light_jv_batch_stats_multi.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ba676319",
   "metadata": {},
   "source": [
    "# JV Analysis\n",
    "## Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ae157ea7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import interp1d\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "# Set the path to the folder containing text files\n",
    "parent_folder_path = \"C:\\\\Users\\\\w16025698\\\\OneDrive - Northumbria University - Production Azure AD\\\\PhD\\\\Characterisation\\\\JV\\\\\"\n",
    "subfolder_names = ['230221D_JV', '230221J_JV']\n",
    "\n",
    "# Loop through sub folders dictionary creation\n",
    "dfs = {}  # initialize empty dictionary to store dataframes\n",
    "\n",
    "# Loop through sub folders\n",
    "for subfolder_name in subfolder_names:\n",
    "    \n",
    "    folder_path = os.path.join(parent_folder_path, subfolder_name)\n",
    "    \n",
    "    # create an empty DataFrame to store the data\n",
    "    df_concatenated = pd.DataFrame()\n",
    "    \n",
    "    for file_name in os.listdir(folder_path):\n",
    "        if file_name.endswith(\".txt\"):\n",
    "            # Read the data from the text file, skipping the first 12 lines\n",
    "            data = np.loadtxt(os.path.join(folder_path, file_name), skiprows=12)\n",
    "\n",
    "            # Extract the voltage and current data from the columns\n",
    "            V = data[:,0]\n",
    "            A = data[:,1] \n",
    "            mV = V * 1000\n",
    "            mA = A * 1000\n",
    "\n",
    "            # Cell area cm2 and incident power density mW/cm2\n",
    "            cell_area = 0.16\n",
    "            incident_power_density = 1000\n",
    "            \n",
    "            # Current density mA/cm2\n",
    "            current_density = mA / cell_area\n",
    "            \n",
    "            # Interpolate more data points\n",
    "            jv_interp = interp1d(mV, current_density, kind='linear', bounds_error=False, fill_value=\"extrapolate\")\n",
    "            mV_i = np.linspace(-100, 600, 600)\n",
    "            current_density_i = jv_interp(mV_i)\n",
    "\n",
    "            # Calculate the power density from the voltage and current density data: units mW/cm2\n",
    "            power_density = current_density_i * mV_i / incident_power_density\n",
    "\n",
    "            # Indices of max power point\n",
    "            max_power_index = np.argmax(power_density)\n",
    "\n",
    "            # Calculate the open circuit voltage, short circuit current, fill factor, and efficiency\n",
    "            short_circuit_index = np.where(np.diff(np.sign(mV_i)))\n",
    "            short_circuit_current = current_density_i[short_circuit_index]\n",
    "            open_circuit_index = np.where(np.diff(np.sign(current_density_i)))\n",
    "            open_circuit_voltage = mV_i[open_circuit_index]\n",
    "            fill_factor = 100 * (mV_i[max_power_index] * current_density_i[max_power_index]) / (open_circuit_voltage[0] * short_circuit_current[0])\n",
    "            efficiency = 0.01 * short_circuit_current[0] * open_circuit_voltage[0] * fill_factor / incident_power_density\n",
    "\n",
    "            # gradient calculation\n",
    "            grad = np.gradient(current_density_i, mV_i)\n",
    "            Voc_slope = grad[open_circuit_index]\n",
    "            Rs = 1 / np.abs(Voc_slope)\n",
    "            Jsc_slope = grad[0]\n",
    "            Rsh = 1 / np.abs(Jsc_slope)\n",
    "\n",
    "            # Create a DataFrame for the current file's data\n",
    "            df = pd.DataFrame({'file_name': [file_name], 'efficiency': [efficiency], \n",
    "                               'open_circuit_voltage': [open_circuit_voltage[0]], \n",
    "                               'short_circuit_current': [short_circuit_current[0]], 'fill_factor': [fill_factor], \n",
    "                               'Rs': [Rs[0]], 'Rsh': [Rsh], 'mV_i': [mV_i], 'current_density_i': [current_density_i], \n",
    "                               'mV': [mV], 'current_density': [current_density]})\n",
    "\n",
    "            # Concatenate the current DataFrame with the previous one\n",
    "            df_concatenated = pd.concat([df_concatenated, df], ignore_index=True)\n",
    "\n",
    "    # Store the DataFrame in the dictionary with unique keys\n",
    "    dfs[subfolder_name] = df_concatenated"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a53f6e4c",
   "metadata": {},
   "source": [
    "## Display Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4783ae94",
   "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>file_name</th>\n",
       "      <th>efficiency</th>\n",
       "      <th>open_circuit_voltage</th>\n",
       "      <th>short_circuit_current</th>\n",
       "      <th>fill_factor</th>\n",
       "      <th>Rs</th>\n",
       "      <th>Rsh</th>\n",
       "      <th>mV_i</th>\n",
       "      <th>current_density_i</th>\n",
       "      <th>mV</th>\n",
       "      <th>current_density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A1.txt</td>\n",
       "      <td>1.818724</td>\n",
       "      <td>328.881469</td>\n",
       "      <td>17.968540</td>\n",
       "      <td>30.776176</td>\n",
       "      <td>12.511984</td>\n",
       "      <td>44.747349</td>\n",
       "      <td>[-100.0, -98.8313856427379, -97.6627712854758,...</td>\n",
       "      <td>[20.653231536180474, 20.627115701550768, 20.60...</td>\n",
       "      <td>[-499.9029, -489.7049, -479.76858, -469.70754,...</td>\n",
       "      <td>[24.372212499999996, 24.382624999999997, 24.32...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A7.txt</td>\n",
       "      <td>3.207258</td>\n",
       "      <td>352.253756</td>\n",
       "      <td>22.800780</td>\n",
       "      <td>39.932694</td>\n",
       "      <td>7.243108</td>\n",
       "      <td>623.521930</td>\n",
       "      <td>[-100.0, -98.8313856427379, -97.6627712854758,...</td>\n",
       "      <td>[23.419035504775973, 23.417161289448895, 23.41...</td>\n",
       "      <td>[-499.9085, -489.72310000000004, -479.79024, -...</td>\n",
       "      <td>[24.179475, 24.19791875, 24.17557375, 24.16956...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B1.txt</td>\n",
       "      <td>2.917546</td>\n",
       "      <td>359.265442</td>\n",
       "      <td>23.143356</td>\n",
       "      <td>35.089397</td>\n",
       "      <td>8.526228</td>\n",
       "      <td>106.898116</td>\n",
       "      <td>[-100.0, -98.8313856427379, -97.6627712854758,...</td>\n",
       "      <td>[24.626127650012272, 24.61519561116967, 24.603...</td>\n",
       "      <td>[-499.9133, -489.7392, -479.79768, -469.73524,...</td>\n",
       "      <td>[26.030025000000002, 26.087750000000003, 26.03...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B8.txt</td>\n",
       "      <td>3.399695</td>\n",
       "      <td>349.916528</td>\n",
       "      <td>24.026282</td>\n",
       "      <td>40.437926</td>\n",
       "      <td>6.587921</td>\n",
       "      <td>200.550456</td>\n",
       "      <td>[-100.0, -98.8313856427379, -97.6627712854758,...</td>\n",
       "      <td>[24.643967818393584, 24.638140784227122, 24.63...</td>\n",
       "      <td>[-499.888, -489.7061, -479.7715, -469.71436, -...</td>\n",
       "      <td>[25.4966, 25.480887499999998, 25.5107987499999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C6.txt</td>\n",
       "      <td>2.539726</td>\n",
       "      <td>262.270451</td>\n",
       "      <td>23.339239</td>\n",
       "      <td>41.490708</td>\n",
       "      <td>3.447825</td>\n",
       "      <td>272.255732</td>\n",
       "      <td>[-100.0, -98.8313856427379, -97.6627712854758,...</td>\n",
       "      <td>[24.62034209688559, 24.61604975619632, 24.6121...</td>\n",
       "      <td>[-499.9031, -489.7127, -479.779, -469.7158, -4...</td>\n",
       "      <td>[25.368637500000002, 25.355100000000004, 25.32...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  file_name  efficiency  open_circuit_voltage  short_circuit_current  \\\n",
       "0    A1.txt    1.818724            328.881469              17.968540   \n",
       "1    A7.txt    3.207258            352.253756              22.800780   \n",
