRERERERERERERkcaKtBh+GjDcWrut6vESY8xPwFxqKYYbYyZFslNr7RcRti8iIiIiIiIiIiItbNq0aS3dBZEmi7QYbhq5/OkI9mmBXhG2LyIiIiIiIiIiIiLSZJEWw18F3jXG3A6sJTxNys3A1NpWttb23DPdExERERERERERERFxLtJi+PWEi9//BjoB64FXgL9HsrExJgYYD3Sy1v7PGJMEYK0ta3SPo4guK5F9kXIvIiIiIiLScvSZTET2ZQ0Ww40xbuBJ4HfW2lsa24AxZijwDuAFugD/Aw4BLgDOaOz+RERERERE2jIVokRERERaRoPFcGtt0BhzJBBqYhuPAbdYa180xhRULfuKcIFdREREpFmpCCUiIiIiIrJvckW43r+A240xsU1oYzDwf1VfW9gxPUpCE/YlIiIiIiIiIiIiItJokc4ZfhXQAbjGGLOVqqI2gLW2WwPbrgZGAz9uX2CMGQcsb1RPRURERERERERERESaKNJi+LkO2vgr8L4x5nEg1hjzF+Ay4LcO9ikiIiIiIiIiIiIiErGIiuHW2q+a2oC19j1jzNGEi99fAd2BU621s5u6z+2MMZmEb8jZg/AI9NOttQW1rPcRMB6Ybq093mm7IiIiIiIiIi1B974QERFpuojmDDfGxBpj/maMWWaMKav6/w5jTHwD27mNMSuAhdbaK6y1x1lrL9sThfAqNwCfW2v7Ap9XPa7NfcB5e6hNEREREREREREREWljIr2B5mPAJOAPwNiq/ycCj9a3kbU2CASBeovmDpwEPF/19fPAyXX043OgZC/1QURERERERERERERauUjnDD8Z6G2tLax6vNAY8wPhm2Be1MC2U4Cpxpi7gFx2vfnmysZ0thbtrbUbq77eBLR3sjNjTDqQXnN5QUEB6em7LRbZjTIkTilD4pQyJE4pQ+KUMiROKUPihPIjTilD4pQy1LpFOjJ8E5BYY1kCsLGWdWt6BDgC+BJYRriAvrzq6wYZYz4zxsyv5d9J1dez1lqqFdqbaDKwqua/KVOmONyt7EMmowyJM5NRhsSZyShD4sxklCFxZjLKkDgzGWVImm4yyo84MxllSJyZjDLUaplwDbmBlYy5ATgbeJjw6O6uwO+Bl4FZ29ez1n6xd7pZZ7+WABOttRuNMR2Badba/nWsOxG4rr4baNZz5maVztw0G9PSHXBCGWpxbTo/oAy1AsqQOKUM7QMmTpwI7LWb2ClD4pQyJE616QwpP62CMiROKUPiVJ0ZirQYviqCRqy1tldjeuWUMeY+YJu19p6qgn2mtfb6OtadSAPF8Ho4HXEukWvTL3j1UIaaR7TmB5Sh5qIMiVPK0D5AxfAmU4aahzIkTkVrhpSf5qMMiVPKkDjlrBjeWhljsoCpQDdgDXC6tTbfGDMGuMxae0nVet8AA4BkYBtwsbX240Y01Xa/SW2PXvDEiWjNDyhDzUUZEqeUIXFKGRKnlCFxKlozpPw0H2VInFKGxKnoLIY3I32Tmo9e8MSJaM0PKEPNRRkSp5QhcUoZEqeUIXEqWjOk/DQfZUicUobEqTozFOkNNEVERERERERERERE2iwVw0VEREREREREREQk6qkYLiIiIiIiIiIiIiJRT3OGi4iIiIiIiIiIiEjU08hwEREREREREREREYl6KoaLiIiIiIiIiIiISNRTMVxEREREREREREREop6K4SIiIiIiIiIiIiIS9VQMFxEREREREREREZGo52npDuxrjDHxwBXAgYAFpgOPWWsrW7RjtTDGlBDu425PAdZam9rMXRKUIXFOGRIn2lJ+QBlqjZQhcUoZEqeUIXFKGRKn2lKGlJ/WSRly0B9ra+uL7C3GmKlACfB/VYvOBtKttae1XK+kLVGGxCllSJxQfsQpZUicUobEKWVInFKGxCllSJxShppOxfBmZoxZaK0d1NCy1sAYkwj4rbX+qsf9gWOB1dbaN1u0c/swZUicUobEibaUH1CGWiNlSJxShsQpZUicUobEqbaUIeWndVKGmk5zhje/n4wx47c/MMbsB/zYgv2pz0dADwBjTB/ge6AXcKUx5p4W7Ne+ThkSp5QhcaIt5QeUodZIGRKnlCFxShkSp5QhcaotZUj5aZ2UoSbSyPBmZoxZBPQH1lYt6gYsAQKE58kZ1lJ9q8kYM89aO7Tq6zuATGvt740xscDs7c9J81KGxCllSJxoS/kBZag1UobEKWVInFKGxCllSJxqSxlSflonZajpdAPN5nd0S3egEaqfKZkE3AdgrfUZY0It0yVBGRLnlCFxoi3lB5Sh1kgZEqeUIXFKGRKnlCFxqi1lSPlpnZShJlIxvJlUmx9nTdXj7fPjrLHWvtGinavbL8aY+4H1QB/gEwBjTHpLdmpfpQyJU8qQONFG8wPKUKuhDIlTypA4pQyJU8qQONVGM6T8tCLKkHOaM7z51DU/zu+NMXe3YL/q81sgj3C/j7TWllctHwTc31Kd2ocpQ+KUMiROtMX8gDLUmihD4pQyJE4pQ+KUMiROtcUMKT+tizLkkOYMbyatbX4caXuUIXFKGRInlB9xShkSp5QhcUoZEqeUIXFKGRKnlCHnNE1K82lV8+NEwhgzj137vYvWNBn/PkIZEqeUIXGizeUHlKFWRhkSp5QhcUoZEqeUIXGqzWVI+Wl1lCGHVAxvPq1qfpwIrQPuAnKpJ7TSbJQhcUoZEifaYn5AGWpNlCFxShkSp5QhcUoZEqfaYoaUn9ZFGXJIc4Y3n1Y1P06EPiZ8hmka8HvCl16s2f6vRXu2b1KGxCllSJxoi/kBZag1UYbEKWVInFKGxCllSJxqixlSfloXZcghzRkuDTLGdAfOrPqXAPwX+K+1dmmLdkzaDGVInFKGxCllSJxShsQpZUicUobEKWVInFB+xKnWkiEVw5tJa5sfp6mMMSOBZ4Bh1lp3S/dnX6IMiVPKkDgRLfkBZailKEPilDIkTilD4pQyJE5FS4aUn5ajDDmnOcObT6uaH6cxjDEe4BjCZ24OI3xZw20t2KV9lTIkTilD4kSbzQ8oQ62EMiROKUPilDIkTilD4lSbzZDy02ooQ077oZHhzcMYczXhH3ZHYCrhywDmtGyv6meMOQI4CzgWmAm8ArxtrS1r0Y7to5QhcUoZEifaYn5AGWpNlCFxShkSp5QhcUoZEqfaYoaUn9ZFGdoD/VExvHm1lvlxImGM+QJ4GXjdWlvQ0v2RMGVInFKGxIm2lB9QhlojZUicUobEKWVInFKGxKm2lCHlp3VShhz0R8XwlqM5lsQpZUicUobECeVHnFKGxCllSJxShsQpZUicUobEKWWocVwt3YF9jTHGY4w5wRjzEvAhsAQ4tYW7JW2IMiROKUPihPIjTilD4pQyJE4pQ+KUMiROKUPilDLUdBoZ3kxa2/w40vYoQ+KUMiROKD/ilDIkTilD4pQyJE4pQ+KUMiROKUPOqRjeTFrb/DjS9ihD4pQyJE4oP+KUMiROKUPilDIkTilD4pQyJE4pQ86pGC4iIiIiIiIiIiIiUU9zhouIiIiIiIiIiIhI1FMxXERERERERERERESinorhIiIiIiIiIiIiIhL1VAwXERERERERERERkainYriIiIiIiIiIiIiIRL3/B9nS4X9OwIsbAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "array([<AxesSubplot:title={'center':'Exc cluster 6'}>,\n",
-       "       <AxesSubplot:xlabel='proportion'>,\n",
-       "       <AxesSubplot:title={'left':'8.1%'}>], dtype=object)"
+       "<Figure size 1800x540 with 30 Axes>"
       ]
      },
-     "execution_count": 288,
-     "metadata": {},
-     "output_type": "execute_result"
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 900x540 with 15 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 864x180 with 3 Axes>"
+       "<Figure size 1800x540 with 30 Axes>"
       ]
      },
      "metadata": {
@@ -1822,48 +1895,233 @@
     }
    ],
    "source": [
-    "# testing out this function\n",
-    "vba_clust.plot_cluster_data(df_meta, feature_matrix, cre_line = cre_lines[0], cluster_id=6, multi_session_df=None,\n",
-    "                      columns_to_groupby=['layer'], change=False, omitted=True,\n",
-    "                      abbreviate_features=True, abbreviate_experience=True,\n",
-    "                      save_dir=None, ax=None)"
+    "# this plot doesnt work without multi_session_df\n",
+    "folder = 'targeted_structure'\n",
+    "for cre_line in cre_lines:\n",
+    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, cre_line_dfs[cre_line], multi_session_df=all_images_mdf, cre_line = cre_line,\n",
+    "                                     columns_to_groupby=[folder], change=False, omitted=True,\n",
+    "                                     sort_order=None, save_dir=save_dir, folder=folder, suffix='', alpha=0.05)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 297,
-   "id": "da6c32d6-db58-4266-b7d4-82e8e5cedc68",
+   "execution_count": 255,
+   "id": "7c8402f1-6442-4344-a65b-b20b16c7c778",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1800x540 with 30 Axes>"
+       "cell_specimen_id\n",
+       "1086492406    3\n",
+       "1086492307    2\n",
+       "1086492221    4\n",
+       "1086492174    4\n",
+       "1086491936    2\n",
+       "             ..\n",
+       "1086631288    1\n",
+       "1086631205    8\n",
+       "1086631138    1\n",
+       "1086631077    2\n",
+       "1086630543    5\n",
+       "Name: cluster_id, Length: 415, dtype: int64"
+      ]
+     },
+     "execution_count": 255,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cids = df_meta[(df_meta.cre_line==cre_line) & (df_meta.cluster_id==cluster_id_sel[c])].index.values"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe1c1d8e-7cdf-4d3b-b037-7a7d2ad60955",
+   "metadata": {},
+   "source": [
+    "### Plot mean traces for example disinhibitory circuit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 291,
+   "id": "746726f6-cfd3-4698-a59d-e8fa5154b37a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x576 with 3 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
-    },
+    }
+   ],
+   "source": [
+    "cluster_ids_sel = [2,2,1]\n",
+    "fig, ax = plt.subplots(3,1, figsize=(3,9))\n",
+    "colors = utils.get_experience_level_colors()\n",
+    "for c, cre_line in enumerate(cre_lines):\n",
+    "    ts = all_images_mdf.trace_timestamps.iloc[0]\n",
+    "    cids = df_meta[(df_meta.cre_line==cre_line) & (df_meta.cluster_id==cluster_ids_sel[c])].index.values\n",
+    "    sel_df = all_images_mdf[all_images_mdf.cell_specimen_id.isin(cids)][['mean_trace', 'experience_level']]\n",
+    "    experience_levels = np.sort(sel_df.experience_level.unique())\n",
+    "    for e,exp in enumerate(experience_levels):\n",
+    "        exp_df = sel_df[sel_df.experience_level==exp]\n",
+    "        ax[c].plot(ts,exp_df.mean_trace.mean(), color=colors[e])\n",
+    "    ax[c].set_xlim([-0.8,1.5])\n",
+    "    ax[c].set_xlabel('time (s)')\n",
+    "    ax[c].set_ylabel('response')\n",
+    "plt.tight_layout()\n",
+    "utils.save_figure(fig, save_dir=save_dir, folder='', figsize=(4,8), fig_title='mean_responses_disinhibitory_circuit')\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 259,
+   "id": "749a07b8-e998-49a8-9e05-93dc97a7ff59",
+   "metadata": {},
+   "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>mean_trace</th>\n",
+       "      <th>experience_level</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2538</th>\n",
+       "      <td>[0.00026097883620400944, 0.0002568036432591395...</td>\n",
+       "      <td>Familiar</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2540</th>\n",
+       "      <td>[0.0015787272721766484, 0.0017454733290374867,...</td>\n",
+       "      <td>Familiar</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2542</th>\n",
+       "      <td>[0.000748106131175682, 0.0007469053058682863, ...</td>\n",
+       "      <td>Familiar</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2544</th>\n",
+       "      <td>[0.0030282107565481366, 0.003237947818870927, ...</td>\n",
+       "      <td>Familiar</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2546</th>\n",
+       "      <td>[0.00045998280642151816, 0.0004533011520074236...</td>\n",
+       "      <td>Familiar</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155794</th>\n",
+       "      <td>[4.491027966999342e-05, 3.204402311743882e-05,...</td>\n",
+       "      <td>Novel &gt;1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155796</th>\n",
+       "      <td>[0.00018783784406378704, 0.0001517493425407559...</td>\n",
+       "      <td>Novel &gt;1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155798</th>\n",
+       "      <td>[0.0002914402994164741, 0.00023059844505826644...</td>\n",
+       "      <td>Novel &gt;1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155800</th>\n",
+       "      <td>[9.813933584149975e-06, 5.674806165247624e-06,...</td>\n",
+       "      <td>Novel &gt;1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155802</th>\n",
+       "      <td>[0.0003022103545975252, 0.00022074304000483776...</td>\n",
+       "      <td>Novel &gt;1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>25935 rows × 2 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "<Figure size 900x540 with 15 Axes>"
+       "                                               mean_trace experience_level\n",
+       "2538    [0.00026097883620400944, 0.0002568036432591395...         Familiar\n",
+       "2540    [0.0015787272721766484, 0.0017454733290374867,...         Familiar\n",
+       "2542    [0.000748106131175682, 0.0007469053058682863, ...         Familiar\n",
+       "2544    [0.0030282107565481366, 0.003237947818870927, ...         Familiar\n",
+       "2546    [0.00045998280642151816, 0.0004533011520074236...         Familiar\n",
+       "...                                                   ...              ...\n",
+       "155794  [4.491027966999342e-05, 3.204402311743882e-05,...         Novel >1\n",
+       "155796  [0.00018783784406378704, 0.0001517493425407559...         Novel >1\n",
+       "155798  [0.0002914402994164741, 0.00023059844505826644...         Novel >1\n",
+       "155800  [9.813933584149975e-06, 5.674806165247624e-06,...         Novel >1\n",
+       "155802  [0.0003022103545975252, 0.00022074304000483776...         Novel >1\n",
+       "\n",
+       "[25935 rows x 2 columns]"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
+     "execution_count": 259,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sel_df  = all_images_mdf[['mean_trace', 'experience_level']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 270,
+   "id": "eaa4c3d5-9138-49c1-91fe-439e6ab5be44",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-1.0, 1.0)"
+      ]
      },
-     "output_type": "display_data"
+     "execution_count": 270,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1800x540 with 30 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1873,66 +2131,69 @@
     }
    ],
    "source": [
-    "# this plot doesnt work without multi_session_df\n",
-    "\n",
-    "for cre_line in cre_lines:\n",
-    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n",
-    "                                     columns_to_groupby=['targeted_structure'], change=False, omitted=True,\n",
-    "                                     sort_order=None, save_dir=save_dir, folder='cluster_proportions_plot/areas', suffix='', alpha=0.05)\n"
+    "fig, ax = plt.subplots(1,1)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 205,
-   "id": "00f738a2-b2ed-4551-af46-3976b0cbf17a",
+   "execution_count": 264,
+   "id": "e478598c-ea86-4e01-b89e-a6d97b1f29c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([-2.        , -1.96666667, -1.93333333, -1.9       , -1.86666667,\n",
+       "       -1.83333333, -1.8       , -1.76666667, -1.73333333, -1.7       ,\n",
+       "       -1.66666667, -1.63333333, -1.6       , -1.56666667, -1.53333333,\n",
+       "       -1.5       , -1.46666667, -1.43333333, -1.4       , -1.36666667,\n",
+       "       -1.33333333, -1.3       , -1.26666667, -1.23333333, -1.2       ,\n",
+       "       -1.16666667, -1.13333333, -1.1       , -1.06666667, -1.03333333,\n",
+       "       -1.        , -0.96666667, -0.93333333, -0.9       , -0.86666667,\n",
+       "       -0.83333333, -0.8       , -0.76666667, -0.73333333, -0.7       ,\n",
+       "       -0.66666667, -0.63333333, -0.6       , -0.56666667, -0.53333333,\n",
+       "       -0.5       , -0.46666667, -0.43333333, -0.4       , -0.36666667,\n",
+       "       -0.33333333, -0.3       , -0.26666667, -0.23333333, -0.2       ,\n",
+       "       -0.16666667, -0.13333333, -0.1       , -0.06666667, -0.03333333,\n",
+       "        0.        ,  0.03333333,  0.06666667,  0.1       ,  0.13333333,\n",
+       "        0.16666667,  0.2       ,  0.23333333,  0.26666667,  0.3       ,\n",
+       "        0.33333333,  0.36666667,  0.4       ,  0.43333333,  0.46666667,\n",
+       "        0.5       ,  0.53333333,  0.56666667,  0.6       ,  0.63333333,\n",
+       "        0.66666667,  0.7       ,  0.73333333,  0.76666667,  0.8       ,\n",
+       "        0.83333333,  0.86666667,  0.9       ,  0.93333333,  0.96666667,\n",
+       "        1.        ,  1.03333333,  1.06666667,  1.1       ,  1.13333333,\n",
+       "        1.16666667,  1.2       ,  1.23333333,  1.26666667,  1.3       ,\n",
+       "        1.33333333,  1.36666667,  1.4       ,  1.43333333,  1.46666667,\n",
+       "        1.5       ,  1.53333333,  1.56666667,  1.6       ,  1.63333333,\n",
+       "        1.66666667,  1.7       ,  1.73333333,  1.76666667,  1.8       ,\n",
+       "        1.83333333,  1.86666667,  1.9       ,  1.93333333,  1.96666667,\n",
+       "        2.        ,  2.03333333,  2.06666667])"
+      ]
+     },
+     "execution_count": 264,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 265,
+   "id": "a5056ed8-7650-4d8f-9e95-64fdfe3ab8c5",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# # shuffled cluster sizes means\n",
-    "# shuffle_type_cluster_sizes = threshold_cluster_sizes[threshold]\n",
-    "# for shuffle_type in shuffle_types:\n",
-    "#     for cre_line in cre_lines:\n",
-    "        \n",
-    "#         table = pd.DataFrame(shuffle_type_cluster_sizes[shuffle_type][cre_line]).mean(axis=0)\n",
-    "#         # original cluster sizes\n",
-    "#         table2 = cre_original_cluster_sizes[cre_line]\n",
-    "\n",
-    "#         # convert to shuffled proportions\n",
-    "#         table_proportions = table/table.sum()\n",
-    "#         # adjust to original number of cells\n",
-    "#         table = table_proportions*table2.sum()\n",
-    "\n",
-    "#         out =chisquare(table.values, table2.values)\n",
-    "#         print(shuffle_type, cre_line, out)\n"
+    "ts = all_images_mdf.trace_timestamps.iloc[0]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 206,
-   "id": "bd81f80d-2893-4300-92ff-f0a1fa9ef423",
+   "execution_count": null,
+   "id": "ba6c87cf-72e4-461b-b876-adf94e97139d",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "# # shuffled cluster sizes means\n",
-    "# shuffle_type_cluster_sizes = threshold_cluster_sizes[threshold]\n",
-    "# for shuffle_type in shuffle_types:\n",
-    "#     for cre_line in cre_lines:\n",
-    "        \n",
-    "#         table = pd.DataFrame(shuffle_type_cluster_sizes[shuffle_type][cre_line]).mean(axis=0)\n",
-    "#         # original cluster sizes\n",
-    "#         table2 = cre_original_cluster_sizes[cre_line]\n",
-    "\n",
-    "#         # convert to shuffled proportions\n",
-    "#         table_proportions = table/table.sum()\n",
-    "#         # adjust to original number of cells\n",
-    "#         #table = table_proportions*table2.sum()\n",
-    "#         print(table.sum(), table2.sum())\n",
-    "#         try:\n",
-    "#             out =chisquare(table.values, table2.values)\n",
-    "#             print(shuffle_type, cre_line, out)\n",
-    "#         except:\n",
-    "#             print('not matched')\n"
-   ]
+   "source": []
   }
  ],
  "metadata": {
diff --git a/notebooks/221107_figure_4_clustering_dff_control.ipynb b/notebooks/221107_figure_4_clustering_dff_control.ipynb
index 1badad529..76489a3ae 100644
--- a/notebooks/221107_figure_4_clustering_dff_control.ipynb
+++ b/notebooks/221107_figure_4_clustering_dff_control.ipynb
@@ -180,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -195,16 +195,15 @@
     "# columns = ['omissions_across', 'all-images_across',\n",
     "#        'behavioral_across', 'task_across', 'cell_specimen_id', 'experience_level']\n",
     "# results_pivoted_sel = results_pivoted[columns]\n",
-    "# results_pivoted_sel = results_pivoted_sel.rename(columns= {'all-images_across':'all_images', 'omissions_across':'omissions', 'behavioral_across':'behavioral', 'task_across':'task'})\n",
+    "# results_pivoted_sel = results_pivoted_sel.rename(columns= {'all-images_across':'all-images', 'omissions_across':'omissions', 'behavioral_across':'behavioral', 'task_across':'task'})\n",
     "\n",
     "# feature_matrix = vba_clust.pivot_df(results_pivoted_sel, dropna=True)\n",
-    "\n",
-    "#feature_matrix.to_hdf(os.path.join(save_dir, 'feature_matrix.h5'), key = 'df')"
+    "# feature_matrix.to_hdf(os.path.join(save_dir, 'feature_matrix.h5'), key = 'df')\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -214,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {
     "scrolled": true
    },
@@ -380,7 +379,7 @@
        "1086490002         0.072155  0.001681  0.035327  0.000000  0.000503  0.050063  "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -393,7 +392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -665,7 +664,7 @@
        "[5 rows x 41 columns]"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -685,12 +684,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 6 Axes>"
       ]
@@ -714,18 +713,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "n_clusters_cre = {'Slc17a7-IRES2-Cre': 8,\n",
-    "                 'Sst-IRES-Cre': 6, \n",
+    "n_clusters_cre = {'Slc17a7-IRES2-Cre': 10,\n",
+    "                 'Sst-IRES-Cre': 5, \n",
     "                 'Vip-IRES-Cre':10}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -734,7 +733,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -752,12 +751,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -769,7 +768,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x288 with 2 Axes>"
       ]
@@ -799,7 +798,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -824,7 +823,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -832,7 +831,7 @@
      "output_type": "stream",
      "text": [
       "generating cluster labels from coclustering matrix\n",
-      "saving cluster_labels to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_labels_Vip_10_Sst_6_Slc17a7_8.h5\n"
+      "saving cluster_labels to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_labels_Vip_10_Sst_5_Slc17a7_10.h5\n"
      ]
     },
     {
@@ -865,7 +864,7 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "      <td>1086492406</td>\n",
        "      <td>Vip-IRES-Cre</td>\n",
        "      <td>2</td>\n",
@@ -904,14 +903,14 @@
       ],
       "text/plain": [
        "   labels  cell_specimen_id      cre_line  cluster_id\n",
-       "0       3        1086492406  Vip-IRES-Cre           2\n",
+       "0       1        1086492406  Vip-IRES-Cre           2\n",
        "1       5        1086492307  Vip-IRES-Cre           5\n",
        "2       0        1086492221  Vip-IRES-Cre           1\n",
        "3       8        1086492174  Vip-IRES-Cre           3\n",
        "4       8        1086491936  Vip-IRES-Cre           3"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -930,7 +929,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -954,7 +953,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "saving cluster_meta to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_metadata_Vip_10_Sst_6_Slc17a7_8.h5\n"
+      "saving cluster_meta to \\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4\\24_dff_all_L2_optimize_by_session\\221107_clustering_dff_control\\cluster_metadata_Vip_10_Sst_5_Slc17a7_10.h5\n"
      ]
     },
     {
@@ -1046,7 +1045,7 @@
        "    <tr>\n",
        "      <th>1086492406</th>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "      <td>795073741</td>\n",
        "      <td>CAM2P.4</td>\n",
        "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
@@ -1113,7 +1112,7 @@
        "      <td>False</td>\n",
        "      <td>Familiar 3</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.860140</td>\n",
+       "      <td>0.853147</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1086492174</th>\n",
@@ -1171,7 +1170,7 @@
       "text/plain": [
        "                  cluster_id  labels  ophys_experiment_id equipment_name  \\\n",
        "cell_specimen_id                                                           \n",
-       "1086492406                 2       3            795073741        CAM2P.4   \n",
+       "1086492406                 2       1            795073741        CAM2P.4   \n",
        "1086492307                 5       5            795073741        CAM2P.4   \n",
        "1086492221                 1       0            795073741        CAM2P.4   \n",
        "1086492174                 3       8            795073741        CAM2P.4   \n",
@@ -1221,14 +1220,14 @@
        "cell_specimen_id                                                  \n",
        "1086492406                          2                   0.755245  \n",
        "1086492307                          5                   0.831007  \n",
-       "1086492221                          1                   0.860140  \n",
+       "1086492221                          1                   0.853147  \n",
        "1086492174                          3                   0.825175  \n",
        "1086491936                          3                   0.809108  \n",
        "\n",
        "[5 rows x 45 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1247,12 +1246,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1264,7 +1263,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1276,7 +1275,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1311,7 +1310,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1335,7 +1334,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1347,7 +1346,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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vmmEPul5v1My6oWWSRETMAGY06VwvNuM8ZtbL5oakxSWNlPSspNck3SVpaN43TFJI2lnSvZJmSbpV0up5jc1xkmZIuiYvQlw55zzNDUkbS7pJ0su5/DhJ2+Z9i0k6Q9JTkl6X9B9JP6o6dp7mhqTlJY2WNC3Hc6Ok91XtH56v8TFJ4yW9KukWSYOryqwh6SpJL0qaKWmCpHorkJt1lN7WJH4C7EVag/Mx4GvAnyoL62YnAkcCLwGXAJeS1t38CjCbtN7mCOCwBte4hLTC1lakhX03zscDHE5a2/OzpDU/VwfWL4h3VN6/K2lhnh/keNeLiFm5zOLAt/Nneo20DugvgB3z/rOBJYBtgZe7uJ5Zx+hxkpC0FHAwcGBEXJu3fRXYDjgUuDEXPSEibs37f0Hqb9g8Iu7L20YDny641JrAqRExIX//SM2+ScCteQWufwN3NIh3XeBTwDYR8be8bd98zD7A+bnoosChETExlzkV+JUk5WusCVweEeNy+SkFP6PlgOVqt98z4UmWWXa+zWYtrTfNjbWBxYDbKxsiYjZwJ7BRVbl/Vn39bH7/V822QQXX+SlwvqSbJR0naYOqfaOATYFJks6StIukRp9lQ+DtHF8l3pdyLNXxvl5JENlTwEDSquIApwPHS7pT0kmSNi+I/UhSEpnnNfq8swoOMWtNzb4FWj3z0pu12yOidlvD60fECNIv8ZXA1sA/JR2Q991HWvT32/kco4G/FCSK7sT7VoN9A/I1LwAGA78G1gPukDSiwXlH5rLzvL745UN7GJ5Z+XqTJB4F3gA+XNkgaRHgQ8BDTYoLgIiYHBFnRMQuwAXAgVX7XomI30fEwcAupObOOnVO8zDpc36oKt5lSH0cPYo3IqZGxLkRsRfwHVL/Sr1y0yPi8dqXmxrWjnrcJxERr0o6B/ixpOdJVemjgJVInXsL3KEnaUnSuInLSB2TKwFDgbvz/q8BTwMPkGosnyd1Jk6tE+9kSVcBv5T0FWA6qePyZVLnaHdjOh24ntQXsgywE01OimatqLd3N47O778mddDdD+wUEU9Lakav/2xSX8AoYBXgBeAa4Bt5/yvAN4F1Sc2C+4GdI2Jmg/PtT2oC/JF0h+L2HO+sBuXrGUDqfF0jX/8m4Os9ON6sLXm27H7k2bLbl2fLNjNrwEnCzAo5SZhZIScJMyvkJGFmhZwkzKyQk4SZFXKSMLNCThJmVshJwswKOUmYWSE/u9GPHn761Y7+Yb80s3MnKF9ysUXKDqFPDXnPO/3shpn1jpOEmRVykjCzQk4SZlbIScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkV6jJJSBor6czeXkDSMEkhacXenqOb1xkuaUZfXqPqWiMkje+Pa5mVrZNqEpcC7y07CLNO09sVvFpOXo2rJytyzUfSwIh4o0khmXWE7tYkFpV0uqRp+XVKZQVvSQMl/VjSVEkzJf1d0o51zjFE0t25zD8kbVbZIWkFSb/J55gl6UFJ+1ft/4qkZ/PCxFRtv0TSH/PX8zU3JB0k6RFJb+T3L9fsD0mHSvqDpFeBkyUtIukCSVNyLJMlfasXK5abdYTu/sffh7krcx9EWk37yLzv18A2pEV73w+MBq6WNKTmHD8EjgE2I63tebGkyuOpSwD3AZ8A3gecTlrg92N5/2XAssAOlZNJWhrYFRhTL2BJuwNnktYAfX8+59mSPllT9LvAdaRVxs/Kn/NJYC9gQ+A44FjSeqJmC50u55OQNBZYFVg/cmFJxwNfJSWHycBaEfHvqmOuBJ6KiEMkDQNuIS3Qe0Pe/2HgNmCNiJhvJfBc5rfAjIg4MH//B+DViNg3f/8F0i/1ShHxmqThwJkRsXTefzswMSIOqDrnKGCdiBiav498zGFd/Ax+BGwREdvn70cAn46I9zcovxxpIeV53PXw1CnLLDvf5o7h+STaVzPmk7gr5s0mdwKrAUMBAQ9JmlF5AbsAa9ec459VXz+V3wcB5Cr+cZL+KemFfI49gPdUHTMG2E3SO/L3+wCXR8RrDWLekLR6eLXbgI1qtv2j9kBJX81NoudyLEfVxNKVI4Epta8LzzurB6cwaw3N6LgMYEug9s9IbSdi9f5KwqkkqW8AXweOAP4FzABOJieR7FrgLWBXSTcB2wP1+j66E2+1V6u/kbQ3qYnyDeAO4GXgUGD3HlxjJDCqduN+Xz50Sg/OYdYSupsk/keSqmoTHyTVBu4k1SRWjohbFiCOocDVEXERQO6rWA+YXikQEa9LuoxUg1gReAYYW3DOh4EPAxfUXOehbsRyd0TMGRsiqbZWVCgiplMV+5yAnn51vrJmra67SWJVYKSks0kdfN8EToqISZIuBkZJ+jqp8/FdwDDgsYj4QzfPPwnYW9JQ4HngMGAwcH9NuTHATXnfbyLi7YJzngJcJule4M/ATqQEs0c3YhkuaWfgEeCzpL6Xad38LGYdpbtJ4mJgEeBuUnX9AuBned/+pDsAPwFWB14E7iF1VnbXSaRf/OtJzZRR+Zq1/Qe3ku48bAR8ruiEEXGlpMNIzYaRwBPAIRFxdRex/BLYFLiEVEu6HDgNOKDgGLOO5dmy+5Fny25fvrthZtaAk4SZFXKSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJOEmRVykjCzQn52ox9Nmzm7o3/Yb84ueii3vQ1Qw0cbOsKKSy/qZzfMrHecJMyskJOEmRVykjCzQk4SZlbIScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCTRDdIGiYpJK1Ydixm/a0jk4SksZLO7LqkmXWlI5OEmTVPxyUJSaNIa3cempsIIWltSRdImiJplqTJkr4laUDVcRtLuknSy5JmSBonadsG11hc0hWS7pM0qF4Zs07R3bVA28kRpBXJJwDH5m3TSGuI7gU8B2wFnAu8wNxVxy8BxuV9b5EWRn6t9uSSlgGuIiXYYRHxcl99ELNW0HFJIiJekvQGMDMinqna9Z2qrx+XtBlp0eFKklgTODUiJuTvH6lz+kHAReSEExHzJREAScsBy9Vun/Lk8yy73HybzVpaxzU3GpH0VUn/kPScpBnAUcB7qor8FDhf0s2SjpO0QZ3T3ABMBfZolCCyI4Epta9zzjq9GR/FrF8tFElC0t7ASGAUsCOwKXA2MLBSJiJGABsBVwJbA/+UdEDNqa4BhgLv7+KSI4HBta+DDz1iAT6FWTk6rrmRvQFUrxU/FLg7IubcFpW0du1BETEZmAycIekc4EDgV1VFTgBeBG6S9LGIeKDexSNiOjC9dvu0mbN7+jnMStepSeJxYCtJawEzSP0LwyXtnL/+LOkOyDQASUsCpwKX5WNXIieW2hNHxHGSBNyYE8W4vv4wZmXq1ObGqaTaxEOkuxnXA78j3cH4O7AWcFpV+dnA8qTmyETgCuBO4Gv1Th4RxwLnkWoUQ/riA5i1Cs+W3Y88W3b78mzZZmYNOEmYWSEnCTMr5CRhZoWcJMyskJOEmRVykjCzQk4SZlbIScLMCjlJmFkhJwkzK+RnNzpUnh3rSGBkfnS9o3Ty52u1z+Yk0aHyY/JTgMER8Xi50TRfJ3++Vvtsbm6YWSEnCTMr5CRhZoWcJMyskJNE55oOnEidCXk7xHQ69/NNp4U+m+9umFkh1yTMrJCThJkVcpIws0JOEmZWyEnCrEVJWlvSzWXH4STRISQtKukQSauWHUt/kjREUqcusro0aTnKUnXqWqALnYh4S9IpwLVlx1KCtlxeS9J3uiiycr8E0gUnic5yF7AZ8ETZgTRLN6rbSwPtOthnBPAYMKvB/iX6L5TGnCQ6y3nAaZLWBO4FXq3eGRH3lRLVghkKXAM82WD/isDm/RdOU00Bjo+I39bbKWlT0r9jqTzisoNIKlqxNyJikX4LpkkkjQN+HhHnN9i/KXBvm362y4ApEfGtBvuHAPdHRKl9h65JdJbBZQfQB+4jNaEaeR34dz/F0mzfBd5RsP8hWuDf1DUJa2mSFgcWiYiZZceysHKS6DCSFgW2At4DDKzeFxEXlhKUtTUniQ4iaQPgalIVVcBsUpPyTeD1iFimxPCsC5JWA74PnBQRj5UdT4UHU3WWkaTe8GWBmcCGwBbAA8CepUVl3bUfMBw4oOQ45uGaRAeR9AKwTUSMl/QSsFVETJS0DekOwSYlh2gFJD0MTAY2iYi1Sg5nDtckOotINQiA54DV8tdTgXVKici6RdJWwBqkWsQ7JW1bckhzOEl0lvHAkPz1PcDRuRZxIvBIaVFZd+wH/DEingd+B3yx5HjmcHOjg0jaEVgqIv4g6b2k5zjWB54H9oqIsWXG11OSzuhu2Yg4vC9j6UuSFgOeBvaNiOslDQWuA1ZuhVu/HkzVQSLihqqvHwM2lPQuYFq051+DjbtZrh0/W7VPku5A3QAQEbdJeo7U2XxRmYGBaxJmpZN0BWl49teqtp0IfDgiti8vshyLk0R7k/RH4AsR8XL+uqGI+FQ/hdWnJK0EPBcRRc+qtAVJK5IeXvtgRNxftX090rDstSJialnxgZsbneAF5la3XygzkL6U2+0/AA4GlgTWAx6T9GPgiYg4u8z4FsArwLoRMc/zJxExSdJgWuDf1DUJawuSTiK10Y8BLgE2jojHJO0JHB0RW5UaYAdzTcLaxeeAAyLirzWPxI8n1SqsjzhJtLmu+iGqtXmfxKrUn3FrUfz/uE/5h9v+Sm+z9pMHgY8Cj9ds34sWmL2pkzlJtLmI2L/sGPrJicAYSWsAiwCfyU+9fh7YpdTIOpw7Lq1t5BGlx5LmtBxAmrXqexHx51ID63BOEm1uYRwn0Qnaaci5mxvtb2EZJ3ElaYjy1RHxRsnhNEPbDDl3TcLagqRLgE+RnnG4HLgoIv5ablQLBz8qbm0hIj4PrAQcRrod+hdJT0j6kaT3lxtd80haSVJL/V66JtFB8szShwDbAoOo+SPQSaMSJb0b2Bv4KrBBRLRt07nekPM8mrQlhpy37Q/W6joP+ARwFenhoI78CyBpCWA7YEfSaMv/lBvRAvsu6XHxL5CGnFfcAxwNOElY03wK2LUT2+qSBOwA7APsRpoJ/DLgYxFxa4mhNUNLDzl3kugs/yXNQtWJngaWAa4nzSh9bYfc5YAWH3LeUh0ktsCOBU6WtHzZgfSBE4BVI2LPiLiigxIEzB1yXqslhpyXnqWsqf4MHAT8V9IzpNuFc0TEe0uJqgki4jyY0x+xDqm/5dGIeK3UwJqjpYec++5GB8kDjrYkdX49S03HZUScVkJYTZGXL/wh8H+k5QtFWiz458BxEfFmweEtr5WHnDtJdBBJrwLbRcTdZcfSbJJ+SurgOwa4LW/+CClxXBwR3ygrtk7n5kZn+Tfpr2sn+jzpDsB1VdsezbNKnw+0bZJo9SHn7rjsLEcBP5HUiat1LQs8Wmf7o8By/RtK080ERgPPSjo/L6jUMtzc6CCSXgEWJ3V+vQ68Vb2/nVcVl3QXcG9EHFqz/Rxg04j4UDmRNYekpYDdSTWm7Um3fH8DjImI8aXG5iTROSQVLg0XEaP7K5Zmk/RR0qpWTwJ35c0fJI0x2Dkibmt0bLtptSHnThLWNiStChwKbJA3PQycHRFPlRdVc+VbvLuShmjvCDwZEYNLjclJojNJWpl0q3CO2rUdrDUUDDkf0wpDzn13o4NIWhY4gzRSb2CdIov0b0QLLq9l2qWIeLGvY+lDLT3k3Emis5wKDCH9NfoDcACwGnAE8PXywlogz9P106xBe/9fPgG4LCKmlx1IPW5udBBJU4HPRcStkl4GNouIRyRVnjLcoeQQe6yL24E7kRLgW+1856aiVYect3P2tfktx9ynCV8CVgAeAe4kDThqO/Uee5f0AeAU0ojLXwLf7++4mqnRkHNJLTHk3IOpOsujQOUhroeBz+ZOsT2Adm6zAyBpcJ7r8h7SpL8bRcThEfFcyaEtqJ+Q7mZ8lTR/xLqkWar2JSWPUrm50QEkbUJ63PhwYHZEnCFpO+AaYDHSH4MjIuLMEsPsNUkrAN8h/RLdTlog+O/lRtU8+Ynd2iHnSNoFOD8iViknshyHk0T7kzQbWCUi/pu/vxY4kJQgtgAmR8S/Sgyx1yQdB3yTtLzfMRHxp3Ijaj5Js0ijRifWbN8AuD8iliwnshyHk0T7y1OerVyVJF4BhkTEY+VGtuDyZ5sF3AK83ahcOy881OpDzt1xaa3uQjp0Qt8q3wKuk7Q9dYaclxZV5ppEB8jNjZUrHXi5JrFJREwpNzLrrlYecu4k0QFylfwvzJ1LYmfgr6RHkOdo5yq5lcfNjc5Q+3TnmFKisB5plyHnrkmYlSTXALsccl72o+KuSZiVZ9uCfXOGnPdTLA25JmHWQuoNOS97RKmHZZu1gFYecu4kYVYiSStIOh2YAKwMbB0Re0dEvUl/S+EkYVaSPOT8UWAb0kLP27XiMynukzArSbsMOffdDbPytMWQc9ckzKyQ+yTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZof8Hl5C59FqWTXkAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1395,7 +1394,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1455,7 +1454,19 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
+      "text/plain": [
+       "<Figure size 216x180 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1467,7 +1478,7 @@
     },
     {
      "data": {
-      "image/png": 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C1PDvEmZ5Ph94hdAW4ZyroN0kCUKHq7OBNQjVh5HA0dZei1LOVandJAkzuxa4Nu84nGs0Pp6Ecy6TJwnnXCZPEs65TJ4knHOZPEk45zJ5knDOZfIk4ZzL5EnCOZep3d67kYeJ0+YW+sNeocuSeYfQaubNK/SvjuWW6lDx3g0vSTjnMnmScM5l8iThnMvkScI5l8mThHMukycJ51wmTxLOuUyeJJxzmTxJOOcyeZJwzmWqmyQhaYik12t0rJGSLq7FsZxr7+rm3g1JywKdzWxKDY61IvClmX2++JHVjt+70bja870bdTNatpnNAGbU6Fif1uI4zrkWVjckdZY0VNJHkuZIekZS77iujySTtLukFyXNlvS4pNXjHJuvSJoh6e44CXHpmAtVNyRtKulhSdPj9q9I2imuW1LShZImSfpC0n8k/Smx70LVDUkrSBouaWqM5yFJGyfW943n+IGk1yXNlPSopF6JbdaQdIekTyXNkvS2pHIzkDtXKC0tSfwZ2J8wB+dY4DfAP0sT60anAYOBz4AbgL8T5t08DJhHmG9zCHBEhXPcQJhha1vCxL6bxv0BjiTM7XkgYc7P1YH1M+IdFtfvRZiY5w8x3vXMbHbcpjPw+/ie5hDmAb0M2DWuvwRYCtgJmN7E+ZwrjGYnCUldgIFAfzO7Jy4bAHwfGAQ8FDc92cwej+svI0y0u5WZjYrLhgM/yTjVmsC5ZvZ2fP1eat1o4PE4A9f7wFMV4l0X2BPY0cz+FZf9LO5zMHBV3HQJYJCZvRO3ORf4myTFc6wJ3GJmr8Ttx2V8Rt2Abunlb4z/iK5dF1nsXF1rSXVjbWBJ4MnSAjObBzwNbJTY7tXEzx/F59dSy1bJOM/5wFWSHpF0oqQNEuuGAVsAoyX9VdIekiq9lw2Br2N8pXg/i7Ek4/2ilCCiSUAnwqziABcAJ0l6WtKZkrbKiH0wIYks9Ljq0osydnGuPtX6EmiyCfjL9HIzSy+reH4zG0L4J74d+A7wqqR+cd0owqS/v4/HGA48mJEoqon3qwrrOsRzXg30Aq4B1gOekjSkwnGHxm0XevQfWKlm5Vz9akmSGAPMBXYoLZDUEdgeeLNGcQFgZu+a2YVmtgdwNdA/se5zM/s/MxsI7EGo7qxT5jBvEd7n9ol4lye0cTQrXjObYGZXmNn+wCmE9pVy200zs/Hph1c1XCNqdpuEmc2UdClwtqTJhKL00UB3QuPeYjfoSVoaOJfQuDk+Hrs38Gxc/xvgA+BlQonlIEJj4oQy8b4r6Q7gckmHAdMIDZfTCY2j1cZ0AXAfoS1keWA3apwUnatHLb26cXx8vobQQPcSsJuZfSCpFq3+8whtAcOAbwJTgLuB38b1nwPHAusSqgUvAbub2awKxzuUUAW4k3CF4skY7+wK25fTgdD4ukY8/8PAMc3Y37mGVDc9LtsD73HZuNpzj8u6uXfDOVefPEk45zJ5knDOZfIk4ZzL5EnCOZfJk4RzLpMnCedcJk8SzrlMniScc5k8STjnMnmScM5lqpuBcNuDZTp1zDuEVjX3q6/zDqHVzPu62PduZJUXvCThnMvkScI5l8mThHMukycJ51wmTxLOuUyeJJxzmTxJOOcyeZJwzmXyJOGcy+RJwjmXqckkIWmkpItbegJJfSSZpJVbeowqz9NX0ozWPEfiXEMkvd4W53Iub0UqSfwdWCvvIJwrmsLc4BVn42rOjFyLkNTJzObWKCTnCqHaksQSki6QNDU+zinN4C2pk6SzJU2QNEvS85J2LXOMzSU9G7d5QdKWpRWSVpJ0YzzGbElvSDo0sf4wSR/FiYlJLL9B0p3x50WqG5J+Jek9SXPj8/+m1pukQZJulTQT+KOkjpKuljQuxvKupONaMGO5c4VQ7R/+wSyYmftXhNm0B8d11wA7Eibt3QQYDtwlafPUMc4CfgdsSZjb83pJpanFlgJGAT8CNgYuIEzw+4O4/magK7BL6WCSlgX2AkaUC1jSPsDFhDlAN4nHvETSj1ObngrcS5hl/K/xfU4E9gc2BE4ETiDMJ+pcu9PkXKCSRgI9gPUtbizpJGAAITm8C/Q0s/cT+9wOTDKzwyX1AR4lTNB7f1y/A/AEsIaZLTITeNzmJmCGmfWPr28FZprZz+LrQwj/1N3NbI6kvsDFZrZsXP8k8I6Z9Usccxiwjpn1jq8t7nNEE5/Bn4CtzWzn+HoI8BMz26TC9t0IEykvZNzEyeO6dltkcWGo4mySja/o40ms1GWJxZ4L9BlbOJs8DawG9AYEvClpRukB7AGsnTrGq4mfJ8XnVQBiEf9ESa9KmhKPsS/wrcQ+I4C9JS0TXx8M3GJmcyrEvCFh9vCkJ4CNUsteSO8oaUCsEn0SYzk6FUtTBgPj0o9L/3pBMw7hXH2oRcOlAdsAX6aWpxsRk+tLCaeUpH4LHAMcBbwGzAD+SEwi0T3AV8Bekh4GdgbKtX1UE2/SzOQLSQcQqii/BZ4CpgODgH2acY6hwLD0woGDjhrXjGM4VxeqTRL/JUmJ0sR2hNLA04SSxKpm9uhixNEbuMvMrgOIbRXrAdNKG5jZF5JuJpQgVgY+BEZmHPMtYAfg6tR53qwilmfNbH7fEEnpUlEmM5tGIvaSqbPmNecwztWFapNED2CopEsIDXzHAmea2WhJ1wPDJB1DaHxcEegDjDWzW6s8/mjgAEm9gcnAEUAv4KXUdiOAh+O6G80sa1DFc4CbJb0IPADsRkgw+1YRS19JuwPvAQcS2l6mVvlenCuUapPE9UBH4FlCcf1q4C9x3aGEKwB/BlYHPgWeIzRWVutMwj/+fYRqyrB4znT7weOEKw8bAT/NOqCZ3S7pCEK1YSjwb+BwM7uriVguB7YAbiCUkm4BzgP6ZezjXGE1eXXD1c7UWfMK/WH71Y3GVYurG865dsqThHMukycJ51wmTxLOuUyeJJxzmTxJOOcyeZJwzmXyJOGcy+RJwjmXyZOEcy6TJwnnXKbCDITbCIp8bwNApyWK+53zddb9xgVX3N+qc64mPEk45zJ5knDOZfIk4ZzL5EnCOZfJk4RzLpMnCedcJk8SzrlMniScc5k8STjnMnmSqIKkPpJM0sp5x+JcWytkkpA0UtLFTW/pnGtKIZOEc652CpckJA0jzN05KFYRTNLakq6WNE7SbEnvSjpOUofEfptKeljSdEkzJL0iaacK5+gs6TZJoyStUm4b54qiiLeKH0WYkfxt4IS4bCphDtH9gU+AbYErgCksmHX8BuCVuO4rwsTIc9IHl7Q8cAchwfYxs+mt9UacqweFSxJm9pmkucAsM/swseqUxM/jJW1JmHS4lCTWBM41s7fj6/fKHH4V4DpiwjGzRZIIgKRuQLf08vGTJtO12yKLnatrhatuVCJpgKQXJH0iaQZwNPCtxCbnA1dJekTSiZI2KHOY+4EJwL6VEkQ0GBiXflx68QW1eCvOtal2kSQkHQAMBYYBuwJbAJcAnUrbmNkQYCPgduA7wKuS+qUOdTfQG9ikiVMOBXqlHwN/fdRivAvn8lG46kY0F+iYeN0beNbM5l8WlbR2eiczexd4F7hQ0qVAf+BviU1OBj4FHpb0AzN7udzJzWwaMC29fNrsec19H87lrqhJYjywraSewAxC+0JfSbvHnw8kXAGZCiBpaeBc4Oa4b3diYkkf2MxOlCTgoZgoXmntN+Ncnopa3TiXUJp4k3A14z7gH4QrGM8DPYHzEtvPA1YgVEfeAW4DngZ+U+7gZnYCcCWhRLF5a7wB5+qFzCzvGNqNabPnFfrD9tGyG9eynSuP5V7c36pzriY8STjnMnmScM5l8iThnMvkScI5l8mThHMukycJ51wmTxLOuUyeJJxzmTxJOOcyeZJwzmXyezcKKo6ONRgYGm9dL5Qiv796e2+eJAoq3iY/DuhlZuPzjab2ivz+6u29eXXDOZfJk4RzLpMnCedcJk8SzrlMniSKaxpwGmUG5C2IaRT3/U2jjt6bX91wzmXykoRzLpMnCedcJk8SzrlMniScc5k8SThXpyStLemRvOPwJFEQkpaQdLikHnnH0pYkbS6pqJOsLkuYjjJXRZ0LtN0xs68knQPck3csOag4+1Q9k3RKE5us2iaBNMGTRLE8A2wJ/DvvQGqliuL2skCjdvYZAowFZldYv1TbhVKZJ4liuRI4T9KawIvAzORKMxuVS1SLpzdwNzCxwvqVga3aLpyaGgecZGY3lVspaQvC7zFX3uOyQCRlTWtrZtaxzYKpEUmvABeZ2VUV1m8BvNig7+1mYJyZHVdh/ebAS2aWa9uhlySKpVfeAbSCUYQqVCVfAO+3USy1diqwTMb6N6mD36mXJFxdk9QZ6Ghms/KOpb3yJFEwkpYAtgW+BXRKrjOza3MJyjU0TxIFImkD4C5CEVXAPEKV8kvgCzNbPsfwXBMkrQacAZxpZmPzjqfEO1MVy1BCa3hXYBawIbA18DKwX25RuWr9HOgL9Ms5joV4SaJAJE0BdjSz1yV9BmxrZu9I2pFwhWCznEN0GSS9BbwLbGZmPXMOZz4vSRSLCCUIgE+A1eLPE4B1conIVUXStsAahFLEcpJ2yjmk+TxJFMvrwObx5+eA42Mp4jTgvdyictX4OXCnmU0G/gH8Iud45vPqRoFI2hXoYma3SlqLcB/H+sBkYH8zG5lnfM0l6cJqtzWzI1szltYkaUngA+BnZnafpN7AvcCq9XDp1ztTFYiZ3Z/4eSywoaQVganWmN8Gm1a5XSO+t6QfE65A3Q9gZk9I+oTQ2HxdnoGBlyScy52k2wjds3+TWHYasIOZ7ZxfZDEWTxKNTdKdwCFmNj3+XJGZ7dlGYbUqSd2BT8ws616VhiBpZcLNa9uZ2UuJ5esRumX3NLMJecUHXt0ogiksKG5PyTOQ1hTr7X8ABgJLA+sBYyWdDfzbzC7JM77F8DmwrpktdP+JmY2W1Is6+J16ScI1BElnEurovwNuADY1s7GS9gOON7Ntcw2wwLwk4RrFT4F+ZvZY6pb41wmlCtdKPEk0uKbaIZIavE2iB+VH3FoC/ztuVf7hNr7c66xt5A3ge8D41PL9qYPRm4rMk0SDM7ND846hjZwGjJC0BtAR+J941+tBwB65RlZw3nDpGkbsUXoCYUzLDoRRq043swdyDazgPEk0uPbYT6IIGqnLuVc3Gl976SdxO6GL8l1mNjfncGqhYbqce0nCNQRJNwB7Eu5xuAW4zsweyzeq9sFvFXcNwcwOAroDRxAuhz4o6d+S/iRpk3yjqx1J3SXV1f+llyQKJI4sfTiwE7AKqS+BIvVKlPQN4ABgALCBmTVs1blcl/PYm7Quupw37AfryroS+BFwB+HmoEJ+A0haCvg+sCuht+V/8o1osZ1KuF38EEKX85LngOMBTxKuZvYE9ipiXV2SgF2Ag4G9CSOB3wz8wMwezzG0WqjrLueeJIrlY8IoVEX0AbA8cB9hROl7CnKVA+q8y3ldNZC4xXYC8EdJK+QdSCs4GehhZvuZ2W0FShCwoMt5Wl10Oc89S7maegD4FfCxpA8JlwvnM7O1comqBszsSpjfHrEOob1ljJnNyTWw2qjrLud+daNAYoejbQiNXx+Rarg0s/NyCKsm4vSFZwG/JkxfKMJkwRcBJ5rZlxm717167nLuSaJAJM0Evm9mz+YdS61JOp/QwPc74Im4+LuExHG9mf02r9iKzqsbxfI+4du1iA4iXAG4N7FsTBxV+iqgYZNEvXc594bLYjka+LOkIs7W1RUYU2b5GKBb24ZSc7OA4cBHkq6KEyrVDa9uFIikz4HOhMavL4CvkusbeVZxSc8AL5rZoNTyS4EtzGz7fCKrDUldgH0IJaadCZd8bwRGmNnrucbmSaI4JGVODWdmw9sqllqT9D3CrFYTgWfi4u0IfQx2N7MnKu3baOqty7knCdcwJPUABgEbxEVvAZeY2aT8oqqteIl3L0IX7V2BiWbWK9eYPEkUk6RVCZcK50vP7eDqQ0aX8xH10OXcr24UiKSuwIWEnnqdymzSsW0jWnxxLtMmmdmnrR1LK6rrLueeJIrlXGBzwrfRrUA/YDXgKOCY/MJaLJNp+m5Wo7H/lk8GbjazaXkHUo5XNwpE0gTgp2b2uKTpwJZm9p6k0l2Gu+QcYrM1cTlwN0IC/KqRr9yU1GuX80bOvm5R3VhwN+FnwErAe8DThA5HDafcbe+Svg2cQ+hxeTlwRlvHVUuVupxLqosu596ZqljGAKWbuN4CDoyNYvsCjVxnB0BSrzjW5XOEQX83MrMjzeyTnENbXH8mXM0YQBg/Yl3CKFU/IySPXHl1owAkbUa43fhIYJ6ZXSjp+8DdwJKEL4OjzOziHMNsMUkrAacQ/omeJEwQ/Hy+UdVOvGM33eUcSXsAV5nZN/OJLMbhSaLxSZoHfNPMPo6v7wH6ExLE1sC7ZvZajiG2mKQTgWMJ0/v9zsz+mW9EtSdpNqHX6Dup5RsAL5nZ0vlEFuPwJNH44pBnqyaSxOfA5mY2Nt/IFl98b7OBR4GvK23XyBMP1XuXc2+4dPXuWgo6oG/CccC9knamTJfz3KKKvCRRALG6sWqpAS+WJDYzs3H5RuaqVc9dzj1JFEAskj/IgrEkdgceI9yCPF8jF8ldfry6UQzpuztH5BKFa5ZG6XLuJQnnchJLgE12Oc/7VnEvSTiXn50y1s3vct5GsVTkJQnn6ki5Lud59yj1btnO1YF67nLuScK5HElaSdIFwNvAqsB3zOwAMys36G8uPEk4l5PY5XwMsCNhoufv1+M9Kd4m4VxOGqXLuV/dcC4/DdHl3EsSzrlM3ibhnMvkScI5l8mThHMukycJ51wmTxLOuUyeJJxzmf4fNALHgKhHuR4AAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1479,7 +1490,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1491,7 +1502,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1503,7 +1514,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1515,7 +1526,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1527,7 +1538,7 @@
     },
     {
      "data": {
-      "image/png": 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PdCc0H0YCg2x5rUo5V6HlJkmY2c3AzVnH4Vy98fkknHOpPEk451J5knDOpfIk4ZxL5UnCOZfKk4RzLpUnCedcKk8SzrlUy+2zG1n4eObCXH+zp8yqhWf92kbnTvked9hj7U5ln93wmoRzLpUnCedcKk8SzrlUniScc6k8STjnUnmScM6l8iThnEvlScI5l8qThHMulScJ51yqmkkSkgZLer1Kxxop6epqHMu55V3NPLshqTPQ0cymVuFYawELzWxW6yOrHn92o34tz89u1MyVm9lsYHaVjjWtGsdxzrWwuSGpo6Qhkj6WNE/Sc5L6xH19JZmkfpJGSZor6SlJG8U1NkdLmi3p/rgIceGYjZobknaQ9JikmbH8aEn7xH0rS7pS0mRJ8yX9T9LvEu9t1NyQtKak4ZKmx3gelbRdYv+AeI6vSHpd0meSnpDUM1Gmu6R7JE2TNEfSGEmlViB3LldaWpO4GDicsAbneOAnwD8LC+tGFwCnAzOAW4G/E9bdPBZYTFhvczBwSplz3EpYYas3YWHfHeL7AU4lrO15JGHNz42ArVLiHRb3H0JYmOc3Md4tzWxuLNMR+EW8pnmEdUD/BBwQ918DdAL2AWY2cT7ncqPZSULSasAJwDFm9kDcdjywL3AS8Ggsep6ZPRX3/4mw0O4uZvZS3DYc+FbKqTYBLjWzMfHrd4v2vQM8FVfgeh94pky8WwAHA3ub2b/jtu/H9xwFDI1FVwJOMrO3Y5lLgZskKZ5jE+AOMxsdy09I+R51BboWb3/7vU/o0nWZzc7VtJY0NzYDVgb+U9hgZouBZ4FtE+VeTXz+cfz4WtG2dVPOczkwVNLjks6RtHVi3zBgJ+AdSX+U1F9SuWvZBvg8xleId0aMJRnv/EKCiCYDHQirigNcAZwr6VlJF0raJSX20wlJpNHr+muvTHmLc7Wp2rdAk733C4u3m1nxtrLnN7PBhD/iu4EvA69KGhj3vURY9PcX8RjDgX+lJIpK4l1UZt8K8Zw3Aj2BPwNbAs9IGlzmuENi2UavY084tZnhOZe9liSJccACYM/CBkkrAnsAb1YpLgDMbKyZXWlm/YEbgWMS+2aZ2T/M7ASgP6G5s3mJw7xFuM49EvGuQejjaFa8ZjbJzK43s8OBXxL6V0qVazCzicUvb2q4etTsPgkz+0zStcDvJX1KqEoPAtYjdO61ukNP0irApYTOzYnx2H2A5+P+nwAfAq8QaizfJXQmTioR71hJ9wDXSToWaCB0XM4kdI5WGtMVwEOEvpA1gAOpclJ0rha19O7GmfHjnwkddC8DB5rZh5Kq0eu/mNAXMAzYAJgK3A/8LO6fBfwc2ILQLHgZ6Gdmc8oc72hCE+Bewh2K/8R455YpX8oKhM7X7vH8jwE/bcb7natLNTPicnngIy7r1/I84rJmnt1wztUmTxLOuVSeJJxzqTxJOOdSeZJwzqXyJOGcS+VJwjmXypOEcy6VJwnnXCpPEs65VJ4knHOp8j0gvcbMW/h51iG0qS+s3jHrENrMgkX5/tml8ZqEcy6VJwnnXCpPEs65VJ4knHOpPEk451J5knDOpfIk4ZxL5UnCOZfKk4RzLpUnCedcqiaThKSRkq5u6Qkk9ZVkktZp6TEqPM8ASbPb8hyJcw2W9Hp7nMu5rOWpJvF3YNOsg3Aub3LzgFdcjas5K3ItQ1IHM1tQpZCcy4VKaxIrSbpC0vT4uqSwgrekDpJ+L2mSpDmSXpR0QIlj9JL0fCzzX0k7F3ZIWlvSX+Mx5kp6Q9LRif3HSvo4LkxMYvutku6Nny/T3JB0nKR3JS2IH39ctN8knSTpTkmfAb+VtKKkGyVNiLGMlXRGC1Ysdy4XKv3FP4qlK3MfR1hN+/S478/A3oRFe7cHhgP3SepVdIyLgLOAnQlre94iqbC0WCfgJeDrwHbAFYQFfr8S998OdAH2LxxMUmfgEGBEqYAlfRO4mrAG6PbxmNdIOqio6PnAg4RVxv8Yr/MD4HBgG+Ac4GzCeqLOLXeaXAtU0kigG7CVxcKSzgWOJySHsUAPM3s/8Z67gclmdqKkvsAThAV6H4779wSeBrqb2TIrgccyfwNmm9kx8es7gc/M7Pvx6+8R/qjXM7N5kgYAV5tZ57j/P8DbZjYwccxhwOZm1id+bfE9pzTxPfgdsKuZ7Re/Hgx8y8y2L1O+K2Eh5UZGj/toQpcuy2zOjU4r57eylff5JLqv1bHVa4E+Z42zybPAhkAfQMCbkmYXXkB/YLOiY7ya+Hxy/LguQKzinyPpVUlT4zEOBTZOvGcE8A1Jq8avjwLuMLN5ZWLehrB6eNLTwLZF2/5b/EZJx8cm0ZQYy6CiWJpyOjCh+HXTn65qxiGcqw3V6Lg0YDdgYdH24k7E5P5CwikkqZ8BPwVOA14DZgO/JSaR6AFgEXCIpMeA/YBSfR+VxJv0WfILSUcQmig/A54BZgInAd9sxjmGAMOKNw48/pQJzTiGczWh0iTxJUlK1CZ2J9QGniXUJNY3sydaEUcf4D4z+wtA7KvYEmgoFDCz+ZJuJ9Qg1gE+AkamHPMtYE/gxqLzvFlBLM+b2ZKxIZKKa0WpzKyBROwF702d35zDOFcTKk0S3YAhkq4hdPD9HLjQzN6RdAswTNJPCZ2PawF9gfFmdmeFx38HOEJSH+BT4BSgJ/ByUbkRwGNx31/NLK2heAlwu6RRwCPAgYQEc2gFsQyQ1A94FziS0PcyvcJrcS5XKk0StwArAs8Tqus3An+I+44m3AG4GNgImAa8QOisrNSFhD/8hwjNlGHxnMX9B08R7jxsC3wn7YBmdrekUwjNhiHAe8CJZnZfE7FcB+wE3EqoJd0BXAYMTHmPc7nV5N0NVz3vTZ2f62+2392oX9W4u+GcW055knDOpfIk4ZxL5UnCOZfKk4RzLpUnCedcKk8SzrlUniScc6k8STjnUnmScM6l8iThnEuVm4lw68HKK5YdHp8LCxfn+tGU5ZbXJJxzqTxJOOdSeZJwzqXyJOGcS+VJwjmXypOEcy6VJwnnXCpPEs65VJ4knHOpPEk451J5kqiApL6STNI6WcfiXHvLZZKQNFLS1U2XdM41JZdJwjlXPblLEpKGEdbuPCk2EUzSZpJulDRB0lxJYyWdIWmFxPt2kPSYpJmSZksaLWmfMufoKOkuSS9JWrdUGefyIo+Pip9GWJF8DHB23DadsIbo4cAUoDdwPTCVpauO3wqMjvsWERZGnld8cElrAPcQEmxfM5vZVhfiXC3IXZIwsxmSFgBzzOyjxK5fJj6fKGlnwqLDhSSxCXCpmY2JX79b4vDrAn8hJhwzWyaJAEjqCnQt3v7mxI/p0mWZzc7VtNw1N8qRdLyk/0qaImk2MAjYOFHkcmCopMclnSNp6xKHeRiYBBxaLkFEpwMTil9Dr72qGpfiXLtaLpKEpCOAIcAw4ABgJ+AaoEOhjJkNBrYF7ga+DLwqaWDRoe4H+gDbN3HKIUDP4tcxJ5zSiqtwLhu5a25EC4AVE1/3AZ43syW3RSVtVvwmMxsLjAWulHQtcAxwU6LIecA04DFJXzGzV0qd3MwagIbi7ZMbFjT3OpzLXF6TxESgt6QewGxC/8IASf3i50cS7oBMB5C0CnApcHt873rExFJ8YDM7R5KAR2OiGN3WF+NclvLa3LiUUJt4k3A34yHgNsIdjBeBHsBlifKLgTUJzZG3gbuAZ4GflDq4mZ0N3ECoUfRqiwtwrlbIzGc4bi+TGxbk+pv9eY6vLu9/J93X6lh2Kve81iScc1XiScI5l8qThHMulScJ51wqTxLOuVSeJJxzqTxJOOdSeZJwzqXyJOGcS+VJwjmXypOEcy6VP7uRU3F2rNOBIfHR9VzJ8/XV2rV5ksip+Jj8BKCnmU3MNprqy/P11dq1eXPDOZfKk4RzLpUnCedcKk8SzrlUniTyqwG4gBIT8uZEA/m9vgZq6Nr87oZzLpXXJJxzqTxJOOdSeZJwzqXyJOGcS+VJwrkaJWkzSY9nHYcniZyQtJKkEyV1yzqW9iSpl6TFWcfRRjoTlqPMVF7XAl3umNkiSZcAD2QdSwbKrj5VyyT9soki67dLIE3wJJEvzwE7A+9lHUi1VFDd7gzU62CfwcB4YG6Z/Z3aL5TyPEnkyw3AZZI2AUYBnyV3mtlLmUTVOn2A+4EPyuxfB9il/cKpqgnAuWb2t1I7Je1E+Dlmykdc5oikz1N2m5mt2G7BVImk0cBVZja0zP6dgFF1em23AxPM7Iwy+3sBL5tZpn2HXpPIl55ZB9AGXiI0ocqZD7zfTrFU2/nAqin736QGfqZek3A1TVJHYEUzm5N1LMsrTxI5I2kloDewMdAhuc/Mbs4kKFfXPEnkiKStgfsIVVQBiwlNyoXAfDNbI8PwXBMkbQj8GrjQzMZnHU+BD6bKlyGE3vAuwBxgG2BX4BXgsMyicpX6ATAAGJhxHI14TSJHJE0F9jaz1yXNAHqb2duS9ibcIdgx4xBdCklvAWOBHc2sR8bhLOE1iXwRoQYBMAXYMH4+Cdg8k4hcRST1BroTahGrS9on45CW8CSRL68DveLnLwBnxlrEBcC7mUXlKvED4F4z+xS4DfhhxvEs4c2NHJF0ALCamd0paVPCcxxbAZ8Ch5vZyCzjay5JV1Za1sxObctY2pKklYEPge+b2UOS+gAPAuvXwq1fH0yVI2b2cOLz8cA2ktYCplt9/jfYocJy9XhtSQcR7kA9DGBmT0uaQuhs/kuWgYHXJJzLnKS7CMOzf5LYdgGwp5ntl11kMRZPEvVN0r3A98xsZvy8LDM7uJ3CalOS1gOmmFnasyp1QdI6hIfXdjezlxPbtyQMy+5hZpOyig+8uZEHU1la3Z6aZSBtKbbbfwOcAKwCbAmMl/R74D0zuybL+FphFrCFmTV6/sTM3pHUkxr4mXpNwtUFSRcS2uhnAbcCO5jZeEmHAWeaWe9MA8wxr0m4evEdYKCZPVn0SPzrhFqFayOeJOpcU/0QSXXeJ9GN0jNurYT/Hrcp/+bWv8zbrO3kDWAvYGLR9sOpgdmb8syTRJ0zs6OzjqGdXACMkNQdWBH4dnzq9btA/0wjyznvuHR1I44oPZswp+UKhFmrfmVmj2QaWM55kqhzy+M4iTyopyHn3tyof8vLOIm7CUOU7zOzBRmHUw11M+TcaxKuLki6FTiY8IzDHcBfzOzJbKNaPvij4q4umNl3gfWAUwi3Q/8l6T1Jv5O0fbbRVY+k9STV1N+l1yRyJM4sfSKwD7AuRf8E8jQqUdIXgCOA44Gtzaxum86lhpzH0aQ1MeS8br+xrqQbgK8D9xAeDsrlfwBJnYB9gQMIoy3/l21ErXY+4XHx7xGGnBe8AJwJeJJwVXMwcEge2+qSBOwPHAV8gzAT+O3AV8zsqQxDq4aaHnLuSSJfPiHMQpVHHwJrAA8RZpR+ICd3OaDGh5zXVAeJa7Wzgd9KWjPrQNrAeUA3MzvMzO7KUYKApUPOi9XEkPPMs5SrqkeA44BPJH1EuF24hJltmklUVWBmN8CS/ojNCf0t48xsXqaBVUdNDzn3uxs5Egcc7Ubo/PqYoo5LM7ssg7CqIi5feBFwMmH5QhEWC74KOMfMFqa8vebV8pBzTxI5IukzYF8zez7rWKpN0uWEDr6zgKfj5v8jJI5bzOxnWcWWd97cyJf3Cf9d8+i7hDsADya2jYuzSg8F6jZJ1PqQc++4zJdBwMWS8rhaVxdgXInt44Cu7RtK1c0BhgMfSxoaF1SqGd7cyBFJs4COhM6v+cCi5P56XlVc0nPAKDM7qWj7tcBOZrZHNpFVh6TVgG8Sakz7EW75/hUYYWavZxqbJ4n8kJS6NJyZDW+vWKpN0l6EVa0+AJ6Lm3cnjDHoZ2ZPl3tvvam1IeeeJFzdkNQNOAnYOm56C7jGzCZnF1V1xVu8hxCGaB8AfGBmPTONyZNEPklan3CrcInitR1cbUgZcj6iFoac+92NHJHUBbiSMFKvQ4kiK7ZvRK0X1zJtkplNa+tY2lBNDzn3JJEvlwK9CP+N7gQGAhsCpwE/zS6sVvmUpp9mNer7d/k84HYza8g6kFK8uZEjkiYB3zGzpyTNBHY2s3clFZ4y3D/jEJutiduBBxIS4KJ6vnNTUKtDzus5+7pldWXp04QzgLWBd4FnCQOO6k6px94lfRG4hDDi8jrg1+0dVzWVG3IuqSaGnPtgqnwZBxQe4noLODJ2ih0K1HObHQBJPeNcly8QJv3d1sxONbMpGYfWWhcT7mYcT5g/YgvCLFXfJySPTHlzIwck7Uh43PhUYLGZXSlpX+B+YGXCP4PTzOzqDMNsMUlrA78k/BH9h7BA8IvZRlU98Ynd4iHnSOoPDDWzDbKJLMbhSaL+SVoMbGBmn8SvHwCOISSIXYGxZvZahiG2mKRzgJ8Tlvc7y8z+mW1E1SdpLmHU6NtF27cGXjazVbKJLMbhSaL+xSnP1k8kiVlALzMbn21krRevbS7wBPB5uXL1vPBQrQ85945LV+tuJqcT+iacATwoaT9KDDnPLKrIaxI5EJsb6xc68GJNYkczm5BtZK5StTzk3JNEDsQq+b9YOpdEP+BJwiPIS9Rzldxlx5sb+VD8dOeITKJwzVIvQ869JuFcRmINsMkh51k/Ku41Ceeys0/KviVDztsplrK8JuFcDSk15DzrEaU+LNu5GlDLQ849STiXIUlrS7oCGAOsD3zZzI4ws1KT/mbCk4RzGYlDzscBexMWet63Fp9J8T4J5zJSL0PO/e6Gc9mpiyHnXpNwzqXyPgnnXCpPEs65VJ4knHOpPEk451J5knDOpfIk4ZxL9f9Fr000WiQyaQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1539,7 +1550,7 @@
     },
     {
      "data": {
-      "image/png": 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5VJ4knHOpPEk451J5knDOpfIk4ZxL5UnCOZfKk4RzLlW7fXYjC7PmL8n1h/3JgsaGCalfnVbK9//TLp9bueyzG/l+5865FvMk4ZxL5UnCOZfKk4RzLpUnCedcKk8SzrlUniScc6k8STjnUnmScM6l8iThnEtVM0lCUn9JY6t0rFGSBlXjWM61dzXz7IakNYFVzGx6FY61LvCZmX3S8siqx5/dqF/t+dmNmhkt28zmAHOqdKwZ1TiOc66ZlxuSVpE0QNKHkhZIekZSz7itlySTdJCkFyTNl/S4pE3jHJtjJM2RdE+chLhwzOUuNyTtJOlhSbNj+TGS9o3bVpZ0laSpkj6V9K6kPyT2Xe5yQ9I6koZKmhnjeUjSDontfeI5vi5prKS5kh6V1C1RZjNJd0qaIWmepDcklZqB3LlcaW5N4k/A0YQ5OCcCPwf+W5hYN7oE6AfMAoYD/yLMu/kTYDFhvs3+wGllzjGcMMPWHoSJfXeK+wOcTpjb81jCnJ+bAtumxDskbj+MMDHPb2O825jZ/FhmFeD8+J4WEOYBvQ44IG6/BlgV2BeY3cj5nMuNJicJSWsAJwMnmtnIuO4kYD/gVOChWPRiM3s8br+OMNHubmY2Oq4bCnw75VSbA5eb2Rvx+7eKto0DHo8zcL0DPFUm3q2BQ4F9zOz/4rrj4z7HATfEoisBp5rZm7HM5cDfJCmeY3PgVjMbE8tPSvmMOgOdi9dPnjqdzp1XWO1cTWvO5caWwMrAk4UVZrYYeBrYPlHu5cTXH8bXV4rWdUk5z5XADZIekXShpO6JbUOAXYBxkv4i6WBJ5d7LdsCSGF8h3lkxlmS8nxYSRDQV6ESYVRxgIHCRpKclXSppt5TY+xGSyHLLtYMGpuziXG2qdpNtsvX+s+L1Zla8ruz5zaw/4Y/4DmBv4GVJfeO20YRJf8+PxxgKPJiSKCqJd1GZbR3iOW8EugF/B7YBnpLUv8xxB8Syyy0n/+yMJobnXPaakyQmAAuBrxRWSOoI7AW8VqW4ADCz8WZ2lZkdDNwInJjY9omZ/cfMTgYOJlzubFXiMK8T3udeiXjXIrRxNCleM5tiZteb2dHALwntK6XKNZjZ5OLFLzVcPWpym4SZzZV0LfBHSdMIVekzgQ0IjXstbtCTtBpwOaFxc3I8dk/g2bj958D7wEuEGsv3CI2JU0rEO17SncBfJf0EaCA0XM4mNI5WGtNA4D5CW8hawIFUOSk6V4uae3fj3Pj6d0ID3YvAgWb2vqRqtPovJrQFDAE2AqYD9wBnx+2fAL8AtiZcFrwIHGRm88oc7wTCJcBdhDsUT8Z455cpX0oHQuPrZvH8DwNnNWF/5+pSzfS4bA+8x2X9as89LvP9zp1zLeZJwjmXypOEcy6VJwnnXCpPEs65VJ4knHOpPEk451J5knDOpfIk4ZxL5UnCOZfKk4RzLlXNDITbHhi5fnSDtVdbOesQWs2ifD92k8prEs65VJ4knHOpPEk451J5knDOpfIk4ZxL5UnCOZfKk4RzLpUnCedcKk8SzrlUniScc6kaTRKSRkka1NwTSOolySSt39xjVHiePpLmtOY5EufqL2lsW5zLuazlqSbxL2CLrINwLm9y84BXnI2rKTNyrUBSJzNbWKWQnMuFSmsSK0kaKGlmXC4rzOAtqZOkP0qaImmepOclHVDiGD0kPRvL/E/SroUNktaT9I94jPmSXpV0QmL7TyR9GCcmJrF+uKS74tcrXG5I+qmktyQtjK8/Ltpukk6VdJukucDvJHWUdKOkSTGW8ZLOacaM5c7lQqW/+MexbGbunxJm0+4Xt/0d2Icwae+OwFDgbkk9io7xe+A8YFfC3J63SCpMLbYqMBo4BNgBGEiY4PfrcfsIYG1g/8LBJK0JHAYMKxWwpCOAQYQ5QHeMx7xG0reKiv4KuJcwy/hf4vt8Dzga2A64ELiAMJ+oc+1Oo3OBShoFbAxsa7GwpIuAkwjJYTzQ1czeSexzBzDVzE6R1At4lDBB7/1x+1eAJ4DNzGyFmcBjmX8Cc8zsxPj9bcBcMzs+fv99wh/1Bma2QFIfYJCZrRm3Pwm8aWZ9E8ccAmxlZj3j9xb3Oa2Rz+APwO5m1jt+3x/4tpntWKZ8Z8JEysuZPHXapLU7r7A6Nzqq7HSSdS/v40mss3rHFs8F+owtn02eBjYBegICXpM0p7AABwNbFh3j5cTXU+NrF4BYxb9Q0suSpsdjHAl8IbHPMOBwSavH748DbjWzBWVi3o4we3jSE8D2Rev+V7yjpJPiJdHHMZYzi2JpTD9gUvFy7aCBTTiEc7WhGg2XBnwJKJ5SurgRMbm9kHAKSeps4CzgDOAVYA7wO2ISiUYCi4DDJD0M9AZKtX1UEm/S3OQ3ko4hXKKcDTwFzAZOBY5owjkGAEOKV578szMmNeEYztWESpPElyUpUZvYk1AbeJpQk9jQzB5tQRw9gbvN7GaA2FaxDdBQKGBmn0oaQahBrA98AIxKOebrwFeAG4vO81oFsTxrZkv7hkgqrhWlMrMGErEXNMxf3JTDOFcTKk0SGwMDJF1DaOD7BXCpmY2TdAswRNJZhMbHdYFewEQzu63C448DjpHUE5gGnAZ0A14sKjcMeDhu+4eZLUk55mXACEkvAA8ABxISzJEVxNJH0kHAW8CxhLaXmRW+F+dypdIkcQvQEXiWUF2/Efhz3HYC4Q7An4BNgRnAc4TGykpdSvjDv49wmTIknrO4/eBxwp2H7YHvph3QzO6QdBrhsmEA8DZwipnd3UgsfwV2AYYTakm3AlcAfVP2cS63Gr274aqnYf7iXH/YfnejflXj7oZzrp3yJOGcS+VJwjmXypOEcy6VJwnnXCpPEs65VJ4knHOpPEk451J5knDOpfIk4ZxL5UnCOZcqNwPh1gOR32cbIP/PN7RXXpNwzqXyJOGcS+VJwjmXypOEcy6VJwnnXCpPEs65VJ4knHOpPEk451J5knDOpfIk4ZxL5UmiApJ6STJJ62cdi3NtLZdJQtIoSYMaL+mca0wuk4RzrnpylyQkDSHM3XlqvEQwSVtKulHSJEnzJY2XdI6kDon9dpL0sKTZkuZIGiNp3zLnWEXS7ZJGS+pSqoxzeZHHR8XPIMxI/gZwQVw3kzCH6NHAx8AewPXAdJbNOj4cGBO3LSJMjLyg+OCS1gLuJCTYXmY2u7XeiHO1IHdJwsxmSVoIzDOzDxKbfpn4erKkXQmTDheSxObA5Wb2Rvz+rRKH7wLcTEw4ZrZCEgGQ1BnoXLx+8tTpdO68wmrnalruLjfKkXSSpP9J+ljSHOBM4AuJIlcCN0h6RNKFkrqXOMz9wBTgyHIJIuoHTCperh00sBpvxbk21S6ShKRjgAHAEOAAYBfgGqBToYyZ9Qe2B+4A9gZeltS36FD3AD2BHRs55QCgW/Fy8s/OaMG7cC4bubvciBYCHRPf9wSeNbOlt0UlbVm8k5mNB8YDV0m6FjgR+FuiyMXADOBhSV83s5dKndzMGoCG4vWz5i9p6vtwLnN5TRKTgT0kdQXmENoX+kg6KH59LOEOyEwASasBlwMj4r4bEBNL8YHN7EJJAh6KiWJMa78Z57KU18uNywm1idcIdzPuA/5NuIPxPNAVuCJRfjGwDuFy5E3gduBp4OelDm5mFwCDCTWKHq3xBpyrFTLzEY7byqz5+R5Oeon/LtWtdVbvWHYo97zWJJxzVeJJwjmXypOEcy6VJwnnXCpPEs65VJ4knHOpPEk451J5knDOpfIk4ZxL5UnCOZfKk4RzLpU/u5FTcXSsfsCA+Oh6ruT5/dXae/MkkVPxMflJQDczm5xtNNWX5/dXa+/NLzecc6k8STjnUnmScM6l8iThnEvlSSK/GoBLKDEgb040kN/310ANvTe/u+GcS+U1CedcKk8SzrlUniScc6k8STjnUnmScK5GSdpS0iNZx+FJIickrSTpFEkbZx1LW5LUQ9LirONoJWsSpqPMVF7nAm13zGyRpMuAkVnHkoGys0/VMkm/bKTIhm0SSCM8SeTLM8CuwNtZB1ItFVS31wTqtbNPf2AiML/M9lXbLpTyPEnky2DgCkmbAy8Ac5MbzWx0JlG1TE/gHuC9MtvXB3Zru3CqahJwkZn9s9RGSbsQfo6Z8h6XOSJpScpmM7OObRZMlUgaA1xtZjeU2b4L8EKdvrcRwCQzO6fM9h7Ai2aWaduh1yTypVvWAbSC0YRLqHI+Bd5po1iq7VfA6inbX6MGfqZek3A1TdIqQEczm5d1LO2VJ4mckbQSsAfwBaBTcpuZ3ZRJUK6ueZLIEUndgbsJVVQBiwmXlJ8Bn5rZWhmG5xohaRPgN8ClZjYx63gKvDNVvgwgtIavDcwDtgN2B14CjsosKlepHwB9gL4Zx7Ecr0nkiKTpwD5mNlbSLGAPM3tT0j6EOwQ7ZxyiSyHpdWA8sLOZdc04nKW8JpEvItQgAD4GNolfTwG2yiQiVxFJewCbEWoRn5O0b8YhLeVJIl/GAj3i188B58ZaxCXAW5lF5SrxA+AuM5sG/Bv4YcbxLOWXGzki6QBgDTO7TdIWhOc4tgWmAUeb2ags42sqSVdVWtbMTm/NWFqTpJWB94Hjzew+ST2Be4ENa+HWr3emyhEzuz/x9URgO0nrAjOtPv8b7FRhuXp8b0nfItyBuh/AzJ6Q9DGhsfnmLAMDr0k4lzlJtxO6Z/88se4S4Ctm1ju7yGIsniTqm6S7gO+b2ez4dVlmdmgbhdWqJG0AfGxmac+q1AVJ6xMeXtvTzF5MrN+G0C27q5lNySo+8MuNPJjOsur29CwDaU3xuv23wMnAasA2wERJfwTeNrNrsoyvBT4Btjaz5Z4/MbNxkrpRAz9Tr0m4uiDpUsI1+nnAcGAnM5so6SjgXDPbI9MAc8xrEq5efBfoa2aPFT0SP5ZQq3CtxJNEnWusHSKpztskNqb0iFsr4b/Hrco/3PqX+TVrG3kV+BowuWj90dTA6E155kmizpnZCVnH0EYuAYZJ2gzoCHwnPvX6PeDgTCPLOW+4dHUj9ii9gDCmZQfCqFW/NrMHMg0s5zxJ1Ln22E8iD+qpy7lfbtS/9tJP4g5CF+W7zWxhxuFUQ910OfeahKsLkoYDhxKecbgVuNnMHss2qvbBHxV3dcHMvgdsAJxGuB36oKS3Jf1B0o7ZRlc9kjaQVFN/l16TyJE4svQpwL5AF4r+CeSpV6KkzwPHACcB3c2sbi+dS3U5j71Ja6LLed1+sK6kwcAhwJ2Eh4Ny+R9A0qrAfsABhN6W72YbUYv9ivC4+PcJXc4LngPOBTxJuKo5FDgsj9fqkgTsDxwHHE4YCXwE8HUzezzD0Kqhpruce5LIl48Io1Dl0fvAWsB9hBGlR+bkLgfUeJfzmmogcS12AfA7SetkHUgruBjY2MyOMrPbc5QgYFmX82I10eU88yzlquoB4KfAR5I+INwuXMrMtsgkqiows8GwtD1iK0J7ywQzW5BpYNVR013O/e5GjsQOR18iNH59SFHDpZldkUFYVRGnL/w98DPC9IUiTBZ8NXChmX2WsnvNq+Uu554kckTSXGA/M3s261iqTdKVhAa+84An4uqvEhLHLWZ2dlax5Z1fbuTLO4T/rnn0PcIdgHsT6ybEUaVvAOo2SdR6l3NvuMyXM4E/ScrjbF1rAxNKrJ8AdG7bUKpuHjAU+FDSDXFCpZrhlxs5IukTYBVC49enwKLk9nqeVVzSM8ALZnZq0fprgV3MbK9sIqsOSWsARxBqTL0Jt3z/AQwzs7GZxuZJIj8kpU4NZ2ZD2yqWapP0NcKsVu8Bz8TVexL6GBxkZk+U27fe1FqXc08Srm5I2hg4FegeV70OXGNmU7OLqrriLd7DCF20DwDeM7NumcbkSSKfJG1IuFW4VPHcDq42pHQ5H1YLXc797kaOSFobuIrQU69TiSId2zailotzmTbKzGa0diytqKa7nHuSyJfLgR6E/0a3AX2BTYAzgLOyC6tFptH406xGff8uXwyMMLOGrAMpxS83ckTSFOC7Zva4pNnArmb2lqTCU4b7ZxxikzVyO/BAQgJcVM93bgpqtct5PWdft6LOLHuacBawHvAW8DShw1HdKfXYu6QvApcRelz+FfhNW8dVTeW6nEuqiS7n3pkqXyYAhYe4XgeOjY1iRwL1fM0OgKRucazL5wiD/m5vZqeb2ccZh9ZSfyLczTiJMH7E1oRRqo4nJI9M+eVGDkjamfC48enAYjO7StJ+wD3AyoR/BmeY2aAMw2w2SesBvyT8ET1JmCD4+Wyjqp74xG5xl3MkHQzcYGYbZRNZjMOTRP2TtBjYyMw+it+PBE4kJIjdgfFm9kqGITabpAuBXxCm9zvPzP6bbUTVJ2k+odfom0XruwMvmtlq2UQW4/AkUf/ikGcbJpLEJ0APM5uYbWQtF9/bfOBRYEm5cvU88VCtdzn3hktX624ipwP6JpwD3CupNyW6nGcWVeQ1iRyIlxsbFhrwYk1iZzOblG1krlK13OXck0QOxCr5gywbS+Ig4DHCI8hL1XOV3GXHLzfyofjpzmGZROGapF66nHtNwrmMxBpgo13Os35U3GsSzmVn35RtS7uct1EsZXlNwrkaUqrLedY9Sr1btnM1oJa7nHuScC5DktaTNBB4A9gQ2NvMjjGzUoP+ZsKThHMZiV3OJwD7ECZ63q8Wn0nxNgnnMlIvXc797oZz2amLLudek3DOpfI2CedcKk8SzrlUniScc6k8STjnUnmScM6l8iThnEv1/1xVhLURc0RRAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1551,7 +1562,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1563,7 +1574,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1575,7 +1586,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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6Oi9CXDnnVM0NSatIukXS+Fz+cUkb5X0zSzpV0quS3pf0sqT/rTp2quaGpHklnStpbI7nZkkrVe0fkq/xdUlPSpoo6TZJg6vKLCHpSkljJE2S9JSkeiuQm3WU3tYkjgO2I63BOQI4ELi+srBudhSwP/AOcBHwN9K6mz8GppDW2xwK7NPFNS4irbC1Dmlh31Xy8QD7ktb23IG05ufiwHIF8Q7L+7ciLcxzTI532Yh4L5eZFfhF/kyTSeuA/gHYNO8/A5gN2AgY3831zDpGj5OEpM8AewK7RcQ1edsewMbA3sDNuegREXFX3v8H0kK7a0bEI3nbucD3Ci71eeCEiHgqf/9czb5ngLvyClwvAfd2Ee8ywJbABhFxZ962cz5mJ+DsXHQmYO+IeDqXOQH4syTla3weuDQiHs/lRxb8jAYBg2q3jxj1NvMMmmazWUvrTXNjaWBm4J7KhoiYAtwHrFhV7omq92/kr/+q2bZgwXVOAs6WdKukwyQtX7VvGLA68Iyk0yVtIamrz7IC8HGOrxLvOzmW6njfrySI7FVgFtKq4gCnAIdLuk/S0ZLWLIh9f1ISmer1h9NPKTjErDU1+xZode/9h7XbI6J2W5fXj4ihpF/iK4AvA09I2jXve4S06O8v8jnOBW4qSBSNxPtRF/tmyNc8BxgM/AVYFrhX0tAuzntyLjvVa4+99+theGbl602SeB74APhKZYOkGYH1gOFNiguAiHg2Ik6NiC2Ac4Ddqva9GxH/FxF7AluQmjtfqHOa/5A+53pV8c5N6uPoUbwRMSoizoqI7YAjSf0r9cqNi4gXal9ualg76nGfRERMlHQm8FtJb5Oq0gcAC5E69/rcoSdpduAEUufmC/nc6wMP5P0HAq8Bj5FqLDuSOhNH1Yn3WUlXAn+U9GNgHKnjcjypc7TRmE4BriP1hcwNbEaTk6JZK+rt3Y1D8te/kDroHgU2i4jXJDWj138KqS9gGLAIMBq4Gjgo738X+BmwDKlZ8CiweURM6uJ8u5CaAP8g3aG4J8f7Xhfl65mB1Pm6RL7+LcBPe3C8WVtqmRGX0wOPuLRW5dmyzazXnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZIScJMyvkJGFmhZwkzKyQk4SZFWqZiXCnB6+/M7n7Qm3s/Q8799mNE+58vuwQ+tWFO6/e5T7XJMyskJOEmRVykjCzQk4SZlbIScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkV6jZJSLpd0mm9vYCkDSWFpAV6e44GrzNE0oT+vEbVtYZKenIgrmVWtk6qSfwNWKrsIMw6Tcc84JVX4+rJilzTkDRLRHzQpJDMOkKjNYmZJJ0iaWx+HV9ZwVvSLJJ+K2mUpEmSHpK0aZ1zrCbpgVzmn5LWqOyQNL+ki/M53pP0b0m7VO3/saQ38sLEVG2/SNI/8vtpmhuSdpf0nKQP8tf/qdkfkvaWdJmkicBvJM0o6RxJI3Msz0o6uBcrlpt1hEb/4+/Epytz705aTXv/vO8vwAakRXtXBs4FrpK0Ws05jgV+DqxBWtvzQkmVpcVmAx4Bvg2sBJxCWuD363n/JcA8wDcqJ5M0J7AVcEG9gCVtA5xGWgN05XzOMyR9p6boL4FrSauMn54/5yvAdsAKwGHAoaT1RM2mO402N14D9o20cOhTkpYFDsyrdX8fWDIiXsplT5O0CSmZ7FV1jiMi4jYASb8C7gYWA0ZFxCvA8VVlz5K0cT73LRExVtK1pGR1fS6zNfARaRHgeg4Czo+ISqfrM5LWJC12fFVVub9FxNk1xx5Z9f6FXOv5PnBOF9eaiqRBpIWUp3Lf8FHMPc80m81aWqM1iftj6pWF7yP9gq8PCBguaULlBWwBLF1zjieq3r+avy4IkKv4h0l6QtLofI5tgc9VHXMBsLWkOfL3OwGXRkRXM7msQFo9vNrdwIo12/5Ze6CkPXKT6K0cywE1sXRnf2Bk7ev8s0/vwSnMWkMzOi4DWBv4sGZ7bSdi9f5KwqkkqYOAnwL7Af8CJgC/ISeR7BpSzWErSbcAmwD1+j4aibfaxOpvJG1PaqIcBNwLjAf2BrbpwTVOBobVbtx5t71H9uAcZi2h0STxJUmqqk2sS6oN3EeqSSxcaUr00vrAVRFxPkDuq1gWGFcpEBHvS7qEVINYAHgduL3gnP8BvsLUTYT1geENxPJAVTMFSbW1okIRMY6q2CuGvzpxmrJmra7RJLEocLKkM0gdfD8Djo6IZyRdCAyT9FNS5+N8wIbAiIi4rMHzPwNsL2l94G1gH2Aw8GhNuQuAW/K+iyOiaFLF44FLJD0M3AhsRkow2zYQyxBJmwPPATuQOmbHNvhZzDpKo0niQmBG4AFSdf0c4Hd53y6kOwDHAYsDY4AHgZ7ULI4m/eJfR2qmDMvXrO0/uIt052FFUkdilyLiCkn7kJoNJwMvAntFxFVFxwF/BFYHLiLVki4FTgR2bfTDmHUSTd0faf1p+KsTO/qH7dmy29eFO6+urvZ5gJCZFXKSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJOEmRVykjCzQk4SZlbIz24MoLGTpnT0D3vyh1PKDqHffNTZ/3QsMd+sfnbDzHrHScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5STRA0oaSQtICZcdiNtA6MklIul3Sad2XNLPudGSSMLPm6bgkIWkYae3OvXMTISQtLekcSSMlvSfpWUkHS5qh6rhVJN0iabykCZIel7RRF9eYVdLlkh6RtGC9MmadotG1QNvJfqQVyZ8CDs3bxpLWEN0OeAtYBzgLGM2nq45fBDye931EWhh5cu3JJc0NXElKsBtGxPj++iBmraDjkkREvCPpA2BSRLxetevIqvcvSFqDtOhwJUl8HjghIp7K3z9X5/QLAueTE05ETJNEACQNAgbVbh/5ytvMM2iazWYtreOaG12RtIekf0p6S9IE4ADgc1VFTgLOlnSrpMMkLV/nNDcAo4Btu0oQ2f7AyNrXmaef0oyPYjagposkIWl74GRgGLApsDpwBjBLpUxEDAVWBK4Avgw8IWnXmlNdDawPrNzNJU8GBte+9tx7vz58CrNydFxzI/sAmLHq+/WBByLik9uikpauPSgingWeBU6VdCawG/DnqiJHAGOAWyR9PSIeq3fxiBgHjKvdPnZS507vZp2rU5PEC8A6kpYEJpD6F4ZI2jy/34F0B2QsgKTZgROAS/KxC5ETS+2JI+IwSQJuzoni8f7+MGZl6tTmxgmk2sRw0t2M64C/k+5gPAQsCZxYVX4KMC+pOfI0cDlwH3BgvZNHxKHAn0g1itX64wOYtQrPlj2APFt2+/Js2WZmXXCSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJMyskJOEmRVykjCzQk4SZlbIz250qDw71v7AyfnR9Y7SyZ+v1T6bk0SHyo/JjwQGR8QL5UbTfJ38+Vrts7m5YWaFnCTMrJCThJkVcpIws0JOEp1rHHAUdSbk7RDj6NzPN44W+my+u2FmhVyTMLNCThJmVshJwswKOUmYWSEnCbMWJWlpSbeWHYeTRIeQNJOkvSQtWnYsA0nSapI6dVWgOUnLUZaqU9cCne5ExEeSjgeuKTuWEnS5+lQrk3RkN0UWHpBAuuEk0VnuB9YAXiw7kGZpoLo9J9Cug32GAiOA97rYP9vAhdI1J4nO8ifgREmfBx4GJlbvjIhHSomqb9YHrgZe6WL/AsCaAxdOU40EDo+Iv9bbKWl10r9jqTzisoNI+rhgd0TEjAMWTJNIehz4fUSc3cX+1YGH2/SzXQKMjIiDu9i/GvBoRJTad+iaRGcZXHYA/eARUhOqK+8DLw1QLM32S2COgv3DaYF/U9ckrKVJmhWYMSImlR3L9MpJosNImglYB/gcMEv1vog4r5SgrK05SXQQScsDV5GqqAKmkJqUHwLvR8TcJYZn3ZC0GPBr4OiIGFF2PBUeTNVZTib1hs8DTAJWANYCHgO+W1pU1qgfAkOAXUuOYyquSXQQSaOBDSLiSUnvAOtExNOSNiDdIVi15BCtgKT/AM8Cq0bEkiWH8wnXJDqLSDUIgLeAxfL7UcAXSonIGiJpHWAJUi1iLkkblRzSJ5wkOsuTwGr5/YPAIbkWcRTwXGlRWSN+CPwjIt4G/g78d8nxfMLNjQ4iaVPgMxFxmaSlSM9xLAe8DWwXEbeXGV9PSTq10bIRsW9/xtKfJM0MvAbsHBHXSVofuBZYuBVu/XowVQeJiBuq3o8AVpA0HzA22vOvwSoNlmvHz1btO6Q7UDcARMTdkt4idTafX2Zg4JqEWekkXU4ann1g1bajgK9ExCblRZZjcZJob5L+AfwgIsbn912KiC0HKKx+JWkh4K2IKHpWpS1IWoD08Nq6EfFo1fZlScOyl4yIUWXFB25udILRfFrdHl1mIP0pt9uPAfYEZgeWBUZI+i3wYkScUWZ8ffAusExETPX8SUQ8I2kwLfBv6pqEtQVJR5Pa6D8HLgJWiYgRkr4LHBIR65QaYAdzTcLaxfeBXSPijppH4p8k1SqsnzhJtLnu+iGqtXmfxKLUn3FrJvz/uF/5h9v+Sm+zDpB/A18DXqjZvh0tMHtTJ3OSaHMRsUvZMQyQo4ALJC0BzAj8V37qdUdgi1Ij63DuuLS2kUeUHkqa03IG0qxVv4qIG0sNrMM5SbS56XGcRCdopyHnbm60v+llnMQVpCHKV0XEByWH0wxtM+TcNQlrC5IuArYkPeNwKXB+RNxRblTTBz8qbm0hInYEFgL2Id0OvUnSi5L+V9LK5UbXPJIWktRSv5euSXSQPLP0XsBGwILU/BHopFGJkj4LbA/sASwfEW3bdK435DyPJm2JIedt+4O1uv4EfBu4kvRwUEf+BZA0G7AxsClptOXL5UbUZ78kPS7+A9KQ84oHgUMAJwlrmi2BrTqxrS5JwDeAnYCtSTOBXwJ8PSLuKjG0ZmjpIedOEp3lTdIsVJ3oNWBu4DrSjNLXdMhdDmjxIect1UFifXYo8BtJ85YdSD84Alg0Ir4bEZd3UIKAT4ec12qJIeelZylrqhuB3YE3Jb1Oul34iYhYqpSomiAi/gSf9Ed8gdTf8nxETC41sOZo6SHnvrvRQfKAo7VJnV9vUNNxGREnlhBWU+TlC48FfkJavlCkxYJ/DxwWER8WHN7yWnnIuZNEB5E0Edg4Ih4oO5Zmk3QSqYPv58DdefNXSYnjwog4qKzYOp2bG53lJdJf1060I+kOwLVV257Ps0qfDbRtkmj1IefuuOwsBwDHSerE1brmAZ6vs/15YNDAhtJ0k4BzgTcknZ0XVGoZbm50EEnvArOSOr/eBz6q3t/Oq4pLuh94OCL2rtl+JrB6RKxXTmTNIekzwDakGtMmpFu+FwMXRMSTpcbmJNE5JBUuDRcR5w5ULM0m6WukVa1eAe7Pm9cljTHYPCLu7urYdtNqQ86dJKxtSFoU2BtYPm/6D3BGRLxaXlTNlW/xbkUaor0p8EpEDC41JieJziRpYdKtwk/Uru1graFgyPkFrTDk3Hc3OoikeYBTSSP1ZqlTZMaBjajv8lqm3YqIMf0dSz9q6SHnThKd5QRgNdJfo8uAXYHFgP2An5YXVp+8TfdPswbt/X/5COCSiBhXdiD1uLnRQSSNAr4fEXdJGg+sERHPSao8ZfiNkkPssW5uB25GSoAftfOdm4pWHXLeztnXpjWIT58mfAeYH3gOuI804Kjt1HvsXdIXgeNJIy7/CPx6oONqpq6GnEtqiSHnHkzVWZ4HKg9x/QfYIXeKbQu0c5sdAEmD81yXD5Im/V0xIvaNiLdKDq2vjiPdzdiDNH/EMqRZqnYmJY9SubnRASStSnrceF9gSkScKmlj4GpgZtIfg/0i4rQSw+w1SfMDR5J+ie4hLRD8ULlRNU9+Yrd2yDmStgDOjohFyoksx+Ek0f4kTQEWiYg38/fXALuREsRawLMR8a8SQ+w1SYcBPyMt7/fziLi+3IiaT9J7pFGjT9dsXx54NCJmLyeyHIeTRPvLU54tXJUk3gVWi4gR5UbWd/mzvQfcBnzcVbl2Xnio1Yecu+PSWt15dOiEvlUOBq6VtAl1hpyXFlXmmkQHyM2NhSsdeLkmsWpEjCw3MmtUKw85d5LoALlKfhOfziWxOXAH6RHkT7RzldzK4+ZGZ6h9uvOCUqKwHmmXIeeuSZiVJNcAux1yXvaj4q5JmJVno4J9nww5H6BYuuSahFkLqTfkvOwRpR6WbdYCWnnIuZOEWYkkzS/pFOApYGHgyxGxfUTUm/S3FE4SZiXJQ86fBzYgLfS8cSs+k+I+CbOStMuQc9/dMCtPWww5d03CzAq5T8LMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkV+n8+o1hfeoWQvAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1587,7 +1598,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1599,7 +1610,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1611,7 +1622,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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hJwkzK+QkYWaFmiZJSBom6ckGHWuUJC+8adYATfPshqQlgQER8VoDjvVB4N2IeLPnkTWOn91oXQvysxtNM1t2REwDGrICSkS83ojjmNl8NjckDZA0XNJESTMl3Sdpq7xviKSQtLOkhyXNkHSXpJXzGpujJU2TdH1ehLhyzLmaG5I2lHS7pKm5/GhJ2+R9i0g6W9IESW9L+pekX1S9d67mhqRlJI2UNDnHc5ukj1TtH5rPsZ2kJyW9JekOSatXlVlF0jWSXpc0XdIYSfVWIDdrK/NbkzgV2IO0BucLwHeAv1YW1s1OAo4E3gAuA/5MWnfzAGA2ab3NYcDhHZzjMtIKW1uSFvbdML8f4AjS2p57kdb8XBlYtyDeEXn/rqSFeX6W410nIipLfQ8AfpCvaSZpHdDfADvm/ecCiwLbAFM7OZ9Z2+h2kpC0BHAwsH9E3JC3HQRsCxwK3JaLnhgRd+X9vyEttLtZRDySt40EvlJwqlWB0yNiTP75uZp9zwJ35RW4XgLu6SDetYEvAltHxN/ztn3ye/YGLsxFFwYOjYhncpnTgd9JUj7HqsAVETE6lx9X8DsaCAys3T5+wqssPXCezWZNbX6aG2sCiwD/qGyIiNnAvcAGVeUer/p+Yv76RM225QvOcyZwoaS/STpe0npV+0YAmwDPSvq1pF0kdXQt6wPv5fgq8b6RY6mO9+1KgsgmAP1Jq4oDnAWcIOleST+VtFlB7EeSkshcr/POOavgLWbNqdFdttW99+/Wbo+I2m0dnj8ihpH+iK8GPgk8Lmm/vO8R0qK/P8jHGAncWpAouhLvrA729cvnvAhYHfg9sA5wj6RhHRx3eC471+vgw77dzfDMyjc/SeJ54B3gU5UNkhYCPgE81aC4AIiIsRFxdkTsAlwE7F+1782I+P8RcTCwC6m5s1adwzxNus5PVMW7FKmPo1vxRsTLEXF+ROwB/JDUv1Kv3JSIGF/7clPDWlG3+yQi4i1J5wGnSHqVVJU+ChhE6tzrcYeepMWA00mdm+PzsbcC7s/7vwP8B3iMVGP5Oqkz8eU68Y6VdA3wW0kHAFNIHZdTSZ2jXY3pLOAmUl/IUsBONDgpmjWj+b27cWz++ntSB92jwE4R8R9Jjej1n03qCxgBrAi8BlwPHJ33vwl8D1ib1Cx4FNg5IqZ3cLx9SU2Aa0l3KP6R453RQfl6+pE6X1fJ578d+G433m/WkppmxOWCwCMuW9eCPOKyva/czHrMScLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZoaaZCHdB8Pa775UdQq9aZolFyg6h10yYPLPzQi1s8MD+He5zTcLMCjlJmFkhJwkzK+QkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZoU6ThKRRks6Z3xNIGiIpJC03v8fo4nmGSprWm+eoOtcwSU/2xbnMytZONYk/A2uUHYRZu2mbB7zyalzdWZFrHpL6R8Q7DQrJrC10tSaxsKSzJE3Or9MqK3hL6i/pFEkvS5ou6UFJO9Y5xsaS7s9lHpK0aWWHpGUl/TEfY4akf0rat2r/AZIm5oWJqdp+maRr8/fzNDckHSjpOUnv5K/fqtkfkg6VdKWkt4CfS1pI0kWSxuVYxko6Zj5WLDdrC139j78376/MfSBpNe0j877fA1uTFu39KDASuE7SxjXHOBn4PrApaW3PSyVVlhZbFHgE+DzwEeAs0gK/2+X9lwNLAztUDiZpSWBX4JJ6AUvaDTiHtAboR/Mxz5X0hZqiPwJuJK0y/ut8nf8G9gDWB44HjiOtJ2q2wOl0LVBJo4DBwLqRC0s6ATiIlBzGAqtFxEtV77kamBARh0gaAtxBWqD35rz/U8DdwCoRMc9K4LnMn4BpEbF//vlK4K2I2Cf//A3SH/WgiJgpaShwTkQsmff/A3gmIvarOuYIYK2I2Cr/HPk9h3fyO/gFsHlEbJ9/HgZ8JSI+2kH5gaSFlOfyzIuvjFt64Dyb28aARdq3stXu80lsMHiJHq8Fel/MnU3uBVYCtgIEPCVpWuUF7AKsWXOMx6u+n5C/Lg+Qq/jHS3pc0mv5GLsDH656zyXAlyQtnn/eG7giIjr611uftHp4tbuBDWq2PVT7RkkH5SbRpBzLUTWxdOZIYFzt6/zzzu7GIcyaQyM6LgPYAqhdUrq2E7F6fyXhVJLU0cB3gW8DTwDTgJ+Tk0h2AzAL2FXS7cD2QL2+j67EW+2t6h8k7UlqohwN3ANMBQ4FduvGOYYDI2o3HnDwEeO6cQyzptDVJPE/klRVm/g4qTZwL6kmsUJE3NGDOLYCrouIPwDkvop1gCmVAhHxtqTLSTWI5YD/AqMKjvk08CngoprzPNWFWO6PiDljQyTV1ooKRcQUqmKvmDi1No+aNb+uJonBwHBJ55I6+L4H/DQinpV0KTBC0ndJnY8fBIYAL0TElV08/rPAnpK2Al4FDgdWBx6tKXcJcHve98eIKJo08jTgckkPA7cAO5ESzO5diGWopJ2B54C9SH0vk7t4LWZtpatJ4lJgIeB+UnX9IuCXed++pDsApwIrA68DD5A6K7vqp6Q//JtIzZQR+Zy1/Qd3ke48bAB8reiAEXG1pMNJzYbhwIvAIRFxXSex/BbYBLiMVEu6AjgD2K/gPWZtq9O7G9Y4E6e+29a/bN/daF2NuLthZgsoJwkzK+QkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZIScJMyvkJGFmhdpmItxW0E8dDo9vC+/MKnoot7UNWnpA2SGUxjUJMyvkJGFmhZwkzKyQk4SZFXKSMLNCThJmVshJwswKOUmYWSEnCTMr5CRhZoWcJLpA0hBJIWm5smMx62ttmSQkjZJ0TuclzawzbZkkzKxx2i5JSBpBWrvz0NxECElrSrpI0jhJMySNlXSMpH5V79tQ0u2SpkqaJmm0pG06OMcASVdJekTS8vXKmLWLdnxU/NukFcnHAMflbZNJa4juAUwCtgTOB17j/VXHLwNG532zSAsjz7O2m6SlgGtICXZIREztrQsxawZtlyQi4g1J7wDTI+K/Vbt+WPX9eEmbkhYdriSJVYHTI2JM/vm5OodfHvgDOeFERN0FIiUNBAbWbh/70iSWHjjPZrOm1nbNjY5IOkjSQ5ImSZoGHAV8uKrImcCFkv4m6XhJ69U5zM3Ay8DuHSWI7EhgXO3rt+ee3YhLMetTC0SSkLQnMBwYAewIbAKcC/SvlImIYcAGwNXAJ4HHJe1Xc6jrga2Aj3ZyyuHA6rWvAw85ogdXYVaOtmtuZO8AC1X9vBVwf0TMuS0qac3aN0XEWGAscLak84D9gd9VFTkReB24XdJ2EfFYvZNHxBRgSu32SW/O6u51mJWuXZPEeGBLSasB00j9C0Ml7Zy/34t0B2QygKTFgNOBy/N7B5ETS+2BI+J4SQJuy4lidG9fjFmZ2rW5cTqpNvEU6W7GTcBfSHcwHgRWA86oKj8bWIbUHHkGuAq4F/hOvYNHxHHABaQaxca9cQFmzUIRUXYMC4xJb85q61920L6Xt1C/9p7pfNklFu7wAtu1JmFmDeIkYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAo5SZhZIScJMyvkJGFmhZwkzKyQn91oU3l2rCOB4fnR9bbSztfXbNfmJNGm8mPy44DVI2J8udE0XjtfX7Ndm5sbZlbIScLMCjlJmFkhJwkzK+Qk0b6mACdRZ0LeNjGF9r2+KTTRtfnuhpkVck3CzAo5SZhZIScJMyvkJGFmhZwkzJqUpDUl/a3sOJwk2oSkhSUdImlw2bH0JUkbS5pddhy9ZEnScpSlate1QBc4ETFL0mnADWXHUoKWXF5L0g87KbJCnwTSCSeJ9nIfsCnwYtmBNEoXqttLQsuuLzgMeAGY0cH+RfsulI45SbSXC4AzJK0KPAy8Vb0zIh4pJaqe2Qq4Hvh3B/uXAzbru3AaahxwQkT8qd5OSZuQ/h1L5RGXbUTSewW7IyIW6rNgGkTSaOBXEXFhB/s3AR5u0Wu7HBgXEcd0sH9j4NGIKLXv0DWJ9rJ62QH0gkdITaiOvA281EexNNqPgMUL9j9FE/ybuiZhTU3SAGChiJhediwLKieJNiNpYWBL4MNA/+p9EXFxKUFZS3OSaCOS1gOuI1VRBcwmNSnfBd6OiKVKDM86IWkl4CfATyPihbLjqfBgqvYynNQbvjQwHVgf2Bx4DPhyaVFZV30TGArsV3Icc3FNoo1Ieg3YOiKelPQGsGVEPCNpa9Idgo1KDtEKSHoaGAtsFBGrlRzOHK5JtBeRahAAk4CV8vcvA2uVEpF1iaQtgVVItYgPSNqm5JDmcJJoL08CG+fvHwCOzbWIk4DnSovKuuKbwLUR8SrwF+B/S45nDjc32oikHYElIuJKSWuQnuNYF3gV2CMiRpUZX3dJOrurZSPiiN6MpTdJWgT4D7BPRNwkaSvgRmCFZrj168FUbSQibq76/gVgfUkfBCZHa34abNjFcq14bdW+QLoDdTNARNwtaRKps/kPZQYGrkmYlU7SVaTh2d+p2nYS8KmI2L68yHIsThKtTdK1wDciYmr+vkMR8cU+CqtXSRoETIqIomdVWoKk5UgPr308Ih6t2r4OaVj2ahHxclnxgZsb7eA13q9uv1ZmIL0pt9t/BhwMLAasA7wg6RTgxYg4t8z4euBNYO2ImOv5k4h4VtLqNMG/qWsS1hIk/ZTURv8+cBmwYUS8IOnLwLERsWWpAbYx1ySsVXwN2C8i7qx5JP5JUq3CeomTRIvrrB+iWov3SQym/oxbC+P/x73Kv9zWV3qbtY/8E/gMML5m+x40wexN7cxJosVFxL5lx9BHTgIukbQKsBDw1fzU69eBXUqNrM2549JaRh5RehxpTst+pFmrfhwRt5QaWJtzkmhxC+I4iXbQSkPO3dxofQvKOImrSUOUr4uId0oOpxFaZsi5axLWEiRdBnyR9IzDFcAfIuLOcqNaMPhRcWsJEfF1YBBwOOl26K2SXpT0C0kfLTe6xpE0SFJT/V26JtFG8szShwDbAMtT8yHQTqMSJX0I2BM4CFgvIlq26VxvyHkeTdoUQ85b9hdrdV0AfB64hvRwUFt+AkhaFNgW2JE02vJf5UbUYz8iPS7+DdKQ84oHgGMBJwlrmC8Cu7ZjW12SgB2AvYEvkWYCvxzYLiLuKjG0RmjqIedOEu3lFdIsVO3oP8BSwE2kGaVvaJO7HNDkQ86bqoPEeuw44OeSlik7kF5wIjA4Ir4cEVe1UYKA94ec12qKIeelZylrqFuAA4FXJP2XdLtwjohYo5SoGiAiLoA5/RFrkfpbno+ImaUG1hhNPeTcdzfaSB5wtAWp82siNR2XEXFGCWE1RF6+8GTgMNLyhSItFvwr4PiIeLfg7U2vmYecO0m0EUlvAdtGxP1lx9Joks4kdfB9H7g7b/40KXFcGhFHlxVbu3Nzo728RPp0bUdfJ90BuLFq2/N5VukLgZZNEs0+5Nwdl+3lKOBUSe24WtfSwPN1tj8PDOzbUBpuOjASmCjpwrygUtNwc6ONSHoTGEDq/HobmFW9v5VXFZd0H/BwRBxas/08YJOI+EQ5kTWGpCWA3Ug1pu1Jt3z/CFwSEU+WGpuTRPuQVLg0XESM7KtYGk3SZ0irWv0buC9v/jhpjMHOEXF3R+9tNc025NxJwlqGpMHAocB6edPTwLkRMaG8qBor3+LdlTREe0fg3xGxeqkxOUm0J0krkG4VzlG7toM1h4Ih55c0w5Bz391oI5KWBs4mjdTrX6fIQn0bUc/ltUw7FRGv93Ysvaiph5w7SbSX04GNSZ9GVwL7ASsB3wa+W15YPfIqnT/NGrT2/+UTgcsjYkrZgdTj5kYbkfQy8LWIuEvSVGDTiHhOUuUpwx1KDrHbOrkduBMpAc5q5Ts3Fc065LyVs6/NayDvP034BrAs8BxwL2nAUcup99i7pI8Bp5FGXP4W+Elfx9VIHQ05l9QUQ849mKq9PA9UHuJ6Gtgrd4rtDrRymx0ASavnuS4fIE36u0FEHBERk0oOradOJd3NOIg0f8TapFmq9iElj1K5udEGJG1Eetz4CGB2RJwtaVvgemAR0ofBtyPinBLDnG+SlgV+SPoj+gdpgeAHy42qcfITu7VDzpG0C3BhRKxYTmQ5DieJ1idpNrBiRLySf74B2J+UIDYHxkbEEyWGON8kHQ98j7S83/cj4q/lRtR4kmaQRo0+U7N9PeDRiFisnMhyHE4SrS9PebZCVZJ4E9g4Il4oN7Key9c2A7gDeK+jcq288FCzDzl3x6U1u4tp0wl9qxwD3Chpe+oMOS8tqsw1iTaQmxsrVDrwck1io4gYV25k1lXNPOTcSaIN5Cr5rbw/l8TOwJ2kR5DnaOUquZXHzY32UPt05yWlRGHd0ipDzl2TMCtJrgF2OuS87EfFXZMwK882BfvmDDnvo1g65JqEWROpN+S87BGlHpZt1gSaeci5k4RZiSQtK+ksYAywAvDJiNgzIupN+lsKJwmzkuQh588DW5MWet62GZ9JcZ+EWUlaZci5726Ylaclhpy7JmFmhdwnYWaFnCTMrJCThJkVcpIws0JOEmZWyEnCzAr9H8M8ViDspfJcAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 216x180 with 1 Axes>"
       ]
@@ -1640,7 +1651,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 288x1008 with 12 Axes>"
       ]
@@ -1652,7 +1663,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 126x1008 with 6 Axes>"
       ]
@@ -1664,7 +1675,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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aD/DnNB72BfbA7zFMwf8wtmvDd9Gay2JNPOpars9jgDVS3h/woPILVXh8jKKwO+83KX2HTFr/MsdH/7w6nwR+nc7lz/H7B4b7+/tkyv0wpR9RoL/rpLwz0ucl0+d/FDm+D4HHyz0vcVOvstyCB+vugzv6f4CHGcySmxl+DTjEzK5In2+WNB3/8f0CuKTMtg/C5XHyZ8eY2YfylRNrAr2B/5rZHEn98BCJvzGzSZJ+iIdv7If/YI41s8n59ZXJX/M+5wQmV89L376MOl9se3eaIml1/Ebfe8CvKlDlbPxYFgBWxo1qH/y8zyylAjP7v7ykWySNxG9GXkLzc9cuzOx1SeviM3kBr5rZ55LWwe8t7GJmsyUdiftNF8FDcJ5gZoXklkrlS+CCvLTs+Lgnvf+A8sbHB9kPZpZ/ZXGNpJeA04Hj0iv4dwQeVjSfOXllWiqbK9+7SF5xKvmvF1uzf8kN0hd2YiZtE/yfdR7QK6/8KrTwr9tCO93xWe8UMjfqStjv7/gKAAFb4D+Qo4HN8Rn1Xe049mHpWJrdBErpV3fQOS95hpzO9zv4Db31Syjflpt63fE7/C8DPdpaT9rv6nTu1ihzvxZnyEX2EfAf0s0w3B86G/ebfgdfvTG0nH7k1T8KeLdAev/U1993xPjItNMj/TYfz6TFDLkrY2YvSXoen1XklhRNSK9TrLnG1/vpNf8mYGvsjC/futhKlKqRtDN+CbeBmZmkg/ABdFHKPwm4T9KyZvZ+C1W1iBW/CdRknaakZcqodrKZzW1rn1J7/fE/oz7Atmb2cnvqK4aZzZM0Ap/Zfhd4oB3VjU+vS9HxatxH4LPUH6TPBwE3mtlIAElnAhdKOtpKuKFahJZuEH41PpI/uRxZp49aGHcAmF8BTKTpFezE9Lp8gV1yae+l1yn4H1SzssnvvhR+o7gswiB3PAuR0Rozdw28A6woqbeZZdV0c+tnm6xZLoGD0+sVLZZKpDvNlwB/MrM3Mm2/mymWe78i8/8oOpJy2tiGJLDZFpIxHoWvSNnOzJ5va10lslB6XaLFUq2Tc1VMamc9LSJpeXwCcYS5Bh74+Hg2U+xdfJXOUpQ/XstlRfx+TKmsQkastRByAdcVmH+zDvwq5jN8DXc+uYelngEwsy8lPQd8Q82FZTfH/1CeKaPPQBjkiiBpGTP7oED6NviqglF5WdfivtrDaOpjPSK9Zldl9MYfGJlWaKaaZpY7A89Z6XfBT8Pv3p+TSZuIuy1yrJ9JrwZV8SFLWhmfGS8ObG9mz7a8R8n19gVm5s/c06qag3B3UKsPdaTy8/KvdCR9A78h+j8zezOT3uL4aCMX41dLIzNpE5k/Jkjv59Jcc68jaLMPWdKSmT+VLH/C7d9XD1CZ2QxJt+MCrBua2Yupjj74pOcNmn6Hfwe+jT8AdmEmfRD+YMk/yugzEAa5Ulwif0T6QXzt8YK4r3gffElb/s2is3F/1blpzeWLuKjkvqmO7Be5OW5AhuN6aPn8Av8eS50db467UL5jZtknla7Dl+Fdg+uw/R++YmNCZt9hqb1tzGxUKe2VirVDEl4lCpumpXYP4X7KC4E10zLALPeZr0vO1b0/fnMO/LK5Z6but83s2vR+a+AySTfiqxI+xWdq++MzsZuB/eVP1LZUz+rA3ZJuwQ3AzHRsB+KX+Ifm9bfg+EhLunJP2i2XXr+bafM2M3spry7Sjd3t8IlEluuAqyQNwd1upwIjs+4KSaPSeVjFzMbn191W0p9TW8fHKemG9kP4/YI++ARmG3z1xYV55U8EtgXulfRXXCj1ENw1sYslB3Hib/gqpfPSVdf/Ut17Aqe16Rx0pOO8UTbgJ/jNpHfxu6uz8dUWFwIrFdlnKdxtMBGfabyF3+1dMK/cAFp40gh/emgWsFgJ/VwAN/7nF8k/EDcC04BbgWXz8m/EZ3prltDWMIo/MVf0eNp4/odRgqAlpS2fGpBX96gWyo7KlFsV/1N8NZ2/z/GZ2u3ALmXUswx+BfUabgw+xw3JcGCtAsdecHyUcKwDC9S1WBqPxxfIE26s3sEfdBkOLJpX5ln8D2TxEr6zURS4sZnp9+AKjY3d8dUa7+G/zZn4apWTKHIDHF9tciu+Jn0WrpBdcLkhfqV1UTpvn6Xv/2gyT/SVs4XIaVASaSH8h8CdZvaLWvcnqC+Sy+Yj4HQz+32t+9NZiSf1glLZBF9XeXKtOxLUJdvhBvnsWnekMxMz5CAIgjohZshBEAR1QhjkIAiCOiGWvdU5L77zac18Sve+9VGtmmajpRetWdvbr71Um9QeOpK3P/msZuPgO4Pvab1QB3HPSdvWrO21l1246uMgZshBEAR1QhjkIAiCOiEMchAEQZ1QU4OsPBXd/M8FyvdPZTatTg+DIAiqR2e7qfcuHmayGgFNgiAIqkqnMsjmMU6bRVULgiDoCnSoy0LSjpIelSvKTpYryq7djvqauCwkDUifd5L0rKTZqb0VJG0t6UVJMyTdIWnJTD2bSbpX0seSpkt6TNKWeW2tIelhuVLy65J2TnUNzJRZXi5MOiVtdyZJoFz+ipJuTcc+S9JrkvZp6/EHQdC16Wgf8sK4JPbmeFSqacDtknpWuJ0/4DFIt8DVNv6By9ofmtpdFxcTzbEIHlHrO6lvLwB35Yx2CqRzMx7T9Jt4WMPf44q0pDK98ZB+c/CQg1viQdbvT3kAQ/H4D9ukPgyiAqrGQRB0TTrUZWFmN2Y/SzoADym4OR7SrlKcamaPpjYuxcNebmJmz6W04bgMeK5fD2Z3lnQMHp94Jzzu6/a4IOj3zey9VOZ4XGMsxz54SMIDLBefUDoMj4i2K/BPPI7ujZYCXVOe6kEQBA1GR7ssVpU0UtKbckXlSanNlUrY9+7kIpgh6b+tFM8G2s4FF385L61fpu5+ki6TNEbSNDyYeL9Mv9YCJuaMceJpPBZwjk3wAOSf5vqJXwH0xWPjApyPB8geLek0SZu0cLyLJ5dMk236tKmtHHrQlSg2DqbFOGgIOtplcQeujnAY7k74Bu4GKMVlcTCwUdp2bqVsVvnCI6A3VcMwmh7rcGAz4HjgW6mNCSX2K0c33NWxUd62BnBZ6sOVuNG+OqU/LmlwkfoG4TPoJtuIq4aW0aWgCzCIAuPgqkvzhS2CrkiHuSySP3Yt4EgzeyilbVxqm3mz00qzFXCsmd2Z+rU0vpwux2vAcpKWM7OcptymNDXqzwE/BT42s6nFGjKXQLocuFzSb4HjaOrPzjEEV75owr4HHhlujsZiCAXGwYGHHxPjoAHoSB/yFHy98CGS3sU1qc7BZ8i1Zgywn6Qn8RuPZ+MySjnuw6WRhkv6Na4afB7e91yQlxHAr4FbJf0Ol7ZZEZeMudTM3pB0PnB3am9RYEdc4qUZyahPzU9/8Z1P23OcQSej2Dh4+5PPmpUNuh4d5rIwFz/cG9gAeAVXsj0V152qNQfiYofPAtcDV5GRDU993xNfVfEU7uI4HTfGc1KZWcB3cS28G/BZ9XDchzwlVdUNv8H4Km7kJ+EioUEQBM3o6FUWD9JcvbZPJl955VsMd2eu4qrM51HZzyntXwXSLgUuzXx+kaaS9+DL4LL7jMENLgCSNgR64IrCuTKTcNXZYv09plheEARBPp3qSb1qImlPXKH2DVwJ9zxcsfm5GnYrCIIuTBjk4iwCnIX7hafgsuXH59YcB0EQVJowyEUws2uAa2rdjyAIGoeIhxwEQVAnhEEOgiCoExQu0frmo0+/qNkXNGnanFo1zSIL9ahZ2ysv2avuRE6nzf6yZuNg5me1e3RgwR7da9b2Egt3D5HTIAiCRiUMchAEQZ0QBjkIgqBO6NQGWdJgSa9UqK5Rki6qRF1BEARtobOvQz4XjxVRCfaiaRjPIAiCqtKpDbKZzQBmVKiuyZWoJwiCoK1UzWUhqZekIZImJeHQJyRtlfLaKlbaxGUhaX1JDyTh0hlpv21SXg9JF0iaKOkzSe9K+nNm3yYuC0l9JQ1P4qWzJd0vad1M/sDUxraSXpE0U9JDklbJlAmR0yAISqaaM+SzgZ/goS/fAn4J/Dur0sx8sdJpwEhcrHQOLlY6Dw9zORgoFkVtJB4AaHM8dvH6aX+AY/GQmvvgoTZXwHXzijEs5e+Ox7I4PfV3DTObncr0Ak5MxzQHD795KbBDyh8KLIiLnE5vpb0gCBqcqhhkSQsDRwAHZ1Q6Dge+BxwF3J+KliVWWoCVgXPN7LX0eWxe3hjg0RQg6B3g8SL9XR34AbC1mT2S0vZP++wLXJGKLgAcZWavpzLnAldJUmojRE6DICiZarksVsVjCX+l2mxm84DRwDqZcmWJlRbgPOAKSQ9KOlnSWpm8Ybjm3RhJF0vaRVKx418bFzQdnenvtNSXbH8/yxnjxERcl69v+txukdNpU6e2cLhBV6PYOJga46AhqIdlb9lHQssVK21akdlg3GDegouXviTpwJT3HB7X+MRUx3DgvhaMcin9zX+mNJfXLbXZbpHTy4ZeUGb3gk7OIAqMg0suOr+WfQqqRLUM8pu4Zt23cwmSugNbUkRjrq2Y2RtmdoGZ7QJciatX5/I+NbN/mdkRwC64y2S1AtX8Dz83W2b6uyjuky6rv2Y2wcwuN7OfAL/D/eGFGIIb7ybbYUceW05zQednCAXGwRFHH1fLPgVVoio+ZDObKekS4CxJH+P/+scDS+M3vtp9s0vSQvi65Bvwm3ZL4+rST6b8XwLvAy/gM/Gf4TfaJhTo7xuSbgUuk3QoLjp5eio/sow+tVvk9KNP60ETNqgWxcbBtNlfVr0vQfWp5iqL36bXq4HFgeeBHc3sfUmVWH0wD/fdDgOWBT4B7sCVoQE+BX4DrI67Fp4HdkpipYU4AJ+t3IavlPhP6u/sIuULkRM5XTG1/wDwqzL2D4KggYjwm3VOhN+sPhF+sykRfrN61MNNvSAIgoAwyEEQBHVDGOQgCII6IQxyEARBnRAGOQiCoE4IgxwEQVAndOp4yI3AZ1/U7oGApRbtVbO2v6zdKq+65MsaLk/t3at2S88abVVuzJCDIAjqhDDIQRAEdUIY5CAIgjqhQwxyexWcM5JOS1WyXwXaGSipIpp8JbRVMYXsIAi6Jo0+Q/4H8PVadyIIggAafJVFitxWTvS2ZkjqaWZzK9SlIAgamI6cIS8g6fyk2jxF0jk5dQ5JPSWdJWlCUmN+WtIOBerYUNKTqcwzkjbOZUhaUtLfUx2zJf1X0gGZ/EPlCtdN1uxIGinptvS+mctC0mGSxkqam14Pycs3SUdJuknSTOAMSd0lXSlpXOrLG5JOaIMaSRAEDUxHGox9ma+6cRiulDEo5V0NbI0HiV8Pl1O6XdKGeXWcCfwfsDEe33iEpFxIvAWB54BdgXVx/brLJG2b8m8AFgO2z1UmqQ+uIn1doQ5L2hO4CI+DvF6qc6ik3fKK/h64C1cQuTgd53u4qvbawMnASXhM5SAIgpLokHjIkkYBywFrJvVlJJ0CHI4b4jeA/mb2TmafW4CJZnakpAHAQ3hA+HtS/reBx4AVzayZykcqcz0ww8wOTp9vAmaa2f7p8364AV3azOZIGghcZGZ9Uv5/gNfN7MBMncOA1cxsq/TZ0j7HtHIO/gxsambbpc+DgR+Z2XpFyi+OB+5vwivjJo1bbLFmyVVhgeqHg/2KWj4YstziPWt24MXGwbj3Ph632OLNkquCahgdupYPhvTt3bXiIT9hTa39aGB5XFZJwKuSZuQ2XONu1bw6sirUE9NrP3BNvqQs/ZKkT1IdewErZfa5DthDUu/0eV/gRjMrFnl9bTLK2InHaKo0DfBM/o6SDk9ulY9SX47P60trDKKAuOWVl1xYRhVBF2AQhUROLw6R00agVjf1DNiMpirT0PwGWzMVaub/ifwal0M6DngZmAGcQTLYiTtxZejdJT0AbAcU8lWX0t8sM7MfJO2Nuzl+DTyOa+8dBexZRhtDcPmpJhx0xDHjyqgj6PwMocA4OOKo42IcNAAdaZC3kKTMLPmb+Cx3ND5DXsbMHmpH/VsBt5vZtQDJt7wGGYFIM/tM0g34zHgp4ANgVAt1/g9Xxr4yr53WlKa3Ap40s6/WXkvKn+23SDFxywlTYgFHI1FsHEyZNa/qfQmqT0ca5OWAIZKG4je/fgOcZmZjJI0Ahkn6FX5jbglgAPCWmd1UYv1jgL0lbQV8DByDS6Y/n1fuOlxcdBXg72bWUrSec4AbJD0L3IurRO+Lu0Ja68tASTsBY4F9cF/5lBKPJQiCoEMN8gigO/Akfsl/JfDXlHcAvhLhbGAFYDLwFH4jr1ROw43s3birY1hqM9/f+yi+AmId4KctVWhmt0g6Bnc9DAHeBo40s9tb6ctlwEbASHz2fyPwF+DAFvYJgiBoQqhO1zkTpsyt2RcUqyzqhymz5tXshMQqi+oRDy4EQRDUCWGQgyAI6oQwyEEQBHVCGOQgCII6IQxyEARBndDQ4Tc7Awt0q90t7i/m1U5g1VcPBjlqudJhXg1XvHSr5YHXgJghB0EQ1AlhkIMgCOqEMMhBEAR1QhjkDqJaQq1BEHQdwiAn2quUHQRB0F7CIAdBENQJYZD5SqZpa+Co5GYwSau2JlwqaX1JD0ianpRPXpS0TZE2ekm6WdJzkvoVKhMEQWMT65Cd4/Dg9q/h4qTgsYxzwqUfAZsDl+Niq7kA9iOBF1PeF3jc52byUJIWBW7F/wAHmNn0jjqQIAg6L2GQATObJmkuMMvMPshk/S7zfrykjfGYyjmDvDJwrpm9lj6PLVB9P+BaknEvpudXTNzytfEfUitxy6D6FBsH4yd+HOOgAQiXRQuUIFx6HnCFpAeT4OpaBaq5B5gA7NWCuCoUEbf82yUXVOJQgs7DIAqJnF4UIqeNQASoT0gaBbxiZkenz3sDwykgXGpm/TP7rQ7shIunbg8cbmZXSRqAK6Bcirs9tjWzF1pof3EKz5BrJv/+xZeN+ej0Cn1rF6C+hRlyzcZBoz46XYsA9eGymM9cXHIqR0nCpWb2BvAGcIGkS4CDgasyRU7FJaoekFTUKBcTt/xgWr4wd9CVKTYOps4OkdNGIAzyfMYDm0vqD8zA/cFFhUslLQScC9yQ9l2aZMTzKzazk5Mq9v3JKL/Y0QcTBEHnI3zI8zkXnyW/iq+quBv4J76S4mmgPy5cmmMe0BcXV30duBkYDfyyUOVmdhLwN3ymvGFHHEAQBJ2b8CHXOR9M+7xmX1D4kOuHqbNrJ3IaPuTqETPkIAiCOiEMchAEQZ0QBjkIgqBOCIMcBEFQJ4RBDoIgqBNilUUXJT3xNQgYkh42iLYbkEb9LjrrOAiD3EVJD7iMA1Yxs/HRdmPSqN9FZx0H4bIIgiCoE8IgB0EQ1AlhkIMgCOqEMMhBEAR1QhjkrstU4A8UCOUYbTcUU2nM76KWbbeZWGURBEFQJ8QMOQiCoE4IgxwEQVAnhEFuECQNlGRJ6y9oUGIc1DdhkIOKImkPSYNr1HY/SVdLeknSZElzJI2VdKWk1WrRp0alluMgH0ndJI1Of0R31Lo/LREGOag0ewC/r1HbfYE1gHtTH44GbgR+ADwnaZ0a9asR2YPajYN8jgTWq3UnSiFEToNOg6QeQHczm1Mo38xeB75dYL9/AU/hBvrIDu1k0OG0Ng7yyq4AnIH/OfylleI1J2bIXQBJPSWdIOkFSbMkTZP0jKSjW9lvcLqM618gb7ykUXlpu0h6WNLHkmZLekfSTZLWSPmjgF+k95bZBmbqWFbSJWnfuZImSrpcUr8ifVtX0nmSJgBzgG+24RS9nV77tmHfTkOMg4JcDLwFnF9i+ZoSM+ROjqSewD3AAPxS/Tp8wK4P7AVcVKF2tgZuA14BzsQX3C8HbAesBowBTsf/5L8D7J/Z/fFUx0q4MndP4ErgzbTvEcA2kjY1s2l5TY8AZuOzGwPeL6GvPYDFgB6p/sEp667Sj7hzEeOgYF9/BOwGfMvM5qmGgqmlEga58zMI/xGeaWYnZTMkVfIKaHf8R7a9mX2YSf9T7o2Z3SdpX+A7ZnZdgTouxI3kN8xsQqafNwBPAMcz33jmmApsZ2ZflNHXHYDbM58nAb8ys2vLqKOzMYgYB18haTHgAuAyM3uilH3qgXBZdH72BaYAf8zPMLMvK9hObsbyQ0ll/5GnH8iu+OxqjqSlchswHhgLfL/ArkPKNMbgP+rt8Zt5/4fPpvq2pd+diBgHTTkbt28nltvHWhIGufOzOvBaKTc42slFwPPAUGCypLskHSvpayXuvyY+3g4CPiqwrQksXWC/MeV21Mw+NrP7zex2MzsL2AW/HL643Lo6ETEOEpK+AxyCXxVNLXW/eqArzxiC1mkpkEmTsWFmn0jaDPcLbg98F/gr8AdJO5vZ6FbayjnwrgOGFykzu0DarFbqbRUzmyjpfuAgScea2WftrbOL0dXGwUXAi8CTar7+vHdKm2pmH5dRZ1UIg9z5GQOsJalXGwzN5PS6BH65CICkBYFl8cvHrzCzecCotCFpA+BZ4BR8FgrFf9xjU15PM7u/zH5WgoWA7sCi+EysqxHjYD4r4zd13yiQt01KvxhfBllXhMui8zMCX851Sn6GWr+tnLsM3C4v/Xjyxkby8eXzGj6bWSKTNiOVz6ZhZp/gqxz2ktRsyZKcUi97CyKp0KUu8gdCtgXeNLOuaIwhxkGWnwM/LrCB/3H8GLiinW10CDFD7vycjy/tOSVdSt6LL3daF/fH5f/IstwPvA78UdKSuCjkVvgaz/zLub/JF9nfi6/rXQjYG1gEuCZT7gl85jFU0p3A58CTZjYO9+M+Bjwi6RrcF9kN+Dp+9/4amt9dL4cTJW0P3InP9IQ/obU/flf/qHbUXe/EOEiY2W2F0tP/0gdm9q+21t3hmFlsnXwDFgROBv6L/winAk8DR2bKDMQvFQfk7bsG8G/cRzcV+CewPG7QRmXK7YXfGZ8AfIZf9j8M/DCvvm7AuancvNTmwEz+UsA5+Kws19eXcYOyTqbc4LRv/zLOw3bAv1LfZ6V+vgVcDaxb6+8pxkF1xkEL58eAO2r9PbW0RYD6IAiCOiF8yEEQBHVCGOQgCII6IQxyEARBnRAGOQiCoE4IgxwEQVAnhEEOgiCoE8IgB0EQ1AlhkGuApD6STpL0sqRPk/LC43JF4JKiaKc6zpb0pqTPJH0gF/hcvkDZTSQ9JmmGpP9J2qdInbemp6o6DZJ+kI77NUkzk/LE/ZJ2LFK+nPOWU2gutLU74HuFxkEPSUdKelbS1LQ9J+k4edD6bNntJT2fxsFzkrYtUF/3lDe0vcdXLdLj1vtJul4uajtLrkRym6QtiuyztKRLJb0rVyx5R9L5khZvb93totZPpjTahv8JPoo/vXQVcCgeXPxJ/Emis0qoYyH8mfwvgWHAYcCfgU+Bd4BlMmUXweMBPw0cDlyf2t4sr84fp/1XqvU5KvN8foA/7XUOcDBwAvC/dC5Pbut5S+UHpnpOB/bL2zZrZ7/bPQ5SPSNS+X/hjyQfjSuHGPCPTLmV8afw7k3j4F5gZv73DfwGf7pu0Vp/t2WcywXT8T4PnIaH9jwlHceXwH555fvhTyDOxYPlH5Ze56Y6ere17nYfS61PZqNtwJbpC/5rXnpP/DHfqSXUMSjVcWJe+rfSILkik7YDmUdPkyEYB5yeKbM4brSPq/X5acP5/F6BtN54bIa5QN+2nLeUnjPIA+p0HCyX6rg5L13J2H+ZO/5kdGbljE06R7OAQzL7fT0Z6d1r/b2WeS4XALYukL40HotjEtAtkz4knbef5pX/aUo/pa11t3cLl0X1WTS9Tswmmtlc/AueWUId26TXq/PqeBwPLbiPPHQi+KwQUohFc/WIqcDCmV3PwWeIF5Z0BK0gqX+6rB8saVdJT0uaI+l9SeeogsodZvZggbRZwB14QKE1M1nlnLcmSFok3wXQTioxDhYpUkdOc+5LPE4E+DiYk85N7hzNoek4uBS428xuLf0wiiNpQBoHAyUdIOm/yU30tqQTKtEGgJl9YWYPF0ifhMfZ6Je2HNvg0emuz9vlH/g5OaAddbeLiPZWfZ7CDeIJksbjl6i9cZXeTfDLydbolV4LBe2ehf/I1sfdFM/ikbb+JOk8XHdtQ1ygMida+QtgU6us1A/AzsCR+A/9KjyS169xqaEzcoUk9cbPQSl8bs0FMAuxQnqdlEkr57xluQ03fibpZeAcK6wVVw6VGAdvpu1ASc/jUdu64+d5L1xfLxfsfTQuY/Vb4O+45FPflI6knwObA2u387gKcTg+o7wSP+b9gLMkTTCzkblCkvrgLoJSmGNmM0ootwJ+pTQ1k9Yr7d8kkI+ZfSlpNvB1SUtZ6wHsC9XdPmp9udGIG6628Dp+eZTbpgN7lLh/Tnl3j7z0ZfF/fgP2yqQfjv/z59q6Gr+s7ZX6cUaFj69/amcmmShdqc1XgPfzyg/OOxctbaNKaH9D/E/okXaet5/gPtqD8NCWx2a+t9/XehykOtbB/0CydcwFjihQ9k/Mj7w2D/hTSv8aPis/tMLjYEBqayKwWCa9Nx4lbnRe+WFljINhJbS/cyp7TV76jSl9o7z0jTL1b9yWutt9zipZWWwlnnT4RhoU5wB7ph/8c/gsbfsS9l8tGbv38Vi0K+NSOk+mH6PR/EZGXzy+7YqZtNPwS/UF8eDi1+A3K54HftyO4+uf+jCiQN6FKa9PJu3reOjMUrZNWmn7a/iscTqwRnvPW4H6e+FhIj+nnSEh2zsOUh2rACNxjbsf4cHZH8AN7s8LlF8a918vnUm7DngE/8NcCbgFN6JPUMB/WsbxDUjn9PQCebcDH+elrVPGOFinlbZXBz5J4/lreXnfSednDG5YVwJ2Yv59BwO2akvd7d0qVlFsJQ/S9fHZ2OF56b3xmznjge4l1DOA+XI4ue3G9MM04Aet7L8eHs92m/T5bvwyenP8Tv2XwBZtPMb+qQ9/KpA3OOWt3AHndgnghXR+m93sq8R5S3X8IpVt84yyEuMAWAaf2f45L70b7oqYTuamZpE6dsCvntbC3R0v4/73TfA/7Nm0ceUN8w3yQQXyhpHc3R0wDlbB74l8DKxfpMyP8T/m3Bj4Anet3ZQ+b9DWutvV9444IbG1OFiuSl/4kgXycrPHVUusS/is4rukmS8eWNzImx3m7Zf7wV6ZPufu1m+XKfMYcFkbjzFnkAcXyMsZ5P6ZtD7JuJSyLVGkzSXw2eUcYIeOOG+Z/bdOZU+q5TgAfpfKNbtqAH6V8rZtYf+F8RU3p6bP30r7rJY5T++StyqljGPMGeSBBfKaGWRcB6/UcbBYC2NvPH4T+xut9K877qb4DtAvpT2FX/30bk/dbd3ipl71yT2A0L1A3gJ5ry1iPkpezX2W1Av4HjDWzFqSTT8K/6ffOX3O3QB7N1PmXWDFUvpRAX4N/L7Esg/jP/SvkOu23Y8b2T3N7J6WKmjHecuxenqd1GKplqnEOGhvHX/EXThnpc9NxoGZmaQJVG8cnI9ffZTCcHxZ4ldI6o8Lry6GTy6eb6kCc7HWFzL7L4O7kR62tBqlrXW3lTDI1edV4Pv4YDo7l5ieENodX4EwNpO+En4Z+6aZfd5K3WcAS+IGriCSVsQfdDjEzKak5NyyqfVxP1ru/ROlHFAFuAafkZfClOwHSX2B+3DtuL3M7O42tF/wvEla0lyUM5u2GPBb3NfYouFvhUqMg9yfykB8Zpcr2wP4GX4ZXtBwSNoEOAb3Ec9Nydlx8Ez6o1od1yisBmfj/uxSaLLUT9LKwEP4mvrtzezZchqW1A24AP9zO72SdZdDGOTqMwS/8fJnSesD/8Evtw/B7/Yflf65c1yDXyKvQlOJ9mfxQfIGfqNpD3x95eVmNqyF9ofiqw/+kUswswmSRgHnS1oO9x+uS0YUNM0QxuGzhwHlHnRLmNlbuN+0LdwHbIwv5eorab+8/MdT/UDZ5+1lSQ/jftUP8UvWA/Hv6VdmNqGNfYbKjIOrgeOAI+TCo/fgRns/YAN8ed6H+Q2ndeBXpGMencl6Ej8v16RHw3fC10tfn9l3AH7+hpvZwLYefCHM7FUyVy6lImmR1Kf+uLtnTUlr5hW7z3ztcG553VPAzfiYXgx/KGQT/OnOh9pad7vpCD9IbC1vwKr4JdcE3F81Hb/LvVeBsqPI87mm9Ivwu8SzMvv/tJV2f0KRx6NxI3ALvqZyLHBgXv76FFk5UaCu/pThQ27nubRWtoFtPW/4Mrln8Tvqn+M3cu6iFR91lcdBv3RM4/BZ+0zc2BwCrplZoK4TcLfEIgXy1gQeTOPkFWDXvPzdKLJyokBdAwp9BylvGBW6qZcZby1tAzLle+J/4OPwew6T8T+zZt9ruXW3dwuR06AkJB2LqwivZ6X5WYMuSHq4aCB+429yjbvT5YhHp4NS2QFfdRHGuLHZAZ8dhzHuAGKGHARBUCfEDDkIgqBOCIMcBEFQJ4RBDoIgqBNiHXKdM2HK3Jo5+bc8pS3PWFSGxfqWGo2z8rxy2vYlySdVk03+9FDNxsEqKyxWq6ZZsEehhxCrw3X7bVj1cRAz5CAIgjohDHIQBEGdEAY5CIKgTqipQU56Wz8q9rlA+ZxW26bV6WEQBEH16Gw39d7FYy60pnUVBEHQ6ehUBtk8+tUHte5HEARBR9ChLgtJO0p6VNIUSZMl3SOpzaq2+S6LjMz4TpKelTQ7tbeCpK0lvShphqQ7JC2ZqWczSfdK+ljSdEmPSdoyr601JD2c5Otfl7Rzqmtgpszykq5PxzdF0p2SVs/kryjp1nTssyS9Jmmfth5/EARdm472IS+Mx33dHA/FNw24XVLPCrfzB2AQsAUu5vkPXN7m0NTuunjYxxyLANfi0i2b46oBd+WMdgpWfTMe4PubeHSr3zNfRj4nXf8QHr5va1w48n3g/pQHHnu4Nx5vd93Ux6mVOeQgCLoaHeqyMLMbs58lHYDHfN2c0hUiSuFUM3s0tXEpHkh6EzN7LqUNxxV5c/16MK9fxwA/xANyXwdsj8eF/b6ZvZfKHI8HEc+xD645doClCE2SDsMDme+Ka7StDNxoZi+mfcYVO4CkFLF4fvor4yax2GLNkoMuSrFxsMGJt7HAQn2q3p+gunS0y2JVSSMlvSlpOq5B1g2X3W5t37uTi2CGpP+2UvylzPtc5P6X89L6ZeruJ+kySWMkTcODcffL9GstYGLOGCeexpWYc2yCqzd8musnfgXQFw88Dq4Rdoqk0ZJOS7I5xRiEG+wm25WXXNjykQddjUEUGAcfjv5XLfsUVImOvql3B66GcBjwHu4CeBWP2N8aBwMLpfetacll811Goqn+nNH0z2c4sDRwPC6H8xnwQIn9ytENd3UU8glPTn24UtI9uJjodsDjks40s8EF9hmCqyg04aAjjik6qw66JEMoMA76bfmjGAcNQIcZ5OSPXQs40pJGlaSNS20zb3ZaabYCjjWzO1O/lsaX0+V4DVhO0nJmlhNT3JSmRv05XIfrYzObWqwhc921y4HLJf0W10AbXKDcVAr4lydMmZufFHRhio2DTf70ULOyQdejI10WU/D1wodIWk3S1sCl+Cy51owB9pO0jqTNcBHHrOW7D1dfHi5pQ0nfBM7D+54L8jICd4XcmlZ0rCLpu5L+kltpIen8tNLk65I2AnakDSKOQRA0Bh1mkM3sS2BvXP32FeBi4FTcPVBrDgT64AKW1wNXkVF0Tn3fE19V8RTu4jgdN8ZzUplZwHdxteQb8Fn1cNyHnJOq74bfYHwVN/KTgF905IEFQdB56ehVFg8C6+Ul98nkK698i+HuzGw8vrIh93lU9nNK+1eBtEvx2Xnu84v4Erks1+btMwY3uABI2hDogSsy58pMAg5oob/HtHQ8QRAEWTrVk3rVRNKeuKT6G7gU+HnAi7jvOAiCoOKEQS7OIsBZwIq4C2IUcHxuzXEQBEGlCYNcBDO7Brim1v0IgqBxiHjIQRAEdUIY5CAIgjpB4RKtb6bOnlezL+iTGbV7KKVH99rNFVZaolfdiZx+MP3zmo2Dz7/4svVCHcQC3Wv3VSy7WM8QOQ2CIGhUwiAHQRDUCWGQgyAI6oRObZAlDZb0SoXqGiXpokrUFQRB0BY6+zrkc/FYEZVgL1oP8xkEQdBhdGqDbGYzgBkVqmtyJeoJgiBoK1VzWUjqJWmIpElJOPQJSVulvLaKlTZxWUhaX9IDSbh0Rtpvm5TXQ9IFkiZK+kzSu5L+nNm3ictCUl9Jw5N46WxJ90taN5M/MLWxraRXJM2U9JCkVTJlQuQ0CIKSqeYM+WzgJ3joy7eAXwL/zqo0M1+sdBowEhcrnYOLlc7Dw1wOBopFURuJBwDaHI9dvH7aH+BYPKTmPniozRVw3bxiDEv5u+OxLE5P/V3DzGanMr2AE9MxzcHDb14K7JDyhwIL4iKn01tpLwiCBqcqBlnSwsARwMEZlY7Dge8BRwH3p6JliZUWYGXgXDN7LX0em5c3Bng0BQh6B3i8SH9XB34AbG1mj6S0/dM++wJXpKILAEeZ2eupzLnAVZKU2mi3yOn4iR+z2OLNkoMuSrFx8NrbH8Y4aACq5bJYFY8l/JVqs5nNA0YD62TKlSVWWoDzgCskPSjpZElrZfKGARsBYyRdLGkXScWOf21c0HR0pr/TUl+y/f0sZ4wTE3Fdvr7pc7tFTi+56PwWdgm6IIMoMA7+dskFtexTUCXqYdlb9pHQcsVKm1bk4qHrALcA3wJeknRgynsOj2t8YqpjOHBfC0a5lP7my1Hl8rqlNq/ElamvBtbARU4HF6l3SCrbZDvi6OPK7F7QyRlCgXFwyBHH1rJPQZWolkF+E9es+3YuQVJ3YEsqrDFnZm+Y2QVmtgtwJa5encv71Mz+ZWZHALvgLpPVClTzP/zcbJnp76K4T7qs/prZBDO73Mx+AvwO94cXKjfVzMbnb3GZ2ljEOGhsquJDNrOZki4BzpL0MX4ZdjywNH7jq903uyQthK9LvgG/abc0ri79ZMr/JfA+8AI+E/8ZfqNtQoH+viHpVuAySYfiKsCnp/Ijy+jT+cDduO96UULkNAiCFqjmKovfpter8ZsWzwM7mtn7kiqx+mAe7rsdBiwLfALcAfw65X8K/AZYHXctPA/slMRKC3EAfvl4G75S4j+pv7OLlC9ETuR0xdT+A8Cvytg/CIIGIsJv1jkRfrP6RPjNpkT4zepRDzf1giAIAsIgB0EQ1A1hkIMgCOqEMMhBEAR1QhjkIAiCOqFTh99sBETt7jIvveiCNWs7Vv80ZcEetZs7Ldyze83a/rx2i4xqQsyQgyAI6oQwyEEQBHVCGOQgCII6oUMMcnsFQzMKIktVsl8F2hkoqSISUCW0VTFB1iAIuiaNPkP+B/D1WnciCIIAGnyVRQoUVE6woGZI6mlmtQv6EARBl6EjZ8gLSDo/iYROkXROLhi8pJ6SzpI0IYl/Pi1phwJ1bCjpyVTmGUkb5zIkLSnp76mO2ZL+K+mATP6hSVC1yZodSSMl3ZbeN3NZSDpM0lhJc9PrIXn5JukoSTdJmgmcIam7pCsljUt9eUPSCW0Ifh8EQQPTkQZjX+YHeT8MD8w+KOVdDWyNxyReD1fvuF3Shnl1nAn8H7AxHk5zhKTcwtwFgeeAXYF1cbmkyyRtm/JvABYDts9VJqkPLlp6XaEOS9oTuAgPu7leqnOopN3yiv4euAsPWH9xOs73cBHXtYGTgZPwEJ5BEAQl0SHhNyWNApYD1kxin0g6BTgcN8RvAP3N7J3MPrcAE83sSEkDgIfw+MP3pPxvA48BK5pZs6Dyqcz1wAwzOzh9vgmYaWb7p8/74QZ0aTObI2kgcJGZ9Un5/wFeN7MDM3UOA1Yzs63SZ0v7FFO+zu33Z2BTM9sufR4M/MjM1itSfnEKipx+Mm7xGqlFdO9Wu4dSavlgyCIL1u7AWxC7HVcr1ZDuqt04qOWDIUssXP3Ynx05Q37Cmv6qRgPL4yoeAl6VNCO34ZJKq+bVkRU9nZhe+4FLQCUh05ckfZLq2AtYKbPPdcAeknqnz/viKtBzivR5bTJCrInHaCpsCvBM/o6SDk9ulY9SX47P60trDCJEToMYBw1NrW7qGbAZTUVNofkNtmaip8z/E/k1rr5xHK4GPQM4g6aq1HfiQqS7S3oA2A4o5Ksupb9ZZmY/SNobd3P8Gngcl3o6CtizjDaG4GonTTji6OPGlVFH0PkZQoyDhqUjDfIWkpSZJX8Tn+WOxmfIy5jZQ+2ofyvgdjO7FiD5ltfA9e8AMLPPJN2Az4yXAj4ARrVQ5/9wIdYr89ppTQdvK+BJM/tq7bWk/Nl+i5jZVDJ9zzFtdu3UGoLqU2wcTJ09r+p9CapPRxrk5YAhkobiN79+A5xmZmMkjQCGSfoVfmNuCWAA8JaZ3VRi/WOAvSVtBXwMHINLpj+fV+46XMtuFeDvZtaShTsHuEHSs8C9uCjpvrgrpLW+DJS0EzAW2Af3lU8p8ViCIAg61CCPALrjqs+Gzzr/mvIOwFcinA2sAEwGnsJv5JXKabiRvRt3dQxLbeb7ex/FV0CsA/y0pQrN7BZJx+CuhyHA28CRZnZ7K325DNgIV6QWcCPwF+DAFvYJgiBoQoic1jnTZn9Zsy8oVlnUD7UUu41VFtUjHlwIgiCoE8IgB0EQ1AlhkIMgCOqEMMhBEAR1QhjkIAiCOqGhw28GLfP5vNo9lDKvdotLWKQO5ym1XAz1RQ0b/7LBVoHV38gLgiBoUMIgB0EQ1AlhkIMgCOqEMMgdRLWEWoMg6DqEQU60Vyk7CIKgvYRBDoIgqBPCIPOVTNPWwFHJzWCSVm1NuFTS+pIekDQ9KZ+8KGmbIm30knSzpOck9StUJgiCxibWITvH4cHtX8PFScFjGeeESz8CNgcux8VWcwHsRwIvprwv8LjPzeShJC0K3Ir/AQ4ws+kddSBBEHRewiADZjZN0lxglpl9kMn6Xeb9eEkb4zGVcwZ5ZeBcM3stfR5boPp+wLUk496Cnl8QBA1OGOQWkHQ4cDBueBcCeuBB63OcB1wh6Re4KsmNGeOc4x5cFeWHZvZFC20tTmHVaWqlOh1Un2LjYNx7H1Mr1emgeoQPuQgZ4dJhuDDqRsBQoGeujJkNxpVIbgG+BbwkKV8l5A5cc2+9VpocRKgNB8XGwcUxDhqBUAxJSLoXeNPMjkifLwQ2MLOtM2VuS2n9i9RxCbChmX1L0gBckuprwPHA4cC2ZvZCkX0Xp/AMeVytZsi1jCNQy1gWS/VZoGYSGS3MkMc14gy50cZBuCzmMx7YXFJ/YAbuDy4qXCppIeBc4Ia079Ik9en8is3s5KSKfb+kbc3sxQJlphKq0w1PsXEwZVaoTjcC4bKYz7nAXOBVfFXF3cA/8ZUUTwP9ceHSHPOAvrhL43XgZmA08MtClZvZScDfgAckbdgRBxAEQecmXBZ1Ti1FTsNlUT9MmVVDtc8a0mjjIGbIQRAEdUIY5CAIgjohDHIQBEGdEAY5CIKgTgiDHARBUCfEKosuSnrAYBAwJK1tjbYbkEb9LjrrOAiD3EVJD7iMA1Yxs/HRdmPSqN9FZx0H4bIIgiCoE8IgB0EQ1AlhkIMgCOqEMMhBEAR1QhjkrstU4A8UiBwWbTcUU2nM76KWbbeZWGURBEFQJ8QMOQiCoE4IgxwEQVAnhEEOgiCoE8IgNwiSBkqypPUXNCgxDuqbMMhBRZG0h6TBNWx/fDI4hbalatWvRqPW4yD1obek30n6r6TZkiZLGi1pz1r2qyVC5DSoNHsAvwAG17APrwGnF0j/tNodaWD2oIbjQFJf4AFgdeBq4DxgYWBtYOVa9KkUwiAHnQZJPYDuZjanlaKTzOy6avQpqD4ljoMLgNWALczs1er0rP2Ey6ILIKmnpBMkvSBplqRpkp6RdHQr+w1Ol/L9C+SNlzQqL20XSQ9L+jhdAr4j6SZJa6T8UfisiDxXwcBMHctKuiTtO1fSREmXS+pXpG/rSjpP0gRgDvDNEs/JApIWLaVsVyHGwVf79Ad+BvzNzF6V1F1Sn5bOQb0QM+ROjqSewD3AAOBe4Dp8wK4P7AVcVKF2tgZuA14BzsSfgFoO2A6fiYzB3QTdgO8A+2d2fzzVsRIwGugJXAm8mfY9AthG0qZmNi2v6RHAbOAvgAHvl9DdLYBZQA9J04BbgRPNbGJZB92JiHHQhB1T+69Kuhb4CdBT0nvAX8zsr2059moQBrnzMwj/EZ5pZidlMyRV8gpod3yQb29mH2bS/5R7Y2b3SdoX+E4Rl8GFQA/gG2Y2IdPPG4AngONp7nOcCmxnZl+U2M//AlcA/0ttDQAOBraVtHkXNsqDiHGQY830eibwMXA4MDe9nidpcTP7fQn1VJ1wWXR+9gWmAH/MzzCzLyvYTm7G8kNJZf+RS1oM2BWfXc2RtFRuA8YDY4HvF9h1SBnGGDPbxcxOM7Mbzex6Mzsc+DmwPB7boKsS42A+i6TXnvifwtVmNgL4Xqr/hHTTr+4Ig9z5WR14rYQbXe3lIuB5YCgwWdJdko6V9LUS918TH28HAR8V2NYEli6w35j2dtzMRuI/9l3aW1cdE+NgPrPT6x1m9kku0cw+B0YCC1LivYhqEy6LxqalyFJNxoaZfSJpM9wvuD3wXeCvwB8k7Wxmo1tpS+n1OmB4kTKzC6TNaqXeUhkPfLtCdXU1uto4yLlBPiiQl/M91+UMOQxy52cMsJakXmb2WZn7Tk6vS+AGCwBJCwLL4pd3X2Fm84BRaUPSBsCzwCnMn30W+3GPTXk9zez+MvtZCVYDJtWg3WoR42A+T6XXFQrk5dI+LJBXc8Jl0fkZgf/bn5KfIUnNizchdxm4XV768eSNDRV+yu01fDazRCZtRiqfTSNdOt4F7CWp2eWinFIvewuS32Ym/Sj8h3h7e+qvc2IczOcR4G1gN0nLZ+peGL+fMBVf5VF3xAy583M+sBtwSrqUvBdf7rQu7o/L/5FluR94HfijpCVxld6tcP/ax3ll/yZphVT/28BCwN74DZRrMuWeAI4Ghkq6E/gceNLMxuHLmh4DHpF0De6L7AZ8Hb97fw3te7Lr55IOAv6Nz/QWwFce7IEvrarLO+sVIsZBwszmSToSv3E4WtJQfJXFAcCKwEFmNrOt9XcoZhZbJ9/wmxQn40u+5uAzgKeBIzNlBuKXigPy9l0DN2Cz0n7/xFckjAdGZcrthQ/wCcBn+A2Yh4Ef5tXXDTg3lZuX2hyYyV8KOAefleX6+jJuUNbJlBuc9u1fxnn4durjO/iMbQ6+/O3PwOK1/p5iHFRnHGT23Rp4EH9kfhbwH2C3Wn9PLW2hGBIEQVAnhA85CIKgTgiDHARBUCeEQQ6CIKgTwiAHQRDUCWGQgyAI6oQwyEEQBHVCGOQaIKmPpJMkvSzp0xTo+3G5AGVrT1Vl6ylJM0zS9pKelzRD0nOSti1QV/eUN7QSx1gN0lNd+0m6XtJYeVD2dyTdJmmLIvuUfO4lDVNxfb4ftbPvg1uo2yR9XkIdPSRdKunZdByfSRon6R+SvlGg/KqS/i1puqS3JB1XpN4LJL2oNkRzqxWStpZ0cfpep0v6SNJ/JP20lN9UOmcm6ZVK110OneaEdxXksWnvBr6FB1e5EOgN/BTX/lob+G0J9ZSkGSZpZTxA+2PAZaSF/ZLWNrN3MlX+EugH/F/7jrCq9AKuBV4ArsefMFsWj3s7WtLPLROPtx3nfv8CaU8VSCuHm8iLEZHYAPgNpT3m3RPYFH/g4Vr8AYiV8CfSnpS0o5k9CF8d+834k3X/hz/BN0TSBDO7MVdh+iM7HPi2lRH2tA44C388/mb8AZOF8ScIR+JhNw8ptqOkXYEfUTioUbvqLptaP5nSaBuwJf7k0V/z0nsCbwFTS6znWmA6maeaipQ7DH9KqXf63Dt9PiRT5uvATGD3Wp+fMs/lAsDWBdKXxh/5nQR0a+u5B4b5T6Sqx3RZ6uMu7ahjWfxR5bsyaWuS94Qe/oTdiMznHsBL+eenM2z4U3nd89K6pWM0YL0i+/XBn+y8AH8q8ZVK1d2WLVwW1Sen89ZEucLM5uJGpNVn7FWeZthCwBwzm5XamYU/qrpwpsylwN1mdms5B9JC/waky7+Bkg5ILpXPJL0t6YRKtAFgZl+Y2cMF0ifhP5Z+acvRpnOfXCOLqrLKG4XaWRjYB3/c+N/tqOpD/DvOhphcKL1OzqRNpuk4OAE/R80CFLWVNA6GSdpSrsM3U9Inkq5oYcyWjZk9bB6FLpv2JfCv9HG9IrueDnSnhWNuR91lEy6L6vMU/tz+CZLGA0/is9ZfAJvgl4utUY5m2Gigr6TfAn/HlSX6pnQk/RzYHL9crzSH47PVK/Fj3g84K10mj8wVSj/MBUusc46ZzSih3Ap4QJmpmbS2nvtpePCcuZIeAU4xsydL7G85/Bg3iBfkG4CWkNQd/04XwIPn/Bqf+d2VKfY6boBPTX+K6+Dj6PepjjVwo7SXVT7wzkbAHbhbaCQe8Okg4Evg0Mxx9GK+2kdrzDOzKSWUy4XbbBZ6VdLmeACkn5rZ9Da4g4vW3WZqfanRiBse3Pt1/HInt00H9ihx/7+mfT4EXsV9hvsCj6b0P+SV/xPzA7zMA/6U0r+GzwwPrfDxDUhtTQQWy6T3xoPRjM4rPyzvXLS0DSuh/Z1T2Wvac+7xoETnpXO7B268puCGfrsOGBeP4kZqlTL3Wy/veKYCZwAL5JXbA/9zyZX7N/5HKDy28cgOOCZLx7RFXnouAlyfTNrAMsbB+BLaXi59X28CPfLyFsDdM3dn0sZTwGVRbt3t2SK4UA1Id8BPwf2Wj+NxZI8C1sL9uPe1sv8V+AxjGrCqJZkaST1wA70CsJxlZhCSlsZ9xW+ZX9Ij6Tr8JtDW+MzqAny2/A7wWyvgDijx+AYADwFnmNnJeXm3A1ua2VKZtHXwAV4KE83s1RbaXh0P/TgbF9H8KC+/ved+dfwm4kQzW73EPreKpDXxuMIPmFlLoTIL7bsw7h/viQfi3w+P8naC5c12JS2CXw1NNrOxKe1g/MbV2viNwbOAH+AunEvMrM2K1ZIMeNzMvp2X/is8Gtz6ZvZKSlsWv9lYCrPN7D8ttNsbH4MbA98zs0fz8k8ETsX9v2+ltPHADDNr0QXRWt3totL/iLG1+s+6Pm4sDs9L740bifHk3UAoUMeF+CzhugJ5f0h5O7VSxw64n3Et3If2Mn5ZuQlwWurjSm08xgGpDwcVyBtGB90oA1bB/0w+xn/oFT/3qfzV6fjWqGDfz0517lOBuvrgYS3/XULZZfCZ3sD0+RJ81vddfPXJbOAn7eiLAdcWSB+Y8rbugHGwIB6veR6wX4H81dJxnZyXPp5WZsit1d3eLXzI1ed4/Eu9IZtoZrPkgbyPBvrjP4pitEszLM2oLgVON7PXJH0Lv+zd08zGSnoO96vui0upt5WS/KByJeKFWi3ozDazafmJ6UbnQ7gx2tbMXi6wbyXOPcyXOVqKCoiwpvW+Pwc+wZdWtQszmyHpJuC3klY1s5aO5wLgWTMblm5aDgSOMbNHUt92wa/G/tmOLrU0Dr5y3EpaCFis1Dot7+on1bEgcAsekP8gyyx7zPAX3J9+s6TVMukL4PdiVgNmmtn72Z1KrLtdhEGuPjlJme4F8hbIey1GezXD/ohfjp6Vt8+74NNXSRNwN0Y1OB//AyiF4bjR+IpkjEfhP+btzOz5IvtW4tyDr/2Gyt3M2Q2/+Xm+la+HV4zcH9wSFPmDkbQbsCt+5QD+B7MgaRwk3sUvzavB3vjVRym8jf95fkXGYH4fvy9SrK6VcRfZf4vkv4H7uHdtQ93tIgxy9XkV/1IH4pepAEhaHJevmULmgQFJK+GX1G+ay5hDnmaYmb2XyraqGSZpE+AY/FJxbkrOLQNbH3gm3e1eHR+U1eBsXIW4FJosWUsPvjwELA5sb2bPtrBvyec+nct5ZjYnr71v4Ksh/tfKzLMcDkqvVxYrkPyriwHvWFrCKNee+8R8CVa27DKpjzMoYnSSL3kofgM4dxyf4Dcs1wfuSWnrk3fOO5B7cCXrUmjyEEcaszfj3+/hZnZFC/v+Gh8v+QzF3Xi/ZP6VZrl1t4swyNVnCG40/yxpffwpqyXwp32WBY6ypkuersFvuq1CulS2NmqGpUvjK4DLralc+5P4rOAaSRcBO+HLr67P7DsAN3zDzWxge05APuY36YreqCtGMioP4TOlC4E1082xLPdZuolJeed+deBuSbfg52YmsCFwIH4J/tVyrfYgaTl8+dlTRdwsOc7EryK2Iak94y6lQZJuxp9SnItLMf0Cd1kdnDPeBTgDN8B/ySWkcfV3fGmc8Fnkzvi4yvbZgLfNrH/pR9o6yUXwfqsFCzMCP4/3A7Mk7ZeX/5KZvZTaKah2Lelc/Kbev/KySq673VTaKR1bSTcdVsUvvSfgS3+m47PevQqUHUURTTHK1AzDF/6/CyxSIG/NTF2vALvm5e+W+nF6Ccc3gDwNtUzeMCp0Uw83xK0tjxrQlnOP3+y6Fl/5MD2VfSftu1YFx8JJqZ+HtFJuWP7x4Ddgr8P/MGbgBvld4B/At1qo65up7KYF8hZNbX2SjvdE8NVYKX+R1I//lHh8RoGlihTR9mvHeRzfyjgYXGIdhZ7Ua3fdpW6x7C0oCUnn4T+i1cxscivFgy6KpB/gsVG+Z2YP1bo/XY14dDoolR3w2XEY48ZmB+COMMYdQ8yQgyAI6oSYIQdBENQJYZCDIAjqhDDIQRAEdUKsQ65z3vxods2c/JNnzG29UAex5zm1u2c0YegeFZXlqQQL/+jqmo2Dpy/4Sa2apleP2s0ZV/3aQlUfBzFDDoIgqBPCIAdBENQJYZCDIAjqhJoaZOXJqed/LlC+fyqzaXV6GARBUD062029d/EgMB/XuiNBEASVplMZZPNIXIWCsgdBEHR6OlrWfEdJj0qaImmypHsktVndON9lofly8ztJelbS7NTeCpK2lvSipBmS7pC0ZKaezSTdK+ljSdMlPSZpy7y21pDLls+R9LqknVNdAzNllpd0fTq+KZLuTJprufwVJd2ajn2WpNck7dPW4w+CoGvT0T7khfEYtJvjIRmnAbdL6lnhdv4ADAK2wOPA/gP4HR6zdgAunDg4U34RPLTid1LfXgDuyhntJGVzM/AFHqpwIK443CtXQUbocA4eBnNLPJbr/SkPPOB1bzyG7bqpj1Mrc8hBEHQ1OtRlYWY3Zj9LOgCPLbs58FgFmzrVkvKrpEvxYOWbmNlzKW048NXNQjN7MK9fxwA/xAOzX4erFqwJfN/mq3Ecj8cbzrEPrgd2gKUITZIOw6WTdsU1yFYGbjSzF9M+44odQFKtWDw//bk3JrLoYs2Sgy5KsXGw0G4XoZ69m5UPuhYd7bJYVdJISW9Kmo5rkHXDpedb2/fu5CKYIamY9lWObLT+nDrEy3lp/TJ195N0maQxkqbhQdn7Zfq1Fi7z/l6mjqeBrFTOJriKx6e5fuJXAH3xIOjgWnGnSBot6bQkn1SMQbjBbrJdfVmbFdiDzskgCoyDz8feW8s+BVWio2/q3YErMxwGvIe7AF4FSnFZHMx8ocbPWyqYl+8yBfP153Jp2T+f4bio5PG4GsBnwAMl9itHN9zVUcgnPDn14UpJ9+AyONsBj0s608wGF9hnCK7U0IQDDju66Kw66JIMocA46LHa92McNAAdZpCTP3Yt4MhcMGtJG5faZt7stNJsBRxrZnemfi2NL6fL8RqwnKTlzCwn8LgpTY36c8BPgY/NbGqxhsxsAnA5cLmk3wLH0dSfnSs3lQL+5Tc/mp2fFHRhio2DhX/UISLHQZ3RkS6LKfh64UMkrSZpa+BSfJZca8YA+0laR9JmuJhnNpLOfcDrwHBJG0r6JnAe3vdckJcRuCvk1rSiYxVJ35X0l9xKC0nnp5UmX5e0ES6UWLaYZxAEjUGHGWRzafK9gQ1w0cyLgVNx90CtORDoAzyLG+OrSIrO8FXf98RXVTyFuzhOx43xnFRmFvBd4C3gBnxWPRz3IU9JVXXDbzC+ihv5SbgicBAEQTM6epXFg8B6ecl9MvnKK99iuDszG4+vbMh9HpX9nNL+VSDtUnx2nvv8Ir5ELsu1efuMwQ0uAJI2BHoAYzNlJpEnkZ5XxzEtHU8QBEGWTvWkXjWRtCcwE5dY74+7LF7EfcdBEAQVJwxycRYBzgJWxF0Qo4Djc2uOgyAIKk0Y5CKY2TXANbXuRxAEjUPEQw6CIKgTwiAHQRDUCQqXaH0zZda8mn1Bc7/4svVCHcQXX9ZuXC6/eM+6Ezn98NPPG/KH2qN77eaMfXt3D5HTIAiCRiUMchAEQZ0QBjkIgqBO6NQGWdJgSa9UqK5RkiLWZRAENaNT39ST1AfoZWafVKCuJYDPzezT9vescsRNveoTN/Xqh0a7qdepHwwxsxnAjArVNbkS9QRBELSVqv39SOolaYikSUk49AlJW6W8toqVNnFZSFpf0gNJuHRG2m+blNdD0gWSJkr6TNK7kv6c2beJy0JSX0nDk3jpbEn3S1o3kz8wtbGtpFckzZT0kKRVMmVC5DQIgpKp5gz5bOAneOjLt4BfAv9WRqWZ+WKl04CRuFjpHFysdB4e5nIwUCyK2kg8ANDmeOzi9dP+AMfiITX3wUNtroDr5hVjWMrfHY9lcXrq7xpmlosa3ws4MR3THDz85qXADil/KLAgLnI6vZX2giBocKpikCUtDBwBHJxR6Tgc+B5wFHB/KlqWWGkBVgbONbPX0uexeXljgEdTgKB3gMeL9Hd14AfA1mb2SErbP+2zL3BFKroAcJSZvZ7KnAtcJUmpjZJFToMgCKrlslgVjyX8lWqzmc0DRgPrZMqVJVZagPOAKyQ9KOlkSWtl8oYBGwFjJF0saRdJxY5/bVzQdHSmv9NSX7L9/SxnjBMTcV2+vulzySKnkhaX1D9/mzZ1aguHG3Q1Yhw0NvWw7C1797hcsdKmFbl46DrALcC3gJckHZjynsPjGp+Y6hgO3NeCUS6lv/lyVLm8bqnNK3Fl6quBNXCR08FF6h1EAbXhSy4+v8zuBZ2cQRQYB5cPvaCWfQqqRLUM8pu4Zt23cwmSugNbUmGNOTN7w8wuMLNdgCtx9epc3qdm9i8zOwLYBXeZrFagmv/h52bLTH8XxX3SZfXXzCaY2eVm9hPgd7g/vBBDcOPdZDviqOPKaS7o/AyhwDg49Mhja9mnoEpUxYdsZjMlXQKcJelj/F//eGBp/MZXu292SVoIOBe/8Tc+1b0V8GTK/yXwPvACPhP/GX6jbUKB/r4h6VbgMkmH4irAp6fyI8vo0/nA3bjvelFaEDktpjY8Zda8UpsLugDFxsGHn37erGzQ9ajmKovfptergcWB54Edzex9SZVYfTAP990OA5YFPgHuAH6d8j8FfgOsjrsWngd2SmKlhTgAn63chq+U+E/q7+wi5QuREzldMbX/APCrMvYPgqCB6NRP6jUC8aRe9Ykn9eqHRntSrx5u6gVBEASEQQ6CIKgbwiAHQRDUCWGQgyAI6oQwyEEQBHVCpw6/2Qh8WcNVML17dq9Z25/XbnFJXdJzgcacO31Zu4U+NaExv+UgCII6JAxyEARBnRAGOQiCoE7oEIPcXsHQjILIUpXsV4F2BkqqiARUCW1VTJA1CIKuSaPPkP8BfL3WnQiCIIAGX2WRAgWVEyyoGZJ6mtncCnUpCIIGpiNnyAtIOj+JhE6RdE4uGLyknpLOkjQhiX8+LWmHAnVsKOnJVOYZSRvnMiQtKenvqY7Zkv4r6YBM/qFyQdUma7ckjZR0W3rfzGUh6TBJYyXNTa+H5OWbpKMk3SRpJnCGpO6SrpQ0LvXlDUkntCH4fRAEDUxHGox9mR/k/TA8MPuglHc1sDUek3g9XL3jdkkb5tVxJvB/wMZ4OM0RknIRmBYEngN2BdbF5ZIuk7Rtyr8BWAzYPleZpD64aOl1hTosaU/gIjzs5nqpzqGSdssr+nvgLjxg/cXpON/DRVzXBk4GTsJDeAZBEJREh4TflDQKWA5YM4l9IukU4HDcEL8B9DezdzL73AJMNLMjJQ0AHsLjD9+T8r8NPAasaGbNgsqnMtcDM8zs4PT5JmCmme2fPu+HG9ClzWyOpIHARWbWJ+X/B3jdzA7M1DkMWM3MtkqfLe1TTPk6t9+fgU3NbLv0eTDwIzNbr7Xzl+WTmV/U7AmJnjUMfVjLB0OWWLj6YRdbY+rsxnxSppYPhtRiHHSkD/kJa2rtRwN/wlU8BLw6f7ILQC/gwbw6sqKnE9NrP2BCckX8H7A3sHzavycwKrPPdcBwSb1TIPp9cRXoOUX6vDZwVV7aY7gCdZZn8ndMKtoH40rTC+Girm8XaacZkhbHA/c34c0JH7HY4s2Sgy5KsXEwfuLHMQ4agFpNgQzYDFeBzm1rAwfmlWsmesr8Pv8aV984B9g21XELbpRz3IkLke4uqR+wHUXcFSX0N8vM7AdJe+NujmHADqkvQ/P60hqDKCBueenFIW7ZYAyikNjtRSF22wh05Ax5C0nKzJK/ic9yR+Mz5GXM7KF21L8VcLuZXQuQfMtrkNEjM7PPJN2Az4yXAj6g6Qw6n//hQqxX5rXTmrDpVsCTZvbV2mtJq5Z6IIkhuEFvwuFHHTuuzHqCzs0QCoyDI44+LsZBA9CRBnk5YIikofjNr98Ap5nZGEkjgGGSfoXfmFsCGAC8ZWY3lVj/GGBvSVsBHwPH4Aq9z+eVuw7XslsF+LuZteSVOge4QdKzwL24KOm+wF4l9GWgpJ2AscA+uK98SonHUlTc8pOZX5RaRdAFKDYOps4OsdtGoCMN8gigO676bPis868p7wB8JcLZwArAZOAp/EZeqZyGG9m78bXEw1Kb6+SVexRfAbEO8NOWKjSzWyQdg7tDhuA+4CPN7PZW+nIZ7qYYic/+bwT+QnMXTBAEQVFC5LTOiVUW1SdWWdQPjbbKIh5cCIIgqBPCIAdBENQJYZCDIAjqhDDIQRAEdUIY5CAIgjqhocNvdgZE7W74z6vhChxr9nBkY9Ooi6EabRzEDDkIgqBOCIMcBEFQJ4RBDoIgqBPCIHcQ1RJqDYKg6xAGOdFepewgCIL2EgY5CIKgTgiDzFcyTVsDRyU3g0latTXhUknrS3pA0nRJMyS9KGmbIm30knSzpOdSsPwgCIImxDpk5zg8uP1ruDgpeCzjnHDpR8DmwOW42GougP1I4MWU9wUe97mZPJSkRYFb8T/AAWY2vaMOJAiCzksYZMDMpkmaC8wysw8yWb/LvB8vaWM8pnLOIK8MnGtmr6XPYwtU3w+4lmTcW9DzC4KgwQmD3AIlCJeeB1wh6Re4KsmNGeOc4x5cFeWHZlZU/qOYuOVbE0LcspEoNg7GvRfjoBEIH3IRShEuNbPBuBLJLcC3gJck5auE3IFr7q3XSpODKChyGuKWDcYgComcxjhoCEIxJCHpXuBNMzsifb4Q2MDMts6UuS2l9S9SxyXAhmb2LUkDcEmqrwHHA4cD25rZC0X2XZzCM+RxtZoZdavh3/W8L2s3LpdceIGaBRBpYYZcs3FQS76soX2qxTgIl8V8xgObS+oPzMD9wUWFSyUtBJwL3JD2XZqkPp1fsZmdnFSx75e0rZm9WKDMVAqIW06eGeKWjUSxcTBlVoyDRiBcFvM5F5gLvIqvqrgb+Ce+kuJpoD8uXJpjHtAXd2m8DtwMjAZ+WahyMzsJ+BvwgKQNO+IAgiDo3ITLos6ZPLN24pbhsqgfpsxqUJHTBnNZxAw5CIKgTgiDHARBUCeEQQ6CIKgTwiAHQRDUCWGQgyAI6oRYZdFFSQ8YDAKGpLWt0XYD0qjfRWcdB2GQuyjpAZdxwCpmNj7abkwa9bvorOMgXBZBEAR1QhjkIAiCOiEMchAEQZ0QBjkIgqBOCIPcdZkK/IECkcOi7YZiKo35XdSy7TYTqyyCIAjqhJghB0EQ1AlhkIMgCOqEMMhBEAR1QhjkBkHSQEmWtP6CBiXGQX0TBjmoKJL2kDS4Rm3njE1L2/K16FujUctxkNrvIelISc9Kmpq25yQdJ6ln6zXUhhA5DSrNHsAvgME1aPsRYP8C6csCZwPPm9l71e1Sw7IHtRsH4FqXPwNuBK4AugO7AUOAbwF716hfLRIGOeg0SOoBdDezOYXyzewt4K0C+52Y3l7Zgd0LqkRr40DScrgxvsXMfpRJvxj/0/6xpMPNbEpVOlwG4bLoAkjqKekESS9ImiVpmqRnJB3dyn6D02V8/wJ54yWNykvbRdLDkj6WNFvSO5JukrRGyh+Fz4rIcxMMzNSxrKRL0r5zJU2UdLmkfkX6tq6k8yRNAOYA3yzz3Ag4EJgNjChn385GjIOvWCS9Tswmmj908T7wZaqj7ogZcicn+cPuAQYA9wLX4YNtfWAv4KIKtbM1cBvwCnAm/gTUcsB2wGrAGOB0/E/+OzR1HTye6lgJGA30xGerb6Z9jwC2kbSpmU3La3oEbkz/AuR+UOWwdWrjus4UF7dcYhw04c20HSjpeeB+3GWxO34uzjSz2eUffRUws9g68QacgA/QMwrkdcu8H5jKDcikDU5p/QvsOx4Ylfl8Xirbr5X+DCNNRgrk3Qp8CKyQl74p8AUwuEDfRgELtOP8XJvq2brW31WMg+qNA2Ad4Om0b26bCxxR6++qpS1cFp2ffYEpwB/zM8zsywq2k5ux/FBS2VdWkhYDdsVnV3MkLZXb8B/9WOD7BXYdYmZftKXDctWIHwJjzezhttTRiYhx0JTZwBvAJcCPcRfKo8BFkn5ebr+rRRjkzs/qwGtW5AZHBbkIeB4YCkyWdJekYyV9rcT918TH20HARwW2NYGlC+w3ph19/hmwEI1xMy/GQULSMvjs+B0zO9LM/mVm1wDbA0/hRrlvqfVVk/AhNzYtRZZqMjbM7BNJm+F+we2B7wJ/Bf4gaWczG91KW0qv1wHDi5Qp5Neb1Uq9LXEQfgk8rB11NAJdbRwcCiwJ3JBNNLMvJf0LvyG4MfBAGXVWhTDInZ8xwFqSepnZZ2XuOzm9LoFfLgIgaUF87e7YbGEzm4f78kalchsAzwKnALvkihVpa2zK62lm95fZz7KRtBH+o7vVzD7o6PbqgBgH88k9/NO9QN4Cea91RbgsOj8jgL74j6EJaclXS+QuA7fLSz+evLGRfHz5vIbPZpbIpM1I5bNpmNknwF3AXpKaLVmSU+plbykcnF4bwV0BMQ6yvJpeB+bV3QN3Y32Bu13qjrr8lwjK4nz8CaRT0qXkvfhyp3Vxf1z+jyzL/cDrwB8lLYmr9G6FX9J9nFf2b5JWSPW/jftm98bXfF6TKfcEcDQwVNKdwOfAk2Y2Dl/W9BjwiKRr8B9FN+Dr+JKka6jAk11pZrcvvg71rvbW10mIcTCfq4HjgCNSX+8BegP7ARsA55jZh+2ov+Oo9TKP2Nq/AQsCJwP/xX+EU/GbGkdmygwkb7lTSl8D+Dfuo5sK/BO/5BtP0+VOe+F3xicAn+E3YB4GfphXXzfg3FRuXmpzYCZ/KeAcfFaW6+vLuEFZJ1NuMEWWYpVwPn6W9j291t9NjIPajAOgH34Dchy+3G0mfkPvEJIwRz1uoRgSBEFQJ4QPOQiCoE4IgxwEQVAnhEEOgiCoE8IgB0EQ1AlhkIMgCOqEMMhBEAR1QhjkIAiCOiEMcg1QcQHOGSXu31cu1nivpHeTasPrSXFhxQLlV5X0b0nTJb0l6bgi9V4g6cW2hFWsFUl54vR0fB+l8zisSNmyRFAl/UDS1ZJekzRTrmpxv6QdK9j/do2FVMdPUj9flPS5iqh/pLKbSHpM0gxJ/5O0T5Fyt6Yn7DoNktaUdK6kB+WipqZWhFYlLZH2GStpThpDD0n6ToGyO0l6QNIHaTy8nvYtFJ2uTXSaH14X5FHg8ry0z0vcdwtcOeEB/Gmkj4H1gMOAn0j6lpm9CiCpG3Az/ojr/+GP0g6RNMHMbsxVKGkL4HDg29bG+MM1Yk3gJOBd/Km0nVooW64I6uXAdDyg+ut4rIYDgLslnWJmp7e/+0D7xgLAkfiYeBFXylizUCFJiwB34E/P/RpXFxkh6U0zezpT7sfA9/Cx0pnYEvglfg6exY+hKJJWxgMk9cFjnowBFsMfr14+r+wh+Hf0LHAW/uTfZsAgPC7H+mY2s91HUOtHBRtxwx8FHdaO/fsDqxZI3y7V/a9M2po0V4h4GBiR+dwDeAn4a63PTRvOxSLA19L7pdpyboET035H5aV/r0DZ3rhxngv0rfVYSHWsRFLTwP+gi6l/7JDNw6+Qx5F5xBxYHJdHOq7W320bzsMSwOLp/abpWAe3UP5R/I982RLqfh2PjbJgXvppqZ09KnEM4bKoIXJRyj7l7mdm483szQLp9+OhFNfLJC+UXidn0iYDC2c+nwAsSoFIYW0l5zqQtKVcEHOmpE8kXdGWYy6GmX1qZh+1o59FRVDN7MEC7c3CZ5k9KDITbWM/2jQWUp/esdKuapqMBXMlkak0HQvnAO8AF7alL/lI6p9zHUjaVdLTyTXwvqRzKukeM7PJVqJuoqTv4gGUzjaz9yX1kNS7hV0WBaZYcwGAnJBq+2fHhA+5lvwID+TyqaQPJV0ol7dpM2n/RYBJmeTX8R/gqZJWkbQLsCPzBSfXwA3xEVaJS66mbIQbr6fxS8l78aDx5+X1u5cyUj6tbJVWetgaF9i8sdQfM7BCep3UYqnSqfhYKMKzuCvkT5JWlvQLYEPmj4WtcamjQ6yysk8AOwNXAXfjYT1fxN0mJ2QLSepdxlhozznaOb2+I+l2/A95pqQxkvYrUP4eYB1Jf5G0tqQVJe0FnIpfcTb7824Ttb7MaMQNeBIfjHsAPweuxy97XgL6tKPes1M9B+al74FroeXEHv+NRwYT7kMb2QHHaLjc+hZ56blQjH0yaQMzfWttG99Cm2W7LChTBBU3YJ8Dj9TjWKAFl0XKPxyPrpY7n1encdAL//NuJpLazuPrn9qZme1TavMV4P288oPLGAujWmi3RZcFfl/FcLHV/+DhWg9IfTLggLzyi+ER8L7I68NVQI9Kna+4qVcDzGyLvKRrJL2Ey6cfl17LQtKP8B/2v/EfWba9W+RxYdcGJpvZ2LTPwbhM/E8kLYTfrPgB/uO5xMzaKx0/2syezEt7EJ+d9McHP/jsY/sS66yYfLvKFEGVB06/KfXh4FaKl0RHjIVW2rtU0j9wd8t7ZvYugKRT8SvmP8qDyg/Bb4p9hBvpG4pUWSq3mNn4TD9M0kPA0ZL6mFluVck1eKzkUpjSjv4skl4/BbYxs7kAkm4B3gLOkDTc5l8pfI67cm4GbsevaHbA3V3z8LCe7aeS/4axtWsm0QOPL/t4G/bdOe37NLBoifssgw/ogenzJfjd6e8CP8WNzk/acTwGXFsgfSBlzEjLbLOsGTK+OsGA/yuh7BLAC+m8NLvZV0djocUZcpF91kvtbZM+343HDt4cDzLf7EqnjLr7p/78qUDe4JS3cgecw9ZmyLen/NMK5A1PeWunz93wFTqPkxdLGfhzKrtdJfodM+Q6wcw+lzQRNyolI18TexMelPz7Zja9xF0vAJ41s2FpadxA4BgzeyTVuwvu7/1nOf3JY14LeV/JCqXZean+wHnWjpt4eZQkgppmjPcDawG7W4GbfZWkrWOhLaTv/m/AdWb2kKTl8HsM25vZU8BT8rXKB+LulbZS6ljogy9DK4W5Zja59WIFmZBeC+ktvp9ec/crtsJFXX9tyQpnuAH4LX4vot0agWGQ6wS57NAKuPRNqfvsCNyCa5ptZ2YlXcJJ2g3YFXdXgP/wF8SXAOV4FxcJrQZ7k+dmaYG38VlXu1CJIqgZY7wOsKeZ3dPetkvoW9ljoR0cBazC/JtcuRuW+WOh2QNHHcSvgd+XWPZhfC11W3gK96evUCAvl5aTeaqaaGoY5CojaUlzocd8/oR/H7fnlV8Wnz2+Y77kKpf+fdyf9TqwbakzhfRwwFDgDzZ/6dwn+Lra9XF/Lun9xOY1dAi18CG3KoKaVnTchz8gsZeZ3V2htnP1V2QstKP9FXEf9SGZP/Pcd74+PrZy76vx5wDV8yHfgstF7SfpNEs+7HSO9wDGWLrXwnzR1H0l/dXMsg/tDEyvT1MBwiBXn1PkarsP4TcJ+uCzk23wS8L89Z9n4kuRtmG+7Pqm+NNjwmeWOylPWNjMrivS/hm4Af5Lpuw8SX/Hl8YJWC716YDsjpIMeNvM+pdzwK1hZu8z/zKxbCTl1k/n1pFukEl7JOeGyZQvVQT1PnwW/Xegb4HlUI+b2Vtt7TcVGAvw1Zra76aPm6bXoyVNBTCz04q0PxQ/P//IJZjZBEmjgPOT+2IT/A/pqEx7/fEHSh42swFlHG+rpPPZpnOalsEdkz4ul16/mxkLt5nZS6mdKZJ+DVwGPCHpKqAnLsDaM1MPZvaipBvxG8DPSLqO+Tf1dsP/rG