       "2    B1.txt    2.917546            359.265442              23.143356   \n",
       "3    B8.txt    3.399695            349.916528              24.026282   \n",
       "4    C6.txt    2.539726            262.270451              23.339239   \n",
       "\n",
       "   fill_factor         Rs         Rsh  \\\n",
       "0    30.776176  12.511984   44.747349   \n",
       "1    39.932694   7.243108  623.521930   \n",
       "2    35.089397   8.526228  106.898116   \n",
       "3    40.437926   6.587921  200.550456   \n",
       "4    41.490708   3.447825  272.255732   \n",
       "\n",
       "                                                mV_i  \\\n",
       "0  [-100.0, -98.8313856427379, -97.6627712854758,...   \n",
       "1  [-100.0, -98.8313856427379, -97.6627712854758,...   \n",
       "2  [-100.0, -98.8313856427379, -97.6627712854758,...   \n",
       "3  [-100.0, -98.8313856427379, -97.6627712854758,...   \n",
       "4  [-100.0, -98.8313856427379, -97.6627712854758,...   \n",
       "\n",
       "                                   current_density_i  \\\n",
       "0  [20.653231536180474, 20.627115701550768, 20.60...   \n",
       "1  [23.419035504775973, 23.417161289448895, 23.41...   \n",
       "2  [24.626127650012272, 24.61519561116967, 24.603...   \n",
       "3  [24.643967818393584, 24.638140784227122, 24.63...   \n",
       "4  [24.62034209688559, 24.61604975619632, 24.6121...   \n",
       "\n",
       "                                                  mV  \\\n",
       "0  [-499.9029, -489.7049, -479.76858, -469.70754,...   \n",
       "1  [-499.9085, -489.72310000000004, -479.79024, -...   \n",
       "2  [-499.9133, -489.7392, -479.79768, -469.73524,...   \n",
       "3  [-499.888, -489.7061, -479.7715, -469.71436, -...   \n",
       "4  [-499.9031, -489.7127, -479.779, -469.7158, -4...   \n",
       "\n",
       "                                     current_density  \n",
       "0  [24.372212499999996, 24.382624999999997, 24.32...  \n",
       "1  [24.179475, 24.19791875, 24.17557375, 24.16956...  \n",
       "2  [26.030025000000002, 26.087750000000003, 26.03...  \n",
       "3  [25.4966, 25.480887499999998, 25.5107987499999...  \n",
       "4  [25.368637500000002, 25.355100000000004, 25.32...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(dfs['230221D_JV'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73b7a8c5",
   "metadata": {},
   "source": [
    "## Box Plot Plotting\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0117c4f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameter_names = ['efficiency', 'open_circuit_voltage', 'short_circuit_current', 'fill_factor', 'Rs', 'Rsh']\n",
    "titles = ['Efficiency (%)', 'Open Circuit Voltage (mV)', 'Short Circuit Current (mA/cm2)', 'Fill Factor (%)', 'Series Resistance (Ohms)', 'Shunt Resistance (Ohms)']\n",
    "\n",
    "\n",
    "# loop through the parameters and create a boxplot for each one\n",
    "for i, param in enumerate(parameter_names):\n",
    "    plt.figure(i+1)  # create a new figure\n",
    "    data = []  # initialize an empty list to store the data for this parameter\n",
    "    \n",
    "    # loop through the dataframes and extract the relevant parameter data\n",
    "    for key, df in dfs.items():\n",
    "        data.append(df[param].values)\n",
    "\n",
    "    # create the boxplot and stripplot\n",
    "    sns.boxplot(data=data, showfliers=False)\n",
    "    sns.stripplot(data=data, color='black')\n",
    "    \n",
    "    # set the y-axis label\n",
    "    plt.ylabel(titles[i])\n",
    "    plt.xlabel('Substrate ID')\n",
    "    \n",
    "    # set the title and x-axis label\n",
    "    plt.title(parameter_names[i])\n",
    "\n",
    "    # set the title\n",
    "    plt.title(titles[i])\n",
    "    # set the x-tick labels\n",
    "    plt.xticks(ticks=range(len(subfolder_names)), labels=subfolder_names)\n",
    "    \n",
    "    # add horizontal grid lines\n",
    "    plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "   \n",
    "    # Adjust spacing between subplots and display the plot\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    # show the plot\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "868f5f5a",
   "metadata": {},
   "source": [
    "## Box plot subplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ab2e1f3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKAAAAMQCAYAAAAQNB1HAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1xT1/sH8M8lkBC2gBCQIQ5UXGBFcFRRWxdaN3VPHHVWq1YRcOOots5qqwJaRxWttdpWa52tiqPiXqgM2Rtkr/P7w1/yJSZhJoTxvF8vXm3OPffe5ybx3tznnHsOxxhjIIQQQgghhBBCCCFERTTUHQAhhBBCCCGEEEIIqdsoAUUIIYQQQgghhBBCVIoSUIQQQgghhBBCCCFEpSgBRQghhBBCCCGEEEJUihJQhBBCCCGEEEIIIUSlKAFFCCGEEEIIIYQQQlSKElCEEEIIIYQQQgghRKUoAUUIIYQQQgghhBBCVIoSUIQQQgghhBBCCCFEpSgBRWqcQ4cOwdHREXp6euA4DitXrpQs++6779CqVSsIhUJwHIfAwECEh4eD4zhMmjSp0vts3LgxGjduXOXYa4vNmzdDIBDg7du3Ktn+xIkTYWtri9zcXJVsnxBCPhQYGCi5LtQEyrg2VZfaFGtVnDhxAhzH4datW+oORSItLQ1GRkZYsmSJukMhhBBCVI4SUERlxD9oS/tzdHSUWufGjRsYP348srOzMXv2bKxYsQJubm4AgCNHjmDhwoXQ0dHBggULsGLFCpn1SdlSUlKwbt06eHp6wtraWlJeVFQEPz8/NG3aFIaGhujTpw+eP38udxu+vr4wMDBAVFSU3OU+Pj6Ijo7Gd999p5JjIKS+u3z5Mj7//HNYW1tDIBDA2NgY3bp1w3fffVenEr8vX77E3Llz0bp1axgYGEAgEMDGxgYjRozAyZMnUVxcrO4QK8zNzQ0cx5W7/g8//ACO4zBz5swy63700UfgOA737t2rSogSFY21JisoKMCyZcswYMAAuLi4KH37nTt3BsdxCA4OLrXe48ePwXEc2rVrBwAwMjLC/PnzsX37doSHhys9LlJ31bfGU47jJPcENUFdOj/WBcXFxWjfvj0GDBig7lDqFJU0kjBCVCQsLIwBYE2bNmUrVqyQ+7d7926pdZYvX84AsJs3b8psb+zYsQwAi42NlSrPz89nz549YzExMZWO9dWrV+zVq1eVXr828fLyYhzHsdevX0uVf/PNNwwA69evH/vyyy+Zqakpa9SoEXv37p1UvadPnzI+n8927txZ6n6GDx/ODA0NWWZmptKPgZD6qqCggE2fPp0BYLq6umzEiBFs6dKl7IsvvmBNmzZlAJi9vT0LDQ1Vd6hVtnnzZsbj8RjHcezjjz9m8+fPZ8uWLWPjxo1jIpGIAWBTpkyR1E9LS2PPnj1jaWlpaoz6fxRdm3r06MEq8vMrPT2d6ejoMENDQ5adna2w3oMHDxgA5ujoWOFYxdfriRMnVinWmuzHH39kANjly5dVsv29e/cyAGz69Oml1vvyyy8ZALZ161ZJWXJyMuPz+Wzq1KkqiY3UDllZWWzdunXMycmJ6erqMoFAwBo1asS6devGli5dKvM71dbWltna2qonWMbYihUrqvRvKisri23dupW5ubkxU1NTpqmpyRo0aMC6du3K1q9fzxISEqTqA2A9evSoeuBKIu/8GBAQwACwgICASm2zoKCA+fv7s/79+zNzc3OmpaXFDAwMWMeOHdny5ctZeHi4EiKvuaryGe/fv58BYLdu3VJuUApcvHiRAWAA2JkzZ8q1zowZM5hAIJC5t6pOISEhzNvbm7m4uLCGDRsyPp/P7Ozs2BdffMGioqLkruPr68sEAgELCwtTSgx141cFqZHEP2j79u1b7nUmT57MAMj9gvfs2bPO/BBWl/z8fCYSiVi3bt1kltnb27PevXtLXl+7do0BYEePHpWUFRcXs27durHOnTuzoqKiUvd16tQpBoDt3btXeQdASD23aNEiBoA5OzvL/FAoLCxkvr6+DABr1qwZS09PV1OUVffDDz8wAKxx48bsv//+k1leUFDA9u3bJ5MwqQ0qk9SZMGECA8AOHTqksM68efMYALZjx44Kx1QfElAdOnRgNjY2rLi4WCXbz8jIYLq6uszAwEBhojA/P1/ygz8pKUlq2eDBg5mOjk6NSaCS6pWRkcHatWsnOX/PmDGDff3112zMmDGsffv2cn9P1eYE1P3795mtrS0DwGxtbdmUKVPYsmXL2OzZs9lHH33EADADAwOpRsxnz56xiIgIJR5B1URERLBnz55JlVUlARUeHi75rM3Nzdm4cePYsmXL2Lx581i3bt0Yj8djAoGgTjQwKVLZBFRhYSGzsbGp1gSluGMEx3FsyJAhZdYvLi5mlpaWzN3dvRqiU8zFxYVxHMc6derE5s6dyxYtWsQ+/vhjBoCZmprKfKcZU34jSd34VUFqpIokoC5fvizJIn/4Jz6Zf/gnvugq+uHM2PsL+qpVq1jbtm2Zjo4OMzAwYI6Ojszb25vl5+dL6im6iBcXF7P9+/ezLl26MH19fSYUCtlHH33E9u/fL1O35IX42LFjzMnJiWlrazORSMTmzp2r8AfptWvX2JAhQ5iZmRnj8/nMysqKDR06lP3zzz+MMSa5oTx+/Ljc9Xft2sUAsG+//baMd5mx3377jQFg27Ztk1kmFArZ119/LXmdnZ3NALCNGzdKynbv3s20tLTY48ePy9xXXl4e09XVZV26dCmzLiGkbC9fvmQaGhrM2NiYxcXFKaw3ZswYBoD5+PhIlYvPcykpKczT05OZmZkxbW1t5uzszE6fPi13W9VxDvxQWloaMzAwYHw+nz158qTUurm5uZL/V/TDX/yDNioqik2cOJGZm5szjuOkbprKOg8zxtjEiRMVNpDIuxGTd21SdJ0rK5F29epVBkCqkaCkvLw8ZmJiwgQCAUtJSZGUBwYGMhcXF6arq8t0dXWZi4sLCwwMlFm/srHu37+fffbZZ8zW1pYJBALWoEED1qdPH3bp0iW5cRYUFDA/Pz/WpEkTJhAIWNOmTZmfnx97/fq1wvchPj6effnll6xp06aMz+czExMTNmzYMPbo0aNS37OSHj58yACwBQsWyCwT//5YsWIFu379OnNzc2N6enrM1NSUffHFF5Lv7Z9//sm6dOnCdHR0mJmZGVuyZAkrLCyU2pa4Ee2nn36SG8eJEycYAObh4SGz7PDhwwwA+/HHH8t9XKTuWL16NQPApk6dKjdJ+ubNG5kbw9qagHr79i0zMzNjGhoabMuWLTL/jhhj7N69e6xLly4sNTVVOcFWk8omoDIyMliLFi0YALZ48WKWk5MjUyc0NJQNGjSIhYSEKCfYGqiyCSjx/c2+ffuUH5QcqampTCgUsk6dOrHu3bszTU3NUn+XMcbYrVu3asQ5fseOHXKf+tmwYQMDwAYMGCB3PWU2klACiqhMRRJQYWFhbMWKFZLM//z58yWP6YWEhLAVK1ZIWkrE5d99953Ufj784ZqYmMgcHBwkjyQsXLiQffnll6xfv35MS0tL6qIm7yJeXFwsuZGzt7dnM2bMYHPnzmUtW7ZkANhXX30lVV98IR4xYgTT1dVlY8aMYQsWLGCtWrViANiYMWNkjnvnzp2M4zimo6PDxo4dy5YtW8YmTJjAmjRpwubPn88YYywyMpLxeDz26aefyn3vnJyc5LamyjN//nyF3VPt7e2lPqvr169L9YCKiYlhhoaGMje1pRGflOkxPEKqzsvLiwFgS5cuLbXes2fPGADWqFEjqXJbW1tmYWHBOnTowFq1asUWL17Mpk2bxvT19RnHcTK9a6rjHCiP+FGm8tYXKy0B1aZNG2Ztbc3at2/P5s2bx2bOnCnpWVWe8zBjyklAybuWrVixgp06darM42vevDnjOE7u/oOCghgANnr0aEmZ+FGvRo0asXnz5rH58+czKysruYmYysaqra3NXFxc2NSpU9nSpUvZ+PHjmb6+PtPQ0GC//vqrTJzjx4+XPJq/cOFCNnv2bGZmZsYGDRok9zr+6tUrZmVlxTiOY3379mVfffUVGz9+PNPR0WG6urosODi4zPeNMca+++47BoAdO3ZMZpk4AdWvXz+mra3NBg8ezL766ivWoUMHBoCNHTuWHT9+nAmFQvb555+zBQsWMHt7ewaArV27Vmpb//77LwPAevbsKTcOd3d3BoCdP39eZtmbN28YADZq1KhyHROpW/r3788AVCi5IP7tmpmZyRYsWMAsLS0Zn89nbdu2ZUFBQXLXSUpKYl9++SVr3Lgx4/P5rGHDhszDw0Nusl98znv9+jX79ttvmYODA+Pz+WzixImS3pGKGodLI+7R6e3tXWq9goICqd728pITpcUoFh8fz7766itmb28vSZS7uLiwzZs3S+qUTER/qLw9RMWxyPsri7ixedy4cWXWzcvLKzUuMXnvlzjm3Nxc5uPjw5o2bco0NTUlx12eBpurV6+ygQMHMhMTE8bn81mzZs3Y8uXLWVZWltS+Sr6n//33H+vTpw/T09NjBgYGbMiQIVLXsrI6IpRl2LBhjOM4uQnLkse8bNkyZm1tzbS1tVmHDh3YhQsXGGPvE4Bz585llpaWTCAQMFdXV3bnzh2F+xM3/u/YsYPt27ePAWCbNm0qNUbxECgfDiXz4MEDNnbsWNaoUSPG5/OZSCRiffv2Zb/99pukTsnfN7/99hvr1KkTEwqFzNLSknl7e0v+nRw6dIg5OjoybW1tZm1tzb755psy3zuxwsJCybVVHmU2klACiqhMecaA+vPPP6XWKe0HvqJHARSdgEeOHMkAMC8vL5l14uLiWEFBgeS1vASUeLyIqVOnStXNy8uT/Fi+e/eupFx8A2JoaMieP38uKc/Ozmb29vaM4zgWHR0tKX/48CHj8XjM0tJS5niLi4ul6rq7u8u98QgJCWEA2Oeffy5zjPI4OzszDQ0NycWrpE2bNjEAbNCgQWzBggXM3NycWVpasoyMDMbY+zGdWrRoIdXjoCwLFixgABS2hhNCys/NzY0BkPxgKo2lpSUDwCIjIyVl4mRCr169pHqAPnv2jAmFQmZkZCT5986Y6s+BikyaNKlSLZmlJaAAsMmTJ8u0tFfkPKyMBBRjlX+sbf369QwAW7lypcwy8c3r33//zRj73yPUrVq1kmqtTEtLkyQQS/buqmysb968kSmLiYlhlpaWrHnz5lLlf//9NwPAOnbsKNUbLjY2VjKm14f779KlC9PU1GR//fWXVPmLFy+Yvr4+a9u2rcLYShL/HpD36ErJG5+SSbP8/HzWrl07xnEcMzU1Zbdv35Ysy8jIYGZmZszExETq3wZjjLVo0ULu9TomJobxeDxmY2Oj8BF2Y2NjZmNjU65jInWL+HEeRYkjeWxtbZmlpSXr0qULa9myJZszZw6bMmUK09HRYRzHySQ6k5KSWLNmzRgA5ubmxpYuXcpGjRrFNDU1ma6uLrtx44ZUffE5b8CAAczY2JiNHz+eLVmyhG3ZsoUFBARIzg8TJ06UaRxWJCsri/H5fCYUCivck6K0BJS8GBl733O4UaNGDADr1q0bW7JkCZs9ezbr0aMHa9CggWQ7ykhAnTp1ig0ePJgBYIMHD5a63ymLuHHg5cuX5X4/qpKAGjBgAGvUqBGbMmUKW7RoETtw4IBkndIabHbv3s04jmPGxsZs4sSJbNGiRZJtdunSRer+Qvyeuru7Mx0dHTZgwAD21VdfsV69eknuD8U9vcQdEcRJzJLvXVlJ2eLiYmZsbMxatWold7k4vsGDB7MmTZqw2bNnsylTpjCBQMAEAgH777//WMeOHVmbNm3YvHnz2OjRoyW9zRUNZdChQwempaXFEhMTWXp6OhMKhaxFixalxtm6dWvm6uoqVfbLL78wgUDAtLS02LBhw9iyZcvY1KlTWZs2bdjgwYMl9cS/bz777DOmra3NRo0aJdUYsnz5crZ582ZmYGDAxo8fz+bNmyf53pf26H5JRUVFTF9fnxkaGspdrsxGEkpAEZURnxhL+yvZusyY8hJQcXFxjOM41rRpU6kbLUXkJaDatWvHdHV15XaDFXfnL9kDQHzi9PX1lakvXlYymz1r1iwGgPn7+5cZn7hr6Ye9j8TbEN90lMXCwoIZGxvLXVZYWMjWrFnDGjduzPT19Vnv3r0lLWK//fYb4ziOXb16lWVlZTFPT0+mr6/PtLW12fDhw1liYqLcbYq7cx48eLBc8RFCFBMnDkomdxRxcXFhgHRvR3EC6vr16zL1Z8+ezQDpR4dUfQ5UpF+/fgwAO3fuXJl1SyotAcXn8+WepypyHlZ3AkqcwGjcuLHUIzrR0dEy5VOmTGGA/B4/R48elSQWVRXr3LlzGQCpAXPFiUV5j3uKk2sl93/v3j2ZOEtauHAhA1CuR/E6d+7MAEglWMXEN0lubm4yy8SPRU2ePFlmmfg9/vD7sHHjRrn/DsTHWNrNaMuWLRmPx1PZOFWk5vr1118Z8H7co6+//ppdvHhR6nFaecTn9MGDB0vd+IuTvR8+gSD+zi5btkyq/Ny5cwwAa968uVRyVHzOs7Kykjv2UmUewbty5YokGVRRpSWgFMXYqVMnhb023r59K/l/ZSSgGKvcI3jh4eGSY6iIqiSgHB0dWXJystx1FDXYPHnyhGlqajInJyeZdcXnN3m9ygCwn3/+Waq+uDdsyXFmFcVclidPnjDgfW9VecTH3LVrV6knMn7++WcGgBkZGbGRI0dKNSaIz+PyhjcRN/5/9tlnkrLRo0czAOzff/+VG8OrV68YALZ+/XpJWXx8PNPT02O6urrs3r17MuuU/H6Kv1daWlpyG0N0dHSYSCSSmmAqMjKS8fl81q5dO7kxfejYsWMMABs5cqTCOspqJNEAISrWt29fsPfJTpm/rVu3qmSfd+/eBWMMPXv2hJaWVoXXz87OxqNHj2BkZIQNGzZg5cqVUn8///wzAOD58+cy63bo0EGmzMrKCsD7qSzFbt++DQDo06dPmfEMGDAAVlZWCAgIkEw7npubiyNHjqBJkybo1atXuY4rOTkZDRo0kLuMx+PB29sbYWFhyMjIwN9//w0HBwdkZmZi9uzZ8PT0RPfu3bFo0SIEBQVh586dOHr0KIKDgzFp0iS52zQ2NgYAJCUllSs+QohyMMYAQGaKaC0tLbi6usrU//jjjwEA9+/fB1A958DqZGdnB1NTU5nyipyH1c3CwgL9+/dHeHg4Ll++LCkPDAxEUVERJk+eLPm8Q0JCAEDulOXiMvFnXRVv3rzBtGnT0LRpU2hra4PjOHAchx07dgAAYmJiJHUfPHgAAOjSpYvMduSVBQcHAwDi4uJkvn8rV66UfPfkfQc/lJycDB6PB319fYV1nJycZMosLCwAAI6OjgqXRUdHS5VPnDgRmpqaOHDggOTfIfD+c+I4TuH1Enh/zSwqKlLbvxOiPoMHD8amTZtQXFyMjRs3onfv3jA2NkazZs0wZ84chIaGKlz3u+++A5/Pl7zu3bs3bG1tcefOHUlZfn4+jh49ChMTE3h7e0ut37dvX/Tt2xehoaG4ceOGzPYXL14MGxsbJRzl+3/PwP+uCcoiL8Y7d+7g9u3b6N69O6ZNmyazjrJjqCxVvSelWbVqleQ3+of4fD42bdoEHo8nVf7DDz+gsLAQ27dvl1l3yZIlaNiwIY4ePSqzve7du+Pzzz+XKpsyZQoASH1HKysqKgoAYG5uXmq9devWQVdXV/J6xIgR0NLSQlpaGjZv3gxNTU3JstGjRwP433WrpP379wMAxo8fLymbMGGC1LIPnT59GsD7f+diBw4cQGZmJr766iu51x9534exY8fC2dlZ8lpfXx8DBw5EdnY2vvjiCzRp0kSyzNraGt26dcOTJ09QWFgoNy6xt2/fYt68eRAKhVizZo3CemZmZoiOjpa6tlWGZtlVCKl9xD/eGjVqVKn1U1NTwRhDdHQ0Vq1apbBeVlaWTJmhoaFMmfikVlRUJBUjx3GSH7Gl4fF4mDp1KlatWoVz585hwIABOHHiBNLS0rB48WKZm0xFhEIhcnJyylVXzMvLCwUFBdi0aRMyMzOxb98++Pr6Sk627969w4QJE/Dy5UvY29tLrSvel46OToX2SQiRJRKJ8Pz5c7x9+xYtWrQota74B5lIJJIqNzExgYaGbNuT+Idbeno6gOo5ByoijvnDG/uqUPTDtCLn4Zpg6tSpOHv2LAICAiQND4GBgdDQ0JBKbGRkZEBDQwMNGzaU2Ya5uTk0NDQkn3VlvXr1Cp06dUJGRgZ69uyJQYMGwcDAABoaGrhy5QquXr2KvLw8mZhMTEzkxvShlJQUAMDvv/+O33//XWEc8r6DHxIKhSgqKkJBQYHCRikDAwOZMvH3trRlBQUFUuXm5uZwd3fH6dOncenSJfTu3Rv//vsvXrx4gU8++QSNGzdWGCddM+u3xYsXY+bMmTh37hxu3LiBu3fv4tatW9i1axf279+PY8eO4bPPPpNax8jICHZ2djLbsrKyws2bNyWvnz9/jpycHLi5ucn9frm5ueH8+fO4f/8+unXrJrWsU6dOSjpC1ZEXY21qYKhupX2mihpsxI0C586dw99//y2zXEtLSy2NUsnJyQCgsIFd7MMkD4/Hg5mZGbKysmSSl4oaGPLy8nD48GEYGRlh0KBBkvJPP/0UFhYWOH78OLZv3w49PT2p9U6fPo1mzZqhVatWkrLKfD8r01BSVFSE+Ph4hffEKSkpGDBgABISEnDw4MFSf1+WbCQp6/0uDSWgSJ1kZGQEoPI3MOIfmx999BHu3r2rrLCkGBkZgTGG2NjYciXKPD09sXbtWuzbtw8DBgzAvn37oKmpWWpr6ocaNmwouTEtj9u3b2PXrl04duwYjIyM8ODBAxQUFEhdTD766CMA73/cfJiAEt9AyLsJIoRUTJcuXXDlyhVcvHgRn3zyicJ6z58/R0xMDBo1agRra2upZcnJySguLpZJQsXHxwP4X/KoOs6BinTt2hWBgYG4ePGipJW0qhQl6StyHha/Z/JaEquazCmvgQMHwtzcHCdPnsSuXbvw4MEDhIaGom/fvlI/oA0MDFBcXIzExESYmZlJbSMhIQHFxcVykyoV8d133yE1NRWHDh3C2LFjpZbNnDkTV69elSoTx5ScnCxzcyP+/n1YHwB27NiBOXPmVClW8TUoJSWlzFZyZZg6dSpOnz4Nf39/9O7dGwEBAZLy0qSkpEBfXx8CgUDlMdZmWVlZuHLlCq5fv47o6Gjk5OTA1NQUDg4O6NmzJ1q3bq3uECtNX18fI0eOxMiRIwG8P7d4eXnh+++/x9SpUxEdHS3V20lewh94nyAV95gH3ieAAcXJeHHiX965TJn/ZlTRwADIj7GqjdHVRVXvSWlK+0wVLRP/pl+3bl2F9lXVRqmyCIVCACizgV1RQ0Jp8X3YwHDq1CmkpqZi2rRpUudpHo+HsWPHYvPmzTh27JjUuT45ORnXr1/HggULpLZVme+nshpKxFJTU/HJJ5/gyZMn2L17N8aNG1fq/pXVSEKP4JE6qWPHjtDQ0MDly5cV/qMrjb6+Plq1aoVnz56prCu8uPXhr7/+Kld9Kysr9O/fH2fPnsX169dx7do1DBgwAJaWluXeZ9u2bZGbm1uuJFRhYSGmT5+OgQMHYsSIEVLLSrZq5+bmApB/g/fixQvJfgkhVTNx4kRoaGhg7969SExMVFhP/ONQXvKmoKBA0opZ0j///APgfy1o1XEOVGTEiBEwMDDAyZMny3y8quS5qDIqch4Wt/bJu0kQP/JWHuLHGirzw1tTUxMTJkxATk4Ofv75Z/j7+wOQTWyIW0mvXLkisw1xYkhea2lFYn39+jUAyPTIKC4uxvXr12Xqt2/fHgDkPuIjr8zFxQUApHpxVJb4GlTaY0zKNGDAAFhYWODUqVOIjo7G8ePH0aBBAwwdOlThOtnZ2YiKiqLrZSlCQ0Mxc+ZMWFhYYNCgQdi4caPkN1FgYCDmzZuHdu3awdHREf7+/lIJmNrK0NAQO3fuhK2tLZKSkvDo0aNKbUd8cyov2VuyXN5NbHl72ZeHs7Mz+Hw+7t69K0mKKYO8GCvSGK3OBgZbW1s0atQIb9++rdA5qioxl/aZKlom/m5kZGQoHFqlqo9mVUbJBgZVEz9it3fvXskj5+K/zZs3S9URO3v2LIqKiqQevwOq3lmiqlJSUtC7d2+EhIRg586dmDFjRrnWUUYjCSWgSJ1kbm6O4cOH4/Xr13IfH0lISCjzedh58+YhOzsb06ZNk9vFPywsDOHh4ZWOcebMmZJxlyIiIqSWiVvkPzRjxgwUFBTAw8MDjDG5z7SXpkePHgD+1+2zNJs3b8abN2+wa9cuSVnTpk3B5/Nx5swZSZn4/0t2KxW7desWLCws0Lx58wrFSQiRZW9vj/nz5yM5ORmDBg2SOUcUFxdjzZo1OHToEJo2bYpFixbJ3Y6Pj49UYv758+fw9/eHoaGh1A8kVZ8DFTEyMsI333yDvLw8uLu7yx2rqKioCAcOHMDMmTOrtK+KnIc7duwI4P0jbyWdOHFCprdPacRjZ1SkN2pJ4mTT999/j6CgIJiYmMj8sJ04cSKA9+N8lLzJy8jIkFwTxXUqG6utrS0A4N9//5Uq37hxIx4/fixTX9xLas2aNZKGC+D9+Cfbtm2Tqd+pUye4uLjg6NGjOHbsmMzy4uLicr/vFbn2KQOPx8PEiRORk5ODzz//HJmZmRg3blypP9rv3r2LoqIiSaxE2oIFC9CmTRvcuHEDPj4+uHXrFvLy8pCcnIzo6GhkZ2cjOjoaQUFBaNeuHebPn4927dpVew9OVeA4rso9Dlq2bAltbW3cuXMH2dnZMssrkpgWq0wyXUdHB6NGjUJOTg62bNlSat3CwsIqJRFrUwOD+Ly+du3aMuvm5+cDKD2BUZGYy0vcKCCvEUtZNDQ0KvzetW7dGhoaGipvYAgPD8fFixdhbm6OqVOnyv2zsbHBzZs38ezZM8l6p0+fhqmpqcxYhxXtiKBMKSkp+OSTTxASEoIdO3Zg1qxZZa6jzEYSegSPqNyrV6+wcuVKhctLW1YV33//PR4/fox169bhjz/+QK9evcAYw8uXL/HXX38hPj5ecvKWZ8aMGQgODsaBAwdw/fp1fPLJJ7C0tER8fDyeP3+OW7du4ciRI6WO51Catm3bYuvWrZg3bx5at26NIUOGwNbWFnFxcbh27Rrc3d1lBmkfMGAArK2t8fbtWzRq1Aj9+/ev0D4HDx6MBQsW4O+//8awYcMU1nvz5g1Wr16Nb775RmoQPD09PUybNg27du1CZmYmDAwMEBgYiMGDB6NZs2ZS23j9+jXCwsLwxRdfVChGQohimzZtQnp6Ovz9/dG8eXO4u7ujadOmyMjIwF9//YXQ0FA0b94cf/zxh9yWbAsLC6SlpcHR0RHu7u5IT0/H0aNHkZubi71790oN0qzqc2Bppk+fjoyMDCxduhQdOnRA9+7d4eTkBKFQiOjoaFy8eBHR0dHw9PSs0n4qch4eMmQI7OzsEBgYiLdv38LJyQnPnj3DpUuXMGDAAPzxxx/l2mevXr1w4sQJjBw5EgMGDIC2tjbatm0Ld3f3cq3fokULdO3aVdLLaNq0aVKP5ADvB32dO3cuduzYgTZt2mD48OFgjOGXX36RDDbavXv3KsU6c+ZMBAQEYNiwYfj8889hYmKC4OBg3Lt3D+7u7jLjNn3yyScYO3YsDh8+jLZt22Lw4MHIy8vD8ePH4eLigjNnzsg8Gnr06FH07NkTo0aNwtatW/HRRx9BW1sbkZGRuHnzJhITE6WSWYr07t0b+vr6+Pvvv7Fw4cIy6yvDlClTsGHDBsnnVNbjpBcuXADw/ntGZN27dw8XLlwo9XtrYWGBYcOGYdiwYcjIyMDWrVtx/fp1SfK4Jvvhhx/QoUMHqQGGxX755Rc8f/4cRkZGaNOmTaW2z+fzMXr0aAQEBGD9+vVSAw3//fff+PPPP9GsWTN07dq13NusbDJ93bp1+PPPP7Fu3TqYmJhgzpw5Mv/2Hz58iFmzZuHs2bOl/lYvjbOzMzp16oRr165h7969Mo220dHRksefWrRoAT09Pfz2229ISUmRHFt8fHy5kkJilX1PFi1ahGPHjuHgwYNo1KgRVqxYIZOwDgsLw4IFC7By5Uo4OjrCwMAA9vb2+Pfff/Hq1SvJ7/B3795h2bJlFdp/ecyaNQt79+7F3LlzceHCBZlH/NPS0hAWFiZ3nKLyMjY2rvB7Z2RkJEk2M8aU2mOvpICAADDGMHPmTIX3rtu3b8f8+fOxf/9+bN68Gbm5ufjrr7/g4eEh8x2fOHEiVq9ejS1btmDo0KEyyd+S309lEvd8un//PrZt21buR9yV2khS5Xn0CFFAPD1oWX8llTbNtaLpoEubhjQ9PZ35+Piwli1bMoFAwAwNDZmjoyPz9fVl+fn5knq2trbM1tZW7nEcO3aMffLJJ6xBgwZMS0uLNWrUiLm5ubEtW7ZITetd2nS0pU3LevnyZTZw4EBmbGzM+Hw+s7KyYsOHD5c7VTpjjC1btowBYN7e3nKXl6Vv377MxMRE6vg/9OmnnzJXV1ep6XjFsrOz2fTp05mRkRHT1dVlHh4ecqdyXblyJQPA7t+/X6k4CSGKXbhwgY0cOZJZWloyLS0tZmRkxDp37sy2bNnCsrOz5a4jPs8lJyczT09PZmZmxgQCAevYsSM7ffq0wn2p+hxYmhcvXrA5c+YwBwcHpqenJ9n/kCFD2IkTJ6Smq1e0D5RjWufynoffvHnDBg8ezPT19Zmuri7r3bs3u3PnjtxjV3RtKigoYEuWLGE2NjZMU1Oz1Gm0FfH395dcQx8+fFhqPWdnZ6ajo8N0dHSYs7Mz8/f3l6lX2VgvX77MunbtyvT19ZmRkREbMGAA+++//xR+FwoKCtiaNWuYnZ0d4/P5rEmTJszPz4/dunWLAWDz58+XiS0lJYV5e3uzNm3aMKFQyPT09Fjz5s3ZmDFj2C+//FLu92zGjBlMU1OTxcfHS5WXNv16ad/b8kxB3717dwaAdejQocz4mjRpwhwdHcusR+qmwYMHMwCsWbNmbOLEiWzZsmVs7ty57OOPP2YAmIaGBjty5IjUOqX9dpX3mzkhIYE1adKEAWC9evViy5YtY6NHj2ZaWlpMR0eH/fPPP1L1S/tNzhhjT548YRzHsUaNGrGlS5ey9evXs++//75cxxsSEsJsbW0ZANa4cWM2depU5uXlxebMmcM6derEOI5jhoaGLDMzU7KOvHN5WTG+fPmSWVpaMgDs448/ZkuWLGHz5s1jvXv3ZsbGxlJ1ly5dygAwW1tbNm/ePDZ58mRmamrKhg8fLvf8KO89Tk5OZkKhkBkZGbGFCxey9evXs/Xr15frPQkPD2ft27dnAJhIJGITJkxgXl5e7Msvv2Q9evRgmpqaTFtbm4WGhkrW2bNnDwPATE1N2RdffMFmzJjBbGxs2LBhw+S+X4rupcTKul7++OOPjMfjMaFQyIYPH86WLFnCZs6cyfr06cMEAgGbMWOGpG5p51ZF1xwPDw8GgA0fPpytXbuWrV+/vtRrnJj4nuPWrVsyy0o75tL+DZV8L4qKipiNjQ3jOE7hd40xxpKSkhifz2dmZmYsPz+fnTlzhgFgv/76q9z6v/zyC+Pz+UxLS4sNHz6ceXl5senTp7P27duzwYMHS+pV9lok79+H+P1o2bIlW7Fihdy/1NRUmW15e3srfI8rihJQhNQy/fv3L/MEWJrz588zAOznn39WbmAlFBQUMDs7O9azZ0+V7YMQUjGl/dAiRJ327t3LAJT75rUynj59yng8HtuwYYPK9lFZFy9eZADYgQMH1B0KUZPnz5+zTZs2sU8//ZTZ2dkxbW1tpq2tzZo2bcomTpzI7t69K7NORRNQjDGWmJjI5s2bx2xtbZmWlhYzNTVlI0aMYI8ePZKpW1ZyhzHGAgMDWdu2bZlAIJAkb8orKyuLbd26lfXo0YOZmpoyTU1NSWPK2rVrWVJSklT9yiSgGGMsLi6OzZ8/nzVp0oTx+XxmbGzMXFxc2LfffitVr7CwkPn6+jJra2vG5/OZvb0927ZtG3vz5k25E1CMMfb7778zZ2dnJhQK5Ta2lyY/P5/5+/uzfv36MXNzc6alpcX09fVZhw4d2LJly1hkZKTMOjt27GDNmjVjWlpazMbGRtLIrooEFGOM3b59m40aNUrSAGZqaso6dOjAli5dyp49eyapV5kEVGxsLPPw8GCmpqZMQ0Oj3A1XUVFRjMfjsblz58osU0YC6ty5cwwA6927d5mxiBOWJ0+eZJ6enkwoFLKsrCyF9UNCQpiHh4fk87awsGD9+/dnZ8+eldRRZgJKnPgt7U/evydlNpJwjKlhtDBCSKU8efIEbdu2Rb9+/cr9uIc8ffr0QUxMDB4+fCh3SvaqCggIwNSpU3Hnzh3JLHmEEPUSPyqninGbCCmPuLg4mJubSz0iER0dja5duyIqKgphYWEyj3Uo0/Tp0/Hrr78iLCwMurq6KttPRbm5uSE9PR3//fefSq7JhBBS140ZMwZ//fUXIiIiasT5nTEGCwsLuLi44PTp0+oOp0ouXbqE3r1748CBA5gwYUKVt0dXOUJqgSNHjmDFihUYOHAggPeDCFfFjh07MGLECLkDnSsDx3HYu3cvJZ8IIYRIbNiwAfb29pgyZQqWLl2KMWPGoFWrVoiIiICPj49Kk0/A+wHQZ82aVaOSsGlpaXBzc8O+ffso+VSGK1euoE+fPmjVqhVGjhwpd4KCW7duSQaCJoTUH+vWrUNmZqbU5EnqFBwcjPj4eJmZYmuj1atXw9HREePGjVPK9qgHFCG1gJubG/755x/Y2trCx8cHkydPVndIhJBahnpAEXU7d+4cvv32Wzx48ACpqanQ1tZGu3btMGvWLIwZM0bd4ZEa7N69e3B1dYWJiQkcHBxw7949ZGdnY+vWrVKTndy6dQtdunSp8ExahJDa79ixY0hKSsLs2bPVHUqdkZaWhq1bt2LQoEFK61hACShCCCGEEEJIjTVkyBAkJCTgwoUL0NXVRUZGBmbNmoWjR4/Cz88PX3/9NQBKQBFCSE2nqe4ACCGEEEIIIUSRu3fvYvv27ZKxXQwMDHDo0CHY2dnBy8sLBQUF8Pb2VnOUhBBCykIJKEIIIYQQQkiNlZaWhoYNG8qUr1mzBpqamvD19UVhYSH69++vhugIIYSUV71MQBUXFyMmJgb6+vpSM7EQQkhtxRjDu3fvYGlpSQPZqhhdQwghdU1Nv4ZYW1vj6dOn+Pjjj2WWrVixAgCwatUq3Llzp7pDqzC6hhBC6pqKXEPq5RhQUVFRKp9phRBC1OHt27ewsrJSdxh1Gl1DCCF1VU29hkydOhURERH4+++/FdZZs2YNVqxYAY7javQYUHQNIYTUVeW5htTLHlD6+voA3r9BBgYGao6GEEKqLiMjA9bW1pLzG1EduoYQQuqamn4NGTduHHbv3o2kpCSYmprKrePj4wMdHR2cPXu2mqOrGLqGEELqmopcQ+plD6iMjAwYGhoiPT2dTvyEkDqBzmvVh95rQkhdQ+e16kPvNSGkrqnIea3mPeRNCCGEEEIIIYQQQuqUevkIHiGEEEIIIaR2iouLw8mTJxEREYHc3FypZRzHYdu2bWqKjBBCSGkoAUUIIYQQQgipFc6fP4+hQ4fKJJ7EKAFFCCE1Fz2CRwghhBBCCKkVFi9eDEdHR9y/fx95eXkoLi6W+qvJM+ARQkh9Rz2gCCGEEEIIIbXC69ev8csvv6Bdu3bqDoUQQkgFUQKKEFLjBAcH4/jx44iMjISNjQ08PDzg6uqq7rCIAllZWbhy5QquX7+O6Oho5OTkwNTUFA4ODujZsydat26t7hAJIXUcXTfqj5YtWyIjI0PdYRBC6hG6xigPxxhj6g6iutH0p4TUXMHBwVi3bp1UGcdx8PLyohN9KdRxXgsNDcWWLVtw5MgRZGZmguM4GBkZQVtbG6mpqcjNzQXHcWjbti3mzZuHSZMmQUOj9j/5TdcQQmoWum5UXW06r/3+++9Yvnw5zp8/D3Nzc3WHU2G16b0mhNA1pjwqcl6jHlCEEBl5eXmIi4tTy7737duHnJwcmfL9+/fDwsKiWmIQiUQQCATVsq/aasGCBfj+++/RokUL+Pj4wM3NDU5OTtDU/N9lJTY2Fjdv3sSvv/6K+fPn49tvv0VgYCA6duyoxsgJIapW3deQmnDdKImuIarl7u6Oe/fuoWnTpnB0dISxsbHUco7jcPr0aTVFRwipa44fPy5TxhhDUFAQJaAqodYkoK5cuYKePXvKXXbz5k368AlRori4OKxZs0Yt+7548aLcAURfv36N6uqw6ePjA1tb22rZV2117949XLhwAd27d1dYx8LCAsOGDcOwYcOQkZGBrVu34vr165SAIqSOq+5rSE24bpRE1xDVCgwMxIoVK8Dj8RAWFobo6Gip5RzHqSkyQkhdFBkZWaFyUrpak4AS8/Pzk0lEtWnTRk3REFI3iUQi+Pj4qGXfWVlZuH79OmxsbKCtrS0pt7Ozg7e3d7XEIBKJqmU/tdnVq1crVN/AwAC+vr4qioYQUpMo4xpy7949/P7774iJiYGlpSXc3d3RoUMHhfXDw8MBALm5uZIxOlq1aiX3ulHRbVcUXUNUa9WqVRg0aBACAwPRoEEDdYdDCKnjbGxsEBoaKrecVFytS0A1b96cejsRomICgUBtrbceHh64ceMGtLW1IRQKAbxvzfT09KQW5Rrk119/xaBBg8Dj8dQdCiGkhqnqNSQ4OBj+/v4AAB6Ph/j4eAQEBMDCwkLub0BPT0/4+flJ9XYSCoVyrxsV3TapeeLj4zF37lxKPhFCqoWHh4fMNYbjOHh4eKgxqtqr9o8GSwipUzp06ID27dvDzs4O2trasLe3x/Lly+Hi4qLu0EgJw4YNQ6NGjfD111/j+fPn6g6HEFKHiMfbSE1NxZMnT3D37l08fvwY27ZtU7iOrq4uXrx4gdevX0NLSwuzZ8+We90obSwPUjs4OTkhKipK3WEQQuoJV1dXeHl5wd7enu5NlKDW9YCaPXs2Ro0aBR0dHXTu3Bk+Pj7o1q2busMihCiRmZkZvL29qcdTDfbDDz8gICAA33zzDTZv3ozOnTtj6tSp8PDwgK6urrrDI4TUYpGRkUhNTZV65CErKwsXLlzA6NGjERcXh4yMDEl5UlISDAwMYGlpCW1tbYSGhioc+4nG8qj9tmzZgilTpsDR0RGOjo7qDocQUg+4urpSL1klqTUJKENDQ8yfPx9ubm4wMTHBq1ev8M0338DNzQ2///47+vbtq3DdvLw85OXlSV6Lf7QUFhaisLAQAKChoQENDQ0UFxejuLhYUldcXlRUJPVjRlE5j8cDx3GS7ZYsByAzSKaick1NTTDGpMo5jgOPx5OJUVE5HRMdU208JvF+xXXqwjFVx+f04fZUbdq0aZg2bRpevHgBf39/HDp0CFOnTsX8+fPh4eGBqVOnonPnztUaEyGkbrCxscG9e/ekygoKCpCXl4dr166hsLAQBQUFyMrKAsdxYIyhuLgY2dnZsLa2BmMMf/zxB4YOHSp32zSWR+02bdo0JCYm4qOPPoKFhYXcWfAePHigpugIIYSUptYkoJycnODk5CR5/fHHH2Po0KFo27YtlixZUmoCav369Vi1apVMeUhIiKSlvmHDhmjatCnCwsKQmJgoqWNlZQUrKyu8fPkS6enpkvImTZrAzMwMjx8/lpr6t2XLljAyMkJISIjUDWO7du3A5/Nx9+5dqRg6duyI/Px8PHz4UFLG4/Hg7OyM9PR0qUdbhEIh2rdvj6SkJLx580ZSbmhoiFatWiEmJkaqSzIdEx1TbTymt2/fAgCePn0KY2PjOnFM1fE5ZWVlQR1atGiBjRs3Yv369fjjjz8QEBCAQ4cOISAgAPb29pg6dSrGjx8Pc3NztcRHSH2WnJyMzMxMdYdRYR9//DEOHz4slezPycmBQCBAamoqdHV1kZOTA8YYCgsLwePxkJOTAx6Ph5iYGPB4PLx+/RoRERFyt/3o0SOZsTw+/vhjufVrEz09PZiYmKg7DJUzMTGBqampusMghBBSCRxTx/y0SvTFF19gz549yM7OlgxY/CF5PaCsra2RnJwMAwMDADW/dwNQ93ps0DHRMckrj4iIgJ+fH7y8vGBnZ1cnjqk6PqeMjAyYmJggPT1dcl5Tl+TkZPz0008IDAzEo0ePoKmpKXUOru0yMjJgaGhYI95rQhRJTk6Gt7cPCgry1R1KpVy+fBmJiYkoLCyEpqYm8vPzJedO8WsAkp6yAMDn88EYk5x7tbW1YWpqCktLS6SmpiIrKwu6urpo0KAB0tLSkJmZCT09PRgZGSEmJgZJSUkA3ic42rRpAzMzM7Udf2VoafGxdu2aSiWh6LxWfei9JoTUNRU5r9WaHlCKiG/sxD8+5BEIBBAIBDLlmpqa0NSUfgvEN40fUjTTk6LyD7dbmXKO4+SWK4qxouV0THRMisrVeUziZeJETUVjV1Re1z8nReupg4GBAaysrGBhYYFHjx5V++OBhBAgMzMTBQX5EHQeBA2D2tcrpoOdM+6e+gn4/995KVFhKMjLBV+oAVZUDK6YgRUXQ4N7X0VDQwOMp4XCvFywomJoCbRRAB6i4xMRHZ+IBlaNoW1siSwAWTkMHUfNgci+NeJePsH1n3YhLSkVwPvzdVxKGnJeRqCbiztE9q3V9yZUQHFGMvJunkFmZma96AVFCCGkdqrVs+Clpqbi7NmzcHR0hLa2trrDIYRUs+DgYCxcuBAjRozAwoULERwcrO6Q6rUHDx5g/vz5sLS0xOeff467d+9i7ty5uH//vrpDI4TUMiL71ug4dDyMLK3B4/Nh3rw1jCysYWBmCXCApiYfAKDJ14aWQBsCXX0UFRaA4/GgJdCGBu99Ur6oIB9FBfnITk3638YZw6vgywCA0JuXkFVyGQAwIDs1UVKH1CwBAQFYuXKl3GUrV67EwYMHqzcgQggh5VZzmszLMGbMGNjY2KBjx44wNTVFaGgotmzZgvj4eAQGBqo7PEJINQsODsa6deskr0NDQyWP7tEsFdUnNTUVR44cgb+/P+7fvw+O49C7d29MnToVQ4YMAZ/PV3eIhNRreTfPqDuESjME8JG5HmCuBwBISBAiLCwMEApQoKkBCN+fX/h8PoRCIeLyspGbmwtWWAAej/f+senCAgBAwbs0FCW+lWw7LSUGOef1kP7kNgrepcnMmldQkIu0x7eQc16veg6WlNv27dsxadIkuctMTU2xfft2TJgwoXqDIoQQUi61JgHVrl07HDt2DHv27EFmZiaMjY3RrVs3/PTTT3B2dlZ3eISQanb8+HGZMsYYgoKCKAFVDf766y/4+/vj9OnTyMvLg62tLXx9fTF58mSaTYqQGqS2PoInj+3//30o7uUT3P3lIDQzc8AVFoEVF6OwmEFLSwsamu8TS1r6RuA1tJasY2RpDWHfSTCMe4eU7H9QkJsrtU0tbW0YtXGBsO8k1R2QEokfwasPXr16hTZt2shd5uDgIHeWQ0IIITVDrUlALV26FEuXLlV3GISQGiIyMrJC5US5+vXrB4FAgMGDB2Pq1Kn45JNPSh2LjxCiHhoGJuAZi9Qdhkq9DvEHxxdAt6EF8nKyUPD/M48WFRaAJ3g/RINuQwtw/P8fD5Tj0KLvCPCMRWjRdwQSI14jNTocYJLF0DWzlNQhNU/JWWc/LKdxBwkhpOaqNQkoQggpycbGRm4rJ/W+qR5bt27FuHHjYGxsrO5QCCH13LuEGMn/87QEKMzLQ3FRERgDbDt+DGunzkiJfI13CTHQN7OEfY/+ELVyBABYODih2/Svcf/UQSS8fAwAMLNvA6dhEyV1SM3Stm1b/Pzzzxg2bJjMsqNHj6Jt27ZqiIoQQkh5UAKKEFIreXh4wM/PT2rcDo7j4OHhocao6o958+apOwRCCAEA6JtZIu75A6RFRwAA+Drvx23SEurAcegEWDg4lbq+hYNTmXVIzTFnzhyMGzcOEydOxKxZs2BlZYWoqCjs3r0bJ0+epEHICSGkBqMEFCGkVnJ1dYWXlxeCgoIQGRkJGxsbeHh4wMXFRd2h1Uu//vorDh8+jIiICOR+MJYKx3F48OCBmiIjhNR1zXv0x+sbf0uVFRcVoig/D39tXAw7115o3qM/JZnqiDFjxuD58+dYv349Dh06JCnX0NCAt7c3xo4dq8boCCGElIYSUIQQlQkODsbx48cREhKCjIwMGBoawtHRER4eHjIDhYvrPn/+HJGRkbh37x5sbW1l6mzbtg13794FAHTs2BHz58+nQcfV7JtvvsHXX3+Nhg0bolmzZtDV1VV3SISQesTCwQkGZpbISIhBYV4uigsLUZibg4LcHORlvnvfOyomAs6jZ8pNQsU+DUHo1T8lj+hRsqrmW716NaZMmYILFy4gMTERDRs2RJ8+fWR+NxBCCKlZKAFFCFGJ4OBgrFu3DqmpqZKxmqKjo5Gfn49Xr17By8tLkjgS1wWA/Px8ZGRk4Pvvv4eFhYVUnUWLFkmN+3T58mVERUXhm2++oSSUGn3//feYMmUKfvjhB/B4PHWHQwiphxo2c4CWUAe579KR+OppicezGdJj3j+aF3rtnExiKfZpCO4c2S15nRYdjjtH9yhMVhH12LZtG4YPHw4rKytJWePGjTFt2jQ1RkUIIaSiKAFFSA2WnJyMzMxMdYdRKfv27UNOTg4iIyNRXFwsKY+MjIS2tjb2798PCwsLqboAJI9v5eTkyNT5cFsAEBERIVWvNtPT04