5tS5+bUWlnemyt3mzYHZ8RvocvP5qJ3yw6ibyngFL5YTR/0m4grSwJKtL2N/GZ8KYF8hZNbX2CG4cTydzAwO9KG/CfEo+z4M01iohstvOctnQuBhcoX5IIamvnmIxoZ63GQkof3Iax8BN8hcFKBfKWxWeQU4GxNF9GuX6qe0QJx9i/he8h1+/+FRoH/Snz+8JFW59I5/5TfK38twuU64mvmX4Rv0r7DH/U+gxg4UqN5RA5DUpC0g/wWcD3zOyhWvcnqB2SjsUVpdczszG17k9XIp7UC0plB+COMMYBPhYuC2NceWKGHARBUCfEDDkIgqBOCIMcBEFQJ8Sytzrnuben18yn9MmsubVqmsV79ahZ25t9fTG1Xqq6jJk0q2bjYOaclh6y61j6LFg7E7X60gtVfRzEDDkIgqBOCIMcBEFQJ4RBDoIgqBNqapCTtMuPin0uUD4nB7NpsTJBEASdlc52U+9d/LHOj2vdkSAIgkrTqQyymc2jcPzSIAiCTk+Huiwk7SjpUUlTJE2WdI+ktdtRXxOXhaQB6fNOkp6VNDu1t4KkrSW9KGmGpDskLZmpZzNJ90r6WNJ0SY9J2jKvrTXkaslzJL0uaedU18BMmeUlXZ+Ob4qkOyWtnslfUdKt6dhnSXotBfsOgiBoRkf7kBfGtbk2xwNJTwNul9Szwu38ARgEbIFH+f8H8Dvg0NTuunhkqRyL4OKW30l9ewG4K2e0k4rCzbiaxDfxCGW/x4UgSWV642ET5+BqAVviISTv13w58aF4SMhtUh8G4RG0giAImtGhLgszuzH7WdIBwHTcCJYahLoUTjWzR1Mbl+JxZDcxs+dS2nBcaj3XryYSPJKOwWOd7gRchwdLXxOXRHovlTkeV6fNsQ8ej/gASwFBJB2GqwzsiksfrYzLy7+Y9hlXwWMOgqCL0dEui1UljZT0pqTpwKTU5kol7Ht3chHMkPTfVoq/lHk/Kb2+nJfWL1N3P0mXSRojaRoeB7Vfpl9rARNzxjjxNC72mGMTXPrm01w/8SuAvsCqqcz5eBDy0ZJOk7RJC8e7eHLJNNk+nTa1lUMPuhLFxsH0GAcNQUe7LO4AvgYchrsTvoG7AUpxWRwMbJS2nVss6RLdOTyyeFOZFaPpsQ4HNgOOB76V2phQYr9ydMNdHRvlbWvgKgSY2ZW40b46pT8uaXCR+gbhM+gm28irLimjS0EXYBAFxsHwyy+uZZ+CKtFhLovkj10LODIXQ1fSxqW2mTc7rTRbAcea2Z2pX0vjy+lyvAYsJ2k5M8tpjG1KU6P+HPBT4GMzm1qsITObAFwOXC7pt8BxNPVn5xhCAfXjnx14RLg5GoshFBgHvzj0qBgHDUBH+pCn4OuFD5H0Lq7ceg4+Q641Y3BxwyfxG49n49JGOe7DBR6HJ92thYDz8L7ngryMwBVyb5X0O1z2aEVcludSM3tD0vnA3am9RXF59VcpQDLqU/PTn3t7enuOM+hkFBsHYya1W9M06AR0mMvCzL7E5d03AF4BLgZOxbWoas2BuKDks8D1wFXA+Fxm6vue+KqKp3AXx+m4MZ6TyszChSXfAm7AZ9XDcR9yTg23G36D8VXcyE/CRSqDIAiaEYohJSJpQ9xnvKmZPVutdiP8ZvWJ8JtNifCb1aNTPalXTSTtiSvRvoGr2Z6HK84+V8NuBUHQhQmDXJxFgLNwv/AUYBRwvMUlRRAEHUQY5CKY2TXANbXuRxAEjUPEQw6CIKgTwiAHQRDUCbHKos6ZPHNezb6gufO+bL1QF2SZRXvU3SqLT2Z+0ZA/1G6q3VfRt3f3EDkNgiBoVMIgB0EQ1AlhkIMgCOqETm2QJQ2W9EqF6hol6aJK1BUEQdAWOvVNPUl9gF5m9kkF6loC+NzMPm1/zypH3NSrPnFTr35otJt6nfrBEDObAcyoUF2TK1FPEARBW6may0JSL0lDJE1KwqFPSNoq5bVVrLSJy0LS+pIeSMKlM9J+26S8HpIukDRR0meS3pX058y+TVwWkvpKGp7ES2dLul/Supn8gamNbSW9ImmmpIckrZIpEyKnQRCUTDVnyGcDP8FDX74F/BL4d1almflipdOAkbhY6RxcrHQeHuZyMHBMkTZG4gGANsdjF6+f9gc4Fg+puQ8eanMFXDevGMNS/u54LIvTU3/XMLPZqUwv4MR0THPw8JuXAjuk/KHAgrjI6fRW2guCoMGpikGWtDBwBHBwRqXjcOB7wFHA/aloWWKlBVgZONfMXkufx+bljQEeTQGC3gEeL9Lf1YEfAFub2SMpbf+0z77AFanoAsBRZvZ6KnMucJUkpTZC5DQIgpKplstiVaAHGdVmM5sHjAbWyZQrS6y0AOcBV0h6UNLJktbK5A3DNe/GSLpY0i6Sih3/2rig6ehMf6elvmT7+1nOGCcm4rp8fdPndoucTps6tYXDDboaMQ4am3pY9pa9e1yuWGnTiswG4wbzFly89CVJB6a85/C4xiemOoYD97VglEvpb74cVS6vW2qz3SKnl158fpndCzo5gyg4Di6oZZ+CKlEtg/wmrln37VyCpO7AlhTRmGsrZvaGmV1gZrsAV+Lq1bm8T83sX2Z2BLAL7jJZrUA1/8PPzZaZ/i6K+6TL6q+ZTTCzy83sJ8DvcH94IYbgxrvJdvhRx5XTXND5GULBcXBsLfsUVImq+JDNbKakS4CzJH2M/+sfDyyN3/hq980uSQsB5+I3/sanurcCnkz5vwTex2WYPgd+ht9om1Cgv29IuhW4TNKhuOjk6an8yDL61G6R08kzayefE1SfYuPgk5n1oA0cdDTVXGXx2/R6NbA48Dywo5m9L6kSqw/m4b7bYcCywCfAHbgyNMCnwG+A1XHXwvPATkmstBAH4LOV2/CVEv9J/Z1dpHwhciKnK6b2HwB+Vcb+QRA0EJ36Sb1GIJ7Uqz7xpF790GhP6tXDTb0gCIKAMMhBEAR1QxjkIAiCOiEMchAEQZ0QBjkIgqBO6NThNxuBD6bNab1QB/HZ57VbZXHuI2/WrO0R+29Us7aLcfytFX1+qix2WnvJ1gt1EKsssnDN2v7maotXvc2YIQdBENQJYZCDIAjqhDDIQRAEdUKHGOT2CoZmFESWqmS/CrQzUFJFJKBKaKtigqxBEHRNGn2G/A/g67XuRBAEATT4KosUKKicYEHNkNTTzOZWqEtBEDQwHTlDXkDS+UkkdIqkc3LB4CX1lHSWpAlJ/PNpSTsUqGNDSU+mMs9I2jiXIWlJSX9PdcyW9F9JB2TyD5ULqnbPVihppKTb0vtmLgtJh0kaK2luej0kL98kHSXpJkkzgTMkdZd0paRxqS9vSDqhDcHvgyBoYDrSYOzL/CDvh+GB2QelvKuBrfGYxOvh6h23S9owr44zgf8DNsbDaY6Qvgr/tCDwHLArsC4ul3SZpG1T/g3AYsD2ucok9cFFS68r1GFJewIX4WE310t1DpW0W17R3wN34QHrL07H+R4u4ro2cDJwEh7CMwiCoCQ60mXxPnBsEvt8TdIawC9T4PefAv3N7J1U9iJJ2+GG+8hMHaea2UMAkv4IPAYsD0wws/eAczJlL5f0vVT3A2Y2RdJd+B/Dv1OZPXDZpduK9PnXwLVmlrshOSbp4P0WuD1T7h9mdkXevr/LvB+fZvM/xVVLgiAIWqUjZ8hPWNNgy6NxY7oVIOBVSTNyGy6ptGpeHVnR04nptR+4BFQSMn1J0iepjr2AlTL7XAfsIal3+rwvrgJd7PG3tckIsSYeo6mwKcAz+TtKOjy5VT5KfTk+ry8tUkzccvq0qaVWEXQBio2DuTOn17prQRWolY/TgM1wFejctjZwYF65ZqKnzO/zr3H1jXOAbVMdt+CqzznuxGfEu0vqB2xHEXdFCf3NMjP7QdLeuJtjGLBD6svQvL60xiAKiFtee8XFbehu0IkZRIFx8L9/j6hln4Iq0ZEuiy0kKTNL/iY+yx2Nz5CXybkj2shWwO1mdi1A8i2vQUaPzMw+k3QDPjNeCvgAGNVCnf/DhVizboataF3YdCvgyYyrA0n5s/3WGIIb9Cbsf/BR48qsJ+jcDKHAOFh7x31jHDQAHWmQlwOGSBqK3/z6DXCamY2RNAIYJulX+I25JYABwFtmdlOJ9Y8B9pa0FfAxcAyu0Pt8XrnrcC27VYC/m1lLEXPOAW6Q9CxwLy5Kui/uCmmtLwMl7QSMBfbBb1pOKfFYiopbvjpxZrOyQdel2Dj4+ciXmpUNuh4daZBHAN1x1WfDZ51/TXkH4CsRzgZWACYDTwHlzJhPw43s3fha4mGpzXx/76P4Coh18JtsRTGzWyQdg7tDhgBvA0ea2e0t7QdchrspRuKz/xuBv9DcBRMEQVCUEDmtc16dOLNmX1ADh9+sO5HTn498qWbjoIHDb4bIaRAEQaMSBjkIgqBOCIMcBEFQJ4RBDoIgqBPCIAdBENQJYZCDIAjqhFj2VudMmTWvZl/QnM/n1appvqjdYbPiEr3qbtnbpOmf1+yELNC97k5HVVhy4QVi2VsQBEGjEgY5CIKgTgiDHARBUCeEQe4gqqWcHQRB1yEMckLSKEkXtV4yCIKgYwiDHARBUCeEQQYkDcPjFx+V3AwmadXWlKQlrS/pAUnTkxTVi5K2KdJGL0k3S3ouqZcEQRA0oSPjIXcmjsPVRl7D1aLBg8vnlKQ/AjYHLsfVr3OKIiOBF1PeF3gg/mZ6fZIWBW7F/wAHmFkIpAVB0IwwyICZTZM0F5hlZh9kslpTkl4ZONfMXkufxxaovh9wLcm4FxNYlbQ4sHh++rj3PmaxxZslB12UYuPg9bc/jHHQAITLogVKUJI+D7hC0oNJAXutAtXcA0wA9mpB7RqKiFtecvH5lTiUoPMwiALj4PJLLqhln4IqEY9OJySNAl4xs6PT572B4bic0+PAdOAoYE8z65/Zb3VgJ1xtenvgcDO7StIAXJLqUtztsa2ZvdBC+4tTeIY8rlYzo3h0uvq0MEOu2TiIR6erR7gs5jMX1wDMUZKStJm9AbwBXCDpEuBg4KpMkVNxzcAHJBU1ysXELafMqp1RDKpPsXEwafrnVe9LUH3CIM9nPLC5pP7ADNwfXFRJWtJCwLnADWnfpUlGPL9iMztZkoD7k1F+saMPJgiCzkf4kOdzLj5LfhVfVXE38E98JcXTQH9cSTrHPKAvrnb9OnAzMBr4ZaHKzewk4G/4THnDjjiAIAg6N+FDrnMi/Gb1ifCbTQkfcvWIGXIQBEGdEAY5CIKgTgiDHARBUCeEQQ6CIKgTwiAHQRDUCbHKoouSnvgaBAxJDxtE2w1Io34XnXUchEHuoqQHXMYBq5jZ+Gi7MWnU76KzjoNwWQRBENQJYZCDIAjqhDDIQRAEdUIY5CAIgjohDHLXZSrwBwqEcoy2G4qpNOZ3Ucu220yssgiCIKgTYoYcBEFQJ4RBDoIgqBPCIDcIkgZKsqT1FzQA8Z13PsIgBxVF0h6SBtew/T6Szpb0pqTPJH0g6WpJy9eqT12dOvjOD5M0QtJrkuZJavHGmKQ1Jd0iaYqkmZIelfS9avW3JcIgB5VmD+D3tWg46Rw+jCuFPwoci0ts/QgYLWmZWvSrAdiDGn3niROBHwAfAhNbKpiEih8HtgTOBn4D9AHukbRdB/ezVULkNOg0SOoBdDezOUWKHAZsDJxkZmdm9rsNeAw4DVcFDzoJJXznAAOAd8zsS0l3ACu0UPZMYHFgk5wCvKRrgP8CF0tay2q49CxmyF0AST0lnSDpBUmzJE2T9Iyko1vZb3DyMfYvkDde0qi8tF0kPSzpY0mzJb0j6SZJa6T8UcAv0nvLbAMzdSwr6ZK071xJEyVdLqlfkb6tK+k8SROAOcA3WzikbdLr1dlEM3sceAPYR9KCLZ2TzkJ85/Mxs/Fm9mVLZVL9C+Mz6VE5Y5z2nwFcAawBbNZaPR1JzJA7OZJ6Avfgs4R7gevwQbw+sBdwUYXa2Rq4DXgFn2VMBZYDtgNWA8YAp+N/8t8B9s/s/niqYyVcmbsncCXwZtr3CGAbSZua2bS8pkcAs3HFbwPeb6GbvdLrrAJ5s4CF8fPydGvHW8/Ed95mNsDHyOgCeU+k182ApyrUXtmEQe78DMJ/mGea2UnZDEmVvALaHf/hbW9mH2bS/5R7Y2b3SdoX+I6ZXVegjguBHsA3zGxCpp834D+I44HBeftMBbYzsy9K6ON/gR2A7wG3ZOpfFlgrfVyRTm6Qie+8rSyXXt8rkJdLq+nN33BZdH72BaYAf8zPKOUyrgxys5gfSir7j1zSYsCu+IxrjqSlchswHhgLfL/ArkPK+GFegs+EL5G0t6SVJX0XN87dU5ne5fa9DonvvG3kvvvPCuTNyStTE8Igd35WB15r5aZHJbgIeB4YCkyWdJekYyV9rcT918TH20HARwW2NYGlC+w3ptQOmtlYYBdgJnA9/qN/GJiA+wgBppdaXx0T33nbyLmyehXIWzCvTE0Il0Vj09Ld5CZjw8w+kbQZ7ivcHvgu8FfgD5J2NrNCfrksSq/XAcOLlJldIK2sH4iZjZK0OrA2sBQwzszelfTPVOS1currgnS577wMckviCrklcmmF3BlVIwxy52cMsJakXmZW6FKsJSan1yXw2SQAaSXCsvgl5VeY2TxgVNqQtAHwLHAKPjOF4j/4sSmvp5ndX2Y/yyItW3o191lSL9yvPNbMOmr2VU3iO28bL+Puii0L5OVWcjxTve40J1wWnZ8RQF/8B9IESWpevAk545S/IP548sZG8vvl8xo+w1kikzYjlc+mYWafAHcBe0lqtoxJTqmXwuVyBrAkviKgKxDfeRtIy9tuBwZI2jDTjz74+vQ3qOEKC4gZclfgfGA34JR0eXkvfoNiXdxH19LTR/cDrwN/lLQkLgq5FT5b+Div7N8krZDqfxtYCNgbWAS4JlPuCeBoYKikO4HPgSfNbBy+1Okx4BH5YvzncSPwdfyO/jU0v+NeFpKeBR7Cf1y98KfItgEuN7Nh7am7jojvPIOk3YCcgV0tpeX+rKaaWXYZ4InAtsC9kv6K31M4BHdZ7FLLh0IAMLPYOvmG35A4GV/2NQdfNvQ0cGSmzED88nFA3r5rAP/G/XZTgX/ig3M8voA+V24v/G75BPyy7yP8htkP8+rrBpybys1LbQ7M5C8FnIPP1HJ9fRk3Mutkyg1O+/Yv81xclOqehf/YHgF+WuvvKL7zDv3Oh6X9Cm3jC5RfG7g19WMW/oexXa2/UzOLAPVBEAT1QviQgyAI6oQwyEEQBHVCGOQgCII6IQxyEARBnRAGOQiCoE4IgxwEQVAnhEEOgiCoE8IgVxm5wOIISf9LKg+z5OKM56W4vaXW00PSSamezyR9IulGSWsVKLuqpH9Lmi7pLUnHFanzAkkvtiXUYq1IahSnp+P7KClODCtStp9c8PQlSZMlzZE0VtKVklYrss9ykq5Jdc+Wq3L8uEMPqgiSukk6Po2XOZLelfQXuRJGKfuXNfYkbS/peUkzJD0nadsCZbqnvKGVOMZqIunHkh6XC51+Khc73bmmnar1kymNtuGPbT6Ix1c4EjgUD+I9A49G1a+EOoTHCDDg5lTP74FJeJzc7NNP3YCX8EeJjwQuTvvlP221BTAX2KzW56jM8zkgHc87mXMyrEjZNYH/4E+VHYPHLzgLfwJteva8pfJLAG+l7+aP6bsaldo4oAbHen5q+yb8cd/z8MeUHwS6VXLsASvjT7HdCxyeXmcCK+XV+Rv8Cb1Faz0WyjyXv03n8jngl2l7DvgS2Ldm/ar1iYntqwHy4zRATiih7B6p7GV56V9PP6L7M2lrkvf4LP7464jM5x7JaP+11uehDedtEeBr6f1SLRnkFurYLO03NC/97JS+WyatOx6A5hOgTxWPc91kLG7MSz8m9fFnlRx7uGDsLKB3+tw7fT4kb7zNBHav9Tgo83iXxh8FfxnokUnvkdIm1+oPJlwW9cPb6bVvCWWLiXm+BTwKbCvXMgMPCAPzwy7m3mcvc08AFqVA9LC2knMdSNpSLpI5M7lVrkjRtSqCmX1qZh+1s5pi5/5nwJtmdnumvXn4rHIJoJqXtz/Fr4yG5KX/DTeU+7Wj7kLHvxAwx8xmAaTXOTQdN5cCd5vZre1o+yskDUjjZqCkAyT9N7nj3pZ0QiXaSHwL1/gbYWaf5xLT+5H4edi9gu2VTKfxFXY15PFn++BBYtbBL53BL7tbozUxT3AXxDt4ZK/JwKlpUK8D7Ii7OJCrB58C7GVmM8s/khbZCLgD/+MYibsXDsJneofmCsnjFS9SYp3zzGxKezoll5ZfDJ8Rrcb8aGN3ZcosiwfcGVGgiqwg5j8L5HcEm+HnrUl4SDObI+kFylBLLnHsjQb6Svot8HdcNqpvSkfSz4HN8UA9leZwfBZ7JR4AaD/gLEkTzGxk5jhyx1AKc8zDb0Jpv59vAteW2e/2U+vLh0bd8HCF2ahU4yjRd8X8y9RBeem9cV+gAb/MpO+B66Pl2vo3PpCF+0RHdsDxGW5AtshLz4Vn7JNJG5h3LlraxrfQZkkuC1znLVvnB9nzlcpskvLOKrB/75RX8fPWQp9fBiYVyfsn8wPBV2zs4WKmueht84A/pfSv4aE6D63wMQ5IbU0EFss73x8Bo/PKDytj3AzL7Ld+SrulQB9uSXm3Veu7zW4xQ64dt+DBvvsA3wB+gBuUUrgOn9X+UdJMPMbtUsAfMnV8JdZoZrekuLZrA5PNteeQdDA+OH8iaSF8pvQD3C94iTWNI9sWRpvZk3lpD+KX+v1xeXlwSfvtS6yzkORPuTyR2lsInyHug88GF7D54pr1JojZu0hfoGl/5pZQ1y2UMPbM7FRJF+G+4rfMbFLK+iuuyPK35Bq7AJ8tvwP81sweLuWAWuBqM8sJrGJmsyQ9QXOlj7Px30Ip5OSbMLOXJd0H7C7pbOa7/gYCO6X3tRE7rcW/QGzNN2AD/Ad3Yonl18eDfWdnAaPwWY0Bx7ay/zL4ioyB6fMlwJu4btpPccP3k3YcjwHXFkgfmPK27oBz2NabesvhM77LMmlddobcnrEH7ID/AayF3+B8GXdLbQKclsbNSm3sx4B0HAcVyBtGUueq0PnsC9yIX8VlrxQOTu9vqtZ3m91ihlwnmNlLkp7HlyOdWUL5l4FvpPWzywETzWxs+seH1sU8LwCeNbNhkrrhhvIYM3sEQNIuuL+3PT7SeS3kfSU1lGbni5Vap7X/Jl4TzGyipPuBgyQda65TV2+CmBOBdVRYR2954GMzK2V23IxSx15a73wpcLqZvSbpW8B6wJ5p7D0H/AL3N7c6hlugpXGT7c9izL9p3RqzremsewrwQ0lL4wH7ZwAv4vdXoEZiuGGQ64uFaKpV1irm7oesMOVO+Jra/xTbRy55sys+ywafWS4IvJsp9i6wcTl9aQd7k7dipAXext0dlWYhfMa3KPCRmb0v6T3mi19mqYUg5tPA93HXwKO5xHSDbiNcGaU9lDL2/oi7s3I3AVdIr++CT18lTQBWbGdfSuV8/A+gFIbjk44mmLthcq4YMg+GlHJzveKEQa4ykpYxsw8KpG+DzzZG5aUvi88e37G0BKmFuo9JdfzBiqyYkLQIMDSVeTMlf4L7HtfH/bmk9xOb19AhVMWHLGlpm+8Hzaavgz808Wbe7PvvwK8l7WZp6Zuk7vhN1alU90f7D+AkYBAZg4w/INKbvNUgklbF19i+lkkra+zlldkEP+6tMzPx3PhYH3gmrZZZHb9xWw3a5EMuhqRNcZfFw2b2WHs61lbCIFefS5KRfRCf7S2I+9/2AT4FfpVX/kx8FrANmR+MpLvwp8hexX1e38dXU9xJy+rKZ+AG+C+5BDObJ+nv+NI44S6QnYEDsjtKMuBtM+tfxvG2ipm9D7zf1v01X9AydyNmg0zaIzk3DHCipO3xczQed5usB+yPL4E7Kq/qP+MPTYyUdB7uovgpvsTsYDP7tK19LhfzG1EXA0dLugn/M1gbOBZ/0Gdk3i4P4E/bZVWoyx17AMgfpb8CF4odncl6En8C9Jp0828n/Arj+sy+A3DR2eFmNrDc424JM3sVH/9lI+lP+J/HU/gKpI3x8f4ePh5qQy0c1428AT/Bb4K8i98cmY37qy6kwM0Q5i/tGZCXfiq+SmFG2p7GfYDdW2j7m/hMeNMCeYumtj7B75afCK65mPIXSf34T4nHWfDmGkWEN9t5Tlta7jQ4U2474F+4MZ6F38h6C3eXrFuk7uXx9agfp+/rOWDvGo2d7rjRfD31/T388elmTwymY7T2jL3MfiekfRYpkLcmbuA/TeNx17z83dL3cHoJxzeAPIHU/N9BBc/lnsDj+Br9ObgA61nA4rX4bnNbiJwGJSHpB7hS7/fM7KFa9yfoHKQri4HAamY2uZXiDU88Oh2Uyg7AHWGMgzLZAZ8dhzEugZghB0EQ1AkxQw6CIKgTwiAHQRDUCbHsrc6ZOntezXxKtfRmLdBNrRfqIBZZsIaNF+GNSbNr9m28+MHUWjXNK5NmtF6ogxj8/dWrPg5ihhwEQVAnhEEOgiCoE8IgB0EQ1AlhkIMgCOqEmhrkpJ/1o2KfC5Tvn8psWp0eBkEQVI/OtsriXWBZPK5AEARBl6JTGWRzxd9m4QODIAi6Ah3qspC0o6RHJU2RNFnSPZLarFKb77LIyIbvJOlZSbNTeytI2lrSi5JmSLpD0pKZejb7//buPEyuqlr/+PclQJhJAEERJAEZBBV/KKIXuMRZL04IIldEQVBBBIITV0FARYUrapCZCxgEEZmRSZBRkEFkVOYhAcIYIGEIEJKwfn+sXcnpSnWnO+nuOp16P89TT6XOsM8+nd2rd+1zzl6SLpX0jKQXJF0r6f1Nx1pHmb7+VUn3SvqvUtaOlW3eLOm0cn5TJF0oae3K+tUlnVfO/WVJ90jabn7P38wWbgM9hrw0MI7McjCGnHf0fEmL9/NxfkxO3L0JmSvrT8D+ZKr5McAGzEn1DjmV5MnA5qVutwEXNYJ2SWl0DjCTnLJyR+AA5qQPR9JS5DyvrwJbkAkYnwAuK+sgJ4JfipzLeINSx6n9c8pmtrAZ0CGLiDir+lnSTmR6ofcC/Tkj/48i4ppyjGPI+V3fHRG3lGUnAbMvFkbEFU312gPYmpxg+xQye8W6wEcj4rGyzd50TYu0HTn5905RZmiS9A3gaTI90unkBOFnRcTtZZ8J3Z2ApBHAiOblEx9/huVHzLXYFlLdtYN/3vs4yy0/12JbyAz0kMVakk6V9KCkF8jcVYsAb+nFvheXIYKXJN05j83vqPy7kaLnX03LVq6UvbKkYyXdJ+l5cnLtlSv1Wo9MGlpNYnkTmaG24d3AaODFRj3JbwAjgbXKNocB+0m6XtJBJQ1Od8aSAbvL6+gjDuv5zG1hM5YW7WD8cUe0s042SAb6ot4FwCTgG2R2g5lkypXeDFnswpyMsjPmsW11faaQiGheVv3jcxKwCrA3mVlhOpnypi9DKYuQQx2txoSfK3U4QdIlZDqkDwPXSfpFRBzYYp9xZFaELnb71l7d9qptoTSOFu1gx69/y+2gAwxYQC7jsesB32xMai5po94es6l32t82A/aMiAtLvVYhb6druAdYVdKqEdFIjvgeugb1W8j8as9ExNTuDhQRk4DjgOMk7QPsRdfx7MZ2U2kxvjz1lV5lRLeFRHft4P6n5ju3qw0hAzlkMYW8X/hrkt4qaQvgGLKX3G73AV+StL6kjcmkjK9V1v+VzFt2kqQNJb2PzF02k9IDJ7P8PgWcV+7oGC3pPyX9qnGnhaTDyp0ma0p6F/Bx5jMpo5kt/AYsIEfE68AXgHeSyQ+PJBNzTh+oY/bBV4FlgJvJYHwiOXQBzK77VuRdFf8ghzh+RgbjV8s2LwP/SSbJPIPsVZ9EjiFPKUUtQl5gvIsM8k+RGaTNzObiFE69JGlDcsz4PRFx82Ad1/MhDz7Ph9yV50MePEPqSb3BJGkrYBpwPzCKHLK4nRw7NjPrdw7I3VsWOARYnRyCuArYO/yVwswGiANyNyLi98Dv210PM+scng/ZzKwmHJDNzGrCd1nU3JSX23eXhdp4r0E7m+XIpYbV7i6Ldt5tM2XavB6UHTjDF21fn3HVEYs767SZWadyQDYzqwkHZDOzmhjSAVnSgZL+3U9lXSXJcxyaWdsM6Yt6kpYBhkfEs/1Q1grAjIh4ccFr1n98UW/w+aJeV76oN3iG9IMhEfES0C8Pu0fEc/1RjpnZ/Bq0Pz+ShksaJ+mpkjj0BkmblXXzm6y0y5CFpHdIurwkLn2p7PeBsm4xSb+V9Lik6ZIelXRwZd8uQxaSRko6qSQvfUXSZZI2qKzfsRzjQ5L+LWmapCslja5s4ySnZtZrg9lD/l9gW3Lqy4eAbwN/USVLM3OSlT4PnEomK32VTFY6i5zm8kBgj26OcSo5AdB7ybmL31H2B9iTnFJzO3KqzdXIvHndGV/Wf4acy+Jnpb7rRERjtvDhwA/KOb1KTr95DPCxsv4oYAkyyekL8ziemXW4QQnIkpYGdgN2qWTp2BX4ILA7cFnZtE/JSltYAzg0Iu4pnx9oWncfcE2ZIOgR4Lpu6rs28Glgi4j4W1m2Q9lne+D4sumiwO4RcW/Z5lDgREkqx1jgJKcTHnOS007iZLedbbCGLNYCFqOStTkiZgHXA+tXtutTstIWfg0cL+kKSftKWq+ybjzwLuA+SUdK2lJSd+f/NjKh6fWV+j5f6lKt7/RGMC4eJ/PyjSyfFzzJ6ZFOctphxuJktx2rDre9Va8e9zVZadeCMnno+sC5wH8Ad0j6all3Czmv8Q9KGScBf+0hKPemvs3pqBrrFinHPIHMTP07YB0yyemB3ZQ7rmzb5bXb7nv1sXo2xI2jVTv4lttBJxisgPwgmbNu08YCScOA99PPOeYi4v6I+G1EbAmcQGavbqx7MSLOjIjdgC3JIZO3tijmbvJn8/5KfZcjx6T7VN+ImBQRx0XEtsD+5Hh4q+2mRsTE5pe/pnYWt4PONihjyBExTdLRwCGSniG/hu0NrEJe+Frgi12SlgQOJS/8TSxlbwbcWNZ/G3iCTMM0A/gieaFtUov63i/pPOBYSV8nswD/rGx/ah/qdBhwMTl2vRxOcmpmPRjMuyz2Ke+/Iy9a3Ap8PCKekNQfdx/MIsduxwNvAp4FLgC+W9a/CHwPWJscWrgV+ERJVtrKTuTXxz+Td0r8vdS3L/nYG0lOVy/Hvxz4Th/2N7MOMqSf1OsEflJv8PlJva78pN7gqcNFPTMzwwHZzKw2HJDNzGrCAdnMrCYckM3MamJIT7/ZCRZv41Xm19t5q4Nv/uli+ozX23bskUsv1rZjPz7l1XlvNEBWHbH4oB/TPWQzs5pwQDYzqwkHZDOzmhiQgLygCUMrGURW6s96tTjOjpL6JQVUL47VbwlZzWzh1Ok95D8Ba7a7EmZm0OF3WZSJgvoyWdBcJC0eEa/1U5XMrIMNZA95UUmHlSShUyT9sjEZvKTFJR0iaVJJ/nmTpI+1KGNDSTeWbf4paaPGCkkrSvpjKeMVSXdK2qmy/usloeqwaoGSTpX05/LvuYYsJH1D0gOSXivvX2taH5J2l3S2pGnAzyUNk3SCpAmlLvdL+v58TH5vZh1sIAPG9syZ5P0b5MTsY8u63wFbkHMSv53M3nG+pA2byvgF8D/ARuR0mn+QZs9BtgRwC/BJYAMyXdKxkj5U1p8BLA98pFGYpGXIpKWntKqwpK2AI8hpN99eyjxK0qeaNj0AuIicsP7Icp6PkUlc3wbsC/yQnMLTzKxXBmT6TUlXAasC65Zkn0jaD9iVDMT3A6Mi4pHKPucCj0fENyWNAa4k5x++pKzfFLgWWD0i5ppUvmxzGvBSROxSPp8NTIuIHcrnL5EBdJWIeFXSjsAREbFMWf934N6I+GqlzPHAWyNis/I5yj7dZb5u7Hcw8J6I+HD5fCCwTUS8vZvtR9AiueWkp56bMKJN2SI69cGQZZdYpG3Tb3bXDu59+OkJ7coaMnyx9n3Ra+eDIeuvuvRCNf3mDdE12l8PvJnM4iHgLkkvNV5kSqW1msqoJj19vLyvDJkCqiQyvUPSs6WMzwFvqexzCvBZSUuVz9uTWaC7+19+G5VErMW1dE1sCvDP5h0l7VqGVSaXuuzdVJd5GUuL5JZHHj6uD0XYQmAsLdrBcUf/tp11skHSrot6AWxM16SmMPcFtrmSnjLnj8h3yewbe5HZoF8Cfk7XrNQXkolIPyPpcuDDQKux6t7Ut2pa9YOkL5DDHN8FriNTPe0ObNWHY4wjs510sfseYyf0oQwb+sbRoh18fbc93Q46wEAG5E0kqdJLfh/Zy72e7CG/MSKuXIDyNwPOj4iTAcrY8jpk/jsAImK6pDPInvFKwJPAVT2UeTeZiPWEpuPMKw/eZsCNETH73mtJzb39HkXEVCp1b5j2mid16CTdtYOnXmhf1g4bPAMZkFcFxkk6irz49T3goIi4T9IfgPGSvkNemFsBGAM8FBFn97L8+4AvSNoMeAbYg0yZfmvTdqeQuexGA3+MiJ5mafklcIakm4FLyaSk25NDIfOqy46SPgE8AGxHjpVP6eW5mJkNaED+AzCMzPocZK/zN2XdTuSdCP8LrAY8B/yDvJDXWweRQfZicqhjfDlm83jvNeQdEOsD/91TgRFxrqQ9yKGHccDDwDcj4vx51OVY4F1kRmoBZwG/Ar7awz5mZl04yWnNTXutff9BvsuiPp56YUbbfiK+y2Lw+MEFM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmujo6TeHgtdmti+5ZTsNq9+NDm21iNr382hnG1xl+eFtO3Y7uIdsZlYTDshmZjXhgGxmVhMOyANksBK1mtnCwwG5WNBM2WZmC8oB2cysJhyQmZ2maQtg9zLMEJLWmlfiUknvkHS5pBdK5pPbJX2gm2MMl3SOpFskrdxqGzPrbL4POe1FTm5/D5mcFHIu40bi0snAe4HjyGSrjQnsTwVuL+tmkvM+zzU9laTlgPPIP4BjIuKFgToRMxu6HJCBiHhe0mvAyxHxZGXV/pV/T5S0ETmnciMgrwEcGhH3lM8PtCh+ZeBkSnDvLp9fd8ktJzz2DO1KbmmDr7t2cP8jk90OOoCHLHrQi8SlvwaOl3RFSbi6XotiLgEmAZ/rIbkqdJPc8ugjD+uPU7GhYywt2sGxRznJaSfwBPWFpKuAf0fEt8rnLwAn0SJxaUSMquy3NvAJMnnqR4BdI+JESWPIDCjHkMMeH4qI23o4/gha95Dblv69ndr56PRybZygvocectvaQbQxW0A728GKSy866Af3kMUcr5Eppxp6lbg0Iu4H7gd+K+loYBfgxMomPyJTVF0uqdug3F1yyykvz+rredgQ1l07mPzizEGviw0+B+Q5JgLvlTQKeIkcD+42camkJYFDgTPKvqtQgnhzwRGxb8mKfVkJyrcP9MmY2dDjMeQ5DiV7yXeRd1VcDJxO3klxEzCKTFzaMAsYSSZXvRc4B7ge+HarwiPih8D/kT3lDQfiBMxsaPMYcs1NeXlWR/4HdeoYcncmvzizbe3AY8iDxz1kM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmvBdFgup8sTXWGBcedjAx+5Anfp/MVTbgQPyQqo84DIBGB0RE33sztSp/xdDtR14yMLMrCYckM3MasIB2cysJhyQzcxqwgF54TUV+DEtpnL0sTvKVDrz/6Kdx55vvsvCzKwm3EM2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OacEA2M6sJB2Qzs5pwQDYzqwkHZDOzmnBANjOrCQdkM7OaWLTdFbDuSRoObAw8Acxqc3U6xTDgTcBNETG93ZUBt4M2aUs7cECut42Ba9pdiQ61OXBtuytRuB20z6C2AwfkensC4JprrmG11VZrd106wqRJk9h8882h/Oxrwu1gkLWrHTgg19ssgNVWW41Ro0a1uSodp05DA24H7TOo7cAX9czMaqLfA7KkHSWFpFGVZRMlje/FvgdKiv6uk5nZUOAesplZTdQtIB8ELNnuSpiZtUOtLupFxExgZrvrYWbWDr3uIUtaQ9JRku6V9IqkZyWdUR0rXlCtxpDLePQ4SV+UdI+klyX9TdLaZf33JD1S6vRnSSs07f8ZSRdKelzSdEkPSvqRpGEtjr+7pIdKWf+QtLmkqyRd1bTdkpIOKttOl/SwpJ9IWrRpu+0k3SzpRUkvSPqXpL366+dlZguXvvSQNwb+AzgNmASMAnYDrpK0fkS83P/Vm+0DwGeBo4DFgB8C50g6FdgKOBQYDewF/BLYubLvjsBLwK/L+weBnwDLAd9rbCRpN+AI4GrgN+T5nQtMIc+3sd0iwPnAJsCxwH3Au4F9gdWBncp2HwH+CJwNHEf+rNcHNgUOaz5BSSOAEU2LfdNph3E76Gx9CcgXRsSZ1QWSzgeuB7YGTu7PijVZB1gnIh4tx50BHEIG23c0Hm2UtAqwvaRdI2JG2feLEfFKpaxjJB0DfFPSfhExXdLiwE+BG4APl6ETJN0BjKcSkIHtgTHAphFxY2OhpIeAgyUdEhH3AFsCd0bE1r08x7HAAb3c1hZeY3E76Fi9HrKoBjVJi0laEXgAmAps1P9V6+LSRjAuGoHw1KbnzG8EhpPPoANz1XtZSSuRj6EuBaxXVr0HWBE4rhGMiz+QPeSqbYB/Aw9KWqnxAi4v68eU96nA6pI26eU5jiN7+dXX5r3c1xYe43A76Fi97iFLWhL4AfmV/M2AKquX70M5w4A3NC1+LiJe62G3R5o+P1/eH+1m+cjGPpI2IO/e+CA5TFHVqPca5f2B6sqImClpYtM+awNvAyZ3U9fGuR0FbAvcIGkC8FfgjIi4rNVOETGVDOKzSWq1qS3E3A46W1+GLA4ng/E4cpjieSDIMeW+3D63OjChadkHgKt62Ke7xxe7Wy6YPR53NfACsD/wIPAq2aM/hPm77W8R4Fbg+92sfwggIp6W9C7go8Anyuvrkk6MiJ272dfMOlhfAvI2wEkR8Z3GAklLMPcFiHl5EvhI07Lb+1hGb40hhyI+FxF/ayyUNLppu4fL+1upzKpV7poYBdxR2fZBYIPuerpVpdd/AXCBsptzOLC7pJ9HxIN9PhszW6j1pYc4i67DFAB7kPOG9lpEvBoRlzW9msdp+0ujBz273uUC3jebtvsn8CzZg63+kdqeHP6oOhNYQ9JXmg8maZnyR4oyxj5bRARzAvsSfTwPM+sAfekhXwDsIOl54C7g/cCHyUBWV9eRF+VOkvRbcohlB5r+sETEa5IOJHuwl0k6k+wZ70j2iKv3Rv8e+ALwu3Jr2/XA4uQtbduSt8A9ABxf7om+grxL4y3kH7DbgLv7/UzNbMjrS0Dei+xxbk/28P5OBuRLBqBe/SIinpX0SeBX5IW9KcAp5B0RlzRte0QZVvgOeV/z7cCngd+S486N7WZJ+jTwXeBLwOfJ+5sfAA4GHiubngJ8neyNjyCHak4HDoyI1wfgdM1siFN+k7ZWykMgk4GzI+JrbTj+KGDChAkTPA/uIJk4cSKjR48GGB0RE9tcHcDtoB3a1Q7qNrlQ2zTGfpt8GViBnu8AMTPrF7WaXKjNNpN0CHAWOS6+EfkI9r+BM9pZMTPrDA7IczwEPA7sSfaKnwNOAn4wj4dWzMz6hQNyEREPAZ9qdz3MrHN5DNnMrCYckM3MaqL2AblV0tR+Knd8i4mDzMzapvYB2cysUwyFgHwymfj04Xlt2EdfA9bt5zLNzOZb7e+yiIhZdD/N5oKUO2PeW5mZDZ4F7iFL2kjSJSWR54uS/iJpw8r6A8sY8FslnVaSfT4laZ+yfh1Jl0qaVpKVfqmp/LnGkCW9pxzzmZKQdIKkE5v220PSncqkqFMk/VPSFyvr5xpDLrO1/UbSYyV56V0l1151m1GlPmMl7apMmjpd0k2SNm7a9o2SfidpUtnmCUnn9fd4uJktHBaoh1yycfyNnLTnF2XxbsA1kjaJiOqsZmeST73tA3yOzD83lcxCcjZwHrArMF7Std09Py5pZeBScpL7g4BpZJqbrSrbfI2cFOgEckL9pYANycSkp3ZTroA/k3MoH1fq+kngKEkrRMTPmnb5MrA0meg0yAnrz5a0ZqX3fRawJpk95HHgjeRc0G8BupyfnNzScDvoeBEx3y/gHOAVYI3KslHk7Ghnlc8HkgHryMo2S5BPwr0O7FxZvm7Z9keVZTuWZaPK58+Wz2/ooV7nkklZe6r7eGBi5fNnSrn7VJYJuKicz0qV8wvgaWD5yrafLss/WT6PKJ8/38ufZePnNNdrwoQJYYNjwoQJjZ/7qFiA3435fbkd1EO72sF8D1mU3HgfJWdCm33BLbJnew7wsbJNw/GVbV4lp7ecRc4v3Fh+L5lPrDmjR9XU8r5VmY2tu202kLReN+tb+S9gBnBEpT4BHEYmTv1w0/Z/jIjnK58bmUbWLO+vAK8BH5e0dC+OPw4ntzS3g462IGPIbyCHAu5tse4e8uv8SpVlrRKVPhlzX1x7nrmzdFRdTQ4FHAtMlnSGpB1KJpCGQ8jhmLvLOPBvJL13HuezBjApIqa1OJfG+qou5xNzsp6MLJ+nk8MzOwLPSLpc0t6SmhO8NvafGhETqy9yYnvrIG4HnW0wb3trdadEj0lKWynfKLYB3gccTQ4h/B64SdIyZZu7yeGPLwA3ANsBN0r60XzXfm7zrHtEjCOzVO9L9r4PBu6pXvQ0M2tYkIA8GXiZ1vfyrktebHtmAcrvUUTcGBH7RcTGZOB9Z3lvrJ8WEadHxFfJi2h/BvaXNLybIh8GVmsxvLBuZf381POhiPh1RHwceBuZ7um781OWmS3c5jsgR94ffCnwOUlvaSwv/94KuKRs068kjSx3RFTdVt67SzA6A7iTPN/Fae0iYDEqCVDLcfYEpgPzzDLdVM+lJC3ZtHgiOSTjJKdmNpcFfTBkP/I2rmslHV2W7QbMLOsGwleAb0o6l0xAujSwC/ACGVQBLpX0JJnk9ElgPeBb5J0XL3ZT7vnAleTteKPJAL4l8Anyro++9vbXAS6XdAaZFPY18g6RNwOn9bEsM+sACxSQI+JOSf9Jjo3uWxb/nbx1bKAyK18NvJccnliF7HH+A9ghIiaUbY4lk7HuDSxDXhQ5nLxvuaWIeL0kLz2IzB69Cxnwd4+Io+ajno8CfwQ+RCZDnUleINw2Is6aj/LMbCHnJKc15uSWg89JTg2c5NTMrOM5IJuZ1YQDsplZTTggm5nVhAOymVlNOCCbmdVErwJyZZL5Ef1xUEkTy4Mdg6pxHoN93MrxQ9KB7Tq+mdWbe8hmZjXRaQH5IDJhqplZ7dQ+yWl/ioiZ5CPMC6xMvr9omffYzGyB9bWHvLKkM0sy06cl/a+kxaobSNpJ0i0l+egzkk6StEqrwiRtUZKDvirpIUlfblq/gqRDJf1L0kvKBKkXq2sS1VUkzZK0b4vyNynjtl8qn+caQ5a0qKQDyvGnl6SlP2rKdtIY/x0n6cuS7iFngHt/WfddSddJerac982Stunbj9bMOl1fA/KZwDDgf4DLge+RKY4AkHQAmarpLnJinyPJXHVXtpiKch3gdOAS4Dtk2qXxJXFqw5rkDGkXAN8Gfgm8A7ha0qoAEfEUmWh12xb13ZbMh3deD+d0PJnH7MZyjJuAnwDHtNj2o2Q2klOAscATZflewK3A/sAPyV74GZK27OG4ZmZd9HXI4v6I2Lr8+0hJrwC7SvolJTkp8P2I+FVjB0kXk9NgfoWuQe5twKYRcV3Z7nRyhrSdmDOB+7+AdSLi9Up5J5Ozpu0M/LQs/hNwtKR1S16+xlzG2wAXdzflZulpfwU4JiJ2q5zXVOAbkg6PiDsqu6wDrB8R9zUVtU5EvFIp9wjgFjLAX9jq2C3qMgJnG+54bgedra895CNbfBbwMXJSegFnS1qp8QIeIHuSY5r2vaMRjAEiYjKZn2/NyrLpjWAsaViZeP6lst1GlbLOIlMqVXvJ7yMzhfyph/P5r/L+66blv2la33BFi2BMUzAeCSxPJj3dqHnbHowFJjS9rulpB1sojcXtoGP1uYfczedRwHJkgH+om32bk3s2Jz0FmEIlwWnJKr0XmcVjNDlc0vBs4x8RMVnSleQcyY1e87ZkiqkLuqkPZOLSmeS8x1UPlOXNiU0n0IKkT5IT8r+LzFA9u2o9HLvZOGB807LV8C9jpxmH20HH6s+7LBYhe6mfoHUgmtL0uTcJTn9IBtgTyeGQ54DXyUbb3Ls/HThO0vrA3eRwxYUtskgviFeaF0janMzX9zfyD8cTZELTnYAv9rbgiJhKjqNXy57/mtqQ5HbQ2foakNcmx3mrnyETgD5L9mDv78cJnbcBroyInasLyzhbc0qls4GjyJ7xpWSvoqfhCsh6LwqsRdfe/1pleW8Sm25NXjj8WPUWOEk79WJfM7PZ+jqGvHuLz0HeKXEO2Xvdv3knSYtIWmE+6jeLrj1mJH2ezEvXRUQ8S975sW15vcScHHvdaawf27R8r/Lemwtys8ifwezhlJLh4bO92NfMbLY+95AlnQP8Fdgc2A44NiIeApC0P3CQpLXIpKHTyN7m1sDPyFvM+uICYH9JvyPv1HgHmSuvu3Hq04ETyN7xn6sX21qJiNslnUQmTR0JXAtsBvw3cEJE/KsXdbyQvJviL5JOBVYm/1A9ALyzF/ubmQF9D8jbAL8g78V9FfgV8IPGyoj4maT7yR7nj8ke8yPAuWQQ76ufk1mlv0hesLuFzAR9cDfbn0PeWrcsGZx7YxfyYt2O5Pk9Rvbyf96bnSPiCkk7k/dmjytl7UNe6HRANrNec5LTGnNyy8HnJKcGTnJqZtbxHJDNzGrCAdnMrCYckM3MasIB2cysJhyQzcxqwgF5AEgaUya0/2y762JmQ0dHBmRJ7yvZQ0a0uy5mZg0dGZDJuZIPYO6JwM3M2qZTA7KZWe10XECWdCBzMoJMKGO9IWlUSdB6RUngOl3SXZJ2a1HGeyRdUpK4viJpgqQT53HcpSRdVvb5fwNwamY2xPXnBPVDxdnkDHRfIhOxNuZVngzsBtxJTjg/E/gUcJSkRSLiSABJK5PzLU8ADiJntBtNprBqSdIy5Kxw6wEf6OUscmbWYTouIEfEHZJuJgPyudWJQyRt0TRl5xGS/kJOr9nIJ/gfZJqpdUsewIYftjqepOWAi8lcgWMi4u5uthuBk1t2PLeDztZxQxY9aUpWunxJ0no1sKak5cuqqeV9q5LzrycjyGlH1wC26C4YF2NxcktzO+hoDsgVkjYt47zTyMA7mTnzIjcC8tVklutjgcmSzpC0g6TFWxR5OJn49IOtslU3GUcOfVRfm8//2dgQNQ63g47lgFyULCeXAyuRQxRbAh9hzgXARQAibUPeOnc0ORH974Gbylhx1bnksND353X8iJgaEROrL2DSAp6WDTFuB52t48aQi1az8n8KGA58OiIeaSyU9IGWBUTcCNwI7CdpWzKh6hfIFFINZwFXAcdLej4ivtM/1TezhVGnBuRp5X1EZdms8j47qWoZN+6SPbrk3psaXVOt3Fbel2g+UEScUC7s/VrS1Ij46YJV3cwWVp0akG8u7z+TdBowA/gb8BpwvqRjgWWArwFPA2+q7PsVMinqucCDZM6/XYAX6CbLdUT8plw9/4mkKRFxRL+fkZkNeR0ZkCPiVkk/JLNDf5wcHx5NJjk9CDgUeJIcI54MVB/6uBp4Lzk8sQrwPPAPYIeImNDDMQ8oPe7fluGLk/v9xMxsSOvIgAwQEb8gM2hXTQTOb7H57yr73Upmwe6p7KuoDH1Ulo8lb2syM5uL77IwM6uJju0hDxHDACZN8l1Pg6Xysx7Wzno0cTsYZO1qB+p6s4DViaTN8FNa7bJ5RFzb7kqA20GbDWo7cECuMUnDgY2BJ5hzW15vrUb+Em/O4D9YMJSPPYy8q+amiJjenxWbX24HbTl2W9qBhyxqrDSE+frrLM2+pjipOoHSYFgIjv1g/9Smf7gdtO3Yg94OfFHPzKwmHJDNzGrCAdnMrCYckBdeU4EfM2f+Zh+7M02lM/8v2nns+ea7LMzMasI9ZDOzmnBANjOrCQfkDiFpR0khaVRl2URJ43vaZhDrN6Yce8xQLH+ocDuodztwQB4ElQbe6vU/g3FsMgdgK5+WdNWCli/pZUlvbLH+tgUpv0V5b5J0sKQrJb1Yl18uSetK+o2k6yS90iqguR24HcyLn9QbXPsCjzQtu3WQjr04cBjwcA/bnAycBszPo6JLAt8DBjpN1brAPsADwB3Afwzw8Xrr/cCewN3l9f962NbtYMEtDO1gLg7Ig+uiiLitTce+jcyA8nMyC8pcImIWfZ8roVr+rpIOiYinASQtNZ9l9eRmYKWIeFbSZ4Fz+rNwSSsBi0bEk33c9c/AiIh4UdJYev5FdDtYcAtDO5iLhyzaTNI7JY2X9JCkVyU9KelESSs2bXdg+frzVkmnSXpB0lOS9inr15F0qaRpkh6R9KWmQ10HLAX8pIe6NL52rl++dj0maUb5SjhV0nRJD5a6TJH0f5XdFy/lH1nKmMGcbNuLSjpc0qRSxn3lq+Zj5fNdwKcr9Vi8RfkNywBPS9qvsmzZpvLvlbRnzz/5br0deFTSOZK2lNSr6Rcj4rmIeHE+j+l24HYAOCAPthGSVqq8VgQ+AqxJZiXZg/yquB1wkaS5so4AZwIzya9rdwAHS/oGcCnwb7LxPw+Mbxq7eqq871D++vfkeGAvMnvKXcBLwPLAX8ieyQHkDFpbMacNvVJe25TPPwZuKOvfRaa8OpH8Orc8MAZ4nPxq+wiwd+PgEfEacC6wlaTmb3HblDL/VFl2WFP5twKHSTpgHufZym3AT0udLwAmSvqJ+vcCl9uB20FrEeHXAL+AHYFo8XoJWLLF9tuV9ZtXlh1Ylh1ZWbYE8BzwOrBzZfm6ZdsfVY69f3mfBfyibDex7H9Vi3ruU5YtSaajugh4FVgJOKb8O8j8gwH8s7Lvk5W6PEEGjtHl82fKNteTv7gjS/k3lOWfKdt9vHz+WNPP5hrglvLvz5ZtpjXKr2x3dKP88nlM2XZML//PBHwY+GM511nAJWQgWGwe+44txxrlduB20NwOenq5hzy4diV7Qo3XJyPilcZKSUuUXssNZdFGLco4vvGPiHgVuJ1sJL+vLL+XfGR0dIv9zwe+JWmFHuo5AziilPVKZOs6DBhO9oauKf9+nkz42tA4l5GV8keUurxYzu1zpfzDyECySSn/rLL9u8v7ZWSQ2LZRuKRVgU3p2iui/AxerPY6yZ7iEsAmPZxntyJdFhH/DaxK/nKtApwBPCbpUEmLzU/ZuB24HXTDAXlw3Vj+cxuvqyStIOkwSU+RDXky0MhevXyLMpqvzj9P9kRmtFg+ssX+h5NjfN/uoZ5PRsQ0AEkbSDqHbIAAxwGnlH9fQ9dg0Rg7W7RS/nBgRfK8JgNfBhYjexwAb2g6r1UAImImcDb5dbXR4D9P9lhOb6rv+yvlN15nN5U/3yLHBQ8HNiN7XG8gv2IvPZ9Fuh24HbTkuyza73Tylp1fkuNWL5F/KP9C6z+Yra5+d3dFvNXY44PlmHuQv6zdkjQCuBp4Afg1OWZ4PHA/cAhwFfDJyi5LAzeVY+wh6Vdl+XPk2B5kpu/VgB3K5zt7qMLpwC5kL/Ii8hfxpoiY0LTdP8hbyVrpqfxekbQpsDPZS1sKuBL4P/Ln0l/cDrrXMe3AAbmNJI0EPgQcEBE/qSxfe4AP/VOyUQU57tjsjZKWJsfbViS/Xi5R1l0OLFv+fSvZG1qWbEtLk18jLy7ljyXvZR0WEZcBSPo8sCFwfaP3Vaxe3p+qLLsCeAbYVtLtZMD6Xov6Dm+U31+UDzd8GfgqORb7JNmrPD4i+jWThNuB20GDhyzaq9Gjae7BjB3Ig0bEXeRV+uXIr43NFgO+Sdf67Un+Ul1d1kH+Et9c/t24Pev0Svl7kRdCltecp6guapRfxvlU7iLYuqxvlEfk/bBnkRdttm+U36K+76yUP1uj/Bbbd0vS6pLOAx4le3EPkYFo9Yj4wUD8EuJ24HZQuIfcRhHxgqS/Ad8v42OPAR+l9UWY/tboHS3TYt31wMHAeOBlsqezZHm/kK6B4x9kD+pNwLSIeLRSfmOsbxpwiaQTyQsvD5JfdX9B3ub0CeB9Zb/mr8+nA98A9iN7U49W7j19W3mfAlwm6XpyXHM5sve1Ndlrm9mLn0fDWuStTgcBJ1bOp0eSlie//kOOZUJeNJsKPBwRJ3e3r9uB20GDA3L7fZH8CrQ72WgvJRvm4wN50Ij4t6SXybGwZrsAXyd/URcnr4bPIBv3KeTX1UvKtveU92FUJgMv5Z9F3h50K/lAwjbkGNxU8vyWBX5F/mKOo3WP8Gry6+sqzOkV/bRpm8aV/PeRV9OnlHrtQ9+fOLuBvHWq1Vf4noxsUa/G48NXk48j98TtwO3AE9SbmdWFx5DNzGrCAdnMrCYckM3MasIB2cysJhyQzcxqwgHZzKwmHJDNzGrCAdnMrCYckM3MasIB2cysJv4/M+6MaLbazFkAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 288x1008 with 12 Axes>"
       ]
@@ -1698,11 +1709,13 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 6 Axes>"
       ]
@@ -1720,14 +1733,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 2016x144 with 8 Axes>"
+       "<Figure size 2520x144 with 10 Axes>"
       ]
      },
      "metadata": {
@@ -1737,9 +1750,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 1512x144 with 6 Axes>"
+       "<Figure size 1260x144 with 5 Axes>"
       ]
      },
      "metadata": {
@@ -1749,7 +1762,7 @@
     },
     {
      "data": {
-      "image/png": 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GslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhrLRnFJkiRJkiRJkiRJUmPZKC5JkiRJkiRJkiRJaiwbxSVJkiRJkiRJkiRJjTVUjeIR8cCI+HhEnBYR10bELRHxj4j4n4jYpMP0u0TEVyLi/yLi1ohIEbFggjU8t5hPiojHtt03MyIOiIjLI+KGiPheRGzVYR6Pi4iVEfGEidQy1SJiVkTsGxFnRMTyYvhbRLwrItbvMP3LIuKUiLit+Kz+GBG7V1H7dBQR+0fEDyPiX8X3dWmX6ea3fKe7Da/p43mfGBE/jYjrImJFRCyJiO+2fkciYnZEfCMiromIZRFxSJcMv7j4/uwwrjehAhGxsMd7uapt+vdExEkRcVVE3FncnhgRL6rqNUw3ZbNSTPuZ4nftmuLz+ndE/CIiduvj+d4QEccXy4oVxfLs1IhYEBHrtU3b9OXK0jGysmXbtAvGmHZRVa9hOuknK8X0j4+IE4p1gJsj4jcR8chxPO/rIq/L3Rx5fe7siPhw2zT3L+Z/c1Hfu7rM6ysRcWZEzOy3jmEREQ+PiFXFZ/DSEtN/v5j27KmoT50V6z4fjIizikxcVyxPFkRE9DGPz0XEJcUy6OqIOCIitu0w7WMi4k9FZs6LiFd2medPI+KXE319U6nP5ehYy47RYZ33T9WIPtejx5jPSWPMo30bvrHLj4jYIyJ+Vqxv3R4RN0befh+JiA07TP/y4jflzJblzPwKSldJETEvIj4fERe3/B6eGBFPKfHYvn4fG75ceUHx3T8/8v6HKyOvwz6ny/R97RtT9SaSleLx/Wy3mhVcB6u7iNg41mz3l97fEtmrI2/nXBd5u+eciPhIRGzWNq1ZWfsxr4+Iv0fEHZH3lR8WHfb/qVrRZ/tkl3nsVuL38ckt0zd5e2WbiPhU8fquLV774jGmf0tEHFNk6+6ISJNR17C9gXsD+wE/A44BVgFPAz4JvDwinpBSuqNl+t2L6c8HzgSeNJEnL77YhwC3ArM7TPJu4H3AgcA1wAeAw4Hnt8xjJnAo8PWU0mkTqacCi4FXA8cBhwHrkV/bQeT39hWjE0bEfwOfAf4OjO64fi3wi4h4XUrpmCmrevo6ALgB+Bswd4zprgVe1+W+RcBGwPFlnjAi9iJ/N/4MfBpYDtwbeAr592RlMelnyd+lTxf/7w/cBbyjZV5zgK8CH04pLSnz/EPiR8DFHcY/nPz78PO28bsAS4FfAdcB84CXAT+KiI+klD4xeaWqUDYrAE8A/kn+HbwRuBf5t+3EiHh9SunbJZ7v0cVjDyYvK2YDewBHkLOyT8u0TV+uQF5Gf6rD+Fu6TH8AcF7buAsGWpG6KZ2VyAdonARcAXykGP124I8R8aSU0lllnjAiDgfeQM7c0cBqYAdg+5ZpZgA/Ji+vPgA8FDgoIi5PKR3XMt3jgbcCT04p3VXm+YdN8VoPBVbQeV20ffrnAS8F7ug1rSZP8bn9mry+fCR5/WZj4FXk3/4HA//dYx4bAX8AHgUcBZxKzsJ+wDMiYpeU0tXFtJsCvwAuB94L7AYcExGXpJT+0jLPlwFPJ2emTvpZjp5M5/XcbYDPAX9PKV0xqdWqH/2uR4/lOvJ6VLt/jf4xDZYfOwN3A98CriK/zqcAXwL2iIj/TCm17kjaF3g8ed/JJcBOU1uu+hER25PXtWaTP+MLgTnkvJRpaCr9+zgNlivfBG4GfkrerpgH7AX8OiI+lFJq31ZZTMl9Y6reALIyqud2q1lZKyuug9Xbx4HxNMh+Evgg8HvgY+S2m92Kv3ePiCemlJJZWXu5EhHvBr5I3t57F7Ad8F/AE4vtvNumsniNqd/2yU7Oo/Pv4wbk7851wOkwLbZXdiL/Zvwb+Avw3B7T7w9sQW5z3ISclcFLKQ3NADwWmNNh/CeBBLy9bfx/AJsUf7+0mGbBBJ7/S+Qf6y8U83ps2/2nAotb/t+LvBG6Ycu4DwCXAZtW/X72+drvXbzmH7eND+CP5J3Um7e873cCZwGzWqadVYy7Adis6tfU9AG4X8vfZwNL+3z8E4vP/Iclp39I8bkfBkSPaa8CFrb8/zHgirZpvg78FViv6vdyQJ/HN4r3c48S084k74y6pSmvf5iHAWRlNrAMOHeCdfyy+C29V8u4xi5XitqXAieVnHZBkaHdqq57ug79ZIW8An8zsG3LuG2Lcb8t+Xz7FJ/563pMt1P7d4O8MXlMy/+zyAe0fKnq93GCn8G7yAdnfqR4zS8dY9rZxW/DV4qsnV11/dN1aFmn+lLb+PXJDXTLS8xjpJjH/m3jn1QsOw5rGffsYtr5xf8zgCXAp1qmmVusj72r6vdngO/zOsvRMabdv3iP9qu6bodSn23p9ehi+pPKrM9Np+VH2+s+uHjdu7SNvy8ws/h7UevviMPwDeT9MP8GthnwfNf5fWz6cgV4eodxG5MbMlZS7OsqxpfeN+YwHMMgskLJ7Vaz0vu77zrY8A/kA1DvIjfKJmBRycfNBG4DzgBmtN13dDGvRxb/m5U147cs3rfTadkHTD7YKgEfrPr1OKz1OfbVPtnnvF9VzOPAlnGN3l4BNgW2Kv7esniti8eYfv7o7wv5wJo0GXUNVffpKaW/ppRu6nDX94vbh7VNvywN6EiayN2svYO8Q6rb2WsbkRt8R91A/lHfsJjHjuSdmPumlLrNo9+6FhfdCsyJ3AX1NZG7Avq/4giRQdm0uL2ydWTK38CryCv+K4rRTyLv5DsmpbSqZdpVwHeAzYEXDrA2dZBS+lfvqcb0xuL2sJLTv5e8Ifj+lFKKiE3G6K6jU1bu6WIkIv4f+cirN6aU7u6v7M4id6O4NCLuHbk79xsjdyN4fEQ8cBDPMcZzbwK8knxQzW96TZ/yEV1XkN+TWZNZmyaelZTSrcD15N+2ibiUnKE5LeOavFxpfc6Z0daVVo/pNw27JpxyZbNSfC8fRz6o6p6j/4u/fwg8MyLu1WMeQd5h8rdU9MBQfO6dupneqLjtulwB3g9sBnyozGsoY7Rbp8iXDflD5G7Rro/czVnPs7jH8Xz3IW9oLSQ3dvfyKfKZSwN7zRq30d+39vXoleSjwMtsrzytuD2ibR6nABcBr4w13SGvlYmU0mpy7z2tmTiQ/D36aqlX0EOsuRzPwoh4XkT8pVh2XBURB05RF26dlqOdag3yeuYd5KP7NcT6XY9ue+yMiNisy7IDpsnyo4NLi9u11l1TSpelep1ZMm1FxFOB/wd8LqV0VeTuvDcewHy7/T42ermSUvp9h3G3k3e2zmLtXhP62Temig06KyW2W83K2LW6DjbkIl+K6FDyOteP+nz4LHIGri6++61GfzNHt3vMyhp7khvMv9q6Dzyl9HPyAdSvHVRdmrh+2yf71KktptHbKymlW1JK1/Yx/dIOvy8DN2zdp3czepr8ssmYeazpmva3KaVjI6Lbl/tU4FURcRx5B9f7gPNSSsuL+78B/Dyl9ItJKPN4cjfYHyd3IfBfwC8jYofWhpJou9ZNDze1NGpfUgx7R8TfgRPIO1pfCLwY+HRa0zXEBsXt7R3mOTruCUCZboZVgeLH7eXkHSa/K/mw55K7k9o1Ig4E7g+siogTyEf1XdQy7anAWyPi5OL/twGnFM+9ATlvX0op/WOir6XNJuQunE4jd82xA/msu59GxMNGVz4id00yr4/53tDjB/ll5IXTV7o18kfEPHKmtiymfw5wYkrJDeohVPyWziB3/fUmcte3h/c5jznkleHNyUfJ7k3uyq2129AmL1dGPZ68bJgVETeRu5faP6V05TqPzn5G3hmVIuIs8hGUR/dRgybf44rbUzvcdxr5u/4Y8lmd3exEXo4sinz98BHy7/LNEfFd4L3FASmQj7a+AfhwRLyf3HPJc4CPQr7mE3nj4MWDOliyxSPJG7ZHkA/82418hvtq4M2jExXLtk3XfXhHd6eUbuww/hDyRvFB9NgwjohdyN3VvyqldHP39iBNkdPJO3neHxFLyZeZ2Zh8aYDHkLs566XX+vUm5K6S/0I+O2MV8ImI+CL5e/kIisvWRMSuxXM/dhI2KHcnd8H8dfJy8YXkAydvJF+CgaKGjcnvQRmrOu14KLkc7WRXYEfg6JblqYZXz/XoLrYl96yxEXB7RBxPPtPm/JZppsXyI3IXpRuQ38cnky/XcD35t0j1tHtxe1lE/Jy8Lb5eRFwEfHwC68bdfh+nxXKlg077GvvZN6bqDTIrZbZbzcrYXAcbfu8GHgS8pN8HppTuKPbzPifyZVWPI59xvhv5u3l0y75hs7JGr/0nr4qI2S37PzScJtQ+GRE7kA+E/1NKqfUSkdNie2XoTMbp54McyCufp5B/SHcaY7pxd59O3mi8Hdih+H8hnbtP35q80ysVw5XAk4r79iJ/gf9jwK9/cfFcX2sb/7Ji/Fvaxqc+ht3aHvsQ8o621mlWAm9rm27n4r6fdKj3J8V9P6v6uzOdBvrsEpo1XdZ+tOT0c4rpry+y+CXgReQf6BXkBUJrl9A7kXdajn6PLgQeWNz3MfLOzI0G/B6cVDzX+9vGv68Y/+yWcfP7zMr8Hs892o3aDmNMc13L/FaRz6bcqurvznQbymSF3CVx6+d/O7lxepM+n+uvLfNYDfyWlu6pi2mavlz5JXnl7SXks8C+Tt5ouhy4d9u0LycfTb4PuRupd5JXDkv/VjkM9HvSNSvAe4rP5bkd7tu9uO/NPeb/wmK6a8iNie8tvidHFONPpOVSHeSjq29q+a79htyjQpB//78zCe/BaHYf3zb+l8Xv+OyWcQv6yMk67yv52pSrgSe2zW+d7tPJB7X+E/h1y7il2H16pQP5Or4XtH3WNwN7lnz86OWb9mwbvw35bJtE3hAeHf9W8jrY6HMdUeRhg6KOAwb8+uYXz3MbLetFxXOeDVzVNv3CPjJxUpfn7Lkc7fK4bxeP2bXq74VDqe9Wz/XoDo85gtxbxivI+wEOLHJyE7Bz27SNXn4U8zi2bbrTgMf0qNHu04d4IF9bcnQ96f+A15C3Dc4uxu81zvl2/X2cDsuVtvk9osjjyR3uK7VvzKH6YVBZob/tVrPSfVrXwYZ4IJ84dBvw323frVLdpxeP2ZZ8clXr92g18AnaLrVpVu4Z//NiHuvsBwc+V9z3wKq/Hw5jfral2id7zOMTxWf9hg737UnDt1eK+fTsPr1t+knrPr0OZ4ofRL5O3wfT2kdRDERE3J/csPeJlNKSsaZNKV0TEU8gN/htDJyTUloREVsDnwfel1JaFhEvAf6H3NhxEvDOlNIN3eZb0pfa/h/tpuMBbeOf1cc8z2z7/w5y94x/KeY/eobLooi4LaV0FEBK6ayI+B3wwoj4HGu6eVxAPioTyh9ppWq8kfzDd0SvCQujRwPNI1//ZbS7jh9HxKXFfN5NPsCElNIFEfFQ8tm1Qb4W86qIeAj5+sh7pHyE4b7ko/c2JZ8d+v40saOuV5OvrdqqNSvHF39fTX9ZubrbHRGxE7m7rv/t8RvyYvICbVty4+NG5NddugsRTZk7yN+PmcD25A3r2eTftX6OytuXfMbONsAewH+wbjeWjV6upJT2aLv/e8WRxceQD5B5U8u0PwB+0DpxRHyD3CjyoYg4MqW0tI9aNHlGl/F3drhvRds03YwuV7YCnpVSOqH4/7ii2703kI+O/TVASuknEbEdeblyQ0rpYoCIeCP5YL2XR8RGwGeBF5CzekhKaVG/L67NqSml9jPtfk9u/J9P3riGvHwpm5W1lnMRsTnwZeDQlFKno8fbvY98BsaeJZ9PU+NW8vfhZ+QN5nnAfsB3IuKFKaVePfMcQt5xdEhxJPZp5GXQgeSNcGjJVUrp6xHxffLy44qU0r8Bip4XZgAfL3qpOQh4Onl944CU0g8n+Dp/0vpbnFJKEXEi8Pa2MxyOAv5Ucp43dhnfcznaLiLmkndoX5xS+kPJ51dF+liPXktKaa+2UcdGxM/I60hfpOX3uMnLjxYfIzfgbEU+A+Xh5F6AVF+j60m3AE9L+XIcRMRPyL3KHFCsG5c+u67X7+M0Wa4AEBFbkbsNvoM1XZm2KrVvTENhIFnpc7vVrHSedi6ugw27r5Nz8cUJzONO8rXBj6LYVid/7h8i7wv41OiEZuUeg9h/omodxATaJyNftmAB+aD5db7f02R7ZbhMRkv7oAbWHEHxjRLTjutMcfLRTecAs1rGLSzm9diS8/guxRlN5O52VpO7tNyFfAbgrybwHiwualmvw30JOGJA7/W9yGeyfqZt/Axy9x43A5u3jN+c3E3KatYcCbKE/MOfgB9V/f2ZTgN9nClOPuo5Ab/pY/5btHzOO7bdN4t8BO2fe8wjyEfuLi7+fwX5h/LV5LOrLqHtzNU+34OTgH93GD+/qPujk/Tejx7V98o+H/dd8jXJNp+Muhy6vu999apQPGY98llMZ7UuK8bx3J8mr7jcv+T3o9bLlR41LAGuLDntG4q6xjzz2GHgn9Fknyn+kmK6yzvc97Tivs/2mMe9yBunC4r/DymWJU8FXlUsY14+gfcgAd/uMH4BAzwDgnw9qWWsvZ41+hwvbZt2x+J1/U/b+KV4pnhlA3lD9Q7grW3jNybveFra6Te3w3x2I/em03qk9XHA14q/X9Dj8Q8j72x5WvH/r4tlxmh3++scCd7Ha5xf1PCJDvctLO7bfpLf557LUXJDegI+UPX3wqHUZzqu9egx5nciebtkzB6pmrL8GOP53wLcDTx5jGk8U3yIB9acVfbJDvcdWdz34D7n2ffvYxOXK+SD1v5R5PzpHe7va9+YQ7XDZGSlbR6ltlunY1Y6TO862BAP5MtzrQb+X8u40e9WqTPFyds2FwLf63Df94p1jzHPop2OWcEzxWs90Ef75BjzGN1P9vU+HtO47RU8U7y3iFhIPsroCMpdh288z/Ei4Jnk69Nt33I9xtFrDW8XEcuBf6UuRxVGxO7kM3UenlJKEbEPcEoqjtSIiA8Cv4uIbVJKV4231tT9+mprXUQyIu7Vx2xvSMVRlOTrBGxB29EqKaXVEXEs+Rrhjwb+txh/I/CSiPgP4IHks2POJJ/VBfna0xpO+xS3h/XxmBvIXUhvTNtZ0ymfAX4dPc7cIV9X/AHkI5pG6zgupfQdgIj4NPDViHh7t7yVMNZ1CO/JSnGE1lZ9zPfaThmMiJnA68ndyv+4j/lB3kB7JfkM8m/1+VhNoZTS3RFxDHkF5KkUv4PjcCS5p4QFwIe7TdSg5cpYlpKveVnG0uK2n2uba3KNXldv2w73jY67osc8Li9uO/XEMfq97rVc+QpwRkppcUTMIGfrHSmlkwEiYg/ysuYH3WfRU9nlykbkS42UmmdK6dricY8mr4d+FNgiIkbP7Nu6uL1XROxIPujrTnIX2zeQe2rZsWWeM4H1i3G3TeS3QePybnJvMO3r0bdHxC/JO3jmkzdiu0opnRQRDyAfIb4lsCSl9O+IGP0Od12/LjJwKPlafidGxL3J6+XPSimdDpweEa8kf98mcp3hspmYTe5lpYyVqVzvJ2WWo/uQG0UXl3xuVWSC69HdLCUfXLI5Y5+lUPvlRw9Hkw+meSv5oGTVzyDWk9r19fvYxOVKcUbiCeTr6b4wpfT7dR7Z574xVW4ystJqKT22W6dxVtq5Djakil6ovgj8Cri6ZTtydNt9TjHuujT2teBfSt6vu3+H+35IPvnp/5G7Ru9Ux3TNSuv+k4vb7tuW3Eh4JRo6A2yfHE9bTNO3Vyo1lI3ixRfuo+QdH29MxaEBk2D74vbwLvePbpxvRT5SdC3Fj+ch5COQLipGbwf8u2Wy0b/vw5oVssnUz3M8jXx2LaxZEK7XYbqZbbf3SCktI5/dBNzTmAN5QashExHrA68jd0nz07KPKxrm/kpuENyOlp2yxcrVVqy7YG993m3JZ/e8LaV0fTF6O+CMlsn+Td6hvCX5elCT6T7kI37L2oE1DXOtnk/uyvPLRWNFPzYqbueNOZWGxSA+r57zaNhyZSw70rLs6GG0O/ey02vy/aW4fSLrrtQ/gbxRdwZjO4vcVVinhvXtituuy4KIeD7wPPIZupCXHRuyblYe3aOOQXkF5S9Jcim5gRTgvuSNjY8XQ7uvFrePI19KYHvg3uRejjq5iHwNqOeVrEWDMa716E6K7Z5zR/8v1rOeTu6K8sIxHrofeX1ldF18NEftmbhPmToG4L3k7bky/kBuyOxlzOVoRDySnPmfppS6XvpGQ2Mi69HdPIC8Q77rQRYNWn6MZX3yWa1uZ9TX6eSdr9t1uK/nelK7cf4+Nmq50tJw8RDgRSml4zs8Dga4TNeUGGhWOiiz3Tpds9L6mEfiOtgw24i833aPYmj32mJ4H/kyft1M9PdxumblL+QDrp7IuvvOnwBckNZ06a4hMaj2yciXx3w+cGZK6a8lHzMdtlcqNXQrchHxEfIX7tvA3hM4Y7R9vhuTdzze1HL2zC9Yc1Rhq5eTr/n73+QuD2/uMttPAjeRr/U36kpyV7ejdm4ZPxXGe+3X0Z1vC8grlQBExCxy99Z3AX8fa2YR8Vhy9+l/SCmVvSaHptYLyCtCX0wpreo0QZesQM7kU8lnfL+rZfybyTtdxjoQ4mDyma7faRl3JWvyQfH3SjocgDIJBnVN8dEjvTqe6R0RmwDRvnJTnKm+X/HvaX3UoUkU+bq+t7Wf6Vx8jvuQu3Fq/X1cJyvFWU9zWg7+aPWO4nasz7wxy5WImNflSNr9yBs/h7SN36L9fYuIOeRl8UryNWw0BFJKFxcHSr0sIj6cUroSoDjS+2XA71t3hkTEluSV+KtSSjcV87g9Io4DXhMRL0optZ4l+LbituNyJSI2JZ8B97GU0uiZt9eTvyc7s+a7sjNTl5PxXmPpdPJ71m438nLiC+TfjNHX+V5gbofpv0Y+yOC/mJqDZbS2c4H/JK9Hf250ZHFtxReSuz27uGX8fcm971zSbX2sxQHkM9be222CiLgP+fp9byp6c4I13/2dWXO2xs5M3XrHuK7RN8Hl6Oj1++yBpx7GXI8GiIhtyGclXJZSur0YNwe4tb3Hm+JsiScDv04prVhnZjRu+UFE3KtL48M7i1u3M+rrJ8CXgddGxCdHtyeLTOwJXJiK600W43stV/r6fWzScgXu2c77HfBQ4MUppV93fFQ24X1jmlI/YYJZ6Xe7tW2a6ZyVVq6DDbfb6LzNuRV5veg35M/un6N3dFoHY83v4xtY9+zUNxS3f6GDaZ6Vn5LP+n17RHxndB22aPi8H2P0JKlq9NM+2SUrrV5PvvRs2XWwRm2vDKuhahQvVjg+BlxGPtLm1bGmS3OAZSml37VMvz35rFfIP0IAz498YXrI/eJfWvy9C/kaY0eSV24pVozWObs1Ih5W/Pn7bkdwRMQu5OulPKVto+NoYJ+IOIq8IPgAcGJK6fKWxy4mLyyellI6qdP8xyuldMI4H3oEuaHzbcX7dzx5RfG1wMOBA1NK9xxdGRGfIB+Jfzq5AefRwF7k7lJfhyZdRLyONb0dbEXuNvVDxf+XppS+3eFhZbrrWCcrhSPIP+TvLBo4/kj+AX4L+Yy1r3Sp8yXkyxQ8rO2uo4HDI+Ig8sEpHwa+07qgiYiTgF2BHVJKS8eouS/FjrLxZgW4p/HnOcDpKaWzukz2AOAPRTdrF5DPWtmWfO2PnYAjU0p/nEgd6q2PrOwKfKNoqLsYuIV8FOvryBvDH2tZpkDnrMwGLo+IH5OvybyMfB2YPYHHkrvZaz04pLXOpi1XXh+56/ffkHtamElu6NuT3MDXfkTuWRHxB/IZxNeQjyzcG9gGeE/r69Xk6HO58i7y9/+PETF6NvM7yAdJvadt1m8nf957sXZ3eh8kLx++U8xjKfmo8T2Ao1JKp3Qp9QDyRsEXRkekfJmD7wIfjrzyeO9iXnu1vcZUvJb5XeY9LsWBMX03RhcHFBzbPr7oNQLgtJTSsS3Td8xjRHye3Ei0zrw0JQ4iryN9JiJ2JndXPA94E/k3bL+2BryjKNZvaOmJJiLOIOfqImAD8u/l04BvppQWj/H8XwNOTil9f3RESunyYj3qy8U6y2PI20ujB+UREfPJPef8IaW0W78veiwppX+RDy7u17iWoxGxIfAa8o4Be6waciXXoyH3NPUG1u6J5mnAFyPi5+Tv2F3kdbLXkg+uHRljfo1ZfhTOjog/AX8jb4dvSd5h9Qzy+tRBrRNHxFPJBzlDzhPkHbTLi1o+Oc46NGAppRsj4r3AN4DTIuJwcg8Abytu39H2kI7LFRj372OTliuQGy4eDXwX2DwiXtt2/ynF/KHPfWOq1oCy0u92a6vpnBXAdbA6KPYvddrmnF/8eUmH7chO62C/ILcD7B4RJwM/Ksa/GHgK8MOU0t+6lDFts5JSujYiPkw+C/+EYr1zW/J+k/NpW19Ttfptn6RzVlrtQz6B4eiSJTRte4WW/YobF7cPbxl3ciq6hC+mfT7wiOLfHdsevzwVlxadsFTxxepbB/KO0jTGcFLb9Lv1mH63DtP2vJA7sLCY9rFd7p9JPhvuy13u35u8M+sm8tFA27Tdfxz5jMOdyr4nXe4rfWH6ku//1sAi8sJmJflIstPJO/SibdoXAaeQG/lWABcCnwXmVv09mi4D+Ye2VFaK6e9DvlbE//WYb9esAJsAnyFvKKwk73xZBGzeZV5zyCvG7+5wX5CvQ3MZ+cf+SGCztmnOKL6HPb9XxfuxtMP4+cXrWTjg9/+DxXzfNMY0Wxbvz5lFVlaRd9b9jrzREIOsyWHM70bPrAD3Jx8wcm7x+72K3EvAz4E9Osx3nayQN7w/X/x2XkfeUXsj+ejT/YBZXWps3HKFfLbWz4qM30FeVpxX/IbM7TD9F4rMX9+SlV8Bz676OzRdhrJZaZn+ieQGqlvJB5EcDzy6w3QLi3ks6HDffOAY8mU9VhbfkfcAM7rU+IRiunXW0YDNiu/39cX3bv/W31lg06KOMZeDLdN3WxYuoG09cxI+i9HneGnJ6ZcCZ1f9HZrOQ7EMOZJ8oN8qck9TJ5PPHGifdjRr89vGLyKvU9/e8vhX9Xjelxf5u2+H+7Yhn0G1nHyw195t9+9c1HFMidc3ny7rUy0Zn99rPiWeZ7zL0VcXNXyq6u+CQ6nPued6dDHd4vbfW+DB5LOTLimWP3cWfx8MbDvGvBq3/CAfVPxH8sEjo787fynq36TD9KNZ7ThU/b1w6PgZv5h8xtxtxW/9b4End5iu43KluK+v38emLVeK+XX93tNhHZU+9o05DMcwkazQ53Zry+OmfVaKx7gOVtOh5bu1qMN9i+mwzkJeJzqA3Jh7Z5GXs4D3AzO7PI9ZSfesB55ZvGfXkC/nu3XV3wOHdT6nxT0+25O6TL9bh3k9qez3t5i+cdsrLc/VbVjYx/u/dFA1RfFkmiIRMYP8w/fLlNIbqq5HGlZFVzTXklesP1p1PdKwcrkilRMRLyAfVPL0lNKJVdcjVS0i3klugH5YGvt65dK05vJDKsflilSOWZHKMStSOW6v9GdG1QVMQ48hdxXwP1UXIg25Z5IbxT/Xa0JpmnO5IpXzbOAXbiBI93g28A13MEk9ufyQynG5IpVjVqRyzIpUjtsrffBMcUmSJEmSJEmSJElSY3mmuCRJkiRJkiRJkiSpsWwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGmlnVEy+7eVUtLma++5f/VHUJpfx4vydVXUIp9523QVRdQ51csXxlLXICcO5VN1ddQikP2Hp21SWUMn+LDc1KH/59w521ycr5y26puoRSHrHdnKpLKGXrTWeZlT6ce+VttclKqkmlW222ftUllGJW+vOsRafV4hv46T0eUnUJpW2xaT2yssOWroP146qb6rG98qsLrq66hNL2eNA2VZdQyr02c7nSj6tvqsc+sLtW16JMADacVY/zfLacPdOs9KEu2/ZRk091kw0q2/Xft803Xq8m7+pwqMs62OF/vazqEko58viLqy6htAs/9xyz0oeb7qjHys0GNVmvqZMNZ9IxK77TkiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhrLRnFJkiRJkiRJkiRJUmPZKC5JkiRJkiRJkiRJaqyBNIpHxIKISBHxyEHMT5IkSZIkSZIkSZKkQfBMcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxbBSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMaaOdlPEBFzgbnt4y+49BrmzF1ntDQtdcvJOUuXMWfOOqOlaatbVs7619VmRWrRLSunnns5m5kV6R7dsrLrZ3/LrI03nfJ6pGHVLSvnLV3mdr3UoltWzl/qPjCpldv2Ujmug0nldMvK0iuvZ65ZUYupOFN8BFjSPnzzkK9MwVNLtTFCh5wcdshXq6xJGkYjdMjKt75uVqQ2I3TIyrcPO7jKmqRhNEKHrFx20verrEkaRiN0yMqhbq9I7UbomBX3gUltRnDbXipjBNfBpDJG6JCVQxZ9ucqaNIQipTTxmUQsAI4AHpVS+kfbfXPpfKb4kjoczbT7l/9UdQml/Hi/J1VdQin3nbdBVF3DMBrjTPEldTlC9tyrbq66hFIesPXsqksoZf4WG5qVDsY4mrw2WTl/2S1Vl1DKI7abU3UJpWy96Syz0sEYZ4ovqcuZ4gNYRZ0SW222ftUllGJWOhvjTPEldThT/NN7PKTqEkrbYtN6ZGWHLV0H62SMs5RqsV3/qwuurrqE0vZ40DZVl1DKvTZzudLJGGeK1yIrd62uyQoYsOGselwRcsvZM81KB3Xfto+afKqbbDDpncQOzOYbr1eTd3Vq1X0d7PC/XlZ1CaUcefzFVZdQ2oWfe45Z6WCMM8WX1OFM8Q1qsl5TJxvOpGNWJn3JmFJaDixvH7/s5lWT/dRSbXTLyRXLV055LdIw65aVf99w55TXIg2zblk598rbprwWaZh1y8qzFp025bVIw6xbVq66ye0VqVW3rFx9k/vApFZu20vluA4mldMtKzfdsXrKa9Fw8/ADSZIkSZIkSZIkSVJj2SguSZIkSZIkSZIkSWqsgTSKp5QWp5Si/XrikiRJkiRJkiRJkiRVyTPFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxbBSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY82s6olvuG1lVU/dl6PfuEvVJZSy8q7VVZegSXDriruqLqG0+225SdUllLLfsf+suoRSfvmWevz2DIuXfP3Uqkso7ei96/HZXnT1rVWXUMrWm25edQm1ssHM+hwPOWfjWVWXUMqKVa6DNdFeT9qu6hJK2WqzDaouobTrb7mz6hJK2WHLDasuoVburslP4OmX3VJ1CaXttsNWVZdQUj2W08Pizprss1l/ZlRdQmkrVt1ddQklVbbrtZZuX1mPz3WbufVYXzjn8purLqG0J+44t+oSauXUpddXXUIpr9x526pLKOW5O25ddQmaJBvMqs9+ME0NvxGSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqrL4axSPi4RHxvYi4KiLujIjLIuJbEbHDZBUoSZIkSZIkSZIkSdJ4lW4Uj4iXA2cATwG+CewLfBd4EXBmRDxlUiqUJEmSJEmSJEmSJGmcZpaZKCIeACwGLgCemlK6oeW+Q4BTgB9GxENa75MkSZIkSZIkSZIkqUplzxR/L7AR8Jb2Ru+U0lLg/cB/AG8ZaHWSJEmSJEmSJEmSJE1A2Ubx5wFLUkr/1+X+HwIrgD0GUpUkSZIkSZIkSZIkSQPQs1E8IuYA9wb+2W2alNKdwIXAgwdXmiRJkiRJkiRJkiRJE1PmTPFNi9tbekx3C7DZxMqRJEmSJEmSJEmSJGlwZpaYZrQxfNMxp8r3r9NwHhFzgbnt408773I2m7POaGla6paT08+/wpxILbpl5VEf+jkzN5o95fVIw6pbVv524ZUuV6QW3bLyzZPOZpNN50x5PdKw6paVs5csY47LFeke3bJy5iVXmxWphfvBpHK6ZeWok89jk83cXpFGdcvKVdfeyNy564zWNNbzTPGU0k3AVcDDu00TERsADwTO7XD3CLCkfTjq0IPHUa7UWCN0yMmR5kRqN0KHrCw75dgqa5KG0QgdsnLENxdVWZM0jEbokJXffOdbVdYkDaMROmTlW4d8tcqapGE0QoesHP51syK1GcH9YFIZI3TIyi+OObTKmqRhNEKHrCz6ykEVlqRhFCml3hNFHAq8EXhySumUDve/Bjga+GBK6dNt982l85niSzzyb3BmrVemJ/zq7bj1RlF1DcNojCNka5OTmevV46N954/OqrqEUn75ll3q8YZOsTHOFF9SlzPFj957l6pLKOXaW+6suoRSnvyAzc1KB2OcKV6b5cqcjWdVXUIpK1atrrqEUrbbfH2z0sEYZ4ovqcOZ4k/efquqSyjt+posVx49fzOz0sEYZ4ovqcPZr5/434uqLqG09+96v6pLKOX+W7lt38kYZ4rXIivrz6zPx3r36t77M4fBdptvUJ83dQrVfT/YNnM3rLqEUs65/OaqSyjtiTvONSsdjHGm+JI6nCn+iG3mVl1CKTfdsarqEkp79PZur3QyxpniSzxTfHracCYds1Km+3SAzwOvBb4eEbumlG4cvSMi7gt8DlgGfKP9gSml5cDy9vHnXXVbyaeWmq9bTi64+vYpr0UaZt2ysssBJ011KdJQ65aVS665Y8prkYZZt6x852+XT3kt0jDrlpXLb1w55bVIw6xbVi69vh4HBklTxf1gUjndsvKjM6+a8lqkYdYtKyvumvJSNORKNYqnlC6IiL2Bo4CzIuIw4DLgAcCbgfWBPVJKN0xapZIkSZIkSZIkSZIk9ansmeKklL4bEecB+wNvBeYB1wA/BT6ZUvrX5JQoSZIkSZIkSZIkSdL4lG4UB0gp/QN4xeSUIkmSJEmSJEmSJEnSYM2ougBJkiRJkiRJkiRJkiaLjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNNbOqJ56z0ayqnrovK1atrrqEUmZE1RVoMqxOqeoSSrvu5lVVl1DKp5774KpL0CT47hsfX3UJpZ297KaqSyhlx3mbVl2CJsEZV95YdQmljRxyWtUllPLTDzyj6hJK2W7z9asuoVZ2mrdZ1SWUcvudd1VdQmlzNqnH9p/6s/Kuemwvv+ShW1ddQmmr6/GWqk8nXLKs6hJKuXt1ffZB/PeiP1VdQik3Hv2aqkuold0+8uuqSyjlV//zn1WXUMqKu++uugRNkp3vNbfqEkqpy7rivNluLzfVilX1+B3ccNZ6VZcwbXimuCRJkiRJkiRJkiSpsWwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhqrdKN4RCyIiNQ2LIuI30bErpNZpCRJkiRJkiRJkiRJ4zFzHI/5H+AyIIBtgH2A30bEk1NKfx1kcZIkSZIkSZIkSZIkTcR4GsV/lVL6x+g/EXE0cAXwUsBGcUmSJEmSJEmSJEnS0BjENcWvB+4CZg1gXpIkSZIkSZIkSZIkDcx4zhSfGxFbkrtPvxfwXiABPxhkYZIkSZIkSZIkSZIkTdR4GsVPbPv/NuAVKaU/D6AeSZIkSZIkSZIkSZIGZjyN4m8FLin+vnfx/zER8eyU0h8HVpkkSZIkSZIkSZIkSRM0nkbxP6eU/jH6T0QcS24k/zLw6PaJI2IuMLd9/LlLlzFnzjqjpWmpW05OO+9yNjMn0j26ZeVvF15pVqQW3bJy+Mnnssmmc6a8HmlYdcvKiWdeyqabrTNamra6ZeXvF13lOpjUoltWvnLCP9nYdTDpHt2ysvXrj2TGBptMeT3SsOqWlb9e4H4wqVW3rCy98jrmzF1ntKaxGROdQUrpduA04FER0WmtZQRY0j4cdshXJ/rUUpOM0CEnRx16cJU1ScNohA5ZOeKbi6qsSRpGI3TIyq+OOazKmqRhNEKHrHzn8EOqrEkaRiN0Wgf7hutgUpsROmTld987vMqapGE0Qoes3Hb2L6qsSRpGI3TIymL3g0ntRuiQlUMWfbnKmjSExnOmeCezitvZ5GuMtzoIWNz+gDe+7R1LBvTcUhMcRIecvP5N+5kTaW0H0SEre7357WZFWttBdMjK7q95o1mR1nYQHbLy6r3fZlaktR1Ep3Wwt7gOJrU5iA5ZedYr9zYr0toOokNWNnnY88yKtLaD6JCVBe4Hk9odRIesvO3t7zIrWsuEG8WLbgmeCCwDrmm/P6W0HFjePv7K5Ssn+tRSY3TLyXlXtR9jIk1v3bJyyTV3THkt0jDrlpUf/OPKKa9FGmbdsnLG0punvBZpmHXLyr+uXTHltUjDrFtWvnX6ZVNeizTMumVlmzcfN+W1SMOsW1YuWuZ+MKlVt6wsv+PuKa9Fw208jeK7R8TDir+3AfYB5gH7ppTSwCqTJEmSJEmSJEmSJGmCxtMo/qmWv+8AzgJenVL67mBKkiRJkiRJkiRJkiRpMEo3iqeUFtOhT35JkiRJkiRJkiRJkobVjKoLkCRJkiRJkiRJkiRpstgoLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxbBSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1FiRUqrkiW+9s6In7tNtd95VdQmlrD+zHsc3bL7xelF1DXVy4+131yInAKvuXl11CaVE1OMruNXsmfUodEjccufq2mTltjvvrrqEUjZef72qSyhlsw1nmJU+1GX9C+qzXKkL18H6c9VNK2uRlVnr1WMbAGBmTb6CczeqSaFD4raV9Viu3HJHPbbrATaqyTrYnI1cB+tHXbKyuj6bVayqye6SeZu4XOnHTXfU6EtYA6vr8dMDuL3Sr7ps219/68qqSyilJruLAbjvvA1qVG31VtyFWRmgLWavX3UJpW04k45Zqc9eFEmSJEmSJEmSJEmS+mSjuCRJkiRJkiRJkiSpsWwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYM8tOGBGp5KQ7pJSWjq8cSZIkSZIkSZIkSZIGp3SjOPC6tv9HgO2Bd7eNv3YiBUmSJEmSJEmSJEmSNCilG8VTSke3/h8RLwW2bB8vSZIkSZIkSZIkSdKw8JrikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYNopLkiRJkiRJkiRJkhrLRnFJkiRJkiRJkiRJUmPNnOwniIi5wNz28f+++gbmzl1ntDQtdcvJkiuuY445ke7RLSuXXX29yxSphetfUjndsnLe0mWug0ktumXl8mUuV6RWZkUqp1tWll7ptr3Uym17qZxuWbnq2hvNitYyFWeKjwBL2oevffWgKXhqqTZG6JCTQw7+cpU1ScNohI7LFLMitRnB9S+pjBE6ZOXQQ75aZU3SMBqhQ1YOdrkitRvBrEhljNBpP9git+2lNiO4bS+VMUKHrCz6ykEVlqRhFCml8T0w4ifAI1NK83tMN5fORzMtqcMRGrfdeVfVJZSy/sx69IS/+cbrRdU1DKMxzhRfUpezlFbdvbrqEkqJqMdXcKvZM+tR6BQb40zxWixTAG678+6qSyhl4/XXq7qEUjbbcIZZ6aDu619Qn+VKXbgO1tkYZ4rXYh1s1nr12AYAmFmTr+DcjWpS6BQb4+zXWixXbrmjHtv1ABvVZB1szkaug3VS96ysXj2+fYRVWHV3PWqdt4nLlU7GOFO8Flmpi9Xj3O9fBbdXOqv7tv31t66suoRSarK7GID7ztugRtVOnTHOFDcrA7TF7PWrLqG0DWfSMSuT3n16Smk5sLx9/K131mehLE22bjm58fZ6NJ5JU6VbVm6508YzqZXrX1I53bJy1U312CCVpkq3rNy20uWK1MqsSOV0y8pNd7htL7Vy214qp1tWVtTn2FhNkfqcWiBJkiRJkiRJkiRJUp9sFJckSZIkSZIkSZIkNda4u09PKe05wDokSZIkSZIkSZIkSRo4zxSXJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGstGcUmSJEmSJEmSJElSY9koLkmSJEmSJEmSJElqLBvFJUmSJEmSJEmSJEmNZaO4JEmSJEmSJEmSJKmxIqVUdQ0DERFzgRHgoJTS8kqLGYN1qmp1+WytU1Wry2drnapSnT7XutRalzrVnzp9rnWptS51qj91+lzrUmtd6lR/6vK51qVOqFetKq8un2td6oR61ary6vK51qVOqFetKq8un6t1jvGcDWoUnw8sAXZIKS2ttprurFNVq8tna52qWl0+W+tUler0udal1rrUqf7U6XOtS611qVP9qdPnWpda61Kn+lOXz7UudUK9alV5dflc61In1KtWlVeXz7UudUK9alV5dflcrbM7u0+XJEmSJEmSJEmSJDWWjeKSJEmSJEmSJEmSpMayUVySJEmSJEmSJEmS1Fg2ikuSJEmSJEmSJEmSGqtJjeLLgY8Vt8NsOdapai2nHp/tcqxT1VpOPT7b5VinqrOc+nyuy6lHrcupR53qz3Lq87kupx61Lqcedao/y6nP57qcetS6nHrUqf4spx6f63LqUSfUq1aVt5x6fK7LqUedUK9aVd5y6vG5LqcedUK9alV5y6nH57oc6+woUkpT9VySJEmSJEmSJEmSJE2pJp0pLkmSJEmSJEmSJEnSWmwUlyRJkiRJkiRJkiQ1lo3ikiRJkiRJkiRJkqTGslFckiRJkiRJkiRJktRYtWoUj4j3R8SDq65DGnZmRSrHrEjlmBWpHLMilWNWpHLMilSOWZHKMStSOWaluWrVKA58BnjU6D8RMS8ibo6Ip1ZY04RFxH3q8BoiYtOIuG/VdagUs1Ihs1IrjctKXXICZqVmzEqFzEqtmJUKmZVaMSsVMSe1Y1YqYlZqx6xUxKzUjlmpiFmpHbNSkcnOSt0axdsFMBuYWXUhE/R64MSqiyjhncCSqovQuJiVqWVW6qsJWalLTsCs1JlZmVpmpb7MytQyK/VlVqaOOak3szJ1zEq9mZWpY1bqzaxMHbNSb2Zl6kxqVureKC5JkiRJkiRJkiRJUld1PqphqEXE4X1M/ohJK6SHiPhIH5PvOmmFaNoyK1JvdckJmBVVy6xI5ZgVqZy6ZMWcqGpmRSrHrEjlmBWpHLPSvzo2it8nIh5e/D23uL1fRFzXaeKU0j+npKp1LQDuBFaUmHaDyS1lTAuBRO7+oYw0eaVowMzKYC3ErDRVHbKygHrkBMxKk5mVwVqIWWkqszJYCzErTWVWBmch5qTJzMrgLMSsNJlZGZyFmJUmMyuDsxCz0mRmZXAWMiRZiZTqk8OIWM26b0Z0GHfP+JTSepNeWKcnj1gKnJtS2r3EtB8CPlZFrRFxFfA34NUlJn8fsH9V76nKMyuDZ1aaqS5ZqUtOiuc3Kw1kVgbPrDSTWRk8s9JMZmWwzElzmZXBMivNZVYGy6w0l1kZLLPSXGZlsIYpK3U7U3yvqgvow5+BZ5SctsojE/4M7JJSuqnXhBFxxxTUo8EwK4NnVpqpLlmpS07ArDSVWRk8s9JMZmXwzEozmZXBMifNZVYGy6w0l1kZLLPSXGZlsMxKc5mVwRqarNSqUTyldGTVNfThRGCXiLhPSunfPaY9EzhqCmrq5C/ACyLivimly3pMeylw8hTUpAkyK5PCrDRQjbJSl5yAWWkkszIpzEoDmZVJYVYayKwMnDl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       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -1762,6 +1775,7 @@
    ],
    "source": [
     "# plot original clusters\n",
+    "feature_matrix = feature_matrix.abs()\n",
     "sort_order = {}\n",
     "for cre_line in cre_lines:\n",
     "    cre_ids = cluster_meta[cluster_meta.cre_line==cre_line].index.values\n",
@@ -1773,89 +1787,6 @@
     "                                )\n"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "cell_roi_id\n",
-       "1080920847    False\n",
-       "1080920606    False\n",
-       "1080920523    False\n",
-       "1080921127    False\n",
-       "1080920792    False\n",
-       "              ...  \n",
-       "1115289868    False\n",
-       "1115289339    False\n",
-       "1115289914    False\n",
-       "1115289909    False\n",
-       "1115289455    False\n",
-       "Name: passive, Length: 11763, dtype: object"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cells_table.passive"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## umap with cluster labels"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "module 'umap' has no attribute 'UMAP'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_20192\\3779767159.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mlabel_col\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_umap_for_clusters\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeature_matrix\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel_col\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabel_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbase_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_umap_for_clusters\u001b[1;34m(cluster_meta, feature_matrix, label_col, save_dir, folder)\u001b[0m\n\u001b[0;32m    516\u001b[0m         \u001b[1;31m# fit umap to dropouts for this cre line\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    517\u001b[0m         \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfeature_matrix_cre\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 518\u001b[1;33m         \u001b[0mfit\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mumap\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mUMAP\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    519\u001b[0m         \u001b[0mu\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    520\u001b[0m         \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcell_specimen_id\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlabel_col\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcell_specimen_id\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcre_csids\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mAttributeError\u001b[0m: module 'umap' has no attribute 'UMAP'"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x288 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# for column in ['project_code', 'binned_depth', 'targeted_structure', 'mouse_id']:\n",
-    "label_col = 'cluster_id'\n",
-    "\n",
-    "plotting.plot_umap_for_clusters(cluster_meta, feature_matrix, label_col=label_col, save_dir=base_dir, folder=folder)\n"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -1865,12 +1796,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 864x216 with 3 Axes>"
       ]
@@ -1887,7 +1818,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -2032,7 +1963,7 @@
        "[11763 rows x 4 columns]"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2050,7 +1981,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -2060,7 +1991,7 @@
      "traceback": [
       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_9096\\3444467344.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_average_dropout_heatmap_for_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature_matrix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msave_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_19240\\3444467344.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplotting\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot_average_dropout_heatmap_for_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature_matrix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msave_dir\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfolder\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
       "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_average_dropout_heatmap_for_cre_lines\u001b[1;34m(dropouts, cluster_meta, save_dir, folder, suffix, suptitle)\u001b[0m\n\u001b[0;32m    754\u001b[0m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    755\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcre_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_cre_lines\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 756\u001b[1;33m         \u001b[0mmean_dropouts\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdropouts_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdropouts_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'experience_level'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mprocessing\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_features_for_clustering\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    757\u001b[0m         \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mheatmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmean_dropouts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Blues'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcbar_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'shrink'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0.7\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'label'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'coding score'\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    758\u001b[0m         \u001b[0max\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_cell_type_for_cre_line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcre_line\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcluster_meta\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
       "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mgroupby\u001b[1;34m(self, by, axis, level, as_index, sort, group_keys, squeeze, observed, dropna)\u001b[0m\n\u001b[0;32m   7639\u001b[0m             \u001b[0msqueeze\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msqueeze\u001b[0m\u001b[1;33m,\u001b[0m  \u001b[1;31m# type: ignore[arg-type]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   7640\u001b[0m             \u001b[0mobserved\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobserved\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 7641\u001b[1;33m             \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   7642\u001b[0m         )\n\u001b[0;32m   7643\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
       "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\groupby\\groupby.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, squeeze, observed, mutated, dropna)\u001b[0m\n\u001b[0;32m    895\u001b[0m                 \u001b[0mobserved\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobserved\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    896\u001b[0m                 \u001b[0mmutated\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmutated\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 897\u001b[1;33m                 \u001b[0mdropna\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    898\u001b[0m             )\n\u001b[0;32m    899\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
@@ -2085,13 +2016,6 @@
     "plotting.plot_average_dropout_heatmap_for_cre_lines(feature_matrix.stack(), cluster_meta, save_dir=save_dir, folder=folder)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2108,418 +2032,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "49 cells in cluster 2\n",
-      "selecting a random subset of 49\n",
-      "41 cells in cluster 3\n",
-      "selecting a random subset of 41\n",
-      "22 cells in cluster 9\n",
-      "selecting a random subset of 22\n",
-      "19 cells in cluster 11\n",
-      "selecting a random subset of 19\n",
-      "40 cells in cluster 5\n",
-      "selecting a random subset of 40\n",
-      "71 cells in cluster 1\n",
-      "selecting a random subset of 71\n",
-      "40 cells in cluster 4\n",
-      "selecting a random subset of 40\n",
-      "23 cells in cluster 8\n",
-      "selecting a random subset of 23\n",
-      "36 cells in cluster 7\n",
-      "selecting a random subset of 36\n",
-      "38 cells in cluster 6\n",
-      "selecting a random subset of 38\n",
-      "20 cells in cluster 10\n",
-      "selecting a random subset of 20\n",
-      "16 cells in cluster 12\n",
-      "selecting a random subset of 16\n",
-      "104 cells in cluster 1\n",
-      "selecting a random subset of 100\n",
-      "26 cells in cluster 3\n",
-      "selecting a random subset of 26\n",
-      "14 cells in cluster 5\n",
-      "selecting a random subset of 14\n",
-      "22 cells in cluster 4\n",
-      "selecting a random subset of 22\n",
-      "33 cells in cluster 2\n",
-      "selecting a random subset of 33\n",
-      "513 cells in cluster 3\n",
-      "selecting a random subset of 100\n",
-      "816 cells in cluster 1\n",
-      "selecting a random subset of 100\n",
-      "585 cells in cluster 2\n",
-      "selecting a random subset of 100\n",
-      "224 cells in cluster 7\n",
-      "selecting a random subset of 100\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\users\\marinag\\documents\\code\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py:1130: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
-      "  ax = ax.ravel()\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "228 cells in cluster 5\n",
-      "selecting a random subset of 100\n",
-      "359 cells in cluster 4\n",
-      "selecting a random subset of 100\n",
-      "202 cells in cluster 8\n",
-      "selecting a random subset of 100\n",
-      "148 cells in cluster 9\n",
-      "selecting a random subset of 100\n",
-      "227 cells in cluster 6\n",
-      "selecting a random subset of 100\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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xuB7YtWnaEcBpwJjG8QGWAc7P+ZgA3AAs24vjfj4wMadxNrBUnr4icFnO87+BtxXW2S2v8xDw1SUxHgAB3wEeyPO+0OqzAtYCrsvL3gN8sat85XljSd+be4C/dZVWyXE4ELiwadrKwNPAiBwvW+TpB+d4uCt/nnv34rhX7f8GLFxGzACOyPPGAY8X5u3RHzExgLFxLi3KPGBL4FUWLkOPy+nfx8JlwnDgzBxn9wMfLHyuTxe2cUhXaZUch3OBzzRNez9wZX4/M78OyelMyPFxC7BOnjeZwnmtO8c6T/9NIe+TgTvz9DHA7MK8MwZbHABfKUybkGPhdXneF/O0e8jfjzx9Y1J94e6cj+UL896R592T5zfqHt8BHqNwvqo4DmOBG5umDQOmAavn/dg3T38fqV4yPu/rZ7o6ziXbW4lUfs0ETqlY5vKmz2UcHVBG0LqOWfpdKsw/kkI9syotWpTFJWkeyGKeP4rxU7GNqjpyq+/J5LytO4Fba4iF/fJn/Vpj//P0nYHbct5uA3YszOtpva9VHWo0cAnpnHAfsFWefnyedlded3TTvryR9L07sjCt9Nql5DiMY2CvN75M+s7cRapjr52n13q9UREPA1E2KMfNQ/mYbFZIq6fXGqXnE1rEb8lxOJfFrD/08LiXxjapzlmMh9cKx+x60rVGY96qA1hG1Ha+oIsyHvh8Pi73AMflae8sLD8e2KewfGm9pOQ4HMjAXm+UtqO02n8GoC5RYzz0qIwAlms6TtOBE/O8HxemPwA831V50yllRJ8XIP7r9RdtO2Czpi/aceSGJeCrwA/y+68V3q8CPAsMLwTBzvn9ssAy+f25lFReSQXvIo2zwBvyF3Pp/P9FwIH5/aakC9zJLFzRXZXUKPAdyhuDvwxcULa9wjIbAP9pmvZ94Ov5/WRSQbwVqcAckaevDKzRi+M+hnTh+Yuy45OXeV0+xi2P5ZIWE/n/LYBfsnBj8MUsKFh3BH5ZOA7/ya8r5veNwv/f+TMR8Cdg9y7yu3Vh3d2Bm1sch88A5zRNuwnYloUbg48GTmiKpRG9OO575P0Q6ULis3n68cA38/sNgWvy+6HAw8CbSA1d44G3LGnxABxE+h4Myf+v2uqzIjWqbJbfL0c6ub6li3yNJlUA3ti0jcq0So7D8qQTfDGODwV+Xti/LYA18+eyQmFfe3My7jJWcww8yYKLu3GUlIH99TcAsXEu1eXjUOBa4EoWNLBtDfwzzxtKKqvH5nnfAo7N74ew4GL7QEoa0lqlVbLsrsB1TdN+DXw8v29U1D5ManhoxPqahc94Mq0bgxc51iXL/IgFFzFjWi07WOKgsL09gWvz+7eRKsPLkBpjrwbWy/NuAbbP7w8Gvp3fDyNVfBs3XVYChub37yaVFV01Bg8hNRqPKUzbjQVl9rnAvsBSwBPkG56ki7sNenHcRwHbkMqhshj+AKnu09wYPOjLCCrqmF19l0g3CP8CPMLCjcGV9ce8zEJlccn8xT5/dPU9oKKOXPU9yf9XLjtAsbARqc50PQs3Bm9KrluTvs+PF+b1tN5XWofK/59HvgFIqkc1Lnp3AYbl9z9opFVY71JSnfXI/H/ltUvJcRjo640dWPB9+Szwm5JlBvx6oyIeBqJs2CPHjUhle6Nu2ZtrjarzSWX8luRnsesPPTzuLWM7T397MUZp+n4OwpgYSw/LeNL36moWfD8b1xXLFI7v6qTGzGG0qJeUbGugrzdatqNU7P+4qmUHQTz0uIxoWv82YLuS6Z8Hzu5JWnnZQVlGeJiINhERfyd9YYr2JlWQyK/vbywOLCdJpC/Ts8A8SW8hBc1fc5ozI+KlxcjWMGBpScNIheYTOd07ImJyyT48FRG3AK80z5O0JvBe4KxWG4yIicDzkt5VmPwh0petaHVgekS8nNebHhFP5G1NlvQDSf/Of29usb3JEXEX6a5KlX2BPy3mseyx/o4JSUNJlfP/bdrGW0i9FiD1dto7v98V+GtEPBsRz5HuBO4maXXSXfgbI5VEvyjkqzS/EfGvnAakht01WxyKS4D3SRqR8z0GWIPU87doddLdUfI2JkbEy5LGSLpf0nmS7pJ0iaRlqjYWEVdGRqp4NvI2/7hExP3AGEmvJ919figi/hMRc0mxundJ0otlAMqIzwL/LyJey/Oeyq+ln1VETI2I2/P7F0l3et/QRb4+Avw2Ih5t2kartJqPwwzg76SL6YYDSA33RasCL5J6DTX2dRKApOslnSjpX5ImSHpn2bZa7X+TnYCHI+KRqnT6U83nj8+TLsifKmYJGEm6qB9BanSblucdDHwvb+O1iJje1e61SKvZ1cCGuUwif8/fA/yuabnVgamFWJ9S+IxbZ6b8WM+Xj+uHWDQe+12b1CM+zIJ93wi4KSJeioh5wN+AffK8DUjfY0jnkg/m97sAd0XE+Lz9ZyLi1fz+poiY2lUG8ud6MbB/YXJZGbEcqZ7zTF7v5VwHQdK5ks6Q9A9JD0h6X4vtzYqIG0g9+hYiaVnSjfBju8p3f2qT2OhOnhp+TKqbRA+TbVkW98X5oytVdeQmxe/JgCo77hFxXyP2m6bf0ahbk3p5jZQ0ojf1PirqUJKWJzU2/DzPmxsRz+f3V+WyA5rOv5LeT7pwv6cp26XXLiX7NtDXG9cVvi9VdYkBv96osWzYG/hFrm7fBIzOcdWba43S80lV/FbkZ7HrD5JmSvqRpNslXSNplaqdbxXbBbWUE+14vihoLuM/C3y/8P1sXFe8VDi+I1lwLmlVL1lIDdcble0oLfa/3y0pZURxRUnrkT6Xf5SkW/xedZlWwaAsI9wY3N5e37jwya+r5umnkAqzJ0jdz7+YA259UsXmt5LukHR8bvBr+E5uDPtx08lwK0njJf1J0lvz9h4Hfgg8CkwFXoiIqxZjX04kVexbNbo2XEgqbJH0buCZiHiwaZmrgLXyRdppkrZvmj8jIt5JOlYnLka+obzgrzqW/a0vY+Jw4PKSi+vxLLgw34dUqK9Eapx7rLDclDztDfl98/RW+S36FOnOX6mIeIbUKNsonA8g9ahovkg8GzhK0o2Sjs0ngoYNgDMj4h2kn9d8rmp7DZKWAj4O/DlPGk/q4UU+ma9NKpirjstA6Mt4WBfYX9KtuSxYj0WVfla5gX5T4OYu8rU+sGKuHN0m6RPdSKtMsYxYI6d7XdMy40mNhpMknSNpz6b5oyJia1IsnN1iW0VVsVpWRhyey4izJa3YzfT7Ur+fPyS9gVRGnFHccETcSPo8pua/v0TEfZJG50W+nStCFyvdUGn4oBbcsFmrVVplO5wbDX9LuqAH2It0F//FpkUvAvaUdGeulG3a8kj2zLbAtKZz1jr5mP5N0rZ9uK3uGKh6RKNivBvp5gCk3jfbSVopz9uD1OOzMW+v/H6/wvT1gZD0lxwjzTcru6tYRozI2760uEBEPEsavuERSRdK+qikYr14DLA96Ub2GZJG9iIf3yb1FC+76Bn0ZUS2SB2zFUl7kXrwjS+Z3VVaZWVxs744f/RayfcE0gX0Vfm8+Om+2lYf+yBwR2506U29r6oO9SbSz67PyXF1lqRRJds/mHz+zfOPIv3SZL5eXLvUdb3Rk7pEHdcbA1E2tLqm6Om1RtX5pKgYv4voo/rDKOD2iNiM1Mj4zbJtlZgf2032Z9F4OCdv++uS1M30+0K7nC+avyPrA9tKujnXsbZszJD0LkmN4aYOzQ1rreolZeq63qjSLtcb7VhGFH2YkrYCSWsD65B+0dhqG4sYrGWEG4OXTLuSxgFZgzS+1SlKd9aHkS5EjyT9zOBNpJ/eQvoJ/YZ5+utIlShI4+WuHREbk8aO/R1ALkz2Jn1h1gBGSfpYbzKr1KPmqYi4rZur/BrYN1+UlVbsI2ImaeyoT5Mqkb+RdGBhkQsLr1v1Jt8ASnd/3k76uWJD1bGsU49iIp/Q9iN95s2OBLaXdAfpQvhx0pjKZQVKtJjeJUk7kCrFXR3D+SdjqmPiTtL+HU/6XG6RtFGe/VhE/DO//xXpJ71dOQ34e0Q07ip+n9SQeSepN+QdtD4udepNGTECmBMRWwA/o6nCUvVZKfV8u5Q0ftWMLvI1jPS9fW/O49clrd+LtP4AbJP36UPAJfkkPV/+fzdST5sHgB9LGldY5MK83N+B5bWgobJUi/0fTqoQXFyYfDqpcX0T0gXpj1qlPcD68vxxInBU87FX6h21EQtuluwoabu8jTWBf+aK0I2kC3dIY4yNyTdsrib3OGiRVpXulBVTSDeIjibdoLxG0k4t0uyJ5rv0U0nDomxKHiopH++69WUcNOxJ+myfhdTbkPTTtr+SbqqNJ5WZkCq2h0m6jdRDd26ePoxUPn80v+7Tm88m965ZVtIGpOFdboqS3t8RcQipp82/8z4Xy72LIvVef5DUA3HDnuRB0ibAmyPispLZnVJGlNYxq+SL82OAb5TMbplWRVlcpi/OH4tjoe9J9l+5TNyd9L1oVcYNuNwo8wPSsF3Qu3pPVR1qGOknyKfncnIW6WfHxe0fk5c9P0/6FvDjfC1QXK6n1y4Dfr2R87MFqa5anL4kXG/0ZdnQ02uKVjFXdT5JG1o0fqssbv3hNdLzA6Cb1xolsd2Y/i7gpYiYUJj80Yh4O+lYb0vqsFK3ATtfVJTxw0g/7383aVz2ixoNYBFxc0S8NW/naEkju6iXlBnw640qS8j1Rp1lRFHVjeEDWPgz7Om5bNCVEW4Mbm/TtKAremO8G0hje/42kodI42NtSLqbcUekn6vPIxWim8H8n2FHviN6Dumn7UTEjEZlKiKuBJaStDKp2/ukiHg6Il4h3QnZupf78V/AXpImkypeO0r6VdXCEfEYaayu7Ul3ci+qWO7ViLg+Ir5J6uX6weLsivc99SHgsnwMGtstPZYDpK9iYlPgzcBD+XNZRtJDABHxRER8IFfKj8nTXshpFe+erkm68zeFhX+60JjeKr9Iegdp2JC9I/X+beV3wE6SNiONBXd72UKRfnby24j4HKmQ3aMxq3nRVhuT9E3SWEdfLqQ9IyIOiohNgE/k+ZOoPi4Doc/KiDyv0VPpMtJY2uS0Sz8rpd7TlwLnR8Rvu5GvKcCfI/2sejrp51cbd5HWIiJiNqkStw8teoLl/f93RHwvL1dVRpT9P18Xsbo76S7v/KELImJaLp9eIzWsD2QZ0dDv5w/SBe2vcxmyL3Ca0k939yE1vs3M55c/kSrqz5B6SDYaxy4ubOOZWNBj52eki29apFXln8DqkjYmnbOuLFso0pAAf4qIrwDfZcFP3HpN6WfJH2BBRa+xncYwBLeRxpVbvzyFfjEQcdCwyHcxIn4eEZtFxHaknws+mKffHxG7RMTmeZ2H8ypTSA+WnB7pJ4RXsqCM6qlf5zy17C0aEXdHxI9JDxvqVRlRYStg8/z9uAFYX9L1eZsdUUa0qGNWWZfUkDc+H7c1gdslrdaNtBYpi8v00fljcZR9TxrDsD1FKh/riIdSSsO8XQZ8IiKK39Me1fu6qENNiYjGr4EuofCdl/RJ0oMePxoxv5fXu4DjcowcAXxN0uH08NolBvh6Q9J7SPXqvWLRHqrtdL0xEOeNVtcUPbrWaHE+qYrfKn1df+gqHspiu6GsnHg8v75IGod+Sbz+XJzzRVkZP6Ww/X+TGtsWOsdEagCeRRovuLJeUqaPzheLW5doaKfrjXYsI8j52Zg0JEVZJ8Tmz7Cn1/CDroxwY3B7u5z0hEPy6+/z+0dJPVlQ+ontBqReK7eQ7ro3xh/ZkfSwJgpfWJECckL+f7XGHTSln20NIV2wPwq8W9Iyef5OpHE8eywijo6INSNiDClwr42IrnoZX0gaM+7hSHdYFiJpAy38M/ZNSA8aadi/8Hpjb/KdLTIWS9WxHCB9EhMR8ceIWC0ixuTP5aWIeHNef2Ut+Kns0SzoKfUXYBdJK+beF7uQfrI9FXhR0rvzMflEIV+l+ZX0RlIl/eMR8UBXO50rB9fnvJSeiCX9V85X4+7pW1gQE2+U1Oix8WEWHW+4mM4hpDubH84n18b00TldgENIvYZnkI7xepLWyfMPyPs9EPqsjCCdmHfM77cn3d2u/KzyZ/1z0pO3T+hmvn5P+jnXMKUeYO8C7usirSoXkhrrX9SCxuUAACAASURBVE8aS2khktbINw8aSssISduQfkr6QtlGuhGrlWVEtg8DW0Y09Pv5IyLWKZQhlwCfi4jf5W1snz/npUjxdF+uyFxBekgIOR8LbSPbiwXnm9K0qnY6b+MiUs/iKyOibBzXzZR+HUEu697BwrHRW+8B7i+esyStovxTOElvAtYjHe+B0u9xkKetQPpsGuk3pq+aX99Iaii/sGn6EOD/WDDUyF+Ad+S6x7Cc5r30zoXAx/I+LFImS1pW0tjCpOYyYj9JQyStS+rFssiYqq1ExOkRsUb+fmwDPBARY/O2O6KMaFHHLBWpYX7VQrkyhfRw0Se7kVZPxs5b3PNHr5R9TySNkrRc4z2pblVHPCxCqQfbH4GjY8Gvq+hlva+0DhURTwKPKfXih4XPC7uReontFYXxJSNi20KMnAh8NyJOoXfXLgNyvaH0U+Gf5n15qmSRdrreGIjzxuXAJ5S8m1QPm0ovrjWqzidV8VulD+oPQ0g3xiE9I6PVtUZpbBfS3Y/C+NW5DrRyfr8UqYFoibv+zMv19nxRVsbPv3ZR+qXhcGB6viYblqevnfM1Of9fWi9pYUCuN7qhna432q6MKOSttC6QzzErsnA53VVaCxmUZUT049MH/dejJwZeSOre/wqp8vsp0lO0ryHdsboGeF1edg3SGFZ35w/5Y4V0diY9iftu0tMZG09wvLaw/K+AZfP0w0mD6o8nFXBbF9L6FnB/XueXLHhS5xdyHueR7p6claevlqfPAJ7P75dv2s+xdPGk0LzcKvlYHNo0fTLpjt/mwL9IBcldpMaalQvLfJM05ugtpJ9pVm1ny5zPWaQTzj2FeWNIQyQMaVqn9FguaTHRtK2Zhff75vQfIPWGHFGYdzDwUP47qDB9i7zdh0njBSlPr8rvWcBzpJ+S3Anc2o3jsQ/pDtqGTZ/RhPz+E4X9vIf0pFPlZe4lVQ7vIvU+XabFdubl/Wjk7Rt5+lZ5P+7P8bZiYZ098vF6GDhmSYwHoFFpvpt0oty41WdFatyInFZj3h6tPvc87yv585hAGg6iZVotjscw0k82v980/focj2uTvqv35/T+CqxbWOZ7pDJkAvDOFtupjFXSw2meIT9BuDD9l/k43kWqzKzeHzExgLHRZZlH4WnApKcd/5R0EX4vcEJhubVJPcLvyvl6Y57+PRaci64jf89bpdXieGya42m3snKO9HO+2/L+TCDdZBqZ500mn0u6e6ybjkHzOeuDhf26HdhzMMYB6ed+vy7J0z/y5zYe2Kkw/YukMvMB0s/HVZj3sXzMJgDHFaYfl/frtfw6rhvHZHxzvhqxSvo58ZWkRt47ST0+tigs8+Oc/weA93WxncmkHkYzc97e0jR/DAs/ibsjygha1zErv0tNx3XlbqRVWha3OB6Lc/44l5InnxfSKK0jV31PSDcaxue/e+inOkQXsbBPfv8yaezLv+Rl/49UP76z8LdqntfTel+rOtQmwK05tn7XmEeqaz5W2PYZJfszDjiy8H/ptUuL4zFQ1xtX52Pb2JfLm8qHWq43KuJhIMoGAafm+LmbXPbmeT291ig9n9Aiflscj8WpP8wkjRN/W97vVVpspzK2SdfKNzUtPyqnexepnDgJGDqAZUTd54uq+vbwnMYEUh1rxzz94zmtO/P09xfWKa2XtDgeA3W9UdmO0mL/+70uUWM89LiMyPP+Q6GtoDB9XPNn2FVanVBGNApLs0FD6WdjW0TXT6m3DqD0QLI/RMTbas6KtQmln2ofGRG31p0XM2s/ks4lnTcuqTsvZtaefL1hRZJmRsSydefD2oevN6yoHcsIDxNhZmZmZmZmZmZm1gHcM9hqI+ky0oNCio6KiMqxWhZjW8eQxlYpujgivtPX27LekdT4yUmznaLrB8z1ZnsDFn/WO5JOJT2AsuikiDinH7Z1EOmnhkX/jIjD+npbtvgk3QyMaJr88Yi4uw/SHtCyyHpvIM/tknYlPYW8aFJE7NPX27LF19/nD9chlhy+3rCi/qw/lGxrwOqx1nu+3rCiTioj3BhsZmZmZmZmZmZm1gE8TISZmZmZmZmZmZlZBxhWdwastTnzcNftNjRyGKpjuzNfbo+u/MOG1rL7bauueAC46eHna4+JTdYeXXcW2k5dMTFrbnuUEUOHuIwoqrOMuOLuabXHxM4bvb7uLLSdumLC9cr2VGcZ8eC02bXHxForLV13FgB4dubcurMw3xqjh9cSE/dNnVV7PACss8qourPQVuosI56ZNa/2mBg1ws1WzVyPsKLexIN7BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUANwabmZmZmZmZmZmZdQA3BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUANwb3E0ljJYWklevOi5mZmZmZmZmZmZkbgzNJ10s6pe58mJmZmZmZmZmZmfUHNwabmZmZmZmZmZmZdQA3BgOSzgW2Bw7LQzuEpHUl/VzSJEmzJT0o6X8lDSms93ZJ10iaIelFSeMl7VCxjRGSLpN0u6RVB2jXzMzMzMzMzMzMzAAYVncG2sQXgfWB+4Gv5WnPAY8DHwKeBt4JnAk8A/w8L3MBMD7Pmwe8HZjTnLik5YHfkxrfx0bEjP7aETMzMzMzMzMzM7MybgwGIuIFSXOBlyLiycKsbxTeT5a0GfBhFjQGrw38MCLuz/8/VJL8KsCvyA3LEbFIYzGApNHA6ObpU59+jtGjF5lsg1xVPDz25LOOhw5VFRNX3T6Z5ZZfoYYcWZ2q4mHKNJcRnaoqJi64YSLLuozoOK5XWrOqmLh14hMsv4JjotNUxcNN901xPHSoqph4eMrTrODzRsdxPWLw8zARLUg6VNKtkp6WNBP4EvDGwiInAGdJulbSMZI2LEnmKmAK8IGqhuDsCGBS898pJ5/YJ/tiS5zSeDjtJ46HDlYaE7855/RaM2W1KY2HU11GdLLSmLj8V2fWmimrjeuV1qw0Js4908/P7lCl8fCLn51aa6asVqUxccapJ9eaKauN6xGDnCKi7jy0BUnXAxMi4vD8//7AecCRwL+AGcBhwD4RMaaw3nrA7sCuwM7AoRFxtqSxwHXAGaShJt4TEXe02H7VnZdJvvPSfkYOQ/2ZfouewW0RD8OG9uvuL3H6Ox6gZc/gSXX3DN5k7fpjst3UVUZMmdYeZcTQIS4jiuosIy64YeKkunsG77zR62vdfjuqq4xwvbI91VlG3DrxiUl19wRda6Wla91+w7Mz59adhfnWGD28ljLipvum1B4PAOusMqruLLSVOsuIh6c8PanunsGjRvgH7c1cj7Ci3sSDv1ULzAWGFv7fBrg5IubfLpe0bvNKEfEg8CBwsqTTgUOAswuLfB14Frha0k4RcWfZxiPieeD55ulz5vViT2yJVxUPM1/2zZtOVRUTNz28yCTrAFXxMGuuy4hOVRUTV9w9rYbcWN1cr7RmVTHx4LTZNeTG6lYVD/dNnVVDbqwdVMXEM7N84uhErkcMfm4MXmAy8E5JY4CZpPF/D5S0e35/ALA96cFySFoa+CFwcV739eQG5OaEI+IYSWJBg/D4ft4XMzMzMzMzMzMzs4V4zOAFfkjqHXwv8DTwJ+Ai4ALgFmAM8KPC8q8CK5KGkpgIXAbcCHy5LPGI+BrwM+AaSRv3yx6YmZmZmZmZmZmZVXDP4CwiHgC2apr8qfxX9P/y8nOBj7RI73pYeNyOiDgaOHpx82pmZmZmZmZmZmbWU+4ZbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gGG1Z0BM+u+YUNVdxaszbx9rRXqzoK1kaFDXEYURdSdg/rtvNHr685C23hk+kt1Z2G+DVZbppbtzp77ai3bbbb08KF1Z8Gy1UaPqDsLbWPuvNfqzkLt3rDi0nVnwdrMqBFuMmp4ZubcurMw3xtGD69lu3NeaY96xMilXI9YXO4ZbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB+qUxWNL1kk5ZjPXHSgpJK/dlvkq2c6Ckmf25jcK2xkmaMBDbMjMzMzMzMzMzM2vW6T2DfwO8qe5MmJmZmZmZmZmZmfW3YXVnoE4RMRuYvThpSBoeEXP7KEtmZmZmZmZmZmZm/aI/ewYPk3SSpOfy3/GShkBqQJX0A0lTJM2SdIukXUvS2FjSzZJeknSrpM0aMyStJOnCnMZsSfdIOqgw/zOSpklaqMFb0gWSfp/fLzJMRF7vIUlz8+t/N80PSYdJ+q2kWcB3JQ2V9HNJk3JeHpT0v439NTMzMzMzMzMzM6tbfzZWfjSnvxXwGeDTwBF53jnA9sBHgLcD5wFXSNq4KY3vAV8FNgOeAc6XpDxvJHA78D7grcBJwE8l7ZTnXwSMBt7TSEzSKGBv4FdlGZa0D3AKcCLwtpzmaZL2bFr0m8CVOe+n5v18HPgQsBFwDPA14CDMzMzMzMzMzMzM2kB/DhMxFfhCRARwv6T1gS/nXrkfBsZExKN52VMkvYfUaPy5Qhpfj4jrACT9P+AG4A3AlIh4HDi+sOyZknbMaV8TEc9JupLUKP3nvMw+wDzgioo8Hwn8MiIaD797QNLmwFFN6/wmIs5qWvcbhfeTcy/mDwM/r9iWmZmZmZmZmZmZ2YDpz8bgm3JDcMONwLeBbQAB9y7o5AvACODapjTuKrx/Ir+uCkyRNJTUa3h/UgPxCGA4cH1hnV8B50paJiJeIjUMXxIRcyryvBFwdtO0G4C9mqbd2ryipEOBQ4C1gaWBpYBHKrazCEmjST2ZFzL16ecYPXqRyTbIOR6sWVVMTJn2rGOiA7mMsGaOCSuqiodJj09nBcdDR6qKiUeffMZlRAeqiodHpjoeOpXrEVZUFQ+Tn3A9YrCoa0zbALYENin8bQQc3LTcK03rwII8Hwn8D6l38E45jd+RGoQb/kDqCby3pFVJQ0aUDhFRsp1W02YV/5G0P2loiXOBXXNeTmvKS1eOACY1/51y8ok9SMIGEceDNSuNiVN/4pjoUC4jrJljwopK4+H0U0+qNVNWq9KYOO0njokOVV5GnOJ46GCuR1iRy4hBTgt33u2jRKXrgdWBDRu9gyUdQxoCYgdgIrBjYwiIkvXHAtcBq0TE9DxtDCkAt4yIWyVdATwbEZ/M8wXcATwfEWMLaf0s5+UvwP8Ca0fEa3negcApEbFs/v+fwMSIOLiw/rnAuhGxbf4/gP0i4pLCMj8B3hER2xemXZ6njcn/jwP2jYi3Vexz1Z24Sb4T135GDkNdL9V7joclS3/HA7TsGVx7TAwd0u+7v8RxGdEe+qGK0ytLL1VfGeGYWOCR6S/VnYX5NlhtmVrKiEmPT5/UDj16lh4+tO4stJU66xGPPvlM7WXEUkPb45nbTz5f9ePRgTdm5ZG1lBGPTK0/HgCGD2uPmGgXdZYRrkcs8MzMuXVnYb43jB5eSxkx+Yn2qEeMXMr1iKLelBH9OUzEGsCJkk4jPWjtK8CxEfGApPNJwzf8D+khcK8DxgL/iYjfdjP9B4D9JW0DTAc+D6xDahAu+hVwdZ53QaMhuMLxwMWSbgOuAnYjDS3xgW7k5UBJuwMPAQeQHpD3XDf3hYh4Hni+efqced1NwQYTx4M1q4qJWXPbpLXLBpTLCGvmmLCiqnh47qVXa8iNtYOqmHjx5VaXRjZYVcXDjDmOh07leoQVVcXD87Ndjxgs+rMx+HxgKHAzaZiFnwM/zvMOAo4BjgPWBJ4F/k3qDdxdx5IaeP8EzCYN0XA+8Jam5f4OPJ6nH9AqwYj4naTPk4agOJE05u/nIqLqgXMNPyUNDXEBaTzkS4EfseiwF2ZmZmZmZmZmZma16JdhIqzvzJlXOoax1WwgfqpTxvHQnuqKB4BZc+svxD1MxKJcRrSH+r8dyUAME1HFMbFAJw0TUeW5l15ti3jwMBELq7Me8eLLr9UeEx4mYlH9PUxElRlz6o8H8DARzeosI1yPWKCThomo8vzs9qhHeJiIhfWmjHApa2ZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gGG1Z0Ba23uvNfqzgLDh/megVm7mjH7lbqzwIqjhtedBbNSUt05qN9/nppVdxZ406qj6s6CZU8+P6fuLACwjmOibbz08qt1Z4EVlmmPa40X2qBOtcDIWrY6dIhPnGZVVlrW1zwjlxpadxasj7THmdfMzMzMzMzMzMzM+pUbg83MzMzMzMzMzMw6gBuDzczMzMzMzMzMzDqAG4PNzMzMzMzMzMzMOoAbg83MzMzMzMzMzMw6wBLdGCxpnKQJfZTW9ZJO6Yu0zMzMzMzMzMzMzNrNsLozsJh+CPykj9L6APBKH6VlZmZmZmZmZmZm1laW6MbgiJgJzOyjtJ7ti3TMzMzMzMzMzMzM2tGADRMhaYSkEyVNkzRH0k2StsnzxkoKSbtLuk3SbEn/kLSmpO0ljZc0U9IfJK1USHOhYSIkvV3SNZJmSHoxr7dDnreUpJMlPSHpZUmPSfp+Yd2FhomQtKKk8yQ9l/NztaS3FuYfmPO0k6QJkmZJuk7SOoVl1pL0e0nPSnpJ0v2SDui/o2xmZmZmZmZmZmZWbiB7Bh8HfAg4GPgP8GXgz5LWKyzzLeAI4AXgAuA3wBzg08CrwMXAOODzFdu4ABgPvBOYB7w9rw/wBWAf4ABgMrAmsEGL/J6b5+8NPAd8J+d3/YiYnZcZARyd92kOcB5wBrBrnn8aMBLYAZjRxfbMzMzMzMzMzMzM+s2ANAZLGgV8FjgkIv6Ypx0K7AgcBlydF/16RPwjzz+DNB7w5hFxe552HrBvi02tDfwwIu7P/z/UNO8B4B8REcCjwL8q8rsesBewfUT8PU/7eF7no8BZedFhwGERMTEv80PgHElDIuK1vM1LI2J8Xn5Si2M0GhjdPP2Rqc8wevQik22Qq4qHqU8/53joUFUxcd/kaazgmOg4LiOsWVVM3HjvFJZfwTHRaari4SbHQ8eqiomJjzzlekQHqoqHKdOedT2iQ7luaUWOh8FvoIaJWBdYCvhnY0JEvArcCLylsNxdhffT8uvdTdNWbbGdE4CzJF0r6RhJGxbmnQtsAjwg6VRJ75VUtf8bAa/l/DXy+0LOSzG/LzcagrMnSPvZ+HacBPyfpBslHStp8xZ5P4LUWLzQ3+mnnNRiFRvESuPhlJNPrDVTVqvSmPjZ6X31DE1bwriMsGalMfHLs06tNVNWm9J4+IXjoZOVxsSZp59ca6asNqXxcOpPXI/oYK5bWpHjYZBT6iTbzxuRNgbuBNaNiP8Upv8KWJrUA/g6YJWImJ7n7QtcHBEqLH8ocGxErJz/HwfsGxFvKyyzHrA7aaiGnYFDI+LsPG85YDdSj+T9SENK7BwRr0m6HpgQEYdL2hv4LTAyIl4ppH0DcHNE/I+kA4FTImLZwvyxJfuxJrAH8B7SkBPfi4hxJceoqmfwpLrvvAwfNmBDSy8xRg5DXS/Vey3uxNUeD7ao/o4HaNkzeFLdPXpWHDW81u23I5cRVlRnGXHjvVMm1d0T9E2rjqp1+w2PTH+p7izMt8Fqy9RSRtzUBvEAsE6bxES7qLOMmPjIU7XXI1ZYZqlat98wceqLdWdhvo3XWq6WMmLKtGfboh4xdEi/fyWWKHWWEa5btidfa1hRb+JhoMYMfgiYC2xDGi8YSUOBrUjj/PaZiHgQeBA4WdLpwCHA2Xnei6Rxhy+WdC5wE/Bm0vARRfeSek1vBTSGiVieNAbxOT3MzxTgTOBMSUcBXySNe9y83PPA883TZ8x5rSebs0GiKh7mzKshM9YWqmJi6gtza8iN1c1lhDWriol7n5hVQ26sblXxcJ/joWNVxcS0Ga+ULG2DXVU8zJrb/x3FrD25bmlFjofBb0AagyNiVm6Y/b6k6aQu5l8CXk96yNpiP1hN0tLAD0mNvZNz2tsAN+f5XwamknoovwJ8hPRQtykl+X1Q0u+Bn0r6NOlL8J28fLcbryWdBPyJ1Ni8PKlX8r292kEzMzMzMzMzMzOzxTBQPYMBjsqv55C6m98B7BYRUyUtdmMw8CqwInAesBrwDPAH4Mg8/0XgK8B6QOTt7x4RVb8ZPAg4EbgcGEka73i3iJjdgzwNIQ2BsVbe/jXA//RgfTMzMzMzMzMzM7M+MSBjBlvvzZjzWu0fkMcMXtRAjNtUZs48ao8HW1Rd8QAw9YX6f8/nMYMX5TLCiuosI+59YlbtMeExgxfV32MGV7mvDeIBPGZwszrLiGkzXqk9Jjxm8KL6e8zgKrPmtkfjgMcMXlidZYTrlu3J1xpW1Jt4cCufmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB1BE1J0Ha2HpTQ+v/QN67pZT6s4CAOt87tK6szDf1DM/qDq2u9z+59UeDwBPn//JurMAwIpbHl53FgCYfccptcQDwNJ7/7T2mHju0s/UnQUAdvjR3+vOwnw3HrVdLTGx9NZfqz0eAJ77+3frzgIAK76/Pc5fs/9weG1lxNpfuKL2mJh4wp51ZwGA4657qO4szPeNnd9cS0ys9t+X1B4PAJNP37fuLACw2TeuqjsLANz73V1qKyO2OPa62mPihq/uUHcWANjyW3+tOwvz3f3tnWuJiVH7nVN7PAA8c+FBdWcBgBW3+nLdWQBg9i0n1Het8Z7v1x4Tz/35q3VnAYC1D7247izMN+2s/eopI/ZtkzLi121SRizB7RHuGWxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAWptDJYUkvat+r9k+TF5mS0GJodmZmZmZmZmZmZmg8OwujPQQ48BqwPT686ImZmZmZmZmZmZ2ZJkiWoMjohXgSfrzoeZmZmZmZmZmZnZkqZfh4mQtJukf0h6TtKzkv4iaaPFSG+hYSIkjc3/7y7pNkmz8/bWlLS9pPGSZkr6g6SVCulsKekqSdMlzZB0g6Stmra1vqS/SZojaaKkPXJaBxaWeYOkX+f9e07SHyWtV5i/lqTf531/SdL9kg7o7f6bmZmZmZmZmZmZ9VZ/jxk8CjgReCcwFngBuELS8D7ezreAI4B3ASsCvwG+AXw6b/etwLjC8ssBvwS2zXm7E7hS0soAkoYAlwHzgHcDBwLfBEY0EpC0DHAdMAfYHtgKmApcnecBnAYsA+yQ83AE8Hzf7baZmZmZmZmZmZlZ9/TrMBERcWnxf0kHATNIDbA39OGmvh4R/8jbOAP4CbB5RNyep50HzH8wXURc25SvzwMfBHYDfgXsDGwA7BIRj+dlvgT8s7DaAYCAgyIi8jKfAZ4C3gdcBKwNXBoR4/M6k/pwn83MzMzMzMzMzMy6rb+HiVhX0gWSHpY0A5iWt/nGbqz7pzwsw0xJ93Sx+F2F99Py691N01YtpL2qpJ9KekDSC8CLeX4jXxsCTzQagrNbgNcK/28OrAO82MgnqefzisC6eZmTgP+TdKOkYyVt3mJ/R+dhMBb6i3kvd7HrNhhVxsPcWXVnzWpSGROvvFR31qwG1eeMOXVnzWpSFROvvTyz7qxZDarjwfWITlUVE/Nmu4zoRNXXGq5Xdqrqa43ZdWfNauAyYvDr72EirgBWAT5DGsJhU9LQC90ZJuIQYJP8t0cXy75SeB8AEdE8rbiv5wFbAl8Cts7bmFLIlxrptDCENLzEJk1/6wM/zXn4OanB+Jw8/V+SxlWkdwSp5/BCf/OeHl+xuA1ypfEw94Gras2U1aq8jHj4mlozZbUpj4ept9SaKatVaUzMuPPyWjNltSmNh5cm/LHWTFmtSmPiqRsvqTVTVpvSeHjlQV9rdLDyuuVj/2y5kg1a5WXEQy4jBot+GyYiP7BtI+CwiLguT9usu9ts6pXb17YBvhARf8z5ej2wemH+fcAbJK0REU/kaVuwcIPy7cCHgekRUTkOcERMAc4EzpR0FPBFFh6/uOFE4NzmicNW2dhDS3Sm0ngYvv4ujofOVV5GrLuTY6IzlcfD6ls6HjpXaUwsv8lejonOVBoPy7ztvY6HzlUaE6tuta9jojOVxsNS6/lao4OV1y3X+i/HRGcqLyPe7DJisOjPnsHPAdOB/5b0ZknbA2eQegbX7QHgY5LeImlL4NfA3ML8vwITgfMkbSzp3cAJpLw3egyfTxp+4veStpe0jqTtJP1I0noAkk6StJukN0nahDQm8b1lGYqI5yNicvOfho0oW9wGucp4GD6q7qxZTSpjYqllul7ZBp3qc8bIurNmNamKiSEjlq07a1aD6nhwPaJTVcXEsKVdRnSi6msN1ys7VfW1xtJ1Z81q4DJi8Ou3xuCIeA3YH3gHMAE4Ffg60A6D4B4MLAvcRmoIPhuY3JiZ874PMAL4N2lYie+QGoLn5GVeArYD/gNcDNyfl1uR1BAO6fj+hNQA/FdS4/En+3PHzMzMzMzMzMzMzMr02zARABFxLfC2psnLFuaraXnRQkRMJo3n2/j/+uL/edolJdPOIPVKbvw/njSGcdEvm9Z5gNTYC4CkjYGlgIcKy0wDDmqR38+32h8zMzMzMzMzMzOzgdKvjcFLMkn7ALOAB4ExpGEixpPGCjYzMzMzMzMzMzNborgxuNpywA+AtUjDPlwPfCki8FoRggAAIABJREFUotVKZmZmZmZmZmZmZu3IjcEVIuIXwC/qzoeZmZmZmZmZmZlZX+i3B8iZmZmZmZmZmZmZWftwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB1BE1J0H60eSRgNHACdGxPPOR3vkoy7tsv/OR/tol2PgfLSHdtl/56N9tMsxcD7aQ7vsv/PRPtrlGDgf7aFd9t/5aB/tcgycj/bQLvvvfLgxeNCTNAaYBKwTEZOdj/bIR13aZf+dj/bRLsfA+WgP7bL/zkf7aJdj4Hy0h3bZf+ejfbTLMXA+2kO77L/z0T7a5Rg4H+2hXfbf+fAwEWZmZmZmZmZmZmYdwY3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3Bg9/zwLfyq/PRPvmoS7vsv/PRPtrlGDgf7aFd9t/5aB/tcgycj/bQLvvvfLSPdjkGzkd7aJf9dz7aR7scA+ejPbTL/nd8PhQRA71NMzMzMzMzMzMzMxtg7hlsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYB/j97dx4mR1Xvf/z9SQIJIUACAQRBwiIgoqyyiRBBEbgqoogoIotcxe2K/PAqohK3q4gLKiIqqwiIbIIKyiIRZJUtIUAIgQQJYd8DCRDy/f1xTmdqOlU9k2RmqpP+vJ6nn+k5VV11qupb51SdPnXajcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZp0gIvxqgxdwKvA4MKmQ9mHgLmAesHUh/d3ArcCd+e8uhWlb5fSpwM8B5fSVgSuA+/LfUTl9FHARMBG4Gdi0KV+DgduBvxTSrgXuyK+ZwJ9y+l55OXcAtwA75vTNgRvytkwEPtJiP4wDvt+UtjlwT34/HRid3x9dWOYdwLaLsN+PAO7Oy7gKWCenv7OwjXcAc4AP5GmnA9MK0zYfwJioOo4rAX8GJuR9cnDhM28ALgfuyds6JqcL+B4wJU/7n5y+f94fE4Hrgc1a5alw3B4u7JM9C8sq7sd5jf0FfCSv4y7ghy32w1jghqa0IcBjwBr5eOyT09+b43VC3tZPL8J+Lz2/gBWatuVJ4Pg87SDgicK0Q5fQmCiN7aplAevkfXRHTj+sp31VyMM+QNC9bDuKVHbdC7ynxX4Y3zwdOBw4ERjT2D/AcOCsfCwnAf8CRizCfj8r52lSPgbLLOq5soTFQ1UZsTGpTH8ZOLKnPOX0cwvxMB24o6fjDuye06YCX22xH8bhemMg4qF0G4AvF9ImAa8BK+dpX8xpdwGH9xQPtL6++R7wEDCrh/0wloGtM1YBrgZmASdUzHNJ03EZR0mduRTFhEjXoFNJ58mWhWX9DXiWwnVlTl8XuCnn61xg2Zy+E3AbMLdx3AqfOTDPfx9wYIv9cHrzsQU+AFya38/KfwflfE/KMfhvYN1F2O/HAZPztl8EjMzpra6JxpPKu8a01ZbQmOjLemNz4Ea67iu2yemlZQ4wjHQv08jvt1rsh3G43qiKh3a9/9yVVBbcQbqe26CnMiJPX5FU3paWz21WRmxTON4TgL0Ln+nVNdEAxMdA1CFjgecK6d8sLGskcH7ef/cA2xfO6bJ70dJ9CqxNqrvvyfn9Yov9cBBwTlPaaNK931BS+b11Tj8kx8bEHCd7LcJ+b3VdNT0v/w7gliU9BgrTf0Hh+o50j3lV3o/jgbUK036Yl38P3cub0rYF4KeF/TkFeDanV5a/JfthHEthndHvhYhfvT7gOwFbNp1obwI2KhYwOX0LYM38flPg4cK0m4HtSRdjlwF75PQfkisO4KvAsfn9ccAx+f3GwFUlgXg2TRfthekXAJ/I70cUTsa3ApPz+w2BN+b3awKPkCu9kuVtBDzQlPYD4Bv5/XRS4bs96aJyaE4f3dgnC7nf3wkMz+8/A5xbMs/KwNOF+U6n5GJjgGKi6jh+rfB+1Zzfxo3UeODdhWPU2I6Dgd8Bg/L/q+W/O9BVqO8B3NQqTzl9HE0X9yXb85bGsSXdPP8HWDX/fwawa8XnBpEaAMYU0nZvxGrjeADLkL6cWCunDwU2WoT9Xnl+Nc13K7BTfn8QLS4yl6CYKI3tqmXl19DCcqZTch4W91X+fwXgGtJNXuPiaRPSxcNQUqPA/cDgiv3waeC0prQbgXfQvTH4KOAnhXk2auR3Iff7nqQyVcA5wGcW9VxZwuKhqoxYDXgb6Ya/+aa+x+0Gfky+sK867vl1P7BejrMJwCYVy3O9MTDx0OM2AO8D/pHfb0q6iRlOaoy9knwt0CIeWl3fbEdqzO2pMXig64zlgR2BwyipB4APkq6jmhuDW9aZS3JMkMrMy0hl5nZ0Lxt3zXHS3Bj8R2C//P4kusrZMaRryt8V10U6xx7If0fl96Mq9sN7gKub0v4AHJDfNxp6PkpqZGiUeWtVLbOH/b4bMCS/P7axX5vmmX9NVNjHWy/sutowJvqs3iA1HDTuY/YExpdsT7HMEfkLX9L5fROwXcV+cL1RHQ9tef9JasR5U37/WeD0/H4MJWVE4XM/y8tq1RjcFmUEub7M79cgNcINYSGuiQYgPgaiDhlLddvDGeRON3lfNBrSx1FSr7bYp2uQv6gk3ZdMqdqnpC8UnmzkO6cdBpxS2L6tczzcD6xU2NaF/rKgad3zy7j8/3Ryo+NAvPo7BvL/WwNn0r0x+Dzyl7zALsCZ+f0OwHV03SvckOOlV20LwBeAU0vSu5W/JdOXyjrDw0S0iYi4hnQwi2n3RMS9JfPeHhEz8793AcMkDZW0BrBiRNwQKSJ+R/pWE1Kv3TPy+zMK6ZuQvm0gIiYDYyStDiBpLeC/gJPL8ixpBdLJ+af8+Vl5vZBujiKnT4mI+/L7maRCeNWK/XAv8KykbQvJ+5Iq5KI1gCcj4uX8uScb+0TSdEnHSro5vzYoW1f+3NUR8VL+90ZSId5sH+CywnwDoiwmqD6OAawgSaQC9mlgrqRNSBXgFXmZswrb8Rng2xExL097PP+9PiKeyfN02ycVeeqtj5Ia0iBdzEyJiCfy/1cCHyr7UM7feaRv+xr2KyyrYQVS5f5U/tzLjfNH0umSTpJ0raQpkt5blcmq86s4j6Q3km5srm21wX1tAGKictVly4qIVxrnIKkhZYE6pWJffYd0ITGnaTv+kI/bNFLPh20q8nM+8N7GcZE0hvRF07+a5luD1EuAvK33RsTLksZImizpDEkTJZ0vaXjlxkdcGhnphmetnN5f50qv1FhGPB4R/wZe7WWe5svr35eu87fquG8DTI2IByLiFVIdsFfFfnC9Qa3lQ1GxnH8TcGNEvBQRc4F/AnsXZ26Oh1blb0TcGBGP9JSBGuqMFyPiX3QvzxrbN4LUqPHdnvLdH2qMib2A3+Vi80ZgZL5GJSKuAl4ozpzXuQupbO+Wr4iYHhETSb0Ui94DXBERT+dy+ApSo3+ZK4GNG3nI5f27yNevBWsAjxTKvBmNMl7SLEk/lnSbpKsklV7H5s9dnmMeqsuI4rkyYJaweiNIjTCQepzNLJln/n7M8TYrpy+TX1HyGdcbXflaku4/S+OhRRmBpK2A1UlfLLTSFmVEob6E1NO9Eb+9vibqS21yXTGfpBVJjZOn5GW9EhHP9rANpfs0Ih6JiNvy+xdIvUxfX7GM50mdWN5XSC67rliNVL/Nyp+bla9tkTRe0vGSrpc0SVLVPU6zWuqKhv6OAUmDSV8O/W/TOuaXEaQe3I14D9JxXJZ077kM6cmv3rYtVO3PluXv0lpnuDF4yfch4PYccK8HZhSmzaCrUFu9cROV/66W0yeQeq2QC6V16Aq240kn5gKVa7Y36Zvc5xsJkvaWNBn4K+kxiW7yOpYlfWtW5RxSAYuk7YCnIjcmF1wOrJ1v0k6UtHPT9OcjYhvghLwdvfFJ0rfZzcoK++/lRqSfNjcU9rOq43gC6cZ7JunRkS/mC5UNSQXXhZJul3RcLnQB1gc+IukWSZflRrtmVfukzOfzPjlV0qiS6R+haz9OJV10jZE0hFSJrN1i2cWYGErqIXJBcYaIeJr0KO6Dks6RtL+kYhk3BtiZdIF5kqRhvdim4vlV9FHSN3TFm4wPFRoWW21LX+vLmIDy2K5aFpLWljSR1BPv2MKNQkO3fSVpC2DtiPhL03yvz8toKJZf3UTEU6RG2caN/34seDwgPdr0FUk3SPpuU4xvBPwmIt4KPE/qZdKSpGWAA0iPOTdbmHOlPw10GbGw3gE8VijTq457r+Mhc71RbiDKB2D+zfPudJXNk4CdJK2Sp+3JguV8czwUVZW/vVFXndHsO6Sez2UX6j3Vmf1lIGJiYc/fVUiPbc7t5fwLtY6IeA24kHTjBvB+Ui/AF5pm/SPwPkl35EadLQrTlgdui4gtSV9sHNND/hoOobyMKF4TNZyW1/2NfDM9UNq13jgcOE7SQ8CPSE/7zFdS5iBpsKQ7SB1ProiIm1os3/XGoqvj/vNQ4FJJM0jXYj9olcFcnv+Y9Mh9S+1URkjaVtJdpHPusFwuLmyZ2p8G6rpie0kTcjny5py2HmlohtPysk6WtHzhM6X1asU+pTB9DKnne2/LizXzdl3dNM8EUsPkNEmnSXpf0/TlI2IH0j3HqS3W1cjXAmUcqTH0ckm3SvpUT8voJ30ZA58HLokFv+yfQFdj7t6kRuZVIuIG0n5/JL/+HhH30Iu2BUnrkJ5C/EfJNpWVv82WujrDjcFLsFwwHkt6ZBrSoznNSr8RL/gBMCpfOH2BND7TXKVeMI9HxK0tPrvANysRcVFEbEw6Ab/TlN81SI8AHNxoSKrwB2CfXImXnpiRvvnfCvgUqVI4V9JBhVnOKfzdvsW6Gnn7OOkRheNK8vwW4O+F5KNIjzS9jdQ9/ys9LX8AvIc0NsyapPFrTlD69nQI6Wb7SFJ+1yMNaQDp27Q5EbE18FuaKiVJ7yQVPr3Zvl+RbgA2JxXMP25a1rbASxExCSB/i/4Z0riA15IerehWMRdF6k0yQtJGpMfxb4yuHpnF+Q4lPYJ6c97m4jb9MSLm5UL7AdIxrFRyfhU1x+WfSY8kv5X0TeQZJZ8ZaIsSE1WxXbUsIuKhvN0bAAcq9+womL+v8jn9U+D/leR3Ycuv+RUy1eXEHXn7jsvb829Jb8qTH4qI6/L735Me8+7JicA1EdGtR/hCnit16fMyYhE11xtVx31h48H1xsLpy/Kh4X3AdbmRlXxxfiypx+bfSBf2zeV8aQ+NHsrfHtVRZ5Rsw+akMS0vKpncss6sSV/GxMKev4ty/dofdcYM0heFR5Eaoq6StGuePI90zQK9rDMkHU2K+bOa0rtdE2X7R8RbSPv6HaTGrrrVXW98BvhSRKwNfIncG7CgW5kDqVEvIjYnNSxuI2nTFst3vbEIarz//BJpHNi1gNOAn/Swjs+Sxvx9qIf5GtqijIiImyLizaTjflT+InJR9vFA68s65DbSGKmbkcaSbfTQHkIasuBXEbEF8CJpmAJoUa9W7FNg/hM8F5B+12B+B7cSfwF2zNu0L3B+/hJhvvz/7qQem1OAn0oaV5il8RTDNcCKkka2WB+UlHHA2/MXDnsAn5O0Uw/LGEgLFQO5Uf3DpGPc7EhgZ0m3k76Yf5hURmxAanBei/SFyC6Sdupl28J+lBy3ivK3zFJXZ7gxeAml9AjNRaTxehu9bGfQvQv5WnQ9UvWYuh59aYyXQ0Q8HxEH5wunT5CGb5gGvB14v6TppMDfRdLvC+tfhfTIyl/L8pcLufUljc7zr5jn/XqkRwYr5Up7OunE/xDpW9iy+V6LiPERcQzpW6XiowBR8X4Bkt5FGuj7/SU9kPYFLoqI+Y+1RXqsJPK8p1H9KHt/KD2OpDHaLsz5mko6hhuTYuL2SI8VzSVVplvmz8yg65vGi0jjbZGX/VbS41l7ReqF2VJEPJaPxzzSxX/zPlmgwIyIP0fEthGxPekHEcp6hhX9IS+n5Td3EXFnRPyU9EMXVTFR9v98FedXY9pmpEdd5l+oRsRThdj5LakSGCh9FhMtYrtqWfNF6hF8F6myJ+eneV+tQBpnbnwuW7YDLpG0dc5X8RvcYvlV5k/ArpK2BJaL/KhXs0iPIl0YEZ8lXZzv2ZjUPGuLdSHpGFL5eERT+kKdKwNgQMqIRZG/qf8gXTdLjXWUHfeFigfXG5UGonxoKCvnT4mILSNiJ9LjgvPL+Yp4aFn+LqQBqzMqbA9slcu6fwEbShqf19lTndmfBiImFrY8f5I0lMSQXs6/KOu4Dlgj10s7AJeWzRRpuJDLIuLLwP/R9fjrArO2ypykA0k/ULh/xAJPrZSdKw/nvy+QxjddImOCvq03DiT11oQ09EuPZU5DpEfHx1M9dIjrjUVQ1/2n0pALm0VXT+9zSedxK9uTeopOJ/Us/4SkVr2J26mMaHyh+iLpunlhy7v+1O91SI6PxlALlwLL5DaFGcCMQhycX1hWj/Vq0z5tPPF3AXBWRFzYPH/TZ2eTvtjem9ZlT0TEzRHx/Tzf4lxXlNUVjeFRHiedi3WUC30VA1uQOhNNzefpcElTIW1nRHwwUqP/0TntOdL+vzHS/d0sUo/Z7fL0ntoWqo7bAuVvmaWxznBj8BIof4v0V+Co6OrZ1uim/4Kk7SSJVLlenCdfQrqoIv+9uLEsScvm9ENJvd6ej4ijImKtiBhDOnH+EREfL2Tjw6SB3eePkSdpg7xecgPNssBTefkXkcaPO6+Xm3kOqQfh/ZG+hW3eBxup+6NnmwMPFv7/SOHvDVUrUXq859ekk+zxklkW6LVUKPxEugCYVPK5/lJ6HEkDpu+a87U6eZBz0q/cjlLXuFW7kH6ZElJBvEt+vzPpG0wkvYF08X1AREzpTaYa+yTbm8I+yd+efZimMXUkrZb/jiJ9e186NnXBOcDHc54vKcnDCEljC0nNMfFhSYMkrU/6RnKB8dDyckrPr4LKmMjeTxp3aqD0WUy0iO3SZUlaS9JyOX0U6SK+uF+77auIeC4iRkfEmFy23Eg6927J27Gf0vhz6wJvJPXWK5UvAMaTeh2VXpBJenvOF7kc2oSumHiDpMY3sh9lwfGGi8s5lPRt90ej8FTDopwrA6Dfy4jF8C7SD4sWy/Sq4/5v4I2S1s3Hbj9KzvsmrjcWNBDlA5JWIsVIY/mN9EY5/wZSw29xvywQD70ofxfGgNQZVSLiVxGxZi7rdiSNZTc2r7uyzhwAAxETl5AaXqT0KOVz0WK859wQcjWpN1Vzvqr8HdhN0qhczu9Gi149eR1/JD25c2nx+rVB0pZKPZUa1y5vpSsmBhXy9zFa1xm7k3rkvD+axvIruyaSNERdnSeWITUQLZExQd/WGzPzMhrrKH6ZtECZI2nVXIaQr03eBUzuYR2uN3qp5vvPZ4CVJG2YP/NuerjWjoj9I+INeVlHku5Dv9pi/trLiHzNMyS/X4d0zk1n0a6J+ku/1yGSXldoU9iGtG+fiohHgYeUnvohr6/bsrK9C8sq3ad5+acA90RET73MG84hdQpZnXQP042kNZXaQBpKywtJO5LqxeeqVlRRxi2v9JtNKA2PsRv1lAt9EgMR8deIeF3hvvCliNggf360uobuOoqup0z+Q+oxPCTXlzuTywK1aFvIMTOK8nJ6YcZlXrrqjBigXyL0q8dfDDyH9EjDq6RvTz5JKshmAC+Txp/5e57366Rvte4ovBq/1rt1PvD3k8YiUU5fhTQI933578o5ffucNpnUqLHAL6JS8oue5G/bm9K+QuoZeAcpuHfM6R/P21XM7+Y97I9V82cOa0qfTvpVxq2A60kVwMSc99GFeY4hjfvzb9JjmlXruTLv20a+LilMG0N6JGFQ02f+QRoHZxKpp+GIAYyJquO4JmmMmka+Pl5YzrvzPrqT9CuTjV/1bFzU3ZmP12Y5/WTSRVdjn9zSKk85/cy8nImkCmKNpvi5sWL77s6v/Xq5TyaQfmyqmHY66eJrBdK3+PfmfF9H/hXkPM9PSY+NTAHe22IdledXnv4AsHHTZ75Piv0JpBvajXuzPW0YE6WxXbWswnIm5L+fasrvAvuqpBwp/lL10aSy617yL1H3sD/2Jn2runEhbQz5F29JNySN7byL9KN1yvPcTfrF+omkXgGlvx6blzM356sRD99c1HNlCYuHqjLidXl9zwPP5vcr9rTdedmHlWxH6XEn9eKekqcd3Yv90dH1xgDEQ+U2kB75/ENJnq7N+3sCTb/qXBYPtL6++WHernn577he7JN+rzMK8fM06UdjZtD0i+QUyqX8f2WduTTEBKmc/SXp3L2T7uX8taRHJ2fnPL0np69H+iJoKqkXaOOXuN+W53uR9GN/dxWWdUiefyppCLKe9scWpDqj+fp1Vv67O3Br3p5JpJvPYY15SMOf3Zq3e9UW65lKGt+zEcMnFaaNpemaiDTW6K15H98F/AwYvITGRJ/VG6QvUW4lncc3AVu1KnNIDXO353xNItfVPewP1xtLyP1nztedOR7GA+v1VEY0xcsJ7V5GkIaHadxL3wZ8oPCZhbomWkLKi6o65PN03VfdCOxQWNbmwC15eX9qxA4V9WrVPiWVL5HnbxyHPXvYH0NI9dcPmtLHk86BdfI2Tc7LuwJYvzDP90nlySRgmx7WdRALlnHr5X0yIW9Tv8dBf8dA2XmW3++Tlz+FdL/VuCYYTGokvYdULv+kKa+lbQvAuObjltPHUFL+ttgfS1Wd0SiozZYaSo8ZbB0RT9adF2sPkk4nXVCe39O8tvRT+qGIv0REq7EErYO43rAi1xnWTNKsiBhRdz6sfbjesCKXEdaK0jBRR0Z6GtI6UDvWGR4mwszMzMzMzMzMzKwDuGew1UbSRcC6TclfiYiefslxUdZ1NGmMtqLzIuJ7fb0uW3QDeZwkvYf0a8hF0yJi775ely0apR+qvKpk0q7RDz/WNpBlki0a1xtW5DrDmkm6CRjalHxARNzZD+v6JWms/KKfRcRpfb0uW3SuN6zIZYS1MpDHTNLBwBebkq+LiM/19bqs9zqpznBjsJmZmZmZmZmZmVkH8DARZmZmZmZmZmZmZh1gSN0ZsNZmPvtK7V23Vx6xbN1ZAGD2K6/VnYX5Rg0frDrWO2cutceDLWjYEGqJB3BMtKu6YmLSw7PaIh42WL09fkNl6qOz6s4CAJuuNaK2MuLSux6vPSZ22Wi1urMAwKPPzqk7C/ONGT2slph4bva82uMBYOgy7o9SVOd1xPSn5tQeE69baVjdWWg7dcXEm4++vPZ4ALj1W7vVnYW2UmcZ8dKr9T9KPki1bX7bqismHnii/joD4IXZr9adBQA2XGOFurMAwHLLLHw8+ErMzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gxuJ9IGispJI2uOy9mZmZmZmZmZmZmbgzOJI2XdELd+TAzMzMzMzMzMzPrD24MNjMzMzMzMzMzM+sAbgwGJJ0O7Ax8Lg/tEJLWl3SKpGmSZku6T9L/ShpU+NxbJF0l6XlJL0iaIOmdFesYKukiSbdJWm2ANs3MzMzMzMzMzMwMgCF1Z6BNfBHYEJgMfC2nPQM8DOwLPAFsA/wGeAo4Jc9zNjAhT5sLvAWY07xwSSsCF5Ma38dGxPP9tSFmZmZmZmZmZmZmZdwYDETEc5JeAV6KiEcLk75ZeD9d0pbAR+lqDF4H+FFETM7/Ty1Z/KrA78kNyxGxQGOxmZmZmZmZmZmZWX9zY3ALkg4DDiU1+i4HLAM8WJjlJ8DJkg4ErgIuKDQMN1wO3AZ8KCLmtljXSGBkc/rd0x9jpZUWSLalXFU8PPLEM4wc6XjoRI4JK6qKh+vueogVXWd0pKqYOPf6KYxYcaUacmR1qoqH6TOfcp3RoapiYsL9j7je6EBV8bDRERcweNiIGnJkdauKiYcff9r1Rgeqiofb73OdsbTwmMEVJH0EOB44HXgPsDlwIrBsY56IGAdsAvwJ2AGYKOmQpkX9BdiRNIREK4cD05pfJ//qF4u5JbaEKo2HE35+fK2Zslo5JqyoNB5+f/KJtWbKalUaExef+ZtaM2W1KY2HX53ws1ozZbUqjYlTTzqh1kxZbUrj4ambL6o1U1ar0pj4pe81OlVpPJz2a9cZSwtFRN15aAuSLgfuj4jP5P9/Abw1InYuzHNJThtTsYxfAZtFxA6SxgJXk4aJ+BJwGLBrRNxR8dmqnsHT6u4ZvPKIZXueaQDMfuW1urMw36jhg9Wfy2/RC3Sav5ltP8OG0K/xAI6JJU1/x0SLnsHT2uHb+g1Wb49eRVMfnVV3FgDYdK0RtZUR514/ZVrdPYN32ag9fjf30WfbZ6SuMaOH1VJGTJ/5VFvUGUOXcX+UojqvIybc/0jt9cbrVhpW6/rbUV3XERsdccG0dugZfOu3dqs7C22lzjLi4cefrr3eGKR+3/wlTl1lxO331V9nALww+9W6swDAhmusUHcWAFhumYWPBw8T0WU6sI2kMcAs0vi/B0naI7/fD9iZ9MNySFoO+BFwXv7s6qQewDc1LzgijpYk4EpJu0bEhJJ5ngWebU6f+ewri79ltsSpioc5lQON2NLOMWFFVfEw6eH2aPy0gVcVE5fe9XgNubG6VcXDc7Pn1ZAbawdVMTH9qfb5ksQGTlU8vPnoy2vIjbWDqph46VV3HuxEVfHwwBOuM5YW/lq+y4+AV4C7gSeAy4A/AmcD/wbGAD8uzP8aMAo4A7gXuAi4ATiibOER8TXgt8BVkjbrly3HPSJhAAAgAElEQVQwMzMzMzMzMzMzq+CewVlETAG2b0r+ZH4VfTvP/wrwsRbLGw/du2pHxFHAUYubVzMzMzMzMzMzM7OF5Z7BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHcCNwWZmZmZmZmZmZmYdwI3BZmZmZmZmZmZmZh3AjcFmZmZmZmZmZmZmHWBI3Rmw1kYtv2zdWWgbr82LurNQu3nRHvtgkFR3FsysxDKD/R1v0SoruA7dZaPV6s5C+3DVxZDB3gnW3egRQ+vOgrWRW7+1W91ZaCvtc/9ZX9nt+74u7RMPUFdMDFumPe411hy1Qt1ZWOK1x5E0MzMzMzMzMzMzs37lxmAzMzMzMzMzMzOzDuDGYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDtAvjcGSxks6YTE+P1ZSSBrdl/kqWc9Bkmb15zoK6xonadJArMvMzMzMzMzMzMysWaf3DD4XWK/uTJiZmZmZmZmZmZn1tyF1Z6BOETEbmL04y5C0bES80kdZMjMzMzMzMzMzM+sX/dkzeIikn0l6Jr+OkzQIUgOqpGMlzZD0oqR/S3pPyTI2k3STpJck3SJpy8YESatIOicvY7akuyQdXJj+aUmPSerW4C3pbEkX5/cLDBORPzdV0iv57383TQ9Jn5N0oaQXgf+TNFjSKZKm5bzcJ+l/G9trZmZmZmZmZmZmVrf+bKzcPy9/e+DTwKeAw/O004CdgY8BbwHOAP4sabOmZXwf+CqwJfAUcJYk5WnDgNuA9wJvBn4G/FrSrnn6H4GRwLsaC5O0PLAX8PuyDEvaGzgBOB7YNC/zREnva5r1GODSnPdf5u18GNgXeBNwNPA14GDMzMzMzMzMzMzM2kB/DhPxCPA/ERHAZEkbAkfkXrkfBcZExH/yvCdIehep0fizhWV8IyKuBpD0beBfwOuBGRHxMHBcYd7fSNolL/uqiHhG0qWkRum/5Xn2BuYCf67I85HAmRHR+PG7KZK2Ar7S9JlzI+Lkps9+s/B+eu7F/FHglIp1dSNpJKnxupuZjz/DyJELJNtSrioeHn78acdDh6qKiUeecBnRiari4ebJD7PiSo6HTuQywoqq4mHGY76O6FRVMfHQo46JTuQ6w5o5JqyoKh7unv4YK/leY6nQnz2Db8wNwQ03kBpydwQE3C1pVuMF/BewftMyJhbez8x/VwPIQzMcLWmipKfyMj4IvKHwmd8DH5A0PP+/P3B+RMypyPObgOua0v4FbNKUdkvzByUdloeyeCLn5UtNeenJ4cC05tcJPz9+IRZhS5HSePil46GTuYywotJ4OOO3v6w1U1YrlxFWVH4d8QvHQwcrjYkTHROdynWGNXNMWFFpPJz8q1/UminrO+reXttHC5XGA/+JiE8U0nYFrgQOIg0T8Wbg1aaPzo6IhyWNBa4GVo2IJ/Pnx5AC8G0RcYukr5B67H4RuBOYBfwfsFpEjM2fGQo8SuptfBVpKIfdCr2NDwJOiIgR+f+ngSMj4tRCvg8Fjo2IVfL/AXw4Is4vzPMR0lAXRwLXA88DnwP2jogxeZ5xwD4RsWnFPqvqGTyt7m/i5g/MUbNZc+bWnYX5Ro8Y0q97pUXP4NrjAWBQuwRFmxg2hH7fIS2+rW+LmLDu+jsmWvQMntYOPYPXGT2855kGwDMvtsfvu66x0rIuI9rAo89V9QUYeGNWGVZLGTHjsfa4jhg8yNcRRXVeRzz0aP0xMWSw46FZXdcRrjO6e21e37eVLIrll+3/my/HRM/aJR6g/2OiRc/gae3QM3jlEcvWnYW2sih1Rn8OE7GtJBV6B29H6t17A6ln8OsajbKLaEfgzxFxJkAeS3hD4NnGDBHxsqTzST2CR5Mahv/ZYpn35OWeWkjbEbi7F3m5qTC8BJKaezm3FBHPFvPeMLu5udw6QlU8vPRq+1RANrCqYqKNviOxAVQVD/c++lINubF24DLCiqri4cVXfB3RqapiYtbLjolO5DrDmjkmrKgqHmY+2x4dLWzx9Wdj8JrA8ZJOJP3Q2peB70bEFElnAadL+n+kH4FbGRgLPBARF/Zy+VOAj0jaEXgS+AKwLnB703y/J/VIXhc4OyLmtVjmccB5km4FLgd2JzUkf7AXeTlI0h7AVGA/0g/kPdPLbTEzMzMzMzMzMzPrV/3ZGHwWMBi4CQjSD6n9NE87GDga+CGwFvA0cDNpaIje+i6pgfcyYDZwel5n8/i+15CGh9iE1EhbKSL+JOkLpOEejgceBD4bEVU/ONfwa2Bz4GxSr+cLgB8Dh/R+c8zMzMzMzMzMzMz6T7+MGWx9Z/ar1H6A2mV42E4aM7jKS6+2xwnrMYO7G4ix/qrMmVt/GWELqism7n30pbaIB48Z3N1AjBlcxWVEl04aM7jKi6+0x3WExwzurs7riFkv1x8THjN4QXXFhOuM7tpljNiBGDO4imOiS7vEA9QXEzOfbY/xpjxmcHeLUmcM6o+MmJmZmZmZmZmZmVl7cWOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQdwY7CZmZmZmZmZmZlZB3BjsJmZmZmZmZmZmVkHcGOwmZmZmZmZmZmZWQcYUncGrDWp7hy0jxHDHK5mZq2MHL5M3VloKy/PnVd3FmoXUXcO2udaZqXlfH5MfWxW3VkAYKM1Vqg7C5YNGdwmJ6i1hTNvfbDuLABwwFbr1J0FAAYP8vkxrw0uJLY+5oq6swDAbd/ere4s1G7lEcvWnQXrI+4ZbGZmZmZmZmZmZtYB3BhsZmZmZmZmZmZm1gHcGGxmZmZmZmZmZmbWAdwYbGZmZmZmZmZmZtYBlujGYEnjJE3qo2WNl3RCXyzLzMzMzMzMzMzMrN0MqTsDi+lHwC/6aFkfBF7to2WZmZmZmZmZmZmZtZUlujE4ImYBs/poWU/3xXLMzMzMzMzMzMzM2tGADRMhaaik4yU9JmmOpBsl7ZinjZUUkvaQdKuk2ZKulbSWpJ0lTZA0S9JfJK1SWGa3YSIkvUXSVZKel/RC/tw787RlJP1c0kxJL0t6SNIPCp/tNkyEpFGSzpD0TM7PlZLeXJh+UM7TrpImSXpR0tWS1i3Ms7akiyU9LeklSZMl7dd/e9nMzMzMzMzMzMys3ED2DP4hsC9wCPAAcATwN0lvLMzzLeBw4DngbOBcYA7wKeA14DxgHPCFinWcDUwAtgHmAm/Jnwf4H2BvYD9gOrAWsFGL/J6ep+8FPAN8L+d3w4iYnecZChyVt2kOcAZwEvCePP1EYBjwTuD5HtZnZmZmZmZmZmZm1m8GpDFY0vLAZ4BDI+KvOe0wYBfgc8CVedZvRMS1efpJpPGAt4qI23LaGcA+LVa1DvCjiJic/5/aNG0KcG1EBPAf4PqK/L4ReD+wc0Rck9MOyJ/ZHzg5zzoE+FxE3Jvn+RFwmqRBETEvr/OCiJiQ55/WIu9mZmZmZmZmZmZm/WagegavDywDXNdIiIjXJN0AbEJXY/DEwmcey3/vbEpbrcV6fgKcLOlA4CpSQ2yjYfh04ApgiqTLgUuBy3KjbbM3AfOAGwr5fU7SnTm/DS83GoKzmXk7RwJPAz8DTpK0e87PRRFxa1nGJY3Mn+vmkSeeYeTIBZJtKVcVDw8//rTjoUO5jLCiqni498HHWcnx0JGqYmLm4y4jOlFVPFxz539YcSXHQyfydYQVVcXD8VdMYPgKK9WQI6ub7z+tyHXG0m+gxgxW/hsl04pprzanR0RzWmWeI2IcqbH2T8AOwERJh+RptwFjgK/lZZwBXCGpbHkqSSvL79yKaYPyOk8B1gVOAzYErpc0rmK5h5N6Dnd7nfDz41tkxZZipfHwS8dDJ3MZYUWl8fCbX/281kxZrVxGWFFpPJx1yom1Zspq5TLCikrj4co/nFprpqxWvv+0ItcZSzmlERP6eSVpmIingf+OiN/ltMGkYRvOJvWavRpYNSKezNP3Ac6LCBWWcxjw3YgYnf8fB+wTEZtWrPdXwGYRsUPJtG2BG4GNImKKpPHApIj4fB4mYgrdh4lYEXgIOCIiTpF0EHBCRIwoLHNs83Y0rfMrwBcjYs2SaVXfvEzzNy/tZ9iQll8YLLYW38y2RTwMUr9u/hKnv+MBXEYsaeoqI+598PFp7dAzeKXhy9SdBQAefW5OzzMNgDGrDKutjJj5eP1lRLtUGbNfea3uLMw3avjgWsqIa+78z7R26Bm80Ror1J2FtuLrCGtW13XE8VdMmNYOPYMP2GqdurPQVuosI9rh/nPrY66odf0Nt317t7qzMF9dZYTrjPa0KPEwIMNERMSLuWH2B5KeJH2r8CVgddKPrC32D6tJWg74EelH5qbnZe8I3JSnHwE8AtxB6oH8MdKPus0oye99ki4Gfi3pU8CzpB+Qe57UeN3bPP0MuIzUsLwisDtwd9m8EfFsXk83c5r7HltHqIqHl17t/y9vrD25jLCiqnh47PlXS+a2TlAVE7MdEh2pKh4mPPRCDbmxduDrCCuqioff3vRgDbmxduD7TytynbH0G6gxgwG+kv+eRvqG4XZg94h4RNJiNwYDrwGjSMM/vA54CvgLcGSe/gLwZeCNpOEcbgf2iIiXKpZ3MHA8cAkwjDTe8e4RMXsh8jSI9CN4a+f1XwX8v4X4vJmZmZmZmZmZmVmfGJBhImzRzZlbOs6y1WwgHtUp89Kr7XHCepiI7uqKB3AZ0a7qionHnm+P7hseJqK7gRgmosrsV+svI9qlyuikYSKqTHjohdrjATxMRDNfR1izumLitzc92Bbx4GEiuquzjGiH+08PE7GgumLCdUZ7WpR4GKgfkDMzMzMzMzMzMzOzGrkx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDKCLqzoO1sOnXr6j9AN0y7t11ZwGA1T9xZt1ZmO+5sw9QHetd7p3fqT0eAJ654ht1ZwGAVfY7re4sAPDi+QfXEg8Ay23x+dpj4pl/n1B3FgBY73MX1p2F+Wb++oO1xMRXL51SezwAjNttw7qzAMD+v7u17iwAcMEhW9VWRqz2yT/WHhP/+fW+dWcBgN1+fl3dWZjvmiPeXktMrHzA2bXHA8DM0z5WdxYAGPW2z9edBQBm335CfdcRe/269ph45oJP150FoH3iAeqLieX2Prn2eAB45rxD684CAG/41B/rzgIAj5+6b31lxI7fqD0mnhn/nbqzALiMAHj7cdfWHg8AV33pHXVnAWifmFiUeHDPYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw7gxmAzMzMzMzMzMzOzDuDGYDMzMzMzMzMzM7MO4MZgMzMzMzMzMzMzsw5Qa2OwpJC0T9X/JfOPyfNsPTA5NDMzMzMzMzMzM1s6DKk7AwvpIWAN4Mm6M2JmZmZmZmZmZma2JFmiGoMj4jXg0brzYWZmZmZmZmZmZrak6ddhIiTtLulaSc9IelrS3yW9aTGW122YCElj8/97SLpV0uy8vrUk7SxpgqRZkv4iaZXCct4m6XJJT0p6XtK/JG3ftK4NJf1T0hxJ90raMy/roMI8r5f0h7x9z0j6q6Q3FqavLenivO0vSZosab9F3X4zMzMzMzMzMzOzRdXfYwYvDxwPbAOMBZ4D/ixp2T5ez7eAw4FtgVHAucA3gU/l9b4ZGFeYfwXgTOAdOW93AJdKGg0gaRBwETAX2A44CDgGGNpYgKThwNXAHGBnYHvgEeDKPA3gRGA48M6ch8OBZ/tus83MzMzMzMzMzMx6p18bgyPigvy6LyImAgcD65IaYPvSNyLi2ryOk4AdgC9HxE0RcQtwBqlBtpGvf0TEmRFxT0RMBr5AatTdPc/ybmAj4BMRcUdE3AB8ie7DauwHCDg4Iibm5XwaGAG8N8+zDvCviJgQEdMi4m8R8beyDZA0Mvd87vZ6bc6sPtlBtmSpiod4dXbdWbOaVMbE3JfrzprVoCoe5sx6vu6sWU2qYmLeyy/WnTWrQWU8vOJ46FTV15Yv1Z01q0FlPLzieOhU1fcac+rOmtWgKh7mzn6h7qxZH+nvYSLWl3S2pPslPQ88ltf5hl589rI8LMMsSXf1MPvEwvvH8t87m9JWKyx7NUm/ljRF0nPAC3l6I18bAzMj4uHCMv4NzCv8vxWpYfuFRj5JPZ9HAevneX4GfF3SDZK+K2mrFttwODCt+fXUzRf2sOm2lCqNh7kzbqg1U1ar8ph4YkKtmbLalMbDLRefUWumrFalMTH7rktrzZTVpjQeXr6ntE+CdYby64j7r6o1U1abini4stZMWa3KY2LmTbVmympTGg8zrz2v1kxZ3+nvH5D7M/Awqcfsw6RhF+4GejNMxKHAcvn9qz3MW5weABHRnFZs+D4DWJ3U23c68DJwVSFfaiynhUGk4SXKxgB+OufhFEl/B/YE3gVcL+n7ETGu5DPHA6c3J66yzQen9ZAPWzqVxsOQtbZ3PHSu8phYdTPHRGcqjYet9zrQ8dC5SmNiuTfv6ZjoTKXxMPRNuzseOlf5dcT6uzomOlNFPLzL8dC5ymNizW0dE52pNB7WfMeHHQ9LiX7rGZx/sO1NwP9FxJURcQ9prN5eNUBHxMMRMTW/Huzj7O0I/CIi/hoRd5F6Bq9RmH4P8HpJaxbStqb7/roN2AB4spDPxuvpwnbMiIjfRMS+dI1jvICIeDYipje/Bg8b0TdbbEuUqnjQMsv1/GFbKlXGxJChPX/YljpV8TBsxIp1Z81qUhUTg4YuX3fWrAaV8bCs46FTVV9bDu/5w7bUqYyHZR0Pnar6XmNY3VmzGlTFw5DlVqg7a9ZH+nOYiGeAJ4H/lrSBpJ1J4/nO7cd19tYU4OOSNpH0NuAPwCuF6VcA9wJnSNpM0nbAT0h5b/QYPos0/MTFknaWtK6knST9WNIbAST9TNLuktaTtDlpTOK7B2YTzczMzMzMzMzMzLr0W2NwRMwDPgK8FZgE/BL4BmlIhrodQvqht1tJDcGnkoaLAObnfW9gKHAzaViJ75EagufkeV4CdgIeAM4DJuf5RpEawiHt31+QGoCvIDUeH9ifG2ZmZmZmZmZmZmZWpl/HDI6IfwCbNiWPKExX0/yihYiYThrPt/H/+OL/Oe38krSTSL2SG/9PALZtWvyZTZ+ZQmrsBUDSZsAywNTCPI8BB7fI7xdabY+ZmZmZmZmZmZnZQOnvH5BbYknaG3gRuA8YQxomYgJprGAzMzMzMzMzMzOzJYobg6utABwLrE0a9mE88KWIiFYfMjMzMzMzMzMzM2tHbgyuEBG/A35Xdz7MzMzMzMzMzMzM+kK//YCcmZmZmZmZmZmZmbUPNwabmZmZmZmZmZmZdQA3BpuZmZmZmZmZmZl1ADcGm5mZmZmZmZmZmXUARUTdebB+JGkkcDhwfEQ863y0Rz7q0i7b73y0j3bZB85He2iX7Xc+2ke77APnoz20y/Y7H+2jXfaB89Ee2mX7nY/20S77wPloD+2y/c6HG4OXepLGANOAdSNiuvPRHvmoS7tsv/PRPtplHzgf7aFdtt/5aB/tsg+cj/bQLtvvfLSPdtkHzkd7aJftdz7aR7vsA+ejPbTL9jsfHibCzMzMzMzMzMzMrCO4MdjMzMzMzMzMzMysA7gx2MzMzMzMzMzMzKwDuDHYzMzMzMzMzMzMrAO4MXjp9yzwrfzX+WiffNSlXbbf+Wgf7bIPnI/20C7b73y0j3bZB85He2iX7Xc+2ke77APnoz20y/Y7H+2jXfaB89Ee2mX7Oz4fioiBXqeZmZmZmZmZmZmZDTD3DDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MNjMzMzMzMzMzM+sAbgw2MzMzMzMzMzMz6wBuDDYzMzMzMzMzMzPrAG4MbhOSTpX0uKRJhbQPS7pL0jxJWxfS3y3pVkl35r+7FKZtldOnSvq5JOX0lSVdIem+/HdUTh8l6SJJEyXdLGnTwrJGSjpf0mRJ90jaPqd/J89/h6TLJa2Z0/fP6RMlXS9ps8Kypud83SHplhb74SBJ5zSljZb0hKShksY39oWkQ/IyJ0qaJGmvRdjvpXmWtFHOa+P1vKTD87Rxkh4uTNtzYde7kHksi42q47mSpD9LmpBj5+DCZ96Qj9c9ku6WNCanny5pWmF7Ns/pXy6kTZL0Wl7v2pKuzsu5S9IXS/J8pKSQNDr/P1bSc4XlfbMwb2mclSxzsWMjb+s+Lfb1WZLuzZ85VdIyOX2xY3txVcRBu5YRpfnK094q6YY8/U5Jw1rlq2Q/uIzoylu/lg2F6b+QNKvw/zqSrsr7ZLyktXL6O5v2yRxJH8jTdpF0Wz4OZ0gaktOVj/fUvLwtC+v5Yc7rPT3ExOmSPt2U9gFJl+b3s/LfQXk5k3Jc/FvSuouw34/LMT8xnxsjc/r+Tds/T13l6XilsqUxbbWFXe9C5K+WOiNPG5vT7pL0z5zW6lzZTKk8uDPnY8XCsmovK7TodUar/fpaYV9c0tPx7At1xkSe/ra83fsU0krP76rjK+ncwvKnS7ojp1fWdyX7YbHLirzu0Quzr3vI/xhJswvTTqpatpmZmVmfiQi/2uAF7ARsCUwqpL0J2AgYD2xdSN8CWDO/3xR4uDDtZmB7QMBlwB45/YfAV/P7rwLH5vfHAcfk9xsDVxWWdQZwaH6/LDAyv1+xMM//ACfl9zsAo/L7PYCbCvNNB0b3Yj+sCDwJDC+kHQackt+PB7YG1gLuB1bK6SOAdRdhv1fmuTDPYOBRYJ38/zjgyJpjo+p4fq3wflXgaWDZwr57d2F/Dc/vTwf26SEP7wP+kd+vAWyZ368ATAE2Kcy7NvB34MHGMQfGAn+pWHZpnPVHbPS0rcCepHNHwDnAZ/oqtvspDtq1jKjK1xBgIrBZ/n8VYHCrfPVHHCzkfm/bMqIiJvqsbMj/bw2cCcwqpJ0HHJjf7wKcWZK3lfM6hpO+eH4I2DBP+zbwycI5d1k+7ts19m/e79flfTsYuAEYW7Ef3gNc3ZT2B+CA/H5W/vtR4HxgUP5/rcaxXcj9vhswJL8/trFfm+Z5C/BA4f/xFM6FJTkuqChHgZHA3cAb8v+r9eJc+Tewc35/CPCd/L4tyoqqbS0sr6rOaLVfZ1Utb2mLicIx/wdwaWMeWpzfvTm+wI+Bb+b3lfVdyecWu6yghzq/bF/3kP8xreb1yy+//PLLL7/86o+Xewa3iYi4hnTBXUy7JyLuLZn39oiYmf+9CxiWe7msQWqovSEiAvgd8IE8316khhvy30b6JsBVebmTgTGSVs+9c3YCTsnTXomIZ/P75wvZWR6InH59RDyT028kXTwv7H54HriG1PjYsB/pJqtoNeAFYFb+3KyImAbze2Adr9SLb5KkbVqsrzd53hW4PyIeXNjt6QtlsUH18QxghdyTZkT+3FxJm5AaL67Iy5wVES8tRDY+Sj4GEfFIRNyW378A3AO8vjDvT4H/zXlpqVWcNeuL2OhJRFwaGemGdK2cvtixvbiWsDKiNF+kRrSJETEhz/dURLzWQ76at81lRNbfZYOkwaQvA/63aR3zYwK4Oq+z2T7AZXlZqwAvR8SUPO0K4EOF/P4un3Y3AiNzPAQwjPQlw1BgGeCxil1xJbBx/hyShgPvAv7UNN8awCMRMS9v64zGsZU0S9KPlXovXyVp1Yp1ERGXR8Tc/G9VTMwvMwdajXXGx4ALI+I/+TOPl8zTfK5sRDqfoXtctEVZ0ZOqOoOK/dqbZfaHmq8jvgBcABTjofT87s3xzfnal65rktL6riIvi11W9KRiX1fm38zMzKwObgxe8n0IuD0iXiY1yM0oTJtBVyPd6hHxCKTGPNLND8AE4IMAuUFkHdLNzHrAE8Bpkm6XdLKk5RsLlvQ9SQ8B+wPzH/kv+CSpR0dDAJfnR/g+1cM2nUO6YUNpCIoNSQ0ORRNIDQPTJJ0m6X1N05ePiB2AzwKn9rC+qjw3lN08fl7pcdJTlR+tHGBVx/MEUq/MmcCdwBfzzcyGwLOSLszH87jc0NPwvbw9P22+ico3S7uTbuZomjaG1Cvnpvz/+0m9ciaU5Hl7pcdOL5P05pzWMs5K9EVs9EjpUd8DgL+VTF6c2K5DLWVEhQ2BkPT33OjWaGRsla8yLiOq9WXZ8HngksbyCibQ1Wi3N6nhaJWmeYr75ElgGXUNGbIP6QkCSMf5ocLnZgCvj4gbSMf0kfz6e0TcU7bBEfEacCGpgQXg/aTefy80zfpH4H35UewfS9qiMG154LaI2BL4J3BM2bpKHEJ5THyEBWPitLzub+QGoYE0EHXGhsCo/GXLrZI+UZKP5nNlEul4AXyYrrhop7KiRyV1RtV+hdRYeYukG5WHUalJv8eEpNeTyohuQx+0OL97c3zfATwWEfeVbFOxvltAH5UVi6ss/+vmffpPSe/ow3WZmZmZlXJj8BIsN6gdCzTGPyu7ueypd+YPSDdvd5B6b9xO6r0yhPSY268iYgvgRdJjhGmhEUdHxNrAWaQGg2K+3klqNPlKIfnt+SZ7D+BzknZqkae/ADsq9TzcFzg/X8B3bVT6f3dSo8IU4KeSxhVmafQYuQZYUXlMxyoVeUbSsqSbhfMKyb8C1gc2J93E/LjVsgfYe4A7gDVJ+Tsh78chpBuQI4G3kRryDsqfOUYr6TUAACAASURBVIr0+P/bSI92f6X7InkfcF1EdOvpImkEqYH48Ih4PjcaH035lwO3kR4L3gz4BV29cFrGWYm+iI3eOBG4JiKuLSb2QWwPqDrLiApDgB1JXyLtCOwtaddFyJfLiIW3UGVDbjj7MOl8bXYksLOk24GdgYcp9HpU6nX3FtJwMeQefvuRjsHNpF6YjflLj72kDUgNUmuRGoN26eHcmt/oR3njPBExg9QT9ShgHnBVjj/y/+fm978nxWdLko7O23FWU/q2wEsRURwzdP+IeAtpX7+D1HDYDvqyzhgCbAX8V17uNyRt2FhRxblyCKncvJU07NArhWW1S1nRG811RtV+hTSMxtakntTHS1p/IdfV3/oyJo4HvtK8z1uc3705vqW97kvquyqLW1Ysrub8P0KKiS2AI4CzC7FiZmZm1i/cGLyEUvrBnouAT0TE/Tl5Bt0fV12L1LMDuh6/a9yoPw7pMcqIODgiNgc+QRofblpe1oyIuCl//nxSw0+zs+nqIYaktwInA3tFxFON9MYjfPmx0YuAVo9lzyb1rtmbigv1PF9ExM0R8f0834eKk5tnr1pfVZ6zPUi9xeY/nhwRj0XEa7mnzG9bbUs/Kj2ewMGkx3QjIqaSjuXGpON5e0Q8EOnx5j+Rj2ekYR8i96Q5jQW3Z4FjkHtBXQCcFREX5uT1gXWBCZKmk+LvNkmvy3HWeAT3UlIvwdH0Ps7In+2L2GhJ0jGk8+CIpvTFju2B1EZlRNEM4J8R8WSkx4svzZ9pla8FuIxoqa/Khi2ADYCp+XweLmkqpJiPiA/mxoujc9pzhTzsC1wUEa82EiI99v2OiNiG9Oh+o1fcDLp6g0LXsd8buDHSo+izSL1vt2ux3dcBayj9wN8OpNhaQES8HBGXRcSXgf+jYogBeviSRNKBwHtJjbzN8y4QkxHxcP77AqneHOhyYiDqjBnA3yLixYh4knSc5//YJuXnyuSI2C0itiLts2JZ1S5lRUsVdUbVfi3WGQ+QxuDty16nC2MgYmJr4A+5DNkHODH3hq46v1seX6UfnvwgXV/cNNLL6rsqfV1W9FpZ/vN6nsrvbyWdAxuWL8HMzMysb7gxeAmUe7D9FTgqIq5rpEd6zO8FSdvlR1A/AVycJ18CHJjfH9hIlzQy99YBOJTUs+X5iHgUeEjSRnnarqQfhkHSGwvZeT8wOae/gfT43QHRNTYkkpaXtELjPWkswG6/slziHNKN1eqkMRmb98GaKvzqPKn3SnG8zo/k+XYEnmtqqCgupzTPBQv0QGncPGV792Jb+kPp8QT+QzpWSFqd1LPlAdKP9IxS1ziYu9B1PBs3gyLd7BR/bXwlUs+/iwtpIo0Te09E/KSRHhF3RsRqETEmIsaQbuq2jIhHJb0uf64x1MAg4KlWcdbC4sZGJUmHknpFfTS6Hunt69jud3WXES38HXirpOH5pnhn4O4e8lXFZUS5PikbIuKvEfG6wvn8UkRskD8/WlLj+uEoFhxmo2yfrJb/DiX1Gmw8Nn4J8Akl25GOxSM5vztLGpK/fNqZND55qdwg+0fS2KeXRsSc5nkkbZl7PJPz/1a6YmIQqbEKUo/Nf1WtS9LueRveH01jpublfpj0o1SNtCH5y6/GF2nvZeDLiYGoMy4G3pG3dziwLd2PWau4GAR8na64aKeyolJVnUHFfpU0Sl1DKIwG3k7P5WZ/6feYiIh1C2XI+cBnI+JPVJzfvTi+7wImR+q5S15naX1XpQ/KisVRlv9VlYfbkLQe8EbS/jYzMzPrP9EGv2LnV0C6WXkEeJXUiPZJUiPCDOBl0nh2f8/zfp30SPYdhddqedrWpIvw+0njvimnr0L6wZ/78t+Vc/r2OW0yqcFjVCFPmwO3kH7R+090/ZLyBXkdE4E/k8Z3hNRz7plCnm7J6euRxuSbQPpxj6N7sT+GkMYj/UFT+vi8jeuQfp16cl7XFcD6hXm+D1yf87lNi/WU5jlPGw48Rf6F8UL6maRx9CaSbqbWqCE2qo7nmsDlOX+TgI8XlvPunOc7Sb/83fh18H8U5v89MKLwmYOAPzTlZ0dSr7mJhf22Z0m+p5N/cZs0lMhdOQZuBHboKc76KTZOp/Uvw88lnTuN7Wr82nefxXaHlBGl+crTPp731STgh4X00ny5jKivbGha16zC+33y8qfk/TO0MG0MadiIQU2fP47UMHgvaWiZRrqAX+bjfiewdU4fDPw6f+Zu4Ce92B9bkMqm3cvyThoK4Na8/ZNIjdjDGvMA38nT/wGs2mI9U0njHDdi4qTCtLGkHo/F+ZfPy51Iiv2fAYMHuKwYqDrjy/l4TWo6zlXnyhdzHE0hDUmjwrR2KCtOZ9HqjNL9SuqJeiepzrgT+GR/xUG7xEThs/P3JS3O71bHNy/jsKblVtZ3/VRWTCdf2/R2X/eQ/w/x/9m783C7qvr+4+8PCYRBISAKlKihKpX6q1otVlpSQKxjW0trneqAVkUFFRXbKoJxbItQwRFBZFCpU+vEUAckGhxwQFCKDCoBA2EOc0gY1u+PvW/Y7Jxzk5vce/fh7vfrec5z7tl77bW++/DNSvhmZe17/3x0DvDX05ETvnz58uXLl69+v8aKANKMkWQRcFAp5addxyJp9DhHqC3JraWUB3QdhyRJkiRNNbeJkCRJkiRJkqQecGWwOpPko1T75TUdVUo5fgrGejnVP0dt+n4pZf/JHksbbqpzI8mXqR521/QvpZRvTEb/mhzOEWpLcjYwp3X4JaWUX07BWNOWf9ow/p6htqmcK5KMbbHRtndZ8yGjkiRJI8disCRJkiRJkiT1wOyuA5AkSZIkTa8kc4BdqR56d3fH4ehes4AdgJ+UUlZO16Dmw8jqJB/AnBhhzhFqWq98sBg84n5zzYrOl27vuM1mXYcwcjadTboY96qb7+w8HwDmbr5x1yGMlK7yAeBnS27uPCcuXn5L1yEA8Pjt53Ydwmq77LBFJzlx9YjMEVuNyBxx+XW3dx0CADtvv3lnc8QddzESOaH76ur3DfPhvm65466uQwDgwQ+Y3dUcsSuwuKOxtXYLgLOmcTzzYbRNdz6AOTHqnCPUNKF8sBgsSZIkSf2zDGDx4sXMmzev61hUW7p0KQsWLID6v880Mh9GUIf5sHpMc2K0OEeoaX3zwWKwJEmSJPXP3QDz5s1j/vz5HYeiAab7n2GbD6Oti3+Wb06MNucINU0oHzaaqigkSZIkSZIkSaPDYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBUyTJnklKkm27jkWSJEmSJEmSLAbXkixK8pGu45AkSZIkSZKkqWAxWJIkSZIkSZJ6wGIwkOQEYA9g/3prh5LkEUmOS3JpkhVJLknyz0k2alz3R0nOSHJzkluSnJdkryFjzEny5STnJHnINN2aJEmSJEmSJAEwu+sARsQbgZ2BC4G318eWA1cAzwOuBZ4EHANcDxxXtzkZOK8+dxfwR8Ad7c6TbAl8lar4vmcp5eapuhFJkiRJkiRJGsRiMFBKuSnJKuD2UspVjVOHNn5ekuQJwAu5txj8cODwUsqF9edfD+j+wcBnqAvLpZQ1isUASeYCc9vHz7n4Srbcao3DmuGG5cOFl13DVnPNhz4alhNnnncZD9zSnOibYflwkXNEbw3LiWXXLmeuOdE75oPahuTEvC5iUffMB7WZE2oyH2Y+t4kYR5LXJPlpkmuT3Aq8CXhYo8l/Ap9M8p0kByd59IBuvgksBf5uWCG4diBwaft1/DE+066nBubDsR//UKdBqVMDc+LkT32806DUmYH5cIxzRJ8NzImPfOjIToNSZ8wHtQ3KicWdRqQumQ9qMyfUZD7McCmldB3DSEiyCDi/lHJA/fn5wInAQcAPgJuB/YF9SinzG9c9Cngm8HTgL4HXlFI