OJSe2bLj05ORljxoyh5BMhRG2a9+iPO0f3ICs5QXKdYKwYrJhDbuY7FIa/BE+LD0C6x1N6bBQ0BQJo6xv+b2OMyU1WEfXx8/PDwoUL0bFjR4wYMQLDhg1D06ZN1R0WIYSQCqIEFCE1VHJyMry9fVBQkK/uUCrl4sWLKCoqQlJSktRA4VlZWQCA169fS8rFdUuKjIxEdHS0VJ0PtyXe3t9//y1TXhtpafGxdu2aWpeE6tq1K549e4ZevXqpOxRCyAeKM5LVHUK1MBNZ4CN3D1zYuRYaGhpg/39NEV8bCvPykBEbiYdBexF251/JellJsWCMwUhkBYGuvqQ8I+oNilLiqvcgqqCuf86xsbG4evUqTp48ia1bt2Lp0qVo27atJBnl4OCg7hAJIYSUAyWgCKmhMjMzUVCQD0HnQdAwqF0JCQAwjHuH9NgoaOUVoqDEoNRa2kLwGlrDyNIawr6TpOp+6MM6Kdn/SG1LvD2jNi6SerVVcUYy8m6eQWZmZq1LQG3duhVDhw6FtbU1+vXrBz6fr+6QCKn39PT0oKXFR97NM+oOpdoYArAyMUQSK0BSUhLAGMDeJ6I4joMQRXh4Yj90dHQk62gU5qOwsBCZMeHQNDKSlOsZGiLnfGD1HkAVaWnxoaenp+4wVEJDQwM9e/ZEz549sXPnTly/fh0nTpzAvn37sGLFCtjb22P48OEYPnw4nJyo5xohhNRUlIAipIbTMDABz1ik7jAqrEXfEbhzdA90G1ogPSYCjAHgAD0zC3ACbbToO0JyXOK6KNmLieNk6iREvEZ6dPj/qv3/9krWI9WvWbNm+OSTTzB06FBwHCd1cwe8v/FLT09XU3SE1E8mJiZYu3ZNrX2Mu7IuXLiANWvWQE9PD3l5eSgqKkJxcTF0dHTA5/NRUFAAe3t7Sf309HSEh4dDQ0NDUs5xHGbPnl3rEhm19THuyujatSu6du2K7777Drdv38bJkydx7Ngx+Pn5oXHjxhgxYgQ2bdpU5nbu37+P5cuX49GjR0hMTIRQKESLFi0we/ZsjBs3TqruvXv3sGTJEgQHB0NTUxO9evXC5s2b0aRJE1UdJiGE1DmUgCKEqISFgxOcR89E6LVz4GnxkZf1DgJdfTRs5gD7Hv0hauUot654FiJ5dT6e/jXunzqIhJePAQBm9m3gNGyiVD1S/ZYsWYKdO3fC0dERrVq1oh5QhNQQJiYm9SYhIfbpp5/it99+Q1hYGGJjY5GTkwOBQAAtLS1JQio3NxcNGjQAAAiFQggEAkmZjY0NPDw84OLiouYjIeXVqVMndOrUCRs3bsSDBw9w8uRJnDx5slwJqLS0NFhbW2P06NFo1KgRsrKycPjwYYwfPx7h4eHw9vYGADx//hxubm5wdHTE8ePHkZubC19fX3z88ce4f/8+GjZsqOrDJISQOoESUIQQlbFwcCr3IK7lqVuR7ZHqExgYiK+//hrr169X2T727duHadOmQVdXV6ZHR0VapXfs2IFdu3YhLCwMlpaWmDRpEry8vKClpaWy2Ampb/Ly8hAXp57xk2JjY2FmZobPPvsMa9asAcdxACAZmNzCwgJv376Ftra2ZB2hUIhFixZJ9XiKiIiodAwikQgCgaDS65PKKS4uRmRkJB4+fIgnT56Uax03Nze4ublJlQ0cOBBhYWH48ccfJQkoX19fCAQCnD17FgYGBgCAjz76CM2bN8fmzZuxceNGpR4LIYTUVZSAIoQQUiVFRUX49NNPVbb96OhoLFq0CJaWljKP8lWkVXrdunXw8fHB0qVL0adPH9y5cwfe3t6Ijo7Gjz/+qLL4Calv4uLisGbNGrXGEBwcjPz8fOTm5qKoqAg8Hg86OjrIyspCYWEh4uPjkZmZCT09PdjZ2eHs2bM4e/asUvbt4+MDW1tbpWyLlO3ly5fw9/fHwYMHERcXJ/MYeGWYmpoiISEBAFBYWIizZ89iwoQJkuQTANja2qJnz544deoUJaAIIaScKAFFCCGkSvr06YPg4GCVzYI3c+ZMdO/eHcbGxjhx4oTUsvK2SicnJ2Pt2rWYNm0a/Pz8ALxv+S4oKIC3tze+/PJLmkWJECURiUTw8fFRdxgAgPDwcJkyOzs7Sc8WVRCJaExCVcvOzsbx48fh7++P69evAwAcHBzg5eWF8ePHV3h7xcXFKC4uRmpqKoKCgnD+/Hns3LkTwPtZe3NyctCuXTuZ9dq1a4cLFy4gNzdXqlcdIYQQ+SgBRQghpEp8fHzw+eefQ1dXF+7u7jA2NpapI6+sPA4dOoSrV6/i6dOnMjeMFWmVPnfuHHJzczF58mSpbUyePBnLly/Hr7/+SgkoQpREIBDUiB5Anp6e8PPzAysxwQXHcfD09KwR8ZGKCw4Ohr+/P44dO4Z3795BX18fY8aMwZEjR7Br1y507969UtudNWsWfvjhBwAAn8/H9u3bMWPGDADvGzAA+dcxY2NjMMaQmpoKCwsLudvOy8tDXl6e5HVGRgaA99ewwsJCAO9n+dPQ0JAkwsTE5UVFRVLfY0XlPB4PHMdJtluyHHjfY7k85ZqammCMSZVzHAcejycTo6JyOiY6Jjqm+nNMH26vNJSAIoQQUiXt27cHACxcuBALFy6UW+fDC1d5JCQk4Msvv8SGDRtgZWUls7wirdKPH78fuL5t27ZS9SwsLGBqaipZTgipO1xdXeHl5YWgoCBERkbSAOO12Lfffov9+/fj+fPnYIyhW7dumDp1KkaOHIn8/HwcPny4Stv38vKCp6cnEhIScObMGcyZMwdZWVlYtGiRpI54PDF5Slu2fv16rFq1SqY8JCQEurq6AICGDRuiadOmCAsLQ2JioqSOlZUVrKys8PLlS6lH0Js0aQIzMzM8fvwYOTk5kvKWLVvCyMgIISEhUtfddu3agc/n4+7du1IxdOzYEfn5+Xj48KGkjMfjwdnZGenp6Xj+/LmkXCgUon379khKSsKbN28k5YaGhmjVqhViYmIQFRUlKadjomOiY6o/x5SVlYXy4ljJlFg9kZGRAUNDQ6Snp0u1mhNSk0RERGDNmjUQ9p0EnjF156/rilLikHM+sNJjh6jzvLZy5cpSf3wDwIoVKyq83REjRiA2Nhb//vsvOI7DpEmTcOLECckg5Ddu3EDXrl1x9OhRjBo1Smrd9evXw8vLCzExMbCwsMD06dNx8OBB5ObmyuynRYsWaNy4Mc6fPy83Dnmt19bW1khOTpa81zW9ZQqoe61tdEx0THRMyjumjIwMmJiY1NjfxhoaGuA4Du7u7vjuu+/QtGlTybL09HQ0aNAAV65cqXQPqA998cUX2LdvH2JiYpCSkoKWLVti165dmDVrllS9xYsXY8uWLcjOzlb4CB5dQ+iY6JjomOr6MVXkGkI9oAghhFTJypUrlb7NkydP4syZMwgJCSkzuVXeVmlqva5brW10THRMdEzqab1WB0dHR9y/fx+///474uPjMWXKFIwePVplybJOnTphz549ePPmDT766CMIhUI8evRIpt6jR4/QrFmzUsd/EggEcmdF1NTUhKam9K2Y+KbxQ+KbwPKWf7jdypRzHCe3XFGMFS2nY6JjUlROx1T7jknRevJQD6ga2MpDCEA9oOqb2twDStkyMzPRrFkzjBs3Tmrcp1mzZuG3335DVFQUtLS0EBUVVe5W6WXLlmHDhg3IysqSmSGpYcOG+PTTT3HkyBG58VDrNR0THRMdU10/ppreAwoAHjx4gL179+Lo0aNITU2FUCjE8OHDMXz4cAwdOlSpPaAmTJiAw4cPIy4uDg0bNsTnn3+OK1eu4NWrV9DX1wcAREZGonnz5liwYAE2bNhQ7m3Xpes1IYQAFTuvUQ8oQgghFbZp0ybMnTsXQqGw3Ov8999/iIuLg7u7e6n1kpKSEB8fjy1btmDLli0yyxs0aIDBgwfjxIkT5W6VFo/99OjRI6nxX+Li4pCUlIQ2bdoojIdar+mY6JjomOr6MVWk9Vpd2rdvj507d2LLli04efIk9u/fj8OHD+Pw4cPgOA4nT56Evb19hWYhnD59OgwMDNCpUyeYm5sjKSkJQUFBOHbsGBYvXoyGDRsCAFatWgVnZ2cMHDgQS5cuRW5uLnx9fWFqaoqvvvpKVYdMCCF1juwVkBBCCClDQEAAmjRpAm9vb6nHUj6Um5uLkydPwt3dHV26dJF6xEQRkUiEy5cvy/z17dsX2trauHz5MtauXQtNTU0MGjQIv/zyC969eydZPzIyEpcvX8awYcMkZf369YO2tjYCAwOl9hUYGAiO4zBkyJAKvweEEEKqn0AgwJgxY3Dx4kW8fv0aXl5eaNSoEXbs2AFbW1uMGDGi3Nvq3Lkzbt++jdmzZ+OTTz6Bp6cn4uLi8NNPP2HTpk2Sei1btsSVK1egpaWFESNGYNKkSWjWrBmuXbsmSVIRQggpW81v7iCEEFLjPHr0CLt27cLmzZuxfv16mJmZoUOHDjAzM4O2tjZSUlLw+vVrPHr0CIWFhXB3d8e9e/fQunXrMretra0NNzc3mfLAwEDweDypZeVtlTY2Noa3tzd8fHxgbGyMPn364M6dO1i5ciU8PT3h4OCgjLeFEEJINWrcuDHWrFmD1atX49y5c9i/fz/Onj1b7vUnT56MyZMnl6vuRx99hL///ruyoRJCCAEloAghNcjj34/h4ZmjyE5Ngk4DU7QbNBpt3D9H7NMQhF79E+8SYqBvZonmPfrDwsFJ3eHWa5qampg/fz7mzJmD06dP448//sDNmzdx48YN5OTkwNTUFC1btoSPjw/GjBmDJk2aqCQOcav0119/jREjRkBTUxO9evXC5s2bZVqlly9fDn19fUniTCQSYenSpVi+fLlKYiOEEFI9OI5D//790b9/fyQnJ6s7HEIIIQrQIOQ0+B+poerbIOSPfz+GGwHfSZVxHAeHvsORHP4SHyyA8+iZdSoJRYOQ1x70XhNC6praeF7LzMxEZGQkcnNzZZZ16NBBDRGVT218rwkhpDQ0CDkhpNZ5eOaoTBljDE/OnYCoZbsPFyD02rk6lYAihBDyP8HBwTh+/DgiIyNhY2MDDw8PuLq6Kiwn9UdiYiKmTZuGM2fOyCxjjIHjOJlZ/wghhNQMlIAihNQI2alJcsvzszPllr9LiFFlOIQQQtQkODgY69atk7wODQ2Fn58fPvvsM5w+fVqm3MvLi5JQ9ciMGTNw6dIlzJ8/H61atQKfz1d3SIQQQsqJElCEkBpBp4EpMpPiZMr5Onpy6+ubWao6JEIIIWpw/PhxmTLGGHbv3g1LS0uZ8qCgIEpA1SOXLl3Cli1bMG3aNHWHQgghpII01B0AIYQAQLtBo8FxnFQZx3Fo038k8EE5OA72PfpXY3SEEEKqS2RkpNzy+Pj4CtUndZOurm6lxkokhBCiftQDihBSI7Rx/xwA8PDs/2bBa//ZWLTuP/L9LHjXzklmwbPv0R+iVo7qDZgQQohK2NjYIDQ0VKbc3NwcAJCamoqYmBjk5ORAKBTCxcWlukMkajR+/HgEBQWhT58+6g6FEEJIBVECihBSY7Rx/1ySiCrJwsGJBhwnhJB6wsPDA35+fig5UTPHcZg1axYCAwOlklPZ2dmIiopCcHAwPYZXT6xduxZTp07F0KFD4e7uDmNjY5k6w4YNU0NkhBBCykIJKEIIIUrx/PlzXL16FUlJSZg6dSpEIhFiYmLQoEEDCIVCdYdHCKklXF1d4eXlhaCgIKnZ7lxcXPD3339L9X6ysLCAkZERjQNVj4SFheHWrVt4+fKl1KD0YjQLHiGE1FyUgCKEEFIlRUVFmD59OgIDAyVTYPfv3x8ikQgzZsyAk5MTVq9ere4wCSG1iKurq9yEUkFBARwcHGTKaRyo+mP69OlIT0/H1q1baRY8QgipZSgBRQghpErWrVuHI0eO4JtvvkG/fv3Qpk0bybL+/fsjMDCQElCEEKVQND6UjY2NGqIh6nDr1i3s378fo0ePVncohBBCKohmwSOEEFIlgYGB8PHxwcKFC9GiRQupZXZ2dggLC1NTZISQusbDw0PujKkeHh5qiohUN3NzcxgZGak7DEIIIZVACShCCCFVEh0djc6dO8tdpq2tjXfv3lVzRISQuko8PpS9vT20tbVhb2+P5cuX00x49cgXX3yBH374Qd1hEEIIqYRqewSvuLgYubm50NHRqa5dEkJquNinIQi9+ifeJcRA38wSzXv0r9Bsd7FPQ3D/lwNICH0MBsC8eRs4DptIM+ZVMzMzM7x58wY9e/aUWfbixQtYWVmpISpCSF2laHwoUj9oaGjg4cOH6NChAwYMGCAzCx7HcViwYIGaoiOEEFIalSWgcnNz8fPPP+P333/H9evXkZCQAMYYBAIBHBwc0KtXL4wdOxbt27dXVQiEkBos9mkI7hzZLXmdFh2OO0f3wHn0zHIlkGKfhuCfHzYgLTpCUhb1IBjvkuLw8fSvKQlVjQYMGIB169ahX79+EIlEAN7fAKSnp2P79u0YNGiQmiMkhBBSVyxZskTy//fv35dZTgkoQgipuZSegMrJycGmTZuwbds2pKeno2XLlujduzfMzMygra2NlJQUvHnzBnv37sWWLVvQpUsXbNq0SeHjG4TUd8UZyeoOQSVenD8Blp8nU/7yr5MwE1mUa/2sxFiguFhSxgBkJcSUexs1SW3+nFevXo0///wTDg4O6NmzJziOg5eXFx4/fgwtLS34+PioO0RCCCF1BI0rSAghtZfSE1DNmzeHrq4uvL29MXbsWJibm8utxxjD5cuXERAQgJ49e2Lnzp3w9PRUdjiE1Hp5N8+oOwSVSH9yG0VFRTLlaSkxyDmvV671C96lgTEmVV5QkIu0x7fKtQ2iHObm5rhz5w5WrFiB33//HTweDw8ePMDAgQOxevVqmccjCCGEkMqytbVVdwiEEEIqSekJqNWrV2PixIng8Xil1uM4Dr169UKvXr2watUqREZGKjsUQuoEQedB0DAwUXcYSmcY9w7psVEy5UaW1hD2nVSu9VOy/0FBbq5UuZa2NozauJRrGzVJcUZyrU42mpubY8+ePeoOgxBCCCGEEFJDKT0BNWXKlAqv06RJEzRp0kTZoRBSJ2gYmIBnLFJ3GErXou8I3Dm6ByjZg4nj0KLviHIdb4u+I5AY8Rqp0eHvn717vzp0zSzLvQ1CCCGE1Hxt2rTBmjVrMHTo0HLVj42Nxfr162FpaYmlS5eqODpCCCHlVW2z4IllZ2eDMQZdXd3q3jUhpAaxcHBCE9deeHj2KLJTk6DTwBTtBo2BqJVjudfvNv1r3D91EAkvHwMAzOzbwGnYxHJvgyhHaQ0PGhoaMDIygrOzM4YOHQo+n1+NkRFCCKkLPDw8MGHCBDRo0ABjx46Fm5sbOnToAFNTU3Ach5ycHLx+/RrBwcE4ffo0zp8/D2dnZ8ycOVPdoRNCCCmh2hJQUVFRGDduHP755x8AQLdu3XDw4EF6jpuQeir2aQje3LwIPRMz6JmYAQDe3LwIk8bNyz2DnYWDE812VwNcvnwZ6enpSEtLg6amJkxMTJCcnIzCwkIYGRmBMYZvv/0WLVq0wJUrVxSODUgIIYTI4+vri2nTpmHr1q3Yt28fNm7cCI7jwHEctLS0kJ+fD+D9GLMff/wxfv75ZwwbNkzNURNCCPmQRnXtaNasWbCzs8P9+/fxzz//oLCwkFolCKnHQq/+KVvIGEKvnav+YEiVnDx5Evr6+jh69ChycnIQGxuLnJwcHDlyBPr6+jh//jz+/fdfpKamwsvLS93hEkIIqYUsLCywceNGxMTE4Nq1a9iwYQPmzp2LiRMnYtmyZThw4AAiIyNx9epVSj4RQkgNpfQeUJcvX0bPnj1lym/cuIGoqChoa2sDAFatWoXhw4cre/eEkFriXUJMhcpJzbVw4UIsWrQIn3/+uaSMx+Nh1KhRiI+Px8KFC/Hvv//i66+/xubNm9UYKSGEkNpOS0sL3bp1Q7du3dQdCiGEkApSeg+ozz77DFOmTEFKSopUuUgkkjx+BwD//PMPLCwslL17QkgtoW9mWaFyUnPduXMHDg4Ocpe1adMGISEhAABHR0ckJSVVZ2iEEEIIIYSQGkLpCajHjx8jLi4OLVu2xOHDhyXlq1atwmeffQZnZ2c4ODhg/fr1WLlypbJ3TwipJZr36P9+2rqSOA72PfqrJyBSaQYGBrh8+bLcZZcuXYKBgQEAICcnB/r6+tUZGiGEEEIIIaSGUPojeLa2tvjjjz/w888/Y8GCBQgMDMQPP/yA4cOHo3Xr1rh48SIYY+jduzdatWql7N0TQmoJCwcnOI+eidBr5/AuIQb6Zpaw79GfZrCrhcaMGYONGzeCMYaRI0fC3Nwc8fHxOHbsGLZs2YL58+cDAP777z867xNCCCGEEFJPqWwWvFGjRqFfv35YsmQJ2rVrBx8fHyxatAgtW7ZU1S4JITVU7NMQhF79U5Joav7/vZykyrr3kySf5NWn2e5qrvXr1yM2Nhbr16/Hhg0bJOWMMYwePRp+fn4AgM6dO6Nv377qCpMQQgghhBCiRipLQAGAkZERfvzxR4wfPx4zZ87E4cOHsXfvXri4uKhyt4SQGiT2aQjuHNkteZ0WHY5/f3zfW0Zb31BSdufoHjiPfj8z5of1xcsoCVUz8fl8HDlyBD4+Prh69SqSk5NhYmKC7t27S40N9cknn6gxSkIIIYQQQog6qSQBdeTIEZw9exa5ubno2rUr5syZg/v372P9+vXo1asXpkyZAj8/PxoLhJB6IPTqnzJlmUkJAAdJAgoAwBhCr50DGJPdyP8vowRUzdaqVSt6xI4QQohKHTx4EO7u7jAxMZFZlpKSgrNnz2LChAlqiIwQQkhZlD4I+Zo1azB9+nTo6+vDzs4O3333HUaOHAktLS34+vri3r17ePz4MVq1aoVTp05VaV/79u0Dx3HQ09NTUvSEEGV7lxAjU1aYn4vCvFy5deXVV7QdUvMkJiYiMjJS5o8QQghRhsmTJ+P169dyl4WFhWHy5MnVHBEhhJDyUnoPqB9//BE7d+7EpEmTAABTpkxBu3btEBcXB5FIhBYtWuDy5cvw9/fH9OnTMXTo0ErtJzo6GosWLYKlpSXS09OVeASEEGXSN7NEWnS4VJkmXxvg5NcFYzL1JctIjbV27Vps374dycnJcpcXFRVVc0SEEELqIiavp/T/y83NBY/Hq8ZoCCGEVITSE1B5eXkwNPzfYzX6+vpgjCE/P1+q3pQpU/DZZ59Vej8zZ85E9+7dYWxsjBMnTlR6O4QQ1Wreoz/uHN0j9WidnqkZZH4+chzse/QHY0ymvngZqZn8/f2xYcMGLF26FL6+vli+fDkYY/jpp58gFArx9ddfqztEQgghtVhkZCTCw8Mlr0NCQpCbK92TOicnBz/++CNsbGyqOTpCCCHlpfQE1MiRIzFnzhy8fPkSurq68Pf3R6dOneReDExNTSu1j0OHDuHq1at4+vQpvL29qxoyIUQFSs5kpyUQAhyH4qJC6JtZShJNodfOIfHVU+RlvYNAVw8vr/yB5j36w3n0TIReOyeZBc++R3/JDHmk5tm1axe8vLzw9ddfw9fXF0OHDkWHDh2wfPlydO/eHUlJSeoOkRBCSC0WEBCAVatWgeM4cByHWbNmydQR94zatm1bdYdHCCGknJSegPr2229hbm6OU6dOITc3F126dMHKlSuVtv2EhAR8+eWX2LBhA6ysrJS2XUKI8nw4811RQT7AcXJnskuLCoOWtvD9/5eY8a77zGXVGjOpvFevXsHV1RUaGu+HFRT3eBUKhfjqq6/g4+ODxYsXqzNEQgghtZiHhwfatGkDxhg8PDzg5+eH5s2bS9URCARo06YNGjdurJ4gCSGElEnpCSiBQABfX1/4+voqe9MAgFmzZqFFixb44osvyr1OXl4e8vLyJK8zMjIAAIWFhSgsLAQAaGhoQENDA8XFxSguLpbUFZcXFRVJPXOuqJzH44HjOMl2S5YDsuOgKCrX1NQEY0yqnOM48Hg8mRgVldMx1e5jEv9/cYb8MXVqshfnT4Dl58mUv/zrJMxEFhWuVx+IP+eioiKp72V5v3sffperk6bm+0sJx3EwMDBAVFSUZJmpqSmio6PVFRohhJA6oOQsqwEBARg4cKDcWfAIIYTUbEpPQKnSyZMncebMGYSEhIDj5IxgrMD69euxatUqmfKQkBDo6uoCABo2bIimTZsiLCwMiYmJkjpWVlawsrLCy5cvpQY7b9KkCczMzPD48WPk5ORIylu2bAkjIyOEhIRI3TC2a9cOfD4fd+/elYqhY8eOyM/Px8OHDyVlPB4Pzs7OSE9Px/PnzyXlQqEQ7du3R1JSEt68eSMpNzQ0RKtWrRATEyN140fHVLuPSU9PD1pafOTdPIPaJv3JbbmDTqelxCDnvF6F69UXmlp8vHnzBgkJCZKy8n73srKyqj1esebNm+Pt27cAAGdnZ+zduxeDBw+GhoYGfvzxR2qNJoQQojQTJ05UdwiEEEIqiWOlTSVRCQMGDMC6devg5ORUdmW87520a9cuCAQCzJ49W2G9zMxMNGvWDOPGjZMa92nWrFn47bffEBUVBS0tLUlC6cN9fNgDytraGsnJyTAwMABQv3rW0DHVnmNKTU1FRkaGVOwcx0nqf3isHMfJxCh+LKrktksr5/F4YIzJxC5vn4rK161bh4iICJmZauzs7ODj4yOpv27dOsmgohzHgTGGvLw8pKen44cffoClpWWNOSZllZf2Oenp6cHIyEgmdqDs715GRgZMTEyQnp4uOa9Vl9WrVyMiIgL79+/HpUuX0LdvX/D5fGhqaiIzMxP+/v516oYhIyMDhoaGanmvCSFEFWrbee3ff//FkSNHEBERIdXACLy//l68eFFNkZWttr3XhBBSloqc15TeA0okEsHZ2RkuLi6YMGEC3Nzc0KJFC6k67969w61bt3D69GkcPXoUhoaG+Omnn0rdblJSEuLj47FlyxZs2bJFZnmDBg0wePBg/PrrrzLLBAIBBAKBTLmmpqbk0RExcTLgQ4qmdFVU/uF2K1POcZzcckUxVrScjqnmH5OJiUmt7GI+bdo0+Pn5ySRkpk2bBltb21LraWhowNjYGI0aNZKqW9+V9d1T9J2tDiUfue7Vqxdu3LiBn3/+GRzHwd3dHT179lRbbIQQQuqWgIAATJ06FcbGxrC3t5f5ja/ktnVCCCFKpPQ7Fn9/f8ydOxcbNmzAvHnzUFhYCKFQiIYNG0JbWxspKSlITk4GYwy2trbw8vLC7Nmz5SaIShKJRLh8+bJM+YYNG3D16lX8+eeflZ5VjxCiXK6urvDy8kJQUBAiIyNhY2MDDw8PuLi4yNTV1dXFf//9B+D942ZTp07F2bNnqztkokTOzs5wdnZWdxiEEELqoE2bNsHDwwMHDhwo8/6BEEJIzaKSJnMnJyccO3YMCQkJOH/+PIKDgxETE4OcnBx89NFHaNmyJdzc3NC1a9dyj+Wkra0NNzc3mfLAwEDweDy5ywgh6uPq6gpXV1eFy4ODg7Fu3ToAkPSSzMzMpJbLWojH4+HmzZvo1KmTzLL//vsPnTp1kjvWFyGEEFJRERER2LFjByWfCCGkFlLpMxtmZmYYP348xo8fr8rdEEJqoePHj8uUMcbwxx9/qCEaUhWlJQ2Li4srNGkEIYQQUppWrVohPj5e3WEQQgipBNmBaGqZwMBAZGZmqjsMQkgFRUZGyi2PiYmp5kiIMihKMv33338wNDSs5mgIIYTUVX5+ftiwYQOio6PVHQohhJAKUt+otYSQes3GxgahoaEy5ZaWlvQYXi2wbds2bNu2DcD75NOQIUNkHofIyclBQkICRowYoY4QCSGE1EG7du1Ceno67O3t4ejoKDNZC8dxOH36tJqiI4QQUhpKQBFC1MLDw0PuTHnu7u40CHktYGZmhtatWwMAwsPD0aRJExgZGUnVEQgEaNu2LebPn6+GCAkhhNRFDx8+BI/Hg5mZGWJiYmR6TtNj34QQUnNRAooQohaKZsoTiUSUgKoFRo8ejdGjRwMAevbsid27d6Nly5ZqjorUJMHBwTh+/LjUv+/SJiYghJDyCA8PV3cIhBBCKokSUIQQtZE3U15ERISaoiGVdfnyZXWHQGqYkrNcAkBoaCj8/Pzg5eVFSShCCCGEkHpKpQmo/Px88Pl8Ve6CEEKIGigaRF4RGxsbFUVCyisvLw9xcXHVsq99+/YhJydHpnz//v2wsLColhg+JBKJaNp2QuqIvLw8BAYG4sqVK0hKSsL333+P5s2b4/Tp02jbti2aNGmi7hAJIYTIodIEVKNGjeDp6YkvvviCbj4IIaQOady4cYXG2SgqKlJhNKQ84uLisGbNmmrZ18WLF+V+5q9fv1bbJAM+Pj6wtbVVy74JIcqTlJSEnj174smTJxCJRIiPj8e7d+8AAL/++ivOnz+P77//Xs1REkIIkUelCahBgwZh+/bt2Lx5MwYOHIg5c+agd+/eqtwlIYSQauDv708DvdYyIpEIPj4+1ba/kuO05ObmIjIyEp07d67WGEoSiURq2S8hRLmWLFmCtLQ03L17F+3atZN62qJnz57YuHGjGqMjhBBSGpUmoPz9/bFlyxbs3bsXe/bsQZ8+fWBvb4/Zs2dj4sSJ0NfXV+XuCSGEqMikSZPUHQKpIIFAUG09gDw9PeXOcunh4UG9kAghVXL27Fls3LgRHTp0kOlpaWVlhaioKDVFRgghpCwaqt5BgwYNsGTJErx+/RqnTp2CtbU15s+fj0aNGmHOnDl4/vy5qkMghBBSTXJzcxEbG4vc3Fx1h0LUSDzLpb29PbS1tWFnZ4f27dvDyclJ3aERQmq5jIwMhYnsgoICFBYWVnNEhBBCykvlCSgxjuPw2WefYePGjejRowcyMzPx/fffo3Xr1hg+fDgSEhKqKxRCCCFKduPGDXz88cfQ19eHlZUV9PX10aNHD9y8eVPdoRE1cXV1xZYtWxAUFARvb2+YmZmpOyRCSB1gZ2en8Npy+/ZttGjRopojIoQQUl7VkoAqLCzE0aNH0a1bN3Ts2BFv3rzBxo0bER4ejq1bt+Kff/7BhAkTqiMUQgghShYcHIxevXohNDQU06dPx+rVqzFt2jS8ePECvXr1wq1bt9QdIiGEkDpi7Nix2LhxI06fPi15zJfjONy5cwfbtm3D+PHj1RwhIYQQRVSagIqOjoavry+sra0xduxY8Hg8HD9+HG/evMHixYthY2ODuXPnYs+ePbh27ZoqQyGEEKIivr6+aNeuHV6/fo1du3Zh+fLl+P777/H69Wu0bdsWvr6+Fdre/fv34e7uDhsbGwiFQhgbG6Nz5844dOiQVL1JkyaB4ziZv5YtW8rd7o4dO9CyZUsIBALY2dlh1apVKCgoqPRxk8oJDg7GwoULMWLECCxcuBDBwcHqDokQUot8/fXX6Nq1K4YOHQpzc3MAQN++feHq6goXFxfMnz9fzRESQghRRKWDkDdu3BiampoYNWoU5s+fD0dHR7n1mjRpIrmAEEIIqV2Cg4Ph7+8PXV1dqXJdXV0sXrwYU6dOrdD20tLSYG1tjdGjR6NRo0bIysrC4cOHMX78eISHh8Pb21tSVygU4tKlS1LrC4VCmW2uW7cOPj4+WLp0Kfr06YM7d+7A29sb0dHR+PHHHysUH6m8e/fuwd/fX/I6NDQUfn5+8PLygqurqxojI4TUFlpaWvjjjz9w7Ngx/P7774iPj4epqSkGDhyIUaNGQUOj2kYYIYQQUkEqTUCtWLECM2bMQMOGDUut5+joiLCwMFWGQgghREWKioogEAjkLtPW1paZpagsbm5ucHNzkyobOHAgwsLC8OOPP0oloDQ0NMpMXCQnJ2Pt2rWYNm0a/Pz8JPsoKCiAt7c3vvzySzg4OFQoxqpITk5GZmZmte2vJoiNjQUAHD9+HDk5OTLL9+/fDwsLi+oOq1ro6enBxMRE3WEQUifk5OTgk08+wapVqzBq1CiMGjVK3SERQgipAJUmoEreJBBCCKmb2rdvj927d2PQoEEyy3744Qe0b99eKfsxNTWt1IQV586dQ25uLiZPnixVPnnyZCxfvhy//vprtSWgkpOT4ePtjfxa+OhfQkIC3rx5g6ysLOjq6qJJkyYVHlg8ODhYbkLy9evXkrFc6hq+lhbWrF1LSShClEAoFOLRo0fQ1FTpLQwhhBAVUenZOyAgABEREVi5cqXMslWrVsHOzo4GHyeEVFpwcDCOHz+OyMhI2NjYwMPDgx7jUYOlS5diyJAhcHJywrhx42BhYYHY2FgcOXIE9+/fx6+//lqp7RYXF6O4uBipqakICgrC+fPnsXPnTqk6OTk5EIlESExMhIWFBYYMGYLVq1fD2NhYUufx48cAgLZt20qta2FhAVNTU8ny6pCZmYn8ggIMMtCGiWbteUzkSUwcDj59BEMAhjwAuVlIefoY7gYd0dpSVO7tvDMxQlRamky5dQMjTDLWUVq8NUVyYTHOZOQiMzOTElCEKEnnzp1x+/ZtmZ6yhBAiT1n3C3Q/Ub1UmoDavn07Jk2aJHeZiYkJtm/fTgkoQkilBAcHY926dZLXNJaM+nz22Wc4dOgQlixZgsWLF0vKGzVqhEOHDsntGVUes2bNwg8//AAA4PP52L59O2bMmCFZ3r59e7Rv3x5t2rQBAFy9ehXfffcdLl68iDt37kBPTw/A+15HAoFAZowqADA2NkZycnKpceTl5SEvL0/yOiMjA8D7GV4LCwsBvH8UUENDQ5I0ExOXFxUVgTFW4ccRa4pLz0NlyhgYLr8IrVACqlfL5vgp+C4Y/tfbiQOHni2aKyXOmooxJvfz19TUlCnnOA48Hk/mu6SovLzfvbLKeTweOI6TfKdLlgOQiV1ROR1T7TymD7dXk23ZsgWDBw+GSCTCsGHDJOd6QggREyeV7t+/j/DwcFhaWqJBgwYy9wt0P1H9VJqAevXqleTG4EMODg4IDZX9QUsIIeVx/PhxmTLGGIKCguiCUQ0cHR3h6emJsWPHokGDBhgzZgxGjx6NFy9eIDk5GSYmJmjRogU4jqv0Pry8vODp6YmEhAScOXMGc+bMQVZWFhYtWgQAWLBggVT9Tz/9FE5OThgxYgT27t0rtby0OMqKcf369Vi1apVMeUhIiCSp1bBhQzRt2hRhYWFITEyU1LGysoKVlRVevnyJ9PR0JCUlAQDOZOSWcfQ1y+3kNLnJs5ikNOilZJd/Q9oGMHZog7CwMGRmZkJPTw92dna4o22AOxXZTi1TXFyMnJwcPHz4UFLG4/Hg7OyM9PR0PH/+XFIuFArRvn17JCUl4c2bN5JyQ0NDtGrVCjExMYiKipKUl/e7JyZ+dPLx48dS43G1bNkSRkZGCAkJkfqs27VrBz6fj7t370odU8eOHZGfn0/HVEeOKSsrC7VF586dkZ+fj8mTJ2Py5MnQ0dGROo9zHCf1XhJCape8vDzExcVVev179+5h165dAN7nI3JycvDixQs0btwYhoaGAP439uS+fftq3NiUIpFI4diqdQHHVDjogr6+Pg4cOIBhw4bJLDt16hTGjRunlgteRkYGDA0NkZ6eDgMDg2rfPyFEsYiICKxZswY+Pj6wtbVVWG/EiBFSvVLEtLW1ERQUpMoQa6TqPq/Z2NggKioKAoEAQ4YMwdSpU/HJJ5+odJ9ffPEF9u3bh5iYGIWTWxQXF8PAwADu7u44duwYAGDZsmXYsGEDsrKyoKMj/ZhXw4YN8emnn+LIkSMK9yuvB5S1tTWSk5Ml73V5ezdERkbCz8+v1j2Ct+PSPwofnZvT8+PqD6iWED+C5+3tDVtb23rZs4aOqXYcU0ZGBkxMTGrFb+NJkyaV2XAQEBBQTdFUHN2HEFI68b1AZQUHB0t6qyclJUnOoZqammjQoAGA9+fG3r174+LFi8jOzkZ2djaKiorA4/Ggo6MDHR0d9O7du+oHUwll3QPVRBU5r6m0B1Tbtm3x888/y01AHT16VGY8DkIIKS8bGxu5vShtbGzUEE39ExERgQsXLsDf3x+nT5/G8ePHYW1tjcmTJ2PSpEkquXB26tQJe/bswZs3b0qdXZUxJjUNt/ha8+jRI7i4uEjK4+LikJSUpLCnrphAIJDbEqWpqSkzEK74pvFD4ptA8X9NNDUg0uKVut+aZESbFthz447UjTDHcRjRukWtOg514TgOHMfJHThZUbmi71JFy8XfufKWKxrcuSLldEy175hqy6DeRUVF8PLyQsOGDSU3koSQukUkEsHHx6fS63/xxRfIz8+XvBb3cNLQ0IC9vT0AwM7ODt7e3khISMDNmzehra0N4P05JiMjA+3bt69SDFUhEpV/aIPaSKVXmzlz5mDcuHGYOHEiZs2aBSsrK0RFRWH37t04efIkDh48qMrdE0LqMA8PD/j5+cncEHt4eKgxqvqD4zj06dMHffr0QXp6Og4fPgx/f3+sWrUKa9asQe/evTFlyhQMHToUfD5fKfu8fPkyNDQ00KRJE4V1Tpw4gezsbKnHMPv16wdtbW0EBgZKJaACAwPBcRyGDBmilPjqMqdGFpjZxRnnnoUiJuMdLA300b9Vczg2Uk/3dEJI/cQYg4ODA86cOYP+/ftXeXuXLl3CoUOHcOPGDbx9+xZGRkbo2LEjfH198dFHH0nqTZo0CQcOHJBZv0WLFlKPZhJCqk4gEFSpIbNly5aSRmobGxu8evUKjDHo6elBKBSC4zh4enrC1tYWurq64PF4MjPx5uTkYNu2bTQwuQqoNAE1ZswYPH/+HOvXr8ehQ4ck5RoaGvD29sbYsWNVuXtCSB3m6uoKLy8vBAUFSV0cSiYYSPUwNDTErFmzMGvWLDx+/Bj+/v44fPgwxowZAyMjI4wdOxbbt28v9/amT58OAwMDdOrUCebm5khKSkJQUBCOHTuGxYsXo2HDhoiIiMCYMWMwatQoNGvWDBzH4erVq9i6dStat24NT09PyfaMjY3h7e0NHx8fGBsbo0+fPrhz5w5WrlwJT09PODg4qOJtqXOcGlnAiRJOhBA10tTUhEgkknqMsSp2796N5ORkzJ8/Hw4ODkhMTMSWLVvg6uqK8+fPo1evXpK6QqEQly5dklpfKBQqJQ5CiPKUbKRu0KABmjVrhtjYWNja2sLe3l7qfqGgoECyPCcnBwKBAEVFRXj58iWMjIwA0MDkyqby/rarV6/GlClTcOHCBSQmJqJhw4bo06dPrXuukRBS87i6utKFoIZp06YNvv32W2zatAne3t745ptvsGvXrgoloDp37oyAgAAcOHAAaWlp0NPTQ/v27fHTTz9h3LhxAAADAwOYm5vj22+/RXx8PIqKimBra4t58+bBy8tLZsa75cuXQ19fH7t27cLmzZshEomwdOlSLF++XKnHTwghRLVGjRqFgwcPwt3dvcrb2rVrF8zMzKTK+vXrh2bNmsHPz08qAaWhoUG/OQipBT5spHZxcVHYSG1jY4O8vDzJI705OTm4desW9PX1perRREfKUy0PfDdu3BjTpk2rjl0RQghRo8TERPz0008ICAjA06dPoampiYEDB1ZoG+KZjUrToEED/PLLLxXa7rx58zBv3rwKrUMIIaRmcXR0xLFjx9CrVy8MGzYMFhYWMoOSyxt/Vp4Pk08AoKenBwcHB7x9+1Yp8RJCqk9wcDC2bdsmmRG0Y8eOGDlypMInJOQN6VFUVCT33BAZGamaoOuZaklAJSQkICIiQu4Uh927d6+OEAghhKhIcXExfv/9d/j7++OPP/5AQUEBWrVqhU2bNmHChAmlDhhOCCGEVMSECRMAANHR0bhy5YrMco7jZGb9q4j09HTcu3dPqvcT8L5nhEgkQmJiIiwsLDBkyBCsXr0axsbGld4XITVZcnIyMjMz1R1Gud27dw9+fn4IDw+XlP399994/fo1li1bhg4dOuDevXv4/fffERMTA0tLS7i7u2Py5Mn4448/EBMTAzMzM4hEIggEApnchUgkQkRERDUfVfXR09ODiYmJyvej0gRUbGwsxo8fj8uXLwOAJLPIcRwYY1W+QBBCCFGf58+fw9/fHz/99BMSEhKgq6uL8ePHY+rUqejcubO6wyOEEFIHie8rVGX27NnIysqSekS7ffv2aN++vWTW1KtXr+K7777DxYsXcefOHejp6SncXl5eHvLy8iSvxdPDFxYWorCwEMD/ZkcsLi6WGt9KXF5UVCTVQ0NROY/HA8dxku2WLAcgc9+lqFxTUxOMMalyjuPA4/FkYlRUTsdUu48pNTUVvr4rUFDwv9nkarrg4GBERETIvK/Pnj2Dr68v7OzscP/+fUn548ePceHCBbRv3x5mZmawsHg/zmWbNm3w4MEDmYmOdHR0sGbNmmo5FnXQ0uJj1aqVUkn18n73PnzPS6PyWfBCQkKwceNGtGvXTu401oQQQmqfLl264NatW2CMoXPnzli3bh0+//xzmbGXCCGEEGXq0aOHyrbt4+ODw4cPY8eOHVKz4C1YsECq3qeffgonJyeMGDECe/fulVle0vr167Fq1SqZ8pCQEMk1s2HDhmjatCnCwsKQmJgoqWNlZQUrKyu8fPkS6enpkvImTZrAzMwMjx8/luql0bJlSxgZGSEkJETqhrFdu3bg8/mSx5LEOnbsiPz8fDx8+FBSxuPx4OzsjPT0dKkZ/oRCIdq3b4+kpCS8efNGUm5oaIhWrVohJiYGUVFRknI6ptp9TBoaGigoyIeg8yBoGKi+V4wy5D5+hWLNWHAaWlLlxRoayNEzRWSxELyG1jLrvWU6sO07SfLaFoDA5QleBV/Gu6R46Juao1nnnhA1b63iI1Cf4oxk5N08g9u3b8PU1FRSXt7vXlZWVrn3xbEP5xxUIlNTU3zzzTdljuVR3TIyMmBoaIj09HQYGBioOxxCSAkRERFYs2YNfHx8aLKCCqju85pIJJL0dmrZsqXK91eTVOW9Fn+/JxnrQKTFU1GEpKaIKyhCYEo2nc9IjUe/jYFVq1Zh5cqVWLduHby8vMqsX1xcDAMDA7i7u+PYsWMK68nrAWVtbY3k5GTJe12fetbQMdWOY3r79i3WrVsHYd9J4BmLUBtc2+2H19f/RkFutlS5llAHTbt+infx0SiS06OLxxfA3XdHdYVZIxWlxCHnfCC8vLxgY2MjKS/vdy8jIwMmJibluoaotAcUx3GwtpbNMhL1Cg4OxvHjx6WmrqcR/YkyyRsAcP78+fQ9q0OioqKgqVktwwgSQgghEh+OzfQhjuNw8eLFCm1TnHxauXJluZJPYowxaGholFpHIBDIfQpEU1NT5joqTgZ8SHwTWN5yRdfnipRzHCe3XFGMFS2nY6rZx1TW97omat6jP+JfPERqdDjw//k+jgN0Tcxg36M/Qk4GIiH0CQrz86DJF0DXxAza+obQN7NUa9w1CY/Hk/t9Kuu7V5F7ApXePYwcORJnz57FJ598osrdkAoIDg7GunXrJK9DQ0Ph5+cHLy8vSg4QpQgODsaiRYsQGhoqKbt8+TKioqLwzTff0PesjqDkEyGEEHUoLi6WmfUuKSkJL168gJmZGezt7Su0vTVr1mDlypXw9vbGihUryr3eiRMnkJ2dTb9rCKkhLByc0G3617h/6iASXj4GAJjZt4HTsIlgjOFdYiwK8nIABhTk5iA9JgL5DUyhJdTB76vmQN/MEs179IeFg1O59hf7NAShV//Eu4SYCq9bn6n0DsLDwwPTpk1DcXExBg0aJHdU9Q4dOqgyhDolLy8PcXFxVdrGvn375M5GuH//fsnAazWVeEYCUrMdP34cMTExUmWMMcTExCAoKIh+qBFCCCGk0uTNfAcAL1++xODBgyuURNqyZQt8fX3Rr18/uLu7Izg4WGq5q6srIiIiMGbMGIwaNQrNmjUDx3G4evUqtm7ditatW8PT07Mqh0MIUSILBye5SaBru/2grW8II0tbZKUkojAvFxzHITc9FQU57x/ZS4sOx52je+A8emaZiaTYpyG4c2S35HVF1q3vVJqAEneR3blzJ3bt2iW1jGbBq7i4uLgqj7x/8eJFue/569evocLhwJSCxtCoHSIjI+UmOXNychAZGamGiAghhBBS19nb22Px4sVYsmQJbt26Va51zpw5AwA4d+4czp07J7OcMQYDAwOYm5vj22+/RXx8PIqKimBra4t58+bBy8uLJt8gpBZ4l/C+cVxb3xDa+oYAgOTwVyjMz5WuyBhCr50rM4kUevVP2cJyrlvfqTQBFRAQoMrN1zsikQg+Pj5V3k54eLhMmZ2dHby9vRWuExsbi3379sHT01NtPaVEotoxAF59Z2Njg3v37snMhiAUCqUGtSOEEEIIUabGjRvj8ePH5a6vqDdVSQ0aNMAvv/xShagIIeqmb2aJtOhwqbLC/FxoCrRl6r5LiCnz8TpxQkveuqR0Kk1ATZw4UZWbr3cEAkGVewB5enrCz89PqrcTx3Hw9PQs17YtLCyoFxIplYeHB+7cuYPQ0FDJ94zjOFhaWsLDw0PN0RFViIyMhIWFBbS0tGSWFRYWIiYmhpKPhBBCVO7kyZOwtKQBhQlRluKMZHWHoBRNnVxwN/wlUOIeWFNTC7oGRmD5eVJ1OZ4GbgdulbxODXuB2+Ev0XHoeIjsW7+vU1SI5DfP/zegeQNTCHT1oWdqhqKUqg2Zow7V+TlX2yiyL168QFJSEhwdHamrqhq5urrCy8sLQUFBUrPgubi4qDs0Uke4urrim2++wbZt2/Dff/8B+N8sePQ9q5vs7Oxw8+ZNdOrUSWbZgwcP0KlTJ3rcmhBCiFJMmTJFpiwvLw8PHz7E06dPsWnTJjVERUjdlHfzjLpDUApDAG0tjREWFobMzEzo6enByr4JIiMjUZSdJqnHcRyKNDVRVFAgs43nP++EoYsLEhISkP7qEfIzMgAAudmZyEpOgKamJrjUWET8tAlmZmbVdGS1j8oTUAcPHoSXlxdiY2MBAHfu3EGHDh3g4eGBTz/9FNOmTVN1COQDrq6uNBA0USn6jtUvpY0fV1RUJDNbESGEEFJZly5dkrmuaGtro3Hjxli2bBnGjBmjpsgIqXsEnQdBw0B2IrHayPb//0oSvXyCV8GX8S4pHvqm5mjWuSdCfjsKnpwEVA6fD2HfSYg8sAM6Vs2gkfUO7xJikf8uHRo8TfB09MAaWOBRTAo6urhLekvVBsUZydWWbFRpAiooKAiTJk3CwIED0b9/f8yePVuyrEOHDjh+/DgloAghpA6Ql2TKy8vDn3/+CVNTUzVERAghpC6SN5YpIUQ1NAxMwDOuu+PwNnIVoZFrb6my1/duyYwXBQAGVnbgGYuQlZEOji+AkC9AdnoaBOKGWE4DHP/9jO2v79+W2S55T6UJqPXr12Py5MnYv38/ioqKpBJQrVq1wo4dO1S5e0IIISqyatUqrF69GsD75FNpPd5oimpCCCGEAEBwcDCOHz8uNRQI9Zon6qBooPHmPfrjztE9UuNFgeNg36M/AOkBzUvOoldyQHMajFwxlSagnj17ho0bN8pdZmxsjOTkujGoGSGE1DedOnXCrFmzwBjD999/jxEjRsDc3FyqjkAgQNu2belxCEIIIVUSExODQYMGwcfHB0OGDJFb59dff8WaNWtw6tQpmviihgoODsa6deskr0NDQ+Hn5wcvLy9KQhGlKmsWu9inIbhzZLfkdVp0OO4c3QPn0TNh4eAE59EzEXrtnGR9+x79IWrliNinIchKTkD8y8fgOA752ZkoLiqChoYGdBr8r8e/vhlNhqCIShNQOjo6SE9Pl7ssOjoaDRo0UOXuCSGEqEj//v3Rv//7lqCsrCz4+vrCzs5OzVERQgipi3bv3o3i4mKFyScAGDJkCNasWYOdO3fSQOQqkJeXh7i4qs3utW/fPuTk5MiU79+/HxYWFlXatqqJRCIIBAJ1h0HKoazkEgCEXv0Tue/SkZWciML8XGjytaFr0hCh187BwsFJ8qdou0JDY6THRKC4qBAcpwGeFh/ZaUng6+hC28BI0luKyFJpAqpr167YuXMnhg8fLrMsMDAQbm5uqtw9qSbUlZaQ+i0gIEDdIRBCCKnDTp06hRkzZpRZb8qUKdizZw8loFQgLi4Oa9asqdI2Ll68KHdW3NevX5c6oUlN4OPjA1vbD4ewrvuKM2rfE0svzp8Ay8+TKX/510mYid4nOhOe30fa23DJsoLCTKTlZEIDQFGK/ERrye0WZGVASyAEAHA8HjS1tFCYn4/CnEx8NGY6GpqLFG6nJqrOz1mlCShfX19069YNnTp1wpgxY8BxHH755ResWLEC165dw+3bt1W5e1INqCstIfXTtWvX0KFDB+jp6eHatWtl1u/evXs1REXqmpDoWPz57CVi0t/B0lAf/VvZw6lRzW4lJ4QoX1hYGNq2bVtmPQcHB4SFhVVDRPWPSCSCj49PlbcjbxB5Ozs7eHt7K1wnNjYW+/btg6enp9p6SolEdXcgbnn09PSgpcWvtpnRlCn9yW25ic60lBjknNcDAOTGRYLly/bGy42LQM75wDK3W/Au7X9JU46DoZ4pINAErzgfhm/uIOfNHeUcTDXS0uJDT09P5ftRaQKqY8eO+PPPPzFr1ix89dVXAAA/Pz80b94cf/zxB9q0aaPK3atMcnIyMjMz1R1GtYqNjZX6r1ht7kpbXnp6ejAxqRvTjxKiLG5ubggODkanTp3g5uYmdxY8AGCMgeM4uT8ECClNSHQsdl//X0NVeEoa9ty4g5ldnCkJRUg9wxgrdw+Z4uJiFUdTPwkEgir3APL09ISfn5/UZ8lxHDw9Pcu1bQsLi3rZC0kdTExMsHbtmlp7zytOdKanpyM+Ph65ubkwNzeHu7s7OnTogCdPnuDVq1cy64nHj1OU7CyZQBXfA+vo6KB58+YAyk6m1mTVdc+r0gQUAPTs2RPPnj3D69evER8fD1NTU9jb26t6tyqTnJwMH29v5BcUqDsUtdi3b5/U69rclba8+FpaWLN2LSWhCCnh8uXLcHBwkPw/qZjkwuq/QSpkDOlFtee8fOjRc7yTiZfh0KPn4Bubyl2nNIY8DpoKEqWqoo7PmZC6yNraGvfv30fPnj1LrRcSEgJra+tqiopUlKurK7y8vBAUFCQ1dIeLi4u6QyNymJiY1Mr7H3GiMyUlBZGRkQAADQ0NGBoaIiAgABYWFujcuTN4PB5iY2ORk5MDoVAICwsLtGrVCowxucnOkglUGxsbSQLL2toaQqGwQsnU+kzlCSixpk2bomnTptW1O5XJzMxEfkEBBhlow0RTQ93hqN07EyNEpaXJlFs3MMIkY53qD0jJkguLcSYjF5mZmbXyBEyIqvTo0UPu/5PS6enpga+lhTMZuWVXrucepqTLbeBISkmvVe8fX0urWrq0E1KXffrpp9ixYwemTZum8N9TRkYGdu7cCXd392qOjlSEq6srDdNBVEqc6Jw9ezZ4PJ4kudSgQQMwxhAUFAQPDw+8evVKalI0juPg7u6Os2fPlrrdkglUACgoKKBkagUoPQFVX8YFMdHUgEiLp+4w1G5EmxbYc+OOTFfaEa1b0PtDCCEfMDExwZq1a9XSpb2goABJSUnVvt/KysrKwtu3b2XKbWxs4OnpWeHtmZqaQktLSxmhVQg9xk1I1X311Vc4cOAAevbsie+//x7Ozs5Sy2/fvo1Zs2YhMTFRMuwHIaT+cnV1hZ2dHSwtLWWWRUZGKuyNJxKJFCagxNulBGrVKD0BReOC1C9OjSwws4szzj0LRUzGO1ga6KN/q+ZwpPE5CKk3pkyZUupyjuOwf//+aoqm5lNnl/ZmzZqpZb+VJW+skPnz51MLIyH1jJ2dHY4ePYrRo0fD1dUV5ubmsLOzA/B+gPL4+Hjo6Ojg559/RuPGjdUbLCGkRrCxsUFoaKjcckB+MikiIqJaYqvPlJ6AonFB6h+nRhY0ICwh9dilS5dkGhvEkzUYGRnByMhIPYGRWo3GCiGElDRw4EA8evQIW7ZswYULFxASEgLg/c3kyJEjsWDBAko+1WDBwcE4fvy41PmcepIQVfLw8JDbkOXh4VGh7dB3V7mUnoCicUEIIaR+kTelMvA+MTVr1iwEBQVVb0CkzqCu7oSQkho3bowdO3aoOwxSQcHBwVi3bp3kdWhoKPz8/ODl5UXneKIyymjIou+u8ql0EPKCggLk5+dDV1dXZllWVhb4fL5axmMghBCier169cKcOXMwf/58XLp0Sd3hEEIIIbWeuIdxbbJv3z7JlPUl7d+/X+5U9x+KjY2V+m99QuMIVk1VG7KOHz8uUyYeyJwSUJWj0gSUp6cn8vPzcfToUZll06dPh1AoxL59+8q1rfv372P58uV49OgREhMTIRQK0aJFC8yePRvjxo1TduiEEEKUwMHBAUuXLlV3GIQQQkitl5ycDB9vb+QXFKg7lAq5ePGi3HF/X79+LfV4VFnKe98IAAkJCXjz5g2ysrKgq6uLJk2awMzMrNzr1xR8LS2sWbuWklBqEhkZWaFyUjaVJqCuXLmCDRs2yF02aNAgLFu2rNzbSktLg7W1NUaPHo1GjRohKysLhw8fxvjx4xEeHg5vb29lhU0IIURJrl69ClNTU3WHQQghhNR6mZmZyC8owCADbZhoaqg7nHJ7Z2KEqLQ0mXLrBkaYZKyj9P09iYnDwaePYAjAkAcgNwspTx/D3aAjWluKlL4/VUkuLMaZjFxkZmZSAkpNyhrInFScShNQ8fHxCrtVikQixMXFlXtbbm5ucHNzkyobOHAgwsLC8OOPP1ICihBC1GT16tUyZXl5eXj48CH+/PNPLF68WA1REUIIIaQm6NWyOX4KvguGEoNBg0PPFs1Vsr9Lz2UTBgwMl1+E1qoEFFE/ZQ1kTv5HpQkoIyMjvHr1SiZxBACvXr2Cvr5+lfdhamqKhISEKm+HEEJI5axcuVKmTCAQoHHjxli9ejUloAghhBAlOpORq+4QKkbbAMYObRAWFobMzEzo6enBzs4Od7QNcCclW+m7u52cJveRv5ikNOipYH+k7qIZeZVPpQmonj17Yv369Rg2bBiMjY0l5SkpKdiwYQN69epV4W0WFxejuLgYqampCAoKwvnz57Fz505lhk0IIaQCiouL1R0CIYSQemL16tXw9PSEpaWlzLLY2Fjs3bsXvr6+aois+tS2