+lWRP4EzgaKqtJp5aSvn5OOMPWxl8adcrg3fcZrNOxx9Fm84mU9n/OCuDLx2FVX9zN9+46xBGylTnA4y7MvjSrlcGX7z8lk7HH/P47bv/tTFmlx226GSOuGhE5oitRmSOuPy627sOAYCdt9+8szli2bXLL3Ul6Ojp6s8R5sN93XLHXV2HAMCDHzC7qzliHrD40ksvZf78+VMdgtbRkiVL2GmnnQB2KqUsmYoxzIf7j+nIBzAn7k+cI9S0vvngNhH3WgXManzeHTi7lLJ6aW6SR7QvKqVcAlwCfCjJx4FXAp9qNDkEuAH4dpK9SynnDhq8lHIjcGP7+G+uWbEet6L7u2H5cNXNd3YQjUbBsJz42RK3IO+jYflwtXNEbw3LiRGpdWmamQ9qG5QTyZTXoDWizAe1mRNqMh9mPovB91oCPCnJfOBWqv1/903yzPrnFwB7UD1YjiSbAYcDX6yv3Y66gNzuuJRycKpfOWMF4fOm+F4kSZIkSZIk6T7cM/heh1OtDr4AuBY4HfgCcDLwE2A+cESj/d3A1lRbSVwEfBn4IfDmQZ2XUt4OHAuckeRxU3IHkiRJkiRJkjSEK4NrpZSLgd1ah/+pfjW9u26/CnjROP0tgvvuB1dKeRvwtg2NVZIkSZIkSZImypXBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeqB2V0HoPFtt9WmXYegEbLlZv6SbTrvspu6DgGAP33EVp2N/Zh5W3Y29ijFAHDX3aXrEDq31eYbdx3CSHnYtpt3HULn7r6n+18XszZK1yEAsOzGO7oOYbWdtvXPd6NgzmzXxUiSpP7xT0CSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6YkmJwkkVJPrIB1++ZpCTZdjLjGjDOvkluncoxGmMtTHL+dIwlSZIkSZIkSW19Xxn8eeD3uw5CkiRJkiRJkqba7K4D6FIpZQWwYkP6SLJJKWXVJIUkSZIkSZIkSVNiKlcGz05yVJLl9esDSTaCqoCa5D+SLE1yW5KfJHn6gD4el+TsJLcn+WmSJ4ydSPKgJP9V97Eiyf8leXnj/H5Jrk5yn4J3kpOTfLX+eY1tIurrfp1kVf3+qtb5kmT/JP+T5Dbg/UlmJTkuyaV1LJck+eex+5UkSZIkSZKkrk1lsfIf6/53A/YDXg0cWJ87HtgDeBHwR8CJwNeTPK7Vx78B/wo8Abge+GyS1Oc2Bc4B/gp4DHAU8Ikke9fnvwDMBZ461lmSLYDnAJ8ZFHCSfYCPAEcC/6/u82NJ/rrV9J3AaXXsH63v8wrgecAuwMHA24GXI0mSJEmSJEkjYCq3iVgGvKGUUoALk+wMvLlelftCYH4p5fK67UeSPJWqaPy6Rh+HlFLOBEjybuAsYEdgaSnlCuADjbbHJHlK3fcZpZTlSU6jKkr/b91mH+Au4OtDYj4I+HQpZezhdxcneSLwL61rPl9K+WTr2kMbPy+pVzG/EDhuyFiSJEmSJEmSNG2mshj8o7oQPOaHwHuA3YEAF9y7yBeAOcB3Wn38ovHzlfX7Q4ClSWZRrRp+PlWBeA6wCbCocc1ngBOSbF5KuZ2qMPylUsodQ2LeBfhU69hZwN+0jv20fWGS1wCvBB4ObAZsDFw2ZJw1JJlLtZL5Pn531Q3MnbvGYc1ww/LhimvMh74alhPLrl1uTvSQ+aC2YTmx9Gp/3+gj5wi1DcmJeV3Eou6ZD2ozJ9RkPsx8Xe1pW4Bdgcc3XrsAr2i1u7N1Ddwb80HAW6hWB+9d9/EVqoLwmFOoVgI/J8lDqLaMGLhFxIBxxjt2W/NDkudTbS1xAvD0OpaPtWJZmwOBS9uvj334yAl0oRlkYD589EPmQ48NzImPmBN9ZT6obfDvG/45oq+cI9Q2KCcWdxqRumQ+qM2cUJP5MMNN5crgP02SxurgJ1Ot7v0h1crg7ce2gFhPuwNfL6V8GqDeS3hn4MaxBqWUlUm+RLUieFvgKuC74/T5q7rf5urg3YEL1iGWsxvbS5DkEet+K8C9xeT7eN3rD7x0gv1oZhiYD/u/wXzosYE5cYA50Vfmg9oG/77hnyP6yjlCbYNyYh7+z31fmQ9qMyfUZD7McFNZDP494MgkH6N60NpbgfeWUi5O8lmq7RveQvUQuG2APYHfllL+Zx37vxh4fpLdgeuA1wM7AT9vtfsM8O363MmllHvG6fMDwBeT/Az4JvAMqkLy361DLPsmeSbwa+AFVA/IW76O90Ip5UYahewxt64ctFBZM92wfLj9TvOhr4blxB13dRCMOmc+qG1YTty2yt83+sg5Qm2DcqK1ZZ96xHxQmzmhJvNh5pvKYvBngVnA2VTbLBwHfLA+93LgYOAwqr9duAH4MTCRlcLvpSrwng6soPpbi88Cf9hq9z3givr4C8brsJTylSSvp9qC4kiqPX9fV0oZ9sC5MZ+g2hriZKpVz/8NHMGa215IkiRJkiRJUiempBhcStmz8fGAAefvBBbWr0HXL6IqqjaPLWkeK6UsZ+0rdqm3qZg/5NwJtJa+l1KOBo4ep781/jqklLIK+Kf61fTuRpuFDLlfSZIkSZIkSZpqXT1ATpIkSZIkSZI0jSwGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPWAxWJIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwZIkSZIkSZLUA7O7DkDjW37bqq5D4MFbzuk6BNVuW3l31yEA8MBNR2PqeNzDt+o6hM7dvOLOrkNgy8027joEAK5YvqLrEFb7g+037zoECYCVd97TdQhsPmdW1yEAsMPcTbsOQSNmk9mui5EkSf3jn4AkSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSeuB+XQxOsjDJ+ZPU16IkH5mMviRJkiRJkiRp1MzuOoANdDjw4Unq6++AOyepL0mSJEmSJEkaKffrYnAp5Vbg1knq64bJ6EeSJEmSJEmSRtG0bRORZE6SI5NcneSOJD9Ksnt9bs8kJckzk/wsyYoki5PMS7JHkvOS3JrklCQPavR5n20ikvxRkjOS3Jzklvq6vepzGyf5UJIrk6xM8rsk/9649j7bRCTZOsmJSZbX8Xw7yWMa5/etY9o7yflJbktyZpKdGm0emuSrSW5IcnuSC5O8YOq+ZUmSJEmSJEkabDpXBh8GPA94BfBb4M3A/yZ5VKPNu4ADgZuAk4HPA3cArwbuBr4ILAReP2SMk4HzgCcBdwF/VF8P8AZgH+AFwBJgHvAH48R7Qn3+OcBy4H11vDuXUlbUbeYAb6vv6Q7gROBo4On1+Y8BmwJ7ATevZTxJkiRJkiRJmjLTUgxOsgXwWuCVpZRT62OvAZ4C7A98u256SCllcX3+aKr9gJ9YSjmnPnYi8Nxxhno4cHgp5cL6869b5y4GFpdSCnA58IMh8T4K+Btgj1LK9+pjL6mv+Ufgk3XT2cD+pZSL6jaHA8cn2aiUck895n+XUs6r2186znc0F5jbPv7L317FVlutcVgz3LB8uOR317LVXPOhj4blxMWXX2NO9NCwfFh27XLmmg+9NCwnfrv0OueIHnKOUNuQnJjXRSzqnvmgNnNCTebDzDdd20Q8AtgY+P7YgVLK3cAPgT9stPtF4+er6/dfto49ZJxx/hP4ZJLvJDk4yaMb504AHg9cnOSjSZ6dZNj97wLcU8c3Fu9NdSzNeFeOFYJrV1Ld59gvmqOAdyT5YZL3JnniOLEfSFUsvs/ruKMn6/l4up8ZmA+f+NiHOg1KnRqYE8eYE301MB8+8qEjOw1KnRqYE0d/9KhOg1JnnCPUNignFncakbpkPqjNnFCT+TDDTVcxOPV7GXCueezO9vFSSvvY0JhLKQupirVfAf4M+EWSV9TnzgHmA2+v+zgR+NaQgnAGHBsU711Dzm1Uj3kcsBNwPLAz8IMkC4f0e2Td9j6vf3rNsB0xNMMNzIf9XveGToNSpwbmxKvNib4amA8HvOHAToNSpwbmxGv2f2OnQakzzhFqG5QTCzqNSF0yH9RmTqjJfJjhpmvP4F8Dq4DdqfYLJsksYDeqfX4nTSnlEuAS4ENJPg68EvhUfe4Wqn2Hv5jkBOBHwCOpto9ouoCqoLsbMLZNxJZUexAfP8F4lgLHAMck+RfgjVT7Hrfb3Qjc2D7+uxtWTmQ4zRDD8uHaW9t//6C+GJYT19xy54DWmumG5cMdThG9NSwnbrjt7g6iUdecI9Q2KCeS8da/aCYzH9RmTqjJfJj5pqUYXEq5rS7M/nuS66iWmL8J2I7qIWsb/GC1JJsBh1MVe5fUfe8OnF2ffzOwDDiXagXyi6ge6rZ0QLyXJPkq8Ikkr6b6RfC+uv06F6+THAWcTlVs3hJ4BlWhWZIkSZIkSZKm1XStDAb4l/r9eKo9dX8OPKOUsizJBheDgbuBram2f9geuB44BTioPn8L8FbgUVTbOfwceGYp5fYh/b2camn814BNqfY7fkYpZcUEYtqI6iF4D63HPwN4ywSulyRJkiRJkqRJMW3F4FLKSqpNqNfYrKyUsojWPr2llC8NOHY0cHTj80LqLRdKKauoVvsOG/9Y4Nhxzu/Z+rwceNk47U+geijd0PsopbjhryRJkiRJkqSRMF0PkJMkSZIkSZIkdchisCRJkiRJkiT1gMVgSZIkSZIkSeoBi8GSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPTC76wA0vj/55691HQKXHf0PXYcAwNZ/+sauQ1htxc+O6mTch734U52M27b8S6/uOgQAnvnRH3QdAgBnvvHPOhv7z9717c7GHvPfb9y96xAAeO6Hvt91CKtd8oFndDLujq/4r07GbbviUy/sOgQA/uKwRV2HAMCP375nZ2Pv+Df/0dnYY5Z/4+1dhwDA1k9/f9chrLbijG6+k62f9YFOxm37whEv7ToEAJ538P90HQIAK7722q5DkCRJPeLKYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD3RaDE5Skjx32OcB7efXbf5keiKUJEmSJEmSpJlhdtcBTNDvgB2A67oORJIkSZIkSZLuT+5XxeBSyt3AVV3HIUmSJEmSJEn3N1O6TUSSZyRZnGR5khuSfCPJLhvQ3322iUiyZ/35mUl+lmRFPd68JHskOS/JrUlOSfKgRj+7JvlmkuuS3JzkrCS7tcbaOcl3k9yR5KIkz6r72rfRZsckn6vvb3mSU5M8qnH+oUm+Wt/77UkuTPKC9b1/SZIkSZIkSVpfU71n8BbAkcCTgD2Bm4CvJ9lkksd5F3Ag8KfA1sDngUOBV9fjPgZY2Gj/QODTwII6tnOB05JsC5BkI+DLwF3Ak4F9gXcCc8Y6SLI5cCZwB7AHsBuwDPh2fQ7gY8DmwF51DAcCN07ebUuSJEmSJEnSupnSbSJKKf/d/Jzk5cDNVAXYsyZxqENKKYvrMY4GPgw8sZRyTn3sRGD1g+lKKd9pxfV64O+BZwCfAf4S+APgaaWUK+o2bwK+37jsBUCAl5dSSt1mP+Aa4K+ALwAPB/67lHJefc2lk3jPkiRJkiRJkrTOprQYnOQRwHuoVuw+mGol8kbAw9bh2tOpVu4CXFZKecw4zX/R+Pnq+v2XrWMPafT9kDquvYDtgFnAZo24Hg1cOVYIrv0EuKfx+YnATsAtSZqxbA48ov75KODoJM8AzgC+XEr52aAbSDIXmNs+vu2Lj2ejOVsMukQz2LB8mPOsD5KNNx9whWa6YTkxf/8vMGvTB3QQkbo0LB/mPv9YNtrE3zP6aOjvGwveQTberIOI1KWh+bDnu8yHnhqSE/O6iEXdMx/UZk6oyXyY+aZ6m4ivUxWB96MqCP8x1dYL67JNxCuBx9evZ62l7Z2NnwtAKaV9rHmvJwK7Am8C/qweY2kjroz1M46NqLaXeHzrtTPwiTqG46gKxsfXx3+QZOGQ/g6kWjl8n9ft/3fqWsLQDDUwH+76zRmdBqVODcyJm875SqdBqTMD8+GOX53eaVDq1ODfN373g06DUmcG58PlizsNSp0alBMmRH+ZD2ozJ9RkPsxwU7YyuH5g2y7A/qWUM+tjT1jXMVurcifb7sAbSimn1nFtB+zQOP8rYMckv1dKubI+9ifct6B8DvBC4LpSytB9gEspS4FjgGOS/AvwRu67f/GYI4ET2gc3f8yz3Vqinwbmw+xH7G0+9NfAnNjqCX9rTvTTwHzYdJdnmg/9Nfj3jYf+mTnRT4Pz4WELzIf+GpQT8/B/7vvKfFCbOaEm82GGm8ptIpYD1wGvSvI7YEfgA1Qrg7t2MfDiJGdTPeTuMGBV4/y3gIuAE5McRLWFxH9SxT62YvizwEHAV5McClwOPBR4DnB0KeWSJEcBp9fjbUm1J/EFgwKqC8prFJW3e+UXN+xOdb80LB82+9tjOohGo2BYTjzyIFeC9tGwfHjQS/+rg2g0Cob+vrH3+zuIRl0bmg9P+0AH0WgUDMqJ1lZ36hHzQW3mhJrMh5lvyraJKKXcAzwfeCxwPvBR4BBg5VSNOQGvAB4A/Az4HPApYMnYyTr2fYA5wI+ptpV4H1Uh+I66ze3AXwC/Bb4IXFi325qqEA7V9/thqgLwt6j2Ln7ZVN6YJEmSJEmSJA0ypQ+QK6V8B/h/rcMPaJxPq/24f9VQSllCtZ/v2OdFzc/1sS8NOHY0cHTj83lUexg3fbp1zcVUxV4AkjwO2Bj4daPN1cDLx4n39ePdjyRJkiRJkiRNlyktBt+fJdkHuA24BJhPtU3EeVR7BUuSJEmSJEnS/YrF4OEeCPwH1T7Ay4FFwJtKKWW8iyRJkiRJkiRpFFkMHqKUchJwUtdxSJIkSZIkSdJkmLIHyEmSJEmSJEmSRofFYEmSY0Z5KQAAIABJREFUJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQd8gJwkSZIk9c8sgKVLl3Ydhxoa/z1mTfPQ5sMI6jAfVo9pTowW5wg1rW8+pJQy+dFoZCSZCxwIHFlKudE4RiOOrozK/RvH6BiV78A4RsOo3L9xjI5R+Q6MYzSMyv0bx+RIsjuwuOs4NNSCUspZ0zWY+TDypjUfwJy4H3COUNOE8sFi8AyXZD5wKbBTKWWJcYxGHF0Zlfs3jtExKt+BcYyGUbl/4xgdo/IdGMdoGJX7N47JkWQOsCuwDLh7PbuZR1UcWAB0uVxsJsUxC9gB+EkpZeVkBbY25sPIxtFJPoA5McJxOEdsuJkUx3rlg9tESJIkSVLP1P/TuEGrypKM/bi048L8TIvjNxsezcSYDyMdx7TnA5gTIx6Hc4RxNE04H3yAnCRJkiRJkiT1gMVgSZIkSZIkSeoBi8GSJEmSJEmS1AMWg2e+G4F31e/GMTpxdGVU7t84RseofAfGMRpG5f6NY3SMyndgHKNhVO7fOEbHqHwHxjEaRuX+jWN0jMp3YByjYVTuv/dxpJQy3WNKkiRJkiRJkqaZK4MlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeoBi8GSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPWAxWJIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwZIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDs7sOQMMlmQPsCiwD7u44HN1rFrAD8JNSysrpGtR8GFmd5AOYEyPMOUJNzhFqc45Qk3OE2pwj1OQcoTbnCDWtVz5YDB5tuwKLuw5CQy0AzprG8cyH0Tbd+QDmxKhzjlCTc4TanCPU5ByhNucINTlHqM05Qk0TygeLwaNtGcDixYuZN29e17GotnTpUhYsWAD1f59pZD6MoA7zYfWY5sRocY5Qk3OE2pwj1OQcoTbnCDU5R6jNOUJN65sPFoNH290A8+bNY/78+R2HogGm+59GmA+jrYt/KmNOjDbnCDU5R6jNOUJNzhFqc45Qk3OE2pwj1DShfPABcpIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHuhlMTjJk5MsTDJ3ivrfM0lJ8rdT0b8kSZIkSZIkTVQvi8HAk4F3AlNSDJYkSZIkSZKkUdPXYrAkSZIkSZIk9UrvisFJFgIfrD9eWm/nUJLMT7J/ksVJrk1ya5Jzk7w2yUatPp6SZFGSG5KsSLIkyefWMu42dd+XJ3nMFN2eJEmSJEmSJA00u+sAOvBJYCvgQODvgGX18WXA7wOfBpYAdwNPAg4Hfg84BCDJTsBpwFeAw4AVwEOBZw8bsL7mdOAO4MmllCsn+Z4kSZIkSZIkaVy9KwaXUpYmuaz++PNSypLG6beM/VCvBv4uMAt4c5JDSykFeCIwB9ivlHJT49qTBo2XZFfgFOA84O9LKbcMaTeXNfcwnrfON6YZxXxQmzmhJvNBbeaEmswHtZkTajIf1GZOqMl8mPl6VwweT5InAO+gesDcdtx3G42HAFcDPwdWAV9Kcixw1jgrfZ8F/CPwBeDVpZQ7xxn+QKqH2klgPmhN5oSazAe1mRNqMh/UZk6oyXxQmzmhJvNhhuvdnsHDJJkPLKba8uEgYAGwK/C+uslmAKWU3wBPBVYCxwNXJDk/yUsHdLsPsDFw9FoKwQBHAju1XgvW/450P2c+qM2cUJP5oDZzQk3mg9rMCTWZD2ozJ9RkPsxwrgy+13OAzam2crh87GCS57QbllIWA4uTzAL+BHgrcGKSK0opZzSavgF4GfCtJM+urxuolHIjcGPzWJINuR/dj5kPajMn1GQ+qM2cUJP5oDZzQk3mg9rMCTWZDzNfX1cGr6zfN2scK/X7qrEDSTYFXjKsk1LK3aWUs7l3r+HHtpqsAP4GOAP43yRP3ZCgJUmSJEmSJGl99XVl8Pn1+wFJPgPcSfWwuDuBk5McBjyQqsh7n+0dkrwG2As4Dbgc2AJ4LVUR+TvtgUopq5L8A3AicEqS55ZSTpmSu5IkSZIkSZKkIXq5MrjeruHfgb8DzgJ+AtwE/AOwLfBl4APAKXW7pnOBTYD3AKdT7Ru8CfCMUsp5Q8a7i2qF8aeB/0ny3Em+JUmSJEmSJEkaV19XBlNKeRvwttbhJcBXBzQ/rnHdj6geDDde34uAtI7dA7yqfkmSJEmSJEnStOrlymBJkiRJkiRJ6huLwZIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQeWKdicJKFSUqSuZMxaJIlSb4yGX1NcNyFScp0j9sYvyRZ2NX4kiRJkiRJkvqrbyuDPwns1nUQkiRJkiRJkjTdZncdwHQqpSwFlk5GX0k2AmaVUu6cjP4kSZIkSZIkaSpNdGXwTklOTXJrkuuTfDzJA8ZOJtkoyZuS/DLJHUmuS3JSku0HdZbk2Ul+nmRFkguTvKJ1/sH1GL9KcluSZUlOT/KEVptVSd45oP/d660Znl9/XmObiCRbJDkiyeV1P5cn+UCSzVrtSpIjk7wxya+BVcCfN/r9SZLlSW5K8uMkz5vgdytJkiRJkiRJU2aiK4P/B/gscCTwp8ChwMOAZ9fnjweeDxwBLAJ2BN4DLEryxFLKbY2+ngAcBvwbcA3wKuC4JL8upXyvbrMNcHc9zjXAVsDLgB8keUIp5YJSyrVJTgdeluTdpZRmsfdlwI3AwP2J69W9X6cq6r4b+HHjvh6X5Omt/v4BuAL4V+BW4Df18YcBHwV+R/Wd7gWcnOSBpZTjxvk+m7HMBdp7Ms9bl2s185gPajMn1GQ+qM2cUJP5oDZzQk3mg9rMCTWZDzPfRIvBnyulvKP++VtJ7gT+PcluQICXAvuXUj42dkGSc4FzgH2pCqZjHgTsVkq5om73PeApwD8C3wMopVwEHNDoaxZwOvB/VMXjN9WnTqAqVP8F8N267WbA84DPllJWDrmfp1MVbl9fSvlI475uoSp4Pw34RqP9psBTSyk3Nzsppaxe0VwXmM8Atq1jX6diMHAgsMbqZvWW+aA2c0JN5oPazAk1mQ9qMyfUZD6ozZxQk/kww010m4jPDfm8B/As4B7gc0lmj72A86lW0+7RuvacsUIwQCnlDuBi4OFjx1J5ZZKfJrkRuItqe4ZHAY9u9HUKcB1VwXnMPsCWVIXiYfaq3z/TOn5S6/yYM9qF4DrOvZJ8I8nVdYx3Av/UinFtjgR2ar0WTOB6zSzmg9rMCTWZD2ozJ9RkPqjNnFCT+aA2c0JN5sMMN9GVwVe1Pl9dvz+Iagn5RsD1Q67dtvV5ULuVVKtvxxxEtZXER4FD6mvuAT4JrN7Tt5RyZ5KTgVckOaDejmJf4IJSyo/HuZ9tgJWllBubB0spy5OsrO+raVm7gyRPBr4FfAfYn6rwfSfwWuAV7fbD1DHcJ44k63q5ZhjzQW3mhJrMB7WZE2oyH9RmTqjJfFCbOaEm82Hmm2gxeHvuLQADbFe/X0+1IvYeYHeqYmjbLROODl4EnFlKOaB5MMmDaCUm1X7FbwCem+TbwN5Ue/uO53pgTpK5zYJwkq2BOaxZsC6s6flU9/vXze0okmyylrElSZIkSZIkadpMdJuIFwz5/F2qvXw3ArYvpfx0wOui9YivUG0LsVqSZzBg4+pSyrnAeVQrgl9SX/vptfT/nfr9xa3jL26dX1uMY4XwsRgfAjxnHa6VJEmSJEmSpGkx0ZXBL0hyF9UD3p5EtaH0aaWUHwIkOQE4KcmHgbOAO4AdqfbePa2U8qUJjncqcHCShfWYj6Na7XvFkPYnAkdQ7Sn8v6WU9rYWbd8Evg0cnmQr4Mf1fR1K9eC4b61jjG8CPpvkGKrV04dQraB+4DpcL0mSJEmSJElTbqIrg/cBngh8GXgL1dYMz2+cfwXVPr9PA74EfA14B9XK2V+sR3zvBY4CXk31kLh/AJ4H/HpI+8/UY+3I+A+OA6CUUqhW8H4E2A84rX4/CtinPr+2Ps6o4/vjOsZDqDbb/uzarpUkSZIkSZKk6bJOK4NLKQuBhfXHZ43TrgCfqF/j9Td/yPE9W59XUq26fVOr6Z4MUEq5Fhi6V2/rPsaO3U5VwD5oLTEP3S27lHIscOyAU+2x3HFbkiRJkiRJUicmujJYkiRJkiRJknQ/ZDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeqBkS8GJ9k3SUkyf5L7PSHJksnsU5IkSZIkSZJG1cgXg4FTgd2AZZPc73uAfSa5T0mSJEmSJEkaSbO7DmBtSinXAtdOQb+/mew+JUmSJEmSJGlUbfDK4CR7Jfluktvq16IkezTOL6y3eXhskq8muSXJtUn+LclGSZ7YuP6SJC9p9b/GNhFJnlKPc0OSFUmWJPlc4/ysJO9IcnF9fnmSnyd5eaPNGttEJHlwkmOTXJVkVR3P25PMarSZX8fzpiRvrce+NckPkzy51d8jknw+ybIkK+v3/03yyA393iVJkiRJkiRpIjZoZXCSvYFvAD8CXloffgvw7SRPK6Wc2Wj+BeAE4MPA3wD/CswB/gr4APA+4ADgxCS/LKWcO2TMnYDTgK8AhwErgIcCz240+2fgbcChwM+AzYE/BLYZ5142BxYBOwKHABcBTwfeC/w+8MrWJW8ALgDeWH9+D3Bakp1KKTfVx04DbqnbXAU8BNgD2HJYHJIkSZIkSZI0FTZ0m4j3UxU5n1pKuQMgyWnAb+pzuzXafrSU8uG6zRlUReA3AQtKKWfVx38KXAO8EBhYDAaeSFVE3q9RdAU4qfHznwPfLKUc0Th22lru5WVUBeO/LqWcUh/7ZpKNgAOTHF5KubDR/sa67T117FcCPwaeBfxXkm2BnYG/LaV8tXHdlwYNnmQuMLd1eN5aYtYMZT6ozZxQk/mgNnNCTeaD2swJNZkPajMn1GQ+zHzrXQxOsgWwK/ChsUIwQCllRZIvAgfUq23HnNpoU5JcCGw7Vgiuj9+Q5Brg4eMM/XNgFfClJMcCZ5VSrmy1ORt4R5LDgFOAn5ZSbl/LLe0F3NQoBI85CTgQ2BNoFoNPGSsE135Rv4/Ffj1VUfywJDsA3y2l/Gqc8Q8E3rmWGNUf5oPazAk1mQ9qMyfUZD6ozZxQk/mgNnNCTebDDLchewZvDYRqZXDbsrrvrRvHbmi1WTXg2NjxTYcNWj/47anASuB44Iok5yd5aaPZvwEHA0+j2vrhhnq/4kePcz/bjHMvAA9qHb++FdfK+sdN688F2Bv4PvAu4IIkVyZ5b5I5A8Y5Etip9VowTrya2cwHtZkTajIf1GZOqMl8UJs5oSbzQW3mhJrMhxluQ7aJWA4UYPsB53YA7qnbTLpSymJgcf1gtz8B3kq11/AVpZQzSil3AYcDh9fL258O/AfwjSTz60Jt2/V1X4PuZez8ROO8DHgFQJKdgRcD76D6bg5ttb2RauuJ1ZJMdEjNEOaD2swJNZkPajMn1GQ+qM2cUJP5oDZzQk3mw8y33iuDSym3UW3H8Nwkq1fy1j//PXD2OmzNsEFKKXeXUs6memgdwGMHtLmxlPJ5qlXED2PNfU/GfAfYKslftY6/mKrofeaal0wo1otLKYcClwGP25C+JEmSJEmSJGmiNvQBcm8Hvgl8O8kRVNtGvBl4CPCiDex7oCSvodrf9zTgcmAL4LVU20t8p27zNeB84KfAdcAjgf2oCtTDViufBBwAfCbJIVT7Az+N6iF3x5ZSLppgnI8FPgx8Afg1cBfwbGA+1SplSZIkSZIkSZo2G1QMLqWcmeQvqfbE/Ux9+CfA3vVWDlPhXKptH95DVXS+pT72jFLKeXWb71KtTn418ECqfX+/Aiwc1mn94Lu9uHe/4W2oVvG+HThsPeK8Cvgt8Hqqpy7eQ1UU3q+Ucsx69CdJkiRJkiRJ621DVwZTSlkE7DHO+YUMKMKWUv52SPv5rc8nACc0Pv8I2GctMR0BHLGWNvsOOHYd8Kq1XLeEagX0oHNp/HwN8PLx+pIkSZIkSZKk6bLeewZLkiRJkiRJku4/LAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSemDSi8FJ9k1SksxvHFuS5IR1uHZhkjLZMUmSJEmSJElS343ayuBPArt1HYQkSZIkSZIkzTSzuw6gqZSyFFjadRySJEmSJEmSNNOs88rgJI9MckKS3yRZkeR3Sb6U5JGTFcygbSLqLSeOTPK6JL+uxz47yR8nmZ3k3UmWJrkpyZeTPLh1/QuSfCvJVUluT/J/Sd6RZE6rXZK8PcllSe5Ick6SZyZZlGRRq+3WdUyXJVlVv78nycatdq9N8osktyW5OckFSf51sr4vSZIkSZIkSVpXE1kZ/HvANcBBwPXAdsBrgbOT7FJKuWYK4huzD3Ap8BZgY+AI4GvAN4FNgFcCDwX+Ezimbj/mEcDX63MrgMcC7wD+AHhJo937gLcBHwe+Wvf3Carv6OKxRkkeACwGtqmvuRB4EnAoMH+szyQvBD4MvB/4LjAL2Jnqe1xDkrnA3NbheWv5XjRDmQ9qMyfUZD6ozZxQk/mgNnNCTeaD2swJNZkPM986F4NLKd8Dvjf2Ocks4FSqAvELgaMmPbp7zQKeWUpZUY+9BXACML+Usncjpj8E3phk81LK7XXc72ucD3AWsBw4IckbSyk3JNkGeDPw2VLK6xrtzwd+SKMYDLwBeDTwhFLKL+pjZyS5HTgyyb+XUv4P+HPgl6WUQxvXfnOcezwQeOe6fyWa4cwHtZkTajIf1GZOqMl8UJs5oSbzQW3mhJrMhxluIttEbJLkrUnOT3IrcBdwG7AFVXF0ndXbOzRfWcsl3xkrBNd+Vb+f2mr3KyDAwxpjPTLJiUkuB1YBdwInUd37o+pmTwbmAF9odlZK+RGwpDXGs4BzgQua9wCcXp/fo34/G3hckqOTPC3JVmu5xyOBnVqvBWu5RjOX+aA2c0JN5oPazAk1mQ9qMyfUZD6ozZxQk/kww01km4gPAvsB/0a1QvhGoACnAZutaydJ5lNt+dC0F7BonMtuaH1etZbjm9ZjbUm1pcOtwELgEqqtIp4EfLQR9zb1+9UDxm4f2w54JFVReZBtAUopn04ytoXFK4GSZDHwtlLK2e2LSik3Un2nq629Rq6ZynxQmzmhJvNBbeaEmswHtZkTajIf1GZOqMl8mPkmUgx+EXBSKeWQsQN1sXOb4ZcMdCWwa+vYRRPsY13tBWwP7FFvcwFAkse12l1fv283oI/tgMsan6+jKi6/asiYV479UEo5DjguyeZ1LO8Hvplkfill+URuRJIkSZIkSZI2xESKwYV7V96OeQXVfr7r3kkpq4CfTuSaDVDq99Vx11tS/FOr3dnASuB5VA+mG2v7ZKqHwjWLwacDbwWuLqX8bp2CqPYvPjXJttR7HVPtWyxJkiRJkiRJ02IixeBTgX2TXAj8EtidatuIG8e9qls/oIrv6CTvpCoOvwZ4cLNR/RC5/wTeluRm4CvAQ6k2zF4G3NNo/kHgucDiJB8Ezgc2oSrwPgs4oJRyWZJjgduB7wNXUT158W3A5cAFU3K3kiRJkiRJkjTERIrBbwDuBg6m2mv3h8DTga9PQVyTopRyXZK/Bg4H/gu4qX7/MNVex00HUz0Q7zVUK4cvBF4LvK++bqzPW5L8ed3+AKqH1d1GtQ/yN7h3y4nFwL7AC4C5wLXAmcA7SykrJ/lWJUmSJEmSJGlc61wMrve43XfAqfmtdidQbYXQPHafNuOMsZDqQW/NY2vsUl1KORcYdHzQ2GcBTx4wXFrtClXh932rGyQ7AbsAX2y1vQX41/o17F5OAk4adl6SJEmSJEmSptNEVgbPaEmeAPw91YrnW4E/AP4ZuBn4ZIehSZIkSZIkSdIGsxh8r1upVhDvB2xFtTXEIuDgUsrVHcYlSZIkSZIkSRvMYnCtlHIxsHfXcUiSJEmSJEnSVNio6wAkSZIkSZIkSVPPlcGjbRbA0qVLu45DDY3/HrOmeWjzYQR1mA+rxzQnRotzhJqcI9TmHKEm5wi1OUeoyTlCbc4RalrffEgpZfKj0aRIsjuwuOs4NNSCUspZ0zWY+TDypjUfwJy4H3COUJNzhNqcI9TkHKE25wg1OUeozTlCTRPKB4vBIyzJHGBXYBlw93p2M4/qF+wCoMu/wplJccwCdgB+UkpZOVmBrY35MLJxdJIPYE6McBzOERtuJsXhHDE5ZlIczhEbbibF4RwxOWZSHM4RG24mxeEcMTlmUhzOERtuJsWxXvngNhEjrP4PuUF/05Nk7MelpZQlGxqTcaz2mw2PZmLMh5GOY9rzAcyJEY/DOcI4mpwjNtAMjMM5wjianCM20AyMwznCOJqcIzbQDIzDOcI4miacDz5ATpIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwTPfjcC76nfjGJ04ujIq928co2NUvgPjGA2jcv/GMTpG5TswjtEwKvdvHKNjVL4D4xgNo3L/xjE6RuU7MI7RMCr33/s4UkqZ7jElSZIkSZIkSdPMlcGSJEmSJEmS1AMWgyVJkiRJkiSpBywGS5IkSZIkSVIPWAyWJEmSJEmSpB6wGCxJkiRJkiRJPWAxWJIkSZIkSZJ6wGKwJEmSJEmSJPWAxWBJkiRJkiRJ6gGLwZIkSZIkSZLUAxaDJUmSJEmSJKkHLAZLkiRJkiRJUg9YDJYkSZIkSZKkHrAYLEmSJEmSJEk9YDFYkiRJkiRJknrAYrAkSZIkSZIk9YDFYEmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJkiRJkqQesBgsSZIkSZIkST1gMViSJEmSJEmSesBisCRJkiRJkiT1gMVgSZIkSZIkSeqB2V0HoOGSzAF2BZYBd3ccju41C9gB+EkpZeV0DWo+jKxO8gHMiRHmHKEm5wi1OUeoyTlCbc4RanKOUJtzhJrWKx8sBo+2XYHFXQehoRYAZ03jeObDaJvufABzYtQ5R6jJOUJtzhFqco5Qm3OEmpwj1OYcoaYJ5YPF4NG2DGDx4sXMmzev61hUW7p0KQsWLID6v880Mh9GUIf5sHpMc2K0OEeoyTlCbc4RanKOUJtzhJqcI9TmHKGm9c0Hi8Gj7W6AefPmMX/+/I5D0QDT/U8jzIfR1sU/lTEnRptzhJqcI9TmHKEm5wi1OUeoyTlCbc4RappQPvgAOUmSJEmSJEnqAYvBkiRJkiRJktQDFoMlSZIkSZIkqQcsBkuSJEmSJElSD1gMliRJ/5+9e42yrCrv/f/90QgKURBRvLSmSUhikjH0BA4eGNpBxKMGNJF4NyrEaJBIFLwkIreOBPUgRPwTT4zgscVLjGEoKjSKgo1NoihHUBHRwEmDLY1cG7k03Vye/4u1Charq6q7uqqrtrW+nzH22LXnnmvOZ20e5ouHyVySJEmSpAEYZDE4yV5JliTZcQuN/+wkleTFW2J8SZIkSZIkSZqqQRaDgb2A44AtUgyWJEmSJEmSpFEz1GKwJEmSJEmSJA3K4IrBSZYAH2w//ld7nEMlWZTkzUlWJLkxyR1JLktyaJKtemM8J8nyJLckWZtkZZLPbmTendqxr03y+1vo9iRJkiRJkiRpXFvPdQBz4HRgB+Bw4E+B1W37auA3gE8CK4H7gGcAJwFPBI4BSLIrsAw4CzgRWAs8GThgognba84F7gb2qqrrxumzIxseW7FwM+5P84D5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TD/Da4YXFWrklzTfry0qlZ2vn772B/tbuALgQXA25IcW1UF7AFsCxxSVbd1rj1jvPmS7AmcDXwfeElV3T5BaIfTnGMsgfmgDZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh3lucMdETCbJ7kk+n+Q64J72dTzwaOBxbbdLgfXAmUlenuSJkwy5P7CcZifxAZMUggFOAXbtvRZP43b0q818UJ85oS7zQX3mhLrMB/WZE+oyH9RnTqjLfJjnBrczeCJJFgErgCuAd9AcFbEeeDFwFPAIgKq6Oslzgb8FPg5sl+RHwIlV1d8dfCDwMOAjVXXPZPNX1RpgTS+mad2TfnWZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/znzuDH/QnwHY0Rzl8pqr+o6ouAarfsapWVNULgUcBewFXAp9Isl+v61uAC4CvJfG/okiSJEmSJEmaM0MtBq9r3x/RaRsr+q4fa0jycOC1Ew1SVfdV1cU8eNbw03pd1gJ/DJwPfKXdUSxJkiRJkiRJs26ox0Rc3r4fluRTNGcDX9i+fybJicAjaYq8DzneIcmbgH1pzgFHSSVWAAAgAElEQVS+FtgeOJSmiHxBf6KqWp/kZcAngLOTvLSqzt4idyVJkiRJkiRJExjkzuCqWgG8H/hT4CLgu8BtwMuAnYEvAB8Azm77dV0GbEPzYLlzac4N3gZ4QVV9f4L57qXZYfxJ4PNJXjrDtyRJkiRJkiRJkxrqzmCq6kjgyF7zSuCL43T/WOe6b9M8GG6ysZcD6bXdD7yxfUmSJEmSJEnSrBrkzmBJkiRJkiRJGhqLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAGxSMTjJkiSVZMeZmDTJyiRnzcRYU5x3SZKa7Xk781eSJXM1vyRJkiRJkqThGtrO4NOBvec6CEmSJEmSJEmabVvPdQCzqapWAatmYqwkWwELquqemRhPkiRJkiRJkrakqe4M3jXJOUnuSHJzkn9K8mtjXybZKskRSX6Y5O4kNyU5I8njxxssyQFJLk2yNsmVSV7f+/6x7Rw/TnJnktVJzk2ye6/P+iTHjTP+s9qjGV7Rft7gmIgk2yc5Ocm17TjXJvlAkkf0+lWSU5K8NclVwHrgmZ1xv5vk1iS3JflOkpdP8beVJEmSJEmSpC1mqjuDPw98GjgF+B/AscBTgAPa7z8OvAI4GVgOPAk4HlieZI+qurMz1u7AicD7gBuANwIfS3JVVX2z7bMTcF87zw3ADsBBwH8k2b2qrqiqG5OcCxyU5D1V1S32HgSsAcY9n7jd3ftlmqLue4DvdO7r6Ume3xvvZcDPgXcBdwBXt+1PAT4M/IzmN90X+EySR1bVxyb5PSVJkiRJkiRpVky1GPzZqjq6/ftrSe4B3p9kbyDA64A3V9X/HrsgyWXA94CDaQqmYx4D7F1VP2/7fRN4DvBnwDcBquonwGGdsRYA5wI/oikeH9F+tZSmUP2HwIVt30cALwc+XVXrJrif59MUbv+6qv6xc1+30xS8nwd8tdP/4cBzq+qX3UGq6oEdzW2B+Xxg5zb2TSoGtw/n6z+gb+GmXKv5x3xQnzmhLvNBfeaEuswH9ZkT6jIf1GdOqMt8mP+mXAwe5/P7gX2AXwPuBz6bpDvu5TS7affhocXg740VggGq6u4kPwV+fawtSYC/AN4E7EazM3jMUzt/nw3cRFNwvrBtOxB4FE2heCL7tu+f6rWfQVMM3peHFoPP7xeC2zj3pdkt/N+Ax9IUxgHunmTuvsOBDY660GCZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3FTPDL6+9/kX7ftjgF3a8W4G7um9FtLslO26eZzx19Hsvh3zDuA04NvAq2iOcNgT+D7wwJm+7UPcPgO8NMn2bfPBwBVV9Z1J7mcnYF1Vrek2VtWtbSyP6fVf3R8gyV7A12gKwG+mOXJiT+D/9O5lY04Bdu29Fk/hes0v5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebDPDfVncGP58ECMDQFYGgKu/fS7Ax+Fk0BuO/2KUcHrwa+UVWHdRuTPIbmLOCujwNvoSkIfx3Yj2a37mRuBrZNsmO3IJzk0cC2bFiwLjb0Cpr7fVH3OIok22xk7ocO3Mz/kHtqNkZriMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh/lvqjuDXznB5wtpzvLdCnh8VV0yzusnmxFfAeu7DUlewDhnlVTVZTQ7hg8GXtte+8mNjH9B+/6aXvtret9vLMaxQvhYjI8D/mQTrpUkSZIkSZKkWTHVncGvTHIvzQPenkFzhsiyqvoWQJKlwBlJTgUuojkz90k0Z+8uq6ozpzjfOcBRSZa0cz6dZrfvzyfo/wngZOC3gK9UVf9Yi77zgK8DJyXZAfhOe1/H0pwV/LVNjPEI4NNJPkqze/oYmh3Uj9yE6yVJkiRJkiRpi5vqzuADgT2ALwBvpzma4RWd719Pc87v84AzgS8BR9PsnP3BZsT398CHgL+keUjcy4CXA1dN0P9T7VxPYvIHxwFQVUWzg/cfgUOAZe37h4AD2+83Nsb5bXx/0MZ4DM35Kp/e2LWSJEmSJEmSNFs2aWdwVS0BlrQf95+kXwH/3L4mG2/RBO3P7n1eR7Pr9ohe12czjqq6EZjwrN7efYy13UVTwH7HRmKe8ICUqjqN5kF3ff25PGRFkiRJkiRJ0pyY6s5gSZIkSZIkSdKvIIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAEY+WJwkoOTVJJFMzzu0iQrZ3JMSZIkSZIkSRpVI18MBs4B9gZWz/C4xwMHzvCYkiRJkiRJkjSStp7rADamqm4EbtwC414902NKkiRJkiRJ0qia9s7gJPsmuTDJne1reZJ9Ot8vaY95eFqSLya5PcmNSd6XZKske3Su/88kr+2Nv8ExEUme085zS5K1SVYm+Wzn+wVJjk7y0/b7W5NcmuTPO302OCYiyWOTnJbk+iTr23jenWRBp8+iNp4jkryznfuOJN9KsldvvN9M8q9JVidZ175/Jclu0/3dJUmSJEmSJGkqprUzOMl+wFeBbwOva5vfDnw9yfOq6hud7p8DlgKnAn8MvAvYFngh8AHgBOAw4BNJflhVl00w567AMuAs4ERgLfBk4IBOt78BjgSOBf4vsB3we8BOk9zLdsBy4EnAMcBPgOcDfw/8BvCG3iVvAa4A3tp+Ph5YlmTXqrqtbVsG3N72uR54HLAP8Khx5t8R2LHXvHCieDW/mQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkP8990j4l4L02R87lVdTdAkmXA1e13e3f6friqTm37nE9TBD4CWFxVF7XtlwA3AK8Cxi0GA3vQFJEP6RRdAc7o/P1M4LyqOrnTtmwj93IQTcH4RVV1dtt2XpKtgMOTnFRVV3b6r2n73t/Gfh3wHWB/4F+S7Az8NvDiqvpi57ozJ5j/cOC4jcSo4TAf1GdOqMt8UJ85oS7zQX3mhLrMB/WZE+oyH+a5zT4mIsn2wJ7AmWOFYICqWgv8G/CMdrftmHM6fQq4Erh9rBDctt9CUwz+9UmmvhRYD5yZ5OVJnjhOn4uB/ZOcmOQPe3FMZF/gtk4heMxYkfnZvfazxwrBrR+072Ox30xTFD8xyZuS/O5G5j8F2LX3WrwJcWt+Mh/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5rnp7Ax+NBCancF9q2kKzY/utN3S67N+nLax9odPNGlVXZ3kucDfAh8HtkvyI+DEqhor3L6P5viI1wDvANYn+Srwt73dvV07TXIvAI/ptd/ci2tdEsZir6pqj9E4Dvg74HFJVgP/Bzi+qtb1rl9Ds9v4Ae14GiDzQX3mhLrMB/WZE+oyH9RnTqjLfFCfOaEu82H+m84D5G4FCnj8ON89Abi/7TPjqmpFVb2Q5uzdvWh2GX+iLb5SVfdW1UlV9d9oirwHAU8HvpqJM/hmJr6Xse+nGuc1VfX6qtoF+B3gdODdwFFTHUuSJEmSJEmSpmOzi8FVdSfNcQwvTfLATt7275cAF1fVXdMPcdIY7quqi2keWgfwtHH6rKmqf6XZRfwUNjwEe8wFwA5JXthrfw1N0fsbG14ypVh/WlXHAtfQFKYlSZIkSZIkadZM9wFy7wbOA76e5GSaYyPeBjwOePU0xx5XkjfRnO+7DLgW2B44lOZ4iQvaPl8CLgcuAW4CdgMOoSlQT7Rb+QzgMOBTSY6h2W38PJqH3J1WVT+ZYpxPA04FPgdcBdwLHAAsAv7XVMaSJEmSJEmSpOmaVjG4qr6R5H/SnIn7qbb5u8B+VbViusFN4DLg+cDxNEXn29u2F1TV99s+F9LsTv5L4JE05/6eBSyZaNCqWptkX5rzho+iOV7iGpqC94mbEef1wP8D/hpYSHNsxlXAIVX10c0YT5IkSZIkSZI223R3BlNVy4F9Jvl+CeMUYavqxRP0X9T7vBRY2vn8beDAjcR0MnDyRvocPE7bTcAbN3LdSpod0ON9l87fNwB/PtlYkiRJkiRJkjRbpvMAOUmSJEmSJEnSrwiLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAMx4MTjJwUkqyaJO28okSzfh2iVJaqZjkiRJkiRJkqShG7WdwacDe891EJIkSZIkSZI032w91wF0VdUqYNVcxyFJkiRJkiRJ880m7wxOsluSpUmuTrI2yc+SnJlkt5kKZrxjItojJ05J8ldJrmrnvjjJHyTZOsl7kqxKcluSLyR5bO/6Vyb5WpLrk9yV5EdJjk6yba9fkrw7yTVJ7k7yvSR/lGR5kuW9vo9uY7omyfr2/fgkD+v1OzTJD5LcmeSXSa5I8q6Z+r0kSZIkSZIkaVNNZWfwE4EbgHcANwO7AIcCFyf53aq6YQvEN+ZA4L+AtwMPA04GvgScB2wDvAF4MvAPwEfb/mN+E/hy+91a4GnA0cDvAK/t9DsBOBL4J+CL7Xj/TPMb/XSsU5JfA1YAO7XXXAk8AzgWWDQ2ZpJXAacC7wUuBBYAv03zO0qSJEmSJEnSrNrkYnBVfRP45tjnJAuAc2gKxK8CPjTj0T1oAfBHVbW2nXt7YCmwqKr268T0e8Bbk2xXVXe1cZ/Q+T7ARcCtwNIkb62qW5LsBLwN+HRV/VWn/+XAt+gUg4G3AE8Fdq+qH7Rt5ye5Czglyfur6kfAM4EfVtWxnWvPm+gGk+wI7NhrXrixH0bzk/mgPnNCXeaD+swJdZkP6jMn1GU+qM+cUJf5MP9tcjE4yTbAW4GDaHbAbt/5+qlTmTRJf977qqrG7dy4YKwQ3Ppx+35Or9+PgQBPodmxS3uMxTHAvsATeOg9/xZwMbAXsC3wue5gVfXtJCt7c+wPXAZc0buPc4FTgH2AH7Xj/lWSjwCfBy6uqtsmucfDgeMm+V7DYj6oz5xQl/mgPnNCXeaD+swJdZkP6jMn1GU+zHNTOSbig8AhwPtodgivAQpYBjxiUwdJsojmyIeufYHlk1x2S+/z+o20P7yd61E0RzrcASwB/pPmqIhnAB/uxL1T+/6Lcebut+0C7AbcM0GsOwNU1SfbAvob2lclWQEcWVUXj3PdKTS7nbsWtvFreMwH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh3luKsXgVwNnVNUxYw1tsXOniS8Z13XAnr22n0xxjE21L/B4YJ/2mAsAkjy91+/m9n2XccbYBbim8/kmmuLyGyeY87qxP6rqY8DHkmzXxvJe4Lwki6rq1u5FVbWGpsD+gOZUCw2R+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kw/02lGFw8uPN2zOtpzvPd9EGq1gOXTOWaaRg7euKBuNtzg/+i1+9iYB3wcpoH04313YvmSIxuMfhc4J3AL6rqZ5sURHN+8TlJdqY965jm3GJJkiRJkiRJmhVTKQafAxyc5Ergh8CzaI6NWDPpVXPrP2ji+0iS42iKw28CHtvt1D5E7h+AI5P8EjgLeDLNGSmrgfs73T8IvBRYkeSDwOXANjQF3v2Bw6rqmiSnAXcB/w5cT7Ol/kjgWuCKLXK3kiRJkiRJkjSBqRSD3wLcBxxFc9but4DnA1/eAnHNiKq6KcmLgJOAfwFua99PpTnruOso4E6aYvFf0DyA7lDghPa6sTFvT/LMtv9hNA+ru5PmHOSv8uCREyuAg4FX0jyF8UbgG8BxVbVuhm9VkiRJkiRJkia1ycXg9ozbg8f5alGv31J6B01X1UP6TDLHEpoHvXXbNjiYpKouA8ZrH2/ui4C9xpkuvX5FU/g94YEOya7A7wL/1ut7O/Cu9jXRvZwBnDHR95IkSZIkSZI0m6ayM3heS7I78BKaHc93AL8D/A3wS+D0OQxNkiRJkiRJkqbNYvCD7qDZQXwIsAPN0RDLgaOq6hdzGJckSZIkSZIkTZvF4FZV/RTYb67jkCRJkiRJkqQtYau5DkCSJEmSJEmStOW5M3i0LQBYtWrVXMehjs4/jwWzPLX5MILmMB8emNOcGC2uEepyjVCfa4S6XCPU5xqhLtcI9blGqGtz8yFVNfPRaEYkeRawYq7j0IQWV9VFszWZ+TDyZjUfwJz4FeAaoS7XCPW5RqjLNUJ9rhHqco1Qn2uEuqaUDxaDR1iSbYE9gdXAfZs5zEKaf2EXA3P5n3DmUxwLgCcA362qdTMV2MaYDyMbx5zkA5gTIxyHa8T0zac4XCNmxnyKwzVi+uZTHK4RM2M+xeEaMX3zKQ7XiJkxn+JwjZi++RTHZuWDx0SMsPYf5LT+S0+SsT9XVdXK6cZkHA+4evrRTI35MNJxzHo+gDkx4nG4RhhHl2vENM3DOFwjjKPLNWKa5mEcrhHG0eUaMU3zMA7XCOPomnI++AA5SZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGz39rgL9r341jdOKYK6Ny/8YxOkblNzCO0TAq928co2NUfgPjGA2jcv/GMTpG5TcwjtEwKvdvHKNjVH4D4xgNo3L/g48jVTXbc0qSJEmSJEmSZpk7gyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpALae6wA0sSTbAnsCq4H75jgcPWgB8ATgu1W1brYmNR9G1pzkA5gTI8w1Ql2uEepzjVCXa4T6XCPU5RqhPtcIdW1WPlgMHm17AivmOghNaDFw0SzOZz6MttnOBzAnRp1rhLpcI9TnGqEu1wj1uUaoyzVCfa4R6ppSPlgMHm2rAVasWMHChQvnOha1Vq1axeLFi6H95zOLzIcRNIf58MCc5sRocY1Ql2uE+lwj1OUaoT7XCHW5RqjPNUJdm5sPFoNH230ACxcuZNGiRXMcisYx2/9rhPkw2ubif5UxJ0aba4S6XCPU5xqhLtcI9blGqMs1Qn2uEeqaUj74ADlJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gAMshicZK8kS5LsuIXGf3aSSvLiLTG+JEmSJEmSJE3VIIvBwF7AccAWKQZLkiRJkiRJ0qgZajFYkiRJkiRJkgZlcMXgJEuAD7Yf/6s9zqGSLEry5iQrktyY5I4klyU5NMlWvTGek2R5kluSrE2yMslnNzLvTu3Y1yb5/S10e5IkSZIkSZI0rq3nOoA5cDqwA3A48KfA6rZ9NfAbwCeBlcB9wDOAk4AnAscAJNkVWAacBZwIrAWeDBww0YTtNecCdwN7VdV1M3xPkiRJkiRJkjSpwRWDq2pVkmvaj5dW1crO128f+6PdDXwhsAB4W5Jjq6qAPYBtgUOq6rbOtWeMN1+SPYGzge8DL6mq2yfotyMbnmG8cJNvTPOK+aA+c0Jd5oP6zAl1mQ/qMyfUZT6oz5xQl/kw/w2uGDyZJLsDR9M8YG4XHnqMxuOAXwCXAuuBM5OcBlw0yU7f/YE/Az4H/GVV3TPJ9IfTPNROAvNBGzIn1GU+qM+cUJf5oD5zQl3mg/rMCXWZD/Pc4M4MnkiSRcAKmiMf3gEsBvYETmi7PAKgqq4GngusAz4O/DzJ5UleN86wBwIPAz6ykUIwwCnArr3X4s2/I/2KMx/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5jl3Bj/oT4DtaI5yuHasMcmf9DtW1QpgRZIFwH8H3gl8IsnPq+r8Tte3AAcBX0tyQHvduKpqDbCm25ZkOvejX2Hmg/rMCXWZD+ozJ9RlPqjPnFCX+aA+c0Jd5sP8N9Sdweva90d02qp9Xz/WkOThwGsnGqSq7quqi3nwrOGn9bqsBf4YOB/4SpLnTidoSZIkSZIkSdpcQ90ZfHn7fliSTwH30Dws7h7gM0lOBB5JU+R9yPEOSd4E7AssA64FtgcOpSkiX9CfqKrWJ3kZ8Ang7CQvraqzt8hdSZIkSZIkSdIEBrkzuD2u4f3AnwIXAd8FbgNeBuwMfAH4AHB226/rMmAb4HjgXJpzg7cBXlBV359gvntpdhh/Evh8kpfO8C1JkiRJkiRJ0qSGujOYqjoSOLLXvBL44jjdP9a57ts0D4abbOzlQHpt9wNvbF+SJEmSJEmSNKsGuTNYkiRJkiRJkobGYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpADapGJxkSZJKsuNMTJpkZZKzZmKsKc67JEnN9ryd+SvJkrmaX5IkSZIkSdJwDW1n8OnA3nMdhCRJkiRJkiTNtq3nOoDZVFWrgFUzMVaSrYAFVXXPTIwnSZIkSZIkSVvSVHcG75rknCR3JLk5yT8l+bWxL5NsleSIJD9McneSm5KckeTx4w2W5IAklyZZm+TKJK/vff/Ydo4fJ7kzyeok5ybZvddnfZLjxhn/We3RDK9oP29wTESS7ZOcnOTadpxrk3wgySN6/SrJKUnemuQqYD3wzM64301ya5Lbknwnycun+NtKkiRJkiRJ0hYz1Z3Bnwc+DZwC/A/gWOApwAHt9x8HXgGcDCwHngQcDyxPskdV3dkZa3fgROB9wA3AG4GPJbmqqr7Z9tkJuK+d5wZgB+Ag4D+S7F5VV1TVjUnOBQ5K8p6q6hZ7DwLWAOOeT9zu7v0yTVH3PcB3Ovf19CTP7433MuDnwLuAO4Cr2/anAB8Gfkbzm+4LfCbJI6vqY5P8nt1YdgT6ZzIv3JRrNf+YD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z31SLwZ+tqqPbv7+W5B7g/Un2BgK8DnhzVf3vsQuSXAZ8DziYpmA65jHA3lX187bfN4HnAH8GfBOgqn4CHNYZawFwLvAjmuLxEe1XS2kK1X8IXNj2fQTwcuDTVbVugvt5Pk3h9q+r6h8793U7TcH7ecBXO/0fDjy3qn7ZHaSqHtjR3BaYzwd2bmPfpGIwcDiwwe5mDZb5oD5zQl3mg/rMCXWZD+ozJ9RlPqjPnFCX+TDPTfWYiM9O8HkfYH/gfuCzSbYeewGX0+ym3ad37ffGCsEAVXU38FPg18fa0nhDkkuSrAHupTme4beAp3bGOhu4iabgPOZA4FE0heKJ7Nu+f6rXfkbv+zHn9wvBbZz7Jvlqkl+0Md4D/EUvxo05Bdi191o8hes1v5gP6jMn1GU+qM+cUJf5oD5zQl3mg/rMCXWZD/PcVHcGX9/7/Iv2/TE0W8i3Am6e4Nqde5/H67eOZvftmHfQHCXxYeCY9pr7gdOBB870rap7knwGeH2Sw9rjKA4Grqiq70xyPzsB66pqTbexqm5Nsq69r67V/QGS7AV8DbgAeDNN4fse4FDg9f3+E2ljeEgcSTb1cs0z5oP6zAl1mQ/qMyfUZT6oz5xQl/mgPnNCXebD/DfVYvDjebAADLBL+34zzY7Y+4Fn0RRD+26fcnTwauAbVXVYtzHJY+glJs15xW8BXprk68B+NGf7TuZmYNskO3YLwkkeDWzLhgXrYkOvoLnfF3WPo0iyzUbmliRJkiRJkqRZM9VjIl45wecLac7y3Qp4fFVdMs7rJ5sRX9EcC/GAJC9gnIOrq+oy4Ps0O4Jf2177yY2Mf0H7/ppe+2t6328sxrFC+FiMjwP+ZBOulSRJkiRJkqRZMdWdwa9Mci/NA96eQXOg9LKq+hZAkqXAGUlOBS4C7gaeRHP27rKqOnOK850DHJVkSTvn02l2+/58gv6fAE6mOVP4K1XVP9ai7zzg68BJSXYAvtPe17E0D4772ibGeATw6SQfpdk9fQzNDupHbsL1kiRJkiRJkrTFTXVn8IHAHsAXgLfTHM3wis73r6c55/d5wJnAl4CjaXbO/mAz4vt74EPAX9I8JO5lwMuBqybo/6l2ricx+YPjAKiqotnB+4/AIcCy9v1DwIHt9xsb4/w2vj9oYzyG5rDtT2/sWkmSJEmSJEmaLZu0M7iqlgBL2o/7T9KvgH9uX5ONt2iC9mf3Pq+j2XV7RK/rsxlHVd0ITHhWb+8+xtruoilgv2MjMU94WnZVnQacNs5X/bk8cVuSJEmSJEnSnJjqzmBJkiRJkiRJ0q8gi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkoLxE+EAACAASURBVCRJ0gCMfDE4ycFJKsmiGR53aZKVMzmmJEmSJEmSJI2qkS8GA+cAewOrZ3jc44EDZ3hMSZIkSZIkSRpJW891ABtTVTcCN26Bca+e6TElSZIkSZIkaVRNe2dwkn2TXJjkzva1PMk+ne+XtMc8PC3JF5PcnuTGJO9LslWSPTrX/2eS1/bG3+CYiCTPaee5JcnaJCuTfLbz/YIkRyf5afv9rUkuTfLnnT4bHBOR5LFJTktyfZL1bTzvTrKg02dRG88RSd7Zzn1Hkm8l2as33m8m+dckq5Osa9+/kmS36f7ukiRJkiRJkjQV09oZnGQ/4KvAt4HXtc1vB76e5HlV9Y1O988BS4FTgT8G3gVsC7wQ+ABwAnAY8IkkP6yqyyaYc1dgGXAWcCKwFngycECn298ARwLHAv8X2A74PWCnSe5lO2A58CTgGOAnwPOBvwd+A3hD75K3AFcAb20/Hw8sS7JrVd3Wti0Dbm/7XA88DtgHeNREcUiSJEmSJEnSljDdYyLeS1PkfG5V3Q2QZBlwdfvd3p2+H66qU9s+59MUgY8AFlfVRW37JcANwKuAcYvBwB40ReRDOkVXgDM6fz8TOK+qTu60LdvIvRxEUzB+UVWd3badl2Qr4PAkJ1XVlZ3+a9q+97exXwd8B9gf+JckOwO/Dby4qr7Yue7M8SZPsiOwY6954UZi1jxlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/qMyfUZT7Mf5tdDE6yPbAn8P+NFYIBqmptkn8DDmt32445p9OnklwJ7DxWCG7bb0lyA/Drk0x9KbAeODPJacBFVXVdr8/FwNFJTgTOBi6pqrs2ckv7Ard1CsFjzgAOB54NdIvBZ48Vgls/aN/HYr+Zpih+YpInABdW1Y8nmf9w4LiNxKjhMB/UZ06oy3xQnzmhLvNBfeaEuswH9ZkT6jIf5rnpnBn8aCA0O4P7VrdjP7rTdkuvz/px2sbaHz7RpO2D354LrAM+Dvw8yeVJXtfp9j7gKOB5NEc/3NKeV/zUSe5np0nuBeAxvfabe3Gta/98ePu5gP2Afwf+DrgiyXVJ/j7JtuPMcwqwa++1eJJ4Nb+ZD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3HSOibgVKODx43z3BOD+ts+Mq6oVwIr2wW7/HXgnzVnDP6+q86vqXuAk4KR2e/vzgf8FfDXJorZQ23dzO9Z49zL2/VTjvAZ4PUCS3wZeAxxN89sc2+u7huboiQckmeqUmifMB/WZE+oyH9RnTqjLfFCfOaEu80F95oS6zIf5b7N3BlfVnTTHMbw0yQM7edu/XwJcvAlHM0xLVd1XVRfTPLQO4Gnj9FlTVf9Ks4v4KWx47smYC4Adkryw1/4amqL3Nza8ZEqx/rSqjgWuAZ4+nbEkSZIkSZIkaaqm+wC5dwPnAV9PcjLNsRFvAx4HvHqaY48ryZtozvddBlwLbA8cSnO8xAVtny8BlwOXADcBuwGH0BSoJ9qtfAZwGPCpJMfQnA/8PJqH3J1WVT+ZYpxPA04FPgdcBdwLHAAsotmlLEmSJEmSJEmzZlrF4Kr6RpL/SXMm7qfa5u8C+7VHOWwJl9Ec+3A8TdH59rbtBVX1/bbPhTS7k/8SeCTNub9nAUsmGrR98N2+PHje8E40u3jfDZy4GXFeD/w/4K9pnrp4P01R+JCq+uhmjCdJkiRJkiRJm226O4OpquXAPpN8v4RxirBV9eIJ+i/qfV4KLO18/jZw4EZiOhk4eSN9Dh6n7SbgjRu5biXNDujxvkvn7xuAP59sLEmSJEmSJEmaLZt9ZrAkSZIkSZIk6VeHxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAMx4MTjJwUkqyaJO28okSzfh2iVJaqZjkiRJkiRJkqShG7WdwacDe891EJIkSZIkSZI032w91wF0VdUqYNVcxyFJkiRJkiRJ880m7wxOsluSpUmuTrI2yc+SnJlkt5kKZrxjItojJ05J8ldJrmrnvjjJHyTZOsl7kqxKcluSLyR5bO/6Vyb5WpLrk9yV5EdJjk6yba9fkrw7yTVJ7k7yvSR/lGR5kuW9vo9uY7omyfr2/fgkD+v1OzTJD5LcmeSXSa5I8q6Z+r0kSZIkSZIkaVNNZWfwE4EbgHcANwO7AIcCFyf53aq6YQvEN+ZA4L+AtwMPA04GvgScB2wDvAF4MvAPwEfb/mN+E/hy+91a4GnA0cDvAK/t9DsBOBL4J+CL7Xj/TPMb/XSsU5JfA1YAO7XXXAk8AzgWWDQ2ZpJXAacC7wUuBBYAv03zO24gyY7Ajr3mhRv5XTRPmQ/qMyfUZT6oz5xQl/mgPnNCXeaD+swJdZkP898mF4Or6pvAN8c+J1kAnENTIH4V8KEZj+5BC4A/qqq17dzbA0uBRVW1Xyem3wPemmS7qrqrjfuEzvcBLgJuBZYmeWtV3ZJkJ+BtwKer6q86/S8HvkWnGAy8BXgqsHtV/aBtOz/JXcApSd5fVT8Cngn8sKqO7Vx73iT3eDhw3Kb/JJrnzAf1mRPqMh/UZ06oy3xQnzmhLvNBfeaEusyHeW4qx0Rsk+SdSS5PcgdwL3AnsD1NcXSTtcc7dF/ZyCUXjBWCWz9u38/p9fsxEOApnbl2S/KJJNcC64F7gDNo7v232m57AdsCn+sOVlXfBlb25tgfuAy4onsPwLnt9/u07xcDT0/ykSTPS7LDRu7xFGDX3mvxRq7R/GU+qM+cUJf5oD5zQl3mg/rMCXWZD+ozJ9RlPsxzUzkm4oPAIcD7aHYIrwEKWAY8YlMHSbKI5siHrn2B5ZNcdkvv8/qNtD+8netRNEc63AEsAf6T5qiIZwAf7sS9U/v+i3Hm7rftAuxGU1Qez84AVfXJJGNHWLwBqCQrgCOr6uL+RVW1huY3fcDGa+Sar8wH9ZkT6jIf1GdOqMt8UJ85oS7zQX3mhLrMh/lvKsXgVwNnVNUxYw1tsXOniS8Z13XAnr22n0xxjE21L/B4YJ/2mAsAkjy91+/m9n2XccbYBbim8/kmmuLyGyeY87qxP6rqY8DHkmzXxvJe4Lwki6rq1qnciCRJkiRJkiRNx1SKwcWDO2/HvJ7mPN9NH6RqPXDJVK6ZhmrfH4i7PZLiL3r9LgbWAS+neTDdWN+9aB4K1y0Gnwu8E/hFVf1sk4Jozi8+J8nOtGcd05xbLEmSJEmSJEmzYirF4HOAg5NcCfwQeBbNsRFrJr1qbv0HTXwfSXIcTXH4TcBju53ah8j9A3Bkkl8CZwFPpjkwezVwf6f7B4GXAiuSfBC4HNiGpsC7P3BYVV2T5DTgLuDfgetpnrx4JHAtcMUWuVtJkiRJkiRJmsBUisFvAe4DjqI5a/dbwPOBL2+BuGZEVd2U5EXAScC/ALe176fSnHXcdRTNA/HeRLNz+ErgUOCE9rqxMW9P8sy2/2E0D6u7k+Yc5K/y4JETK4CDgVcCOwI3At8AjquqdTN8q5IkSZIkSZI0qU0uBrdn3B48zleLev2W0hyF0G17SJ9J5lhC86C3btsGp1RX1WXAeO3jzX0RsNc406XXr2gKvyc80CHZFfhd4N96fW8H3tW+JrqXM4AzJvpekiRJkiRJkmbTVHYGz2tJdgdeQrPj+Q7gd4C/AX4JnD6HoUmSJEmSJEnStFkMftAdNDuIDwF2oDkaYjlwVFX9Yg7jkiRJkiRJkqRpsxjcqqqfAvvNdRySJEmSJEmStCVsNdcBSJIkSZIkSZK2PHcGj7YFAKtWrZrrONTR+eexYJanNh9G0BzmwwNzmhOjxTVCXa4R6nONUJdrhPpcI9TlGqE+1wh1bW4+pKpmPhrNiCTPAlbMdRya0OKqumi2JjMfRt6s5gOYE78CXCPU5RqhPtcIdblGqM81Ql2uEepzjVDXlPLBYvAIS7ItsCewGrhvM4dZSPMv7GJgLv8TznyKYwHwBOC7VbVupgLbGPNhZOOYk3wAc2KE43CNmL75FIdrxMyYT3G4RkzffIrDNWJmzKc4XCOmbz7F4RoxM+ZTHK4R0zef4tisfPCYiBHW/oOc1n/pSTL256qqWjndmIzjAVdPP5qpMR9GOo5ZzwcwJ0Y8DtcI4+hyjZimeRiHa4RxdLlGTNM8jMM1wji6XCOmaR7G4RphHF1TzgcfICdJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxeD5bw3wd+27cYxOHHNlVO7fOEbHqPwGxjEaRuX+jWN0jMpvYByjYVTu3zhGx6j8BsYxGkbl/o1jdIzKb2Aco2FU7n/wcaSqZntOSZIkSZIkSdIsc2ewJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGYOu5DkATS7ItsCewGrhvjsPRgxYATwC+W1XrZmtS82FkzUk+gDkxwlwj1OUaoT7XCHW5RqjPNUJdrhHqc41Q12blg8Xg0bYnsGKug9CEFgMXzeJ85sNom+18AHNi1LlGqMs1Qn2uEepyjVCfa4S6XCPU5xqhrinlg8Xg0bYaYMWKFSxcuHCuY1Fr1apVLF68GNp/PrPIfBhBc5gPD8xpTowW1wh1uUaozzVCXa4R6nONUJdrhPpcI9S1uflgMXi03QewcOFCFi1aNMehaByz/b9GmA+jbS7+VxlzYrS5RqjLNUJ9rhHqco1Qn2uEulwj1Ocaoa4p5YMPkJMkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDcAgi8FJ9kqyJMmOW2j8ZyepJC/eEuNLkiRJkiRJ0lQNshgM7AUcB2yRYrAkSZIkSZIkjZqhFoMlSZIkSZIkaVAGVwxOsgT4YPvxv9rjHCrJoiRvTrIiyY1J7khyWZJDk2zVG+M5SZYnuSXJ2iQrk3x2I/Pu1I59bZLf30K3J0mSJEmSJEnj2nquA5gDpwM7AIcDfwqsbttXA78BfBJYCdwHPAM4CXgicAxAkl2BZcBZwInAWuDJwAETTdhecy5wN7BXVV03w/ckSZIkSZIkSZMaXDG4qlYluab9eGlVrex8/faxP9rdwBcCC4C3JTm2qgrYA9gWOKSqbutce8Z48yXZEzgb+D7wkqq6fYJ+O7LhGcYLN/nGNK+YD+ozJ9RlPqjPnFCX+aA+c0Jd5oP6zAl1mQ/z3+CKwZNJsjtwNM0D5nbhocdoPO7/Z+9eozSr6juPf380cvWCiKKxNU1CjMmshRMMDiztwRZGDcQoEa9RId4QJQheskS5dETUQYg4xIkRHRHRGMPyCo2CYGOTKOoIKuIlMgFsaO40cu1G+M+LcwoOp6uqu7qqqx7qfD9rPeup5zz77LPPw4/94s9mH+A64GJgLXBGklOACydZ6bsP8FfAF4A3VtU9k1z+MJqH2klgHrQuM6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDPDW7P4IkkWQSsoNny4R3AYmA34Li2ydYAVXU5sDewBvgUcHWSS5O8Zpxu9wMeBnxsPYVggJOAnXqvxRt/R3qIMw/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/znCuDH/BCYBuarRyuGjuY5IX9hlW1AliRZAHwp8A7gU8nubqqzus0PRQ4ADg3yb7teeOqqtXA6u6xJNO5Hz2EmQf1mQl1mQf1mQl1mQf1mQl1mQf1mQl1mYf5b6grg9e071t3jlX7vnbsQJKtgFdP1ElV3VtVF/HAXsO79JrcBfwFcB7w9SR7T2fQkiRJkiRJkrSxhroy+NL2/ZAkpwP30Dws7h7gc0mOBx5BU+R90PYOSd4ELAGWAVcB2wIH0xSRz+9fqKrWJnkJ8GngzCT7V9WZm+SuJEmSJEmSJGkCg1wZ3G7X8EHgL4ELge8DtwIvAXYAvgR8CDizbdd1CbAFcCxwNs2+wVsAz6+qH01wvd/SrDD+DPDFJPvP8C1JkiRJkiRJ0qSGujKYqjoCOKJ3+ArgK+M0/2TnvO/SPBhusr6XA+kduw94Q/uSJEmSJEmSpFk1yJXBkiRJkiRJkjQ0FoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA7BBxeAkS5NUku1m4qJJrkjy5Znoa4rXXZqkZvu6netXkqVzdX1JkiRJkiRJwzW0lcGfAPaY60FIkiRJkiRJ0mzbfK4HMJuqaiWwcib6SrIZsKCq7pmJ/iRJkiRJkiRpU5rqyuCdkpyV5PYkNyX5xyQPH/syyWZJDk/ykyR3J7kxyWlJHj9eZ0n2TXJxkruS/DzJa3vfP7a9xs+S3JFkVZKzk+zaa7M2yTHj9P+sdmuGl7Wf19kmIsm2SU5MclXbz1VJPpRk6167SnJSkrcm+RWwFnhmp9/vJ7klya1JvpfkpVP8bSVJkiRJkiRpk5nqyuAvAp8FTgL+G3A08GRg3/b7TwEvA04ElgNPBI4Flid5elXd0elrV+B44APA9cAbgE8m+VVVfbttsz1wb3ud64FHAQcA/55k16q6rKpuSHI2cECS91ZVt9h7ALAaGHd/4nZ179doirrvBb7Xua+nJXler7+XAFcD7wJuBy5vjz8Z+Cjwa5rfdAnwuSSPqKpPTvJ7SpIkSZIkSdKsmGox+PNVdWT797lJ7gE+mGQPIMBrgLdU1f8eOyHJJcAPgQNpCqZjHgPsUVVXt+2+DTwH+Cvg2wBV9QvgkE5fC4CzgZ/SFI8Pb786laZQ/d+BC9q2WwMvBT5bVWsmuJ/n0RRu/6aq/qFzX7fRFLyfC3yj034rYO+q+k23k6q6f0VzW2A+D9ihHfsGFYPbh/P1H9C3cEPO1fxjHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHua/KReDx/n8QWBP4OHAfcDnk3T7vZRmNe2ePLgY/MOxQjBAVd2d5JfA744dSxLgdcCbgJ1pVgaPeWrn7zOBG2kKzhe0x/YDHklTKJ7Ikvb99N7x02iKwUt4cDH4vH4huB3nEprVwv8VeCxNYRzg7kmu3XcYsM5WFxos86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDPTXXP4Gt7n69r3x8D7Nj2dxNwT++1kGalbNdN4/S/hmb17Zh3AKcA3wVeQbOFw27Aj4D79/RtH+L2OWD/JNu2hw8ELquq701yP9sDa6pqdfdgVd3SjuUxvfar+h0k2R04l6YA/BaaLSd2A/5P717W5yRgp95r8RTO1/xiHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHua5qa4MfjwPFIChKQBDU9j9Lc3K4GfRFID7bpvy6OCVwLeq6pDuwSSPodkLuOtTwKE0BeFvAnvRrNadzE3Alkm26xaEkzwa2JJ1C9bFul5Gc78v6G5HkWSL9Vz7wR0313/QPTULozVE5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH+m+rK4JdP8PkCmr18NwMeX1U/GOf1i40YXwFruweSPJ9x9iqpqktoVgwfCLy6Pfcz6+n//Pb9Vb3jr+p9v74xjhXCx8b4OOCFG3CuJEmSJEmSJM2Kqa4MfnmS39I84O0ZNHuILKuq7wAkORU4LcnJwIU0e+Y+kWbv3WVVdcYUr3cW8J4kS9trPo1mte/VE7T/NHAi8AfA16uqv61F3znAN4ETkjwK+F57X0fT7BV87gaO8XDgs0k+TrN6+iiaFdSP2IDzJUmSJEmSJGmTm+rK4P2ApwNfAt5OszXDyzrfv5Zmn9/nAmcAXwWOpFk5++ONGN/7gI8Ab6R5SNxLgJcCv5qg/enttZ7I5A+OA6CqimYF7z8ABwHL2vePAPu136+vj/Pa8f1JO8ajaPZX+ez6zpUkSZIkSZKk2bJBK4OraimwtP24zyTtCvin9jVZf4smOP7s3uc1NKtuD+81fTbjqKobgAn36u3dx9ixO2kK2O9Yz5gn3CClqk6hedBdX/9abrIiSZIkSZIkaU5MdWWwJEmSJEmSJOkhyGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAI18MTnJgkkqyaIb7PTXJFTPZpyRJkiRJkiSNqpEvBgNnAXsAq2a432OB/Wa4T0mSJEmSJEkaSZvP9QDWp6puAG7YBP1ePtN9SpIkSZIkSdKomvbK4CRLklyQ5I72tTzJnp3vl7bbPOyS5CtJbktyQ5IPJNksydM75/9Hklf3+l9nm4gkz2mvc3OSu5JckeTzne8XJDkyyS/b729JcnGSv+60WWebiCSPTXJKkmuTrG3H8+4kCzptFrXjOTzJO9tr357kO0l27/X3+0n+JcmqJGva968n2Xm6v7skSZIkSZIkTcW0VgYn2Qv4BvBd4DXt4bcD30zy3Kr6Vqf5F4BTgZOBvwDeBWwJ/DnwIeA44BDg00l+UlWXTHDNnYBlwJeB44G7gCcB+3aa/S1wBHA08H+BbYA/Braf5F62AZYDTwSOAn4BPA94H/B7wOt7pxwKXAa8tf18LLAsyU5VdWt7bBlwW9vmWuBxwJ7AIycahyRJkiRJkiRtCtPdJuL9NEXOvavqboAky4DL2+/26LT9aFWd3LY5j6YIfDiwuKoubI//ALgeeAUwbjEYeDpNEfmgTtEV4LTO388EzqmqEzvHlq3nXg6gKRi/oKrObI+dk2Qz4LAkJ1TVzzvtV7dt72vHfg3wPWAf4J+T7AA8BXhRVX2lc94Z4108yXbAdr3DC9czZs1T5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH+2+hicJJtgd2A/zVWCAaoqruS/CtwSLvadsxZnTaV5OfADmOF4Pb4zUmuB353kktfDKwFzkhyCnBhVV3Ta3MRcGSS44EzgR9U1Z3ruaUlwK2dQvCY04DDgGcD3WLwmWOF4NaP2/exsd9EUxQ/PskTgAuq6meTXP8w4Jj1jFHDYR7UZybUZR7UZybUZR7UZybUZR7UZybUZR7muensGfxoIDQrg/tWtX0/unPs5l6bteMcGzu+1UQXbR/8tjewBvgUcHWSS5O8ptPsA8B7gOfSbP1wc7tf8VMnuZ/tJ7kXgMf0jt/UG9ea9s+t2s8F7AX8G/B3wGVJrknyviRbjnOdk4Cdeq/Fk4xX85t5UJ+ZUJd5UJ+ZUJd5UJ+ZUJd5UJ+ZUJd5mOems03ELUABjx/nuycA97VtZlxVrQBWtA92+1PgnTR7DV9dVedV1W+BE4AT2uXtzwP+J/CNJIvaQm3fTW1f493L2PdTHeeVwGsBkjwFeBVwJM1vc3Sv7WqarSful2Sql9Q8YR7UZybUZR7UZybUZR7UZybUZR7UZybUZR7mv41eGVxVd9Bsx7B/kvtX8rZ/vxi4aAO2ZpiWqrq3qi6ieWgdwC7jtFldVf9Cs4r4yay778mY84FHJfnz3vFX0RS9v7XuKVMa6y+r6mjgSuBp0+lLkiRJkiRJkqZqug+QezdwDvDNJCfSbBvxNuBxwCun2fe4kryJZn/fZcBVwLbAwTTbS5zftvkqcCnwA+BGYGfgIJoC9USrlU8DDgFOT3IUzf7Az6V5yN0pVfWLKY5zF+Bk4AvAr4DfAvsCi2hWKUuSJEmSJEnSrJlWMbiqvpXkf9DsiXt6e/j7wF7tVg6bwiU02z4cS1N0vq099vyq+lHb5gKa1clvBB5Bs+/vl4GlE3XaPvhuCQ/sN7w9zSredwPHb8Q4rwX+H/A3NE9dvI+mKHxQVX18I/qTJEmSJEmSpI023ZXBVNVyYM9Jvl/KOEXYqnrRBO0X9T6fCpza+fxdYL/1jOlE4MT1tDlwnGM3Am9Yz3lX0KyAHu+7dP6+HvjryfqSJEmSJEmSpNmy0XsGS5IkSZIkSZIeOiwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgZgxovBSQ5MUkkWdY5dkeTUDTh3aZKa6TFJkiRJkiRJ0tCN2srgTwB7zPUgJEmSJEmSJGm+2XyuB9BVVSuBlXM9DkmSJEmSJEmabzZ4ZXCSnZOcmuTyJHcl+XWSM5LsPFODGW+biHbLiZOSvDnJr9prX5TkT5JsnuS9SVYmuTXJl5I8tnf+y5Ocm+TaJHcm+WmSI5Ns2WuXJO9OcmWSu5P8MMmfJVmeZHmv7aPbMV2ZZG37fmySh/XaHZzkx0nuSPKbJJcleddM/V6SJEmS0aNySQAAIABJREFUJEmStKGmsjL4d4DrgXcANwE7AgcDFyX5o6q6fhOMb8x+wH8CbwceBpwIfBU4B9gCeD3wJODvgY+37cf8PvC19ru7gF2AI4E/BF7daXcccATwj8BX2v7+ieY3+uVYoyQPB1YA27fn/Bx4BnA0sGiszySvAE4G3g9cACwAnkLzO0qSJEmSJEnSrNrgYnBVfRv49tjnJAuAs2gKxK8APjLjo3vAAuDPququ9trbAqcCi6pqr86Y/hh4a5JtqurOdtzHdb4PcCFwC3BqkrdW1c1JtgfeBny2qt7caX8p8B06xWDgUOCpwK5V9eP22HlJ7gROSvLBqvop8EzgJ1V1dOfccya6wSTbAdv1Di9c3w+j+ck8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8zH8bXAxOsgXwVuAAmhWw23a+fupULpqkf917q6rGbdw4f6wQ3PpZ+35Wr93PgABPplmxS7uNxVHAEuAJPPie/wC4CNgd2BL4Qrezqvpukit619gHuAS4rHcfZwMnAXsCP237fXOSjwFfBC6qqlsnucfDgGMm+V7DYh7UZybUZR7UZybUZR7UZybUZR7UZybUZR7mualsE/Fh4CDgAzQrhFcDBSwDtt7QTpIsotnyoWsJsHyS027ufV67nuNbtdd6JM2WDrcDS4H/oNkq4hnARzvj3r59v26ca/eP7QjsDNwzwVh3AKiqz7QF9Ne3r0qyAjiiqi4a57yTaFY7dy1sx6/hMQ/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/z3FSKwa8ETquqo8YOtMXO7Sc+ZVzXALv1jv1iin1sqCXA44E9220uAEjytF67m9r3HcfpY0fgys7nG2mKy2+Y4JrXjP1RVZ8EPplkm3Ys7wfOSbKoqm7pnlRVq2kK7PdrdrXQEJkH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmH+W8qxeDigZW3Y15Ls5/vhndStRb4wVTOmYaxrSfuH3e7b/Dreu0uAtYAL6V5MN1Y291ptsToFoPPBt4JXFdVv96gQTT7F5+VZAfavY5p9i2WJEmSJEmSpFkxlWLwWcCBSX4O/AR4Fs22EasnPWtu/TvN+D6W5Bia4vCbgMd2G7UPkft74IgkvwG+DDyJZo+UVcB9neYfBvYHViT5MHApsAVNgXcf4JCqujLJKcCdwL8B19IsqT8CuAq4bJPcrSRJkiRJkiRNYCrF4EOBe4H30Oy1+x3gecDXNsG4ZkRV3ZjkBcAJwD8Dt7bvJ9Psddz1HuAOmmLx62geQHcwcFx73liftyV5Ztv+EJqH1d1Bsw/yN3hgy4kVwIHAy2mewngD8C3gmKpaM8O3KkmSJEmSJEmT2uBicLvH7YHjfLWo1+5UehtNV9WD2kxyjaU0D3rrHltnY5KqugQY7/h4174Q2H2cy6XXrmgKv8fd3yDZCfgj4F97bW8D3tW+JrqX04DTJvpekiRJkiRJkmbTVFYGz2tJdgVeTLPi+XbgD4G/BX4DfGIOhyZJkiRJkiRJ02Yx+AG306wgPgh4FM3WEMuB91TVdXM4LkmSJEmSJEmaNovBrar6JbDXXI9DkiRJkiRJkjaFzeZ6AJIkSZIkSZKkTc+VwaNtAcDKlSvnehzq6PzzWDDLlzYPI2gO83D/Nc3EaHGOUJdzhPqcI9TlHKE+5wh1OUeozzlCXRubh1TVzI9GMyLJs4AVcz0OTWhxVV04WxczDyNvVvMAZuIhwDlCXc4R6nOOUJdzhPqcI9TlHKE+5wh1TSkPFoNHWJItgd2AVcC9G9nNQpp/YRcDc/mfcObTOBYATwC+X1VrZmpg62MeRnYcc5IHMBMjPA7niOmbT+NwjpgZ82kczhHTN5/G4RwxM+bTOJwjpm8+jcM5YmbMp3E4R0zffBrHRuXBbSJGWPsPclr/pSfJ2J8rq+qK6Y7Jcdzv8umPZmrMw0iPY9bzAGZixMfhHOE4upwjpmkejsM5wnF0OUdM0zwch3OE4+hyjpimeTgO5wjH0TXlPPgAOUmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBs9/q4G/a98dx+iMY66Myv07jtExKr+B4xgNo3L/jmN0jMpv4DhGw6jcv+MYHaPyGziO0TAq9+84Rseo/AaOYzSMyv0Pfhypqtm+piRJkiRJkiRplrkyWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGYPO5HoAmlmRLYDdgFXDvHA9HD1gAPAH4flWtma2LmoeRNSd5ADMxwpwj1OUcoT7nCHU5R6jPOUJdzhHqc45Q10blwWLwaNsNWDHXg9CEFgMXzuL1zMNom+08gJkYdc4R6nKOUJ9zhLqcI9TnHKEu5wj1OUeoa0p5sBg82lYBrFixgoULF871WNRauXIlixcvhvafzywyDyNoDvNw/zXNxGhxjlCXc4T6nCPU5RyhPucIdTlHqM85Ql0bmweLwaPtXoCFCxeyaNGiOR6KxjHb/2uEeRhtc/G/ypiJ0eYcoS7nCPU5R6jLOUJ9zhHqco5Qn3OEuqaUBx8gJ0mSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkagEEWg5PsnmRpku02Uf/PTlJJXrQp+pckSZIkSZKkqRpkMRjYHTgG2CTFYEmSJEmSJEkaNUMtBkuSJEmSJEnSoAyuGJxkKfDh9uN/tts5VJJFSd6SZEWSG5LcnuSSJAcn2azXx3OSLE9yc5K7klyR5PPrue72bd9XJfkvm+j2JEmSJEmSJGlcm8/1AObAJ4BHAYcBfwmsao+vAn4P+AxwBXAv8AzgBOB3gKMAkuwELAO+DBwP3AU8Cdh3ogu255wN3A3sXlXXzPA9SZIkSZIkSdKkBlcMrqqVSa5sP15cVVd0vn772B/tauALgAXA25IcXVUFPB3YEjioqm7tnHvaeNdLshtwJvAj4MVVddsE7bZj3T2MF27wjWleMQ/qMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/z3+CKwZNJsitwJM0D5nbkwdtoPA64DrgYWAuckeQU4MJJVvruA/wV8AXgjVV1zySXP4zmoXYSmAety0yoyzyoz0yoyzyoz0yoyzyoz0yoyzzMc4PbM3giSRYBK2i2fHgHsBjYDTiubbI1QFVdDuwNrAE+BVyd5NIkrxmn2/2AhwEfW08hGOAkYKfea/HG35Ee4syD+syEusyD+syEusyD+syEusyD+syEuszDPOfK4Ae8ENiGZiuHq8YOJnlhv2FVrQBWJFkA/CnwTuDTSa6uqvM6TQ8FDgDOTbJve964qmo1sLp7LMl07kcPYeZBfWZCXeZBfWZCXeZBfWZCXeZBfWZCXeZh/hvqyuA17fvWnWPVvq8dO5BkK+DVE3VSVfdW1UU8sNfwLr0mdwF/AZwHfD3J3tMZtCRJkiRJkiRtrKGuDL60fT8kyenAPTQPi7sH+FyS44FH0BR5H7S9Q5I3AUuAZcBVwLbAwTRF5PP7F6qqtUleAnwaODPJ/lV15ia5K0mSJEmSJEmawCBXBrfbNXwQ+EvgQuD7wK3AS4AdgC8BHwLObNt1XQJsARwLnE2zb/AWwPOr6kcTXO+3NCuMPwN8Mcn+M3xLkiRJkiRJkjSpoa4MpqqOAI7oHb4C+Mo4zT/ZOe+7NA+Gm6zv5UB6x+4D3tC+JEmSJEmSJGlWDXJlsCRJkiRJkiQNjcVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAGwGCxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkANqgYnGRpkkqy3UxcNMkVSb48E31N8bpLk9RsX7dz/UqydK6uL0mSJEmSJGm4hrYy+BPAHnM9CEmSJEmSJEmabZvP9QBmU1WtBFbORF9JNgMWVNU9M9GfJEmSJEmSJG1KU10ZvFOSs5LcnuSmJP+Y5OFjXybZLMnhSX6S5O4kNyY5Lcnjx+ssyb5JLk5yV5KfJ3lt7/vHttf4WZI7kqxKcnaSXXtt1iY5Zpz+n9VuzfCy9vM620Qk2TbJiUmuavu5KsmHkmzda1dJTkry1iS/AtYCz+z0+/0ktyS5Ncn3krx0ir+tJEmSJEmSJG0yU10Z/EXgs8BJwH8DjgaeDOzbfv8p4GXAicBy4InAscDyJE+vqjs6fe0KHA98ALgeeAPwySS/qqpvt222B+5tr3M98CjgAODfk+xaVZdV1Q1JzgYOSPLequoWew8AVgPj7k/cru79Gk1R973A9zr39bQkz+v19xLgauBdwO3A5e3xJwMfBX5N85suAT6X5BFV9clJfk9JkiRJkiRJmhVTLQZ/vqqObP8+N8k9wAeT7AEEeA3wlqr632MnJLkE+CFwIE3BdMxjgD2q6uq23beB5wB/BXwboKp+ARzS6WsBcDbwU5ri8eHtV6fSFKr/O3BB23Zr4KXAZ6tqzQT38zyawu3fVNU/dO7rNpqC93OBb3TabwXsXVW/6XZSVfevaG4LzOcBO7Rj36BicPtwvv4D+hZuyLmaf8yD+syEusyD+syEusyD+syEusyD+syEuszD/DflYvA4nz8I7Ak8HLgP+HySbr+X0qym3ZMHF4N/OFYIBqiqu5P8EvjdsWNJArwOeBOwM83K4DFP7fx9JnAjTcH5gvbYfsAjaQrFE1nSvp/eO34aTTF4CQ8uBp/XLwS341xCs1r4vwKPpSmMA9w9ybX7DgPW2epCg2Ue1Gcm1GUe1Gcm1GUe1Gcm1GUe1Gcm1GUe5rmp7hl8be/zde37Y4Ad2/5uAu7pvRbSrJTtummc/tfQrL4d8w7gFOC7wCtotnDYDfgRcP+evu1D3D4H7J9k2/bwgcBlVfW9Se5ne2BNVa3uHqyqW9qxPKbXflW/gyS7A+fSFIDfQrPlxG7A/+ndy/qcBOzUey2ewvmaX8yD+syEusyD+syEusyD+syEusyD+syEuszDPDfVlcGP54ECMDQFYGgKu7+lWRn8LJoCcN9tUx4dvBL4VlUd0j2Y5DE0ewF3fQo4lKYg/E1gL5rVupO5CdgyyXbdgnCSRwNbsm7BuljXy2ju9wXd7SiSbLGeaz+44+b6D7qnZmG0hsg8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8zH9TXRn88gk+X0Czl+9mwOOr6gfjvH6xEeMrYG33QJLnM85eJVV1Cc2K4QOBV7fnfmY9/Z/fvr+qd/xVve/XN8axQvjYGB8HvHADzpUkSZIkSZKkWTHVlcEvT/Jbmge8PYNmD5FlVfUdgCSnAqclORm4kGbP3CfS7L27rKrOmOL1zgLek2Rpe82n0az2vXqC9p8GTgT+APh6VfW3teg7B/gmcEKSRwHfa+/raJq9gs/dwDEeDnw2ycdpVk8fRbOC+hEbcL4kSZIkSZIkbXJTXRm8H/B04EvA22m2ZnhZ5/vX0uzz+1zgDOCrwJE0K2d/vBHjex/wEeCNNA+JewnwUuBXE7Q/vb3WE5n8wXEAVFXRrOD9B+AgYFn7/hFgv/b79fVxXju+P2nHeBTN/iqfXd+5kiRJkiRJkjRbNmhlcFUtBZa2H/eZpF0B/9S+Jutv0QTHn937vIZm1e3hvabPZhxVdQMw4V69vfsYO3YnTQH7HesZ84QbpFTVKTQPuuvrX8tNViRJkiRJkiTNiamuDJYkSZIkSZIkPQRZDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNwMgXg5McmKSSLJrhfk9NcsVM9ilJkiRJkiRJo2rki8HAWcAewKoZ7vdYYL8Z7lOSJEmSJEmSRtLmcz2A9amqG4AbNkG/l890n5IkSZIkSZI0qqa9MjjJkiQXJLmjfS1Psmfn+6XtNg+7JPlKktuS3JDkA0k2S/L0zvn/keTVvf7X2SYiyXPa69yc5K4kVyT5fOf7BUmOTPLL9vtbklyc5K87bdbZJiLJY5OckuTaJGvb8bw7yYJOm0XteA5P8s722rcn+U6S3Xv9/X6Sf0myKsma9v3rSXae7u8uSZIkSZIkSVMxrZXBSfYCvgF8F3hNe/jtwDeTPLeqvtVp/gXgVOBk4C+AdwFbAn8OfAg4DjgE+HSSn1TVJRNccydgGfBl4HjgLuBJwL6dZn8LHAEcDfxfYBvgj4HtJ7mXbYDlwBOBo4BfAM8D3gf8HvD63imHApcBb20/HwssS7JTVd3aHlsG3Na2uRZ4HLAn8MiJxiFJkiRJkiRJm8J0t4l4P02Rc++quhsgyTLg8va7PTptP1pVJ7dtzqMpAh8OLK6qC9vjPwCuB14BjFsMBp5OU0Q+qFN0BTit8/czgXOq6sTOsWXruZcDaArGL6iqM9tj5yTZDDgsyQlV9fNO+9Vt2/vasV8DfA/YB/jnJDsATwFeVFVf6Zx3xngXT7IdsF3v8ML1jFnzlHlQn5lQl3lQn5lQl3lQn5lQl3lQn5lQl3mY/za6GJxkW2A34H+NFYIBququJP8KHNKuth1zVqdNJfk5sMNYIbg9fnOS64HfneTSFwNrgTOSnAJcWFXX9NpcBByZ5HjgTOAHVXXnem5pCXBrpxA85jTgMODZQLcYfOZYIbj14/Z9bOw30RTFj0/yBOCCqvrZJNc/DDhmPWPUcJgH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmHeW46ewY/GgjNyuC+VW3fj+4cu7nXZu04x8aObzXRRdsHv+0NrAE+BVyd5NIkr+k0+wDwHuC5NFs/3NzuV/zUSe5n+0nuBeAxveM39ca1pv1zq/ZzAXsB/wb8HXBZkmuSvC/JluNc5yRgp95r8STj1fxmHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHua56WwTcQtQwOPH+e4JwH1tmxlXVSuAFe2D3f4UeCfNXsNXV9V5VfVb4ATghHZ5+/OA/wl8I8mitlDbd1Pb13j3Mvb9VMd5JfBagCRPAV4FHEnz2xzda7uaZuuJ+yWZ6iU1T5gH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmH+W+jVwZX1R002zHsn+T+lbzt3y8GLtqArRmmparuraqLaB5aB7DLOG1WV9W/0KwifjLr7nsy5nzgUUn+vHf8VTRF72+te8qUxvrLqjoauBJ42nT6kiRJkiRJkqSpmu4D5N4NnAN8M8mJNNtGvA14HPDKafY9riRvotnfdxlwFbAtcDDN9hLnt22+ClwK/AC4EdgZOIimQD3RauXTgEOA05McRbM/8HNpHnJ3SlX9Yorj3AU4GfgC8Cvgt8C+wCKaVcqSJEmSJEmSNGumVQyuqm8l+R80e+Ke3h7+PrBXu5XDpnAJzbYPx9IUnW9rjz2/qn7UtrmAZnXyG4FH0Oz7+2Vg6USdtg++W8ID+w1vT7OK993A8RsxzmuB/wf8Dc1TF++jKQofVFUf34j+JEmSJEmSJGmjTXdlMFW1HNhzku+XMk4RtqpeNEH7Rb3PpwKndj5/F9hvPWM6EThxPW0OHOfYjcAb1nPeFTQroMf7Lp2/rwf+erK+JEmSJEmSJGm2bPSewZIkSZIkSZKkhw6LwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAMx4MTjJgUkqyaLOsSuSnLoB5y5NUjM9JkmSJEmSJEkaulFbGfwJYI+5HoQkSZIkSZIkzTebz/UAuqpqJbByrschSZIkSZIkSfPNBq8MTrJzklOTXJ7kriS/TnJGkp1najDjbRPRbjlxUpI3J/lVe+2LkvxJks2TvDfJyiS3JvlSksf2zn95knOTXJvkziQ/TXJkki177ZLk3UmuTHJ3kh8m+bMky5Ms77V9dDumK5Osbd+PTfKwXruDk/w4yR1JfpPksiTvmqnfS5IkSZIkSZI21FRWBv8OcD3wDuAmYEfgYOCiJH9UVddvgvGN2Q/4T+DtwMOAE4GvAucAWwCvB54E/D3w8bb9mN8HvtZ+dxewC3Ak8IfAqzvtjgOOAP4R+Erb3z/R/Ea/HGuU5OHACmD79pyfA88AjgYWjfWZ5BXAycD7gQuABcBTaH5HSZIkSZIkSZpVG1wMrqpvA98e+5xkAXAWTYH4FcBHZnx0D1gA/FlV3dVee1vgVGBRVe3VGdMfA29Nsk1V3dmO+7jO9wEuBG4BTk3y1qq6Ocn2wNuAz1bVmzvtLwW+Q6cYDBwKPBXYtap+3B47L8mdwElJPlhVPwWeCfykqo7unHvORDeYZDtgu97hhev7YTQ/mQf1mQl1mQf1mQl1mQf1mQl1mQf1mQl1mYf5b4OLwUm2AN4KHECzAnbbztdPncpFk/Sve29V1biNG+ePFYJbP2vfz+q1+xkQ4Mk0K3Zpt7E4ClgCPIEH3/MfABcBuwNbAl/odlZV301yRe8a+wCXAJf17uNs4CRgT+Cnbb9vTvIx4IvARVV16yT3eBhwzCTfa1jMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMwzw3lW0iPgwcBHyAZoXwaqCAZcDWG9pJkkU0Wz50LQGWT3Lazb3Pa9dzfKv2Wo+k2dLhdmAp8B80W0U8A/hoZ9zbt+/XjXPt/rEdgZ2BeyYY6w4AVfWZtoD++vZVSVYAR1TVReOcdxLNaueuhe34NTzmQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYZ6bSjH4lcBpVXXU2IG22Ln9xKeM6xpgt96xX0yxjw21BHg8sGe7zQUASZ7Wa3dT+77jOH3sCFzZ+XwjTXH5DRNc85qxP6rqk8Ank2zTjuX9wDlJFlXVLd2Tqmo1TYH9fs2uFhoi86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zD/TaUYXDyw8nbMa2n2893wTqrWAj+YyjnTMLb1xP3jbvcNfl2v3UXAGuClNA+mG2u7O82WGN1i8NnAO4HrqurXGzSIZv/is5LsQLvXMc2+xZIkSZIkSZI0K6ZSDD4LODDJz4GfAM+i2TZi9aRnza1/pxnfx5IcQ1McfhPw2G6j9iFyfw8ckeQ3wJeBJ9HskbIKuK/T/MPA/sCKJB8GLgW2oCnw7gMcUlVXJjkFuBP4N+BamiX1RwBXAZdtkruVJEmSJEmSpAlMpRh8KHAv8B6avXa/AzwP+NomGNeMqKobk7wAOAH4Z+DW9v1kmr2Ou94D3EFTLH4dzQPoDgaOa88b6/O2JM9s2x9C87C6O2j2Qf4GD2w5sQI4EHg5zVMYbwC+BRxTVWtm+FYlSZIkSZIkaVIbXAxu97g9cJyvFvXanUpvo+mqelCbSa6xlOZBb91j62xMUlWXAOMdH+/aFwK7j3O59NoVTeH3uPsbJDsBfwT8a6/tbcC72tdE93IacNpE30uSJEmSJEnSbJrKyuB5LcmuwItpVjzfDvwh8LfAb4BPzOHQJEmSJEmSJGnaLAY/4HaaFcQHAY+i2RpiOfCeqrpuDsclSZIkSZIkSdNmMbhVVb8E9prrcUiSJEmSJEnSprDZXA9AkiRJkiRJkrTpWQyWJEmSJEmSpAFwm4jRtgBg5cqVcz0OdXT+eSyY5UubhxE0h3m4/5pmYrQ4R6jLOUJ9zhHqco5Qn3OEupwj1Occoa6NzUOqauZHoxmR5FnAirkehya0uKounK2LmYeRN6t5ADPxEOAcoS7nCPU5R6jLOUJ9zhHqco5Qn3OEuqaUB4vBIyzJlsBuwCrg3o3sZiHNv7CLgbn8TzjzaRwLgCcA36+qNTM1sPUxDyM7jjnJA5iJER6Hc8T0zadxOEfMjPk0DueI6ZtP43COmBnzaRzOEdM3n8bhHDEz5tM4nCOmbz6NY6Py4DYRI6z9Bzmt/9KTZOzPlVV1xXTH5Djud/n0RzM15mGkxzHreQAzMeLjcI5wHF3OEdM0D8fhHOE4upwjpmkejsM5wnF0OUdM0zwch3OE4+iach58gJwkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoPnv9XA37XvjmN0xjFXRuX+HcfoGJXfwHGMhlG5f8cxOkblN3Aco2FU7t9xjI5R+Q0cx2gYlft3HKNjVH4DxzEaRuX+Bz+OVNVsX1OSJEmSJEmSNMtcGSxJkiRJkiRJA2AxWJIkSZIkSZIGwGKwJEmSJEmSJA2AxWBJkiRJkiRJGgCLwZIkSZIkSZI0ABaDJUmSJEmSJGkALAZLkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgbAYrAkSZIkSZIkDYDFYEmSJEmSJEkaAIvBkiRJkiRJkjQAFoMlSZIkSZIkaQAsBkuSJEmSJEnSAFgMliRJkiRJkqTue2CRAAAgAElEQVQBsBgsSZIkSZIkSQNgMViSJEmSJEmSBsBisCRJkiRJkiQNgMVgSZIkSZIkSRoAi8GSJEmSJEmSNAAWgyVJkiRJkiRpACwGS5IkSZIkSdIAWAyWJEmSJEmSpAHYfK4HoIkl2RLYDVgF3DvHw9EDFgBPAL5fVWtm66LmYWTNSR7ATIww5wh1OUeozzlCXc4R6nOOUJdzhPqcI9S1UXmwGDzadgNWzPUgNKHFwIWzeD3zMNpmOw9gJkadc4S6nCPU5xyhLucI9TlHqMs5Qn3OEeqaUh4sBo+2VQArVqxg4cKFcz0WtVauXMnixYuh/eczi8zDCJrDPNx/TTMxWpwj1OUcoT7nCHU5R6jPOUJdzhHqc45Q18bmwWLwaLsXYOHChSxatGiOh6JxzPb/GmEeRttc/K8yZmK0OUeoyzlCfc4R6nKOUJ9zhLqcI9TnHKGuKeXBB8hJkiRJkiRJ0gBYDJYkSZIkSZKkAbAYLEmSJEmSJEkDYDFYkiRJkiRJkgZgkMXgJLsnWZpku03U/7OTVJIXbYr+JUmSJEmSJGmqBlkMBnYHjgE2STFYkiRJkiRJkkbNUIvBkiRJkiRJkjQogysGJ1kKfLj9+J/tdg6VZFGStyRZkeSGJLcnuSTJwUk26/XxnCTLk9yc5K4kVyT5/Hquu33b91VJ/ssmuj1JkiRJkiRJGtfmcz2AOfAJ4FHAYcBfAqva46uA3wM+A1wB3As8AzgB+B3gKIAkOwHLgC8DxwN3AU8C9p3ogu05ZwN3A7tX1TUzfE+SJEmSJEmSNKnBFYOramWSK9uPF1fVFZ2v3z72R7sa+AJgAfC2JEdXVQFPB7YEDqqqWzvnnjbe9ZLsBpwJ/Ah4cVXdNkG77Vh3D+OFG3xjmlfMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMw/w3uGLwZJLsChxJ84C5HXnwNhqPA64DLgbWAmckOQW4cJKVvvsAfwV8AXhjVd0zyeUPo3monQTmQesyE+oyD+ozE+oyD+ozE+oyD+ozE+oyD/Pc4PYMnkiSRcAKmi0f3gEsBnYDjmubbA1QVZcDewNrgE8BVye5NMlrxul2P+BhwMfWUwgGOAnYqfdavPF3pIc486A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDPuTL4AS8EtqHZyuGqsYNJXthvWFUrgBVJFgB/CrwT+HSSq6vqvE7TQ4EDgHOT7NueN66qWg2s7h5LMp370UOYeVCfmVCXeVCfmVCXeVCfmVCXeVCfmVCXeZj/hroyeE37vnXnWLXva8cOJNkKePVEnVTVvVV1EQ/sNbxLr8ldwF8A5wFfT7L3dAYtSZIkSZIkSRtrqCuDL23fD0lyOnAPzcPi7gE+l+R44BE0Rd4Hbe+Q5E3AEmAZcBWwLXAwTRH5/P6FqmptkpcAnwbOTLJ/VZ25Se5KkiRJkv4/e/caZklZnn3/fzIICioIKG5Qh0iM5n2jCb74wKsEER8xoolExU00EqMiCVGJmojsJuIuKIohZqPyiAjGGA63bAIKDEJU1CgqIBJIABGQ7SDbGYTr+VDVUNZ090xP9/Qq1vr/jqOP1avWXVVXNSf3h4ube0mSJM1gIlcGt9s1vB/4Q+Ac4DvAzcBLga2ALwAfAE5sx3WdB2wEHAacQrNv8EbA86rqBzPc75c0K4w/DXw+yUsW+JEkSZIkSZIkaVaTujKYqjoAOKB3+DLgS9MMP7pz3rdovhhutmsvB9I7dg/w+vZHkiRJkiRJkhbVRK4MliRJkiRJkqRJYzNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJsFbN4CTLklSSzRfipkkuS/LFhbjWHO+7LEkt9n07968ky0Z1f0mSJEmSJEmTa9JWBn8C2GnURUiSJEmSJEnSYttw1AUspqq6ErhyIa6VZANgSVXdtRDXkyRJkiRJkqT1aa4rg7dNclKSW5PckOQfkzx46sMkGyTZP8mPktyZ5PokxyZ55HQXS7JHku8nuSPJRUle2/v84e09fpzktiRXJzklyfa9MauSHDrN9Z/Zbs3wsvb9attEJNk0yRFJrmivc0WSDyR5UG9cJTkyyZuTXAKsAp7Rue53ktyU5OYk306y1xz/tpIkSZIkSZK03sx1ZfDngeOBI4H/BRwCPA7Yo/38k8DLgCOA5cBjgMOA5UmeVlW3da61PXA48D7gWuD1wNFJLqmqr7djtgDubu9zLbAZ8BrgG0m2r6oLq+q6JKcAr0nyrqrqNntfA6wApt2fuF3d+xWapu67gG93nuupSXbvXe+lwM+AdwC3Ape2xx8HfBT4Kc3fdFfgM0keUlVHz/L37NayOdDfk3mbtTlX48c8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jL+5NoM/W1UHtb9/NcldwPuT7AQE+GPgz6vqH6ZOSHIe8D1gb5qG6ZQtgZ2q6mftuK8Dzwb+CPg6QFX9BNivc60lwCnABTTN4/3bj46haVT/LnBWO/ZBwF7A8VW1cobn2Z2mcfsXVfX3nee6habh/Vzg1M74BwLPqapfdC9SVfeuaG4bzKcDW7W1r1UzGHgLsNrqZk0s86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu8zDm5rpNxGdneL8L8HzgHuCzSTac+gHOp1lNu0vv3O9NNYIBqupO4GLg8VPH0nhdku8mWQH8kmZ7hl8HntS51onA9TQN5yl7Ag+laRTPZNf29bje8WN7n085vd8IbuvcNcmpSX7e1ngX8Ke9GtfkSGDb3s/Oczhf48U8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jLm5rgy+pvf+5+3rljRLyDcAbpjh3K1676cbt5Jm9e2Ut9FsJfFR4OD2nHuATwD37ulbVXcl+Qzw2iT7tdtR7A1cWFXfnuV5tgBWVtWK7sGquinJyva5uq7uXyDJjsBXgTOAP6dpfN8F7Au8tj9+Jm0Nv1JHkrU9XWPGPKjPTKjLPKjPTKjLPKjPTKjLPKjPTKjLPIy/uTaDH8l9DWCArdvXG2hWxN4DPJOmGdp3y5yrg1cCZ1bVft2DSbakF0ya/YrfBLwkydeA3Wj29p3NDcDGSTbvNoSTPAzYmNUb1sXqXkbzvC/sbkeRZKM13FuSJEmSJEmSFs1ct4l4+Qzvz6LZy3cD4JFV9d1pfn6yDvUVzbYQ90ryPKbZuLqqzgN+QLMi+NXtuZ9ew/XPaF9f1Tv+qt7na6pxqhE+VeMjgD9Yi3MlSZIkSZIkaVHMdWXwy5P8kuYL3p5Os6H0yVX1TYAkxwDHJjkKOAe4E3gMzd67J1fVCXO830nAgUmWtfd8Ks1q35/NMP5TwBE0ewr/e1X1t7XoOw34GvDBJJsB326f6xCaL4776lrWuD9wfJKP0ayePphmBfVD1uJ8SZIkSZIkSVrv5royeE/gacAXgLfSbM3wss7nr6XZ5/e5wAnAl4GDaFbO/nAd6ns38BHgDTRfEvdSYC/gkhnGH9fe6zHM/sVxAFRV0azg/XtgH+Dk9vUjwJ7t52u6xultfb/T1ngwzWbbx6/pXEmSJEmSJElaLGu1MriqlgHL2rfPn2VcAf/c/sx2vaUzHH9W7/1KmlW3+/eGPotpVNV1wIx79faeY+rY7TQN7LetoeYZd8uuqo8DH5/mo/693HFbkiRJkiRJ0kjMdWWwJEmSJEmSJOl+yGawJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBLAZLEmSJEmSJEkTwGawJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBLAZLEmSJEmSJEkTwGawJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBBh8MzjJ3kkqydIFvu4xSS5byGtKkiRJkiRJ0lANvhkMnATsBFy9wNc9DNhzga8pSZIkSZIkSYO04agLWJOqug64bj1c99KFvqYkSZIkSZIkDdW8VwYn2TXJWUlua3+WJ9ml8/mydpuHpyT5UpJbklyX5H1JNkjytM75/5Xk1b3rr7ZNRJJnt/e5MckdSS5L8tnO50uSHJTk4vbzm5J8P8mfdMastk1Ekocn+XiSa5Ksaut5Z5IlnTFL23r2T/L29t63Jvlmkh1713tCkn9NcnWSle3rvyfZbr5/d0mSJEmSJEmai3mtDE6yG3Aq8C3gj9vDbwW+luS5VXVmZ/jngGOAo4DfB94BbAy8APgA8B5gP+BTSX5UVefNcM9tgZOBLwKHA3cAjwX26Az7K+AA4BDgP4FNgN8EtpjlWTYBlgOPAQ4GfgLsDrwb+DXgdb1T3gRcCLy5fX8YcHKSbavq5vbYycAt7ZhrgEcAuwAPnakOSZIkSZIkSVof5rtNxHtpmpzPqao7AZKcDFzafrZTZ+xHq+qodszpNE3g/YGdq+qc9vh3gWuBVwDTNoOBp9E0kffpNF0Bju38/gzgtKo6onPs5DU8y2toGsYvrKoT22OnJdkAeEuSD1bVRZ3xK9qx97S1XwV8G3g+8C9JtgKeCLyoqr7UOe+E6W6eZHNg897hbdZQs8aUeVCfmVCXeVCfmVCXeVCfmVCXeVCfmVCXeRh/69wMTrIpsAPwd1ONYICquiPJvwH7tattp5zUGVNJLgK2mmoEt8dvTHIt8PhZbv19YBVwQpKPA+dU1VW9MecCByU5HDgR+G5V3b6GR9oVuLnTCJ5yLPAW4FlAtxl84lQjuPXD9nWq9htomuKHJ3kUcFZV/XiW+78FOHQNNWpymAf1mQl1mQf1mQl1mQf1mQl1mQf1mQl1mYcxN589gx8GhGZlcN/V7bUf1jl2Y2/MqmmOTR1/4Ew3bb/47TnASuCTwM+SnJ/kjzvD3gccCDyXZuuHG9v9ip80y/NsMcuzAGzZO35Dr66V7a8PbN8XsBvwH8DfABcmuSrJu5NsPM19jgS27f3sPEu9Gm/mQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYczNZ5uIm4ACHjnNZ48C7mnHLLiqOhs4u/1it/8PeDvNXsM/q6rTq+qXwAeBD7bL23cH/hY4NcnStlHbd0N7remeZerzudZ5OfBagCRPBF4FHETztzmkN3YFzdYT90oy11tqTJgH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmH8bfOK4Or6jaa7RhekuTelbzt7y8Gzl2LrRnmparurqpzab60DuAp04xZUVX/SrOK+HGsvu/JlDOAzZK8oHf8VTRN7zNXP2VOtV5cVYcAlwNPnc+1JEmSJEmSJGmu5vsFcu8ETgO+luQImm0j/hJ4BPDKeV57WkneSLO/78nAFcCmwL4020uc0Y75MnA+8F3gemA7YB+aBvVMq5WPBfYDjktyMM3+wM+l+ZK7j1fVT+ZY51OAo4DPAZcAvwT2AJbSrFKWJEmSJEmSpEUzr2ZwVZ2Z5H/T7Il7XHv4O8Bu7VYO68N5NNs+HEbTdL6lPfa8qvpBO+YsmtXJbwAeQrPv7xeBZTNdtP3iu125b7/hLWhW8b4TOHwd6rwG+G/gL2i+dfEemqbwPlX1sXW4niRJkiRJkiSts/muDKaqlgO7zPL5MqZpwlbVi2YYv7T3/hjgmM77bwF7rqGmI4Aj1jBm72mOXQ+8fg3nXUazAnq6z9L5/VrgT2a7liRJkiRJkiQtlnXeM1iSJEmSJEmSdP9hM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AyWJEmSJEmSpAlgM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AyWJEmSJEmSpAlgM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AyWJEmSJEmSpAmw4M3gJHsnqSRLO8cuS3LMWpy7LEktdE2SJEmSJEmSNOmGtjL4E8BOoy5CkiRJkiRJksbNhqMuoKuqrgSuHHUdkiRJkiRJkjRu1nplcJLtkhyT5NIkdyT5aZITkmy3UMVMt01Eu+XEkUn+LMkl7b3PTfI7STZM8q4kVya5OckXkjy8d/7Lk3w1yTVJbk9yQZKDkmzcG5ck70xyeZI7k3wvye8lWZ5keW/sw9qaLk+yqn09LMkDeuP2TfLDJLcl+UWSC5O8Y6H+XpIkSZIkSZK0tuayMvjRwLXA24AbgK2BfYFzkzy5qq5dD/VN2RP4H+CtwAOAI4AvA6cBGwGvAx4LfAj4WDt+yhOAr7Sf3QE8BTgI+A3g1Z1x7wEOAP4R+FJ7vX+m+RtdPDUoyYOBs4Et2nMuAp4OHAIsnbpmklcARwHvBc4ClgBPpPk7ribJ5sDmvcPbrOHvojFlHtRnJtRlHtRnJtRlHtRnJtRlHtRnJtRlHsbfWjeDq+rrwNen3idZApxE0yB+BfCRBa/uPkuA36uqO9p7bwocAyytqt06Nf0m8OYkm1TV7W3d7+l8HuAc4CbgmCRvrqobk2wB/CVwfFX9WWf8+cA36TSDgTcBTwK2r6oftsdOT3I7cGSS91fVBcAzgB9V1SGdc0+b5RnfAhy69n8SjTnzoD4zoS7zoD4zoS7zoD4zoS7zoD4zoS7zMObmsk3ERknenuT8JLcCvwRuAzalaY6utXZ7h+5P1nDKGVON4NaP29eTeuN+DAR4XOde2yX5VJIrgFXAXcCxNM/+6+2wHYGNgc91L1ZV3wIu693j+cB5wIXdZwBOaT/fpX09F3hqkn9K8twkm63hGY8Etu397LyGczS+zIP6zIS6zIP6zIS6zIP6zIS6zIP6zIS6zMOYm8s2ER8G9gHeR7NCeAVQwMnAg9b2IkmW0mz50LUrsHyW027svV+1huMPbO/1UJotHW4FlgH/RbNVxNOBj3bq3qJ9/fk09+4f2xrYjqapPJ2tAKrq00mmtrB4HVBJzgYOqKpz+ydV1Qqav+m91twj17gyD+ozE+oyD+ozE+oyD+ozE+oyD+ozE+oyD+NvLs3gVwLHVtXBUwfaZucWM58yrauAHXrHfjLHa6ytXYFHAru021wAkOSpvXE3tK9bT3ONrYHLO++vp2kuv36Ge1419UtVHQ0cnWSTtpb3AqclWVpVN83lQSRJkiRJkiRpPubSDC7uW3k75bU0+/mu/UWqVgHfncs581Dt6711t1tS/Glv3LnASmAvmi+mmxq7I82XwnWbwacAbwd+XlU/Xasimv2LT0qyFe1exzT7FkuSJEmSJEnSophLM/gkYO8kFwE/Ap5Js23EilnPGq1v0NT3T0kOpWkOvxF4eHdQ+yVyHwIOSPIL4IvAY2k2zL4auKcz/MPAS4Czk3wYOB/YiKbB+3xgv6q6PMnHgduB/wCuofnmxQOAK4AL18vTSpIkSZIkSdIM5tIMfhNwN3AgzV673wR2B76yHupaEFV1fZIXAh8E/gW4uX09imav464Dab4Q7400K4cvAvYF3tOeN3XNW5I8ox2/H82X1d1Gsw/yqdy35cTZwN7Ay4HNgeuAM4FDq2rlAj+qJEmSJEmSJM1qrZvB7R63e0/z0dLeuGNotkLoHvuVMbPcYxnNF711j622S3VVnQdMd3y6e58D7DjN7dIbVzSN3/fcOyDZFngy8G+9sbcA72h/ZnqWY4FjZ/pckiRJkiRJkhbTXFYGj7Uk2wMvplnxfCvwG8BfAb8APjHC0iRJkiRJkiRp3mwG3+dWmhXE+wCb0WwNsRw4sKp+PsK6JEmSJEmSJGnebAa3qupiYLdR1yFJkiRJkiRJ68MGoy5AkiRJkiRJkrT+uTJ42JYAXHnllaOuQx2dfx5LFvnW5mGARpiHe+9pJobFOUJdzhHqc45Ql3OE+pwj1OUcoT7nCHWtax5SVQtfjRZEkmcCZ4+6Ds1o56o6Z7FuZh4Gb1HzAGbifsA5Ql3OEepzjlCXc4T6nCPU5RyhPucIdc0pDzaDByzJxsAOwNXA3et4mW1o/oXdGRjlf8IZpzqWAI8CvlNVKxeqsDUxD4OtYyR5ADMx4DqcI+ZvnOpwjlgY41SHc8T8jVMdzhELY5zqcI6Yv3GqwzliYYxTHc4R8zdOdaxTHtwmYsDaf5Dz+i89SaZ+vbKqLptvTdZxr0vnX83cmIdB17HoeQAzMfA6nCOso8s5Yp7GsA7nCOvoco6YpzGswznCOrqcI+ZpDOtwjrCOrjnnwS+QkyRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2g8ffCuBv2lfrGE4dozKU57eO4RjK38A6hmEoz28dwzGUv4F1DMNQnt86hmMofwPrGIahPL91DMdQ/gbWMQxDef6JryNVtdj3lCRJkiRJkiQtMlcGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIE2HDUBWhmSTYGdgCuBu4ecTm6zxLgUcB3qmrlYt3UPAzWSPIAZmLAnCPU5RyhPucIdTlHqM85Ql3OEepzjlDXOuXBZvCw7QCcPeoiNKOdgXMW8X7mYdgWOw9gJobOOUJdzhHqc45Ql3OE+pwj1OUcoT7nCHXNKQ82g4ftaoCzzz6bbbbZZtS1qHXllVey8847Q/vPZxGZhwEaYR7uvaeZGBbnCHU5R6jPOUJdzhHqc45Ql3OE+pwj1LWuebAZPGx3A2yzzTYsXbp0xKVoGov9v0aYh2Ebxf8qYyaGzTlCXc4R6nOOUJdzhPqcI9TlHKE+5wh1zSkPfoGcJEmSJEmSJE0Am8GSJEmSJEmSNAFsBkuSJEmSJEnSBLAZLEmSJEmSJEkTYCKbwUl2TLIsyebr6frPSlJJXrQ+ri9JkiRJkiRJczWRzWBgR+BQYL00gyVJkiRJkiRpaCa1GSxJkiRJkiRJE2XimsFJlgEfbt/+T7udQyVZmuTPk5yd5LoktyY5L8m+STboXePZSZYnuTHJHUkuS/LZNdx3i/baVyT5f9bT40mSJEmSJEnStDYcdQEj8AlgM+AtwB8CV7fHrwZ+Dfg0cBlwN/B04IPAo4GDAZJsC5wMfBE4HLgDeCywx0w3bM85BbgT2LGqrppmzOasvm3FNuvwfBoD5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH8TVwzuKquTHJ5+/b7VXVZ5+O3Tv3SrgY+C1gC/GWSQ6qqgKcBGwP7VNXNnXOPne5+SXYATgR+ALy4qm6ZobS30OxjLIF50OrMhLrMg/rMhLrMg/rMhLrMg/rMhLrMw5ibuG0iZpNk+ySfT3IVcFf7cxjwMOAR7bDvA6uAE5LsleTRs1zy+cBympXEe8zSCAY4Eti297PzPB5H92/mQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYcxN3MrgmSRZCpwNXAi8jWariFXAi4ADgQcBVNWlSZ4D/DXwSWCTJBcAh1dVf3XwnsADgH+qqrtmu39VrQBW9Gqa1zPp/ss8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jD9XBt/nD4BNaLZy+ExVfaOqvgtUf2BVnV1VLwAeCuwIXAR8KsluvaFvAs4AvprE/4oiSZIkSZIkaWQmtRm8sn19UOfYVNN31dSBJA8EXj3TRarq7qo6l/v2Gn5Kb8gdwO8DpwP/3q4oliRJkiRJkqRFN6nbRJzfvu6X5DiavYHPal8/k+Rw4CE0Td5f2d4hyRuBXWn2Ab4C2BTYl6aJfEb/RlW1KslLgU8BJyZ5SVWduF6eSpIkSZIkSZJmMJErg6vqbOD9wB8C5wDfAW4GXgpsBXwB+ABwYjuu6zxgI5ovljuFZt/gjYDnVdUPZrjfL2lWGH8a+HySlyzwI0mSJEmSJEnSrCZ1ZTBVdQBwQO/wZcCXphl+dOe8b9F8Mdxs114OpHfsHuD17Y8kSZIkSZIkLaqJXBksSZIkSZIkSZPGZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEsBksSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGS5IkSZIkSdIEWKtmcJJlSSrJ5gtx0ySXJfniQlxrjvddlqQW+76d+1eSZaO6vyRJkiRJkqTJNWkrgz8B7DTqIiRJkiRJkiRpsW046gIWU1VdCVy5ENdKsgGwpKruWojrSZIkSZIkSdL6NNeVwdsmOSnJrUluSPKPSR489WGSDZLsn+RHSe5Mcn2SY5M8crqLJdkjyfeT3JHkoiSv7X3+8PYeP05yW5Krk5ySZPvemFVJDp3m+s9st2Z4Wft+tW0ikmya5IgkV7TXuSLJB5I8qDeukhyZ5M1JLgFWAc/oXPc7SW5KcnOSbyfZa45/W0mSJEmSJElab+a6MvjzwPHAkcD/Ag4BHgfs0X7+SeBlwBHAcuAxwGHA8iRPq6rbOtfaHjgceB9wLfB64Ogkl1TV19sxWwB3t/e5FtgMeA3wjSTbV9WFVXVdklOA1yR5V1V1m72vAVYA0+5P3K7u/QpNU/ddwOLj6TkAACAASURBVLc7z/XUJLv3rvdS4GfAO4BbgUvb448DPgr8lOZvuivwmSQPqaqjZ/l7SpIkSZIkSdKimGsz+LNVdVD7+1eT3AW8P8lOQIA/Bv68qv5h6oQk5wHfA/amaZhO2RLYqap+1o77OvBs4I+ArwNU1U+A/TrXWgKcAlxA0zzev/3oGJpG9e8CZ7VjHwTsBRxfVStneJ7daRq3f1FVf995rltoGt7PBU7tjH8g8Jyq+kX3IlV174rmtsF8OrBVW/taNYPbL+frf0HfNmtzrsaPeVCfmVCXeVCfmVCXeVCfmVCXeVCfmVCXeRh/c24GT/P+/cAuwIOBe4DPJule93ya1bS78KvN4O9NNYIBqurOJBcDj586liTAnwJvBLajWRk85Umd308ErqdpOJ/VHtsTeChNo3gmu7avx/WOH0vTDN6VX20Gn95vBLd17kqzWvi3gYfTNMYB7pzl3n1vAVbb6kITyzyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzyMubnuGXxN7/3P29ctga3b690A3NX72YZmpWzXDdNcfyXN6tspbwM+DnwLeAXNFg47AD8A7t3Tt/0St88AL0myaXt4b+DCqvr2LM+zBbCyqlZ0D1bVTW0tW/bGX92/QJIdga/SNID/nGbLiR2A/9N7ljU5Eti297PzHM7XeDEP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jIPY26uK4MfyX0NYGgawNA0dn9JszL4mTQN4L5b5lwdvBI4s6r26x5MsiXNXsBdnwTeRNMQ/hqwG81q3dncAGycZPNuQzjJw4CNWb1hXazuZTTP+8LudhRJNlrDvX/1ws39f+WZmoXRmkTmQX1mQl3mQX1mQl3mQX1mQl3mQX1mQl3mYfzNdWXwy2d4fxbNXr4bAI+squ9O8/OTdaivgFXdA0mexzR7lVTVeTQrhvcGXt2e++k1XP+M9vVVveOv6n2+phqnGuFTNT4C+IO1OFeSJEmSJEmSFsVcVwa/PMkvab7g7ek0e4icXFXfBEhyDHBskqOAc2j2zH0Mzd67J1fVCXO830nAgUmWtfd8Ks1q35/NMP5TwBHArwP/XlX9bS36TgO+BnwwyWbAt9vnOoRmr+CvrmWN+wPHJ/kYzerpg2lWUD9kLc6XJEmSJEmSpPVuriuD9wSeBnwBeCvN1gwv63z+Wpp9fp8LnAB8GTiIZuXsD9ehvncDHwHeQPMlcS8F9gIumWH8ce29HsPsXxwHQFUVzQrevwf2AU5uXz8C7Nl+vqZrnN7W9zttjQfT7K9y/JrOlSRJkiRJkqTFslYrg6tqGbCsffv8WcYV8M/tz2zXWzrD8Wf13q+kWXW7f2/os5hGVV0HzLhXb+85po7dTtPAftsaap5xg5Sq+jjNF9319e/lJiuSJEmSJEmSRmKuK4MlSZIkSZIkSfdDNoMlSZIkSZIkaQLYDJYkSZIkSZKkCWAzWJIkSZIkSZImgM1gSZIkSZIkSZoANoMlSZIkSZIkaQLYDJYkSZIkSZKkCWAzWJIkSZIkSZImgM1gSZIkSZIkSZoANoMlSZIkSZIkaQLYDJYkSZIkSZKkCWAzWJIkSZIkSZImgM1gSZIkSZIkSZoAg28GJ9k7SSVZusDXPSbJZQt5TUmSJEmSJEkaqsE3g4GTgJ2Aqxf4uocBey7wNSVJkiRJkiRpkDYcdQFrUlXXAdeth+teutDXlCRJkiRJkqShmvfK4CS7JjkryW3tz/Iku3Q+X9Zu8/CUJF9KckuS65K8L8kGSZ7WOf+/kry6d/3VtolI8uz2PjcmuSPJZUk+2/l8SZKDklzcfn5Tku8n+ZPOmNW2iUjy8CQfT3JNklVtPe9MsqQzZmlbz/5J3t7e+9Yk30yyY+96T0jyr0muTrKyff33JNvN9+8uSZIkSZIkSXMxr5XBSXYDTgW+Bfxxe/itwNeSPLeqzuwM/xxwDHAU8PvAO4CNgRcAHwDeA+wHfCrJj6rqvBnuuS1wMvBF4HDgDuCxwB6dYX8FHAAcAvwnsAnwm8AWszzLJsBy4DHAwcBPgN2BdwO/Bryud8qbgAuBN7fvDwNOTrJtVd3cHjsZuKUdcw3wCGAX4KHT3H9zYPPe4W1mqlfjzTyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzyMv/luE/Femibnc6rqToAkJwOXtp/t1Bn70ao6qh1zOk0TeH9g56o6pz3+XeBa4BXAtM1g4Gk0TeR9Ok1XgGM7vz8DOK2qjugcO3kNz/IamobxC6vqxPbYaUk2AN6S5INVdVFn/Ip27D1t7VcB3waeD/xLkq2AJwIvqqovdc47YYb7vwU4dA01anKYB/WZCXWZB/WZCXWZB/WZCXWZB/WZCXWZhzG3zttEJNkU2AE4YaoRDFBVdwD/Bjy9XW075aTOmAIuAm6ZagS3x2+kaQY/fpZbfx9YBZyQZK8kj55mzLnA85McnuR3e3XMZFfg5k4jeMpUk/lZveMnTjWCWz9sX6dqv4GmKX54kjcmefIa7n8ksG3vZ+e1qFvjyTyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzyMufmsDH4YEJqVwX1X0zSaH9Y5dmNvzKppjk0df+BMN62qS5M8B/hr4JPAJkkuAA6vqqnG7ftoto94FfA2YFWSU4G/7q3u7dpilmcB2LJ3/IZeXSuTMFV7VVW7jcahwN8Aj0hyNfB/gMOqamXv/BU0q43v1V5PE8g8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jL/5fIHcTUABj5zms0cB97RjFlxVnV1VL6DZe3dHmlXGn2qbr1TVL6vqg1X12zRN3tcATwVOzcwJvoGZn2Xq87nWeXlVvbaqtgZ+A/gE8E7gwLleS5IkSZIkSZLmY52bwVV1G812DC9Jcu9K3vb3FwPnVtXt8y9x1hrurqpzab60DuAp04xZUVX/SrOK+HGsvgn2lDOAzZK8oHf8VTRN7zNXP2VOtV5cVYcAl9M0piVJkiRJkiRp0cz3C+TeCZwGfC3JETTbRvwl8AjglfO89rSSvJFmf9+TgSuATYF9abaXOKMd82XgfOC7wPXAdsA+NA3qmVYrHwvsBxyX5GCa1cbPpfmSu49X1U/mWOdTgKOAzwGXAL8E9gCWAn87l2tJkiRJkiRJ0nzNqxlcVWcm+d80e+Ie1x7+DrBbVZ093+JmcB6wO3AYTdP5lvbY86rqB+2Ys2hWJ78BeAjNvr9fBJbNdNGquiPJrjT7DR9Is73E5TQN78PXoc5rgP8G/gLYhmbbjEuAfarqY+twPUmSJEmSJElaZ/NdGUxVLQd2meXzZUzThK2qF80wfmnv/THAMZ333wL2XENNRwBHrGHM3tMcux54/RrOu4xmBfR0n6Xz+7XAn8x2LUmSJEmSJElaLPP5AjlJkiRJkiRJ0v2EzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJYDNYkiRJkiRJkiaAzWBJkiRJkiRJmgA2gyVJkiRJkiRpAtgMliRJkiRJkqQJsODN4CR7J6kkSzvHLktyzFqcuyxJLXRNkiRJkiRJkjTphrYy+BPATqMuQpIkSZIkSZLGzYajLqCrqq4Erhx1HZIkSZIkSZI0btZ6ZXCS7ZIck+TSJHck+WmSE5Jst1DFTLdNRLvlxJFJ/izJJe29z03yO0k2TPKuJFcmuTnJF5I8vHf+y5N8Nck1SW5PckGSg5Js3BuXJO9McnmSO5N8L8nvJVmeZHlv7MPami5Psqp9PSzJA3rj9k3ywyS3JflFkguTvGOh/l6SJEmSJEmStLbmsjL40cC1wNuAG4CtgX2Bc5M8uaquXQ/1TdkT+B/grcADgCOALwOnARsBrwMeC3wI+Fg7fsoTgK+0n90BPAU4CPgN4NWdce8BDgD+EfhSe71/pvkbXTw1KMmDgbOBLdpzLgKeDhwCLJ26ZpJXAEcB7wXOApYAT6T5O0qSJEmSJEnSolrrZnBVfR34+tT7JEuAk2gaxK8APrLg1d1nCfB7VXVHe+9NgWOApVW1W6em3wTenGSTqrq9rfs9nc8DnAPcBByT5M1VdWOSLYC/BI6vqj/rjD8f+CadZjDwJuBJwPZV9cP22OlJbgeOTPL+qroAeAbwo6o6pHPuaTM9YJLNgc17h7dZ0x9G48k8qM9MqMs8qM9MqMs8qM9MqMs8qM9MqMs8jL+1bgYn2Qh4M/AamhWwm3Y+ftJcbpqkf9+7q6qmHdw4Y6oR3Ppx+3pSb9yPgQCPo1mxS7uNxcHArsCj+NVn/nXgXGBHYGPgc92LVdW3klzWu8fzgfOAC3vPcQpwJLALcEF73T9L8k/A54Fzq+rmWZ7xLcChs3yuyWIe1Gcm1GUe1Gcm1GUe1Gcm1GUe1Gcm1GUextxcton4MLAP8D6aFcIrgAJOBh60thdJspRmy4euXYHls5x2Y+/9qjUcf2B7r4fSbOlwK7AM+C+arSKeDny0U/cW7evPp7l3/9jWwHbAXTPUuhVAVX26baC/rv2pJGcDB1TVudOcdyTNaueubdr6NXnMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMw5ibSzP4lcCxVXXw1IG22bnFzKdM6ypgh96xn8zxGmtrV+CRwC7tNhcAJHlqb9wN7evW01xja+DyzvvraZrLr5/hnldN/VJVRwNHJ9mkreW9wGlJllbVTd2TqmoFTYP9Xs2uFppE5kF9ZkJd5kF9ZkJd5kF9ZkJd5kF9ZkJd5mH8zaUZXNy38nbKa2n28137i1StAr47l3PmYWrriXvrbvcN/tPeuHOBlcBeNF9MNzV2R5otMbrN4FOAtwM/r6qfrlURzf7FJyXZinavY5p9iyVJkiRJkiRpUcylGXwSsHeSi4AfAc+k2TZixaxnjdY3aOr7pySH0jSH3wg8vDuo/RK5DwEHJPkF8EXgsTR7pFwN3NMZ/mHgJcDZST4MnA9sRNPgfT6wX1VdnuTjwO3AfwDX0CypPwC4ArhwvTytJEmSJEmSJM1gLs3gNwF3AwfS7LX7TWB34Cvroa4FUVXXJ3kh8EHgX4Cb29ejaPY67joQuI2mWfynNF9Aty/wnva8qWvekuQZ7fj9aL6s7jaafZBP5b4tJ84G9gZeTvMtjNcBZwKHVtXKBX5USZIkSZIkSZrVWjeD2z1u957mo6W9ccfQ22i6qn5lzCz3WEbzRW/dY6ttTFJV5wHTHZ/u3ucAO05zu/TGFU3j9z33Dki2BZ4M/Ftv7C3AO9qfmZ7lWODYmT6XJEmSJEmSpMU0l5XBYy3J9sCLaVY83wr8BvBXwC+AT4ywNEmSJEmSJEmaN5vB97mVZgXxPsBmNFtDLAcOrKqfj7AuSZIkSZIkSZo3m8GtqroY2G3UdUiSJEmSJEnS+rDBqAuQJEmSJEmSJK1/NoMlSZIkSZIkaQK4TcSwLQG48sorR12HOjr/PJYs8q3NwwCNMA/33tNMDItzhLqcI9TnHKEu5wj1OUeoyzlCfc4R6lrXPKSqFr4aLYgkzwTOHnUdmtHOVXXOYt3MPAzeouYBzMT9gHOEupwj1OccoS7nCPU5R6jLOUJ9zhHqmlMebAYPWJKNgR2Aq4G71/Ey29D8C7szMMr/hDNOdSwBHgV8p6pWLlRha2IeBlvHSPIAZmLAdThHzN841eEcsTDGqQ7niPkbpzqcIxbGONXhHDF/41SHc8TCGKc6nCPmb5zqWKc8uE3EgLX/IOf1X3qSTP16ZVVdNt+arONel86/mrkxD4OuY9HzAGZi4HU4R1hHl3PEPI1hHc4R1tHlHDFPY1iHc4R1dDlHzNMY1uEcYR1dc86DXyAnSZIkSZIkSRPAZrAkSZIkSZIkTQCbwZIkSZIkSZI0AWwGj78VwN+0r9YxnDpGZSjPbx3DMZS/gXUMw1Ce3zqGYyh/A+sYhqE8v3UMx1D+BtYxDEN5fusYjqH8DaxjGIby/BNfR6pqse8pSZIkSZIkSVpkrgyWJEmSJEmSpAlgM1iSJEmSJEmSJoDNYEmSJEmSJEmaADaDJUmSJEmSJGkC2AweM0kekOT4JE8YdS3TSfLUJHePuo5JMuRMmIfFN+Q8gJkYhSFnwjwsviHnAczEKAw5E+Zh8Q05D2AmRmHImTAPi2/IeQAzMQpDzsQk58Fm8JipqruAPYAadS2zyKgLmCT3g0yYh0V0P8gDmIlFdT/IhHlYRPeDPICZWFT3g0yYh0V0P8gDmIlFdT/IhHlYRPeDPICZWFT3g0xMZB42HHUBWi++ALwI+NBi3zjJGWsY8mCGOwmMs5FkwjwMlnOE+pwj1OUcoT7nCHU5R6jPOUJdzhHqc44YGJvB4+lS4OAk/z/wn8Bt3Q+r6u/W472fCZwI/GyGz7cCnrYe76/pjSoT5mGYnCPU5xyhLucI9TlHqMs5Qn3OEepyjlCfc8TApGoim+BjLclPZ/m4qupx6/HePwCOqqpPzPD5bwP/WVVL1lcNWt2oMmEehsk5Qn3OEepyjlCfc4S6nCPU5xyhLucI9TlHDI8rg8dQVT12hLf/HrD9LJ+vBK5YpFrUGmEmzMMAOUeozzlCXc4R6nOOUJdzhPqcI9TlHKE+54jhcWWwFlSSjYElVXX7qGvR6JkH9ZkJdZkH9ZkJdZkH9ZkJdZkH9ZkJdZmHmdkMHlNJngC8GHgcsFH3s6p6w0iK0kiZCXWZB/WZCXWZB/WZCXWZB/WZCXWZB/WZiWFxm4gxlOR5wBeBHwFPpVka/2s0/8J9Y4SlaUTMhLrMg/rMhLrMg/rMhLrMg/rMhLrMg/rMxPBsMOoCtF68G3h3Ve1AswfKK4GlwBnAqSOsS6NjJtRlHtRnJtRlHtRnJtRlHtRnJtRlHtRnJgbGbSLGUJJbgN+uqkuT3ATsXFXnJ3kK8JWqevyIS9QiMxPqMg/qMxPqMg/qMxPqMg/qMxPqMg/qMxPD48rg8XQbsHH7+9XAE9rfNwC2HElFGjUzoS7zoD4zoS7zoD4zoS7zoD4zoS7zoD4zMTDuGTyezgWeAVwInAx8MMn/C/wh8K1RFqaRMRPqMg/qMxPqMg/qMxPqMg/qMxPqMg/qMxMD4zYRYyjJdsBDqur7STYFjqT5F+9i4M1Vdfl6uu/fre3YqnrT+qhB0xtFJszDcDlHqM85Ql3OEepzjlCXc4T6nCPU5RyhPueI4bEZrAWT5My1HFpV9ez1WoxGzjyoz0yoyzyoz0yoyzyoz0yoyzyoz0yoyzzMzmawJEmSJEmSJE0A9wweE0luBJ5YVde33844Y5e/qrZYvMogydbAdVV1z2Led9INNRPmYTSGmgcwE6My1EyYh9EYah7ATIzKUDNhHkZjqHkAMzEqQ82EeRiNoeYBzMSoDDUT5qFhM3h8vB24pf39baMsBCDJA4D3APsCDwKeCPx3kr8FLq+qfxhlfRNiMJkwD4MwmDyAmRiIwWTCPAzCYPIAZmIgBpMJ8zAIg8kDmImBGEwmzMMgDCYPYCYGYjCZMA+rc5sIrRdJ3g28GHgH8Bngt6rqv5O8GPjrqnr6SAvUojIP6jMT6jIP6jMT6jIP6jMT6jIP6jMT6jIPq3NlsNaXVwCvraqzknSX359P819hNFnMg/rMhLrMg/rMhLrMg/rMhLrMg/rMhLrMQ4/N4DGxpj1YuhZpP5ZHA5dPc3xDzN2iGFgmzMOIDSwPYCZGbmCZMA8jNrA8gJkYuYFlwjyM2MDyAGZi5AaWCfMwYgPLA5iJkRtYJsxDz0Q+9Jga+b48PRcAvwtc1ju+F/Cfi17NZBpSJszD6A0pD2AmhmBImTAPozekPICZGIIhZcI8jN6Q8gBmYgiGlAnzMHpDygOYiSEYUibMQ4/N4DFRVUePuoaevwGOS/JYYAnw0iRPAl4J7DHSyibEwDJhHkZsYHkAMzFyA8uEeRixgeUBzMTIDSwT5mHEBpYHMBMjN7BMmIcRG1gewEyM3MAyYR56/AI5rTdJdgfeCTwN2AD4HvCuqjptpIVpJMyD+syEusyD+syEusyD+syEusyD+syEuszDr7IZPCaS3Ag8saquX9PeLIu0R49GzEyoyzyoz0yoyzyoz0yoyzyoz0yoyzyoz0wMm9tEjI+3A7e0v498b5YkXwA+DZxYVatGXc+EGkwmzMMgDCYPYCYGYjCZMA+DMJg8gJkYiMFkwjwMwmDyAGZiIAaTCfMwCIPJA5iJgRhMJszD6lwZrPUiyWeA3wfuAk4APl1VXx9tVRoV86A+M6Eu86A+M6Eu86A+M6Eu86A+M6Eu87A6m8FjLsmGNPuh3Gux/ktIkk2AP6TZlPs5wNXAZ4DjquqCxahBqxtVJszDMDlHqM85Ql3OEepzjlCXc4T6nCPU5RyhPueIYbAZPIbab0g8EtgV2Kz/eVUtGUFNDwdeBrwReFJVuUXJIhpaJszDaA0tD21NZmKEhpYJ8zBaQ8tDW5OZGKGhZcI8jNbQ8tDWZCZGaGiZMA+jNbQ8tDWZiREaWibMg3sGj6vjgIfQ7NHyc2bZqHsxJHkg8Gxgd+CJwE9HWc+EGkwmzMMgDCYPYCYGYjCZMA+DMJg8gJkYiMFkwjwMwmDyAGZiIAaTCfMwCIPJA5iJgRhMJsxDw5XBYyjJrcDTq+rCEdawAc3S+z8CXgTcTbM3y3GTvjfLKIw6E+ZhWEadh7YGMzEgo86EeRiWUeehrcFMDMioM2EehmXUeWhrMBMDMupMmIdhGXUe2hrMxICMOhPmYXWuDB5PPwK2HHENV9Es/z8F+BP81sZRG3UmzMOwjDoPYCaGZtSZMA/DMuo8gJkYmlFnwjwMy6jzAGZiaEadCfMwLKPOA5iJoRl1JsxDjyuDx1CS36LZj+VDwPk035h4r6q6ahFqeAPwuapasb7vpTUbdSbMw7CMOg9tDWZiQEadCfMwLKPOQ1uDmRiQUWfCPAzLqPPQ1mAmBmTUmTAPwzLqPLQ1mIkBGXUmzMPqbAaPoSS/CfwL8Fv86l4sAWoxN+du92PZrq3j0qq6c7HurfsMJRPmYRiGkoe2FjMxAEPJhHkYhqHkoa3FTAzAUDJhHoZhKHloazETAzCUTJiHYRhKHtpazMQADCUT5uE+bhMxnj4NrAD2ZESbcyfZEHgfsB+wEc2/5CuTHAUcWFV3zXa+FtxIM2EeBsc5Qn3OEepyjlCfc4S6nCPU5xyhLucI9TlHDIzN4PH0ZOC3q+riEdZwOPAK4I3AOe2xnf9ve/cOKlcVBWD431cQtfEFoikU8YFYRIiIpAlaCIpgJ4KViNiksJFLsLARBbFJQCKijRIsbcRgJ2LhC5sQRIsrgqigwUJQ8ZEsizmQfXfujRaZWcs5/1dlzgT2Dvyzij2Tc1h8ADeAp5P2NVfZTdhDLdk9gE1Uk92EPdSS3QPYRDXZTdhDLdk9gE1Uk92EPdSS3QPYRDXZTdjDwMPg9fQZcAOQOXwfBR6PiOPdta3W2k/A68zww5Ysuwl7qCW7B7CJarKbsIdasnsAm6gmuwl7qCW7B7CJarKbsIdasnsAm6gmuwl7GHgYvJ5eBg631l5i8dTG8ebcJ1awh8uBrR2ubwFXrGB9bZfdhD3Ukt0D2EQ12U3YQy3ZPYBNVJPdhD3Ukt0D2EQ12U3YQy3ZPYBNVJPdhD0MfIDcGmqtndnhcrDCm3O31j4GPo+Ig8P1V1j894D9y96Dzspuwh5qye5h2oNNFJLdhD3Ukt3DtAebKCS7CXuoJbuHaQ82UUh2E/ZQS3YP0x5sopDsJuzhXP4yeD3dkr0BYBM43lq7D/iIxQd9P7AHeCBzYzOV3YQ91JLdA9hENdlN2EMt2T2ATVST3YQ91JLdA9hENdlN2EMt2T2ATVST3YQ9DPxlsJamtbYHOAjcxuIbny+AoxHxferGlMIeNLIJ9exBI5tQzx40sgn17EEjm1DPHrbzMHhNtdYuAu4Ergcu7t+LiLdSNqVUNqGePWhkE+rZg0Y2oZ49aGQT6tmDRjZRi4fBa6i1divwDnDzdCmADeA08FdEXLbEta/6L38vIn5e1h50rqwm7KEmZ4RGzgj1nBEaOSPUc0Zo5IxQzxmhkTOiHu8ZvJ4OAyeAu4DvgH3AlSye4HhoyWufYvHBPp/A9lYtqwl7qMkZoZEzQj1nhEbOCPWcERo5I9RzRmjkjChmdv/gmbgbuCcifpme2rgREZ+21jaBI8AdS1z73vO8dz/wFPD3EtfXzrKasIeanBEaOSPUc0Zo5IxQzxmhkTNCPWeERs6IYjwMXk8bwK/Tn0+xeELiV8C3LPkpjhHxwXittbYPeBE4ALwKPLfMPWhHKU3YQ1nOCI2cEeo5IzRyRqjnjNDIGaGeM0IjZ0QxHgavp5PAXuBr4BNgs7X2J/AksLWqTbTWbgSeBx4G3gZuj4iVra9t0puwh1LSewCbKCa9CXsoJb0HsIli0puwh1LSewCbKCa9CXsoJb0HsIli0puwh+02sjegpXiBswf9zwI3AR8CD7L4GfxStdaubq0dAb4ErgX2R8Qjc/6gFZDWhD2U5IzQyBmhnjNCI2eEes4IjZwR6jkjNHJGFNMi/u1eyvq/aK3tBU5GxJkd3rsGOLXTexd4D88Am8A3wKGIeG+Z6+n8spuwh1qye5jWsYlCspuwh1qye5jWsYlCspuwh1qye5jWsYlCspuwh1qye5jWsYlCspuwh915GLxGWmungesi4sfp9bvAExHxwwr3cAb4HXgf2PVDHREPrWpPc5bdhD3Ukt3DtKZNFJLdhD3Ukt3DtKZNFJLdhD3Ukt3DtKZNFJLdhD3Ukt3DtKZNFJLdhD3sznsGr5c2vD4AXLriPbwJ+A1DHdlN2EMt2T2ATVST3YQ91JLdA9hENdlN2EMt2T2ATVST3YQ91JLdA9hENdlN2MMuPAzWBRURj2XvQXXYg0Y2g/Q/KwAAAN1JREFUoZ49aGQT6tmDRjahnj1oZBPq2cPufIDcegnO/dbDb0HmzSbUsweNbEI9e9DIJtSzB41sQj170MgmivKXweulAcdaa39Mry8BXmut/db/pTneD2XGbEI9e9DIJtSzB41sQj170Mgm1LMHjWyiKA+D18sbw+tjKbtQJTahnj1oZBPq2YNGNqGePWhkE+rZg0Y2UVSL8BfakiRJkiRJkrTuvGewJEmSJEmSJM2Ah8GSJEmSJEmSNAMeBkuSJEmSJEnSDHgYLEmSJEmSJEkz4GGwJEmSJEmSJM3AP4YfHuPnU9eNAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x1440 with 100 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plotting.plot_random_subset_of_cells_per_cluster(cluster_meta, dropouts, save_dir)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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vuy+SLhI0klcUncirXcsPG87EatYQxx6z0WdDSZ+pse180hAfPyGNCXw4QET8XNI2wLclzYiIa7LyhwDvA06WtB1wDeni9Qak35x71GnHddnrDySdTYobt0XEbcDvgP0k/YY0V9QqpN/eT5Yc56+k36QHS1qB9GDW/RFxPfBD4GPAzyVtSJoDZAPSjdY7s+0Ni4inJf2ObFxwPBSK9Ya25AK+CG7WWWcDPwKWpLkJMfs9TJqc8ceki7Lzs2PuP0g34pFoT9KF7wOB8cCtwKSIaORJ7YNJJ8UvZvuKNCTM3Ig4XtJs0oXr/qe3bwF2joimn5aPiHsk/YmUWPkpcOt1Pyf1fnia1OX0PgYmH1uQLuaZ2eC+BnyENJbprqR49Qwp3v2A9P9avzNJN2z3Ij0V9izpKfHdIuL3uXK/Iv1w/gTpB3UfaZi1brgIPpcUS38KfJ8Uu/8IfD0iZjew/6ezfY8knZ8eAC7Kbfsb6Ts8OqvrSuDbuRsNzfg16eLLOJrvtWfNc+wxG30+mS1l3k6Kd/OATxWGD92X9NvubEnviIins4vCmwAHAbuQno5+jhRHj6vXiIj4s6Rvkn6XnkS6ZnYYadztr2XH+Tgpnj9Eukn6V9JF8fxxHpS0D2m88F8Ai5Em+bs+Ip6R9N7suB8mxe1/A/8LHBoRz9VrYw0nki6C38PAp2XNulVbcgG1eMJcM6uIpFnArIjYqsNNGXUkTSdN1LB6NmmWWc/KnsrZmXSx7siIuCdbP4H0lOrxEeEbQmbWs7L5VmYDf42I7TvdntHAscfMrHHZeODXAwdFxFGdbo9ZK7QjF/BFcLMu5YvgnSHpTaRuaj+PiKF0qTYzM7Mukj3Ndwqwa0Sc2+n2mJmZ5Uk6g9Qr7HXZpIFmVsLDoZiZNUDSu4E3k8YSnU/qFm1mZmY9StJOwOtJY5TfAVzQ0QaZmZllskk5dwLeShoK5URfADerzxfBzcwa83nSuOX3AZ+OiFmdbY5Z60n6zhB2i4g4vOWNMTPrvOOA1UmTj3+2MA6ttYhjj5nZkKxEGiv9edKknQd0tjlmQ1dVLuDhUMzMzAwASS8PYbeIiDEtb4yZmY0Kjj1mZmajW1W5gJ8E7z5N37X4xXF/bkc7FvH+7deppB6ABQuG8v9H85Ydt3gl9QA8NeeFyuqqyoQVl6qknnFLL1ZJPQAvvFjNQ2CLL17d77qXX67mZuhiY/sqqaff+BWXbnYXtaMdXWatTjfArGJDOgF+ZM0ftboddR34290rrQ9g9dWWrbzOxRer/prmhAlNx4phW3yJIf8E69U45dhjVWv63P+pDX7WjnbUNeU31Z/7b7rxX5XXucbrV6i0vg3evmql9QFU9HNrgJcWVNt56cWKfifnLbNMddcB8sYtt+RQd+3VON4KleQCvghuZmZmAETEA51ug5mZjS6OPWZmZqNbVblAtY/lmZmZmZmZmZmZmZlVyE+Cm5mZGQCS9hzKfhFxRqvbYmZmo4Njj5mZ2ehWVS7gi+BmZmbWbxppnMxmxqsLwBcizMxsqKbh2GNmZjaaTaOCXMAXwc3MzKzf1p1ugJmZjTqOPWZmZqNbJbmAL4KbmZkZABFxZafbYGZmo4tjj5mZ2ehWVS5Qd2JMSedLmitpuTplZkh6StK6kkLS5ML2TSVdJOlhSS9Kmi3pKkkHtupDmJmZmY10zqvMzEYfn/vNzMxGhroXwYFTgaWBj5dtlPR60iPrvwReLNm+I3A1sCTwdWB7YH/gVmDXIbfazMzMKiFpTUmnZj+850t6X7Z+pWz9xp1uYxdxXmVm1oAeiz0+95uZmTWpHbnAYMOhTAceBfYGTi7Zvhdp0PJTa+z/DeAe4AMRsTC3/mxJg12AHxWy72FMRCzodFvMzMzyJK0FXEf64X0dsFr/toh4XNI7gc8Cf+1MC7uO86o2c15l1v16MPb43N9mPvebmfWWduUCdYNmRLwEnAlsKmmdQoME7AncEhF/q3GICcDjhWDdf+yXC8cLSVMlfUXS/Vk3r5skbdfIB5E0U9LMkvXTJM3KvZ+Y1fV1SYdLekTSC5Kuzr7E4r5zJG2QbZ+XdT07UtLYQtklJX1X0t25Lmo/k7Rsnc95DzAfeG8jn9HMzKxiRwAvA+sDn2bR2bqnA5tV3ahu5bzKeZWZNaSnYo/P/T73m5lZ09qSCzQyMeYppLvPk4CDcuu3AN4IfKXOvtcB+0o6mtS965YsCahlV+AJ4ADgpazeP0jaMiL+0kBbmzEZuAv4HLAMcChwhaQNIuLeXLklgPOB44DDSd3PDgTGA18AkDQG+AOwEXAUcAOwXlb+bZK2LiQoHwP+lR3neSBfn5mZ9ZCt9J3Iv58Z3y0G8JFsG+C4iHhI0oSS7Q8Aa1Tcpm7nvMp5lVnbOfaMOD73+9xvZjZsxfgOXRfjG9WWXGDQi+ARcaeka4E9JB2SCzyTSHdcz66z+7dIQf1r2TJP0l9IAfCEku5KKwDviIgnASRdSvpgh5ICZSu9TOpStiCr6xpS4DwA2C9XbkngyIg4IXt/qaSlgf0kHRkRDwO7A+8DPhQR07NyMyQ9nH3WD5ICev6Y20TEsy3+TGZmNsKor6tzkuWA2XW2L05jN9Qt47zKeZVZFRx7Rhaf+33uNzNrhS6P781oSy7Q6Bhip5KusG8LIGkZYDfggv7gWiYiHo+IrYENSYFwevb3ccC1kpYs7HJZ/ngRMRe4CNhCrxqbXxpsf5lz8wlDRDwE/BnYsqTsr0ve9/Hqo/c7AE+Sgnm+bZcBC0uOOWOwYC1pfNbNbMAyZ86chj+gmZl1Xt/YvgFLl3kIeGud7e8hjVNqzXFeteh751VmLeTYMyL53L/oe5/7zcyaUIzvXRjjG9WWXKDRb+s3wFzSnWpIXY/GUXvyjgEi4qaI+FFE7Aa8ltSNayNgn0LRR0t2/zfpLu/SpMC3IL9ImtjgZyiqVVfxMfsXIuKZknLkyq6S/b2gsMwFxgCvKexf725Gv8nA/cVl6tSpDexqZmYjRZcnKecC+0haP7cuACTtSsoHzulEw7qc86pFy4HzKrOWcewZkXzuX7Qc+NxvZtawUXQRvC25QEN3fSPiOUm/A3aXNJ40s/XDwKXNVhgR8yT9APgUaYDzvFVLdlkFeAH4D3AjsHFh+yPZ6wvA8iX7F4PlYHUV78IvKWn5QtBeJXvtL/sEKYjvWKOuJwrvFxnDp8RUYFpx5eTJk+9vYF8zMxsh+sZ0dZe1I0ix7XrgKlL8OlDSkcC7gJuBozvXvO7kvMp5lVm7OfaMPD73+9xvZjZcXR7fm9GWXKCZrk+nAnuRJvLYnDSm18v1dpC0WkSU3aF9c/Za3LaNpAm58cuWAXYCroqIAJ4jTZBRZhbwMUlLRMSL2f4TgE2Bsm5Su0g6IDd+2ZqkGaVPKyn7CeCEwvuFwDXZ+0tIY5i9XGdW76ZExBzA/bTMzLpcN9+dj4hnJW1CmpTqU6RZubclxafjgYMj4oUONrGbOa8a+N55lVkLOfaMWD73D3zvc7+ZWRO6Ob43o125QMMXwSPiKkl3A/tnq8oCW9EfJT0EXEiaNXox0hX7/YHHgJML5Z8GLpd0BCkgfoN0J/qwBuo6izT5xlmSTiJ1pTqA8mAN6Qv8o6RjSN3CppDufP+gUO4F4CBJywK3kCYT2Q/4RTaBB6SuaHtmx/sp6e56AGtm5Y9pw0zcZmbWBbo9UcnG2/wK8BVJK5Hi5+PZD2kbIudVzqvM2smxZ2Tyud/nfjOz4ej2+N6MduQCzU6CcRpwJHBlRNzbQPkjgJ1JgXc1UsD+F2ncliNK7mifC9wH/AhYHfgHsGMjwS4irpG0F3AgcEF2nMNIE2xsVbLLMcB44H+BFUl3w/eIiPsK5V4EPkKaeORw4BlSUP92ru6XJO1Amq3706SZt18EHgRmkMYeMzOzUaiXuqxFxOOdbkOPcV7lvMqsLRx7RjSf+33uNzMbkl6K781oVS7Q1EXwiDgKOKrGtlmkq/L5defQ5EDlEXEscGwz++T2PQM4o7C6Vv0LI+Lb5AJvnePeTOquVq/MfOD72VKv3Oj8L9bMbJTq5rv1kr4I7BwR29TYfinw+4g4oWy71ee8qm4Z51Vmw+DYM3L53F+3jM/9ZmZ1dHN8b0a7coHR8e2ZmZl1iMZowNJlJgF319l+F7BPNU0xM7NGOfaYmZn1nmJ878IY36hJtCEX8EVwMzOzNuob0zdg6TJrA3+vs/32rIyZmY0gw409ksZJOlbSbEnzJN0g6cMN7DdFUpQsjzZRvWOPmZlZiWJ878Lfl41qSy7Q7JjgbVNVl6ayLmZ1yk5qa2PMzKzndXmXtcWAJetsX3KQ7dYhzqvMRrcWxJ7zgA1JkyLeT3oi6zxJO0XE9Ab23xZ4Pvd+fhN1O/YMkc/9Zma9rct/WzajLbnAiLkIbmZm1ov6xnZ1F7W7SBcyflJj+3ZAI5N6mZlZhYYTe7LJCbcBdomI87J1fwLeABwNNHIR/IaImDPEJjj2mJmZlejy35bNaEsuMGpuIZiZmXXCmLF9A5Yu8ytgO0mHS1q8f6WkxSQdRko+ftmx1pmZWalhxp6dgWeAC/pXREQApwPrSXpL61payrHHzMysRDG+d+Hvy0a1JRfwk+BmZmZt1OVd1n4KfBA4GPi8pH8CAbwZWBG4mvRUoJmZjSDF2CNpPDC+pOickie21wfuiIiXC+tvzW8fpAn/kLQy8BhwMXBwRDzWSNtx7DEzMyvV5b8tm9GWXGDUfHtmZmad0De2b8DSTSJiAeku+4HAw8AGpDFiHyKNE7tNRDQzzquZmVWgJPZMJo3tXVwml+w+AXiqZP1Tue213AscBOxN6sZ8PPAJ4DpJKzTSdsceMzOzcsX43m2/LxvVrlzAT4KbmZm1UbcnJlkC8sNsMTOzLlASe6YC00qK1hq3O+ocvua2iDizsOoKSdcBlwJfBL5X57j54zj2mJmZFXT7b8tmtCMX8EXwUeCemx+tpJ7tP7ReJfUAvPEN9R5AaZ0D9juvknoAfnjCzpXU88CDT1dSD8CCBQsrqefpZ6qpB+D1r2voIaZhq/LfqSpVfXcjzWhKVMxGi2VXXaba+sYtUWl9AAsWFEfCaL8lFh9TeZ3PP/di5XWuuET7f4IVY0825EmjE1U+SfnT3itmr2VPidcUEZdJmg1s0sx+ZiPJZ3/ywcrrvOD3t1de53u3ekPlda62yrhK63vq6XmV1gfw3PPVd15ZdtzigxdqoaWXWqzS+gBeeqn6XKXT/NtyeHwR3MzMrI2cqJiZWdWGGXtuB3aV1FcYF/xt2ettQ2kSMPquVpiZmbWQf1sOj789MzOzNuob0zdgMTMza7dhxp7zSJNo7lRYvydwZ0QMNinmAJK2A1YBrmu2IWZmZvaqYnz378vm+ElwMzOzNuobq043wczMRplhxp7pwJ+AUyRNIE2guRewGfCR/kKSZgJbRoRy624CzgDuBBYAmwL7A/cAPx9Oo8zMzEY7/7YcHl8ENzMzayN3WTMzs6oNJ/ZEREj6KHBktowH7gB2iYiLBtn9n8AXgNWBxYCHgJOBw7Nxyc3MzGyI/NtyePztmZmZtVHf2L4By0gm6VRJ786930LSSp1sk5mZNW+4sScino2IL0XEqhGxZERsGBHnF8pslX8KPFv3yYhYOyKWiYjFI+KNEfHViKg5maZjj5mZWWOK8X2k/75sVFW5QFPflqTzJc2VtFydMjMkPSVpXUkhaXJh+6aSLpL0sKQXJc2WdJWkA4f6IWq0Y5qkWa08ppmZWbO6LEmZBLwx9/5PwLadaUrvc15lZu3i2DMy+bxvZmbD0asXwakoF2j22zoVWBr4eNlGSa8HtgZ+CbxYsn1H4GpgSeDrwPakMeJuBXZtsi1mZmYjXt9iYwYsI9wTpMnL+nnQufZyXmVmbeHYM2L5vG9mZkNWjO9dEOMbVUku0OyY4NOBR4G9SWO7Fe1FauipNfb/BmlSlA9ExMLc+rMl9czti2ZJWiIiFklyzMys+3XZ3fm/AIdIeh3wdLZuF0lvqrNPRMTh7W9aT3Je1QbOq8wce0Ywn/fbwOd9Mxstuiy+N6OSXKCpby8iXgLOBDaVtE5+myQBewK3RMTfahxiAvB4IWD3H0JtmakAACAASURBVPvlwvFC0lRJX5F0f9bV6yZJ2zXT5sIxV5J0kqRHJc2XdLekgySNyZW5SdLvC/s9kLVnrdy6L0takO/KJmkTSZdImiNpnqTriu2VNCU71oZZN7ZngT8O9TOZmdnI1jdGA5YRbjJwG/BlYAoQwC7Z3/UWGwLnVc6rzNrFsWdk8nnf530zs+EoxvcuiPGNqiQXGMothFOy10mF9VuQxm+pddca4DrgvZKOlrSRpMGeRN81q+cA4BPAPOAPkjZtttGSlgZmAh8DjgB2BC4EvgeckCt6ObB1/510SWsDr8vqfn+u3DbAXyPi2azcdsCVwBhgn6zts4HpNRKNc4EbgZ2Bo5r9PGZm1h26acy2iJgVEVsCSwETSU+jTQbWqrO8oSON7R3OqxLnVWYt5Ngzovm8n/i8b2bWpF4dE7yqXKDZ4VCIiDslXQvsIemQ3B3nScB84Ow6u3+LFNi/li3zJP0FOB84ISIWFMqvALwjIp4EkHQp8ABwKGn8s2bsBbwF2CkiLs7WXZoF58mSfhwR/wRmkMZV2wj4KylQ/4sUkN8PnJwlG1sCx+aO/zPgb6SuaS9n7b0EuIGUJFxaaM9JEXFEk5/BzMy6TDcmJhExH3hQ0unA9RHxQKfb1KucVzmvMmsHx56Ry+d9n/fNzIaqG+N7M9qdCwz12zsVWINspk5JywC7ARf0B9gyEfF4RGwNbEi6Gz09+/s44FpJSxZ2uSx/vIiYC1wEbKFXjc0vddq8NfBMLmD3OyN73Sp7vRpYQLozTfZ6OSmYvy/rpvYuYLlsHUpj1KxNmsCkL9eWMcAlwEaSxhXqPa9OW5E0XtLE4jJnzpx6u5mZ2QjTN3bMgKWbRMTeEXF9p9sxCjivcl5l1lKOPSOez/ttPu9nx/W538x6SjG+NxvjJY2TdKyk2UrDTt0g6cMN7PdZSRcqDW81T2k4rGMlrVRSNmosn2u0ne3KBYZ6Efw3wFxe7cL1MWAc9btuvSIiboqIH0XEbsBrScFuI1K3p7xHS3b/N2k27KVJd48X5BdJE2tUu2KN483OXidkbZtL6ma2TXZXe2teDdorA28jBfJ5wLXZvv0zmB5TbA9wMOkx/hVr1FvLZOD+4jJ16tRBdjMzs5Gk27urSVpG0mGSbpX0fLbcqjQm5zKdbl+PcF7lvMqspRx7Rjyf99t/3gef+82sx7RgOJTzgE8DhwAfAu4AzpO0wyD7HQY8S+qR9AHgJ8DHgb9KGl9S/jfAJoXl3GYa2o5coOnhUAAi4jlJvwN2zz7s3sDDLNpFqZFjzZP0A+BTwPqFzauW7LIK8ALwH9IYYBsXtj9So6ongXeWrF8tt73fDNI/7CakYDsjImZLupfUhWsb4JrcDNRPZK+Hk8ZFK1NMGKJGuX5TgWnFlZMnT75/kP3MzGwE6caLD/0krUh6ouvNpFh3U7ZpHeA7wMckbR4RT3WoiT3BeZXzKrNWc+wZ2Xzer+S8Dz73m1mPGU58zy50bwPsEhHnZev+RBpb+2hS76JaNoiIx3Lvr5R0B2muiD1IPZLyHo2I64bR1rbkAsPJjk4l3UE+CNgcOL04I3WRpNVqbHpz9lq8m7uNpAm5/ZcBdgKuiuS5iLihsMyvUccVwPKSdiys/wwpgP4pt24GsARprLQ7IqK/XZcDHwbenZXpdxdwH/D2kvYM1q5SETEnGxh+wDJ+fNkNFjMzG6m6/Gm87wLrAV8CVouIzSNic2B14IvAugxhVm4r5bzqVc6rzIbJsacr+Lz/qpaf98HnfjPrPcN8Enxn4Bnggv4VERHA6cB6kt5Sa8fCBfB+f81e12imEQ1qSy4wpCfBASLiKkl3kya9ADitgd3+KOkh0t3du4DFSOOB7Q88BpxcKP80cLmkI4CFwDeA5UmP4TfrDNKXd5akbwP/BLYDvkqaVOPOXNnrgedJY7TlJ+uYAeyX+xtI/9FI+jxwsaSLgTNJCchrgLeT/sH2w8zMRp3hXnzIxsA8ktRVejxwO/DdiKj1pFT/fp8l/dD8/0jdjx8mjat5eEQ83mD1HwZOjojj8ysjYiHwC0kbAB8Fvtz4J7IyzqucV5m1Uhde+M4bFbHH532f983MmlUW37MeRWV39+ZERH4ShPVJNyaLN1xvzW9vojnvy15vK9m2p6T9SMNZ3QIcHRHnNHHstuQCw82OTiN9oKsi4t4Gyh8BPEcKvhdny77AOcDGuTvE/c7N6vgR8GvSuGU7RsRfmm1oRMwjjUf2W9K4Yn8gfWEHAZ8vlF1Aeuwe0t3qfleQ7nI/TZq5Or/PpaTuXvNJM1tfTuoO8K5sPzMzG4XGjNGAZQiqGretzCq82vWszN94dRxPGz7nVa/u47zKbBhaEHs6aTTFHp/3X93H530zs0EU43sW40vnP8jW500AyoYPeSq3vSHZcCXHAneTYlDe2aSbptsBe5LmgPiNpK80enzalAsM+UlwgIg4CjiqxrZZpICeX3cOi345g9VxLAPvHje636SSdU8A/9Xg/otcXIg0s3bNGwcRcSOwyyDHnUJvdN8zM7MGjBnTNeO2lfk3sEG9OrIy1gLOqxbZ7rzKbIiGE3tGgFETe3zeX2S7z/tmZnXUiO+l8x8Ac0rW1ZtPoZG5FpC0NHA+ac6HLeLV+R3SQSI+Uyj/O9Jv0O9JOjG7qTqYtuQCXZ0dmZmZjXTDfBqv0+O2XQTsK2k/Sa/kDJL6JP03sA+1J7AyM7MO6fInwR17zMzMSpQ9CV5r/oPCUCiQJjAue9p7xex10EkmJS1FisEbADtExK2D7EI2/MpZwDgWncC5lrbkAsN6EtzMzMzqG9M38OJDE2O2QbXjtpX5Dmk8z+OBwyT1j/e5LrAScA9p0iszMxtBirGnyzj2mJmZlRhmfL8d2FVSX+H35duy17q/ESUtSXo4axPSBfBmhtbqv5BddwLonLbkAiP2SfCIUEQUx68xMzPrKn1j+gYsND5mG1Q3bluprNvyO4Hvk54c2DhbniB13944K2MjnPMqs9GlJPZ0Dcee1vB538ys9xTje5Mx/jzSw1g7FdbvCdwZETUfrpK0BGkIlM2Bj0TElY1Wmj3J/WnSnBa3N7JPu3IBPwluZmbWRiXd0JsZsw0qGLetnoh4ljQB1sGN7mNmZp3VhUOgDODYY2ZmtqhhxvfpwJ+AUyRNID2ItRewGfCR/kKSZgJbRkS+st8B2wPfBZ6X9J7ctsf7J3eWtD/pae0rgNnAqqTJkzcDvhgRLzTa2HbkAr4IbmZm1kbFLmvZkCe1LngXtXrctu0bGbfNzMy6W5cPh2JmZmYlhhPfIyIkfRQ4MlvGk4bW3CUiLhpk9x2z1+9kS97pwKTs7ztJF9Q/mh1/LnAj8OEG6mg7XwQ3MzNroxozeDeqk+O2mZlZlxpm7DEzM7MRaLjxPXu6+kvZUqvMViXrGrr6nl3o7vjF7lqcHZmZmbVRcfbuJnVk3DYzM+tuw4w9ZmZmNgIV47tjfHP8JLiZmVkbjfRx28zMrPf4R7GZmVnvcXwfHl8EHwX2+PKmldRz4XkNTfLaEptuvlYl9VT13QHcfc8TldSz/HJLVlIPwG23P1ZJPeu/deVK6gGY95/5ldSz8muWqaQeqK7LdFXfXb9xFf63Xo9G/rhtZtakh294tNL6ll9+iUrrA3j++WrP2QArrbRC5XU+MvvZyutccfAiwzac2GNmi/ru+06vvM5jbvl85XU+9GCj09a0zkqvWbrS+pYdt3il9QGsvPK4yut8Yd6CSutbuPDlwQu12GKLj6m8zk5zfB8eXwQ3MzNro5E+bpuZmfUejwluZmbWexzfh8cXwc3MzNrIiYqZmVXNscfMzKz3OL4Pjy+Cm5mZtVG3JyqSXgfsB6wNTACKT5hHRLy/8oaZmVlNjj1mZma9p9vjezPakQv4IriZmVkbjRnbvYmKpA8C5wGLA88BT3W2RWZm1gjHHjMzs97TzfG9Ge3KBXwR3MzMrI26/G79UcATwEcj4oZON8bMzBrj2GNmZtZ7ujy+N6MtuYAvgpuZmbVRX3cnKusBh/gihJlZd3HsMTMz6z1dHt+b0ZZcYEjfnqTzJc2VtFydMjMkPSVpXUkhaXJh+6aSLpL0sKQXJc2WdJWkAwvlQtKUobTTzMys08aM1YClyzwOzO90I3qd8yozazXHnpHP534zM2tWMb53YYxvVFtygaHeQjgVWBr4eNlGSa8HtgZ+CbxYsn1H4GpgSeDrwPbA/sCtwK5DbJOZmdmIM2ZM34Cly5yJ43IVnFeZWUs59nQFn/vNzKwpxfjehTG+UW3JBYY6HMp04FFgb+Dkku17kWbtPLXG/t8A7gE+EBELc+vPltSz/4Jlss87JiIWdLotZmbWel2emEwDtpZ0AXAMcD+wsFgoIh6suF29xnlVizivMksce7qCz/0t4nO/mY0WXR7fmzGNNuQCQ/r2IuIl0lX5TSWtk98mScCewC0R8bcah5gAPF4I1v3HfnkobZI0U9LMkvXTJM3KvZ+YdQf7uqTDJT0i6QVJV0t6Z8m+cyRtkG2fl3UxO1LS2ELZJSV9V9Ldua5oP5O0bKFcSJoq6SuS7iE93v/eoXxmMzMb+br8Tv0/gXcBOwGXkX5s31+y2DA4r3JeZdZqjj0jn8/9PvebmTVrFD0J3pZcYDgTY55Cuvs8CTgot34L4I3AV+rsex2wr6SjSd27bsmSgCpNBu4CPgcsAxwKXCFpg4i4N1duCeB84DjgcFI3swOB8cAXACSNAf4AbESawfQG0iDuhwNvk7R1IRH5GPCv7DjPA/n6zMysh3R5YvJdIDrdiFHCeZXzKrOWcezpGj73+9xvZtawLo/vzWhLLjDki+ARcaeka4E9JB2SC0iTSHdiz66z+7dIQf1r2TJP0l9IgfGEiroxvUzqOrYAQNI1pMB5ALBfrtySwJERcUL2/lJJSwP7SToyIh4GdgfeB3woIqZn5WZIepj0mT5ICuj5Y24TEc/Wapyk8aSkYICnn36a8eMXWW1mZiNU35junawkIqZ0ug2jhfMq51VmreTY0x187ve538ysGd0c35vRrlxguLcQTgXWALYFkLQMsBtwQUQ8WWuniHg8IrYGNiQFyOnZ38cB10pasmw/JWPzyzDafm4+MYiIh4A/A1uWlP11yfs+YLPs/Q7Ak6Rgnm/bZaQxa4rHnFEvWGcmU/Ko/9SpUwf9YGZmNnKMku5q1hrOqxLnVWbD5NjTVXzuT3zuNzMbxCgaDqUthvtt/QaYS7pTDalL0jhqT94xQETcFBE/iojdgNeSunFtBOxTY5ctgQX5RdLEIbb90ZJ1/yaNrZb3QkQ8U1KOXNlVsr8XFJa5wBjgNYX9ZzfQvqnAWsVl8uTJDexqZmYjxZgxGrB0G0l9kvaWdKGk27LlQkmTNMom3qqA86rEeZXZMDn2dBWf+xOf+83MBlGM790Y4xvVjlxgOHd9iYjnJP0O2D3rarQ38DBw6RCONU/SD4BPAevXKHYjsHFh3SPZ6wvA8iX7FINlv1VL1q1Cuvuct6Sk5QtBe5Xstb/sE6QgvmONup4ovB90XJuImAPMGaycmZmNbGP6ujcxkbQU6cmyLUixq/8H5w7Ah4A9Je0QES90qIk9xXmV8yqzVnHs6R4+9/vcb2bWqG6O781oVy7Qirvop5LG4zoI2Bw4fbDZqCWtVmPTm7PX0ru6EfFcRNxQWOZnm2cB60haIlfPBGDTGnXtImmxXNk1STNKX1lS9hMl7xcC12TvLwFWBl4uad8NETGrRhvMzKzHdXl3tUNIT4wdDawUEWtGxJqkH8M/BrYCDu5c83qS8yrnVWbD5tjTdXzu97nfzGxQo2g4lLbkAsN6EhwgIq6SdDewf7bqtAZ2+6Okh4ALSbNJLwa8KzvGY8DJQ2jKWaTJN86SdBKpK9UBQK1xwpS14xhgaWAK6c73DwrlXgAOkrQscAtpJuv9gF9kE3hA6nK2Z3a8n5LurgewZlb+mIj4yxA+k5mZdbkun7xkd+CciDggvzJ7suqbkl4PfBL4dica14ucVwHOq8yGzbGnu/jcD/jcb2Y2qC6P781oSy7QqlsGp5EC4FURcW8D5Y8AngO+AVycLfsC5wAbR0Qj43sNEBHXAHsBbwUuIN01OAqYWWOXY4C/AP8LTCN1r3p/RNxXKPci8JFsuRD4DCmofyVX90ukR/J/Qup6diHwO+CrpDvw9zf7eczMrDf09WnA0mXWoHYchfSk1xrVNGVUcV7lvMpsWBx7upLP/T73m5nVVYzvXRjjG9WWXGDYT4IDRMRRpOBYtm0WKZjn151DCs6NHLvhf9GIOAM4o7C6Vj0LI+LbNHDXICJuJnVLq1dmPvD9bKlXrmf/CzUzs0WN6evqLmpzgLXrbH8THmuz5ZxXOa8yGy7Hnu7jc7/P/WZmg+ny+N6MtuQCo+bbMzMz64Qun737MuALkrYvbpC0HfB54P8qb5WZmdXl2GNmZtZ7ivG9C2N8o9qSC7TkSXAzMzMr1+WJySGkcTinS7oJuD1b/1ZgA1K35+90qG1mZlaDY4+ZmVnv6fL43oy25AKj7iJ4WVeyOmUntbUxZmbW8/q6uMtaRDwg6Z2k7tk7ARtmm54DfgUcFBEPdqp91nnOq8xGJsceayef+83MOqOb43sz2pULjLqL4GZmZlXq9jwlSy4+LUnASqQfvY9FRHS2ZWZmVotjj5mZWe/p9vjejHbkAr4IbmZm1ka9MmN3lmw81ul2mJnZ4Bx7zMzMek+vxPdmtDIX8EVwMzOzNupT9yQqkl4Hr9x1f+X9YNwt3cxsZHHsMTMz6z3dFN+bUVUu4IvgZmZmbdRld+tnAS9LWjoi5mfvG+luNqadjTIzs+Y49piZmfWeLovvzZhFBbmAL4KPArMfebaSetZ9yyqV1AOw2mrLVlLPHq/7SSX1AMxYMKWyuqqy3sKXK6nn5ltmV1IPwHbbrl1JPY/Mrub/W4DVV1uusrpGoy5LVL5LSjZeKrw3s5w3bNXQwykt8/LC6v83fP2ay1de54UX3F55nVtssVbldVbBscestT7ziw9WXuf99z5VeZ3rrLtS5XUutWS1l6Wuvvr+SusDeP82b6q8zmeefbHS+pZZerFK6wP4z9z5ldcJsMy4JTpSL3RdfG9GJbmAL4KbmZm1UTclKhExpd57MzPrDo49ZmZmvaeb4nszqsoFRtG8omZmZtXr69OApZtI2lPSxDrbJ0ras7oWmZlZIxx7zMzMek8xvndbjG9Uu3IBXwQ3MzNroz5pwNJlTgM2rbP93VkZMzMbQRx7zMzMek8xvndhjG9UW3IBD4diZmbWRl1+d36wxi8GVDP4v5mZNcyxx8zMrPd0eXxvRltyAV8ENzMza6MeSFRKJySRNB74EFDdzLRmZtYQxx4zM7Pe0wPxvRktzwU8HIqZmVkbSRqwjHSSDpW0UNJCUuJxVv/7/AI8CXwc+HVHG2xmZotw7DEzM+s9xfjeDTG+UVXkAi15ElzS+cC2wGoR8WyNMjOADYBNgH8CX42IqbntmwLfysqsBDwF3A1Mj4jv58oFcNhgM4VKmgZsFRETh/zBzMzMhkndd7v5ZuAMUhe0PYGrgfsKZQJ4HrgO+FWlrRsFnFeZ2XA59nQXn/fNzKwRXRjfm9H2XKBVw6GcCnyEdCX+5OJGSa8HtgaOB14s2b4jcAFwBfB14N/Aa0kBflfg+8V9zMzMuoEGHc5sZImIC0gxuT9+fy8iZnS2VaOO8yozGxbHnq7j876ZmQ2q2+J7M6rIBVp1EXw68CiwNyVBG9iLdCX/1Br7fwO4B/hARCzMrT9b6vH7HICkJSJikWTGzMy6n7p43LaI2LrTbRilnFcNg/MqM8eeLuTz/jD4vG9mo0U3x/dmtCsXaElAjIiXgDOBTSWtk9+mNEDNnsAtEfG3GoeYADxeCNj9x27ZzN+SVpJ0kqRHJc2XdLekgySNyZW5SdLvC/s9ICkkrZVb92VJCyQtl1u3iaRLJM2RNE/SdZK2KxxrSnasDSVdJOlZ4I+t+oxmZjay9Gng0k0kfVzSGXW2ny5ptyrbNBo4r3plnfMqsyFy7OkuPu+/ss7nfTOzOorxvdtifKPalQu08q7wKdnrpML6LYA3UvuuNaSxXN4r6WhJG0lq1RPqr5C0NDAT+BhwBLAjcCHwPeCEXNHLga3775hLWht4HTAPeH+u3DbAX/vHbMuC85XAGGAfUrez2cD0YuDOnAvcCOwMHNWSD2lmZiOOhjlxiaRxko6VNDv7QXiDpA83uO8bJZ0v6RlJz0maLuktTVT/P0C9H88LszLWes6rnFeZDZljT1fyed/nfTOzuorxvdkYX1V8z2503iXpRUn3SjpAzfVMaksu0LKL4BFxJ3AtsEfhg00C5gNn19n9W6SA+jXgBuBZSZdL+pKkxVrUxL2AtwCfiYjjIuLSiPg6cAywr6T1snIzgBWAjbL37wf+BZyX/U2WVGyZle33M+BvpC5o50bEdGAX4BZSklB0UkRMiYgZEXFpcaOk8ZImFpc5c+YM71swM7NKqU8DliE4D/g0cAjwIeAO4DxJO9StV1qZNJnIRFIM/CSwInClpDUarPvNwE11tt9Eiq3WYs6rnFeZDYdjT/fxeb+15/2sHp/7zaynFOP7EGJ82+O7pEOAnwK/BrYn3eQ9AjiyiXa2JRdo9fhgpwJrkGa2RtIywG7ABRHxZK2dIuLxbLyXDYEDSGOibQgcB1wracmy/ZSMzS912rY18ExEXFxY3/94/VbZ69XAAtKdabLXy0kB+n1Kt1neBSyXrUPSm4C1gV8Cfbm2jAEuATaSNK5Q73l12gowGbi/uEydOrXuTmZmNrIM8079DqQ49NmIOCUiriAlHdcCRw+y+/6kH6E7RMT5Wfz7ELAEcHCDTViGdJe9lgCWbfBY1jznVc6rzIbEsadr+bzfuvM++NxvZj2mGN+bifFVxHdJE7L3P4uI70TEzIg4Evgh8PUmboi3JRdo9UXw3wBzebUL18eAcdTvuvWKiLgpIn4UEbuRZrP+JekO8j41dtmSFGBfWSRNrFF2RdJkI0Wzs9cJWRvmkrqTbZPdgd+aV4P2ysDbSP/RzCP9hwKwSvZ6TLE9pH98ZfWX1VvLVGCt4jJ58uRBdjMzs5FkmGO27Qw8QzZLNkBEBHA6sF6t7me5fS+LiEdy+z4JXER6sqoR9wOb1dm+GfBgg8ey5jmvcl5lNiSOPV3L5/3WnffB534z6zHDHBO8ivj+AWDJ7Jh504CxQENDr9CmXKClY4VFxHOSfgfsLmk8aXbrh4HS7kmDHGuepB8AnwLWr1HsRmDjwrpHygoCTwLvLFm/Wm57vxmkLmWbkILtjIiYLeleUheubYBrcjNQP5G9Hk4aF61MMWGIGuXSxog5gPtpmZl1uWIXtSw+ji8pOic79+etD9xRMqnVrfnti9QpLUUaP/S3JfXcCnxK0soR8dggzT8POFDSZRFxSn6DpH1IP85/NMgxbIicVzmvMhsqx57u5PN+68774HO/mfWesuFPmojxVcT39Unn59vzhSLibknzqB2PitqSC7T6SXBId6mXBA4CNgdOH2xGakmr1dj05uy19C5vRDwXETcUlvk1jnUFsLykHQvrP0P6B/pTbt0M0iP9h5L+A+mv/3LSXYt3M3D8sruA+4C3l7RnsHaZmVkPG7vYGOUXanTNzdYXTQCeKln/VG57mRVIT00NZd+87wP/AE6UdJuksySdKenvwEnAnTQ3tps1z3mV8yqzpjn2dDWf933eNzMrVYzvTcb4KuL7BOA/uZuceU/XqaOoLblAy2eNjoirJN1NGi8G4LQGdvujpIdId33vAhYjjRO2P/AYcHILmnYG8CXgLEnfBv4JbAd8lTSpxp25stcDz5PGYjs2t34GsF/ubyB1H5D0eeBiSRcDZ5ISjdcAbwdWi4j9MDMzS11zp5Wsr/WkUr0nnQZ7Cmo4+/Y/kfZe4Chgd16dfORp4BfAIRHx7GDHsaFzXuW8yqxFHHu6hM/7Pu+bmTWpmRhfRXwfVh4A7csFWn4RPHMa6Yr8lRFxbwPljyCNL/MNUneqxUgzSJ8DHJG7czxkWXewrUlf4MGkblkPkO6w/7BQdoGkq4EPku5W97uC9A82hzRzdX6fSyVtkh37Z8DywOOk2ayLY+GYmdko1WTX3Ccpv1vePy5m2d14SMlBDHHfASLiGeALkr5I+jEq4PFs/DirhvMq51Vmw+LY03V83vd538ysIU3E+Cri+5PAMpKWKHkafIU6dSyiHblAWy6CR8RRpOBYtm0WqeH5deeQAnQjx25o2PeImFSy7gngvxrcf4eSdU9SZwiZiLiRQSZ8iYgpwJRG2mBmZqPe7cCukvoKXaHflr3eVrZT9kP1PsrHXHsbKXkYbEzW4jGD9GPUKua8qu5xp+C8yqzVHHs6zOf9usedgs/7ZmZDUUV8v50Uo95K7manpDcBS9Wqo55W5gLtehLczMzMhu88YF9gJ3KzeAN7AndGxCITlxT2/ZKkVSPiUQBJK2bH+lUzjZA0BliPdPd+kR+vEXFVM8czM7MRzbHHzMys91QR3y8BXgT2YGCPn72Al4CLmmlwq3MBXwQ3MzMbuaaTJpo6RdIE0gQnewGbAR/pLyRpJrBl4emuH5OSj+mSDiMlHYdkrw1PIiLpm8CBwHJ1io1p9HhmZjbiOfaYmZn1nrbH94h4UtJRwLclPZPVtwnwTWBqRDzUaGPbkQvU7IpkZmZmnZV1/foo8GtScnEJaYKoXSKi7l30iPg3sDnwEGmCqd+QxorbIiIebKR+SZ8ldce+mZTkiDTxyo9I47ndAOzT9AczM7MRy7HHzMys91QY379Lmpj508ClpAmRDyVdCG9Iu3IBPwluZmY2gmWzXn8pW2qV2arG+rvJ3dUfgs8B10XE1tnTAkcAf4iIKyQdQ0pK/CSemVmPcewxMzPrPVXEz2SqwgAAE99JREFU9+xi+9RsGaq25AJ+EtzMzMxqeTPw2+zv/lm4xwJExGzgROArHWiXmZn1LsceMzOz0a0tuYAvgpuZmVktC4G52d/9ryvmts8C1q6yQWZm1vMce8zMzEa3tuQCvghuZmZmtTwIrAUQES+SxoDbPLd9Y9KYbGZmZq3i2GNmZja6tSUXUBqqxWwgSeOByaTZW+d0ez1V1uXP1B119Vo9VdbVi5/Jykk6HtgsIt6evf8x6d/jDNKN9M8Ap0bEf3eulWbdo+pzWifOoaOhTsem9nLssV4yGs6JnahzNHzGTtQ5Gj5jp+q05rQrF/BFcCslaSJwP7BWRMzq9nqqrMufqTvq6rV6qqyrFz+TlZO0LrAVcEZEzJO0DPAr4ENZkUuBT0eEn8gza0DV57ROnENHQ52OTe3l2GO9ZDScEztR52j4jJ2oczR8xk7Vac1pVy4wtqWtNDMzs54REXcCd+bezwU+LGl5YGFEPN+xxpmZWU9y7DEzMxvd2pULeExwMzMzW4SkcZJOlfSx4raIeMYXIczMrNUce8zMzEa3duYCvghuZmZmi8iSi08Ay3W6LWZmNjo49piZmY1u7cwFfBHczMzMarkDmNjpRpiZ2aji2GNmZja6tSUX8EVwq2UOcFj22gv1VFmXP1N31NVr9VRZVy9+Jiv3Q+DzktbpdEPMekTV57ROnENHQ52OTe3l2GO9ZDScEztR52j4jJ2oczR8xk7Vac1pSy6giGjl8czMzKxHSPoOsDPwFuBi4G7gP4ViERGHV902MzPrTY49ZmZmo1u7cgFfBDczM7NSkl5uoFhExP/f3p0HyVGedxz//hCSAcexwEAQhTEBwhEgMQFs4QMJByiD4+IwhLu04ODYFWyj4AJMcQg5XHaMuXwSgzhUdggQjgQQJvYaDBZXIHEsMKdAGBxAQiJISCB48sfbjVvDrHZ2t4+d2d+nqmt2e2bep3uOfp63e/rtcZUvjJmZjQnOPWZmZmNbVbXAmsNcHjMzM+t9f9z0ApiZ2Zjj3GNmZja2VVILeExwe5ukTSRdIOkXkl6VFJKmVhDnLyXNkvQbScskPSvpOkk7VBDrI5LmSPqtpOWSXpT0U0l7lx2rTewZ2Wv4UMntTs3abTdtU2asQrzbJC3O3q95kj5XcoxZq1mnkLRRibF2lHS9pOckLc3W5yRJ7yorRhbno9lnbamkVyTdPNLP+FC+o5IOk/Rf2ef+WUnnSFqr7FiSpku6QdKC7DGzyl4nSZMknSlprqSFkpZIuk/SNEnOYyWSdKmkDxdmfQBYFhFPr25qannNukFd9VUhXm11ViFmY/VWYRkqqbsK7ddaf40lzj3Wi7ztr0cvb/tVQz+8EKu2/nghZi398paYpffRrRx11QLeeWBFWwKHAq8C/1FhnM8DmwLfAvYG/j77/z5Jk0uOtS7wG+B44JPA54AVwM2SDik51tskbQecCPxvVTGy9ndtmeaXGUDSNOB24AngEODTwLeBCWXGAb7GO9dlN+A14J6I+F0ZQbJC5W7SVYaPI63PdcCZwCVlxMjiTAZ+Rjrb5nCgD1gfuEPSliNouqPvqKQjgNnAXaTv2FnA3wGzyo4F/C2wMXAzsHwI7Q8lzk7AkaTP4hHAQcBc0vqcN4yYNrA+YIvC/z8D9mxmUcx6Rl31Va7OOivXSL2Vq6nuylVef41BfTj3WO/xtr9ivbztr7EfnqulP56rq1/eErOqPrqVo486aoGI8OSJiABYo/D3fkAAUyuIs2GbeROBl4Fra1jPNYEFwE+reh1JO+guAvqBh0puf2r23uxX8ev0ftKFB06o+j0ZIP4B2XoeU2KbM7I2t2iZfyXwBjC+pDi3Ac8BaxfmTQQWAbNH8tkq/N32OwqMA54HbmiZf0z2+A+XFavN4xYDsypYp3XbvTfAZcBKYGITn9FenIAXgOmF/98CDmt6uTx56uaprvqqEKPROqsQs9J6q/j6Vll3FeLUUn+Nxcm5x1MvTt72e9s/gpiN9sMLy1F6f7zQ9gxq6Je3tF1JH91Tae9PLbWAxwS3t0VEJwPPlxHnhTbzFkt6DNikhvgrJS0hbVyrMJ20HnsBN1YUow6fzW4vaij+0aTk/88ltpm/50ta5uefhzdLirMraSf0a/mM7DN+J7CfpHERMeRYHX5HJwMbAZe3zJ9N+vXAZ4B7Soo14u1GJ8+PiJcHuOs+0hHjSaQd8DZydwOnSNqU1GkCOGCQX0dEDPGq3GZjSV31VSFeo3VWIWbV9VauV+quscy5x3qOt/3e9o9A0/3wXBX98Vxd/fKiSvroVppaagHvBLdRQdIGwPbAjypqfw3S0eINScM3bAV8pYI4mwMzgcMj4hVJZYco+r6ka4ClwJ3A6RHxQInt7wY8TNrwnEY6pe954CrgtIh4vcRYq5A0iXRK3eyIeKXEpq8knRr4XUknAAuB3YFpwDdLLFYnkE4FbLUCWAfYHHispFitts9u/6c4MyKWSXqicH8v+ATp8z+/4eXoJceRDqB8CRDpFxoHZNNAgnQKpZmNUlXXWYU4tdRbhXh11l25quuvsci5x6wC3vaXqs5tf2P98FyF/fFcXf3yoib76Da4WmoB7wS3xillrR+QEuc/VhTmatIvYAFeAf46Im4tM0C2HpcAcyLi+jLbbrEEOJ902tciYFvgJOAuSVMiYtBf+XZo42y6CDgV+DVpp+NXSadoHV5SnHamkYb1+GGZjUbEM9lYYNcDTxbuOisiTi0x1DxgsiRFdi6PpPHAh7L716e6BPu+7HZRm/sWFe7vapL2J32nZxaP5tvIRMR8YIqkCaQzCuaTCpIbGlwsMxuBmuqsXOX1Vq7GuitXV/015jj3mJXP2/7SNLHtb7IfnqukP56rsV9e1GQf3QZRVy3gneA2GnyDNE7aURHxcEUxTgDOJX2ZDgOuljQtIso8Kn4MsDPwpyW2+Q4R8SDwYGHWnZJuJP3y90xgj5JCrQG8Bzg0In6czeuXtDbwFUmnR8TjJcVq1Qc8HhF3lNmopA8ANwG/A/YnDaExBfiqpLdKTLgXkQqGCyWdQ3otZ/L7UxHrOD0yhji/a2QF05Wki8X4V2AVyH5h8oyky0kXwxnylbfNbNSoo87K1VFv5Wqpu3I11l9jlnOPWam87S9BQ9v+JvvhuT4q6I/nauyXF42GProNoupaYI0yGzMbKklnkq4m/eWImFVVnIh4MiLui4ibIuJQYA7w7ezUrRGTtD7wdeBsYKmkiZImkg40jcv+X6uMWO1EulrzbaTxoMuyMLud0zL/luz2L0qM9TZJHwO2Jl30sGznkAqKvSPi+ojoj4gzSO/byZI2KyNIRFxK+oVAH/As8AxpnfJfYTxXRpwB5O9bu198r0f7X4h3DUm7ALeSitF9I2Jlw4vU0yLiKP+60ax71VVn5aqut3JN1125iuqvMc+5x2xkvO2vVg3b/kb64bmK++O5WvrlRQ330W2IqqoFvBPcGiNpJnAy6arHF9Yc/l5gXWCDktrbBHgvaaP9cmH6KGkctpdJV0Cu0hqU+yvfXw0wPx90raojpUeTLoTRemHHMuwIzGszfMb9pNdvm7ICRcS5pFOqdgA2i4iPkHZCPx0RC8qK08avs9tVxv6WtA6wBS1jhXcTSTuRCs6HgX0iYlnDi2RmNmo1XGflyq63cqOh7sqVXX+ZmQ2bt/09se1vqh+eq7I/nqutX17UYB/dRgkPh2KNkHQ6aXyrUyPiGzXHFjCVdMrNwtU/umOPky7k0Op84A+AvyEdaayEpI2APYG5JTZ7Hel0s32A2YX5+5AS/n0lxgJA0ruBg0hjvP227PZJR3e3l7ROyw7UXbPbUmNGxAqync7Z0eyDqX74jrmk08qOJL2HuUOB8S3zuoakHYGfAE8An4yI/2t4kczMRq0m66zCMlRRb+UarbtyFdVfZmbD4m1/z2z7a++H52roj+dq7ZcXNdRHt1HCO8FtFZIOzP7cJbudkp12tDQibhngaUONcTzpCO2/Abdn4/vmVmTjbpVC0mzgaeAB4CVgEukiD58AvljWUAoR8SrpYhmt8Rdn97/jvuHK1ulJ4D9JR7u3AU4E1iZdLKMUEXGrpFtIp7Ktz+8vyPFl4HsVjdN4MKmAubSCtgEuBP4VmCPpfNKFTqaSxrG7PSIGOuo+JJL+nDQG3/2kq01/kPTe3Esq0kbS9mq/oxGxUtJJwCxJFwPXkC7gci5wTUR0XKx1sj2QtDOwWXb/eOADhef9PCJeHGkcSVuTdoC/BZwGbNtyFfh5FV213MysFHXUV4VYtdVZhZi11Fu5OuuuQtu11F9m1ju87fe2fzga6ofnqu6P52rplxdV2Ue37qHsoqhmAEga6APxdERsVlKMftJFDyqNk8U6lnT15K1Ip04tIW30Lo6Im8qKs5r4/cDEiPhgiW2eBBxC2vH4btIR9n7gHyKi1KEusiPBZ5B+RbwB6cj6PwFfj4jST8OSdCepsNg4It4ou/0sxh6kscB2ICX4+cCPgfMiYmlJMbYhXY19e9J79CRwRRZjxQjb7ug7KukIUoG2FakonQ2c3uaUsxHFkjSLVOy2s3snxehgcST1sfox6TqKY2bWlDrqq0KsfmqqswoxG623CsvRT8l1V6Ht2uovM+sN3vbXoxe3/XX3wwtxK++PF2JV3i9viVdZH926h3eCm5mZmZmZmZmZmVnP8oUxzczMzMzMzMzMzKxneSe4mZmZmZmZmZmZmfUs7wQ3MzMzMzMzMzMzs57lneBmZmZmZmZmZmZm1rO8E9zMzMzMzMzMzMzMepZ3gpuZmZmZmZmZmZlZz/JOcDMzMzMzMzMzMzPrWd4JbtbDJPVJCklTm16WukjqlzS/w8dOzV6fvmqXyszMrD7O/4M+1vnfzKwLOb8N+ljnN7PV8E5wMxsxSftJmtH0cpiZmVl9nP/NzKwXOb+Z9SbvBDezMuwHnN70QmT2ArZueiHMzMzGAOd/MzPrRc5vZj1ozaYXwMxsdSSNB8ZFxPJOHh8Rr1e8SGZmZlYx538zM+tFzm9mzfEvwc26lKQJkk6Q9JCkZZKWSLpf0rGDPG9GNk7YZm3umy+pv2XepyT9XNJLkl6T9Iyk6yRtld3fD0zL/o7C1FdoY5Kk72bPfV3Sc5J+IGnDAZZtO0nnSXoWWA5MHsLr0nbMNEn7SnpQ0nJJCyTNBMZ32q6Zmdlo4Pw/4Po5/5uZdTHntwHXz/nNrCT+JbhZF5I0AZgDTAVuA64iJdMdgAOAi0uKMwW4EfgVcDawGNgY2APYEngUOJN0QO3jwJGFp9+dtbEp8EtgAvBD4InsuV8Adpe0c0QsaQk9G3gN+CYQwPMjXI/9gWuB+cBMYCVwFPBXI2nXzMysTs7/Q14P538zsy7g/Dbk9XB+MxsG7wQ3607HkQqEsyPi5OIdkso8w2NfUgGwV0S8UJj/tfyPiPiJpMOBj0fEVW3auIh0RHrHiHi2sJz/AswFpgMzWp6zGNgjIlaOdAUkjQMuABYBH4qIl7L53wf+e6Ttm5mZ1cj5v0PO/2ZmXcX5rUPOb2bD5+FQzLrT4cDLpKO+q4iIt0qMkx/B/oykIR80k/Re0tHoG4HlktbPJ9JR68dJF/podX4ZBUJmJ+D9wGV5gQCQHZ3/XkkxzMzM6uD83znnfzOz7uH81jnnN7Nh8k5ws+70J8AjnV5MYwQuBh4EvgMsknSzpC9J2qDD529N2s58FnixzbQ18EdtnvfoSBe8YPPs9pE2980rMY6ZmVnVnP875/xvZtY9nN865/xmNkweDsWse0UFz1tlmxARCyXtQhoPbU9gN+BbwBmS9omIXw4SS9ntVcDlAzzmtTbzlg3S7lDky9BuvdVmnpmZ2Wjm/N8Z538zs+7i/NYZ5zezYfJOcLPu9CiwraR3RcSKIT53UXa7HumULQAkrQVMIp3C9baIeBPozyYk/RnwAHAK8Kn8YQPEejy7b0JE3D7E5SzLE9nttm3uazfPzMxstHL+75zzv5lZ93B+65zzm9kweTgUs+40G1iXlKhXIWmwo7/5qVh7tMyfTss2IRvbrNUjpKPb6xXmvZo9vjiPiFgI3AwcIGlyu2Udwqlnw/UA8CxwVHF9JP0h8PmKY5uZmZXJ+b9zzv9mZt3D+a1zzm9mw+Rfgpt1pwuATwOnZKdz3QYsB7YjjUPWWgAU3U5K9DMlvQ94CvgYMBl4qeWxl0jaJGv/aWBt4GDgPcAVhcfNBY4FviPp34E3gHsi4ingC8AvgDskXUEag20N0lhm+2btzBj6S9CZiHhT0nTgauBeSZcAK4GjgYXAplXFNjMzK5nzf4ec/83MuorzW4ec38yGzzvBzbpQRLwuaS/geOAw4CxSkfAYcNkgz31T0r7AhcAXgddJRcAU4K6Wh18J9AHTgA2AV0gX2zgwIq4tPO5HwI7AIcBBpCLgKOCpiFggaSfgRFJRcES2rAuAm0jJu1IRcY2kA4HTSAXJC8As4A7SupuZmY16zv9D4/xvZtYdnN+GxvnNbHgUMdxrD5iZmZmZmZmZmZmZjW4eE9zMzMzMzMzMzMzMepaHQzGzUS+7IMmEQR72WkQsqWN5zMzMrHrO/2Zm1ouc38ya4eFQzGzUk9RPGtNtdS6PiL7ql8bMzMzq4PxvZma9yPnNrBneCW5mo1524ZF1B3nYcxExr47lMTMzs+o5/5uZWS9yfjNrhneCm5mZmZmZmZmZmVnP8oUxzczMzMzMzMzMzKxneSe4mZmZmZmZmZmZmfUs7wQ3MzMzMzMzMzMzs57lneBmZmZmZmZmZmZm1rP+H8iDT2kfV27jAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1728x144 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "label = 'fraction of cells'\n",
     "plotting.plot_fraction_cells_by_area_depth(cluster_meta, n_clusters_cre, normalize=True, label=label, \n",
@@ -2528,22 +2054,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1728x144 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "label = '# of cells'\n",
     "plotting.plot_fraction_cells_by_area_depth(cluster_meta, n_clusters_cre, normalize=False, label=label, \n",
@@ -2559,20 +2072,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "there are 1885 experiments in the full multi_session_df\n",
-      "there are 1249 experiments in the multi_session_df after limiting to platform experiments\n",
-      "there are 402 experiments after filtering for inclusion criteria -  active_only_closest_familiar_and_novel_containers_with_all_levels\n",
-      "402\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# load dataframe with response traces\n",
     "df_name = 'omission_response_df'\n",
@@ -2589,7 +2091,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2599,32 +2101,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x220f066ecf8>"
-      ]
-     },
-     "execution_count": 77,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "plotting.plot_population_average_response_for_cluster(cluster_mdf, cre_line, cluster_id, change=False, omitted=True, ax=None)"
    ]
diff --git a/visual_behavior/dimensionality_reduction/clustering/plotting.py b/visual_behavior/dimensionality_reduction/clustering/plotting.py
index 4af196b8d..8c3e6fbe4 100644
--- a/visual_behavior/dimensionality_reduction/clustering/plotting.py
+++ b/visual_behavior/dimensionality_reduction/clustering/plotting.py
@@ -445,7 +445,7 @@ def plot_coclustering_matrix_sorted_by_cluster_size(coclustering_matrices, clust
         fig, ax = plt.subplots(figsize=figsize)
     ax = sns.heatmap(sorted_coclustering_matrix, cmap="Greys", ax=ax, square=True,
                      cbar=True, cbar_kws={"drawedges": False, "label": 'probability of\nco-clustering', 'shrink': 0.7, },)
-    ax.set_title(get_cell_type_for_cre_line(cre_line, cluster_meta))
+    ax.set_title(processing.get_cre_line_map(cre_line))
     ax.set_title('')
     ax.set_yticks((0, sorted_coclustering_matrix.shape[0]))
     ax.set_yticklabels((0, sorted_coclustering_matrix.shape[0]), fontsize=20)
@@ -502,7 +502,7 @@ def plot_umap_for_clusters(cluster_meta, feature_matrix, label_col='cluster_id',
 
     label_col: column in cluster_meta to colorize points by
     """
-    import umap
+#    import umap
     figsize = (15, 4)
     fig, ax = plt.subplots(1, 3, figsize=figsize)
     for i, cre_line in enumerate(get_cre_lines(cluster_meta)):
@@ -2003,7 +2003,7 @@ def plot_gap_statistic(gap_statistic, cre_lines=None, n_clusters_cre=None, tag='
         n_clusters = n_clusters_cre[cre_line]
         x = len(gap_statistic[cre_line]['gap'])
 
-        figsize = (10, 4)
+        figsize = (8, 4)
         fig, ax = plt.subplots(1, 2, figsize=figsize)
 
         ax[0].plot(np.arange(1, x + 1), gap_statistic[cre_line]['reference_inertia'], 'o-')
@@ -2017,6 +2017,7 @@ def plot_gap_statistic(gap_statistic, cre_lines=None, n_clusters_cre=None, tag='
         ax[1].set_ylabel('Gap statistic')
         ax[1].set_xlabel('Number of clusters')
         ax[1].axvline(x=n_clusters, ymin=0, ymax=1, linestyle='--', color='gray')
+        ax[1].set_ylim([0,0.3])
 
         title = processing.get_cre_line_map(cre_line)  # get a more interpretable cell type name
         plt.suptitle(title)

From da83ff60b923bba29b2aa08a899d02aaee0b59b9 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Fri, 2 Dec 2022 14:19:25 -0800
Subject: [PATCH 22/25] cleaning up the plots

---
 .../220922_figure4_familiar_control.ipynb     | 1634 +----------------
 1 file changed, 101 insertions(+), 1533 deletions(-)

diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
index 50dc59667..89710ad9f 100644
--- a/notebooks/220922_figure4_familiar_control.ipynb
+++ b/notebooks/220922_figure4_familiar_control.ipynb
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 7,
    "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
    "metadata": {},
    "outputs": [],
@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
    "metadata": {},
    "outputs": [
@@ -201,7 +201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
    "metadata": {},
    "outputs": [
@@ -211,7 +211,7 @@
        "1450"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -222,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
    "metadata": {},
    "outputs": [],
@@ -233,7 +233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
    "metadata": {},
    "outputs": [
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
    "metadata": {},
    "outputs": [
@@ -375,7 +375,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 15,
    "id": "89f8e499-1254-418b-888a-40b386f2b256",
    "metadata": {},
    "outputs": [
@@ -410,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 16,
    "id": "ff6d618c-0794-4bad-b476-9d954bf95db8",
    "metadata": {},
    "outputs": [
@@ -420,7 +420,7 @@
        "dict_keys(['gap', 'reference_inertia', 'ondata_inertia', 'reference_sem', 'ondata_sem', 'gap_mean', 'gap_sem'])"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -431,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 17,
    "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
    "metadata": {},
    "outputs": [
@@ -515,7 +515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 18,
    "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
    "metadata": {},
    "outputs": [],
@@ -525,7 +525,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 19,
    "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
    "metadata": {},
    "outputs": [
@@ -567,7 +567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 20,
    "id": "b8c53087-753a-4442-83cf-da261ff24aff",
    "metadata": {},
    "outputs": [],
@@ -589,7 +589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 21,
    "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
    "metadata": {},
    "outputs": [
@@ -603,7 +603,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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dSZLUi2oYxVDLzc6p9it1OTa5dnyhRMQk4AfApsD2mdmtp/pR/P5jGTY4OHjYRMcgSZKWecMJ6zQeO8xiGnDeONv/JvAa4C2ZeW6TE5zFQpIkSRPpkmo/UC+MiPUp8ydfwkKKiCOAdwDTM/OHTc8zQZYkSdKEyczLgSuAd1fDIYb9NzAf+PHCtBsR+wIfBT6bmV/t5VyHWEiSJKlvIuKT1Y+bVvvdI2IbytRwR1Vl+wKnAadHxEnA5sA+lLmRr6y1tQZlpT0oq+oB7BMRQ8D1mfndqt5/AZ8HrgL+FhFv7QjrlMy8f6SYTZAlSZLUT4d03N6z2l8PHAWQmT+PiNdTppD7KnA78Jku567Zpewj1f5c4LvVz8+p9k+tldU9iTKjRVcmyJIkSeqbzGw051xmngqcOkad64Ax28vMGSz8vMyOQZYkSZLqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSVJfRMS0iDgsIn4bEfdFREbEtiPU3TEiLoqIuRHxz4g4KCJGXdQuIr5etXnqCMfXiIgvRsT1EfFgRNwQEd8fK25X0pMkSVK/PB3YD/gHcBnw4m6VImIHyip6vwHeDzwLOBBYu7rd7ZxnA+8C5o5wfCrwv8BU4DjgBmAa8NKxgjZBliRJUr9cCKydmXdGxE7AKSPU+wJwMbB9Zs4DiIh7gf0j4iuZeVWXc74MnAC8bIQ2DwdWAbbIzDtr5YeOFbRDLCRJktQXmXlfR3L6GBGxGbAZcMxwclz5OiVXfUOXc94EbAkcMEKbU4G3A0dUyfnkiFixadwmyJIkSWokIqZGxMZdtqnjaPa51X6wXpiZNwE31o4PxzCF0uN8eGbePEKb/wGsBNwaEWcBDwAPRMQZEfGUsQIyQZYkSVJT04Fru2zTx9HmtGrfLdm9GVi/o+xjQFCS5JFsUu2PBR4BdgE+CmwF/CYiVh8tIMcgS5IkqamZwKwu5UPjaHNKtX+wy7G5wMrDNyLiCZSL/vbKzDmjtLlqtb8FeHVmzq/OvxL4BfAOyhjmrkyQJUmS1EhmDjG+ZLib4UR3pS7HJteOAxwB/Bn4XsM2fzicHANk5i8j4m5ga0yQJUmStJgaHloxjccOs5gGnAcQEc8H3gzsBjwxIobrLA+sHBEbA3dm5n21dm7tcn+3AWuOFpBjkCVJkjSRLqn2A/XCiFgf2LB2fKNqfyKPHv+8AfDK6ufdqjoXVvsNOtpcjpJ03z5aQPYgS5IkacJk5uURcQXw7oj4Vm2qt/8G5gM/rm7/H/BfXZo4lpIcf44qmc7MKyLiL8BuEfHZzBxeTGRnYHXgrNFiMkGWJElS30TEJ6sfN632u0fENsBQZh5Vle0LnAacHhEnAZsD+1DmRr4SoJrS7dQu7c8Ebs7MzmMfBn4F/G9EfJfSczydsiDJCaPFbIIsSZKkfjqk4/ae1f564CiAzPx5RLweOAj4KmUIxGe6nNtYZp4ZEa8FDqasqjebMjxjv8x8aLRzTZAlSZLUN5kZY9eCqgf41IVof+NRjv0a+HWvbXqRniRJklRjgixJkiTVmCBLkiRJNSbIkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJ6ouIeGFEnB0RsyPinog4NSKeMsY5T4yIByIiI2KLjmPnVOXdtofbituFQiRJktS6iNgSOBe4jrJC3nLA3pSln5+bmbeOcOoXgPkjHDsUOK6jbBXgaOCM8cY8zARZkiRJ/fBp4D7ghZl5N0BEnABcCewPTO88ISK2BXYEjgAO6DyemWd2Oeet1Y8nthO2QywkSZLUH1sDZwwnxwCZeTOlV/nNnZUjYhLwZeAo4B893M+uwP3AT8cVbY0JsiRJkvphJWBOl/IHgGkRMa2j/D3ABsAhTe8gItYBXgmcmpn3L2ygnRxiIUmSpEYiYiowtcuhocwc6ij7O/CiiFguM+dX568IvKA6vj5wc1X+OEpifFBmDkVE05B2puSzrQ2vAHuQJUmS1Nx04Nou2/Qudb8ObAp8MyI2i4jNgeOB4Z7jKbW6nwZuo1xs14tdgduBx4xNHg97kCVJktTUTGBWl/KhzoLMPDoiNgL2BfasigeBz1MuwJsNUCXO7wV2zMxHmgYSEU8GXgQc1ct5TZggS5IkqZFqGMVQD/UPiIgvAM8E7snMP0fEZ4EErq6qfRa4CPhrRGxcla1d7dePiDsz84Yuze9a7VsdXgEmyJIkSeqjahaL39eKXgFckJn3VbefADyHMlSj0y+AW4H1uhzbFbg6M89vMVzABFmSJEmLSETsDGwJvKVW/CFgjY6qLwPeD3wY+FuXdp5LGd/ceMaLXpggS5IkqXUR8TLgE5QV7u6kjBfeAzgxM38wXC8zf9vl3KnVj7/NzEu6NL9btW99eAWYIEuSJKk/bqAsGb0vsBpwFaVH+KjxNBoRywG7ABdl5t/HG2Q3JsiSJElqXWZeBbxqIc+dRffZMqjmVN5woQNrwHmQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmS1BcR8dSIOCkiboyI+yPirxHx8YhYqTq+ckS8LyLOjIibI+K+iLgoIt4bEZNGaHPLiPhFRNwdEbMj4tKI2KPNuF1JT5IkSa2LiA2AC4B7KMtL3wX8B/A54JnA7sCTga8CZwNfAu4Ftge+AWwJvLOjzR2AnwLnAJ8CHgaeBmzUZuwmyJIkSeqHtwJTgW0y8/Kq7NiImALsEhF7ArcAz6odBzgmIr4N7BkRn8nMawEiYg3K8tPfyMwP9jNwh1hIkiSpH1av9rd2lN9C6fmdl5l3dCTHw06p9s+ole1KSbgPBIiI1SIi2gt3ARNkSZIkNRIRUyNi4y7b1C7Vz63234qI50TERhGxG7AHcHhmzh/lrtar9nfUyl4BXAG8OiJuoAzHuCsiDhtpvPLCMkGWJElSU9OBa7ts0zsrZuYZlHHCrwQuAf4JnEBJjg8e6Q4iYsWqvauBC2uHNqGMNZ5VbW+g9DTvB3xxoR9RF45BliRJUlMzKclpp6ER6l9LuaDuFOBO4DXAwRFxe2YePcI5RwGbAjt09DKvCqwJfDwzD6/KfhIRqwJ7V+OV76AFJsiSJElqJDOHGDkZfpSI2AU4BnhaZt5UFf8kIpYDvhARJ2Xm3R3n7AvsBeyfmad3NDmn2n+/o/xE4E3AVsAvGz6UUTnEQpIkSf2wN3BhLTkedhqwCvCcemE1l/HhwNcy87Au7d1c7Tsv+hu+vea4oq0xQZYkSVI/rAt0u3huhWr/75EMEfE64Djgx8AHRmhveDzyBh3lG1b72xcuzMcyQZYkSVI/XAkMRMRTOsrfAswDLgOIiJcAPwB+B7x1lNktflTt/714SDXN27uA+4Hz2wrcMciSJEnqhyOAHYA/RMTwSnqvrcqOzszbIuKJlCEXCZwMvKljauPzMvMagMy8MCKOB/aPiMcDF1Eu+tse+Fhm3ttW4CbIkiRJal1m/i4iXgzMAN4HrEWZ1WJ/SvIM8CRgjernr3Vp5h3ANbXbe1Gmi3t7tV0DvDczj2kzdhNkSZIk9UVmXgC8epTj5wCNV8PLzIcocyt/atzBjcIxyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSWpdRMyKiBxl26Cqd2hE/Cki7oyIORHxt4g4KCJW6Whv21HaekabsbuSniRJkvrhGOCsjrIAjgauy8x/VWXPB84HvgvMAZ5DWY56u4jYLjOzo42ZwIUdZTe1GLcJsiRJktqXmX8E/lgvi4htgJWBE2v1/l/nuRFxDfBFSvI82HH43Mw8te146xxiIUmSpEVlVyCB741R7/pqP7XbwYhYLSL61tFrD7IkSZIaiYipdE9ahzJzaIxzVwDeDJyXmdd1HJsErAmsCGwOfAa4h8f2HkMZirEq8EhE/Bb4SGb+uZfHMRZ7kCVJktTUdODaLtv0BuduD6xFbXhFzabA7cC/gNMpY5Vf15F0PwScDHwQeB1wMLAV8PuIeFrPj2QU9iBLkiSpqZnArC7lQw3O3RV4GPhhl2PXAq8EVgFeWP28Wr1CZp4HnFcrOi0ifkbpZT4I2K1BDI2YIEuSJKmRqkd3qNfzImJVSq/v6Zl5Z5d272fBjBc/jYiLq/3zMvPSUeK5NCLOAl7ea0yjcYiFJEmS+m0nOmavGMOpwHxglwZ1bwAet1BRjcAEWZIkSf22GzAbOK1h/RWBScAaDeo+mTJ+uTUmyJIkSeqbiFgHeAVwSmY+0HFs9YhYqctp76RcqHdhre46XdreBtiOcmFfaxyDLEmSpH7amZJzdhte8Tzg+xFxEnBlVW8b4I3ARcAJtbonRcQDlAv17qBMB/fu6ucZbQZsgixJkqR+2g24jccuOw3wD+CXwGuAvSjDKq4GDgUOz8wHa3VPrdr6CLB61eb3gBmZ+c82AzZBliRJUt9k5otGOXYjZThFk3a+AnylrbhG4xhkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZLUNxGxZUT8IiLujojZEXFpROxRHVsrIvaNiP+NiNsjYigi/hgRbxqlve0j4pyIuLfa/i8iXt1mzCbIkiRJ6ouI2AH4A7AC8CnKKnhnARtVVV5EWTXvTuAzwAHAHOCHEfGpLu3tBfyKsrz0vsD+wCCwYZtxu5KeJEmSWhcRawCzgG9k5gdHqHY58NTMvL523tcpSfT+EfGFzJxTlT+JspLeRzLzyH7Gbg+yJEmS+mFXYCpwIEBErBYRUa+QmdfWk+OqLIFTgSnAxrVD7wXuBr4cxWr9CtwEWZIkSf3wCuAK4NURcQNwL3BXRBwWEZPGOHe9an9HR3t/Aj4A3A7cGxG3RMSHW47bIRaSJElqJiKmUnqFOw1l5lBH2SaUscazgM8DFwOvBfYDJgPTR7iPxwHvAs7JzNs72nsi8HLgYOBaYHfgixExPzNn9v6IurMHWZIkSU1NpySmndv0LnVXBdYEDszMT2XmTzJzT+BHwN4RsXbnCRGxHHAisAalp7izvbWAd2bmEZl5MrATcAFwQINe6cZMkCVJktTUTOBJXbaZXerOqfbf7yg/kTKrxVZdzvkqsD3wjsz8c5f2HgZOHi6oxit/D1gbeHrzhzE6h1hIkiSpkWoYxVDD6jcDzwRu7Sgfvr1mvTAiDgL2BvbNzM6keri9VTNzXpP2xsMeZEmSJPXDhdV+g47y4TmL/z2+OCLeB8wAjszML4zS3joRseJY7Y2XCbIkSZL64UfV/p3DBdU0b+8C7gfOr8p2psxvfCJlIZHR2psEvL3W3grV7euBq9oK3CEWkiRJal1mXhgRx1MW/Hg8cBHwGsoY449l5r0RsRVwPGUlvbOB3TqmSj4zM4eHUPwEOBf4WkQ8g3Jx4C6UYRy7VOORW2GCLEmSpH7ZC/gnpZf37cA1wHsz85jq+GbAisA6wLe7nL8d1RjjzMyI2BH4LPBWynRzlwNvyMxT2gzaBFmSJEl9kZkPAZ+qtm7HZ1HmSW7a3r3APtXWN45BliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJUusiYtuIyBG2Z9TqHRoRf4qIOyNiTkT8LSIOiohVOtqbFhGHRcRvI+K+qp1t+xG7K+lJkiSpn2YCF3aU3VT7+fnA+cB3gTnAc4D9ge0iYrvMzKre04H9gH8AlwEv7lfAJsiSJEnqp3Mz89SRDmbm/+ssi4hrgC9SkufBqvhCYO3MvDMidgJOaT/UwgRZkiRJfRURqwFzMvORhqdcX+2nDhdk5n1txzUSxyBLkiSpn74L3AvMiYgzIuJZnRUiYlJErB0R60fEq4DPAPewoPd4kbIHWZIkSY1ExFRqvbo1Q5k51FH2EHAy8CvgDuDZwEeB30fElpl5Za3upsCfa7f/DryuS5uLhAmyJEmSmpoOHNSl/GBgRr0gM88DzqsVnRYRP6P0Ch8E7FY7di3wSmAV4IXVz6u1FXSvTJAlSZLU1ExgVpfyoSYnZ+alEXEW8PKO8vuBs6qbP42Ii6v98zLz0oWOdiGZIEuSJKmRasjD0DibuYGOBLmLU4H5wC7AIk+QvUhPkiRJi9KTgdvHqLMiMAlYo//hPJYJsiRJkloXEet0KdsG2A44vbq9ekSs1OX0dwLBYxcYWSQcYiFJkqR+OCkiHqBcqHcHsDnw7urnGVWd5wHfj4iTgCspuek2wBuBi4AT6g1GxCerHzet9rtXSfdQZh7VVuAmyJIkSeqHUykzVXwEWB24DfgeMCMz/1nV+QfwS+A1wF6UYRVXA4cCh2fmgx1tHtJxe89qfz1ggixJkqTFV2Z+BfjKGHVupAynaNpmjDeuJhyDLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSpEUiIj4WERkRl3SUHxoRf4qIOyNiTkT8LSIOiohVOurNqs4fadugjThdSU+SJEl9FxHrAZ8E7u9y+PnA+cB3gTnAc4D9ge0iYrvMzKreMcBZnU0DRwPXZea/2ojVBFmSJEmLwmHAIGUEw9T6gcz8f52VI+Ia4IuU5HmwqvdH4I8d9bYBVgZObCtQh1hIkiSpryJiK+CtwId7OO36aj91jHq7Agl8r/fIurMHWZIkSY1ExFS6J6xDmTk0wjkBfBX4n8y8pNzsWm8SsCawIrA58BngHqre4xHOWQF4M3BeZl7X8GGMyR5kSZIkNTUduLbLNn2Uc94GbEYZfzyaTYHbgX8Bp1PGFr9upMS7sj2wFi0OrwB7kCVJktTcTGBWl/KhbpUjYjXK2OPDMvPmMdq+FnglsArwwurn1cY4Z1fgYeCHY9TriQmyJEmSGql6c4d6OOWTwEPAlxq0fT8LZqj4aURcXO2fl5mXdtaPiFWB1wGnZ+adPcQ0JodYSJIkqXURMY0y9OJrwLoRsXFEbAxMBlasbq85ShOnAvOBXUY4vhMtz14xzARZkiRJ/bAu5YK7w3n0eOUXUMYbXwvsN8r5KwKTgDVGOL4bMBs4raV4/80hFpIkSeqHa4H/6lL+Gco44w8BV0bE6sCDmflgR713Ui7Uu7CzgYhYB3gF8P3MfKDVqDFBliRJUh9k5j2UYRKPEhHTgUcy89Tq9rbA9yPiJOBKSn66DfBG4CLghC7N71zVa314BZggS5IkaWL9A/gl8BpgL8qwiquBQ4HDu/QsQxlecRuPXXa6FSbIkiRJWmQyc9uO2zdShlP00saL2oypkxfpSZIkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkqXURMRARp0TE9RExJyJuiYhfR8SLO+rtHBEnRMSVEZERcc4obb46Is6v2rszIo6PiMe3Hbsr6UmSJKkfnkLJNb8J3AxMpSwR/buI2CEzz6zq/TfwfGAQWGukxiJiJ+AnVb39gNWBDwLPi4gtM3NOW4GbIEuSJKl1mXkScFK9LCK+AVxDSWyHE+TdgZsyc15EXDJKk58DrgS2zsyHq/Z+BlwEvAeY2VbsDrGQJEnSIpGZDwC3U3qTh8tuyMx5o50XEY8DngH8ZDg5rs69FPgbsHObcdqDLEmSpEYiYiq15LZmKDOHRjhnNWAlyvCJtwObA5/u8a5XqvbdhlE8ADwnIpbLzPk9ttuVPciSJElqajpwbZdt+ijnfIfSa3wF8BHgaOCzPd7vrcAQsHW9MCLWAjYDpgBr9tjmiOxBliRJUlMzgVldyodGOedg4BhgQ8p445WAFYAHm95pZs6PiGOA/SLi0CqG1YHPAytW1aY0bW8sJsiSJElqpBpGMdTjOX8G/gwQESdQZqGYBbyxx7s/EFgb+DjwiarsDOBbwHuB2T22NyKHWEiSJGmRqC6w+ynw+ojoqcc3Mx/KzHcB6wMvAZ6emdsDawB3jDQGemHYgyxJkqRFaQoQwGp0v+huVJl5K2VMMhExCdgWOLvF+OxBliRJUvsiYp0uZasDbwJuyMzbWribjwLrAV9uoa1/swdZkiRJ/XBSRMwFzgNuATYC3kG5WG+X4UoR8RLKkAmAdYE1IuKT1e3TMvOyqt7bgZ2A3wH3A6+gJNufzcw/thm4CbIkSZL64QTgbcAHKFOwDQHnA7tn5rm1ei8DDuo495BqfyNwWfXzlZS5lA+kzIRxedXWCW0HboIsSZKk1mXmt4FvN6g3A5jRoN4fWdDT3FeOQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSa2LiC0j4msR8deIuD8i/hkRP4iITWp1Vo6I90XEmRFxc0TcFxEXRcR7I2JSR3vbRkSOsD2jzdhdKESSJEn9sB+wNfAjymp46wH7ABdHxFaZ+TfgycBXgbOBLwH3AtsD3wC2BN7Zpd2ZwIUdZTe1GbgJsiRJkvrhS8CumfnQcEFEnAT8mZI87wHcAjwrMy+vnXdMRHwb2DMiPpOZ13a0e25mntrPwB1iIUmSpNZl5nn15Lgquwq4HNi0un1HR3I87JRq33XoRESsFhF96+g1QZYkSdIiEREBrAvcMUbV9ap9t3rfpQzFmBMRZ0TEs1oMEXCIhSRJkhqKiKnA1C6HhjJzqEETuwEbAAeMch8rAtOBq3n0WOOHgJOBX1ES52cDHwV+HxFbZuaVDe6/ERNkSZIkNTUdOKhL+cHAjNFOrGaa+Brwe0ov8EiOogzB2CEz5w8XZuZ5wHm1eqdFxM+AwSqm3cYOvxkTZEmSJDU1E5jVpXxotJMiYj3gF8DdwJvqiW9HvX2BvYD9M/P0sYLJzEsj4izg5WPV7YUJsiRJkhqphlEM9XJORKxBGRaxBrB1Zt4yQr09gMOBr2XmYT3cxQ2YIEuSJGlJEBGTgZ8BTwNenpl/H6He64DjgB8DH+jxbp4M3D6eODs5i4UkSZJaV62EdxLwIsqwivNHqPcS4AfA74C3jjL8Yp0uZdsA2wFjDsfohT3IkiRJ6ocvAjtSepAfFxFvrR2bnZmnRsQTgdOApMxQ8aYyE9y/nZeZ11Q/nxQRD1Au1LsD2Bx4d/XzjDYDN0GWJElSP2xR7f+z2uquB04FnkQZmwxlhotO7wCGE+RTKTNVfARYHbgN+B4wIzP/2VLMgAmyJEmS+iAzt21Q5xwgxqpX1f0K8JXxRdWMY5AlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZLUFxExLSIOi4jfRsR9EZERsW1HnbUiYt+I+N+IuD0ihiLijxHxpi7tbR8Rv4qIf0XE3Ii4MSJOjohnthm3CbIkSZL65enAfsCGwGUj1HkRcChwJ/AZ4ABgDvDDiPhUR93NgNnAV4G9ga9TlrS+ICI2bytol5qWJElSv1wIrJ2Zd0bETsApXepcDjw1M68fLoiIrwNnAftHxBcycw5AZh4JHFk/OSKOA/4FvBfYp42g7UGWJElSX2TmfZl55xh1rq0nx1VZAqcCU4CNx7ib24EHgKkLHWgHe5AlSZLUSERMpXsiOpSZQy3f3XrV/o4ucawBrFjVmQ6sDpzd1h3bgyxJkqSmpgPXdtmmt3knEfE44F3AOZl5e5cqZwO3UcY1vxk4BJjV1v3bgyxJkqSmZtI9ER1q6w4iYjngRGAN4AMjVNub0pP9ZGAPYGVKXvtwGzGYIEuSJKmRahjFUJ/v5qvA9sBumfnnEeK4YPjniPgB8Nfq5kfbCMAhFpIkSVosRMRBlN7hj2Xm95ucUyXtZwG7tRWHCbIkSZImXES8D5gBHJmZX+jx9CmUIRmtMEGWJEnShIqInYGvUMYef2SUeut0KXsC8ErKnMutcAyyJEmS+iYiPln9uGm13z0itqFMDXdURGwFHE9ZSe9sYLeIqDdxZmbeWv18XkRcQkmG7wQ2Ad4JTAb2bytmE2RJkiT10yEdt/es9tcDR1GWj14RWAf4dpfztwOGE+RvAq8HXkaZ+/gOSlL92cy8tK2ATZAlSZLUN5kZYxyfRcM5jDPz88Dnxx/V6ByDLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSpNZFxEBEnBIR10fEnIi4JSJ+HREv7lL3xRHx+4h4oKr35YhYeSLiBlfSkyRJUn88hZJrfhO4GZgK7Ab8LiJ2yMwzASJiC8py0ZcDHwY2BD4KPBn4z0UeNSbIkiRJ6oPMPAk4qV4WEd8ArgE+CJxZFX8WuBPYNjNnV/WuA74ZES/LzN8ssqArDrGQJEnSIpGZDwC3U3qTiYjVgVcCxw8nx5XjgdnAmxd1jGAPsiRJkhqKiKlUyW2HocwcGuGc1YCVgLWAtwObA5+uDj+Lko8O1s/JzIci4hLguS2E3TN7kCVJktTUdODaLtv0Uc75DqXX+ArgI8DRlGEVANOq/c1dzrsZWH+8AS8Me5AlSZLU1ExgVpfyoVHOORg4hnLx3e6U3uQVgAeBKVWdB7ucN7d2fJEyQZYkSVIj1TCKoR7P+TPwZ4CIOIEynGIW8EZgTlVtpS6nTq4dX6QcYiFJkqRFIjMfBn4KvD4iprBgaMW0LtWnATctqtjqTJAlSZK0KE0BAlgN+AvwCDBQrxARKwJbAJcs4tgAE2RJkiT1QUSs06VsdeBNwA2ZeVtm3gOcBeweEavWqu4OrAr8aJEE28ExyJIkSeqHkyJiLnAecAuwEfAOysV6u9TqHVDVOScijquOfwT4VWaetWhDLkyQJUmS1A8nAG8DPgCsSbm473xg98w8d7hSZl4UEa8ADgeOBO6lLE+9/6IOeJgJ8lJoYGDg45QrPxsZHByc0dZ9Tzt2zbaaAu5praWrTngva6+2YmvtSWrfmq/7Ciuu0eZnyLLj1uN3n+gQ/m3uw/MBuHP2AxMWwyorlfRmcfrcn7zCpIkOYZHLzG8D325Y9/fA1v2NqLllJkHuNWlcwq3PyFd9jnZsqbU4fUhKGsED9/DQTVdOdBRLqMUnQR7+vPVzV0uyZSZBBia32VO6pFrG/lGQJEnq2bKUIAsYHBw8bKJjkCRJWpw5zZskSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZL6IiKmRcRhEfHbiLgvIjIith2h7o4RcVFEzI2If0bEQRGxfEedl0fEdyLiyoh4ICKujohjI2K9EdpcIyK+GBHXR8SDEXFDRHx/rLidxUKSJEn98nRgP+AfwGXAi7tViogdgFOB3wDvB54FHAisXd0edjjwOOBHwFXAk4F9gNdGxBaZeVutzanA/wJTgeOAG4BpwEvHCtoEWZIkSf1yIbB2Zt4ZETsBp4xQ7wvAxcD2mTkPICLuBfaPiK9k5lVVvQ8Dv8/M+cMnRsSvgXOBvYEZtTYPB1YBtsjMO2vlh44VtEMsJEmS1BeZeV9HcvoYEbEZsBlwzHByXPk6JVd9Q62939WT4+Ey4C5g01qbU4G3A0dUyfnkiGi8vKMJsiRJkibSc6v9YL0wM28Cbqwd7yoiVgVWBe6oFf8HsBJwa0ScBTwAPBARZ0TEU8YKyCEWkiRJaqTqmZ3a5dBQZg4tZLPTqv3NXY7dDKw/xvnTgRWBH9bKNqn2x1IS712qdmYAv4mIZ2XmvSM1aA+yJEmSmpoOXNtlmz6ONqdU+we7HJtbO/4YEfES4CDg+5l5bu3QqtX+FuDVmfnDzJwJ7Ao8AXjHaAHZgyxJkqSmZgKzupQPjaPNOdV+pS7HJteOP0pEPINy0d+lwF4jtPnD+pjlzPxlRNwNbA18eaSATJAlSZLUSDWMYqjlZoeHVkzjscMspgHndZ4QERsBZ1SxvCYz7x+hzVu73N9twJqjBeQQC0mSJE2kS6r9QL0wItYHNqwdHy5fi5Icr0SZFq5bEnxhtd+g49zlKEn37aMFZIIsSZKkCZOZlwNXAO+OiEm1Q/8NzAd+PFwQEasAv6Qkvq/OzH+M0OYVwF+A3SJicu3QzsDqwFmjxeQQC0mSJPVNRHyy+nF4nuLdI2IbyswXR1Vl+wKnAadHxEnA5pQV8o7JzCtrzZ0IbAV8G9g0IjatHbs1M8+s3f4w8CvgfyPiu5Se4+mUBUlOGC1mE2RJkiT10yEdt/es9tcDRwFk5s8j4vWUGSm+ShkC8Zku525Ra2PPjmPnAv9OkDPzzIh4LXAwZVW92ZQEe7/MfGi0gE2QJUmS1DeZGQ3rnQqcOkadjXu8718Dv+7lHHAMsiRJkvQoJsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JsiSJElSjQmyJEmSVGOCLEmSJNWYIEuSJKlvImLLiPhFRNwdEbMj4tKI2KM6tm1E5CjbAV3a2z4izomIe6vt/yLi1W3G7Ep6kiRJ6ouI2AH4KXAO8CngYeBpwEZVlb8Bu3c5dXfgVcAZHe3tBRwD/ATYl5LLbgZs2GbcJsiSJElqXUSsAcwCvpGZH+xWJzNvBU7ocu5BwFWZ+ada2ZOArwAfycwj+xJ0xSEWkiRJ6oddganAgQARsVpExFgnRcRWwCbAiR2H3gvcDXw5itXaDXcBE2RJkiT1wyuAK4BXR8QNwL3AXRFxWERMGuW83ap9Z4L8CuBPwAeA24F7I+KWiPhwy3E7xEKSJEnNRMRUSq9wp6HMHOoo24Qy1ngW8HngYuC1wH7AZGB6l/YnATsDF2TmP7q090Tg5cDBwLWUscpfjIj5mTmz90fUnT3IkiRJamo6JTHt3KZ3qbsqsCZwYGZ+KjN/kpl7Aj8C9o6Itbuc83JgXR7bezzc3lrAOzPziMw8GdgJuAA4YIxe6Z6YIEuSJKmpmcCTumwzu9SdU+2/31F+IrACsFWXc3YD5gEnjdDew8DJwwWZmcD3gLWBpzd7CGNziIUkSZIaqYZRDDWsfjPwTODWjvLh22vWCyNiCvBfwFnV7Bbd2ls1M+c1aW887EGWJElSP1xY7TfoKB+es/j2jvIdgdXoPrxiuL11ImLFhu0tNBNkSZIk9cOPqv07hwuqad7eBdwPnN9Rf1fgAeCUUdqbBLy91t4K1e3rgataiRqHWEiSJKkPMvPCiDge2D8iHg9cBLwG2B74WGbeO1w3Ih4H7AD8ODNnj9DkT4Bzga9FxDMoFwfuQhnGsUs1HrkVJsiSJEnql72Af1J6ed8OXAO8NzOP6aj3JsqFe98bqaHMzIjYEfgs8FbKdHOXA2/IzJF6nReKCbIkSZL6IjMfAj5VbaPVOwboTJq71bsX2Kfa+sYxyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSWpdRAxExCkRcX1EzImIWyLi1xHx4lqdjSMiR9m+Wau7ZUR8LSL+GhH3R8Q/I+IHEbFJ27G7kp4kSZL64SmUXPObwM2UpaF3A34XETtk5pnA7cDuXc79f1XdM2pl+wFbAz8CLgPWo6yod3FEbJWZf2srcBNkSZIktS4zTwJOqpdFxDeAa4APAmdm5v3ACZ3nRsQewL3Az2rFXwJ2rZavHq53EvBnSvK8R1uxO8RCkiRJi0RmPkDpNZ46Up2ImAZsB/wkM+fWzj2vnhxXZVcBlwObthmnPciSJElqJCKm0j25HcrMoRHOWQ1YCVgLeDuwOfDpUe5mF0on7okN4glgXeDSser2wh5kSZIkNTUduLbLNn2Uc75D6TW+AvgIcDTw2VHq70YZs/ybBvHsBmwA/LBB3cbsQZYkSVJTM4FZXcqHRjnnYOAYYEPKBXkrASsAD3ZWjIinAc8HjszM+aMFEhHPAL4G/B747piR98AEWZIkSY1UwyiGejznz5QL6YiIE4BBSpL9xi7Vd6v2ow6viIj1gF8AdwNvGiuZ7tXCJshzBwYGZrQZyCKw8UQHIEmStCzLzIcj4qfAJyNiSmbO6aiyK/D3zLxwpDYiYg3gV8AawNaZeUvbcS5Ugjw4OHhY24H02xKY0EuSJC2NpgABrAb8O0GOiBcAmwAHjnRiREymTP32NODlmfn3fgToRXqSJElqXUSs06VsdeBNwA2ZeVvH4V2r/fdGaG8SZV7lF1GGVZzfYriP4hhkSZIk9cNJETEXOA+4BdgIeAflYr1d6hWr5Hdn4PzMvHqE9r4I7EjpQX5cRLy1dmx2Zp7aVuAmyJIkSeqHE4C3AR8A1qRc3Hc+sHtmnttR9xWU+YwPHaW9Lar9f1Zb3fXAqeOKtsYEWZIkSa3LzG8D325Y93TKuOTR6mzbQliNOAZZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJqjFBliRJkmpMkCVJkqQaE2RJkiSpxgRZkiRJfRER0yLisIj4bUTcFxEZEduOUHfHiLgoIuZGxD8j4qCIWL6jzjlVG922h9uK25X0JEmS1C9PB/YD/gFcBry4W6WI2IGyVPRvgPcDzwIOBNaubg87FDiu4/RVgKOBM9oK2gRZkiRJ/XIhsHZm3hkROwGnjFDvC8DFwPaZOQ8gIu4F9o+Ir2TmVQCZeWbniRHx1urHE9sK2iEWkiRJ6ovMvC8z7xytTkRsBmwGHDOcHFe+TslV3zDG3ewK3A/8dDyx1tmDLEmSpEYiYiowtcuhocwcWshmn1vtB+uFmXlTRNxYO94tnnWAVwInZeb9C3n/j2EPsiRJkpqaDlzbZZs+jjanVfubuxy7GVh/lHN3pnT4tja8AuxBliRJUnMzgVldyofG0eaUav9gl2NzgZVHOXdX4HbgMWOTx8MEWZIkSY1UwyiGWm52TrVfqcuxybXjjxIRTwZeBByVmY+0GZBDLCRJkjSRhodWTOtybBpw0wjn7VrtWx1eASbIkiRJmliXVPuBemFErA9sWDveaVfg6sw8v+2AHGKhVq122tvaa2z39pqStPi7+8xPTXQIS6w1t9yHrd72lokOA4DT37/1RIfA7Lnl2/ZVJ5vm9OLkS28cs85bn79h6/ebmZdHxBXAuyPiW7Wp3v4bmA/8uPOciHgusClwSOsBYYLcs4GBgY9TxsMsLtZn5K8eGhkcHJzRTiiSpImw1dvewgXHf3+iwygWgwTZxHjhvPE57Se/ABHxyerHTav97hGxDWVquKOqsn2B04DTI+IkYHNgH8rcyFd2aXa3at/68AowQV4YkxenhHIxTNglSZLqOnt596z21wNHAWTmzyPi9cBBwFcpM1N8psu5RMRywC7ARZn5934EbIK8hBscHDxsomOQJEkaSWZGw3qnAqc2qDefMja5b7xIT5IkSaoxQZYkSZJqTJAlSZKkGhNkSZIkqcYEWZIkSaoxQZYkSZJqTJAlSZKkGhNkSZIktS4iZkVEjrJtEBErR8T7IuLMiLg5Iu6LiIsi4r0RMamjvWkRcVhE/LaqlxGxbT9id6EQSZIk9cMxwFkdZQEcDVyXmf+KiM0pK+edDXwJuBfYHvgGsCXwztq5Twf2A/4BXAa8uF+BmyBLkiSpdZn5R+CP9bKI2AZYGTixKroFeFZmXl6rdkxEfBvYMyI+k5nXVuUXAmtn5p0RsRNwSr9id4iFJEmSFpVdgQS+B5CZd3Qkx8OGk99nDBdk5n2ZeWf/QzRBliRJ0iIQESsAbwbOy8zrxqi+XrW/o69BjcAhFpIkSWokIqYCU7scGsrMoTFO3x5YiwXDK0a6jxWB6cDVlGEVi5w9yJIkSWpqOnBtl216g3N3BR4GfjhGvaOATYH3Zeb8hQ10POxBliRJUlMzgVldyodGOykiVgVeB5w+2jjiiNgX2AvYPzNPX+gox8kEWZIkSY1UwyiGFuLUnXj07BWPERF7AIcDX8vMwxbiPlrjEAtJkiT1227AbOC0bgcj4nXAccCPgQ8swri6MkGWJElS30TEOsArgFMy84Eux18C/AD4HfDWiRp3XOcQC0mSJPXTzpSc8zHDKyLiiZRe5QROBt4UEfUq52XmNbX6n6x+3LTa714tPjKUmUe1FbAJsiRJkvppN+A2HrvsNMCTgDWqn7/W5fg7gGtqtw/pOL5ntb+eMvtFK0yQJUmS1DeZ+aJRjp0DxEjHu9RvXHc8HIMsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZKkvoiIp0bESRFxY0TcHxF/jYiPR8RKtTorRcShEXFdRDwYEVdGxAeiY83piNgjInKEbXKbcbuSniRJkloXERsAFwD3UJaBvgv4D+BzwDOB3auqPwB2BL4FXAS8EPgyMBX4dJemDwD+2VH2UJuxmyBLkiSpH95KSXK3yczLq7JjI2IKsEtE7Ak8D9gJOCgzh5PhoyPiDuATEXFsZt7S0e4vM/OSfga+LCXIcwcGBma00M7GLbQhSZK0tFu92t/aUX4L8DAwD9i6KvtBR50fAB8BXgcc09lwRKwOzM7M+a1FW7PMJMiDg4OHtdFOS0l2t3Y/DrQ6fqapwcHBGW21tdl6L2urqVZdf8cDrLXqihMdhqRRrDp5mfmT1LrT3781vH/rsSsuAmtuuU/5Yeq6ExsIcPeZn5roEJZ15wKfAL4VEQdShli8BNgDODwz59fGIs/pOPeBav+8Lu3+L7AqMDcifgF8ODM7h1yMi59Gi4/JbSaqnSYyAZckSUuHiJhKGTbRaSgzh+oFmXlGRHyKkiTvWDt0YGYeUv3892q/NY/uRf6Par9+rex+4DvAOcB9wAuA6cALIuK5mXlHb49mZCbIy45/J+BVsvxk4KYJjWgRWmWl5e2dkhZzs+c+4u/p0mC453io81v1CYhB/TAdOKhL+cHAjC7l11IS2lOAO4HXAAdHxO2ZeTTwS+B64MiImAtcTEl8DwUeAaYMN5SZPwJ+VGv7lIj4HfAL4EOUi/da4SfRsmkycA32KEuSpN7MBGZ1KR/qLIiIXSjjh5+WmcOdcj+JiOWAL0TESZl5d0S8BvghJYkGeBD4GCXhnT1aMJn5y4i4Ang5Jsgar7bGZEuSpGVHNYxiqGH1vYELa8nxsNMo45CfA5yTmZdHxObAZsCawF8pY5KPBK5qcD830PIkCibI49DyuN6NW2pHkiRpcbAucHuX8hWq/b/z0MxMYHgqOCLi1ZQF7c5ucD9P5rEzZYyLCfL4tHZhXb9mx5AkSZogVwKvjIinZObVtfK3UKZ4u6zbSdU8yYdQepLPrJWvk5m3d9TdFXgKcHybgZsgS5IkqR+OAHYA/hARwyvpvbYqOzozbwOIiB9Thkn8FVgDeAewIbBtZs6rtXdeRFxIWW3vXmAr4O2URPzLbQZugixJkqTWZebvIuLFlNkt3gesRZnVYn9K8jxskJLovocy//HZwH9l5t95tJMoCfb/A1YG/kVZwvrgzLynzdhNkCVJktQXmXkB8Oox6nwO+FyDtj4JfLKl0EZlgrz4aGsp7JFs3Me2JUmSlhomyIuJfk+75kWAkiRJzSw30QFIkiRJixMTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmti4iBiDglIq6PiDkRcUtE/LpaXa+z7osj4vcR8UBV78sRsXKXei+MiLMjYnZE3BMRp0bEU9qO3XmQlx31hUg2nsA4JEnSsuEplFzzm8DNwFRgN+B3EbFDZp4JEBFbUJaXvhz4MLAh8FHgycB/DjcWEVsC5wLXAQdROnr3Bv43Ip6bmbe2FbgJ8jKivhCJi4ZIkqR+y8yTgJPqZRHxDeAa4IPAmVXxZ4E7gW0zc3ZV7zrgmxHxssz8TVXv08B9wAsz8+6q3gnAlcD+wPS2YneIhSRJkhaJzHwAuJ3Sm0xErA68Ejh+ODmuHA/MBt5cK9saOGM4Oa7au5nSq1yvN272IEuSJKmRiJhKldx2GMrMoRHOWQ1YCVgLeDuwOaU3GOBZlHx0sH5OZj4UEZcAz60VrwTM6XIXDwDTImJalTCPmz3IkiRJamo6cG2Xbfoo53yH0mt8BfAR4GjKsAqAadW+W2J7M7B+7fbfgRdFxL/z14hYEXhBdbNed1zsQZYkSVJTM4FZXcqHRjnnYOAYysV3u1N6glcAHgSmVHUe7HLe3NpxgK8D36CMTf4ipaP3kyxIsqfQEhNkSZIkNVINoxjq8Zw/A3+Gf19UN0hJst/IgiETK3U5dXLtOJl5dERsBOwL7FkVDwKfBw6gjFluhUMsJEmStEhk5sPAT4HXR8QUFgytmNal+jTgpo7zDwDWBf4DeHZmbknJZxO4uq04TZAlSZK0KE0BAlgN+AvwCDBQr1CNLd4CuKTz5My8OzN/X/VMA7wCuCAz72srQBNkSZIktS4i1ulStjrwJuCGzLwtM+8BzgJ2j4hVa1V3B1YFfjTGfewMbEkZG90axyBLkiSpH06KiLnAecAtwEbAOygX6+1Sq3dAVeeciDiuOv4R4FeZedZwpYh4GfAJ4AzKwiIvAvYATszMH7QZuAmyJEmS+uEE4G3AB4A1KRf3nQ/snpnnDlfKzIsi4hXA4cCRwL2U5an372jvBmA+5SK91YCrKEtTH9V24CbIkiRJal1mfhv4dsO6v6eslDdanauAV7UQ2pgcgyxJkiTV2IPcu7kDAwMzqp83nsA4JEmS1AcmyD0aHBw8bPjnWqIsSZKkpYQJ8rJp7sDAwLFUk28PDg7OmNhwJAlWneyfpIU1e+4ji9/zN3XdibvvoVsn7r6XYLPnPjJmncmrLmbvsz5xDPIyqOoFv2ai45AkSVocLRv/BixCAwMDH6esHb5MmvI/z26vsa+219Taq63YXmOStJhZnHqP7z7zUxMdwr+tueU+fb+Pu//U+gxjE2Zxeh9NNJ+J9k12yIIkSdKSyyEWkiRJUo0JsiRJkloXEbMiIkfZNqjqHRoRf4qIOyNiTkT8LSIOiohVurT5wog4OyJmR8Q9EXFqRDyl7dgdYiFJkqR+OAY4q6MsgKOB6zLzX1XZ8ylLUH8XmAM8h7LM9HYRsV1mJkBEbAmcC1wHHETp6N0b+N+IeG5mtjZ9iQmyJEmSWpeZfwT+WC+LiG2AlYETa/X+X+e5EXEN8EVK8jxYFX8auA94YWbeXdU7AbiSklBPbyt2h1hIkiRpUdkVSOB7Y9S7vtpPrZVtDZwxnBwDZObNlF7lN7cYoz3IkiRJaiYipvLopHXYUGYOjXHuCpRE9rzMvK7j2CRgTWBFYHPgM8A9LOg9BliJMgSj0wPAtIiYViXM42YPsiRJkpqaDlzbZZve4NztgbWoDa+o2RS4HfgXcDplrPLrOpLuvwMvioh/568RsSLwgurm+s0fxujsQZYkSVJTM4FZXcqHGpy7K/Aw8MMux64FXgmsAryw+nm1jjpfB74BfDMivkjp6P0kMK06PqVBDI2YIEuSJKmRqkd3qNfzImJV4HXA6Zl5Z5d272fBjBc/jYiLq/3zMvPSqs7REbERsC+wZ1V3EPg8cAAwu9e4RuIQC0mSJPXbTnTMXjGGU4H5wC71wsw8AFgX+A/g2Zm5JSWfTeDqlmK1B1mSJEl9txulh/e0hvVXBCYBa3QeqGax+H2t6BXABZl533iDHGaCLEmSpL6JiHUoSez3M/OBjmOrAw9m5oMdp72TcqHehWO0vTOwJfCW9iI2QZYkSVJ/7UzJObsNr3ge8P2IOImy4MfywDbAG4GLgBOGK0bEy4BPAGcAdwIvAvYATszMH7QZsAmyJEmS+mk34DYeu+w0wD+AXwKvAfaiDKu4GjgUOLyjZ/kGyrjkfSkzXFwFfBg4qu2ATZAlSZLUN5n5olGO3UgZTtGknauAV7UV12icxUKSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBrnQR6fuQMDAzM6yjaegDgkSZIWOxHxVOAzwNbAmsD1wPHAkfVFQCJiJeBjwO7AE4G7gPOBPTPz7qrOy4G3Vm1tCNwMnA0cmJm3tBm3CfI4DA4OHtZZ1iVhliRJWuZExAbABcA9lNXu7gL+A/gc8ExKMkxErAj8CngOcCxlhby1KYnwysDdVZOHA48DflTVeTKwD/DaiNgiM29rK3YTZLVq8tsPb7G1Y1tsS5K0rLn7T62vQPwYa265T7OKK6+xUO3ffe6hC3Xewvj7Tffx9PVXa7PJtwJTgW0y8/Kq7NiImALsEhF7ZubDwEeA5wLPz8xrRmnvw8DvM3P+cEFE/Bo4F9gbmNFW4CbIy6iBgYGPA5MBBgcHZ0xsNJIkaSm0erW/taP8FuBhYF5ELAe8Hzg2M6+pepOXy8y5nY1l5u+6lUXEXcCmbQbuRXrLrsmDg4MzTI4lSVKfnFvtvxURz4mIjSJiN2AP4PCqJ/iZwDTgHxFxMvAAMCcizo+I5491BxGxKrAqcEebgduDLEmSpEYiYipl2ESnocwcqhdk5hkR8SngE8COtUMHZuYh1c+bVPvPAdcAbwdWAQ4EfhMRz87M60cJaTqwIvDDnh7IGEyQJUmS1NR04KAu5QfTfQzwtcA5wCnAncBrgIMj4vbMPJrS+wuQwMsyczZARJwHXFbd34e6BRIRL6li+X5mntutzsIyQZYkSVJTM4FZXcqHOgsiYhfgGOBpmXlTVfyTatzxFyLiJGBOVf6z4eQYIDP/EhGXUmayeIyIeAYl6b4U2GuhHskoTJAlSZLUSDWMYqhh9b2BC2vJ8bDTKOOQn0OZyxgeeyHfcNlTOgsjYiPgjCqO12Tm/Q3jacwEuc/qs0UsZjae6AAkSdJSbV3g9i7lK1T75YGLKDNabNCl3oad50fEWpTkeCXKkIxuifW4mSD33+TFcaYIFzSRJEl9diXwyoh4SmZeXSt/CzAPuCwz742I04HXRcTamXkHQES8iDLDxfDFfETEKsAvKcn0dpn5j34FboIsSZKkfjgC2AH4Q0QMr6T32qrs6NrKd/sD/wecFxFHU2ax+BBwA2XM87ATga2AbwObRkR97uNbM/PMtgI3QZYkSVLrqkU8XkyZ3eJ9wFqUWS32pyTPw/X+EhHbAp+n9Bg/QhlG8dHMvKvW5BbVfs9qqzsXMEGWejH34XkTHYKkMUxeYdJEhyD1rukS0g/cAyssjpckLTB5xfZ/BzPzAuDVDer9CdhujDobtxTWmEyQl11zBwYGjgVuWhzHSLdt+eVcNFKSNIFWmAwPP2b15L55ZF42rrv8pOhjJEsms4Zl1ODg4GGUFWskSZJUYw/yMqxKkiVJklRjD7IkSZJUY4IsSZIk1ZggS5IkSTUmyJIkSVKNCbIkSZJUY4IsSZKkvoiIaRFxWET8NiLui4isVs0b7ZwnRsQDVd0tuhx/fkT8IiJurdq8OCLeGxGt5bUmyJIkSeqXpwP7ARsClzU85wvA/G4HIuJ5wHnAE4DDgH2BfwHfAA4eb7DDnAe5fXMHBgZm1G5vPEFxSJIkTbQLgbUz886I2Ak4ZbTKVe/yjsARwAFdquxV7V+amXdV5xwDXAC8DfhUG0GbILesc/GNjmRZkiRpmZGZ9zWtGxGTgC8DRwH/GKHa6sBcYKh2HxkRtwKrLXykj+YQC0mSJDUSEVMjYuMu29QWmn8PsAFwyCh1zqUkycdExDOq+34/sD1weAsxAPYgS5IkqbnpwEFdyg8GZixsoxHxOEpifFBmDkXESFW/BTyLkky/qyp7GHh3Zn5nYe+/kwnyBBoYGPg4MHmi4xgcHJzRVluP37nbcKGJt/ykEX/RJElaaHefe2hf219zy30W6ry7/3RUz+c8ce2Vm1SbCczqUj7U8x0+2qeB24CjR6uUmfMi4mrg18DJlOEWb6H0KN+RmT8bZxyACfJEm9xmcipJktRPmTnE+JPhR4mIzYH3Ajtm5iNj1N0PeD/wtMx8oCr+YUT8FvhaRPwyM+eNNybHIEuSJGkifRa4CPjr8JhmYO3q2PoRsVGt7vuAs2vJ8bDTgI2qbdzsQZYkSdJEegLwHODaLsd+AdwKrFfdXheY1KXeCtW+ldzWBFmSJEkT6UPAGh1lL6MMpfgw8Lda+ZXA9hGxZmbeDf+eHu7NlKEf3ZLsnpkgS5IkqW8i4pPVj5tW+90jYhtgKDOPyszfdjlnavXjbzPzktqhw4ATgAsi4lgWXKT3fODjbYw/BhNkSZIk9VfnvMZ7VvvrKYuCNJaZJ0bEHcD+wMcocyJfQZnm7ZvjDXSYCbIkSZL6JjN7nms1M2fRfTo5MvN04PTxRTU6Z7GQJEmSakyQJUmSpBoTZEmSJKnGMcj9N3dgYGDGCMc2XoRxSJIkqQET5D4bHBw8bKRjoyTOkiRJmiAOsZAkSZJqTJAlSZKkGodYLCYGBgY+DkyeiPseHByc0VZbxxx9TFtN8dVtPttaW5IkTbRH5mXP59z9p57W0fi3Nbfcp+/3sTQzQV58TG4zUZUkSZpoEfFU4DPA1sCalNXzjgeOzMwHqzo7A/8JbAU8FTg3M7ft0tb2wHTg2cBawB3A+cBBmXl5m3GbIEuSJKl1EbEBcAFwD2VJ6buA/wA+BzwT2L2q+t/A84FBSuI7ks2A2cBXgduA9SjLVl8QES/IzL+0FbsJsiRJkvrhrcBUYJtaD++xETEF2CUi9szMhymJ8k2ZOS8iLhmpscw8EjiyXhYRxwH/At4LNB9XMgYTZEmSJPXD6tX+1o7yW4CHgXkAmXnDOO7jduABSiLeGhNkSZIkNRIRU+mejA5l5lBH2bnAJ4BvRcSBlCEWLwH2AA7PzPkLGcMawIqUIRbTKYn42QvT1khMkCVJktTUdOCgLuUHAzPqBZl5RkR8ipIk71g7dGBmHjKOGM6mjFmGMib5EGDWONp7DBPkiVVfhnrjCYxDkiSpiZl0T0aHRqh/LXAOcApwJ/Aa4OCIuD0zj17IGPam9GI/mdIbvTIlp314Idt7DBPkCVRfhtplpyVJ0uKuGkYx1KRuROwCHAM8LTNvqop/EhHLAV+IiJMy8+6FiOGC2n38APhrdfOjvbY1ElfSkyRJUj/sDVxYS46HnQasAjxnvHdQJexnAbuNt606E2RJkiT1w7rApC7lK1T7tkYyTAHWaKktwARZkiRJ/XElMBART+kofwtlirfLemksItbpUvYE4JXAhQsbZDeOQVartl3l0xMdgiRJi6XlJ8Uiu6+7/3RU47prbrlPz+c0dASwA/CHiBheSe+1VdnRmXkbQES8hDL9G5Re5zUi4pPV7dMycziRPq9aSORCygV/mwDvBCYD+7cZuAnyEmJgYODjlDdA6wYHB2f0o11JkrTsyszfRcSLKdO/vY+yjPS1lGT2iFrVl/HYqeOGp4G7kQU9zd8EXl/VXx24gzLl22cz89I2Y4/MbLM9LaQGCfDGg4ODe/Sj7TYT5B+/55HW3lBvOGb51v7VnvsIvtElLbVOvvRG3vicDSc6jMXG7LmPALDqZPsBe7Hxf5/MPYPnjFpnzsVHLbpu8AnkO2cxUZ/yrZuBgYGPj2MquPWBzitIJUmS1IUJ8hJirARakiRJ7XAWC0mSJKnGBFmSJEmqMUGWJEmSakyQJUmSpBoTZEmSJKnGBFmSJEmqy0w3t6V6A6ZSVvGZuri3u6S0uSTF6uP38fv4ffw+/nYf/7KwuZKelnoRsTFlacsnZeZ1i3O7S0qb/Wp3SWmzX+0uKW32q90lpc1+tbuktNmvdpeUNvvV7pLS5rLCIRaSJElSjQmyJEmSVGOCLEmSJNWYIEuSJEk1JshaFgwBB1f7xb3dJaXNfrW7pLTZr3aXlDb71e6S0ma/2l1S2uxXu0tKm/1qd0lpc5ngLBaSJElSjT3IkiRJUo0JsiRJklRjgixJkiTVmCBLkiRJNSbIkiRJUs3yEx2AJElatkXE44CtgDWB24HzM3P2xEa15IqINYEpwOzMvHei41kSOc2blkoRsVJmPjjK8SnAOpn5zx7afArwBuC5wPqUD585wE3AxcBPMvMf4wr8sff5VmDPzHzZQp7f2odkRKwLbMFjH/ulmXnLeNpenEXEZsB7ganAWZl5fEQsD3wW2A1YAxgE9s/MPy5E++uy4DmdDVydmfe3EPdkYBoLXqubM3PuQrb1eOB1wPM6Yr0KOIvyvDT+YxIRbwHOzszbFiaehvcx7uc1Ih4ETgdOBE7LzDmtB/rY+1wJWC0z7xhnOysAbwNeDjyOknT+Gvh+Zs5v2Ma0zLx5PHF0afNtwEaZeWh1ezngC8DewApAAAncD8zIzC/10PYKwIuBOZl5Qa385cDWlE7Biymv5bx2HlF7IiKAjShxXtvj79RKwHuAnYHnUN73w+6g/J5+uf68aAyZ6ea21GyUhOUaYB5wD3AcsO4I9eY1bHMS8GXgYWA+8E/g/4Bzq/0/q/KHga8Cy7X4eA5oGmdVfyXgA8AfKEnBvNp2K+UP/VY9xvAC4Bzgkaqd+R3bvOq5eGHD9lbsUvY44BDgPOAK4H+rx75aj7FuBnwFOB54W1W2PPB54F/Vc3IO8KIe2psNPESZaH8eMKPW3v8APwTuBh4AntWw3XWALwE3drxG86rn+TzgTQvxflmjiu+vtder3u7fKIsGrNlDm5+sHlv9NX8QuKV2H5cBz+mhzfnVc/or4K3AKi39vrT6vHY85nur1/tV4/0dpyStpwG/Aw6kJIarVO+l4ef0WuANDdu7Cfiv2u01gYuquGcDf69ew3nV+3+lhu0Ov7b7AU9o6TW6BDiidvtzVZwnATtSPm/eSEnm5wHvatjutOpxDr/eZ1I+D7/HYz+vLurld6CHx/Za4Ntj1Inqd/Da6vd0+HPqNcB1tfjvBD7aw/v+suq982fK36X7gLnA1ymf+/+qjn+67ce9tG4THoCbW1sb8LLqA/CvlB6JE6s/CrcB23TU7SVBPrD6YDkEmDZCnWnV8UeAA8do7wk9bEf0EGfrH5LVc/ogpafw49XtTYEnVfuXAZ8ArqzuZ7sGbc4Ddq3d3gi4vvbanV7d3/DtqQ1jbT2ZBX5UPbZ1qj9s36L843UesEbHa3o78L0GbT6ZksDdC/yMkhhcXz3PnwYOrV67ecD/9PD+35jyR/dhSnLxaeC/gXdU+09Xz+3DlD/EGzdo8/3V63AE8PzqNX9P9Vj3ASYDrwYurJ7zpzaMdT6l1/0eFiRx36MkCZMW8ve/9ee1im0vyufFL6v31jzKPwcz6fGfzarNF1Wvwc2U39d5wNco/8xfQkmejqheo0fo+OwaJc7679S3qnP/mwXfFC9P+V2dDxzUw+OfXe0fofwj/G7GkVxSPpP2qt2+CzhuhLo/B/7asN1vVG2/j5Jg/xU4tYr/bZRvgNYBPlg9/19f2McwSgxjdmhUvz/zgQuq9+mDwNur/W+A6cC+1e/HPMo3iGPd7/9QOkCeXStbi9Jr/Kvq9nKUf3TmAW9p+7EvjduEB+Dm1tZWfbj8iVoPJbAJ5Su1B6j1xtBbgnw9MLNh3S8D149RZ7gXo8k2v4c4W/+QBP4I/J4xepwoPTV/oIwbHKvNzj/mP6IMAdiho96u1R/lLzV8/P1IZm8APl67vXkV/7u71D0c+FeDNk8BrgbWq5WtAPwA+L9a2c6UP+Tva/j4T6neq08fo97Tq3qnNGjz73TpEQPeXP1OTa1uTwEup3x93yTW+dXrO7lq66eUf7DmVa/N14AXN2mrn89rl/fq2pR/DM5jwe/xlcBBNP/n4FeU5GdKdfuz1WM/C1i+Vm/16nU6dSHivAc4aoS6JwN/6+F12o0yPOHr1Wszv4r3VOBNwOQeX6e7gL2rn1et2ttphLrvBeY2bPca4LDa7eEOk091qXs0cGMvcTeMoUmCfBFliMfw7fdXz+ePO+otV73PLm5wv3cAn+hS/vzqPbpJreyH9d8Ht1Ge14kOwM2tra368H5/l/IplK8zH659MPeSIM8B3tmw7ruAB8ao80D1B/KDDbaf9xBn6x+SVaxNv+Lca6zHXtX79x9zSiL7APDZEep+mzJ2tMn99yOZnQPsUbu9dtXmK0Z47R9s0OYQ8JEu5ZtXr9Mza2XHUcZ4N3n89wAfbFh3OnBPg3pzR3j+nlA9Dy+ulX0UuL3h/T8qoavK1qT0Tp7Lgn8QrwU+U39OFuXz2i3O2rEnUYafXM6CZPmCBm3eDHyodvtp1flv71L3YODWXuIEVqtuv36EuntTxuj2/DpReqFfS+ntHx7CdQ/wHeAVVL3VY7T5c+DXtdv/pIw17lb3WOC6hrE+QK23lTL+fD7wn13q7tXDc9C0M+Pf2xjt3Vv/nQKeWMX5xi5192kSZ/XY9+lSvknV9tYdj312k8e+rG/OYqGlySRKj+OjZOaciNiJ8kfxqxGxHqVnrKm/Am+OiG9n9QnTTXWBxc6UcZ6juZgytvbLY91xRKwK7NAwzpUpH76d7qEkousCwxcRngkc2aDNu4GnNLz/p1T1e7EqpRfx/0Y4/n+UnsYm1qZ89T1s+OdrutS9qqo/ljuBx9duP8SC4QSd1qL7899pEuUPaad5lNdpjVrZeTR//POrtpuYVNUfy82Ui1I7PZdyIVX99b6H8h5cKJl5NyUhOjYiNqI87rdQhgXsz9iPrV/P60jxDifvn4mILShjqXducOoaPPr9c2e1v7FL3X9ShgY0MSUiVqf0PM4GVhyh3kqU93HPMvMRSoL784hYBfgvSmfDbpRhDLdSEtPRHAz8PiK+ROl5/xjwnYiYTentvxXYAHgnsCdlaEwTNwJPrd1+erXflDKUoW4zyrCrJh6hfG6e0aDuVsALx6jzAI++gG5ytV+pS93JNPtMuRTYLSK+kY+++HAPFnzLMWwVynAOjWWiM3Q3t7Y2SjJ1whh1jqAkBlfQvGd2R6reIcqH9haUZHNqtd+C0nt4AeXDdMcx2juS0ps95oVJlB6q+Q3j/GO1Teoo/0x1f+vUyqYDdzZo83BKL+L7gZVHqLMy5cLAucDhDdqcTxnm8exquxd46wh19wXuavj4bwQ+Vru9OmXIzUCXuvvRoLeTMu70pIb3/0PgvAb1zqb8E7V6R/lx1XO4RsfjH7MHsXb//6I2xGaEes+hXNQ15uOiJCcPU7463oSSuLy5up8/d3lfNx0vOmLPbJe6mzPCNwz9fl57ibOq36QH9Tpq3/RQ/kn8EV16yavn/ZaGcXYOzZo5Qt1vAX9p83WiNvSkYbs7UP6BnUPpMLiTx/bEzgdmURt2MkabR1SfJe8FXk/p2f8XZfjOayn/QK1A+cdoDvDNhu0OAn9qWLfJEItfUBLaNarbx1IS1lOpDVeh/CN1JfCbBvf76uo5+yvl8/4AymfXPODYjro/Ac5p+p5elrcJD8DNra2NckHWbOBxY9Tbd/gPSg9t78Cjv0rt9mH+V+A1Ddp6GuWijKkN6q4OPLFhjK1/SFJ6ob7PgnGHl1DGUJ5a7S+pyoevQn/MDBVd2uz2x3yki3S+D1zU8PH3I5l9FTC9Qb21qz9mY151Tulhmku5ePQE4JvAX6rn4pCOumdS+zp6jHbXr2J4hDJufCblH4Hp1X5mVf4IpQd9/Yav/ykdr9l8ytCHTTvqngzs1zDWnhLPhm22/rwCvwVe3nKcPwF+2rDuL2iWIB3UZfvACO/T+4FjJup1qrW9OuUiwpOrz5F/UC4uPoMys8XzFqK983n0rCM7AAMsuHh3eCaimxjhgusu7X6dksCOOfMH5TN31A4NypC3uZQk/e7q/fkVypC6f1KGqxxP6UmfB7yyYZw7Uf5BHH78d1XP4wod9d5GwxmHlvXNeZC11IiIDSlztf4mM0cd5hAR/0XpaTu4x/vYlPL18qPmlwUuycy/LlTgLaqGknyOBV8vDgHHUGbWeLhW723AlZl5fsN2t6JcGb4FXR47cHI2nF8zIt7epfj+zDy5o97alK/Cf5CZBzZo91XAZpk5c4x6w+0em5lfaBJz2yJiS8rMCi+mfLX6d8pV9cd01NsOuCEbzq9dfe39Psp83c/m0V/bPkhJQE6u7qvxIgwR8QLKhVorVrH+MkeZZ7xBe28Hzs3M6xa2jRHa7cvz2nKMzweekpk/HKPe2pR/Or+bmbMWRWxdYvgOcHRmjjQEarFSDXPbkpIsX5hl2A4R8WTKcIPHU/6JnJWZdzVsc0tK58PXM/P2Meo+AXhSZp47Rr3nUsbbr0YZc/+tzJwfEftRxoivW8V5WGZ+r0mctbbXpLz3b00TvHExQZaWQn5IqkoWHseCf2buWtj3QkRMyo6FFSJiDcpwjeWBy3KcC1tI0uLEBFkap+pCul0pX9k2XplvlPY2pIxn3iMzm1wYosVARDwLeG5mHj/RsbQlIlakDFXYhfL19GGZ+ZmIeA9lzOcqVdV5lLGU718a/yFreyXBfqlWeNyO7nH+JjN7uTi5LyLiGMp83D/PzIW6WLCH+1omlluOiP2BMzLzwomOZWligqxl0niXcO5o64mUmRJ2yszOq6W71X/2GFU2oIw9nE5Z9YrMvGx8UT4mhp6SueoxPgO4Y6QP4Yh4EvAfPbS5yJfurt1368lsRBxAWYBlzJkkqqE6b6Y83v/JzFsjYirwERYsiXsR8JXM7DYLx2htt5YkVV/5fg74MWVM5NsoF25+mjLv9mksuPBpR8o0e0f0Em/tvsa1NHK/Eq+I+CRlJo3JteKHKeNH16bMkHE5sHtmXtpDu63+TlWfaUdQhhFEVZwdP/8aeG9m3tAwxtaf04iYX8VyL+V9dWJm/raltid0ueVq9pUnZebvxqi3NmVRnDmU8egP1t7/9d//WZk51OB+h5/Tqyjj77/X6+eGupjoQdBubhOx0cMSzpSLakbbfk25KOKP1e0fj9FeXxYK6cfjp0wZ9c2OmP5O93mAG80tzQQu3b0wr38fntPn8+ilm2+grIL3F8o44UsoCdcjlCRs8x5ieCtlXPi8WvudP/8C2Khhe5dTW3Vu+DWmywwAlIskmy5A0frSyLXHdzdl5ooxV3Vs0GbrKwn26XfqLVWcP6L807kD5R+boeo98VTK2Nbrqt+v9Ro+/n48p/OB71IulBxeVvvG6jl+7jjanfDllmk2i8VTWbDgyvwq1sdRLgidX71m91U/X9/kd7Wq+2vKuOXh1+yPlOsR1mnjsS2L24QH4ObW1kb/lnCeT7ny+9oRthuqD6Rbq9vXjNHeA5Tek09TZrPo3D5a3eeXh8v68Fw1TeaGl0X9FmWqpL1YkLzt21G36R/zA2lx6e4+P/7f9LBd3bDNn1bvk2dSeiB/Srn6/FoevZjL8yjTX53S8DG1niRRktV31W5vyAgrn1FmJGi66lnnAhTjXhqZPiRe9GElwT79Tl1C+cals/zdlOR25er2OtVrf+xYbfbxOf33aw+sB3yIMpXacGL31+p1f1KP7U74css0S5BPpMy08hrKDBu/p6xCehvwklq911Xvse/2+JxuRfnbcXNV/hDln+JdGWGqTrcRnteJDsDNra2t9gHb9hLOw9P8HAes2+X4xlV7o85/XKv/BBYsr/x5Hjtv6xN7aa92Xj+SuQspM1TUy1agjDedT/m6cri86R/zVpfu7vPjn0/p7bm4wXZTwzZv4tHzNT+nup/3dKl7MA3mq67qXkLLSRLln796rM+uYt2zS90DaLA6Ye15bXVpZPqQeNGHlQT79Ds1Z4T3z/BnyYtqZZ8Ebur1dWrxOX3Ua18rf2r1fq/3gv6BavXTBu32ZbllymqeTbcLx3q9qt+9A2u3X1g93g91qXsECzlfN+WfgVdR/nG4p6pzH2UIxqubvl7L8uZKelqazKV8YH+3Qd1X0nCFuszcOyKOpswje1VEHAZ8MRdMc5W9BJnlQr43RcS2VZt7RMRBlLlJ5/fSVodtKT2O3Vbk6jRl7CpA+aN1dL0gy3Rx746Iq4DDImJdYPce4nw85WvFJv5M6WFrYlvaf/xXATdm5svHqliNVW0ybeBqlDlKhw2vpHZLl7o30X2FrW6eDnyjS/nplNfwOcAfM/P2iDiW0ps8lvOA90bEaZQeroMpydjrI+IXmXkr/Hus7D6UBKEnEbEa5Tn5zQhVfkPpbWssM2+hLFxyZEQ8ldKD/hbK/OCHRMT5lLGvXx+jqX6sJNiP36m76b7i5SZVnPfXym6mDGnpSYvP6UjtX0U1h3M1reCulJ76r1I6KcbSj5VEoUwP9yDl78tYmvyursWjP6OGx4N3u97iSsrvRs+qvyVnAGdExGRKj/SuwJsor1vTVTeXXROdobu5tbVRehsua1h3ocagUj5crqu2Xaqyherxrc5djpKo3EH5mnX7hW2P8nXw2Q3rfrLJ46ckaB8Z5fgelLHCZ1K+Hm/aK306Y6w6RvmjdiZlPtOJevzfpfoD29Z7itLTO6t2e1dGWPmM8k3Dn8dqs/Zafb5L+cspPWj1r57fCcxp0OYmLFjMYPiblwOqmO+jjJv8HeWr4IfosmrhCO3Or2JYnbIi5b3Dv09d6n4IuKdhm6MuagG8gAVfPzd5rVpfSbBPv1Nfo/zjshvVYj2Ur9qHh+5Ere7ngH/08Dq1/ZyO2Wat7nLAqxrWbX0l0arudZR5v5vUHfNzhdKJ85Xa7ddWz8khXeoeR4/fnjSouyZdvhVx6/JcTXQAbm5tbfRpCecu506m9HTcT+lh26VKHnpOkGttrgkcVcV//sK0R3+SuTOA08eo8zpKgjS7YZs70uLS3X1+/G+mJIEbNKj7HzQbK/ve6g/aDygraN1L+dp6FvBF4KXAyyhfuc8DDmj4+PuVJK1PGbf5GWqrelXv+3Mpy7afRpltoel7tXM4VNd/EKq6jZZG7jFJaJR40YeVBPv0O7V69fsyv/qdmcuCi+u26aj7v8CRPbxObT+njdvsZaNPyy1TFmu5o2HdJmOQP0HpkT4M+DDln62rKMM+3k/pIHlyVe9h4AsT9Zwu69uEB+Dm1tZGn5ZwHqWNJ1QfnsN/PBc6Qa61uXmVbFwMvLTHc/uRzL2vemybjlHvJZSLwZqO625t6e5+Pv5+bJSe8SMoPbDD4yyfzIKr8OvPwek0mMGharcvSVKfnoODumzjWhq5n0kC5R+NDwEfB/6r6WsyQlv9+p2aRJne7MuUIRwfoss1Ez3G2vpzWiWAfblYjD4st0z5h/Zams0m8VrgO2PUWYnyzdBwjNdTLtbbhAUz0Az//v8ZWKPB/b4UeHw/ntNleXMeZGmcqqVjN6Rc9NFtHOkSKyKmUJK3WzLzzjHqPoEGy6x2nLNYL909lmru4o8Bx2fmFT2eG8Dy+eglwCdREqN1KUuBX9Rjm5MoS4LXl1r+XlZjhZdm1bzCt2fmA4vwPqfS4+vf79+pNi0pz2mXNhb7lUSrxWdWB67NapXKiFidMgPN8FLTP6t/PmjRMkGWJlh1QU59QYerM/P+0c8atb3WlgWOiGmZefPCxtKLiHgcpaduTcrMEedn5uxFcd8Lq9dFYtR/i3JZ7MX19W/7M2VRWlyf035r8/NvSX79FycmyFrq9GuFtjbbjYh1gP0pwwKmdRxOylflR2bmj3qIb6Rlgd8NfIGFWBa4WqHpL5S5O7+f7Syl/TbK15WHVreDMvZ2b8p0V8GCK+9nZOaXGrb7NMr0VbNrZZtQvr7vXJ3t4Mwcc7aLiBirB3dFYDPKV7D3AJmZz2/Q7tMp43o3pVygeVJmntCl3uso74Mnj9VmLyLifZQLxVpttx96WJ2sH+//Jeb178dnSj9i7ddzWmt/IlfoHPP3qsvn33KU9+d4P//68vov0yZ6jIebW1sbfVqhre12KV+v3ki5OOtnlHHM11Mu3Pg05cr5/6P8If+fHh7/fixYKOKoqv0Dqna+TRmf9ybKRUfz6FiUYIQ251N6IIbHtZ5LmVd3zXG8TpcAR9Ruf65q/yTKBXwvoAwT+HUV57satjuPR8+tuzll/O1DlIt1jmHBggc3ARs2fPz3UsY2d9v+yIKxgr8FftugzadUbc6hXJx3Q9XGOXSMI6ThPLgL8Rq0vpJgv7amsfbx/b/Yv/707zOlH7G2/pxW7S4RK3TSh8+/fr3+y/o24QG4ubW10acV2tpul/IH+mpqK5lReg5+QG3yesoFNw8D72sYZ+vLAlcf3LsBW1PmIh1eInUucCol4Zjc4+t0H7BX7fZdwHEj1P05DabOqsVaT5BPr9p+dke9bSh/8B/zvHRp82OUXqyzOtupjm9Mj1PyAd+njLOuL1zwVsoFWVd3lDdOkCljl5tuxzVtd6I3mifI/Xj/LxGvfx8/U/oRa+vPaXVevz7/W/29og+ff/16/Zf1bcIDcHNra6N/K7S12m71x+Ux86BSejznAc+slR0HXNrwvltfFpjHJp3LU67U/l51f/OqP3bfAV5BsynW7qJaHQtYdaQYq+PvbRJnZ6yU3qSH6LKyVnX8K8ANDdtdlzIF20OUr+YfXzv2xF7/mFfvp24rfj2j+iN3G7BlVdZLgjzSjCDjWkmyHxstr07Wr/f/kvL607/PlH69V1t9TmuxzmxYt5fP/1Z/r+jD51+/Xv9lfXMlPS1N+rVCW9vtTqJ8aHWaRxl/tkat7DzKogxN3E0ZZzvscR17Oo6NegV9N5n5CKVX4+cRsQplyqvdqu1twK2UcX+jOY/yVeLXM3N2RNxImfv41C51n0f3FebGMoXqgqwRjv8ZeE+ThrLMALFHRHydklhfFRGfo/lKXJ3WostjyswrIuLFlK9WfxMRb+yx3dnApZTxjGMZXk1rouxBu6uTQZ/e/0vI69+vz5S+vFf78JxC/z7/2/696sfnX79e/2XbRGfobm5tbfRvhbZW2wXOpszVuXpH+XGUhGGNWtm+lKmKmsR5EuXq72dQEoBTKBd6/JzafKjAkyhfm/68QZuN5kGlzFe7D3Beg7pbUpKjL1GWUd2FMuTho5RevxUoX7MOfxV6cMPHP5/yR2zHarsH2GOEuvtTpq9amPfZ2yljmK+tYu5pDmzKUICZoxxfnbI63YOUP5pNe+V+A/y9Yd0JHYNMy6uTVfVaf/8vKa9/Hz9T+vJebfs5rdro1+d/q79X/fj869frv6xvEx6Am1tbG/1boa3VdoEXVh9atwEnUK68/0t1H4d01D0T+HXDOFtfFpj+rXq1A6VnZA7lyvI76f515SzKXMFN2pzfZTtphLo/A/44jvhXBQ6vXsdev2L/GmX1rBEfF6XX9Kf0MBSCsjLXPBpcQMk4VpJs6fVvdXWyql5flsVeEl7/Pn6m9OW92vZzWp3fr8//1n+vaPnzr1+v/7K+TXgAbm5tbvRhhbZ+tEvpRfgVpZdzLuUrvPd0qbcdtQthGrTb6rLAlLHFL+jTa7U6ZSzoyZQru/9B+erzDMqV3c/rsb2Xdtle1KXe2pQel31aeAzrUebXXb2HcwYoMy2MupIXZenemTS/in+96jGPudT6RG+0vDpZrW7ry2IvQa9/658p/Yq17ee0dm4/Vujsy+9VHz7/+vI3ZVnenAdZS6V+rdC2pK/8JklLOz+n1QYTZEmSJKlmuYkOQJoIEfG+iLhmSWlXWlb5O6W2+Z5SEybIWlZNpcy3uaS0Ky2rpuLvlNo1Fd9TGoPzIGupEREv6aH6kya6XWlZ5e+U2uZ7Sm1zDLKWGhExH2j6hg4gM3PSRLUrLav8nVLbfE+pbfYga2nSr5XElqQVyqQlgb9TapvvKbXKBFlLk0Fgg8z86VgVI2LzxaBdaVnl75Ta5ntKrfIiPS1NLgA2iYg1G9SNapvIdqVllb9TapvvKbXKMchaakTEesDTgcHMvH9xb1daVvk7pbb5nlLbTJAlSZKkGodYSJIkSTUmyJIkSVKNCbIkSZJUY4IsSZIk1ZggS5IkSTX/H+bTObnzrO+lAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -615,7 +615,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -627,7 +627,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -660,13 +660,42 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 58,
+   "id": "eee0ceb6-dc57-4bf0-81a9-0391eeee6324",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "a1b6ce9a-8c5f-4c77-9dfb-14b9a79c868c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\\\\\\\allen\\\\programs\\\\braintv\\\\workgroups\\\\nc-ophys\\\\visual_behavior\\\\platform_paper_plots\\\\figure_4\\\\24_events_all_L2_optimize_by_session\\\\220922_familiar_control'"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "save_dir"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
    "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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xSZIkSZIkSZIkSdLYslJckiRJkiRJkiRJkjS2rBSXJEmSJEmSJEmSJI0tK8UlSZIkSZIkSZIkSWNrJCrFI2LbiPhLRGREHNGnzBMi4vSIWBMRqyPi+xHx8AGXc5eI+HJE/CMi1kXEbyNiIiIW9ij70og4JyIuj4iTI+IWPcrctIrliYPE0bSIOLX6rnsNd+tR/qYR8ZGIOCsiroqICyLiqxFx/z7zf2ZE/KIqe0lEHBsR15/9TzaeIuLQiPhsR46s7FNuzynW6+TwtJrLvHFEnBARf6/W408j4gk9yt0gIj4dEZdFxPkR8daIWNSj3Msi4sKI2GngL6AhEbF9RLwxIr5SfbaMiFOnKL84Il4TEb+PiPXV78znI+I2fcoPlFcarog4bJpcuWaG8/109f7f9Jh2y4j4ZkRcUeXzS/rM44MR8cteuTTKZrCv2DYi3lDti6+qfkfOiIjHzHXs6m0YeVL9Nn44In4WEZdWv4/nVLly5x7lzZNNZVdO8d3v2kT86m+KdXVlzfebK10i4nYR8cmIuKj6Ps6PiC9GxA07yuwe5Vj5tKrcmmq/8u6IuF6T8au3IeTKzhHxkoj4VkT8tfot/WNEfDQibtKjvLmyeVnP1VsgIvaOiJOinFteHhFrI+IPEfG+iLjRgPN6eGy6lnZZlGsLN+9R7kHVtnFlRPw8Iv61R5mF1bSjtubzzbWIeHmU62CTOXJRRHw3+px3bO3vlOZORNw6It4cET+Mcv1qdUScGRGvjYjtBphP7euk47xfiYj9IuLIiPh19fn+HhE/iIinRET0KD/QdTA1Zxi5Ep6vXGeQXImI/af4fZkc7tPUZ1F9EbEgSp3hH6LULf41It474P6mVj1PVfap1bKujFIX2ivPdqzieOUMP1YjquPOD0fET6rvMiNi/zlbfmbO1bL6BxHxHuC5wPbAkZn5wq7prwLeCfwCOLEa/XTgTsAzMvOkGsu4P/At4HLgKODvwIOAg4BjMvPfO8o+AfhMVe63wEuBNcBdMnNjR7mvAxsy81EDf+gGRanYuz3lc3U7OTMv6yh7Y+CXwCLgI8CfgRsDhwC7A4/KzK93lH8p8D7gNOCTwB7Ay4BzgXtk5ppZ+EhjLSISuAz4OXBX4IrM3LNHue2AfpVJRwDLgN0z89JplrcL8FPgBpR1eT7wVGA/4NmZeVxH2a9XMb2zKv+fwKsz870dZfYEfgM8MzO/MP0nHg1V3OcAlwA/Ax4M/CAz9+9RNoCvAw8DvgR8G7g+8HxgG+A+mfm7jvID5ZWGLyLuCNyxx6Q7UrbjL2bmYwec5yOALwPrgb9k5h06pi0AzqTk4fspv8HPBx6fmZ/vKHdP4PuUbeYngyy/STPYV+wM/C+wF3Bc9d7tgNsCf8zMw+cyfvU2jDyp9k2nAacDfwFWAzcFngXsBjw0M79TlTVPNs+TlcBVwNt6zO6zmbl+tmNWfdXx2veBj3ZNuiYzP13j/eZKh4h4COWY6mzgJMrx2A2AewOvyMw/V+WeB3yAchz2f5Tv7R7ACuBi4O6ZefEch68pDCFXHgp8jXIc8R3gUuAOlOsJVwP7Th53myubcqUq67l6S0SpkH4t8EPK+fi1wD6UfcIVwJ0y82815vNY4HOU449jgJ2ACWADcLfMvLAqdzPg95Tf0S8AjwXuA9w2M8/rmN9/Ai8BbpeZVwzjs86FiPg05Zjqd5TfjF2AJ1D2F2/IzLd0ld+q3ynNnYh4J/AC4CuUfLkGOAB4IvAr4F6ZeVWN+ZxKjeuk475fiYgfUvYNXwR+TTlHfxJwT+DYzDyko+xA18HUrGHkiucrmwyYKzek1EF1W0LZz1wK7JGZM7o5R3MnIj4AvJiy3r9BuYb5Iso2/MDOesMp5lG3nueewBmUOspTgYMp1432zszVHeWOpBz33yMzr92KjzenIuJ4Sn3Tb4Cg1PMekJmnzkkAmdnoANyFcoD/MiCBI7qm35BSwfBrYHHH+MXVuMuAHWss50xgLXCLrvEfqZZ7345xnwJO7fj/gKrMXh3jnkw5Gdmj6e9wBt/5qcDKmmUPrT77o7vG36oa/6WOcbtSGg/8GFjYMf6RVdnXNP3Z2zh0brOUH4pa667jPfeuvv/P1iz/rqr8IzvGLazW6z+A7atxyygn0ys6yn2cUnHcOb9vUCpOGv8uB/zelnTmN3Bl5+9CV9mDqu/sI93rrvrdOaVrfO28cpjz9T65TzhwwPdtD5wHfBBYCfyma/re1Xz37xh3GnBSx/+LKScj72/6e5jB9zbQNg18otqH3q7p2B1mtL5nlCdd87gR5UT85I5x5snm41f22+84jN5QrcPjZ2G+8zFXblAdc36DjvO/PmVvD+zWY/xzqu/oPU1/Hoct1s1W5QqwJ3DLHuMfWM37cx3jzJVNZT1XH4OBUpGbwCtrlF0MXEBp9LB9x/g7Uc7jP9ox7rmU89Ztq/+3rf4/pKPMLapt6NFNfw9D+i4XURoLrO7MiWrarOzTHWZlPd4N2KnH+LdW6/GFNedzKjWutc2D/cp+PfJhQfUZE7hDx/iDGOA6mEPj63YoudJn3vPxfKV2rkwxj6dUZd/d9OdxqLXObw9sBD7fNf5F1Xp8as351KrnAd5BaXwyeVPzzavlPKijzL6URsF3bfr7mcH3uTuwpPr7Fd2/F7M9NNp9epRuy48BvklpjdrLvpQWZidlR4uZ6u9PAjsDj55mOTsD/wJ8LzP/0jX5+Or1WR3jllEq2ydN/r1dNb9dKHckvCYzz59q2XXFpi5K946It0fp8mx91X3IQN3ED7DMBVUXC1t0gdNhx+r1wq7xF1N+CDpbkx9EOXn6UGZumByZmV+lJPHTtzroeajHNjuo51Svx9Ys/1Tg7Gq9TcawAfgQpUX15Pa4hLLD786V67oMidJd+77AZr0/bI0o3cmeGhG3iYivR+ny5/KI+FxE7Das5WTm+gHy+4Dq9biuefyF0lrsXyPiph2TBskrzZGq1euTKXdjfHPAt7+N0njkdX2mL6te++YL8ErKttFvHgOr9ivHR8S9o3QtuyZKl2bHRsT2w1oOA2zTVS8MT6X00vK7KN0wDjMWzaKtzJNOfwPWUY7jJpknveNbFBE79pqm0RMR2wx5u5mPufI8yjHnKzPzmiiP21jcq2Bm/jZ73wk+eSffHXpM0wiYaa5k5srMPLvH+FMoedC5zs2VTQ7Cc/VxcG71uvOUpYr9KD3SHJuZ13X7nZlnUioAn9SxvSwD1mXm2qrMWsq+pzNXPgx8IzO/vDUfYFJs6k52RUQ8K8qjL9ZHxLkxB12AZrmb6gLKZ+yZN7OwT9eQZeZPM/PyHpNmdBxQ4zrpWO9XMvO0zn1ENW4jpccJ2Pz7HPQ6mBo07FzpMu/OVwbMlX4GvV6vZj2Fckfz4V3jj6E0BKp1LD1APc8yYFVWtcZsWT+5TbXsD2bmz2rOc0rVMVlGxAMi4hURcXZ1bPaniPi3YSxjUmZekA32ftj0M8VfCtyGqSvMllSva3tMmxx3r2mWM+g8zgAeGhEPi/KspTdQNrw/VtPfQzlxnI3nKH0cuF+1jNdTup75UlWJcJ0oz1LbteawZMvFsDvlztfLgSsj4gvR+5kv36pej6pOWnaPiLtT7qa/EnhvR9m7V69n9JjPD4HbeEIxt6rv+4mUk+dv1yh/I8q28cMekyfH3R0gM1cBfwBeEaUxx30pFV2nV/O6HqWLnFdn5gVb90m2sDvlRP48She+n6R08XZCZ6Eoz7upmydb83zWOr8x9+wYN0heae48gXJAfnz3we1UIuIelP3YS7N/N4J/pOxHXh8RN4+IA4GHsilfbk05EfiPHH7XlXeidDP6E0qvLN+idLvzvq7PsWSAfOm+EDfINv1QyvHH7yLiE5QcWR2lMViv7uo0WmaaJwurbWe3atv4JKWHhZM7ipknW7onJUcuj4hVEfHxKN2wazQ9nk2/aX+LiA9FxE6DzMBcAUoDzCuA5RFxJqXByLooz1G7O/XsUb1eMqNPqdm21bnSrXr/Dmy+zs2VTTxXb6GIWFqt+z0i4sGU3npg831CP9Ot8x2BW3eU2TkiXhURN42IQymVG2dUcTyT0tX4i2b4UabyPMo1t08BLwcuAv4rIp7aWSgith8gV3puyxGxS0RcPyJuGxFvoPwefDcz1/UoPvTfKc2pmRwH1LlOOu77lX56fZ+DXgfTaBo4VzxfmVKt7zNKfdMBwP9l5h+nKquRcXfKzQw/7hxZHUOcyabjrmE5A7hTRDwjymNu3kq5K3yyAvzVlIrzNwx5uQBvB55BOe58JeVzHx8R9+ksFBE7DZBD285CnDPX4C3yN6ectL2q+n9Penefvg99uhOmPLMkga9Ms6ygPEP8QmBZ17SJah5XdIxbRrn7KathFVUXUcADKN25T9sNxoDfx2HVsr5G1S1CNf7u1fh3dJVf2RHfdMOKrvceR7mr8UmUA/13U56vdDmwT4/Ynk95vkXnPP9Eeb5UZ7mvVtOW9ZjHZJfct25qmxuHgQG7T6fs9BN4Y83yd63K/1ePadtW0z7ZMW5fyknr5HbxY+AG1bSPU55JFnXjrRnj5Lb/xK7xR1bj9+4Yt/8AeZLTLHeq7tMnu0qZ6PGdXVhNe1nXtFp55TB3A6U180bg5gO8ZxGlu6dvdIxbSVf36dX4g6rf2cn1/U1gKWUfdWpnbg3xM2X1me7ZNf7rlO6tOrtSXDFAvqzssay6+4r3V9P+Rnmu37OAp1XffwJvanpbcJhymxo4T6r33aFr21hFOdBe1FXOPNl8+a8DHke5O//DlEcOnQ/cuOltwWGL9fUjSrdfBwHPBP6nWr+/6tyGasxn3ucK8E/KeeIaSq9ej6NUlEyOv32NWD9TzfsBTW8bDlusm6HkSo/5Tp5vPrtrvLlSynqu3sKB0vC2cxs4B3hazfd+qHpPr2OM51fTHtwx7i2UbtWzen1LNf76lGOXfx/yZ9u/WtaFdHTpSzmH/jtwRlf54wfIleP7LLPzGOwa4LPA9XuUm5XfKYe5GSg9uJ1ereO9a77nOGpeJ2WM9yt9ln3jar9yNps/1nTg62AOozXMJFeq983785U+y+6ZK33KvqWa7781vR041N62fg1c0mfa5LnnNgPOc6ru04PNj33WAc+rpt2m+v/BgyyvRjyTOfGLzs9CaTS2HvhUV/lTB8ihw6ZY7px3n76I5nyYcrf1+6YqlJm/johvA4+OiHexqVuWFcDDqr+nbGmQmRkR76cc4HyhahF6KeW5Y2+iXGDctqP8VZQ7xW8JXA/4fWaujoillBYS78rM30TE/YF3Uir0f0p5/sZ5NT9/Px/IamuoYvlJRFwJ7NVV7mls6opkOr/t/Cczn9U1/XMR8RXKhvw+4EFd0/9O+XynUC7c3ppyd+7XI2K/zPxrVW7yO+zV9cG6rjKaG8+hHAwcN13BykDrMDNPr1q33Z7SEvSPmbkxIh5IOZm4C7AgIl5H2WaD0oLwzTnAHYY9XJiZn+ka9x3Kyf1ebOrV4ZdsuT3PhhMpFRdvjog1lFzZlfL7MnkHeve2XzevNAciYm/gvsD/ZuY5A7z1PynPAz5ouoKZ+aWI2AO4LXBZZp5VLfs5lAZgT4yIZcB/AY+iXMw8OjOPGOSz9HBGZv6oa9x3KHcX7Uk5CAP4f9TPl6t6jKu7Te9QvW4D3C8z/wEQEZ+hVJK/MiIOz8x/1oxFc2Qr8gTKRdwHUdb7rShdS+1EucPg2slC5smm3/7MPLDrvf8TEd8DTqLsXw6pGYfmQGZ23wlzQkT8inL+8ZLqtQ5zpewnFlIen7VicmRE/Az4LqU1/JP6zSwiXk7p1eKjmfmdmjFojgwxV64TEY+nXEz5Jlt242quFJ6rt9OXKL2zbQ/cmbKN1u3hbNBz+9dHxBGU5wH/JTMn73J7P+UY/ZgoXSF/kHLX+HmUm1xOq/1pejsuO7r0zcy1EfFD4N5d5d5FOe+uo/tRNZMeS6mQ2Z2yn1hGyaO/dxaajd8pzanDKdvPa7LmHZiDXCcd8/3KZqo7+75I+Q16VHY81pSZXQfTaDmcAXOl4vlKl2lypbvsQkq91hWUxllqh23pfUwFmx9XXT2MhVX1gysi4vWU45Y/ZeZlERHAR4HPZua3ImIfyrHa7YHfAy/JzF9v5eKPyszrPkdmXhARf2LL+smXU++RPlDqgUfHXNW+dw6UH8uNwH07xu1JaRFwRI/yOwOfr94z2brgHEqFXwJfqLHMBZRuBq7qmMdqygXFv1F+nKebxzsoJyRLgJtV83ob5e7ar1FajCyY4XdyWBXTLXtMW0np0mm218t3KTuvZR3jDqG0pLpDV9l9qvEndoyz9fnsr6Pad4oDt6u+828OMP+B7hTvM49llFZxh1X/v4rSCOXhlIYsl1KeezfT72Al8P0e4/dnFlvZMcWd4tX0fSgtqTpbQZ3KptZ/L+4oWzuvHOZm6PiNevIA77lVtR94bdf4lfS4U7zPPHajtCRdUf1/dJU/96c8r+YqunpFGPBzJfCJHuNXVNP2G9L3N8i+YvKulS22c8oJdAIPa3qbcOi5ngfOkynmtT2lUnjafdR8zJNp5nMOpXFY49uEw7TrajHlxPn0rZjHfMyV1dX8Hthj2rn0aaFfTZ9sEPo1prlDw2F0hq3JFco5xnpKF5k71nzPvMsVPFcfiwG4Y7W9H1qj7EB3iveZx0MoF3pvQ2mA8evq9/WubLq+dtMZfpb9qxgO7jHteKrrwbP8fX6K0vPdzjXKbvU+3WH2BzZdf/nIkOa3xXXSPuXGYr/SNe+llG6nNwBP71Om9nUwh9EahpkrzMPzla55T5srXeUfXsXy4aa3A4eB1vOc3ik+xXueS2nMtyubHh31McqNicdW/+8ww884mSf/2mPaqcA5s/Tdjv+d4lGeb/0+ynMmLo6IW1WTdq9ed6rGXZrlmcVkuVvscRFxQ8odNVdS7gB9aPWeP0y33MzcCLwuIt5B2WlHNY8FlLu/ez1DuTPuO1JaPzwwM9dHxNMoG+DrMjMjYgL4M+V5Kb2e2VRXv7tnoyue61NOSuq4PMvd79NZSTkx2ZlNLaAOBf6Qmb/pLJjlDv4/APt1jJ5sjbs7cFbXvHeH67rG0tw4uHo9doD3dK7DbpPjpns++JsoJ4tv74jjw5l5MkBEfLga964B4uo21V3m1+VKRGwD7FJ3ppl58UwDytIK687V79eNKRUWZ1U9XMDmv1OD5JVmWUQsonSL9w9Ky8663kt5RtIXO/ZlULpU36YatyYzL5piHh8EfpaZx0fEAsoByIsy83tVbAdS8qW7Z4RB1M2XZZTWvbXmmZmdd1QMsk2fX732yrfJ76puS0PNka3Ik54y88qI+ALwqoi4ZWaePUXx+ZgnU1kJ3Ge6QmpeZl4TERdS/66+XvOYj7lyPqUCpt9+4i49Fx7xbEqr+W8Bj8sp7tDQaJlprkTEQ4EvUHpGe3BmXlHzrfMxVzxXHwOZ+auI+AWlUvsd0xTvXOe/75o27bl9RGxH6eHxbZn5h4jYl9Jl7mOq89yfA/9G6RFuulimUqsHuSjP867bW+JV2XH3+RQ+TnlEzWMpF5T7GsY+XbMrIg6j3Ll8HOVZ9cOwki2vk/YyLvuVyXkspfRU8UBKw5WevTQMeB1MI2LYuTJPz1cm51ErV7rM5Hq9mnchcLuIWJKZ3XeM706pyxzKXeL9RMSNKD0rvCgzL42IpwLLq//XRsSLKc8CfwSl4d9M1a2f3IXSY0QdV2bmlVsR01A10X36MsoziQ6shm5Pr4b/BN7TOSFL902TXTgREQ+v/jy57sIzcw0dFeBVV2sx1TyqH+ljKc8l+l41eg/ggqyaMwCT3V3ehK2rFK/rJ5S71et4FqWl7XT2orSAvKxj3O6UFlu9LGLzbegnwL9Tul7pPtG+F6Vr7ZHZ+MdZVRn8DErDjS/XfV9mXhQRF1DWV7fJcT+dYrl3BiYoz2+c3BHswab8oPr7JnVj2kr7Ulr21hXTF5lalu6AOrf/h1G6xPlBx7hB8kqz75HADSmPr+jXFU4vN6Oc+P22z/Q/U55b9IheEyPikdW0fapRu1JamHbnS8+L/7PgSdR/1MK5lB5eJg2yTf+4et2jR9nJcX+rGYfmzkzzZCqTFzZ3oc/2M4/zZCq3ouN4WKOrukiyB9M0vq1hvuXKjykVfXuwqXvDSXvQYx9RVYgfS+m686Ah/k5pDswkV6oK8S9RLrg/MGs+dmUe54rn6uNjGfUafv+ker035bex070o56h/muL9b6Z0Zftf1f+Tx+l/heseU3g+c3du/wFKJXwdH6dUtEync/86pSHu0zULqkq+N1LW/XM6rtVurV7XSbuXPU77lc5KvgcD/56Z086r5nUwjYBZzJX5dr4yo1yJiBtQrq38MjP7Xl/XSPoJZV3fA/j+5MhqO7gT8L3ebxuqI4AfZ+Ynqv/3oPR+vRauewTNZczdsdkXqH9zx5soPWWPhCYqXtZQnt3T7frAUZTngH0M+NVUM4mIu1G6xzstM/+vY/xi4JbA2pzm+d4RcT3K3ayXUlrA9vNiysb04I5xF1KefTHZOmSfjvFzYUbPFK9a116ZXc9zrlpi3Qf4Rmau65j0O+COEXGvzOxsTHBvyl37X+8o+2VKi68XRsQnJ5dR7fRuAby+7ofTVnsUJafe1+8umep5Jzel9CTQeSfrp4BXRMQjM/OrVdmFwIuAVfRpQFKVOQb4WGdOUnJin47/92Hu8mSunineU0S8iNKa/k1Vg5xJg+SVZt9kK82+dwdUrfF2As6bPNigdO+yvEfxoyjdDL6MTXc+d89vh6rcmzpa0f6D8uyZfSjPNoK5zZeteZ7SINv09ygnFI+MiN0z84Kq7HaUO5FXMTeNyzSYGeVJ1bPNP6oeezrL7kY5HrySPg1L5nOeRMQumbnFxbeIeAHlxOfoQQPX7ImI62XmP3pMegvlfOurXeXNlc1158onKPuD51HODYHrzil2pxxv0jF+RTXuO8Cju85lNEKGkSvV+AdTei35I6V7v76VFV3zm8+54rl6i0TEbr16MYuIAyjnl6d2je+VK6dRzkWeExHvn2z0EBH/Qrnz9bgprhXclXL+v19HY/fJnNgH+GmUXiD3Yu7OXWf0TPHqHCO6G31U1y9eUP3beVw20O+UmhcRb6BU8n0CeHb3sVRX2V7HYINeJ+0sM1b7lSqvv0i5/v28zBz4TtYproOpYUPIFc9XKluRK8+kPI5jyt5JNJI+DbyGcjPg9zvGH0J55OxJnYUj4paUx3kNpceMiDiI0mv2HTpGXwhcPyJumJmXROll+/rMXQ619pnic14pXh10f657fETsWf15dmZ+rmvaWygH2z8GLqe0GHoWpaunZ3TNarJrqNMoB/qT83g45e7zb1O6F7sZpVJ9Z+BRmXlpr3gj4maUZyWtyKo798qngTcAn4+Ik4EXUu4K/FHHew+j7GyelZnH95r/TGXmTFvbHQC8LyK+StkYr6W0cHk6pXHARFf5wyitPr4dpdvrP1PWxX9Qdlxv6ojp7xHxesod/qdExKco6+PllBb8h88w5nktIp7Bpl4Brk/plvl11f/ndrQO6lSnK5Z7UO6i7m5F/U7KwcwnI+J9lDx7CnB3SivC1X3mNwHcCHh11/gTgUMj4h+UbvkOYVPX6gBExErgZpm51Xdqd6ruGOluFV9bRLyQTZWei4GbdXz3v5xsNFCVPZmSU7+jej4bcBDlIsHbumZ9GDXzSrMrIm5MOaj4cdX1Vz/voNyZcADVRajM7LltRcR7KCfVW+zrOrydcgLw3skRmbmh+t18fUQE5S70h1P2d53zT0ru7znlhxtQ1Thmqq7ep3IY9fcVGyLi+cBXgDMi4qiqzLMoDdAO9uR5tGxNnlAa8U1ExBcpz8K+mlIB/G+UY7DndFZ0dJm3eQI8MyIOplRyrKQcs+9P2a+cTTm+1Oh4XUTci3JcdR7luXoPp+TCjyjPde1krkz93snziKdUx1dfoxwLv6ia52GTZSPiUZSLSldQzs8eVz7uda7MzC/NJA7Niq3Olapx/JcpPTwdBzysa50zRdeV8zZXPFdvnaOrConvUBqTLqU8x/vJlGfJv7yrfK9zlWsi4iWU38bvR8QxwI7ASyk9yvU8lojyyJxjgY9mZmdD1R9Rjl1OiIgjKHeC7gj8T8d796e6xpCZK2b0yfvIzN9RzrUHtRdwWkR8jtKQ5jLKtv8UYG9KrJ0Xtwf9nVKDqgajb6Ksq1OAp3btEy7JzG93/N/rGGzQ66Sdxmq/QqnUeSjlu1wbEU/vmv6rzLzuJrYBr4OpQUPKFc9XNhkoVzocTLmJpm4jL42ILI+9O5LSwPQLlJsGb0u5mfY04JNdb/lfynF5d5fjA9fzRMSOlLvE35iZ53RM+jrlPPiLEfEJyn7rcja/4WIF5ZzpTZl52IAfe0qZ+bOZvjfKo6ofVf07+XjAZ0TEfau/P5T1HoUzMzkCD6rP0lPHnpQd6BE9pj0GOJ1y8LqO0sXTfwHLp5jPqV3jbwd8g/JjdzWlxcQngL2nietk4Mt9ph1I6aZsNeWAee+u6e+tYnlQjc9/WFV2zx7TVnZ/nq34nm9LeS7H2ZQWXOurv48Edu/zngdU390/KAeHfwc+D9ypT/kVlDt011G6bPtv4AZNb2NtHSgHH9ln2GK7oFQqbQB+MM1896/mcXyPabtX+XFptR5/DjxpinndnNILxGN6TNumyoWLq+F9wDZdZS6lPI6gzvfRMx86Ps+KIX73K6f47o/vKvv66vfgymr4CeVZbwv7zHugvHKYnYHSyi+BQ6Ypd3xVbv+a281vpph+L8p+6G49pu1YLesflJOVQyl3NkxO36GKY8r87ijfL8dX1P08A3yXg+4r9qNc6FsNrKV0rfbIprcJh57rasZ5QrmAeyLlIuqV1bb/V8oF2n2nmNe8zhPKScFXqs93FWVf/HtKw7XlTW8TDlus10dT7jS4oFpXa4Azq9xZ2qO8uTL9shYBr6JUYKynnFOcANykq9xh9D9WS2Bl09uHw2braxi5smKadZ59lj2vc6UrBs/VR3wAnkhp5PDXal1dRWm88CHgpj3Kb5ErHdMeQbkTei3wT8pNKrecYtmvrJa7Q49pe7Pp+P03wCO6pj+yiuNtNT7j/vQ5f5/8PEP6LnelXEj+JeWa4jWU6w/fplTwRFf5gX6nHJodOrb9WtfMeuUKM7hOWr1v7PYrTH0NLIHDusoPdB3MoblhSLni+cqm+Q2UK9V79q2mndT09uAw4/W+kNIwcfK4+wJKPcf2/baRHuNPrZuHHe85CvhZr99W4J6UG4knf4Pv1TX9RdS4nleV7ZsnVdwrh/hdrujzHUwOe87muowqCM2CiPg5sDoz92s6FmlUVS2Dfknpuue4puORRll1R9yXgQdk5nebjkcaReaJVI+5ItVjrkj1VD3NrQBulTUfayDNR+5XpHrMFWnrVHe17wPcLvs8Nmc+auKZ4vNCRNwA+BdKaw1J/T2EUin+8aYDkVrgIcDXPBmQpmSeSPWYK1I95opUz0Mod4lbIS5Nzf2KVI+5Is1Q9UicB1AeU2mFeAfvFJckSZIkSZIkSZIkja0FTQcgSZIkSZIkSZIkSdJssVJckiRJkiRJkiRJkjS2rBSXJEmSJEmSJEmSJI2tRU0teN3aNa14mHnkxqZDqCWjHe0blm67XTQdQ5u8c7u9WpEnABtaE2k7vHbtn82VAVy1bl1rtsAPXG+fpkOoZeLvZzYdQi3uVwbz+2c9qjW5sni7pU2HUMsON71h0yHUcsNXfshcGcCrtrlFK3LlsCt+13QItUW24itl6bJl5soA1nzqra1YsQsf/dKmQ6jtqBveuekQannZ6j+ZKwN487JbtSJX2uQ///mbpkOoZdnSpebKANavWd2KXDlyt7s2HUItV29sxdcJwKvXeB1sENdcfHYrVm5b6lbYcHXTEdS2aI/bmysD+MCOe7ciV26+3eKmQ6hlh922azqE2g74xY965ko7alIlSZIkSZIkSZIkSZoBK8UlSZIkSZIkSZIkSWPLSnFJkiRJkiRJkiRJ0tiyUlySJEmSJEmSJEmSNLasFJckSZIkSZIkSZIkja2hVIpHxIqIyIi40zDmJ0mSJEmSJEmSJEnSMHinuCRJkiRJkiRJkiRpbFkpLkmSJEmSJEmSJEkaW1aKS5IkSZIkSZIkSZLGlpXikiRJkiRJkiRJkqSxZaW4JEmSJEmSJEmSJGlsLZrtBUTEcmB59/iLLjif5cu3GC3NS/3y5A3Lbs6yWDjn8Uijql+uXHjRRe5TpA79cuWHT3koOy5ZPOfxSKOqX668eNFNWeoxmHSdfrly/jGvYfl2y+Y8HmlU9cuVVy/Z03N7qUO/XLn4/PM8t5c69MuVv/3h5yzfacc5j0caVf1y5e3b35JtPQZTh7m4U3wCOKd7OOLII+dg0VJrTNAjT35wzaoGQ5JG0gS99ilHHNFkTNIomqBHrpzwu780GZM0iibokSs/3XhFkzFJo2iCHrly5DfOaDImaRRN0CNXfnjt5U3GJI2iCXrkyoeOPKrJmKRRNEGPXPngMcc1GZM0iibokSunXf3PJmPSCJr1O8WBw4Hju0e+8AUvOGcOli21xeH0yJP7LF5unkibO5xe+5QXvtBckTZ3OD1y5Zm3u4W5Im3ucHrkyt0W7GiuSJs7nB658oKH3dtckTZ3OD1y5V6LdjJXpM0dTo9cedELnm+uSJs7nB658uJDnmWuSJs7nB65st82O5sr2sysV4pn5ipgVff4dWvXzPaipdbolyfv3G6vOY9FGmX9cuWqdevmPBZplPXLld8/61FzHos0yvrlyqu2ucWcxyKNsn65suZTb53zWKRR1i9X3rzsVnMeizTK+uXK+jWr5zwWaZT1y5VrLj57zmORRlm/XPnAjnvPeSwabXPRfbokSZIkSZIkSZIkSY2wUlySJEmSJEmSJEmSNLasFJckSZIkSZIkSZIkja2hVIpn5vGZGZl55jDmJ0mSJEmSJEmSJEnSMHinuCRJkiRJkiRJkiRpbFkpLkmSJEmSJEmSJEkaW1aKS5IkSZIkSZIkSZLGlpXikiRJkiRJkiRJkqSxZaW4JEmSJEmSJEmSJGlsWSkuSZIkSZIkSZIkSRpbVopLkiRJkiRJkiRJksZWZGYjC163dk0zCx5U2G5gmJYuWxZNx9Am61evakeeAERLVm1LcnrJdju05AsdDevXrG5PruTGpiOoJRdu03QItbhfGcyGc3/ZmlzJxUubDqGW2HB10yHUsvAm+5grA2jLMVguWtJ0CGPH/cpg2nIMli05BwBYcM1VTYdQyzY77WquDKAt18CiJecqALlgUdMh1OJ+ZTBXrVvXjlzZuKHpEGqJDdc0HUJtS3ZYbq4MoC37lbaIa9c3HUJtS3bcxVwZwNWXX9qOXGnJtaVFqy5sOoTaFtzibj1zpT1nhpIkSZIkSZIkSZIkDchKcUmSJEmSJEmSJEnS2LJSXJIkSZIkSZIkSZI0tqwUlyRJkiRJkiRJkiSNLSvFJUmSJEmSJEmSJElja6BK8Yi4Y0T8T0RcFBHrI+K8iPhYRNx8tgKUJEmSJEmSJEmSJGmmaleKR8QTgZ8B9wM+Cjwf+BTwGOCXEXG/WYlQkiRJkiRJkiRJkqQZWlSnUETsBRwP/BG4f2Ze1jHtaOB04LMRcbvOaZIkSZIkSZIkSZIkNanuneKvAJYBz+2u9M7MlcArgRsCzx1qdJIkSZIkSZIkSZIkbYW6leKPAM7JzB/0mf5ZYB1w4FCikiRJkiRJkiRJkiRpCKatFI+InYAbA7/qVyYz1wN/Am47vNAkSZIkSZIkSZIkSdo6dZ4pvkP1unqacquBHbtHRsRyYHn3+IsuOJ/ly7cYLc1L/fLk4vNWsnz5TnMejzSq+ubK+ee5T5E69MuVS3/5PZbvtMXhmjRveQwm1eMxmFSP18CkevrlyoUXXWSuSB3cr0j19MuVS1ae5bm9NlOn+/TJyvAdpixVpveqOJ8AzukejjjyyJohSvPCBD3y5ENHHd1kTNIomqBXrhx5VJMxSaNogh658oH/PqnJmKRRNIHHYFIdE3gMJtUxgdfApDom6JUrRxzRZEzSKJrA/YpUxwS9zleO/kiTMWkERWZOXyjiQmBdZt6iz/QlwCrgZ5l5365py+ndmumcVrRmirqPXVcdS5cti6ZjGEVT3KV0TmtaMkVLVm1LcnrJdju05AudW1PcpdSOfQpAbmw6glpy4TZNh1CL+5XeprhT/Jy23Cmei5c2HUItseHqpkOoZeFN9jFXemj7MVguWtJ0CGPH/UpvbT8Gy5acAwAsuOaqpkOoZZuddjVXemj7NbBoybkKQC6o0/ll89yv9DbFneLtyJWNG5oOoZbYcE3TIdS2ZIfl5koPbd+vtEVcu77pEGpbsuMu5koPU9wp3opze1pybWnRqgubDqG2Bbe4W89cqXsE+XXgORGxb2ae3mP644GlVbnNZOYqSoX5ZtatXVNz0dL465cn61dvMUqa1/rmyprpnvAhzS/9cmXDub+c81ikUeYxmFSPx2BSPV4Dk+rplytXrVs357FIo8z9ilRPv1y5+vJL5zwWjba6zaXfA6wDPhwRO3dOiIibAu8CLgHsi0CSJEmSJEmSJEmSNDJq3SmemX+MiGcDJwC/johjgfOAvYB/B7YBDszMy2YtUkmSJEmSJEmSJEmSBlT7ATyZ+amI+D1wKPA8YBfgb8CXgbdm5l9mJ0RJkiRJkiRJkiRJkmamdqU4QGaeCTxpdkKRJEmSJEmSJEmSJGm46j5TXJIkSZIkSZIkSZKk1rFSXJIkSZIkSZIkSZI0tqwUlyRJkiRJkiRJkiSNLSvFJUmSJEmSJEmSJEljy0pxSZIkSZIkSZIkSdLYslJckiRJkiRJkiRJkjS2rBSXJEmSJEmSJEmSJI2tRU0HoCHJjU1HoNmwYGHTEUitsHHh4qZDqG3B1WubDqEef37GUmy4pukQaotr1zcdQi0br7is6RDquck+TUfQLi05BsuIpkOoLTZuaDoEzYa2rNeF7bkfIFt0XKv6YuO1TYdQSy5oz2XCNu0DVV9bjhcWXHNV0yHU4j5lfC3+25+bDqGW4+/y5KZDqOVpJ76k6RDqe/h/NB1Bq2xYsn3TIdSyoCXX69bf+A5Nh1Dbsj7j23NmKEmSJEmSJEmSJEnSgKwUlyRJkiRJkiRJkiSNLSvFJUmSJEmSJEmSJEljy0pxSZIkSZIkSZIkSdLYslJckiRJkiRJkiRJkjS2aleKR8SKiMiu4ZKI+FZE7DebQUqSJEmSJEmSJEmSNBOLZvCe1wLnAQHcCDgY+FZE3CczfzrM4CRJkiRJkiRJkiRJ2hozqRQ/OTPPnPwnIk4ELgAeD1gpLkmSJEmSJEmSJEkaGcN4pvg/gGuBxUOYlyRJkiRJkiRJkiRJQzOTO8WXR8SulO7TdwNeASTwmWEGJkmSJEmSJEmSJEnS1ppJpfh3u/5fAzwpM380hHgkSZIkSZIkSZIkSRqamVSKPw84u/r7xtX/J0XEQzLz+0OLTJIkSZIkSZIkSZKkrTSTSvEfZeaZk/9ExOcoleQfAO7SXTgilgPLu8dfdMH5LF++xWhpXuqXJxeff555InXolysXXnSRuSJ16Jcr//jFd1i+4w5zHo80qjwGk+rpmyvnrWT58p3mPB5pVPXNlb+udL8idfB6sVRPv1y59Jff89xe6uA1Y9W1YGtnkJlrgR8Cd46I7XoUmQDO6R6OOPLIrV20NE4m6JEnHzryqCZjkkbRBL32KUcc0WRM0iiaoEeufOC4TzUZkzSKJvAYTKpjgl65ctTRTcYkjaIJzBWpjgm8XizVMUGvc/v/PqnJmKRRNIHXjFVDZGa9ghErgOOAO3feKV5N+xpwILBbZl7SNW05vVv+ndOKFhqx1e0G5kZubDqCWpZuu100HcMomuIupXbkiYZuyXY7mCs9TNHqrzW5suDqtU2HUEsuXtZ0CLUsXbbMXOlhijvFz2lNa/KWHNtsvOKypkOoZdGdH2qu9ND2Y7CNCxc3HUJtsXFD0yHU4vlKb1PcKX5OG+4Uz1blyrVNh1DLku13Mld6mOJO8VbsV3LBTDqUbEYuWNh0CLUsW7rUXOmh7deLF1xzVdMh1NKm/Z/7ld6muFO8Fef2x9/lyU2HUMvTTnxJ0yHUtvTh/2Gu9ND2a8YLNlzTdAi1tOkaRL9jsK0+2q02tnsDlwB/656emauAVd3j161ds7WLlsZGvzxZv2b1nMcijbJ+uXLVunVzHos0yvrlysa//HTOY5FGmcdgUj19c2X1FqOkea1vrlx5+ZzHIo0yrxdL9fTLlQ0rz5zrUKSR5jVj1TWTSvGHR8Qdqr9vBBwM7AI8P+vedi5JkiRJkiRJkiRJ0hyYSaX42zr+vgr4NfDUzPQhlZIkSZIkSZIkSZKkkVK7UjwzjweOn7VIJEmSJEmSJEmSJEkasgVNByBJkiRJkiRJkiRJ0myxUlySJEmSJEmSJEmSNLasFJckSZIkSZIkSZIkjS0rxSVJkiRJkiRJkiRJY8tKcUmSJEmSJEmSJEnS2LJSXJIkSZIkSZIkSZI0tqwUlyRJkiRJkiRJkiSNrUVNBzDqYuO1TYdQSy5wVY6juHZ90yGMnQzbAo2jBRuuaTqE+twG1aCNy3ZqOoT6cmPTEdSS212v6RA0C9pyvBAbNzQdQn0t+U41nqIl+xQA2pTXqq8l67VN51UblmzfdAiaBblgYdMhjBePv8bWNTfYq+kQann6eT9qOoRarFsZX4svPbvpEGqJDe2oh4z1VzYdQn23vk/P0e4ZJUmSJEmSJEmSJEljy0pxSZIkSZIkSZIkSdLYslJckiRJkiRJkiRJkjS2rBSXJEmSJEmSJEmSJI0tK8UlSZIkSZIkSZIkSWNrUd2CEZE1i948M1fOLBxJkiRJkiRJkiRJkoandqU48Iyu/yeAmwEv7Rr/960JSJIkSZIkSZIkSZKkYaldKZ6ZJ3b+HxGPB3btHi9JkiRJkiRJkiRJ0qjwmeKSJEmSJEmSJEmSpLFlpbgkSZIkSZIkSZIkaWxZKS5JkiRJkiRJkiRJGltWikuSJEmSJEmSJEmSxtai2V5ARCwHlnePv+iC81m+fIvR0rzUL08uWXkWy5fvNOfxSKOqX65cfP557lOkDv1y5e+//ynLd9pxzuORRpXnKlI9fY/Bzlvp+YrUoW+unPsXc0Xq0C9XLrzoIo/BpA6er0j19L0O9pvTvQ6mzczFneITwDndwxFHHjkHi5ZaY4IeefKhoz/SZEzSKJqgV64ceVSTMUmjaIIeufLBY45vMCRpJE3guYpUxwS9jsGOOrrJmKRRNEHPc/sPNxmTNIom6HUMdsQRTcYkjaIJPF+R6pig13Wwj32iyZg0giIzZ/bGiC8Bd8rMPacpt5zerZnOaUNrpsiNTYdQSy6Y9Zv+h2LpsmXRdAyjaIo7xc+xNflwZbTjqRFLdtzFXOlhijvFW7FPAWDjhqYjqCUXLWk6hFrcr/Q2xZ3i57SmhazHYEO1eLdbmis9tP1cpVVacgzmfqW3Ke4Ub8f5yoKFTUdQ34Zrmo6gFs9XepviTvFW5EpbroEBbFiyfdMh1LJs6VJzpYcp7hRvxTHYwvVXNh1CLW05rwdYst0O5koPbT9fiY3XNh1CLW05rwdYuu125koPU9wp3orrYLGhHbkSLdn/ASy49X165sqsZ3tmrgJWdY9ft3bNbC9aao1+eXL15ZfOeSzSKOuXK+vXrJ7zWKRR1i9Xrr3oz3MeizTKPFeR6ul7DLZ6i1HSvNY3V664bM5jkUZZv1y5at26OY9FGmWer0j19L0Odv5v5zwWjbZ2NNeXJEmSJEmSJEmSJGkGrBSXJEmSJEmSJEmSJI2tGXefnpkHDTEOSZIkSZIkSZIkSZKGzjvFJUmSJEmSJEmSJEljy0pxSZIkSZIkSZIkSdLYslJckiRJkiRJkiRJkjS2rBSXJEmSJEmSJEmSJI0tK8UlSZIkSZIkSZIkSWPLSnFJkiRJkiRJkiRJ0tiyUlySJEmSJEmSJEmSNLYiM5uOYSgiYjkwARyemasaDWYKxqmmtWXdGqea1pZ1a5xqUpvWa1tibUucGkyb1mtbYm1LnBpMm9ZrW2JtS5waTFvWa1vihHbFqvrasl7bEie0K1bV15b12pY4oV2xqr62rFfjnGKZY1QpvidwDnDzzFzZbDT9Gaea1pZ1a5xqWlvWrXGqSW1ar22JtS1xajBtWq9tibUtcWowbVqvbYm1LXFqMG1Zr22JE9oVq+pry3ptS5zQrlhVX1vWa1vihHbFqvrasl6Nsz+7T5ckSZIkSZIkSZIkjS0rxSVJkiRJkiRJkiRJY8tKcUmSJEmSJEmSJEnS2LJSXJIkSZIkSZIkSZI0tsapUnwV8KbqdZStwjjVrFW0Y92uwjjVrFW0Y92uwjjVnFW0Z72uoh2xrqIdcWowq2jPel1FO2JdRTvi1GBW0Z71uop2xLqKdsSpwayiHet1Fe2IE9oVq+pbRTvW6yraESe0K1bVt4p2rNdVtCNOaFesqm8V7VivqzDOniIz52pZkiRJkiRJkiRJkiTNqXG6U1ySJEmSJEmSJEmSpM1YKS5JkiRJkiRJkiRJGltWikuSJEmSJEmSJEmSxpaV4pIkSZIkSZIkSZKksWWluCRJkiRJkiRJkiRpbI1lpXhE3CQi/rvpOAAiYnlEHBgR+0ZEdE3bLiLe0FRsnSLiDhFxSETcvvr/dhFxTEScEBEPbjo+zQ5zZXDmyvxkrgzOXJmfzJXBmSvzk7kyOHNlfjJXBmeuzE+jkittyRMwV+Yrc2Vw5sr8ZK4MzlyZf0YlT6A9uTIKeRKZORfLmVMR8S/AzzNzYcNx3B44Bbg+pQHCz4HHZea51fQbAheOQJwPB74ErAa2Ax4DnACcSYl7P+ChmXlKQyFqlpgrgzFX5i9zZTDmyvxlrgzGXJm/zJXBmCvzl7kyGHNl/hqFXGlLnlSxmCvzlLkyGHNl/jJXBmOuzE+jkCdVHK3IlVHJk1ZWikfEM6cpclPgTSOwkr8CXAs8A9gR+ACwL3BAZv55hDbG04HvZObrIuLJwFHA0Zn52mr6O4C7ZqYtmlrGXBkuc2V8mSvDZa6ML3NluMyV8WWuDJe5Mr7MleEyV8ZXG3KlLXkC5so4M1eGy1wZX+bKcJkr46kNeQLtyZVRyZO2VopvBNYC/YJfACwdgZX8N8qG99uOce8DngQcAFzOaGyMl1M2trMiYgGwHrhHZv6imn4H4JTM3K3JODU4c2W4zJXxZa4Ml7kyvsyV4TJXxpe5MlzmyvgyV4bLXBlfbciVtuQJmCvjzFwZLnNlfJkrw2WujKc25Am0J1dGJU/a+kzxC4FnZuYOvQbgPk0HWFlCV8Jk5suAzwCnArdtIKZ+NgJk5kZgHSVRJq0GdmoiKG01c2X4zJXxZK4Mn7kynsyV4TNXxpO5MnzmyngyV4bPXBlPbciVNuUJmCvjylwZPnNlPJkrw2eujJ825Am0K1caz5O2Vor/DLjLFNMTiCmmz5U/AnfrHpmZLwU+C3x5ziPqbSWwV8f/9wbO6/j/JsDFcxmQhsZcGa6VmCvjylwZrpWYK+PKXBmulZgr48pcGa6VmCvjylwZrpWYK+OqDbnSljwBc2WcmSvDtRJzZVyZK8O1EnNlHLUhT6A9ubKSEciTtlaKvwf4wRTTz6J0C9C0LwJP6TUhM18CnMhoJM1HgG0m/8nM32TmtR3TD6S0KFH7mCvDZa6ML3NluMyV8WWuDJe5Mr7MleEyV8aXuTJc5sr4akOutCVPwFwZZ+bKcJkr48tcGS5zZTy1IU+gPbkyEnnSymeKS5IkSZIkSZIkSZJUR1vvFJckSZIkSZIkSZIkaVpWikuSJEmSJEmSJEmSxpaV4pIkSZIkSZIkSZKksWWluCRJkiRJkiRJkiRpbFkpLkmSJEmSJEmSJEkaW/8fP8iV7twFdSYAAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -678,7 +707,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1260x144 with 5 Axes>"
       ]
@@ -690,7 +719,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 2520x144 with 10 Axes>"
       ]
@@ -705,14 +734,19 @@
     "\n",
     "sort_order = {}\n",
     "for i, cre_line in enumerate(cre_lines):\n",
-    "    tmp = cre_line_dfs[cre_line]\n",
+    "    tmp = np.abs(cre_line_dfs[cre_line])\n",
     "    labels = labels_cre[cre_line] \n",
     "    cluster_df = pd.DataFrame(index = tmp.index.values, columns = ['cluster_id', 'cre_line'], \n",
     "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
-    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
     "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
+    "    #rename cluster after sorting by their size\n",
+    "    cl_dict = {}\n",
+    "    for i, cl in enumerate(sort_order[cre_line]):\n",
+    "        cl_dict[cl]=i+1\n",
+    "    cluster_df = cluster_df.replace(cl_dict)\n",
+    "    \n",
     "    vba_clust.plot_clusters_row(cluster_df, tmp, cre_line,\n",
-    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix=f'_familiar_only_{n_clusters_cre}',\n",
+    "                               save_dir=save_dir, folder='', suffix=f'_familiar_only_{n_clusters_cre}',\n",
     "                                 abbreviate_experience=False)\n"
    ]
   },
@@ -728,27 +762,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 23,
    "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "ename": "KeyError",
-     "evalue": "Index(['cell_specimen_id'], dtype='object')",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_24732\\822095858.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m## add cluster id\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mcells_table_sel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcells_table_sel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop_duplicates\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mcells_table_sel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcells_table_sel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mdf_meta\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcells_table_sel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcre_line\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcre_lines\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\util\\_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    309\u001b[0m                     \u001b[0mstacklevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    310\u001b[0m                 )\n\u001b[1;32m--> 311\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    312\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    313\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mdrop_duplicates\u001b[1;34m(self, subset, keep, inplace, ignore_index)\u001b[0m\n\u001b[0;32m   6061\u001b[0m         \u001b[0minplace\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalidate_bool_kwarg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minplace\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"inplace\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6062\u001b[0m         \u001b[0mignore_index\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalidate_bool_kwarg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"ignore_index\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6063\u001b[1;33m         \u001b[0mduplicated\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mduplicated\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubset\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeep\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mkeep\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6064\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6065\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mduplicated\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;32m~\\Anaconda3\\envs\\vba\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mduplicated\u001b[1;34m(self, subset, keep)\u001b[0m\n\u001b[0;32m   6195\u001b[0m         \u001b[0mdiff\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubset\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdifference\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6196\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mdiff\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6197\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdiff\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   6198\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6199\u001b[0m         \u001b[0mvals\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mcol\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcol\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msubset\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mKeyError\u001b[0m: Index(['cell_specimen_id'], dtype='object')"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "## add cluster id\n",
     "cells_table_sel = cells_table_sel.drop_duplicates('cell_specimen_id')\n",
@@ -764,7 +783,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 24,
    "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
    "metadata": {
     "tags": []
@@ -777,8 +796,8 @@
      "traceback": [
       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_24732\\2308278511.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n\u001b[0;32m      5\u001b[0m                                      \u001b[0mcolumns_to_groupby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0momitted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m                                      sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n\u001b[0m",
-      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_clusters_stats_pop_avg_rows\u001b[1;34m(cluster_meta, feature_matrix, multi_session_df, cre_line, columns_to_groupby, change, omitted, sort_order, save_dir, folder, suffix, alpha)\u001b[0m\n\u001b[0;32m   1736\u001b[0m     \"\"\"\n\u001b[0;32m   1737\u001b[0m     \u001b[1;31m# add cluster_id to multi_session_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1738\u001b[1;33m     \u001b[0mcluster_mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'inner'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1739\u001b[0m     \u001b[0mcluster_ids\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1740\u001b[0m     \u001b[1;31m# if order to sort clusters is provided, use it\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_16224\\2308278511.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n\u001b[0;32m      5\u001b[0m                                      \u001b[0mcolumns_to_groupby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0momitted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m                                      sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n\u001b[0m",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_clusters_stats_pop_avg_rows\u001b[1;34m(cluster_meta, feature_matrix, multi_session_df, cre_line, columns_to_groupby, change, omitted, sort_order, save_dir, folder, suffix, alpha)\u001b[0m\n\u001b[0;32m   1742\u001b[0m     \"\"\"\n\u001b[0;32m   1743\u001b[0m     \u001b[1;31m# add cluster_id to multi_session_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1744\u001b[1;33m     \u001b[0mcluster_mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'inner'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1745\u001b[0m     \u001b[0mcluster_ids\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1746\u001b[0m     \u001b[1;31m# if order to sort clusters is provided, use it\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
       "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'merge'"
      ]
     }
@@ -820,7 +839,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "834bfe79-8220-452d-857b-49ff67c799c8",
    "metadata": {},
    "outputs": [],
@@ -830,53 +849,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "ee03e6a7-f473-494f-af0f-12022e8c599d",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "6\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:10<00:00,  4.85it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 26.16it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "7\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 21.83it/s]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "filename = os.path.join(save_dir, f'coClustering_matrix_{n_clusters_cre}.pkl')\n",
     "if os.path.exists(filename):\n",
@@ -905,20 +881,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "bc508f2b-e2df-4318-ab00-00da011b0050",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "6\n",
-      "5\n",
-      "7\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "labels_cre={}\n",
     "for i,cre_line in enumerate(cre_lines):\n",
@@ -938,55 +904,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "d2b129ab-b7af-4260-9456-459abdacd6ed",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
-      "  warnings.warn(msg)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "for i, cre_line in enumerate(cre_lines):\n",
     "    labels = labels_cre[cre_line] \n",
@@ -1009,47 +930,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "83343eed-44cd-4bec-86cf-ace008173592",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1512x144 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1764x144 with 7 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "sort_order = {}\n",
@@ -1067,23 +951,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "id": "5339e649-5899-4225-a670-2eb85b3b6d9c",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x252 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "### pot mean of shuffled dropout scores regardless of clusters.\n",
     "import visual_behavior_glm.GLM_clustering as glm_clust\n",
@@ -1103,34 +974,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "b3f6ff5a-9390-4bf6-b971-42e7cd7a9b57",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "            session_number\n",
-       "all-images  1                -0.115912\n",
-       "            2                -0.218617\n",
-       "            3                -0.166648\n",
-       "omissions   1                -0.219393\n",
-       "            2                -0.272729\n",
-       "            3                -0.223157\n",
-       "behavioral  1                -0.136055\n",
-       "            2                -0.143150\n",
-       "            3                -0.143757\n",
-       "task        1                -0.014735\n",
-       "            2                -0.033877\n",
-       "            3                -0.014936\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "feature_matrix.mean()"
    ]
@@ -1156,130 +1003,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "aaa155a4-ccdb-4a88-bf8b-0cc099ae9f6f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>cell_specimen_id</th>\n",
-       "      <th>cre_line</th>\n",
-       "      <th>cluster_id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1086493015</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1086492875</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1086492808</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1086492541</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1086492205</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1445</th>\n",
-       "      <td>1120094986</td>\n",
-       "      <td>Sst-IRES-Cre</td>\n",
-       "      <td>3.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1446</th>\n",
-       "      <td>1120094677</td>\n",
-       "      <td>Sst-IRES-Cre</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1447</th>\n",
-       "      <td>1120094604</td>\n",
-       "      <td>Sst-IRES-Cre</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1448</th>\n",
-       "      <td>1120094561</td>\n",
-       "      <td>Sst-IRES-Cre</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1449</th>\n",
-       "      <td>1120094476</td>\n",
-       "      <td>Sst-IRES-Cre</td>\n",
-       "      <td>2.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1450 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      cell_specimen_id           cre_line  cluster_id\n",
-       "0           1086493015  Slc17a7-IRES2-Cre         4.0\n",
-       "1           1086492875  Slc17a7-IRES2-Cre         4.0\n",
-       "2           1086492808  Slc17a7-IRES2-Cre         4.0\n",
-       "3           1086492541  Slc17a7-IRES2-Cre         3.0\n",
-       "4           1086492205  Slc17a7-IRES2-Cre         4.0\n",
-       "...                ...                ...         ...\n",
-       "1445        1120094986       Sst-IRES-Cre         3.0\n",
-       "1446        1120094677       Sst-IRES-Cre         4.0\n",
-       "1447        1120094604       Sst-IRES-Cre         2.0\n",
-       "1448        1120094561       Sst-IRES-Cre         2.0\n",
-       "1449        1120094476       Sst-IRES-Cre         2.0\n",
-       "\n",
-       "[1450 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "familiar_cluster_labels = df_meta.reset_index()[['cell_specimen_id', 'cre_line', 'cluster_id']].copy()\n",
     "familiar_cluster_labels"
@@ -1287,142 +1014,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "c283696c-8f54-4c69-b1a7-3cb7368b1f28",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>labels</th>\n",
-       "      <th>cell_specimen_id</th>\n",
-       "      <th>cre_line</th>\n",
-       "      <th>cluster_id</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>3</td>\n",
-       "      <td>1086492406</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1086492307</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1086492221</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>1086492174</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1086491936</td>\n",
-       "      <td>Vip-IRES-Cre</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>3916</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1120113340</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3917</th>\n",
-       "      <td>7</td>\n",
-       "      <td>1120112555</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3918</th>\n",
-       "      <td>2</td>\n",
-       "      <td>1120111975</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3919</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1120111711</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3920</th>\n",
-       "      <td>1</td>\n",
-       "      <td>1120111106</td>\n",
-       "      <td>Slc17a7-IRES2-Cre</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3921 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      labels  cell_specimen_id           cre_line  cluster_id\n",
-       "0          3        1086492406       Vip-IRES-Cre           3\n",
-       "1          2        1086492307       Vip-IRES-Cre           2\n",
-       "2          4        1086492221       Vip-IRES-Cre           4\n",
-       "3          4        1086492174       Vip-IRES-Cre           4\n",
-       "4          2        1086491936       Vip-IRES-Cre           2\n",
-       "...      ...               ...                ...         ...\n",
-       "3916       1        1120113340  Slc17a7-IRES2-Cre          10\n",
-       "3917       7        1120112555  Slc17a7-IRES2-Cre           3\n",
-       "3918       2        1120111975  Slc17a7-IRES2-Cre           5\n",
-       "3919       0        1120111711  Slc17a7-IRES2-Cre           1\n",
-       "3920       1        1120111106  Slc17a7-IRES2-Cre          10\n",
-       "\n",
-       "[3921 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "### load original data clusters\n",
     "file_dir = '220627_shuffle_test/files'\n",
@@ -1436,18 +1031,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "baf8957e-c757-42fa-8fb3-bd173f810d26",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "772\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "familiar_cids = familiar_cluster_labels['cell_specimen_id'].values\n",
     "original_cids = original_cluster_labels['cell_specimen_id'].values\n",
@@ -1457,7 +1044,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "5aeb74a7-0152-4022-9688-631b1b73e18d",
    "metadata": {},
    "outputs": [],
@@ -1468,7 +1055,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "3430d02e-8356-4c1c-abf4-f526a8d711ae",
    "metadata": {},
    "outputs": [],
@@ -1480,7 +1067,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 146,
+   "execution_count": null,
    "id": "549e3abd-c988-4189-bb4e-2d9cdcbf3295",
    "metadata": {},
    "outputs": [],
@@ -1492,7 +1079,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 147,
+   "execution_count": null,
    "id": "3765dd5a-b54a-4efe-aad5-0ae30c87cb97",
    "metadata": {},
    "outputs": [],
@@ -1503,7 +1090,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 148,
+   "execution_count": null,
    "id": "40a765bb-02dd-4664-9a89-03b81d4d9ed5",
    "metadata": {},
    "outputs": [],
@@ -1515,7 +1102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 149,
+   "execution_count": null,
    "id": "a1d73cb6-b3f1-4d5c-b5be-ebb186d75578",
    "metadata": {},
    "outputs": [],
@@ -1526,7 +1113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": null,
    "id": "503b9b42-6ea8-477e-bf25-45d50ef2c0ad",
    "metadata": {},
    "outputs": [],
@@ -1537,7 +1124,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": null,
    "id": "f23d77d0-cdf8-45f6-8704-256a98f8f852",
    "metadata": {},
    "outputs": [],
@@ -1549,7 +1136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": null,
    "id": "4fac43a6-0b9d-4519-bacd-8d1aa1dc5483",
    "metadata": {},
    "outputs": [],
@@ -1565,7 +1152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": null,
    "id": "58e4a5dc-b026-45db-8e3b-211c08c1302b",
    "metadata": {},
    "outputs": [],
@@ -1576,7 +1163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": null,
    "id": "5721b4b4-2a08-49d9-8b6b-75888ce77c1d",
    "metadata": {},
    "outputs": [],
@@ -1591,7 +1178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 155,
+   "execution_count": null,
    "id": "0cb24f48-0699-4982-980f-d0f68c2a6353",
    "metadata": {},
    "outputs": [],
@@ -1606,7 +1193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 156,
+   "execution_count": null,
    "id": "16fb1997-3edb-469f-8c13-eb284a15e185",
    "metadata": {},
    "outputs": [],
@@ -1618,7 +1205,7 @@
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   {
    "cell_type": "code",
-   "execution_count": 157,
+   "execution_count": null,
    "id": "544fb6fb-fd49-499b-9287-334cec24b2ac",
    "metadata": {},
    "outputs": [],
@@ -1628,1018 +1215,10 @@
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-   "execution_count": 158,
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to Novel\"},\"font\":{\"size\":10},\"width\":500,\"height\":1000},                        {\"responsive\": true}                    ).then(function(){\n",
-       "                            \n",
-       "var gd = document.getElementById('0ab12f1a-911a-4a16-a69f-0848d345de88');\n",
-       "var x = new MutationObserver(function (mutations, observer) {{\n",
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-       "        if (!display || display === 'none') {{\n",
-       "            console.log([gd, 'removed!']);\n",
-       "            Plotly.purge(gd);\n",
-       "            observer.disconnect();\n",
-       "        }}\n",
-       "}});\n",
-       "\n",
-       "// Listen for the removal of the full notebook cells\n",
-       "var notebookContainer = gd.closest('#notebook-container');\n",
-       "if (notebookContainer) {{\n",
-       "    x.observe(notebookContainer, {childList: true});\n",
-       "}}\n",
-       "\n",
-       "// Listen for the clearing of the current output cell\n",
-       "var outputEl = gd.closest('.output');\n",
-       "if (outputEl) {{\n",
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-       "\n",
-       "                        })                };                });            </script>        </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "fig = go.Figure(data=[go.Sankey(\n",
@@ -2662,21 +1241,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": null,
    "id": "d653eec8-6163-4c9c-ad8d-f2e2b260de75",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "62"
-      ]
-     },
-     "execution_count": 116,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "len(cluster_df_unique['labels'].values)"
    ]

From 7e39bac000efcfcb6712396ac0cc555321af1805 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 10 Jan 2023 15:58:46 -0800
Subject: [PATCH 23/25] figure updates

---
 .../220922_figure4_familiar_control.ipynb     |  76 +-
 notebooks/221004_Figure4_summary_panels.ipynb | 690 ++++++++++++------
 ...ion_df_loading_for_VB_platform_paper.ipynb | 484 +++++++++++-
 .../dabase_functions_example_useage.ipynb     |   6 +-
 4 files changed, 951 insertions(+), 305 deletions(-)

diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
index 89710ad9f..3e7785a26 100644
--- a/notebooks/220922_figure4_familiar_control.ipynb
+++ b/notebooks/220922_figure4_familiar_control.ipynb
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 77,
    "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
    "metadata": {},
    "outputs": [
@@ -293,7 +293,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -305,7 +305,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -317,7 +317,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -356,7 +356,7 @@
     "    ax[1].set_ylim([0, 0.20])\n",
     "    ax[1].grid()\n",
     "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, f'eigenGap_{cre_line}.png'))\n",
+    "    fig.savefig(os.path.join(save_dir, f'eigenGap_{cre_line}.pdf'))\n",
     "    eigenGap_df[cre_line] = [ eigenvalues, eigenvectors, nb_clusters]\n",
     "    print(f'Optimal number of clusters {nb_clusters}')\n",
     "        \n",
@@ -515,32 +515,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 72,
    "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
    "metadata": {},
    "outputs": [],
    "source": [
-    "n_clusters_cre = [10,5,10]"
+    "# n_clusters_cre = [10,5,10]\n",
+    "n_clusters_cre = [6,5,7]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 73,
    "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "loading file...\n",
-      "done.\n"
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:12<00:00,  4.13it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 22.02it/s]\n",
+      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 18.27it/s]\n"
      ]
     }
    ],
    "source": [
     "import pickle\n",
-    "filename = os.path.join(save_dir, 'coClustering_matrix.pkl')\n",
+    "filename = os.path.join(save_dir, 'coClustering_matrix_6_5_7.pkl')\n",
     "if os.path.exists(filename):\n",
     "    print('loading file...')\n",
     "    with open(filename, 'rb') as f:\n",
@@ -548,7 +550,6 @@
     "        f.close()\n",
     "        print('done.')\n",
     "else:\n",
-    "    n_clusters_cre = [10,5,10] # these n clusters are based on old sil plots\n",
     "    coclustering_matrices = {}\n",
     "    for i, cre_line in enumerate(cre_lines):\n",
     "        X = cre_line_dfs[cre_line].values\n",
@@ -567,7 +568,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 74,
    "id": "b8c53087-753a-4442-83cf-da261ff24aff",
    "metadata": {},
    "outputs": [],
@@ -589,7 +590,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 75,
    "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
    "metadata": {},
    "outputs": [
@@ -603,7 +604,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -615,7 +616,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -627,7 +628,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x720 with 5 Axes>"
       ]
@@ -660,44 +661,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
-   "id": "eee0ceb6-dc57-4bf0-81a9-0391eeee6324",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "id": "a1b6ce9a-8c5f-4c77-9dfb-14b9a79c868c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'\\\\\\\\allen\\\\programs\\\\braintv\\\\workgroups\\\\nc-ophys\\\\visual_behavior\\\\platform_paper_plots\\\\figure_4\\\\24_events_all_L2_optimize_by_session\\\\220922_familiar_control'"
-      ]
-     },
-     "execution_count": 71,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "save_dir"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 76,
    "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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wIRDDmgflpDyBvWvpzgJOqf0/H/gt8JFRr8cJrPe9q9+3uI+08ygH/nOBOW3TPlvNp74+twEWVn/vXk0/fNS/eSYOwF/U/v49sLxLukdV2+E79TihVIpdA1zUvm27zOfhwCpK4d4z3oCr69udUhl6ZVua44FfAnNHvS4HXO+7A1t1GP9f1Xp+XW3cPGCvDmkfANwAXFtf95SLkWw/rgALgD8DY6P+/TN5oJysJvCitvEvqsa/bcD5bQ5cBhwFLAd+3zZ9ppc1WwD3q/6+Lz3K/Gr67cDP68cEyslRAm+pjRvKMc1hUrb5BsdQtc9fSTk327xtu98LfLw27mDgDmDT6v9Nq/9fWUvzF9W+9cxRr58JrM8HAJtVfz+XHudulMqwBD7UNv5D1fg92sYvB84c9W906Gs/GOq5AeWC/xZKxW8C32yb/rRq/KLq/zmUyqAjamkWUs71Xj/q9TPgb58PXF+VFQtr46MqU+5i3fPr7ap18dW2+QSlkcBqYOtR/y6HCe0Lz6u27aF9pn83pXJsn3HSzdj46fBbP0KpyGuVM7u3Td8VeGCH772iSv/BYedp5I8otkTEgojoVOvXmr4Z8AxKQXxea3xm3ka52H4o8JhxljHIPDapPlfUZrECqD9+dCiwJfC2XssdRNW076Qoj4CdVTXjuzHKIxpd188GLnOziNi4R5L5lPVxTWaubpt2VfW55q56Zq7IzLHh5lKdZOaf+0y6T/X56ayOKtX3xyh3vncG9uxjPm+iFOiHZmZW+063lqCb0CN+IuKJlJZQr8jMe/v8HT1FxJlRHrnYLsojkzdVzZC/FxEPHcYyADLzl5l5c4dJp1afu9XS3pOZZ3WYx7WUioz7V0NL65Hfq9rS30WpEKu3YNHw7UNpafWFtvGnAiuBfxlwfkdQ7vR2KydmdFmTmbdm5vV9Jj+AUjlxdP2YkJnfoFzAvbSWdljHNA3fMGJoL8pF5SeqczQAqnO3M4EXxNpH7jYBVmbVKqz6XMm6MXQ88J3MPG3QH9NJrO3mYXFE/Ev1uMWqiLg0Ig4dxjJaMvPaXLflYi8vrj6Xto1v/f9SOqgeudmy0zRNG8M+NziGclw9ssv0dcqm6vx/jHXj6gOUGzhHD7jsjiJiURVXh0fE0yPiF1G6wbi6epxpWE8e7Ua5ofK1+vVKVZacTLnueUkt/RbVZ/u6T0oFxWrKMUfNc2n1ufV4Cat6hNcDp2XmD6LYokvymRw/9WXuTnkyZwldWv1m5vnZuYXWetdMwzJdHlF8LqXQnRsR11N+8NvaLiAfSXnU5+wO3/9Z9fkYyp3fbgaZx4WUnfLt1cnKw4F/BN4BpQ8eysXGswc48ejXoyjNGk8EPkdpbXUQ5QD6qlaiiNiItQfd8dybmTd1GH9ktRwi4k+UAu+otguGOyPih8A/RsSbKc1z76nydQjw2cz8U/8/TyOwUfXZ6bGQ1rjHs/7jqu3+ifI4w14R8QHgL4G7I+J0yh2I+n5wNvDqat+B8njKT2HNvnsC5U7keQP+lvFsBvyQEtNvAXakKpAiYrfWhXPV3H+bAea7okMFb7vtq89r+5zn9pQ7hWO1cT+v/j80Sp9q51Au+v8ZeDTlkSxNno0oF8tZH5mZqyPiTuAvIuK+mXnDeDOKiMcCr6O0ZLklOneRMlvKmn60bjB1K6NfFBGbVxUewzqmafiGEUPj7QtPptyUPL9Ks3V1fvJ5yoXp1q3vRulT57GUR7iG7dWUFlafpBy3Xwr8d/WI8edaiapK4143EutW1iv1BvQYSkvpy+sjM/PyiLiKzjeCH0eJmfkRcTOlgviwrB4B1bQxtHODiHgupWXsHpl5b5ey6VxK9wvvjogPU8qHv6bqdiIi9qqWvXsf50aD2pdyfXE85VHbZ1JusN5E6Zqj9Ts2payDftxdu67st/xouaQaXh4RvwZOp9y4eiblscb35tpuKTSNVQ06Wsfjh1O6UwH4dh9ffxLlXOjciDiScpN+84i4gXJN85+5tguJmRw/re/Po/zu72fmlyNi0IqqQa+Z+jfsJmGDDpQD9Jsod24PpNzxS8rjGPVm6c+pxr+mwzweXk17zzjLGmgeVZ5ursYn8F1KQATlDuLnJmF9JOXi4nFt479FCZT6Ollcy9t4w/K2+e1JOYk5mFLIHUwpPBM4sUO+HgT8b9s8V1OaanZ9VA0fUZyygd6PKLYe8VnaNj4o/XclpWKz1/y3qtLdWO2LHwGeRbkQX0k5QD2wln4XymNCrf3lIuCh1bR3AhcDmwx5HZxJh6bGlP5bEnhabdyiAeJnTTPjHsueS6nAuxvYpY+8th4lObnDtCdRKj7qy78FOGDU+9lMHygV+Entsetq/KNq2+Jv+5jPPEo59p3auOW0PaJYjT+AGVrWtM17vEcUv1FNX++4QOkzM2vHkA0+pjlMzjCMGKLc0U7gYR2mHVJN+4fauHdTHl3M6vPd1fj7UVq3vGrIv3HvallXUXtcnXKxcD1wdlv6kwaIoZN6LHe8RxRvBc7pMu3nwFVt475FqUB/DvBCygXRPZTHTbYb9b7ksN423OBzA8q53FXAcbVxSdsjitX4V1PO71rLOrE6xm5U5aPnddcEft+iajm3Uzvnqpb5e+DqtvSHDxBXZ9a+t3W1n/+KtmsY1j5i/du28Q+n9CNZn+dddLimdJi+A+WmY30bLgNe0ud3X19957rqGPka4PmU6+mktCivp5+R8VP7/pspFcI7ts1v9z7z+8Uq/ZOHvZ1H3oIrM9vfInZyRPyW8ljH61nb8WWrhnFVh9msbEvTzUDzyMyvRcT2lLt+KzLzYoCIeAWlY7rnR8QmlNrfZ1B2qOMy86Pj5GM8Z2fmOW3jzqBcEC+i7KQA3wOe2uc817mzkJk/odTorhERJ1BqsBdHxCeqNC2rKAeBkynPp0M5IXobZd116qBU08d3gD8Ah1R3cb9C2dffyNqmoePFT6sFxzaUZ8hbj0t9NSIupRy430DVyWlmXhgRu1LiJ4A/ZObdEfFwSie/+2VpHXgI5YJlC0rHjYfmht0JW03p76jujOpzZ0rcQOl7od/4aaXvZSmlj4y3ZOaFvRJGxM6UjuevBP69Q5LbKHH+dUql2TaUToY/FxHPzMz/HSDfGsxSSoXTFyNiCWU77FqNv5vy6EI/d7z+H6VT5wPGSziTy5oBDVJGD+OYpsmxlA2PoUHP194eER+l9LX15yyPgEO5EfMH4ISIeAilbHgs5bGQN2eHx8cHdGLW7mpn5h0R8TNKWVD3fkqfpf3YkJZTm9J5nUFZb+us98zcry3NF6pW16dQbkS9cgPyouEbxrnB+yn9AR02XsLMPD4iTqXcsFzTMjAi3l7N410RsQ0ltp9Mqdx9T2Z+adAf1uZrmbm8lo+MiB8Ar6u14oVyTfLjPud5U21+N0XEpyj790lVC5tWJ/Otfb79GHUn8CdKJdcZrG0999GIuD0zTx7kB2pkvkZ5EmVz4G8o51T9vjG2fh20a+1c/4vV/nlgRLwvM/8IMzd+YM1L+95BuZm0bNAMRsS/U/o/+3hmnjFe+oENu8ZsSDWQ8ykF9E9r46a8BVeXeTyQspEXV/8fR2m2+neUDlTvBJ6/Ab89gc90GL+4mrbXJK/7vdrXA+UgfhHwhQ7pv0C5W9qxxQq24JqygR4tuKrpDwF+wLo18r9hbQejHx5n/vepfW+ntmnzKXfDOt45rqUL4CdUd6gpb525k9JvyJOqWDp2A9bBmcDlHcYvqvL9jkla9++u5v+xPtLuSLm4ugF4RIfpj6jWyavbxm9K6S9jOQ3rlL9pA6XQvbq2v99Dadnwler/R47z/Z2qbfjWtvHL6dCCq8s8ZlxZwxBbcFXjNuiY5jB5wxBiaKAWXF3m8TRKpc5fUVrY/o7ySO6jKS8EuRN4yAR/395VHg7qMO0kyjXFZKzXobbg6rGcZf2mdZiaYRjnBpTzrNW0tVihSwuuLvPYjXKNtk/1/3eqfav1SP56LYMH+I2Lqry8u8O0w6tpOwxpfW5Meevq3bXj1HWsfRnGr2ppH0g5Z3tf2zzmUB6FvgU7mW/kQOm+aBXlsezx0v57tW/8uMO0f6FLHUNbupkSP/9L6SJgfodl9GzBRelcfjWlPJ4/jPy0DyNvwdVJllYeV7FujWrrjtaDOnylNe7KcWY9jHkcBZybmSdVffgsBv41M38IEBH7Ufow+eI48+mlV4fbax6Ur+7ob9XvPLO/jn6XV5/1df9cSsuXTnd7vkSppHgipbmlpqksr0vfp7qLvQi4MTPPr1pQQbmj0csKqjdV0daaqYrZGxi/k8bXUPalZ1T/HwT8T1Z9lUTEe4GjI+J1OfFn0vuNn7mUx1f6dX126Aw/Ig6ntGQ8kXH6wIiIRZQL8s2Bv8/M33VI9gbKidc6d3CytAz4FqUAXESp7NAkyMwvRcRXKBcUWwAXZuZ1EfFzyoX6xePM4kOUePlqROxUGz8PWFCNuz0zr+4xj5le1nRSL6Pb1/GDWPtIGDCUY5omyRBiqL4v/LFt2rjna1E6Az6e0tr4gojYg3Jh8azMvDgifkVpffESqj5RJqivF6RExFas7XR4PHdm55eY9OMqOp/jUo0f7xy3ZTm+pGG6Gca5wUcpNwHOaSubADatxo1ll/7xqrLoBErfuz+IiO0ofUY+NTN/Dvw8Il5I6ZuovXXwIPotmzannE/1467MXPMyl8xcCRwcEf9BaeRwF2XdtNZLvfx4FeUmb/u6Xx0RX6b01/W3wP/1mRdNE5n526pftUMYvyy4ovrs9ERH63yu63XQTImfiHgW8BRKPneo9eHX6td4+4gYo7SmXudaLiJeDnwc+D7wnMy8u8/lD2RaVnBVHcBtz9qO36HceVvF+s2+YW1HgL8cZ9YbNI+I2B94OuWEDUol0MZAvTPPyykHuanwAqoO4vtwKaXgG8/O1We9w7fWydLcDunntX1qmqsuCi+rjdqXUpP+vc7fWPO9jIhfUlqQbE+t8K86ob4fPS5aIuJBlMLjNZl5YzV6e0pHjC2XU2LqvpQ7aZPpwZS71P3akbUVwMCayq13AJ+mvA0yu325qtw6k1JR8JTM/HWXpMbbNFBVZp7X+j8iHkhpzn5WVm9r62EHyhvgzu8y/U+Uvm+e3mniLClrOvkF5ULiCax/LHk8pZJkvc63J3pM0+TawBj6RfX5BEqHznWPp7SYuKjH999FeeSo1YFwqzPby6u8ZURcQSkHpsKRlAq1fnyaUqE9Eb8AXhIRD85aR/MR8WDKMenrfc5nJyaj419tiGGcG+xAOQfp9GKofarxx1Aqyzp5LeVcaN/q/3Xiqvb3VMXVm6heyNKHsygtL9eR5aUoa7pkiYjWb6t3Ou552cy2Cf29dKr1IrvtO0xrjet17TJT4meH6vNTXdJ+tfps9YEJrKnc+gSlTD8gM7s9Tr/BRhqMEXGf2oVu3bspeftGa0Rm3hYR3wCeHRF/nZm/qeaxOaWp25+ovUGxulu2LXBD607EoPNoy+sWwLHAOzOzdXfkRkqN/yNYeyL9CDas/4RBTLhflE7rvqqkOLz69xu1SX+oPv+Z9VsLtE7YfoEaJyKeAexH6Rjx0tr4TSmP/9zc1srkM5QKrtdQ+shreRWlqXavt5AcQ3ns+HO1cVex9iKe6u/WK68n2wb1wRUR/0kpGD4DvLxXi7OI2IHScmsh5U7Nud3SUuLtHygXOO+vzWMhpd+8mxi/9YOGqLrrdhTl5PaItmnbUi4YLqtdtL+Jsq3bHUt5ZOqNrL3b176sGVXWDOg0ynp+XUR8Lte+8XR/St9Kbx9vBt2OaRqtCcTQWZQYeUVEfKRVsRkRf005yT6x253fiHg05bXle2XmXdXoVqw8Avhldb6zM6WieSpMVR9crbdILmHd/h2XVJ+ntEZExDb1Fi218a+lXHgdtwH50PANdG5QtWzdFLikFisHAgs6zPtLlJuN76PL+UVVSXoE8Mpc+6bcelxdWPv7Z0yNCfch1ElE7EjpR/Yi1m2t1boOWsy615rzKV1s3AN0u2mpaSAiHpiZ67W8ioh9KK17z2wbv165lJnLIuInwB4R8beZ+asq7VxK3233UFomdVr+TIqfb7K2NVvd8yndE7yZ8tj0La0JEbGY0nrtDOCZVQvKSTPq2ua3RcTjKRd+l1Gaye1LuYtwDqUPhrrDgL8Hvh8RH6GsuFdSatb3a2s98SzKHed3srbSZtB51L2HcpHxodaILK/W/Tzl9e5BuTu2L+U53DUiIoFLM3PROOtjIFXFQ69HXHr5bvUY6LmUANuO8nrrnYGjq6aSLd+kHND3jdL56Feq8c+mPM//pVaQw5rKxX+t/t2u+vy7iGh1Sv71zPztBPOtmoh4GWtr0u9HefyptZ4vzczP1NJ+ktI09TzKRegTKSfCv2Ddyiooz4L/gPXvJJ9IOUH6t4i4L/AjysH4YEprlfbO3VvLfg6lOWv7K2Q/C3wqIpZSDpZvp7wxbnXtu2dS+obbMWudJm6o6uDa3jKgL9UFwDspx63TgRfHuq/Zvjarzl6rCosfUFq1HA3sEhG7tM3yf3Ntp8hLKev4fRHxCMqdxW0ox6ltgdd2elRSw1Hd8Pg55Q7UMsoJzoso/fa8NTN/0PaV91Iq+vehOkHKzI77VUR8ELgtM7/cIwszrayhdkxqddr7yNq4H7Yeu8zM66N0vvpB4PTqNz+IcqF+ASU26vMd5JimKTKkGLo7Il4PnAr8KMpLcLakPKZ1PV3uOkd5bfknKB3Xnl2bdA7lJubJUTqj/6dqfl+ofXdvqnIvMxdP6Md3kZl/YO1F8kCqGyQvq/7dtfrcP8qLKaD0pXdptZxvRcQ3gTdW52JnU1rBHUR5LKZ+MXNgRBxEeWvrcso1wd6UFwRcQv939jU1ljLYucHJVOdOVK3PM7NjC77q/OWaccqmYynH61NbIzLziuoc7cjqcatHU/bR19bmvYhyHDgrM/fu98f2IzP/TLmQHlhEHExpKf0jyk3Vv2JtJcXz2lqXnEgpU15Txd33KOXZSyl9OH0gMyf7qQNtmOOqSqszKC3NN6bsry+k9F3Y/sKn9cqlyr9S9pnTI+IoyvnaCyjXTe+qWpR3MmPiJ8uLkNarCI+I1jXeGZn5y9r4ZwCfpNS5nAo8p+2a6bbM/Nqg+RgvkyMbKHccvkfpE2AlpTn5ecBbgI27fOdhlLu8Y5T+gH5MedynPd1iunRu3u88aukfT7l7vl6naZQTpJMoO/hllAq0qE3fosrHT/pcJ0mHDnhrv2fvIa37N1NOfK6ndLA4Rjmxe1GX9FtQLrwuoDzmuZLyyOehwLy2tIvo/arRxaPc72bSQDnodlvPZ7alPZhSoXkz5WLwd1WsderQee8e++JmlLt8y6u4uJLSr0PHDjZZ+0rqN3SYFlXMXFbF0KeBLdvSnFsdGxb2uT6Wdxjf2icPH9J6P2mcffzMDsvuNezdNv+/rNbFFVV83gL8EHj2qPe5mT5Q7m5/nnJCsZLSl9b3gKeNsy/s3ce8l9Ojk3lmYFlTW1a34fAuefhNtf6vozSDv3+HdH0f0xymbhhmDFEuQH9GOVe7Cfgy8Jc9ln0o5RGPLTpM24VycXMr5aUsT2+bvn+VjyP6+I170+V8hiF3Ml9bVr/lx8aUTvSXU87X/ky5eTS/Ld2elEcWL6viZyWlv7P30Ud56zD1AwOcG7D2/HBRH/NNenQyT2mZcSsdXspAqVz7GuU64mJKi/b69EdU8z+lj3ws6lEuHN7v7+lzXT6Jct1zfRUnl1IqIbbrkv7+lHPdZZRy+nZKRf4rqZXFDtNzqPbhb1blw8rqmHcB5cZzp/36pE7H12raI6tj51g1r193Kgvalj2j4qfL8lvL2L3L+G7D8mHnJaoFa5JUtZanAU/O9e9aSuohIramnHwckZnvGHV+pOnKskbaMBHxYUrl6k7Z4dE9SYOLiH+jtMrdLTN79ZsnqY3xMzFzRp2BWeBplLsiXnBIg3sKpYLr/eMllGY5yxppwzyNcjPFyi1peJ4GfMyLc2lCjJ8JsAWXJEmSJEmSGs0WXJIkSZIkSWo0K7gkSZIkSZLUaFZwSZIkSZIkqdHmjWrBd9xl51+TYc6cGHUWBrLxPJqV4Wlik/2OMn4my7yNRp2Dvt152sHGzwR8+/zrGhU/8xp0XH/eu7476iz07ebPv6w5K3aa2eTJRzQmhj71ocWjzkLfnrHrdqPOwkA2WxDG0ATctqo510DbHnjyqLMwkCs//bJRZ6FvW27coMJ9Gvnqb69pTPwA3LTqrlFnoW/327g510D7P+IBXePHFlySJEmSJElqNCu4JEmSJEmS1GhWcEmSJEmSJKnRrOCSJEmSJElSo1nBJUmSJEmSpEYbSgVXRCyOiIyIRw1jfpIkSZIkSVK/bMElSZIkSZKkRrOCS5IkSZIkSY1mBZckSZIkSZIazQouSZIkSZIkNZoVXJIkSZIkSWq0eZO9gIhYCCxsH3/ltStYuHC90ZJqusXPRk99LzF/0ynPj9Qk3eLn1J9exOZbbjXl+ZGapmsZ9MS3EvM3mfL8SE3SLX4uv8ZrIGk83eLnMz+6gM08h1MPU9GCawmwrH045uilU7BoqfGW0CF+7ll21ijzJDXFEjrEz2mf+fgo8yQ1yRI6lUFX/HSUeZKaYgkd4udYr4GkfiyhQ/x845QTRpknNcCkt+AClgIntY987b8uWTYFy5aabikd4mfejnsZP9L4ltIhfp75slcZP1J/ltKpDNp+D2NIGt9SOsTPIV4DSf1YSof42f8lrzR+1NOkV3Bl5hgw1j7+jrtyshctNV63+Nlkv6OmPC9S03SLn2+ff92U50Vqoq5l0JOPmPK8SE3TLX5uW+U1kDSebvHz1d9eM+V5UbPYybwkSZIkSZIazQouSZIkSZIkNZoVXJIkSZIkSWq0oVRwZeZJmRmZed4w5idJkiRJkiT1yxZckiRJkiRJajQruCRJkiRJktRoVnBJkiRJkiSp0azgkiRJkiRJUqNZwSVJkiRJkqRGs4JLkiRJkiRJjWYFlyRJkiRJkhotMnMkC77j7hEteIYLYtRZGMgm8xuW4WnipjvubUz8zIlmbeKkMauWhZvMbdbKnSZuWbm6ORsZaFIIrbx79aiz0Lf7bT6vQWt2ehm7szll0Nw5zdnMTSsvN1vQsAxPE7etas410KiuEydqboNOizadb/xMxGUrVjVqp5zXoDKoSWfH22+9oOuKtQWXJEmSJEmSGs0KLkmSJEmSJDWaFVySJEmSJElqNCu4JEmSJEmS1GhWcEmSJEmSJKnRBqrgiohHRsQXIuLqiFgVEZdFxCcjYsfJyqAkSZIkSZLUS98VXBHxfOBc4EnAx4FDgM8DzwJ+ExFPmpQcSpIkSZIkST3M6ydRROwMnARcCPxdZq6oTTsO+CnwpYh4eH2aJEmSJEmSNNn6bcH1JmAT4OD2CqzMXA4cCjwAOHiouZMkSZIkSZLG0W8F19OBZZn5ky7TvwSsBPYbSq4kSZIkSZKkPo1bwRURWwHbAb/tliYzVwEXAQ8bXtYkSZIkSZKk8fXTB9cW1eet46S7FdiyfWRELAQWto+/8roVLFy43mhJNd3iZ9mVN7CV8SP11C1+Lr36RssfqQ/dYmj5VZZB0ni6xc/l13gNJI2nW/z89s/XsNVW642W1ujnEcVWxdYWPVOV6Z0qwZYAy9qHY45a2l8OpdltCR3i57hjjhxlnqSmWEKn+Pmo8SP1aQnGkDRRS+gQP8cevXSEWZIaYwkd4udTxx89yjypASIzx08UcRWwMjP/osv0jYAx4NzMfGLbtIV0bsG1zLsXwxfEqLMwkE3mNyzDU6xHC65lTbl7PieatYmT8Y+J08XCTeY2a+VOsR4tuBpV/jQphFbevXrUWejb/Taf16A1Oxo9WnA1pgyaO6c5m7lp5eVmCxqW4SnWowVXY8qgfq4Tp5O5DTot2nS+8dNLjxZcy5rUgmteg8qg1Q0K9+23XtB1xfbziCLAt4BXRMQemfnTDtOfC2xcpVtHZo5RKr/WccfdDVqD0oh0i5+b7rh3yvMiNU23+LllZXMqYaRR6hZDY3daBknj6RY/t63yGkgaT7f4uWzFqinPi5ql37cofpDylsTjI2Lr+oSIeAjwfuBa4GPDzZ4kSZIkSZLUW18tuDLzwoh4OXAy8LuI+ARwGbAz8CpgAbBfZq6YtJxKkiRJkiRJHfT7iCKZ+fmI+CNwGPBqYBvgOuA04L8y88+Tk0VJkiRJkiSpu74ruAAy8zzgBZOTFUmSJEmSJGlw/fbBJUmSJEmSJE1LVnBJkiRJkiSp0azgkiRJkiRJUqNZwSVJkiRJkqRGs4JLkiRJkiRJjWYFlyRJkiRJkhrNCi5JkiRJkiQ12rxRLTiIUS16YPeuzlFnoW9zrbKcFeY3aEMnzYkfgNWrm3Ns0sTcfe/qUWdhIPfc25wYatKxSRM3d05zjpNNOt/U7LDy7ntHnYW+Na28XDCvOWXQpvNHdhneaNfdvGrUWRjIBStuGXUW+nbzyntGnYW+vXbPRV2nNecoIEmSJEmSJHVgBZckSZIkSZIazQouSZIkSZIkNZoVXJIkSZIkSWo0K7gkSZIkSZLUaH1XcEXE4ojItuHaiPh+ROw1mZmUJEmSJEmSupnI+0nfClwGBLAtcBDw/YjYMzN/OczMSZIkSZIkSeOZSAXXtzPzvNY/EfFZ4ErguYAVXJIkSZIkSZpSw+iD60bgHmD+EOYlSZIkSZIkDWQiLbgWRsR9KY8oPhB4E5DAF4eZMUmSJEmSJKkfE6ng+kHb/7cDL8jMc4aQH0mSJEmSJGkgE6ngejVwSfX3dtX/p0TE0zLzR0PLmSRJkiRJktSHiVRwndPWyfyXKRVeRwJ/2544IhYCC9vHX3XdTSxcuN5oSTXd4ufya1YYP9I4usXPJVdcz1bGjzSubjF02TU3WgZJ4+gWPxdfbhkkjadb/Jxx3qVsseV6o6U1NriT+cy8A/gZ8DcRsVmHJEuAZe3DR49auqGLlmaDJXSIn2OPXjrCLEmNsYQO8XP8MUeNMk9SkyyhYxl05CjzJDXFEjrEz8eOtQyS+rCEDvHz+U8dN8o8qQEiM/tLGLEYOBH4m3oLrmraN4H9gAdm5rVt0xbSuQXXsqbc/bt3dX/raDqYOydGnYWBbDKfZmV4ivVowdWY+EmaEz8Aq1ePOgf922qThgX8FOvRgmtZk+6e33Nvc2Jo/txhvJx5amyz2VzjZxw9WnA1pgyKBp1mRHOyCsBmC5qW46nVowVXY8qgu+9t0EkRsGBec8qg+2w2z/jpoUcLrmVNasF1wYpbRp2Fvt288p5RZ6Fvr91zUdf4mcgjiuuodr4nANcC17VPz8wxYKx9/J13b+iSpZmvW/zctqo5F7zSqHSLnxtvb04BLo1Stxi6dVWzLnqlUegWPzfcZhkkjadb/PxyWXMqjDQaE6ng2jcidqv+3hY4CNgGOCT7bQ4mSZIkSZIkDclEKriOqP19J/A74MWZ+fnhZEmSJEmSJEnqX98VXJl5EnDSpOVEkiRJkiRJmoDm9MQnSZIkSZIkdWAFlyRJkiRJkhrNCi5JkiRJkiQ1mhVckiRJkiRJajQruCRJkiRJktRoVnBJkiRJkiSp0azgkiRJkiRJUqPNG9WCM3NUix5YxKhzIK1r1T33jjoLfWtQqAMwd44BP9PNm9OseztzojlB1LR41wQ1aDtngzI7x/JnVthofnPKoAXzmpNXgHnG0Iy33dYbjzoLA3ngwo1GnYW+bbpgZFVDQ9Wso5YkSZIkSZLUxgouSZIkSZIkNZoVXJIkSZIkSWo0K7gkSZIkSZLUaFZwSZIkSZIkqdH67io/ou/XOO2Ymcsnlh1JkiRJkiRpMIO8C/Jlbf8vAXYA3tA2/voNyZAkSZIkSZI0iL4ruDLzs/X/I+K5wH3bx0uSJEmSJElTyT64JEmSJEmS1GhWcEmSJEmSJKnRrOCSJEmSJElSo1nBJUmSJEmSpEYb5C2KExIRC4GF7eOvvHYFCxeuN1pSTbf4ueSK69nK+JF66hY/y6+60fJH6kO3GLrsamNIGk/X+LnG+JHG0y1+/rD8Wrbaar3R0hpT0YJrCbCsfTjm6KVTsGip8ZbQIX6OP+aoUeZJaooldIif4z565CjzJDXJEjrE0LHGkNSPJXSKn6ONH6kPS+gQP5847uhR5kkNEJk5sS9GfA14VGYuGifdQjq34FrWlLsXE1tDozEnYtRZGMgm82lWhqdYjxZcy5rSgmuCh5iRmTunObvk1pvObU5mR6BHC67GlD8AqxsURA3KKttsZvyMp0cLrkbFUFPMbdguuen8hp10TrEeLbgaEz9NOqYDzGvQOdymC4yfXnq04FrWpBZcTTqH23TBpD/cNzS9zuEm/Vdk5hgw1j7+jruas7GlUekWPzfefs+U50Vqmm7xc/Odq6c8L1ITdYuhW1caQ9J4usbPKuNHGk+3+Llq7K4pz4uaxU7mJUmSJEmS1GhWcEmSJEmSJKnRJvyIYmYeMMR8SJIkSZIkSRNiCy5JkiRJkiQ1mhVckiRJkiRJajQruCRJkiRJktRoVnBJkiRJkiSp0azgkiRJkiRJUqNZwSVJkiRJkqRGs4JLkiRJkiRJjRaZOeo8DEVELASWAEszc2ykmelDk/LbpLxq4pq0nc2rppsmbecm5RWal18NrmnbuEn5bVJeNXFN2s7mVdNNk7Zzk/IKo8nvTKrgWgQsA3bMzOWjzc34mpTfJuVVE9ek7WxeNd00aTs3Ka/QvPxqcE3bxk3Kb5Pyqolr0nY2r5pumrSdm5RXGE1+fURRkiRJkiRJjWYFlyRJkiRJkhrNCi5JkiRJkiQ1mhVckiRJkiRJarSZVME1Bryz+myCMZqT3zGak1dN3BjN2c5jmFdNL2M0ZzuP0Zy8QvPyq8GN0axtPEZz8jtGc/KqiRujOdt5DPOq6WWM5mznMZqTVxhBfmfMWxQlSZIkSZI0O82kFlySJEmSJEmahazgkiRJkiRJUqNZwSVJkiRJkqRGs4JLkiRJkiRJjWYFlyRJkiRJkhptxlZwRcSDI+JTo85HS0QsjIj9ImKPiIi2aZtFxH+OKm/tImK3iHhlROxa/f/wiDghIk6OiH8Ydf40+YyfiTN+ZPxsGGNIxtDEGT8yfibO+JHxs2GmQwxFZk7FcqZcRPw18KvMnDsN8rIrcDpwP0ql4q+A52TmpdX0BwBXTZO87gt8DbgV2Ax4FnAycB4l73sB/5iZp48oi5oCxs/EGD8C42dDGEMCY2iijB+B8TNRxo/A+NkQ0yWGGlvBFREHjpPkIcA7p8MGj4ivA/cALwO2BI4E9gD2ycw/TaedMyJ+CpyRmW+LiBcCxwLHZeZbq+nvBR6dmd7FaDDjZ3IYP7OD8TN5jKHZwRiaHMbP7GD8TA7jZ3YwfibPdImhJldwrQbuALr9gDnAxtNhg0fEdZQd8fzauA8DLwD2AW5mmuycEXEzZce7OCLmAKuAx2bmr6vpuwGnZ+YDR5lPbRjjZ3IYP7OD8TN5jKHZwRiaHMbP7GD8TA7jZ3YwfibPdImhJvfBdRVwYGZu0WkA9hx1Bms2oi2IMvONwBeBM4GHjSBPvawGyMzVwEpK8LTcCmw1ikxpqIyfyWP8zHzGz+QyhmY+Y2jyGD8zn/EzeYyfmc/4mVwjj6EmV3CdC/xtj+kJRI/pU+lCYPf2kZn5BuBLwGlTnqPulgM71/5/AnBZ7f8HA9dMZYY0KYyfybEc42c2MH4mz3KModnAGJocyzF+ZgPjZ3Isx/iZDYyfybOcaRBDTa7g+iDwkx7TL6Y03ZsOvgq8qNOEzHw98FmmTyB9DFjQ+iczf5+Z99Sm70epMVazGT+Tw/iZHYyfyWMMzQ7G0OQwfmYH42dyGD+zg/EzeaZFDDW2Dy5JkiRJkiQJmt2CS5IkSZIkSbKCS5IkSZIkSc1mBZckSZIkSZIazQouSZIkSZIkNZoVXJIkSZIkSWq0/w+VG4RelciY1gAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
+       "<Figure size 1512x144 with 6 Axes>"
       ]
      },
      "metadata": {
@@ -719,9 +691,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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       "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
+       "<Figure size 1764x144 with 7 Axes>"
       ]
      },
      "metadata": {
diff --git a/notebooks/221004_Figure4_summary_panels.ipynb b/notebooks/221004_Figure4_summary_panels.ipynb
index 9b2f39ae5..b810f4460 100644
--- a/notebooks/221004_Figure4_summary_panels.ipynb
+++ b/notebooks/221004_Figure4_summary_panels.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "8acc5778-9f02-45df-a9da-9f1ade4f5084",
    "metadata": {},
    "outputs": [],
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "id": "9fef994d-8ab6-4360-a891-503f4c8625c2",
    "metadata": {},
    "outputs": [],
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "f09b18e7-dd48-469d-b4cd-7854ac237cfb",
    "metadata": {},
    "outputs": [],
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "id": "b7a8ccae-1a5f-4e85-a00a-e14e7cc89002",
    "metadata": {},
    "outputs": [],
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "81e80dd2-c087-4e2a-b7f8-2bafa15acd2f",
    "metadata": {
     "scrolled": true
@@ -89,7 +89,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "868f4cb8-21c4-4907-8666-6515fd3a67c6",
    "metadata": {},
    "outputs": [
@@ -122,7 +122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 7,
    "id": "454fb9e9-d7fa-4c5b-8c85-078e0e4444c9",
    "metadata": {},
    "outputs": [],
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 13,
    "id": "05f4496b-6056-4bcf-bfa3-e9400b3daaaf",
    "metadata": {},
    "outputs": [],
@@ -530,7 +530,7 @@
     "cre_line_dfs = {}\n",
     "for cre_line in cre_lines:\n",
     "    cids = df_meta[df_meta['cre_line']==cre_line].index.values\n",
-    "    df_cre = feature_matrix.loc[cids].copy()\n",
+    "    df_cre = all_feature_matrix.loc[cids].copy()\n",
     "    cre_line_dfs[cre_line] = df_cre"
    ]
   },
@@ -624,7 +624,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 20,
    "id": "48e6c60f-848b-4faa-9c72-68d2a807bd3e",
    "metadata": {},
    "outputs": [
@@ -685,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 21,
    "id": "0465a705-26b9-420d-810c-82681f256627",
    "metadata": {},
    "outputs": [
@@ -750,7 +750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 22,
    "id": "9f16b2cd-a710-45c3-a9f5-6c2b79803e47",
    "metadata": {},
    "outputs": [],
@@ -770,7 +770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 23,
    "id": "83e95b4e-7d13-4aa4-9d43-7c603cdd195f",
    "metadata": {},
    "outputs": [
@@ -780,7 +780,7 @@
        "<AxesSubplot:xlabel='experience_level'>"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -812,7 +812,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 24,
    "id": "d1c27a88-55ff-44a1-bf6a-67787137a4c4",
    "metadata": {},
    "outputs": [],
@@ -846,7 +846,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 25,
    "id": "6726d84d-36ed-438e-a04f-73ff6a3d5ad6",
    "metadata": {},
    "outputs": [],
@@ -917,7 +917,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 26,
    "id": "7733d152-6b7d-4daa-83e7-eeac0ef61628",
    "metadata": {},
    "outputs": [
@@ -937,7 +937,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 27,
    "id": "6b6a0505-0fe7-43ae-bd65-054628b3d605",
    "metadata": {},
    "outputs": [
@@ -947,13 +947,13 @@
        "<AxesSubplot:xlabel='cluster_id', ylabel='sse'>"
       ]
      },
-     "execution_count": 90,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -970,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 28,
    "id": "046d36e7-2ee7-4cc8-8d3b-fcb6853e6979",
    "metadata": {},
    "outputs": [],
@@ -1033,7 +1033,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 29,
    "id": "75288c06-8bdb-48a4-ab4f-4bb2f413805a",
    "metadata": {},
    "outputs": [
@@ -1053,7 +1053,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 30,
    "id": "41eef610-0004-4438-914a-bc30c3d5a0ae",
    "metadata": {},
    "outputs": [
@@ -1063,13 +1063,13 @@
        "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
       ]
      },
-     "execution_count": 94,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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yMjKoX78+4PuV+JkgW7p0KcuXL6d+/frs3buX5cuXc+rUKaZNm8aRI0cAmDlzJtdff32JX0tVoJAQkTILnip8wIAB9OvXj1GjRrFx40aOHDnCRx99BBCYnXTBggVMmTKFLVu2lHpdR48eZcOGDTz88MOF2ocPHx7Y3RQTE8OWLVs86wo1++y2bdvo1KkTDRt6Tzf/73//m+3bt3PRRReRk5PDwIEDWbt2LS1atODQoUMkJiayc+dO4uLiSv26KisduBaRMjszVfj69esZOHAgr732Gt27d6ddu3bs3r2bCRMmsHLlSr73ve+d9zqeeeYZ4uPjadasGS1atGDgwIGFnl+1alVgorwz4eNVl9dlTM+lX79+XHSR7xjNu+++y2effcZ1111HQkIC1113HWbGvn37zvs1VkYKCREpN0WnCk9PT2fXrl1cc801rFu3jvj4eE6ePFlsuTfffDMwXfacOXNCjp2UlMT27dv59NNP2bFjB3/5y1/Ou67169cXmzK8R48e7N2796zXYig6RXf37t0DwZSamsqBAwcCV4urLhQSIlJmXlOFN2nShOjoaH72s58xb948srOz+frrr2nQoAHffvttoP+1114b+KCdOnXqWdfVvHlzHnvsMR566CFOnDhxXnV16NCh2JThnTp1YujQoYwbN46j/pmb8/PzWbx4Md99912xsfv27cvevXv55z//GWhLSUk555TiVY2OSYhImXlNFf7dd99xxRVXAL4P3HvuuYeWLVvStGlTunTpQteuXfnBD35QqgPXANdffz2XXHIJCxcuZNKkSUDhYxIAixcvpkmTJuecwjzYsmXLePDBB+nVqxexsbEUFBQwePDgkLvJGjZsyMsvv8zUqVOZNGkSubm5dOzYkVdeeaXQ9SKqOk0VXkRFTBVekTRVeHhoqnCpDjRVuIiIlCuFhIiIeFJIiIiIJ4WEiIh4UkiIiIgnhYSIiHhSSIiIiCf9mE6kmqio35+c6zci1113HcOGDWP8+PGBNuccF110Ee3atWPmzJn079+/VOucMWMG3333HXPnzmX9+vUMHjyYzp07k5eXR6NGjVi4cCE/+MEPABg9ejTr1q2jcePGgeV///vfM3z4cLZv386vf/1rcnJyyM3NJS4ujr/97W80a9Ys5Hqfe+455s6dy4kTJ6hbty6dOnVi9uzZtG3btlT1VycKCREpkzFjxvDoo48WCon169cTFRXFP/7xj3L59fGll14amLTvd7/7HZMnT+b1118PPD9t2jQmTpxYbLmbb76ZRx55hCFDhgC+6cDPXKioqMWLF/OnP/2JNWvW0KlTp8DryMrKKhYSeXl5xMTUjI9P7W4SkTIZNmwY+/btY/fu3YG2p59+mttvv52BAwfy6quvAr5v/GPHjqVv37507tyZsWPHkpubW+r1DRgwoETXkgDfXE2tWrUKPO7UqVOhSfqCPfjgg8ybNy8QEGfW1bt3b9LT02ncuDFTpkyhZ8+eLF68mEOHDjF8+HB69+5Nt27dik1dXl0oJESkTGJjY7nlllt4+umnAd/1HlavXs1tt91WrO/777/PW2+9xUcffcT+/ftZtGhRqdZVUFDAmjVrGDFiRKH2WbNmBWZ0TUhICFx97r777qN///4MGjSI6dOn8/HHH4cc9/Dhw2RkZNCnTx/PdX/11VckJibywQcfMH78eJKSkvjVr37F5s2b2bp1K6+//jpvv/12qV5PVRC2kDCzzmb2npml+W87naVvFzM7bmZzw1WfFJacnExSUhLJycmRLkWqgDFjxvDss8+Sn5/Piy++yJVXXknr1q2L9bvpppuoV68eMTEx3HbbbfzjH/8o0fgfffQRCQkJNGvWjLfffpu77rqr0PPTpk0rNGV3QkIC4Hsfp6WlkZSUxP79++nVqxcbN248r9dYu3ZtfvGLXwBw7Ngx1q9fz69+9SsSEhLo3bs3Bw8eLLQ1VV2Ec6fak8AC59xyM7sVWAhcVbSTmUX7n1sdxtqkiKysLDIzMyNdhlQR8fHxtGzZktdff52nn346MDNrSXz11VdcffXVAHTp0oUXX3yxWJ8zxyRyc3MZMWIEv/zlL3nppZdKNH7Lli259dZbufXWW6lTpw6rVq2iYcOGjBo1CoCBAwcyb948WrVqxebNmxk0aFDIcerWrRs4vlJQUICZkZKSUuza19VNWLYkzKwp0BNY4W9aAfQ0syYhuk8DXgXSzjJenJm1D/4Din9tEZGwGTNmDDNmzCAtLY1hw4aF7LNy5UqOHTtGXl4ezz77LFdddRWNGjUKbAGECohgsbGx/OUvf+GNN95g27Zt56xpzZo15OfnA3Dy5El2795Nhw4d6NatW2Cd8+bNA+D+++/nN7/5DZ988klg+Y0bN7J58+Zi49avX5/+/fsza9asQNuBAwfIyso6Z01VTbi2JNoAmc65fADnXL6ZHfS3Z5/pZGbxwLXAQOD+s4w3CZheYdWKVEGRns785ptvZsqUKdx5553ExsaG7JOYmMigQYM4fPgwAwYM4M477yz1epo1a8aUKVN48MEHWb16NeA7JrF48eJAn/HjxzN+/HhWrlxJcnIytWvX5vTp01xzzTUhz4ICGDduHHXq1GH48OGcOHGCqKgo4uPjmT17diBogj333HNMnjyZbt26Ab7gWLJkCc2bNy/1a6rMKs05XGZWC1gE3O4PkbN1nw8sLdLWGthUIcWJyDk1bNiw2JXi1q9fX+hxfHw8Tz311DnHmjFjRuD+gAEDAqe/nvHAAw8E7i9dutRznOXLS3d9mKSkJJKSkkI+9+WXXxZ63Lx5c1asWBGyb3USrpA4ALQys2h/AEQDLf3tZ7QALgLW+gMiDjAza+CcK/R1wzmXA+QEt1WnK0GJiFQWYQkJ59xhM0sFRgLL/bfbnHPZQX0+BwI/mTSzGUA959yUcNQoIhXrbN/4pfIK5+8kxgN3m1kacLf/MWa21swuD2MdItVCdbn0sITH+b5fwnZMwjn3MVDslyrOucEe/WdUdE0iVVV0dDSnT5/2PEAsUtTp06fPayoR/eJapAqKi4vjiy++oKCgINKlSBVQUFDAF198wQUXXFDqZSvN2U0iUnKNGzcmIyODPXv2RLoUqSLq1q1baKbcklJIiFRBUVFRNXr6agkf7W4SERFPCgkREfGkkBAREU86JlHFvbDrk3N3Og9Hc08Hbst7HW3KdTQRqUjakhAREU8KCRER8aSQEBERTwoJERHxpJAQERFPCgkREfGkkBAREU8KCRER8aSQEBERTwoJERHxpJAQERFPCgkREfGkkBAREU+aBVZCqn9ho0K3IlIzKSQkpMETJke6BBGpBLS7SUREPCkkRETEk0JCREQ8KSRERMSTQkJERDwpJERExFOpQsLMGpnZKDNL9j9uaWatS7hsZzN7z8zS/LedQvS53cw+NLNUM9thZr8qTX0iIlK+ShwSZvZjYA9wC3C/v7kT8JcSDvEksMA51xlYACwM0eevQLxzLgHoC/zWzLqXtEYRESlfpdmSmA/c5Jz7KZDnb3sf6H2uBc2sKdATWOFvWgH0NLMmwf2cc0ecc87/8PtALcAhIiIRUZpfXLd3zv3df//MB3duCcdoA2Q65/IBnHP5ZnbQ354d3NHMhgL/DVwE3OOc21F0MDOLA+KKNJdot5eIiJRcabYkPjKza4u0/QQo9iFeFs65l51zlwGdgVFm1iVEt0nAZ0X+NpVnHSIiUrotid8Cr5rZa0AdM1sI3AAMK8GyB4BWZhbt34qIBlr620Nyzn1uZpuBIfiOhQSbDywt0tYaBYWISLkq8ZaEc+7fQHdgF7AE37f33s65lBIsexhIBUb6m0YC25xzRXc1XRJ0vzEwkBBbKs65HOdcevAfkFHS1yIiIiVTqllgnXMHgdkAZlYHKCjF4uOBZWb2APANkOQfZy3wgHNuC3CnmQ0CTgMGPO6ce6s0NYqISPkpcUiY2VzgJefcZjO7HlgFODO7yTn3yrmWd859DPQJ0T446L7mpxYRqURKc+D6FmCn//4DwK3AUODh8i5KREQqh9Lsbvq+c+64mTUCOjrn/gpgZu0qpjQREYm00oREmpndAlwMvA2Bg8snKqIwERGJvNKExF3AY/h+QPf//G3XAjqwLCJSTZUmJOoBtzrnPjWzFma2DN/ZTVMrpjQREYm00hy4foL/zNn0KL55lQqAReVdlIiIVA6l2ZJo5f8VdAy+3Uzt8O16OlghlYmISMSVJiSOmFkzoCvwkXPuOzOLxbdFISIi1VBpQuJ/gBQgFt8EewBXAh+Xc00iIlJJlDgknHOPmNnfgHzn3Cf+5kzgjgqpTEREIq60czelne2xiIhUL6W6xrWIiNQsCgkREfGkkBAREU8KCRER8aSQEBERTwoJERHxpJAQERFPCgkREfGkkBAREU8KCRER8aSQEBERTwoJERHxpJAQERFPCgkREfGkkBAREU8KCRER8aSQEBERTwoJERHxFLaQMLPOZvaemaX5bzuF6HO/me0ysw/NbKuZXRuu+kREpLhwbkk8CSxwznUGFgALQ/TZDCQ657oDY4AXzaxOGGsUEZEgMeFYiZk1BXoC1/ibVgCPm1kT51z2mX7OuTeDFvsQMKARkFFkvDggrshqWpdv1SIiEpaQANoAmc65fADnXL6ZHfS3Z3sskwR84pzLCPHcJGB6RRQqIiL/Ea6QKBUz+zHwEP/Z8ihqPrC0SFtrYFPFVSUicn6Sk5PJysqiefPmzJ49O9LllEq4QuIA0MrMov1bEdFAS397IWZ2BbAcGOac2xNqMOdcDpBTZLnyrllEpFxkZWWRmZkZ6TLOS1hCwjl32MxSgZH4AmAksC34eASAmSUCLwLDnXMfhKM2EZEz/rV2e4WMe/J4buC2vNdx5eD4ch2vqHCe3TQeuNvM0oC7/Y8xs7Vmdrm/zxNAHWChmaX6/7qFsUYREQkStmMSzrmPgT4h2gcH3U8MVz0iIuES16BhoduqpFIeuBYRqU5uGz4+0iWcN03LISIinhQSIiLiSSEhIiKeFBIiIuJJISEiIp4UEiIi4kkhISIinhQSIiLiSSEhIiKeFBIiIuJJISEiIp40d5OIVClV+QI+VZFCQkSqlKp8AZ+qSCEhIhXmhV2flPuYR3NPB27Le/w25Tpa9aBjEiIi4klbEiJSpdS/sFGhW6lYCgkRqVIGT5gc6RJqFO1uEhERTwoJERHxpJAQERFPCgkREfGkkBAREU8KCRER8aSQEBERTwoJERHxpJAQERFPCgkREfEUtpAws85m9p6ZpflvO4XoM8jMtpjZKTObG67aREQktHBuSTwJLHDOdQYWAAtD9PkUuAOYE8a6RETEQ1hCwsyaAj2BFf6mFUBPM2sS3M85t885lwrkhaMuERE5u3DNAtsGyHTO5QM45/LN7KC/Pbu0g5lZHBBXpLl1GWsUEZEiqupU4ZOA6ZEuQkSkugtXSBwAWplZtH8rIhpo6W8/H/OBpUXaWgObzrtCEREpJiwh4Zw7bGapwEhguf92m3Ou1Lua/OPlADnBbWZWtiJFRKSYcJ7dNB6428zSgLv9jzGztWZ2uf9+PzPLAH4DjDOzDDO7Now1iohIkLAdk3DOfQz0CdE+OOj+O+gAtIhIpVFVD1yLSDlJTk4mKyuL5s2bM3v27EiXI5WMQkKkhsvKyiIzMzPSZUglpZAQqSKOPr+8QsZ1R48Gbst9HfFXlO94EnYKCZEarkm9eoVuRYIpJERquAev0wmE4k1ThYuIiCeFhIiIeFJIiIiIJ4WEiIh4UkiIiIgnhYSIiHhSSIiIiCeFhIiIeFJIiIiIJ4WEiIh4UkiIiIgnhYSIiHhSSIiIiCeFhIiIeFJIiIiIJ4WEiIh4UkiIiIgnhYSIiHhSSIiIiCeFhIiIeFJIiIiIJ4WEiIh4UkiIiIgnhYSIiHgKW0iYWWcze8/M0vy3nUL0iTazBWb2iZntM7M7wlWfiIgUF84tiSeBBc65zsACYGGIPrcAFwOdgCuAGWbWPmwViohIITHhWImZNQV6Atf4m1YAj5tZE+dcdlDXm4CnnHMFQLaZrQZuBOYUGS8OiCuymnYAGRkZZar1u+zsc3eqRLIzy/Z6IyHmi2ORLqHU0tMviHQJVe69CVXv/VkT35tBn5nRoZ4PS0gAbYBM51w+gHMu38wO+tuD3/ltgf1Bjz/39ylqEjA91Ir69+9fHvWKiNQ0LYBPijaGKyTK23xgaZG2WKAjsBfID3M91VFrYBPQH6haXwelutN7s3xF4wuIlFBPhiskDgCtzCzavxURDbT0twf7HN9uozPFFt2yAMA5lwPkhFhPWnkVXNOZ2Zm7Gc659AiWIlKI3psVotgWxBlhOXDtnDsMpAIj/U0jgW1FjkcArATGmlmUmTUBfgasCkeNIiJSXDjPbhoP3G1macDd/seY2Vozu9zf51ngU3y7jP4NzHTOfRbGGkVEJIg55yJdg1RC/lOPPwM6aJNeKhO9N8NLv7gWLznAg4Q+9iMSSTnovRk22pIQERFP2pIQERFPCgkREfFUVX9MJ6VkZunASf8fwD+dc5PP0neIc25neKqTms7M3ge+h+9HsZ2BM++9bc652yNWmCgkapjh+uCXysg51wcCZy5tcc4lBD9vZjHOubwIlFbjaXdTDWVmN5vZ+2a2zf93tUe/6Wb2sZml+vvF+dv7mNk/zWyr/+/6sL4AqfbMLN3MZpnZZmChmY02s1VBzxd9/Dsz22xmH5jZK2bWPCKFVzPakqhZVpnZmd1N/w380DnnzKwL8Hd8c+IEmNmFwGSghXPuhJnVB074g+JJYLBz7pCZtQBSzKyrf8oUkfLSwDnXG3yh4NXJzG4FLsL3ni4ws18Cj+K7/ICUgUKiZgnsbjKz3sCbZtYKOA00N7PmzrmsoP7fAvuAZ8zsLeBV59xRM+sLdABeD5pHx+G7FsiWML0WqRmeKWG/ocDlwAf+92QMvvevlJFCouZaAfzWObfazKKA40Dt4A7+yRh/CFwJXAVsNbOfAgZ86Jz7UbiLlhrnu6D7eRTeRR78fjXgD865JWGpqgbRMYmaKw7f1AYAY/CdWVKIf/dSE+fcBufcdHxnnHQF3gU6mdnAoL6JFrRZIVIB9gHdzex7ZhYLDA967mXgLjNrCODvEx+JIqsbbUnUXJOA1Wb2DfAG8FWIPhcAfzWzOvi+UHwA/J9z7qSZDQXmmNl8fKctfgrcgG+3k0i5c87928zWAbuAg8B2fNdBwDn3rJk1Bjb4v6tEAU/4+0gZaFoOERHxpN1NIiLiSSEhIiKeFBIiIuJJISEiIp4UEiIi4kkhIVKEf06gdyJdR2mZ2QwzWx7pOqR6UUiIVBAzc2Z2caTrECkLhYRIJWRm+qGrVAoKCanRzKyNmf2fmWWb2Vdm9niR59v7twhigtrWm9kd/vsXm9kGM/vWzL40sxf97Rv93beb2XdmdpO/fYh/2vUcM3vXzLoHjZvun+76Q+CYmcWY2Q/9/XLMbLuZDQjq38G/7qNm9jbQuIL+maQGU0hIjWVm0cCrwH6gPdAKeKGUwzwEvAU0xDfV+v8ABE1+GO+cq+ece9HMegBLgHFAI2Ah8LKZBc+bNRK4Ht/cWs2A14A/ABcCU/BNk9LE3/d5YCu+cHgIuK2UtYuck0JCarLeQEtgqnPumHPupHOutAesTwPtgJYlWP5OYKFz7n3nXL5zbhlwCvhhUJ8/O+cOOOdOALcCa51za51zBc65t/FNxT7YzNoCicD9zrlTzrmNwCulrF3knBQSUpO1AfaX8bKYyfimqd5sZrvMbMxZ+rYDfuvfdZRjZjn+GloG9TlQpP+NRfr3wzepXUvgG+fcsaD++8vwOkRC0sExqckOAG3Pcf3kMx/C3weO+O8HLovpv0jTWAAz6wesM7ONzrl9Huv7o3Puj2epKXjGzQPAs865sUU7mVk7oKGZ1Q0KirZoFl4pZ9qSkJpsM3AImGVmdc2stpldGdzBOZcNZAK3mlm0f0vhojPPm9mNZnbmsq/f4PuQLvA//gLoGDTcU8B4810f3PzrvN5/3Y5QlgM3mNm1/nXXNrMBZtbaObcf366nB80s1h9QN5TpX0MkBIWE1FjOuXx8H6wXA58DGcBNIbqOBabiu+bGZfguunRGIvC+mX2H78I3v3bOfep/bgawzL+r6BfOuS3+sR7HFyj7gNFnqe8AMAy4F8jGt2Uxlf/8v70Z6AN8DUyn5Jf6FCkxXU9CREQ8aUtCREQ8KSRERMSTQkJERDwpJERExJNCQkREPCkkRETEk0JCREQ8KSRERMSTQkJERDz9f57XzBTKi23vAAAAAElFTkSuQmCC\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1086,7 +1086,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 31,
    "id": "463cc48b-6d3b-4e7a-ad66-2960f8954ff3",
    "metadata": {},
    "outputs": [
@@ -1096,7 +1096,7 @@
        "<AxesSubplot:xlabel='clustered', ylabel='sse'>"
       ]
      },
-     "execution_count": 95,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1120,13 +1120,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 210,
+   "execution_count": 32,
    "id": "7f144cf5-5be8-422c-b82a-c272d71fea34",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x216 with 3 Axes>"
       ]
@@ -1147,13 +1147,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 211,
+   "execution_count": 33,
    "id": "ba46a3ea-27ea-49a0-bf6d-12f5966ba63d",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x216 with 3 Axes>"
       ]
@@ -1182,7 +1182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 34,
    "id": "831855aa-02f9-43ba-9629-2e01c7dcc42a",
    "metadata": {},
    "outputs": [],
@@ -1193,7 +1193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 35,
    "id": "872c4e39-cf55-49af-83b9-0efdec594a4b",
    "metadata": {},
    "outputs": [
@@ -1256,6 +1256,77 @@
     "utils.save_figure(fig, figsize = (6,3), save_dir=save_dir, folder='', fig_title = 'Reduction_in_variability')"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "397a08d6-61d0-447b-9616-5bb0120a11b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cre_lines = np.sort(variability_df2.cre_line.unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "944907bd-48bf-4dbc-8d5c-64308bb3a02a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slc17a7-IRES2-Cre\n",
+      "0.483335671915357 0.08209276346744875 0.8301537249627521\n",
+      "Sst-IRES-Cre\n",
+      "0.36854760622481614 0.14746054676138795 0.5998873842327003\n",
+      "Vip-IRES-Cre\n",
+      "0.5243434063110168 0.19248500706046745 0.6329027794691213\n"
+     ]
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines:\n",
+    "    tmp = variability_df2[variability_df2.cre_line==cre_line]\n",
+    "    a = tmp[tmp.clustered==False]['sse'].mean()\n",
+    "    b = tmp[tmp.clustered==True]['sse'].mean()\n",
+    "    \n",
+    "    c = (a-b)/a\n",
+    "    print(cre_line)\n",
+    "    print(a,b,c)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "3cbac6e1-7807-4fcb-bb08-8f2f964c2316",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slc17a7-IRES2-Cre\n",
+      "0.483335671915357 0.16817686679044236 0.6520495453522124\n",
+      "Sst-IRES-Cre\n",
+      "0.36854760622481614 0.16961623638185916 0.5397711624847936\n",
+      "Vip-IRES-Cre\n",
+      "0.5243434063110168 0.22457406749371583 0.5717042213352281\n"
+     ]
+    }
+   ],
+   "source": [
+    "for cre_line in cre_lines:\n",
+    "    tmp = variability_df2[variability_df2.cre_line==cre_line]\n",
+    "    a = tmp[tmp.clustered==False]['sse'].mean()\n",
+    "    b = tmp[tmp.clustered==True].groupby('cluster_id').mean()['sse'].mean()\n",
+    "    c = (a-b)/a\n",
+    "    print(cre_line)\n",
+    "    print(a,b,c)\n",
+    "    "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "8edddf31-b276-44ee-9d71-8e2036a70c7d",
@@ -1266,7 +1337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 49,
    "id": "5f6f062a-fb44-4b4f-ba59-bbf9845fe7e6",
    "metadata": {},
    "outputs": [],
@@ -1276,7 +1347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 50,
    "id": "4886988a-9958-4721-ad79-4ff94ca1c45b",
    "metadata": {},
    "outputs": [],
@@ -1296,7 +1367,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 51,
    "id": "fd9e8136-439d-41bc-80e6-293b52bb59d0",
    "metadata": {},
    "outputs": [],
@@ -1307,7 +1378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 52,
    "id": "2f1b488d-09e8-4342-81e3-29d4181ba7d1",
    "metadata": {},
    "outputs": [
@@ -1315,7 +1386,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "one way anova to test cre line variabilit\n"
+      "one way anova to test cre line variability\n"
      ]
     },
     {
@@ -1324,7 +1395,7 @@
        "F_onewayResult(statistic=30.940006445407494, pvalue=4.655140610190392e-14)"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1336,7 +1407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 53,
    "id": "65feeacc-9d42-44b0-8213-8d16ba05bf6f",
    "metadata": {},
    "outputs": [
@@ -1366,13 +1437,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 186,
+   "execution_count": 54,
    "id": "b807dba5-007c-40a4-be24-a5835e8bb0f2",
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
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\n",
       "text/plain": [
        "<Figure size 216x216 with 1 Axes>"
       ]
@@ -1426,7 +1497,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": 55,
    "id": "b7181724-ec11-4665-90c2-0af2dc264130",
    "metadata": {},
    "outputs": [
@@ -1456,7 +1527,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 188,
+   "execution_count": 56,
    "id": "3a400052-3134-47d4-9dd1-9a81f96eae14",
    "metadata": {},
    "outputs": [],
@@ -1467,7 +1538,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 189,
+   "execution_count": 57,
    "id": "2a57aa4b-0629-4c57-b652-91644db815a0",
    "metadata": {},
    "outputs": [],
@@ -1477,7 +1548,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 190,
+   "execution_count": 58,
    "id": "77c994a5-3e9b-42f4-b18b-21e72c642e0b",
    "metadata": {},
    "outputs": [],
@@ -1487,7 +1558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 191,
+   "execution_count": 59,
    "id": "520788c6-64f0-4b6f-a11b-59f9d15f3bbf",
    "metadata": {},
    "outputs": [],
@@ -1498,7 +1569,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 195,
+   "execution_count": 60,
    "id": "b814491c-0d92-449f-8d09-e1f5367b1be3",
    "metadata": {},
    "outputs": [
@@ -1532,7 +1603,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 61,
    "id": "41e9e4b2-48a8-41c1-9ec0-b56cf28d9d32",
    "metadata": {},
    "outputs": [],
@@ -1544,7 +1615,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 198,
+   "execution_count": 62,
    "id": "c80b3246-cf55-4c8f-b9ef-7726914f7b63",
    "metadata": {},
    "outputs": [
@@ -1579,7 +1650,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 63,
    "id": "ee6d8e42-f50a-4ab9-8366-6a7aecf3cf57",
    "metadata": {},
    "outputs": [
@@ -1635,7 +1706,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 219,
+   "execution_count": 18,
    "id": "a62a5f69-a82d-404d-9056-20904f9e3950",
    "metadata": {},
    "outputs": [],
@@ -1646,7 +1717,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 227,
+   "execution_count": 19,
    "id": "a1c59772-0215-4f37-9d6d-07bba54b91e1",
    "metadata": {},
    "outputs": [],
@@ -1658,7 +1729,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 220,
+   "execution_count": 20,
    "id": "68328d13-bdc2-4a30-814c-eab3246f15e3",
    "metadata": {},
    "outputs": [
@@ -1694,13 +1765,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 229,
+   "execution_count": 67,
    "id": "d6124d85-da42-457f-a2d8-7137261fe899",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 2 Axes>"
       ]
@@ -1712,7 +1783,7 @@
     },
     {
      "data": {
-      "image/png": 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ZDJysqt/U0u8J4DhgLJCBsQ95C7hXVddGTVpLg6auykOw+f+hT5Yzdni3mKyCfL0ylwP3bUNGSp1UhmoEHcFZNnSNqloPlgizOa+Y0xO+5pakt+gquWzW9jxUcQ4f5B0Zb9EsliaLE4H0ZucI1mZ0gLKg7S3Nl7o+PG7OC+wotTmvhCtfnsfc33IprfAA0VkF2bGnlF8253PT8ftFZLxQaks2xl7DLYnhNnTyGwxV1f/4lP0eE/20LfCSqt5RBxmaFBe3/JFbyp8jQ4zTUKtOvbmu/0DOy2jLsmXLonLOQYMGAURtfEvToKKigo8//piOHTt+vWjRoopYnVdEdnk8no8rKyufHTFiRHaszmux1JXgykNw72tVJTUpgRJHqfAlNSmBT371Dwwe+VXwb1fvAIiIESmEVjomUVPpOB1jDPUZ8KtTNggT/nwh8IHL89+NCSr2H6haXXkdKAS2A7eKyEpVfdHluE2KW5LfJKPCKBwlLbqx9cA/071LJ3olJ5PUdWBUzrlzpzHTadu2/nt4lqZLaWkppaWl7L///jvT0tLKau9Rf1SVsrKy5Ly8vHO3bt164s8//zzOKh7RJyMjI94iNGq6tk5nUwAFo2vr4HHmnvtqLSUVHpIThfLKvT/H6cmJ3D9uCDe+uTDgykAoRcYtX6/MpVVaEgd0bx2R8YIqHap6j+97EfkD0AsYoaoL/eoOxOQU+M3l+YcC//J5fy5OXgNV3SQiH2OSyDVrpSOjeG8m7O0DLqJDh45kJAvGgzk6WGXD0lAREVJTU8s7deq0E2ibk5NzBdDsV0SjzTnnnBNvERo1N4/pzy3vLKassvqqxe+HBY6oP3/9Lh6cuZwTB3VmzKBOPPzpbzXsNiZ/ssK1IuMGVeXrVbkc3qcdiQlSe4cwcBOn4zbg3/4KhyPYfIzx1O0uz98O2Orzfgzwpap6cx68D/RzOWbTI2tvJMKSrH60THH++YkpcRLIYmkYtG7duiAhIeGkeMthsdTG2OHdOGZAB8A8WXfJSqNzZirTvlvHr5vzq7XNKyrjutcW0DkrjQfPOoAzDuzON7cdw9oHTuGb246p2jq5eUx/0pOrWzSkJydy85iwA3iFJHtHEZvyijmyX4eIjAfulI5+1Mws68tW3CsIeUAnqPKBPxQTaMyLEl6Og6bNsX+DZHMbKpJbkJQAHgRauc2uHT75+fnk5+fX3tBiiSMpKSnlqtom3nI0B2bNmsWsWbPiLUajprTCw36dWrL2gVP47vZjmX7NEbRITWL8iz+ycVcRYFYX/vL2YrYVlPDEHw4kKz056Hhjh3fj/nFD6OazsnHj8f0iZs/x9UoTbuaoCMTn8OLG/yUHGCciT6hqtW0kEUkAzsTkZ3HDQuByEZkFnIHJa/CJT30vqq+ENE8OcJY1P70LEDySxGZtS+fU1gT/ONaPsrKYbM9bLPXCGybcEn02btwYbxEaNarKoo27OW5gx6qyrq3TeenSgznr6W8Z9+S3JCYIObtNTsEzhnVl6D6tax137PBujB3eje0FpRz10ByW5RRETOavVubSrXU6PdpFzp7HzUrHf4DRwCcicqKI9HKOkzCKwlHAsy7Pfy8ml8GPmD3ZWar6k0/9qcAPLsdsmhxwDvx5OUgipLZil7Zkxx6rGFgsFktjYOOuYnYWltVQJPp3bsXFh/VgW0FplcIBMPOXLcxYsIlw6dAqlYsO68l/F25i9fY99Za3otLDd2t2cFS/9hFV7t0oHQ8Aj2M8VT7CpLlfBXwIHAM8oar3uzm5qn4LHIhJ6TweOM1bJyLtgE+Bp9yM2aRJSIDkNBLL95CZlszOwjI8nrp4NTdd7r//fnr27EliYiKjR4+OtzhxY+rUqYgI2dnZ8RalBt26dRty5pln9oy3HBZLLFm4IQ+AoQG8QN5bUDN/YHG5h8mfrHB1jiuO7k1qUiKPz15ZFxGrsXjTbgpKKiLmKuvFTe4VBSaIyJPA74HeTtUa4H1VdXd39o77GwG8XlR1B3BjXcZs0iSlgaeCjmkeVpV4yCsup20La1AKMHPmTO644w4uueQSRo8eTZcu0bN5sYRmwYIFadOmTWt75ZVX5vbv398uyVmaPYs25JGalED/zq1q1NUlhkcg2rdM5aLDe/Dsl2u47pi+9O1Y81zh8vXKXETg8D5xUjq8OErC5EgKISI9MWGDOwGvqmq2iKQAnYEtqmonLS9JaUA56VpIWnILduwppU1GcsT3thMTw47x1mCYO3cuSUlJPPvssyQl1T9cb2Pmwgsv5NxzzyU1NTUu51+6dGnao48+2uWYY44p8Fc6Vq1atTQhwc0iq6UhkJmZGW8RGjULN+QxuFsWyYk1P/t1ieERjCuP7sO079bx2OxV/Ou84XWSFUy+lUFdMyP+UBv3b76IPAisxNiDTGLvCkoaJgDZNXESrWGSkAhJ6UhpAe1apFBcXklRWWXt/VzSpk0b2rSJr1NAYWGhq/bbtm2jRYsWEVM4VJXi4sgF2YkliYmJpKWlxdzQMj8/v9Y5JT09XVNTU+2+YCNj3LhxjBs3Lt5iNErKKz0s3bw74NYKRNb1tW2LFC4+vCcfLt7Mb1vdG5XOWLCJw+6fzY9rd5KdW+TKriQcgk4QIvKCiDwvIok+72s7nndzchG5EpPX4AngBHwyNTpJ5d7Hx87D4pDWCsoKaZOeSGKCkLunNN4S1Zt77rkHEWHFihX83//9H1lZWZx66qlV9S+++CIHHngg6enptG/fnosvvpitW/c6NokIL774Irt370ZEEBGmTp0adn+Anj17MnbsWD7++GMOPPBA0tLSePPNNwETofW6666je/fupKam0r9/fx5//PFq/efOnYuIMH36dO699166detGWloaxx57LKtWrapxzd999x0nnXQSrVu3pmXLlgwfPpznnnuuWptvv/2W448/nszMTFq0aMFxxx3Hzz//XOv9DGTT4b2+L774gpEjR5KWlkbv3r15+eWXa/QP93rT0tKYNWsWN954Y+eOHTse0Lp16+GPP/54u4suuqgPwGmnnbafiIwQkREffvhhK6hp07F169bEK664ovt+++23f0ZGxvCWLVsOP/roo/t999131l3e0iT4bWsBJeUehu6TFbDe1/VVgG6t07l/3JA6u75ecVRvMpITecylbYc3KZ3XoHVPaQW3T18SUcUj1CPheEycjKuBSqqncw6GApe5OP81wHuqOsExHPVnMXCti/GaB6mZsGcbCeWFtEhJYndxOYs35pGSmECnrDTaZLhbDguUpfB3vVsCkJUV+EsSLcaNG8fAgQN58MEHSU42DsETJ05k0qRJnHfeeVxxxRXk5OTw2GOPMW/ePH7++WfS09OZNm0azz77LD///DPPPPMMAIcffnjY/b38+uuvXHDBBVx99dVcccUVDBgwgMLCQkaNGsXWrVu56qqr6NatG59//jk33HADu3bt4u677652Dffddx+JiYnccsst7Nq1i8mTJ3P++efzww97HbFmzpzJ6aefTvfu3bnxxhvp1KkTixcv5qOPPuLyyy8HTFyEk08+mUMPPZRJkybh8Xh49tlnOfroo5k3bx7777+/6/v722+/cc455/DHP/6R8ePH8/zzzzN+/HhGjBhRlW/H7fU+++yzZGRktLzuuuu2FBQUJB533HEFl1566bYXXnih47XXXrtl4MCBxQBDhw4NuGy0YsWK1JkzZ7Y+7bTTdvXq1at069atyS+//HKHE044of+SJUt+6dmzZ7nrC7VEnJkzZwJw4oknxlmSxseiDbsBGL5P8NVjr+trJGjTIoXD+7Tjo8U5/G/xR2Fnn41FRvNQYdATQr2PEPsR2jtlOxBZK5amQEoLkARK9+Sxp7R1VXFZpYdNu8y8Hq7iESzd8h3H9+Sk/WN/60eMGFHtyTs7O5t7772Xhx56iJtuuqmq/KSTTuLwww/npZde4qqrruKCCy5g1qxZLF68mAsuuMB1fy8rV65k9uzZHHPMMVVl9957L+vWrWPRokX06tULgCuvvJI2bdrwwAMPcP3111fbiiovL+eHH36oUpratm3LDTfcwNKlSxk8eDCVlZVcffXV7LPPPsyfP7+aYucNgePxeLj66qsZM2YMH3ywN6XRZZddxoABA5g0aRJvvPGG6/u7bNkyvvnmmyqF7JxzzmGfffbhxRdf5OGHHwbgkUcecXW9lZWVfPnll6vbtm1bteQ2evToghdeeKHjmDFj8k899dSQa7wjR44sXrt27VJfO6LLL798xwEHHDD4iSeeaD958uQc1xdqiThbtrgNw2TxsmhDHm0yktmnbWwW72Ys2MRXq3IBsxIQbvbZSBm0hiLe1nYlQIsQ9T0wUUstvkgCpLRESgvwaBb/+WoNa7fvtX8QETJSwjMEXbA+r0YugOLySiZ9sob3Fm+r+uEMh/27ZnL3aYPCbh8IXwUA4L333kNVGTduHLm5uVXlffv2pUuXLsydO7dGn/r079evXzWFA+Cdd95h1KhRtGrVqtoYJ5xwAk8//TQ//PBDtae/Sy+9tNp9O+qoowBYs2YNgwcPZv78+WRnZ/Ovf/2rxkqS1wZj0aJFrFq1iokTJ1Y7p3e8uXPnBr3mUBxwwAFVCgdAhw4d6N+/P2vWrKnz9Z566qlkZGTU2UYjPT29qm9FRQW5ubmJmZmZnp49e5YsXLgwrKhEItIW6K6qi4PUHwBsUNVddZXTYqkrizbmMXSf1jGzsZr8yQpKymvO67WtWETSoDUY8VY6fsREIv2nf4WIpAEXAt/EWqhGQWorUkrzSQmQ9M0vYGxI/BUOL74ZDWOJ98nay8qVK/F4PPTu3Ttg++3bt4ccz21///N7x1i8eDEdOgTOP+A/xr777lvtvXdVYNcu83vn/YEfPHhwSLkBzj///ID1dfX+8JfNK59XNu+53Vxv166BE1aFS2VlJffdd1/HF154oeOmTZtSKyv3Lu+2adMm3KyGD2Fi/hwYpP5FYB4QXEO1WKJAYWkFv20tYMygzjE7Z11XLK4/pi+3OisiXiKZywVCKB0i8rc6jKeqeq+L9pMxEU6nAS84ZZ1FZAwwEegO/KEOcjR9UjOBTbSSYv54VPUf1JTEBAZ0Cc+97YgH5gTUbDtnpvDsufvTvn1st1h87SvAbDMkJiby8ccfB3xKqM3Dxm1///N7xzjxxBOrbc/44rWF8BLM3diNMujxGGXw0UcfDamcuCUc2dxeb33dcm+//fYukydP7nr22WfnHnfccZvat29fmZCQoDfffPO+Ho8n3EfD3wGvhKh/H/MQY2miBLJNi5QdQn1Ysmk3HoVhYYQ0jxR1XbHYXWLMpzq0TCV3T2lU7mOolY576jCeYkKbh9dYdZaIXA08xl7lYprzWgb8UVW/q4McTZ+kVColmVZaxA72BoARhE5ZaWEPc/OY/tVsOsBotteP6tEgYl306dOHyspK+vXrR8+ePWPe3ztGcXExxx13XJ36BxoPYOnSpUGjpnrbtG7dOmLnDZdIXK+bZeT333+/zSGHHFLw1ltvrfMtv/LKKxNdrHR0BdaHqN/otLHUkXbtAtn6NwyC2aZBaBuGWLDIiUR6QPfYGeUHmtcFuOn4/YL2KSmv5D9freXIvu155fJDoiZbqDXaXnU4Aq9hh0BVn3X6TsAYlT4D/AXoq6pT3Y7XbBAhMT2TllJCSqKZ4BNFUJS0pPCX3oO5av3hiP1o3bp1dGR3wRlnnEFCQgKTJk2qUefxeNi5c2dU+wOcddZZfPnllwHtKHJzc12tYAAMHz6cHj168Oijj7J79+5qdd6xDjzwQHr37s3DDz9MUVFRjTFq21aqD5G43pYtW1YC7Nq1q1bjosTERP8ckrzwwgtttm3b5iafYSHGBiwYPYDG71seR0477TROO61hRjAI5XURbxZtzGPfthm0axm7QH3+83qbjGQUqAzx3X3rpw1sLyjl2mP6RlW2UN4r64LVRRpV3QL8K1bnazKkZpJQtIMBbRMhtSWVHg8rtuwhZ3cJvdq3CPtpM5KuWpGmb9++TJo0ibvuuovVq1dz2mmn0aJFC1avXs27777LnXfeWeViGo3+ALfccgv//e9/GTNmDJdeeinDhg0jPz+fRYsW8e6771JQUOBqVSgxMZEnn3yS3//+9wwfPpzx48fTqVMnfvnlFzZu3Mj06dNJTEzk2Wef5ZRTTmHIkCFcfPHFdOnShY0bN/Lpp5/St29fpk2bVvvJ6kAkrvfggw8uTkxM1H/+85+d8/LyElNTUz2nnHJKQbdu3WqsXJxwwgm7p0yZ0uWss87qedhhh+1ZsmRJ+owZM9p1797djZLwA3CxiExW1WreMiLSCrgIY0NmaYLEwuuirizasJsDe8Q+0KLvvK6qjH3yW/756W+cekBX0v0cDcoqPDw9dzUH9WjDIb3aRlWusGdKEUkCMpygXYHqM4EiVQ13OdRSX1JNLA1K8yG1JYkJCXTKTGVTXjEFJRVkptc98X1eXh5Ag1jtuPPOO+nXrx9Tpkzh7rvvJiEhgX333ZexY8dy/PHHR71/ixYt+PLLL/n73//OO++8w/PPP0+bNm0YMGAADz74YJ1Cxp988snMnj2biRMnMnmyySrQr18/rr12b1iaY489lm+//ZZJkybx2GOPUVhYSNeuXTn88MNDeuzUl0hcb9euXSv++c9/rnv44Ye73HjjjT0rKyv54IMPfuvWrVsN99l//OMfOYWFhQkzZsxo+9FHH7XZf//9i959992Vt99+e3cXYj8MzAK+FZGJwEKnfBhwN8Y+LLR2aQmJ13W7Ia52BLNhaNcyvnmpthWUsCmvmEuO6BlXOUSEO04awP89+z0vfLOWP/2u+mrGews2snl3Cf8YNyTqHjYS7tKwiDwGnKSqATeFRGQF8KGqBrY+C9xnThjNVFWPDXfMxoyTg2bt2rVrg9ofLFu2jIEDB+4t2P4boNDBWBerKr9tNWmN+3VqSUIdP0BeV8lYG5JaGhelpaUsWbKEwYMHL0lLS4tLjqRFixa1Hzp0aE8nwvFjgL+2XQ5MUNWnYy9d/QhnTogV3gi/48ePj6scgXho5nKenLu6WplgjAzHDe/G8B6teXrumpgbmc76dSuXv/wT71x1GAf1jO4KQjhc/tJPfL9mB1/cPLpqu6ei0sOxj3xBZloy7197RL2VjuzsbK8XYC9Vzfavd2MpOAZ4N0T9u8BYIGylA2MD4q/1JAFdMPYmuZi9Wksw0lpBwRaorIDEJESELllpZO8oZGdhGe1juI9oscQTVX1GRD4EzgG8j3K/Ae+oamQTSFgaDCXllXy8dAvtWiSTmpRIzu4SurZO54Zj+7FuZyFPzV3NdJ8w3rE0Ml20MY/EBGFQ19hGdg7GbScNYMyUL3l89kom/t54xX24OId1O4p45sIRMYkj4kbp2AdYHaJ+jdMmbFS1Z6ByEUkF/gxcAoxyM2azZesSSEyBVl1old6GlqlJbMsvoXV6MkkBshpaLE0RR7l4NN5yWGLHk3NXsza3kGmXHcxR/WrGlnn7p41sK6huHhTp0N7BWLghj/6dWtWwoYgXfTu25NyR+/DqD+sZf0QverTN4N+fr6J/p1YcP7BTTGRw82tUhlmBCEZnIHCkKZeoaqmq3o8xDnskEmM2SYp2wp5te99XlsHuDUjxLrpkpVPhUVZsKWDxxjyW5+Szqyguq98Wi8USFVZt28NTc1cxdljXgAoHwPaCwPbI0TYy9XiURRvyGLZv66iexy03HNcPETjpsS/pfcf/WLVtDwf3bktCQmyipbpZ6VgInCMiD6pqtV8vEUkG/g+ToC2SfA3cH+Exmw4FOaB+ep56oCCHklYtEaTKRcptXhY34c8tllhz9tln9xQRfe2119aByYIdRjdVVTcJKS0+dO4cu4ia4aCq3PHeEjJSkrjr1ODJD2MR2jsQ2TsKyS+pYFiQdPbx4ttVO1ClWpj0d37awIh928TEzsWN0vFv4G3gIxG5HaNgKDAU+AewP5GPHtoLiK/5cUOmMsjKRWUZW3eXoH7mMh5Vtu4uCUvpiHV2WYvFDe+++247EaGiosIbEGx8GN3cZsG2+NDQssu+/fNGfly7kwfGDQlpuxYoUFZSgkQ0tHcgFm3MA2BoDCORhsPkT1ZQ4an+21Bc7onJdhO4UDpU9V0RuR+4HbPtoc6RgDEUflBV33RzchGpmQjC0BY4DrgemOtmzGZFYkpgxSMxhbLywDtdwXKtWCyNCY/H87Pv+yhlwbY0MHxDnSPQq30G5xwU2pTQ+0Pq7ZeWnEhJeSX9OrWMqqyLNuwmIyWRvh2jex63xDumias416p6p4jMAC6gunX4a6o6rw7nz6am94oXAVZgFA9LIFp1gd0b/LZYBFp1IWV3QkAFIyVMo1JvArDacptYLJbmwfTp0wEYN25cXM7vH+ochc15Jby/aHOtT+i+gbLyiso47pEvuPXdxcy45oioGdov3JDHkG5ZJMbIViJc4rXd5MX13VbVeap6g6qe4hw31lHhAJgU4JgI3ACcCAxS1VV1HNsVItJaRJ4Vke0iUigic0RkWJh9p4qIBji+j6rQGW0hax+z4mEkARFIy6JTVlqNGB0CdMoMLy9LZWUlvtk+LZaGjIisEZHTQ9SfKiJrYilTUyM/P5/8/ICxIWNCoFDnpRUe16HOW2ekMOn3g1m6KZ/nvl4bSREBoxwdfv9sFm7I45fN+cxY0LC8tW8e05/05OreNJHOJBuKuGb0UtV74nl+LyKSAHwEDMFENtwBXAPMFZERqhrKVdhLEXClX1n0EmR4yWhrDoCyQsj9DfZspU2myW21dXcJZZUeEhOESo/icZknxGJpJPQEQq1jtyB0bhZLAyeS2wInDe7MmEGdePSz3xgzqDO92reor3hAzdWYPaUVDSbxnBf/7aZYZ+R1Ewa9KVuHnwUcDpyhqjMAROQtzNbR3Zi8DbVRrqqhUmtHn5QWkNYG9myHjPa0yUipMhpVVbJ3FJGzu4QWqUmkJTcMv3GLJUZ0wjwYWBopkdwWEBHu/f1gjn3kCy6fOo/iikpy8krq/QMcKvFcQ1E6IL75ttysdIwPo01I63AROdrF+fYOqvplXfq54CxgM/Bfn3NudxSP80QkWVXLaxtERBIx+Wlq5JeIGZldoCTPuNO22ftgJyJ0b5POb1sL2LiriN4d6h4i3WJpCHz88cctZ8+e3WrXrl0ZTtE4EQmUIrMtcC5787FYGiE3j+nPLe8soqxy72ptfbYFOmamccqQLrwxb0NVWX2jlcbbSLMx4MZ7pYb9h/Mj2xuTin4Ixg4jFHMJbjgaCG/4/Gg/lg8Hfq6RX9tkpbwCYzS7rJYxWgH5QIaI7ABeBu5Q1ZJAjUWkNdDar9hNgqvAJKVCiw5QuA1adoDkjKqq5MQEurdOZ93OIrYXlIa070hJabqeyiLC3XffzT333BNvUQC45557mDhxYlgp4xsKXplLSgJ+vGPCrFmzWj366KNdnbceYJxzBGIVcGNMBGuidO9e/+mpPowd3o03flzPD2t3AkRkW+CrlTV3wOuzMtG1dRqb8mp+J2JlpNkYqJdNh6pWAiuBK0XkA+BB4OoQXS6pz/miSBcgUPK5HOe1K6GVjhzgIWABRkE6DTPBDQROCtJnAmbrJvK06gRFO2D3ZmjXxxiXOmRlpNCmpIKt+SXs2FNGhcdDSmICnbLSqsXvyMzMjIpojZnly5fzxhtvMH78+Lgn3/Ly/fffM3PmTCZMmBCVjMAPPPAAAwYMYOzYsREfu77ccccd26688sodK1asaHv66ad3xXyn/uvXTIE9qroz5gI2MY477ri4nl9VWbujkJOGdObJ80dEZMzNARQEU163lYnDerfjnfnVDUdjaaTZGIikIelMzI9oUKVDVV+K4PkC4hiFhvWY7rMKkQ4EipXrWx9qnNv9il4XkY3AzSJyvKp+FqDbFGCqX1l34KtQ5wqLhCRo1RnyN0FpAaRVVyAyUhPZVQQVHuNS6zZaaXNl+fLlTJw4kdGjR0dU6bjrrru47bbb6tT3+++/Z+LEiYwfPz5qSsfYsWNrKB31kTlStGvXrrJdu3aVxcXFFcDvgGWquq22fpbGybKcArbmlzJ6v44RGzOYnUhGaiKvfL+Op+auDtvYcsH6Xfx30Wb279KKvOLyiNiINEUiqXS0JbT1eKw4Gvg8nIYi0kFVc4FiIFBIO+/+Q13U3n8CNwPHAjWUDlXNA/L85KnDaYLQoj3s2Qo71wBalQyOjLZsz6+pX/lHK9250zwYtm0b/3TMTZ2kpCSSkuLqSFYNVaWkpIT09OC6tlfm0tLAeS1ijap+EahcREZg5qavgm11WsLjrbfeAuCcc86Jy/nn/mb0yVH9A+dYqQuBopUmJgiFpZXcNWNpVVltth479pRyzavz6ZSZxut/PIysDJtGIhj1jorixLc4C7Od8HNt7YOMkSgig0TkSBE52v9wOdxyzDZOOIfX4DOHwMnsvGWbXcqAqm7FJMmLz692cR54KqkyoXGSwVG0k7JKD63ZwwDZwBBZywDZQGv2UFbpoaLSw66iMvaUlFNQXBbTRHHz589nzJgxtGrVilatWnHiiSeyaNGiam3uueceRIS1a9dy0UUXkZWVRVZWFpdccglFRdWdE0pLS7nxxhvp0KEDrVq14vTTT2fjxo01zrtu3TquueYa+vfvT3p6Ou3atePss88mOzu7qs3UqVM544wzAPjd736HiCAizJ07F4D//ve/nHLKKXTt2pXU1FT69OnDvffeG1asE+81+SIiTJgwgXfffZdBgwaRmprKoEGDmDlzZrV+N95ozBR69epVJZOv3C+++CIHHngg6enptG/fnosvvpitW7dWO1fPnj0ZO3YsH3/8MQceeCBpaWm8+eabiAi7d+/mpZdeqhp7/PjxQWV+7LHH2h166KH7tW3bdmhKSsqBffr0GfTggw9G7hciBCLyF2eL17fsNYxd1kxgiYi4SqMpIqki8qCIbBaRYhH5XkSODaPfOBF5U0TWikiRiCwXkcki0qhzCxQVFdX4jsWSucu3M6hrZtixhsJh7PBu3D9uCN1apyNAt9bp/PPsoXRsVfMZ1Gvr4U+lR5nw5kJ2FJbx9AUjrMJRC25cZj2Ejh66E5OO3hUicitwGxDKiCBsQ1JV3ULNbYvaWAgcLiLiZ0x6CLAHY4TmChHpjtnmiX6sjkAU5FDj36Ue2L2BXgnptNAiEsTUp6z8mH3mPcc+e7ZR3rIrBQfdgvYzNsGx2nr55ZdfOProo2nTpg233252q5566imOOuoofvjhBwYOHFit/ZlnnkmfPn144IEHmD9/Ps899xwdO3bkwQcfrGpz+eWX88orr3DBBRdw6KGHMmfOHE455ZQa5543bx7ffvst5557Lt27dyc7O5unnnqK0aNH8+uvv5KRkcHRRx/NhAkTmDJlCnfccUeVPN7XqVOn0rJlS/785z/TsmVL5syZw9/+9jfy8/OZPHlyne7JF198wdtvv80111xDy5YtefzxxznzzDNZv3497dq1Y9y4caxevZpXXnmFRx99lPbt2wPQoYP5nZ84cSKTJk3ivPPO44orriAnJ4fHHnuMefPm8fPPP1dbyfj111+54IILuPrqq7niiisYMGAA06ZN48orr2TEiBFcccUVAPTp0yeovM8991zH/v37F5988sl5SUlJ+r///a/1bbfdtq/H4+H222+P9vfgXEx6BgBE5Bin7HVgCXAXcAtwk4sxpwJnYrZCV2E8+D4WkVGq+l2Ifs9iHlSmAesxRvbXAyeJyEF2xcU9u4vK+Xn9Lq4eFfzzV1cCuY/e+ObCgG035RVTWFrBZ79urYpz0TI1iYLSCh48cwiDuzVqvTImuFnTfZmaSodilI3fgNfduoqKyGWYLLJfAJ8CfwceBcoxrrdrgCfdjFlH3sG4zf4emOHI1h44G/ivr7usiPQB8AYME5E0IDnAtf/Vef0kqpIHI1gyOPXQksK9tqUrP4OvHkYqzDJ5yp5NdP/qNnZIOUV9TwPcJYqrK3fddReVlZV8/fXX9OhhXH3/8Ic/MGDAAO666y7efffdau1HjhzJM888U/V+x44dPP/881VKx6JFi3jllVe4/vrreeyxxwD405/+xPnnn8/ixdWTIZ9yyimcddZZ1cpOO+00DjvsMN59910uvPBCevfuzahRo5gyZQrHH388o0ePrtb+tddeq/YjftVVV3HVVVfx5JNPct9995GaGjwhVTCWLVvGsmXL6NWrF2BWWIYOHcrrr7/OtddeywEHHMCIESN45ZVXGDt2bDU7k+zsbO69914eeughbrpp7+/sSSedxOGHH85LL73EVVddVVW+cuVKZs+ezTHHHFNVduihh3LttdfSu3dvLrjgglrl/e6775a3bNmyao644447th911FH9nnzyyU4xUDp6Uv1hYyxmBfMCVVXn+3w6YSodInIwRmm5UVWnOGUvA0sxBvOhVmDPUtW5fuP9DLzkjDk1QB9LCL5atZ1KjzI6glsroQhm6wFw8N9nUVrhqUqaVlBaQaIIqUk29lE4uHGZHR+F818NfK+qvxORdhil4yNVnSMij2FWIGLxn3wH+B54WUQeBnIxEUkTgHv82s52Xns6r52BBc5S7nKnz2kYW443YxBjBD6+DbYsqV5WXlgz7T2AJCC+5Vt/BU/1ECQJlcW0++IOWi1/i3Y+ntKVKYl4VCmv8OBRSBBITkogOcFp03kInPSAa/ErKyv59NNPGTduXJXCAWbZ/4wzzuCDDz6gsrKSxMS9HwXfH0yAo446ivfee4/8/HwyMzP53//+B8D111dP3TNhwgRee+21amW+ykJ5eTn5+fn07duX1q1bM3/+fC688MJar8F3jIKCAkpLSznqqKN45plnWL58OUOHDg3jTlRnzJgxVQoHwAEHHEBmZiZr1tQezfu9995DVRk3bhy5ublV5X379qVLly7MnTu32j3s169fNYWjLvgqHDt27EgsKyuTI488suDrr7/O3LFjR2K7du2iGVe/BdVtr44BZvmsXP5KaM86f87CPPw85y1Q1RIReR74u4h0UdWcQB39FQ6H9zBKx8AAdZZamLtiO1npyQyLUcbWQLYe6cmJXDmqN0/NXV0jS2ulaoMLANZQibf12kDMsifsXUVJBFDVHBF5FpOHJZxoqHVGVStF5GRgMmYZNB2zF3xRGLlf8oAPgRMwy68JmJWfm4DHoiRy7SSmQEUp1RenZG9mWq/i4Qkc80w8ZTWWtYrLqv9meBTKKjyQxF7Fow5s376doqIi+vev6VY2YMAA3njjDXJzc+nUae+W/L77Vk9Q7E1Mt2vXLjIzM1m3bh1JSUnVfrSBgOcoLi7m/vvv58UXX2TTpk3V4mXs3r07rGv45ZdfuOuuu5gzZ06N/BThjuGP/zWCuU5vMr5QrFy5Eo/HQ+/evQPWb99efeHB/z7VhU8//bTFPffc023BggUtSkpKqn0gdu7cGW2lYxNmGwMR6QHsDzziU9+GwB5qwRgOLFfVPX7lP2K2k4ex16U+HDo7r7khWzVgIvEZqQsejzJ3xXaO3q9D1JKz+RMqVPhjs1YG7GMDgIWHK6VDRFphDEZPwIQVvkhVv3OWLq8B3lLV5S6GrAQKnb+9r+186rOBfm5krCuqugu43DlCtevp9z4PqP1ROJoEW10o2mlsOyrLqnmvULRzb3ba1/7PeLn4Ud6yGytPeRuABBG6tk4jZ3cJlZ6aZj0piQkM6BLbuB6+qx6+1CXA1nXXXceLL77IhAkTOOyww8jKykJEOPfcc/F4AqwW+ZGXl8eoUaPIzMxk0qRJ9OnTh7S0NObPn8+tt94a1hiBqM81ejweEhMT+fjjjwN6RflnDw7lqRIOy5cvTznttNP269WrV8mkSZM27LvvvuWpqameDz/8MOv555/vVNd74IIPgGtEJAlji1WKyafkZTBmPgmXLhhFxh/f2D1uuBUz300P1iBqAQMjxKhRo+Jy3l8255O7p5TfxWhrxUuwUOHxztLa2HFjSNoB+BoTgXSV85oOoKq5InIx5gvjxph0PdDLGaNURDYARwFvOPUjMTYjlrrgmwzOvxyMQjLycvjqYWdVxKBJ6Ww/+FaAaoHDNu4KrMmXVdbvB6VDhw5kZGSwYkVNy/AVK1bQokWLKiPJcOnRowcVFRWsXbu2mvFjoHO88847XHzxxfzzn/+sKispKSEvL69au2AuzXPnzmXHjh1Mnz6do4/eu9W/dm3kM1j6E0ymPn36UFlZSb9+/eoVUyRcN+733nsvs6ysTD744INV/fr1qzIomj17dqy00UnAAZiHn1JgguNBhoikA2cAz7sYr16xe3wRkT9gbNTuryV55ASiFTCwEfP5CuMqe/R+sVU6ghFs68UGAAsPN2tV92GWCA/BKAb+s9F/MXYMbvgS8HUneBsT3fQFEZmKWXX4n8sxLeGQ0RY6DYJRt8CJD0LLToBA1j7I6Y+TNuhUuqVXMqBLZpUBaUqQpU0B8kvK2VVkXGwXb8xz5WqbmJjICSecwPTp01m/fn1V+fr163nvvfcYM2ZM0Kf+YJx0kgkE+/jjj1crnzJlSsDz+68e/Otf/6rh7tqihclE6a+MeGXzHaOsrIwnn4y+DXQwmc444wwSEhKYNGlSjT4ej6cqDks44/uPHYjExESF6vdgx44diW+++Wa7oJ0iiKruUtVjMQ8+mar6jF+TURibsXCJSOweETkKo+x8xF7j8mBMwTyE+R5HhXOeWPDqq6/y6quvxvy8c1dsY2j3LNq3dG+MHQ0CudneP26ItecIEzfbK6cCT6rqfMfo0581hJcUzpfHgEUikq6qxRgtfz/gYqf+U4w7rSWajBgP+x5q/u4wAETQ3Jpbz52y0ti0qxiPzw9LggiJCUJ2biGCoI4liK+rLcDW3SWUVQYOuQ5w33338dlnn3HkkUdy9dXG3u+pp54iKSmJ++67z/UlDRs2jPPOO4/HH3+cXbt2ceihhzJ79mxWrapponPqqacybdo0srKy2H///fnuu++YNWsW7dpV/5gPHTqUpKQkHnzwQXbv3k1qairHHHMMhx9+OG3atOHiiy/m+uuvR0SYNm1aTHKpjBhhwkHfeeednHvuuSQnJ3PaaafRt29fJk2axF133cXq1as57bTTaNGiBatXr+bdd9/lzjvv5PLLQ+4kVo0/a9YsHnnkEbp27UqvXr045JBDarQ76aST9tx333166qmn9r3kkku279mzJ3HatGnt27ZtW7F9+/aYBS5Q1fwAZcXAogDNQ1Hv2D0iMhR4H1gM/J+TNiIoUQ8YWE/Ky2vNeRlxdhaWsWBDHtcfE5Nd9rCJZ5bWxo4bpaM9oeNVeNj7FBAWqroCWOHzvhA43QmiUxnAiMsSDURM2PRd2SZDbXqbgM28ioK/ApGVnsyynPwa9h4eVTbnFaNKlaISLO7HoEGD+PLLL7ntttv4+9/NA+kRRxzBgw8+WCNGR7i88MILdOjQgVdffZXp06dzzDHH8NFHH7HPPvtUa/fYY4+RmJjIq6++SklJCUcccQSzZs1izJgx1dp16NCBZ599lvvuu4/LLruMyspKPv/8c0aPHs2HH37ITTfdxF133UWbNm244IILOPbYY2uMEWmGDx/OP/7xD5544glmzpyJx+Nh7dq1tGjRgjvvvJN+/foxZcoU7r77bhISEth3330ZO3Ysxx9/fFjjP/zww/zxj3/krrvuori4mIsvvjig0jFkyJDSqVOnrp44cWK3iRMn7tOuXbvySy65ZFuHDh0qJkyY0DPCl83KlStTALxbOSJS0+o2AKq6vvZWgPGcu0FEWvrNQ96LD6nEOK71M4FtwCnO3GZxyVcrt6NKzFxlLdFHwn0aE5F1wKuqeoez0rEdOE5V5zj1/wGOUtUBYZ9cpJ2q7qiD3E0SEekJrF27dm3Qffhly5bV+Uc4JKqw3bEB7jCA3B3m3xKuLcXijXmuThcP41NL5CktLWXJkiUMHjx4SVpaWmxC1wIJCQkjEhIS2LNnz/wVK1a0GzZs2L6EkcFaVcPapxORQzBu9L5xOlIxcTq2quqRTtm+QIavAb2IdAa+wTyEHaGq2a4urrocPallTogVU6dOBaiKShsLJryxgC9X5jLvzuNITGg4qz6W4GRnZ3s9nXoF+uy7Wen4H3CZiPwLE967CucLehFmT9INm0XkI4z/+keqWuGyvyVS+K92uCQlMcGVQWl9jU8tzZsJEybkiIgmJyd7FY1JhKF0hIuq/iAibwMPiUgXYDVm27cH1beRX8bYi/j+Is7EGNo/BBwpIkf61K2uJZqpxaHSo3y5MpdR+3WwCkcTwo3SMRET0W8BZp9SgYtF5I/AOMwe54PBuwdkujPm74GdIvI68LKq/uRyHEskSGsNSWlQsIW0jO7UtBUOTjB7jwShRiAdgEQRVLVB7VlbGg+PPPJINZsKVb0nCqe5CLjXeW2Dsc04WVW/qaWfNxLcLQHqXgIapdKx3377xfR8izfmsbOwzG6tNDHcRCTdIiKHAv8GLsX8Il2IUT7+B1ytqq7cW1X1PCf2xzmYL/afgD+JyHJMqOBXVdV1sjVLHfFZ7Wi5Jxs8FVDoE98jBG0yUkgp201K0RaStIIKSaIsozNlKVk1lBFBqFRlzfZCsjKSyS0oDWhkuquorFYDVIsFQEQuAr4MtpXhbFMcraovhzumkyPlZucI1mZ0gLImqUkffvjhMT3f5yu2kyBwdD+rdDQlXIV3U9UNqvp7TObUQ4BDgQ6qepqq1kzfGd6YBar6vKqOwixJ3gMkY1ZN1onIzFD9LRHGqxx4nJ0un+y0ISnaSYvizSRTgQgkU0GL4s20YQ/d2qRXudumJCbQvW06+7TNoKi8ks15xVVbLV4j011FZewqKmPTrsB1FksAXgRC/Soe4rSxNHBmLNjEEQ/M4fHZK0lMEL74LT45My3RoU5h0B23tHkRlgVVXYdZzrxXRM4DngLCM7O3RIYCE3AxF+PB0p5dJnJpQc7eaKb+UU7T20D+ppq5Xpx+bToNCrhCsWV3CeWVgT1eBKqtjnjrop14ztJoqW11IRnjYWepI7EwJJ2xYFO1wFvllcrt001eKeui2jSITSD7MBGRliJyqYjMxaSFzgR+ia9UzYxg2Wkry6Bgq1n18LapLIO89SbZnCeIDXCw8YDyIMaklR4NaAcC1gDVEpKAHxonvPgpuMuVYokDkz9ZUS3SJ0BxeSWTP6kZSdjSOIm70iGGE50srVsxWR33x9iOjFDVA+IqYHMjMcQqQsHmAJlr1ZRJEE/EhOBxoYJFOE1OTCA5SF1igsQk6Jal4XPTTTd1SUxMHHHggQf2wCgcr4hIpf8B7MDYjb0RckBL3AmWNM0mU2s6xDXLrJNG/g+Y5HHlmGytLwP/s+6zwYmq10erLk4yOJ8ySYBWXSE/mNmOQlb3vUnkqlV5oGALFO2okXgumMdL5ywTY86/DswqyJrthbRKS2JnYZk1Mm3GDB8+vPiMM87YsWfPntRPPvmkBfAVJjKyLwrswcTceD3WMlrcYZOpNX3indr+zxjbkPuA151Mr5YQJCcnU1xcTEZGRnRO4PVSySsAtHp22sJtgbdLElOqJ5HzKhcZ7WDPtio7EWCvYSrQxukTykOlWl1mGop56iks26uTBotyamnaXHDBBXljx44tW7NmzZZPPvlEgPtUdXa85bLUHZtMrekTVOmozQUtQuzvG8nPUjsdO3Zk06ZNdOvWjfT09OiseGS0JV2d5Eoteu4tr1oF8VnNkART7vSr4VpbmAv+KSd8DFPbZKQEVRSC1W3NL8ETwADVGpk2D1SV8vLypPz8/JZbtmzxlJeXP6Sq1sstygwaNCjq5xg7vBsVlR7+8s5iwCRTu3lMf2tE2oQItdLxIiYORzaAszd6oaq+FqmTW4XDPZmZJnT45s2b45KAibJyKNltDEcTkiAtC/K2YsxxApC3KfhYO+tmUrRpV3HQ0JOeXWkUl1eSX1xBpUdJTBAy05PISIn3ol7TpKKigtzcXH799de2iYmJsdoS9YjILlX9sqKi4v4RI0as9K0UkZaYbLM1PmAucq9Y/Bg5cmRMzjNsX+M598g5Qxl3YPeYnNMSO0LNxIWA7xp+kwx40xjJzMysUj6ihVehSU6uZ4LQR8+u2k6pRtY+cOPSOg15+QNzAu77ArROT6KwrLKaK256cqJNPR0lsrOzOemkkwCOjPKqaK2IyLnAXUCo5ERh5V6x1CRic0ItrNthcuP1bN8iquexxIdQj5q/ANeJyO9F5GinbICIHB3qiIHMlhjw6quv8uqrr9Z/oGP/Bsl+RmBJaaa8jtw8pj/pydV/O9KTE7h6VJ8aCgdUd7nzBh7qddtHHPHAHGYsCLESY2k0iMhY4DXMg9QzmIek14G3MUbqP2Pys1jqSMTmhFpYm2uUjl7trNLRFAm10nEH8C4mPwoYK/A7nSMQ4rSxTxKWvRxwjnmdPQl2bwQUeo3aW14HvCsWkz9Zwea8Yrr67Ps+/cXqgH025RVz+/TFvDd/EyUVHp8yG3ioifAXYBkwAmgJXAW8oKpzRGQwJuvr3+MonyVMsncUkpmWROuM6K6oWOJDUKVDVT8Xkd7ASKALJhfKszTSZEWWOHLAOXuVjDcvhOyvoLy45gqIC8YO7xZQUQjmcpcg8PqPNbd5vKsgVulo9ByA8V4pERHvtnAigKouFZFngduB/8ZLQEt4ZOcW0at9C5sMsokS0pJPVfNU9TMnSdI6TPyMl0IdsRHb0mgZeTkU74Jf3ovK8IG3XhL559lDgxol2cBDTYJETBAwAO8/NMunfgUwOKYSWepE9o5Ca8/RhAnbfUBVe6nq+9EQQkRaiMhxInK+iHSKxjksDYReR0P7/WDec1EZfuzwbtw/bgjdWqcjGJe7+8cN4YwDuwcNMNS+ZWpUZLHElI1ADwBVLQa2YbZavPTHGMdbGjClFSYJZA9rz9Fkce1HKCK/A87AZIQFEwHwPVX9vC4CiMjVwP2YPCuKSfC2VUQ6AuuB61T1P3UZ21J3hg0bFp2BRcxqx8e3wKb50O3AiJ8i2NZLoMBDAuTuKeXfc1bSNSudf372Ww07EUuj4FvgOMBrofw+MEFEijEPV38CPoiTbE2CqM0JPmzYWYRHoVf7KAU/tMSdsJUOEUkAXsKELRf2ZmxMAP4kIq8CF6uLxBgicibwBGaf9QNM3hUAVHWbk9Z+LGCVjhgT1Qlm6LkwayLMez4qSkcwAhmg/umYPny3eicPf/obCQLePHPWyLTR8SRwhoikOysddwIHA/c49b9gjE0tdSQWSkd2bhEAPe1KR5PFzUrHTcD5GBe0v2MsxcH4xN/u1C0C/ulizJuBz1X1DBFph4/S4fAT8EcX41kiRFGR+fJHJdx6WpYxLF30Opxwb80oplEk0CrIeSP35euV29lVVD3YmjUybTyo6jxMSgXv++3AMBE5AKgElqnWyFZocUFU5wSHbCdGRy9r09FkcRMScjzwqar+n6ouVtVy51isqucBnwGXujz/ECCURWEO0NHlmJYI8NZbb/HWW29F7wQjL4eKElgYfb//2hAR8vwUDi/WyLRx4MQJ6uBf7sxPvwBtbRyh+hH1OQEToyMrPZnWNp1Bk8WN0tGb0HuiH7DXziNcKmuRoSvW+Ktp0nkw7HuY2WLxxP8BNJiRaRcn462lwfM5xh4sGMc6bSwNmHU7iqznShPHjdJRiElBH4zOuFcQFgFjAlU4NiRn47NkamlijLwcdq2F1XPiLUlAV1uApERhW35JHCSyuKS2oA6J7LVDszRQ1uYW0qudNSJtyrhROr4CrhWRGqkGRWR/jHX4ly7P/2/gJBG5F/Bu7CeISH+M7cgg4HGXY1oaCwNPhxYdouY+64ZArraXHNGD7QVlHPfIXEb+fZYNnd7wCWXEfjiQGytBLO4pKa9k827rLtvUcWNI+jfge2CBiPwX+NUpHwScBpQBd7s5uaq+KSJDMJbmtzvFMzFPLQLco6ofuxnT0ohISoHuI2HF/+Ce1pDV3eRkqUeI9PoQyMi0fcs0Hv5kBfklxs3WerU0HETkBuAGn6IpIhIo1HkbjEv+CzERzFInNu4qQtUakTZ1wlY6VHWJiIwCHgPOdA4v3wI3qOoStwKo6l0iMh3j/TIAo2ysBKap6k9ux7NEhoMOOij6J1n8ls/WippstB9cb97GSfHw57Uf1td4fC4ur+S+j37l1AO68OHinIA5YMAklwtWZ4kIeZhIyQA9MRFJt/q1UWAp5oHp0VgJ1hSJ9pyw1usua5WOJo2r4GCOEnCEYyXeyyle67in1RlVnQ/Mr88YlsgyeHAMIkbPnmQ8WHwpLzblDUTpCOa9krunjKETP6WkwkOlE9zDdxUEqBaIzK6QRB4n7cJLACKyFrgtWlGTLdGfE7Kd7LI9rU1Hk8Z1RFKo8oGvl6IBICJtge6qujhI/QHABlXdVd9zWdyxe/duALKysmppWZ+TbHRXHgeCJZBrm5FMcflehcNLcXklf3l7EQkilFV6atTZuB/RQVV71d7KUh+iPSdk7yikdYZ1l23quDEkjQYPYbLXBuNFTIh0S4x57733eO+96CRlqyKre+Dy9NbRPa8LgiWQ+9tpgyjxCafuS4VHaygcXmzcj+ggIu1EZKBfWS8R+ZeIvCoiAb3kLOET7Tkhe0ehjUTaDIi30vE7Qsf+eB+TT8HSFDn2bzXT20uCyUI7a2KDiN8RLIHc2OHdgsb26NY6nW5B6jq0ssnlosRjOFstACLSEuNx9yfgPOAjGxysYZOdW2S3VpoBddpeiSBdMUndgrHRaWNpinjtNmZPMlsqWd3hd3fChu/h60dg7ZdQsAXyN8XVs8VNArn05ERuHtMfoEYdwK6iMv63JIeTh3SJrtDNj8OAaT7v/w8zd5wMLMRETL4F9279lhjgdZft2T7I6qelyRBvpaMQJx11EHoApTGSxRIPDjinpiIx9Fwo3QNL39lb1gA9WwIlkPP3UPGt++PRvfjvws1c8+p8jh3QkWVb8snJK7GeLZGhE7DB5/1JwE+qOhNARKYCf46DXJYw2LDTuss2F+KtdPwAXCwik1W1wLdCRFoBFwE/xkUyS/wQgQ0/1CxvYJ4tEHwVJFjdeQfvy/gXf2T28m1VZf6eLdbVtk6UA757WqOobi+WB7SLoTwWF6x1PFdsYLCmT7yVjoeBWcC3IjIRswwKMAwTaKw7cHlcJGvmHHbYYfEVoBF4ttSF1KRE1u+oaUxaXF7JXTOW8vO6nbz100ZKK4w9i3W1DZvfgDNF5AlMsMK2wGyf+n2AnfEQrKkQzTmhKrusVTqaPGErHSJyUS1NFCjG2GjMV9WK2sZU1c9F5BqMEdibftXlwLWqOitcGS2Ro3///vEVIKu72VLxp1Xn2MsSYYJ5sOwprWDa9zVNnKyrbVg8gVnZ2AVkAGuornQcBbgOXmjZSzTnhOwdRbTJSCYrIzlq57A0DNysdEylem4Db4Il/zIFdojInar6n9oGVdVnRORD4Bygr1P8G/COqtokF3EiN9ekqWjfvn18BDj2b8aGo9zvB7qsGHashnZ94iNXBAgW+6NrVho5u0sCJhCxrrahUdWXRUSBscBu4B+qWg7GnRZoDTwZNwGbANGcE7JzC+3WSjPBjdJxPPAAZtnyaWCFUz4AuBKTTOl+oA/GTe1pEdmpqu/WNrCjXNgQxQ2IDz/8EIDx48fHR4BAni0HXQrfPQEvngyH/Ql+fHZvXRxztrglmNfLLScOYPInKwIqJCLw9k8bSBThn5/9Zu09AqCq06juweIt3wGMiL1ETYtozgnZuYUc0tua3DQH3CgdRwCpwBBVLfIpf19EngS+Awar6n0i8gwmbf2fgVqVDoslIIE8W/qfBM8dD5/9dW9ZA/RsCUVtXi/+CklKUgKdWqVy8zuLq5YSwdp7WGLHjAWbWLA+j7KKSv7zwJyIKrvGXbbEBgZrJrhROi4DHvdTOABQ1T2OS9p1wH3O+5eBm2obVEQOA64F+mGsy8Wviapq411Lt0SWjgMhpQWUFVQvD9ezZfFb1VdPGljsj2AKyelDuzLivs/YVVRerb2197BEmxkLNnH79CWMkujkEVq/05vozQYGaw64UTo6Aokh6pMwvvJeNtc2vmOc+iLGaPQ3QgcKs1gMe/wTiTp4PVuCKRaL36puJ9JAV0iCKSR5fgqHF2vvYYkmkz9ZYVbefFKiRFLZXVuV6M2udDQH3CgdvwGXicjTqprvWyEiWZiVkBU+xb2AbYTmTqfPcaq62YUsluZMMM8WFJ4ZBdt+hcoyU7R7A7x/PRTtMFFO/Q1TG2Dsj2AEM0Bt39KGVo8GIpIKTAIuBNpgtozvVNXZtfQ7GBgPHAIMAZJV1X8Ft9EQTKmNlLK7znGXtSntmwdulI5JwFvAChF5EaOEAPTHfME6YjxQEJEE4Fzgm1rG7AHcHG+FQ0T6A1dhJonhQBrQS1WzXYxxOCaB3YFAPsYF+PZA21GNgaOPbsBpKgJ5tiSlQs+jYfVsUL+cLRXFMPO24OM1ktgfgQxQBdhZWMpt0xfz1W+51sA0skwFzgSmAKsw89zHIjJKVb8L0e9k4I/AYmA1xti+0eJVdhdVVM9IIQJvzdtAUgL887OVdf7src0tom2LFLLSrbtscyBspUNV3xWRPwCPAP4zeA5wgY+nSiImDPH2WobdiDFOjTeHAdcDy5xjuJvOIjIMExPgF4zxbHfgL0BvTKCiRkfv3r3jLUJwAnm2eLdQ7mkdvF9GeyjKDVDuWM03EHuPYASy97hmdB+mfruWN37cu/JjDUzrj7NacS5wo6pOccpeBpYCDwKhtPKngAdVtVhEptDIlY6bx/TnlncWk1OZWVWWkpRAp8xUbnm3/sbNxl3W2nM0F1xFJFXVN0XkHYz7WS+nOBuT46DSp1051bdagvE0cL6IPOrbPw68D7RW1QIRmYBLpQP4B7ADGK2qewBEJBv4j4gco6pzIilsLNiyZQsAnTs30GBcgTxbIPjWS9Y+QWJ/iFFEnjoSdqyEihJT3IjsPZ6Yu6pGu+ZqYOpsiYzGKPxggoR9oaolLoc6C2Nr9py3QFVLROR54O8i0kVVcwJ1VNUgRkeNk7HDuzF3xTa+XLQKAdKy2nHzmP78fpgxbt5ZWD/j5nU7CjnUuss2G1yHQXeUgx+JTE6UnzHLlz864YvXAjWUD1WNamZIVa1zeGQRycTEMJnsVTgcXsbEHjkHaHRKx8yZM4E4xumoK4EUi+T06qsW1bLa3mHsPT79K/iH5Wok9h45eYF/T5ubgaljmP4Ixv7CN3hhnojcpKpTXQw3HFju950GM+8JJlVDQKWjKdIiNYnD0zZyUI82jB9/dlX5rsL6GTdXuctae45mg2ulQ0T6AL+n+pPEf1V1dR3O72uQ9Rw1Zv2qlbtQXjPxZgjmPv7kW6iqZSKyEPerJpb6EGrrxVsfSIn49K81y6BR2HsEMzAVgTd+XE9KYkKTDygmIv+HscFYj8np9KtTNQhjr/W8iBSrqn+6hWB0AQJFRPYqGl0D1NULEWmNiZzqS4PI9b42t5BuyQk1yoNG122dXqMsEOt2GJM3u73SfHCldIjIvRh7Dn8l4CER+Yeq/s3l+S9x2b4h0sV5DfTUk4OxF6lBQ55gGj3BFItQBN2Wafg/zoEMTFOTEuiSlcZt05cgAuqo803Y3uMOYDlwqJ93nTd44Q9Om3CVjnSgNEB5iU99pJmASXRZL0JlKa5rBuO1uYX0Sar57Bcsuu7NY8LL01KV6M2udDQb3CR8uxTj4votxkvjF6dqEHAzcKeIrHGzhKmqL4UvathyJlDNozzk+d3u8wbCO/kEm6CCTU4TiMAEY4kQwXK9JLeA758y4dcbkYGpd8/9wHubTUCx/sBf/d35AVR1t+Nxd4+L8YoJbOSe5lMfaaZgVmt86Q58Fe4A3kBeXiXAV8kEgtaF+iwUl1WSs7uEtE41lQ5vv3/8bxnbCkppk5HM3acNcmVECjalfXPCzUrHnzBPC6P9MsiuFpH/Yb4Y11HzSxNrjgY+D6ehiHRQ1QDuDK7wTj7BJqhgk9MU6jnBWCJIoG2ZPsfCoteru9s2IgNTaFYBxbbUUq+AGwPPHPauYvriLYu4m7+q5gF5vmUi7sJ7VAXy8qG4vJLbpy/Bo0pphadGXW0KqHc1Ii0l8C732OHdOH1oV4ZN+pQTB3d2pcxm7yi07rLNDDdKx0BM3IkaKetVtUJE3sAkfHONiHQCDsIYgNXYOFTVl10Mt5zwt20Kam9SK95tlWATVMDJKRITTDQ59thj4y1C7Am0LbPyEyjw2zlrJAamEHzPPT0lkaKyCjJSXJt1NVSmApeIyFP+xp+OsfclmOjH4bIQuEFEWvqNd4jzuqgeskaNYMqkvyISTh8v3oihBx12FL07tAzYJiFBOKhnW35c684mf21uIT2tPUezws2MUwYE/sQZWjltwsbZCnkCuJwAyoYPYSsdqrqF2K62LAUqMErTdG+hiKRgLNxfi6EsEWOfffaJtwgNg4IgD9CNwMAUAu+5JyUIRWWVnPL414wd3pW35m2M6P5/nPgKOBVY4thwLHfKBwJXY7JgfyUi1eJrhPCMewcTa+dyzKqk1x33EuAbb0BDEdkXyFDV5UHGiSnBlMxujmFnXYw+q5SOQf1okRr8J2Nkz7bMWb6NHXtKaRdmlNx1O4o4rI91l21OuFE65gFXishz/n7oItIRuAKz/eKGvwBXAq8An2KUi1sxKxATgN3A7S7HjCoiMgAoUtX1ULVfPAu40DGm9T4VXYhR0t6Ok6j1YsMGY1TZ7JWPYAamSSmwcy207VWzrgERzN6jU2YaV7/yE49+trKqbST2/+PIZz5/P8heTzjv8mEPvzYhPeNU9QcReRtjJN8FE1n0Ymec8T5NXwZG+ZwHEemB+f4DHOyU3eW8X6SqH7i5MDfUZthZF6PPtbmFdMpMZee2HHYSfE44uFcbAOZl7+LEwaHj+8xYsImHZi4nZ3cJn/26lRkLNjXUz5UlwrhROu7FuLgucwLk+LqkXYJZ6Tjf5fkvBmaq6kUi4lV3f1bVOSIyDRNGeARRjnPh5I65znnr9Ta5VkTygHWqOs2n+TLgC0wAIi9eA9u5IvIcxjbjJuBjVZ0VRdGjxuzZxpu50cXpiDSBDEwTks3P1ZOHQf+TYOOPsHtTgzQyheD2HukpSeQVV98tLS6v5Ka3zc5BpUdr1DVgA9RoeMJdhJn3LsJs/S4GTlbV2tI79HL6+eJ9/xIQNaVj7PBulJRXcpujIHYLsEL10CfL2ZxXQouURP5+xpBa/59mC6RFrXPC4G5ZpCQl8FP2zpBKh7+xa0FJRUNXaC0RxE0Y9C9FZBzwb2qmrF8PXKyqbo0gewPPOH97LZySnfMVOhbnlwOTXY7rljbUnCS81/gFMI0QqOp8ETkO84T1KCb3yn9oYKs0ljoQLO5HjyPgjT/AL9P3tm2gRqbB2LI7sPOWv7LhS0M1QI2GJ5zj3XazcwRrMzpA2Vx8Vj5iTb9OZhf8uYsO4rj9O1Wr8yqgZz71LYkJEtaPfHZuIScM6mRmtRCkJiUybJ/WzMsObdcRzNi1ASu0lgjiNgz6ByLyEdXDoK8B5qv6Z9kKi2JMqGGAPZjnx44+9VuAqK/vO4ndwpokgmWLVNWvgSMiKJaloRAs7kfRjpplTcDItD77/5b4syzH2McP7JoZtM2Azq34YNFmVDWkAfvuonJ2FJaZOBq1KB0AB/dsy1NfrKawtCKo/Ue0s9ZaGjahjDcDoqoeVZ2nqm85x091VDgA1gF9nHHLMZkcT/SpPw53bm4WS+wIZkzaiIxM05OrmzR49/hD1TVkRKSTiJwiIheIyEX+R7zliwXLcvLJTEuia1Za0DYDu2SSX1LB5iCrXV7WetPOhxlH46Cebaj0KAs35AVtE0xxtQpt8yDe/nJzgDMwBqVgtjEmiUhXzMrDUZiQxhZLwyOYkWlmxCNkR4VgRqa+S9yNxXslGp5wjZVlOfkM6JIZcgVjYJdWACzPya9a2QqEN3hX7w4twgpMMqJHGxIEfly7kyP6tg/Y5uYx/bn5nUWUV+7dxmsMCq0lMgRVOkRkTR3GU1Xt46L9w8CnIpKqqqWYOB8dgQswid+exV0UQUuEOPHEE2tv1NwJFsU0NRMqyyGx4Qc8CmZkWltdA6TRecJFA49HWb6lgHMOCr0r3b+z2XpZlpPPsQM7BW23JreQBIF92maENSe0SktmYJfMkHYdY4d348nPV7E6txCPRxu8QmuJLKFWOtZTMwFbRHFSQ+f4vK8ErncOSxxpsCntGxIBo5geA/Nfgo9vgVMeMVnXLLGgQXjCxZv1O4soKqusWskIRsvUJPZtm8GyLaHjI2bnFtKtTTqpSYlhzwkje7blzXkbKK/0kJxYc9Fpc14xK7fv4fpj+nHj8fuFNaal6RBU6QhklR1pRORvwHRVXRqkfhBwpqpOirYsluqsWWMWunr37l1Ly2ZOICPT9DbwzRRo1w8OuyYuYjVDGoonXFxZlmOsPQd2CW5E6mVA51ZV7YOxNreQXu2NN0y4c8LInm2Z+m02v2zOZ9g+rWvUz1i4CVU480Cb37I54tqQNMLcAxwQon4wNilaXPjyyy/58stgwRotITn2bhh4GnxyOzzUB+5pDY8OhsVvxVuypkyD8ISLN8u2FJAgsF+n0CsdYBST7NxCissCh0hXVdbmFtLbyQAb7pwwsqcTJCxASHRV5d2fNzKyZxv2teHPmyXxVjpqIw0TYtxiaTwkJEC/E83WSlEuoHtjeFjFI1pYTzjMSkev9i1I8/M8CsTALq3wKPy2NfAWS+6eMvaUVrjOjdIxM40e7TL4MYBdx+KNu1m9vZBxdpWj2RJzpUNEMkVkXydnAUA773u/YxgmwmkA9wCLpYHzxQOgfiZR3hgelmjg9YTzMg04T0Q+F5G5wNlAk9f4luXkh7W1Anu3YJZvCbzF4s250itIkrdQjOzZlp+yd6J+34Hp8zeSkpTAKQcEyo9paQ7EY6XjRmCtcygmmdLaAMfPmKeTp+Mgo8VSP4LG8NgAZYVmxePRwXbrJXI8DFzjJGUD4wn3b2AoJlXDszTxrdr8knI27ioOW+nYp00GLVISq4KJ+bM216SR8m6vuOHgnm3ZVVTO6u17E/SWVXh4f9FmTti/E5lpDd+zyxId4hGnY67zKsDfgPcwluW+KGZf9ntV/TZ2olksESJYDA+Ah/tDRQl4HBOERhY+vSFiPeFguaM87B+m0pGQIPQPYUy6NreIlMSEOgXtGtmrLQA/rt1F347GvuTzFdvYVVTOmSPs1kpzJuZKh6p+gcln4s3G+LSqus1Oa4kyp556arxFaNwEiuGRnA6HXw9fT9mrcHhpROHTLQ0Tr/IwoBZ3WV8GdMnko8U5AcOhr83dw77tMkhMMOVu5oSe7TJo3zKFedk7+cMhZid9+vyNtG+ZylFBgoZZmgdxjUiqqtHIDGmJAO3b24mhXgRLFHfAOfDFQ4H7NJLw6Q0JJ+28quoW530aEMhPeYOqvh1T4WLM8i35tM5IpnNm8PDn/gzs3IrXflhPzu6SGisaxl1279aKmzlBRBjZs21VkLBdhWXMWb6Niw/rSVKA2B2W5kNclQ4RORgYqqr/8Sn7PXAf0BZ4SVXviJd8zZkVK1YA0L+/DU1cZ4Iligu29ZKQCEveAU8FzLmvprJiqYaI9AeWAndhMjwDtMDYdyjVkzhWiMhCVV0ZWyljx685BQzsHDr8uT++xqS+SofHo2TvKGJ0/71ex27nhJE92/Lx0i3k7C7ms1+3Ul6pdmvFEtyQVEQ8IlLp8nDr3no3cLrPOfcFXgc6Y8IW3yoidjUkDnz33Xd899138RajaXLs38xWiy+JKdCiI7x7Gbx3laOUWFfbWrgE2Ak8GqDuL8DvnONYTDj0S2MnWmyp9CgrtoTvueKlf2ezFeNvTLp5dzFlFZ5qKx1u54SRPb12HTt5d/4mBnbJdC2fpekRaqXjZaIcBh1jWf4vn/fnYp5OhqnqJhH5GLgCeDHKclgssSPY1svgs+DhvlC0o3p7a+8RjGOA91W1LEDdIsd+DAAReROjfDRJsncUUlLuqTX8uT+t0pLZp216DWPS7NwiIPzssoEY2KUVLVISeXPeBhZtyOOuUwbWeSxL0yFUGPTxMTh/O6oH7BkDfKmqm5z37wP3xkAOiyW2BNt6KQqSKGv3BigrguUfBrYTaZ70A14Ks+1yzENNk8RN+HN/BnTOrKF0VLnLdqi70pGUmED3Nul8u9oo0c99tZb2LVNtYrdmTrxT2+cBnQAc//pDgX/41Cvg3l/LYmmshHK1ndwXKkuNzQdYV1tjv7HHr2wXMAQT68eXfKd9k2RZTj6JCULfju4DeQ3sksnsZVspKa+simS6JreQjJREOrZKraV3cGYs2MTq7YVV77fkl3D79CUAVvFoxsTbjHghcLmIjAD+igl7/olPfS+aQehii6WKQPYeyekw6lbQyr0Khxfv1kvzDDaWB1QLbamqHlX9RVWL/Np67cSaJMtzCujTIbzw5/4M7GzCoa/culd/y84tpGe7Fq6MUv2Z/MkKKjzVd+iLyyuZ/MmKOo9pafy4WukQkSOA24FDgDZUtw4H47rmZsx7gU+BH52xPlPVn3zqTwVsDI84cMYZZ9TeyBJ56uRquwH++yeoLNv73ncFZPFbTXVLZglwAvBAGG1PcNo3SZbl5FcF5HLLAGdLZllOPkO6ZwHGXXZQt6xq7dzOCZvzil2VW5oHYSsIInI0MAvztPADcDIm30FL4GDMF3q+m5Or6rciciDGlmM38IbP+dphFJL33IxpiQxZWVm1N7JEB7eutrBX4fBSXgyf3mUin358y94gZU1rS+Zd4F8icrqqvh+skYiMBUYB18ZKsFiSV1TG5t0ldfYM6dE2g/TkRJY5OVjKKz1s2FXMaUO7Vmvndk7o2jqdTQEUjLpEOLU0Hdxsr9yJCTO8PzDeKfuHqh6KyebYC3jOrQCq+puq/ktVX/a1QlfVHap6o6ra/OpxYOnSpSxdujTeYlh8Cbb1Eow9W+H966pHRYWmlHjueWAF8JaITHIiHFchIj1E5F7Mw8wy4IU4yBh1vO6udVU6/MOhb9hZRKVHa3iuuJ0Tbh7Tn3S/7Z705ERuHmNj/zRn3CgdBwPPqep2wOPbX1U/xWR1tJ4mTYSffvqJn376qfaGlthxwDlw2uOQtQ8g5rXqfQAy2gUfqwlEP1XVUswW7FpMgLA1IrJLRNaJyC5gDeZhaQ1wqtO+yVHludLZnbusLwO7ZLJ8SwGq6pNdtrrS4XZOGDu8G/ePG0K31ukI0K11OvePG2KNSJs5buwvUgGvK6v3y+v7KV8IXBBqABGZg/FIGaOqFc772lBVbbL+9RaLK4JtvQTK83LiA44tR4AtmaymERlSVdeIyHDgj8BZmIyyXTDeKl8B72AelkriJ2V0WZaTT7sWKXSoh6fJwC6teP3H9WzJL6lSOuqSXdafscO7WSXDUg03SkcO0B1AVQtFJA8YzF6bi+5AbRFJe2NWScTnfbQDkFksTZtQxqdQUyEB2P/3sZUxijgKxb+oHmiw2bB8SwEDu7gLf+5PVTj0nALW5hbSOiOZ1hkpkRLRYqnCjdIxDzjC5/2nwI0isg6zzXIttXiaqGrPUO8tFksdCbYC4q+QZHYzOV5+ehGGngudh8RWTktEqaj0sGJrARcf1qP2xiHwhkP/NSe/RqI3iyWSuFE6ngfGi0i6qhYDdwBHAVOd+i3ALZEVz2Kx1Bt/haRgCzz7O3jtXPjjHGjVKX6yWerF2txCyio89c5pkpmWTPc26SzfUkB2biGH9glhD2Sx1IOwlQ5V/Qz4zOf9GhHZD5PPoBL4WlWbbPCd5sY55zR6d0pLMFp1hj+8AS+cCM+PAU855G9qajE8mgW/1iP8uT8DOmeyYP0uNu8uoVeAnCt2TrBEgrCUDhFJB84GVqhq1RaKqhZi8qOERZiGo/5YQ9I4kJGREW8RLNGky1AYcTF8/9TesqYVw6NZsCyngOREoU8H9+HP/RnYpRWzlpkA0P6eK2DnBEtkCHeloxQTg+N66hchNJDhaAugvfN3nvPa2nnNpWZuBUsMWLhwIQDDhg2LqxyWKLLsw5plNqNto2JZTj59OrQkJan+GS18V0sC2XTYOcESCcL6pKqqB1gP1GsNT1V7qmov74HZmikGHgO6qmpbVW0LdAUeB4powumoGzILFy6smmQsTZRgsTqaQAyPps6MBZs44oE5fPHbdtbtKGLGgk21d6qFjbv2pqu5/KWfaoxp5wRLJHCjHr8EXOhkg40UjwLfOpFHt3gLVXWLqk4AvnfaWCyWSBMsVkeWjavQkJmxYBO3T19SFWK8uLyS26cvqZfiMWPBJh797Leq9zm7S+o9psUSCDdKx7eYOBwLReQ6ETlRRI72P1yefzTwRYj6uU4bi8USaQKFVQdIyoDivJiLYwmPyZ+soLi8slpZfbO3mjE91cpsRlhLNHDjMvuZz9+PUdM2Q5wyN7mVFRgYon6Qi7EsFosbAgUV6zcG5r9kPFtGjIfv/t0Us9M2aqKRvdVmhLXECjdKxyVROP+nwNUi8jMwTVUVQExovYuAK4EZUTivxWKBwEHF9j8dXj0HZt5G1bOF9WxpMEQje6vNCGuJFW7idLwUhfP/GRgJvAg8ICIrnfJ+QCdgg9PGEmPOP//8eItgiRe9R0F6lslS64v1bGkQ3DymP7dPX1Jti6W+2VvDGdPOCZZI4GalI+Ko6kYRGQbcCvwek8kWTFbIqcBDqpoXF+GaOcnJyfEWwRJP9mwLXG49W+KON4Ha5E9WsDmvmK6t07l5TP96JVYLZ0w7J1giQdhKh4hcFE47VX3ZjQBOFNM7nMPSQJg3bx4AI0eOjLMklriQ1b1JZ6dt7EQje2ttY9o5wRIJ3Kx0TMVs8PqnMvQ3KHWldFgaJr/88gtgJ5hmy7F/q5mdNjndlDcTnPAAk4ALgTbAIuBOVZ0dRt9uGHf/EzBegnOAG1V1bfQkji52TrBEAjdKx++C9O8DXIMJ5HVnJISyWCxxJpBnS/PzXpkKnAlMAVYB44GPRWSUqn4XrJOItAQ+B1oBf8eEGrgRmCsiw1R1V3TFtlgaLm4MSYPF05gtIi8BPwIHYr5sFoulsRPIs6WZICIHA+diViemOGUvA0uBB4FQMYmuAfoCI1R1gdP3Y6fvjUDzWS6yWPyof8B+QFVLgVcwXzaLxWJp7JwFlGNyTgGgqiXA88CRItKllr7fexUOp+9yYDbQPLU4i8Uhkt4rpYCNn1w/EgE2boy/h0Bubi4A2dnZ8RXE0qDx+ay6CQrYGBgOLFdV/4STP2Ls2oYBOf6dRCQBOAB4NsCYPwLHi0iGqhb5V4pIa/Ymu/TSA+ycYGk81DYniBOPq144Wv9sZ7xQEUYtIRCRI4Gv4i2HxVIHjlLVr+MtRKQQkaXAJlUd41e+P/ALcLmqPh+gX3tgO3CHqt7vV3cN8ATQV1VXB+h7D3B3xC7CYokvAecENy6zc4JUtQUGACnAxXWTzeIwDzgbeBs4Coj/40386Y5RxOz92EtDuieJQBfMZ7cpkY5ZvfWnxKc+WD/q2HcKxnjVlxTgMKe8Ify/GwIN6fPfUGhI9yTknOBme6U3Nd1jFdgJTAf+rarf1kVCi0FVS0XkJ+ftRlXNjqc8DQETER+w96OKBnhPajy1NwGKgUAZtdN86oP1oy59nUCIef7lIlLm/NlQ/t9xpQF+/uNOA7wnQecEN94rPSMiisVisTR8cjBPa/54yzYH6bcTs8oRrK8SwBbEYmkuhO294qSu7xCivn0dUttbLBZLQ2QhMMCJueHLIc7rokCdVNUDLAEOClB9CLAykBGpxdJccOMy+zlwfIj6Y7ExOiwWS9PgHSAZuNxb4EQovQT4RlU3O2X7isiAAH0PFZHhPn37A8dg7LUslmaLG5sO//Dn/iQCnnrIYjHkARMJsLfbTMnD3g9/8rD3JKqo6g8i8jbwkOOdtxpjKN8DE5nUy8vAKKrPj08CfwT+JyL/xEQk/TNmW+XROoiTh/1/+5KHvR/+5NFI7knYLrMi4gHOV9XXg9T/GzhTVUMFzbFYLJZGgYikAfcCF2ByryzGuMLO8mkzFxilquLXtzvVc698DkxQ1TWxkd5iaZiEVDpE5AbgBudtT4z/eWGApm2ATOAFVf1jhGW0WCwWi8XSBKhteyUPWOf83RPYAWz1a6OYnALfU7elQ4vFYrFYLM0AN9sra4EbVPX96IpksVgsFoulKRK294qq9rIKR/QQkVQReVBENotIsYh8LyLHxluuaCMiXUTkARH5XEQKRERFZHSQtqeLyHwRKRGR9SJyt4hEMn9Q3BGRkSLyhIj8KiKFznW+ISJ9A7Q9XES+FpEiEdkiIo+JSEY85LZEluY6H4CdE/xpanNCRLLMWiLCVEza61cwdjQe4GMROSyeQsWA/sCtmDC+i4M1EpGTgBmY4EvXOX//jaa3pXcrMA6YhfkcPAuMBhaISFVeIxEZhsl3lIbxjHgOuBJ4M7biWqLEVJrnfAB2TvCnac0Jqhr2ARwBfIgxKK0AKv2OCjfj2aPqvh6MsY2Z4FOWBqwCvoy3fFG+9lZAO+fvsc59GB2g3S/Az0CiT9l9zueuX7yvI4L343Agxa+sHyZvx1Sfsv9hciy09Cm73Ll/x8T7OuxRr89As50PnGu1c0L162xSc4KriKQYt69DgB/Y6wY2D+OjvhSYFu54lmqcBZRjNFMAVLUEeB440okT0CRR1QJV3RGqjZPZc3/gGVWt9Kl6EvM5PDOKIsYUVf1WVcv8ylZiJtiBACKSiQnU97JWT73+MrAHOCdG4lqiQ7OdD8DOCf40tTnBzfbKnZjgNvuzNzjOP1T1UOBEoBc+XxKLK4YDy/0+LAA/YhS6YTGXqGHhjez4k2+hmqiQG33qmyRisjl1AnKdoiEYzzP/+1GGCd/dpO9HM8DOB7Vj54RGOie4UToOBp5T1e3sjTyaAKCqn2JWOe6NrHjNhi4ETgLlLesaQ1kaIt4nu2D3qKnfn/OBbsBbzvvmfj+aOnY+qJ3m/h1otHOCG6UjFdjk/F3qvLbyqV8IjIiATM2RdPbeU19KfOqbM97rD3aPmuz9cfJ6PAF8zd7ty2Z7P5oJdj6onWb7HWjsc4IbpSMHY02MqhZiAocN9qnvjjEutbinGKPU+ZPmU9+c8V5/sHvUJO+PiHQGPgJ2AWeryWAKzfR+NCPsfFA7zfI70BTmBDf+zPMw3itePgVuFJF1GOXlWoyBqcU9OexdHvPFW7Y5hrI0RLxLhoGWnbsA38ZWnOgjIlnAx0AWcISqbvGp9r0f/nTBfl4aO3Y+qB07JzTSOcHNSsfzQK6IeJdp7sBoT1OBFzDLOrdEVLrmw0JggIi09Cs/xHldFFtxGhwLndeDfAtFpCtmhW0hTQgn0dgHwH7Aqaq6wq/JUsyqov/9SMEYGS6MvpSWKLIQOx/UxkLn1c4JhkYzJ7iJSPqZqp6vqsXO+zWYGzAWOA0YqKpLoyJl0+cdIBnjUw2YiITAJcA3jkV2s0VVfwGWA1eISKJP1dUYo+Z34yJYFHCu703gMMzy6ff+bVR1NyZQ0IV+P0wXAi2Bt2MhqyVq2PmgFuycUJ3GNCeEnXvFEl1E5C2MAvcosBq4GBgJ/E5Vv4mjaFFHRO5y/hwI/AGzcrYWyFPVfzttTgXeB+ZgvoCDMVt6z6jqNTEXOkqIyBRM1MEP2GuZ7mWPqs5w2h2IWUJeinFV7w7cBHyuqifHSl5LdGjO8wHYOcGXJjcnxDs6mT3MgTH2mYzZmyvB+OQfF2+5YnTtGuTI9ms3Fljg3J8NwEQgKd7yR/hezHVxP44EvsFsc24FHgdaxPsa7BGRz0GznQ+c67dzwt5rbFJzQsiVDhFxm+BNVfX3LvtYLBaLxWJpBtSmdHiCVgZGVTWx9mYWi8VisViaGyENSVU1obYD+B3GnRYCR0OzWCwWi8ViqXtqexEZLCIfYYx4+gN/xWS+s1gsFovFYqmBa+8VEdkHk2PlfEwK4aeA+7SWrIAWi8VisViaN2FHJBWRNphMs9dgQq2+DtylqtnREc1isVgsFktTolalwwlKMwG4FWgNfAbcqqoLoymYxWKxWCyWpkVImw4RuQxYBfwDE6DmeFUdYxUOi8VisVgsbgnHZVaBnzCR0GozAFFVfTRy4lkaOiKiwEuqOj7esrhFRDKABzABhroBG1S1Zz3H7ImJnDhRVe+pn4QWS+PDzgk1xuyJnROqCMemQzDhd0eG0VYxYXst9UBERgOfO2+vUNX/BGijwEeqemoMRWtq3ApcBzwMLAYK4itO+IjIMMzEONXaVTV97JwQM+ycEGVqUzp+FxMpLKG4R0ReUSfRniWiHA8sUdWb4y1IHRgG3I0JkZwdT0EsMcfOCdHDzglRJqTSoapfxEoQS0B+wqQqngDcH19R4o+TbTFVVYsiNGRnYH2ExmoyiIhg8jXsibcslhrYOcEHOyfEhkjOCXUODmaJCW8BPwO3iki72hqLiIrI1ADl45260T5l9zhl+4vIFBHJEZEiEZktIv2dNuNEZL6IFItItohcEeLcx4nI984YW0TkMb8Uy952WSLyoIisEpFSEdkuIq+LSO8gMh8nIn8VkdWYpE7n1HIPkkTkVhH5VURKRGSHiLwnIkP8xwZ6AaOc86iI3BNqbKfvmSIyV0TynGtdISKPi0hKiD6jnfHHB6ib6sjiWzZIRN4WkU3OPdoiIp+LyClO/T3Ai07zz33kn+ozRqqI3CEivzj3IU9EPhCR4cFkE5E/icivmPv8l3BkscQcOyfYOaFRzwlhx+mwxAUFbsO4Kd8J/DkK53gJ2IPxUOqASYX8iYj8FXgIE/ztBeAy4BkR+VVVv/Yb40DgLOA/wMuYbbnrgcEicryqesBMLpjUy/s6Y/4CdMHEfvlBRA5S1XV+Yz8MJDtj5wMrarmeVzGT0GeO7J2BPwHfichRqroA+BK4EGN/lAv83em7ONTAIvJ34A7gV6dvDtAHOBP4G1BWi2y14vyQzHHePg2sA9pjnm4PAT4CpmPu2xWY/9syp/1qZ4xkYCZwODAN+DeQBfwR+EZEjlbVn/xOPQFoh7nPW4ANYcpiiS12TrBzQuOeE+Kd5tYeNQ9gNGZy+Yvz/lOMptnDp40CH/r1U4wRkf9445260T5l9zhlH+B4MTnl1zvl+cA+PuUdHBleD3BOBcb6lT/mlJ/rV1YMDPVr28M539QAMq8AMsK8b8c7fd70u6ahQAXwlV/7bGBumGMf7Iw9B0jzqxPv+YCeTrt7Avw/xwcYd6r5Gla9P91pe04t8tT4n/rU3ejUjfErz8QsHc8NINtOoKNf+7BksUf0Dzsn2DmhqcwJdnulcXArkIIJPx9pHlfn0+TwlfP6vqpu8Baq6nbMlz1Qfp0VqjrDr+wB5/UMqNoTPB/zRLFJRNp7D6AQ+B44IcDYT2n4+7VnOK9/970mVV2EmUiPFJEOYY7lz/nO6+2qWuJboQ51HNef3c7rSSKSWccxLgCWAz/73ecUzNPekSKS7tfnZVXdFgVZLNHBzgnhYecEQ4OZE6zS0QhQs/z3OnC+iBwQ4eHX+L3f5byuDdB2F2a5zZ9l/gWqmgPkAd592Q5O3xOA7QGO44FOAcb+LaT01ekFeALJg1m29bapC/0wGv6iOvYPCzXG2y9jnlpyReQbEZkoIvu7GGYgMIDA9/lSIBGzJOpLjfscIVksUcDOCWFj5wRDg5kTrE1H4+EuzB7pg8BJLvuG+j9XuiwXl+f27zcLcw3hEimr9EjgXTauS79g1PjfqOrFIjIZ838+CrOnfqeITFDVf4dxPgGWEHq/f7vf+4D3OQKyWKKHnRPij50TXMpilY5GgqquFZGngBvEx+Lcj51A2wDlvQOURZKB/gUi0gWTq8f71LQd85STqaqzoiTHGszq3UBqGoB5NfFAT2vh8BvmSzYU+NFl353Oa9j/G1VdCiwFJotIa+AH4AERecJZtg01aa3EPEXOUcdgrz6EIYslDtg5ISzsnGBoMHOC3V5pXNyHMa56KEj9b8BhYkL5AlXZgS+Jslz9RWSsX9mtzusMAOeD/ipwsIicFWgQEelYTzlmOK+3O/vF3nEHYwygvnb2oevCa87rPySAK5zv+QKwFmO0dpxfn8OBQ/3K2opIte+lquY5Y2QAaU6x118+0KT1MsZCP+BTjYgEWrIO1C5cWSzxw84JoZnhvNo5oYHMCXaloxGhqrnOslYw47F/A68Ac0RkGuap4o8Yt6bOURRtCfCKiPwHo1H/DrPs+wXGatzLncARwFsi8hbGUKwMY6l+Mib+wPi6CqGqnznjngu0EZEP2eseV4Kxwq/r2D+KyIOYiXO+iLyJcSPrhbnWgzFPbYH67hHjL3+5iLyOiRjYDzPxL8Y8KXm5CLhRRN7DJFssB0YBY4C3dG8UynmYveo7nR+RQmCtqv6A8Qg4HvMUcgzGuj4f45Z4rHMvwok2HK4sljhh54TQ2DmhAc4JdXV7sUf0Dvzc4/zqMoDNBHCPc+pvxkwopRjjqUsJ7R7X069/T/zcu3zq5gLZfmWKcfE6DrPEVgxsBf4FtAoi/18xk1IxJrfBMowv+CE+7WrIHOa9S8JMAsuce7AT87QzJEDbbMJ0j/Ppcx7wjSN3IcYifAqQEur+AS2B54AdmL3SrzA+81Op7h43DBMnYZUzfj7GUO0mTORF3zEvxsQHKPP+H/zuw/WYiajQOVZinixPCPBZGx/gWsOWxR7RPbBzAoFkDvPe2TlBG86cEDLLrMVisVgsFkuksDYdFovFYrFYYoJVOiwWi8ViscQEq3RYLBaLxWKJCVbpsFgsFovFEhOs0mGxWCwWiyUmWKXDYrFYLBZLTLBKh8VisVgslphglQ6LxWKxWCwxwSodFovFYrFYYoJVOiwWi8ViscSE/wdRdyhhPbQt0AAAAABJRU5ErkJggg==\n",
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uH93b77jV2w8wZeY6zhnYkfMGd6pyDkeJWl7B1yc1OYFJY8P3N1+1/QCHiko5vlf4t6fAFJzQMeZu+OBmKD6sEefTmEan3kX4ElHHHtVZWABOenCW3zuHzump/Pf6E+ssw5VXXll+/P7777NgwQIefdRJWp2Xl+e3ivOhQ4eYPXs2u3cfLkl08OBBVq9eXa7gXHHFFRWue+DAgfKqy4WFhQwePLj8/Pjx40lJcczJw4YNY+PGjZxxxhl8+OGH/PDDDyQkOLvDHqWhuutVxSWXXALACSecQFZWFgUFBXz33Xds3ryZs846q7yfiLBhwwbatGlDSkoKEyZMCOr6AK+88grTpk2jqKiIQ4cO0a9fv6DHGoZRczqmO+vHhzeN5OjOaagqqot56NM1HNGxBaP7ta3Qv6jE2ZpKS03mb+OPrvb6HkfiyZ+tLV+PJ57QPawOxh7/m+Mi4H8DpuCEjkHuj8UX98DBLIqTW/CnQ5cxPuUUTouuZDGH/zuHxJDdOXhv66gqM2bMqDYja1lZGSLCwoULA2bi9b3u008/zWmn+f/repQbgMTExGr9dqq7XlV45kpMdFTpkpISVJVBgwaVZ6T1ZsuWLTRt2jTosO45c+bwzDPP8N1339G2bVtef/11/v3vf9dYTsMwgmdl1gGSEoS+7Z11R0SYfNEgNu7O5abXf+T9346kR5um5f2f/GoDq7Yf4LnLj6FVkP4t44d2ZvzQzhSXljH64a9Yvi0nLO/Fw/eb9tGzTVPatajelygUxIOTcewwaAL8cTW07kNijxP5rslpvLnAz7ZVA2f80M48cMHASs5v4bhzOP/883nwwQcpLXWUqT179rB5c+W6iM2bN2fUqFEVtl0yMjLYsWNHwOs+9thj5Oc7dz4ea091nHvuuUyePBlVLZenLtcLxIgRI1i/fn0FR+GFCxeWz+tLixYtyMnxv7hlZ2eTlpZG69atKSws5MUXX6y1XIZhBMfKrAP0bd+cxkmH9wCaNEri+SuOJSFBuO7VReQWOjdOy7fl8NRXG/j50M6MParmhVKTExP41ciezN+8j6UZ2aF6CxUoK1MWbtkXMesNmIITHnqMJGHrPH4xtCOz1uxi10HL7urL+KGdmXv7aWx+8Bzm3n5a2MyiU6ZMITExkcGDBzNw4EDGjRtHZqb/aK1p06axatUqBg4cyMCBA7n44ovJzs722/f2229n8ODBDB8+nEGDBjFy5MigFJLHH3+cgwcPcvTRRzN48GDuu+++Ol0vEC1btuT999/nr3/9K4MHD+bII4/k3nvvDajg/PznP2fhwoUMGTKkkm/NuHHj6N27N/369WP06NEMG1ZlairDMOqIqrIqK4ejOrWodK5rqyY89cthbNx9iEv/PY8RD3zJeU9+i6oyvEftHf8vOa4bzVOS+PecTXURPSDrdh0kJ784IvlvPEigBc+oiIj0ADZv3ryZHj16VN15+Tvwv2vIuPATRr22n9vPOoIbAjiFhRrPXXhaWlpE5lu9ejVHHnlkROYyYh9/34ctW7Z46lP1VNUt0ZArVqjROhJFIr2OGBXZeaCA4//xJfecN4CrT/IfBXXLm4uZsaRiMv7U5MQ6WcMf+GQ1z3+zidm3nkq31k1qdY1AvDJvC3e/t5I5t51K11Y1v3Zt1hGz4ISD7icB0PXADwzv0ZK3FmYEvHMONWlpabYoGYZRJ2wdiS4rsxwF86hOgf8GC7fsq9RW10R9V4/oSWKC8OLcytv4dWX+5n10SkuhS8vwhaH7YgpOOGjREVr3gS3fcvHwbmzac4iFW/ZHZOoVK1aUhwIbhmHUBltHosvKTCd31ZEdmwfsk5Xt3/WhLon6OqSlcP7gzvx3YQb7DxVVPyBIVJUFm/dxXM9WEa1ZZwpOuOgxEn76jrOPakuzxkm8uTBwArtQsmjRIhYtWhSRuQzDiE9sHYkuq7YfoEfrJjRP8R/RCYET8tU1Ud91J/civ7iUafN/qtN1vNmyN4/dBws5rmfrkF0zGEzBCRc9RkHhAZrsW8X5Qzrx8fLt5OQXR1sqwzAMI8ZZmXWgyu0pcNJtpCZXzLIWinQb/Ts0Z3S/tkz97icKfAp+1pYFm/cCRNTBGEzBCR+uHw5bvuWS4V0pKC7j/aVZVY8xDMMwGjQHCorZui+PAX4iqLwJZ7qN60/uxZ7cwpDVB5y/eR+tmzaid9um1XcOIZboL1x4+eEMPPG3HNGhOW8tzODyE7pHWzLDMAwjRvHU8qtOwYHDifpCzYm9W3NUpxb8e84mJhzblQTfsuRBMmNxZnmm5JTkBN5bkhXWTMm+mAUnnLh+OKJlXDK8K8szc1iRGd5MkUbdmT17Nscee2xQ/bwrcNeEs88+m40bN1bbb+rUqaxbt65Wc4CTB2jXrl3lr5999lkef/zxWl/PMIzwstJVcPzlwIkUIsJ1J/di0+5DzFqzq/oBfpixOJM7pi8vLwNRUFzGHdOXh8wqFAxmwQknPUbBD1NhxzLGDz2Kv324ioufm0deUSmd0lOZNLZ/yLXZmtQXiirL3oIv73Oqrad1cWp5DaonsrvMnj2b3NxczjzzzBqP/fjjj4PqN3XqVNq0aVPj2k+e0hNTpkzh9NNPp127dgDccMMNNZbVaHjUm3UkDlmZlUPb5o1p1zwy5QwCcfbAjtzz3kp+M+1HikvLavybNfmztRXK8cDhMPZIWXHMghNOvPxwZq/dDQiHikpRIDM7PyzabJMmTWjSJLQJmkLOsrecwqQ5GYA6zx/c7LTXkU8//ZShQ4cyaNAgxowZw4YNGwBHGRkyZAjXX389gwYNYvDgwRUyBd9555306dOH4cOH89FHH5W379ixg1NPPZVjjjmGo446ittuuw2A5cuX8+yzz/LKK6+UZ/8tKSlh7NixHHvssRx11FFcffXVFBX5D7Xs0aNHeRjuKaecwqRJkxg5ciS9evXi9ttvB+Cll15i0aJF3HzzzQwZMoSZM2cC8NBDD3HccccxbNgwzjvvvPJyEvfeey8XXXQRZ555JgMGDOAf//gHWVlZXHjhhQwZMoRVq1Zx7733cuutt5a/h1GjRjFs2DAGDBjAlClT6vz5G/FBvVhH4pRVWQeiar3x8NGy7RwqKqGotKxWv1mBwtXrEsZeU8yCE068/HAmbz2KUp9kf+HQZpcsWQLAkCFDQnbNGvHJ7bBjedV9ti2E0sKKbcX58N5v4YeXA4/rMBDOejDg6V27dnH55Zfz9ddfM2DAAF544QUmTpzI/PnzAVi5ciUvvfQSzz33HPfffz9///vfmTZtGh988AHvv/8+S5YsITU1lfHjx5dfMz09nQ8++IBmzZpRXFzM2LFj+fTTTxk3bhw33HADubm5PPLII4CT6+H111+ndevWqCpXXnklL774YlBWk61bt/LNN99w8OBBevfuzTXXXMPVV1/Nyy+/zK233sq5554LwGuvvcbGjRv5/vvvSUhI4JlnnuGPf/wj06ZNA2D+/Pn8+OOP5VXKn3/+ed555x2OPrpydeEePXowc+ZMGjduTG5uLscddxxjx461zNRG9NeRBkpBcSnrd+Uy5sh20RaFyZ+tpbi09r9ZndJTy7enfNsjhVlwwo3rh7Mj+5Df06HWZpcsWVK+OMUsvspNde1BMn/+fAYPHsyAAQMAuPrqq1myZAkHDx4EoH///gwdOhSAE044odwH5quvvuLiiy+mWbNmJCYmcs011xwWqbSUSZMmMXjwYI455hhWrFgR8PMtKyvjkUceYciQIQwaNIhZs2YF/be46KKLSEhIIC0tjSOPPDKgf87777/PzJkzGTZsGEOGDOGpp55iy5Yt5efPPvvscuWmOvLy8rjmmmsYOHAgJ510EllZWSxdujSosUZ8Uy/WkThk3c6DlJZptSHikaCuFphJY/vj65scijD2mmAWnHDj+uGMbrGDWQc6VTodSW02IlRhYSnn8aPd7Skf0rrC1R9Vbg8RKSmH97QTExMpKSmpdsxjjz3G/v37mT9/PikpKVx33XUUFPjPIPr666/z7bffMmfOHJo3b84//vGPoB2Eg5VNVbnzzjv51a9+5fd8s2bNgpoP4M9//jMdOnRg6tSpJCUlceaZZwZ8b/GEiPQDXgZaA3uBK1R1vU+fu4BLgFKgGPizqn7mnpsKnA7scbu/rar3R0Z6I56JBQdjD3W1wBzTvSVlCs0aJ3GosCRsfqdVYRaccOP64fyh704/SZkSIqrNxgxj7oZkn3+S5FSnvQ6ccMIJLF26lDVr1gDw8ssvM3ToUJo3D5zuHOC0007jrbfe4tChQ5SWlvLSSy+Vn8vOzqZjx46kpKSQmZnJe++9V36uRYsW5UUJPX3btGlD8+bNycnJ4fXXX6/T+/E3x/nnn8/TTz/N/v1O6Y/CwsIqrS6+473Jzs6ma9euJCUlsWLFCubMmVNneesJzwJPqWo/4CngOT99FgDDVXUQ8CvgvyLi/aV9UFWHuA9TboyQsDIrh+aNk+jaMvr+T/4SCTZOCv436+XvtpCUIMz8w2g2P3gOc28/LaLKDdTAgiMi/YHBQIVbRFV9MdRCxRWuH87Rxct54IKry3MCgFOePtJ/8JjAEy0V4iiqtm3b8uqrr/LLX/6SkpIS2rZty2uvvVbtuHPPPZd58+YxePBgWrZsySmnnEJmpuNId/PNN3PRRRdx9NFH06VLF8aMGVM+7uc//3m5k/Ell1zCjTfeyHvvvccRRxxBu3btGDVqFPn5dduCvO666/jjH//I5MmTeeSRR7j88svZs2cPo0ePBpxtsd/85jcMHjzY7/ibb76Zq6++miZNmlRSuO68804uv/xyXnjhBfr168fJJ59cJ1nrAyLSDhgGnOE2vQE8KSJtVXW3p5/HWuOyDBAci8+2GsyVDqT7NHepudRGTfHkX8nKzo+K5aC2rMw6wJGdWtQ670wo8Xxens8RYEDHFkF9jrmFJfx3YQbnDOpIh7ToRYNJMFWuReTPwN3AUiDP65Sq6mlhki2mEJEewObNmzfTo0ePmg3+4HewYjr8aQskJFJSWsaZj39Do6QEPr55VEi/zFOnTgXgqquuCtk1q2L16tXmlGqU4+/7sGXLFnr27AnQU1W3REMuDyJyDPCKqh7l1bYKuExVfwww5krgd6o6zH09FTgZOARsBO5Q1dV+xt0L3OPvmrVaRyJIpNeRUOLJv+IdopyanBiyLL/horRMOfqez7jkuK7cc95R1Q+IMA9+sobnvtnIF78/mT7tqraKvzR3M3/9YBUz/u8khnRND8n8tVlHgt2iugU4TlWPV9VTvR4NQrmpM25dKnYsAyApMYHfnd6XNTsO8smKHSGdauLEiUycODGk1zSMhoqIjAb+Blzq1fwXoI+qDgSmA5+KSKKf4VOAnj6PUWEVOETU53WkqvwrsczmPbnkF5fGhIOxP64d1ZOUpET+NWtDlf1Ky5Sp323hmO4tQ6bc1JZgFZx8YE04BYlrvPLheDh3UCf6tGvGlJnrKC2r3ooWLMnJySQnB65AaxgNnAygs0chcZ87ue0VEJETgdeA8apa/uuoqpmqWuYev4KzbV9p60lVs1V1i/eDGmxxRZP6vI7EQv6V2hBLDsb+aN2sMVeM6M4HS7PYsCs3YL9Za3bx0948fnVSzwhK559gFZy7gH+JSEcRSfB+hFO4YBCRJiLyXxHZICJrROTcavqniMhKEVkUKRlp0RFa9a6g4CQmCL8b05f1u3L5aPn2kE21cOFCFi5cGLLrGUY8oaq7gCUctshcCiz29r8BEJHhwH+BC323rkSks9fxWJxIq8jln48A9XkdCRTl07RxUsiqY4eDlVkHaJSYQJ92wUdCRprrRvWicVIiT85aH7DPi99uplNaCmOPah9ByfwTrIIyFbgW5+6j2H2UuM/R5lbggKr2Ac4D/iMiVX1D7ge+j4hk3rj5cCg7/A92zsCO9GsfWivOypUrWblyZUiuFSzB+HEZ8U89+h7cANwkIuuAm9zXiMjHIuIpQvY0kAo8JyJL3MdA99zLIrJcRJYCdwLnq2r1OQfqEdFYR0LFrWf2Q3zcGhMThNzCEs5/8tuYrQe4MiuHfh2akZwYdbtBQFo3a8zlJ3bn/aVZbNpd2YqzKusA8zbt5coRPUiKgfcRbBRV9G1NgbkYuBJAVde7lpmzgLd9O4rIKKAv8BhORJhfwhL90GMU/Piy44fTyUk2l5Ag/P70ftw47UfeX5rJz4fWvwCLlJQU9u7dS+vWrRHfVcVoMKgqe/furZDPJ1ZR1TXA8X7az/Y6Hl7F+NPDJJoRApISE1CF9NRkcvKLy6Oo0pokc/v/ljH+qbn89rQ+dG2ZymNfrI+JSCtVZWXWAcYO6BCV+WvCtaN68cq8LTw5awOPXTykwrmX5m4mNTmRS4Z3i45wPgSl4KjqT+EWpA50A7zl2wp09e0kIk1xnP7Ox1FyquIWAkQ/1JoeXn44roIDMPaoDhzZsQVPfLmB8wZ1igmttyZ06dKFbdu2sXv37uo7G3FNSkoKXbrUPyXdiB8Kikt58JM1DOjYgg9uGkmiT4Tq57eM5t4PVjJl5npEwGN09NRZAqKi5GzPKSA7r5ijOsem/403bZs35rLju/Pi3M3cNKYvPds0BWBPbiHvLcni4uFdSWsSG/5bNcmDcz4wGmiDkxMCAFW9Igxyec/7I44S44+abPJNxknulSki1Sk4U3C25bzpAtQ+E1qLTof9cEbcVN6ckCDccnpfrn/1B2YsyeLCY+rXD0RycrIndM8wDCOqvPDtZjKz85l80aBKyg1AWpNkHr94CF+v28W+QxU9LCJd6dqbWHcw9uW60b14bf5PPDlrA49OcDZDpn2/laLSMq46qUd0hfMiKHOBiNyDk+0zAbgIJ735WCA7bJK5qOowVW0T4FGKY7Hp7jWkG34iIoCRwN0isgV4ExgoIssCzBme6IfmnWDdZ3BvulOuwK2efeaA9hzVqQVPfLme4tKyOk9jGIbR0Nh1sICnv9rAGQPaM6J31fXY9h/y7z4arUirlVk5iMARHeqHgtOueQoTj+/OjCWZbNlziMKSUl79/idO7d+W3m1jx0k6WAvOr4AzVHWFiFytqr8XkTdwHOyizdvA9cAi1zIznIo5KwBwU64DICKnAI+o6rG+/cLGsrdg23zAtYnmZMAHNzvyDJrAH87oxzUvL2L432dW2Deu6d1EfUzMZRhGbFEf15HHv1hHYUkZd5x1RLV9Y6HStTcrsw7Qs01TmjauP+Uhrx/di6lzN3P2E3PIK3KCZ/p3qDoBYKQJ1uEjXVVXuMdFIpKsqgtwtqyizWQgXUQ2AB8C16nqQQARuU9EboiqdB6+vA9Kiyq2Fec77cCB/GJEIDu/GOXwnvCMxXEVfWoYhhFyVm8/wH8XZnDFiT3oFYQFwV+dpZQo1gZclXUgZhP8BeK7DXtBpFy5Aaf+VCz9ZgWr4GwUEU/u6BXAjSJyObA/PGIFj6oeUtWLVLWPqvZX1fe8zt2tqs/6GTM7otYbcGouVdH+yOfr8I2yrU32ze+++47vvvuuNhIahmEA9WsdUVX+/tEqWqQm87sx1blXOowf2pkHLhhI5/TUcofS4T1aRcX/Zv+hIjKz8+uN/42HyZ+trZTeJL+4LKYyRgdrD7sTp9AcwB3ANJzsnb8Jh1BxSVoXZ1vKXzuhy765bt06AEaMGFEz+QzDMFzq0zoya80u5m7Yyz3nDahR9M74oZ3LFZq7Zqzg9QVbWbPjQMT9YFZtr18Oxh7qQ8booCw4qvqxqn7jHs93rSUdVHV6eMWLI8bcDck++7vJqU47gfd+o7UnbBiGEesUl5Zx/8er6dW2KZed0L36AQH4wxn9aJ6SxF/fXxXxhJUrs5zEg/Vti6o+/GYFnXRFRI4QkbtE5En3dX8RGVTdOMNl0AQ47wlI80rRc8zVTjv+94QbJ0VvT9gwDCNWmbE4k5MenEXfv3zCpt2HOO2IdnXKANyyaSNuPbM/8zbtDXkB5OpYmXWAjmkptGraKKLz1hV/v1mpyYkx9ZsVbJj4RcA3QGfAk/emOU5GYCNYBk2A36+Au/ZCy56wZU55pinfPeFEgZZNkjlnUMfoymwYhhFDzFicyR3Tl1eIgpr2/U91dm699LhuHNmxBfd/tJr8osjVrFqZdaDebU9B5d+szumpPHDBwKhlg/ZHsCrvfThh4jfgFJYDWEoV5Q6MKkhMgtG3wY7lsPbj8ubxQzsz9/bT2PzgOTx3+bHsOFDIv7/ZVKNL1+cqwIZhxAaxvI5M/mwt+T5FM0Ph3JqYIPz1/KPIzM7nma831ulawTBjcSYjHviSDbtymb9pX0xFHwWL92/W3NtPiynlBoJ3Mm4HeJLiqddzvamuF3MMnABfPwyzH4D+Z+NbHe70Ae056+gOPPHles4d1JHurZsGddmJEyeGQ1rDMBoQsbyOhNO59bierTh/cCee/XojFx3Tha6tmtT5mv7wWKE8itrBwpKoloqIV4K14PwAXO7TdgmwILTiNCACWHG8uff8o2iUmMBf3l1Rnyo1G4ZhhI1wO7fecfYRJIpw/0erQ3I9f/i3QtU8LYhRNcEqODcDfxeRr4GmIvIZ8Dfg92GTrCEwcAK06uVYcfwoMO1bpHDbuP58u2EP7wZpvvz666/5+uuvQy2pYRgNiFheRyaN7U+jxIoW71A6t3ZMS+W3p/Xh05U7OOZvX9Dz9o846cFZId1Cqg8h1vFAsGHia4AjgKdwcuK8BAxU1fVhlC3+SUyCk10rzpqP/HaZeHx3hnZL5+8frWbfoSK/fbzZvHkzmzdvDrWkhmE0IGJ5HRk/tDPH92yFQNicW9s1b4wAew8VhSWzfH0IsY4Hgo6rU9U8VX1LVSer6puqmhtOwRoMAy9yrDhfP+jXipOQIDxwwUAO5Bfzj4/DZzI1DMOoL2w/UMiofm3D5tw6Zeb6Sg6modxC+vnQTpXaYi3EOh4I6GQsInMIwolYVU+u6ryInApsUdXNItIReBAoA+5Q1cgmHIhFPFacGTc4Vpwjz63U5YgOLbj25F48M3sjs9fuYm9uUa2LcRqGYdRndh0oYMOuXC48pkvY5gjnFtKBgmLeXZxFm6bJJCclsiOnwNbzMFFVFNV/vI5741QUfxn4CegGXAm8GMQcTwNj3eNH3ed84N/A+TURNm4ZeBF887BjxTninEoRVQC92jRFgD25zjaVx2QK5nVvGEbD4buNewE4qXebsM0RqNp4QoLw1ZpdnHpEu1pf+973V7LjQAFv33Aiw7q1rIuYRjUEVHBU9WXPsYh8D4xV1ZVeba/jKDj3VDNHZ1XdKiJJOIpOd6AIyKqL4HFFEFacqkym3gpOkybhCWs0DKPhEMvryNwNe0hLTWZAGJPjTRrbv0IYN0CjxATSmiRx9dSFnH5ke07s1YoX524hKzs/aAvMx8u3M/3HTG4e09eUmwgQbB6cIwHfzEebcRyPq+OAiLQHjgZWqWquiDQCYjOLVLQYeBF8cRe8fRWUlThFOMfcXV7KIViT6YQJE8ItqWEYcU6sriOqyncb93JCr1YkJlS2dIcKj6Iy+bO1FRSYswd25MW5m3n087XMXL2zvH8wFvWdBwr487vLGdwljZtO6xM22Y3DBKvgfA1MFZG7gG1AV+BeYE4QY/8FLAQaAbe4bScBa2oiaNyzcjoU5EBZsfM6JwM+uNk5HjSBTumpHHPgC25LeotOsocsbcPDJRP4QEfywCerueLEHizcvK/SP6RtXxmGES9s3ZdHZnY+14/uFfa5vKuNe3PD6N5MnbuFHQcKKrT7s6h7UFUmvbOMguJSHrt4SJ3qZhnBE6yCcxWOL81KIBEoAaYDV1c3UFUfEpF3gVJV9ViBMoFf11jaeObL+6DUJwy8OB8++B1k/8TLHTfRJf9tUsRRgLrIHh5M/g/dmqfy9Dfw3NebSBAYmriNDknwQ3YX89ExDKNWzJw5E4DTTz89ypJUxON/MyKM/jfBsNNHufGQmZ2PqiI+fpSvzPuJb9bt5m/jj6Z322aRENEgSAVHVfcBl4hIAtAW2K2qZTWYZzNwgogcq6r/xVFwDG9ytvlvL86DWX+nDzhJH7xoIkXcmvgWl/5pEmMf/4bcwhLaJhyO3q/qjsIwDCMQ27YFWI+izNwNe2jXvDG92wZXuiZcBHJCBrj0+e+546wj2bznULlFXYEjOzTnsuO7RVbQBk5AO5mI9PA67iUivYAeQFOgh1dblYjIQGAd8Dzwgts8muAisBoOaQFCHtO6wp+zqKTdeMjZRuf0VA4Vlvg9nZmdH/CcYRhGfaGsTJm3cS8n9WlTyUISaSaN7U9qcmKFtpTkBC4Y1pn1O3P52VNz+eNbSxyLjnt+855DvLfEYmsiSVUbgcu9jjcA691n70cwmYyfAe5W1SMA18GEr4GRNZY2nhlzNyT7ZLFMTnXaGzWtQgFy2qvKgDniwVk8+vla9uQWMmNxJic9OCss6ccNoz4gIv1EZJ6IrHOf+/rpc5eIrBSRZSLyg4iM9TrXRET+KyIbRGSNiFQOezRCzrpdB9l7qIgRvVtHWxTGD+3MAxcMpHN6ank25QcvGMRjE4Ywe9IpNG+cRKlP2GtBSd0rnhs1o6ow8eZex3XxiDoKeM1zKfd6h0TEclJ740ZL8eV9znaVTxQVY+52nI6LvcyiiY2ddg6HNXqTmpzI9aN7sWb7QZ78agNPf7UBRCgtc/7zLJeOUd8QkSHAXlXN8GrrBrRU1aVBXuZZ4ClVfU1ELgOeA07z6bMAeFRV80RkMPC1iHRU1XzgVuCAqvZxlaM5ItLHsruHl7kbXP+bPtH1v/EQyAm5eUoyuQGs5lZrKrIE62RcF7YAxwCLPA0ichyOBcjwZtCEwwqNv3NwWAESgTZ9y9s9/2iffLiJ/KJSOvtEUW3cnct5//qWvCL/FWxNwTHqCa9ROUFoMvAqMKi6wSLSDhgGnOE2vQE8KSJtVXW3p5+qfuY1bBnOHnFrnCjSi3ESnaKq60VkEXAW8HZt3lAs0qJF+HLM1JbvNuyhR+smdK4H9ZoC+ehYranIEvZSDcBdwEci8izQSETuAG4Arq2JoAYVFaCvH4av7oddq6HdkYDnjuI3fof2btuMfB/lxoPdVRj1iG6qusm7QVU3evsMVkNXIFNVS92xpSKS5bbvDjDmCmCjqno8b7vhZHT3sNUdXwERSQfSfZrDV18ghFxwwQXRFqECJaVlzN+8j/OHVK7hFIv4SxRotaYiT7ClGmqNqn4oIuNwFJqvcTIZX6CqP4Ti+g2WY6+BOY/BvCfhZ08FNSTQXUVaarLf0EbDiEG2icgwVf3R0yAiwwhTZnQRGQ38jcMWn5pwC9VnejeCYFlmDrmFJWEtzxBKAiUKNEt5ZAmqVENdUdXFgH/TQh0RkSbASzjbYCXArar6YYC+Q4AnAM9/yR9V9ZNwyBV2mraGIb+Exa/CaXdD8/YAfPrppwCMGzeu0hB/dxUJAtn5xfxm2o88cMFA0ps0ioz8hlE7HgfeE5GHcbKr98bxibk/yPEZQGcRSXStN4lAJ7e9AiJyIs6W2M9U1ds7dCvOjZrH4tMN+MrPXFOAqT5tXQguQWpUqWodiQbfbdgDwAm9WkVZkuAJ5KNjRI6gfHBE5AngTVX9zqttBDBBVW+pZux9gc6p6t1BylkVQTn8iUhTnOSEv1TV793aWGkhmD96nPh/sOhFWPBvGHMXADt2BC7Q7u+u4tYz+rErt5BHPl/L4inZXDCsM+8tybK7DiMmUdXnRSQbuAZnWygD50blnSDH7xKRJcClOMrLpcBib/8bABEZDvwXuNDbWuTyNnA9sMhdc4a71/GdKxvI9rluMGJGnarWkWjw3ca9HNmxBa2bNY62KEY9Ilgn40txFAlvfgBmcLj8QiB896Y74OTBeTfIuasjWIe/XwLfqur3bt8SYK+/C9abvfPWvZ3q4wv/A6P+4ISTV0Ogu4qT+rTh6qkLeHr24ZJj/qKsZizONLOrEVVU9W3q5tB7A/CyiNwN7MfxsUFEPsZJabEIJ3N7KvCcl1JyuaouBybjlK7ZAJQC16nqwTrIY1RBQXEpi37azxUndI+2KEY9I1gFR6mcMyfRT1vlgaqVyjm4PjmV7nhqSVAOf8AAoNhdxDrhKGi3qup+P31vob7snY+4CdZ8CEteh+Nq77d9dOc0khIq/znzi0u5a8YKGiclkJWdzyOfryW/2ElibWHmRiQQkctV9VX3+FeB+qlqUMlDVXUNcLyf9rO9jodXMf4QcFEwcxl158ef9lNUUsaIPtHPf2PUL4JVcOYAfxeR21S1zC3ZcC+130v+HMf8Wy0i8iOOEuOP9jWYMxEYA5wI7AQeAx4F/C2YU6gve+ddj4cuwx1n42MDrv1BsSPHf32Vg4Ul3DjN10rvYGHmRgS4FCcMHODyAH0Uy44el8zduIekBOG4nqbgGDUjWAXnd8CHwHYR+QlH4dgOnFfdQD/lHJrgbBdVcurzh6oOq+b6wTr8bQVmqep2d9zrBFgQ69XeuYhjxXnrCljzIa1b134RCJi7IS2FZy8/hvOfnOt3nIWZG+HEx7JyajRlaSjUZR0JNXM37GVw13SaNY5E2jYjngi22OY2NxTzeBxLRgawIMiCmxtw7q48GkIesBjXbyYEBOXwB7wFfCIizd398nFAsJlPY5sjzoWWPeC7Jznv11/U+jKBcjfcNu4IBnVJp3MABahDWkqt5zSMmiAii1V1qJ/2Rap6bDRkikfOO6/ae9eIcKCgmGXbsvm/U/tEWxSjHhJ0CQZVLVPVear6tqp+H2w1cVVNUNVE9zlBVZup6qgQ5sGZDKS7Dn8f4uXwJyL3icgNrhxbgYeAeSKyDCes/A8hkiG6JCTCCf8H2xbA1vm1voy/+ioPXDCwfPvJX4E5gNKyMrbsOVTreQ2jBlT6pRPHvFpt4V+j/rFg0z7KFEbUk/w3RmwRbJh4BgGyGqtqVOu/V+Xw5xuGrqqvAK9EQq6IM3QifHU/H0x/E3rvqvUd2PjEuYxvfB+kbIPGXSDxbqBiOQjvKKqfD+3EtPlb+dlTc3lm4rCYqRNjxBci4vm/beR17KEHsDKyEsU3H3zwARB9S87cjXtonJTAsO7pUZXDqJ8Eu6l5mc/rjjh+OW/661yVQuRNtJWjuKJRU+g+gr1rD8IP78GGOyoW6wyGZW9VLOiZk+G8hgo1r3wdiicc241rXl7IFS8uYPzQzszbuDdgGLmFmRu1ZGOAYwXmEkd1oGKBvXv9ZtCIOPM27mV4j1Y0TqpsOTaM6gjWB+dr3zYRmQ18CvzTzxBfhcgIN8vego2zKPf79qOcVMuX91WsVg7O6y/vq/Ia3Vo3YfpvRjDh2Xm888O28nbfMPIZizMr+PhYmLkRLKr6VwAR+d6nEKYRh8xYnMmDn65hR04BLVLymbE409YIo8bUxS29EOjp74Q/hcgIM1/eByU+Yd7F+fDlX6tXcFRhy7eOUuSPnG3+271onpJMTkFxpfb84lImvbOUtxZl8MNP+yksKat03sLMjRpQJCI9VXWziHTA8asrA+5Q1dhKv2vUCt8boQMFJXYjZNSKYH1wfMstNAHOBoKq4+TWgBqFUwOqPN46RKUaDAishORsg4/+CEeeB91HwsrpjjKUsw1adISuJ8D2pbBvI86fxs/OYlpwSZy3Z/vPo1NcqhSVlFVSbjxYmLlRA54GxrrHj7nP+cC/gfOjIpERUiZ/trZCJCfYjZBRO4K14PhmBj6Es7i86qdvBUTkOpwCeZ/jlFD4BDgTeC94MY1qSesCORl0YHfF9qRUJ8vxwv9AchMoKQR1F48DWY7C06ovjH8Wykrhk1srb1P1P5tgCJRHp3N6Ku/cOIKTHpzl93yTxonkFZXQpJHluTCqpbOqbnVryY3FyYFVRJiqiTdUOnToELW5A93w2I2QUVOCChNX1at9Hr9V1f+oamEQw28Dxqnqz4F89/lCoPJ+hlF7xtwNyamMYzbjmO20JafC+U/ApI1w8WtOm5ZWHltaAEMuhWGXwXlPQFpXQKBFZ2jZyynmueD5akXwF0aempzIpLH9A55PTBAOFZZy1j/nsGDzvpq+a6PhcUBE2uPUs1vlVVQ3OYoyxR3jxo2LWiXxTumpNWo3jEAEfcssImcAlwDtVPU8ETkWaKGqs6oZ2k5VPSUOykQkQVU/EZFptZTZ8IfHz8az/ZTWpWIU1ZHnVbbMePDe3ho0oaLPTlEe/O8a+PhWOLgDTrvTyZ7sB39h5N5RUoHOt2+Rwm3/W8rF/57HqD5t2LArl+05BRZlZfjjX8BCoBGHC/2eBKyJlkBGaJk0tj+3T19GQfHhLW3vGyXDCJZgfXBuwgkL/w+O9QWcfe8ngBHVDN8mIj1UdQuwDviZiOzBMSsboWTQBKZvcP6kF1xwQeXz7jaW3/ZANGoCE16Fj34Pcx6BrfMg+yfIyaysRBG4Wnl15z/93cnc8Ooivlm/p7zNoqwMX1T1IRF5FyhVVU+4eCbw6yiKFXdMnz4dCLCOhJnxQzuTlZPPw5+uBZwtbrvRMWpDsBacW4AxqrpFRP7ktq0BglGpHwaOBLYA9wHv4Nx93VwjSY2gOHDgQOCTY+6umOcGnG2sMdX4eicmOVtXefucyuUeahOKHoCmjZPYtCevUrs5Fxq+qOq6ql4bdafKdSQC9G3XHID3/u8kBndNj6osRv0lWAWnOYeLY3rCbJIJwgqjqlO9jj8RkZZAI6+9cyNSVLeNVRUiTrSVL0HkyQmWQE6Emdn55BeVktrIkn01RERktaoe6R7HbFZ1I3Rk7HNudrq2ahJlSYz6TLAKzjfA7cD9Xm03479qdwVEZAowTVUXAqhqEbY9FT18fWxqQlWh6CEgUBQWwGmPzub2s47g/MGdeG9JlmVDblhc63VsSUQbAFv35dG0USItm5jvuFF7glVwbgI+EJFrgeYishY4CJwbxFgB3hORQ8DrwOuqurZW0hrRpTY+PDUgUDXza0b2YPa63fzuzSU89vladhwoLM+pY3468Y+qfuv1sp2qVirLICIX+rYZ9Zdt+/Po2qoJEiCgwTCCIdgw8e3AcJyqi78ErgSOCyZzqKr+DugC/AYnn873IvKDiMRHJe8Yo0uXLnTpEhqFoxJuKHoFgvHhCZJA1cxvHXsE7//fSCZfOIiM/fkBsyEbDYIXArT/O6JSxDlhXUeCIGNfPl1a2vaUUTeCDhNXVQUWuI8aoaplwBfAFyJyF/ASMJnDmUiNEHH66aeH7+IVfHhcS86pfwmJ/42HQFFWCQnCRcd25bZ3lvkdl5mdT05eMWlNkq2gZxwiIr3cwwQR6YlXRnSgF+A/jbZRK8K6jlSDqpKxP48RfVpHTQYjPohI6lgRaQr8HLgUOAX4GscKZNQ3PD48B7Lg8aOgICei01flpzPs71/Qo3UTtu7Lo7jU8UO1Lay4YQOOc7FQsZo4wA7g3kgLZISHfYeKyCsqpZs5GBt1JKgtqrogIm8DO4HrgA+B7qp6tqq+Fu65GyJvvfUWb731VvgnatEJep8GS95wSjxECP/ZkhP43Zi+XH9yL37ae1i58WBbWPUfVU1Q1URgjnvs/eikqrZFFUIito74IWO/cwPT1baojDoSUMERkfO9juviyr4QGKCqJ6vqM6q6p9oRRq3Jy8sjL69yPpmwMOSXcGAbbP4mMvMRyE9nEL8/ox+3jTuC0jK/EcRWxyZOUNXR0ZahIRDRdcSHrRYiboSIqraoXgNauMd7vY5rhKo+XJtxRj2g/zmQkuYU8+x9asSmrSpbcqAtrFZNG4VbLCMCuEU2f4NTi6oNXr44qnpytOQyQocnB06XllZ7yqgbVW1R7RCR34rIaUCSiJwqIqf5PiIlqBGDJKfA0RfC6g8i7osTCH9bWALsPVTEM7M34vjKG/WYx4HrcXJzHQP8D2gHVFcTz6gnbNufR+umjWjaOCIuokYcU9U36Cqc0gq/wymt8KKfPooTwWA0VIZMhEUvwMp34Ziroi2N34KevxvTh2/W7+GhT9ewbFs2o/u15V+zNliUVf3kAuBEVd0qIn9V1X+KyGfAc5ijcVyQsS+fLrY9ZYSAgAqOqn4HnA4gIhtUtU/EpDJqTc+ePSM7Yedh0Ka/s00VAwoO+N/CuujYrgzpms79H63m0xU7ynP9W5RVvaMJh8vG5ItIE1VdIyJDg72AiPQDXgZa42y/X6Gq6336nAn8AxgI/EtVb/U6dy/ONlmW2zRXVf+vlu8nJon4OuJFxv48BnZOi9r8RvwQbKK/PgAi0k1EThSRrjWZRERai8jlInKb+7qTiEQvi1QcM3r0aEaPjqAfpggMnQgZ82HPhsjNW0NEhF+P6kXrZo0qFTKyKKt6xWqcpKMAi4B7ReROnIriwfIs8JSq9gOewrH++LIJp0L55ADXeEVVh7iPuFJuIArriEtpmZK5P99CxI2QEJSCIyIdRORrnFwU04GNIvKNiHQKYuxoYC0wEbjLbe4LPFM7kY2YY9DFIAmw9PVoS1Ite3P9l0GzKKt6w++AEvf4D8Aw4DycNBTVIiLt3DFvuE1vAMNEpK13P1XdoKpLvOaqMSKSLiI9vB84Wd2NAGzPyaekTC2CyggJwebBeRZYCrRU1Y5AS2Cx214dU4CLVXUchxeL+cBxNRPVPyLSRET+KyIbRGSNiPitjyUiCSLyTxFZJSLLReTTYBS0+sa0adOYNm1aZCdt3gH6nB7xnDi1oVO6/8iMTukpEZbEqCUZqvojgKquV9XTVfV4YH014zx0BTJVtdS9RinOVlONrNLAJSKyTEQ+F5ETA/S5Bdjs85hTw3miQlTWERz/G7AcOEZoCFbBGQn8UVUPAbjPtwEjghjbQ1W/dI89uwNFhC6L8q3AAXcb7TzgPyLSzE+/84HjgUGqOhBYBdwZIhlihuLiYoqLiyM/8ZBfwsEs2DQ78nPXAH9RVgB92jajLEAOHSOmWBegfVUEZXgW6Kmqg3C2sN4TEX91BaYAPX0eoyIlZF2I1jqSsd+TA8dCxI26E6yCsx8Y4NPWH8gOYuwqERnr03Y6sDzIuavjYtw9dNdRcBFwlp9+CjQGUkQkAWgObPN3QTMt14L+Z0NKuuNsHMP4JgrslJ7CyX3b8PX6Pfz+rSUU+RTyNGKOSuWlRaQFEOwfLgPoLCKJ7thEoBOHHZerRVV3qGqxe/yFO/ZoP/2yVXWL94MAa47hsG1fHgkS2NJqGDUhWCvKw8BMEXkB+AnoDlzNYZ+aqvgj8KGIfASkishzOJaWn9VCXn90c2XysBX/5uYPcOpg7QDygDVAIOfAW4B7QiRfwyCpMQy8CBa/CvnZkJoebYkC4htlpao88/VGHv50Lfvzinlm4jDLwRFjiEgGzk1Kqohs9TndmsM+NVWiqrtEZAlOXbzX3OfFqrq7BrJ0VtVM93gI0APHz9CoIxn78+mYlkpyYtirCBkNgKBWcVV9XkQ2Ar8EBuHsWf/Sa+upqrHfi8gg4DKcXDoZwHGqGtSdjIj8iKPE+KN9MNdwGQYcCXQGDgL/xKlm/ls/facAU33aulBP9s+jxpBfwsLnnZw4x14dbWmCRkT4zSl9aNO0MbdPX8a4f35DSamyI6fA8uTEDpfhWG8+Bi73aldgp6rWRMG4AXhZRO7GsU5fASAiHwN3q+oiERkJvImTwV1E5BLgGlX9DPiHiBwDlOJst1+uqjvq9vYMcLIY2/aUESqCvk1V1VnUIluoiDQGdnuXbBCRZBFprKqFQcw7rJrrb8WxKHnuwLoBX/npehUwS1Vz3HGv4T95Iaqajc/2m0gly3hM0q9fv+hN3mkoNO8En9wGH/4e0rrAmLud6uP1gAnDu7J250Fe+HZzeZvlyYkNVPVrABFpo6p1KpKkqmtw/PF828/2Ov6WANvSqnplXeavD0RrHcnYn8fJfdtW39EwgiASdsAvcFKqe3MM8FmIrv82Tup2RKQvTo6MT/302wyM8SocejawIkQyxAwjRoxgxIhgfL/DwPK34dBuKC0CFHIy4IObYVl0qhLXhk9XVL4Rzy8u5eFP10RBGsMPN7jbQojICSKyVUQ2i0iUvvTxSTTWkYLiUnYeKLQQcSNkRMLRYCBOWLg3C4DBIbr+ZGCqiGzAMRlfp6oHAUTkPiBLVZ/FSeh1FLBMREpwfHWCyp1hBMmX90GZT+RFcb7TXk+sOIHy4WTlFHDH9GX8bEhntu/P55Ev1gUs9TBjcWaFUhG2xRVSfg+84B4/gLPNfBCnRlUlq4xRf9i23w0Rty0qI0REQsHJwfGV8b41bg8cCsXF3ZD1iwKcu9vruAD4VSjmjGWmTp0KwFVXXRX5yXMCuFUFao9BAlUjT01O5L0lWbyxIAOBCqUebp++jJLSMi48tiszFmdyx/Tl5BeXlp+3La6QkqaqOSLSHOcm6XRVLRWRR6MtWDwRjXWkPETccuAYISISW1T/A14XkaPdpHwDgVeA+rNvYQRHWoBI+kDtMYi/PDmpyYk8cMFAFt15Oi2bJFcq9VBQXMat7yzjyLs+5Q9vLSlXbjxYKYiQkuFuR10CfOMqNy1wrLdGPWbbPk8OHFNwjNAQlAVHRF6FSus6QCFOXocZqro0wPC/AI/ibEs1BgqAl4A/11haI7YZc7fjc1PsYwHpeXJ05KkF/qqRe28xZecFTn522QndeH7OZr/nrBREyJgEvIMTvfQLt+1cnPXFqMdk7M+ncVICbZs1jrYoRpwQ7BZVDk5o5vs4Yd5dcXLZvIkTev0nEblBVV/xHehuDf2fiPwWaAPsUVVLGRuPePxsvrzP2ZZq0RmatIIl06BNPxh5S1TFCxZ/1cg9BNrC6pyeyl/OGcDHy3f4Pd+6WaOQy9kQUdWPcRLzefO2+zDqMRn78ujSMpWEhPoRsWrEPsEqOP2As1V1rqfBrb9yn6qeISLjcHLHVFJw3L5pOJmPm7mvgfLQcyOeGDShokNxaTG8ez3MvAcKD8JpdzoVyOspk8b2r+BjA84W1qSx/QOeF5win+/8sI0Lj6k/23X1BU9WYaN+s3Vfnm1PGSElWAXneCpHQi3icMHMzwiQM0JErsKJYMrFySDsQYFewQpqBMdRRx0VbREqkpgMFzwPjZrCnEcgazHsWQs5mfUuTw5Uv4Xl7/xvT+vNh8u2c+vbS8ncn8/NY/rUm7xKRsMkGutIxr48hnVrGfF5jfglWAVnCXC/iNyjqgUikgLci1NhHJwicvsCjL0fuFBVP6mLoEZwDB8+PNoiVCYhEc57AnK2w8YvDrd78uRAvVNyqoqI8nf+F8O6cvv0ZTw+cx2Z2Xkc37MVj32x3kLJjZgk0utITn4xBwpKLETcCCnBKjhXAq8DB0RkH9AKx4Iz0T3fCvhNFXN8XhchjeDxVABOTk6upmeEEYE9fpLl1bM8ObWlUVICj140mC7pqTwxawPv/LANT/FyCyU3Yo1IryMZ+yxE3Ag9QYWJu5VwRwC9cYpk9lHVEaq62T2/SFU/DDD8IeBOt4K3EWamTZvGtGnToi2Gf+IgT05dEBH+cGZ/0lOTy5UbD76h5DMWZ3LSg7PoeftHnPTgLGYszoywtLGLiJwmIs+LyEfu85hoyxRvRHod2bbfQsSN0BN0oj8RaQmcilOsMlNEPlDV/UEM/T3QAbhNRPZ6n1DVQEU0jXgkrYuzLeWvvQGRk+/fJzYzO59/fLyawuJS3lyYQWFJWXm7WXgcROSPwJ9wUk0sxqk997qIPKyqluyvnpKxz5PF2BQcI3QEmwfnROAjYA3wE07eiSkico6qzqtm+GV1E9GIGwLlyenasDLsBwo1T04Ups7dQlFpWaVzHgtPQ1dwgD8Ap6lqeR05N0/XFzj5tox6yNZ9ebRISSItNca21o16TbAWnCnAb1T1TU+DiFwMPIFT3DIgnirAhlEpT05aZ2jWAVa8A71PhaENQxcOFGr+wAUDOXtgR/rf+YnfrJqWLLCcDT6vN+E/EalRT8jYbyHiRuipSR4c39IK7wDPBjPYrf47CifRX3l8rHetKKOB4Jsnp6QI3rgY3r8JUtLhyHOjJlqkqC7UPJCFJyU5kV0HCmjXIiWi8sYY9wIviMi9OFnUuwJ3Afd4+/mpamUzmBGzZOzLo2+75tEWw4gzglVw1uPUfnndq+0iYGN1A0XkOpxKv58DZwGfAGcC79VIUiMohgwZEm0RakZSI5jwKrzyM3jnV3DZ/6DnqGhLFXaqCjX3Z+FJShCKSkoZ8+jXTBrXn2aNkni0iormccxz7vOlOFYbzw3TRPecpxZqYuWhRrBEch1RVbbtz+e0I9pFbE6jYRCsgnML8KGI3Izjg9MD6Ivji1MdtwHjVHWOiOxX1Z+LyFk4CpMRYuqdggPQuBlMfBteHAev/QJS0yF3V71MBBgKAll4BndN5+73VnD3eysRAW2YYeY9oy1AQyCS68jug4UUlpTRzbaojBATlIKjqt+JSG/gHJw6MB8AH6tqoOR+3rRT1TnucZmIJKjqJyISo7HM9Zu8PCfcskmTerZYNGkFx14Dn/4Jcnc6bfU0EWAoCGTheeVXxzHsb1+w36foZ0NxQlbVn6ItQ7wzY3EmUz5dwY6cfFqntwi7dTDDDRHvYgqOEWKCDhN3Q8Jfq8Uc20Skh6puAdYBPxORPTjVgI0Q89ZbjqvUVVddFV1BasO8f1HJV7Q2iQCXveXlyBxfViARCVjRvKE4IYvI+cBoKvv0XRE1oeKEGYszuWP6ckbLSo5oBJ9mHxF26+BWS/JnhImACo6IzCGIyARVPbmaLg/jVBzfAtyH45zcCPhd0FIaDYOAiQAzYNcaaHeE87oqBWbZWxVD0ePQChTICblDWvw7H4vIPcANwJs4foDPAb8E/htNueKFyZ+tdXy/Gh1uC7d10JMDp0tLK9NghJaqLDj/CcUEqjrV6/gTN2FgI1XNDcX1jTgiUCJAgKePh+4nQbsjYck0/wrMwItg5r2V8+zEWTkIf07I4Jgydh4ooH18R1n9CjhDVVeIyNWq+nsReQO4M9qCxQOBrICZ2fmoaliKxGbsy6Nd88akJJtfuBFaAio4qvpyKCYQkcWqOtTrukVAkYgsUtVjQzGHESf4SwSYnApn3g9FubDoRfhpbuVxxfkw40b44HdQnFf5PMRVOQh/TsjnDe7Iq/N+4oKnv2Pq1cPp2z5uQ27TvZL8FYlIsqouEJHRUZUqTghkHQS4+N/f89fzj+LIji1COqflwDHCRdA+OHWgj2+DOLcBvSIwt1GfqJQI0Gf76cSb4L5W+N05LSuB42+Axa9CQU7l8y06hU3saODPCfncQZ24eupCfvHMd1w5ogfTf8yMxzDyjSJylKquBFYAN4rIfiCYsjFGNXisg96kJidw/uBOfL5qJ+f+61suP6E7/To046lZG0Py/crYl8/wHi1DIb5hVCBsCo6IvOIeNvI69tADWBmuuRsyxx5bz41ivokAvUlIqKKeVVcYez90HOy/HETBAVg5Awb8zKlsHocc3TmN6TeO4IJn5vKvWYeT/cZZGPmdQGv3+A5gGtAM+E3UJIojPN+PJ97ZjQKdvZSXO/KKePTzdUz9bkuFMXX5fhWXlrE9J59urer999KIQcJpwdkY4FiBucDbYZy7wXL00UdHW4TwEmgba4ybFNufFeiYq2D1+/D2lXDEudDrFJj7z7iMsuraqglJCQmV2uMljFxVP/Y6no8fC7FRN84Y0J5bSltx27j+/OaUwx9vepNG/G380Xy6cge7DxZWGFPb79f27ALK1ELEjfAQNgVHVf8KICLfq+pn4ZrHqEhOjrM9k5aWFmVJwkR121iePr4Ky0m3wLwn4cu/wZoPD7fHYZTVjpwCv+31PYzc9bcpdo9HAt6a3HeqWhLkdfoBL+NYgvYCV6jqep8+ZwL/AAYC/1LVW73OJeLU4RuHc8P2oKqGJCgjFsjYn0dTKaJDiv9qF3t8lBsPtfl+WYi4EU6qChO/L5gLBFFPqkhEeqrqZhHpADwElAF3qOqO4EUNKOdlONmSBwC3qOqTVfS9FvgTTsDJJ8DN8Vaz5t133wXqaR6cYKlqGysQiUkw8haY/wwc9PnaxVmUVSBH0aaNkygoLq2X0SoiciMwArjcbfoc2IPzv9wEZw14IcjLPQs8paqvuevHc8BpPn02Ab8GLgR8w9Im4liO+uIoSYtFZKab66ves3VvHqOSN7F96V44oV+l84G+X53Sax7m7Uny17WVhYgboaeyLfswXYN8VMfTgCee9TEgGUfB+XftRK7EEirXyaqEiPQE7gFOxFmY+gINo3y1cZiDO/23x1GU1aSx/Un1UWISRcgtLOGsf85h3sa9zFicyUkPzqLn7R9x0oOzmLE4M0rSBs0VwCNerwtVtZuqdgXG4Cgj1SIi7YBhwBtu0xvAMBFp691PVTeo6hLAn1XoYuB5VS1T1d3ADJycPL5zpYtID+8H0CUYOaOJx6rSOIAi7O/7lZqcyKSx/Ws8V8a+PJIShI5ppuAYoaeqMPGrQzRHZ1XdKiJJwFigO04W46xQXNwTMioi1VliLgRmuAsSIvI8cDXg6wCNiKQD6T7NMb8wGUEQyEk5NX6iOALVsmrTrDF/fnc5lz7/PYkJQmmZE41WT5yQe6rqUq/Xq7yOlxJ8VGZXIFNVSwFUtVREstz23UFeoxtOTT4PW/F/s3cLzk1VRJmxODNgpfpg8CgdSQn+nfE917r3/ZVk5xfTrnlj/nz2kbX67mTsd2RMDDCXYdSFGvngiEhzKqdH31TNsAMi0h44Glilqrki0gjHkhNJgl2UIEoLkxEB/DkpSwLk74MP/wDjHoCkxtGTL0QEqmX12S0nM/z+meQWVjRM1AMn5GYi0lRVDwGo6kle55q6j1hjCjDVp60LMKdSzxpQlQLjKbXgSQJZG+V16748WlWzjTl+aGeO7NiCsVO+4U/jjqhDiHieFdk0wkZQCo6IDMAJxxyM41QnHE5GUt2G/r+AhTjJv29x204C1gQ59484yok/2nvuxELMFMKwMBkxgD8n5VPvhF0r4bsnYPsSGDjBcUiOwyir1EaJHCr074sb407IK4AzgXf9nBtL8GknMoDOIpLoWm8ScQoIB0ih7ZetOJbohe5r35snAFQ1G8j2bqtrJuBACkxJaRkn9G7N3z9aXSnDdU2V16378uiUVJX3gkOfds1o2iiRpduy+cUxtTNwb9ufxxkD2tdqrGFUR7AWnKeBr4BTgc04eWweAL6rbqCqPiQi7wKlquoJF88kyD1zVR0WpIzV4VmUPHQjwKIWjoUpUpx44onRFiH2CeSk3OVY+N+1kPnD4bY4jLIK5CTarkVMW66mAE+LiALvq2qZiCQAPwOeBP4QzEVUdZeILAEuxSkefCmw2LN1HSRvA9eKyHQcJ+PxwKgajK815bWivMgvLuXWd5ZVOS5Y5bWsTMnYn89pAwZwYjVKS2KCMKhLOksysoO6ti+HCkvYk1tEF4ugMsJE9Wq6w2DgT+4Pv6hqDjAJ+Fswg1V1nZdy43m9vKoxYeB/wHgRaesujNcCb0VYhrDTv39/+vevubOfgZME0J8vjifKKk7w5yQKcDC/mG/W1eR3PnKo6ps4TsavAQWu30wBjg/dY6r6RlXjfbgBuElE1gE3ua8RkY9F5Fj3eKSIbMNRnK4XkW0iMtYd/ypOlNV64HvgPlXdXOc3GQRVKSoP/WIgrZs28nsu2AinXQcLKSopo3uvPkGtI4O7prN6+wEKimtuSN+233kvVqbBCBfBWnAKcHxmioE9ItINJzV6a3+dRWS1qh7pHmcQoCq5qgbaegoaEbkUmAy0BH4mIrcDZ6rqKjfUPUtVn1XVTSLyN5wFCZww09fqOn+ssWfPHgDatGkTZUnqKbnxH2Xlzwn5yhHd+d8PmVz50gJ+f3o/fntqHxJizPFTVR91gwNOxPEF3AvMc2+4anKdNcDxftrP9jr+lgCBBe62+I01mTNUBLK+dU5P5eLh3WiclFipEGtNIpw8EVRtkgrZs2dPtevIkK7pFJcqK7MOcEz3mjnqZ5TnwLEIKiM8BKvgzAEm4PilvIOTQ6YQmBWg/7Vex2ENxXbv3Pzevfnm6FHV53ByXsQtH37oJLGL6zw44aSqKCvVuCnz4M8J+bITuvOXd1fw2Bfr+GT5drLzi9mRUxAwEqeu0Tq1QVUPAA02ceiksf257Z1lFJUeDhr1VmA8n//9H61md24hrZo24u5zB9TI/wZgy+I57FiRWO06MrRbOgBLMrJrruCU58AxC44RHoJScFTV2/ngzzgOf83xE2Lt9v/W6/jrughoGBGlqiirt66A8/4JTVpFT74w0qRREo9NGExigvDOD4ctVpnZ+dw+fRlFJaWcN7gzIvDB0izuem8FBcVl5X3qQah5vWf80M7MXL2TD5dtR8CvYjl+aGdOH9Ceo+/5jGtG9qzR32PrvjwSBBonBZcMsn2LFDqmpdTYD2fG4kwe+XwtAD978lsmja19JJZhBKJaBceNMvgSGKuqhW7m3yq3dkKYBdkwIou/KKvT7oSD22HW/ZCxAAZfDCumx2WUlYgwb+PeSu0FxWXc9r/l3Pa/wK5z9SDUPC5olJRAx7QU5t0xJmCfZo2T6JSWwvqdB2t07Yx9eXRMS62RoXJI13SWZARfzL1yJFiBKcdGWKhWwXFDKXsSvEMyVMwvkwL8Aiek8iec6KXjcJx+DSP2CBRl1fs0eP1ip1CnhziMsqrKkfVP445AUR7+dG2NxxqhYf3OXPq0a1Ztvz7tm7Nhd26Nrr21FnlphnRN55MVO9ibW0jrZtVH4gWKBDPl2Ag1wSotfwWeEZHuIpIoIgmeh7/Oqnq154GTM+dSVT1JVX+pqiNxSisYRv2i42AQP6b7OIuyChRx0zk9lRtP6c1vTulD5wB9alOPyAiesjJlw65c+rZrXm3fvu2asWFXLmVlfmM8/FJbBQdg6bbsoPoHUoJNOTZCTbAKzn9wasFswimzUIxTo6U4iLFn4dRq8eZ94OzKXY26cvLJJ3PyySdHW4z45UCAmk1xFGUVTK2hUNYjMoInMzuf/OJS+rWv3oLTt10zCorL/EZd+SO/qJTdBwvp1rpJjdaRozunkSCwZGt2UP0DKcGmHBuhJtgoqp51mGMD8H/AE15tNwIb/Xc36kKvXsGW5DFqRaAoq7T4KVUWqJaVryNrdX2M0LN+l+NT0zcYBcfts37XwaAilbyjmnr16hS0TE0bJ9GvfXMWB+loPGlsf/7w1hK8DUumHBvhINgoqkppyGvAr4F3ReQ2nAzGnXGsPxfU4ZpGAHbs2AFAhw4doixJnOIvygpgyC+jI0+YCFTLqqZ9jNCyfqfjU9MniC2qPm2bl4857YjqyyFs3esoON1aNanxOjK0WzofLdtOWZlWmz/p5H5tUXUcoQ8VlphybISNYGtRvUrgZH1XVDVWVReLSF/gBJyaL9txknMFs71l1JBPP/0UsDw4YcM3yqpFJygphB9fheHXQrO20ZXPiGvW78qlfYvGpKVWX6s4rUky7Zo3Zv2u4ByNPTlwurVqwvtvzwCCX0eGdE3njQUZbN57iN5tq7YufbZyBwr89/oTOKpTWlDXN4zaEOwW1Qaf1x2AC3EKcFaLq8xYoUojPvCNstq+DP5zOkz/NVw2HRKCyyFiGDVl/c6DQTkYe+jbvlmNFJxmjZNo2aR65cmXIV2dJH9LM7KrVXA+WradHq2bMKBjixrPYxg1ISgnY1X9q8/jRhzn4d7hFc8w6gEdB8E5j8Cm2TD7wWhLY8Qpqsr6XcGFiHvo2645G3YeRLX6SKqMfXl0bdWkVoWFPZXFq0v4t+9QEfM27eWcQR3rTQFjo/5Sk9w2viwBRodIDsOo3wy7AoZcBt88DOu/iLY0RhySlVNAXlEp/doHb8Hp064Zh4pK2Z5TUG1fJ0S8dpFMwVYW/2zlDkrLlLMHdqzVPIZRE4L1wTnNp6kJTi6bVSGXyDDqK+c8AtuXOCUdUtLg4I64y3RsRI91O4OPoPLQt50nkiq3yjBsVWXrvjxO6V97H7LBXdN54dtNFBSXkuKnWj3Y9pQRWYL1wXnB5/UhHAvOpSGVxqgzY8YETt9uhJnkVBh8CXx+JxQ7DpvxmOnYiA4b3AiqvjXZomrviaQ6yOh+gZWX3QcLKSwpK0/yV5t1pLrK4p7tqRtG97LtKSMiBBsmXpc8OEYE6dq1a/WdjPAx30+xek+mY1NwjDqwbudB2jZvTHqTRkGPadW0Ea2bNmJDNY7GnggqT76c2qwj1VUWt+0pI9IE5YMjIosDtC8KrThGXcnIyCAjw08iOiMyBMpoHEeZjo3osH5Xbo2sNx76tKs+kso7RBxqt45UV1nctqeMSBOsk3Ef3wZxbIyWNjfG+PLLL/nyyy+jLUbDJVBG40ZNIW9fZGUx4gZVTw2qmis4fds3Y301kVRb9+UhAp1bOn46tV1HhnRNZ6kfBcezPXX2QIueMiJHlQqOiLwiIq8AjTzHXm1fAysjIqVh1BfG3O344niTkARFh+Bfw2DB81BaAsvegsePhnvTnedlb0VFXKN+sD2ngNzCknKfmprQt11zDhSUsPtgYcA+W/fl0bFFCo2T6pbDaUjXdLbuy2NvbsW5PNtT5wyy7SkjclTng7MxwLECc4G3Qy6RYdRnfDMde6Ko2h8Nn/4JPr4V5jwOeXug1P0RMEdkoxo8W0y1suB4RVK1a5Hit48nB05d8a4s7l0ewranjGhQpYKjqn8FEJHvVfWzyIhkGPUc30zHHq54H1Z/AG9fBVpa8Zw5IhtVsL48RLzmFpw+nqKbOw9yUp82fvts3ZfHyX3rXmbEu7K4R8HxbE9df7JFTxmRJdgoqs9EpBHQH2gDiNe5WWGSzTDiCxEYcD5omf/z5ohsBGD9zlxaN21Eq6bBR1B5aNvMqV0VyNG4oLiUnQcKyx2M64K/yuK2PWVEi2AT/Y3E2Y5qDLQADgDNgQzM0TimGDduXLRFMKojrYuzLeVLShqUFkNizWsBGfHN+l0Ha5TgzxsRoW8VkVTb9rsRVK0PKzh1WUd8K4vb9pQRLYKNonoceFhVWwEH3ee/AU+HTTKjVnTo0IEOHTpEWwyjKvw5IksCFGTD0yfC2k/MCdkox1ODqiZFNn3p275ZwFw4vjlwoG7ryJCu6RwoKGHz3kMWPWVElWAzGfcD/unT9iCwGXgkpBIZdWLTpk0A9OplhrWYJZAjcuPm8Pld8MYljsLj2coyJ+QGzc4DhRwsKKm1BQegT7vmvLEgg725hbRu1rjCua17K+bAgbqtI96VxQtLymx7yogawVpwcnC2pgC2i8gAoCVQ+/+4ECEil4nIMhEpEZHfVtHvZyLyg4isEJGVIvLHSMoZKb755hu++eabaIthVMegCfD7FXBvtvM8aAL0Pwt+Mw9S0iv76XickI06IyL9RGSeiKxzn/v66ZMoIk+JyEYR2SAiv/Y6d6+I7BKRJe7jqXDKu36X62BcFwuOVySVL1v35dOkUSKtvfx76rKOeFcWt+0pI5oEq+BMB852j18EvgJ+AN4Jh1A1ZAlO4c/Xq+m3AzhPVY8GRgA3isioMMtmGDUjMRkKcvyfMyfkUPEs8JSq9gOeAvzU12AiToLTvsCJwL0i0sPr/CuqOsR9/F84hV3vqUFVBwuOZ6x/BSePbq2ahGwLyVNZ/Jt1u217yogqQSk4qnqLqr7uHj8CXAhc6z6iiqquUNVVQIDQlPJ+81U1yz3OAVYD3f31FZF0Eenh/QACpKg1jBATKBsyCp/9BQ7tMR+dWiIi7YBhwBtu0xvAMBHxjZG+GHheVctUdTcwA7goYoJ6sX7XQVo2Sa5gYakpHVqk0KxxEhvccHNvQpUDx5smjRLZsjeP0jLl7R+2MWNxZkivbxjBEKwPTgVUdU6oBYkkInIEcAJwfYAutwD3REwgw/BmzN2Oz01x/uG2pBToNAy+f9rJhqylUFbinDMfnZrQFchUdRIRqWqpiGS57bu9+nUDfvJ6vdXt4+ESETkTxzJ8j6rO851IRNKBdJ/mGt8ord+ZS9/2zetkBRERevuJpFJVtu7LY2Rf//lxasOMxZnMWX/4o9x9sJA7pi8HYPzQziGbxzCqo0oFR0S+wslaHAhV1TGhFamSDD/iLDb+aO9ZqGpwvY7Ae8BvPBYdP0wBpvq0dQHqtWJn1BMCOSEPmgC718FzJx/OguzBEgVGkmeB+1W1WETOAN4TkSNVda9Pv1uo442SJ4Lq3BA46fZt14yv1+2u0LYnt4j84tKQ5MDxMPmztRSVVvzZyC8uZfJna03BMSJKdRac1wK0dwZuBkJr1/SDqg4L1bVc8/RMnJD3gGUmVDUbyPYZGyoxwsq5554bbRGMUBAoG3LbflBS4H9MTgYc2gtNWztbVv4UJCMD6Cwiia71JhHo5LZ7sxVnC3uh+7rcoqOqOzydVPULEckAjsapz+fNFOp4o7T7YCE5+cW1KtHgS992zXjnh21k5xWR3sTZ7vKtIu6hLutIVnZ+jdoNI1xUV6rhBe/XItIauAPH9+a/QL0J63Bl/wJ40vd9xRNt2oTO1GzEKIESBQI82h/aHQW7V0FpkdPmbwurgSpAqrpLRJYAl+LcwF0KLHb9bLx5G7hWRKYDrYHxwCgAEemsqpnu8RCgB7DWz1zZ1PFGybOl1K8WJRp88Tgab9iVy7E9WgGO/w1QyQenLutIp/RUMv0oM53SU/30NozwEZSTsYi0EJG/ARuA9sAwVb1OVaMe1iEil4rINhwHwL+JyDY3jB0RuU9EbnC73o6Tz+d6r/DOq6MkdthYu3Yta9dWWmuNeMJfosDkVKf9+Oth57LDyo2H4nwnx05JkaPcfHCzqyTpYQWo4Tgq3wDcJCLrgJvc14jIxyJyrNvnVWATsB74HrhPVTe75/7hpptYCjwPXO5t1QklnhpUfeoQQeXBE2bu7YfjseB0aVnx+1SXdWTS2P6kJlesSp6anMiksf1rdT3DqC3V+eCk4uwj/xGYDYxU1ZXhFyt4VPUNDkdE+J672+t4EjApUnJFi3nzHF/H/v1tMYlbqvLRAZgXIC1L7g64v4NTE8vjoOyhAfnwqOoa4Hg/7Wd7HZcCNwYYf2X4pKvIul25pKUm09YnOV9t6JyeSkpyQnnYOTgKTocWKaT4KCR1WUc8fjaTP1tLVnY+ndJTmTS2v/nfGBGnOh+cLThWnoeBRUB7EWnv3cGKbRpGFAjkowOBt7BSW8Gxv4I5AZKPW56dmGPDzlz6tW8WEh/AhAShT7tm5YkD4XAOnFAzfmhnU2iMqFOdgpOPE0Xl907GPWc1AQwjlvAXZp6cCmc95ChFy/7rXwEKmH/HiAaqyrpdBznr6NCVOejbrjnfbzoc7JWxL48Rvc1vz4hPqvTBUdUeqtqziocpN4YRawyaAOc9AWldAXGez3visMUnULHPU/8ccVGNwOzJLSI7LzQRVB76tGvG9pwCDhYUU1Bcyo4DBWGx4BhGLFCrRH+GYcQ4VW1h+frwNGkFeXth+zIY8svIyWhUiWcrKRQRVB48ytKGXbk0T0lGFbq1tugmIz4xBSfO+PnPfx5tEYz6gK8C9MntMP8Z6HYCHDU+amIZh9mwq+41qHzp2/5wJJXHcdmfBcfWESMeMAUnzkhLS4u2CEZ95Iz7YNtCeO+30GEgtO4dbYkaPOt2HqR5ShLtmtc9gspD15apNEpKYMOuXPKLnCTw/upQ2TpixAPBVhM36gkrVqxgxYoV0RbDqG8kNYKLpkJiErx1ZUUHZSMqrN+ZS7861qDyJSkxgV5tmrJ+50G27ssjJTnBbwi6rSNGPGAKTpyxaNEiFi1aFG0xjPpIelf4+b9h53L45E/RlqbBs2FXbkgdjD30bd+c9btyy0PE/SlQto4Y8YBtURmGcZh+Z8LIP8C3j8HqDyB/f4Mq5RAr7M0tZO+hIvqEQ8Fp14wPlmaRIEK/EPr3GEasYRYcwzAq0qa/Ezaev48GWsoh6oSyBpUvHqvQ1n15fv1vDCNeMAXHMIyKfPV30LKKbZ5SDkZEWB+GCCoP3te0HDhGPGMKjmEYFQlUssFKOUSEGYszefDj1QBc+Mx3zFicGdLrL83ILj9+ctaGkF/fMGIF88GJMyZMMD8Jo44EqmXVInQlAwz/zFicyR3Tl5Nf7IRwZ2YXcMf05QAhqe00Y3Emd844XC9576Eiv9e3dcSIB8yCE2c0adKEJk3M7GzUAX+lHMCpPJe7K+LiNCQmf7a2XLnxkF9cyuTP1kb0+raOGPGAKThxxpIlS1iyZEm0xTDqM/5qWY38AxRkw9Rz4eCOaEsYt2Rl+88/FKg9XNe3dcSIB2yLKs7wLEpDhgyJqhxGPcdfLas+p8O0i2DqOXDlB9CiU3Rki2M6paeS6UcJ6ZQemnpRwV7f1hEjHjALjmEYwdHjJLh8OhzcCS+dDd8/C48fDfemO88WRl5nJo3tT2pyYoW21OREJo3tXy+ubxixhFlwDMMInm4nwOXvOltVn96O45jD4Vw5YAkB64DH0XfyZ2vJys6nU3oqk8b2D4mDcSSubxixhCk4hmHUjK7DIbVFZYdjT64cU3DqxPihncOqcIT7+oYRK9gWlWEYNSd3t/92y5VjGEaMYBacOGPixInRFsFoCATKlZPWJfKyGCHH1hEjHjALTpyRnJxMcnJytMUw4h1/uXKSU512o95j64gRD5iCE2csXLiQhQsXRlsMI97xlyvnvCfM/yZOsHXEiAfq/RaViFwG3AYMAG5R1Ser6Z8C/ADkq+qxERAxoqxc6aRhHz58eJQlMeIef7lyjLjA1hEjHogHC84S4BLg9SD73w98HzZpDMMwDMOIOvVewVHVFaq6Ciirrq+IjAL6Aq9W0y9dRHp4PwDznjSMOEBE+onIPBFZ5z739dMnUUSeEpGNIrJBRH4dzDnDMGKHer9FFSwi0hSYApyPo+RUxS3APWEWyTCM6PAs8JSqvuZucT8HnObTZyLQB2etaA0sFpGZqrqlmnOGYcQIMa/giMiPQLcAp9urammAc75MxlnUMv3dsfkwBZjq09YdmL1tW2zn+dizZw8AW7Zsia4ghuHi9T+TWFW/SCAi7YBhwBlu0xvAkyLSVlW9k/tcDDyvqmXAbhGZAVyEs45Udc57rnQg3UeE7lDhM4lJbB0xYo3arCMxr+Co6rAQXWokcLaI3A2kAC1FZJmqDvIzZzaQ7d0mIl0ARo0aFSJxwsukSZOiLYJh+NIR2BhlGboCmZ4bI1UtFZEst91bwekG/OT1eqvbp7pz3txCAEuwrSOGUWuCXkdiXsEJFd6KjIicAjxSwyiqhcAoHL+lr93jWLwN6wLMIXblA5MxVNQnGS/C+R9qSEyhsiW4EdALyMPWkbpiMoaG+iRjjdaReq/giMilOKbhlsDPROR24ExVXSUi9wFZqvpsXedR1ULgW9fhGGBbLO65i4jnMCblA5MxVNQzGRe5/0PRJgPoLCKJrvUmEejktnuzFWc7ybOYelttqjpXjj9LsMs6W0fqjskYGuqZjDVaR+IhiuoNVe2iqk1VtaV7vMo9d7c/5UZVZ8djDhzDMKpGVXfhpJa41G26FFjs438D8DZwrYgkiEhbYDzwThDnDMOIEeq9gmMYhlFDbgBuEpF1wE3ua0TkYxHx3Pi8CmwC1uPkzbpPVTcHcc4wjBih3m9RGYZh1ARVXQMc76f9bK/jUuDGAOMDnjMMI3YwC07NyQb+iv+99Vggm9iWD0zGUJGNyVhfySa2P5dsYls+MBlDRTZxKqOoajiEMQzDMAzDiBpmwTEMwzAMI+4wBccwDMMwjLjDFBzDMAzDMOIOU3BqQDBViKONiGwRkTUissR9jI2yPI+IyGYRURE52qs9Zj7LKmSMmc9SRFq7YcxrRWS5iEx3c7AgIieIyFL3s/zcrbcUazKqiCzz+iwHRkPGWCCWvvuBiKXvviuPrSOhkbFhrSOqao8gH8As4DL3+DJgVrRl8iPjFuDoaMvhJc9InDo9FeSKpc+yChlj5rMEWgGneL2eDLyAc5OyARjptt8JvBhLMrrHCjSL9ucYC49Y+u5XIWPMfPddeWwdCY2MDWodMQtOkMjhKsRvuE1vAMM8mqXhH1X9VlUrpMGPtc/Sn4yxhqruU9XZXk3f45QLOAYoUNVv3fZngQkRFg+oUkbDJda++/UFW0dCQ0NbR0zBCZ5KVYgBTxXiWGOaa8Z7WkTSoy2MH+yzrAMikoCTaO59fOogqeoeIEFEWkVJPKCSjB5mu2blB0SkcZREizb23Q8d9lnWgYawjpiCE3+MUtXBwHBAgCejLE99JlY/y38BucSOPP7wlbGbOvXfTgYGAHdFSzAjKGL1u18fidXPMu7XEVNwgqe8CjGABK5CHFU8JlJ1Kq4+DZwUXYn8Yp9lLRGRR4C+wMWqWsbhytae822AMlXdFyUR/cno/VkeAP5DDHyWUcK++6HDPsta0lDWEVNwgkSDr0IcNUSkqYikuccCXIIjc0xhn2WtZfoHzl75eHexBPgBSBWRke7rG3CqXUcFfzKKSEsRSXWPk4ALicHvZSSw737osM+y1jI1mHXESjXUABE5AngZaAnsB65Q1bXRleowItIL+B+Q6D5WATer6vYoyvQEcAHQAdgD7FXVo2Lps/QnI3AeMfRZishRwApgHZDvNm9W1Z+LyAjgOSAFJ2LjMlXdGSsyAg+78imQDHwH3KKquZGWMRaIpe++P2wdCZ2M2DoSMhmpxTpiCo5hGIZhGHGHbVEZhmEYhhF3mIJjGIZhGEbcYQqOYRiGYRhxhyk4hmEYhmHEHabgGIZhGIYRd5iCY4QFEZkqIn+P0twiIi+JyH4RWVDDsVtE5PRwyWYYRvDYOmLUBVNwGgjuP9wuEWnq1fZrEZkdRbHCxUjgDKCLqh4X6clF5F4ReS3S8xpGuLF1JHLYOlJ3TMFpWCQCv4u2EDXFk4q9BnQHtqjqoXDIE27cLJ2GEavYOlIPsHXEFJyGxmTgVn/VbEWkh4io9z+FiMwWkV+7x1eJyFwReVxEskVkk4iMcNsz3Lu6K30u20ZEvhCRgyLytYh41zo5wj23T0TWisgEr3NTReQZEflYRA4Bp/qRt5OIvO+O3yAi17rt1+DUKDlRRHJF5K/+PggRuVZEVruyrRKRYX76VDCPi8gpIrLN6/WfRCTTvcZaERkjIuOAPwMXu/MvdfumicgLIrLdHfN3OVxDx/uz3QvcKyJ93M8sR0T2iMh//b0Pw4gCto4cHm/rSAzT4DW8BsYiYDZwK3BnLcYfj/NP3xr4K/Am8AHQBxgN/E9E/ueVOnsicA4wHyfN9jRgpDjm7S+Au4GzgIHAFyKyQlVXuWN/CZwNnAs08iPLmzjpvDsBR7jjN6rqCyJSCvxaVUf6GYeIXATcC4zH+Ux6A8U1+SBEpD/wW2C4qmaJSA8gUVU3ilNHpY+qXuY1ZCqwC+ezagp8iFMU8Dn3/PHue2qPk4b8ReBznEW5EXBsTeQzjDBi6wi2jtQHzILT8LgbuElE2tZi7GZVfUlVS4H/Al2B+1S1UFU/B4pw/vE8fKSq37jF0v6CczfUFWex2eJeq0RVF+PUa7nIa+x7qjpXVctUtcBbCPcaJwF/UtUCVV2Cs2BeEeT7+DXwsKouVIcNqvpTDT+LUqAxMEBEklV1i6pu9NdRRNrjLLK3qOoht0jg4ziF9zxkqeq/3M8jH2eh7A50ct/jtzWUzzDCia0jto7EPKbgNDBUdQWO1n97LYZ7F17Ld6/n29bM63WG17y5wD6cO6XuwPGuiTpbRLJx7tI6+Bvrh07APlU96NX2E9A5yPfRFfC7iASLqm4AbsG5g9slIm+KSKcA3bvj3E1t93q/zwHtvPr4vt/bAAEWiMhKEflVXeQ1jFBi6whg60jMYwpOw+Qe4Foq/iN7HOmaeLV5LxS1oavnQESaAa2ALJx/wq9VNd3r0UxVb/QaW1UV2CyglYg092rrBmQGKVcGjjm5Og5Rxeehqq+75uvuOPI+5DnlZ75CoI3X+22hqkd5X87n2jtU9VpV7QRcDzwtIt53tYYRbWwdsXUkpjEFpwHi3jX8F7jZq203zj/2ZSKS6Gr6wfzzVsXZIjJSRBoBfwO+V9UMnDu/fiJyuYgku4/hInJkkPJnAN8BD4hIiogMAq4Bgg2p/A+Ok+Qx4tDH23HRiyXue2glIh1w7rQAZ+9cRE4TkcZAAc5dZ5l7eifQQ0QSXHm34+yDPyoiLUQkQUR6i8joQAKKyEUi0sV9uR9n4SoL1N8wIo2tI7aOxDqm4DRc7sNxUvPmWmASsBc4Cuefvy68jnOXtw84BrgMwDUJn4mzd5wF7MC5a2lcg2tfCvRwx78L3KOqM4MZqKpvA/e78h0EZuDcFfryKrAU2IKzsHhHIDQGHgT2uPK3A+5wz73tPu8VkR/d4ytwnPxW4Sw07wAdqxBzODBfRHKB94HfqeqmYN6fYUQQW0dsHYlZRLUqC55hGIZhGEb9wyw4hmEYhmHEHabgGIZhGIYRd5iCYxiGYRhG3GEKjmEYhmEYcYcpOIZhGIZhxB2m4BiGYRiGEXeYgmMYhmEYRtxhCo5hGIZhGHHH/wO8i8YnHtrHgwAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 576x288 with 2 Axes>"
       ]
@@ -1724,7 +1795,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 576x288 with 2 Axes>"
       ]
@@ -1750,7 +1821,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 238,
+   "execution_count": 68,
    "id": "c70f22ab-1280-409f-8a78-2c9f8078cae4",
    "metadata": {},
    "outputs": [
@@ -1784,13 +1855,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 69,
    "id": "9056405d-242e-4a27-a0ea-c9724db0c605",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 360x360 with 2 Axes>"
       ]
@@ -1810,7 +1881,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 21,
    "id": "a5854418-8993-4f50-9721-55d02ef8cbc9",
    "metadata": {},
    "outputs": [
@@ -1853,13 +1924,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 252,
+   "execution_count": 22,
+   "id": "70787894-eea0-4ac7-8b41-9640c1afd117",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "omission_mdf= multi_session_df[multi_session_df.omitted==True]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
    "id": "32628f7e-e0f0-4d9f-8c08-7bfa38e166d0",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1800x540 with 30 Axes>"
       ]
@@ -1871,7 +1952,7 @@
     },
     {
      "data": {
-      "image/png": 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ODHOXHmbvF+H04cCkZL0XAO8C/wg/pzOAfRLeZrL/qJ3pEb55rALOrGdeOvAToLSBdfMIvhCOiZl2f0yoZ8X855gUvhkNJbjTYkYz+/l94D3gbwQ3K1lEcKOS5j7fh4BrG5jXHSgmpqDQY6fzNR34ZvjzQcDaOvPXAYc0sO49NFxAvATsEv78SPgG2hX4FChoZh+PIrhZz88JvoSuAn7Qgud6NfEXEP8F/pvsv09HfBAU+ffUmfY34NaY3wcQ3Hm13v/LNF5AtLv3rTrbHAjMIPzCCfwUeCFmfhrBTcKOTfbfqqM9GsjWWIICrWsc63e4z8TGslXP/B7h/6ueyf5bpdqDRr6LhfMfAv4U8/uxwOrw518C/xf+fCHhTjTgOeCwFvTFw+3MAwqBWwnv0daMbZwALAYibfk66hCmNhAOx5YCswlC+2Kd+YVAOXAz8KcGNjMGqHb3uTHTphFUyACfAydYcDv1YQR7im8ELnf3qhZ0+yBgDsEt0q8H7jIzi3k+hQ08psds4+Bw+Rnh0OEDZtYjnLcHUA2cHg4TzjWzn7SgnwKYWV+CjMwMJ30CzDKzUy04VOzrQAVBkdGQH4dD51PqHO7zOXC8BYeX7Re2cS0wwd0LW9DdfgR7SQYS7HG71cy6h8/jV41kq25bXw37O9PMLqqvITPLA04H7m1BP6VhVs/Puzey/J/DQ0neN7OjYqa3x/et2hwWExS7eQRfKOo+39qfa0dPZecdCCwBrgnzMsMaPvSwI34mNpWtWF8i+NLa5ncYTlVNfReLsRtBlmpNA/qaWU+CXB0THtJ0NDDTzE4D1rv7+y3s2ikEd7Pek2AH3Ylhfw9v7PPQzA4P1z+YIJv3mtkGM5tsZke2sC/xS3Yl2FkeBEOxhwO/pZ69HwRvJD8GvtLA+kcQVsAx034ITAx/Hkrwn2Eq8C3gVIK9MUOAZ4C3gTPi7Ov3gfkxv+cSVMn9mvmcKwmq4jEEQ8z/Ax4M550TbvMuIIfgP8464Phk/6062oNguPJ14N91pp9PMMpTTXD4Ur3ZCpfdl+AQs3TgywSH/BwWzutBMFQ7DfgZsA/wVjj9IeAd4Kdx9vUogj226THT1gIHN/M5jyPY8x0BDiX4MPhWPct9h2BvYbP26Oix9fWrby/xccD68P9sDvBvIFrf6x8ufxDQBcgCvhdma2Q4r929b8Wsb2HWrwG6hNPGAiVhjjOB34XP/dfJ/lt1tEcD2boy/JtdHb6+R4bvYbvWs36H+0xsLFt15g8CVjT0f0qPncpdo9/FwmUWACfF/J4R/r2HhX+7vxDsjPsPwefmZwSH3P2R4PPwX0BmnP1x4PCY3x8DftXM5/SfcDvnh309m2A0o1ciX0uNQLQRd69x9/cI3hh22Fvq7iXA7cB9Ztannk0UExw2EqsrwYcx7r7E3b/s7vsSvDleC/yCYMj1UYI3z3/EjAA0ZXVM30rDH/PjXLdWGcGhI3PdvZhgdOXLMfMA/uDuZe4+neDwmC/Xsx1pgJmlEXwoVhIcXlE7/TiCvWRHse2D+E4z27u+7bj7VHff4O7V7v4i8CDBscq4+0Z3P8vd9yLYg3czcDHwK4K9MccBF5rZrnF2e4O7V8f8Xkozs+XuX7j7yvD/1Qdhv06vZ9HvAfd5+C4rO8/dXwd+T7BDYHH4KCLYo1rf8h+5e5G7V7j7vcD7hP/P2+n7Vu367u6fErxXXRNOm02QqVsIitZewBc08Nyl2cqAKoLDKSvd/W2CnRUn1LNsR/xMrF1/h2zVMrPewKsEh8Y83JLtS8Oa+i4Wqput2p+Lwr/dr9x9T3f/EcHn4O0EIwj7E3zWZgLnNaNbq2N+bvbnIUGOFrv7Xe5e5e6PAMuAw5q5nWZRAdH20oGRDcxLI9izMbCeeXOBdDMbHTNtL7YdshLrKuAOd19DcKjQJ+6+meBDblRLO17LzG63Ha9yU/uI7c90gqq4lteZV3eavuQ1Qzh8fhfQl+Dch9hh+b2Bd9z9E3ePuvtk4COCL/vxcLY/VKPWj4BJ7v4527JVSXAs7x4teybbhFexaChbxc3prwVXWTkKuG9n+yXbc/db3X20u/clKCTSCYrJuFan/my1l/eturZ7z3b3J9x9d3fvSVBIDQMm72z/BKj/EMuGPhc64mdiXdtlKzyU81XgWXf/4872SxrV2HexmQRZqrUXsMbrHE5mZnsQjID/hyBXU8KdVZMJRmh3itV/RcHYxxHhonW/a1HP760vkcMbnf0B9CEYSsonGDY7kWD4+9Rw/vEEw5gRggr3JmAlDVyJiGAP/cMEhzsdRswVJ2KWGUdwwlgk/P1FghN0+hIcdlB7JYqJwNUNtPN94L060xwY1cznfx7B4SMjCAqjx4D7Y+a/Q3D4QxawK8GhLDoZMf7X9/bwb51fz7wjw7/33uHv+xBcieSEBrZ1epjTNIK9fUXAUfXkeUZtewTDtH8O15vHtqsz3UM9V1cJ5x0FLK8zbTFwXDOf+9cITsQ3guOmVwDfq7PMlQRFVNL/Vh3tQfDhmh3+fe8Pf04P52UTHPNvBIeDTCTmhMM62ykI3/eyw22eG74HjqmzXLt43wrz/391srUKuCRmmf0I3rN7h+9pDyX779WRHk1kK4Pgqla/C5c7LHwvGtvAtjrMZ2JT2SL4DvAxcEuy/0ap9qCJ72L1LH8SwajAuPA97E3Ck/NjljGCw+Bqr6p5JsF3mkyCQ3trr870fYLRgYb6tl2OaOSCJo1sowfByf3fC5/f6cBGEnwIU9L/sKn8CD9g3iY4Fm0LwZevH8bMP4PgZJ5iguP/XwD2jJl/JfBSnZA8HQZ/KXBOPW2+BRwU8/teBEPs64HLYqYvoIHzDVrjzTJmvWvC57aO4MOie8y8gcDL4fNfSHhlAz3iel2Hhn+T8vD1q32cG7PMTwk+jIvC1/fnMfPOBWbG/P4uwYfvFoJzHc6up837iDlmGBhMMKqxCfhHzPQ3YnNeZxtH0ToFxMMEBVFx+H/oknqWmQ2cn+y/VUd8EByD7nUeV4fzCgj2eJUQfMj+mZirf8S+b4XvgZPDDBYSfJHb4X2nvbxvEXzJe5ngw7eYYC/3lcScQ0NwNZ6icJl/o8sDt1q2wvm7AR+G+foCOK2+bIW/d5jPxKayRfDlz8PnEvuePiTZf7OO/qDp72JD6r7WwGUEl3LdQnAlv6w62zyP7a9Gl05Q0G4GXiG8khhBMfxgI33b6QIiXO+I8HkVE1xE5YhEv661wZVOJLwqxWPufmiy+yKpxcwyCQqQPb1lVzoRqZfetyRRlC1JFDN7FbjU3Wcluy+tTQWEiIiIiIjETSdRi4iIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3NKT3YGOrOvZ9yX1DPTpt56ZtLbLK6NJaxtgbP/c+m5ElTIO+OPEpGbrn2fulbS2L7z3k6S1/fl1x6d0rgDmrilNWrZWFpYnq2kAbnpvUdLafvL8/VI+W394bX7SsvWPeyYlq2kAzj19v6S1fetpu6Z8tiYtKExatvp0zU5W0yT7Qkcj++Q0mC2NQIiIiIiISNxUQIiIiIiISNxUQIiIiIiISNzapIAws8Vm1iv8ubiBZS40s++2RX9ERERERKRl2s1J1O5+e7L7ICIiIiIijWv1EQgze9rMppjZTDP7UTPWu9rMfhH+PNHM/mlmn5jZLDM7wMyeNLN5ZnZdU22Z2flmNtfMPjazO8zslnB6bzP7n5lNDh+HhdOPNLPPwsenZtal9V4REREREZHUkYgRiPPcfaOZ5QCTzex/LdxOpbvvb2aXAs8A+wEbgQVm9k9339BAW1nA74B9gSLgTWBauM0bgX+6+3tmNgR4BdgV+AXwE3d/38zygeRea1BEREREpJ1KxDkQl5jZNGASMBgY3cLtPBv+OwOY6e6r3L0CWBhut6G2DgTedveN7l4FPB6zzeOAW8zss3D7XcOC4X3gH2Z2CVDg7tWxHTGzAjMbVvfhlSUtfGoigYayVV1W76lCInFrKFtbNhcmu2vSwTWUrbLiLcnumnRwDWWraMvmZHdN6mjVAsLMjiL4kn6Iu+8FfArUewcOM/tj7WFDDWyuIvw3GvNz7e/pzWkrRhpwsLvvHT4Gunuxu/8FuADIAd43s7F11hsPLKr7qJz7ahPNiTRpPPVka80HTySzT5IaxlNPtu79z63J7JOkhvHUk61JT96TxC5JihhPPdl69L+3JbNPUo/WHoHoBmxy99LwS/jBDS3o7r+p/SLfym1NBo40s+5mlg58M2adV4GLa38xs73Df0e6+wx3/2u4ft0CYgIwvO4jc8wJLey6yFYTqCdbfQ89PZl9ktQwgXqy9b0f/SSZfZLUMIF6snXwN76fxC5JiphAPdk66wcXJbNPUo/WPgfiZeBCM5sFzCE4tChR6m3L3VeY2Z+AjwnOmZgN1I59XQLcambTCZ77O8CFwHgzO5pgdGMm8FJsQ+5eCBTW7UDXs+9r9SclnUtD2TrgjxPbuiuSYhrK1tw1pW3eF0ktDWXrD6/Nb/O+SGppKFuTFuwwSZKsVQuI8ByFk+uZNSxmmfwG1r065uejYn6eCEysb14DbQE85O7/CUcgngKeDtddD5xVT9sX150mIiIiIiI7StU7UV8dnlvxOcHxc08ntTciIiIiIimi3dxIrjW5+y+S3QcRERERkVSUqiMQIiIiIiKSACogREREREQkbiogREREREQkbubuye5Dh7WxpCapL152RvLqv2iSY5OfZZbcHiTWptLkZisridmqqIomre3uuZGUzhXAysLKpGUrPzu5p90lM1u9u6SnfLaKK5L3hSKa5O8yyfxE6pKVlvLZWry+PGl/4OyMSLKaprSyJmltA4zond1gtjQCISIiIiIicVMBISIiIiIicVMBISIiIiIicWt3BYSZnWpmv2rBeh8koj8iIiIiIrJNu7uRnLs/CzzbgvUOTUB3REREREQkRsJGIMzsMjP7PHyMN7NhZjbbzO4xs7lm9qCZHWdm75vZPDM7MFzv+2Z2S/jzGeH608zsnXDabmb2sZl9ZmbTzWx0OL04/NfM7IZwvRlmdlY4/Sgzm2hmT4T9eNAsuG6Cmf3FzL4It/e3RL0mIiIiIiIdXUJGIMxsP+AHwEGAAR8BbwOjgDOA84DJwDnA4cCpwJXA1+ts6irgRHdfYWYF4bQLgRvd/UEzywTqXl/rG8DewF5AL2BybfEB7APsBqwE3gcOM7NZwGnAWHf3mHZin08BsMP0hcvX061gh8kicWsoW4tWKFuycxrK1heL19Ct2w6TReLWULaWrd5Igd63ZCc0lK1p81fRVe9b7UqiRiAOB55y9xJ3LwaeBI4AFrn7DHePAjOBNzy4EcUMYFg923kfuMfMfsi2QuFD4Eoz+yUw1N3L6mn7YXevcfc1BIXLAeG8j919edj+Z2Gbm4Fy4C4z+wZQWk8/xgOL6j5uv/XGZrwkIvUaTz3Zuk3Zkp03nnqydedtNyezT5IaxlNPtv5184QkdklSxHjqydbd/74lmX2SerT1SdQVMT9HY36PUs9oiLtfCPwWGAxMMbOe7v4QwYhFGfCimR3TwvZrgHR3rwYOBJ4ATgFerme9CcDwuo8Lf3JpM5oWqdcE6snWRcqW7LwJ1JOtCy66OJl9ktQwgXqy9eOLxyexS5IiJlBPts77v58ms09Sj0SdRP0uwcjBXwgOYToN+A7wo+ZsxMxGuvtHwEdmdjIw2My6AQvd/SYzGwLsCbxZp+3/M7N7gR7Al4DLgbENtJEP5Lr7i2b2PrCw7jLuXggU1p2+sSS5dwiUjq+hbG0qVbZk5zSUrZWFlW3eF0ktDWWruCK5d4OWjq+hbC1eX97mfZHGJaSAcPepZnYP8HE46U5gUws2dUN4krQBbwDTgF8C3zGzKmA18Kc66zwFHBIu68AV7r7azOotIIAuwDNmlh22c1kL+ikiIiIi0ilYcAqCtMTGkpqkvnjZGcm7jUc0ybHJzwquoJWqNpUmN1tZScxWRVU0aW13z42kdK4AVhZWJi1b+dnJvXJ4MrPVu0t6ymeruCJ5XyiiSf4uk8xPpC5ZaSmfrcXry5P2B87OqHutnrZTWpncoxFG9M5uMFvt7kZyIiIiIiLSfqmAEBERERGRuKmAEBERERGRuKmAEBERERGRuCX3jLYOLjM9yfVXMk+b0rn3CZXsU8SjyTvXNOnPPdV1yUne235VdXLfOJJ9om2qS0viR6J5ct84lK3EumPy0qS1XVSRvA/EGUs2Jq1tgLcuPbTBeRqBEBERERGRuKmAEBERERGRuKmAEBERERGRuLVaAWFmw8zs82YsP9HM9m+Fdvc3s5t2djvhtpr1HEREREREOpsOfxK1u38CfBLv8maW7u7VCeySiIiIiEjKau1DmNLN7EEzm2VmT5hZrpntZ2Zvm9kUM3vFzPrHLH+GmX1sZnPN7AjYOgrwrplNDR+HhtMfMbOv1K5oZveY2elmdpSZPR9O62FmT5vZdDObZGZ7htOvNrP7zex94P6G2hARERERkca1dgGxC/Avd98V2AL8BLgZON3d9wPuBv4Ys3y6ux8IjAd+H05bCxzv7vsCZwG1hyc9CpwJYGaZwLHAC3Xavwb41N33BK4E7ouZNw44zt2/1UgbIiIiIiLSiNY+hGmZu78f/vwAwZf43YHXLLi4ewRYFbP8k+G/U4Bh4c8ZwC1mtjdQA4wJp78E3GhmWcBJwDvuXmbbXzT+cOCbAO7+ppn1NLOu4bxn3b2siTbqZWYFQMEOT3b1RgoKdpgsEreGsrV45Xq6KVuyExrK1tLVG/S+JTuloWytWKvPRNk5DWXrsscmk53fdYflJXlaewSi7p1UioCZ7r53+NjD3U+ImV8R/lvDtmLmZ8AaYC9gfyATwN3LgYnAiQSjBo82s28lMT/X20YjxgOL6j7+dfOEZnZBZAfjqSdbt91yYzL7JKlhPPW+bylbstPGU0+2br1pQhK7JCliPPVk6+On701mn6QerV1ADDGzQ8KfzwEmAb1rp5lZhpnt1sQ2ugGr3D0KfIdg1KLWo8APgCOAl+tZ913g3LCto4D17r6lmW3UZwIwvO7jxxePb2I1kSZNoJ5sXfTTS5PZJ0kNE6j3fUvZkp02gXqy9ZNLxiexS5IiJlBPtg78+veS2SepR2sfwjQH+ImZ3Q18QXD+wyvATWbWLWxvAjCzkW38C/ifmX2XoEiIHTl4FbgfeMbdK+tZ92rgbjObDpQCDSWusTZ24O6FQGHd6cUVunW97JyGslVYVtPmfZHU0lC2iiqibd4XSS0NZau0Sp+JsnMaytZvXprb5n2Rxpm7/sO3VHFFcl+8tCTeBjCa5O8g+Vnbn/ySagrLapKarfQkhqs6ieEqyImkdK4AiiqiSctWVXVyP2+qapKXrb5dM1I+W6VVyftMTPZXmWgSO9AlKy3ls/Wbl+Ym7QVO5k6XGUs2Jq1tgLcuPbTBbOlO1CIiIiIiEjcVECIiIiIiEjcVECIiIiIiEjcVECIiIiIiEjcVECIiIiIiErfWvoxrp1JcUZ3U9vOz9OdLVeWVyb3MVZec5O1biKT2BbaSLplXQkr2nzYns6lb/sjOKKvsvJefTuZVoLpkpf6+4J9/aWTS2k7mFbYy09vv37b99kxERERERNodFRAiIiIiIhK3lCggzKzAzH7cwnUXm1mv1u6TiIiIiEgqSokCAigAWlRAiIiIiIhI/FKlgPgLMNLMPjOzf5rZG2Y21cxmmNnXAMwsz8xeMLNpZva5mZ0VuwEzyzGzl8zsh0l5BiIiIiIiHUCqXMbnV8Du7r63maUDue6+JTw0aZKZPQucBKx0968AmFm3mPXzgUeA+9z9vrbuvIiIiIhIR5EqBUQsA/5kZl8CosBAoC8wA/i7mf0VeN7d341Z5xngend/sN4NmhUQHCa1ndlL1tKtYIfJInFrMFuLlS3ZOQ1la+Hy9cqW7JSGsrVg+TplS3aK3rc6jlQ5hCnWuUBvYD933xtYA2S7+1xgX4JC4jozuypmnfeBk8wavEr5eGBR3ccdt92UkCcgncp4lC1JjPHUk63bb70xmX2S1DCeerOl9y3ZaePR+1aHYJ7Mu5+0EjPrCUx196Fmdikwyt0vNrOjgTeB4UAlsNHdy83sFOACd/+6mS0G9geuAtLdfYeTsRsZgViUzIq4M99ILj8r2bekah2NjEAkNVtdcpKXrWg0ee9JXbLTUiJX0OievKRlK9n/ayNJ/PN27QTZWrB8XVLft5IpmV+leuWnp3y2kvm+1ZlvJNfY+1ZKfAN19w1m9r6ZfQ5MBsaa2QzgE2B2uNgewA1mFgWqgIvqbOZS4G4zu97dr6iz/UKgsG67q7dUterzkM6nwWxtVrZk5zSUrY0lnfduwdI6GsrWhpLqNu+LpBa9b3UcKVFAALj7OU0sshh4pZ71hsX8+oNW7JKIiIiISMpJxXMgREREREQkQVRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FLiPhAdUXit4/HAhPCyZZ2i7fbQfqpTtpStROms2VKuEivZr6+ylbqS/fqmcrZUQCSJmQ0juMPicHdf3Fnabg/tpzplS9lKlM6aLeUqsZL9+ipbqSvZr28qZ0uHMImIiIiISNxUQIiIiIiISNxUQIiIiIiISNxUQIiIiIiISNxUQCRPIXBN+G9nars9tJ/qClG2ktV+qiukc2YrmW13BoV03veNZLbdGRSibCWkbV2FSURERERE4qYRCBERERERiZsKCBERERERiZsKCBERERERiZsKiDZkZhEz+1my+1HLzGYkuf2xyWw/lShbO7SvbLUSZWu7tpWrVtLecgXKVqpQtnZoOyHZ0knUbczMPnb3A9uwvW80NAu43d17t1VfduiA2VJ3H5Ks9lONshXTAWWrVSlbYePKVatq61yFbSpbnYCyFdN4grKV3toblCa9b2a3AI8CJbUT3X1qgtp7FHgQqK9SzE5Qm1uZ2U0NzQIKEt1+J6NshbNQtlpbp8mWctWm2jpXoGx1FspWOIsEZUsjEG3MzN6qZ7K7+zEJam8K8D13/7yeecvcfXAi2o1powj4OVBRz+y/u3uvRLbfmShb21G2WlFnypZy1XbaOldhm8pWJ6BsbSch2dIIRBtz96PbuMnxwJYG5p3WBu1PBj539w/qzjCzq9ug/U5D2dpG2WpdnSxbylUbSUKuQNnqFJStbRKVLY1AJIGZfQXYjZghLXf/Q/J6lDhm1gMod/fSZPelM1C2JFE6S7aUq7bVWXIFylZbU7YSSyMQbczMbgdygaOBO4HTgY+T2qkEcveNye5DZ6FsSaJ0pmwpV22nM+UKlK22pGwlni7j2vYOdffvApvc/RrgEGBMkvvUJizwtJntmuy+pChlS9lKlE6ZLeUq4TplrkDZagPKVoKzpQKi7ZWF/5aa2QCgCuifxP60pROAA4ALkt2RFKVsKVuJ0lmzpVwlVmfNFShbiaZsJThbOoSp7T1vZgXADcBUgst93Zmoxszsssbmu/s/EtV2Pc4nCPSNZvZLd69uw7Y7A2VL2UqUzpot5Sqx2jRXoGx1IspWgrOlk6iTyMyygGx335zANn7f2PxwaC/hzKwX8La772Zm/wLedPcn2qLtzkjZUrYSpbNkS7lqW22Rq7AdZauTUbYSky0VEG3EzI5x9zcbulOhuz/Z1n1qSxbcVj7P3a8zswOAa939pGT3KxUoW8pWonTmbClXidOZcwXKViIpW22XLR3C1HaOBN4EvlrPPAcSGmozGwPcBvR1993NbE/gVHe/LpHtxjgPOAnA3SebWX8zG+zuy9qo/VSmbClbidKZs6VcJU5ScwXKVgpTttooWxqB6CTM7G3gcuDf7r5POO1zd9+9DdouAM5y93/HTDseWO/unya6fUksZUsSJVnZUq5Sn7IlidJZsqURiDbSDk6uyXX3j80sdlqbnLTl7oXAv+tMe60t2u4MlC1lK1E6a7aUq8RqB7kCZSslKVttly0VEG2nS5LbX29mIwmG8DCz04FVye2StBJlSxJF2ZJESHauQNlKVcpWG9EhTJ2EmY0A/gMcCmwCFgHnuvuSpHZMOjxlSxJF2ZJEUbYkUTpLtlRAtBEzu8Ldrzezmwmr0ljufkmC24+4e42Z5QFp7l6UyPak7ShbkijKliRCsnMV9kHZSkHKVtvRIUxtZ1b47ydJan+Rmb0MPEpwhYI20U6OR0x1ylY9lK1W0emypVy1iWTnCpStVKVs1SMR2dIIRCdhZrnAKcDZwL7A88Aj7v5egttN+o1VJLGULUmUZGRLueoclC1JlM6SLRUQbczM9gd+AwwlZgTI3fdswz50B24kOCYv0lbtSmIpW5IoypYkQnvIVdgPZSvFKFuJp0OY2t6DBNcHngFE27JhMzsSOIvgJiOfAGe2YdvJvtlYZ6BsKVuJ0umypVy1iaTlCpStFKdsJThbGoFoY2b2nrsfnoR2FwOfAo8Bz7p7SRu3n7SbjXUWypaylSidMVvKVeIlK1dh24tRtlKWspX4bGkEou393szuBN4AKmonunuib6++p7tvSXAbjUnazcY6EWVrG2WrdXXGbClXiZesXIGyleqUrW0Ski0VEG3vB8BYIINtw2oOJDrUXc3sXuCw8Pd3gUvdfXmC263VKW6skmTKFspWgnTGbClXiZesXIGyleqULRKbLR3C1MbMbI6775KEdl8DHgLuDyd9m+CknuPbqP1OcWOVZFK2lK1E6YzZUq4SL1m5CttWtlKYspX4bKmAaGNm9l/gBnf/oo3b/czd925qWgLb7xQ3VkkmZUvZSpTOmC3lKvGSlauwbWUrhSlbic9WWqI2LA06GPjMzOaY2XQzm2Fm09ug3Q1m9m0zi4SPbwMb2qDdWovM7D8Ez7+4DdvtTJQtZStROmO2lKvES1auQNlKdcpWgrOlEYg2ZmZD65ue6KHLsN2bgUMIjo37ALjE3Zcmst2Y9pNys7HORNlSthKlM2ZLuUq8ZOUqpm1lK0UpW4nPlgqIJDGzPkB27e9t9WWrPbAUvrFKe6BsKVuJ0lmzpVwlVmfNFShbiaZsJS5bugpTGzOzU4G/AwOAtQR3SZwF7Jag9q5qZLa7+7WJaLeBviTtZmOdgbKlbCVKZ82WcpVYbZ2rsE1lqxNQthKfLY1AtDEzmwYcA7zu7vuY2dHAt939/AS19/N6JucB5wM93T0/Ee3W04/FJPFmY52BsqVsJUpnzJZylXhtnauwTWWrE1C2Ep8tFRBtzMw+cff9w3Dv4+5RM5vm7nu1QdtdgEsJwvwY8Hd3X5vodsO2uyb5ZmMpT9mSROmM2VKuEi+ZuQrbV7ZSlLKVeLoKU9srNLN84B3gQTO7EUjo3gcz62Fm1wHTCQ5b29fdf9lWX/BCXc3sKTNbGz7+Z2aD2rD9zkDZUrYSpTNmS7lKvDbPFShbnYSyleBsqYBoI2Y2JPzxa0Ap8DPgZWAB8NUEtnsDMBkoAvZw96vdfVOi2mvEf4FnCY5HHAA8F06TnaRsKVuJ0smzpVwlSLJyFbatbKUwZavtsqVDmNqImU11933Dn//n7t9so3ajQAVQTXhr89pZBCf1dG2jfiT1ZmOpTNlSthKlM2dLuUqcZOUqbE/ZSmHKVttlS1dhajsW8/OItmrU3dvLKNMGC26m8nD4+7do25uNpTJlS9lKlM6cLeUqcZKSK1C2OgFlq42y1R6ebGfhDfzcWZxHcCmx1cAq4HTgB0ntUepQtpStROnM2VKuEqcz5wqUrURSttooWzqEqY2YWQ3BCTwG5BAcmwdtfLiHpB5lSxJF2ZJEUK4kUZSttqMCQhLK2smNVST1KFuSCMqVJIqyJYmSjGypgJCEag83VpHUpGxJIihXkijKliRKMrKlAkLaTDJvNiapTdmSRFCuJFGULUmUtsqWrsIkCWdmPYDLgHOBewlurJKM+wVIilG2JBGUK0kUZUsSpa2zpQJCEiq8sco3gP8Q3FilOMldkhShbEkiKFeSKMqWJEoysqVDmCSh2sONVSQ1KVuSCMqVJIqyJYmSjGypgBARERERkbjpRnIiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAiIiIiIhI3FRAtZGbpZjbMzNKT3RdJLcqWJIqyJYmibEmiKFvtk/4YLTcIWLRo0aImFywqKmpymS5durRCl+C0T+cB8NQ+o1tle/GI5/lB6z3HkLXmxtoZZSuUhGylcq4gzmy19eveXrOl96xmaXfZSkauQNlKgFbLVkd+z4L2la12NwJhZmlm1r+Z65xkZnPMbL6Z/aqe+ZeZ2RdmNt3M3jCzoTHzaszss/DxbGs8BxERERFJHHfn1Uemc9/177JqSWGbtDnn05U8evMkCteXtkl7Mz5cykXH3s21FzzFrCkrEt5etCbKR6/N59YrX2XBzDWNLttuRiDMrAD4F3A6UAXkmdmpwIHu/ttG1osAtwLHA8uByWb2rLt/EbPYp8D+7l5qZhcB1wNnhfPK3H3v1n4+IiIiItL6olHn9t+9zjvPzgbglYen8/ObT2T0Xn0T1uaHL8/jxstfBmDlxXuQnp7YffBzPlvFDZe8QGV5NZvWljB/+hr++tTp5HXNSlibt1/1xtbX9LP3lnDHOz9scNn2NAJxO7AZGApUhtM+ZNsX/YYcCMx394XuXgk8AnwtdgF3f8vda8vFSQTDYSIiIiLSwXz06nzeeXY2WTkZ7HHwYGqqo7xwz7SEtVe4voS7rpsIwC77BgfJrFxcSPHm8oS05+7cf8O7VJZXc+TXdmXsvgOoKKvivefmJaQ9gClvL+KdZ2eTmZ3OqD37UrSp8efWbkYggGOBAe5eZWYO4O7rzKxPE+sNBJbF/L4cOKiR5c8HXor5PdvMPgGqgb+4+9N1VwhHRwrqTG6XRciVIwYkuwvSDMqWJIqyJYnSUbKlXHU88WQrWhPlids+AuA7vzicg08cxY+P+y8zP1rJykWFDBhed/Wd9/SdUyjeXM4ehwzm17edyqrLX2DZ/A183K0Hx3xjt1Zvb+5nq5g/fQ353bI57zdHMnPycmZPXcmbT8zi2LPGtfroR011lHv+/A4AZ/30YI46bRwXHXt3o+u0pxGIzUCv2AlmNgRY1VoNmNm3gf2BG2ImD3X3/YFzgAlmNrKeVccDi+o83m2tfrWmA7rlcUC3vGR3Q+I3HmVLEmM8ypYkxng6QLaUqw5pPE1k6+M3FrJi4SZ6D+zKUaftSn63bL506lgA3nl6Tqt3qLK8mnefCw7rOednh5EWSeOMg4fRbVERn727pNXbA3j+3k8BOP6sPcjKyWDvw4fRb0g3Nq4pYeGMta3e3mfvL2Hdii30G9KNk7+9F3lds9jzkMGNrtOeCog7gf+Z2dFAmpkdAtxLcGhTY1YAsc9yUDhtO2Z2HPAb4FR3r6id7u4rwn8XAhOBfeppYwIwvM7jiHieVFubvLmEyZtLkt0Nid8ElC1JjAkoW5IYE+gA2VKuOqQJNJGt918IioSTz92L9IwIAIedPAaAOZ+tbvUOffTafEq2VDBiXB+G79o7mLhfXzYP78KMD5dSXVXTqu2VFlcy9e3FWJpxwtl7AJCWZuxxyBAAFiSggHjziZkAHP2N3UiLBKXB/sfUtz99m/Z0CNNfgTKCE6IzgLuBfwM3NrHeZGC0mQ0nKBzOJhhN2MrM9gm3dZK7r42Z3h0odfcKM+sFHEZwgvV23L0QKKyzzWY8tbbzp4Urgba/tJi0jLIliaJsSaJ0lGwpVx1PU9kqLa7ks/eWYAYHnzhq6/SRu/clEjFWLCikrKSSnLzMVuvTO+HowzHf3Hao0r+2bGbFGaPpdv1U5ny6it0ObL0j+Ka9t4Sa6ihj9x1A997bRtB22bs/rz06g/mtXEBsWlfCp+8uJpKexpFf23Xr9H2PHNboeu1mBMIDN7r7OHfPc/dd3X2Cu3sT61UDPwVeAWYBj7n7TDP7Q3gVJwgOWcoHHq9zudZdgU/MbBrwFsE5EF8gIiIiIu3KlLcWUlVZw9h9B9CjT/7W6ZnZ6QzZpScedRZ9sb7V2qsoq2LWJyswg4NO2H6PfH63bACmf7i01doD+OSthQDsf8zw7aaP2Sc4eXvBjHVEo41+NW6Wz95bQrTG2fPQIRT0yt06vWv3nEbXazcjEOGhS4vdfZGZ9SMYkYgCv3b3Rsek3P1F4MU6066K+fm4Btb7ANhjZ/suIiIiIok1OfxyfdAJo3aYN3KPPiz6Yj3zp69l3AGtcwL9rCkrqa6KMnL3PnQp2P4LdW5+BgBLZrdewVJdVcOn7y4GYP+jR2w3r/eALhT0yqVwfSlrlm6m/7CCVmlzRlgA7XXYkGat125GIAjuAVF7INk/CA5jigL/SVqPRERERCTp3J3ZU4LD0vY6bOgO80ftEVy0szXPEZj2fvDles9DdvxynZUTFhBzWq+AWDRrHaVFlfQfVkC/IQXbzTMzRu4ZPMfWOowpGnVmfBhcyHTPQ5tXQLSbEQhgoLsvNbN04ES23Q9iZXK7JSIiIiLJtGbZZrZsLKOgVy79hnTbYf7w3YMTnJfM3oC7t8p5ObV75+v7cp2ZlU52bgab1pWwZWMZXXs0fshPPOZ+Glx4dOy+9Y+gDN2lJ1PeXMyKBZt2ui2AxbPWUVRYTq8BXeg/tKBZ67anAmKLmfUFdge+cPdiM8skGImQOF07amCyuyApStmSRFG2JBGUq9Qyf8YaAMbuN6De4qB771xyu2RSsqWCLRvL6NYzd4dlmmPLxjKWL9hIVk46o/fqt9282mw9Oron86atZsmcdVuvkrQz5kwLCogxe/evd37tPS5WLirc6bYAPv8oHH04ZHCzC672VEDcTHBFpUyC6wBDcFWk2cnqUEe0e5ed+w8j0hBlSxJF2ZJEUK5Sy4LPgwJi1/3qLwzNjP7DClgwYy0rFxXudAFR297wXftsvVxsrdpsTdqlV1BAzF2/0wWEu28dgdiliQJi1aLNO9VWrfnhcxyzd/PPGWk350C4+1+B44DD3P2RcPIK4ILk9arjeWdjEe9sLEp2NyQFKVuSKMqWJIJylVoWzAyO+2/o8B6I2UO/sLAV2gu+XI/co+8O82qzNXSX4P7HrXEexNrlWyhcX0qXguwGT5Du2T+fzOx0CteXUlpUUe8yzbHw8+A1HVXPc2xKexqBwN3nAphZbWEzP4nd6ZD+uSS4YNWXenRJck8k1ShbkijKliSCcpVaNq0ppke3fAaP6tHgMlsLiMWFO93egvCQqVG77/jlujZbfx0TFBDL5m3Y6fbmTQu2OXqvfg0eTpSWZvQf1o0lszewclEho/Zs/hf/Wps3lLJ+VRHZuRkMaMEVndrNCISZ7WtmH5pZCVAVPqrDf0VERESkExsypufWOyXXZ8CIAmDnzxFw962H99Q3ArG1veHdAVi1pHCn782weM46AEbs1qfR5WpHJ3Z2lKV2hGX4uD6NvqYNaTcFBHAvwc3c9gdGhI/h4b8iIiIi0okNH9u70fmxhzA1cR/iRq1bsYWiTeV07ZFD7wENj2Dld8uma48cKsqq2bi2uMXtwbbDoIaGoxoNaa1RlgXh4Usjd2+8YGlIezqEaSjwm6buPC0iIiIinc+wXRsvILr1zCG3SyalRZVs3lC23Z2Vm2PhF+FowLg+TV6daMCw7mzZWMaqRZvo1a/lh8strS0gdmmigAhHWXb2ROqF4TklI3dr2WFQ7WkE4inghGR3QkRERETan6FjG/9yXXslJoDVS1r+BXvraEAT7cG2EYEVi1p+b4bC9SVs3lhGTn4mvQd2bXTZ2ntgrF66cwXEktlBkdRUUdaQ9jQCkQ08ZWbvAatjZ7j7d5PTpY7nhl0GJ7sLkqKULUkUZUsSQblKLRYxBo/q2eRy/YZ2Y8GMtaxespmx+9V/OdSmLAnPRxi2S/1frmOz1X9YeB7EThxSVFuwDBnTs8kRj17984mkp7FxTQkVZVVb74jdHEWFZWxcW0JWTjp9B+94U754tKcC4ovwITthVG52srsgKUrZkkRRtiQRlKvU0m9QAZlZTX9t7T803EPfGiMQDRxOFJutAWEBsXJxy0cg4j3/ASCSnkafQV1YtXgza5ZtYciYpouqhtobPLonaWktu2N3uykg3P2aZPchFby6PvgPc0KvllWUIg1RtiRRlC1JBOUqtQwc2T2u5fqFBcSqFhYQxZvL2bC6mMzs9K2HC9UVm63aQ6Z2ZgRi6dzgMrBNnf9Qq9/QbqxavJnVSzbvVAERT8HSkHZTQACY2VHAd4GBBDeRu9/d30pmnzqa25YFJ8XoDVNam7IliaJsSSIoV6ll4MiG7/8Qq99OjkDEHk7U0OVNY7PVZ2BXIulprF9V1OJDipbOje8E6lrbzoPY0uy2oOkRlni0m5OozewC4DGC8x+eBFYBD5vZD5PaMRERERFJqkEj4huBqHuOQHM1d+98ekZk6xf6VUsKm91edVUNKxZtwgwGjYxvNKHvkOBE65YWSc0tWOrTbgoI4ArgeHe/0t3/7e6/Ibgq0xVJ7peIiIiIJNHAEfF9uY6kp9FncPAFe00L9tAvDq9ONLSJe07Eqr2h3IqFzT8PYsXCjdRUR+k7pIDs3PhGL2pHWda04EpM1VU1LF+wEYDBo1OjgOjJjidRzwHiG7MSERERkZTUpSD+k+L778R5EIvCe0AMb8blTWsLiJWLNja7vSXh+Q/NOZdh6yFMSzY3+w7YKxZupLoqSt/B3cjNz2zWurHaUwHxHvAPM8sFMLM84Abgg6T2SkREREQ6jK33ZljQvBGByvJqVizaSFrEmnWC8cARwb7uloxAbD2cqBmjAXldsyjonUtlRQ3rVxY1q71Fs4L2mlMg1ac9nUR9IfAosNnMNhKMPHwAfCupvepgbtl1aLK7IClK2ZJEUbYkEZSrzmtQeMWm5fOb94V+6bz1RGucQaN6kJnd8FfkutkauHUEoiUFRPOuwFRr0MjuFK4rZfn8TfQZ1PjN52ItnhWcAN7SG8jVajcFhLuvAr5kZoOAAcBKd1+e5G51OAOzWz4cJdIYZUsSRdmSRFCuOq9Bo4MRgWXzm3dI0aJZ8R2+VDdbtYcwrVpSSLQm2uDVm+py9+3uydAcA0d25/NJK1i+YBP7HhV/sbxodvMP0apPezqECTMrAI6sfYS/SzM8vWYTT69p+c1MRBqibEmiKFuSCMpV59V7QD6Z2ekUriuleHN53Ost3lpA9Gl0ubrZysnLpEefPKoqa1jbjEOKNq0rYfOGUnK7ZDZrFAFgYHhVquYcphWNOktmBwXLsGacJF6fdlNAmNkxwGLgEuAA4GJgsZkdm8x+dTT3rlzPvSvXJ7sbkoKULUkUZUsSQbnqvNIiaQwcUQA07wv2wpnh4T1NfLmuL1u150Esn78h7vYWxRQsZs27I/SgUeFhWs14fquXFlJeWkWPPnl065nbrPbqajcFBHAL8CN3P8jdz3T3g4EfArcmuV8iIiIi0oEMGhUexjQvvi/YFWVVLJ23AUszRuzW/L3zQ8cG5zDUFgXxWBxe8akl5yP0G9qNtIixbvkWKsqr41pnwYw1AAwf1/gISzzaUwExAPhfnWlPAf2S0BcREWlHKiuqmTl5OaVFFcnuioh0ALV76JfNi+88iIUz11JTHWXomJ5k5zb//JkRuwVfyhd9sTbudRaFJzS35HyEjMzgBnbusDzO5zh32moAxuzdv9nt1dWeCoj7gZ/UmXYRcF8S+iIiIg0o2VLB7b+dyAN/f69Zxxe31IwPl3Lh0Xdx7XlPce35T1FZEd/etp3xxuOzuPTL9/H0nZ+0SXsi0rpqRxHmTVsT1/K1X65H79WyL9cjwr36tYdBxSPek7YbMnL3YL350+Nrc+5nqwAYs/fO75tvTwXEPsDfzWy5mX1kZsuBvwP7mNk7tY8k91FEpFOL1kS58+p3mPLmYp6/51N+efrDCR0VcHfuvf5dSosqSc9IY9GsdTxww3sJaw9g1icrefTGj1mzbDOP3Pghd107MaHtiUjrGzy6Bzl5GaxbUcTGNSVNLj9vWvDlevReLfty3XdwN3K7ZFK4vpSNa4ubXH7LxjI2rC4mKyeD/kMLWtTmmH2Cvs75dHWTy5YWV7J03gYi6WmM3K1vi9qL1W4u4wrcET5kJ9y52/Bkd0FSlLIlAO88O5fPJ60gv1sW3Xvns2z+Bp65awrfGn9oi7fZWLamvb+U5fM30r1PHpf948tc/f3/8dpjM/jyd/em35CCFrfZkGhNlHv/9D4edY746i58+PI83nl2Fieds2erHDcsbUfvWZ1bJD2NUXv1ZcYHy5n76WoOPmlkg8u6O/NqD++Jo4CoL1tmxvBxfZj50XIWzlxLjz75jW5j9qcrARi5e5+4L/ta1+i9g0Jg/rQ1TV4+dsGM1XjUGbZbn0bvcRGvdjMC4e73xvNIdj/bu56Z6fTMbE91oaQKZUsA3ntuHgBnXXogP7rmGABefOAzNqxueo9bQxrL1ksPfAbAyefuxei9+nHEKbvgDi8/NL3F7TVmzqdr2LC6hF4D8rno2uM48Zy9cIeH/vlBQtqTxNF7luyyb3x76Jcv2MjmjWV065FD38HdmtxuQ9mqPYyp9mTlxnwxeQUA4w4Y2OSyDfajXz49++dTVlLV5E3zZk0JCpYxLTxEq652U0CY2bfMbNfw513M7G0ze8vMxia7bx3JI6s28Miq+C8hJhIvZUtWLipkyewN5ORlsO/RQxm9Zz8OOn4UVRU1vPLwtBZvt6FsFW8uZ8akZUTS0zjmm7sBcPK39wJg4lNfJOTQqUkvLwDg4BNHkhZJ47Qf7k92bgYzJi1j2TzlvyOJ5z2reHN5s66aI+3Dig0l/Pq+yRx6xbPsdcn/+P6Et5m9fPMOy+0SHuIza/JKolFvcHtT314MwN5HDKv3cqpV1VEef38h3/3nRL567Suc+sjH/POLZTssN3a/AQBM/3Bpk8/hi8nBvZLH7T9oh3nuzmufLee7/5zI3pc+yfFXvcg/n5lBRVXNDsuO2advuL2VjbY39e1FAOx12JB6589ftYXfPvAJx/3uRY789fNc88jURrfXnkrz64DaMfC/AZOBYuBfwDHJ6lRH8+jq4Ez8s/s3746GIk1RtqT2y/X+xwwjMyv4+Djle/vw0WvzeevJLzj9ooNaNDTeULamvrOYaI2zx8GDyO+WDcDQXXoz7oCBfDF5Be88N5uTztlrZ57SdirKq5k6cQkAB504AoD8btkc8dWxvPboDF59dAbn//aoVmtPtvf5pBW8/uhMMrLSOe2CA9hlnwE7tb2m3rPee34O9/zlHYo3l7PfUcP5v2uOpWuPnJ1qszFVlTU8dtNkls7ZwOBRvfjeL48gt0tWwtpLRe7Ov1+ZzW/un0xFVXTr9AWri3j6o8X86dy9+c6RI7ZOHzKmB9375LJhdQlzpq7mwKPrv1nbp+8sBmCfLw3bYd7MpZv44S3vMn3xtisd5QzP48NPl9BleQkXnLBtP/fuBw4iIyvCgs/XUri+lIJe9d9roXhzOcvmbSAjM8KoPbc/H6GwpIILbn6Xl6cu3zpt/qotfDh7Lfe/NZdHLzuCft235XSfI4bw4YsL+ODF+Zx47u71trd+dRGLZ68nKydjhxGPaNSZ8OznXPfYp1RWb3tNpyxYz+/P3rfe7UE7GoEAerv7GjPLBg4HfgP8Adg7qb0SERHcnclvBHuwYo8lHrVnX0aM60NRYTkfvDS3Vdv85M2FAOx/zIjtph9/5h4AvPH4TNwb3qvYXDM/WkF5aRVDx/ak35BthzGccHbQ3jvPztZlZBNkwYy13PqrN5j50Uo+e2cpf/q/Z5g9tfE9qjtj8ex13HrlqxRvLieSnsaUiYu48fKXidZEm165Bdyd+6//gIlPzmbhzHW8/cws/nzhs5SVVCakvVRUE41y8X8+5Bd3f0RFVZTje1fzt5wZ3J45hdP7V1Nd4/zy/k95YcqKreukRdI4/JTRALz7zJx6t1u8uZw5n60ikp7GnocM3m7eq58u59jfvsD0xRsZlB/hku5r+HPeHHpmRMFh/J2T+M8rs7cun5WTwW4HBCMKn723pMHn8sUnK3CHUXv227ozBmDlxhKO+e2LvDx1OV2z0vhhl9X8s+hVrsr8gmH5xtyVRZw74X22lFZtXWePwwbTtUc2qxZvZuHn9Y+mTZ24bfQhtr3K6hp+eMu7XPXQFCqro5zco5w/2VT+aFM5sHvj763tqYBYZ2ajgJOBye5eAWQDzbs1n4gkTTTqrfqFTtqPZXM3sn5lMV17ZDNqz20nE5sZJ56zJwAv3v9Zq/39K8qqmPZ+8AG839Hbn7B4wLEj6NYjh2XzN2y99GJr+PTt4LCD/Y4aut30waN6stuBg6goq+KtJ79otfYkUFVZw3+uepvqyigHHTWAg08aQUVZNf/42Yts2VjW6u25O/dd/y7ucNgh3bjmr/vSrWcuMz9ezrP/bfywjZb65I3FfPjiAjKz0vjuJbvTq38X5k1fzX3Xv5uQ9lLRr+6dzD1vzCXLovz4i0c556Hf0PPZB8h64TG+ct9vOHP1e7jDpXd9wpJ1287JOvyrY7A0Y+rbS1m/qmiH7b7/4lw86ozdb8B2I0LPT17Kmde/QXF5NYeVLOQ3z17JPo/9g35P302vtYvoW7Y+7NfHTFu07VC52lGM2kOG6vPx68Fo7p6HbitY1hSW8pVrXmHuis0MrdnM717/E4c++U8KJr3B8Bfu5bLnr2ZgtIgvlm/mVw98unW99PQ0Djl5FABv/W829fnwlfkA7HvktvfS6poo35vwNo++t5Acq+HSz+7lzEd/T/9XH2XAq4/yo8evbLD/0L4KiGuBKcBdwA3htOOAlh9YK9JJlZVU8thNk/nd2U/yqzMf4dVHpidszxpARWkFD1//Jj846Ha+u/9t3HDx82xc0/KTauMx65NV/P3iV7j4uAf584XPMOuTFU2vJC029e3gy/w+Rw7d4Uofh548hoJeuSydt4HPJ+14XHBLfPbeEirKqhm5ex969euy3bz0jAhHnTYOgBfv+6xV2quujjL9/aDv+9QpIAC+/J29AXjpoWnUVCfu/1Jn9P7z89i4poSC6AYGPPBTxrx3PaPH5LNlYxn3/OXtVm9v+gdL+WLyCjKjZfR44nd8etbXObpXUBj+77aPWb1sx2Ppd0Y06jx3Z1CYjFv9PCVXnM1xWW+TnpHGW09+0eieatnmhU+WkROt5Gcf/4cDVn7KgJNP5IBbb+SA226m+757c9KM5zhg3eeUVFRz6V1TqAnPeejRN4/9jxlGTXWUf//+je12ctRUR3n+3uDL+Aln7bF1+uufreA7/5hIdY1z4uJ3OP+Df9NjYF92+/UVHHDrjWT17ElB+WaOXvYhldVRzrvpHcorg/vF7Hf0cNIixpSJi1i3cssOz6OyvHrr6OohJ40BoKS8ijP+8gbzVm1hSPEqfvHOPxmYn8a4X/6CI595gn2u/zO9CnK5+IPbyIpW8dRHy3jm423vtV/62hjSM9L46NWFTPtg+/Mv5ny2ilmfrCAnP5MDwtFcd+en//6A5z5eSm51OVd8eCv7bJrLsHPO5uD/3sGBt91Czz12a/Tv0W4KCHe/B+gPDHL318LJk4Czk9YpkQ4mWl3NjFvv4/cn3cZrj8xk9dItLJ61jrv/+DZ/u/SFVh8u95oapvzuWi7f73c8c/9MKsqrqaqsYcrERVzxzYdZMDO+G/g0R9nyFTx67rX885KXmD1lFeWlVUx7fynXXvAUrz/2eau3J8GHTe25AfseueOX64zMyNZRiGfvbp09uB++Elzt6ZCTRtc7/8Rz9iQ9I42PX5/PykWNX30kHnOnrqa0qJL+wwu2O3yp1j5fGka/oQWsX1nEhy/P2+n2JFBdVcPzd0wGYJdNb5GelU7J7NmM/OBvZGQYH7w0j0/eWtiqbT51c3BLqTFFH9Jv/92I5OUSeeMBRueupKqyhnv+9HarjqROfWsRq5YWkVO9mZE+l0hODlXvvcie1cHzvvMPb1FeqkOZmpIereKSqXdz4IBsjn3tRQ576D6GnXM2w84+k2NffZHBZ5/Jd2f+j26VRXw0bz3/fnXbIZVnjz+Q/G5ZzPhwGff8+Z2tOwFefXQG61Zsof+wgq1frj+eu5Zv3fAGVTVRjl/yHt9a8hp7XvUbTvr4fcZd8XOGnXM2XXfdhfyRIzh77vP0K1nLnBWb+csTwf7uXv26cOjJY6ipjvJcPe+Hn723mPLSKkaM60O/wd2oiUb5wYS3mbpwA71LN/DzT+5g97O+xkmffMhuv7qcPl86glE/PI/jJ77O8H5dOGv2cwD86v5PWbUpGKHrM6grXz1/bwD+deVrW++GXVMd5fFbJgFw0jl7kdc1GGG5+uGpPDBxPpk1lfxs6l3sv8cQTpz0LgfceiODv34qQ88+g2Neeb7Rv0e7KSBCOcA3zeyK8Pd02teJ3q2muriYta+/ydL7HmDZw4+y/sOPiFZVNb1iEx7ccyQP7rnjtY6jlZWse/8D5v37Dub+63ZWvPAiFRsSe0WRkoWLWP7YEyy87T8sf+wJNs+arcNbEihaUcHb37qIu+7dwKaabuRXrefItfdyaNVr5OZFmPr2Yq49/ym2bGrZIQF1s+U1Nbx3/k+475ENrE0fTHa0hCPX3suXV97IkK5FFG8u57oLnm7V45g3TZnKfV++nNcXDcZJY0zRB5y46lb27rGSaI1z57Vv8dQdk5WzVjZv2lpWLd5Ml4JsRu/RkxVPPMWnF/6UyT+5lGVPP4u7c/yZe5DbJZMZk5bx6buLm7X9utkqL63aelLjgceOYNEDD/HGCV/m5YMOZ8plV1CydCk9+uTzpVN3xR2e/M/knX6O7z4XfNnY7+ihbPliFp//8je8fvQJfPzjS9g49VPS0oxTzwtOKHzk5g91d+pW8vbDU9m8uYauVWvZ7byTWH7rU7z+zcuZl9+bsRteB+Cu6ya26NyT+j4PF81cxeyZhUSilex28i58cP51PHDejTy87znkrp5IZlo1n723hPdfaJ3zedydp/4+EYBxPo30Ox5m2jX38Pqh5xDZ9Bk9bAPrVxXxyE2TWqW9VHbu7Gc45fSjOfaNl+mx3/Yn91okwm5/uY7RXzmO8z5/HIC/PDmTaYuDnQtde+Tw/d8cTiQ9jVcens74U+7nugue4t6/BMXkaT86gLRIGp8v3cRpf3iJsqooh66cwg99Fse/+Qpjf3YJkaxthzc9uOdInjzxMPa76tecN/MJzKP845kZfDA72Gn29Qv2xwzefHLmdjvSolHnpQeCQuOQk0bj7vzs9nd5cepy8qpKuWzmgxx301854JYbyey2/Y6MnAH9OeDh+zixahF7rJ9NYWkVl971CdXh0QUnnrM7Y/frz+YNpfzu24/zj8te5Orv/Y/PP1pOTl4GX/5OcMGJCf/7lL8/PYO0aA0/mf4Ap154Jkc9+z+6jNz+XLNIdnajfw9rLx+0ZnYk8D/gE+Awd+8STvuFu381ub3bkZkNAxYtWrSIoUOGsP7DSax8+TU2TplK2erVEI2S2aMH+cOHkTt2F7rsNo7Mnj0oXbiI1S+8xNrX3yBasf0eh4xu3Rh82tcY8YPv0n3PPeptt1bJkiWseP4l1n88mZJFi6kuLSWSk0Pe4EF0G7cr3ffdm7zBQ6jctJGVL73CksefpLJOwWCRCP2OPZqRF5xHv2OPxtIaric9GmXDx5+w9p13KZo3n8rNW0jLzCCnXz8yhw2h6667kjN0CNHKSja8+x7LHnqULdNn7LCd/JEjGP6dcxn+nXPI6tGjwfaiVVWsffd9Vr/+BoXTP6d8/frgNe3enS6jRnLArTem7LkxsdkaNmzYdvMqy6vZtK6EspJKojVOZVU52bkZYPD6z/7Ouwt7URHJY0C/dM47rz+r7v4PhZ9MoSSzFx+PvoiNm50+A7vys3+cHNdNsaI1UbZsKqNkSwVVlTWkZ0TIzs0gIzPC+3/6N889v5ZNmQPIy4/w+3vOIPrpW3x6xZVUFpUwbdQPWFjen4ysCD++7vgG9yTv0GbUKS2qoKKsmtLSEjJz0snKTmft5/N46IJ/MTtzHwBOOW0Ae/dZw/y/30hVYSErhx7PpOhBuMPR3xjHD359ZFxXBKqpjlJUWE5ZSSX9hxakbK6g8WzFKira/jjh2387kSlvLubE00cy6N2bKZyy/V61Pkd9iQNvvYnXX13Fg39/nwHDu/OnR84KstkCbzzxOXdc8xYjd+vNSdHnWP3a69vNj+TlcsBN/yTjgKO5/OsPUlVZw5X//hp7Hlr/5Qmbeo6b1pXwq288AcCl381i2V+uwWN36KSlscvFP2bcr3/Jr89+gmXzN3DGjw/imxcd2JynpWyx/eteXR3limPvoKgqi4L+63my7yhKK7ZdprJ3yQaOWlxEWVpPDjx+JD/7+8n1XmKzOa455SZmLTG6Za7k6XHjKKnY/rKYxy6aTU75QPK6ZvHXJ75Fr/5dGthSw2Kf40dPfMKd//icrJpi1hw3hPdWb7+j8LDlX9CjaCBOGpfffAr7HdWim991imy9e9OtHH7xjxtcrqioiJryCj4593vcWDSItwYfQu8umbzw22MY3CsPgBXzirjl16+yfmXwN7I043u/PIKTztmLmYvXc9KVz7KpOo191s7kjwPXc8htN5HRteEMuDtTxv+c6z/YwIvDj2Zgtyze/dvX6dMth7uvm8irj86gR998fn37qQwe1ZMXH/iM+/76Lt165PC3Z87lrw+9z4SJy0mvqeLKRU9w/n/+RM/992v0OW6e/jmvnvsjrtz7Qooz8zjvmJFcd85emBlVlTU8cfMU3nryC2q/3nftkcNl//wyY/cdwD/vfZvfvRCcm/F/85/h53+8kAEnn9joy9/gjHZUQHxKUCy8YWab3L17eEWmJe7e6D23zewk4EYgAtzp7n+pMz8LuA/YD9gAnOXui8N5vwbOB2qAS9z9lTj7OwxY9PrV11LxzHOULFoc/5MNNkDBvvuQv8sYohUVFH0+k6I52/Z49Dxgf4Z/91wGnvJlMgsKAKguKWHlS6+w6IGHWPt2/SdevXPSKQB86eUdh5667DKGXgcfSCQri82zZrP+w4/w6mAvWpcxoxn1w/MZesY3yei27TJnZStXseihh1l0/0OULm3esc3pXfLp9aUjyB7Qn/LVa9j04SQq1gdFTFp2NkO+8XWGnXM2vQ45CEtLw90pnr+AJY8+zqIHH6Z8dcOHv5yxaU3KvmFuzdbzk4hUdmHpvA3Mn7WWlYs2Ubyh6dGD0bt25acTvkJOfiY1VdUsvfFW5t58C2Vp+UwZcyFrirOxNOOIU3bhkBNH0394d9LSjC0bS1m7fAvL5m9g4Zz1LJu/kcLVRURrgveIFYcHN58Z+N6q7drr3j2D3917FgOGd8fd2TJ7Du+ecQ6lK1YyfdAZzCc4xvOAY0Zwwtl7MHL3vmTlZFBSVMHa5ZtZsXATS+etZ/6sdaxeUsiW9aV4TcPvS4Zz+k/354RzgiK7dNlypl90MYXTZ7Cqx3583PXLVFc7vfp34eRv78XuBw2ioFceVZU1bFhTzKrFhSxbsIGFs9ezctFGtqwrxcNjZR+ZcXHK5gpa9iVv1eJCrv7OM+DOqZUP4WsWs2DUAaw/8lRqok7ae2+w65Kp9M9PZ59//p1//mc9qxYXst9Rw/nZP04mPSPSZL/+uyI4GfEHA3tRXlrFz065n03rSjim21S6zXyJhUP2ZPUp36UwM5/MOdMZ8NGrjNs4nzE/Oo/FI77Go7d8TPc+efz2jq8zcETDOyYaeo6P3TSZ1x6ZyS4DK9n9o+vZkF3AspPOYfPIPahZtoSCic+x2/q5DDxoP/L+73f847cfYgaX/u1kDj5hVFzt0Um+5DUnW//73eO8/EYJNWmVvDSmB5hx3J79GDuwKy9/tpr5q7aQVxnlqAVbMCKc9sP9OfPig+MuImJzBfDpcx/z1ys/Amp4bVRXKjLS+PJ+gzn9sOFMmb+eO16ZRWV1lCMWb6ZbeYRBI7tz9b2nb72EcLxqn2NFSTm/O/kONlV3YUnfCDN65NI1J4NvHTGMihrj0XfmU1YVZdyaIkZshNz8DH5z52mM3K3Rrzz1UbbY9rpXFW7mvTO/zR/yjmB2j5H0zo1w+08P49BdetOlSxeiUWfO1JWUFlcyeHRP+gzsynMvfcKP7p5KkWWy24a5/Pvkvux12cUN7liNzVa0spI3v3E2l1XuzcKCIYzpncML136VXvlZ/OG8J5k3bTWR9DR69e/CmvD8mktuOImH3vuYe+ZWkRat4fKNE7nsnj+RN2Rwve3VfY7r3n6Hh8f/kRv2Po/qtHRO378ffz3vIHKz0unSpQtrV2xhxodLychKZ89DhpDfLYPLfnM/dy8Ons/5Gz/g2n9dTtcxTe7Y6xAFxCZ37x7+vNHde5hZGrDO3Ru88LyZRYC5wPHAcoL7R3zL3b+IWebHwJ7ufqGZnQ2c5u5nmdk44GHgQGAA8Dowxt13vFPHju0OAxbd0qUnfSIRcgYMYMg3T6PPkUeQN2QwFolQvm49RXPnsvaTKRTNnkvlpkLS+vQnZ++D6HL4UZBfQDTqZGRG6NO/B+mbVrDi0YdZ9OAjVIchsUiE/BHDsUiEogULt+4Vi+TkMODkE+l37NF03XUsGfn5VJeUcO66MqqLi/ntg3dSsmwFaV27kbP7fhQcdTwZA4dTXVVDJD1CXtcs8tMrWPvckyy4427KVgaHmVhGBj3325esXj0pWbqMwphRhNxBgxjw5RPpvvdeZHbvTrSigtIVK1j/2XSKZs2mfNUqakgje7d9yTv8GPL2O4gaD748ZOdl0H9gDypnfMyi/97D6tff2Lrd9C5dyBs8iMrCQspWbvty2mX0KAadego9DzqQ3IEDsLQ0KjZsYPOsOYy64Acp+4ZZm61TxvyevMztox8FytON6ojhQJpDetQxh5KsNNYXpLN+QB6V1U5pZTXukBFJo3uG023NYnoVb6RnRXeo7Alx/teviBhVEZh9UfCFfbdbZ5DmUBUx1nWNsH5oV6rSjJKKKiqqokTSjB55GRRsWkXPtUvpVZKO1QzFPf4/WVUa1KQZOKS7E4lCjUFhThqrh+ZT1CWTsspqyiprcIf8rHQKKrfQfd0y+hSXkl8zhJrKzLjacqAyYlSnwXNTf5qyuYJt2Zr07meMHBWeTBcWT5ZmpKUZkUga5RWlpEXSWLtsC7df+QbrVpXSt2oua/MLeW/YoWxK2/Fa+btsWshBqz7j0LFDeXP5rpSW1DB4VE++8t29GT6uNzl5mWCG116py4L20tPT+P6SFViaceeAftz3l7eZ/NZiCthADdN4a+SRrM4s2KG9gootHLpyCkdmbGJFr6+ycFE5eV2z+OoP9mWvw4bSvXcu6RmR4OZRtVk3gueYnkZZWQlRhw9fnM+Df5sEOIPL32DSoF2Y1ntXonU+N7NrKtl/9XQO2TyH3nudzDvTg9GVo04bx6EnjabPoK5kZKbj7lsvWGDh65kWSaOgV26nyFa8X/I+f/JdbrphLm4RJg/KZkvPbG46f39OCW+qlZWTyz+emsGfH/+UXkXV7L+8DMPY57D+nHfVCfQeUP/1/GOd9mlwrspT+4xm9ecL+O25j1Ic7cK8npnM7ZvFn79zAD/5yritBcnnSzby7T+9xJL1lRy2uIT8Sqdb9wx+/OeT2fPQIXEXLkVFRdRUVnLLt/7F56sKKM0wJo7IY9/RPbnzxwfTtyCHLl26sHhtERdOeJP35m1kvxXl9C+qJj0dzh1/MMd9a18yMpsuvkPKFtsXpxXrN/Dejy7mWt+bOT2Cw9gO6h7llP0GsseovvTumkVVcSlffLGExz9YzMSKAtzS2G/zfB745fEMPubIRvsUmy2AqqJinj39O/w6cjAr8/vSJS3KL04ezenH7sFr//2UNx7/HHfIyc9k78N78OiiZUxP60EkWsOvcuZz+W2/JT0/r8nXIvY5rnvrbe767a3cNvo0KiOZFKRV841dcjluv+GMGNyTvAxj48q1vPPeTO6avoXFmb0wjzI+bym/v+XyuNqjgxQQ7wN/cPdXYgqIE4Ar3f2oRtY7BLja3U8Mf/81gLv/OWaZV8JlPjSzdGA10Bv4VeyyscvF0d9hwKKvHfgrCvqMJC09m5qKaqLlNUQra/CqKF4TXCcYDz7APJ4rd+Skk56fgaVVU1O+mWjxZsxrAAdLI5LXhfRuPbCsfKJVUaLl1UQrwvaqo3x6YXDW/D7/+jzYi9vInRcByEgj0jUTS68hWraZaMlmjGrMo8GHfVo6kW49SO/aA0vLoqa8mmh5NV4ZxatrtmsjrvYMLD+TSG4EasqoKSnEK0owwg/cjEzSu/Yg0qUA0jIbbO/hqT9J2TfM2mx9aY9riHbpTVFWGtWZUbIzK8hNryDXq8jwaqJRp6isikLLZmNOAVuyuuzwpachuZVRBm2uomdJDTnVQU6rIkZZRhpFWWlUZDpZWVXkpJeTa5VkRquZ/c1DiUad7g+8x8asbhTmdqcqztOosquiDN1URe+SarpURIMCJA3KM9IozgzajGbVkJ1RSVakgmyrIuI1VFZF2VwRpTCrKxuzu1EZia8owJ3+RdX0K6qma3mUrBonakHxVZIZtOmZNWRmVpKdXkEOVUQ8yotPX5WyuYLGi9PGFGc67w7vEhR1wOj+XThuz370Ksjns0UbeP2zFZRVbtvvMnzTBnZZl0Z6TXynsH16cVCc7nNzsMOixpxJQ3LYFB4CNbhXHmcePoLhfbuwcPUWnv14KfNXbbu6SdfyIvZfWUFuRctvyjWnVxrzegcfqBkR4/i9+nPouAFsKa3kjWkrmbJg/dZlM6or2Xt1IX2KsrE4/891ltGtbx7xO/LzehEFojg1DtUONRhRN6LRKNEyJ3dLGmkYSwoy2LJnT+646GD2GFqwdXtdugSHjXwybx0/+tOzbF4dZd8V5UTCj5hodg0ZuRDJNCxiuEGNO1GgJmxvxrf2xIGx/51GxmbIrEmjKDONz8Z25bZLv8SpB+54QYDSimqumPASj364lv2Xl9OtIvhsiqZHSc9zMrIhLT1oL2jLqcGodoiGz7GmOoptcXIrIkSB94fl8pUTRvLHc/cmOxyRq31+0ahz8xOT+eNj0xizqppBW4KjAqLmpOVFyciBSIbhacFOo6C9bc8x6sbTr3aObDX30Mua8grm3HQrN726kJcHHkpFesPvD+nRar7dZR03XP9Dcnr3arJPdQsICI4SeeuKq7lqVoQZvbbdXK5HTSk9airJrIyyOpLBxpzgb9+1spgbDu/KOT//TrOK01jF8+bzwtU3clPFCBZ2a/wQzh5VxUz4yiC+ccHX42or1GDH2tMJylcAz5jZC0COmf0b+CrwtSbWGwjEHluzHDiooWXcvdrMNgM9w+mT6qw7sM66mFkBUFBn8iCAmsIsykvLgPhOTK224ItaVbjH0zEi7mTWONlVTlpZNdVltSfn5QK52+0ort4C1VuqgcJ6t1+7N9HDOzTWhO0Fe1iNqIE5QXvVUTKqotRsKN+hva1t1kD1eqheXwqUNvn8omxrryoCNRZ8vKZHnexqJ6vaoaiS6q3/BwqAgq3teQVUrgPWlQAlTbbX0TWWrbHFrzCqsJS+pRvIqWn4BMK8USMZ+9Mr6XHklygpr6ayJkpmJI3crAjpkTQysnJYU1jG4rXFLF5bxLyPZ7Bk2iw2bVpLNL2adKuga2URPUo206tsE31L19OlqmSHd40bjx0GwOWLnmDXn1/KqB9+l+LKKOVVNaSZkZuVTnZGhJqos25LGYvWFLNw9Rbmz1vOgo+ns65sNeVeQXV2DblVZfSo2MzI4o30LV1Pv5J1ZEXrv4iAZWbQ94Tj2fXa31OV25WSimoiaUZ2RoTc8IY4np7F8g2lLFlbxMIl65jz3hRWzVtEKVsgK0qkqoyelUX03LyJPmUb6FO6oYH2rmryb9ZRNJat0nQjLX3HzwXz4Moa5sGoVnXEWJ2fztzemeRmpXHcvoP49pHDOWRML8xs65egorIqnv1oCU9MnMO7s9awqHtPlnRzBm+uondxNblVTnrtSIDFDAiE7bkZuFMeMbZkpzGzXzYVWWkcv2d/vnvsLnz1gCGkx1w69ppz9mPSnLU8PHEez743j/V04c3h+fQqqWHw5iq6lkfJrHHMPWwveK5G8LwsmIw5FGWlsbR7BksKMhjVO4fTjxjBtw4fRp9u2Vuf31Vn78vclZt5/L2FPD1xNrPWw+RBfcivqGHQ5mp6lFaTXe2khU+xdrAttp1U0li2KtakkZ5Zm63g30j4CGz7O67qFuGIc8dxyWm70S23/p0D+4/uzeS7fsD9T3zIfx6ZSmRNOv2KqomUR6gpD449junZ1hbSAKsMpuRtDNosyjJ6nDqCST8+gsG98uttLzcrnVt++VV+NHsl1014jvlzogwsrCGnOo3oZqho4Aqv23+ZCtqriBiFo3P5508P5eR9d/hqESyZZlx65oGceew4/nrjs0z8aBP9NxAULsURqoph+3eq+l7T1NFYtporkp3FuCsu46bzNzD7mVd5afI8Pt2SzkrPoTgtC0szeqTXcED/bH7yg2MZu8/YpjfaiPS8PI6/9Qb2+Xgy9976JP9bnc7s/MFsjOSyMZILYcS7VJdycp8arvvVNxkwbOfutp4/ehRnPnATJ06bwctPvs2bS8pYUJ3L+rRcytMyyLIow7NrOGGPvlx88Vnk5bXendbbxQhEeBhSMTAS+DYwlOAL/wPuvryJdU8HTnL3C8LfvwMc5O4/jVnm83CZ5eHvCwiKjKuBSe7+QDj9LuAld3+iThtXA7+vr/3zz7+L3v0GkpmXSUZuBpk5GWTkREjLTN+6V6SsvJwaByJppKcb6ZE08rLS6ZqTQX5OOpnpaWRm5VBcWsmGNcVsXFNM0cYyyrZUUFlaRXVVFI86aREjPTNCRnY6mTkZZOZlkJGTQUZeBpHMCGnpaTzQ1XHgrELH04xIeoTM9DRystLplpdJ97xMssI9ICXlVWxYX8q6FVvYvK6E0sJyyksqqa6IEo1GMTPSM9JIz0wnMzeDrLygrczcDNKz07GMCESM8vJyouGHtEWC55eTGSE/J4OC3Axys9MxIJKRxZbiCtauKGLTmmKKN5VRXlRJVXn11kuqRTLSyMiKkJEdPL/M3OA5puekE8mMQJqBwaXf3Csl9rg0lq0P7/4vQ/r2g7Q00tLTsUgES49gaREsEiEtM4PqnBxyBtX/wVSr9ktQXR6NUrJ0KeWr1lBdUkK0shL3KGZpQVsZGViktu10flCRgWWm8/T+Y0nLaP7Jse5O5YYNFC9eQtWWIqLl5Ti1h89EgnbSI1h6+tbnWOFRcocPIz03t0XPsbq4hOLFi6lYv56a8gq8phrMgucYvqZp6REsEvzc6+ADUyJX0Hi2rvz1LQwaMIi8/GzyuuaRk59LJCeHaCSDajM2F5VSXRMlzYyuXbIZ1CuPkX3zt/sSD/W/7pXVNcxdsZkvZixg9dI1lJeWE0kzsjIi5OVlk98ll+z8XDJysvGMDKo9jeuryoi6c3E0g7y8bAb07sq4IQXkZDa9j8vdWby2mOmfzWfhrMUUby7Ca6Jkphu52Znk5WWRl5dDRm42lpFJNJJOpRvFpeVE3cnJy6F33+6MHtCNft23/3BtKFebiiuYPm81C75YxKZ1hdRUVZERSSMnJ5P8/BzyuuSSlZ9HJDsLT8+gmjROOXh4p8jWt076A12yewZf4g3S04w0IJIWFosepWvPXPb40miO/PIeO2SqVkOv/boNW3j3rWlMn7SETevKqCyrxquDyi1iQZsRM9LT4LVTx4EZp70+j3GHj+aksw+ia17zRqnKK6v58MMv+OSduaxcUkjZlmqi4aht8LyM9LDNiIWFSwT6DOnGCd8+hKHD6h/pa/B92Z0ZM5fwwZszWDxnA0WbKqiprMFrwsIoDdJt+9f0+scu6hTZau4IRH0aet2bq74RiLo8GqV4xSoWzFvGpi3lkJHB4BGDGD5mMJEGct+UtnyOoQ5xCNM04GR3b9Y1H9viEKYGKuKhwMR3332XQYMaL46Li5u+oVZ+fv17Q5rrRzODs+v/s1uLruTQIvE8P2i95wgwfPjw4cByd+/Q11JUthrX1tlKlVzBzmWrrV/39potvWfVr6NkKxm5AmVrZyQ6Wx35PQvaV7baUwFxBcFN424kOJRoa8fc/c1G1ksnOIn6WGAFwUnU57j7zJhlfgLsEXMS9Tfc/Uwz2w14iG0nUb8BjI7zJOqTgJea/USlNQ2vvZpWKlG2ki4lcwXKVjugbEmiKFuSKPVmqz2dA3FR+O/VdaY7MIIGhOc0/BR4heCQwLvdfaaZ/QH4xN2fBe4C7jez+cBGwrtbh8s9BnwBVAM/iad4CNXeGvNIYGljC7axQcC7wBEEhVh7kYh+tafn15qUreZp7X61p+fW2pSt+Ok9q3naY7baY65A2WouZSt+bZatdlNAuHuLx4Hc/UXgxTrTror5uRw4o4F1/wj8sQXN1t4Fbml7qvpjzuRfrn51WMpWM7TXfrVTylac2mOf2rl2l632+jdsr/1qx5StOLVlv1p2FoeIiIiIiHRKKiBERERERCRuKiBERERERCRuKiBarhC4hobu6JY8hahfHV0h7fO1KkT96ugKaZ+vVSHtr1+FtL8+tWeFtL/Xq5D21ydov/1qrwppf69XIe2vT9CG/Wo3l3EVEREREZH2TyMQIiIiIiISNxUQO8nMzjCzmWYWNbP920F/TjKzOWY238x+lez+AJjZ3Wa21sw+T3ZfOpL2lC3lKrUoW41TtlqmPeUq7I+ylSKUraa1dbZUQOy8z4FvAO8kuyNmFgFuBU4GxgHfMrNxye0VAPcAJyW7Ex1Qu8iWcpWSlK3G3YOy1RLtIlegbKUgZatp99CG2VIBsZPcfZa7z0l2P0IHAvPdfaG7VwKPAF9Lcp9w93cI7gAuzdCOsqVcpRhlq3HKVsu0o1yBspVSlK2mtXW2VECkloHAspjfl4fTRHaGciWJomxJoihbkijKFpCe7A50BGb2OtCvnlm/cfdn2ro/kjqULUkUZUsSQbmSRFG2OhYVEHFw9+OS3Yc4rQAGx/w+KJwm7VQHyZZy1QEpW5IIHSRXoGx1OMpWx6JDmFLLZGC0mQ03s0zgbODZJPdJOj7lShJF2ZJEUbYkUZQtVEDsNDM7zcyWA4cAL5jZK8nqi7tXAz8FXgFmAY+5+8xk9aeWmT0MfAjsYmbLzez8ZPepI2gv2VKuUo+y1Thlq2XaS65A2Uo1ylbT2jpbuhO1iIiIiIjETSMQIiIiIiISNxUQIiIiIiISNxUQIiIiIiISNxUQIiIiIiISNxUQIiIiIiISNxUQHYyZDTGzYjOLtFF7/2dmE+JY7n9mdnIbdEkSRNmSRFG2JFGULUkE5appuoxrO2dmi4EL3P31JLSdCSwADnb3Ru+yaGYHAre5+35t0jnZacqWJIqyJYmibEkiKFfNpxEIaczXgNlNBRrA3T8GuprZ/onvlqQAZUsSRdmSRFG2JBE6ZK5UQLRjZnY/MAR4LhxKu8LMhpmZm1l6uMxEM7vOzD4Il3nOzHqa2YNmtsXMJpvZsJhtjjWz18xso5nNMbMzG+nCycDbMetmm9kDZrbBzArDbfeNWX4i8JXWfA0kMZQtSRRlSxJF2ZJEUK5aRgVEO+bu3wGWAl9193x3v76BRc8GvgMMBEYS3Mr8v0APgtus/x7AzPKA14CHgD7hev8ys3ENbHcPYE7M798DugGDgZ7AhUBZzPxZwF7Ne5aSDMqWJIqyJYmibEkiKFctowIiNfzX3Re4+2bgJWCBu7/u7tXA48A+4XKnAIvd/b/uXu3unwL/A85oYLsFQFHM71UEYR7l7jXuPsXdt8TMLwrXkdShbEmiKFuSKMqWJIJyFSM92R2QVrEm5ueyen7PD38eChxkZoUx89OB+xvY7iagS8zv9xNUxI+YWQHwAPAbd68K53cBYrctHZ+yJYmibEmiKFuSCMpVDBUQ7V9rXiZrGfC2ux8f5/LTgTFbOxKE9xrgmvBYvxcJht3uChfZFZjWar2VRFO2JFGULUkUZUsSQblqJh3C1P6tAUa00raeB8aY2XfMLCN8HGBmuzaw/IvAkbW/mNnRZraHBddF3kIwzBaNWf5IgmE96RiULUkUZUsSRdmSRFCumkkFRPv3Z+C34Zn4v9iZDbl7EXACwQk9K4HVwF+BrAZWeQ4Ya2YDwt/7AU8QBHoWwVUD7gcwswOA4vASY9IxKFuSKMqWJIqyJYmgXDWTbiQnjTKzHwHj3H18E8v9D7jL3V9sk45Jh6dsSaIoW5IoypYkQkfMlQoIERERERGJmw5hEhERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKmAEBERERGRuKUnuwMdnCe7A52YJbsDCaZsJUeq5wqUrWRRtiRRlC1JlAazpREIERERERGJmwoIERERERGJmwoIERERERGJmwoIERERkQQ46qijOOqoo5LdDZFWl7QCwsz+lay2RURERESkZZI5AtEZrhogIiIiIpJS4iogzOxoMxse/tzfzO41s/+aWb+WNuzuF7V0XRERERERSY54RyD+BdSEP/8dyACiwH+aWtHM0up7tKy7ItKZ6XhiERGR5Iv3RnID3X2pmaUDJwJDgUpgZRzrVlPPDUDMrDpc/0ng9+5eHGdfREREREQkSeIdCdhiZn2BI4EvYr7sZ8Sx7sXAm8AJwK4EBcgbwBXARcChwIRm9FlERERERJIk3hGIm4HJQCYwPpx2GDA7jnUvA/Z1983h73PN7BNgiruPNLMZwJT4uywiIiIiIskSVwHh7n81s6eAGndfEE5eAVwQx+pdgVxgc8y0XKBb+PNqICe+7oqIiIiISDLFOwKBu89t7PdG3Ae8ZmY3AsuAQcClwL3h/BOAOfH2Q0REREREkqfBAsLMllHPyc91ufuQJha5HJgHnA0MAFYBtwJ3hPPfAibG0dcGmdlJwI1ABLjT3f9SZ/5lBKMl1cA64Dx3XxLOqwFmhIsudfdTd6YvIiIiIiKprLERiG+3Uhvm7rcDt9c3093Ld2rjZhGCguR4YDkw2cyedfcvYhb7FNjf3UvN7CLgeuCscF6Zu++9M30QEREREeksGiwg3P3tVmpjtZk9Djzo7u+30jZjHQjMd/eFAGb2CPA1YGsB4e5vxSw/idYrjkREREREOpXGDmH6QzwbcPermljkBOBbwMPh4UKPAA+5+4zGV4vbQIJzK2otBw5qZPnzgZdifs8OrwpVDfzF3Z+uu4KZFQAFdadv2rSJgoIdJovETdmSRFG2JFGULUkUZavjaOw+EIPjfDTK3T919yvCcyW+D3QH3jSz6TvX9eYzs28D+wM3xEwe6u77A+cAE8xsZD2rjgcW1X1MmDAhof3tqHS34GYZj7IliTEeZUsSYzzKliTGeJStuCT7u5a5N3medOs1FtyM7mzgu8Bod+/aCts8BLja3U8Mf/81gLv/uc5yxxHcz+JId1/bwLbuAZ539yfqTC+g/op4kSriHdUGeuLEiYlsxhK58baibDVPG2QrJXIFylY7pGx1Qvo8bB5lK37Jzlbcl3E1s7HAGUBfd/+pme0CZLl7oyMJYRi+SbCH/2DgVeCvwLPxtt2EycBoMxtOcG+Ks8O2YvuwD/Bv4KTY4sHMugOl7l5hZr0Ibo53fd0G3L0QKGyl/opspWxJoihbkijKliSKstVxNHYI01ZmdgbwLsH5Bt8NJ3cB/hHH6isJzoF4CBjo7qe5+2M7e/WlWu5eDfwUeAWYBTzm7jPN7A9mVntJ1huAfOBxM/vMzGqLl12BT8xsGsHlZP9S5+pNIiLSCST7cAARkY4k3hGIPwDHufs0M6u9/Ok0YK841h3p7qta1Ls4ufuLwIt1pl0V8/NxDaz3AbBHIvsmIiIiIpJK4i0g+gC1hyp5zL/x3GhulZllArsAvYg5nsrd34y/qyIiIiIikmzxFhBTgO8A98VMOxv4uKkVzexw4HEgC+gKbCE4/GkZMKI5nRURERERkeSKt4C4BHjVzM4H8szsFWAMwT0emvJP4Hp3/6eZbXL3HmZ2FVDasi53Dm10dr2ISKvR+5aISOcQVwHh7rPDqzCdAjxPMHrwvLsXx7H6GODGOtP+QnBt3781o68iIiIiIpJkcRUQZjaQ4HKnj8VM625mA9x9ZROrbyY4dKkQWGVm44ANBFdFEpE2pr3EIiIisjPiuowr8DQwqM60QcBTcaz7JPDl8Oe7CS6XOgV4osE1RERERESkXYr3HIgx7j4jdoK7zwgPa2qUu4+P+flvZjaJ4CTqV5rTURERERERSb54C4h1ZjbK3efXTjCzUQSHIjWLu7/X3HVERERERKR9iPcQpruB/5nZKWY2zsy+SnAI0p2J65qIiIiIiLQ38Y5A/AWoIrhq0mBgKXAX8I8E9UtEREREF34QaYfivYxrFLghfDSLmaWF64uIiIiISAcX7yFMLWJmEaDEzLIS2Y6IiIiIiLSNhBYQ7l4DzAV6JrIdERERERFpG/GeA7EzHgSeN7MbgeWA185w9zfboH0REREREWklbVFAXBT+e3Wd6Q6MaIP2RURERESklcRdQJjZCcDeQH7sdHe/qrH13H14i3omIiIiIiLtTlwFhJndApwJvAWUxszy+tfYYf0M4GBggLs/amZ5AO5e0rzuioiIiIhIMsU7AnEOsJe7L2tuA2a2B/AsUAEMAh4FjgS+B5zV3O2JiIiIiEjyxHsVpvVAYQvbuA24yt3HEtyMDuBt4PAWbk9ERERERJIk3hGIvwMPmtmfgTWxM9x9YRPr7gY8ULt4uE6JmeU0p6MiIiIiIpJ88RYQt4X/nlJnugORJtZdDOwHfFI7wcwOBObH2baIiIiIiLQTcRUQ7r4zN5z7HfCCmd0OZJrZr4ELgR/uxDZFRERERCQJmnUfCDMbAgwElsd7QrW7P29mJxEUDG8DQ4FvuPuU5na2I9jv8vtaZTtzF6xp1e1NueG7rbIdEREREenc4r2Ma3/gEeAQYAPQ08wmAWe7+8om1j3D3R8Hflxn+unu/kTLui0iIiKSOE9N2fkjrdcXlbXatgBO229Uq2xHZGc15xyIacCXwxOg84A/AbcDpzax7l3A4/VM/w+gAkJEJMna48ipRk1FJBW1VjGZ7OI03nMbDgd+Xnvjt/DfK4BDG1rBzEaY2QggzcyG1/4ePo4DypvV00aY2UlmNsfM5pvZr+qZn2Vmj4bzPzKzYTHzfh1On2NmJ7ZWn0RERESk/TrqqKM46qijkt2NDineEYhNwDiCUYhau9D4vSHmE1ylyYAFdeatBq6Os+1GmVkEuBU4HlgOTDazZ939i5jFzgc2ufsoMzsb+CtwlpmNA84muNTsAOB1Mxvj7jWt0TcRERERkVQTbwFxPcGX67uAJQQnQv+A4ApL9aq9cpOZve3uR+5sRxtxIDC/9n4UZvYI8DUgtoD4GtsKlieAW8zMwumPuHsFsMjM5ofb+zCB/RURERER6bDivYzrHWa2ADgH2BNYCZzj7m/Ese52xUN4WFPU3Rc3v7v1GgjEXhFqOXBQQ8u4e7WZbQZ6htMn1Vl3YN0GzKwAKKg7fdOmTRQU7DBZJG6dJVupcsxnR9JZsiVtT9mSRFG2Oo64L+Pq7m8Cbza3ATN7GLjZ3T8wsx8A/wKiZnaJu9/V3O0lyXjg93UnTpgwgauvvnq7aa114t9Rk+8GYGIbnkioL3lJMZ44s9WRtdbf8MYuOa26vRQ3Hr1vxa0137c6QT7HE0e22uPJ+RB/3lvj76j3rGYbT4pnK1U+DxssIMzsN+7+x/DnPzS0nLtf1UQbxwLfC3++DDiO4NyJpwmu0LSzVgCDY34fFE6rb5nlZpYOdCO4HG086wJMAO6pO3H8+PGLWtppkdAElC1JjAkoW5IYE/6/vXuPtaws7zj+fRiYMtqakbRFBoSCEhQD2tpaa6wdUazaGIkRFWKxWrHIQKFNtSqVSGWQ1ttEm2AU0eGmjrc6imV6IQPWgjqgMtUGqOJUYBAvM5FgBrk8/WOtM+zZc/bZ797nrFlrnfl+kp2993vW5Q35ZTjPeS8Ls6VmrMFs9cJcIxCHDHx+/Mijxluamb+MiIOBAzLzqwARceA8rjnoG8CREXE41S//r6KaajVoPVURcz3wcuCazMyIWA9cGRHvo1pEfSTw9eEbZOZ25l4wLk3FbKkpZktNMVtqitnqj5EFRGa+ceDza+dxj29FxFupFl5fBVAXEz+fxzV3qtc0nAFsAJYAl2Tmd+pRk02ZuZ5qpOOyepH0z6iKDOrj1lEtuH4QWOUOTJIkSdJopU+i/llmHjBL+z2Z+ZtjTv9z4J3AA8Cb6rY/AK6YpKNzycwvA18eajt34PMO4MQR564GVi9UXyRJe85imU8sSX1Suoh6v+GGiNiP6i/+c8rMmd2bBts+g0+hliRJ0oT6vPHDYjFnARERX6F6GNz+EXHd0I8PAf5r3A0i4nWjfpaZl5R0UpIk9Yu/5EmL17gRiIupniT9e+y6Y1ICP6JsW9c/Hfr+OOAJwFcBC4gOcSqAJEmSxpmzgMjMtRGxBPgTHnli80Qy87nDbfWoxJMnvZYkSZKkdu0z7oB6V6LnUi2CXigfp1pcLUmSJKlHxhYQtUuB06a5QUTsM/T6VeANuM+vJEmS1DuluzA9AzgzIt4M/JBqDQQAmfmcMec+OHh87U7g1NJOSpIkSeqG0gLiI/VrGocPfb8vM38y5bX2Ghs3bmy7C5IkSdJuigqIzFw77Q0yc8u050qSJElN8I+10ysdgSAiXku1JevBVFOQLsvMj404dub5EXMqmP4kSZIkqUOKCoiIOAc4BXgvsAU4DHhzRKzIzNWznHLxwnVRkiRJUleUjkC8Hlg5OB0pIjYA1wG7FRDzmfIkSZIkqbtKt3F9NPDjobafAsvGnRgRH4iIZw21PSsi1hTeW5IkSVJHlBYQVwNXRMRREbEsIp4ErAU2FJx7ErBpqO1G4OTybkqSum7jxo0uSpSkvUBpAXEGcC9wM3Af8O36/cyCc3OW+yyZ4N6SJEmSOqLol/jM/HlmnkI1ZelxwLLMPCUztxec/hXg/IjYB6onUwPvqNslSZIk9cgk27geCbwCWAHcFRHrMvO2glPPAr4EbI2ILcChwFbgJVP0V5IkSVKLikYgIuJk4JvAsVRTl44Bbqrb55SZdwC/A7wUeDdwAvD0ul2SJElSj5SOQJwPvDgzr5tpiIg/BC4Drhx3cmY+DNxQvyRJkiT1VGkB8WvA9UNtN1Bt7ypJkiRpD2l7x7vSAuJ9wAUR8fbM3BERy4Dz6nZJPdL2PzqSJKnfSguI06l2XzorIrYBjwWCamH0G2cOysxDF76LkiRJkrqitIB4daO9kCRJktQLRQVEZl670DeOiM2ZecxCX1eSJElSc0q3cd0vIs6LiO9HxI76/byIWDqPe79rHudKkiRJakFRAQH8I/B84DTgqfX7ccA/THvjzBy7/es4EXFARPxbRNxWvz92lmOeFhHXR8R3IuLmiHjlwM8+HhG3R8S36tfT5tsnSZIkaTErXQNxIvDUzPxp/f2WiLgJ+DbwV8MHR8RxJRfNzGsK7z/KW4D/yMwLI+It9fe/HTrmF8ApmXlbRKwAboyIDZm5vf75mzLzM/PshyRJkrRXKC0gYsL2jxZcM4EjCu8/ykuBlfXntcBGhgqIzLx14PNdEXEP8BvA9tKbRMRyYPlw+7Zt21i+fLdmqZjZUlPMlpqyp7Pl1tN7D//d6o/SKUyfBr4YEX8cEU+OiBcC/wysm+3gzDy84DXf4gHgwMzcWn++GzhwroMj4hnAUuB7A82r66lN74+IXxlx6tnA7cOvNWvWzKPrEmC21JyzMVtqxtmYLTXjbMxWL0Rmjj+oWiz9d8DJwArgTuCTwPmZeX/B+fsBzwRWZOanIuLRAJl5X8G5/071DIph5wBrM3P5wLHbMnO3dRD1zw6iGqF4TWbeMNB2N1VR8WHge5n597Ocu5zZK+LbrYh3t3LlSqDxvxqNGv3qFbM1mT2QrUWRKzBbkzJb5cxWOf9/OBmz1TkjszV2ClNELAE+ArwhM8+d+M4RxwDrgfuBQ4BPAX8EvAZ45RynApCZz5/j2j+KiIMyc2tdDNwz4rjHAFcB58wUD/W1Z0Yv7o+IjwF/M6IP25lgypNUymypKWZLTTFb5Zx+NRmz1R9jpzBl5kPAC4CHp7zHRcC5mfkk4IG67Vrg2VNeb9B6qkKE+v0LwwfUoyefBy4dXixdFx1ERAAnAP+9AH2SJEmSFq3SNRDvB6Z97sNTgMvrzwk7py4tm+Jawy4Ejo+I26i2mb0QICJ+NyIuro95BfAc4M9m2a71iojYDGwGfh04fwH6JEmSJC1apbswnUm1DuGvI+LH1IUAQGYeOubcHwBPBzbNNNSLmf93op7Oot5W9nmztG8CXl9/vpxHCpjh44q2m5UkSZJUKS0gXj2Pe7wduCoiPgQsjYi3Uj2I7tR5XFOSpAXjXHVJKldUQGTmtdPeIDO/VG/7eirV2ofDgJdl5o3TXlOSJElSO4oKiIFtXE+i2sb1LqptXFdn5o45zlsC3AocnZmnz7+7kiRJktpUOoXpIuAo4C+BLVSjCG8DDgZeN+qkzHwoIh4C9qfaxlWSpuY0E0mS2ldaQJwAPKHenxfguxHxNaqF0CMLiNoaYF1EXADcwa4LsL8/SWclSZIktau0gLgbeBS7PtxjGbB11qN39U/1+/FD7QksKby/JEmSpA4oLSAuA66OiA9SjSI8HlgFXBoRO7dCzcxrhk/MzNJnTUiSJEnquNIC4i/q97cNtZ9Wv6AaUThiITolSZIkqZsiM8cfpVH8j9eeaLsDDTNb7VjsuQKz1RazpaaYLTVlZLacXiRJkiSpmAWEJEmSpGIWEJIkSZKKWUBIkiRJKuYiakmSJEnFHIGQJEmSVMwCQpIkSVIxCwhJkiRJxSwgJEmSJBWzgJAkSZJUbN+2O6BHRMT+wOnAs6ke2/6fwEWZuaPVjs0hIu5l9kfMB5CZ+Zg93CXNwmypKWZLTehjrsBs9UEfs9XFXLmNa4dExDrgXuDyuulkYHlmnther7QYmC01xWypCeZKTTFbC8MCokMi4ruZefS4ti6JiEcBD2TmA/X3o4AXAz/IzM+32jntZLbUFLOlJvQxV2C2+qCP2epirlwD0S03RcQzZ75ExO8Dm1rsT4mrgd8CiIgnAtcDRwBnRMSFLfZLuzJbaorZUhP6mCswW33Qx2x1LleOQHRIRPwPcBTwf3XTocAtwINUc9yObatvo0TE5sw8pv78TuCAzFwVEUuBG2d+pnaZLTXFbKkJfcwVmK0+6GO2upgrF1F3ywvb7sAUBivQ44B3A2TmLyPi4Xa6pFmYLTXFbKkJfcwVmK0+6GO2OpcrC4gOGJjbtqX+PjO3bUtmfq7Vzo13c0S8B7gTeCLwrwARsbzNTqlittQUs6Um9DxXYLY6q+fZ6lyuXAPRDaPmtq2KiHe12K8SpwI/oer/CzLzF3X70cB72uqUdjJbaorZUhP6nCswW13W52x1LleugeiALs5t0+JgttQUs6UmmCs1xWwtLKcwdUPn5raViojNzP5wEwC6uBhpL2O21BSzpSb0Nldgtjqut9nqYq4sILqhc3PbJvBD4ALgDuYIt1pjttQUs6Um9DlXYLa6rM/Z6lyuXAPRDZ2b2zaBDVRV/EZgFdWQ4JaZV6s9E5gtNcdsqQl9zhWYrS7rc7Y6lyvXQGhBRMRhwKvq1zLgE8AnMvPWVjum3jNbaorZUlPMlprQpVxZQHRAF+e2zUdE/DZwCXBsZi5puz97M7OlppgtNWGx5QrMVlcstmy1nSvXQHRD5+a2TSoi9gVeRFUVP49qmO0dLXZJFbOlppgtNaH3uQKz1VG9z1aXcuUIRAdExFlUYTgIWEc1HPXNdntVJiKOB06iehjL14FPAl/IzPta7ZgAs6XmmC01oc+5ArPVZX3OVhdzZQHRIV2a21YqIq4BrgQ+m5nb2u6PZme21BSzpSb0MVdgtvqgj9nqYq4sIDqq7bltWrzMlppittQEc6WmmK3puY1rh0TEvhHxkoi4AvgX4BbgZS13S4uA2VJTzJaaYK7UFLO1MByB6IAuzm3T4mC21BSzpSaYKzXFbC0sC4gO6OLcNi0OZktNMVtqgrlSU8zWwrKAkCRJklTMNRCSJEmSillASJIkSSpmASFJkiSpmAWEJEmSpGIWEJIkSZKK/T9bz8CpUDXVgQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 900x540 with 15 Axes>"
       ]
@@ -1883,7 +1964,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1800x540 with 30 Axes>"
       ]
@@ -1899,41 +1980,8 @@
     "folder = 'targeted_structure'\n",
     "for cre_line in cre_lines:\n",
     "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, cre_line_dfs[cre_line], multi_session_df=all_images_mdf, cre_line = cre_line,\n",
-    "                                     columns_to_groupby=[folder], change=False, omitted=True,\n",
-    "                                     sort_order=None, save_dir=save_dir, folder=folder, suffix='', alpha=0.05)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 255,
-   "id": "7c8402f1-6442-4344-a65b-b20b16c7c778",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "cell_specimen_id\n",
-       "1086492406    3\n",
-       "1086492307    2\n",
-       "1086492221    4\n",
-       "1086492174    4\n",
-       "1086491936    2\n",
-       "             ..\n",
-       "1086631288    1\n",
-       "1086631205    8\n",
-       "1086631138    1\n",
-       "1086631077    2\n",
-       "1086630543    5\n",
-       "Name: cluster_id, Length: 415, dtype: int64"
-      ]
-     },
-     "execution_count": 255,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cids = df_meta[(df_meta.cre_line==cre_line) & (df_meta.cluster_id==cluster_id_sel[c])].index.values"
+    "                                     columns_to_groupby=[folder], change=True, omitted=False,\n",
+    "                                     sort_order=None, save_dir=save_dir, folder=folder, suffix='_changes', alpha=0.05)\n"
    ]
   },
   {
@@ -1946,13 +1994,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 291,
+   "execution_count": 73,
    "id": "746726f6-cfd3-4698-a59d-e8fa5154b37a",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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IHAXKzOc3doJdGh+x/WAJAGPSu0et7mLOqH6MMB2Kzy7ZrR11PsCbJa5HlFKnYsyHPx/IVErNVUod7jTrNB2iwe5onHY6ZmD36m2JCNefZdTuOYVVLN2sf2YdxduhtziMSDVzgbnmc02Asje/HLvDmIXW3Wp2gCtPHUxkqDEV5JklOkZKR/Fm6G0+kAPcCkzFiP2eIyKnd45pmo6y/eBxT/zobij2mIgQvn/qYAA+35RHTmGlny3q3nhTsz8G3KCUmq6UulwpNQO4nuMhqjQBhss5F2QVhqXG+tma9nH9ghGAsc79uSV7/GxN98YbsacA7zY59j6g48YHKC7n3LCUWEKDrX62pn2MSY9n1si+ALz41T7qGnRs+fbijdhfBm5ucuwmQK96C1BcNXt3c8415Qazdi+prOe91Tn+NaYb443YJwIPiUieiKwRkTzgIWCimRf9WxH5tqWTRWSYGdZqr/k4tJkyVhF5XEQOiMh+c4pum6+5lRkuIjUi8qAX76tHUlxR15jEsTs659y5YFo6ybHGHAHtqGs/3ixxfcbc2suTwONKqVdE5GrgKWB+kzJXAUOAoRgz9jaJyFIz22prr7nSQD8FfNABG3sMO3K7t3POnZAgKz86fRj/fG8r6/YVsymrmImD9Go4b/FmieuL7b2JiCQDk4AzzUOvA4+JSFKTtM1XAM+YiRqLROQD4DKMmXqtvQbwe+ATIMrcejXb3cQ+ZmD3FjvAT88czkMfbMPhVDzz+R6euEmL3Vu8GXq7UkRGmvvDReQbEflKREZ4cPoAIN/MxOrKyHrYPO5OOuAe0y7XrUyLr4nIeIyUVP9q4z3EiUiG+wakeWB/t2OHOewWHxlCSkJghY5uD6mJkZwzxfgpvLUiS2eOaQfe9NnvB0rM/QcxssN8g5Hw0W+ISDBGcsmfuf5MWuE2ILvJtrxTDfQTrmb86IHxAR+wwlNcjro6m4MnFuugSd7ijdiTlFJHRSQMmA3cBdwHTPDg3ENAqtmvdvWvU8zj7uRiRLF1ke5WpqXX+gODgcUikoMh6OtFpLnsso9gTPd13+Z4YH+3wuF0Ni5t7e79dXdOG9OfSYONGHVPLNpJqa7dvcIbsReJyBBgIbBOKVWPEYSyzWpDKVUIbAauNA9dCWxq0l8HeBtDqBYRSQIuAt5p7TWlVK5Sqo9SKkMplYEh6GeUUjc0Y0eZUirHfQPyPP4EuglZBZXUNhiNnDHp3XvYzR0R4c7LJgBQUWvjcV27e4U3Yv8zsAF4juNOsTOALR6e/zPgFhHZizHV9mcAIrJYRKaYZV4GsoB9wHfAfUqpbA9e07jR05xz7iyYmMZkMy6drt29wxtv/P9E5C1zv8Y8/B3wfQ/P3w1Mb+b4OW77DoyJOs2d3+JrTcrd44k9PRlXf12k+0Sn8RRX7f69vy+lotbGY4t28scrJvrbrG6BV6vegHDgeyLiCkUVhHdj9ZouwLUAZlDfaKLCgv1sje85a2IqU4aYtfvindoz7yHeDL3NxQhDdRXwR/PwUOC/nWCXpgO4avZRPcg55457372y1sZjn+hEwp7gTc3+CHCFUupsjOytAGuAab42StN+KmttZB81loJ292myrXHmhFSmDjVq9/9+ukvX7h7gjdgzlFLLzH1XXp4GdDM+oNh1yN0513M88U1pWrv/R9fubeKN2HeKyIImx84AtvnQHk0H6cme+KacMd6tdl+8k2OVOgpta3gbN/5VEXkRCBeRp4D/AXd0hmGa9uFyzkWEBpGZHO1nazoX99q9qs7Ofz7R4+6t4ZHYzRlvS4FxwA7geYypptOUUus6zzyNt7hq9lED4rBYesY02dY4Y3wq04YmAYZnXoeuahmPxG6Oce819/+plLpZKfV3pVSPm33WnVFKsaObho5uLyLCvVdNBqCm3s6tT6/WqZ5bwJtm/KvAJyJyrYicLiLzXVtnGafxjvxjNZTX2AAY3YOdc02ZM6ofP5pvxEL5cuthXvvmgJ8tCky88aS7Zq/d0+S4Agb5xBpNh9ieW9K439Odc025/5opfLoxj6Nltfz+xbWcMSE14HPRdzXeJInIbGHTQg8Qunvo6I4QFxnKwz+dAUBpdQO//d8aP1sUeHg7XVYTwLjEnpIQQUJUqJ+t6XounD6QC6YZq6DfXZXD4vVNV1D3brTYexA7DrmiyfauWt2dh34yndgIYz3Ar55bTUVNg58tChy02HsI1XU29uabed16WRPenf4JEfzlmqmA4bC8+7WNfrYocNBi7yF8vf0IDqcx5DRtWLKfrfEv184fypzRRu6SZ5bsZuWuo362KDDQYu8hfLbRmPIQGmzhtLH9/WyNfxER/nPDLMLMLDjXPPwVh4qr/GyV/9Fi7wEopfhsgyH2U0f375Fr2L1lSP8Y/nat0ZwvLK/j0r8vo7LW5mer/IsWew9ga04JR0qN4EFnT+qRkbHbxfVnjeBnZ48EjDX+P370GxxOp5+t8h9a7D2ATzccn7WsxX4if792KgsmGp/JZxvz+MNLvXcphxZ7D+CzjcZ48qgBcQzs4SvdvCXIauF/t81tnGT0xOJdvTZfnBZ7N+doWS0bDhQDulZviejwYN75/emNySFvf34NSzfn+9mqrkeLvZvzxeY8XIu8zp7cNJuWxsWAPlG89bvTCQu24nAqfvivr1m+s8DfZnUpWuzdHFd/PSEqtHFdd2dTUVrLznX5fP76Vl7653I+/t9Gtqw8SGlRdUAvL50yJImnf2EkAKqotXHBn5fw0pf7/GxV16Hjx3VjGuwOlm0xmqNnTkglyNo5/901lfUsemkTezYd4dD+EsqP1bRYNjo+jPRhfcgcmcTcC0cyYEhip9jUXi6ZmUG9bQ43P7mSBruTnz+5kj35Zdx31WSslp5d92mxm+QfqyYjw99WeMfKnUepqjMC/Z492ff9daUUKxft5eUHV7Qo8KBgC3bb8eGsytI6dqzJY8eaPD753ybGTE9j4TUTmDgnI2Ai51x56mAGJkdx5QNfcqyynkc/3sG+wxU8d+upRIf33DkK0lXNLhEZBrwIJALHgB8qpfY1KWMF/g2cjbFO/u9KqWc9eO2PGJlpHIANuFMp9bmHdmUA2UmX/It///J8rpgzqNtkPf3t/9bwxOJdWC1CzrPfJ96HK93ys0p47v6v2bnuuCMrdVA8g0YnM2BIorENTSSxXxTlx2o5tK+Y3L3HyN13jIN7izm4uwj3n1a/9FgW/GA8p100kvDIEJ/Z2RFyCiu57B/L2HWoDDAWEL3129NJT4ryr2EtkJOTQ2ZmJkCmmafQK7pS7F8CzyulXhGRq4GfKKXmNynzQ4wkFAsx/hQ2AbOVUjltvLYAWK6UqjFztX8D9FdK1XpgVwaQHX7OA1gi+3DxjAwevWFmwC8RVUox/tb3yDpaySkj+/L5vQt9ct26GhvvP72OT17chMNu1NixCeFcfftsZp833OM/woJD5Xz+2la+fn8HtdXHZ65FRody3o8mcvZV4wNC9BU1Dfzo0W9Yssn4U4uLDOH+q6dw7fyhAfen3y3ELiLJGDHsEpVSDrOWPgYMdc/kKiKLgBeUUu+Yzx8DDiqlHmjttSb3EqAMGO1JjDyX2FOv+DdlTmOMul98OE/eNJszJqR29K13GnsPlzPptvcBuP/qKdx2wZgOX/NYQRV/vfED8rPMXHEW4awrxnL5L2YQGdO+P7+aqga++XAXn726haOHyhuPR8eHceFPJ3PWFeMICfNvb9LucHLny+t4YvGuxmOzR/XlPzfMYmhKrB8tO5GOir2rPBIDgHwzcKUrgOVh87g76cBBt+e5bmVae82dHwIHmhO6iMSJSIb7BqQBfHDnmZw7xbhcQWktF/31C37x1CqOlrXsjPInn204HpjBF+PrRw6Wcfe17zQKffDYvvzltcv58Z1z2y10gIioEBZeNZ5/fXw1v37kHNKHGQ67ytI6XnlwJb885yWWvLEVm5li2h8EWS3880fTeeu3p5OaGAHAip1HmXHHh/zzvS002P1nmy/pUe5HMx/dnzmeB74pt2GEwHbflgP0iQnjjTvm8/jPZhEZatQ0/1u2l3G3vMf9b20KuEUUn5qr3DL7RjM8tWO1z8E9xdxz7bsUHzbCMJ/9g3H8+eVLGTTad0tlLVYL004fzN/fvpJfPnA2KRlxAJQWVfP8X77hV+e/zDcf7sLp8N/c9XOmDGDdQxdx49kjEIF6m5P73tjE7N99zJdbDwf0sKIndJXYDwGpZvPd5WxLMY+7kwsMdHue7lamtdcQkZnAK8BFSqk9LdjxCJDZZJvjdg2unT+M1Q9cwJlmE7663s7f39nCuFvf5enPd2Oz+38hRVl1PavMNdpnT0rrUN9y35YC7vvxe43e9ktunMq1vz8VSycN41kswsyzh/LA+1fx87+cQXJqDADFhyv57/8t5bffe521yw74TVgxESE89JMZLPvzOY3prnceKuOC+5dw1p8+5atuLPqudNB9DTzr5qD7qVJqXpMyP8Kold2dcHOUUtltvDYVeBe4TCnlVaRBV589OzubjCZjb19vP8IfX1nPpqxjjceG9I/htgvGcPnsQUSE+qev+e6qbK595BsAPvq/s5g/LqVd19m2OpcHf7mYerPVcs3tszn32q7NdW63Ofj6/V28+9RaSgurG48PHtuX7986k7Ez/DcrsMHu4JGPtvPwB9sahzgBZo5I5s7LJnDamP5d6sTrFg46ABEZgTH0Fg+UYgy97RGRxcCflFLrzRr/MeAs87R/KKWeNs9v7bV1QAbgPuH5GqVUm3noWhM7gNOpeHd1Nve+vpGcwuMBEOIjQ/jh/KFcv2AEGV24+MRmd3LBX5awfEcBkaFB5D5/JaFmkAZv2PB1Nv/69WLsNidiEa6/ex7zLxndCRZ7Rn2tjc9f38qHz22guuJ4RtaxMwbw/dtmMnh0X7/ZVlxRx38+2cGTn+6iut5N9MOTuX7BCC6cPrBd34G3dBuxByptid1Fg93Bs0v28OjH28l3m2AiAudMHsANC0Zw2tj+nToLy+lU3PjECl7/1kiCcPVpQ3jy57O9vs6WVbk88IuPsducWIMs3PL3s5ixYKivzW0X1RX1fPK/jSx+ZTP1tceFNf3MIVxxywxSMv0XX6+ooo5/f7Sdpz7fTY2b6BOjQ7n6tCH8+IzhDOkf02n3z8rKZvDgQaDF3j48FbsLu8PJx+tyefLTXSfFNusbF84lMzO47JRMpg5N8mkTTynFnS+vb0xNPGlwIov+dLbXM752rc/nbzd9REOdHWuQhd88eg6TTs30mZ2+oqy4hg+eWccXb21vHO+3WIXTLhrJ9342ncR+/pv4UlRRx38+3s7/lu07KS/83DH9ufq0ISycnEZcpG/najz53gpu+t4c0GJvH96K3Z1tOSU89dku3lyRRW2ToaOM5CgunZXJedPSmZCZ2OF56//6cBt/fHUDAEP7x7Dkz+eQFBPm1TX2bS3gL9d/QF2NDYtVuO3Bs5l2xpAO2dWUhtJSqrKyqS8+hjUyguCoKIIiIwmKijK3SK/+BAvzynn7iTWs+GRP44y8oGALp108igt+MrnRwecP6hrsfLQ2l+e+2HPSH3+QVZg7pj8XTBvIeVMH0DcuokP3cjidTLj+WbY/fyNosbePjojdRWlVPR+uOcjbK7P5dscRmn6kMeHBzBrZl1NH9+PU0f0ZmxHvVXP/pS/38fMnVwLQPz6CZfef4/WUzpzdRfz5J+9TXVmPCNz8t7OYfe5wr67hjlKK8u07OfzZ51Tu209VVhZVWTk0lJa2el5QVCTRw4YSO2IEMSOGG9vwYUQMaH1UIXdvMW/+5zs2fJ3deMxiFeacN4ILr5tMSoZ/w2fvyS/jhaV7ee2bAyfV9iIwY1gyp43tz6yRfZk2NIlIL+IEllXX89iinfz1xWXULr4DtNjbhy/E7k5BaQ3vrs7h3ZXZrN1X1GyZuMgQJgxKZEJmIuMzE5iQmcjgfjEnLRRRSrFo/SF+8OBXOJUiPjKEz+9byKgB3v2w8w6UcO+P36WytA6AG+6d325nXM2hPHLfeY+Db79LxS7fRXwJiY8nftIEEiZNJGHiBBImTyQs+eRx/n1bCnjv6XVs+jan8ZgIzFgwlPN+NJFBo5L9Os3VZneyYmcBH649yMdrczladvKMbatFmJCZyKyRfZk6NImh/WPI7Bd9QqBQh9PJV1uP8MrX+/l43UHqbU6c1cVa7B3B12J351BxFd9sP8LyHQV8u6OAQ8XVLZaNCgtiQFIUdQ0Oquts1NTbqal34DS/n/AQKx//cQEzhns30eXAjqM8eMsiSouMe//o96dy9lXjvbqGs6GBg2+9Q87rb1G8avVJr4enpBA1OJOoQZlEDxpE1KBMwvr1xVFbi72yCltVFfaqauxVVVTnHqJi9x7Kd++h4dixZu52nIi0NBKnTaHP9GkkzphG3OhRiNXwemfvKuL9Z9axbumBE1pS6cMSmXfJaOacN5yoWO+6Ob7G6VSs3VfER2sO8vmmPPbkl7daPjk2jMH9YkhNjGTV7qMcLjlx9mZycBXZr90CWuztozPF7o5SipzCKr7dcYTVuwvZnH2MXYfKGhM7tIbVIrz129NZ4MW0WKUUX7y1nZf+8W3jEtQrb5vFhT+d7PE1HPX15LzyOrv+9W9q808M4xQzYjjpl32P9EsvJjI93eNrulNfXEz57j2U79xF6aYtlGzaTOXefZzUDzIJio4iccpk+syYTp9ZM0icMpkj+TV88Ox6Vn26F6fj+HlBwRamnj6YeRePYtTUVIK6YGisLYoq6vhu91FW7y5k1e6jbM4+ht3R+vcfFmzlgukDufq0IQyMqmPI4MGgxd4+ukrszVHXYGfnoTI2Zx9jc9YxCsvriAgNIiI0iMjQICLCjMezJ6Uxxot863U1DTx739esWGRMJLRYhat/M5tzrpng0fmO+nqyX36N3f/6N7WHDzceD+vXl/RLv8fAy79H7JjRndJctpVXULplCyUbN3Ns/QaOrVlLfXHzLQBLSAgJkyeRdMpMgkdNZlteBN8u3k9hXsUJ5cKjQhgzLY2xs9IZPyudvgMCY3FLdZ2NPfnlZB2tJKuggqyCSrKOVnKwsJL0PlFcOXcw35uVSWyEsTpQj7N3EJfYs7KyXB+kT3DU12OvqsLZYEM5neB0opwOlFmTh8TFEhwbi/h4XD4/q4SHf7W4cUFLfHIkv3zgbEZManuWnbOhgeyXX2PXw4+eIPKI9AGMuv1XDPz+5ViCuza4g1KKqgNZFK9Zy7E1ayn+bi2V+/Y3X1iE6GHDqBo0k70NA9mZ5cRuO/n33XdALKOnpZExMomM4X1IH5ZIWIT/l9u2hRZ7B3GJ/ZIx95IxIJU+yeEk9Y2gT78IoiIshFgcBIuNYBoIdjYQZK/FWVmOo7IMW3kZDaVl2MrKaSgvx15Zia2qGntlJc6GtrOHitVKSEI8oYmJhCYmEtY3mZiRw4kdOYLYkSOJzBjo8Z9B8ZFK1nyxn7ceW9M4/XXM9DRu+ccCYhNbH/Zx2u3kvvUOO/7xIDW5x5crRA5MZ+Ttv2LgFZd1uchbo66wkOLVayhauYqilasp37mr2XINEkZB5HCOxY/miCWNWkfzghYx/gAyRiTRd0As8UmRJPSNJD4pivjkSGITwqCh3vx+q4zHykpsFZXYystpKCs3HssrsJWXY6+pwVlXj6O+Dkd9Pc66epw2GxIUhCUkGEtQsPEYEkJQVBQRKf0JT009/piaQnhK/5O+ey32DuIS+3nD7iYyxMt4acqJBQcW5UBQgKBcmwgggMKinAhOLMrRuG9VNoKUzXh0NmBVNoJVPaGOasKc1YQ5qogIspGY0Zd+E0eSdtY8Uk+bRXCkIVynw8m+rQVs/CaHTd/mkLvveFNXBC6+YSqX3jSt1QUtyukk78OP2fG3f55QW0YOTGfkHb9m4OWXBpTIW6KhtJTi1Wso2biJkk2bKdm4GVtZ2QllFFAenMzR0MEcDRtEaUgKdovnk15EObAqO1ZlO+FRUIhymt+6s3HfdVdBgTJ+GSeea+wHqwZCnLWEOGoIcdYS6jQeIyKtJE2bTJ9pU0mcNoWEyZPJP1asxd4RXGL/eerFBIelUR0UT3VQHE4JzPB8VnESEmpFWazU1dhPej2xXxTX3z2fCbMHNnO2QUN5OXkffsyBZ1+gbNv2xuNh/fsx6o7fkHn1ld1C5C2hlKI65yAlGzZStn0H1bm5VOfkUp1zsHEegAKqrXGUB/elLKQf5cHJlAf3pdYag5LAWPkd4qgh1FlNmKOaUFWDPayeR3e8AFrs7cMl9rUvv0paUhJOhx2HzUFFWT11Dit2QmhQwTQ4rDQ4LTTYLaigEJzKgt3mwG53Yrc5cTqcWKyCiDQ+ihiOZYfdaWwO49Fuc9BQ56C+1mZudupqbdRU1lNeUtvYr/eU9AGhTDlrBFPOHEHGyKRmAzs66uo48sUyct96hyNLlp7QzQhJTGTkr25l8E+uxRoe3sFPNLCxlVdQdfAg9UXF2KvMYcHqauyVVYaPxaGobhCq6yxU1lupqrNQ02DFYQnBYQnGQRAOCcKurDixgtWKEitKLDgcCqfDidNp1OYKhVKgnAqnU2Grt9NQ76Ch1kZDvZ26WrtX33V1wzE+2XsvtFPsgVl9+YGk2bPoHwDhZZ0OJ5VldZQfq6GsuIbyYzVUFVdQvGMPJbv2U3Ygl4Y6O06xktCQT7+6A4TlVcMaC1kfjqV0/DjzOnaU3YHTZsNRV0fR8pXYKk70Uof1TWbwdT9m6I03EBwdmEEWfU1wbAzx48b62wzAaIE01NmpLK+jsrSOqrJaKsvqqCitpbK0lvKSWsoKyjmWW0R5cTW20o4FUNE1ux+H3tqDcjgo2bCRI0u/pGj5So6t34Cyn9ycb4mg6CjSzj+P9MsuIXnO7MZJKprAp6MOOl2zdzPEaiVx2lQSpxm5x+3V1RSvWUfR8hUULl9BVU4uliArYg1CgqxYgoKQoCCihw4h/dJLSFlwZo9vqmuaR4u9mxMUGUm/+afRb/5p/jZFE+AEhttRo9F0OlrsGk0vQYtdo+klaLFrNL0E7aADK0BeXpuZojQav+L2G23XeKkWOwwFmDNnTlvlNJpAYShwwNuTtNghy3yci5F1xl+kYaSimgP4s5mh7QhMO8DIgvQNx3+zXqHFDq5J4rntmZXkK9wCQeRpO7QdzeFmS9vrp5tBO+g0ml6CFrtG00vQYtdoegla7FAG3Gs++pMytB3ulKHtaEoZHbCl1y9x1Wh6C7pm12h6Cb1S7CISISJvish+EdktIue1UO5CEdkgIttFZIeI/MYH9x4mIqtFZK/5eFKuZBGxisjjInLAtPG6jt63nXb80XzfW83PYYE/7HArO1xEakTkQX/ZISKXi8g28zexTUR8njjew+8mWUQWmd/NLhF5QqSNwIlKqV63AX8CnjH3hwIFQFQz5aYDKeZ+LLAfmNPBe38JXG3uXw182UyZHwKfY/wZJ2FM5sjw8WfgiR0LgAhzfzxGXzG8q+0wX7MCXwOvAQ92wm/Ck89jCrAT6Of2mwjzky2PuD4HIBhYA1ze6nV9bWh32IAdwBS3558Al3lw3seuL6Gd9002BWM1n1vN50lNyi0CLnV7/hhwhw/fv0d2NDlHgHIgzR92AHcBtwP3+FrsXnwvrwI/6eTfpqe2/At4CqNCiAI2Aae0du1e2YzHmHZ40O15LjCgtRNEZAQwA+Nft70MAPKVUg4A8/FwM/f22r5OssOdHwIHlFK+nDLqkR0iMh6jlfEvH97bazuAUcAgEflWRDaKyP+J73NgeWrLn4FhwBGMlunnSqmVrV24R06XFZGNGIJpDq/7WCLSH/gQ+LlS6nBb5XsaIjIX48d1ph/uHQw8DfxYKeXwZzpmjFp2HMbnEAJ8hvFH/JIfbLkM2AqcDkQDn4rIpUqpd1o6oUeKXSk1qbXXRSQXGAi4EqinA1+1UDYZWAr8Uyn1dgdNOwSkiojV/OFagRTzuDsu+9a52XcQ3+GpHYjITOAV4EKl1B4f2uCpHf2BwcBiU+hxhlkSo5S6oQvtAON7eUcpVQ/Ui8iHwDR8K3ZPbbkFo0vhBMpNW+YBLYq9tzbj3wZuBDA9nVMx/qVPQEQSgS+Ax5RSz3X0pkqpQmAzcKV56Epgk1KqqEnRt4HrRcQiIknARbTyJXaWHSIyFXgTw3+w0Vf398YOpVSuUqqPUipDKZWB4Zh6xodC9+Z7eQ04SwyCMWrVLb6yw0tbsoGzAUQkBDgD2E5rdKazIVA3IBJDUPuBPRi1luu1+4CfmfsPALXmh+/aftzBe4/A8JzuNR+Hm8cXYzoNMZqL/8VYs3wAuKETPgNP7FiH0fpxf/9ju9qOJuXvoXO88Z58HhbgYWAXhpP3YcDiJ1sGY1RE2zBGCB4Hglq7rp5Bp9H0EnprM16j6XVosWs0vQQtdo2ml6DFrtH0ErTYNZpegha75gREJF1EqszJHF1xvxtF5BEPyr0rIgu7wKQeix566+WISA5wnVJqqR/uHYIxj2CGUiq/jbLTgP8qpSZ3iXE9EF2za/zJhcDutoQOoJRaC8SIyJTON6tnosXeixGRlzHm3X9sNt1/KyIZIqJcgRBE5GsRuV9EVpllPhaRRBF5VUQqRGSdiGS4XXOEiHwhIiUiskdELm/FhIUYSQ9c54aJyCsickxEysxruy9c+ho415efQW9Ci70Xo5S6BmNxx/lKqSil1D9bKPp94BogFWOa5mrgBSABY+ro3QAiEokxhfM1jHXZ3weeEJFRLVx3LMZ0ZRfXYgSEGAAkAj/DmK7sYhdGEA1NO9Bi13jCC0qpA0qpcuBTjHXtS5VSdow1BhPNcucBOUqpF5RSdqXUJuBdjOWYzREHVLo9t2GIfIhSyqGU2qCUqnB7vdI8R9MOeuQSV43POeq2X9vM8yhzfyAwXUTK3F4PAl5u4bqlGGuxXbyMUau/ISJxGEtr71JK2czXowmMkM7dEi12jS+HYw4B3yilPA1ysRUj2ophiCHqe4F7TT/AYoxmvmt58Uh8vKS0N6Gb8ZqjwCAfXesTYJiIXCMiweY2VURGtlB+MUb2XABEZJ6IjDXH+CswmvVOt/JzMboRmnagxa75G/B/pvf79o5cSClVCZyF4Zg7jBEb7R9AaAunfAyMEJEU83k/jCAdFRjOuG8wuwBmII0qcwhO0w70pBqNXxGRG4BRSqnb2ij3LvCcUmpxlxjWA9Fi12h6CboZr9H0ErTYNZpegha7RtNL0GLXaHoJWuwaTS9Bi12j6SX0+umyIhKKkRHmCODwszkaTWtYMdJhrVNGCiqv6PVixxD6cn8bodF4wRxghbcnabEbNTrLly8nLS3N37ZoNC2Sl5fHnDlzwPzNeosWu9l0T0tLIyMjw8+maDQe0a7upnbQaTS9BC12jaaXoJvxmjZpqLPz9L1fUlvVwPSzhjB1/iDCI0P8bZbGS7TYNW3y1fs7WfGJERdyw9fZBIdamXxaJrPPGc742QMJDumSfBKaDqLFrmmTVZ/uPeG5rd7Bd5/v57vP9xMZHcpVt5/C/EtG+8k6jafoPrumVYqPVLJnkzHSs/DqCfzu8fOZfd5wQsODAaiurOeVB1dgt+n5SIGOrtk1rbL6s32N+6deMILMkUlMPDWD+lobH72wkXf/u5aaygZ2bTjM2BkD/Gippi10za5pFVcTPiUjjowRfRqPh4YHs/Cq8VisAsCGr7L8Yp/Gc7TYNS1yOKeU7F1FAMxcOAwROeH1qNgwRk5OBWD9V9noEGeBjRa7pkVWf3q8CT/r7KHNlpk8LxMw+vYH9xR3iV2a9qHFrmkWpRQrzSZ8xog+pA5KaLbclHnHQ86v1035gEaLXdMsuXuLOZxdCsCshcNaLJecGkP6sETAaMprAhctdk2zrFx8fGx9ZgtNeBeu2j1nVxHFRypbLavxH1rsmpNQSrHKHHIbNqE/SSkxrZZ3b8pv+FrX7oGKFrvmJPZtKaD4sFFDt+SYcydzVBIJfY1ErrrfHrhosWtOwlWri0WYsWBIm+VFhCmnGV75nevyqan0OmKSpgvQYtecgNPh5LvPDbGPnppKXJ9Ij86bPN9oyjvsTjavONhp9mnajxa75gR2rs+nrLgGgFnntOyFb8roqamERxrz5XVTPjDRYtecwCpzIo01yMK00wd7fF5QsJXxswcCsGn5Qb0wJgDRYtc04nQq1i49AMCE2QOJig3z6nyXV762qoGd6/J9bp+mY2ixaxo5klNKVXkdABNPzfD6/IlzMrAGGT8p3ZQPPLTYNY3sXXfcsRZ+aJPX50fGhDJycgpgjLfrhTGBhRa7BgDldLL6v+8CYFE2jjx4NxV79rZx1sm4mvLHCqrIMVfMaQIDLXYNALsffpS8wzYA4hqOomqrWXP9TTjqvRszd62CA9j4TY4vTdR0EC12DQVLv2TrXx+gLKQvABlD4wAo27ad7X/+q1fXSkqJISUzHoDdmw771E5Nx9Bi7+VU5eTw3fU3URHUB6cY4+TTr7uA+EkTANj7+JMULPvKq2sOG98PgP3bjuJ06n57oKDF3oux19Sw6pqfYCsroyQkpfH4kPH9mfHMk1gjIwBY+/NbqCvyvP891BR7bVUD+QdKfGu0pt0EhNhFZJiIrBaRvebjSasvRMQqIo+LyAER2S8i17m99mMR2Soim0Vkm4jc2rXvoPuhlGLDbbdTvn2H8XzC6QCERwbTPyOeqEGZTPrn3wCoLyxi3c23eexdHza+f+P+vq0FPrZc014CQuzAk8DjSqlhwOPAU82UuQoYAgwFZgL3iEiG+dq7wHil1ARgFvAbERnX2UZ3Z3JeeY3ctw3ve9LsWZSGGRlsM0clY7EYseYGXnkFAy6+EICCL5ay/5nnPLp26uAEwqOMjDF7t2ixBwp+F7uIJAOTgNfNQ68Dk0QkqUnRK4BnlFJOpVQR8AFwGYBSqkIdr3YigGBAdxZbIfsV4+MO69eXSf99gkP7jwEweEzfxjIiwqR/PUCEmcp665/uo7bgaJvXtliEIWON6+zb0q7swppOwO9iBwYA+UopB4D5eNg87k464L6cKte9jIhcICI7zDIPKKW2Nb2RiMSJSIb7BvS6pOyOujpKN28BIO3C8ykoBqfD+G8cPDr5hLIhsbFM+c/DADjr6zm86FOP7uFy0uVnHZ+Vp/EvgSB2n6CU+kgpNRoYBlwjIsObKXYbkN1kW95lRgYIpZu24GxoAKDP9Gkc2FHY+Nogt5rdRfKpcwjrZxw//OnnHt1jqFu/ff+2tlsDms4nEMR+CEgVESsYjjggxTzuTi4w0O15ejNlUErlAmuB85q51yNAZpNtTsfM734Ur1nbuN9n+jQObDfEGB0fRlJK9EnlxWIh5ewFABQuX4GtsqrNe7ia8aCb8oGC38WulCoENgNXmoeuBDaZ/XJ33gauFxGL2Z+/CHgHQERGugqJSB9gHnBSM14pVaaUynHfgDzfvqPAxyX2iPQBhKf0J8us2QeNSj4pEYSLlIWG2J0NDRQs+7LNe0TFhjVOrtFOusDA72I3+Rlwi4jsBW4xnyMii0VkilnmZSAL2Ad8B9ynlHJFN7xBRHaIyGZgGfCYUmpJV76B7oJSimNr1wNGrV5T1cCRHCNk9OBmmvAukk+d3Tju7mlTXk+uCSwCIrGjUmo3ML2Z4+e47TuAm1o4/1edZ13PonLffhpKjIkufaZPI3tnIa5xjNbEbg0Lo9/8eeR/vIgjS5bitNmwBAe3eq+h4/vx9Qe7GifXDBia6LP3ofGeQKnZNV1E8XdrGvcTp09t7K8DDB6T3NwpjaScczYAtrKyE/r9LaEn1wQWWuy9jGNr1gEQHBND7MgRHNhu9NcT+ka1GVyy/5mng8X4yRxe/Fmb99KTawILLfZehqtGTpw6BbFaydppiL3p+HpzhCYm0meG0ds6vPizNqfP6sk1gYUWey+irqiIqgNGuKjEGVOpKKmlKL8CgEFtNOFdpJpN+eqDuVTs2t1meT25JnDQYu9FuJrw4JpM49ZfH92yc84d1xAceOaVHzKuX+O+nlzjX7TYexGuJrwEBZEwaSJZ291mznnQjAeIGpRJzAhjcuLhT9vutw91E7tuyvsXLfZehEvscePGEBQZ2Viz9x0Q61XY6JSzzwKgZMOmNhfG6Mk1gYMWey/BUVtL6eatgNGEV0o1euLbGnJrimsIDuDIZ2035fXkmsBAi72XULJpC8pmBJTsM30aJUerKT9mpHnytL/uImHyJEKTjRXI+YvbFruOXBMYaLH3Ek6cTHOic85TT7wLY2GM0ZQv/HY59qrqVsvryTWBgU/Fbi5S6d92SU1Xc8zsr0dmDCS8X9/GmXNiETJHNo0T0jYpC42mvLO+noKvvm61rJ5cExj4ROxmUIjXgDpgv3nsAhG53xfX13QM5XRS7Lb4BWD/VkPsqYPiCYsI8fqafefOwRoRDrQ9BKcn1wQGvqrZnwTKMdabN5jHVmOEktL4mcq9+7CVlQFGE95uczQ2p0dMTGnlzJaxhofTd95pABQsXdbmbDo9ucb/+ErspwO3KqWOYMZ+M9eje9cZ1HQK7v31PtOnkr2riIY6OwDDJ7a/19X3VCPuR31RMZX79rda1j1yzT7dlPcLvhJ7OdDH/YCIpAO6zRYAFLsWv8TGEjNiOHvcMrWMmNy+mh0g6ZSZx++xanWrZYeO64crLsaezfpn4Q98JfZngXdFZB5gEZGZwIsYzXuNn2lc/DJtKmKxsGejIbaEvlH06X9yGCpPiRk5gpB4Y8JM0crWxR4ZE9q4nn3PRp0Wyh/4Suz/AN7EiPkeDDwPfAg86qPra9pJXWEh1dk5gNGEV0o15mAbMSmlxTBUniAWC31mGqvgilatbrPfPmKS0YrYv/0otgZHu++raR8+EbsyeFQpNUopFamUGqmUekS19e1rOh1XCCqAPjOmcTi7lMpSw0E2YlLHR0ldTfnaw0eoPniw1bIusdvqHWTvLGy1rMb3+GrobZ6IZJr7/UTkRRF5QUT6tXWupnMpd1uGGjduHLvdmtDD2+mJdydplnu//btWy7rfb88m3W/vanzVjH8CcLXLHsZoyjuBp310fU07qdizF4Dw1FSCo6MaRRYRHeKTmHBxY8cQFB0FtN1vT+wXRR8zVPVu3W/vcnwl9lSlVK6IBAELgBswgkPO8tH1Ne3EJfaY4UauzN0bDJENn9C/MadbRxCrlT7Tj/fb28I1rr9n0xG9KKaL8ZXYK0SkLzAX2KmUcmURaD38qKZTUQ4HlfsPABAzbCglR6soNCPTuPrPvsDVb6/OOUhNfus19nDTT1BVXsfh7FKf2aBpG1+J/T/AOuBVDI88wClA23GLNJ1G9aFDOOsMZ1zM8GGNXniA4b4U+6wZjftFK1e1WtZ9xp5uynctvvLG/wM4AzhFKfWGeTgfuK7lszSdTeWefY370cOGNY6vB4dYW40R7y3xE8Y3zpNvy0mXOjiByOhQgBMm92g6H5+telNK7VVKHTBXvlkwFsTs8NX1Nd7j6q+D0Wd3iWvQmGSCQ6w+u48lJITEqUbinrb67RaLMMycouv689F0Db4aepskIqtFpBqwmZvdfNT4iYq9hthDEhNxhERxcE8x0P7FL62RdIrhi63ct5+6wtbH0F3+gsL8CkqOtp0kUuMbfFWzvwh8BUwBBplbpvmo8RMVe41mfMzwYezdUtCY5smXzjkXJ/Tb22jKu0/m0ePtXYevxD4QuEsptUspddB989H1NV6ilKJitznsNmxoozNMBIZN8H18kYTJk7CEGn3xthbFDBrdt7EbofvtXYevxP4+cJaPrqXxAXUFR7FXVgJmf90U+4ChiUTGhPr8ftawMBImTwLanlwTHGJtDIW1W9fsXYavxB4GvC8iS0TkJffNk5NFZJjZ599rPg5tpoxVRB4XkQMisl9ErnN77Y9myuatIrJBRBY0Pb+34eqvA4QPGtKYoKEz+usuXE358p27aChtfQzdZcfBPcXUVDW0WlbjG3wl9p0YK99WAgeabJ7wJPC4UmoYxjj9U82UuQoYAgwFZgL3iEiG+dpaYKpSahzwE+BNEQlv31vpGbgPu5VIUuMqs46sX28L9/XtRavbmCdv9tuVU+lQVV2ET/KzK6Xube+5IpIMTALONA+9DjwmIklmtBsXVwDPKKWcQJGIfABcBjyglHIPgrYVECARyGuvXd0d17BbUHQU2bn1jcd9sfilJRKnTkGCglB2O8WrviP1nIUtlnWPOLt74xHGnzKw0+zSGPhsnF1EThOR50Xkc/NxnoenDgDylVIOAPPxsHncnXTA3eGX20wZgB8CB5RSJwndDIyZ4b4BaR7a2a1wNeOjhw5p9HgnpcaQ2C+q0+4ZFBlJ/MTxQNv99qjYMAYMMYNZaCddl+CrcfbrgLeAAuA9jHBUr4vI9b64vhd2zAX+DFzZQpHbgOwm2/IuMa6LcQ27RQ8d1ij2jsSb85SkmUZTvnTrNmzlFa2WdTXl9287it2mg1l0Nr6q2X8LnKmUulMp9ZRS6i4M7/xvPTj3EJAqIlYwHHFAinncnVyMIT4X6e5lzFBYrwAXKaX2tHCvRzDG/923OR7Y2K1oKC2lvtDoAdUlD6O6wmjGd6ZzzkVjv93ppHjtulbLusb7G+rsZO8qarWspuP4SuyJGE46d/YACW2dqJQqBDZzvDa+EtjUpL8O8DZwvTkdNwm4CHgHQESmYoTFulQptbGVe5UppXLcN3pgv77CzTmXXXX8K+hM55yLPtOngcX4WbW5KGaSezAL3ZTvbHwl9hXAwyISASAikcADQOvf9nF+BtwiInuBW8zniMhiEZlilnkZyAL2Ad8B9ymlss3XngDCgadEZLO5jfXB++qWuPrrTix8t8FIzZQxMonUQfGdfu/g2BjixxkffdGKla2W7dM/utGHoOfJdz4+8cZjiPNNoFxESjBq9FW03Hc+AaXUbmB6M8fPcdt3YATEaO78qe2wucdSafbXj0SPpqzEaMIvuHJch4JLekPynNmUbt5CyaYt2MorCI6NabHs8IkprPp0L7s2HMZhd2IN0ukHOwtfLXE9opQ6FaMPfD6QqZSaq5TSbTM/4Jomm5NgLE6Jig3jlIXDuuz+SXNOMXaczjbH28fNSgeMYBZ6nnzn4suhtziMSDVzgbnmc40fqNi7j/KgJAocRsLGeZeMIiTMV424tukzYzpiNea+Fy5f0WrZSXMzEDM81vqvsjrdtt6Mr4be5gM5wK3AVIx+d46InO6L62s8x15dTc2hQxyIMlwdInDm5WO61Ibg6CgSJk0EoGh56/32mPhwRphDguu/ymoz9rym/fiqZn8MuEEpNV0pdblSagZwPcdDVGm6iMr9B2iQUHIjDCfZxFMzSE6L7XI7XE35sm3bqS8pabXslHnGSujCvAry9rdeVtN+fCX2FODdJsfeB3Tc+C6mYvdeDkaOx2Ex0jAvuHKcX+xIPnV2435bs+kmzz8e9kA35TsPX4n9ZeDmJsduAjxa9abxHeV79nIg0mjC90uPZezMdL/Y0WfaVCwhxh9O4bet99v7DYglbYgxH2Ddl1rsnYWvxD4ReEhE8kRkjYjkAQ8BE0XkW9fmo3tpWmHHhgKqgw3hnHXlOJ/Ehm8P1vDw43Hp2hhvh+NN+awdhTpUVSfhKxftM+am8TMbciIACBIHcy8Y6VdbkuacQtHKVVTs3kNdYSFhycktlp06fxAfPGPkpVv/dTZnXdFr50R1Gr5a4vqiL67Tm2mos6OUIjS8/Xk1jmQVk+dIAYGxGfZOiUjjDclzZrPz7w8AULh8Jenfu7jFspmjkolPjqS0sJoNX2VpsXcCPhG7iFwJbFZK7RKR4Rg53pzATebsOA1QW93Apm9z2LE2j7LiGipKaikvMR7ramyIQEpmPIPH9DW3ZAYOT/I47PPiZ1YZY23A3NM7f4VbWyRMnog1PBxHbS1FbYjdYhEmn5bJ0re2s31NHjVVDUREhXShtT0fXzXj7+d4XrcHMbLDVGHMWZ/vo3t0S2qqGtj4dTZrvtjP5pUHsdW3vJRTKcjPKiU/q5RvPzL+I61BFgaNSmbklBRGTkllxKQUwiNDzPKKnN3FrFt2gLXLDjQOW/WpP8iw2ad0/ptrA2toKInTp1L49bdtTq4Bo9++9K3tOOxOtqw4yMyzT4pO1iNwOpzkZ5eyf9tRyo/VEBEVQkR0KJExoUSaj0mpMYSE+nYilK+ulqSUOioiYcBs4FKMmPHFPrp+t+PgniLeeWItm5bnYLc5T3gtPDKYpNQYYhMiiEkIJyYhgtjEcOpr7WTtOMr+bUcbl6U67E72bS1g39YCPnp+IxarkDkyiQFDEtmxLp+i/CZrxpVieOUqoofd00XvtHWS58ym8OtvqcrKpiYvn4i01BbLjp6WRnhkMLXVNtZ9mdVjxF5XY2Pr6lz2by1g/7ajZO0opK6m9ZQKwaFWRk5OZdysAYyfNbBxtKIj+ErsRSIyBBgLrFNK1Zsr4PzjCvYjlWW1vPXYGpa+vR3llqU0MiaUqfMHMf3MIYydOYCg4Jab5kopjh4q58D2QvZvK2DXhsMc3F2EUuB0KA5sL+TA9hMTMQwalUy/im1ErX+X5OQwgqM7LyKNNyTPOd7CKFyxkozvX95i2eAQK+NPGch3S/azeUUOdpuj1c8p0KmprOfzN7ay+OXNVJbWeXWurd7B1lW5bF2VyyusJD4pkpSRHcuT6iux/xnYgJGj/Qrz2BnAFh9dP+Bx2J0se2c7b/7nu8Za2WIV5pw3glkLhzJ6WprHP1wRoV96HP3S4zjlHGMBS3VFPbs3HWbX+nx2rc8n70Apg0YlMfWMwUydP4iklBi+OPVpyuwlxAyf22nv01viJ04gKDoKe2UVRctbFzvAlPmD+G7JfmoqG9i1Pt9v8wQ6QkVpLZ++soXPX99CTeXxyLliEdKHJjJkbF8Gj+3LkDF9SU6Lpa6mgeqKemoqG6iurKeitJa9m46wZVVuY8uttKiavPxjHbLLV974/4nIW+Z+jXn4O+D7vrh+oLNrQz4v/PUbcvce/zLGzhjAtb8/lbTBHW9+gdEymDw3k8lzM5t93T09c/SwwGn+WoKC6DNjBgVfLKXw2xUopVpdajtxTgbWIAsOu5P1X2V3K7HXVjfw7pNr+eLN7dTXHm+mpw9N5KLrpzBpbiZhESfXzmERwcT1iTzh2Knnj0ApRUFueWMNv25VZYfs86UHIBw4R0T6K6X+aV67Ry9OdjqcvPf0Ot7979rG1ErJqTFcc8dspswf1GXrx8GYE++orQUgduSILruvJySfOpuCL5ZSk5dH9cGDRGVktFg2MiaUkZNT2L4mj/VfZfGjP5zapZ9je9mz+QiP/34JhW4+lMFj+3KxKfL2TG4SEfoPjKP/wDgWXDmOnJwxvJ15V7tt9NXQ21yMufHrMfKy/xMjvvvtGOvbexwVJbU89oclbF2VC0BIWBAXXz+Fc6+d6HMvqieUbt7auB8/cUKX3781Tui3f7uiVbGD4ZXfviaPYwVV5OwqInNUy5Nx/I3d5uC9p9bx/jPrG300wyf259KbpjFmxoCA+qPyVc37CHCFUupsjOytAGuAaT66fkCxZ/MRfn/Z641CT8mM5y+vX87FN0z1i9ABSrcY7hFLSAixI4b7xYaWiBszmuBYY+VdW0teASbPO95V+W7J/k6zq6MU5JZx97Xv8t5T61BORXCIlR/+dg53/+97jJ2ZHlBCB9+JPUMptczcd7mgG/BtN8HvKKVY9NIm7vvxe5QUGrHdZi0cyl/fuLwxBrq/KN1kiD129KjGBSiBglitJM02pmEUrljZ5pr1pJQYho4zFkwueXMbVeXeebK7gq/e38nvLn2DA2ZarQFDEvnL65dzzjUT/LYeoS18lv6pmfxqZwDbfHR9v1Nb3cAjv/mMlx9YgcPuJCjYwk/umsst/1hAWIR/xaUcDkq3GR91/ITxfrWlJVxN+bqCo1Tu2dtGabj4RmMRTW1VA4te2tyZpnmF3ebgmXu/5Kk/LWt0wp1zzQT+8sblpA/r42frWsdXNe9vgQ9FZBEQLiJPYfTVL/TR9f1KflYJD/9qMflZRrLCPinR/OrhhQwe3dfPlhlU7tuPo9oYBImf4J/1623Rd95pjfv5iz4lpo2uxsQ5GQwe25cD247y2aubOeea8UTH+Td9X1lxDf/69eLGWHmxiRHc/NczG+PoBTodrtnNpA5LgXHADuB5jEwr05RSrWcJ6AasXXaA//vBW41CH39KOn9/6/sBI3Q40TmXEGDOORcxw4Y2Cjzvw4/bLC8iXPZzI+BwbbWNT17c1Kn2tcWBHUe584o3GoU+eGxf/vbmFd1G6OADsZshnvea+/9USt2slPp7c7nWuhNOh5PXH13Fw7ctprbaaK5dcuNUfvf4+UTFhvnZuhMp2bwZAEtoaJs1pj9Ju+gCwAhVVZWV3UZp44916Hij7/7Zq1upKK3tVPta4tuPd3PPD99t9NPMvXAkd79wCQl9A2OWoqf4qs/+KvCJiFwrIqeLyHzX5qPrdykVpbX87aaP+PDZDQCER4Vwx3/O4/JfzMBiDbypA66aPW7MKCzBHZtS2ZmkXXBe4763tXt9rY2PX2gx2U+n4LA7eemfy3nizi+wNTiwWIVrf38qP/vz6X4bdekIvrLYlbzhnibHFTCIbsS+LQX86zefNkZLSRuSwK//dQ4pGZ2fTaU9KIeDMpdzbnxgOudcxI4cQfTwYVTu2cuhDz9mxK9ubfOcsTMHMHxSf/ZsPMKSN7Zy3rUTiU2M6HRbK0prefSOz9ixxmigRseFcdtDCxk9rfsm/fVVkojMFrZuI3SlFJ++uoV7fvRuo9BnLBjC/a9eFrBCByNGvKPGaN4GqnPOnQEXGnOsyrZspSonp83yJ9budj7qgto9e1cRd37/zUahDxzeh7+8cUW3Fjr0sHHwjvDCX75h7xpj7rE1yMI1d8z2Scqkmno7e/LL2Jlbxq68MnYeKiX7aCUWEYKDLIQEWQi2WgiyWkiMDuOUUX2ZO6Y/o9LiPBqvLd3iNnNuwoQO2doVpF1wHjv/+RAAeR9+wohf/qLNc0ZPS2PklFR2rc/nize3cf6PJp40l9xXrFi0h6fv+ZKGOmNu2KyFw7jx3vkdiiAEUNdg50hpLUdKazhSUkNBaQ2HS2qwOZwMTI5mcL9oMvtGk5EcTWgnrfTTYjfZtDyHyJBEEvtFcdtDCxsndXiLw+lk7d4iPlmXy6cb89h3uBxv8h58tPYgAH1iwjh1dD/mjunPwslppCQ0/+Mu3bQZcDnnui7FU3uJGTWS6KFDqNy3n7wPP/ZI7K7a/b6fvEdDnZ0Pn9vItb/zbaZtu83B64+sahzTF4tw1a9nce4PJ7brD9/hdLJuXzFLNuXxxeZ8Nmcf8+h3IAKpCZFMH57ElacO5ozxqQT5yE+kxe7G+FPS+cXfz/J6PLfe5uCb7Uf4aG0ui9fnUtjCjK8gqzA0JZah/WOxWgSbw4nN7sTmcFJvc5BVUMmRUmO8vLiijvdW5/De6hxuf97CVacN4faLx5KRHH3CNRudc2NHB7RzzoWIkHbh+ex68F+UbtpMdW4ukeltD1+NmprK6Olp7FiTx9K3tnHaRSMYODzJJzYdOVjGY39Y0jgbLio2jFv/ucDrYbXaBjsffneQTzce4ssthymtbmi1fEiQBatFqG04Hr1IKcg7Vk3eqmreXZVDcmwYV8wZzFVzB9NR378EQrodERkGvIiR5/0Y8EOl1L4mZazAv4GzMRx/f1dKPWu+dhbwV4zgGf9RSt3uxb0zgOz/3v8BN/zhAq+mOlbUNPDskj38Z9EOipoIXARmDEtm9uh+jE6PZ9SAOIb0jyEkqPWgFfuPVPDN9iN8s72Ab3cc4VhlfePrVotw5amDuf3icQzpH4PTbueD9CE4amsZ/NMfM+nBv3tsuz8p27aDL041BmrG3Xc3w2/5uUfn7dl0mLt/aOQiiYwO5XdPnM+wCe2PtaeUYtk7O3j5geXU1xrN9vRhifzmkXPpO8DzLDqHS6p5+vM9PL90DyVu35eLcRkJnD4uhaEpsfRPCKd/fAT94iNIjDYCgh4tqyXraCXZBZVkHa1kd14ZSzblnfAnADAs3samp28AI3FqjrfvN1DE/iXwvFLqFRG5GviJUmp+kzI/BK4CFmL8KWwCZiulcswoOVEY4bDC2iP27OxsMtpYjeXiWGUdTyzexVOf7aLM7d87JMjCvLEpnDc1nXOmDKBvB2d8OZ2KdfuLePiDbSxaf6jxuEWEy07J5BcTo9l/wdkATHnsETKv8ihDtt9RSvHZ1FlUHcgiYfJETl/6mcfnLn5lMy/9YzkAoeHB3P7vcxk7Y4DXNpQV1/D0PcvY+E1O47FzrpnA93850+NhtfX7i3hi8S7eW52N3XFcR3GRIcwbm8JZE1M5c0Iq/eK9Hz2orLXxwXc5vPrNflbsNFoczupiahffAd1V7CKSjDEpJ1Ep5TBr8GPAUKVUkVu5RcALSql3zOePAQeVUg+4lbkHiGpJ7GZm2bgmh9OA5Z6IvbC8lkc+3M5zX+yhut7eeHzUgDh+deFYzpuaTnQHHTktsSX7GP94d2tjnx4gSODUg6u4MGsp3/vyY+LGjO6Ue3cG2/78V3Y//CgA52xZT2S654L98r0dPHPPlyhlhLK67aGFTD6t+aAeTXE6nKxdeoDn//oNFSXGKEZCciQ3/eVMj/80tueWcscLa1i+o+CE49OGJvHzc0dx4bSBBPswz3xOYSWvf3uAJ95ZTt6bt0I7xR4IffYBQL45Ew9T8IfN40Vu5dKBg27Pc80y3nAbcLe3BiqleGN5Fr/731pKqo430yYP7sMdl4zjnMkDOn2l0/jMRF67fR7bc0t54L0tvLc6B7uCL9NnsSplEsW7G7hlqJ2IbjLZI+3C8xvFnv/xIobd/DOPz51/yWjCIoJ5/A/GZJeHblvEzX89qzGEV3NUlNby9fs7WfrW9hMCTMxaOJSf3HWaR7Miq+ps/O3tzTy2aCcOc+16kFW4ZGYmPz9nJFOG+MaH0JSM5Gj+cOkEzh8Tydg323+d7vHL8B2PAP9rciwNWN7SCYeKq7j16dV8sTm/8djsUX357SXjmTe2f5evWR6THs+Lt53Gry88xs9//QxbgvtRFxTGn9/awrNf7OOuyydw+exBPhW906nIL6nGIkK/+HCslo7XWnFjxxCZmUF1dg55H37sldgBZp09jLCIYP7160+x1Tt47Pefs2XlQfqmxRLfN5KE5CgSkiOpqWpg6dvb+e7zfSdE+Y2MDuXHd81l9rltTy9WSvHxulx++8Ja8o4ZU2atFuHGs0dw2wVjWhwp8TVRYR1rNfaqZnwL98+gmT6706l4Zslu7n5tA1XmmGtybBgP/3QGF83IaO5SXYrTbuf9AYPZGjGAD2ZczQHb8ZopOjyYC6al8/05gzl1TD+Pxel0KvYXVLAtp4S9h8vZm1/O3sPl7DtcQY3ZbQm2WkhPimRgcjQDk6PITI7mvGnpDEvxPi30tnvvZ/cj/wHg3G0bWw0z3RI71uXxwC8+aTM0s4u0IQmcdcVYZp83wqMkFLlFVfz6ue/4bOPxpR7ThyXxyHUzGZvhm/iCnpKTk0NmZiZ01z47gIh8DTzr5qD7qVJqXpMyPwKu5EQH3RylVLZbmXvwgdj3HS7n50+uZPXu4+GarzltCH/94VTio/ybUslF2fYdfDHH8GFOeuwRvkudyn1vbiT/WM0J5frFh3PprExmjexLREgQ4aFBhIdYCQ8NQoAduaVsPFDMxqxjbM46RmWtZ6JxxyLC1acN4Q+XjWdAH88HiEo3b2HpvLMAGP/X+xh2041e3xvgwPajvPLgCvKySpoN2WwNsjDtjMGcdcVYRkxO8bg19vbKLH759GoqzM8kISqU+66azA/nDfVLgIqeIvYRGENv8UApxtDbHhFZDPxJKbXerPEfA84yT/uHUupp8/zZwBtADEas+nKMP4zPPbh3BqbY0wak859PdnD/W5uoN5t8A5Oi+M+Ns5g/LsWXb7nDZL/6Out/cRsAZ634itjRo6i3Ofh8Ux5vLs/i0w2HaLA7W79IG6QlRjIsNZZhKbEMTYlBRDhYWMnBoioOFhqbuw8jJMjCdWcN5/aLx5Ec2/ZIhFKKTydOo/pgLglTJ3P6ksUdshfA1uCgtLCKksJqSgqraKi1M2HOQK9m3FXW2rj9+e949ZsDjceuPm0If756Ckkx/lvx2CPE7k9cYv9sxWb+8kkuGw8cM4/Dz84eyd1XTupwX6kz2HjHHzjw7PNYw8O5KHc/lqAT++hl1fV88N1B3lyRdZLXuClWizA6PZ5JgxKZOLgPEwclMiw11qP3vSO3lD+/sZFP3IYGo8KCuPnc0fz6wjFEtnGNbff9hd3/+jcA85csakzz7C/W7y/iJ49+S9ZRY+p0QnQoT940m3OmeD+852u02DuIS+zR5z2IM9yIIzc0JYb/3jSbGcMDN6rpsjMXUrJ+I4lTpzB/yaJWyx4tq6WgtIbaBge19XZqGxzUNNix2Z0M6R/DmIHxhId0zKG3bl8R97y+kW+2H2k8NqR/DE/fPJtpw1r+HGsPH2HRhKkom42UhQs45bWXOmRHe3E4nfzrw+3c/9amxjHzeWP78/TNc+if0Pmr7Dyho2Lvbd74FrE7FUEi/OrCMfzh0vGEdfDH35k4bTbKtu8EIH5i28ta+8aFd3iCT1tMHZrEoj8t4Kuth7n79Q1sPHCM/UcqOOOPn/Kbi8fyh0vHNzt7MDylPxk/uILsF1/h8KefU75zF7GjujavfFZBBTc+saLRRxNstXDPlZO45bzRARs8sj0EXiQGPzEsJYav/3ou9/5gckALHaBi916cdYYjKtACTM4bl8JXfzmX+6+eQkiQBadSPPDeVubdtYidh0qbPWfErb8Ac8TA5Z3vCpRSPLtkNzPv+KhR6EP7x/DlX87hlxeM6VFCBy32Rt763elMGhzY0UFduGLEQ+CJHcBqsXDbBWP49u/nM3agEQtgS3YJc37/MY98tB1bE8dh1KBMBpghq3Lffd+jde4d5XBJNRf/9Qtue/a7xtmQN549ghX/OJ+Jg7rH78BbtNhNWlugEmi4YsRbI8KJCaC8bk0Zkx7PN387j9svGotFhHqbk/97ZT0z7viQpW6TlABG3GZGrXE62fPvJzrNJqUUr32zn2m/+ZClWw4DxqjDx388i4d+MqNNh2J3Rou9m+G02zn82RLACEMl1sD+kwoJsnLPDyaz5L6FDOkfA8Ce/HIu+usXXPb3pew/YkxdjRs7mv5nnQFAzquvU1tw1Oe2rN59lHl3LeKGx1c0LmC6au5g1jx0IfPGBtbQamegxd7NKPhiGbWHjRop/bLv+dkaz5kxPJk1D17IX66e0rhY6NONeUz99Qfc9fI6yqrrGfGrXwLgbGhg7+NP+uzeWQUVXP3wV5z5p09Zv78YMGZDvnHHfJ66eQ6xfk7y0VXoobd2LHH1JyuuuIojS5YSFBXJeTu3EhzdvcIZgzEUeN8bG3npq32N0VvCQ6xcPCODcZ+/QPKKRQRHRXLu1g2ExLc//t/Rsloe+Wg7T366C5vD8BOEBVv5xXnGHICYbiZyPc7eQbqT2KtzD7F4wlRQikE/vpbJD//T3yZ1iE1Zxfz2hbWs3lN4wvF+1YWcmr+On1w2k9l3/dqraxZV1PHRmoO8tzqH5TsKcLr9vq+YPYh7fjDJqym9gUTW3r0MHj4c9Dh7zyf7pVdwVYWDf3ytn63pOBMH9WHJfQv5cuthXli2l0XrDmFzOCmITOatYefy9mYnw297j/GD+jA+M4FxmYmMy0ggPjKE8poGjlXWc6yijmOV9RwqruaTdbl8s/1I4/JTF7NG9uVv10xl8pDu7WUvMeMNthct9m6C02Yj6+VXAUiYOpm4sd0nUEVriAinj0/l9PGpFJbX8sa3B3j2w41kVThRYmH34Qp2H67gzRVZjecEWeWEyDDN0S8+nItnZHDJzAxmDE8OuPTJ7aFwxaoOna/F3k04vPgz6guNFb89oVZvjuTYcG49fwy/WDiCR0//Pt/VRJAbk8qRAaMprjkeGagloSfHhnHxzAwumZnJzOHJPW5STNGKtnPbt4YWezfhwAsvAhAcG9s4AaWnYgkK4keP/pH0BefhbGggvCCFsZ8sYlepg605JVTX2UmMDiUxOow+MWEkxhj76UmRPgmsEYhUHzxI1YG28+O1hhZ7N6DyQBaF3xjBdDJ+cAXWcP+mLu4K4ieMZ/yf72HT7+6k9vBhcn93BwveeJmzJ/l/9Zk/OPLFlx2+Rs/8G+xhZP3v5cb9Qdde40dLupbB1/+ENDNdVMEXS9nz78f9bJF/sFdXc+C5Fzp8HS32AMdRV0fOa28AkHTKLGKGB37WF18hIkx59GEiMzMA2H7/3yhevca/RnUxSik23HY7Fbv3dPhaWuwBTt5Hn9BQUgLAoB//0M/WdD3BsTHMfOEZLCEhKIeD7667kfriYn+b1WXsf/pZct95D4DEaZM7dC0t9gAn6wUjmENon0RSzzvHz9b4h/jx4xj/l/sAI9jFmp/9Akf9yZlXehrFq9ew5f/uASA8JYWJ//hrh66nxR6gKKU4+NY7FH9nNFszrroSa2hgBLv0B4N/+iMGXHwhAEeXfcWy08+mfMdOP1vVedQWHGX1j69D2e1YQkKY9dJzhCYmduiaWuwBSPmOnXxzwSWsvfFmAMRq7VWOueYQESY/8hAJkycCxme0dP4C9vznCZTD0cbZ3QtnQwOrf3QddUeNacQT//EXEiZP6vB1tdgDiIayMjb97k6+mHsGReZsqZDERKY/81+iTCdVbyY4Jpp5n37MyDt+DRYLzoYGtv7pXr658FKqcw+1fYFugK2yis13/olja9YCkHH1lWT66I9eL4TpgoUwTpsNe1UVtspKbOWV5mM5tvIKGirMx5ISDr71bqMzTqxWBl/3Y0b//g5C4uI6xa7uzLF161n7s19QlWVMNAmKjmb4rT8nZcFZxI4ZHXDTY5XDga2qCnul8TuwV1Ziq6qm9vBhKvbspWLXHir27KUm73gyivgJ45n36UdYw4zw1XrVWwfxRuxOm42GklLqS0poKCmloazUfG48NpSW0FBaZj4voaGsDFt5BY7aWq9sSppzChP/dj+xo0e1+331BuxV1Wz54z1k/e/EiLRh/frS7/R59DvjdPrOm0tIrPfZappDKYW9opKGMvM7Ly0zvufSMhpKS2koNY43/pGXl2OrqMRWUY69ssqre4X168v8zxedkPBSi72DuMS+6Oe30C8iEqetAWeDDWd9PbbyClPYJdSXlGKvrOw0O6yREUQNHMio3/6G1AvOC7iaKZA58vkXbLn7Pir37G329eCYGEKTkwhLSiI0qQ9hSUkER0ehlALXz18plFI4amuNVlhVFXZzs1VWmWIuQ9ntzd6jI1hCQogeMpiY4cOIGTmCmOHD6Dv3VIJjY04op8XeQVxifyw6keQOhHiS4GBCE+IJiY8nJCGBkPg4QhPiCY6NJTg6muCYaIKio4396GiC42IJiY0lODaG4JgYLME9N/ZZV1GVk0PB0q8oWLqMwuUrcNR416LqKEHRUYTExRMSZ36vsSd+x8HR0QRFRzX+BoKiogjtk0hkxsCTknw0hxZ7B3GJ/cn+A+gXHoklJBhLcAiW4CCCY2IISUwgND7eeExIMMUcb+yb4g5NSMAaGaFr4wDCUVdH8eo1HNuwgbqjRdQXF1NXWER9URF1hUXYa2qM78u1YXj8rWFhBEVFERQVSXBUFEHRUYYo4+MJiY8z/sgT4s3n8eZvII6Q+PhO/8PWYu8g3SlSjaZ301Gx66E3jaaXoMWu0fQStNg1ml6CFrtG00vQkWrACpDnNnNJowlE3H6j7Roj1mKHoQBz5szxtx0ajacMBQ54e5IWO7hiFM8Fcv1oRxqwHJgD+LOZoe0ITDsA0oFvOP6b9QotdmgwH3PbM3bpK9wm5ORpO7QdzeFmS0Nr5VpCO+g0ml6CFrtG00vQYtdoegla7FAG3Gs++pMytB3ulKHtaEoZHbCl1y+E0Wh6C7pm12h6Cb1S7CISISJvish+EdktIue1UO5CEdkgIttFZIeI/MYH9x4mIqtFZK/5OLSZMlYReVxEDpg2XtfR+7bTjj+a73ur+Tks8IcdbmWHi0iNiDzoLztE5HIR2Wb+JraJSF9/2CIiySKyyPxudonIEyLS+lC6MsPx9KYN+BPwjLk/FCgAopopNx1IMfdjgf3AnA7e+0vganP/auDLZsr8EPgc4884CWMyR4aPPwNP7FgARJj74zH6iuFdbYf5mhX4GngNeLATfhOefB5TgJ1AP7ffRJifbHnE9TkAwcAa4PJWr+trQ7vDBuwAprg9/wS4zIPzPnZ9Ce28b7IpGKv53Go+T2pSbhFwqdvzx4A7fPj+PbKjyTkClANp/rADuAu4HbjH12L34nt5FfhJJ/82PbXlX8BTGBVCFLAJOKW1a/fKZjzGtMODbs9zgVZzAYvICGAGxr9uexkA5CulHADm4+Fm7u21fZ1khzs/BA4opXw5ZdQjO0RkPEYr418+vLfXdgCjgEEi8q2IbBSR/xPfxyLz1JY/A8OAIxgt08+VUitbu3CPnC4rIhsxBNMcXvexRKQ/8CHwc6XU4Y7Y1h0RkbkYP64z/XDvYOBp4MdKKYef4/xZgXEYn0MI8BnGH/FLrZ3USVwGbAVOB6KBT0XkUqXUOy2d0CPFrpRqNVeOiOQCA4Ei81A68FULZZOBpcA/lVJvd9C0Q0CqiFjNH64VSDGPu+Oyb52bfQfxHZ7agYjMBF4BLlRKdTxvsPd29AcGA4tNoccZZkmMUuqGLrQDjO/lHaVUPVAvIh8C0/Ct2D215RaMLoUTKDdtmQe0KPbe2ox/G7gRwPR0TsX4lz4BEUkEvgAeU0o919GbKqUKgc3AleahK4FNSqmiJkXfBq4XEYuIJAEX0cqX2Fl2iMhU4E0M/8FGX93fGzuUUrlKqT5KqQylVAaGY+oZHwrdm+/lNeAsMQjGqFW3+MoOL23JBs4GEJEQ4Axge1sX73UbEIkhqP3AHoxay/XafcDPzP0HgFrzw3dtP+7gvUdgeE73mo/DzeOLMZ2GGM3F/2KsWT4A3NAJn4EndqzDaP24v/+xXW1Hk/L30DneeE8+DwvwMLALw8n7MGDxky2DMSqibRgjBI8DQa1dV8+g02h6Cb21Ga/R9Dq02DWaXoIWu0bTS9Bi12h6CVrsGk0vQYtdcwIiki4iVeZkjq64340i8ogH5d4VkYVdYFKPRQ+99XJEJAe4Tim11A/3DsGYRzBDKZXfRtlpwH+VUpO7xLgeiK7ZNf7kQmB3W0IHUEqtBWJEZErnm9Uz0WLvxYjIyxjz7j82m+6/FZEMEVGuQAgi8rWI3C8iq8wyH4tIooi8KiIVIrJOjBz3rmuOEJEvRKRERPaIyOWtmLAQI+mB69wwEXlFRI6JSJl5bfeFS18D5/ryM+hNaLH3YpRS12As7jhfKRWllPpnC0W/D1wDpGJM01wNvAAkYEwdvRtARCIxpnC+hrEu+/vAEyIyqoXrjsWYruziWoyAEAOAROBnGNOVXezCCKKhaQda7BpPeEEpdUApVQ58irGufalSyo6xxmCiWe48IEcp9YJSyq6U2gS8i7EcsznigEq35zYMkQ9RSjmUUhuUUhVur1ea52jaQY9c4qrxOUfd9mubeR5l7g8EpotImdvrQcDLLVy3FGMttouXMWr1N0QkDmNp7V1KKZv5ejSBEdK5W6LFrvHlcMwh4BullKdBLrZiRFsxDDFEfS9wr+kHWIzRzHctLx6Jj5eU9iZ0M15zFBjko2t9AgwTkWtEJNjcporIyBbKL8bInguAiMwTkbHmGH8FRrPe6VZ+LkY3QtMOtNg1fwP+z/R+396RCymlKoGzMBxzhzFio/0DCG3hlI+BESKSYj7vhxGkowLDGfcNZhfADKRRZQ7BadqBnlSj8SsicgMwSil1Wxvl3gWeU0ot7hLDeiBa7BpNL0E34zWaXoIWu0bTS9Bi12h6CVrsGk0vQYtdo+klaLFrNL2EXj9dVkRCMTLCHAEcfjZHo2kNK0Y6rHXKSEHlFb1e7BhCX+5vIzQaL5gDrPD2JC12o0Zn+fLlpKWl+dsWjaZF8vLymDNnDpi/WW/RYjeb7mlpaWRkZPjZFI3GI9rV3dQOOo2ml9BlYheRYSKyWkT2mo9DmyljFZHHReSAiOwXkevcXvuxiGwVkc0isk1EbvXkPI3v0OsoujddWbM/CTyulBqGkV72qWbKXAUMAYYCM4F73IIZvguMV0pNAGYBvxGRcR6cp+kgi9cfYvyt73L6/y2mrNprJ7AmQOgSsYtIMjAJeN089DowSUSSmhS9AnhGKeVURvL5DzDjlymlKtTxqiUCCOZ4lJUWz9O0n5p6O7c9u5rL/7mMAwWVrN1XxD2vb/S3WZp20lU1+wAgXynlADAfD5vH3UkHDro9z3UvIyIXiMgOs8wDSqltnpzndn6cGSq5cQO0C74ZtuYcY87vP+bZJXtOOP7cF3tYt6/IT1ZpOkK3ctAppT5SSo3GiFt2jYgM9/IStwHZTTY9xu6G06n4zyc7OO3ORezJLwdg5vBkPrzrTEKCLCgFtz69CrvD2caVNIFGV4n9EJDqyh9mPqaYx93JxYhQ6iK9mTIopXKBtRihiz0+D3gEyGyyzfHurfRsfv7kSv7w0joa7E6sFuGuyyfw6T1nc/r4VH5z0VgAth0s5b+f7vKzpRpv6RKxK6UKgc3AleahK4FNZv/anbeB60XEYvbnL8KISYZ70EIR6QPMA7a1dV4TO8qUUjnuG5DnkzfZA8grruaVr/cDkJEcxZL7FvKHSycQZDV+Jr+5aCxD+scAcP+bmzhUXOU3WzXe05XN+J8Bt4jIXuAW8zkistgtf9fLQBawD/gOuE8plW2+doOI7BCRzcAy4DGl1BIPztN4yLKtx1Ou/e+2uUwflnzC62EhQfzruhkAVNfbueP5NV1qn6ZjdNkMOqXUbmB6M8fPcdt3ADe1cP6vWrl2i+dpPOeLzYbYE6JDmTgosdky88amcMXsQby5IotP1h/ik3W5nDc1vSvN1LSTbuWg03QedoeTr7cZU67nj03Bamn5p/HXH04lLjIEgNufX0NVna3FsprAQYtdA8D6/cWUVTcAcOaE1FbL9o0L576rjDTpeceq+dvbmzvbPI0P0GLXALB0y/H++unjU1opafCj+cOYPsyYE/X80r3UNdg7zTaNb9Bi1wCw1Oyvjx0YT7/4iDbLWyzCzeeOBqCy1sayrYc71T5Nx9Fi13Csso4NB4qBtpvw7iyYmEp4iBWA91fndIZpGh+ixa7hy62Hca06OH2852KPDAtmwSRjtvHi9Yeot+moXoGMFruGZVuMJnhkaBAzRyS3UfpELpqRAUBFrY0vdVM+oNFi7+UopRqdc3PH9CckyOrV+WdPSiMs2Djng+9yfG2exodosfdyduSWUlBaC8AZXvTXXUSFBXPmROO8ResP0WDXTflARYu9l+OaNQdwhgdDbs1xsdmUL6tuaJyYowk8tNh7OUvN/vrgftEM6hfTrmssnDyA0GDjp6S98oGLFnsvpqrOxqpdRwHvvPBNiQ4P5kzz/E/W5WKz67XugYgWey9m+Y4CbGYQCm/G15vj4pkZAJRWN/DNdt2UD0S02Hsxrv56sNXCnNH9OnStsycPICTI+Dlpr3xgosXei1lmDrnNGtmXqLDgDl0rNiKEM8ym/Ee6KR+QaLH3UrIKKjhQUAm03wvflItmGJHBSirrWbGzwCfX1PgOLfZeissLDx3vr7s4Z8oAgs0QVu/ppnzA0Z0ywvzRDEu1VUQ2iMgCt9f+JyJ5ZraYzSJyV1e9r+6Ky4nWNy6c0enxPrlmXGQo88cZrYSP1+bqCLQBRnfKCLMWmKqUGgf8BHhTRMLdzv27UmqCuf2ls95ET2H7wRIApg5NQkR8dt2LZxpN+eKKOlaYw3qawKA7ZYT5XClVY5bbCgjQfKA0TatU19nIOmr0131Vq7s4d0o6QVbjz+PjtQfbKK3pSrpVRhg3fggcUEq5h4H+tZnw8QP3sNPu6IwwBrvyyhqXtI4Z6Fuxx0eFMnNEX+D4ajpNYNDtHHQiMhf4M8dj0APcBQxRSo0F3gM+cyWkaMJt6Iww7Mgtbdz3dc0Ox737+49UkFNY6fPra9pHt8oIIyIzgVeAi5RSjUnIlFL5Simnuf8SEEXzNfYj6IwwbD9oiD0s2MrgftE+v767d3+p20IbjX/pThlhpgJvApcqpU5IJSoiqW77CwAHcNKvTGeEMXDV7CMHxLUaMrq9jElPIDk2DDhxiE/jX7pTRpgngHDgKbchtrHmay+a/fUtwP8BFyildLjTZlBKsd0U+5hOaMKDEYzStbDmm+1H9Gy6AKE7ZYSZ2sq1z/CFjb2Bo2W1lFTWA53TX3dxxvgUXv/2AJW1NtbuK+KUkX077V4az+h2DjpNx3D11wFG+9gT7868ccen4LrHpNf4Dy32XkZne+JdJMeGMyHTmAaxTIs9INBi72W4+uvJsWEkx4a3UbpjuIbgNmUdo7iirlPvpWkbLfZehqtm78xa3cXp5hCcUugw0wGAFnsvwmZ3sjuvDOgasU8flkRUmOED1k15/6PF3ovYX1BBgzkM5utpss0REmRl7pj+ACzbehjlmqOr8Qta7L0I10o36JqaHY4HsiworT3BOajperTYexE7cssAsIgwIi2uS+7pHgVHz6bzL1rsvYgdZs0+uH804SFdM59qUL8YBvU15t9/oefJ+xUt9l7EjkOuabIJXXpfV1N+9e6jVNfZuvTemuN4LXZzkUr/zjBG03mU1zSQW1QNdF1/3cUZE4ymfIPdyXIdiNJveCx2M/DDa0AdsN88doGI3N9Zxml8x04351hXeOLdOXV0/8boNUs36367v/CmZn8SKMdYb95gHluNEUpKE+Bs76Jpss0RHR7MjOFG3nc93u4/vBH76cCtSqkjgAIw16Mnd4ZhGt/iGvaKCgtiYFJUl9/flUBi35EKDuroNX7BG7GXA33cD4hIOqATe3UDdpir3UYNiMdi8V00WU9xj16zRHvl/YI3Yn8WeFdE5gEWM0TUixjNe00Ao5Q6Pie+i/vrLsZlJNAv3lh48/nGXhccKCDwRuz/wAgL9TgQDDwPfAg82gl2aXzIoeJqKmqNIa+u7q+7EBEWTDTCAn6z/Qi1DTqQUFfjsdiVwaNKqVFKqUil1Eil1CPKwwnPnZwRJkJE3jTP2S0i53n6vnoD7tNUOysUlScsmGSIvbbBwbfb9RBcV+PN0Ns8Eck09/uJyIsi8oKIeJrrtzMzwtwOVCilhgDnA8+KSNd7oQKUrgpY0RbzxqY05oL7fJNuync13jTjn8CI2grwMEZT3gk83daJXZAR5grMPw+l1D5gPbDQi/fWo3GFokpNjCA+KtRvdkSHB3PKKCMW3ecb8/QquC7GmwnSqUqpXBEJAhZwfLzdk1kSJ2WEERFXRhj3cNLtzQjj0XkiEgfENTnc4zPCuKbJ+rNWd3H2xDS+3naEg0VV7M4vZ2QXLcjReFezV4hIX2AusFMpVWUeD/a9WS3TQkYYT7mNXpYRpt7mYG9+OeDf/rqLsyYd/29dor3yXYo3Yv8PsA54FaPPDXAKsNuDczs1I0xb57nxCL0sI8ze/HIcTqO5HAg1+9D+x1fBfab77V2KN974fwBnAKcopd4wD+cD17V8VuO5nZoRxjzvRrPcUGAq8FkzdvS6jDD+nCbbHCLS6JVfvfso5TUNbZyh8RVerXpTSu1VSh0wxWjBWBCzw8PTOzMjzANAnIjsBz4BblBK6TmZHPfEB1mFYamxfrbGwDXebncoHYiyC/HYQScikzCa7+OAMNdhjHnyzWVMPYFOzghTjem115yIKxTVsJRYQoLa/Jq6hNmj+hIRGkRNvZ3PN+Zx8YwMf5vUK/CmZn8R+AqYAgwyt0zzUROguEJRjRnYtQErWiMsJIjTzECUn2/Kw+nUQ3BdgTdiHwjcpZTapZQ66L51lnGajnGsso4jpcbUhNHpcf41pgmufntReR2bs4/52ZregTdifx84q7MM0fieE6fJBk7NDsf77QCf6SG4LsEbsYcB74vIEhF5yX3rLOM0HeOEJI4B4Il3J61PZKNNehVc1+DNDLqd5qbpJrhCUcVGBJOaGOFna07m7Elp7MgtZcOBYo6W1dI3rnNzz/V2PBa7UurezjRE43sap8kOTECk6wNWtMWCSWk89ME2AJZuzueq04b42aKejVfj7CJymog8LyKfm4/zOsswTcdwOhU7TU/86AGB1YR3MW1oEvGRIYDut3cF3ixxvQ54CygA3sMIR/W6iFzfSbZpOkBOYSXV9UaAiK6OJuspQVZLY0z5pVvydUCLTsabmv23wJlKqTuVUk8ppe7C8M7/tnNM03SEQJsm2xIXzjCWNFTW2rSjrpPxRuyJnOyg2wME1piOBjhx2G3UgDj/GdIGZ09KIzrcWDj59srsNkprOoI3Yl8BPCwiEQAiEokxJ31VZxim6RiuYbeBSVHERIT42ZqWCQ8J4ryp6QB8tvEQFXphTKfhjdh/BowHykXkKFBmPr+xE+zSdBDXsFsgN+FdXHZKJgD1NiefrMv1szU9F2+WuB5RSp2KMR/+fCBTKTVXKaWXLQUYNfV2DhQYi/78FTraG+aNTSEh2giXpZvynYe3Q29xGJFq5gJzzeeaAGN3XhlOFTgBK9oiOMjSuPLty62HKaqo869BPRRvht7mAznArRjBIW4BckTk9M4xTdNeAiWarDe4mvIOp+KD73L8a0wPxZua/TGMoBDTlVKXK6VmANdzPESVJkBwOedCgiwM7R/jZ2s8Y9aIvo1TenVTvnPwRuwpwLtNjr0PeBo3XtNFuKbJjkiLI8jqVU/Nb1gswqWzjNp91a6j5BVX+9minoc3v4SXgZubHLsJ8GjVmw8ywpwlIutFpF5EHmxy3j0iUugWrqpXtzZcNXsgRJP1hstOOR4H5d1Vunb3Nd6IfSLwkIjkicgaEckDHgImisi3rq2V8zuaESYLI7jlAy1c/yWl1ARza/qn1Gs4WlZLseng6i79dRfjMxMaux1vrczyszU9D2+WuD5jbl7jlhHmTPPQ68BjIpLUJMJsY0YYoEhEPsCILfeAUmq/ea2L2mNDb2FnN3TOuRARLj0lk7+9s4Ut2SXsPVzOsJTACJLZE/BmieuLHbiPrzPCNMf3ReQsjIU6dyulVjct0BsywrjPiQ/UBTCtcdnsQfztnS0AvL0ii7sun+hni3oO3gy9XSkiI8394SLyjYh8JSIjOs88j3kSY5LPOIxm/ocikthMudvo4RlhXMNuCdGh3TIYxLCUWMZnGsst3lmZrfPB+RBv+uz3AyXm/oMY2WG+wYjn3hY+yQjTEkqpAqWUzdz/wjxnTDNFH6GHZ4Rxd84FYsAKT3A56vYdqWBLdkkbpTWe4o3Yk5RSR0UkDJgN3AXcB0xo60RfZIRpDRFJddufAGRgrMhrakePzghjdzjZnVcGdL/+ujvfm5XRuP/K1/v9Z0gPwxuxF4nIEIxUyOuUUvUYQSg9rT46lBFGRGabIwC/Bm40RwUWmOf9VUS2i8gWDCfiNUqpAi/eW4/gQEEFdTYjq3Z37K+7GNAninljjbjyL365V0+f9RHeeOP/DGzAyNF+hXnsDGCLJyf7ICPMClpwpimlrvXEhp6OKyEEdO+aHeDXF43lq21HqG1w8MTindz9/Un+Nqnb482qt/8B/YE0s18MRu37/U6wS9MOXM45Ebp93vPTxvRn6tA+ADz92S6dANIHeDuXMhz4noi4QlEF4V3rQNOJ7DDzug3qG01kWLCfrekYIsIdF48HoLzGxtOfeZIZXNMa3gy9zcVwel0F/NE8PBT4byfYpWkHOw6VATCqmzfhXSycnNboe3hs0Q6q62x+tqh7403N/ghwhVLqbMAVBnQNMM3XRmm8p6SqnuyjZsCKHiJ2EeE3FxlZuY9V1vO/L/f52aLujTdiz1BKLTP3XTMdGtDN+IDgK7c856eM7OtHS3zLJTMzGGLOl3/0o+3Um6MNGu/xRuw73Ya6XJwBbPOhPZp2snRzPgARoUHMGtFzxG61WPj1hUbtfrikhte+OeBni7ov3saNf1VEXgTCReQp4H/AHZ1hmMZzlFIs3WLU7KeO7kdosNXPFvmW7586iLTESAAe/nAbdofTzxZ1TzwSuzm9dSkwDtgBPI8xr3yaUmpd55mn8YQdh8oa87CfMSG1jdLdj5AgK7ddaMx+zj5aqde6txOPxG5Odtlr7v9TKXWzUurvSqkeM9W0O+NqwgOcMb7niR3g2vlDSYoNA+DBD7bhdOoFMt7iTTP+VeATEblWRE4XkfmurbOM03jG0i2G2DP7RjO4X7SfrekcwkOCuOXc0QDsOlTGc0tPWvqgaQNvPOmuaaz3NDmugEFo/EJVnY1Vu44CRq3eXVe6ecL1C0bw9Oe7yTtWzZ0vrWPumP46uIUXeDNdNrOFTQvdjyzfUUCD3XBYnTEhxc/WdC7R4cE8dfNsRKC2wcF1//kWm1076zyle4Qe1bSIqwkfbLVw6uj+fram85k7pn9jc37jgWP8/V2P1mFp0GLv9ricczNHJDdmQ+3p3H3lpMZZgg+8t5Xv9hT62aLugRZ7NyaroKIxp1tP9cI3R2iwleduPZWQIAtOpbj+seVU1up5822hxd6NcU2kATizB46vt8aY9Hju/cFkwBh7/93/1vrZosBHi70b42rC940L79aRadrLzeeMYu4Yw0/x0lf7+GjtwTbO6N10mdg7OSNMi+f1VBrsDr7ZfgSAM8an9Oght5awWISnb55NXGQIADc8trzxM9GcTFfW7J2ZEaa183okq3cXUl1vrDTuiVNkPSU1MZLHbpyFCFTV2bnkb1+waH2uv80KSLpE7G4ZYV43D70OTDIjyLrTmBHGjDz7AUZGGJRS+5VSmzm+lt6j83oqy8whNxGYP65nj6+3xUUzMnj+1lMJsgr1Nic/ePAr3vhWr45rSletRe/sjDAendeTMsJ8YfbXJw/uQ2J0mJ+t8T+XnTKImPAQrnroK+psDq57bDnlNQ3cePZIf5sWMPQ2B91t9ICMMAWlNWwzk0H05iZ8UxZMSuODu85snG/wm+fX8M/3tuisMiZdJfZOzQjjxXmP0AMywixzG3LrTePrnjB7VD8W372AxOhQAO57YxM/fvRbCstr/WyZ/+kSsXd2RhhPz+sJGWGUUry5wkhnHBcZwpQhffxsUeAxcVAfPr93ISkJEQC8syqbybe9z8tf7evVtXxXNuM7MyNMi+f1NF7+aj9fmvHmLpo+kCBrb+uJecaItDi++et5nD8tHYDS6gZu+u9Kzr9/CQcKKvxsnX+Q3vxPB2AO0WVnZ2eTkZHhZ2taJ6ewkhm3f0hVnZ1+8eGsfegiEqJC/W1WwPPR2oP8+rnvKCg1mvJhwVZ+973x/Pyckd0qvn5OTg6ZmZlgZCzO8fZ8XS2YlFXX+9uEVnE4ndz4+Aqq6oyRx//edIoWuodcMG0gG/51MdedNRyAOpuDe9/YyMib3+Fv72ympCqwv3sXR8tqOnS+rtnNmj36vAdZcMp4Lps9iHOmDCCqC/7xlVJUltVxNLecgtwyqivriYgKISIqlPCoEMIjQwiPCiGxbxRPfrGbO19eD8BPzxzOo9fP7HT7eiKrdx/l1mdWs8tMqAEQGRrET84czi3njSIlIdJ/xrXBbf/+hEd/eT60s2bXYjfFHn7OA1giDWdXeIiVhZMHcO6UAcwc0ZcBfSI7PB1VKUXegRJ2rMlj75YjFBwsp+BQGTWVbecwE4tQESKUhVoISork0d/PY+S4foT2kiWtvsbhdPLR2lween8bm7OPNR4Ptlo4f1o6501N58wJqcQHUMuppt7OkGue4MjbvwQt9vbhEvs197/NV/sbKK0+WXwpCRHMHJHMjOF9mTk8mVHpcYQEtR6uWSnF0bwKdq7NY/uaQ+xYm0/5sY41w06w2yL0T48lfVgfBgxNZKD5mJQag8XS++bJtwelFF9uPcxDH2zj2x0nZvi2WoRZI/ty7uQBLJwygEF9o326/qCh3k72riKK8iqor7PRUO+godZGQ72dhnoH4ZEh9OkfRZ/+MfTpH8WbG3P53VOfU7v4DtBibx/uDrqUtAEs23KYt1dms2hdbuPc86YEWy0M7xvBiHgrQ4PryLCX0r+ymNKj9eQXwuGyEApqo6hzhjR7foSlnj7RdpKSw+g3MI60UakMnDyEhPRk6mps1FY1UFPdQG1lA68u3cvyVQeJrXXQ1yk465q3yYXFKoSEBhEcYiUoxEqwuVksFpQrkY9qfO/EJUWQlBJNUkoMffpHk5QaQ7/0OOL6RLTzE+2erN1byJOf7ebzjYcorzl5bXyfmDAmZCYwYVAf8zGRgUlRHv0BKKUoOlzJ/q0F7N1SwL4tR8jZXYzDi5BaCihxlLB01z2gxd4+WvLG2+xO1m87yDerdrN691E2FtspdRyfXRxmc5JQ4zC2WgfR9U5a+tqDnbUk1eWQXJ9DUn0O0fZjzZYN69eXtAvPJ3Thhayqj2HR+kMs23IYp1KMHRjP1389l/Kj1WTvKiJ7VxGH9h3j4N5iig9X+vATMRh/SjpnXj6WiadmYA3qPX5cm93Jyt1HWbw+l0XrDnGwqKrFsrERwQxLjWVYSuwJjxlJ0RRkl7J74+HGrbSw2mMbgkOt2OpPTnNV3XCMT/beC1rs7cMl9qz9+4mvqaN49XcUffcdx9asp/awMZ6tgIqgRLKjR5EfPoRaaxKimq+1AaqDhbJwK6XhVkrCrdSGKZKlnmRVR5KqoY+tEikthrJSgpx2gpx2gp12jkb0YXPSKLJjT5zWHxps4Zu/nc+YFhI21lTWc2j/MQ7uPcaxI5XYGhzYGxzYbA5s9Q5sDY7jk0nE9SA4HU5KCqsoOlxJRUnzM8wS+kZxxmVjmP+9UcT1CVznVWeglGLnoTK+3naYzdklbMo6xt78cpxNNBPkUMTVOYirdRBv/vkHt1BpBwVbyByZzNDx/Rg2vh8DhiYSFhFCaHiQ0SILteJUiofe2cKjb2wiuM5JuM3J0NgIRkTV88CL14EWe/twif2plIHE1xz/wVcE9aEwNIPi0HSKQ9Opt0Y1e35QsIWEjFgs/aMpDbOS5bCxq6iKOh8kIIytr2BC0S6+l1jDubf/lORT53TauvW6GhvHCiopzKtg84qDfPvxbmqrjvsvrEEWZp49lCt/OYvEfs1/Fr2B8qo6vl15kHXfHSJ3ZxHVeRVYKhpabNXVW4WSCONPvzTCijM6iD7RwSRFBZMcE0psTCQqJIQGu5MGuxOb3cnBoip25BprH4Kswl2XTeTXF43hUG5uh8bZtdhNsT8WnUhcUCS5EWPIjZ1MqaXp6luDqNgwhk/sz4hJKYyYlELmqCSCmuRWczidHCysYndeOTmFlRwqria3qIq84mpyi6soKq9r0Z4R/aKYFVzK8M1f0Gfjt1g4/v0kTp/GqN/+hr7z5nZ6sIq6mgZWLNrLF29u4+Ce4sbjoeHBXPrzaSy8avxJ77snUnK0iq0rc9i7LpusHYXkHarB3orbxKqqsQXVURJuJTc2hsPRMcY65HYwtH8Mz916KpMGG6NEHZ1Uo8Vuiv3WGbdzrDYde5MKOSYhnJGTUxk5JYVRU1JJG5LYYW+3ze6k3u6grsFBg91Bvc1Jvc1BVFgwaW5N5Yrde8h+5TUOvPAiDrdWR8LUyYz+7e30PX1ep4teKcW+LQV88uIm1i49vkY8bXACP75rLqOndssVwifhqKuj6kAWlVnZZG/MYtumUnbnWSmsj2nxnCBnPfENh0lsyCehIY+EhsOEOk8ccakOCic/qi9HIpMoD4mmIiSK8lDzMSSa+qBQrE47QU4HQcqB1ekgCCeTwuu446LRDLvkAoKjjZaUFnsHcYn9vGF3ExmSCEBSagynXTiS6WcNIXVQvN9DPtUXF7Pnsf+y/9nncVQf/zElTp3C2LvvIumUWV1ix5YV2Tz/5y85evi4DRnOfYyv+ZZwp+GAMn5PCktwCJEZ6URlZhI9eBBRmZlEDc4keshgQuL9Ey9PORzUHimg+mAuVVlZVOzdR+XefVTs3UdhXhnZERPJDx9BVfDJi4ssykZcw1HiGw4TbztC36hakpPDCOuTQGh8PCEJCYQkxBOaEE9QdDRBEREERURgjYwgKDwcS2goym7HUVePo64WR109zvp6qg/mcmzDRo6tW0/dkYKT7muNCCft/PPI+MEVVKelMmjwYNBibx8usV80+j7mnzuNeZeMYtTUtIAcq64/doy9jz/J/meew1513Lvb7/T5jPnTncSPG+vze1buP0D+J4vJX/wpZVu2YW+wsy96BruiZ+OwGE7KYGct48uWkF6zrcW+qzth/foSM2I4sSOGEzNyBLEjhhM1eBAhCQkd+mN1ibnmUB7VuYeoOXSI6kOHqM49RPXBXGry8lG2E4fVSoP7sTd6JvnhI1Fy4qhDnLWKIcm1jBkdxZDxKUQPHEDEgDQiUlOwhoe3286WqMk/TMmGjRStWs2h9z+kvvDERaGVyUn8dO8O0GJvHy6xb9+ym9HjhvvbHI+oLylh73+eYN9Tz+KoPd68T7v4Asbc+Xuihwxu97WVUpRv30H+J4vJ+3gRFbt2N1uuNjSBnSkXkWM7HhJrcHI9Z4+tIDpC4aippSo7m6qsHGry88GD31lQVCQRAwYQOTCdyIHpRKSmYgkJRixWxGpFrBYkKAhHdQ11RUXUFRVRX2g81h0tovbIEVRrHWrXewQKwoawL2YmRSEDT3gtY1AU084cyvRzRpE6KKHNa3UWTrudo8u+IueNtzi8+DOcDQ0UOhz8ovIYaLG3j+606q0ptQVH2fXAw2S99MrxH7kIidOmknb+uaSet5DIgQNbvwhgr6qm8NvlHPliGQVLv6Qm7+Ql/tFDh9Dv9HnEjR9H3JjRxAwbiiUkhHXLDvDsn79unB0YER3CD++Yw9yLRjbW0o7aWqpyDhpN5z37qNi9x9j27sNZ37mLUEISEo7/eQxIJ9fej2XrFAUFx+9rsQqzzh7GuddOJHNk845Zf9JQWsqh9z5k5ZNPce3670CLvX10Z7G7qMrOYcdf/0Huu++fVIPGjRtL6vnnEDtqJMpmx9nQgNNux2mz0VBaxtGvv6F41Xc4G06eJhw3fhxp551D6vnnEjN8WMv3L6/jxX98y/KPj6dRHn9KOj/94zySU1t2cCmHg6rsHCr27KE6J5fqgwepPphrNLtzc09wSp6ECKF9EglLSiI0OYmwpCQiUlOIGGA0tSMHpBExII2gSMPhuXNdPq8/sop9W4/3i8Mjg5l/6RgWXjWePv0DP9V1dnY2gwYNAi329tETxO6ifOcuDr7xNnkff0J1jvcJEywhISSdMpN+Z55O6rkLiUxP9+r8Dd9k8+x9XzXOFgsND+LSn09v1zCdUgp7ZRXKYUc5HCiHE6fd2LeGhhLaJxGxtn3N7F1FvPHoKrasPB5eOjI6lAt+MokzrxhLRHTgLHZpC+2N7yA9SewulFKU79hp9Ls/+qTFfjdAxIAB9D/zdPqdMZ/kU2c31oTtpbqinpcfWM7XH+xqPDZweB+u+9M8ho7r16Fre0PWjkI+eG49a784PlwYEhbEwqvHc/6PJhEV+//tnXtwVNUdxz/fvHgYTDSNAmoSkZfY+ORZZRh8gFg7WqsMnQpqa8Xa6dSZ2v6jFbT2pY46HR9tBdGqTB11WoqCD4rQqaAiYAMURCgkUB61NAkoKCH8+se5K5cl2WySzW527/nM7Oy9e86e+92797v37Hn8TvZF5M0as0saDDwDlAF7gGlm9lFcnnzgN8DluHaUX5nZrCTSZgK3AbFIjG+b2feT1FVFjpk9nk/r6jhY30BeQQF5RUWosIC8gkLye/agqKysS7oW163Yzux732LH1gbAjSu5bHI1U344psvupmbG+vd38OdZ71Oz7MidPL8gj4u/cRbXTB/BCeXZO+Q3m8y+GHjKzJ6TdD3wbTO7OC7PNNzqLpNwPwqrgYvMbGsbaTOBYjO7owO6qshxs2eKpoPN/GX2Sv705AoONbnB4sef2IuJ3zybCVOq6VOamu6r5kOH+eDvtcybvZKNHxxZ/im/II8LrxjMNdNH0LeiNCXHyiRZYfZgRZiNQFmwQEQ+7u4+KBxhVtKrwBwzeynYfxSoNbMH2kibiTd7t2XHlnpm37eEde8daeXv0auA8V8fxhXTzkvYiNcah5qaWfvudt5btIkVi//FvvojQ5ALe+Rz8TVnceWN51Hev/1ld1c6a/ZsWhGmrVVfpkiaAOwCZpjZ8ngRubQiTDbR//QTuGvW1bzz+ibmPbWSres/5vMDh3htbg1vvLCG0RMGMnz8APpWlNK3spTexcfOKPyk8TN21TWwq7aRmuV1rHxrC5/uO7rbrldxEROmVDPpW+dGbj5+MqTL7F3Nb4Gfm1mTpMuAeZLONLM9cfluB2akXZ0HSYy5fBCjJw5k7TvbmP/0amqW1XG42Vi28COWLTzSfFNS1pu+lSWUlPXmvzv2sbuu8RhjxygozOPsr1Qw8tKBjLxkQFa1rqebdJn9ixVhQtX4RCvCrAj2w3fzVtPM7IvOUzN7U9I24MvA0rjyHwGejnvtVLJwCahsRRLVYyqoHlPB1g0fM3/OKt55Y9NRUVsa9+xPGMKrqGcB515UychLz+D8cae3WBPwHEs6G+iWALNCDXTfMbPxcXluxK0WE26EG2tmW9pIO8XM/h2UcS7wV+Cs8I9AAl1V+P/sGeWz/U3s3tbAztpGdtbWs6u2kZ21DeytP0B5vz6cfFoJJ1eUuOdTS+hXWUpRz1yplCZPtvxnB7cCzDOS7gbqgWngVoQB7jaz93Eru4zCrewCR6/skijtF5IuAJqBg8DUZIzu6R707F1I5ZByKod0v6GquUTazG5mG3BmjX/9itB2M/C9Vt6fKO2GFMn0eHKW6EQS9Hgijje7xxMRotfKcSz5ANtbmNbp8XQnQtdoh4L/ebPDIICxY8dmWofHkyyDgM1t5orDm92t6w4wDteXnyli/f1jgUxWM7yO7qkD3NiSpRy5ZtuFN7vrqgOo60jfZaoIzTzb7nV4HS0R0tL2aqAt4BvoPJ6I4M3u8UQEb3aPJyJ4s0MDcE/wnEka8DrCNOB1xNNAJ7REPgadxxMV/J3d44kI3uweT0SIpNkl9Zb0gqRNkjZIurKVfFdJWilpraR1kn6UgmMPlrRc0sbgeVALefIlPSZpc6Dx5s4et4M6fhp87prgPEzMhI5Q3iGS9kt6MFM6JE2WtCa4JtZIOjkTWiSdJOnV4LtZL+lxSYnHzZhZ5B7A3cCTwfYgXNy64hbyjQL6B9slwCZcwIzOHHsxcH2wfT2wuIU804DXcT/G5biRW1UpPgfJ6JgI9A62z8E1DPVKt44gLR9YAswFHuyCayKZ8zEc+CfQN3RN9MyQlkdi5wEoBN4FJicsN9VCs+EBrAOGh/ZfAa5L4n3zY19CB497UmCY/GA/P9gvj8v3KnBtaP9R4Mcp/PxJ6Yh7j4BG4NRM6ADuBO4AZqba7O34Xp7HhUDvymszWS0PA7/D3RCKcZGbLkxUdiSr8bQdqfYYJA0FRuN+dTvKMVF2cQtbxB+73fq6SEeYacBmM0vl+PCkdEg6B1fLeDiFx263DmAYMEDS3yStknSXUr/CRrJafgYMBnbiaqavm9nbiQrOybHxklbhDNMS7f6PJakfMA+4zcx2tJU/15A0DndxXZaBYxcCvwduMhesNN0SwuQDZ+POQxHwGu6H+A8Z0HIdUANcAvQBFkq61oJ1FVoiJ81uZucnSpcUi1Qbi1lfAbzVSt6TgEXA/Wb2YielpSLKbipIVgeSxgDPAVeZ2Yfx6WnQ0Q84A1gQGL3UydLxZnZLGnWA+15eMrPPgc8lzQNGklqzJ6vlB7i/FIeBxkDLeKBVs0e1Gv8iMB0gaOkcgfuVPgpJZcCbwKNmNruzBzWz/wAf4KLkEjyvttCqOCF935WUJ6kcuJoEX2JX6ZA0AngB136wKlXHb48OM6szsy+ZWZWZVeEapp5ModHb873MBSbIUYi7q/4jVTraqWULbt1DJBUBlwJr2yo8cg/gOJyhNgEf4u5asbR7gVuD7QeAA8HJjz1u6uSxh+JaTjcGz0OC1xcQNBriqotP4AIUbAZu6YJzkIyOFbjaT/jzV6dbR1z+mXRNa3wy5yMPeAhYj2vkfQjIy5CWM3A3ojW4HoLHgIJE5frhsh5PRIhqNd7jiRze7B5PRPBm93gigje7xxMRvNk9nojgze45CkkVkj4JBnOk43jTJT2SRL6XJU1Kg6ScxXe9RRxJW4GbzWxRBo5dhBtHMNqCJbcT5B0JPGFmF6RFXA7i7+yeTHIVsKEtowOY2XvA8ZKGd72s3MSbPcJIehY37n5+UHX/iaQqSRYLhCBpiaT7JC0L8syXVCbpeUl7Ja2QVBUqc6ikNyX9T9KHkiYnkDAJt8JJ7L09JT0naY+khqDs8MSlJcBXU3kOooQ3e4Qxs6m4yR1fM7NiM7u/laxTgKnAKbhhmsuBOcCJuKGjMwAkHYcbwjkXNy97CvC4pGGtlFuNG64c4wZcQIjTgDLgVtxw5RjrcUE0PB3Am92TDHPMbLOZNQILcfPaF5nZIdwcg/OCfFcCW81sjpkdMrPVwMu46ZgtUQrsC+034Uw+0MyazWylme0Npe8L3uPpADk5xdWTcnaHtg+0sF8cbFcCoyQ1hNILgGdbKbceNxc7xrO4u/ofJZXiptbeaWZNQXofukf89qzEm92Tyu6YbcBSM0s2yEUNLtqKE+JMfQ9wT9AOsABXzY9NLz6TFE8pjRK+Gu/ZDQxIUVmvAIMlTZVUGDxGSDqzlfwLcEtlAyBpvKTqoI9/L65afziUfxzub4SnA3ize34J3BW0ft/RmYLMbB8wAdcwtwMXG+3XQI9W3jIfGCqpf7DfFxekYy+uMW4pwV+AIJDGJ0EXnKcD+EE1nowi6RZgmJnd3ka+l4HZZrYgLcJyEG92jyci+Gq8xxMRvNk9nojgze7xRARvdo8nInizezwRwZvd44kI3uweT0TwZvd4IsL/Ad1Q7mWhfai6AAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 288x576 with 3 Axes>"
       ]
@@ -1974,19 +2022,37 @@
     "    experience_levels = np.sort(sel_df.experience_level.unique())\n",
     "    for e,exp in enumerate(experience_levels):\n",
     "        exp_df = sel_df[sel_df.experience_level==exp]\n",
-    "        ax[c].plot(ts,exp_df.mean_trace.mean(), color=colors[e])\n",
-    "    ax[c].set_xlim([-0.8,1.5])\n",
+    "        ax[c].plot(ts,exp_df.mean_trace.mean(), color=colors[e], linewidth = 2.5)\n",
+    "    ax[c].set_xlim([-0.2,0.8])\n",
     "    ax[c].set_xlabel('time (s)')\n",
     "    ax[c].set_ylabel('response')\n",
     "plt.tight_layout()\n",
-    "utils.save_figure(fig, save_dir=save_dir, folder='', figsize=(4,8), fig_title='mean_responses_disinhibitory_circuit')\n",
+    "utils.save_figure(fig, save_dir=save_dir, folder='', figsize=(4,8), fig_title='mean_responses_disinhibitory_circuit_v2')\n",
     "    "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "38a26f4c-c0d7-4002-9143-7f44c7eb4c1f",
+   "metadata": {},
+   "source": [
+    "### Proportions of clusters by area and depth"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 259,
-   "id": "749a07b8-e998-49a8-9e05-93dc97a7ff59",
+   "execution_count": 23,
+   "id": "682b55c9-3416-4d54-af99-c28d403bfd1b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cluster_meta = vba_clust.add_location_column(df_meta)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "4b2f42ff-bbff-4d30-9359-afa28ad0d36f",
    "metadata": {},
    "outputs": [
     {
@@ -2010,118 +2076,269 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>mean_trace</th>\n",
-       "      <th>experience_level</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>2538</th>\n",
-       "      <td>[0.00026097883620400944, 0.0002568036432591395...</td>\n",
-       "      <td>Familiar</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2540</th>\n",
-       "      <td>[0.0015787272721766484, 0.0017454733290374867,...</td>\n",
-       "      <td>Familiar</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2542</th>\n",
-       "      <td>[0.000748106131175682, 0.0007469053058682863, ...</td>\n",
-       "      <td>Familiar</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2544</th>\n",
-       "      <td>[0.0030282107565481366, 0.003237947818870927, ...</td>\n",
-       "      <td>Familiar</td>\n",
+       "      <th>cluster_id</th>\n",
+       "      <th>labels</th>\n",
+       "      <th>ophys_experiment_id</th>\n",
+       "      <th>equipment_name</th>\n",
+       "      <th>full_genotype</th>\n",
+       "      <th>mouse_id</th>\n",
+       "      <th>reporter_line</th>\n",
+       "      <th>driver_line</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>age_in_days</th>\n",
+       "      <th>...</th>\n",
+       "      <th>first_novel</th>\n",
+       "      <th>n_relative_to_first_novel</th>\n",
+       "      <th>last_familiar</th>\n",
+       "      <th>last_familiar_active</th>\n",
+       "      <th>second_novel</th>\n",
+       "      <th>second_novel_active</th>\n",
+       "      <th>experience_exposure</th>\n",
+       "      <th>original_cluster_id</th>\n",
+       "      <th>within_cluster_correlation</th>\n",
+       "      <th>location</th>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2546</th>\n",
-       "      <td>[0.00045998280642151816, 0.0004533011520074236...</td>\n",
-       "      <td>Familiar</td>\n",
+       "      <th>cell_specimen_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
+       "      <th>1086492406</th>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
        "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.774625</td>\n",
+       "      <td>VISp_upper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>155794</th>\n",
-       "      <td>[4.491027966999342e-05, 3.204402311743882e-05,...</td>\n",
-       "      <td>Novel &gt;1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>155796</th>\n",
-       "      <td>[0.00018783784406378704, 0.0001517493425407559...</td>\n",
-       "      <td>Novel &gt;1</td>\n",
+       "      <th>1086492307</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.378218</td>\n",
+       "      <td>VISp_upper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>155798</th>\n",
-       "      <td>[0.0002914402994164741, 0.00023059844505826644...</td>\n",
-       "      <td>Novel &gt;1</td>\n",
+       "      <th>1086492221</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.795968</td>\n",
+       "      <td>VISp_upper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>155800</th>\n",
-       "      <td>[9.813933584149975e-06, 5.674806165247624e-06,...</td>\n",
-       "      <td>Novel &gt;1</td>\n",
+       "      <th>1086492174</th>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.832309</td>\n",
+       "      <td>VISp_upper</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>155802</th>\n",
-       "      <td>[0.0003022103545975252, 0.00022074304000483776...</td>\n",
-       "      <td>Novel &gt;1</td>\n",
+       "      <th>1086491936</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>795073741</td>\n",
+       "      <td>CAM2P.4</td>\n",
+       "      <td>Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt</td>\n",
+       "      <td>412036</td>\n",
+       "      <td>Ai148(TIT2L-GC6f-ICL-tTA2)</td>\n",
+       "      <td>[Vip-IRES-Cre]</td>\n",
+       "      <td>F</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>Familiar 3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.378218</td>\n",
+       "      <td>VISp_upper</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>25935 rows × 2 columns</p>\n",
+       "<p>5 rows × 45 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                               mean_trace experience_level\n",
-       "2538    [0.00026097883620400944, 0.0002568036432591395...         Familiar\n",
-       "2540    [0.0015787272721766484, 0.0017454733290374867,...         Familiar\n",
-       "2542    [0.000748106131175682, 0.0007469053058682863, ...         Familiar\n",
-       "2544    [0.0030282107565481366, 0.003237947818870927, ...         Familiar\n",
-       "2546    [0.00045998280642151816, 0.0004533011520074236...         Familiar\n",
-       "...                                                   ...              ...\n",
-       "155794  [4.491027966999342e-05, 3.204402311743882e-05,...         Novel >1\n",
-       "155796  [0.00018783784406378704, 0.0001517493425407559...         Novel >1\n",
-       "155798  [0.0002914402994164741, 0.00023059844505826644...         Novel >1\n",
-       "155800  [9.813933584149975e-06, 5.674806165247624e-06,...         Novel >1\n",
-       "155802  [0.0003022103545975252, 0.00022074304000483776...         Novel >1\n",
+       "                  cluster_id  labels  ophys_experiment_id equipment_name  \\\n",
+       "cell_specimen_id                                                           \n",
+       "1086492406                 3       3            795073741        CAM2P.4   \n",
+       "1086492307                 2       2            795073741        CAM2P.4   \n",
+       "1086492221                 4       4            795073741        CAM2P.4   \n",
+       "1086492174                 4       4            795073741        CAM2P.4   \n",
+       "1086491936                 2       2            795073741        CAM2P.4   \n",
+       "\n",
+       "                                                  full_genotype  mouse_id  \\\n",
+       "cell_specimen_id                                                            \n",
+       "1086492406        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086492307        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086492221        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086492174        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "1086491936        Vip-IRES-Cre/wt;Ai148(TIT2L-GC6f-ICL-tTA2)/wt    412036   \n",
+       "\n",
+       "                               reporter_line     driver_line sex  age_in_days  \\\n",
+       "cell_specimen_id                                                                \n",
+       "1086492406        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086492307        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086492221        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086492174        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "1086491936        Ai148(TIT2L-GC6f-ICL-tTA2)  [Vip-IRES-Cre]   F        151.0   \n",
+       "\n",
+       "                  ... first_novel n_relative_to_first_novel  last_familiar  \\\n",
+       "cell_specimen_id  ...                                                        \n",
+       "1086492406        ...       False                      -1.0           True   \n",
+       "1086492307        ...       False                      -1.0           True   \n",
+       "1086492221        ...       False                      -1.0           True   \n",
+       "1086492174        ...       False                      -1.0           True   \n",
+       "1086491936        ...       False                      -1.0           True   \n",
+       "\n",
+       "                  last_familiar_active  second_novel  second_novel_active  \\\n",
+       "cell_specimen_id                                                            \n",
+       "1086492406                        True         False                False   \n",
+       "1086492307                        True         False                False   \n",
+       "1086492221                        True         False                False   \n",
+       "1086492174                        True         False                False   \n",
+       "1086491936                        True         False                False   \n",
+       "\n",
+       "                  experience_exposure  original_cluster_id  \\\n",
+       "cell_specimen_id                                             \n",
+       "1086492406                 Familiar 3                    3   \n",
+       "1086492307                 Familiar 3                    2   \n",
+       "1086492221                 Familiar 3                    4   \n",
+       "1086492174                 Familiar 3                    4   \n",
+       "1086491936                 Familiar 3                    2   \n",
+       "\n",
+       "                  within_cluster_correlation    location  \n",
+       "cell_specimen_id                                          \n",
+       "1086492406                          0.774625  VISp_upper  \n",
+       "1086492307                          0.378218  VISp_upper  \n",
+       "1086492221                          0.795968  VISp_upper  \n",
+       "1086492174                          0.832309  VISp_upper  \n",
+       "1086491936                          0.378218  VISp_upper  \n",
        "\n",
-       "[25935 rows x 2 columns]"
+       "[5 rows x 45 columns]"
       ]
      },
-     "execution_count": 259,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sel_df  = all_images_mdf[['mean_trace', 'experience_level']]"
+    "cluster_meta.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 270,
-   "id": "eaa4c3d5-9138-49c1-91fe-439e6ab5be44",
+   "execution_count": 49,
+   "id": "339320a7-55fe-4a17-835e-a88f2b92c6d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "areas = np.sort(cluster_meta['location'].unique())[::-1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "05fbf4d0-b899-4459-aa58-4c8ca4c64ae0",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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lku6W9HNJWxddm5mZWZW5jTXLp6/oAnLYAPgj8F3gAWBz4DPAlZJeEBF3FFmcmZlZhbmNNcuhMh3oiDgFOKV2nqSrgL8DewJfL6IuMzOzqnMba5ZPZQ7hGMFD2e1AoVWYmZlNPG5jzUZQmT3QwyT1Ar3AFsBXgfuo+9ScrTcDmFE3e2abyzMzM6sst7FmzalcBxr4A/Di7OdbgJ0j4t8N1psHHNaposzMzCYAt7FmTajiIRzvBF4OvB14FDhP0qwG680HtqybduxMiWZmZpXkNtasCZXbAx0RN2Y//kHSb4DbSWcKv79uvX6gv3aepPYXaGZmVlFuY82aU8U90CtkAb4F2KrgUszMzCYUt7FmI6t0B1rSxsBzgX8WXYuZmdlE4jbWbGSVOYRD0unAtcBfSMdlPRv4GGl4HY9PaWZmNk5uY83yqUwHGrgSeCtwMDAZuAu4CDgqIm4vriwzM7PKcxtrlkNlOtARcTRwdNF1mJmZTTRuY83yqfQx0GZmZmZmneYOtJmZmZlZDu5Am5mZmZnl4A60mZmZmVkO7kCbmZmZmeXgDrSZmZmZWQ7uQJuZmZmZ5eAOtJmZmZlZDu5Am5mZmZnlUJkrEU5EM287n5dfeFvRZQDwwi9cU3QJAMSiq4suYYX3zj+56BKIRx8rugQzs8rpQfShossAYHkMFV0CALN6Hi+6hBUWr71N0SUA8OS0GeN+rPdAm5mZmZnl4A60mZmZmVkO7kCbmZmZmeXgDrSZmZmZWQ7uQJuZmZmZ5eAOtJmZmZlZDu5Am5mZmZnl4A60mZmZmVkO7kCbmZmZmeXgDrSZmZmZWQ7uQJuZmZmZ5VDZDrSkcyWFpC8VXYuZmdlE4jbWbHSV7EBL2gfYpug6zMzMJhq3sWZjq1wHWtL6wDeAjxddi5mZ2UTiNtasOZXrQANHAzdExClFF2JmZjbBuI01a0Jf0QXkIWkHYD+a+GpJ0gxgRt3sma2vyszMrPrcxpo1rzIdaEmTgR8AX4uIm5p4yDzgsLYWZWZmNgG4jTXLpzIdaOBTwFrAl5tcfz5wQt28mcDC1pVkZmY2IbiNNcuhEh1oSZsDhwAHAVMkTalZPCX7KumxiBgcnhkR/UB/3fO0vVYzM7MqcRtrll9VTiJ8BjAVOAl4pGYC+ET28wuKKc3MzKzS3Maa5VSJPdDAn4E5DeZfSAr8ccAtnSzIzMxsgvgzbmPNcmm6Ay1pG+DtwEuBjYAAHgD+APw0Iq5vS4Ws+KroogY1AdwREastMzMzqwq3sWbVMmYHWlIv8C3gvYCyqdZOwCclfRf4aEREy6s0MzObgNzGmlVTM3ugvwa8H1gG/Jz0KfVfpJBvAuwM7Al8EFhCOpO3IyLCZyyYmVmVuY01q6BRO9CStgI+DNwB7DLC2JDHS/oScC7wMUnfj4hbW1+qmZnZxOE21qy6xhqF452kT8EHjDawekT8Hdgf6AX2bV15ZmZmE5bbWLOKGqsD/Urgxoi4eKwnytb5G7BDKwozMzOb4NzGmlXUWB3o55LOAG7WH7LHmJmZ2ejcxppV1Fgd6BnAv3M83/3A+uOuxszMrHvMwG2sWSWN1YFeG3gyx/MtBaaNvxwzM7Ou4TbWrKKqcilvMzMzM7NSaGYc6LdImtXk8223BrWYmZl1G7exZhXUTAd622xqlq+SZGZm1pxtcRtrVjljdaDf1ZEqutQG2+7NVgd8tugyALjpF+X4U39r47cXXcIKjxz9taJL4I477mTrk04rugwza49y/OOdgHqX38+kxdcXXQYANzf9BUN7PbP/mqJLWOHiSS8sugQA/v3I/eN+7Kgd6Ig4cdzPbGZmZiNyG2tWXT6J0MzMzMwsB3egzczMzMxyGPUQDknHj+M5IyLePc56zMzMuoLbWLPqGuskwgPG8ZwBONxmZmajO2Acj3Eba1YCHoXDzMysGG5jzSrKo3CYmZkVwG2sWXX5JEIzMzMzsxzcgTYzMzMzy8EdaDMzMzOzHNyBNjMzMzPLwR1oMzMzM7McKtOBljRbUjSY+ouuzczMrKpK1b4uWgR77JFuzUpsrHGgV5C0ObAsIu5rYz3N+Ahwdc39gaIKMTMza4WStLHFt69nngkLFsBZZ8G++3Z882bNaroDDdwGnAgc2KZamnVjRFxZcA1mZmatVIY2tvj29fjjV966A20llucQjn7gwTbVYWZm1s366cY2du5ckFZOl1+e5l922arz584ttk6zOnk60FcC27WrkBxOljQo6SFJP82+9lqNpBmSZtVOwMzOlmpmZtaUMrSxTbWv0MI29pBDYNq0lfeXLVv1FtLyQw/N/dRm7ZSnA304sKOkg9pUy1gWAV8HDgJ2Br4IzAWukPTUBuvPI30lVjst7EilZmYFkfQWSZdI+rekJyXdIWmBpF1yPMcsSYdLekY7a7VVHE5xbWze9hVa1cbOmQNnn71qJ7rWtGlwzjkwe3bupzZrpzzHQO8KXAT8QNIHgKuA+4CoWy8i4outKW+VJ/0T8KeaWRdLuiSr4yNA/cfT+cAJdfNm4k60mU1Qkj4CfBM4HjgGeAJ4JvAGUsfo3CafahZwGHApcGvLC7VGCmtjx9G+Qivb2Dlz4NRTYa+9YMmSlfOnTk3z3Xm2EsrTgT685uftGPmrpiB9em27iLhW0s3A9g2W9ZOOKVtBUifKMjMryieABRHx7pp5FwA/lFSZYUu71OE1Pxfexo7WvmbL+2llG9vfD3190NMDU6bA0qXpfn//WI80K0SeDvSctlWx5uo/oZuZdaMNSHstVxMRQ8M/S3oacDTwWmBD4GHgj6QRILYGLsxWPa+mUzQnIi5qS9UG5W1jO9O+HnccLF4M22wDRx8Nn/40XHedR+Ow0mq6Ax0RF7ezkPGQ9BLgOcAviq7FzKwErgL2l3QrcEZE3DzCej8BtgA+CdwFbAy8BpgGXAt8EPgOq44L/Lc21t31ytbGdrx9nT4djjkG5s1Le6F33hnmz4eFPurSyinPHuhCSTqZdJLCtaSvjbYDPgv8Czi2uMrMzErj/aQOz/8A/yPpIeA84EcR8bua9V4BfC4iTq6Zd9rwD5KGO8vFjwtsbVeK9nXBglXv9/bCwQenyayEcnegJb0QeDvwPGDtiJibzZ8FvBQ4LyIeaWWRmRuAfYAPk/aS3Af8CjgsIrpv7EwzszoRcbOk7YBXAa8DXg7sAewt6fMR8aVs1auBTyodn3EBcENE+FC4EiiojXX7apZTrg60pCOBz7Fy+Lvaf7g9wCmkoW2+1YriakXEUcBRrX5eM7OJJCIGgUuyCUmbkEbfOEzSd7LO19tIo2x8ijSawr2Svg98qfZYaeusotpYt69m+TV9VrakvUlD2ZwHbEtd2CLiVuAa4E0trM/MzNZARNwD/D/SDpNnZfP+HREfjIhNgeeShiM7AnhfUXV2O7exZtWSZ1ijjwC3AG+OiL8AyxqscyPZP2gzM+ssSU8fYdFzs9vVRuiIiJsi4nPAI8B/ZLOXZrdrtbZCG4XbWLMKyXMIxwuAEyKiUaiH3UM6m9vMzDrvBkm/B35NOilsPWA30smFP4+IOyVNB34PnAz8HVgOvBlYHxg+0fBmYAA4UNLDpA71TRHxWCd/mS7jNtasQvJ0oAWMdWzcxsCSMdYxM7P2OITUYT6S9P94kNQZ/gzpWGdI/6OvBd5DGspuCLgJeEdEnAEQEQ9J+hDwaeBioJc0TvFFHfo9upHbWLMKydOB/gfwypEWZle52gH465oWZWZm+UXE94Hvj7HOUpo41jkifgD8oEWl2djcxppVSJ5joH8OvEjSSIMyfg7YCvjpGldlZmbWXdzGmlVInj3Q84G9SIPzv5VseB1JXwN2BF4CXAn8X4trNDMzm+jm4zbWrDLyXMr7SUlzgG8C7yAdEwfwcdJxWycBH4qIgZZXaWZmNoG5jTWrllwXUomIRcABkj4ObA9sCCwCroqIB9pQn5l1KUlTSP9n7iWdDGdWdr3A04Grs2PNc3Eba1YduS/lDRARDwO/bXEtXeeha0/m5h9eWnQZALzq9MeLLgGAP7331KJLWGn5C4uuAAYeLrqCIm0PLCy6CLNx2BEY9z93t7Frbsmj99B/99VFlwHAJZNUdAkAzOp5ougSVhjqK8cFT4cixl5pBE13oCUNAodHxBdHWecQ4IiIGFfH3Mysxr0ACxcuZObMmUXXwtFHfpgPHPjmossAYJvv/LroEgC4Yp/nF13CCtOfVnwt/7rnAV67x0cge+/m4TbWrFryjgPdzMeocnzUMrOqGwSYOXMms2bNKrgUmL7eOmwxsyTXsFh3naIrAGCzTTYouoQV1t90pIswFmI8hxy5jTWrkDzD2DVjfTzIu5mZWTu4jTUriVH3QEt6dd2sWQ3mQTpxYnPSmcM3tag2MzOzCcttrFl1jXUIx0VkY1Fmt/tnUyPDlyEdaRB4MzMzW+ki3MaaVdJYHegjSaEW8AVS2C9usN4g8BBwYUT8vZUFmpmZTVBuY80qatQOdEQcPvyzpP2BBRFxbLuLMjMzm+jcxppVV54rEW7ZzkLMzMy6ldtYs2rJMw50LzAlIhbXzd8ZeDOwGPi/iLittSWamZlNbG5jzaolzzB2XwMeljR9eIakvYHzgA8DnwaukrRZa0s0MzOb8NzGmlVIng70q0knMCyqmXcY0A/sB3wKmAF8vFXFmZmZdQm3sWYVkqcDvRlwy/AdSc8AngN8KyJOioivAb8BdmltiauStJukSyQ9LulRSddkX3GZWUlIminpW5KukLRYUkiaVXRdZiVWeBtbivZ10SLYY490a1ZieTrQ6wGP1tx/FWn4nXNr5v0VmNmCuhqS9D7gDOCPwB7AXsBpwLR2bdPMxmUr4K3AI8DCgmsxq4JC29jStK9nngkLFsBZZ3V0s2Z5NX0SIXAvUHuW8FzgSVLYhq0DDLSgrtVke6/mA5+MiPk1i37bju2Z2Rq5JCI2BpB0EPC6gusxK7vC2thSta/HH7/ydt99O755s2bl2QN9JfAmSbtLmgvsCVwQEctr1tkS+FcrC6xxIOkqTN9v0/ObWYtExFDRNZhVTJFtbHHt69y5IK2cLr88zb/sslXnz53b8dLMRpOnA/2VbP0zSJ9KJwNfHl4oaSqwI/CHVhZYYwfg78Dekv4paUDSLZI+2GhlSTMkzaqdaOPhJWY2fs6rWaFtbK72NaunNZk95BCYVnOUyLJlq95CWn7oobmf2qyd8lxI5XpJLwP2z2adGhFX16yyHXABcEoL66u1STYdA3wO+CfpGK1vS+qLiG/WrT+PdAazmZXfPJxX62IFt7F521doVWbnzIGzz4bdd4fFi1dfPm0anHMOzJ69xpsya6U8x0ATEdcDnxhh2RWkEw/apQdYFzggIn6Vzbsg+9T7WUnHRkTUrD8fOKHuOWbiE5rMymg+zqt1uQLb2LztK7Qys3PmwKmnwl57wZIlK+dPnZrmu/NsJZSrA12wh4BnkQaVr/U70rA+TwfuGZ4ZEf2k8TNXkNTWAs1sfJxXs0Llal+hDZnt74e+PujpgSlTYOnSdL+/f6xHmhUiz6W892t23Yj48fjKGdVfgZePstwnLZmZWSUV3MYW374ed1w6hGObbeDoo+HTn4brrvNoHFZaefZAn0Aak3I0ytZpRwf6dODdwOuBX9TM3wW4OyLua8M2zczMOuEEimtji29fp0+HY46BefPSXuidd4b582Ghj+KycsrTgX7XCPNnANsDewO/BM5Zw5pG8mvgQuAHkp4C3Eo6yeF1o9RmZgWRtGf244uz210lPQA8EBEXF1SWWVkV2cYW374uWLDq/d5eOPjgNJmVUJ5ROE4cbbmkH5GCfeyaFjXC9kPSW4CjgCOA9UnD7rwjIn7ajm2a2Ro5re7+d7Pbi4HZnS3FrNyKbGPdvprl17KTCCPifEnnAkcCO7fqeeu28SjwwWwysxKLCJ8FaNYi7W5j3b6a5ZPnQirNuBl4SYuf08zMzNzGmpVGqzvQWzP2SRBmZmaWn9tYs5JY40M4JPUAmwHvAXYFfrOmz2lmZmZuY83KKs840EOM/slXpMHYP7mmRZmZmXUTt7Fm1ZJnD/QlNA73EPAIcBXwo4h4oBWFmZmZdRG3sWYVkmcYu9ltrMPMzKxruY01q5ZWn0RoZmZmZjahuQNtZmZmZpbDiIdwSDp+nM8ZEfHucT7WzMxswnMba1Ztox0DfcA4nzMAh9vMzGxkB4zzcW5jzUpgtA70lh2roks97UVvY9v3fKroMgC4bv+hoksA4Ib+B4suYYXpfzmx6BJ48N7+okuwzJ3aiIW9zyu6DACeOKIc/ae13zqv6BJW2PPxTxddAk8szXWNE7exbTR1/ecx45n/VXQZALxhcHLRJQCwds/Tiy5hhddPekrRJQBwx5Pjvy7RiB3oiLhj3M9qZmZmI3Iba1ZtPonQzMzMzCyHUTvQkiZLukrS+ZImjbHe+ZKuHG09MzMzS9zGmlXXWHug9wVeDHw9IpaPtFJELAOOAV4KvKN15ZmZmU1YbmPNKmqsDvR/ArdGxK/HeqKIOBf4B7BXKwozs86QtI2koyVdKOkGSddLukDSUZJeUHR9ZhOY21izihrrUt7bAWMGu8YlwG7jL8fMOkVSL/At4L2AsqnWTsAnJX0X+GhEjP90ZTNrxG2sWUWN1YF+CnB/jue7H9hw/OWYWQd9DXg/sAz4OXAR8C9SR3oTYGdgT+CDwBKgHGMumk0cbmPNKmqsDvSTwDo5nm8dUkNrZiUmaSvgw8AdwC4RcVOD1Y6X9CXgXOBjkr4fEbd2sk6zCc5trFlFjXUM9F3AS3I830uAO8dfjpl1yDtJe5oPGKHzDEBE/B3YH+glnfBkZq3jNtasosbqQF8EvELSmAGX9GLglcCFLajLzNrrlcCNEXHxWCtm6/wN2KHtVZl1l4twG2tWSWN1oL8NBHCapBGvYSvpucBpwCDw3daVZ2Zt8lzgDznW/0P2GDNrHbexZhU1agc6+2r3SGAL4E+STpJ0oKTXZdO7JJ0E/AmYBRwx2tfBa0LSRZJihOncdmzTbAKbAfw7x/r3A+s3u7KkPSX9UtIdkp6UdFM2LN66eQs1m6jK0saWqn1dtAj22CPdmpXYWCcREhFHShoADgPeDuxTt4qA5cAhEXFU60tc4b+B9ermvQL4X+DMNm7XbCJam3QCU7OWAtNyrP8J0rGanwPuJg3XdTgwR9IrI2Iox3OZTVglaWPL076eeSYsWABnnQX7+rQLK68xO9AAEfEVSScDBwKvAp6eLboXuBT4UUTc0Z4SV9Twt/p5kt5DGoLrZ+3ctpnl9saIeKDm/sWSHgZOBGYDFxRSlVkJFd3Glqp9Pf74lbfuQFuJNdWBBsjCe1gba8lF0jTSFZnOioiHi67HrILeImlWk+tul+eJ6zrPw67ObjfN81xm3aBMbWxH29e5c+H881fenzw53V52Gajm2k6veQ38/vdtLcUsj6Y70CW0B7AuaY/WaiTNIB3nWWtme0syq5Rts6lZa3olwp2y2xvrFzivZqUyavsKLczsIYfAFVfA4sXp/rJlq94CTJsGhx6a+6nN2qnKHej9SCdB/WaE5fMoyad5sxJ6Vyc3JmlT0slSv4+IaxqsMg/n1awsxmpfoVWZnTMHzj4bdt99ZSe61rRpcM45MHv2Gm/KrJUq2YGWtAkwF/hmRAyMsNp84IS6eTOBhe2rzKwaImLEPUutJmkd4AxggJE77vNxXs0K12T7Cq3M7Jw5cOqpsNdesKTmQotTp6b57jxbCVWyA026IloPo3y9FBH9QH/tPNUeT2VmbSdpLeAs4BnAThFxd6P1nFez0hizfYU2ZLa/H/r6oKcHpkyBpUvT/f7+sR5pVoixLqRSVvsD10XEdUUXYmaNSZoE/IJ0+eHdIuL6gksys7EV074ed1w6hGObbeCMM9Lt4sUrR+UwK5nK7YHOLnm6NfDxomsxqypJ42mVIiLe3eTz9wAnAzsDu0fElePYnpl1UKHt6/TpcMwxMG9e2gu9884wfz4s9FFcVk6V60CTTm4YIDXOZjY+B4zjMQE01YEGvkMaBuvLwBOSXl6z7O6RDuUws0IV174uWLDq/d5eOPjgNJmVUKU60NlXwvsA50ZEnssQm9mq2j0Kx67Z7SHZVOsI0lUJzawk3L6a5VOpDnRELAc2KroOs6pr9ygcETGrnc9vZq3l9tUsn6qeRGhmZmZmVgh3oM3MzMzMcnAH2szMzMwsB3egzczMzMxycAfazMzMzCwHd6DNzMzMzHJwB9qsy0naXNLTiq7DzMysKtyBNrPbgK8UXYSZmVlVuANtZv3Ag0UXYWZmVhWVuhLhhKNe0OSiqwBgrT8eWXQJALzlZfOKLmGFt1/7rKJLYPFDD3RiM1cC23ViQ1V2yiUXc8oT/UWXAcCjn39H0SUAcMO8FxVdwgpb7vzzokvgjjvv5jfb7lx0GQYQy2FocdFVALA0StLVimVFV7DCk0MDRZcAwJI1qMN7oM3scGBHSQcVXYiZmVkVlORjkZkVaFfgIuAHkj4AXAXcB0TdehERX+xwbWZmZqXjDrSZHV7z83aMfDhHAO5Am5lZ13MH2szmFF2AmZlZlbgDbdblIuLiomswMzOrEp9EaGZmZmaWg/dAmxkAkl4IvB14HrB2RMzN5s8CXgqcFxGPFFehmZlZObgDbWZIOhL4HCu/laodgaMHOAWYB3yrs5WZmZmVjw/hMOtykvYGDgXOA7YFjqpdHhG3AtcAb+p4cWZmZiXkDrSZfQS4BXhzRPwFaHS5qhuB4i/NaGZmVgLuQJvZC4DfRox6ndd7gI07VI+ZmVmpVaYDLelVkn4n6d+SHpN0raQDi67LbAIQMDTGOhsDS5p+Qun1ki6QdJ+kpZLulvRzSVuvUaVm1hZuY83yqUQHOhsd4PfAJOA9wH8CVwPHZZceNrPx+wfwypEWSuoBdgD+muM5NwD+CHwIeB3wWeD5wJWSthh/qWbWaqVqYxctgj32SLdmJVaJDjSwN9ALvDEizoiI8yLifcCVwH7FlmZWeT8HXiTp4BGWfw7YCvhps08YEadExCcj4hcRcXFE/ITUKK8L7LnGFZtZK5WnjT3zTFiwAM46q6ObNcurKh3oycBy4Mm6+Yuozu9gVlbzgeuA/5H0B2BXAElfy+4fQWpI/28Nt/NQdjuwhs9jZq1Vnjb2+ONXvTUrqap0Pk/Ibo+VtImkGZLeA7wG+EZxZZlVX0Q8CcwBfgK8iHTRFAEfB14MnATsEhG5O76SeiVNlvQs4AfAfaQxpc2sPE7Ibjvfxs6dC9LK6fLL0/zLLlt1/ty5bS3DLK9KXEglIm6QNBs4HfjvbPZy4P0R8bNGj5E0A5hRN3tmeyo0q7aIWAQcIOnjwPbAhqS9T1dFxANr8NR/IHXCIQ2Vt3NE/Lt+JefVrDiFtrGHHAJXXAGLF6f7y5ategswbRocemjupzZrp0p0oLO9V78kncT0ftLXTG8Gvi9pSUSc3OBh84DDOlak2QQQEQ8Dv23hU74TWA94BvAJ4DxJO0TE7XXrzcN5NStEoW3snDlw9tmw++4rO9G1pk2Dc86B2bPXeFNmrVSVQzi+Qvo0vHtEnB0R50fER0gnP30zGyWg3nxgy7ppxw7Va1YZkgYlfX6MdQ6RlPsQjoi4MSL+EBGnkL4OXgf4TINV5+O8mhWl2DZ2zhw49VSYOnXV+VOnpvnuPFsJVWIPNOlCD9dFxPK6+VcBbweeSjq2coWI6Af6a+dJal+FZtWlbGpmvXGLiH5Jt5BG9FhtGc6rWVGKb2P7+6GvD3p6YMoUWLo03e/vH+uRZoWoyh7o+4BtJU2um/8y0sUdHu58SWZdZX1yXEilEUkbA88F/tmSisysVYpvY487Lh3Csc02cMYZ6XbxYo/GYaVVlT3Q3wZOA86S9F3S8VlvAvYBvjHGJYjNrI6kV9fNmtVgHqSxYTcH3gHclOP5TweuBf4CPAo8G/gYaQi7r4+nZjNrm+Lb2OnT4ZhjYN68tBd6551h/nxYuLDtmzYbj0p0oCPiF5J2Az4N/D9gKmkv1gdJQ2OZWT4XAZH9HMD+2dTI8KW+R7rQSiNXAm/NHjMZuCvb5lENTiA0swKVoo1dsGDV+729cPDBaTIroUp0oAEi4jfAb4quw2yCOJLUcRbwBVLn9uIG6w2SLoByYUT8vdknj4ijgaPXvEwz6wS3sWb5VKYDbWatExGHD/8saX9gQUQcW1xFZmZm1eEOtFmXi4gti67BzMysStyBNutyknqBKRGxuG7+zqSLKSwG/i8ibiuiPjMzs7KpyjB2ZtY+XwMeljR9eIakvYHzgA+TTiy6StJmBdVnZmZWKu5Am9mrSScJLqqZdxjpIgn7AZ8CZgAf73hlZmZmJeQOtJltBtwyfEfSM4DnAN+KiJMi4muks/N3Kag+MzOzUnEH2szWI13sZNirSEPcnVsz76/AzE4WZWZmVlbuQJvZvUDtSBxzSVci+2PNvHVIVxE0MzPreh6Fw8yuBN4kaXdgCbAncH5ELK9ZZ0vgX0UUZ2ZmVjbeA21mXyH9LzgD+C3p0ttfHl4oaSqwI/CHQqozMzMrGe+BLtAAYmlJPsM8fetynB/2lZtuGXulDjnpFZsUXQJ33NXDf7R5GxFxvaSXAftns06NiKtrVtkOuAA4pc2llNr+0+/nXZtfX3QZAPSus1XRJQCgOV8tuoQV9vzNmUWXwOIHHiy6BMs8rmncrw2LLgOAGWXpaS19uOgKVlhn0lOLLgGAtTX+x5blz2pmBYqI64FPjLDsCmCPzlZkZmZWXuXY/WlmZmZmVhHeA23W5STt1+y6EfHjdtZiZmZWBe5Am9kJpHGfR6NsHXegzcys67kDbWbvGmH+DGB7YG/gl8A5nSrIzMyszNyBNutyEXHiaMsl/YjUeT62MxWZmZmVm08iNLNRRcT5pMt6H1l0LWZmZmXgDrSZNeNm4CVFF2FmZlYG7kCbWTO2ZuwTDc3MzLqCj4E2s4Yk9QCbAe8BdgV+U2xFZmZm5eAOtFmXkzTE6HuXBTwEfLIzFZmZmZVbZQ7hkDRH0qWSnpT0sKSfSNq46LrMJoBLRpguAk4HPgNsHRE3rslGJJ0rKSR9ac3KNbNWK00bu2gR7LFHujUrsUrsgZa0I/A74LfAfwEbAl8Czpf04ohYWmR9ZlUWEbPbvQ1J+wDbtHs7ZpZfqdrYM8+EBQvgrLNg3307tlmzvKqyB/ow4A7gLRHx64j4CSnkzwfeXWhlZjYqSesD3wA+XnQtZtZQedrY449f9daspKrSgX45cF5EDAzPiIhrSMdl7lFYVWbWjKOBGyLilKILMbOGimtj584FaeV0+eVp/mWXrTp/7ty2lmGWVyUO4QAGgWUN5i8F/qPRAyTNIF2KuNbMllZlVkGSxrtrJyIi194oSTsA+zHG4RvOq1mhimtjDzkErrgCFi9O95ctW/UWYNo0OPTQ3E9t1k5V6UDfRPqEvIKkLYCnA8tHeMw80tdSZraqA8b5uCDH17mSJgM/AL4WETeNsfo8nFezohTXxs6ZA2efDbvvvrITXWvaNDjnHJg9e403ZdZKVelAfxM4KTt7/1hgA+D/gKFsamQ+cELdvJnAwvaUaFYZW3ZoO58C1gK+3MS683FezYpSbBs7Zw6ceirstRcsWbJy/tSpab47z1ZClehAR8TJkp4LfAI4hLQn7FTg14zw9VJE9AP9tfMktbVOsyqIiDvavQ1Jm5OyehAwRdKUmsVTsq9/H4uIwaymfpxXs0KUoo3t74e+PujpgSlTYOnSdL+/f6xHmhWiKicREhGfB54CvBB4ekTsAzwLuLTQwsyskWcAU4GTgEdqJkiN9CPAC4opzczqFd7GHndcOoRjm23gjDPS7eLFHo3DSqsSe6CHRcQTwPUAknYBnouHsTPLLTs++VLgMWCXiGh4nGO23m+AtYEdR1qvgT8DcxrMv5DUqT4OuCVn2WbWRoW2sdOnwzHHwLx5aS/0zjvD/Pmw0EdxWTlVogMtaTtgV+DabNYOpMsK/09EXF5YYWbVtS/wYuCNo3WKI2KZpGNIX+W+g9WPeRzpcf2kKxmuIvuK946IWG2ZmRWjFG3sggWr3u/thYMPTpNZCVWiA00aXmc30klJU4AbgfdHxI8Krcqsuv4TuDUifj3WihFxrqR/AHvRZAfazCrFbaxZTpXoQEfEX0mfiM2sNbYj7VVu1iWkBnaNRITPDDQrGbexZvlV5iRCM2uppwD351j/fmDDNtViZmZWKe5Am3WnJ4F1cqy/DrBkzLXMzMy6gDvQZt3pLuAlOdZ/CXBnm2oxMzOrFHegzbrTRcArJI3ZiZb0YuCVpCHozMzMup470Gbd6dukq42dJul5I62UXZ3sNGAQ+G6HajMzMyu1SozCYWatFRE3SToSOBz4k6RfABcAd2erbAq8Bvgv0rBWX4iIm4qo1czMrGzcgTbrUhFxpKQB4DDg7cA+dasIWA4cEhFHdbo+MzOzsnIH2qyLRcRXJJ0MHAi8Cnh6tuhe0qW+fxQRdxRVn5mZWRm5A23W5bIO8mFF12FmZlYV7kAXqG/oSaYMPFx0GQAsfuy+oksAYN66RVew0nYn/bPoElj+SH/RJVhmk+1ez0sO3L/oMgBY8uC1RZcAwIzH7i26hBV+c97lRZcAjz1RdAWWWWeon40HSvLlWd8GRVeQrP0fRVewwqX9ea7j1T73PdY/7sd6FA4zMzMzsxzcgTYzMzMzy8EdaDMzMzOzHNyBNjMzMzPLwR1oMzMzM7Mc3IE2MzMzM8vBHWgzMzMzsxzcgTYzMzMzy8EdaDMzMzOzHNyBNjMzMzPLwR1oMzMzM7McCu9AS5op6VuSrpC0WFJImtVgvamSjpF0r6Qns/VfXUDJZjYGSbOzLNdP/UXXZtZN3MaatUfhHWhgK+CtwCPAwlHWOw54D/AFYHfgXuC3krZtd4FmNm4fAV5RM83teAWLFsEee6Rbs+5TrTbWebWKKEMH+pKI2DgidgNOa7SCpG2AtwMfi4gfRsT5pH8IdwJHdq5UM8vpxoi4sma6puMVnHkmLFgAZ53V8U2blUC12ljn1Sqi8A50RAw1sdqbgOXAqTWPGwB+Brxe0pQ2lWdmVXf88avemnWRyrWxzqtVROEd6CY9H7gtIhbXzf8rMJn0FZWZlc/JkgYlPSTpp5I2b/sW584FaeV0+eVp/mWXrTp/buePJjErqeLaWOfVKqqv6AKatAHp+K16D9csX4WkGcCMutkzW1qVmY1kEfB14GLgUWA74HPAFZK2i4h/167c0rwecghccQUszvoCy5ategswbRoceui4nt5sAiqujXVeraKq0oEej3nAYUUXYdaNIuJPwJ9qZl0s6RLgKtKJhfWt4Txaldc5c+Dss2H33Vc2yrWmTYNzzoHZs1uyObMuNY9WZNZ5tYqqyiEcjwDrN5g//Kn44QbL5gNb1k07tqM4MxtbRFwL3Axs32DxfFqZ1zlz4NRTYerUVedPnZrmuzE2q1VsG+u8WgVVZQ/0X4E9JE2rO0Zra2AZcEv9AyKiH+ivnSepjSWaWZNitRntyGt/P/T1QU8PTJkCS5em+/39Yz3SrNsU38Y6r1YxVdkDfRYwCdhreIakPuBtwO8iYmlRhZlZcyS9BHgO6TCO9jvuuPSV8DbbwBlnpNvFi312v9nqim9jnVermFLsgZa0Z/bji7PbXSU9ADwQERdHxJ8knQrMlzQJuA34AOkro3d0vmIzG42kk0k5vZa0l2o74LPAv4BjO1LE9OlwzDEwb17aq7XzzjB/Piwc7VoSZhNPJdpY59UqphQdaFYf3P272e3FwOzs53cBXwa+RDrz9zpgl+y4SjMrlxuAfYAPA9OA+4BfAYdFxIMdqWDBglXv9/bCwQenyay7lL+NdV6tYkrRgY6IMQ+ciogngY9nk5mVWEQcBRxVdB1m5jbWrB2qcgy0mZmZmVkpuANtZmZmZpaDO9BmZmZmZjm4A21mZmZmloM70GZmZmZmObgDbWZmZmaWgzvQZmZmZmY5uANtZmZmZpaDO9BmZmZmZjmU4kqEHdQLcPfddxddBwD9ix7ljjvvKroMAJ789wNFl1A6yx/pL7oEBhY9Ovxjb5F1FKRkeX2cO+66r+gyAFi2+JGiSwBg6RMPFV3CSo89UXQF8MTi4Z+6Ma9Qosz2L3qMO+68p+gykr4SvDehPHUA9z36YNElAPDAvfcO/5g7s4qI1lZTYpJ2ABYWXYfZOOwYEZcWXUQnOa9WYV2XV3BmrdJyZ7bbOtBTgO2Be4HBcT7NTNI/iB2Boj9ml6WWstQxEWvpBZ4OXB0RS1tVWBW0KK9QnvdEWeooUy1lqaNVtXRtXsFtbBfUUaZaWlXHuDPbVYdwZC/OGu0VkDT8490Rcfua1rQmylJLWeqACVvLP9e8muppRV6hPO+JstQB5amlLHWA89oKbmMndh1QnlpaXMe4MuuTCM3MzMzMcnAH2szMzMwsB3egzczMzMxycAc6v37giOy2aP2Uo5Z+ylEHuBZbXT/l+Dv0U446oDy19FOOOqBctXSzfsrzd+inHLX0U446oDy19FNwHV01CoeZmZmZ2ZryHmgzMzMzsxzcgTYzMzMzy8EdaDMzMzOzHNyBtlwk9UraRtJGRddiZqNzXs2qw3mtFnegK0DSZEnfkLR90bUAAVwDbFdkEdlrcq2k1xVZR63sn98Pi67DileizJYir1CezGZ1fFTSfxRZh5WH87q6suS1ppbSZdYd6AqIiGXA+4C1SlDLEHAXsHbBdSwDtgQGiqyjVkQMAi8sug4rXlkyW5a8ZrWUIrNZHV8FNiiyDisP57VhLaXIa00tpcusO9AjkLSeai62ns17jqQfS7pR0t8k/UjSszpU0p+AF3RoW2P5ATBP0uSC6zgPKPzTcZ0LJH1b0kslbT08FV1UN3BmR1SWvEJ5Mnsj8Iyii+hmzuuInNfGSpfZvqILKLFHgFcAVwFkXx1cli27NLv9T+BNkl4eEf9ocz0HA6dIugM4J4odwHtd4JnArZLOBe4lffU0LCLisA7U8S3gJEl9wIIGdRARt3agjlp7Z7dvqC2DkgV/gnJmGytLXqE8mf0C8E1Jf4yI6zuwPVud89qY89pY6TLrC6mMQNIQ8PKIGA73GaRPp6+OiLuzeZsDlwALI+Kdba7nLmA66aud5cADrB6qLdpZQ00tQ2OsEhHR2+E6Gr6RO1GHlYMzO2Idpchrg1oKy6ykhcCzgQ2B22ncSdmp3XV0M+d1xDqc18a1lC6z3gPdvJ2Ag4eDDRARd0r6KumTUbudzwhv4E6LiLIc+vOuogtoRNJrgOdFxLclPRWYERE3F11XF3JmKVVeoTyZHQT+VnQRtgrnFed1FKXLrDvQzVsb+HuD+X8nfSJqq4g4oN3bqJqIOLHoGupJ+gywG/B04NvAZOB4YIci6+pSzmzJlCWzETG76BpsNc5ryZQlr1DOzLoDPbo31gyb8jDQaGzGjYDHO1dSOWQnf7wReDXpn9vhEXGHpJ2Af0TEPR2spQfYOqvjmoh4olPbbmAf4CVkx/VFxN2S1iuwnm7jzDZQprxm9ZQps1Yc57UB57UayvRVQRkdAvy/bNqIxmejvgK4pRPFSNpO0q8kPShpQNKLsvlfkbRLJ2rItrc+cDnppIL3APuxcg/Be4DPdLCWDwL3AX8BLgCek81fIOkjnaqjxpMRsbxuXuFfC3YRZ3b1GkqT16yeUmRW0qaS/lfSNZJuG+7ISZon6WWdqqPLOa+r1+C8jlxLqTLrDvTItmwwHdlgvSHg++0uRtIOwBXAc4Gfsurfbgh4f7trqHEMsBnwKlKwa4ci+j3wmk4UIek9wDdJ/2jeWlfHQuC/OlFHnbuyv1VI6pF0KPDXAuroRs5sY6XIK5Qns5KeD1wPvBO4B9icdLgVwBbARztRR5dzXhtzXhvXUr7MRoSnCkykYX3OIL2B+0iBflG27D+BOztYywPA/tnPvXW17Aw82qE6bgSOHqGONwD3FfB3ehrwO2AZsIQ0juZTi37/eOr8VJbMliWv2fZKkVngXNKQaes0+NvsBdxa9PvHU2cn57VhLaXIa7a90mXWx0BXx4uA/4yIkFR/SMCDND52rF3WAf41wrKprPoptZ22BH47wrIngBkdqmOFiLgPeJ2kaUBPRHTVsXu2irJktix5hfJkdgdgn4h4XFL9MFz3kz4IW3dxXldXlrxCCTPrQzhGIWmt7NiaCyXdL2lZNt2fzZuXdZQ6YQkw0raeDizqUB0ANzHy1Yl2In3N0gkPArNGWPYcRv4n1DaSTpb0LmAjd547z5ltqCx5hfJkdrSxdp8CPNmhOrqa89qQ89pY6TLrDvQIJG1GOmj+GNInvl8AR2fTL7LV/ge4Tmmw93a7lHR5z9pPXsOfkt9NOri/U76b1XII6TgkgBlZx/FDwHc6VMfZwBck1V7lLyQ9BfgY6bitTlsAvAw4X9Itkn4g6a0F1NF1nNkRlSWvUJ7MXsXIY9y+lZVXxLM2cV5H5Lw2Vr7MdvqYkapMwC9J4Z41yjqzgD8Dv+xAPduQhvK5ATicNKj4fOBC4FHgOR1+fb4KDGR1DGW3y4Evd7CGp5A+rS/OXodB0okND5BO3Jte4PtnEuns6duAgaLq6KbJmR21lsLzmtVRisyS9uQtJ52vcEBWx6eAE4GlwMs6+bp04+S8jlqL87p6LaXLrC/lPQJJi4B9I+KsMdZ7E/CTiJjegZpeRPq0/mpWHtC/EPh4RPyp3dtvUM8WwGuBpwIPAedFxK0drmFdYB7w+po6zgW+ERGPdrKWrJ6DSWdJbwZcSbq61QUR8e9O19JtnNkxayk8r1kdpcispDeQOkjPrJl9O/DBiPhNp+roVs7rmLU4r6vXUqrMugM9Akn9wDubDPePI2JGJ+rKtjkV2ADoj4jFndqujS1739wA/AA4Pzo84H03c2ZtPCRtRdYxiIibiq6nWzivNl5lyaw70COQ9Avg2cCbI+K2EdaZRRr25uaI2KuD5SFpo4h4oJPbrNn2H0h7Vi8CLi36H4zSlf7+A9gUuBu4ISIeK6iWXmB7YC5pyKH1gYURUcRFXbqKMzvidkuVVyg+s5LWCZ/kWyjndcTtOq+NayhdZt2BHoGkmaRjfmaRvoq/AXgkW7w+8Hzg5aSvD3aOiLs7UNNOpIHmX0oaQHwZ8AfgCxFxSbu3X1PHycBs0pnJy4CrSa/VhcBlEbGsg7V8ATiYNPTP8PA+jwHHRMSXOlVHXU0bkzrQryF97fVoRDyviFq6iTM7Yg2lyWtWT+GZlbQcuIaVr8OlEeGRNzrIeR2xBue1cR2ly6w70KOQtBbwXtI16Z9P+koHUsj/CpwJ/LATnxAl7QX8DLgZOI2V4x7uCTwL2DsifjHyM7SlpueS9rLOzqYNSQfzXxERbb9akqQjgM+TLgP7M9JrsjGwD3Ag8MWIOLzdddTVdAOwLumM7QtJh3F0fDi9buXMjlpPoXnNaihFZpWusDaH9Do8jdRRuYqU2QtIr0lHOyrdyHkdtR7nddVaSpdZd6ArQtKNwD+At0TEUM38HtI/mWcWtZdT0jqkN/VHSXtdIyLqBzpvx3bvAU6OiE82WPY14O0RsUm766jb7rMj4uZObtPKqayZLSqv2bbLmNmtSa/HzqSTxzYElkTE2p2sw4rlvDbcdunymm27FJn1ONDVsSXwvdpgA2T3v8vIg523nKSpkuZK+rKkK4CHgZNIA9F/Anhxh0qZzshXSTo3W95REXGzpNdLOiabRhoQ3ya+UmS2RHmFEmYWuAO4lTTk5N2kr6mXFFCHFct5XV0Z8wolyawv5b2GJO1I2pPf7uOj/sHIlxLdCLilzduv9QhpgPmFpBM85gHXRMRgB2uAdGza9sDvGyzbPlveUZI+CewPnJLN+rqkEyPia52uxRrrwsyWJa9QksxK2pm092pOtt0lpNfnZOAgoOPDglpjzqvzCuXMrDvQa+4C0p78dn+lcgjwTUk3RsTVwzMlvYw06PuH27z9Wo+TjlXbmDSUzFNJl0Dt9MgXHwFOlzTAymPWNiZdlehA4M3Z12/Aij0J7fZO4BXDZyhLOpZ0hSR3oMuj2zJblrxCeTL7e9LFIb4PfJziOig2NufVeYUSZtbHQK8hSfuRXscT27ydhcDw2Id3sfKNvFn2c+2n44iIndpczwtJnwSHj0Fam/QJ8ELShUN+187tZzUMh7XRm1h18yMi2v6BUdL1EfGCseZZcboxs2XIa1ZHKTIr6ZekK5utD1xHdsIvcEnZhsrqds6r85rVUrrMugNdEZIuovGbuKGImNO+alaVfQLdgXS2bidPIjycfK/JEe2rJpF0POkfyw+zWe8GeiLiXe3etpVLWTNbVF6zbR9OiTIraVtSR2UOqaMyDbiWNHrOIe3ctpWL89pw24dTorxCuTLrDrSNi6RJpDE6h49JehkwBfg3cFFE7F1geYWRtDbwBdI/OkhfO30xIp4orirrds7r6CRNIe3d+iQd7qSY1XNex1aGzLoDPYbs086bga1ZOUblw8DfgDMjoutONpF0HvAK0ie/h4GLWfnV0t8KrKuwqzNaeTizqyprXrPairraWx+pgzL8NfnLSRfOeJB0BbgLI+L7na6rGzmvq3JeR9x26TLrDvQIJE0FfkQ6WH458E/SmxlSyJ9B+uOdBhwQEW0fQkXSDOBjpHBtCvwLuByYHxH97d5+TR1nsvJqQNdFgW+iMlw5Kqvjv0dbHhHf7VQt3cqZHbGG0uQ1q6fwzEp6ApgK9LOyg3JhRNzQie2b8zpKDc5r4zpKl1l3oEcg6evAu0iDl/88IpbWLZ8C7AV8EzghIg5ucz3bkA4HmE667OnwCQ4vJ72hXhMR17ezhrIp05WjJP1olMUREQd2oo5u5syWX1kyK+njpAb4z0V3ULqV81p+ZclrVkvpMusO9Agk3QscEhHHj7Heu4EvRcTT21zPxaQwvz4i7qiZP4s0oPl9ETG7nTU0qGl30jFIG5D2HFwYEb/u4PZLeeWo0Ug6cKz3lI2PMztmPYXmNauhcpm19nBex6zHeS27iPDUYCKNNzinifV2BhZ3qJ69Rlj2tk7UULO9dUlfoQyRvs65N7sdJB2LtE6H6lgC7DrCst2AJ4t+HzWo69qia5iokzM7Yh2lyGtWS2kyCzydND771aTDB64G/gd4Wqdq6ObJeR2xDud15HpKlVlfyntkfwI+JGnEszqzT2EfpDNXwHkIWDrCsiXZ8k75CvAi0kVD1oq0Z2AtYL9s/lc6VEdZrhyVh4ouYAJzZhsrS16hJJmV9GzSWLIfIV244qrs9qPAnyU9qxN1dDnntTHntYFSZraIXnsVJtK4i4uBm0gH0L8NeF02vS2b9/dsnR06UM/nSJetnFo3f61s/mc6+NrcA3x0hGUfBf7VoTreBNwGbF83/2XZ/N2Lfh81qNl7oNv32jqzjesoRV6z7ZUis8DppM7BrLr5W2Tvn1916jXp1sl5HbEO57VxLaXLrI+BHkV2NaAjgNeTzv6stZR0XNThEXFdB2r5EukT6FTg16w8wWE34Engx6wc8Dwi4rA21rKUFJzzGix7LXBWRNS/Xu2oozRXjmqWpGsj4kVF1zFRObMN6yhFXrPtlSKzkvqB90fEzxos2wf4bkSs345t20rOa8M6nNfGtfRTssy6A92EbPzBZ7JyjMpHgH9GxPIO1pDnGvMRbRxQXNLfgd9GxEcbLPsGsEt04MSCsl45ajSS/hQR2xVdx0TnzK5SRynymm3vIkqQWUnDx7ue02DZ7sCpEbF2O7Ztq3NeV6nDeW1cS+ky27brlk8kETFA+oqgyBrKdLz6D4CvS1oHOJl0ksPTgL2Bg4CPd6KI6PCoIy1yQNEFdANndhWlyCuUKrN/Bj4s6Tex6ugCAv47W24d4ryuwnlt7M+ULLPeA23jIukrpCBPGp5FOlP469Hh69GXgaSrGeWTekS8tIPlmK3CeV2VpF2As0ln8p/Kyk7KXqTxbd8QEb8rrkLrZs7r6sqYWXegxyBpK9In49dFxPl1y/YEfgrMjIh/F1FfkSStTxpkfnicyisj4pEObv/VY60Tnbuy2ajHfkXExZ2ow5zZkRSd16yGMmV2F+BLwHakDkoAfwQ+HxG/7UQN5ryOxHldXdky6w50EyRdDtwUEe+qm386MCUidutADUOMcSxSO497LqOyvyaSZkQHL7FuKzmz5VTG10TSNGB94JGIWNzJbVvivJZTWV+TsmTWx0A35yTgK5LeH9nlRrNPh7uSLkXaCUey+ht5Q9KQP1OAE9q58WY+idbq0KfSRicsbAgMX8HpQx2oAQBJ84BzI+Lv2bimZwG7SHoYeHNEXNapWgzo8syWNK9QoswOyxpgd5yL5bzm0M15hfJk1nugmyBpA9LxNvtGxGnZvPcCxwAbR8SSAmsb7qz9LiLmt3E7Y34SHV6VNo8C0ozsbOUpEfHfHdreDcB2EbFc0jtIY4rOAV5MulztDp2ow5Juz2zV8grtz6ykL+RYPSLii+2ow1bnvDqvI2yj1Jl1B7pJ2VdJvRHxpuz+JaRhdjr16XhE2RAu346IWW3cRq7xHYs+5lfSXOBnEfGUDm3vzxGxbfbz8aSvI4/O7nvougJ0c2arlldof2bLMkyZNea8Nq8b8ppto9SZ9SEczTsJODn7pLwO8Crg8EIrWmkKK8fPbIs1Cayk/UiDv3fyBIjnAHnCt6b6JE3Kxi3dATiuZtnkDtZhK3VtZiuYV2hzZks0TJk15ryOw0TNK5Q/s+5AN+8s4AnSJUZnkC6neUGnNi5p8wazJwP/AXwVuKZTteSRff31I2B70uD4rXzu/RrMHn5N3g38qpXbG8OvgPMlPUj6p3IFgKQtgMc6WIet5Mzm1M68Zs9fpsw2JRtn9jjSFfHuLLqeCcx5zcl5baxTmfUhHDlI+h7wAmA6cHZEfLaD2x7pGCmRxkV8U0Tc2Kl6mpUFfDnwkoi4tsXPPdKn36WkcSI/GhGLWrnNMerZC9iU9LXWfdm8FwFP8ZiyxXBm82lnXrPnL1Vmm5G9JsuA7dvxmthKzms+zmtjncqs90Dn8xPgUlLI3tbhbR/I6uFeAtwBXB0Rgx2upwy2bDBvSUTc3/FKgOGTX+rmucEtljNbLqXKbA4quoAu4byWS1XzCh3IrDvQOUTE5ZJuAxZFxN86vO0T8qxf4HFRHRMRdzS7bru/0pF0GqNfifCtrd6mjc2ZLZcyZdbKx3ktF+d1dO5A5xQRzyy6hrG0+7ioiuoB9ge+DbQj3NeT9lRYyTizldXuzFoJOa+V1XV5dQc6B0nrkQ6e3xT4F3B9RJT1BDF/5bi6dr4m+wODpH+qJ0bEPW3cljXJma08vyZdxHmtvK56TUo9REiZZAN63wUsJB08vxC4W9KhhRZWDRP+TNVsr8l7gecCN0o6R9J/SfKH1II4s+M24fNq5eO8jpvzWhB3oJsg6QjSeJSnAq8lnSX8WuDnwBGSDi+suGroik+lEXFRROwPzAROBz4G/EvS/xZbWfdxZtdIV+TVysN5XSPOa0G8d6w57wG+HhGfrJn3V+ACSYtIex4PL6KwoknahOzrtkaHLWRnLnfVB7WIeEzScaRL0x4OvA/4eKFFdR9ntgHndVwCuBiP595OzmsDzuu4dSSzfuGbMx347QjLzs2WdxVJ+2VnS98FXAncJek2SfsWXFqhJD1H0tHA3aR/+D8i/QO0znJmaziv4xcRQxExJyL+UXQtE5jzWsN5XTOdyqz3QDfnD6SzbX/fYNn22fKyadtxUZI+BBxLej2+CNwPbAzsA5woaXpEfKdd2y8jSe8F3gU8EzgZ2DUi/lJsVV3Nmc04r0nWIWn2NY4qjAYxgTivGed1pbJn1h3o5nwEOF3SAHAaK9/QbyUNvv5mSSv25kdEW68P36R2Hhd1MHBCRBxYN/94SScAnwDKFvB2f6XzFuDrwBkRsbxN27DmObMrVTGv0PrMXoxPuCor53Ul53WlUmfWl/JuQs3lLEe6zGft/IiItn4wGeu4qHaT9CTw5kaXp5b0OmBBREzrdF1mw5zZVbbtvFqpOa+rbNt5rQjvgW7OkZTgU1B25aMjgM1r5t0JfD4iTupgKdeTDlVo5FnADe3acNm/0rHScGZXKiyv4MxaU5zXlZzXinAHugkRcXjRNZTsuKiPAj+T9CDwq4gYzK7M9F/AJ4G927jtUn+lY+XgzK6iyLxCSTIr6ZnA1hFxVt38nYGvAluTRs45JiL+r4ASu5bzugrnNVP2zPoQjorIPhVe2OC4KLLjonaKiC07VMtdwHrAOqSr7z0CrA/0Ao8Di2pWj4jYohN1mZVJWTLrvCbZa/6siHhVzbznAH8ivS6/A55NapT3jIjTi6jTiuG8lk/ZM+s90NXxNOBnIyz7Kelki045n5J8QjUrsbJk1nlNXgb8oG7eh4DJwCsj4qrsRLVzs/nuQHcX57V8Sp1Zd6Cro9DjompFxAGd2la9sn+lY1ajFJktMq9QqsxuAtxYN29X4E8RcRWk0R0k/T/ge22sw8rJeaVUeYWSZ9YXUqmOjwKfkbRXdjwUknolvZV0XNRHCq2ucz4PfKZ2RvaVztnA80iD8S8Bvidpj86XZ7aCM5uUJbMife07XMNTgWcAl9Wtdw/p63PrLs5rUpa8Qskz6w50dfwcmEH6iulJSfcDTwKnkI6P+rmkO7PpjlZvXNIzJb2xwfydJV0l6XFJ/8guKNJOLyONE1pr+Cud10TEfwHbkL4G+1CbazEbTWGZLVFeoTyZvTWrZdhrSV+VX1i33lOBB9tYh5WT85qUJa9Q8sz6EI7qKPq4qM+TvsZa8bVOzafSQdKn0meTPpU+0MaD+Uv9lY5ZjSIzW5a8QnkyeyJwhKRFpBEWvkhqdOvH250N+LLd3cd5TcqSVyh5Zt2Broiij4uiPAfzj/SVzrF16/lrWCtUwZktS16hPJn9DrBjzXYfBd4REU/W1DaNNGzZN9tYh5WQ87pCWfIKJc+sD+GwZjX1qRT4f8C2bayj1F/pmJVEWfIKJclsRCyLiP8knSi2PbBpRJxTt1oPsAvwrXbVYdaA89pA2TPrDnSJley4qLIczH8i8GlJH5K0FyX7Sse6W4kyW5a8QskyGxG3RcQfI+KJBssez5YtavRYm1ic14ZKlVcob2Z9CEe5lem4qOFPpb/P7hf1qbTUX+lY1ytLZsuSVyhJZiU9I8/6EXFru2qx0nBeV1eKvGbbKXVmu+5KhJI2IF3lpwp+TxrA/fiaeYcD+5Iu63kd6ZPriaSrFL2jjbUcCHwMOIYU4M8AawE7AEtr1juMNNRNuy83OpN0xvQ/SWdK15pG+vR+B/BYm+vohEcj4uGiiyhCxfIK5cls2fIKxWf2VvKdJDbSmMBj6dq8QuUy67yOrOi8Qskz21UdaEkbTOrloeWDY69rViKPAFt1W6PsvFpFdWVewZm1yhpXZrvtEI71lg/Ca57TyzqTe+jrAQkm9Qj1QF8P9ChNfT3Q0wN9PaJH0Jst6+sVPUBfXw/qEX09PfT09NDb10OPeujtEz09PfT19KblvT309Ijevl56JHqz+329vdDbQ09PLz19k1FvLz19k1BPL719k7L7k1FvT7rt6aG3bzL01i5P66t3ElIvPT19qKeXnt4+IJvf00NPzySkHnp6J0FPD1IvqllX9IL60ouhPqAH1AvKbukh1AuMvnwoIk0EAxEEQQQMRDAEDJGWDWbrDZLdBkQ2fzCCgRhkcChYPjTEUAyxfGiQQWBgcJDBiHQ/goEYYnBoiIGhoTQ/0vwYGmLZwCBDMcSy5el2+cBAes7BAQaHhlg+kD12YJDB2uUDafnA4CBDQ0MM1t0ODA4SQ0Msz+5H/boRDA4MrLhPDMHAIBAwMJDuDw6tnB8Bg3XzBwdhaAiGBuHJpXD9LeuT9uh0W4O83vJBmPOsXtab2rMim7090CvR21uTVUFfb02es/m9PaJXZBlMGe3rzbLb21szX/Rm94eXpxxn62b57ZmUMtczaTI96kGTsmxOmpzNz5b3TaKntxdl2e7ty7LYNxnUQ0/vZCRltz2oZ2U2e3r7VrlV76TsMStzXpu9RtkNibTDrPFy1EMgBmIovTWzLA5lWR3O78qMpvtpPlmGSRmMlRkcyLK5fJVsDjGUzRuKSNmJlO9BUn5WZHMwZStltCabg7B8MOVqOHvLBoZvBxiKYGBgYJU8RsTKbA4MpP8vWTaHczwwNLRi+VAEMTiQZS+bBgdI/7yy+SsyOgBDkTI6NJTleBCWLIXrbu7WvEKTbezwbW9vluXs/qTe4ewqZbO3N63X17ui3VQPudrY3r7JK9pVsnazJ8twbWZ7J6V8aXLK9vD8cbWxK+5PRj1CmkSjdnM4mzF8n2x5jjZ2MFjRngYpkymjQwyxMqvDGV42lNZcNjiUPV/+NnZgYDijK9vVoaEhlg1nc/nQinZ3aJV2Nz0uTxs7nM3h2xXZzW5Xy2J9RtvYxnZbBxqAtSaJdaZoRSd5Uo+yznK636sRlmUB71HqQPesaIR7svs1t8ONcV/dbc189fZmQZ6SGtks0L2TJqPevtRI964Mem/tejXzUyPcmxrYnt4VDa16U+Nev3y4Ua5dNwW5p6aRXfV+rAjzyMuHG9rhcA+t6EDXBHl4WU0HevgfwUD2+OVDKWTLsg70suFGOQt3uj+UGuChoRVhH15vuFEdHBpi2fLsdqDudnntP4Bs/uAQvQMDK+YPDQ0xUNPgDg0Noex+ZLfDP2toiMhCOZTd13CHeWC4I736/YjajvVgTaNdc7/LTcvyuuLDbdbo9vXWZbL+ftaBTllWrmz2DHeg6+atzN6UlY1wb102hzvYvatnu2fScBZXzyZZNutz3NM7GerXHSWLqC91oEdZXtuBjpoOdH1+hz/s1mY0ZXmIoSB1lGNoRTZXyeJQltEYWnXZYPbhdqjmsTUZXC2rAwMMDsaK+8OZ7c2y3TN8P8tkz3A2I1bkVVkmGc7q8Lp1mV0te8ONcDY/Rspoba5tzDZ2Uo/GyLJWZlarZzVPG5uy17dKu9nT00vP5Ck17e3K9XomT14l2+NqY2uyq6xDPWoWV+lQ9zRcd6Q2dkVGV2tvh1Z8GK593LKh9AF2WZbZ8bSxy5tsX5dlOVtWl9k8bWxtZolYkW8NDDTMaH072s421qNwmJmZmZnl4A60mZmZmVkO7kCbmZmZmeXgDrSZmZmZWQ5deRLhk8uDXkXNGcLUjcIRTYzCQTYKB/T0BL19QY+C3r6h7AzhyM4QHsrOEB7KzhAebDAKR2SjagxmZwsPZPeX143CsdSjcJRkFI4VZ/rXLBvKRheIbDSAaMUoHEuXFxWT0li8POhbGnWjcFAzCkc0OQpHzWgdPdmJSz3Ksit6eyPL5lDNKByDdaNwRHYyYGSjcAxmo3AMZPOX1Y3CsdSjcJRwFI7BLMe1JwJHK0bhcF6BsdvY4cyOPQpH1v72ZScCZ81Onja2ty9QzwC9fYPZKBwD2UmCq2bWo3CUaxSO2uwORTA0fJstj1aNwrEGme26caCBW4D1i67FLIeuHFfWebWK6sq8gjNrlTWuzHZVBxoKuUrSTGAh6dKYd+d87H/lXP+XOdcfr6cDe2TTM4FlwBTgE8CvyHfloFbrAz4FvDu7P94rEzWyJn/LNdG1VzarWF6hnJmtz+tS4DLgNXT+vdxIuzJb/7fsA3Ym/Y1mA5OAf5D+BqcDD7Rou12bV6hcZp3X/DrZxpY6s13Xge40SbOA24AtI+L2nI89HjghIi5pQ2ktIemlwAeB/Uhfdv4bODkiPtHhOrbKatgXmAU8Cvw8It7bwm3MYpx/S6uGNf0blz2zWV73I10KeENSA/TjTuc1q6Wtma3/W0p6GJhOuljCKcCJEfHHVmzLijOR29huymu2jVlUKLPuQLfZGob7CWAqcCfwY+AnEXFLq2tcUzW/4w/JPpVGRG8Htrs+6R/LfsBLSXu+zwNOBBZExJIWb28W7kBPaC3oQFcls1uR9uQMQWfymm23Y5lt0Bifnm3nnIjwwcoTRJe0sRM+r9n2ZlGhzHoUjnLbGDgIuB04FLhJ0mWS3iNpeqGVZbJgfyy7exDwGHBcG7c3SdIeWbDuBb4DrAt8BtgsInaNiJ+1OthmTSp1ZiVtJelI4IJs1hO0Ma/ZNkuR2YjYIyIWlLEhtsI4r6tvsxR5hfJn1nug26xVey0lbQa8k/T1yXOBJcCZpE9nv43o3DVkR/hU2gt8BPhhO4NV5Fc63gM98bXyb1yWzI6Q10uBnYDnRsRNbd5+IZl1XrvDRGtjuzWv2bZnUaXMRoSnNk7ADOBwYEYLn/OlwLdJxxsPkj4lfq3Nv8ck0kkNp5P+sQwBNwCfBJ7T6t9xlDpOB94CTJoIf0tP5Zra9TfudGbHyOvTO/leLiqzzmt3TBOhjXVe2/e3bOfkPdAVpjS45FFkh1BEG4+LKvvB/GZV0KnMOq9ma855tdF05YVUqm6ks2HbvNmLKfHB/GZlVkBmnVezcXJerRneA10RnT4b1szWjDNrVh3Oq+XlDnSJZV8f7U4K9K7AZOBvpECfFBH3FliemdVxZs2qw3m1NeFh7FpMUo+kz0q6XdISSddJaupqR5LeKOmnkm6WNAQsBn4B7AD8H7B9RPxHRBzTqWBL2kzSLyQtkvSopF9J2rzJx06VdIykeyU9KekKSa9ud815reHv+BVJv5P0kKSQdECby7UWm0iZ7Ya8gjPbzSZSXrOaJnxmJ2pe3YFuvS+SziL9NukT7ZXAaZJ2a+KxbwG2zR5zN9BPuoTlJhHxkU6fVCBpGmn8yecC+5OG+HkWcKGktZt4iuOA9wBfIH3Kvxf4raRt21LwOLTgd/wwsBZwdtuKtHabEJnthryCM2sTI6/QHZmd0HktehiQiTQBTyVdt/6IuvnnA39p4vE9NT9fClxU8O/zUdIQPlvVzNsSGAA+PsZjtyEdQ/aumnl9wE3AmUX/rVrxO9b+zYCtst/3gKJ/J0+5/v4TJrPdkNc1/T1r/2bObPWmiZTXrIYJn9mJnFfvgW6t15OOoTqpbv5JwAskbTnag6ODF0Np0puAK6Pm0qYRcRtwGfDmJh67HDi15rEDwM+A10ua0vpyx2VNfscy/s0sn4mU2W7IKziz3Wwi5RW6I7MTNq/uQLfW80mfjm+pm//X7Hbrzpazxp5PGsy93l8Z+3d5PnBbRCxu8NjJpE+TZbAmv6NV30TKbDfkFZzZbjaR8grdkdkJm1d3oFtrA6A/su8bajxcs7xKNgAeaTD/YWD9NXjs8PIyWJPf0apvImW2G/IKzmw3m0h5he7I7ITNqzvQo5A0Nzvrc6zpoqJrNTNn1qxKnFerMl+JcHSXA89rYr3hr1AeAWZIUt0n5OFPgg9TLY/Q+BPiSJ8o6x+7xQiPhfK8FmvyO1r5dHNmuyGv4MxOJN2cV+iOzE7YvLoDPYrs2KK/53jIX4EpwDNZ9Rit4eN8/tai0jrlr6Tjl+ptzdi/y1+BPSRNqztGa2tgGasfw1aUNfkdrWS6PLPdkFdwZieMLs8rdEdmJ2xefQhHa51LOiv2HXXz9wVuyM48rZIzgZdLesbwDEmzgFdly0ZzFjAJ2KvmsX3A24DfRcTSllc7PmvyO1r1TaTMdkNewZntZhMpr9AdmZ24eS16HL2JNgFfBZYAHwdmA98DhoDd69Y7H7ilbt4WwJ7ZdCPpk9vw/S0K+F3WJn2KvZ403MybgOuAW4F16uoeAL5Q9/ifkb6iOQh4DemKT0uAFxX9d2rh77hT9vf5EGmMym8P/82K/t08Nf0emBCZ7Ya8tuj3dGYrPE2UvGb1TPjMTuS8Fv7iTrQJ6AUOBe4gDbfzl0Z/aOAi4Pa6eQdkb5BG0wEF/T6bA78EHgUeAxYAs+rWmZXVeHjd/LWA/wXuy0L9B2B20X+jFv+OF430Nyv69/LU9N9/wmS2G/Lagt/Tma3wNJHymtU04TM7UfOqrEAzMzMzM2uCj4E2MzMzM8vBHWgzMzMzsxzcgTYzMzMzy8EdaDMzMzOzHNyBNjMzMzPLwR1oMzMzM7Mc3IEuAUnfl/T5Arb7AUn3S3pc0oYtes7Zku6uuX+7pLmteO5WkXSApEsL2O7jtVdjsupyZjvLmbU14bx2Vrfk1R3oDmv0xoqI90fEFztcxyTSAOyvi4h1IuKhTm5/opN0kaSDaudlr/OtRdVk4+PMdgdndmJwXrtDGfLa9R3o7NrxE25bTdgYmEq6lOmEVbLX3FrAmXVmrTqcV+d1wir6Uohtumzk7cBngb+RrhP/I2Bqtmw2cDfwadLlL38CTAHmA/dk03xgSt36nwMezJ77HTXbmg78GHiAdGnRQ4GebNkBwGXAN4CHSJeyXAIMAo8D/dl6JwBfqnnO95CuHf8wcCawSc2yAN4P/APoB74D6YqSDV6Hhr8X8Gzgiey5HgcuGOHxOwCXZ9u5i+xSp9lzfA24E7gf+D6wVu3rVfe3mJv9/FLgGtLlPO8H/neE7Y71mo+5/dq/b4PnPwC4tOb+K4GrgUXZ7Strlm1Aev/cQ3ovLcjmrw+cnf3dH8l+npkt+3L2N16Svb7frvnbbdXk++bS7Hd8BLgN2LXoXDmzzizOrDPrvDqvzmuqveggtjHcNwCbZX+cy8jCk/3xB4CjszfJWsCRwJXAU4GNsjf0F+vW/99s/Z1IwXhOtvzHwBnAuqRrud8MvLvmjzQAfBjoy7a1yhurPtzAztkb+kXZ9r4FXFIX7rOBGaTryz8A7DLC6zDa7zUre66+ER67Bema9fsAk4ANgW2zZd8g/dPZIPu9zwKOaiLcVwDvzH5eB3j5KOEe7TUfa/ur/H1HC3f2HI8A78z+Rvtk9zfMlp8DnEoK8yRgp2z+hsB/AdOyGk4jC362/CLgoLrt1oZ7rPfNctI/+V7gA6R/Lg3/iU+ECWfWmXVmKzPhvDqvzuuE7kC/v+b+bsA/a/74y8g+LWfz/gnsVnP/9cDtdW+WtWuW/xz4fPbCLwO2rln2PuCimj/SnSO9sUYI93HA/9QsWyf7Q8+qeYPsUFfLZ0Z4HUb7vWYxerg/C5zeYL5IQXtmzbxXALfVvF4jhfsS4AjgKWP8/UZ7zZvZ/ip/3wbPv+JvQAr1VXXLr8jWeTowBKzfxHtuW+CRmvsXMUK4m3zf3FKzbFr22KcVna12TTizzqwzW5kJ59V5dV6ZyMeu3FXz8x3AJjX3H4iIJTX3N8nWGWn9RyLiiQbLn0L6xFT/2E1HqKMZmwDXDt+JiMclPZQ95+3Z7Ptq1l9M+gcw0nON9nuNZjPSP4d6G5HebH+UNDxPpDfsWN5N+sT+d0m3AUdExNkjrDvSa97M9uv/vqOpf42Gt7Up6TV4OCIeqX+QpGmkT+m7kD45A6wrqTciBsfYZjPvmxV/44hYnP2uI/2dJwpn1plthjNbDs6r89qMCZvXiXwS4WY1P29O2j0/LOrWvYf0dcpI668vae0Gyx8kfXKtf+y/RtlW/f16q9SSbXfDuuds1li/12juAp7ZYP6DwJPA8yNiRjZNj4gx33gR8Y+I2If0ddfRwC/qXtdao73mY21/rNe4Vv1rNLytf5Fegw0kzWjwuIOB5wAvi4j1gFdn84f/44xWQzPvm27kzDqzzXBmy8F5dV6bMWHzOpE70B+UNFPSBsAhpGNsRnIKcKikjSQ9BfgCcFLdOkdImixpR2B34LTsU9DPgS9LWlfSFsDHGzy21v3ATEmTR6nlXZK2lTQF+Arwh4i4ffRfd9y/10hOBuZKequkPkkbSto2IoaAHwLfkPRUAEmbSnr9WE8oaV9JG2XP0Z/NHhrlIY1e83FvfwS/Bp4t6e3Z7/k2YGvg7Ii4F/gN8F1J60uaJGk4xOuS/sn0Z++xw+qe936g4XiU43zfdANn1plthjNbDs6r89qMCZvXidyB/inwO+BW0tckXxpl3S+Rzlz9C3A96eud2vXvIx30fg/pTf/+iPh7tuzDpOOFbiWd1flT4PhRtnUBaVib+yQ9WL8wIn5POg7pl8C9pE+oe4/yfKMZ6/caUUTcSTqu7WDSmcp/BrbJFn+adAbzlZIeBX5P+qQ4ll2Av0p6HPgmsHdEPDnCuqO95uPd/moijc25O+n3fAj4FLB7RAz/bd5J+iT7d+DfwLxs/nzSCSsPkk4iObfuqb8J7CnpEUnHNth03vdNN3BmndkxObOl4bw6r2OayHlVdgD1hCLpdtLB5b9vwXPNBk6KiJlr+lzWHL/m3ceZrTa/5t3Fea02v+atMZH3QJuZmZmZtZw70GZmZmZmOUzIQzjMzMzMzNrFe6DNzMzMzHJwB7pFJN0uae44H7ujpJtaXVO7SJolKSRN5Avx2ATmvJpVh/NqZeQOdAGycGw1fD8iFkbEuIaIGWM7h0sq7Tilki6SdFDRdZiNxnlNnFerAuc1cV7bzx3oJviTYDlJaubSpu3YriQ5OyXlvJaT82qNOK/l5Lw2ISI8NZhIl4n8IPAP4LZs3u6kwc77gcuBF9asfzswN/v5pcAV2Xr3At8GJmfLLsme+wngceBtwGzg7mz5p4Ff1NXyTeDY7OfpwHHZ8/6LNGh7b4P6dwGWkQYofxy4Lpu/CXAmaeD2W4D3jPIarAV8nXQN+UWkwcjXAmZlv0Nf/e+e3T+cNMYkwFTS1X8eyl6Pq4GNgS8Dg8CSrL5vZ+s/Fzgvq+8m4K01z3sC8D3SlY2eqN1mzTrvAm4EHiMNoP6+mmU3kgZwH77fBzwAvCi7//Ls79oPXAfMrln3oqzmy0hXR9pqtG1lj/lU9ne6Bzgoe822ypZNAb4G3Em6otL3gbWKft9XdcJ5BefVea3IhPMKzmvl81p4kMo6ZX+M84ANsjf1dqSr5LwM6AX2z97YU+rf5MCLszdLXxaGG4F5dc+9Vc392awM+BbAYmDd7H5v9iZ5eXb/dOAHwNqk691fVf/GahS0mnmXAN/Ngrdt9gbfeYTHfyd7Y2+a1fHK7I05i+YD/j7gLGBa9hwvBtarCc1BNY9bG7grC05f9po/CGydLT+B9I/mVaRvT6Y2qPkNpCtLCdgpey2HA/wF4OS6dW/Mft6U9E9ot+y5X5vd36im1juB52e1TRpjW7uQrvT0/Ox3P4lVA/4N0j/aDUiXLD0LOKro931VJ5xXcF6d14pMOK/gvFY+r4UHqaxT9sfYueb+94Av1q1zE7BTozd53XrzgNPrnrthwLP7lwL7ZT+/Fvhn9vPGwFJqPkkB+wAXjrDdFUHL7m9G+lS6bs28o4ATGjy2h/RJcJsGy2bRfMAPpG5vQs16F7FqwN8GLKxb5wfAYdnPJwA/zvl3XAB8NPt5K9Kn2WnZ/ZOBL2Q/fxr4Sd1jfwvsX1PrkTm2dXxtYLNtR3Yr0if8Z9YsfwXZnhhPzmt233l1Xifk5Lw6rxMhrz72aHR31fy8BbC/pA/XzJtM+spmFZKeDfwv8BLSp6M+4I85tvtTUnB/DLw9uz9cwyTgXknD6/bU1TmaTYCHI+Kxmnl3ZHXWewrpU/Q/c9TdyE9I/1h+JmkG6ZPiIRGxvMG6WwAvk9RfM68ve45ho/6uknYFDgOeTXptpgHXA0TELZJuBN4o6SzgTaRP4cPb3kvSG2uebhJw4UjbHm1bpNf6mhEeu1G27h9r/o4i7UGw8XNenVfntTqcV+e10nl1B3p0UfPzXcCXI+LLTTzue8CfgH0i4jFJ84A9c2z3NODrkmYCe5A+PQ3XsBR4SkQMNPE8UXf/HmADSevWhHxz0rFe9R4kHT/1TNLxSqN5gvSGHfa0FQWkIB8BHCFpFun4qptIx5nV13cXcHFEvHaUbdU/ZgVJU4BfAvsBZ0TEckkLSOEZdgrpn2cP8LeIuKVm2z+JiPc0s+0mtnUvMLPmsZvV/Pwgae/D8yOi0Wtv4+O8Oq8Nt+28lpLz6rw23HZV8lqNMx3L4YfA+yW9LDtLdG1Jb5C0boN11wUeBR6X9FzgA3XL7weeMdKGIuIB0lcaPyJ97XBjNv9e4Hek8K8nqUfSMyXtNMJT3Q/MGj6jNSLuIn3dc5SkqZJeCLyb9Km1voYh0tck/ytpE0m9kl6RvbHr/RnYW9IkSS+h5p+ZpDmSXpCd0fso6aSLoRFeh7OBZ0t6Z/ZckyRtL+l5I71WdSaTjiF7ABjIPsG+rm6dn2XzPsDKPQ9kr8EbJb0++12nSpqd/ZMdz7Z+DrxL0vMkTQM+P7wge21/CHxD0lMBJG0q6fVN/p42NufVec2zLee1WM6r85pnW+XIa6uPCZkoE3XHUWXzdiGd5dpP+gR0GitPRridlSc5vBr4O+ns14XAkcClNc/z/uzx/cBbqTtGK1vnnVkNn6ybP530Cfxu0gH/fwL2HuF32JB0vNcjwLXZvJmkID1M+vro/aO8BmsB80mfoBeRTpBodJbwM4A/ZL/vOcCxrDxGax/SJ+InSIE+tuZxrwBuzuobPgv6OdlzPEA6yeACYNts2QnAl8b4u30w204/6aupn9U/BjgfGACeVjf/ZcDF2WvzQFbH5tmyi6g5nqyZbQGfJZ3ocA/pH0oAm2XLpgJfIZ1d/CjpRJiPFP2+r+qE8wrOq/NakQnnFZzXyudV2cbMrI2yT/k3kM4qb+brQTMriPNqVh1F5dWHcJi1iaQ9JE2RtD5wNHCWG2OzcnJezaqjDHl1B9qsfd5HGtv0n6ThjeqP1TOz8nBezaqj8Lz6EA4zMzMzsxy8B9rMzMzMLAd3oM3MzMzMcnAH2szMzMwsB3egzczMzMxycAfazMzMzCyH/w9kVFV8BopHSgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "(-1.0, 1.0)"
-      ]
-     },
-     "execution_count": 270,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 720x576 with 6 Axes>"
       ]
      },
      "metadata": {
@@ -2131,69 +2348,94 @@
     }
    ],
    "source": [
-    "fig, ax = plt.subplots(1,1)\n"
+    "glm_clust.plot_cluster_proportions(cluster_meta.reset_index(), areas=areas)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ff3e6a6-1f92-4e86-8b0b-62c489c13524",
+   "metadata": {},
+   "source": [
+    "## Single cell example"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 264,
-   "id": "e478598c-ea86-4e01-b89e-a6d97b1f29c2",
+   "execution_count": 77,
+   "id": "ede62a0a-0eb5-4ca5-9512-0177b4243240",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "array([-2.        , -1.96666667, -1.93333333, -1.9       , -1.86666667,\n",
-       "       -1.83333333, -1.8       , -1.76666667, -1.73333333, -1.7       ,\n",
-       "       -1.66666667, -1.63333333, -1.6       , -1.56666667, -1.53333333,\n",
-       "       -1.5       , -1.46666667, -1.43333333, -1.4       , -1.36666667,\n",
-       "       -1.33333333, -1.3       , -1.26666667, -1.23333333, -1.2       ,\n",
-       "       -1.16666667, -1.13333333, -1.1       , -1.06666667, -1.03333333,\n",
-       "       -1.        , -0.96666667, -0.93333333, -0.9       , -0.86666667,\n",
-       "       -0.83333333, -0.8       , -0.76666667, -0.73333333, -0.7       ,\n",
-       "       -0.66666667, -0.63333333, -0.6       , -0.56666667, -0.53333333,\n",
-       "       -0.5       , -0.46666667, -0.43333333, -0.4       , -0.36666667,\n",
-       "       -0.33333333, -0.3       , -0.26666667, -0.23333333, -0.2       ,\n",
-       "       -0.16666667, -0.13333333, -0.1       , -0.06666667, -0.03333333,\n",
-       "        0.        ,  0.03333333,  0.06666667,  0.1       ,  0.13333333,\n",
-       "        0.16666667,  0.2       ,  0.23333333,  0.26666667,  0.3       ,\n",
-       "        0.33333333,  0.36666667,  0.4       ,  0.43333333,  0.46666667,\n",
-       "        0.5       ,  0.53333333,  0.56666667,  0.6       ,  0.63333333,\n",
-       "        0.66666667,  0.7       ,  0.73333333,  0.76666667,  0.8       ,\n",
-       "        0.83333333,  0.86666667,  0.9       ,  0.93333333,  0.96666667,\n",
-       "        1.        ,  1.03333333,  1.06666667,  1.1       ,  1.13333333,\n",
-       "        1.16666667,  1.2       ,  1.23333333,  1.26666667,  1.3       ,\n",
-       "        1.33333333,  1.36666667,  1.4       ,  1.43333333,  1.46666667,\n",
-       "        1.5       ,  1.53333333,  1.56666667,  1.6       ,  1.63333333,\n",
-       "        1.66666667,  1.7       ,  1.73333333,  1.76666667,  1.8       ,\n",
-       "        1.83333333,  1.86666667,  1.9       ,  1.93333333,  1.96666667,\n",
-       "        2.        ,  2.03333333,  2.06666667])"
-      ]
-     },
-     "execution_count": 264,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'mindscope_utilities'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_17368\\3370201942.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mvisual_behavior\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvisualization\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mophys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplatform_single_cell_examples\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpsc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\visualization\\ophys\\platform_single_cell_examples.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     13\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mvisual_behavior\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvisualization\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mophys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msummary_figures\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0msf\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 15\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mmindscope_utilities\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgeneral_utilities\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mms_utils\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mvisual_behavior_glm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGLM_params\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mglm_params\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'mindscope_utilities'"
+     ]
     }
    ],
+   "source": [
+    "import visual_behavior.visualization.ophys.platform_single_cell_examples as psc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9ab0d6b9-8597-4dbc-8b80-abb96c7e1f96",
+   "metadata": {},
+   "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
-   "execution_count": 265,
-   "id": "a5056ed8-7650-4d8f-9e95-64fdfe3ab8c5",
+   "execution_count": null,
+   "id": "c6c867f5-c3e7-41ec-8bf0-f067c3a08a5e",
    "metadata": {},
    "outputs": [],
    "source": [
-    "ts = all_images_mdf.trace_timestamps.iloc[0]"
+    "results_pivoted, weights_df, kernels = processing.load_GLM_outputs(glm_version, glm_output_dir)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ba6c87cf-72e4-461b-b876-adf94e97139d",
+   "id": "de9f9417-c0d7-4e92-b069-e0c9a2997832",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "cells_table = loading.get_cell_table()\n",
+    "experiments_table = loading.get_platform_paper_experiment_table(add_extra_columns=True, limit_to_closest_active=True)\n",
+    "tmp = cluster_ids.merge(cells_table, on=['cre_line', 'cell_specimen_id'], how='left').drop_duplicates(subset='cell_specimen_id')\n",
+    "container_data = tmp[tmp.ophys_container_id == ophys_container_id]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "25caa8da-417b-4788-ae54-8e74b33749e3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "container_csids = container_data.cell_specimen_id.unique()\n",
+    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "44f764d9-a164-4f5f-b727-7e0c84687b59",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "psc.plot_cell_rois_and_GLM_weights(cell_specimen_id, cells_table, experiments_table, dropout_features,\n",
+    "                                               results_pivoted, weights_df, weights_features, kernels,\n",
+    "                                               save_dir, folder, data_type)"
+   ]
   }
  ],
  "metadata": {
diff --git a/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb b/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb
index 39f3738be..6d7395bcb 100644
--- a/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb
+++ b/notebooks/221109_multi_session_df_loading_for_VB_platform_paper.ipynb
@@ -4,18 +4,7 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\.libs\\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll\n",
-      "C:\\Users\\marinag\\Anaconda3\\envs\\visual_behavior_sdk\\lib\\site-packages\\numpy\\.libs\\libopenblas.PYQHXLVVQ7VESDPUVUADXEVJOBGHJPAY.gfortran-win_amd64.dll\n",
-      "  stacklevel=1)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "import numpy as np\n",
@@ -32,10 +21,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
+    "import visual_behavior.data_access.utilities as utilities\n",
+    "from visual_behavior.data_access import loading as loading\n",
     "\n",
-    "%matplotlib inline"
+    "import visual_behavior.visualization.utils as utils\n",
+    "import visual_behavior.visualization.ophys.platform_paper_figures as ppf\n",
+    "\n",
+    "from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache"
    ]
   },
   {
@@ -44,15 +36,19 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import visual_behavior.data_access.utilities as utilities\n",
-    "from visual_behavior.data_access import loading as loading\n",
-    "\n",
-    "import visual_behavior.visualization.utils as utils\n",
-    "import visual_behavior.visualization.ophys.platform_paper_figures as ppf\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
     "\n",
-    "from allensdk.brain_observatory.behavior.behavior_project_cache import VisualBehaviorOphysProjectCache"
+    "%matplotlib inline"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -159,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -199,6 +195,442 @@
     "all_images_mdf = multi_session_df[multi_session_df.omitted==False]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
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+       "        cell_specimen_id  omitted  mean_response  sem_response  \\\n",
+       "2538          1086512525    False       0.000435      0.000085   \n",
+       "2540          1086512796    False       0.003182      0.000412   \n",
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+       "2544          1086513271    False       0.003922      0.000417   \n",
+       "2546          1086513679    False       0.000416      0.000066   \n",
+       "...                  ...      ...            ...           ...   \n",
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+       "155796        1120098787    False       0.000123      0.000019   \n",
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+       "155800        1120099220    False       0.000006      0.000003   \n",
+       "155802        1120099320    False       0.000213      0.000028   \n",
+       "\n",
+       "                                               mean_trace  \\\n",
+       "2538    [0.00026097883620400944, 0.0002568036432591395...   \n",
+       "2540    [0.0015787272721766484, 0.0017454733290374867,...   \n",
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+       "2546    [0.00045998280642151816, 0.0004533011520074236...   \n",
+       "...                                                   ...   \n",
+       "155794  [4.491027966999342e-05, 3.204402311743882e-05,...   \n",
+       "155796  [0.00018783784406378704, 0.0001517493425407559...   \n",
+       "155798  [0.0002914402994164741, 0.00023059844505826644...   \n",
+       "155800  [9.813933584149975e-06, 5.674806165247624e-06,...   \n",
+       "155802  [0.0003022103545975252, 0.00022074304000483776...   \n",
+       "\n",
+       "                                                sem_trace  \\\n",
+       "2538    [0.00015301693558038732, 0.0001523397034342921...   \n",
+       "2540    [0.00046020702597194917, 0.0004608399688427186...   \n",
+       "2542    [0.0001950315351740098, 0.00018488713712580415...   \n",
+       "2544    [0.0005504457104526843, 0.000549503872615475, ...   \n",
+       "2546    [0.00013747715878741193, 0.0001360430292105701...   \n",
+       "...                                                   ...   \n",
+       "155794  [1.7011122156155363e-05, 1.237891124299709e-05...   \n",
+       "155796  [4.096072523556799e-05, 3.4573670466823454e-05...   \n",
+       "155798  [5.042442115596693e-05, 4.195758780553706e-05,...   \n",
+       "155800  [5.129905484814123e-06, 3.0070403417461376e-06...   \n",
+       "155802  [5.332785866805341e-05, 4.038421648110548e-05,...   \n",
+       "\n",
+       "                                         trace_timestamps  \\\n",
+       "2538    [-2.0, -1.966666666666536, -1.9333333333333067...   \n",
+       "2540    [-2.0, -1.966666666666536, -1.9333333333333067...   \n",
+       "2542    [-2.0, -1.966666666666536, -1.9333333333333067...   \n",
+       "2544    [-2.0, -1.966666666666536, -1.9333333333333067...   \n",
+       "2546    [-2.0, -1.966666666666536, -1.9333333333333067...   \n",
+       "...                                                   ...   \n",
+       "155794  [-2.0, -1.9666666666665371, -1.933333333333305...   \n",
+       "155796  [-2.0, -1.9666666666665371, -1.933333333333305...   \n",
+       "155798  [-2.0, -1.9666666666665371, -1.933333333333305...   \n",
+       "155800  [-2.0, -1.9666666666665371, -1.933333333333305...   \n",
+       "155802  [-2.0, -1.9666666666665371, -1.933333333333305...   \n",
+       "\n",
+       "                                           mean_responses  mean_baseline  \\\n",
+       "2538    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000515   \n",
+       "2540    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.003466   \n",
+       "2542    [0.0, 0.01100636617019182, 0.00022310920055942...       0.001654   \n",
+       "2544    [0.0, 0.0, 0.004596423135530728, 1.16093575154...       0.005181   \n",
+       "2546    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000551   \n",
+       "...                                                   ...            ...   \n",
+       "155794  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000006   \n",
+       "155796  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000035   \n",
+       "155798  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000051   \n",
+       "155800  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000001   \n",
+       "155802  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...       0.000056   \n",
+       "\n",
+       "        sem_baseline  ...  isi_experiment_id  imaging_depth  \\\n",
+       "2538    9.741727e-05  ...          846102910             81   \n",
+       "2540    3.889144e-04  ...          846102910             81   \n",
+       "2542    1.686978e-04  ...          846102910             81   \n",
+       "2544    5.055854e-04  ...          846102910             81   \n",
+       "2546    7.787657e-05  ...          846102910             81   \n",
+       "...              ...  ...                ...            ...   \n",
+       "155794  2.500918e-06  ...         1059649397            275   \n",
+       "155796  7.759189e-06  ...         1059649397            275   \n",
+       "155798  9.339079e-06  ...         1059649397            275   \n",
+       "155800  7.139125e-07  ...         1059649397            275   \n",
+       "155802  1.046138e-05  ...         1059649397            275   \n",
+       "\n",
+       "        targeted_structure  published_at  date_of_acquisition  \\\n",
+       "2538                  VISp    2021-03-25  2019-05-21 09:22:38   \n",
+       "2540                  VISp    2021-03-25  2019-05-21 09:22:38   \n",
+       "2542                  VISp    2021-03-25  2019-05-21 09:22:38   \n",
+       "2544                  VISp    2021-03-25  2019-05-21 09:22:38   \n",
+       "2546                  VISp    2021-03-25  2019-05-21 09:22:38   \n",
+       "...                    ...           ...                  ...   \n",
+       "155794                VISp    2021-08-12  2021-02-22 17:03:56   \n",
+       "155796                VISp    2021-08-12  2021-02-22 17:03:56   \n",
+       "155798                VISp    2021-08-12  2021-02-22 17:03:56   \n",
+       "155800                VISp    2021-08-12  2021-02-22 17:03:56   \n",
+       "155802                VISp    2021-08-12  2021-02-22 17:03:56   \n",
+       "\n",
+       "            session_type  experience_level  passive  image_set       cell_type  \n",
+       "2538    OPHYS_1_images_A          Familiar    False          A  Vip Inhibitory  \n",
+       "2540    OPHYS_1_images_A          Familiar    False          A  Vip Inhibitory  \n",
+       "2542    OPHYS_1_images_A          Familiar    False          A  Vip Inhibitory  \n",
+       "2544    OPHYS_1_images_A          Familiar    False          A  Vip Inhibitory  \n",
+       "2546    OPHYS_1_images_A          Familiar    False          A  Vip Inhibitory  \n",
+       "...                  ...               ...      ...        ...             ...  \n",
+       "155794  OPHYS_6_images_B          Novel >1    False          B  Sst Inhibitory  \n",
+       "155796  OPHYS_6_images_B          Novel >1    False          B  Sst Inhibitory  \n",
+       "155798  OPHYS_6_images_B          Novel >1    False          B  Sst Inhibitory  \n",
+       "155800  OPHYS_6_images_B          Novel >1    False          B  Sst Inhibitory  \n",
+       "155802  OPHYS_6_images_B          Novel >1    False          B  Sst Inhibitory  \n",
+       "\n",
+       "[25935 rows x 51 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_images_mdf"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -225,9 +657,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "visual_behavior_sdk",
+   "display_name": "vba",
    "language": "python",
-   "name": "visual_behavior_sdk"
+   "name": "vba"
   },
   "language_info": {
    "codemirror_mode": {
@@ -239,9 +671,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.13"
+   "version": "3.7.9"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/notebooks/dabase_functions_example_useage.ipynb b/notebooks/dabase_functions_example_useage.ipynb
index 38e083619..04e199ba5 100644
--- a/notebooks/dabase_functions_example_useage.ipynb
+++ b/notebooks/dabase_functions_example_useage.ipynb
@@ -1239,9 +1239,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "visual_behavior_analysis",
+   "display_name": "vba",
    "language": "python",
-   "name": "visual_behavior_analysis"
+   "name": "vba"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1257,5 +1257,5 @@
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }

From 5a875209dac9bf4e3ee194742b551b60178545c7 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 10 Jan 2023 16:11:47 -0800
Subject: [PATCH 24/25] delete summary figures notebook

---
 .../220922_figure4_familiar_control.ipynb     | 1262 -----------------
 1 file changed, 1262 deletions(-)
 delete mode 100644 notebooks/220922_figure4_familiar_control.ipynb

diff --git a/notebooks/220922_figure4_familiar_control.ipynb b/notebooks/220922_figure4_familiar_control.ipynb
deleted file mode 100644
index 3e7785a26..000000000
--- a/notebooks/220922_figure4_familiar_control.ipynb
+++ /dev/null
@@ -1,1262 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d7613928-f970-469a-a53a-f9f79aeca193",
-   "metadata": {},
-   "source": [
-    "This notebook is a summary of Familiar session clustering control. I use the same steps as in original clustering analysis to examine clusters in the data from 3 Familiar sessions only in cells that were matched across at least 3 matched sessions. \n",
-    "\n",
-    "Two interesting questions that we can answer by looking at these clusters:\n",
-    "* Are the clusters from Familiar sessions only different from F/N/N+ dataset?\n",
-    "* What are the rates of represetional drift across Familiar sessions in three cre lines?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "532eb2da-1cd0-4cd2-a9b6-59ed70949d53",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "7e799adc-7f56-4c67-a6be-c040ac8417a5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import visual_behavior.data_access.utilities as utilities\n",
-    "from visual_behavior.data_access import loading as loading\n",
-    "import visual_behavior.dimensionality_reduction.clustering as vba_clust"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "20a8c91a-08b1-468f-a4fc-7ffbcf81b47a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import visual_behavior_glm.GLM_params as glm_params\n",
-    "import visual_behavior_glm.GLM_analysis_tools as gat\n",
-    "import visual_behavior_glm.GLM_fit_dev as glm_fit"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "6a24680f-f3b5-44bd-91b6-ea0d8217b086",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import visual_behavior.visualization.utils as utils\n",
-    "from visual_behavior.dimensionality_reduction.clustering import plotting\n",
-    "from visual_behavior.dimensionality_reduction.clustering import processing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "9c74732a-38c6-408a-8e66-9b666c32b51d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
-    "from sklearn.cluster import AgglomerativeClustering as ac"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "532d01d9-77cd-4c59-b852-535388a739e4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "%matplotlib inline\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "glm_version = '24_events_all_L2_optimize_by_session'\n",
-    "model_output_type = 'adj_fraction_change_from_full'\n",
-    "\n",
-    "base_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4'\n",
-    "base_dir = os.path.join(base_dir, glm_version)\n",
-    "if not os.path.exists(base_dir):\n",
-    "    os.mkdir(base_dir)\n",
-    "    \n",
-    "folder = '220922_familiar_control'\n",
-    "save_dir = os.path.join(base_dir, folder)\n",
-    "if not os.path.exists(save_dir):\n",
-    "    os.mkdir(save_dir)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "909924f7-7fad-431f-a5f9-60542ac0bcba",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c86f86ae-b6cb-4b8b-8413-6546d511a48e",
-   "metadata": {},
-   "source": [
-    "## Load GLM results and select familiar sessions only"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "d7a6f09c-09f2-47e0-8687-f6aa037c425b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1248 expts in cells table\n",
-      "28806 unique cell_specimen_ids in cells table\n"
-     ]
-    }
-   ],
-   "source": [
-    "cells_table = loading.get_cell_table(platform_paper_only=True, limit_to_closest_active=False, limit_to_matched_cells=False, add_extra_columns=True)\n",
-    "print(len(cells_table.ophys_experiment_id.unique()), 'expts in cells table')\n",
-    "print(len(cells_table.cell_specimen_id.unique()), 'unique cell_specimen_ids in cells table')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loaded feature matrix.\n"
-     ]
-    }
-   ],
-   "source": [
-    "filename = os.path.join(save_dir, 'feature_matrix_familiar_only.h5')\n",
-    "if os.path.exists(filename):\n",
-    "    feature_matrix = pd.read_hdf(filename, key = 'df')\n",
-    "    print('loaded feature matrix.')\n",
-    "# load and reshape file\n",
-    "else:\n",
-    "    run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)\n",
-    "    # select correct sessions\n",
-    "    active_only = results_pivoted[results_pivoted.session_type.isin(['OPHYS_1_images_B','OPHYS_3_images_B','OPHYS_1_images_A','OPHYS_3_images_A'])]\n",
-    "    # count how many cells have >= 3 sessions\n",
-    "    tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
-    "    matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
-    "    print('found {} cells...'.format(len(matched_cell_ids)))\n",
-    "    \n",
-    "    # drop cells that do not have at least 3 imaging sessions\n",
-    "    selected_sessions = active_only[active_only.cell_specimen_id.isin(matched_cell_ids)]\n",
-    "    # sort by date of imaging\n",
-    "    selected_sessions = selected_sessions.sort_values('date_of_acquisition')\n",
-    "    \n",
-    "    # rename session numbers to be sequential. Since there shouldnt be any difference among the sessions, we can just enumerate them.\n",
-    "    # I'm not going to create another column for this, since we already have \"session_number\" column. I will just replace those values\n",
-    "    for cid in matched_cell_ids:\n",
-    "        tmp = selected_sessions[selected_sessions.cell_specimen_id == cid]\n",
-    "        count = 1\n",
-    "        for index in tmp.index.values:\n",
-    "            selected_sessions.at[index, 'session_number'] = count\n",
-    "            count =count+1\n",
-    "    \n",
-    "    # group by cell id and session number\n",
-    "    feature_matrix = selected_sessions.groupby(['cell_specimen_id', 'session_number']).sum()[dropout_features].unstack()\n",
-    "    # drop cells with nan\n",
-    "    feature_matrix = feature_matrix.dropna(axis=1)\n",
-    "    \n",
-    "    # save\n",
-    "    feature_matrix.to_hdf(filename, key = 'df')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1450"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(np.unique(feature_matrix.index.values))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cre_lines = np.sort(cells_table.cre_line.unique())\n",
-    "cells_table_sel = cells_table[cells_table.cell_specimen_id.isin(feature_matrix.index.values)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Slc17a7-IRES2-Cre 1163\n",
-      "Sst-IRES-Cre 149\n",
-      "Vip-IRES-Cre 138\n"
-     ]
-    }
-   ],
-   "source": [
-    "# separate feature matrix by cre line\n",
-    "cre_line_dfs = {}\n",
-    "for cre_line in cre_lines:\n",
-    "    cids = np.unique(cells_table_sel[cells_table_sel['cre_line']==cre_line]['cell_specimen_id'].values)\n",
-    "    print(cre_line,len(cids))\n",
-    "    df_cre = feature_matrix.loc[cids].copy()\n",
-    "    cre_line_dfs[cre_line] = df_cre"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fcacf668-4294-4931-8451-f9469c45595c",
-   "metadata": {},
-   "source": [
-    "## Find optimal number of clusters"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fa451da0-b860-4962-ac76-b9959a7cac15",
-   "metadata": {},
-   "source": [
-    "### Compute eigen gap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimal number of clusters [   2    1    4    6    5    3    9   10    8    7 1160   13   11 1162\n",
-      "   15   12 1161 1158   16 1159   20   14   21   18   17]\n",
-      "Optimal number of clusters [  1   2   3   5 148   4   8   6   7 145 144   9 141 138 137  12 140  15\n",
-      "  19  16  13 130  18 127  11]\n",
-      "Optimal number of clusters [  1   3   4   2   5   7 137  10  13 136  12  11  16 135   8  18  15  23\n",
-      "   6  14 128  22  21  20 134]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from sklearn.cluster import SpectralClustering\n",
-    "\n",
-    "eigenGap_df = {}\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    X = cre_line_dfs[cre_line].values\n",
-    "    sc = SpectralClustering()\n",
-    "    sc.fit(X)\n",
-    "    A = sc.affinity_matrix_\n",
-    "    \n",
-    "    eigenvalues, eigenvectors, nb_clusters = vba_clust.get_eigenDecomposition(A)\n",
-    "    \n",
-    "    fig, ax = plt.subplots(2,1, figsize = (5,5), sharex=True)\n",
-    "    ax[0].plot(np.arange(1,len(eigenvalues)+1), eigenvalues, '-o')\n",
-    "    ax[0].grid()\n",
-    "    ax[0].set_title(cre_line)\n",
-    "    ax[0].set_ylabel('eigen value \\n(sorted)')\n",
-    "    ax[0].set_xlabel('eigen number')\n",
-    "    ax[0].set_xlim([0, 20])\n",
-    "    #ax[0].set_xticks([np.arange(2,20,step = 2)])\n",
-    "    \n",
-    "    ax[1].plot(np.arange(1,len(eigenvalues)), np.diff(eigenvalues), '-o')\n",
-    "    ax[1].set_ylabel('gap value \\n(difference)')\n",
-    "    ax[1].set_xlabel('eigen number')\n",
-    "    ax[1].set_xlim([0, 20])\n",
-    "    ax[1].set_ylim([0, 0.20])\n",
-    "    ax[1].grid()\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, f'eigenGap_{cre_line}.pdf'))\n",
-    "    eigenGap_df[cre_line] = [ eigenvalues, eigenvectors, nb_clusters]\n",
-    "    print(f'Optimal number of clusters {nb_clusters}')\n",
-    "        \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5ca6ca90-ba59-4721-a362-7e5574d27515",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Compute Gap statistic"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "89f8e499-1254-418b-888a-40b386f2b256",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loaded file\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pickle\n",
-    "\n",
-    "metric = 'euclidean' # default distance metric\n",
-    "shuffle_type ='all' # default shuffle type is all shuffle (cell id and regressors\n",
-    "\n",
-    "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_version, shuffle_type))\n",
-    "if os.path.exists(gap_filename):\n",
-    "    with open(gap_filename, 'rb') as f:\n",
-    "        gap_df = pickle.load(f)\n",
-    "        print('loaded file')\n",
-    "else:\n",
-    "    gap_df = {}\n",
-    "    for i, cre_line in enumerate(cre_lines):\n",
-    "        X = cre_line_dfs[cre_line]\n",
-    "        sc = SpectralClustering()\n",
-    "        gap_statistics = vba_clust.compute_gap(sc, X, k_max = 25)\n",
-    "        gap_df[cre_line]= gap_statistics\n",
-    "    vba_clust.save_clustering_results(gap_df, gap_filename)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "ff6d618c-0794-4bad-b476-9d954bf95db8",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['gap', 'reference_inertia', 'ondata_inertia', 'reference_sem', 'ondata_sem', 'gap_mean', 'gap_sem'])"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gap_df[cre_line].keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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JAY6mcZg7dy6jR48OdBiNWtmaCjg27UjJX0Lu9gPomxDFm9ecRKvIsFqL2Z927txJhw4dADoYY3YGOJwqq/Xn15GDML2XNbr2gpcq3f3EJ77j4JHy/e0EOK1zC/omxNCvXQwT565nX2b5/pitmoZx94iubNqbycZ9WazYkea2yT9QIkJtXD+oA7HR4bSJCmfT3kxe/n4rea6EEtz/XIF/ax4bs8b4+6Sy55fW2CnVyOQVOHj8yw1uayrGz1rNez/tJMQWRKgtiBU704prPUpKPVJQb5M6VQ1NW0G/K2HVDDjzIYisuA9dqpukrsjMG04p/ndOvsPtHxoPndujVBLTYcJXHs/3n7/3J0iEIIGb//e7230E+OG+MwkPsWEPtTFi2hK3A3xio8J465oTycwrICuvkJtmrHR7vpx8B68s3koFlY7kFjh48PO17DyUTevIcFpHhrFhbwavfL+tOAH0VAMYyL6Hqv7SxE6pBqbsX/j3nN2Vjq2bsnxrKsu3pvLbrsPku0nWAAochqZhwRQ4nOQWONwmdaDzlTVqp90KK9+Bn1+FsydVuKunaVHKDqpxNzGyu5opT+eLj7FzXp+2pb73dN12zSOKv79vZHe3CeUDo3rQKz660vPFx9j54b4zST1ylH0ZeYx+eXm5fcBKAKd/t8XttiK5BQ7u/2wN328+QIw9hGh7CO/9tLNKaytrzV7jpomdUvWEt53BJ8xe4+oLZP2Ff/enq4u394iL4h+ntOfzVckcys4vd434GDsz/u/k4u8HPb1IJwpWpTXvCMePht/ehsH3QHiUx119mY/Qn/MberuftwllReezBQmxUeHERoVXmAB+f+9QUo8c5UDWUcZ4SACPFjr546900nMKyMwrwFNPqeT0XJ79ZhPd2kTSpXUkG1IyeGTuep8GgWgC2HBpYqdUPeCuSWbC7DVsTz1C22g72w4eYeuBI/ywJRWHm3ahZhEhfHv3EFo2tZpPe8VH+/UXpGpkBt0B6z+3+tvlZfq0RFl1Eglvz+fLdb1JKEueLzk9h/iYCJ8TwNDgINrG2GkbY68wAVwy/kzAWmd50DOL2JtRvqk4OEh444ftFQ48yS1w8OgX6ylwOIkIDcYeGsTKXYd5c+mOUoNKtGm34dHETql6YGrS5nJNMnkFTl5cuBWAsOAgOrZq6japA0jPKShO6sD7X1T+/sWsGojULSBBkJdhfZ/xF8y73fq3m+TOn/9fvD1fTV3X6qw/zOM+UL0awCJBQcL9f3PfVDxlbG/O6R3HjtRs/tyfxW0frnIbT0ZuAeNnranwfeUWOJg8bz2Du7SkRYlnhNbs1V+a2ClVD1TUp23pfWfSNsaOLUh8ajr15hdVyf2UKrZwMpgy/S8Lcq1yL9ajbch8rQGsTs1jtzaRdGsTydNfb3L7c98mKpxPbz6VnHwHuQUOj03AaTkFDHziO7rFRnJKx+YECXy44q9SXTq0abf+0MROqXqgok7jJTuDa9OpqhUZe3wrV+X4s+bR08/9hFHdSz0fPDUBt2waxnWDEvl5+yE++W2P23WfcwscPPnVRs7o2opmESGIiI7araM0sVOqHrh+UCKPf7WxVFl1OoMrVS3RCVbzq7tyVeuq2wT8sGtamX+d2ZkCh5OuD33tdr7Ag0eOMuDxb2kSaqNd8wh2pmaXmrMPdNRuXaCJnVL1wNaDR7AJtIoMZ39mXrU7gytVLcMnWn3qCkrU/oTYrXIVEP5qAg6xBXlsIWjeJJR/ndmZv9Jy2HM4h037stxeJzk9l1tmrqRTq6Z0bt2U3Wk51sTNXjTtqurTxE6pOi4lPZdZK/fw95Pb8/iYXoEOR6lj/egWTj5Wczfw+kbfv64+qE7T7sTzji91rKc+veHBQWzcm8U36/Z5nLw5t8DBs0mbNLGrAZrYKVXHvfHDdoyBm4Z0DHQoSh3T51Lry1EILw2Av34GY0Ak0JGpaqpu027REmpHCx3sOpTDiGk/uL1OSnoet324itM7t2BQ55YkNIvweam1yta6bow0sVOqDjuQlceHv+5m7IB4EppFVH6AUrXNFgyn3wVf3gnbv4dOnkdYq/rDH027YcE2usZGehy0YQ+x8fP2Q8xbnQJAyyYhHM4tLJ62ybul1kSbdsvQxE6pOuytpTsocDgZN7RzoENRyrN+f4clz8IP/9bErpGpTtPulLG9Gd2vLVsOHGHZllSe/WZTubk4cwsc3P3JH7z8/Vai7CFEhQfz8/Y0XWqtAlVK7EQkDGgJHDTGlF+XSClVbYez85nx8y7O79uWDi2bBDocpTwLDoNBt8M3E2DXT9D+1EBHpOqQymr2usZG0jU2kse/3OD2eKeBzq2bkplXQOqRfLfTsYBVw3fDeys4Pi6K49tGkXw4l+cWbCa3kc3H51NiJyIDgOeA0wEbcDawSERaAx8CU4wx3/k9SqUaobeX7yAn38G/ztTaOlUPDLgGfngOlj4H7T8LdDSqjvGmZq+i+TpfvWpg8feeBm3YQ2zsPJTDok0HKhy08fiXG+jWJpLYqHCaRYQw948Ur+fjqw8JoNeJnYj0A5YCqcD7wHVF24wxB0TEDlwDeJ3YiUgccAdwMnAC0BQ40xiz2MvjewDTsBLNfGAecI8xJtXbGJSqizJyC3h3+U5G9WpD19jIQIejVOVCI+DUf8HCSZD8O8QPCHREqp7xdoL1ygZt5OY7+HN/FqM9rLRxKDufUS8sBSDUFoTDaXCY8k3Aj36xHoOhaVgITcOC+W1XGv9ZtNWrtXYDmQD6UmM3GUgB+gPhwPVlti8EfB3r3g24H9gKrAFO8/ZAEUkAfgDSgQexksJ7gd4icrIxpsDHWJSqM2b8tJOso4VaW6fqlxNvgOXTYem/4fKZgY5G1TNVWWrN3VrX9lAbfdvFVLDSRiiTLujF/sw8DmQd5bUl29zGk5FbwF0fr64w5twCBw9+vpa9GXm0bxFB+xYRrN2TwaR5GwJWA+hLYjcYq6n1iKuPXVm7gbY+Xn8l0NIYc0hExgCf+3Dsg4Ad6GeMSQYQkV+Bb4Grgbd9jEWpOiH7aCFvLdvBsO6t6RUfHehwlPJeeBScfDMseQb2b4DY4wMdkapnfF1qraK1rj2vtHE85/aJKy6btzrF/Vq70eF8dOMpZOUVknW0gL//9xe318nJd/DMN5sqjDe3wMGkeeuJb2andWQYrSPDSVq/r0aWZPMlsQsHMirYHuXrxY0x7qet9s5FwBdFSZ3rfN+JyJ9YNYea2Kl66YNfdnM4p0Br61T9dPLN8ON/YNnzcNGbgY5GNWLVnY9vwt+6k1hi4JqnGsD4GDtJd53BrkPZ7D6Uw7iZv7uN53BOAZe89lPx9wLllm7zNLrXF74kdtuAgRVsHwa4H9LiZyISD7QGfnOz+VdghIfjYoCYMsW6uKGqM/IKHLyxdDuDOrdgYPtmgQ5HKd9FNIcT/w9++g8MfQBadAp0RKoR89dSa1BxH8CmYcH0bBtNz7bRHhPA1pFhPHdJXw5kHWV/Zh5Tkza7jSfFzbG+8CWx+wB4REQ+AVa5ygyAiNwD/A1rIERtKKpD3etm216gtYjYjDFlx0TfCTzq7oQLFiwgNjbWfxGqCs2dOzfQIdRJS/cJB7NsXNYup1Y/o8Z2P/bv3x/oEBq2U2+FX16HZdNg9H8CHY1SlaqNBPDBc3pwRtdWxWUf/LLbbQLYNsZenbfiU2L3HNb0JknAJqykbpqItALaYPVte6Va0Xiv6F0fdbMtr8Q+R8psmw68W6YsAVg6YsQIEhMT/RSeqojVJ2J0oMOoc/ILnTwz9XtOTLRzz9WnIrW0NFNjvB87d+4MdAgNW2QsDLwGfnsbhtwPMe0CHZFSflFbNYDV4XViZ4zJF5GzgduAK7ESqK7AFuB54AVjjLNa0XivKMV1N4gjvMw+xYwx6VijaIvV1i9PpSoz+/c9pGTkMeWiPvr/UtV/p91uJXY/vgjnTA10NErVKn8mgL7yaYJiY0wh1rxx06p11eoraoKNc7MtDjjgphlWqTppzqpknk3aREp6HiE2Ie2Iu4popeqZmHbQ9wpY+R4MvteqxVNKleLtKGBf1Mu1Yo0xySJyEGtS47JOAv6o3YhUQxCICSVLL2YNBQ7Dg5+vQ0Tq3GzmSvns9Ltg1Qz4z0A4egSiE2D4ROjj65SnSilv+bLyxD+82c8Y837Vw/F47U6uc5ecRfAz4GoRiS8xj91wrOZhrfdXPimbYPlrPqHKTE3a7PVi1krVO8krQWxw1DWzVcZfMO9269+a3ClVI3ypsXsXa8BE2c4/Zadh8SmxE5GHXf/s4Xq9WkROB9KNMUXDqRa6XhNLHPoUcAnwvYi8hLXyxHhgta8xKBWIBCuvwOF2RBRUf7i7UnXCwslQtldMQa5VromdUjXCl8TuTA/HdwJuAXKAh6oQw+Nlvi9aqmwX4HGcvDHmLxEZgjVw42mstWK/BO42xuRXIQ7ViHlKpJLTczmQmUfrqPDiMn802a7Zk849n3heqqa6w92VqhMy9vhWrpSqNl9GxS7xsGmhiLyHNTHwAOB7XwIwxlQ6/M8Yk+ihfD0w0pfrKVWW02mwh9rIyXc/3uakpxbSt10MZ/doTVCQ8NLCLeQWVL4ItDv5hU7+s2gLLy/eRqumYfzzjA7M+Gm334e7K1UnRCdYza/uypVSNcIvgyeMMUdF5H9YNXf/9sc5laoNhQ4n9322hpx8B8FBQqHzWM8Ce0gQtw3vgtNp+HbjAZ5b8Kfbc3jbZLtxbyb3fLKaDXszGTsgnkfP70m0PYTj46JrfdCGUrVi+ESrT11BiRrxELtVrpSqEf4cFXsU0N9Gqt4ocDi586M/+GrtXu45uysJzew8t+BPtwnWrcO6cCAzj5OeWuj2XMnpufzv510MOK4Z3dpEYguSUk22keHBHDlaSPMmobxx9UBG9GxTfGxNDHdXqk4o6ke3cJLV/BrSBM6frv3rlKpBfknsRCQOuBnY4Y/zKeWN6vR1yytwcOsHv/PdxgM8dE4PbjyjIwAXDvDcRNQ6KtzjGoBBAg/PWQdAk1AbbWPC2ZGaU1wDmJlXiE3gzrO6lkrqlGrw+lxqfX10JexdDb0vCXRESjVovkx3ssjDpuZAdyAUuMYfQSlVmepMT5Kb7+CfM35j6ZZUHh/dk6tPTfT6up6WgHnqwl4MbN+clbvT+H1XOh+t2F2qWRfAYeDVxdu46pT2Xl9PqQaj41DY9CWkbYcWnQIdjVINli81dh0pP7WJAdKA2cB/jDE/+iswpSpS1elJjhwt5Pp3VvDbrjSmXtyHS07wbQ3LypaAOa5FBBf2T+B/P+9ye7xOY6IarY5DrdcdSzSxU6oG+TIqNrEG41B+EIiVEwKloulJVuxMo29CDKHBQUDpzyXYJhQ6DC9e0Z/z+7at0rW96RPX1kOTrU5johqtFp0hKh62L4YTrq90d6VU1dTLJcVUeYFaOSEQfvjzICJgytYfu1zy2k/YQ2yckNiMaHsw3244wNFCa3qSAoch1CY4nB4O9hNPTbY6jYlqtESgwxD48xtwOiEoKNARKdUg6U9WA1FR02RDkV/o5Kn5G/nH27/SqmkYYcGl//vaQ2w8OaYXr101gEtPSGB/Zh5frtlXnNQVn8dhavxzGdM/niljexMfY0eA+Bg7U8b2bnBJtqoaEekmItNE5EcRyRURIyKJgY6rxnUcCrlpsH9toCNRqsHyWGMnIturcD5jjNHOEwHgqWmyofTp2pGaze0frmJtcgZXnnwcD597PEnr93lsev5brzgAOkz4qlzHUKidz0WnMVEVOBW4Hdjo+uof2HBqSYczrNftiyGub0BDUaqhqqgpdjflB0uoOqqh9ukyxjBr5R4e/WI9IbYgXrtqIH/rZU0Xon3dVD32BRBjjMkSkTtpLIldVBy07Abbl8CgOwIdjVINksfEzhgztBbjUNU0fmQ37vl0dam+Y3WtT1fRIIbkdBvPblzkcXBHycEO4SE2cgscnNyhOdMv70dctG8JmfZ1U3WRMSYt0DEETMeh8Pv7UHgUgsMCHY1SDY72sWsgxvSPJz4mnFDbsVt6w+AOdaYpsGhwh1V7JsWDO+asSi7exxjDJyt2M+GzNSSn52Kw+gkGBwmXndDO56QOtK+bajhEJEZEEkt+AfVv0dWOQ6AwF/asCHQkSjVIOiq2gSh0ONmfeZSrT23PvSO6Mfzfi/lu4wHuPKsrtiAJdHgeB3eMn7Wa57/9k8y8ArLyCt2OVi10Gv797Z+MHVi132Ha1001EHcCj7rbsGDBAmJjY2s3mioKduRwDsKfX7/OpraHAh1OlcydOzfQIagSGtv92L9/f4XbfUrsRKQTcBdwMtCM8jV+OngiQLanZnO00Emv+CjsoTYePLcHt36wio9W7ObKkwO/0oGnwQoFDsOA42KIDA8hMjyYVxZv8+l4pQJNRIKwVt6plDEmrxqXmg68W6YsAVg6YsQIEhMTq3HqWnboTbrJPrqNHh3oSHw2d+5cRtfDuBuqxng/du7cWeF2X5YU6w0sA8KAzVgrUawHWgBtgG3AnirGqappXXIGAL3aRgNwbu84ZnTYxXNJmzm3dxwxEV793qkR81aneNwWH2Nn+uXH+o3P/SNFBzuo+uYM4HtvdhSRVsaY1KpcxBiTDqSXOV9VThV4HYfAsumQlwnhUYGORqkGxZc+dpOBfKAvMNxVdocxpi1wExAD/Muv0SmvrUvOJDwkiI6tmgLWA/+xC3qSkVvAtG//DEhMRwsdPDp3Hbd9uIr2LSIIdzPvXNlBDONHdsMeYqt0P6XqkE3AdV5+ZQUoxrql41AwDti1vOauseYTmNYLHouxXtd8UnPXUqoO8aUp9nTgDWPMZhFp4SoTAGPMf0VkMPA0cIGfY1ReWJeSQY+4qFL96XrERXHlye353y+7ueLk4+jepvb+Mt5zOId/fbCK1X+lc8PpHbh/VHe+WrPXNSo2h/iYCLejYitbi1WpusYYs4/yTaSqIgknQXC4Ne1Jt1H+P/+aT2De7VDgqv3P+Mv6HqDPpf6/nlJ1iC+JXSRWcytYNXcATUpsXw5M8UdQyjdOp2FDSiYXukl+7j67K/PWpDDpiw18cOPJtdJ08/3mA9z18R84HIbXrhpQPFlw0SAGq0/EMI/H62AHpRq4kHA47lRrouKasHDysaSuSEGuVa6JnWrgfEns9mP1pcM1qWY20LXE9maAzd2BqmbtTsvhyNFCesWXr5Fr1iSUe0Z045E56/h63T7O6R3n9+uXnHeuaVgwWUcL6REXxatXDiCxZZPKT6BUIyMi0cBtrm9Pdb3eKiLpwC5jzIyABFabOg6B7x6DrP0Q6ccRvcZYNXTuZGg3cNXw+ZLY/QGcUOL7JcAdIvIrVl+9W4HV/gtNeWtdijVwoqdr4ERZfz/pOGb+vIsnv9rImd1aYw/1X/5dND9d0VQmWUcLsQUJ1w9K1KROKc+aAY+XKbvH9boEaASJ3VDrdccS/9WipZdocnUnWlsCVMPny+CJD4CWIlI0PPERIBprNNhCrMETD/o1OuWVdcmZhNiErrGRbrfbgqyBFMnpubz+g/vpRKrK3fx0Dqdh+ndb/HodpRoSY8xOY4x4+Boa6PhqRZs+EB5j9bOrLmNg5bvwyqmw+xfoewWEuBlJH97MWvFCqQbM68TOGPOxMeYMY0yu6/tVQE+see1uB/oYY5bVTJiqIutTMugaG0losOfbeUrHFpzXJ45XF29jz+Ecv13b0/xyOu+cUqpCQTboMNjqZ2eqsSx5+m6YcSHMuwPa9oNbfoQLX4PzX4TodoBYr/2uhP1r4aMroaA60wkqVbdVa+UJY8xfwIt+ikVVgTGG9SmZnN2j8j4qD57Tg+827mfK/E28fOUAv1y/SZiNI0cd5cp13jmlVKU6DoWN8yBtO7Twcm77NZ9YgyAy9oA9BvJzwBYC5z4PA6+DINcfuH0uLd/E2+5kKwH86O9w+Uz3tXpK1XNe19iJyGwRuUBEdBmyOmRvRh5p2fluB06U1TbGzi1DO/PV2r2c8MS3dJjwFYOeXlRqvVZffLNuH0eOOsotWabzzimlvNJhqPXq7ejYomlMMv4CDOQeBmcBnPkQnPh/x5I6TwZeA6P/A9sWwYdXWEmhUg2ML33sRgGfAykiMl1EBtZQTMoHRStOHO9h4ERZcdHhCJB6JB8DJKfn8sDstT4nd7sP5TB+1mr6JkTzzNjexMfYEayVJKaM7a3TlSilKteiE0QleJ/YuZvGxDjh51e8v2b/q2DMK9Y1P7xMkzvV4PhS+xYLXAb8A2uY/m0ishFrYs6Zxpi9/g9PVWZdSiZBAj3i3A+cKGv6d1so25slt8DB1KTNXidjeQUOxs1ciQD/+fsA2jWP4OIT2vkWuFJKiVjTnmyeD06H1e+uIp6mK/F1GpN+fwexwZyb4Y2hkH8EMlMgOgGGT9S57lS95svgiUxjzH+NMYOBTlhLjIUBzwK7ReRrEbm8huJUHqxPzqBTq6ZEhHqXo/tjsMPjX25gfUomz1/aj3bNI7w+Timlyuk41GpS3bem4v0cBRDsYc3r6ATfr9v3Mhh4PaRuhsxkwBxboUKXH1P1mC9NscVcQ/UnGWO6YC019hYwCPifP4NTlVufkkmveO+aYcHzoIZWkWFeHT/3j2Rm/rKbm4Z05Kzj/TipqFKqcepwhvVa0bQnxsCXd1pTldhCSm8LsVu1bFWxJal8WdEKFUrVU1VK7IqISBOs1Se6Yi0vVvPrValiB7OOsi8zj55tvV8DdvzIbthDyjd3ZOTks3jzgQqP3Xogiwdmr+WkxOaMH6GDI5RSfhDZBlp1tyYq9mTpc7Dqf3DGfTD6ldLTmJz/YtWbTv3VtKtUHeLzCFexFhs9G6uv3RggAkgF/gO858/gVMXWV7LihDtF/eiKlgBrG2PnhsEd+PS3PVz/7gomnnc815yWWG5N2Zz8Qsb973fsITZevKI/wbZq/U2glFLHdBwKK9+zauSCy7QerPkEFj0BfS6DMx+0+uX5qw9cdIL75ceCgiH5d4j3z7RQStUmrxM7EemFlcz9HYgDCoD5WMncV8aYwhqJUHm0PiUTgON9qLEDK7krO1Di0hPacefHf/DYvA1sPXiER8/vSYgreTPG8PDn69h68Agzrj+ZNtHh/nkDSikF0GEI/PIa/PWrNWlxkZ3LYO6/oP3pcMFLVlLnT8MnWn3qSo60tYVCsB3eHA6n3Q5DJ+h8d6pe8aXGrqhn62/AFOBDY0ya/0NS3lqfkkH7FhFE20Mq37kSTcKCef2qgTyTtInXl2xnZ2oO5/Rpw8uLtpHsGljxt56xnN6lZbWvpZRSpSQOskapbl98LLE7+Ke1SkSzRLj8f+Vr8vyhqOavaMLjolGxXUbAt4/A8umw6Str7rv03bBwMhdk/AXb2+noWVVn+ZLYPQu8Z4zZWFPBKN+sS86ktw8DJyoTFCQ8MKoHnVo1ZcJna1i+NbXU1ChL/jzInFXJOkedUsq/wqOtZs8dS4BH4MhBmHmxNVDiyk/B3qzmru1uhQqwagh7Xghf3AFvj7SaZ52FVkfyotGzRccrVYf4Mt3JBE3q6o6MnAJ2p+XQ04sVJ3x16QntaN4k1M18d06mJm32+/WUUoomrWDPCngsBqYdDxkpcMXHVo1doHQaBrf8BKFNwVmmt5Gn0bNrPoFpvVzvo5dOnaJqnS4PVk+t3+v7wAlfHDqS77bcl/nulFLKK2s+ga0LXd8YcORbfd3StkFCgBc5CmsK+dnut2X8Be+dDy06Q4sukLUXfn0DCvOObdeaPVXLdGhjPbU+2Ro44ctUJ77wNN+dp3KllKqyhZPBcbR0mSO/7swn52kC5JAIa0mydZ9B0gPw44vHkroiOi+eqmWa2NVT61MyiIsOp2XTGuhQjPv57uwhNsaP1PnrlFJ+Vtfnkxs+sfzI2BA7nP8C3LgQ7t8F47fhcSrXuvI+VKOgiV09tS4ls8aaYcGaEmXK2N7Ex9gRID7GzpSxvXXghFLK/zzViFVlqbCa0OdSayLk6HZW3+OyEyOLQJOWnuO1hcKhbbUVrWrkAprYiUiYiDwjIikikisiP4vIcC+Oe0xEjJuvfbURd6Dl5Bey7eARetXAwImSxvSPZ/mEYex4+lyWTximSZ1SqmZ4qhGr6lJhNaHPpXDXOr7o/z7ctc59nzl378MWCgTBq4Pgp5fB6fDtujoYQ/ko0IMn3gUuAqYDW4Frga9FZIgx5icvjr8JyCnxfaPo2b9xbybG1NzACaWUqlWe5pOrbwMOPL2PxMHWWrdJD8L6OTDmFUhZVfn7XfNJ6QmUdTCG8oJPiZ2IhAO3AxcCHV3F24HPgZeMMV4nViJyEnA5cJcxZrqr7H1gHfAMcIYXp/nEGJPu7TUbinWugRM1XWOnlFK1xtN8cvWNp/dxxUdWovb1ffDyKVbzrbPA2lY2YTMGjhyApIdKr4oBxwZjNITPStUIX5YUawUsAnoCmVgJHUAP4GTgHyJypjHmoJenvBhrWbI3iwqMMXki8hbwpIjEGWP2Vh6WRAFZxpiy0641WOtTMmjRJJQ2Ubq0l1JK1Qsi0Pcy6DgEXugHhW4Sti9ug6X/hsO7ym8vSQdjqAr40sduKnA8cDfQ2hgzwBgzAGgN3IOV4E314Xz9gU3GmCNlyn/FGlrUz4tz7AYygAwReVtEmle0s4jEiEhiyS+gjvTO9d665Ex6xkcj/l43USmlVM2KbFN+SpQihXnWnHgnXA+jnoUID0s4Rmt/Z+WZL02x5wNvFTWbFjHG5APTRKQnVhOtt+KAZDflRbV0bSs49jDwEvAzkA8Mw+pvN0BETjbGHPVw3J3Ao+42LFiwgNjYWC/CDqxCJ2zaZ2OYGObOnRvocKqsPsfeEDW2+7F///5Ah1DrMjMzOXDgAAUFBYEOpV5LSEhg48ZqLsI06rPyK1mAtWxZVIlffSMHQm6a1TRbki0UNqwH0Ykt/HI/KhESEkLr1q2Jiqof3Z98SexCgd8r2P4bcJkP57MD7hKwvBLb3TLGvFCmaJaIrANeBv4B/NfDodOxBmyUlAAsHTFiBImJiRVHXAes3ZOB85dlXDh0IOf2iQt0OFUyd+5cRo8eHegwlEtjvB87d+4MdAi1KjMzk/379xMfH4/dbtfa/mpIT08nJiameifJibX61RnnsTIJsqZRiSjT8JSTZq1oUbQaR2hTK9kLDYHmHa1ksBHzy/2ogDGG3NxckpOteqj6kNz58j9iBTCggu0DsZpRvZULuJtdN7zEdl+8htUUPBwPiZ1roEV6ybL69oBbn2ItJaYDJ5RS3jpw4ADx8fFEREQEOhQFx5K3kglbZFz5pK5o37Ll4VFWP7zULVbTrS3E+2uXTRQ9XVcBVo4QERFBfHw8KSkpDS6xuwdYKCJrgVeNMYUAIhIM/AsYi5VUeWsvVnNsWUVlKT6cC2OMU0SSgQb9P3RdSgaR4cEc11wf0Eop7xQUFGC363KAdYq7hM1b9mYgNji8A1L/tJK7YC9WIcpJK11T6Mi3vi+Kp+y+mgAWs9vt9aYbgy+J3b+BQ1jNmZNFpGhUbEcgCtgGPF+mBswYYzwle38Ad4hI0zIDKE52va72ITZEJARoh1Wz2GCtS86kZ9uoelfTqJQKLH1mNDDhUVZCd2ibldw1aQU5hypOxLL2lm7+Bev7zBRXsuj6P+JLAthI1KefH196XnbESgR3YzVnNnd9pbvKQoAOZb46ujlPkVmuY24oKhCRMOA6YLkxJsVVdpyIdC95oGvqlbLGYzXjJvnwnuqVQoeTjXtrdikxpZRS9URoE2jZ1RpcUVS7BscSsexDkJ8N2Qchfdex7WU5C2DvH7BvLRzYCOm73SeAWZXNQKbqAq9r7Iwxif68sDHmFxH5FHhWROKwavyuAdpjrUBR5H1gCKVXV94lIh9hTWZ8FDgTawWLZcAH/oyzLtl2MJujhU7tX6eUUsoSEm4NvDBlliozTsjYfex7sWH9GnUz5avYrLVunYXWkmeepmPxlBiqOiXQY6X/Abzgen0RqwbvHGPM8kqOmwmcAkwCngd6A48DI4r6/jVExQMntMZOKaUqlZiYyJgxY/x+3ilTppCYmIjNZmPo0KGA1Y/xnnvuISEhARHh2muvZefOnYgI7777rt+u/dhjj5VvFnRW0PerWQdo3RPa9IaY48pPkSJB1pJmUW2t7c07uNa3tUx56W0STz4XW7sTGHrxjeAsU5On6pyAjpM2xuRhNaGOr2CfoW7KbqzBsOqsdcmZhIcE0bFV00CHopRSjdJ3333Hgw8+yHXXXcfQoUOJi7PG+7311ls8//zz3HvvvfTt25dOnTrVXlC2UHDkM/XV93jutRns++NbK/mzhYI95th+3o7GjYyDjL/4ZtFSHnz6P1x32QUMPfUE4mJbwsFNVgIYpr+H6ipf14rtBNyFNcChGeVr/Iwxphb/Nzcu61IyOD4uCltQ/enEqZRSDcmyZcsIDg7mjTfeIDj42K/QxYsXk5iYyNSpxxZgqrX5El2J2PyFy/nb0NOspE6CrPKyvBmN69q++Oc/rPf678kEN2tnzZmX8Rcc2mIN1oiMgyBbDbwhVR1eN8WKSG+sCYpvwJqsuCOQjTVgIRFwYA2iUDXA6TRsSNGBE0opFUipqak0adKkVFIH1lyB0dEBej5HNCdToln+2x+cM2yQVRPnZrLj7Oxsn855INtpvdf4vta5wqOgVXdrqbPsg1btXWYK7F8PKaus15w0j6csmuxX1Sxf+thNxlq+qy/H5qu7wxjTFms5rxis+exUDdidlsORo4U6cEIpVSfMWZXMoKcX0WHCVwx6ehFzVrlbIbJmZWVlceedd5KYmEhYWBitW7fm7LPP5vffSy+StGTJEk488UTCw8Pp2LEj77//fqntbvutAe+++y4iUlzzJiLMnDmTjIwMRKS4/5yI8P3337N69eri8sWLF3uMe/369YwdO5bmzZtjt9s55ZRT+Pbbb8vtt2zZsuK4O3XqxOuvv+7xnN8uX4nTaRh5xc0Q25PHnn0REWHz5s1cdtllREdHc9555xXv/8477zBgwADsdjstW7bkmmuuKbXUnojwzjvvlHuvBNkgph3vfPkzA866GHtsR1r2OJ1r7pjI/n17rRo9V3JX1Mfx66+/ZsCAAYSHh/Pxxx8DkJaWxm233UZCQgJhYWF069aNF198sdR7Wrx4MSLC7Nmzefzxx4mPjyc8PJzhw4ezdevWcp/BTz/9xKhRo4iJiaFp06b079+fN998s9Q+P/74I2effTZRUVE0adKEs846i5UrV3r8XOsjX5piTwfeMMZsFpEWrjIBMMb8V0QGA08DF/g5RoXVDAtojZ1SKuDmrErmgdlryS2wRmImp+fywOy1AIzpX3sL1N988818+eWX3HrrrXTq1ImDBw+ydOlSNmzYwIAB1kJJf/75J5deeik33ngj1157LW+99RbXXnstAwcOpGfPnj5db8aMGbzyyiusXr26OMnq378/M2bM4MknnyQnJ4cnn3wSgB49eritnVq7di2nn3467du354EHHiA8PJyZM2cyatQokpKSGD58ePF+I0aMoHXr1kyaNImCggIeffRRj2uaz58/n1NPPbXc8lpjx46lR48ePPPMM4SEWCtUTJo0icmTJ3PFFVfwz3/+k7179/LCCy+wYsUKVq5cid1uZ8aMGbzxxhusXLmy+L2edtpppY8fM4p/XjmWvQcO8sJbH7Ji9XpWfj0Te9De4trCDRs2cNVVVzFu3Dj++c9/0r17d7KzsxkyZAj79+/n5ptvJj4+nu+//5477riDw4cP8+ijpZd0f+KJJ7DZbNx3330cPnyYqVOncuWVV/LLL78U7/PNN99wwQUXkJCQwF133UVsbCxr1qzhq6++4oYbrFnVvvvuO8455xxOOeUUJk+ejNPp5I033uCMM85gxYoVHH/88d7/Z6jDfEnsIrGmJAGr5g6gSYnty4Ep/ghKlbcuOZMQm9A1NjLQoSilGoBJ89azISWzSseu2p1OvqP06MjcAgf3zVrDh7/61iPn+LZRPHq+bwlWka+++oqHH36Y8eOPjb+7//77S+2zceNGli9fXpyUXHrppbRr14533nmH5557zqfrXXXVVcyfP784WSnSs2dP3nzzTdLT00uVu+tjd+edd9K5c2d+/vnn4kRr3LhxDBgwgIceeqg4sZs4cSIiwvLly4mPt5Lliy66iN69e7uN7ZtvvuHWW28tVz5w4MBSNZQ7d+7k8ccf59lnn+Wee+4pLh81ahSnnXYa7733HjfffDNXXXUV3333HWvWrCn3noqPv2LYsePPHMRpo6/jvU+/5OZ/XFxcvmXLFhYuXMiwYcf2ffzxx9m1axerV6+mQ4cOANx00000a9aMp59+mttvv51mzZoV719QUMAvv/xS/Hk1b96cO+64g3Xr1pGQkIDD4WDcuHG0a9eO33//vVSTuDHW9C5Op5Nx48YxcuRI5s2bV7z9//7v/+jevTuTJ0/mo48+cvvZ1je+NMXuB9oAGGOysPrXdS2xvRmgvShrwJxVybyzfAcFDsOZzy0OSJOHUkoVKZvUVVZeU2JiYli8eDGHDh3yuE+fPn2KkzqAVq1a0a1bN7Zv3+7xmJqSlpbG999/zyWXXEJGRgapqamkpqaSnp7OiBEjWLFiBTk5OTgcDpKSkhg7dmxxUgdWLeDIkSPLnXfVqlWkpKRwzjnnlNt28803l/r+888/xxjD2LFji6+fmppK586diYuLq7AJudzx6dmkph0mNe0wnTu0Iy62JYt/+q3UdCldunQpldQBzJo1iyFDhhAZGVkqhhEjRpCXl1eqJg7g+uuvL07qAAYPHgxQfA9///13du7cyV133VWun2NRE/vq1avZunUrV1xxRalrFhQUMHjw4Erfd33iS43dH8AJJb5fgrUk2K9YCeKt+LgMmKqc1eSxhqOF1gMzUE0eSqmGpaq1ZACDnl5Ecnr5Zsb4GDsf33RqdcLyybPPPss111xDmzZtOOmkkzjnnHO46qqraN++ffE+xx13XLnjmjVrxuHDh2stziJbt27FGMMDDzzAAw884HafQ4cOERISQm5uLl26dCm3vVu3bsyfP79U2fz584mPj6dv377l9i+qESuyZcsWnE4nHTu6Xxjq4MGDFb6HSo8/dLjUaNyy1y86x5o1a2jVyt0iUuVjKHsPi2rziu5hUYLXq1evCuMGuPLKK91uDwoK9LS+/uNLYvcB8C8RsRtjcoFHsJK7713bc4EH/Rxfozc1aTO5BeWbPKYmbdbETikVEONHdivVxw7AHmJj/MhutRrHpZdeyuDBg5kzZw4LFixgypQpPPXUU8yePbu4Zstmc9+QVNREB57XAXU4HG7Lq8rpmtz3/vvv56yzznK7T6tWrUhPT/fpvPPnz2fUqFFut9nt9nIx2Gw2vv76a7fvu2QTqDvljs/LhNw0cBSCCM2im0JwuMfrF53jb3/7W6mm4JLK9n305h5WpuiznzZtWoUJYEPgy5JiHwMfl/h+lYj0BC7Emurka2NM7ddtN3Apbv4qrqhcKaVqWtEflVOTNpOSnkvbGDvjR3YLyB+bcXFxjBs3jnHjxpGamsqAAQN44okn3DZZelKUzKSnp5cafLBr1y6/xlpUyxUeHu4xsQMrubPb7cW1TCVt3ry51PdpaWn88ssv3HvvvV7F0KlTJxwOB126dCExMdH74L053llorTWbmQwtOld4jtzc3Ao/A19jAli3bl3xSiCe9omJifHbdeuqatU9GmP+Msa8aIx5WZO6mtEqMsxteduY8n8FKaVUbRnTP57lE4ax4+lzWT5hWK0ndQ6Hg4yMjFJlLVu2JCEhgbw8D2udelD0S/+HH34oLsvOzua9996rfqAltG7dmjPOOINXX33VbZNnUZnNZmPkyJHMnj2b5ORjfao3btxIUlJSqWOSkpKw2WxeJysXXnghQUFBTJ48udw2p9NJWprneegqPZ4g0grCIf8I5GW4Odpy8cUX88MPP7jt15aamupTTRxYI5Pbt2/PtGnTyv2fKDrXgAED6NixI8899xw5OTnlzlFZE3R9EtAlxVTlWjQJ5UDW0VJlgWjyUEqpuiQrK4uEhAQuuugi+vbtS2RkJIsWLeKnn37i3//+t0/nGjFiBMcddxz/93//x/jx47HZbLz99tu0atWK3bv9O+/+yy+/zODBg+nVqxc33HADHTp0YO/evSxdupS8vLzi5HLSpEl88803DBo0iHHjxlFYWMhLL71Ez549WbNmTfH55s+fz+mnn05kpHczJnTu3JnJkyfz8MMPs23bNs4//3yaNGnCtm3b+Oyzz3jooYeKpwep0vEPPsgNo0+3au08uO+++5g7dy4jR47k+uuvp1+/fmRmZrJ69Wo+++wzsrKyyk0AXRGbzcYrr7zC6NGj6d+/P9deey2xsbGsX7+ePXv2MHv2bGw2G2+88QbnnnsuvXv35pprriEuLo49e/awYMECOnfuzIwZM7y+Zl3m9ScnIosq2cVg9bPbDSwA5hpf025VypI/D7JxXxZj+rVlxc7DAW/yUEqpuiIiIoJbbrmFBQsW8Pnnn+N0OuncuTOvvPIK48aN8+lcISEhfP7559xyyy088sgjtGnThjvvvJNmzZpx3XXX+TXuXr16sWLFCh577LHiKVJiY2MZOHAgd9xxR/F+ffr0ISkpibvvvpuJEyeSkJDApEmT2Lt3b3Fi53Q6SUpKKjfFS2UeeughunTpwvTp03n00UcJCgriuOOOY8yYMZx99tnVO37ECIhqBmnbwLjvo9ikSRN++OEHnnzySWbNmsVbb71Fs2bN6N69O88884zHPnUVOeecc1i4cCGTJk0qXtatS5cupaaAGT58OD/++COTJ0/mhRdeIDs7m7Zt23LaaaeVGz1cn4m3uZeI7ATsQNEwlnTXa4zr9SBW024LrCRvOTDKGOPDGia1T0QSgR07duyoUn+DmlLocHLOi0s5WuhkwV1nEBbccGaSmTt3LqNHjw50GMqlMd6PnTt3Fo3W62CM2RngcKrM2+fXxo0b6dGjR22F1aCV7YcXSL/88gunnHIKGzZsqHv399A2yM+G1j3AFlL5/lVUm/ejrvwcVfb88qWP3VAgB5gKxBpjmhtjmgOxwHNY89qdALQEnsdaqWJidYJvzD75bQ9/7j/CA6O6N6ikTimllP9MmTKlTiQb5UTFg3FC1r5AR9Lo+NLHbhqw3BhTqs7XGHMQuE9E4oFpxpixwHgR6Q5cBPhWR6zIyivg+W83c1Jic0b2bBPocJRSStVBJ598MieffHKgw3AvJByatITsg9ZriA74qy2+1NgNA5ZWsH2pa58i3wEJVQmqsXtl8TZSj+Tz8Hk9PM6vpJRSStVpTduA2KyBFNrlvtb4Ot1J90q2lcxCnFiDKZQP/krL4a1lOxjbP54+CTGBDkcppZSqGlswRLaBo1lwtGrrEivf+ZLYfQeME5HLy24QkSuAm4FvSxQPAHZWK7pG6NmkzQQJ3KvTmSillKrvmrQEW5ir1q521xJurHzpY3c3cBIwU0SeA7a6yjsDccBe4B4AEQkH2gPv+y/Uhm/lrsPMW53C7cM66wTESiml6j8JsgZSHN4O+9ZZU6DYQq31ZCOaBzq6BsmXJcV2iUhfYAJwHlDUY3Mn1jqyzxhjDrn2zaN0fztVCWMMT3y1gVaRYdw0pFOgw1FKKaX8o2g+u6JXRz5k/GX9W5M7v/Np5QljTBpwn+tL+dGXa/ayanc6z17UhyZhuiCIUkqpBiJrb/ky47TKNbHzu2qtFav8I6/AwdNfb6JHXBQXDdSBxEoppRoQR75v5apatGqoDnhn+U6S03N59uI+2IJ0ehOllFINiC3UcxKXth0iWkBYFIhATppVk+fI1754VaSJXQDNWZXM099sYl9GHuHBQRzMOhrokJRSSin/ioyz+tSVGhUrEBZpLTuWlwFBIRAS4ZoWxTXnnfbFqxJtig2QOauSeWD2WvZl5AGQV+jkgdlrmbMqOcCRKaVU/fbYY4/p5O51SURziG5n1cCB9RpzHLToBLE9oVkHa2WKoxkUJ3VFivriKa9pjV2ATE3aTG6Bo1RZboGDqUmbGdM/PkBRKaVU4/Xaa68RHh7OtddeG+hQGp6I5u5r3SQI7DHWV8oq98c68iEvE0KbQpCrPsrVZBvtyIej2mRbkiZ2AZKS7n5RDk/lSimlatZrr71GTEyMJnaBUmFfvG2AQGgTCAq2mm8x1nJX2mRbiiZ2AdImOpy9rmbYknRiYqWUUo2Su754EgRRCWALObY0Wf6R8scaJ2SmWDV/UqKXWSMcjKF97ALkxPbNypXZQ2yM16XElFLKa8uWLePEE08kPDycTp068frrr5fb55133mHYsGG0bt2asLAwjj/+eF599dVS+yQmJrJ69WqWLFmCiCAiDB06FIC0tDTuvfdeevfuTUJCAlFRUYwaNYrVq1fXxltsPNz1xYtuB01aQHgURMdD6x6ej3cWwN41cGAjpO2EtB2QvvtYLWBRzV5OWo2/lUDSGrsAKHQ4Wbk7nU4tm5BX6CQlPZe2MXbGj+ym/euUUvXDmk9g4WTI2APRCTB8IvS5tFZDWLt2LSNGjKB169ZMmjSJgoICHn30UWJjY0vt9+qrr9KzZ08uuOACgoODmTdvHrfccgtOp5N//etfAEyfPp077riDiIgIHnroIYDi82zfvp05c+ZwySWXEBsbS1ZWFq+//jpDhgxhw4YNtG3btlbfd4PmqS9eSZ6abMVmJYEFeVCQ7X6fRjAxsiZ2XpqzKpmpSZv9koQt2LCf5PRcXr96ICN7tvFzpEopVcPWfALzbocCV5/gjL+s76FWk7uJEyciIixfvpz4eOt5fNFFF9G7d+9S+y1ZsgS7/Vg3l1tvvZW//e1vPP/888WJ3ZgxY3jssceIiYnhqquuKnV87969+fPPPwkKCiI9PZ2YmBiuvvpqunfvzltvvcUjjzxSw+9UleKpyTY6oXTCVtFgjAZMEzsvFE1NUjSKNTk9lwdmrwWoUnL3zvIdtGtu56wesZXvrJRSNeHrCbBvbdWO3bMCHGXm3SzIhbm3wsr3fDtXm94w6mmfQ3A4HCQlJXHRRRcVJ3UAPXr0YOTIkcyfP7+4rGRSl5GRQUFBAUOGDCEpKYmMjAyio6MrvFZYWFip6x46dIimTZvSrVs3fv/9d59jV9VUlLxl7cU48hFPfecqGoyRscc6JshWs7EGgPax80JFU5P4al1yBit2HuaaUxN1lQmlVP1UNqmrrLwGHDx4kNzcXLp06VJuW7dupfsqL1++nLPOOosmTZoQExNDq1atePDBBwEr0auM0+lk2rRpdOnShdjYWFq2bEmrVq1Ys2aNV8erGhDRHGJ7khHRwZoLz13TamRc6YEUAARZ06ZkH7T64uWkgTHlj63HtMbOC/6cmuTt5TuICLVxyQntqhuWUkpVXRVqyYpN63VseomSotvBdV9V/bw1YNu2bQwfPpzu3bvz/PPP065dO0JDQ5k/fz7Tpk3D6XRWeo6nnnqKRx55hOuvv54JEybQrl07goKCuPPOO706XgVIiZq9cqNi87Ot/8PpuyDnkDU4Izu1QYye1cTOC21j7CS7SeJ8nZrkQFYe81an8PeTjiPaHuKv8JRSqnYNn1i6jx1YKwcMn1hrIbRq1Qq73c6WLVvKbdu8+Vhryrx58zh69ChffPEFxx13XHH5999/X+44T6tVzJo1izPPPJO33nqruI8dQHp6Oi1btqzmO1E1ytNgjNAm0LIb5KRCRkrpKVTq+bx42hTrhfEju2EPKd0OL8BdZ5VvAqjIzJ93U+AwXHNaov+CU0rVOyIyXETeEZE/RSRHRLaJyBsiUj9GU/W5FM5/0aqhQ6zX81+s1YETNpuNkSNHMnv2bJKTjy3FuHHjRpKSkkrtB2BKNLdlZGTwzjvvlDtnkyZNSE9Pd3stU6a57tNPPy11XVUPiUCTVu772dXjpcy0xs4LRQMkikbFNm8SyqHsfP467H1T7NFCBzN/2cWZ3VrRsVXTmgpVKVU/PAM0Bz4FtgAdgVuB80SknzHmQCCD80qfS2t9epOyJk2axDfffMOgQYMYN24chYWFvPTSS/Ts2ZM1a9YAMGLECEJDQzn//PO56aabOHLkCP/9739p3bo1e/eW/sU9cOBAXnrpJZ544gk6d+5M69atGTZsGOeddx6TJ0/muuuuo1+/fmzbto2ZM2fSsWPHQLxt5W/OAvfljnxrUuTQplYS6IsATgcU0MRORMKAycDVQDNgNfCQMWahF8fGA9OAEVg1j4uAu4wxO2oi1jH940uNgL3zo1W8sngr5/aJo2tsZKXHf7l6L6lH8rn+9A41EZ5Sqn65G1hmzLH5GkTkG2AJcAvwWIDiqlf69OlDUlISd999NxMnTiQhIYFJkyaxd+/e4sSuW7duzJo1i4cffph7772XNm3aMG7cOFq1asX1119f6nwPPfQQO3bs4NlnnyUrK4shQ4YwbNgwHnzwQbKzs/nggw/4+OOPGTBgAF999RUTJkwIxNtW/lbR6NlDW8EWZs2P53R4l7AFeDogKVu9XJtE5EPgImA6sBW4FjgBGGKM+amC45oCvwORwPNAIXAXYIB+xpjDPsSQCOzYsWMHiYmJXsd+6MhRznp+CR1bNeXTm04lqIIRrsYYzntpGfmFThbcdYbHfhyNxdy5cxk9enSgw1AujfF+7Ny5kw4dOgB0MMbsDHA4xUTkEPCdMeYyL/dPxIvn18aNG+nRo4IZ+5XXSvaxU4Hnl/uRk+Z5XjzE6oeXn83GXQfpseByMCVmyQixW90Qel4IBTlWMvfGUPfNuNHt4K511YuVyp9fAauxE5GTgMuxatmmu8reB9ZhNVOcUcHhtwCdgYHGmFWuY792HXsXUOM9eFs0DePhc4/nnk9XM/OXXVx9aqLHfVfsPMz6lEyevLBXo0/qlFLuuf5gbQqkBjoWpRqVikbPFm0vyIXdqaWTOrDKZ99ofVUmY49/4/YgkE2xFwMFwJtFBcaYPBF5C3hSROKMMZ56Ll4M/FyU1LmO3SQiC4FLqYXEDmDsgHjm/JHMM99s5qzjY4mLdj9K9p3lO4i2hzC2f0JthKWUqp/uBEKBT9xtFJEYIKZMsT5UlPKHypYyC7GXrtEr68yHICTC2m/RE5DrZj3a6NpZMjSQiV1/YJMx5kiZ8l+xBp32A8oldiISBPQB3nBzzl+Bs0UkwhiT499wyxMRnhzTmxHTlzBx7nreuHpguRq5PYdzSFq/j3+e0Ql7aMOb4Vqpxs71TAr1Zl9jTJ6Hc5wBPAp8aIxZ4uHwO137lLNgwYJy66OWlJCQ4Ha0p6oa/Szrltq6H05x/zs8J6QF36YfmxQ7vvWl9Nv9NsGmdL+91MIm/DhnNsbDeby1f//+CrcHMrGLA9yNFS9K5jytqtwcCMNN0ucqE9e5t5XdWBN/8R7XIoK7zurKlK838c26fYzqHVdq+/s/7UJE+Mep7atzGaVU3XUGUH5SNDdEpJUxJrVMWXfgc6zBYxW150wH3i1TlgAsHTFiRKV97LRfmH9oH7u6pTbvx157jFUjV2b+xojzn2Z0n5L9lEfDmoGlB1m07U/LjV9wwdHZcNFbEBxW9vRe27lzZ4XbA5nY2QF368/kldju6TiqeOydVPEv3oq0MpDQxMb9n6wk/U8HEa5P9agDZqy00buZYcWSBVU6d0M1d+7cQIegSmhs96Oyv3h9tAm4zst9s0p+IyLtgAVAOnCuMSbb04HGmHTXfiWP9yFMpVS1hDaxBkp4M42Ju+mAfn4VvpkAH1wGl8+0zlcDApnY5WLVvJUVXmK7p+Oo4rHTqeJfvJXpckIGo19exhrpyJTRvQGY8fMucn9dx8OXnMYJifVv9uqa0hhHYdZljfF+VPYXry+MMfso/1yplIi0wErqwoBhxhi/ZptKqRpQnfkbTxkHYVHwxa3w/hi48hOwN/NreBDYlSf2YjWZllVUluLhuDSs2jpPxxrcN9NijEk3xuws+QX4ZZhK74Ro/u/0Dnz4625+2X4Ip9Pw7vId9EmIZmB7/984pVT9JSJNgPlAPHCOMWZrTV8zkFNbKVXf+e3np/+VcMl7kLIK3j0Pjvh/LvJA1tj9AdwhIk3LDKA42fW62t1BxhiniKzFmu+urJOBLbUxcMKdu87uytfr9nHrB7/jMJCWnU+ziBDm/pFSanJjpVSjNxM4CXgb6CEiJSeZ22+M+dafFwsJCSE3N5eIiAh/nlapRiM3N5eQED+t8X78BfD3j+Hjq+DVQdaSZln7/LZCRSBr7GYBIcANRQWulSiuA5YbY1JcZce5OheXPfYUEelf4thuwDCsJXoCIiI0mPP6xHHwSD5p2dZomMM5BTwwey1zVumagkqpYv1cr9cDM8p8PeTvi7Vu3Zrk5GRycnK05k4pHxhjyMnJITk5mdatW/vvxJ2Hw2m3QfYB12TG5tgKFWvcznjktYDV2BljfhGRT4FnRaRoFOs1QHusFSiKvA8MwRrtWuQVrNFj80Xk31grT9yN1QQ7reaj92ze6vKtwLkFDqYmbdZaO6UUAMaYxNq8XlRUFAApKSkUFHhYF1N5JScnR2s+65DauB8hISHExsYW/xz5zR8flC8ryLUGZ1Sj1i6ga8UC/wAed702A9Zg9TdZXtFBxpgsERmKlcQ9glXz+D1wpzHmUE0GXJmUdPfjNjyVK6VUbYiKivL/L6ZGqDEONqrL6vX98LQSRTVXqAhoYuearHO868vTPkM9lO8BLqmZyKqubYydZDdJXNsYTzOwKKWUUqrRiU6wml/dlVdDIPvYNUjjR3bDHlJ6Vml7iI3xI7t5OEIppZRSjc7widaExyWF2K3yagh0U2yDU9SPbmrSZlLSc2kbY2f8yG7av04ppZRSxxT1o/NmwmMfaGJXA8b0j9dETimllFIVq86Exx5oU6xSSimlVAOhNXZgA9izxy8LUCgv7N+/369LOqnqaYz3o8TPu62i/eoBfX7Vssb481KXNcb7UdnzSxr7ZJUicjqwNNBxKKUCYrAxZlmgg6gqfX4p1ai5fX5pYmetdnEi1uTGjgCH0xgkYP0iGoyf1ulV1dJY74cNa23pFcaYo4EOpqr0+VXrGuvPS13VWO9Hhc+vRt8U6/pQ6u1f7PWNSPECInuMMTsDGIqi0d+PbYEOoLr0+VW7GvnPS53TyO+Hx+eXDp5QSimllGogNLFTSimllGogNLFTSimllGogNLFTtS0dmOR6VYGXjt4PpbyVjv681CXp6P0op9GPilVKKaWUaii0xk4ppZRSqoHQxE4ppZRSqoHQxE4ppZRSqoHQxE75lYjEicjTIvK9iGSJiBGRoR72vUBEfheRPBHZLSKPikijnzTbn0TkRBF5WUQ2iEi263P+SEQ6u9n3NBFZJiI5IrJPRF4QkYhAxK1UIOjzq27R51fVaGKn/K0bcD/WUi9rPO0kIqOAOUAacJvr3xOBaTUeYeNyPzAW+A64A3gDGAqsEpEeRTuJSD9gIRAO3A28CdwEfFy74SoVUPr8qlv0+VUFOipW+ZWIRAKhxphDIjIG+Bw40xizuMx+64E84CRjjMNV9gTwANDdGLOlVgNvoETkNOA3Y0x+ibIuwFrgI2PMta6y+UAfrM/+iKvsBuC/wHBjzKLajl2p2qbPr7pFn19VozV2yq+MMVnGmEMV7SMixwPHA68XPRRdXsH6P3lRDYbYqBhjfiz5UHSVbQHWAz0ARCQKOBt4v+ih6PI+cAS4tJbCVSqg9PlVt+jzq2o0sVOB0N/1+lvJQmNMCrCnxHZVA8RaOTsWSHUV9QaCKX8/8oE/0PuhVEn6/AogfX5VThM7FQhxrte9brbtBdrWYiyN0ZVAPPCJ63u9H0p5T39eAkufX5XQxE4Fgt31etTNtrwS25WfiUh34GVgGTDDVaz3Qynv6c9LgOjzyzua2KlAyHW9hrnZFl5iu/IjEWkDfAUcBi4xxjhdm/R+KOU9/XkJAH1+eU8TOxUIRVXmcW62xQEptRhLoyAi0cDXQDQw0hizr8RmvR9KeU9/XmqZPr98o4mdCoQ/XK8nlCwUkbZY80f9gfIbEQkH5gFdgfOMMZvL7LIOKKT8/QgF+qH3Q6mS/nC96vOrFujzy3ea2KlaZ4xZD2wC/ikithKbxgFO4LOABNYAuT7fj4FTsZovfi67jzEmA2sC0KtFpGmJTVcDTYFPayNWpeoDfX7VHn1+VY1OUKz8TkQedv2zB/B34G1gB5BujPmPa5/zgC+ARVg/uL2AW7Hmhrql1oNuoERkOtaM7fM4NoqsyBFjzBzXfgOAH7H++n0Tq+bhHuB7Y8w5tRWvUoGmz6+6Q59fVaOJnfI7EfH0n2qXMSaxxH5jgEexHqAHsR6gjxtjCms6xsZCRBYDQzxsLns/TgeeAQYAmVi/sB4wxmTXcJhK1Rn6/Ko79PlVNZrYKaWUUko1ENrHTimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgdDETimllFKqgfh/ycy310+JJCgAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 720x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x216 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# plot gap statistic\n",
-    "\n",
-    "for cre_line in cre_lines:\n",
-    "    fig, ax = plt.subplots(1,2, figsize = (10,3))\n",
-    "    x = len(gap_df[cre_line]['gap'])\n",
-    "    ax[0].plot(np.arange(2,x+2), gap_df[cre_line]['gap'], 'o-')\n",
-    "    ax[0].set_ylabel('gap value')\n",
-    "    ax[0].grid()\n",
-    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['reference_inertia'], 'o-')\n",
-    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['ondata_inertia'], 'o-')\n",
-    "    ax[1].legend(['shuffled/reference', 'data'])\n",
-    "    ax[1].grid()\n",
-    "    plt.suptitle(cre_line + ' ' + metric + ' ' + shuffle_type)\n",
-    "    fig.savefig(os.path.join(save_dir, 'Gap_nb20_{}_{}_unshuffled_to_{}.png'.format(cre_line, metric, shuffle_type)))\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "40abe702-b0b9-43b1-af7a-1a80090c0762",
-   "metadata": {},
-   "source": [
-    "**Discussion**: From examining the plots above, it seems like the original number of clusters: 10, 5, 10 for threee cre lines may not the the most optimal. We can first cluster familiar sessions with ogiinal number of N for easy comparison and then cluster with a different more optimal number."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8fd72858-acf2-484b-af15-fdb2af7aa477",
-   "metadata": {},
-   "source": [
-    "## Cluster the data, 10 - 5 - 10"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "14cd6d8a-52f2-4c6c-8857-7ce5cd4ed78f",
-   "metadata": {},
-   "source": [
-    "### Compute coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# n_clusters_cre = [10,5,10]\n",
-    "n_clusters_cre = [6,5,7]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:12<00:00,  4.13it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 22.02it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:02<00:00, 18.27it/s]\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pickle\n",
-    "filename = os.path.join(save_dir, 'coClustering_matrix_6_5_7.pkl')\n",
-    "if os.path.exists(filename):\n",
-    "    print('loading file...')\n",
-    "    with open(filename, 'rb') as f:\n",
-    "        coclustering_matrices  = pickle.load(f)\n",
-    "        f.close()\n",
-    "        print('done.')\n",
-    "else:\n",
-    "    coclustering_matrices = {}\n",
-    "    for i, cre_line in enumerate(cre_lines):\n",
-    "        X = cre_line_dfs[cre_line].values\n",
-    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
-    "        coclustering_matrices[cre_line]=m\n",
-    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cc1e3e93-e7fa-4ba9-924b-311e8f3a5e5a",
-   "metadata": {},
-   "source": [
-    "#### Assign labels based on agglomerative clustering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "id": "b8c53087-753a-4442-83cf-da261ff24aff",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "labels_cre={}\n",
-    "for i,cre_line in enumerate(cre_lines):\n",
-    "    X = coclustering_matrices[cre_line]\n",
-    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
-    "    labels_cre[cre_line] = cluster.fit_predict(X)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "888a542b-7e75-4fda-a19a-2cfa2153bf1a",
-   "metadata": {},
-   "source": [
-    "#### Plot Coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
-      "  warnings.warn(msg)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
-    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
-    "                                                                    glm_version,\n",
-    "                                                                    n_clusters_cre[i])))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "57a495b6-68ea-480a-8780-70c8912ad73a",
-   "metadata": {},
-   "source": [
-    "### Plot cluster dropout scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1512x144 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1764x144 with 7 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "sort_order = {}\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    tmp = np.abs(cre_line_dfs[cre_line])\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    cluster_df = pd.DataFrame(index = tmp.index.values, columns = ['cluster_id', 'cre_line'], \n",
-    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
-    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
-    "    #rename cluster after sorting by their size\n",
-    "    cl_dict = {}\n",
-    "    for i, cl in enumerate(sort_order[cre_line]):\n",
-    "        cl_dict[cl]=i+1\n",
-    "    cluster_df = cluster_df.replace(cl_dict)\n",
-    "    \n",
-    "    vba_clust.plot_clusters_row(cluster_df, tmp, cre_line,\n",
-    "                               save_dir=save_dir, folder='', suffix=f'_familiar_only_{n_clusters_cre}',\n",
-    "                                 abbreviate_experience=False)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b73ec873-2e32-4df3-83a8-3a524ae70955",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Plot area and depth analysis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "## add cluster id\n",
-    "cells_table_sel = cells_table_sel.drop_duplicates('cell_specimen_id')\n",
-    "cells_table_sel = cells_table_sel.set_index('cell_specimen_id')\n",
-    "df_meta = cells_table_sel.copy()\n",
-    "for cre_line in cre_lines:\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    index = cre_line_dfs[cre_line].index.values\n",
-    "    df_meta.at[index, 'cluster_id'] = labels+1\n",
-    "    \n",
-    "    \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "'NoneType' object has no attribute 'merge'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_16224\\2308278511.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n\u001b[0;32m      5\u001b[0m                                      \u001b[0mcolumns_to_groupby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0momitted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m                                      sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n\u001b[0m",
-      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_clusters_stats_pop_avg_rows\u001b[1;34m(cluster_meta, feature_matrix, multi_session_df, cre_line, columns_to_groupby, change, omitted, sort_order, save_dir, folder, suffix, alpha)\u001b[0m\n\u001b[0;32m   1742\u001b[0m     \"\"\"\n\u001b[0;32m   1743\u001b[0m     \u001b[1;31m# add cluster_id to multi_session_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1744\u001b[1;33m     \u001b[0mcluster_mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'inner'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1745\u001b[0m     \u001b[0mcluster_ids\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1746\u001b[0m     \u001b[1;31m# if order to sort clusters is provided, use it\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'merge'"
-     ]
-    }
-   ],
-   "source": [
-    "# this plot doesnt work without multi_session_df\n",
-    "\n",
-    "for cre_line in cre_lines:\n",
-    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n",
-    "                                     columns_to_groupby=['targeted_structure'], change=False, omitted=True,\n",
-    "                                     sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "82aafe6d-0095-40be-8dda-ef6482d6874a",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "## Cluster the data, 6 - 5 - 7"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f1ddfb84-aea9-48be-9ee4-5771e7f87ed2",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e6a5ae15-c0ca-4ec0-92a1-65dfc77ac1d6",
-   "metadata": {},
-   "source": [
-    "### Compute coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "834bfe79-8220-452d-857b-49ff67c799c8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_clusters_cre = [6,5,7]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ee03e6a7-f473-494f-af0f-12022e8c599d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "filename = os.path.join(save_dir, f'coClustering_matrix_{n_clusters_cre}.pkl')\n",
-    "if os.path.exists(filename):\n",
-    "    print('loading file...')\n",
-    "    with open(filename, 'rb') as f:\n",
-    "        coclustering_matrices  = pickle.load(f)\n",
-    "        f.close()\n",
-    "        print('done.')\n",
-    "else:\n",
-    "    coclustering_matrices = {}\n",
-    "    for i, cre_line in enumerate(cre_lines):\n",
-    "        X = cre_line_dfs[cre_line].values\n",
-    "        print(n_clusters_cre[i])\n",
-    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
-    "        coclustering_matrices[cre_line]=m\n",
-    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8aba909e-1fb1-4a64-ae20-8bb7f30b65a5",
-   "metadata": {},
-   "source": [
-    "#### Assign labels based on agglomerative clustering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bc508f2b-e2df-4318-ab00-00da011b0050",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "labels_cre={}\n",
-    "for i,cre_line in enumerate(cre_lines):\n",
-    "    X = coclustering_matrices[cre_line]\n",
-    "    print(n_clusters_cre[i])\n",
-    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
-    "    labels_cre[cre_line] = cluster.fit_predict(X)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4af1ad36-2a4a-452b-b240-22e3293973ef",
-   "metadata": {},
-   "source": [
-    "#### Plot Coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d2b129ab-b7af-4260-9456-459abdacd6ed",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
-    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
-    "                                                                    glm_version,\n",
-    "                                                                    n_clusters_cre[i])))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b21b5d9e-1fe7-456a-b8e1-ac1ec4c66e93",
-   "metadata": {},
-   "source": [
-    "### Plot cluster dropout scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "83343eed-44cd-4bec-86cf-ace008173592",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "sort_order = {}\n",
-    "for c, cre_line in enumerate(cre_lines):\n",
-    "    feature_matrix = cre_line_dfs[cre_line]\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
-    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
-    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
-    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
-    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
-    "                               sort_order=sort_order, save_dir=save_dir, folder='test', suffix=f'_familiar_only_{n_clusters_cre[c]}',\n",
-    "                                 abbreviate_experience=False)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5339e649-5899-4225-a670-2eb85b3b6d9c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### pot mean of shuffled dropout scores regardless of clusters.\n",
-    "import visual_behavior_glm.GLM_clustering as glm_clust\n",
-    "figsize = (10,3.5)\n",
-    "\n",
-    "fig, ax = plt.subplots(1,3, figsize = figsize, sharey='row')\n",
-    "for c, cre_line in enumerate(cre_lines):\n",
-    "    feature_matrix = cre_line_dfs[cre_line]\n",
-    "    mean_df = feature_matrix.mean().unstack()\n",
-    "    features = vba_clust.get_features_for_clustering()\n",
-    "    mean_df = mean_df.loc[features]\n",
-    "    ax[c] = sns.heatmap(mean_df.abs(), cmap='Blues', ax=ax[c], vmin=0, vmax=0.5)\n",
-    "    ax[c].set_title(glm_clust.mapper(cre_line))\n",
-    "plt.tight_layout()\n",
-    "utils.save_figure(fig, figsize = figsize, save_dir=save_dir, folder='', fig_title=f'mean_dropout_scores_familiar_only')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b3f6ff5a-9390-4bf6-b971-42e7cd7a9b57",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "feature_matrix.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e348809e-70a0-45ea-88a3-2818bc6dfb7d",
-   "metadata": {},
-   "source": [
-    "## Comapring clusters in Familiar and Original data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f57fa1b5-f571-40d3-8bfc-ffb6bcd75b2c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "Compare size of matched clusters\n",
-    "Find the same cells and see where they move to (which cluster)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "aaa155a4-ccdb-4a88-bf8b-0cc099ae9f6f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "familiar_cluster_labels = df_meta.reset_index()[['cell_specimen_id', 'cre_line', 'cluster_id']].copy()\n",
-    "familiar_cluster_labels"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c283696c-8f54-4c69-b1a7-3cb7368b1f28",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "### load original data clusters\n",
-    "file_dir = '220627_shuffle_test/files'\n",
-    "filename = 'cluster_labels_Vip_10_Sst_5_Slc17a7_10.h5'\n",
-    "base_dir = r'//allen/programs/braintv/workgroups/nc-ophys/visual_behavior/platform_paper_plots/figure_4'\n",
-    "base_dir = os.path.join(base_dir, glm_version)\n",
-    "original_cluster_labels = pd.read_hdf(os.path.join(base_dir, file_dir, filename))\n",
-    "original_cluster_labels = original_cluster_labels.reset_index(drop=True)\n",
-    "original_cluster_labels"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "baf8957e-c757-42fa-8fb3-bd173f810d26",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "familiar_cids = familiar_cluster_labels['cell_specimen_id'].values\n",
-    "original_cids = original_cluster_labels['cell_specimen_id'].values\n",
-    "print(len(np.intersect1d(familiar_cids, original_cids)))\n",
-    "overlapping_cids = np.intersect1d(familiar_cids, original_cids)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5aeb74a7-0152-4022-9688-631b1b73e18d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "familiar_selected = familiar_cluster_labels[familiar_cluster_labels['cell_specimen_id'].isin(overlapping_cids)]\n",
-    "original_selected = original_cluster_labels[original_cluster_labels['cell_specimen_id'].isin(overlapping_cids)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3430d02e-8356-4c1c-abf4-f526a8d711ae",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# save dataframes\n",
-    "familiar_selected.to_hdf(os.path.join(save_dir, 'fa_matched_labels.h5'), key = 'df')\n",
-    "original_selected.to_hdf(os.path.join(save_dir, 'og_matched_labels.h5'), key = 'df')\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "549e3abd-c988-4189-bb4e-2d9cdcbf3295",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for cre_line in [cre_lines[2]]:\n",
-    "    tmp1 = original_selected[original_selected.cre_line==cre_line]\n",
-    "    tmp2 = familiar_selected[familiar_selected.cre_line==cre_line]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3765dd5a-b54a-4efe-aad5-0ae30c87cb97",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create one df\n",
-    "cluster_df = tmp2.join(tmp1.set_index('cell_specimen_id'), on='cell_specimen_id', lsuffix='_familiar')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "40a765bb-02dd-4664-9a89-03b81d4d9ed5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# convert cluster ids to str\n",
-    "cluster_df['cluster_id'] = cluster_df['cluster_id'].apply(str)\n",
-    "cluster_df['cluster_id_familiar'] = cluster_df['cluster_id_familiar'].apply(str)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a1d73cb6-b3f1-4d5c-b5be-ebb186d75578",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create variable for between cluster links\n",
-    "cluster_df['cluster_combos']=cluster_df['cluster_id']+ '_' + cluster_df['cluster_id_familiar']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "503b9b42-6ea8-477e-bf25-45d50ef2c0ad",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# convert df to unique cluster combo count\n",
-    "cluster_df_unique = cluster_df.groupby('cluster_combos').count()[['labels']]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f23d77d0-cdf8-45f6-8704-256a98f8f852",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# create new columns\n",
-    "cluster_df_unique['familiar_cluster_id']=np.nan\n",
-    "cluster_df_unique['novel_cluster_id']=np.nan"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4fac43a6-0b9d-4519-bacd-8d1aa1dc5483",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# new cluster id labels\n",
-    "\n",
-    "for index in cluster_df_unique.index:\n",
-    "    x = cluster_df[cluster_df['cluster_combos']==index]['cluster_id_familiar'].values[0]\n",
-    "    cluster_df_unique.loc[index, 'familiar_cluster_id'] = x + '_F'\n",
-    "    x = cluster_df[cluster_df['cluster_combos']==index]['cluster_id'].values[0]\n",
-    "    cluster_df_unique.loc[index, 'novel_cluster_id'] = x + '_N'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "58e4a5dc-b026-45db-8e3b-211c08c1302b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cluster_df_unique['fam_index'] = np.nan\n",
-    "cluster_df_unique['nov_index'] = np.nan\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5721b4b4-2a08-49d9-8b6b-75888ce77c1d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "labels = []\n",
-    "i = 0\n",
-    "for index in cluster_df_unique.index.values:\n",
-    "    labels.append(cluster_df_unique.loc[index, 'familiar_cluster_id'])\n",
-    "for index in cluster_df_unique.index.values:\n",
-    "    labels.append(cluster_df_unique.loc[index, 'novel_cluster_id'])\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0cb24f48-0699-4982-980f-d0f68c2a6353",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "unique_labels = np.unique(labels)\n",
-    "label_dict = {}\n",
-    "i = 0\n",
-    "for label in unique_labels:\n",
-    "    label_dict[label] = i\n",
-    "    i+=1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "16fb1997-3edb-469f-8c13-eb284a15e185",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for index in cluster_df_unique.index.values:\n",
-    "    cluster_df_unique.loc[index, 'fam_index'] = label_dict[cluster_df_unique.loc[index, 'familiar_cluster_id']]\n",
-    "    cluster_df_unique.loc[index, 'nov_index'] = label_dict[cluster_df_unique.loc[index, 'novel_cluster_id']]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "544fb6fb-fd49-499b-9287-334cec24b2ac",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import plotly.graph_objects as go"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "958b1685-96a4-435f-a240-760e56f67fdc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "fig = go.Figure(data=[go.Sankey(\n",
-    "    node = dict(\n",
-    "      pad = 1,\n",
-    "      thickness = 20,\n",
-    "      line = dict(color = \"black\", width = 0.5),\n",
-    "      label = unique_labels,\n",
-    "      color = \"blue\"\n",
-    "    ),\n",
-    "    link = dict(\n",
-    "      source = cluster_df_unique['fam_index'].values, # \n",
-    "      target = cluster_df_unique['nov_index'].values,\n",
-    "      value = cluster_df_unique['labels'].values\n",
-    "  ))])\n",
-    "\n",
-    "fig.update_layout(title_text=\"Familiar to Novel\", font_size=10, width = 500, height = 1000)\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d653eec8-6163-4c9c-ad8d-f2e2b260de75",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "len(cluster_df_unique['labels'].values)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ecdb0723-7a12-4022-9d1e-025a22d66644",
-   "metadata": {},
-   "source": [
-    "## Summary"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ec6d43be-33a8-4fe1-ad1a-d8ea74e6b530",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "vba",
-   "language": "python",
-   "name": "vba"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

From 8f52f233cf9ee93ba49497046279ad694e829664 Mon Sep 17 00:00:00 2001
From: iryna <irynayavorska@gmail.com>
Date: Tue, 10 Jan 2023 16:12:47 -0800
Subject: [PATCH 25/25] delete novel control notebook

---
 notebooks/220928_figure4_novel_control.ipynb | 2537 ------------------
 1 file changed, 2537 deletions(-)
 delete mode 100644 notebooks/220928_figure4_novel_control.ipynb

diff --git a/notebooks/220928_figure4_novel_control.ipynb b/notebooks/220928_figure4_novel_control.ipynb
deleted file mode 100644
index 44f9f244b..000000000
--- a/notebooks/220928_figure4_novel_control.ipynb
+++ /dev/null
@@ -1,2537 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d7613928-f970-469a-a53a-f9f79aeca193",
-   "metadata": {},
-   "source": [
-    "This notebook is a summary of Novel session clustering control. I use the same steps as in original clustering analysis to examine clusters in the data from 3 Familiar sessions only in cells that were matched across at least 3 matched sessions. \n",
-    "\n",
-    "Two interesting questions that we can answer by looking at these clusters:\n",
-    "* What happens to the encoding scores after Novelty wears off?\n",
-    "* What are the rates of represetional drift across Novel sessions in three cre lines?"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "532eb2da-1cd0-4cd2-a9b6-59ed70949d53",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import os\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "sns.set_context('notebook', font_scale=1.5, rc={'lines.markeredgewidth': 2})"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "7e799adc-7f56-4c67-a6be-c040ac8417a5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import visual_behavior.data_access.utilities as utilities\n",
-    "from visual_behavior.data_access import loading as loading\n",
-    "import visual_behavior.dimensionality_reduction.clustering as vba_clust"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "20a8c91a-08b1-468f-a4fc-7ffbcf81b47a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import visual_behavior_glm.GLM_params as glm_params\n",
-    "import visual_behavior_glm.GLM_analysis_tools as gat\n",
-    "import visual_behavior_glm.GLM_fit_dev as glm_fit"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "6a24680f-f3b5-44bd-91b6-ea0d8217b086",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import visual_behavior.visualization.utils as utils\n",
-    "from visual_behavior.dimensionality_reduction.clustering import plotting\n",
-    "from visual_behavior.dimensionality_reduction.clustering import processing"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "9c74732a-38c6-408a-8e66-9b666c32b51d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from scipy.cluster.hierarchy import dendrogram, linkage\n",
-    "from sklearn.cluster import AgglomerativeClustering as ac"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "532d01d9-77cd-4c59-b852-535388a739e4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "%matplotlib inline\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "88a3b380-b198-49b9-aed1-777f0bdea5db",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "glm_version = '24_events_all_L2_optimize_by_session'\n",
-    "model_output_type = 'adj_fraction_change_from_full'\n",
-    "\n",
-    "base_dir = r'\\\\allen\\programs\\braintv\\workgroups\\nc-ophys\\visual_behavior\\platform_paper_plots\\figure_4'\n",
-    "base_dir = os.path.join(base_dir, glm_version)\n",
-    "if not os.path.exists(base_dir):\n",
-    "    os.mkdir(base_dir)\n",
-    "    \n",
-    "folder = '221018_novel_control'\n",
-    "save_dir = os.path.join(base_dir, folder)\n",
-    "if not os.path.exists(save_dir):\n",
-    "    os.mkdir(save_dir)\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "909924f7-7fad-431f-a5f9-60542ac0bcba",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dropout_features = ['all-images', 'omissions', 'behavioral', 'task']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c86f86ae-b6cb-4b8b-8413-6546d511a48e",
-   "metadata": {},
-   "source": [
-    "## Load GLM results and select familiar sessions only"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "d7a6f09c-09f2-47e0-8687-f6aa037c425b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1248 expts in cells table\n",
-      "28806 unique cell_specimen_ids in cells table\n"
-     ]
-    }
-   ],
-   "source": [
-    "cells_table = loading.get_cell_table(platform_paper_only=True, limit_to_closest_active=False, limit_to_matched_cells=False, add_extra_columns=True)\n",
-    "print(len(cells_table.ophys_experiment_id.unique()), 'expts in cells table')\n",
-    "print(len(cells_table.cell_specimen_id.unique()), 'unique cell_specimen_ids in cells table')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "6be2d55b-d7f8-4e28-8df2-807920a5eea7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "loaded feature matrix...\n"
-     ]
-    }
-   ],
-   "source": [
-    "filename = os.path.join(save_dir, 'feature_matrix_novel_only.h5')\n",
-    "if os.path.exists(filename):\n",
-    "    feature_matrix = pd.read_hdf(filename, key = 'df')\n",
-    "    print('loaded feature matrix...')\n",
-    "# load and reshape file\n",
-    "else:\n",
-    "    run_params, results, results_pivoted, weights_df = glm_fit.get_analysis_dfs(glm_version)\n",
-    "    # select correct sessions\n",
-    "    active_only = results_pivoted[results_pivoted.session_type.isin(['OPHYS_4_images_B','OPHYS_6_images_B','OPHYS_4_images_A','OPHYS_6_images_A'])]\n",
-    "    # count how many cells have >= 3 sessions\n",
-    "    tmp = active_only.groupby('cell_specimen_id').count()[['session_type']]\n",
-    "    matched_cell_ids = tmp[tmp['session_type']>=3].index.values\n",
-    "    print('found {} cells...'.format(len(matched_cell_ids)))\n",
-    "    \n",
-    "    # drop cells that do not have at least 3 imaging sessions\n",
-    "    selected_sessions = active_only[active_only.cell_specimen_id.isin(matched_cell_ids)]\n",
-    "    # sort by date of imaging\n",
-    "    selected_sessions = selected_sessions.sort_values('date_of_acquisition')\n",
-    "    \n",
-    "    # rename session numbers to be sequential. Since there shouldnt be any difference among the sessions, we can just enumerate them.\n",
-    "    # I'm not going to create another column for this, since we already have \"session_number\" column. I will just replace those values\n",
-    "    for cid in matched_cell_ids:\n",
-    "        tmp = selected_sessions[selected_sessions.cell_specimen_id == cid]\n",
-    "        count = 1\n",
-    "        for index in tmp.index.values:\n",
-    "            selected_sessions.at[index, 'session_number'] = count\n",
-    "            count =count+1\n",
-    "    \n",
-    "    # group by cell id and session number\n",
-    "    feature_matrix = selected_sessions.groupby(['cell_specimen_id', 'session_number']).sum()[dropout_features].unstack()\n",
-    "    # drop cells with nan\n",
-    "    feature_matrix = feature_matrix.dropna(axis=1)\n",
-    "    \n",
-    "    # save\n",
-    "    feature_matrix.to_hdf(filename, key = 'df')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "5ab66de2-80c1-440d-a057-6e59f558bfbf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1215"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(np.unique(feature_matrix.index.values))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "d86644f2-0c79-402f-acbe-7c2a6997402f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cre_lines = np.sort(cells_table.cre_line.unique())\n",
-    "cells_table_sel = cells_table[cells_table.cell_specimen_id.isin(feature_matrix.index.values)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "98bcf7e9-a4b1-495e-8a9b-a81b0b263e8a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Slc17a7-IRES2-Cre 940\n",
-      "Sst-IRES-Cre 111\n",
-      "Vip-IRES-Cre 164\n"
-     ]
-    }
-   ],
-   "source": [
-    "# separate feature matrix by cre line\n",
-    "cre_line_dfs = {}\n",
-    "for cre_line in cre_lines:\n",
-    "    cids = np.unique(cells_table_sel[cells_table_sel['cre_line']==cre_line]['cell_specimen_id'].values)\n",
-    "    print(cre_line,len(cids))\n",
-    "    df_cre = feature_matrix.loc[cids].copy()\n",
-    "    cre_line_dfs[cre_line] = df_cre"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fcacf668-4294-4931-8451-f9469c45595c",
-   "metadata": {},
-   "source": [
-    "## Find optimal number of clusters"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fa451da0-b860-4962-ac76-b9959a7cac15",
-   "metadata": {},
-   "source": [
-    "### Compute eigen gap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "e689ebb0-0812-4c45-93af-8a27214b8fa6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Optimal number of clusters [  1   2   3   5   6   7   8   4   9  10  15  16  14  13  11  17  20 939\n",
-      "  19 938  12  18  22  28  32]\n",
-      "Optimal number of clusters [  1   2   4   6   3 110   5   8   7  10  12 102  96   9  95  11  18 109\n",
-      "  15  13  16  17  99 101  97]\n",
-      "Optimal number of clusters [  1   2   4   3   6   5   9   8   7  12 163  11  13  18  16  15  25  19\n",
-      "  20 161 159  10 157  22  14]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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OGtJ6A/xnHtU1tew7agDvbdjCqo1bWLVhC+9F52ffWUNDyrK2ycImyU9PncgBuwxk92H9KC0J5pzxQ/rEUqgdvXLMdhXoOMlkrYDN7DeSjgR+D/yc8L/yD2AwoTzHn83sb+0iZUwkfTf6ca/ofKako4AaM/tV1PZwdB6bNPSnwBnAI5J+SYiEu4Cwsr+1XYXuwlzzwPxm9tm6hiaueWD+Dm3lZaUM7deLof16NVO+CWq3NvLJQ5uvaHO1IfrK0enMxPIDNrNPS/oP8GlgT4J/zDPArWb2n3aQL1cuT3n92ei8GPgVGTCzpZKOAa4lrOq3AvcA3zSzrmzfbleWpdmISvDvLx/O0L5B6fbptf3PLdPu/siB5c3aErhCdYqN2KHIZnYn8cJ7Oxwza9UNwczGZmh/FTgh3zIVI3X1jVz74Jtk2h8bNbCcg8dWpr2WywaW4xQbxZgLwukAXlu2nvNve4n5KzdwxK6VvLikZlsMPuR/w8txipE4kXDfz6KbmVnq13+niGhsMn77vwVc9+CbDKzoyZ/POZhjJwyLnRMB3KTgOHFWwJe1cM0I9mCjuf3VKRKWrN7MN//1Es8vXsuHJo7gx6fsy6A+PQH3BnCcXIijgMdlGL8rcD4wAPhMPoRyOhdmxj+fW8rl97xGaYm4/mOTmDZppEf8OU4bieOGtjjDpQWSHiQkMj+HkFPX6eIkR6n16lFCXUMTR+w6mJ+dsX+LngqO42RPXkoSWUgqfDtdKBDDycz0OdVcfEcIpDCCT29ZqTjjgNGufB0nj+TTC6InISgjFpLKgGOBKcA+hJy8BqwCXgEeBR7xckC501peXDOjuqaWOUtqeHHJWv769OJmOWjrG42fPfgmpx7oqY4dJ1/kRQFLOgj4BiFfRLZjhgPfBM4mJPIR0ACsiX4+CPgIcDHwnqQ/A9eZ2cp8yNxdSJdz4eI75rHwvY307dWDFxcHpftulGS6d1lJM+WboKWAC8dx4hPHDW1hhkuVQD+C8vx8lnN9jxDiC3AH8F/gKTNbktJvF+Aw4EPA/wO+KulqM/txtnJ3d9KGCdc38YuH3wZg58oKjth1MJN3HsQBOw9izxH9mHLN7NhRao7jxCfOCngJNAt6MuBF4E3gdzFqI30ZuBT4o5mlrzvCto2/xcBtUdKfLxAqHrsCzpKWVq3PXfp+hvZrnv7Yo9Qcp2OI4wUxJY/33dXMYtV1jhT1DZJ+m0c5ip6RA8szJg1Pp3zBo9Qcp6MoSChyXOWbr7HdkY8dPJprH9yxWGE2q1mPUnOc9sdzQRQxWxuauO/lFfTvXUqfXmWsWFfnq1nH6URkVMCSmmhu820NM7NWlbqkWTHnTcx9fA7jui03PbqAN1Zs4PdnHcQH9u5+1Zkdp7PTkrK8lfgKOFvGp5m7D8EdDbYXuRwYnd+jeTVipwXeWrmBX856i4/sP9KVr+N0UjIqYDM7u71umpqLV9J44BHgBuAqM1sRte9E8AM+BfDVb5Y0NhkX3D6Pvr16cNlH9i60OI7jZCAvoch54DrgSTM7P6F8AcxshZmdBzwd9XGy4OYnF/HS0houO3kfBvdN7+ngOE7h6SwKeAoh5DgTs6M+TissWb2Znz0wn+P2HMbJ+48stDiO47RALAUs6UhJ90haJalBUmPK0ZCjHMb2Aprp2CfHebsVZsbFd8yjtET85NR9PV2k43RyslbAkt5HsNMeSijEWRK9fo6Qu+EV4C85yjET+Iqks5SkNRT4DPClqI/TArc9t5QnF6zmkpP2ZMQADxt2nM5OHD/gS4HlhCQ5BrwL/NTMZkmaSkhH+dUc5fgmcDDwZ+BKSYnIgd2B4cDSqI+TgRXr6vjJva9z2PhKPnFw87LujuN0PuKYIA4B/mBmq4BE9cUSADObSVj95lSOyMyqgEnAVcDa6F6HRD9fBUyK+jhpMDO+O/0V6puauPK0/SgpcdOD43QF4qyAewHV0c9bonO/pOsvAZ/OVRAzW0eopuEVNWJyz7zlPPT6Si49aS/GDulTaHEcx8mSOCvg5cBoADPbRAiW2Dfp+mhCSkqnA1mzaSuX3fUq+48ewDlHji20OI7jxCCOAn4OODLp9Uzg/Gjj7Gzga4TNuZyQNEbSnyRVSdoq6biofWjUfnCucxczP7r7VdbX1XPVR/ejR2ln8Sp0HCcb4pgg/gicLanczGoJpoKjgZuj6yuAC3MRQtI4QrBF7+g8InHNzFZFFTc+T/gQ6PYkSgwl0kyesPdw9typf4GlchwnLnHyAT8IPJj0eqGkPQghwo3A45EdNxd+QtjY2xeoJXhYJHMfoTxRtye1xBDAo2+tYvqcas9w5jhdjDZ9ZzWzTWZ2l5nd2wblC/B+4EYzW0r6BECLiezP3Z1MJYaueWB+gSRyHCdX4gRivCjp65KGtN47Nv0Jm3yZ6InnLgYylxjygpmO0/WIswIeBlwPVEuaLum0qKR8PlhKy+HGhwFv5+leXZpMhTG9YKbjdD3iKOAxwAnAvwh2338DyyX9Kg8eCncAn5WU7NZmAJJOB86I7tvtueCECfRICbTwgpmO0zXJWgFb4EEzOxPYCfgsMJdQ4fhpSa9LujhHOX4CVBHc2P5KUL4XS3qKoHjnAj/Pce6i4pTJo9htWF96lAgRimtecdpE34BznC5ITnbVKBDjFuAWSaOBM9leLv7KHOZbL+lwQijzJwnJfT5ACPa4EbjUi3EGzIyV6+s47YBRXP3R/QstjuM4baBNG1tRJYuzCCHI/YH6XOcys/XAN4BvSBpKUMKrzKy9yiJ1SarW1rJ2cz37jR5YaFEcx2kjsd3QJA2Q9EVJjwNvAd8n1Gv7FsFOHBtJ30+2/5rZKjN7N6F8Je0j6fu5zF1szK2qAWB/V8CO0+WJ44b2YUn/IriL3QTsRqjhNtnMJpnZdWaWGkCRLZcB+7VwfV/gB1nK2UvSVZKWSaqV9LSkVuvJSbpMkqU5VrQ2tiOZV7WOnqUlTNipX+udHcfp1MQxQdxFyIJ2N8H+e7+ZNbY8JG/0JvtEPzcDpxNc5t4Gzgb+K+kYM3sqi/FfAjYnve5UDrZzl9aw18j+9OzheR8cp6sTRwF/FfinmdXk48aS+rO97DzAYEnpMolXAp8i+Aq3NuchwMeB883s+qjtVkK1jquA92Uh2r/y9Yz5prHJeKV6Hacd4EGBjlMMxMkFcVOe730+wX4Mwe3s+uhIh8gu0c9HCRuBf0g0mFmdpD8CP5E0wsxairiDUAmpP7Chs20ALly1kU1bG9lv9IBCi+I4Th4oZHjv7OgsgiK+E5iX0scIG3xPm9mTWcw5GXjDzDamtD8b3WcSLYc8AywB+gIbJN0OfNvM1mTqLGkgO67koZ3yVsytCuk29h+TejvHcboiBVPAZvYoUSl6SbsAN5lZzvmEI0awvWpHMgml21Kd9rXALwnpMLcCxxHswQdIOtTMtmQYdx4ZNghnzpzJ8OHDsxA7O2YsLKFniXj1qVm83omrDs2YMaPQIhSE7vrc0P2efeXKlXmZp+AJbiT1BXYheDq0VQGXs71cUjJ1SdfTYmY3pDTdLukV4NcEX+ffZxh6PdtzIicYDTw2depUxo4d27LEMfjzr59g0i4lnHrK4XmbM9/MmDGDadOmFVqMDqe7Pjd0z2dftGhRXuYp+FZ6ZC7IV7WLWkLtulR6J12Pw00Ej4iMbmxmVmNmi5IPQlh1Xtna0MRry9ezv9t/HadoKLgCjngJ2CsP8ywnqZpGEom2ZXEmM7Mmgkmjso1ytZk3V25ga0OTR8A5ThHRWRTwD4AvSDq2jfO8BOwZmTWSOTQ6z40zWZRucwywqo1ytRmPgHOc4iOWDVhSH0KynN2BwQTPgmTMzD6XgxyfJngfPCRpLvAmOwZDZDv37cC3CfXjro9k7gWcAzxhZsuitp2BCjN7IzFQ0lAzS1W0FxDMFw/k8Ex5Zd7SdQyqKGNMpef9dZxiIWsFHAU53AO0VBHDgFwU8NlJP0+Kjthzm9kzkv4NXC1pBLAA+Axhky/5HrcCx7DjB8hiSf8kBG1sAY4lRNQ9Dvw96ydpJ+ZW1TBx9ECkTuz+4DhOLOKsgK8llAb6P2BWS76xcTGzfJpCziKktTwLGETwLT7JzJ5oZdzfgCMJyd97Aouiea4ws2zDoNuF2q2NvPXuRj6wd/5c2hzHKTxxFPCBwE/N7Pb2EiYfRHmDL4iOTH2mpGn7QjuK1SZeXbaOxibzDTjHKTLiKOD1wOr2EgRCDDAhmm181LQQmNPZQoI7mm0RcO6C5jhFRZyv/ncQasK1C5JOJNhsnwNui47ngLcltdt9uwLzqmrYqX9vhvXv3Xpnx3G6DHEU8EXAMEm/lLSr8rgbJOlIQrrLQYQcw1+MjhuitrskHZGv+3U15lWt8wQ8jlOExDFB1BA8EQ4hpKZMtyNvZpZLePP3gRXAoanZyiRdQwhR/j5wYg5zd2nW1dbzznub+OiBnoLScYqNOMryVqJS8e3AocDP0qWKNLPlkn5PKHnU7Xg5sv9OHOUrYMcpNuLkAz67HeXoCWxo4fr6qE+3IxEB5yYIxyk+Okso8uvAxyU1+0CI2j4W9el2zKuqYZfBFQys6JafP45T1MRSwJJKJZ0l6a+SHpQ0OWofFLWPylGO3xDMEA9L+pCkcdHxYeDh6NqNOc7dpXm5ap37/zpOkRInFLkCmAkcAWwCKggeChBMBFcCfwK+G1cIM/uDpN0JeRyOStPlGjP7Y9x5uzqrNmxh2bo6PuvmB8cpSuJswl0GHAScCjwJbEsJb2aNkhJ+wrEVcDTHRVHttmnAuKh5IXCXmb2Zy5xdnXnb7L8DCyqH4zjtQxwFfAbwOzObIWlwmutvE2y1ORMp2mvaMkcxMbdqHSWCfUf1L7QojuO0A3EU8Ehazqe7GejXNnG2E22+TSMkQ7/bzFbka+6uwryqGnYf1o+KngWvHOU4TjsQZxNuNdDSJts+xKw4kUDS1ZKeS3ot4CHgX8BvgZcl7ZrL3F0VM/MIOMcpcuIo4IeBc6LNuB2QNA74LHB/jnKcCDyW9PojwPsI5ohPRm0X5zh3l6RqbS1rNm1lPy9B7zhFS5zvtj8EnickyPkHISruREkfAL5MSGJ+RY5yjAHeSnr9EeAdM7sYQNI+wKdynLtLMs8zoDlO0ZP1CtjM3iZUB24AfkSoJvFtQpKepcDxZrY0Rzl6RvMmOJZggkiwkPTFNouWeVU19CwtYc+dfAPOcYqVWLs7ZvYCsL+kfQlVjAW8ZWZz2ijHUuBw4PfRanc8IflOgmHAxjbeo0sxt6qGvUb0o2ePzhKs6DhOvslpe93MXiHUTssX/wS+J2kYYTNvPXBf0vXJhFzB3YKmJuOV6vWcOjnXwELHcboCnWV5dQVwM2EVbMBZZlYDIGkAcDJhE7BbsPC9jWzc0uAeEI5T5MQJRW6i9XSUtYTy8jOBqxNl4FvDzLYQKh6nq3q8gWD/TS1TX7TMXRptwLkHhOMUNXFWwLcCLxPsvm8AM6JjftQ2D/gvYTPt68AcSePTTSTp+GxvamZNZrbOzOqjse+PIXOXZF5VDRU9S9l1aN9Ci+I4TjsSVwGPI5R438fMTouOvYEPR9d+bWb7EdzIBhK8JdJxv6RZkj4sqbS1G0sqk3SqpEfZ0TZclMytWse+IwdQWpK3qk+O43RC4mzC/Rj4rZk1C7Yws/uiqhVXAIeb2b2S/kwIJU7HZOBaQh24VZIeAp4lbLStIayoK4HdgcMI7m8DCaaNSTFk7nLUNzbx2vL1nHXYLoUWxXGcdiaOAp4E/KWF6wuJasVFzAHOSdcx8qKYKunwaMw04BM0tzGL4BFxB/AbM3uOImf+ig1sbWjyCDjH6QbELcp5PCF5ejreT1CWCQYA61qa0MyeAp6KzBAHAnsDQwmKeBXB1W2OmTXFkLNL4xFwjtN9iKOA/wl8Q9JNwHWE9JNGMBOcD5xCKCOf4FjgtWwmNrNGggni2RjyFCXzqmoYWFHGzpXNUm44jlNkxFHAlwITgC8CXwASq9ISgqnggagPknoTTBCPNZ/GaYm5VeuYOGoAISGc4zjFTJyqyLXAhySdxHavB4BFhHy99yX1rQO+k0c5uwW1Wxt5c+UGjt+zW2XedJxuS+xQ5EjRFr0rWCF4bfk6GpvMI+Acp5vQWUKRHTwCznG6GxlXwJK+T9hk+4mZNUWvW8PM7PK8SdfNmFdVw/D+vRjev3ehRXEcpwNoyQRxGUEBXwVsjV63hgGugHMklCAaWGgxHMfpIFpSwOMAzGxr8munfVhXW8/C9zZx2gGegtJxugsZFbCZLW7ptZNfXqkO9l9fATtO9yGnTThJvSSNktQz3wJ1V+ZW1QC4B4TjdCNiKWBJB0iaRcjRuwQ4KmofJunhzpAqMvpwuErSMkm1kp7ONv1l9KHyL0k1ktZLmh5VfG535i1dxy6DKxhY4Z9pjtNdyFoBS5pEiGzblZCachtm9i5QDnwmn8LlyM2E0Oi/At8gROz9N0r8kxFJfYFHgKOBnwA/AA4AZksa1J4CQ/CAmDjKV7+O052IswL+EbCMULPtYkL4cTIPA4fkSa6ckHQI8HHgQjO70Mx+BxxHWK1f1crwrwK7EfIdX2Nm1wFTgVEEhd4uTJ9TzWE/fZhl6+r435urmD6nur1u5ThOJyOOAj4a+L2ZbSR9aaIlwMi8SJU7HwXqgT8kGqKw6D8CR0lqqbT9R4Gnkys8m9kbhA+W/2sPYafPqeaSO15mxfo6ANbXNXDJHS+7EnacbkIcBdybltNL9m+jLPlgMvBG9CGRzLOEFfukdIMklQD7Ac+nufwssIektOnJJA2UNDb5AEZnI+w1D8yntr5xh7ba+kaueWB+NsMdx+nixMkFsYCQszcTx5Fl+sl2ZASQbvm4PDpnWqFXAr2S+qWOVTT3gjTXzyPYi5sxc+ZMhg8fnlHY6ppSmltyoLpmMzNmzMg4rrPTlWVvC931uaH7PfvKlSvzMk8cBfx34HuS/kVINQmRKULSt4ATCZtehaQc2JKmvS7peqZx5Dj2esLGXzKjgcemTp3K2LFjMwyDq1+fRXVNbbP2UQMrmDbtuIzjOjMzZsxg2rRMlaiKl+763NA9n33RokV5mSeOAv4Z8AFC3t83CMr3OklDgZ2AB4Eb8yJV7tQSVrKp9E66nmkcuYw1sxpCtZBtZJvL94ITJnDJHS/vYIYoLyvlghMmZDXecZyuTdY24Cgk+QPAtwnKqA7YA3gPuBD4cCcoHbScYCpIJdG2LMO4NYTVb6axRnrzRJs4ZfIorjhtIqMGliNg1MByrjhtIqdM9nBkx+kOxMoHbGYNhHJE17WPOG3mJULZpL4pG3GHRue56QZF2d5eBg5Kc/lQ4C0z2xxDjlKAqqqqVjtOGgR/+/j4pJb6vH29KQQrV67s0vLnSnd9buiez570v13aponMrGgOgrI04Lyktl7AW8DjSW07A3umjL2IELQxOaltAtAA/DimHCdGcvjhhx/FfZzYFp2lSGEUDdEm4SmEVfoCQnTewcCxZvZE1Gc2cIyZKWlcP8LmYh/g5wTF+00i9zUzWx1Dhj2A+cAxBP/o7sJoQrTk0UDry//iobs+N3TfZ98ZeBSYYGZv5jpJ7JJEXYCzCDmJzwIGAfMI0W1PtDTIzDZImkJQ3N8j2McfIayms1a+EYkUnkvMbFHMsV2WpM3HKn/u7kF3ffak597aUr/WKDoFHEW+XRAdmfpMydBeBZzRPpI5juPsiNeEcxzHKRCugJ2CEYVum6TLCi1LsSBpSvSenl1oWZzWcQXcPtQAPyQlQKMbUIM/d3ejhu757DXk4bmLzgvC6Too7GT0AhoiH3OnjUQbyY8A55jZzQUVxmmVotuEc7oOFj7961rt6HRaJJUD9f4BmhtugnDyTlQW6juSXpVUF5V4ulvS5JR+aW3AkiokXStpeXJZKUk3S2r2lU3S7pL+EvXfKmmRpGsk9Unpd3N0vwGSfiPp3Ui+JyQdmjpvhme7LJpjgqSfSqqStEXSXEknpfTNaI9N9yySZkeyj5V0Z/S+rY369pVUEr2v70RyvyjpyBZkPVfSm1HfNyWdm6Ff3PdvqKQ/SVoJbCLL9KtOc3wF7OQVSWXA/cARwF+AXwEDgC8AT0h6n5mly7uczL+Bk4DpwEPAOOBO4J009zsQmEWwxf2WkI50f+DrwJGSjjGz+pRhDwCrCFVeBhMCbu6VNM7MNmT5qLcQkv//DOhJSEs6XdIebfSH7RM9z6OEyjMHA58lJIVaTYj2/CVQRsjLcrekXdLIfS4hSdZvCTUcPwH8QlKlmf0w0SnH9+9BYAXB374PkJp/28mWQocP+1FcB6F8kwEnpLT3J0QFzk5qGxv1vSyp7aSo7fcp4xPtltI+l5Cdr19K+6lR/7OT2m6O2m5M6XtG1P6lLJ7vsqjvPUR7KFH7wVH7FUltU1JlSJUlpW121P+ClPY7CGHyzwNlSe0np8qddM8NwOik9p6E4gL1Ke25vH9/LfTfWbEcboJw8s2nCf/QL0gakjgICuBBQmmoTLmVAT4Sna9NbjSz+4DXk9skTSRUMvk70Cvlfo8Tvh5PTXOP61Jez4rOu7f6dNu5wSKtFMn3HGElGGeOdDQSVrjJPEYIib/JdlyNPhad093zbxYCixLybSU8dw+i97gN79/PYj+VkxY3QTj5Zi9C8vpVLfQZAizNcG0cYbX3dppr86P5k+8FwR3oh827A5CuJMnC5BdmtjoKLR2cYY50LEzTtjrmHOlYbiGaM5m10XkHE4yZrW1B7tfTtCUq1iTS7+X6/uWc+8DZEVfATr4R8DLBrpqJlpRzgmz8IxMB+T8n2J3TsTa1wcwa03VMmi8bspmjpWfI9L+Xad5s7xmHXN+/OKlZnRZwBezkm7eAocAsyy1B/yKCd87uNF/FpZYKeSs6N5rZQzncq71ZE50r01wbn6Ytn+yVpm3v6JxYvXf296/ocRuwk29uJey+p10BS8pcpTRwd3Q+P2XcSTRXKnOAV4AvS2qm0CT1kJRO+XUU7xDSmr4/uVHSEcBh7XzvT0na5h4mqSfhPW0kbCBC53//ih5fATv55gZC6aprJB1H2OBaT8ifejwh8OLYFsbfR3AT+0K0GZRwQ/siIbXofomOZmaSzozuMU/Sn4BXgQpgN+A04BKaF03tEMxso6Sbgc9L+gfBy2F34BzCs+zfjrd/E3hG0k0Ej4hPEjw1LjezpZF8nfr96w64AnbyipnVS/oQ8FXgTLZv7iwjuEHd0sp4k3Q68BOC7+oHCcrq1GjO3VP6vxQFeFxCcMv6MkHhLCIojofz8Vxt4HyCrfVUYBrwAsEL4Yu0rwL+JcH171zCh98SQm7rG5I7dYH3r6jxXBBOl0Ghbl+Zme1ZaFkcJx+4DdjpdKTzE45W1fsSfIkdpyjwFbDT6ZB0BTCZkNVrHTCJEI67nlCfrzvVHnOKGFfATqcj8ni4mOA2NYDgzjUL+J6ZpQvQcJwuiStgx3GcAuE2YMdxnALhCthxHKdAuAJ2HMcpEK6AHcdxCoQrYMdxnALhCthxHKdAuAJ2HMcpEK6AHcdxCoQrYMdxnALhCthxHKdAuAJ2HMcpEEWngCX1knSVpGWSaiU9Len4LMadJuk2Se9I2izpDUnXSBrQEXI7jtP9KLpkPFHpl9OB6wmlzc8GDgKOMbOnWhj3HqFqw3RC9YCJhOoAbwEHpSkV7jiO0yaKSgFLOgR4BjjfzK6P2noTCg8uM7P3tTB2ipnNTmk7i1BC5xwzu7mdxHYcp5tSbCaIjwL1wB8SDdHK9Y/AUZJGZBqYqnwj7ozO6Up8O47jtIliK8o5GXjDzDamtD9LKIw4CVgeY76dovN7mTpIGggMTGnuCYwnmC8aY9zPcZyuQSkwAnjOzLbkOkmxKeARQHWa9oTSHRlzvosICvSOFvqcB/wg5ryO4xQHRwOP5zq42BRwOZDu06gu6XpWSPok8DngCjNb0ELX6wnlu5PZBZj92GOPMXr06GxvmRWn/+ZJVq5vvh84vH9v/vOVI/J6r1yYOXMmU6dOLbQYHU53fW7ons9eVVXF0UcfDfG+UTej2BRwLdArTXvvpOutIulogt34XuB7LfU1sxqgJmU8AKNHj2bs2LHZ3DJr1uhVegxo7hm3BvJ+r1wYPnx4p5Cjo+muzw3d+9lpo4mx2DbhlhPMEKkk2pa1NoGk/YG7gHnAx8ysU9lwRw5Mv4jP1O44Tuel2BTwS8CekvqmtB8anee2NFjSrsD9wLvAh8xsU94lbCMXnDCB8rLSHdrKy0q54IQJBZLIcZxcKTYFfDtQBnw+0SCpF3AO8ISZLYvadpa0Z/JASTsBM4Em4AQzy+j5UEhOmTyKK06buE0JjxpYzhWnTeSUyaMKLJnjOHEpKhuwmT0j6d/A1ZHP7wLgM4RNsbOTut4KHENwTUtwP8F17GqCz/BRSdcWtBRF19GcMnkUb67cwO/+t5D/XXgspSVqfZDjOJ2OolLAEWcBl0fnQQRb7klm9kQr4/aPzhemuXYL0GkUMMCYygoamozl62oZPaii0OI4jpMDRaeAo8i3C6IjU58padq61DJyTKR0l6zZ7ArYcboonUoBSxoEDAMMWGVmawssUqdl58qgdKvW1MKuBRbGcZycKKgCllQCTAPOINhkd0q5vgKYDfwbuMvMmjpaxs7KiIG9KREsXbu50KI4jpMjBVHAkkqBrwAXE8KDNwHPAfcBqwmbY5XAbsDJwCeA5ZJ+CtzU2XxzC0FZaQkjBpSzZI0rYMfpqhRqBfwaMBr4J/AX4H+ZVrfRKnkKcCbBQ+FreHYyIJghlroCdpwuS6H8gO8FxpvZ58xsdkumBTNrMrNZZnYOwdp5f4dJ2ckZU1nO0rVZRVc7jtMJKcgK2My+meO4FcD5eRanyzJmUAWrNmyhdmsj5T1LWx/gOE6notgi4boVOw+OPCF8I85xuiSdRgFLKpV0lqS/SnpQ0uSofVDU7rG2KST8f90TwnG6JjmZIKL8CkMIvrpb2yqEpApCHoYjCB4RFYQoNoD1wJXAn4DvtvVexcSYypABbekatwM7Tlck1gpY0gGSZgEbCJWDj4rah0l6WNL7c5TjMkLl4lMJ+Ri2RaVFLmd3ACfkOHfRMrRvL3qXlbgrmuN0UbJWwJImAY8RPBFuTb5mZu8Sqk18Jkc5zgB+Z2YzCNnIUnkbGJvj3EWLJMYMclc0x+mqxFkB/4iQ0HwfQgBFau6Eh4FDcpRjJC3n6t0M9Mtx7qJmTGWFu6I5ThcljgI+Gvh9VHHY0lxfQvyilwlWAy1tsu1DFtUsuiNjBpVTtWYzZul+JY7jdGbiKODewLoWrvdvgxwPA+dEm3E7IGkc8Fk8ACMtYyor2LClgZrN9YUWxXGcmMRRwAuAA1u4fhwhxDgXfkjweniOkCPCgBMlXQG8SKh0fEWOcxc1YyrdFc1xuipxFPDfgTNTPB0MQNK3gBMJeR1iY2ZvA8cDDQRbs4BvAxcBS4HjzWxpLnMXO4m8wO6K5jhdjzh+wD8DPgA8ALxBUL7XSRpKSCP5IHBjroKY2QvA/pL2JSTbEfCWmc3Jdc7uQMIX2F3RHKfrkbUCNrOtkj4AnAt8CqgD9gDeAq4FbshHvl4zewV4pa3zdBf69S5jUEWZmyAcpwsSKxLOzBqA66Ijb0g6Hni/mV2S4foVwEwzeySf9y0WxnhaSsfpknSWXBAXEZKvZ2Jc1MdJw5hBFVS5L7DjdDmyXgFLOiubfmZ2a+u9mrE/Idl6Jp4hfbVih7ACnvnaChqbzEvUO04XIo4J4mbCxlvqf3hqBEAuCngAIQlPJmrZnpzHSWFMZTn1jcbK9XWMHFheaHEcx8mSOAr42AzjdwW+SggXvjRHOapp2cf4QGBFjnMXPdtd0Ta7AnacLkTWNmAzezTN8bCZ/Q44FOgDHJCjHPcCn0mXTS3aoPsMoWCnk4ZEMIa7ojlO1yIvJYnMbIukvxJWwj/PYYqfAKcDD0j6L/BS1D4J+CBh9Xt52yUtTkYNLEfCk/I4ThcjnzXhttByQp2MmNlKSUcAvyEo3JMSl4D/Al8zs+V5kbII6dmjhBH9e1PlK2DH6VLkRQFLGgF8GXgn1znMbDFwkqRBbHdJe9vM1uZBxKJndGWFB2M4ThcjjhvarAyXKoE9gZ7knpB9G5HCfa6t83Q3dq6s4LG3VhVaDMdxYhBnBTye5i5nBqwhlAz6lZk92RZhonSUY4HBNHd3w8z+15b5i5kxgypYuX4LdfWN9C7zEvWO0xWIkwtibHsJESnea4FzMsgkgrJ3zZKBRFKe6ppadh3at8DSOI6TDfnchGsLNwCfI7iazSJUyHBisHOSK5orYMfpGnQWBXwq8A8z+1ShBemqJHyB3RPCcboOGRWwpIU5zGdmtmsO43oDs3MY50QM7duLnj1K3BfYcboQLa2Al5C++GZ78DywewfdqygpKRGjB5V7WkrH6UJkVMBmNqUD5bgYuFvSv8zs+Q68b1Gxc2WFhyM7Theis9iAvwhUAU9LegpYCDSm9DEz+1yHS9aFGDOoghcXe9yK43QVOosCPjvp5yOjIxUjeEo4GRhTWc76ugbWba5nQEVZocVxHKcVYilgSbsC5xOynw2ieTa1nDbhzKyzVObo0uycVKJ+QMWAAkvjOE5rZK34JE0EXgQ+Twg7Hk9Iot6bEL3WSNi4cwrE6KS8wI7jdH7irDx/BGwllA86Pmr7hpmNBL4EDAT+X1uEkdRH0vslfUrS8LbM1R0Zk7QCdhyn8xNHAR8F/M7M5rPdPU0AZvZ7QtrIK3MVRNJXCJUxZhLKGu0TtQ+TVCfpC7nO3V0YUF5G/949WLrGfYEdpysQRwH3AxZEP2+Nzn2Srj9BUNKxkXQ68GvgEYKJY1siHjN7F7gfOCWXubsbOw92VzTH6SrEUcArgZ0AzGwDwf67R9L1QeSeLOcC4BEzOxWYkeb688C+Oc7drRgzyPMCO05XIY4Cfgk4KOn1o8A3JL1P0hTga8DcHOWYCNzZwvXlwLBsJpLUS9JVkpZJqpX0dFRXrrVxh0i6UdILkrZK6qgowLwyprKCqrW1NDV1SfEdp1sRRwH/HRgiKVF293uEcvKPAA8TNuG+k6Mcja3IMpKWy9YnczPBVe6vwDeAJuC/kg5vZdxJQMLOvKCljp2ZMZUVbG1o4t0NWwotiuM4rRCnKvJtZvY+M6uNXs8hbJSdD3wd2M/MHs9RjrnACekuSCoBziCLKhmSDgE+DlxoZhdGFZuPI7jHXdXK8N8A/c3sQOCBGLJ3KsYMCp+PboZwnM5PmwIgzGypmf3CzH5tZrlkT0vwK+CDki4nlDgCKJE0Afg3QdH/Iot5PgrUA39IkrEO+CNwVFS7Li1mtjLx4dKV2eaK5htxjtPpiVMT7g7C1/v7zKwhn0KY2W1RoMelwCVR8/0EbwgBl5nZf7OYajLwhpltTGl/NppnEsGenDckDSSYX5IZnc97xGHUwGgF7K5ojtPpiROK/EFgGrBa0t+Bv5jZC/kSxMy+Gyn5TxGKfAp4K7pPthnSRhB8iVNJKN2RbRa0OecBP0h3YebMmQwf3vHxJAN6lvLE3DcYu+m1Dr83wIwZ6RxZip/u+tzQ/Z595cqVeZknjgIeDnwMOAs4FzhX0uuEVfHfzCynlaWkPsC3gGfM7AFCuHOulAPpdp/qkq7nm+sJ70Eyo4HHpk6dytixY9vhli3z1+VPgsS0aa3tO+afGTNmMG3atA6/b6Hprs8N3fPZFy1alJd54mzCrTez35vZ0cCuhNDkXsDVwBJJ/5X08bgCmNkmgvfEmLhj01AbyZRK76TrecXMasxsUfJBSK1ZMMYMqvDSRI7TBchpEy5SND80s90J0W9/JKSQ/GuOciwgCvJoI8sJZohUEm3L8nCPTs+YygqWr69jS0NqSmXHcToTbfKCiMwHe0RHH5JCiGNyI/AFSYPbIg8hWGRPSallgQ+NzrkGinQpxlRWYAbLaupa75yB6XOqOfLKWYy7+F6OvHIW0+ekM607jtMWYidklyTgAwRb8ClABfAewZXslhzl2ACsAeZLuoWw+dbsO7SZ3drKPLcD3ybkk7g+krcXcA7whJkti9p2BirM7I0c5e3UbPMFXrOZcUP6tNK7OdPnVHPJHS9TWx9W0NU1tVxyx8sAnDJ5VP4EdZxuThw3tH0JSveThK/09cB9BKV7bxtd025O+vn8DH2MkCUtI2b2jKR/A1dHPr8LgM8Au7Bj1Y1bgWNIWrFL2gU4M3p5SNT23ej1XDO7O5sH6QzsPLhtaSmveWD+NuWboLa+kWsemO8K2HHySJwV8Lzo/DxwBfAPM1uTJzmOzdM8ED4kLo/Ogwhyn2RmT7Qyblw0LpnE61uALqOAh/frTc/Skpyzoi2rSb9XmandcZzciKOArwZuMbPX8y2EmT2ax7nqCNnVLmihz5Q0bbPJ3YbdqSgpEaMGlVOVYzDGyIHlVKdRtiMHtocXn+N0X+K4oV3cHso3lSib2ShJPdv7XsXM6EHlOZsgzjlybLO28rJSLjhhQhulchwnmU5TDFPSAZJmETbklhAld48qYjws6f0FFbCLsXNl7onZN24J5vwhfcNn4IDyHlxx2kS3/zpOnukUCljSJOAxQoDHDhttUUWMcsJmmpMlYyorqNlcz4a6+ljjzIw751RzxK6Def67H2D80D5MGjPIla/jtAOdQgETouqWEbKeXUxzW+zDRJ4JTnaM2VYhOZ4d+MUla1m8ejOnRgp3yh7DeHrhaurqPajDcfJNZ1HARwO/j7KYpSvlsIT2SaRTtOycY4XkO16spndZCR+cGIIHp0wYypaGJp5auDrvMjpOd6ezKODewLoWrvfvKEGKhTGV24MxsmVLQyP3zFvO1L13om+v4CBzyLhKystKmf3Gu+0ip+N0ZzqLAl4AHNjC9eOAwuRW7KIMKC+jX68esRTwI2+sYl1tPacesN3e27uslMN3HczsN1e1h5iO062JpYAl9ZZ0oaSnJK2MjqeitrY4if4dODPF08Gie34LOBH4Sxvm73ZIYnRlBUvXZm8DvnNOFUP69uLo3Ybs0D5lwlAWr97MO+9lW5bPcZxsiBOKPBSYRdgoWw8kShDtRUh2c5akY80sl6XSzwj5JR4A3iAo3+uie+4EPEhI2OPEYOfKchasyk5p1mzeyqw33uWsw8fSo3THz+UpewwDXmX2/HcZN2RcO0jqON2TOCvga4C9gW8Cw8zsADM7gFAu/lsERXxNLkKY2VaCAv42IWdvHSHD2nvAhcCHzawpl7m7M2MGVVC1djNmrZeov3vecuobbZv3QzI7D65g/JA+zJ7vZgjHySdxQpE/AvzRzK5PboyU53WS9gFOzWYiSWcB/4uSlyfmaQCuiw4nD4yprKCuvolVG7cwrF/vFvve+WIVewzvyz4j0+93HjNhKH9/Zgl19Y30LittD3Edp9sRZwXck5bLBT0f9cmGPwNHJF5IapT0yRiyOFmwzRWtFV/gRe9t4sUlNZw6eTQh22hzpkwY5u5ojpNn4ijg54ADWrh+IKH6cDZsIuQRTlAUSXA6G9m6ot05pxoJTpmc2dX60HGV9C4r4VE3QzhO3ohjgvgW8LCkl4HfJPL/SuoB/D/gNOD4LOd6lVDUcxWwNmrbU9L7WhpkZv+LIW+3Z/S2aLjMCtjMmP5SCD0eMSCzI0vvslIOHz+Y2fPfJezDOo7TVuIo4J8DqwmVJn4kKeEFMZ4QKLEAuDblK6yZWTql/B3gP8AdiX7ApdGRDkV93PgYg95lpQzt16vFaLhE6PG5x+3e6nxTJgzjkfmvsui9TYzNodKG4zg7EkcBjycowSXR68roXBMdZYSk5q1iZo9IGg8cTKiucTPwO+CpGPI4WdBaVrRE6PGJ+7ZeE/XYCcP4QeSOdra7ozlOm8laAZvZ2HzdNKrJtsrMHoxe/xC4z8zuytc9nMCYQeU8t2ht2muJ0OMT9tkeetwS29zR3lzF2Ue6AnactlKoUOR32NFlbRFhY87JM2MqK1i+rpb6xuZu1I+88W4IPY6RavKYCUN5aoFnR3OcfFAoBVxPMFkkOAYYXiBZipoxlRU0GSxPU6L+jherGdqvF0elhB63hLujOU7+iJsLYldJv5L0nKS3JS1MORZkOdU7wMmSBiS1tR6u5cQmkRc41Q68dtNWHpn/LtP2H9ks9Lgl3B3NcfJH1v95kiYSAjE+Twi4GE8wG/QGxgKNbN+ga41fEkwQayQ1EpTvX6OAjExHW8red1u2+QKneELc83IUenxAvEoXO7qjOY7TFuJ4QfwI2EqoTLEaeBf4hpnNkvQF4KfAtGwmMrMbJb1GyP8wglBu6HG2J/hx8sSIAeX0KFEzX+A7X6xiwvB+7D0ifqpld0dznPwQRwEfBfzOzOZLGhy1CcDMfi/paOBK4ORsJovKwM8GkHQ28Fsz+3sMeZwsKI1K1CebIBKhxxd/cM+MocctMWXCUAB3R3OcNhLHBtyPEGwBYSUMkLz8eYKoknEOjAOm5zjWaYUxg3bMC3xHIvR4Um6FNncZ3IdxkTua4zi5E0cBryTk5sXMNhDsv3skXR9EjpFqZrbYzHKroe60ypjKcqqiFbCZMX1ONUfuOoSdBrScIa0ljtnD3dEcp63EMUG8BByU9PpR4BuSniUo8q8Bc7OZSNIswsbbCWbWEL1ujUxhzU4rjKmsYPWmrWza0sDry9ezZM1mvnF866HHLTFlwlBufnIRTy9czZQJw/IkqeN0L+Io4L8D/09SuZnVAt8jKOFHouu1hBwP2TAeaGJ7FrREmLPTDmwrUb92M3fMqaa8rDSr0OOWOGz8YHr1KGH2/FWugB0nR+KEIt8G3Jb0ek5SEvZG4L9mlpUXQ2pYcz7DnJ3mjInyAi94dxP3zlvOCfsMp08WocctkSjW+ajbgR0nZ9oUCWdmS83sF2b262yVr9PxJBKz3/LUoqjq8ei8zDtlj6G8894mFnmxTsfJic5Slt5pRx6d/y4Cnn1nDSWC1RuahyXnQsL0kGtQxvQ51Rx55SzGXXwvR145i+lzqvMil+N0FeJURW5to8wIduAlwExghmWoBpnlpluz+X0TLj7T51TznTtf2WZgbzK4dPqrlJSUcEqMJDzpGDtkuzta3Oxo0+dUc8kdL1MbeVFU19RyyR0vA7RZLsfpKsTNB1wODI1e10TngdF5FWFFfRLwJeAJSR80s3TfT9NtuvUBEllhUud+D9gYQ1Yn4poH5m9Tcglq6xu55oH5eVF0x+wxlH88G79YZ3vL5ThdgTgmiCnAZkLp+eFmVmlmlYQsZj8j+AUfRFCi1xKCMr6fbiIzG2tm4xIHoZRRLXADMDJp7pHAL6L7+uo3B5bVpC/Imak9LlMmDGVLQxNPx8yOVt3OcjlOVyCOAr4OeMLMLjKzbVvfZrbKzC4kVLO4zszWmNkFwL3A6THmftLMzjezFUlzrzCz84Cn8XL1OTFyYPo6b5na45LsjpYNWxoa+cGMVzJez5dcjtMViKOAjwMea+H6Y1GfBA8B2W63TyH4FGdidtTHickFJ0ygPMU0UF5WygUnTMjL/HHc0arWbub/bnqKW55azLEThtC7rPmf3+HjK9OMdJziJK4XxJ6tXEvO7NJEMCtkgwF7tXDdy/DmyCmTR3HFaRMZNbAcAaMGlnPFaRPzamdNuKMtXp3ZHe2RN97lQ794nIWrNnHTpw/gz+ccypWn7bdNrpEDerP3iH7c/mI1186cT4b9W8cpKuJswj0EfEXSM2b2z+QLkj4BfBm4J6n5AEKpoWyYGc39AvCXhPeEQqquswibetNjyOokccrkUe26sTVlwjC4+zVmz1+1bdc0QUNjE9c99Ca/fmQBe4/oz42fOmBbCstUuRoam/jOnS/zi1lvs2rjFi6ftm+sZPGO09WIo4C/ScgF/DdJPwPejtp3I+T0XQ58C0BSb2AX4NYYcx8M/Bm4UtJbUfvuhE2+pVEfpxMydkgfxg6uYPb8dzklyYLw7oY6vvGPl3hq4Wo+fvAYLjt5nxY9JXqUlnDV6fsxrF9vfvXI26zasJVffXJyLO8Kx+lKZL28MLPFwP7Az4H1wKHRsSFq2z/qg5nVmdlxZpbVxpmZVQGTgKuAtQRFf0j081XApKiP00mZMmEYTy1cTX1U+/OZhav50C8eZ87StfzsjP258vT9slKkkvj2CRP44cn78PAbK/n0H56hZvPWVsc5TlckVkIAM1sDXBgdecXM1hGS+WSb0MfpRPTsIerqm/j2M6X8aO4DbKhrYNyQPvzlc4ew507xq2585oixDOnbi/Nve4kzbnqKWz93CCMGxPOQmD6nmmsemM+ymlpGDiznghMmuI+x06loW0aWHJF0vJk9nOPY95vZQ/mWycmd6XOqufWpxdErsb6ugVLBF983Liflm+BD+41gUJ8yvnjrC5x+45Ocdfgu/OXpJVkpVI+0c7oChdrhuF/SLEkfltTq91JJZZJOlfQocF8HyOfE4JoH5lOXsD1ENBr8cla2RbIzc8SuQ7jtS4exoa6eK++fT3VNLcZ2hZqaP6KhsYn3Nm7hp/e9njHSLp8k8ll846lSz2fhxKYgK2BgMiFa7i5glaSHgGcJJY/WENzZKgmbcIcRouAGErwlJnW8uE5LtHe03T4jB1DRqwcbtjRXqBf9Zx5/fuId1m6uZ+3mrWyoa7l4dnVNLRvq6unXu6zNcu24yla7rbLdlFK8FEQBm9krwFRJhwNfJVRT/gTN80OIsOF3B/AbM3uutbkl9SJUcD6TUCZpLnBpNiYPSaMIEXdTCd8OZgHnm9k7WT5at2TkwPK0ocX5jGp7d/2WtO1bGpoYUNGTsUP6MKiiJwPKyxhUUcYND7/F2s31accc9OOHOH6vYZy8/0imTBiWs5dFR+SzcFNKcVOoFTAAZvYU8FRkhjgQ2JuQ7McIyX1eAeaYWVPmWZpxMyEE+nqCq9zZwH8lHRPdLy2S+hKqe/QDfgI0AOcDsyVNMrO1sR6uG3HBCRN2UBKQ32g7yKzkRw0s59bPHtKsfWBFzzQylfDF9+1Kzeat3DNvOfe9vIJ+vXpwwr47MW3SSA4fP5h75i3PuNpcvXELry1fz6vL1vPasvUZ81lU19Ty43teY78xA9l/9AB2rqzYofp0nBXtNQ+8kZOS74hVc+Ie1TWlXP36rFbvkYtMccd0tW8LKqaII0mHAM8QVq3XR229CYp8mZm9r4WxFwJXAgea2Zyobc9o7E/NLG1ioQxzjQXeeeeddxg7dmxuD9PF2P7PuJlRAyvy/oefuhKEoORbiupr6Z+xobGJJxesZsZLy3jg1RVs3NJA316l1NY30di0/X+iR4nYY3hf1myqZ8X67XmURw0sZ/XGLdQ1NF8blJUKSWyNrg2sKGPiqAHsP3ogtfWN/O3pxTuM69WjhC++bzzjh/ahem0tVWtrqa6ppXptLQtbSHY/de/hjB/al/FD+7Dr0L7sOrQPAyt65v29ytQ/zj1ylam975Hrs1/+z0d58epPAYwzs0UZO7dCsSngq4HzgEoz25jUfglhVTvKzJZnGPss0GBmR6S0PwDsYmYthWGnzjWWbqaAE8yYMYNp06a1y9zttbqpq2/kkTfe5fx/vdRsMxGCEv7I/iPZe0R/9hnZn71G9GdQn5YV3UkTR/Dmyg3Mraph3tJ1zK2q4a13N+6g3DMxpG9PRg0sZ9Sgcv735io2bmleebp3jxJGV1awePUm6hu3z1nZpycb6xrY2tj8OYb07ckfP3MwFT1LKe9ZSnlZKRU9e3D/K8v5zp2vNPu28IOP7MOUCcPYuKUhHHUN236+/J7XWFfb3MTTv3cPvnrsbvQoET1KRGlpCT1KxFX3v0FNGpNQZUUZPzl14rbXSV8U+M6dr7BmU3Mf8AHlPfjSMbuypb6JLQ1N1NU3sqWhielzqpt9W0jI9P2P7MPgPj0Z1KcnlRU9qezbkz49S5nx0rKclPyG95ZRfdPnwBXwdiQ9SEiVuV9K+/GEUOqTzOy/acaVEFJe/s7Mvp5y7XLgUqCvmW1OM3YgNIvA3QWY/dhjjzF6dH7K/3QVZs6cydSpUwstRk4cdVXmOgGPX3Rc2vaZr67gt/9byMr1tQzvX86X3jeeqfukL3hat7WR91+XOefU3z5/KDv1702vJJv0zFdXcNX989nSsF1B9OpRykUnTmDqPjvR0NjEinV1LF6ziSWra1mydhN3z027xihKykpL6NlD9CwtZW3MgJ2ykhIamprSVgPu1aOEY/YYSonCB0lJqSiTuO/VFdRubaRh/Xus/PtFALuZWe7uPmZWNAfBXPBAmva9CXblz2UYNyS6fkmaa1+Nru2aYexl0XU//PCj+x0ntkVnFXQTrh0oB9Jtl9clXc80jhzHXk/Y+EtmPPAwcAyhRFN3YTQhLenRQHcKHe+uzw3d99l3JqTQbVMx4mJTwLVArzTtvZOuZxpHLmPNrIbtJZQAkne8l7TFPtTVSHruKn/u7kF3ffak525TopJiy/W3nJCZLZVE27IM49YQVr+Zxlo0t+M4Tt4oNgX8ErBn5NObzKHReW66QZGf8cuEmnapHAq8lW4DznEcpy0UmwK+HSgDPp9oiCLjziHUs1sWte0c+fimjj1M0uSksRMIZZb+3d6CO47T/SgqG7CZPSPp38DVkkYQckt8huAWdnZS11sJG2TJJZRuBL4A3Cfp54RIuG8STA/XxRSlBvghKbbhbkAN/tzdjRq657PXkIfnLio/YNgW+XY58GlCLoh5wHeSU1hKmg0cY2ZKGTuaHXNBPAKcZ2Zt2ul0HMdJR9EpYMdxnK5CsdmAHcdxugyugB3HcQqEK2DHcZwC4Qo4j0jqJekqScsk1Up6OkoEVLRImiLJMhxZZ5Dr7EgaIelKSY9I2hA935QMfU+W9KKkOklLJP1AUpf0OMr2uSUtyvA3cGXHS912JB0s6deSXpO0Kfo9/lPSbmn6HiHpcUmbJa2QdIOkimzu0yX/KDoxN5NDMvgi4XrghZS2TJGHXZEJwEWE3+s84Ih0nSR9EJhOqKZyLjAR+D4h4dO5HSFonsnquSNeIPwdJPNK+4jV7lwEHEmIAZgH7AR8DZgj6RAzex1A0iRC3pdXCW6ro4FvE/LBfKTVuxQ6g1mxHMAhhJDl85LaehP+cP9XaPna8bmnRM99SqFlaefn7AcMjn4+JXrmKWn6vUpQRKVJbT8GGoHdC/0c7fjci4DphZY3j899BNAzpW13QnKum5Pa7iMkIeqb1Pb56H06rrX7uAkif3wUqAf+kGgwszrgj8BRUWBIUSOpX1f9qt0aZrbBzFa31EfS3oTUp781s+TM4DcSzH2nt6OI7UI2z51MZIbL6ut3Z8bMnjSzrSltbxE+YPcCkNQf+ABwqyUVgCAEem0E/q+1+7gCzh+TgTdSfhEQqj2L4q/m/BdCAdVaSTMlTWxtQBGSCGN/PrnRQgh8VdL1YmUqsAnYJGmBpC8WWqB8opACbTjwXtQ0kWDGTf19byXkpWn1912Uq5UCMQKoTtOeyKI2sgNl6Ui2EvJo/Jfwh7kfwQb2uKSDzezNQgrXwSS+5aTLnLec4v0bgGAnfQx4k1BY9wvAbyVVmlmX3IhLw6eAUYQKOdD67/vw1iZ0BZw/ck0G36UxsyeBJ5Oa7pJ0N2FV8APCH213obXE/l3+q3kmzOzk5NeS/gw8DnxP0m/MbF1hJMsPkUfPrwnP9JeoubXfd6v/826CyB+5JoMvOsxsLqEGX1G74KWhtcT+3elvoJHgEVFBFivBzoyknYB7gbXAGRbS10Ieft+ugPNHrsngi5WlQGWhhehgEl9FM/0ddMe/AejCfweSBhDMawOAE8xsRdLlNv++XQHnj5fIIRl8ETMeWFVoITqYl6LzDon9JY0k+Ie+RPdifHTukn8HUWbFu4E9gA+b2fyULq8Q0tam/r57EjbdX2rtHq6A80dWyeCLDUlD07QdBRwLPNDxEhUOM3sVeAP4oqTSpEtfAZqA/xREsHZGUqWkkpS23sAFwAagywUhRb+/2wjmkzPM7OnUPpFd+yHgzJSF15lAX7Io5OCbcHnCsk8GX2zcJmkzYSPuPWBf4IvRz5cVUK68I+m70Y97Reczow+bGjP7VdR2AXAX8ICk2wjvx9cIvsFd0iMki+c+GbhU0u2EgIzBhL/9PYCvpHHN7Ar8nPBcdwOVkj6ddG2jmU2Pfr6U8Lc/W9IfCN90vgX815JykGek0BEnxXQQDO/XEGxDdQQf4PcXWq52fuavA88AqwmBKNXAn4CdCy1bOzyrZTgWpfQ7BZgT/Q0sJVRO6FFo+dvruYEDI0VVRfAIWA/MJnxtL7j8OT7z7Bi/76OAJwibbiuBXwB9srmPJ2R3HMcpEG4DdhzHKRCugB3HcQqEK2DHcZwC4QrYcRynQLgCdhzHKRCugB3HcQqEK2DHcZwC4QrYKRiSxkaFGy8rtCzFQlKR1LMLLYvTOq6AHcdxCoTngnAKyWJC0uqGQgviOIXAFbBTMCzEwde12tHptEgqB+rNzD9Ec8BNEE7eiSrjfkfSq5LqJNVIulvS5JR+aW3AkiokXStpuaRaSU9LOl7SzZKaJS+RtLukv0T9t0paJOkaSX1S+t0c3W+ApN9IejeS7wlJh6bOm+HZLovmmCDpp5KqJG2RNFfSSSl9M9pj0z2LpNmR7GMl3Rm9b2ujvn0llUTv6zuR3C9KOrIFWc+V9GbU901J52boF/f9GyrpT5JWEopwjs7mvXOa4ytgJ69IKgPuB44g1M76FaGawBeAJyS9z8yeb2EKCHlUTwKmE/KtjgPuBN5Jc78DgVlADfBbQja2/QlZ2o6UdIyZ1acMe4CQJPxHhNSJ3wTulTTOzDZk+ai3ELK//QzoCZwHTJe0h5ktynKOdPSJnudR4GLgYOCzhEx7qwkJ/n9JyD39beBuSbukkftcYCfCe7IB+ATwi6hI5g8TnXJ8/x4EVgCXR/J2xXSTnYNCp33zo7gO4HxCyr4TUtr7A0uA2UltY6O+lyW1nRS1/T5lfKLdUtrnEpKg90tpPzXqf3ZS281R240pfc+I2r+UxfNdFvW9B0I2waj94Kj9iqS2KakypMqS0jY76n9BSvsdhITuzwNlSe0np8qddM8NwOik9p6E9Kj1Ke25vH9/LfTfWbEcboJw8s2nCf/QL0gakjgICuBB4KjIbpiJj0Tna5Mbzew+4PXkNkkTgf2AvwO9Uu73OOHr8dQ097gu5fWs6Lx7q0+3nRss0kqRfM8RVoJx5khHI2GFm8xjgICbbMfV6GPROd09/2ZmVUnybSU8dw+i97gN79/PYj+VkxY3QTj5Zi+CZ0NLdcCGsL1gYyrjCKu9t9Ncm8/2qgwk/fzD6EjH8DRtC5NfmNlqSRDMEdmyME3b6phzpGO5maVuTK6NzjuYYMxsbQtyv56m7bXonKjVluv71yUre3RGXAE7+UbAywS7aiayKdKYTaUAReefE+zO6Vib2mChZHpL82VDNnO09AyZ/vcyzZvtPeOQ6/u3Ocf7OSm4AnbyzVvAUGCWmTXlMH4RwTtnd5qv4iakuRdAo2VTf6vjWROd05VlH5+mLZ/slaZt7+icWL139vev6HEbsJNvbiXsvqddAUtK95U2mbuj8/kp406iuVKZQygN/mVJzRSapB6S0im/juIdQpDJ+5MbJR0BHNbO9/6UpG3uYQql0s8nrKLviZo7+/tX9PgK2Mk3NwAfAK6RdBxhg2s9sDNwPCHw4tgWxt9HcBP7QrQZlHBD+yIwj7BpBAQXAklnRveYJ+lPwKtABbAbcBpwCWH3vsMxs42SbgY+L+kfBC+H3YFzCM+yfzve/k3gGUk3ETwiPknw1LjczJZG8nXq96874ArYyStmVi/pQ8BXgTPZvrmzjOAGdUsr403S6cBPCL6rHyQoq1OjOXdP6f9SFOBxCcEt68sEhbOIoDgezsdztYHzCbbWU4FpwAsEL4Qv0r4K+JcE179zCR9+S4DzzOyG5E5d4P0rarwqstNlkPQywQ92z0LL4jj5wG3ATqcjnZ9wtKrel+BL7DhFga+AnU6HpCuAycAjwDpgEiEcdz0wKTnAwHG6Mq6AnU5H5PFwMcFtagDBnWsW8D0zSxeg4ThdElfAjuM4BcJtwI7jOAXCFbDjOE6BcAXsOI5TIFwBO47jFAhXwI7jOAXi/wPUaXOovqw0sQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 360x360 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from sklearn.cluster import SpectralClustering\n",
-    "\n",
-    "eigenGap_df = {}\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    X = cre_line_dfs[cre_line].values\n",
-    "    sc = SpectralClustering()\n",
-    "    sc.fit(X)\n",
-    "    A = sc.affinity_matrix_\n",
-    "    \n",
-    "    eigenvalues, eigenvectors, nb_clusters = vba_clust.get_eigenDecomposition(A)\n",
-    "    \n",
-    "    fig, ax = plt.subplots(2,1, figsize = (5,5), sharex=True)\n",
-    "    ax[0].plot(np.arange(1,len(eigenvalues)+1), eigenvalues, '-o')\n",
-    "    ax[0].grid()\n",
-    "    ax[0].set_title(cre_line)\n",
-    "    ax[0].set_ylabel('eigen value \\n(sorted)')\n",
-    "    ax[0].set_xlabel('eigen number')\n",
-    "    ax[0].set_xlim([0, 20])\n",
-    "    #ax[0].set_xticks([np.arange(2,20,step = 2)])\n",
-    "    \n",
-    "    ax[1].plot(np.arange(1,len(eigenvalues)), np.diff(eigenvalues), '-o')\n",
-    "    ax[1].set_ylabel('gap value \\n(difference)')\n",
-    "    ax[1].set_xlabel('eigen number')\n",
-    "    ax[1].set_xlim([0, 20])\n",
-    "    ax[1].set_ylim([0, 0.20])\n",
-    "    ax[1].grid()\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, f'eigenGap_{cre_line}.png'))\n",
-    "    eigenGap_df[cre_line] = [ eigenvalues, eigenvectors, nb_clusters]\n",
-    "    print(f'Optimal number of clusters {nb_clusters}')\n",
-    "        \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5ca6ca90-ba59-4721-a362-7e5574d27515",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Compute Gap statistic"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "89f8e499-1254-418b-888a-40b386f2b256",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
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-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n",
-      "shuffling all data\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pickle\n",
-    "\n",
-    "metric = 'euclidean' # default distance metric\n",
-    "shuffle_type ='all' # default shuffle type is all shuffle (cell id and regressors\n",
-    "\n",
-    "gap_filename = os.path.join(save_dir, 'gap_scores_{}_{}_nb20_unshuffled_to_{}.pkl'.format(metric, glm_version, shuffle_type))\n",
-    "if os.path.exists(gap_filename):\n",
-    "    with open(gap_filename, 'rb') as f:\n",
-    "        gap_df = pickle.load(f)\n",
-    "        print('loaded file')\n",
-    "else:\n",
-    "    gap_df = {}\n",
-    "    for i, cre_line in enumerate(cre_lines):\n",
-    "        X = cre_line_dfs[cre_line]\n",
-    "        sc = SpectralClustering()\n",
-    "        gap_statistics = vba_clust.compute_gap(sc, X, k_max = 25)\n",
-    "        gap_df[cre_line]= gap_statistics\n",
-    "    vba_clust.save_clustering_results(gap_df, gap_filename)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "ff6d618c-0794-4bad-b476-9d954bf95db8",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dict_keys(['gap', 'reference_inertia', 'ondata_inertia', 'reference_sem', 'ondata_sem', 'gap_mean', 'gap_sem'])"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gap_df[cre_line].keys()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bda01b2b-a76b-410b-b649-965d3578ba65",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# plot gap statistic\n",
-    "\n",
-    "for cre_line in cre_lines:\n",
-    "    fig, ax = plt.subplots(1,2, figsize = (10,3))\n",
-    "    x = len(gap_df[cre_line]['gap'])\n",
-    "    ax[0].plot(np.arange(2,x+2), gap_df[cre_line]['gap'], 'o-')\n",
-    "    ax[0].set_ylabel('gap value')\n",
-    "    ax[0].grid()\n",
-    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['reference_inertia'], 'o-')\n",
-    "    ax[1].plot(np.arange(2,x+2),gap_df[cre_line]['ondata_inertia'], 'o-')\n",
-    "    ax[1].legend(['shuffled/reference', 'data'])\n",
-    "    ax[1].grid()\n",
-    "    plt.suptitle(cre_line + ' ' + metric + ' ' + shuffle_type)\n",
-    "    fig.savefig(os.path.join(save_dir, 'Gap_nb20_{}_{}_unshuffled_to_{}.png'.format(cre_line, metric, shuffle_type)))\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "40abe702-b0b9-43b1-af7a-1a80090c0762",
-   "metadata": {},
-   "source": [
-    "**Discussion**: From examining the plots above, it seems like the original number of clusters: 10, 5, 10 for threee cre lines may not the the most optimal. We can first cluster familiar sessions with ogiinal number of N for easy comparison and then cluster with a different more optimal number."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8fd72858-acf2-484b-af15-fdb2af7aa477",
-   "metadata": {},
-   "source": [
-    "## Cluster the data, 10 - 5 - 10"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "14cd6d8a-52f2-4c6c-8857-7ce5cd4ed78f",
-   "metadata": {},
-   "source": [
-    "### Compute coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "832ed6db-4d02-42f5-99f5-1709ad74e282",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_clusters_cre = [10,5,10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "e642f142-3cf9-421f-83b1-104770cad5bd",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:09<00:00,  5.37it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 31.23it/s]\n",
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 15.55it/s]\n"
-     ]
-    }
-   ],
-   "source": [
-    "filename = os.path.join(save_dir, 'coClustering_matrix.pkl')\n",
-    "if os.path.exists(filename):\n",
-    "    print('loading file...')\n",
-    "    with open(filename, 'rb') as f:\n",
-    "        coclustering_matrices  = pickle.load(f)\n",
-    "        f.close()\n",
-    "        print('done.')\n",
-    "else:\n",
-    "    n_clusters_cre = [10,5,10] # these n clusters are based on old sil plots\n",
-    "    coclustering_matrices = {}\n",
-    "    for i, cre_line in enumerate(cre_lines):\n",
-    "        X = cre_line_dfs[cre_line].values\n",
-    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
-    "        coclustering_matrices[cre_line]=m\n",
-    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cc1e3e93-e7fa-4ba9-924b-311e8f3a5e5a",
-   "metadata": {},
-   "source": [
-    "#### Assign labels based on agglomerative clustering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "b8c53087-753a-4442-83cf-da261ff24aff",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "labels_cre={}\n",
-    "for i,cre_line in enumerate(cre_lines):\n",
-    "    X = coclustering_matrices[cre_line]\n",
-    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
-    "    labels_cre[cre_line] = cluster.fit_predict(X)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "888a542b-7e75-4fda-a19a-2cfa2153bf1a",
-   "metadata": {},
-   "source": [
-    "#### Plot Coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "f115f709-a3f7-4f81-be7b-47b73593b20e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
-      "  warnings.warn(msg)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
-    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
-    "                                                                    glm_version,\n",
-    "                                                                    n_clusters_cre[i])))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "57a495b6-68ea-480a-8780-70c8912ad73a",
-   "metadata": {},
-   "source": [
-    "### Plot cluster dropout scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "057e9b13-0a96-465a-b508-a00dfe7302f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1260x144 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2520x144 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "sort_order = {}\n",
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    tmp = cre_line_dfs[cre_line]\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    cluster_df = pd.DataFrame(index = tmp.index.values, columns = ['cluster_id', 'cre_line'], \n",
-    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
-    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
-    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
-    "    vba_clust.plot_clusters_row(cluster_df, tmp, cre_line,\n",
-    "                               sort_order=sort_order, save_dir=save_dir, folder='', suffix=f'_familiar_only_{n_clusters_cre}',\n",
-    "                                 abbreviate_experience=False)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b73ec873-2e32-4df3-83a8-3a524ae70955",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "### Plot area and depth analysis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "ad8c4715-2c48-493f-b91a-14b57a5a8aa5",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "## add cluster id\n",
-    "cells_table_sel = cells_table_sel.drop_duplicates('cell_specimen_id')\n",
-    "cells_table_sel = cells_table_sel.set_index('cell_specimen_id')\n",
-    "df_meta = cells_table_sel.copy()\n",
-    "for cre_line in cre_lines:\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    index = cre_line_dfs[cre_line].index.values\n",
-    "    df_meta.at[index, 'cluster_id'] = labels+1\n",
-    "    \n",
-    "    \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b9e59a20-91fc-409a-92e1-9a44a15a51c4",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "abd72741-9047-4d7c-b250-38ab0c6953d1",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "ename": "AttributeError",
-     "evalue": "'NoneType' object has no attribute 'merge'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_2780\\2308278511.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n\u001b[0;32m      5\u001b[0m                                      \u001b[0mcolumns_to_groupby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'targeted_structure'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchange\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0momitted\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m                                      sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n\u001b[0m",
-      "\u001b[1;32mc:\\users\\iryna.yavorska\\documents\\github\\visual_behavior_analysis\\visual_behavior\\dimensionality_reduction\\clustering\\plotting.py\u001b[0m in \u001b[0;36mplot_clusters_stats_pop_avg_rows\u001b[1;34m(cluster_meta, feature_matrix, multi_session_df, cre_line, columns_to_groupby, change, omitted, sort_order, save_dir, folder, suffix, alpha)\u001b[0m\n\u001b[0;32m   1742\u001b[0m     \"\"\"\n\u001b[0;32m   1743\u001b[0m     \u001b[1;31m# add cluster_id to multi_session_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1744\u001b[1;33m     \u001b[0mcluster_mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmulti_session_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'cluster_id'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'cell_specimen_id'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'inner'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1745\u001b[0m     \u001b[0mcluster_ids\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcluster_meta\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcre_line\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mcre_line\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcluster_id\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1746\u001b[0m     \u001b[1;31m# if order to sort clusters is provided, use it\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
-      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'merge'"
-     ]
-    }
-   ],
-   "source": [
-    "# this plot doesnt work without multi_session_df\n",
-    "\n",
-    "for cre_line in cre_lines:\n",
-    "    vba_clust.plot_clusters_stats_pop_avg_rows(df_meta, feature_matrix, multi_session_df=None, cre_line = cre_line,\n",
-    "                                     columns_to_groupby=['targeted_structure'], change=False, omitted=True,\n",
-    "                                     sort_order=None, save_dir=save_dir, folder='areas', suffix='', alpha=None)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "82aafe6d-0095-40be-8dda-ef6482d6874a",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true,
-    "tags": []
-   },
-   "source": [
-    "## Cluster the data, 8 - 4 - 11"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f1ddfb84-aea9-48be-9ee4-5771e7f87ed2",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e6a5ae15-c0ca-4ec0-92a1-65dfc77ac1d6",
-   "metadata": {},
-   "source": [
-    "### Compute coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 121,
-   "id": "834bfe79-8220-452d-857b-49ff67c799c8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "n_clusters_cre = [8,4,11]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "id": "ee03e6a7-f473-494f-af0f-12022e8c599d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "8\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:11<00:00,  4.38it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:01<00:00, 28.53it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "11\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [00:03<00:00, 16.65it/s]\n"
-     ]
-    }
-   ],
-   "source": [
-    "filename = os.path.join(save_dir, f'coClustering_matrix_{n_clusters_cre}.pkl')\n",
-    "if os.path.exists(filename):\n",
-    "    print('loading file...')\n",
-    "    with open(filename, 'rb') as f:\n",
-    "        coclustering_matrices  = pickle.load(f)\n",
-    "        f.close()\n",
-    "        print('done.')\n",
-    "else:\n",
-    "    coclustering_matrices = {}\n",
-    "    for i, cre_line in enumerate(cre_lines):\n",
-    "        X = cre_line_dfs[cre_line].values\n",
-    "        print(n_clusters_cre[i])\n",
-    "        m = vba_clust.get_coClust_matrix(X=X,n_clusters=n_clusters_cre[i], nboot=np.arange(50))\n",
-    "        coclustering_matrices[cre_line]=m\n",
-    "    vba_clust.save_clustering_results(coclustering_matrices, filename)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8aba909e-1fb1-4a64-ae20-8bb7f30b65a5",
-   "metadata": {},
-   "source": [
-    "#### Assign labels based on agglomerative clustering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 123,
-   "id": "bc508f2b-e2df-4318-ab00-00da011b0050",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "8\n",
-      "4\n",
-      "11\n"
-     ]
-    }
-   ],
-   "source": [
-    "labels_cre={}\n",
-    "for i,cre_line in enumerate(cre_lines):\n",
-    "    X = coclustering_matrices[cre_line]\n",
-    "    print(n_clusters_cre[i])\n",
-    "    cluster = ac(n_clusters=n_clusters_cre[i], affinity='euclidean', linkage='average')\n",
-    "    labels_cre[cre_line] = cluster.fit_predict(X)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4af1ad36-2a4a-452b-b240-22e3293973ef",
-   "metadata": {},
-   "source": [
-    "#### Plot Coclustering matrix"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 124,
-   "id": "d2b129ab-b7af-4260-9456-459abdacd6ed",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\iryna.yavorska\\Anaconda3\\envs\\vba\\lib\\site-packages\\seaborn\\matrix.py:654: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
-      "  warnings.warn(msg)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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wY+qqH2F3eOQGzJo+dbVzFi9d3vTas6ZPZdnyZNrUcX1rnlSGenxbqX+u2nQ4cFiT9HkjrswIRMSbgbcDn8rM6ztZtoHs5DRrvINXSZK0VjmW1QdVDRoYz0pExHOBbwI/Bz7W6fINZCVYvRV24b0TVw+pl0yfxfqzp7PxbD+K2jFtajBtauOWuZnTVx/y8tDSFUybEjy4dBnrTi+P79Ka1tzBFlaAZStWMGv61JatfrbGjs4IW1VHrOo+MDCuF60TETsCZ1Km9HpjZo68WboJB3tNYn19fQf19fXNm+h6SJKk3hIR2wK/Av4FvCIzHxyL6xjITm52MZAkSeMqIjYHfg2sAF6amR2dqaCWv+dIkiT1uIg4tPpzcOTl3hGxK2WWg+OqPK8CdqyOzwSeUnPedzLzpurvXwHbAJ8Gdq3KGXR9Zv6+5rp7A49m1SD159WU+eXMHLK/n4GsJEmSPll3e79qfxNwXPX364B9avI8rdoALqrywqpg9yMNrvMt4Pc1t99OWTFs0AuqDeAUwEBWkiRJzWVmy9F8mbkvsG8nyqrJu1u7eRuxj6wkSZK6koGsJEmSupKBrCRJkrqSgawkSZK6koGsJEmSupKBrCRJkrqSgawkSZK6koGsJElSD4uILSLi6Ig4LyLuj4iMiN2a5H11RFweEYsj4uaIOCwiptXl2bcqo9E2ayRlNuOCCJIkSb3tCcCBwD+Aq4BnN8oUES8DzgB+A/w38GTg48Am1e16hwA316UtGWWZqzGQlSRJ6m2XAZtk5t0RsTtwepN8nwX+BLw0M5cDRMR9wMER8aXMvK4u/y8y84oW1x5umauxa4EkSVIPy8z7M/PuofJExBOBJwInDgacla9Q4snXNTlvg4hoGG+OtMxatshKkiRNMhExB5jT4NBAZg6MoMinVfv+2sTMvC0i/llzvNZvgfWAxRHxc+CDmVnb1WAkZa7GFllJkqTJZy4wv8E2d4TlbVHtFzQ4tgDYsub2g8D/Au8FXgt8EXgl8LuI2GSEZTZki6wkSdLkcyxwcoP0gRGWN7vaP9Tg2GJgncEbmflD4Ic1x0+PiAuBnwMfoAwCG1aZzRjISpIkTTJV94GBDha5qNrPbHBsVs3xZvX5RUT8DXgRqwLZUZUJdi2QJElSa4M//2/R4NgWwG1tlHELsHEnyzSQlSRJUitXVPu+2sSI2BJ4ZM3xoWwD3NnJMg1kJUmSNKTMvAb4G/CuiJhac+j/ASuAHw8mRMSm9edHxJuBbYGzRlJmM/aRlSRJ6nERcWj15/bVfu+I2JUyXddxVdoBwJnAWRFxGrAD8D7KPLDX1hR3cURcBlwO3AfsAuwDXEuZwaBWu2U2ZCArSZKkT9bd3q/a3wQcB5CZ/xcRrwUOA75M6SZwRINzT6NMt/WflJkHbq3KODwz763NOIwyGzKQlSRJ6nGZGW3mOwM4o0WeQ4FDh8oz3DKbsY+sJEmSupKBrCRJkrqSgawkSZK6koGsJEmSupKBrCRJkrqSgawkSZK6koGsJEmSupKBrCRJUg+LiGdGxLkR8UBE3BsRZ0TEti3OeXRELIyIjIinNjj+8oi4JCIWRcTdEfHtiHh4p+tuICtJktSjImJn4ALgkZTVtY4AdgR+GxGbDXHqZ4EVTcrcHfg/Spx5IPAF4GXAbyJidscqjyt7SZIk9bJPAPcDz8zMewAi4hTgWuBgYG79CRGxG/Bq4DPAIQ3K/FR1/nMyc2l1zs+Ay4F3A8d2qvK2yEqSJPWu5wC/HgxiATJzAaWV9g31mSNiKvBF4DjgHw2ObwxsB/xkMIityrwS+Cvwxk5W3hZZSZKkSSYi5gBzGhwayMyBmtszgUUN8i0EtoiILarAdtC7gUcAnwR2b3DezGrfrMwdI2JKZjbsljBctshKkiRNPnOB+Q22uXX5/g48KyJWxoQRMQN4RnVzy5r0jSkB7Ly6YLjWHcAApaV3pYh4GPBEYDaw0fDvTmMGspIkSZPPscBjGmzH1uX7CrA98PWIeGJE7AB8G9iiOl47OOsTwL+AE5pdtGppPRF4aUQcGRGPi4inAz8AZjQoc1TsWiBJkjTJVC2mA23kOyEitgIOAParkvuBT1MGcj0AUAW4+wOvzsxlLYr9OLAJcBDw0Srt18A3qzIeGMZdGZItspIkST0sMw8BNgOeCzwlM3emxIgJXF9lO4oy68BfImLriNiaEqwCbFkFw4PlLcnMd1C6JTwPeEJmvhTYELhriG4Jw2aLrCRJUo+rZi24qCbpxcClmXl/dftRlPll5zc4/eeUvrGb15V5R5U+ONvBbsC5nay3gawkSZJWiog3AjsDb6pJ/gClRbXWC4H/Bj5ImVprKB+mBLpf7FA1AQNZSZKknhURL6T0Y/01cDfwLGBf4LuZeepgvsw8r8G5c6o/z8vMK2rS96FMzXUh8CCldXcP4KjM/H0n628gK0mS1LtuoSw1ewCwPnAdpYX1uFGUeS3wMMqgr5nANcDemXnK6Kq6JgNZSZKkHpWZ1wH/McJzTwZObpD+e8ogrzHnrAWSJEnqSgaykiRJ6koGspIkSepKBrKSJEnqSgaykiRJ6koGspIkSepKBrKSJEnqSgaykiRJPS4iHhcRp0XEPyPiwYj4S0QcFBEzq+PrRMR7I+LsiFgQEfdHxOURsX9ETB1ueZ3iggiSJEk9LCIeAVwK3EtZ0evfwHOBTwFPAvYGtgG+DJwLfB64D3gp8FVgZ+DtwyyvIwxkJUmSettbgDnArpl5TZX2tYiYDewZEfsBtwNPrjkOcGJEnATsFxFHZOb8dsvLzKWdqLiBbBv6+voOAmZNdD2GYeuJroAkSeoaG1T7O+rSbweWAssz8y7grgbnng68DdgOGAxkW5Y32goPMpBtz6z+/v55E12JdvX19c2b6DpIkqSJExFzKK2i9QYyc6Au7QLgo8A3I+LjlK4AzwP2BY7JzBVDXGrzal8b5I6mvGFxsJckSdLkM5fSQlq/za3PmJm/Bj4GvAS4ArgZOIUSdB7e7AIRMaMq73rgstGWNxK2yEqSJE0+xwInN0gfaJJ/PnA+pavA3cArgMMj4s7MPKHJOccB2wMva9DKOpLyhs1AVpIkaZKpug8MtJM3IvYETgQen5m3Vck/iYgpwGcj4rTMvKfunAOAdwIHZ+ZZoy1vpOxaIEmS1NveA1xWE3QOOhNYF9ixNjEi9gWOAY7PzKNHW95oGMhKkiT1ts2ANRY1AKZX+5W/4EfEa4BvAD8G3j/a8kbLQFaSJKm3XQv0RcS2delvokyVdRVARDwPOBW4EHjLELMPtFVeJ9hHVpIkqbd9BngZ8LuIGFyJ65VV2gmZ+a+IeDSla0ACPwL2iIjaMi7OzBvaLa9TFTeQlSRJ6mGZeWFEPBuYB7wXeBhl1oGDKUEpwGOADau/j29QzNuAG4ZRXkcYyEqSJPW4zLwUePkQx88Hotnx4ZbXKfaRlSRJUlcykJUkSVJXMpCVJElSVzKQlSRJUlcykJUkSVJXMpCVJElSVzKQlSRJ6mERcXJE5BDbI6p8R0bEHyPi7ohYFBF/jYjDImLduvJ2G6Ks7TpZd+eRlSRJ6m0nAufUpQVwAnBjZt5apT0duAT4DrAI2JGyyMELIuIFmZl1ZRwLXFaXdlsH620gK0mS1Msy8/fA72vTImJXYB3guzX5/rP+3Ii4AfgcJcjtrzt8QWae0en61rJrgSRJkuq9GUjgey3y3VTt5zQ6GBHrR8SYNZwayEqSJGmliJgOvAG4ODNvrDs2NSI2iYgtI+I/gCOAe1mzNRZKF4T7gEUR8euIeHKn62rXAkmSpEkmIubQuJV0IDMHWpz+UuBh1HQrqLE9cHXN7b8Dr6krcwnwI+CXwF3AU4APAxdFxM6ZeW3re9AeA1lJkqTJZy5wWIP0w4F5Lc59M7AU+EGDY/OBlwDrAs+s/l6/NkNmXgxcXJN0ZkT8jNJqexiwV8vat8lAVpIkafI5Fji5QfrAUCdFxHrAa4CzMvPu+uOZ+SCrZjj4aUT8qdrvlJlXNis3M6+MiHOAF7VV+zYZyEqSJE0y1U/9AyM4dXfqZito4QxgBbAn0DSQrdxChwNZB3tJkiRp0F7AA8CZbeafAUwFNmwj7zbAnSOsV0MGspIkSSIiNgVeDJyemQvrjm0QETMbnPZ2yuIJl9Xk3bRB2bsCLwDO6mSd7VogSZIkgDdSYsNG3Qp2Ar4fEacB11b5dgVeD1wOnFKT97SIWEgZ8HUXsAPwrurveZ2ssIGsJEmSoHQr+BdrLlcL8A/gF8ArgHdSuhNcDxwJHJOZD9XkPaMq60PABlWZ3wPmZebNnaywgawkSZLIzGcNceyflG4E7ZTzJeBLnarXUOwjK0mSpK5kICtJkqSuZCArSZKkrmQgK0mSpK5kICtJkqSuZCArSZKkrmQgK0mSpK5kICtJkiQiYueI+HlE3BMRD0TElRGxb3XsYRFxQET8NiLujIiBiPh9ROwxRHkvjYjzI+K+avtDRLy8k3U2kJUkSepxEfEy4HfAdOBjlFW5zgG2qrI8i7KK193AEcAhwCLgBxHxsQblvRP4JWVZ2gOAg4F+4JGdrLcre0mSJPWwiNgQOBn4amb+T5Ns1wCPy8ybas77CiXYPTgiPpuZi6r0x1BW9vpQZn5hLOtui6wkSVJvezMwB/g4QESsHxFRmyEz59cGsVVaAmcAs4Gtaw7tD9wDfDGK9ceq4gaykiRJk0xEzImIrRtscxpkfzHwN+DlEXELcB/w74g4OiKmtrjU5tX+rrry/gi8H7gTuC8ibo+ID47qTjVgICtJkjT5zAXmN9jmNsj7WEpf2JOr7XXA6cCBwOeaXSAiNgbeAZyfmXfWlfccSl/aY4A9gD8An4uIRtcfMfvISpIkTT7HUoLSegMN0tYDNgIOysxjqrSfRMR6wHsi4ojMrG1xJSKmAN8FNqS0vNaXNwXYMzNPq/L/GLgEOCQivpyZy0dyp+rZIitJkjTJZOZAZt7YYBtokH1Rtf9+Xfp3KbMY7NLgnC8DLwXelplXNyhvKfCjmvok8D1gE+AJw75DTRjISpIk9bYF1f6OuvTB2xvVJkbEYcB7gI9kZn3wO1je3Q1aXRuWNxoGspIkSb3tsmr/iLr0wTlfV/Z/jYj3AvOAL2TmZ4cob9OImNGqvNEykJUkSeptP6z2bx9MqKbfegfwIKVvKxHxRsr8sN+lLJgwVHlTgX1qypte3b4JuK5TFXewlyRJUg/LzMsi4tuUhQ0eDlwOvILSB/YjmXlfROwCfJuyste5wF51U82enZmDXQd+AlwAHB8R21FmS9gTeBJlAFh2qu4GspIkSXoncDOl1XQf4AZg/8w8sTr+RGAGsClwUoPzX0DVBzYzMyJeDRwFvIWy2MI1wOsy8/ROVtpAVpIkqcdl5hLgY9XW6PjJNJ7Oq1l59wHvq7YxYx9ZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZIkdSUDWUmSpB4WEbtFRDbZtqvJd2RE/DEi7o6IRRHx14g4LCLWrStv54g4PiL+EhEPRsTNEXFqRDy203V3QQRJkiQBHAtcVpd2W83fTwcuAb4DLAJ2BA4GXhARL6hZevZA4DnAD4GrgM0pCyP8KSJ2ycy/dqrCBrKT0+K+vr55wNYTXA9JktQ9LsjMM5odzMz/rE+LiBuAz1GC3P4q+fPAm6vVwgbznQZcTQly9+1UhQ1kJ6H+/v6jAapgVpIkqS0RsT6wKDOXtXnKTdV+zmBCZl5cnykzr4uIa4DtR13JGgaykiRJk0xEzKEmuKwxkJkDTU77DrAesCwizgM+lJlX15U7FdgImAHsABwB3Muq1thm9QlgM+DKtu9EGxzsJUmSNPnMBeY32OY2yLsE+BHwP8BrgMOBXYCLIuLxdXm3B+4EbgXOAgJ4zRDB8aC9gEcAPxj2PRmCLbKSJEmTz7HAyQ3SB+oTqq4Atd0BzoyIn1FaWQ+jBKGD5gMvAdYFnln9vf5QFalmPjgeuIjS6tsxBrKSJEmTTNVCOjCK86+MiHOAF9WlPwicU938aUT8qdrvlJlrdBuIiM2BnwP3AHtk5oqR1qkRuxZIkiSpkVuAjVvkOQNYAexZfyAiNgR+CWwIvDQzb+90BW2RlSRJUiPbUPrDDmUGMJUSrK4UEbOAnwGPB16UmX8fiwraIitJktTDImLTBmm7Ai+gDOgiIjaIiJkNTn87ZcDXZTXnTgVOA55F6U5wyVjUG2yRlSRJ6nWnRcRCyoCvuyjTar2r+ntelWcn4PvVwgbXUmLIXYHXA5cDp9SU9zng1ZQW2Y0j4i01xx4YatGF4TKQlSRJ6m1nUGYm+BCwAfAv4HvAvMy8ucrzD+AXwCuAd1K6E1wPHAkck5kP1ZT31Gr/qmqrdVN1vY4wkJUkSephmfkl4Est8vyT0o2gnfJ260C12mIfWUmSJHUlA1lJkiR1JQNZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZIkdSUDWUmSJK0UER+JiIyIK+rSj4yIP0bE3RGxKCL+GhGHRcS6Dcp4XEScFhH/jIgHI+IvEXFQk9XBRsx5ZCVJkgRARGwOHAo82ODw04FLgO8Ai4AdgYOBF0TECzIzqzIeAVwK3AscB/wbeC7wKeBJwN6dqq+BrCRJkgYdDfRTfrWfU3sgM/+zPnNE3EBZkvbp1XkAb6nO3TUzr6nSvhYRs4E9I2K/zFzaicratUCSJElExC6UIPSDwzjtpmo/pyZtg2p/R13e24GlwPKR1K8RA1lJkqQeFxEBfBn4VmZeMUS+qRGxSURsGRH/ARxB6ULQX5Ptgmr/zYjYMSK2ioi9gH2BYzJzRafqbdcCSZKkSSYi5lDXNaAykJkDDdLfCjwR2L1F0dsDV9fc/jvwmtoyM/PXEfEx4KPAq2vyfjwzP9mi/GExkJUkSZp85gKHNUg/HJhXmxAR61P6xh6dmQtalDsfeAmwLvDM6u/1m+Q7HzgduBt4BXB4RNyZmSe0eydaMZCVJEmafI4FTm6QPtAg7VBgCfD5VoVm5oPAOdXNn0bEn6r9Tpl5JUBE7AmcCDw+M2+r8v4kIqYAn42I0zLznmHcl6YMZCVJkiaZ6qf+gVb5ImILSuvtx4DNSldZAGYBMyJia+DeIQLPM4AVwJ7AlVXae4DLaoLYQWdS+snuSGmtHTUHe0mSJPWuzYAZwDGU7gCD2zMo/WHnAwcOcf4MYCqwYV2ZUxvknV7tO9aQaousJElS75oP/FeD9CMo/WA/AFwbERsAD2XmQ3X53g4EcFlN2rXASyJi28y8vib9TZSpt67qVOVHFMj29fUdRGly7hVbT3QFJEmSOi0z76V0D1hNRMwFlmXmGdXt3YDvR8RplEB1GrAr8HrgcuCUmtM/A7wM+F1EDK7s9coq7YTM/Fen6j/SFtlZ/f398zpVibVdX1/fvImugyRJ0gT6B/ALyuwD76R0HbgeOJIyN+zKltrMvDAink2ZHeG9wMMoLb8HU4LcjrFrgSRJklaTmbvV3f4npRtBu+dfCry8w9Vag4O9JEmS1JUMZCVJktSVDGQlSZLUlQxkJUmS1JUMZCVJktSVDGQlSZLUlQxkJUmS1JUMZCVJknpYRPRFxOkRcVNELIqI2yPiV9WiBoN51omI90bE2RGxICLuj4jLI2L/iJjaoMxnRsS5EfFARNwbEWdExLadrruBrCRJUm/blrJI1teB91FW33o4cGFEvKTKsw3w5ervzwMfBm4Evgp8rbawiNgZuAB4JHAYcASwI/DbiNiskxV3ZS9JkqQelpmnAafVpkXEV4EbgP8BzgZuB56cmdfUZDsxIk4C9ouIIzJzfpX+CeB+4JmZeU9V3inAtZRlaud2qu62yEqSJGk1mbkQuBOYU92+qy6IHXR6td+uJu05wK8Hg9jq/AWUVto3dLKetshKkiRNMhExhyoIrTOQmQNNzlkfmAk8DNgH2IHSujqUzav9XTVpM4FFDfIuBLaIiC2qwHbUbJGVJEmafOYC8xtsc4c4538prbB/Az4EnAAc1SxzRMyoyrseuKzm0N+BZ0XElLq8z6hubjmcOzIUW2QlSZImn2OBkxukDwxxzuHAiZRBWntTWlanAw81yX8csD3wssxcUZP+FcogsK9HxOcoDaeHAltUx2e3cwfaYSArSZI0yVTdBwaGec7VwNWwcnBWPyUYfn193og4AHgncHBmnlVXzgkRsRVwALBfldwPfBo4BHhgOPUail0LJEmStJrMXAr8FHhtRKzWghoR+wLHAMdn5tFNzj8E2Ax4LvCUzNyZEncmpStCR9giK0mSpEZmAwGsTzV4KyJeA3wD+DHw/qFOrmYtuKgm6cXApZl5f6cqaIusJElSD4uITRukbQDsAdySmf+q0p4HnApcCLylrl9sq2u8EdiZ0ne3Y2yRlSRJ6m2nRcRi4GLKwgdbAW+jDPraEyAiHg2cSeka8CNgj4ioLePizLyhyvtC4KPAr4G7gWcB+wLfzcxTO1lxA1lJkqTedgrwVkpXgY0og8QuAfbOzAuqPI8BNqz+Pr5BGW+jrAQGcAuwgjLYa33gOuCDlFkOOspAVpIkqYdl5knASS3ynE/pL9tOedcB/zH6mrVmH1lJkiR1JQNZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZKkHhYRO0fE8RHxl4h4MCJujohTI+KxdfmOjIg/RsTdEbEoIv4aEYdFxLp1+foi4vSIuKnKd3tE/Coint3pursggiRJUm87EHgO8EPgKmBz4H3AnyJil8z8a5Xv6ZQVv74DLAJ2BA4GXhARL8jMrPJtS4kxvw4sAOYAewEXRsTLMvPsTlXcQFaSJKm3fR54c2YuGUyIiNOAqylB7r4Amfmf9SdGxA3A5yhBbn+V7zTgtLp8X6UsYfs/gIGsJEmSRi8zL26Qdl1EXANs3+L0m6r9nBbXWBgRd7bKN1wGspIkSZNMRMyhcdA4kJkDbZwfwGbAlXXpU4GNgBnADsARwL1UrbF1edcHZgIPA/ap8n+i/XvRmoO9JEmSJp+5wPwG29w2z98LeATwg7r07YE7gVuBs4AAXtMkOP7fKu/fgA8BJwBHtX8XWrNFVpIkafI5Fji5QfpAqxMjYjvgeOAiysCuWvOBlwDrAs+s/l6/SVGHAycCjwT2prTOTgcealWHdhnISpIkTTJVC+nAcM+LiM2BnwP3AHtk5oq6ch8Ezqlu/jQi/lTtd8rMK+vyXk0ZMEZEnELpfnAy8Prh1qsZuxZIkiSJiNgQ+CWwIfDSzLy9jdPOAFYAew6VKTOXAj8FXhsRs0dZ1ZUMZCVJknpcRMwCfgY8HnhlZv69zVNnAFMpwW8rsyl9apt1RRg2A1lJkqQeVs1EcBrwLEp3gksa5NkgImY2OP3tlOD0spq8mzY6H9gDuCUz/9WputtHVpIkqbd9Dng1pUV244h4S82xBzLzDGAn4PvVQgnXUmLIXSn9XS8HTqk557SIWAxcDNwObAW8jTLoa8guCMNlICtJktTbnlrtX1VttW6i9IP9B/AL4BXAOyndCa4HjgSOyczamQhOAd4KvJ8y5+wAZWnbvTPzgk5W3EBWkiSph2Xmbm3k+SelG0E75Z0EnDTKarXFPrKSJEnqSgaykiRJ6koGspIkSepKBrKSJEnqSgaykiRJ6koGspIkSepKBrKSJEk9LCK2iIijI+K8iLg/IjIidmtxzqMjYmGV96l1x14aEb+MiFsjYnFE/DMifhQRT+p03Q1kJUmSetsTgAMpK29d1eY5nwVWNDn2ROAB4MvAe4CvUBZduDQidhhVTesYyEqSJPW2y4BNMvNxwGdaZa5aa18NHNvoeGZ+ITP3yMyjM/OkzDwKeDYwA9i/U5UGV/aSJEnqaZl5f7t5I2Iq8EXgOMqyte26E1gIzBlW5VqwRVaSJEntejfwCOCTrTJGxIYRsWlEPBn4BrABcG4nK2OLrCRJ0iQTEXNo3Po5kJkDIyxzY0oAe1hmDkREq1POBZ5e/f1Ade7JI7l2M7bISpIkTT5zgfkNtrmjKPMTwL+AE9rM/x7gpcD/A64B1qHDjai2yEqSJE0+x9K49XNgJIVVsw3sD7w6M5e1c05mXlpz/qnAX6qbHx5JHRoxkJUkSZpkqu4DAx0s8ijgcuAvEbF1lbZJtd8yIu7OzFuGqk9EnAPshYGsJEmSxtGjgB0p3RPq/Ry4A9i8RRmzgQ07WSkDWUmSJLXyAdYMQl8I/DfwQeCvg4kRsWlm3lmbMSIeBbyEMmdtxxjISpIk9biIOLT6c/tqv3dE7EqZ5eC4zDyvwTlzqj/Py8wrag5dHBFXUILWu4HHAm8HZgEHd7LeBrKSJEmqnxd2v2p/E2Xxg+H4OvBaSovtBsBdlKm4jsrMK0dTyXoGspIkST0uM1tOCtvgnJNpMDNCZn4a+PToa9Wa88hKkiSpKxnISpIkqSsZyEqSJKkrGchKkiSpKxnISpIkqSsZyEqSJKkrGchKkiSpKxnISpIkaaWI+EhEZLU612DaOhHx3og4OyIWRMT9EXF5ROwfEVMnqq4GspIkSQIgIjYHDgUerDu0DfDl6u/PAx8GbgS+CnxtvOpXz5W9JEmSNOhooJ/S2DmnJv124MmZeU1N2okRcRKwX0QckZnzx6+ahS2ykiRJIiJ2Ad4CfLD+WGbeVRfEDjq92m83lnVrxhZZSZKkSSYi5rB6i+qggcwcaJA/KF0HvpWZV5Sbbdm82t81/FqOni2ykiRJk89cYH6DbW6T/G8FnkjpH9uWiJhRlXc9cNmIazoKtshKkiRNPscCJzdIH6hPiIj1KX1jj87MBcO4xnHA9sDLMnPF8Ks4egaykiRJk0zVfWCgzeyHAksosxG0JSIOAN4JHJyZZw23fp1iICtJktSjImILSveAjwGb1fSNnQXMiIitgXsz856ac/YFjgGOz8yjx7O+9ewjK0mS1Ls2A2ZQAtPavrTPoHQbmA8cOJg5Il4DfAP4MfD+8a5sPVtkJUmSetd84L8apB8BrAt8ALgWICKeB5wKXAi8ZaL6xdYykJUkSepRmXkvcEZ9ekTMBZZl5hnV7UcDZwIJ/AjYo26Krosz84Yxru4aDGQlSZLUymOADau/j29w/G2AgawkSZImVmbuVnf7fKDtVRLGi4O9JEmS1JUMZCVJktSV7FowyfX19R3U398/oXO8dZ3psya6BpK0mmXLk2lT2/9Vd9qUknfG1ObtVavKG5s2rWXLc1j5h3P/etWwHtNpvfF4GshObouBbcb7ok/c9BsdKOWYDpTRvse/+IUr/1533enjem2pVy1Zspzv/fCPrD9nfQ558eMmujprtWlTg2XLk2Ur1pzt6JIb/s2Pr7ljtbQ560xn4dIV3L9oKQ8sWgrAjGmrAtbXPriIDaav/l5339KlTa+/wfTpPLRiOTOnTB3N3RjSbk/YdMzKXhssXrp8xOfOml4ed4P9NRnItmdxX1/fvHG4zpbAbW3k25Whn7tHAtvW3H7XaCrVC7bfZuOVf68/20BWGg8PLVvBNT/+Mdu86Q0TXZWuN2P66gHmrJVB66r3s5k1geyS5StqD2kc/PPfi0Z87mM3W6+DNZlcInN4Tf8AfX198/r7++d1vjq9ra+v7yDKknCttBvwAjDez9U79rl++P9Udb7xrW3H9Wvn4mWMus6SRm6jnd830VVYuw12eZo+c41Dn/30O3n7M7YeVfGLly5f2erXyHC7NmjizZq29s0wMBZskV2LdLov6zACY0mSpK7jrAWT2yxbziVJ0lAiYouIODoizouI+yMiI2K3Bvn2j4gfRMRNVZ6ThyjzEVXegYi4LyLOiIjH1OXZtyqn2bZXq7rbIitJktTbngAcCPwDuAp4dpN8BwEbAJcCmzcrLCLWA84D1geOBJYBHwDOj4inZuY9VdYLgb0bFPEBYEfg3FYVN5CVJEnqbZcBm2Tm3RGxO3B6k3zPB27OzIyIgSHKew/wWODpmfkngIj4JfBnSpD6cYDMvIG6ZW0jYjbwFeA3mXl7q4rbtUCSJKmHZeb9mXl3G/luyvZmCXg9cMlgEFud+zdKC2uraUpeRWnJ/W4b17FFVpIkabKJiDnAnAaHBjJzYAyvOwV4CvC1BocvBV4SEetk5sImRewFLAJ+0s71bJGVJEmafOYC8xtsc8f4uhsDM4EFDY4tAALYotGJEbEx8J/AzzLz/nYuZousJEnS5HMscHKD9IExvu7sav9Qg2OL6/LUez0wgza7FYCBrCRJ0qRTdR8YmIBLDy5htubqHavmtm+2zNlewL+BX7Z7MbsWSJIkqVP+TWmNbdR9YAsgadDtICIeBTwX+GFmLm33YgaykiRJ6ojMXAFcDfQ1OPwM4LomA73eROk/23a3AjCQlSRJUmf9CHhmRDxtMCEingC8EPhhk3PeDNwMXDScC9lHVpIkqcdFxKHVn9tX+70jYlfKdF3HVXleRVlxC0of2KfUnPedzLyp+vsrwDuBX0TE5ygre32Q0qXgCw2uvQNlyq6j25yndiUDWUmSJH2y7vZ+1f4m4Ljq79cB+9TkeVq1QWlJvQnKAgsRsRslaP0YpQfAecDcJgsv7FXtvzfcShvISpIk9bjMjDby7Avs22Z5/wT2aDPvwcDB7eStZx9ZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZIkdSUDWUmSJHUlA1lJkiR1JQNZSZKkHhYRJ0dEDrE9osE5G0TE7dXx3Rscf1xEnBYR/4yIByPiLxFxUETM7GTdnUdWkiSpt50InFOXFsAJwI2ZeWuDcz4GrNeosCrwvRS4l7KYwr+B5wKfAp4E7N2ZahvISpIk9bTM/D3w+9q0annadYDv1uePiMcD7weOAuY1KPItwBxg18y8pkr7WkTMBvaMiP0yc2kn6m7XAkmSJNV7M5A0Xjb2C8D/ARc0OXeDan9HXfrtwFJgeScqCAaykiRJqhER04E3ABdn5o11x14OvBj4yBBFDAa434yIHSNiq4jYi7K87TGZuaJTdbVrgSRJ0iQTEXMoP+/XG8jMgRanvxR4GHXdCqoA9wvAlzPz+ojYqtHJmfnriPgY8FHg1TWHPp6Zn2zrDrTJFllJkqTJZy4wv8E2t41z30zpAvCDuvT/ATYGjmijjPnA+cC7gNcBJwGHR8T+bZzbNltkJUmSJp9jgZMbpA8MdVJErAe8BjgrM++uSd+MMlPBwa1adCNiT8pMCI/PzNuq5J9ExBTgsxFxWmbe097dGJqBrCRJ0iRTBZsDIzh1dxrPVnAIZTqtX0fE1lXa5tX+4VXaTZmZwHuAy2qC2EFnUvrJ7khprR01A1lJkiQN2gt4gBJ01noUsBVwXYNzTqz2s4HFwGbAnQ3yTa/2HYs/DWQlSZJERGxKmZHg+5m5sO7wp1izq8IOwCeBo4E/AEuq9GuBl0TEtpl5fU3+N1Gm3rqqU3U2kJUkSRLAGymx4RqLIGTmH+rTImKg+vMPmXlGzaHPAC8DfhcRgyt7vbJKOyEz/9WpChvISpIkCUq3gn+x5nK1w5KZF0bEsymrfr2XMpXXfOBgSpDbMQaykiRJIjOfNcz85wPR5NilwMs7UK0hOY+sJEmSupKBrCRJkrqSgawkSZK6koGsJEmSupKB7CTV19d3ELD1RNdDkiRprBjITl6zgBsnuhKSJEljxUBWkiRJXclAVpIkSStFxEciIiPiipq0dSLivRFxdkQsiIj7I+LyiNg/IqY2KGNmRBwTEbdFxKKIuCQiXtTpuhrISpIkCYCI2Bw4FHiw7tA2wJervz8PfJjShfGrwNcaFHUy8AHgFOB/gBXALyNiWIsutOLKXpIkSRp0NNBPaeycU5N+O/DkzLymJu3EiDgJ2C8ijsjM+QARsQuwJ/CBzDy2Svs28GfgGOB5naqsLbKSJEkaDEDfAnyw/lhm3lUXxA46vdpvV5P2emAp8I2a8xcD3wR2jYgtOlVnW2QlSZImmYiYw+otqoMGMnOgQf6gdB34VmZeUW62ZfNqf1dN2tOAv2XmA3V5LwUCeCqwoN0LDMUWWUmSpMlnLjC/wTa3Sf63Ak+k9I9tS0TMqMq7Hris5tAWNA5UB9O2bPcardgiK0mSNPkcSxlwVW+gPiEi1qf0jT06M4fTUnocsD3wssxcUZM+G3ioQf7FNcc7wkBWkiRpkqm6Dwy0mf1QYAllNoK2RMQBwDuBgzPzrLrDi4CZDU6bVXO8IwxkJUmSelQ18Gou8DFgs5q+sbOAGRGxNXBvZt5Tc86+lNkHjs/MoxsUu4DSvaDeYNptnag72EdWkiSpl20GzKAEprV9aZ9B6TYwHzhwMHNEvIYyG8GPgfc3KfMKYLuIWK8u/RnV/soO1d0WWUmSpB42H/ivBulHAOtSFjW4FiAingecClwIvKWuX2ytH1EWTHgHpa8uETETeBvwu8zsWIusgawkSVKPysx7gTPq0yNiLrAsM8+obj8aOBNISqC6R90UXRdn5g1VmX+IiB8Cn666LlwP7AM8Gti3k/U3kJUkSVIrjwE2rP4+vsHxtwE31Nx+K/DJar8RcBXw8sz8XScrZSArSZKk1WTmbnW3z6csZtDu+YuBA6ptzDjYS5IkSV3JQFaSJEldyUBWkiRJXclAVpIkSV3JwV4d1tfXdxCrlmCbSFsDN05wHSRJksaMgWznzerv75830ZXo6+ub8DpIkiSNJbsWSJIkqSsZyEqSJPWwiNgiIo6OiPMi4v6IyIjYrUneDSPicxFxU0Q8FBG3RMT36/LMq8qo327vdN3tWiBJktTbngAcCPyDsgLXsxtliog5wG+BOcA3gFuALYDnNyn33cDCmtuLOlLbGgaykiRJve0yYJPMvDsidgdOb5LvGGBd4KmZeXdN+pFN8v8gMwc6VssGDGQlSZJ6WGbe3ypP1Rq7D/CBKuCdBazIzCVDnxYbAPdnZnamtquzj6wkSdIkExFzImLrBtucERb5XGAmcEdEnEPpMrAwIn4dEds2Oedm4F7g3og4KSI2HuG1mzKQlSRJmnzmAvMbbHNHWN5jq/3XgGXAnsCHgV2A31Qtr4PuAb5M6SO7B3AKpTX3NxExc4TXb8iuBZIkSZPPscDJDdIHRljeetX+duDlmbkCICKuBX4OvA34IkBmfrHu3B9FxJ+B44G3Al8fYR3WYIusJEnSJJOZA5l5Y4NtYIRFDs448IPBILa6zi8oLbDPaXH+CZTuCC8a4fUbMpCVJElSKwuq/R0Njv0L2Giok6vg91ago/1kJ13Xgr6+voOAWRNYha0n8NqSJElj4bJq/4jaxIiYQplL9vKhTo6I6cBWwB87WalJF8gCs/r7++dN1MX7+vom7NqSJEljITP/VvVz3SsijsrMxdWhNwIbAOcM5o2ITTPzzroiDqA0NJ7VyXpNxkBWkiRJwxARh1Z/bl/t946IXYGBzDyuSvsg8EvgtxHxHUpL7FzgT5SZCQbdFBGnAn8GHgJeALwOuAj4XifrbSArSZKkT9bd3q/a3wQcB5CZZ0fEK4HDKat8PQB8FziwbmGE71IGf+0BzABurMr/VGYu62SlDWQlSZJ6XGZGm/l+BfyqRZ53dqRSbXDWAkmSJHUlW2Qnt8V9fX1f6+/vf9dEV2Rtt2z5qiWgp01t60uppFGqfd0xfSInm+kSSxc3TJ41fcrqjyXlfWzZ8ly5b6T2vW7alDXLaFaeRmaox7cVH/fmbJGdxPr7+48GbpjoekiSJI0FW2Qnry2dCqx9y1asXKSEaVOnTmBNpN6y8rU3vaPLr09eDVplZ06dstp7GKz+PjZ4bNqUKaul1eaZNjVYvHR508v6vjh69c/RcPj4N2eL7ORlS6wkSZrUbJGdpKpuBZIkSZOWLbKSJEnqSgaykiRJWikiPhIRGRFX1KVPiYj9I+LKiHggIhZExJkR0VeXb4uIODoizouI+6uydhuLutq1oPMWd2iQ1TOBl47gvPnAzbUJ/f39u3WgPm275e8LOlDKth0oo32zptuRXhpv06YGF/3j3/zs2rv47KfHbf70rjRreml3mjl1zfand77jaF64/1sbnvew9RtPa3b3/asPGntg4VLWW2d60+svWbqCGdPHtu3rx2/fZUzLn2jd8jkTEZsDhwIPNjh8DPBhynK0xwMbA/sDF0XE0zPzmirfE4ADgX8AVwHPHqv6Gsh22Hj3Te3r6zsIqH2n2pUJfl4fc8SPOlDKrh0oo33X/PO+lX/PHOM3a0nF8uXJz669i/P+eAuf+8R/THR11nrLlmfDke8v3P+t/OaEb6+euM6GsPQh2PRRsPDeklYzV++6W27FrHVWD3IXL2w8Ty3ArHVmsWzpMqZNN2wYqaFmhWhlnIPgo4F+yq/2cwYTI2IK8P+AH2Xm3jXp/wdcDbwBOKxKvgzYJDPvjojdgdPHqrL+R3a/Wf39/fPqExsEuJIkSU1FxC7AW4A+4Ni6w9OAdYA76tJvr/aLBhMy8/4xquIaDGQnr4YBriRJmvwiYg41Lao1BjJzoEH+AL4MfCszryg3V8nMJRFxCbBvRPweuJDSteATwALgW52sf7sMZNcCo2w93brJ+VuPqlKSJKmbzWXVT/21DgfmNUh/K/BEYPchynwrcBqlj+yga4FdM7MTA2SGzUB27TDi1tNqYNka57uqlyRJPe1Y4OQG6QP1CRGxPqVv7NEtAtL7gD8DvwPOAzYHDgJ+FhHPzcx/j67Kw2cg2/0WA9s1Su/r6/sasE1/f/+Lx7lOXWfalFU/oSxfnhNYE6l3LFuRrDN9CtO7ZDT32qB2mdnVTK/7UW7pQ2U526UPrTpWs7xt7aCtwUFcDuQaW02fuzFSdR8YaDP7ocAS4PPNMkTENOBc4JzM/EBN+jnANcCHgENGWN0R87+2y/X39x9d3/pa09VgG2CjiahXt7n/oWUr/57th6o0LpYtTwYWLuXegUWtMwug4awF68+aDtNnrp647pwqkF0MDw7OWrAqz7Tp05i1zuDtsl+8sPl1Z60zk2VLpzHN98cRa/TctWva1LF73CNiC0o3hI8Bm9X0jZ0FzIiIrYF7gacBOwDvrz0/M6+LiL8CzxmzSg7BQHZyqJ+7dmvgb8BFE1KbLjS95pvyvYuXTmBNpN4xY+oUZkyfanDUpmlTo2FAM2P6VJiz2eqJC+8tLbF33lSm4oLSOlvZYM46LFlSpoNatnQ566w7gxkz1hny+jNm+DyNxlo8j+xmwAzKHLHHNDg+v0q/srrd6I5MZ4JiSgPZGhM4ZdXWozm5fu7a6n5sRwlmnYKrDQ8uXdUiu64/r0njYumKFdy/aCmLFz7UOrOaziMLrJordtDgPLLrbNhwHtmFDy5hnXVnAKsC1IUPLml67XXWncGSJcsNZkdhLZ5Hdj7wXw3SjwDWBT5AGdA1u0rfEzhnMFNE7ERZAOErY1nJZvzEXt2ETFnV6YFZVXeDg4Dt+vv79+1k2ZIkafLIzHuBM+rTI2IusCwzz6hJOxt4ezW11znAFsB/U1YB+2Ld+YdWf25f7feOiF0p038d16n6G8hOUoPBbF9f3zznk21tRs2yj0tH0Y9JUvuWLF/BzGlTHGQ0DJ0b7LWqhW+wpdUuHmNrvAd7jZHXUJao3RN4OfAQ8Fvg0Mz8R13eT9bd3q/a3wQYyKq18V4uV5IkTQ6ZuVuDtEWUALU+SG10frTK0wmT4uuBJEmSeo8tsl2kxWC0XWnyfPb39+82VnWaLHZ45AYr/16LR5ZKk8qy5cltDy7ioWWPmuiqdI1Gg73uvn8x62651Wpps9aZxbKly9h40w1WDuKq7Tpw67k/Z8b2z1jtnCULm0+DNmOd2Svnm9XI3HrPyKeZe/QmQ88o0cv8j1w71E+f1czWzQZvNeoLO4GzMHSd2uB1mQsiSONi2tRgk1kzWX/29ImuSldoNv0WlMC11mDQuWTJ8pWzE9Sasf0zWPLXP5Qb02etOQ9tnSXV1F3N5zXohL3HtPSJZjA6NkYayLYbeE2ErSe6AsPVbl/W4TzmzlogSZImuxEFsmvzIKK1OMDuhKG+QGxdd3sWcONYVmayGs3qK5KGw2EaY2VZNTf2sqXTVs79OrgAwkq1sxm0aJFteVyaIHYt6CJDfYFoEuAudvqt4bOPrDT+RjNZfC8YnLpp2tQ1B4I/sHDN1QgHuxrUditYYzGDweB0+syyaMLgCmCNLH3IYFZrJQPZyaO+tfZVwM8mqC5dp/ZD1EBWGh/Llif3LV3K/YuW+rprw7Ll2TDgX2+d6SxeuHi1tMHBXkDDwV5rDOyqXQGskcGVwgxmR2wtXtmLiNgZ2Bd4AfBo4G7gYurmh42ImcDHgb0oiyEMzgn75czMmnznA89vcrllmdmxjvEGspNEg2VqdwMW42AvSZI0tAOB5wA/BK4CNgfeB/wpInbJzL9W+U4FXg18E7gceCZlRa85wCdqyjsS+EbdNdYFTgB+3cmKG8hObhOy5K4kSeoqnwfenJkrJ6aIiNOAqylB7r4R8Qxgd+CwzBwMWk+IiLuAj0bE1zLzdoDMPLv+AhHxlurP73ay4va0n7xunOgKSJKktV9mXlwbxFZp1wHXANtXSc+p9qfWnX4qMJOyfO1Q3gw8CPx0dLVdnYHs5HXjRFdAkiR1p4gIYDPgrippsIN0/coOC6v9TkOUtSnwEuCMzHywk/W0a4EkSdIkExFzKH1X6w1k5kAbRewFPAI4pLr992r/HFZvlX1utd9yiLLeSIk5O9qtAGyRncwW04WLQ0iSpI6YC8xvsM1tdWJEbAccD1wEfKdK/gVlloIvRMTuEfHoiHgDZWDXMmD2EEW+GbgTWKPv7GgZyE5S1SwGN050PSRJ0oQ4FnhMg+3YoU6KiM2BnwP3AHtk5gqAzFwMvAL4N3A6Jcb4NmW2gn8DDzQpbxvgWcBpmblsdHdpTXYtmOT6+voOWptXYltbOIelNP6mTQ02mD6d9WdPZ9nybH1CD5s2NaptzfeqJUtXrFwAYbVzppeP+NpFEQbNWGc2S5Y+VG5Mn1nmiB1qQYSF95aVwAbP0bCN9+dM1X1gYDjnRMSGwC+BDYHnDM5CUFPmNRGxA/BEYCPgL5Q+s18ArmtS7Jurfce7FYCBbC94MWAg20Lth2ijlXMkdd6y5clDK5azZOlyX3dtaBbsz5g+ZeXiB4OmTZ+2Mm2NpWlhjfwrg9lmps+qlrJ1avKRGs2XtfF4fUTELMpCSo8HXpSZf2+Ur1r44Jqa815O+YX/3CZFvxm4PjMv6WyNC7sWTH5+WZEkSU1FxFTgNEoXgD3aDTojYjbwSUrLbKO5Y59Gmb7re52r7eoMcia3xZRvVmrB1iBp/E2bGsycMpUZdu1py1DvU4PdCBqlzZix5uM7bfo0ltQnDrX87NKHVrXKtsvW29Ws5Z8zn6Os2PUzYOOaxQsAHsjMMwAi4sfALZTAdUPgbcAjgd0ys9EavHtV+zHpVgAGspNaf3//0X19fftPdD0kSdJa7anV/lXVVusm4Izq735gH+DdlPljzwX+q1E3hIiYAuwJXN6sm0InGMhOfgMTXQFJkrT2yszd2sz3KeBTbeZdQWmtHVP2kZ38Bia6ApIkSWPBQFaSJEldyUBWkiRJXclAdvK7caIrIEmSNBYMZCe/Gye6ApIkSWPBQFaSJEldyUBWkiRJXclAVpIkqcdFxOMi4rSI+GdEPBgRf4mIgyJiZk2emRFxZETcGBEPRcS1EfH+iFhj2bKImBMRX4uIO6vyfhMRT+10vV0QYfIbxnqCkqS10bLluXYscTqcZWeHs5yt2rJsebafeVr7/y8R8QjgUuBe4Djg38BzKYsfPAnYu8p6KmUp228ClwPPBL4IzAE+UVPeFODnwJOBzwJ3A+8Bzo+Ip2fm9e3fkaEZyE5y/f39R090HSRJ0lrtLZRgdNfMvKZK+1pEzAb2jIj9gJ2A3YHDMnMwaD0hIu4CPhoRX8vM26v01wPPpixfewZARPwAuBY4DHhrpypu1wJJkqTetkG1v6Mu/XZgKbAceE6VdmpdnlOBmcBratJeD9wG/HQwITPvBH4A7B4R0ztTbQNZSZKkSafqo7p1g21Og+wXVPtvRsSOEbFVROwF7Asck5krKMEqwKK6cxdW+51q0p4GXJaZ9X0hLgXWBx47wru1hsnYtWBxX1/fvBGeu3UH6yFJkjRR5lJ+xq93ODCvNiEzfx0RHwM+SukDO+jjmfnJ6u+/V/vnsHqr7HOr/ZY1aVsAv2lw7QU1ef86dPXbM+kC2dH0CR1FACxJkrQ2ORY4uUH6QJP884HzgdMpg7NeARweEXdm5gnAL4CbgC9ExGLgT8AzgCOBZcDsmrJmAw81uMbimuMdMekCWUmSpF6XmQM0D1pXExF7AicCj8/M26rkn1SzD3w2Ik7LzHsi4hWUfq6nV3keAj4CHAI8UFPkIlZ1Rag1q+Z4R9hHVpIkqbe9h9Kn9ba69DOBdYEdAaoZDXaotudSugh8HdgEuK7mvAWU7gX1BtPqrzNitshKkiT1ts2AOxukD84usDJerAZwDU7RRUS8nNIwem7NeVcAz46IqBvw9QxKy+0/OlNtW2QlSZJ63bVAX0RsW5f+JsrUW1c1OqmaZ/aTwF+As2sO/YjSWvuamrybAHsAP83MpZ2quC2ykiRJve0zwMuA30XE4Mper6zSTsjMfwFExI+BWyiB64bA24BHArtl5vKa8n4EXAJ8OyI+C9xF6b4whboZE0bLQFaSJKmHZeaFEfFsSpD5XuBhlFkMDqYEuYP6gX2Ad1Pmjz2XsnrX3+vKW151OfgM8H7KLAWXAm/NzI51KwADWUmSpJ6XmZcCL2+R51PAp9os7x7gHdU2Zgxk29TX13cQq6aN6CZb9vf3v2s8Lzjni7uMvpAXj74ISWu/3Z6wKbs9YdOJrsZab9rUaHrsx28f6Xvu3iM8b2xstPP7JvT69/zxuAm9fjuG+j/oVQay7ZvV398/b6IrMVxVAC5JkjTpOGvBJDealc4kSZLWZgaykiRJ6koGspIkSepKBrKSJEnqSgaykiRJ6koGspIkST0uIh4XEadFxD8j4sGI+EtEHBQRM+vyPTsiLoqIhRFxe0R8MSLWqcvTFxGnR8RNEbGoyveratGFjnL6LUmSpB4WEY+grLx1LzC4RO1zKYsfPIlq0uGIeCplNa9rgA9Slqf9MLAN8KqaIrelxJhfBxYAc4C9gAsj4mWZeXan6m4gK0mS1NveQgk2d83Ma6q0r0XEbGDPiNgvM5cCRwF3A7tl5gMAEXEj8PWIeGFm/gYgM08DTqu9QER8FbgB+B+gY4GsXQskSZJ62wbV/o669NuBpcDyiNgAeAnw7cEgtvJt4AHgDUNdIDMXAndSAuaOMZCVJEmaZCJiTkRs3WCb0yD7BdX+mxGxY0RsFRF7AfsCx2TmCuDJlF/y+2tPzMwlwBXA0xrUYf2I2CQinhARRwE7ULomdIyBrCRJ0uQzF5jfYJtbnzEzfw18jNLiegVwM3AKJYg9vMq2RbVf0OBaC4AtG6T/L6UV9m/Ah4ATKN0TOsY+spIkSZPPscDJDdIHmuSfD5wPnE7pB/sK4PCIuDMzTwBmV/keanDu4prjtQ4HTqQMCtsbmAlMb1LGiBjISpIkTTKZOUDzoHU1EbEnJeB8fGbeViX/JCKmAJ+NiNOARVX6zAZFzKo5XluHq4Grq2ucQumWcDLw+nbvRyt2LZAkSept7wEuqwliB50JrAvsyKouBVuwpi2A+nNXU8168FPgtdVsCB1hICtJktTbNgOmNkifXu2nAX8GlgF9tRkiYgbwVErf2lZmAwGsP8J6rsFAVpIkqbddC/RFxLZ16W8ClgNXZea9wDnA3hGxXk2evYH1gB8OJkTEpvUXqKbv2gO4JTP/1amK20dWkiSpt30GeBnwu4gYXNnrlVXaCTWB5yHAxcD5EfENyiCuDwG/zMxzaso7LSIWV3lvB7YC3lbl37OTFTeQlSRJ6mGZeWFEPBuYB7wXeBhlFoODKUHuYL7LI+LFwDHAF4D7KMvQHlxX5CnAW4H3AxtRBp1dAuydmRfQQQaykiRJPS4zLwVe3ka+i4DntMhzEnBSh6o2JPvISpIkqSsZyEqSJKkrGchKkiSpKxnISpIkqSsZyEqSJKkrOWvB6hb39fXNa3Js63GshyRJklowkK3R399/dLNjQwS4kiRJXSsingkcCTyDspLXecCHMvP6unz7Ay+s8j0K+FZm7ju+tV2dgawkSVKPioidgQuAG4HDKN1O3wP8NiKelpl31GQ/CNgAuBTYfJyr2pCBrCRJUu/6BHA/8MzMvAcgIk4BrqWs2DW3Ju/zgZszMyNiYJzr2ZCDvSRJknrXc4BfDwaxAJm5gNJK+4bajJl5U2bmONdvSAaykiRJvWsmsKhB+kJgi4jYYpzrMyx2LZAkSZpkImIOMKfBoYHMHKi5/XfgWRExJTNXVOfOoAzoAtgSWDB2NR0dW2QlSZImn7nA/Abb3Lp8XwG2B74eEU+MiB2AbwODLbGzx6OyI2WLrDruJ3/+1qjLOJo3d6AmkqRucc8fj5vQ62+08/vGtPwJuH/HAic3SB+ovZGZJ0TEVsABwH5Vcj/waeAQ4IExq2EHGMiOUl9f30HArImux1D6+/vnTXQdJEnS+Km6Dwy0mfeQiPgs8CTg3sy8OiKOAhK4fuizJ5aB7OjNMlCUJEndrJq14KKapBcDl2bm/RNUpbYYyEqSJGmliHgjsDPwpomuSysGspIkST0qIl4IfBT4NXA38CxgX+C7mXlqXd5XATtWN2cCT4mIQ6vb38nMm8al0jUMZCVJknrXLcAKymCv9YHrgA8CjUanvQ7Yp+b206oNSrcEA1lJkiSNj8y8DviPNvPuS2mtXWs4j6wkSZK6koGsJEmSupKBrCRJkrqSgawkSZK6koGsJEmSupKBrCRJkrqSgawkSZK6koGsJElSD4uInSPi+Ij4S0Q8GBE3R8SpEfHYunxTImL/iLgyIh6IiAURcWZE9NXl64uI0yPipohYFBG3R8SvIuLZna67CyJIkiT1tgOB5wA/BK4CNgfeB/wpInbJzL9W+Y4BPgycAhwPbAzsD1wUEU/PzGuqfNtSYsyvAwuAOcBewIUR8bLMPLtTFTeQlSRJ6m2fB96cmUsGEyLiNOBqSpC7b0RMAf4f8KPM3Lsm3/9V+d4AHAaQmacBp9VeICK+CtwA/A9gICtJkqTRy8yLG6RdFxHXANtXSdOAdYA76rLeXu0XtbjGwoi4k9I62zEGsu1b3NfXN69B+tbjXA9JkqQhRcQcGgeNA5k50Mb5AWwGXAmQmUsi4hJK6+zvgQspXQs+Qek+8K0GZawPzAQeBuwD7FDl7xgD2Tb19/cf3Si9SXArSZI0keZS/dRf53BgXhvn7wU8AjikJu2tlC4Dp9SkXQvsmpkLGpTxv8Drqr+XACcAR7Vx7bYZyEqSJE0+xwInN0gfaHViRGxHGcx1EfCdmkP3AX8GfgecRxkUdhDws4h4bmb+u66ow4ETgUcCe1NaZ6cDD7V/N4ZmICtJkjTJVN0HBoZ7XkRsDvwcuAfYIzNXVOnTgHOBczLzAzX5zwGuAT7E6q23ZObVlIFgRMQpQD8luH79cOvVjPPISpIkiYjYEPglsCHw0sy8vebw8yh9XM+sPSczrwP+Spm+q6nMXAr8FHhtRMzuVJ0NZCVJknpcRMwCfgY8HnhlZv69Lstm1X5qg9On096v/LOBANYfaT3rGchKkiT1sIiYShnE9SxKd4JLGmS7ttrvWXfuTsATgD/VpG3a4BobAHsAt2TmvzpUdfvISpIk9bjPAa+mtMhuHBFvqTn2QGaekZmXRcTZwNurqb3OAbYA/ht4EPhizTmnRcRi4GLKPLNbAW+jDPpaLRAeLQNZddw+X/vgRFdh2BYvXb7y71nTG/1qIqnTli1PbrzrQR658Wxfd21YtjxZtmLFGumzpk9d7T1sMG3Z8mTa1Fh5bNqUVT/C3nrPIh69yTqrnVNfRrPyJqt7/njcmJa/0c7vG/G5Y1034KnV/lXVVusm4Izq79dQlqjdE3g5ZfaB3wKHZuY/as45hTJV1/uBjSiDzi4B9s7MCzpZcQPZMdTX13cQMGui69Hf3z9vousgSZLWTpm5W5v5FgGfrLah8p0EnDT6mrVmIDu2ZhlESpIkjQ0He0mSJKkrGchKkiSpKxnISpIkqSsZyEqSJKkrGchKkiSpKxnISpIkqSs5/dboLe7r65vX5NjW41gPSZKkYYuIPuAQYCfg4cC9wBXAJzLz4irPOpTVuXYHdgDWA64DvgZ8PTOX15S3G3Bek8ttn5l/61TdDWRHqb+//+hmx4YIcCVJktYW21Jiwq8DC4A5wF7AhRHxssw8G9gG+DJwLvB54D7gpcBXgZ2Btzco91jgsrq02zpZcQNZSZKkHpaZpwGn1aZFxFeBG4D/Ac4GbgeenJnX1GQ7MSJOAvaLiCMyc35d0Rdk5hljV3P7yEqSJKlOZi4E7qS0zpKZd9UFsYNOr/bbNSonItaPiDFrOLVFVpIkaZKJiDlUQWidgcwcaHLO+sBM4GHAPpS+sJ9ocanNq/1dDY59h9KXdllEnAd8KDOvblX34TCQlSRJmnzmAoc1SD8cmNfknP8FXlf9vQQ4ATiq2QUiYkZ1netZvS/sEuBHwC8pAe5TgA8DF0XEzpl5bZv3oSUDWUmSpMnnWODkBukDQ5xzOHAi8Ehgb0rr7HTgoSb5jwO2B16WmSsGE6uZDi6uyXdmRPwM6KcE13u1cwfaYSArSZI0yVTdBwaGec7VwNUAEXEKJfA8GXh9fd6IOAB4J3BwZp7VRtlXRsQ5wIuGU6dWDGTXAn19fQcBs8aq/P7+/nljVfZkMWv61ImugtRzpk0NHrvZehNdja4xbWowbWrj96pG72HTpkbTY4/eZJ22ymhUnkbmnj8eN+JzN9r5faMuY7gyc2lE/BQ4NCJmZ+aiwWMRsS9wDHB8ZjadhrSBWzCQ7SpDLZZQa+v+/v59x7gukiRJwzEbCGB9YBFARLwG+AbwY+D9wyxvG8pMCB0TmdnJ8jQCk61F9sizzxr1P9UhL3npuH71X7wMXwiS1lrLlmfXtYguWz68t9Vuu38TYbBlth2L/nRc2w9oRGyamXfWpW0AXAVMycxHVWnPA84Cfk/pF9uw72yT8nYFLgC+lZn7tX1HWrBFdi0w1OpgkiRJY+y0iFhMGaB1O7AVZTnaRwJ7AkTEo4EzgaTMSLBHxGqx8sWZeUNNeQur8u6iTOP1rurveZ2suIGsJElSbzsFeCulq8BGlEFilwB7Z+YFVZ7HABtWfx/foIy3UVYCAziDMjPBh4ANgH8B3wPmZebNnay4gawkSVIPy8yTgJNa5Dmf0l+2nfK+BHxp9DVrzSVqJUmS1JUMZCVJktSVDGQlSZLUlQxkJUmS1JUMZCVJktSVDGQlSZLUlQxkJUmS1J0y082t5zdgDmW1kTlrU1mWZ3mWZ3m9Wt7aXLduKK9XtqgePKmnRcTWwHzgMZl549pSluVZnuVZXq+WtzbXrRvK6xV2LZAkSVJXMpCVJElSVzKQlSRJUlcykJUkSVJXMpCVigHg8Gq/NpVleZZneZbXq+V1sqxeLK8nOGuBJEmSupItspIkSepKBrKSJEnqSgaykiRJ6koGspIkSepKBrKSJEnqSgaykjRMEbFeRLwrIh410XWRpF5mICs1EBHrjyRIqQKc/46IUyPirIg4JSL2iYhpLc6b0SBt44j4ZERcHBF/i4jfRsQhEbH+cOtVlbdRRGwZERuM5Py6sjaLiJdGxNsi4j3V/qURsfloyx4LYxB4Pgz4KrDjaAqJYruIeFZEPLYzVYOImBMRR0XEdp0qc5jXf3xErFeX9tiI+E5E3BYRiyPiloj4ekQ8ss0ynxgRX4qIb0fEW6u0aRHx6Yi4NSIeiIjzI+JZI6xzx14fYy0iHhcRfRGxzkTXpZGImBkRm0zg9bcY5+t15P6O1fvBpJeZbm5udRtwCLC8RZ7vAb+qub0NMB9YAdwN/JUysfUK4I/ARkOUtRx4c83trYCbqnP/ApwFXFdze04b92Em8H7gd8AD1TUGtzuA7wK7DPNxeQZwPrCsKmdF3bYcuAB4ZotyZjRI2xj4JHAx8Dfgt9XzsH4Hns9HV3V7VZv5f9Ji+1V1f39f3f5xi/L+E3hHXdr7q+eh9nm5AXjdeN/fEZT/FuA3w/h/3gG4B1gC/AI4ETi7+j+6DXhki+s9sfofXlK9ppYD84BPA7cC3wJ+UF1jIfDkiXh9tPnYvRe4oY18+wJXATcDJwEbAA8H/lBTzweBD7Z53SdU5fwe+Bnwlib5XtNm/V4EnAlcCHwcmA6sWz0Pg+8P84fz/1w9J08AHjZEnk2B57UoZ3n12B0IPKpDz1vH7u94vx9M9m3CK+DmtjZutBfI3gwcXHP7rOqD9GU1aQG8qfpwPXGIslbUffD/EFhUW1aV/ubqTfPzLeq2afVGvgy4uvrwux9YDHyl+pC+tTr+iTYfkxcCD1EC6oOq29sDj6n2LwQ+ClxbXecFQ5TV0cCdzgeeKyhBwvwm2y2sCnjm0+KDH7gE+HLN7Q9U17ik+gB7I/Dh6rlaBry6RXmXt9j+XJV/fXX7svF8fTT4fz4L+DfwlLp8u1b/519vcb0fVv9Xm1avqW8C91K+9GxYk+9RwJ3A98b79dGpx67K8/LqMbycEjwtBU4FfgT8HHgb8B7g0ur/sNX/y7bAfdVj3V/9/66gfCl9eF3evdqo37OqOi2oHsflwPHAN4ArKKtTfQa4sXoMd23zcan9QnEO8MQG+dqp34qqrBXV9S8A3sUQjQnjeX/p8PtBr28TXgE3t/HaKN+i293ObePNcjGwb/X39OqN7v1N8n4KuGOIslZ+8FM+qBcCRzXJexJwfYu6fYsSZD2lJu1h1YfDL6vbUygtFsuBN7Xx+P0euAiY2SLfTEor1yXt3N/q9mgD904Hnl+hBO3fADZrcHzr6pptfcBQgq7/V3N7AXB6g3zTqse4v437ex9wXpPt91WeqwfT2qjjo4axfWao10fd//NUSkvqR5vk/RJwS4u63QIcVHN7h+oa72qQ9xjg1vF8fQDPG8b2jaEeu6q8C6hp8QbmVq+D0+vyTQWuAc5uUd73q/+5x9akvYXSun19XXo7geIvKQHx7Or2UZT3w3OAaTX5NqB8QT2jRXmvr57Pc4D3AUcCt1PeB99Ql7fdQHYv4DmU1/KdVdpi4AxgD2BWO6/dMbq/HX0/6PVtwivg5jZeG6t++q7/ObzZ1urN8kbgY9XfM6uyX98k738DD7ao2+AH//rV7dc0yftuYHGLut1Fg8ABeHpVz9oPrh8Af2jj8VtI3c9hQ+R9J7CwzfvbicC9o4Fndc5TgN9QAsaPUhPAU366H24g+87q7/Wqc1/bJO97gUUtyvtIVeY51LVyjuL+Dr4+2tmGfH3UPb+D9/eVQ/yvPNSibouovjRWtzepynxxg7zvaKO8jr4+OvnY1dTvfTW3t6nO26tB3o8Cd7co76Ym93c7SiD7L2DnKq2dQHEB8IGa24+v6rdPg7yHM8SX+CrPxcA5dWkbUQLIZXXXajeQrf2iPA14JaU72GCr773A/wIvBmKc729H3w96fRtyAIo0ydxB+anuzW3kPQA4uEWeHwPviIgvZ+ZARJwH7Ef5+W+laiDX3pSfpIayVUQ8pfr7AUpA28gGlMBvKOtQArB691ICx82Af1RpZwNfaFEelG4T27aRjyrfPW3mXQ+YRfl5t5E/0OI5y8z3RMQJwLHAdRFxNPC5zHxoMEubdakt8yrghRGxB6UF8l0RcVBmnjrcsij/dy+h/IT+QETcTQk2G3kMpaVsqLp9OiK+RWl97I+Ik4FDM/Nfg1lGUMfFlG4c32kj70uAl7XIs1NEPFD9fT8l+GxkExr/r9a6m9I/dNAS4DIaP04Pa6O8Tr8+HgCuBD7bIh+U1sA3tcgzixK819YLSkBV7w5KX82hPIzSwrmazPxbRDyb0vXmNxHx+hblDNqQ1R/7u6v9PxvkvRmY06K87SkBeW3d7omIlwPHAZ+NiC0z84A267eazFwG/B/wfxGxLvBflIB4L+CtlMdwyyGK6PT97ej7Qa8zkFUv+QNl8Ma9rTJGxKJWeSjfvP+DEkh8mtJn6msRcSXlp/I7gEdQ3iwfTWkRGMpR1Qblw3Q34JQG+XaitAYP5Upgr4j4amYur0nfl9IacW1N2rqU1sxWTgE+EBG3Ad/MzDWC6WoU9TsoP4V+sUV5nQzcOx141pb7w4j4GeVn5m9GxPspP4cPJ1g8GvhFRLw/M78EHAF8MiJupvTXzWpmi30oP61+rY163QHsGxFfqepzXUR8iva+lDTyJ8rAulbPG9WMBK0C2Q9W26CXASc3yPdsVgWNzVxFaS0FIDPvA3ZukvfplP7VQ+n066MfeERm/rRFPiJih1Z5KAFr7WwOC4HPUVpW623FqsCqmZsovzCsITPviIjnUwK9MymtoK38C6idGeAhyhf7NYJlYHNaf6ldSoN4JEuT5Hsj4l/AYRHxcEpXmRHLzAcp72WnVDMN7Enrxo1O39+Ovx/0tIluEnZzG6+NMphgBW2MYqX0HzuvjXwbUkZgL6J5t4WraPATaF05+zTY1uimQGm9upYWA1Aog0WWU1rYjqju+y+qtK/V5f0JcH4b93UGpa/dYF+zKygfemdU+yuq9BXAaTSYmaCmrPqfYlcA32iS9/vA5cN8rmcBh1H6zV5M+bBqOSimjXIfVd23FcMtj6q7BaUV53RKv73l1WN2K6WVcQXlg3q9EdRtH8oMAPMpA0WGW78vUAKKddvIeyiwYojjz2+wPavJ//O51PyM3qS8/wDmtlGvwdfHh8fz9UEJTJbTxmCiVo9dzf/8WW0+bxcCv2iR5/jqf2zaEHlmAj+lva4PPwF+2mb9fs4QM1zU3IeftMjzXko3g9vbqN9qXQtGu3X6/lb5xvT9oJe2qB5QSaMQERsCzwUeS/mpfBGlVeWyzPz7BNVpd8ogsydUSQOUoPvjmbm0Jt9bgWsz85I2y92FMjjjqZRWitmsur9XAD/KzEtblLFPg+QHM7O+W8YmlED01Mz8eDv1qzt/cGDSHpQW1P/KzDOHW06DcneitIRdkqVltN3ztgb+H2UqnzX+V4AfZuZPRlGv9YCPAf9D+eKxe7v3NyIeTxmd/dPMHGiRdwNK0NaohbArdPL1Uc2f/ATKoJwHO1C3xwBbZubvWuTbhDIF2emZ+bMh8vVRflH4XIv7MQX4PLBjZr5giHxPB7bNzB+0Ub/TgO9k5slD5DuAMvXe4zLzliHyvRH4NiUgnzpEvv8FTsjMZt2VhqXT97cm/9aM4ftBrzCQlSa5iNiI0tpyR/boC36kgWe3qgKrzYD5WX6GVxO+PiZeRGxM+RL151ZfjiJiZ8q0XN8al8pprWcgK42RqnXszZRFE24eZVmPpMwZuW9m/roT9VNnVH0ed8rMb090XXpNlFXunkVZTONO4PfZoO+2xl9EzMjMJRNdj/HSa/d3beJgL/WUagaBPSmjZO+i9Mua3yDfMylzVO43issNLmO6O2Uk61D1ajgQo8YjKIMItouI22Hl4KZRi4gnA09rNxCLiEdTpu25KzMva5LnMcBzW5UZEdsCrwOeRhk1PNhN4TbK4KOfZGargUDDMgaB52uAT1B+8mx17YdX+Xdi1f19gDI46VzKfKBtty5ExG7AG2j8+F0B/CAzhzU4ZiKekzbqdBSle8lVNWkfoXSjWIcyODKB+yPigMz8epvlduy+RsT2lOdiIfDtLIOo5gAfosxnOo0yWv1LmXlDO2W2ed1XUqZuavle1cnXbhvXuSEiht2VJyKmUn5mr38+/pGrD8wbSb0eB7yAVV98zulE95jh3t+qK9o6mbmgJm0ryiDZ51CmHruTMmPGF1t19el1tsiqZ1T9+i6iTKY+aBllCqOP1wYQEbEX5cNoqH5YrfourUMZpPIHSp+nzMzXNSlrBe2Pgo+qrKZ1G46IOIQyeGzI8qr+cydSphgb9A/gvZl5Tl3eIR+/6sPq85TViaZSBjwsoAx0mEXpe/tIyuCHE4D/ycwVw793Da/d1v3tdHkRcShliqFZNclLKSOcN6E8r9cAe2fmlS3Kmk1Z6emVlAFtV7Dm4/dUyoj7X1AmlR9yJo6JfE5aqV4fb8nM71W330n5X7yEMuXaLZQp3w6gvL5fmZlNR993+r5WfSh/y6rn9lZKn/n/Ax5HWa56OqUf7f2UQPHPw3wYml275f9fJ1+7VZ5Xt6jWwykj7T9FNa1eqwCvCqAPo3zxH5zBZPALCpQvfGcAh7f6IhAR3wOOy8yLq9tBGfD2LspCF4OWA5/OzENalNfR+1t9dkRm/ld1eyfKF9kNKDNq3EH5/3sSZcaJ5w3Vd7jnjcUIMje3tXGjDIpYTJnTdT3KB8w3KCNDf0q1akuVt91JtzuymhSlFec+SsteoxkMPlxd74uDaR18XFoumVnle3dVh29SAqh3UgKvZcABdXmHfPwoq6ctowzw2KJJni2q48soXzTG7f5SFkJod7u+jfL+u3rsPkOZHmr76vG8kzK9zizKSPrBuVEf16K8YyktVW8HpjfJM706vhD4QhuPy4Q9J23UrX6C+39QVi+LunyzgL/RepR8R+8r5f1jPiXw2KS6/dcqrXZxhZ0oU2WdPs7/zx177dY8H7UzjjRcUKbmeKvydqR8ofs35YvDfpTp2l5Q7fejBIr/rvLtOMz/l4NZNZvKLtVzuyurZqp4yzjf39uomVmj+l++BXhSXb5nVf8vp47Xa60btwmvgJvbeG3VB8sXGqS/mfJhfzHV9Dltvpl3bDUpyrROg8u0fhrYoO74o9stq8rf0UCsKvMyyowEtWnTqw+YFZSfwAbTWwWyNwHHtnlfvgjcNJ73t7o/d1J+Xm613dZGeX8HTmqQPvhT9Jzq9mxKgPH9FuUtoMUUbDV5jwAWtJGvo89JJzdWXylsdnV7vyZ5PwoMjOd9rf4HPlJze8eqju9ukPdwWq/E1e4qYSu3FuV17LVb5bmd8sX7YzSeam3PqtyPDqa1KO9cynLKm7TIt0mV75wW+eoD2VtpMEUZpXX2Ukrf6vG8v7XLm8+szm24amJ1zXs68TqarJt9ZNVLHkV5E1xNZn4vIm6htKL8LiL+s53CsoOrSWUZDLZH1efxWMpE94cBJ+bIfr7djfJNvtHKM/Vmt1nm4yitJStlmaboXRFxHXB0RGxGafFu5eE0eC6auJrSgjSU3ejs/b0O+GdmvqhVxqrLwOEtsj2aMqF9vUsorYhPBC7OzEXV1EEHtihvA9q7r1BaejZoI1+nn5OxMhi83dnk+F2U4GAonb6v61NaCwcNLlDQaML822hdv2WUVud2BnbuAjyzRZ5OvnYHy/s4pTX4yZQg/sbBg1WfUSizEFzQRnnPoLQM3zVUpsy8q1oA5NNt1pMoK3ltARzUoLwVEfEDSpeGoXT6/t5UlQmrWnMfaJL3ARzPNKQprbNIk8YdlGB2DZn5W8rPWBsBv2P1frRNZeZVmflCyk+47wL+HhF7jrSCmXk+5efHeZSfNa+OiJeOoKjrgKsy82mtNkrLcjseoElAlJmfoTwGr6P8XNcqcPoL8Iaq71pT1fE3UlrTh9Lp+3sp0NeqfpV2vrAsoAwoqve06vx7atLupfSvHsqfgLdXfWWbilUrrV3eRh07/Zx02tyqb+GplF9CHt8k39Y0D3IHdfq+Xk/5qXrQ86p9o7lYX0zpcjCUq4GFmfmBVhvl9dZKJ1+7ZOb9WZaLfQqlH/ZfI+KYahzCSCykDMBqxyasvnxv02pW+8WUxQWaTUP3AC1ioTG4v6dQvkQ8uvpC8VPK//dqr+dqWrL9Ke9Hamaim4Td3MZro3wAXtEiz7ZUPz3Txs/tded2dDUpSlB9HGVA0CXDKQv4DtW68W3kbbeP7K9psdoQZUT+QsqHw1BdC15d3Z9LKR+iT6XMezqn2j+VEoBdSmmdGvJ+d/r+Un7yP4+y7Gir8p4LHNYiz5HV83gIZUT2I6pr3ApcXZf3C8BfWpT37OpxvpnyhWd3SqvWU6v97pQuBTdV+Z7dxv3o6HPSyY2yJPP8uu2MBvmCsrLXkKswjcH/3/6UlrVTKcsF30dZtvZkSkv884EXUn7KXw4c0qK8wW5LM9v8f261UljHXrtNzn05pW/yHZT+uNsyvK5QX6P0DX9VG8/bAHWrrzXIt6L6H7m82hYBhzbJ+1mGGL8wRvd3BqWb092UZcnfTvnydQelq9qR1f/OPZTBgU8fq9fWZNgmvAJubuO1Aa+t3iye1yLfZpRR4MN6M685/1GMcBnTJuXtQFkD/U+06HtVc05HA7Eq33ur+7N9i3zPqz5sWgWLL6P0B60dKFG/bO1fgFdMxP3t8P/eDMoylPWDQubXP57Aj4AD2yjzqZQWtCWs+RiuqNJ/QZlard16duw5mYiN8uVvH8r0auN2XykB9GeqoGM55VedbYBNKUtU15Z5Fi0CVGBnypfiTdu49qNavS90+rXb5NxplEGpA5QvHsP54r1h9Zgtp3SFOYMydeGx1f4MVg2evRjYsEV551fvB7Xb1xvkm0H5MnnaeN7f6vzplEFot9J48NhDlPf9Jw23br22Of2WNEaqKXkeCfwhMxv1lesq1c9e2wC3Z+bdLfI+CnhMttFfrJp/82k0WO42M/8y6oqPgWp+0I9Qpin62zDOewZlnsgZlAFgv8hVfapHWpf1Kf326h+/P+cIV/XqxudkpDp5X6uuCNNy9SVup1ICxM0oS922082jo8bqtdvk/M0orcRbAUdl5h/bPC8oS0kPzuvbcPlryqC1kYwbaHTN9SlduW7Kmj6vwyxjRPe35vygzHZRv0Tt1Zl5/0jq1GsMZKW1UPXmWDth/vU5gjXcI2Jq1k0iXk3GvSOlReGqbDHAoua8LbJmAu+xUPUJ24VVE4JfkpnNBkFMmMEJ0IHdc4g17jU2OvX6aFBuV/z/re0iYiawfrvvLeNtba+fhmmim4Td3NbGjfLtesguCDV5t6W0zn0fuIDSr+6C6vZHqJlHskU5m1Imaf8na/7MuYzyk9oebZY1A/gW5eepB6j6h1EGpN1XU+4SSj/cdvqWrqD8THog8KhRPr5vpaafIOWn2c9TBmasnIuxqusH2yjv8cB6dWmPpfSdva0q9xbg68Aj2yjv8hbbn6s6Xl/dvqyNMp8AnESZM/JnNJm7ktJXsWWfvU6XN8zn772dLnOcXx8d/f+byOeDNt+rxuD/70WUn74vpIzon04ZCPWD6vlYTuk687rx/D8Zi/qNwftLR8vr9W3CK+DmtjZutDcgaCpljsml1QffzZRVXS6o9jdX6UuBLwNThihrm+oD+r7qQ+Y0ykCdhyiLJBxZlbkc+FYb9T+wuvYPKYHqfYP3qfow253yM97pVdoBbZS5ghIUr6g+CC6gBMYbjeDxvQL4TM3tT7FqwvJXUwYsvR74VVW/hnMs1py/nNXnjdyBMlBisJ/oiZTlHpdVHxRDfjhUdbmPNfvZDW6/r/JcPZjWorxtq/IWUQYB3VKdfz7w8Lq87czj2dHyxuL10eHrdfr10en/vwl7Ptp5Lsbg/+9ZlPe1BazqA3w8ZaDSFZTp6D5D6Tu6DNi1zfsyVKPAgbTfKNDR+tH595eOltfr24RXwM1tbdza/HD4OB1aHYgSUF4PbF6TNp0yCvoPNWlvrN6g39uibtdQ84E++OFE4wEPvwD+2sZjsqIq5zmUUdV3VmmLKYMx9gBmtfn43g+8s+b2v4FvNMn7f7QexV8/AfpZVZlPqcu3K+XDfI3HoS7fRyizIJxTX0Z1fGuGN0r5+9WHau0qT2+hDBS5vi69nUCio+VV+Z43jO0b7ZTZqW0MXh+d/v/r+PMxjMemnfeqTv///ZISEM+ubh9FeR84h9JHeDDfBpQvHGe0KK9jjQJjVL9Ov790tLxe3ya8Am5u47VRWiLb3S5r4828Y6sDVR8oH2qQvgMlAH1STdo3gCtbXO8BalqRKIPOVlD6dNbn/X/A4jbuQ/2b7zTKcpffq663nBL8/S9lrsym3RWqN+33VH+v16xu1fH9W9Wvtm7Vh+IS4KNN8n4JuKWN+7sZZQqcJZTpgR5ec+zRDC+QvalRfYDtKIHEv4Cdq7R2AomOllfzGLa7ktSKdsrs1DYGr49O//91+vkdi/eqTtZvAfCBmtuPrx7DfRrkPRy4o0V5HWsUGKP6dfT9pdPl9frmahHqJftSfopc3EbeVivvQGdXB5pK+UCut5zSf2/DmrSLKcvqDuUeVp9gfOO6PXXHhhzJ3EhmLqO0Vv1ftXrOf1E+BPei9EG8gzIgp5GLKT/hfiUzH4iIf1KmkzqjQd6daLxCUjOzqQayNTl+NWXuxyFl5h2UFda+QvkwuS4iPkWZ53W4HkaD+5CZf4uIZ1N+wv5NRLx+gsqD8mXkSsq8mq3sAbxpGGWPVqdfH53+/+v087EvnX2v6nT9NqR8uRg0+P7RaLW5mynz8w7l7cBxmfmxZhmyDDT9WLUIwdspXUrGq361OvL+Mobl9RwDWfWSmyk/Eb68VcY2lx0dXB3opKy+Ojcpq53VgS4F3l2VVTtl0oco39avqUl7GOWn0aFcDOwfEWdSWlsOp/xE9dqI+HkVpBERjwHeR2nVGbEsI8ZPAU6JiE0oi0EMFUwcDlwUEZ+nzJf5EeB/I+IBys/Fd1AWDXg7sB+lD2QrO1XnQ3l8NmmSbxOar/Kzhsy8FHhmROxD6Uv5bkp/u6bPeQM3UVYFalT+HRHxfMqXgjMpP4uOd3lQfop9RGb+tFXGiGhr5bsO6vTro9P/f51+Pjr9XtXp+v2L0kI66CHgxzQO+Ddn9ZXrGun0ksGdrh90/v1lTN6vetJENwm7uY3XRhnIcVebedvpd/ZqOrQ6EGWt9MWUN+BTKKNV/1yV/8m6vGcDv2pRt8dS3pxrfwo+hBJc3k8ZoHQhZSWfJUBfG4/Jal0LOvB8vIzywbKIstjD3TT+Cftkavq1DVG3+q3hJOeUwUK/H2Gd1wOOqZ6r4XQtOJ4y8XnT+0FpWfspbfxs3+nyqvxHV495y8F7wKG0WE2qk1unXx9j8P/X6ee30+9Vna7fT2ixelpN3p8Dv2mR5zJKP9EhZ0+htL6fTYtZQsagfh19fxmv96te2WyRVS85D9glIrbKzFta5L0S+PZQGTLzzIh4JeWn2K/TuIUuKEsZviYzfz5EWZdExHMpP5e9ivKh8ndKP74T67IfRRl1PFTd/hERTwL2BtYHLsjMswEiYgWlX+zDKYMfPpOZ/UOVV/kWpT9dR2TmLyPi8ZSuCC+iPFb3sGpC8MuAH2Z7E8g3WtN+SX1C1Vq8DvDdEdb5AeDAiPgC5cvK/DZP/V/K491HWW64UdkPRcR/UaaB2nGcy4OyitIvafC4NSj7CMoSuOOi06+PqsxO/v91+vno6HvVGNTvSMoMA0OqXm+z2qjf4ZQBfX+IiBMpj/0CqmV6Ka2rfZRZUnairNI4nvXr9PvLuLxf9QoXRJA6oJdWQpKkTouIl1EaBbZn6EaBA4ZqFFDvMZCVJElrBRsFNFwGslIDEfFeynQ/26yN5UkS+N4iTZnoCkhrqTmUuULX1vIkCXrsvSUi3hsRN0x0PbT2cLCXekZEPG8Y2R8z3uVJEvje0sIceihwV2sGsuol59P+3J/RRt5OlydJ0GPvLQbuGg37yKpnRMR9DHPlosycOl7lSRL03ntLNSXgsAL3br6/6ixbZNVLOr1y0dq8EpKk7tVr7y1r8/LIWssZyKqXXAocEBEbZWarJQmj2sazPEmC3ntv6bXAXR1k1wL1jIjYHHgC0J+ZD65t5UkS9N57S0QcDRwAbNIqcI+IQ4FPZKazLgkwkJUkSROo1wJ3dZaBrCRJkrqSTfOSJEnqSgaykiRJ6koGspIkSepKBrKSJEnqSv8fH5aSR0rP7lYAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x720 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for i, cre_line in enumerate(cre_lines):\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    row_colors = vba_clust.get_cluster_colors(labels)\n",
-    "    fig = sns.clustermap(coclustering_matrices[cre_line], cmap = 'Blues', row_colors = row_colors)\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(os.path.join(save_dir, 'Clustermap_{}_{}_nc{}.png'.format(cre_line, \n",
-    "                                                                    glm_version,\n",
-    "                                                                    n_clusters_cre[i])))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b21b5d9e-1fe7-456a-b8e1-ac1ec4c66e93",
-   "metadata": {},
-   "source": [
-    "### Plot cluster dropout scores"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 125,
-   "id": "83343eed-44cd-4bec-86cf-ace008173592",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 2016x144 with 8 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1008x144 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2772x144 with 11 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "sort_order = {}\n",
-    "for cre_line in cre_lines:\n",
-    "    feature_matrix = cre_line_dfs[cre_line]\n",
-    "    labels = labels_cre[cre_line] \n",
-    "    cluster_df = pd.DataFrame(index = feature_matrix.index.values, columns = ['cluster_id', 'cre_line'], \n",
-    "                              data = np.transpose([labels+1, [cre_line]* len(labels)]))\n",
-    "    #cluster_df = original_cluster_labels[original_cluster_labels.cre_line == cre_line].set_index('cell_specimen_id')\n",
-    "    sort_order[cre_line] = vba_clust.get_sorted_cluster_ids(cluster_df)\n",
-    "    vba_clust.plot_clusters_row(cluster_df, feature_matrix, cre_line,\n",
-    "                               sort_order=sort_order, save_dir=save_dir, folder='test', suffix='_familiar_only',\n",
-    "                                 abbreviate_experience=False)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e348809e-70a0-45ea-88a3-2818bc6dfb7d",
-   "metadata": {},
-   "source": [
-    "## Comapring clusters in Familiar and Original data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f57fa1b5-f571-40d3-8bfc-ffb6bcd75b2c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "Compare size of matched clusters\n",
-    "Find the same cells and see where they move to (which cluster)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "aaa155a4-ccdb-4a88-bf8b-0cc099ae9f6f",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c283696c-8f54-4c69-b1a7-3cb7368b1f28",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ecdb0723-7a12-4022-9d1e-025a22d66644",
-   "metadata": {},
-   "source": [
-    "## Summary"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ec6d43be-33a8-4fe1-ad1a-d8ea74e6b530",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
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