R/AAAMaNgZaNq2VX1f3In6qIH8Ej1e/evXvYtm2bVNKJBh1XDpUmoFauXAlnZ2c0b94cn3/+ORo1aoSoqCgEBQWhoKAAq1atqvA2Z82ahR9++AEAwOfzsX37dsyYMaPUdfLy8pCXlyd5nZGRAQAoLCxEYWEhAEBDQwMaGhqSBJeYuLyoqAiMMbnZdFL3Mcbkfv6ampoy5RzHgcfjyXyXFJWX97tXVjmPxwPHcZLvdMlyADKxKypX9zGJ9yuuUxeOqTo+pw+3RwghhNRFq1atQr9+/eQmoGJiYrBq1ao6n4Ay0dSASIun7jCqLCQ6Fn8+e4mY9HewNNRH/1b2cGpU9qx4ZRnRpgX23Lgj89jUiNYt6sT7RlQrISEBu3btglAoBACEhobCz88PXl5elIRSApUmoFq0aIF//vkHCxcuxN69e1FUVAQej4cePXrg22+/RYsWLSq8TS8vL3h6eiIhIQFnzpzBnDlzkJWVhUWLFilcZ/369XKTXSEhIdDV1QUANGzYEE2bNkVYWBgSExMldaysrGBlZYWXL18iPT0dSUlJFY6Z1H7FxcXIycnBw4cPJWU8Hg/Ozs5IT0/H8+fPJeVCoRDt27dHUlIS3rx5Iyk3NDREq1atEBMTg6ioKEl5eb97YuJZPB4/fiw1pW3Lli1hZGSEkJAQqWRFu3btwOfzcffuXalj6tixI/Lz82vcMb19+xYA8PTpUxgbG9eJY6qOzykrKwvqcvbsWYSHh2POnDkyy3bt2gU7OzsMGDBADZERQgipa0qbNS0zMxNaWlrVGA2prJDoWOy+flvyOjwlDXtu3MHMLs5VTkI5NbLAzC7OOPcsFDEZ72BpoI/+rZrDUQnJLaJ6eXl5FRorWpliY2Px5s0bGBkZySzbv3+/wvGtlUkkEkEgEKh8P+rCsYrMfVkFOTk5SE1NhbGxMbS1tZW23S+++AL79u1DTEwMGjZsKLeOvB5Q1tbWSE5OhoGBAYDy926IjIyEn58fJhnrUAa9HogrKEJgSja8vb1ha2tbL3vWVPcxRURESFoZ7Ozs6sQxVcfnlJGRARMTE6Snp0vOa9Wlc+fOGDx4MJYuXSqzbNOmTfjtt9/w77//VmtMqpSRkQFDQ0O1vNeEEKIKNf289vDhQ9y/fx8AMGnSJPj6+qJJkyZSdXJycnD48GEkJyfjyZMnaoiyfKryXkdERGDNmjVqeQSvkDGkFynvttH/6r+ISU2XKbdsYIgpPbopbT/KYsjjoMlx1bpP8SN4Pj4+sLW1rdZ9q5P4e64uFy9elPvUE4/HQ+/evVW+/9r4eVfkvKbSHlAlCYVCSTc2ZerUqRP27NmDN2/eKExACQQCuVlETU1NaGpKvwXim8YPiW8Cxf+tb1TVRba24DgOHMfJfF/Ey+SVK/ouVbRc0XdOUbm8WCpars5jKvlvjfv/C31tP6byxljR8pLHpGi96vD8+XOFj1Q7OTlhw4YN1RwRIYSQuuTUqVOS6wzHcXJnXwXe328EBARUZ2jVSk9PD3wtrToxLtDDlHS5N/lJKel14viUha+lBT09PXWHUa1EIhF8fHzUGkN4eLhMmZ2dHby9vVW+b5Gobs/UqPQ7loMHD8Ld3R0mJiY4ePBgmfUnTJhQpf1dvnwZGhoaMq0gRHlU2UWW1F3BwcE4fvw4Dd5XD+Tl5SE/P1/hspKPIBJCCCEVNX36dAwcOBCMMXTq1AkBAQFo06aNVB2BQICmTZuqpMG7pjAxMcGatWuRmZlZ7fsuKChQ6lAkWVlZkmEXSrKxsYGnp6fS9qMspqamanm8U09PDyYmJtW+X3USCARq7QHk6ekJPz8/mTHEPD09a13PpJpI6QmoSZMmITg4GCYmJpg0aVKpdTmOK3cCavr06TAwMECnTp1gbm6OpKQkBAUF4dixY1i8eLHC3k+qklxYf2Z9OvH4BfI+fFKTMZx88gIWZmbqCaqa1KfPWZmCg4Oxbt06yWsavK9ua9GiBc6ePYuBAwfKLDt79izs7e3VEBUhhJC6wsLCQjL2yuXLl9GhQwfo6+urOSr1MDExUVtColmzZkrdnryb/Pnz59MU90StXF1d4eXlhaCgIKmGdPpeKofSE1BhYWGSWSnCwsKUtt3OnTsjICAABw4cwP+xd99xTV3//8BfNwl7CoKACG7RqrjBPeu2zuKorbN11FG1LtxVcVQctY62Wq3WbR1Vq36qotZB1Yq7KnUrKkMZsiHn94e/5GtMQEBISHg9H48+as49uXnf8D73JCfnnhsbGwtbW1v4+vpi48aN6Nu3b769Tk4Vpamh52JidU6RjYiOhe2LJANERAXtfRf/W7Nmjc5ZLzlZvO/p06ca/zcEU1/8L78NHDgQY8aMQYkSJTB8+HCUKFECz58/x6pVq7BmzRosXrzY0CESEZGJaNq0qaFDoHzAL/lUmPn7+/NH8wKS7wNQy5Ytw5gxY1CqVClIkgR3d/d8ma44YMAADBgwIB8izB+GWPzPUBKcHfE4NlarvFQxR/R3stZ/QHqkWvyvqHn27Nl7Lf6X1eJ9d+7cyfbuNW9as2ZNnl//fRnj4n+GNGLECJw/fx6zZ8/GnDlzIJfL1Yuvf/rppxg1apShQyQiIiM2cOBATJs2DWXKlMHAgQOzrStJEtauXaunyOh98Es+UdGT7wNQS5cuRa9evVCqVCmUKVMGZ8+eRb169fL7ZQzOWSErMnfB61G1ElafOa81RbbHB5WKzHtQ1OTH4n+GXLzvfZn64n/5TZIkbNiwAZ9//jkOHTqEqKgouLi4oF27dmjUqPDdyYaIiIxLSEgIRo8eDQA4duyY+iYlumS3jYiIDCvfB6CKFSuG58+fAwCEEOwETEDNku4Y2qAuDv0bjoj4BHjY26Fd5QqowQXITdb7Lv7HxfuKjuTkZJQvXx6rV69Gp06d0LhxY0OHREREJubNZT10/cBFRETGId8HoPz9/TFo0CD1rKdx48bB0dFRZ11JkrB37978DoEKQM2S7rzjHeUYr+svOqysrJCcnAwbGxtDh0JERERERIVYvg9ArVy5El999RWuX78OSZLw33//ZbmYL2dHEZkuXtdfdLRs2RJHjhxBixYtDB0KEREREREVUvk+AOXt7Y3du3cDAGQyGfbs2WOSa0AREdFrgYGB6N69OywtLdGtWze4u7tr/cDg5ORkoOiIiMiUyGSyd/6IretGKERUdISGhmL79u0aV2Lwh/HCId8HoLp164aFCxeifPnyCAkJQZUqVfL7JYiIqBCpXbs2AGDmzJmYNWuWzjr8MkBERPlh+vTpWgNQUVFR+N///ofMzEx89tlnBoqMiAqD0NBQzJ07V/04PDwcQUFBCAwM5CBUIZDvA1B79uzBpEmTAAAtWrQw2bvgERHRa7q+DBARERWEmTNn6ixPS0tDmzZt4Orqqt+AiKhQ2b59u1aZEAI7duzgAFQhkO8DUC4uLrh79y7q1avHu+ARERUBWX0ZICIi0hdzc3OMHDkSEydOxLBhwwwdDhEZyMOHD3NVTvqV7wNQzZs3x4ABAzBnzhwAQJ8+fWBlZaWzriRJuHz5cn6HQERERERERYyVlRWePn1q6DCIyIC8vLwQHh6us5wML98HoFatWgV3d3dcv34d//77L+zt7WFvb5/fL0NERAa0YcMGdOjQAc7OztiwYcM763NNDiIiKkhRUVH49ttvUalSJUOHQkQGFBAQgKCgIAgh1GWSJCEgIMCAUZFKvg9AFStWDEuWLAHw+i4Vq1at4hpQREQmpn///ggNDYWzszP69++fbV1JkjgARURE+aJMmTJaS3ykpqYiMjISMpkMv//+u4EiI6LCwN/fH4GBgdixY4fGXfD8/PwMHRqhAAag3nTv3j14eHgU5EsQEZEB3Lt3D+7u7up/ExER6UPTpk21BqAsLS1RunRp9OzZE6VLlzZMYERUaPj7+3PB8UIq3wegTp48iVq1asHW1hbe3t5Z1ouOjsbvv/+OgQMH5ncIRERUwN48v2d3riciIspP69evN3QIRESUR7L83mHz5s1x48YN9WOlUglzc3OEhYVp1Ltz5w4+//zz/H55IiLSAyEE9u3bh2vXrmVZ5+rVq9i3b1+u933p0iV06NABXl5esLKygpOTE+rXr49ff/1Vq+7FixfRqlUr2NrawtHREd26dcPdu3d17nf58uXw8fGBhYUFypQpg1mzZiE9PT3X8RERERERUe7l+wDUm4t9qR5nZGRolRMRkfE6cOAAevbsmeVdTgHAxsYGvXr1wvbt23O179jYWJQqVQpBQUH4448/sGHDBpQuXRqffvqp+g6rAHDz5k00a9YMaWlp2L59O37++Wfcvn0bjRs3RlRUlMY+586di9GjR6Nbt244fPgwhg8fjqCgIHz55Ze5O3AiIjKoMWPG4JNPPtG5rW/fvhg/fryeIyIiopwq0DWgiIjINP3www/47LPPUK5cuSzrlC1bFv369cOGDRtydeeRZs2aoVmzZhplHTt2xL179/Djjz9i6tSpAIDp06fDwsIC+/fvV99ttXbt2qhQoQIWLVqEBQsWAABiYmIwZ84cfP755wgKClK/Rnp6OqZOnYqvvvoKVapUyc3hExGRgezbtw/Tpk3Tua1169aYM2cOvv32Wz1HRUREOZHvM6CIiMj0nTt3Dm3btn1nvdatW+PChQv58prFixeHQvH6d5OMjAzs378f3bt3Vw8+Aa/Xo2revDl2796tLjt06BBSUlIwYMAAjf0NGDAAQgjs2bMnX+IjIqKC9+TJkywXGvf29sbjx4/1GxAREeUYB6CIiCjXXr58CRcXl3fWK168OF6+fJmn11AqlcjIyEBUVBRWrlyJw4cPY+LEiQBeryOYnJyM6tWraz2vevXq+O+//5CSkgIA6nWqqlWrplHP3d0dxYsXz3YdKyIiKlxsbGzw6NEjndsePnwIS0tLPUdEREQ5VSCX4N26dUv9K3VmZiaA12t1vOntx0REZDwcHBzw7Nmzd9Z7/vy5xgyl3Bg+fDh++OEHAIC5uTm+++47DBkyBMDry+oAwMnJSet5Tk5OEELg5cuXcHd3R0xMDCwsLGBjY6OzrmpfWUlNTUVqaqr6cXx8PIDXs7AyMjIAADKZDDKZDEqlEkqlUl1XVZ6ZmamxFmJW5XK5HJIkqff7Zjnwf33qu8oVCgWEEBrlkiRBLpdrxZhVOY+Jx8RjKjrH9Pb+CrP69esjODgYPXv2hJmZmbo8PT0dS5YsQYMGDQwYHRERZadABqD69++vVfbpp59qPBZCQJKkgnh5KkTCnjzFwX9vIyIuAR4OdmhXuSJqlnQ3dFhE9J5q1KiB3bt3o3v37tnW2717N2rUqJGn1wgMDMTgwYMRGRmJffv2YcSIEUhMTMTXX3+trpNdP/LmtpzW02XevHmYNWuWVnlYWJh6UMvFxQXlypXDvXv3NBZA9/T0hKenJ27fvo24uDh1edmyZeHq6opr164hOTlZXe7j4wNHR0eEhYVpfGGsXr06zM3NtS5nrFOnDtLS0nDlyhV1mVwuR926dREXF6fxY4+VlRV8fX0RHR2tcadABwcHVK5cGRERERqXrvCYeEw8pqJzTImJiTAWU6dORZMmTVC1alUMGjQIJUuWxOPHj/Hzzz/jwYMHWL16taFDJCKiLEgin29P98svv+Sqfr9+/fLz5XMkPj4eDg4OiIuLy/Uv8w8ePMDs2bPR38kabmbyAorQNIQ9eYpVp89plEmShKEN6hrNINSz9Eysf5GEadOmwdvb29DhEGXpfc5rebFx40YMGDAAv/zyS5Z3I1LVWb9+Pfr27fverzls2DCsWbMGERERePHiBXx8fLBixQoMHz5co9748eMRHByMpKQkWFpaYvLkyZg/fz4SExNhbW2tUdfFxQUffvghNm/enOXr6poBVapUKcTExKjf68I+uwEwvRkbPCYeE48p/44pPj4ezs7OeutD3tfhw4fx5Zdfagz+lStXDitWrEDr1q0NGNm76bu/JiIqaLk5r+X7DChDDCgZQkyG8t2Virid124h9e3xTSHw2/VbcHd1NUxQucS/M5Fuffv2xaZNm/DZZ59h8+bN6Ny5M8qUKQMAuHfvHvbs2YPDhw+jTZs2WQ5Q5Va9evWwevVq3L17F7Vr14aVlRWuXr2qVe/q1asoX768eh0Q1dpPV69ehZ+fn7res2fPEB0djapVq2b7uhYWFrCwsNAqVygU6svNVVRfGt+m+hKY0/K395uXckmSdJZnFWNuy3lMPKasynlMxndMWT2vsElLS8Px48dRuXJl/PfffwgPD0dUVBRcXFxQoUIFQ4dHRETvYBy9TSFia2sLczMz7ItPMXQohd65mFitX9wAICI6FrYvkgwQUd6Ym5nB1tbW0GEQFSqSJGHv3r0YM2YM1q5di4MHD6ovZRNCwMzMDEOHDsXixYvz7XLrkJAQyGQylC1bFgqFAp06dcKuXbuwcOFC2NnZAXi9AG1ISAjGjBmjfl7btm1haWmJ9evXawxArV+/HpIkoUuXLvkSHxERFSyFQoGOHTvi4MGD8PLyQoUKFTjwRERkRDgAlUvOzs6YPWcOXr16ZehQ9Orp06dYs2YNBg8eDHf3nF8+d//+fa2yMmXKYOrUqfkYXcGytbWFs7OzocMgKnQsLCywcuVKzJgxAyEhIXj48CEAwMvLC82bN0eJEiXytN8vvvgC9vb2qFevHkqUKIHo6Gjs2LED27Ztw/jx49V335s1axbq1q2Ljh07YtKkSUhJScH06dNRvHhxjBs3Tr0/JycnTJ06FdOmTYOTkxNat26N8+fPY+bMmRg8eDCqVKny/m8GEREVOJlMBk9PT/XNIIiIyLhwACoPnJ2di+yAhLu7e47XQho8eDCCgoI01i6QJAmDBw/mekpEJqREiRLo1atXvu2vfv36WLduHX755RfExsbC1tYWvr6+2Lhxo8ZaUj4+Pjh+/DgmTpyIHj16QKFQoEWLFli0aJF6kEplypQpsLOzw4oVK7Bo0SK4ublh0qRJmDJlSr7FTUREBW/QoEFYsWIFPvrooywvUSQiosKJA1BUYPz9/REYGIgdO3bg4cOH8PLyQkBAgMYlMEREbxswYAAGDBiQo7q1a9fGkSNHclR31KhRGDVq1PuERkREBmZubo5bt26hcuXK+Oijj+Du7q5119M3L8MmIqLCgwNQVKD8/f3h7+9v6DCIiIiIyARMnDhR/e/FixdrbecAFBFR4cUBKCIiIiIiMgr37t0zdAhERJRHHIAiIiIiIiKjwHVEiYiMl8zQARARERERERERkWnjDCgiIiIiIiq0WrRogZUrV8LHxwctWrTItq4kSTh69KieIiMiotzgDCgiInov6enpmDNnDqpUqQIbGxvI5XKN/xQK/tZBRER5J4RQ/1upVEIIkeV/SqUyx/s9duwYBg4cCB8fH9jY2KBkyZLo3Lkz/vnnH626Fy9eRKtWrWBrawtHR0d069YNd+/ezZfjIyIqKvitgIiI3svkyZOxZMkStGvXDl26dIGFhYWhQyIiIhMSEhKi/vfx48fzbb+rVq1CTEwMRo8ejSpVqiAqKgrBwcHw9/fH4cOH1bOtbt68iWbNmqFGjRrYvn07UlJSMH36dDRu3BiXLl2Ci4tLvsVERGTKOABFRETvZfv27Zg+fTpmzJhh6FCIiIhybMWKFXB1ddUoa9u2LcqXL4+goCD1ANT06dNhYWGB/fv3w97eHgBQu3ZtVKhQAYsWLcKCBQv0HjsRkTHiJXhERPReXr58iSZNmhg6DCIiMlEvX75E9+7dsX///izr7N+/H927d0dMTEyO9/v24BMA2NraokqVKnj06BEAICMjQ71v1eAT8PpufM2bN8fu3btzcSREREUbB6CIiOi9NGnSBJcuXTJ0GEREZKLWrFmDy5cvo23btlnWadu2La5evYoVK1a812vFxcXh4sWL+OCDDwAAd+7cQXJyMqpXr65Vt3r16vjvv/+QkpLyXq9JRFRU8BI8IiJ6L9999x06d+4Mb29vdOzYEebm5oYOiYiITMjWrVvx+eefZ3tTC4VCgc8//xzbtm3D9OnT8/xaX375JRITEzFlyhQAUM+ocnJy0qrr5OQEIQRevnwJd3d3nftLTU1Famqq+nF8fDyA1zOrMjIyAAAymQwymQxKpVJjEXVVeWZmpsZC7FmVy+VySJKk3u+b5QCQmZmZo3KFQgEhhEa5JEmQy+VaMWZVzmPiMfGYis4xvb2/7HAAioiI3kuNGjWQnp6Ojz/+GJIkwdraWmO7JEmIi4szUHRERGTsbt++jTp16ryzXq1atTB79uw8v860adOwadMmLF++HLVr19bYJklSls/Lbtu8efMwa9YsrfKwsDDY2NgAAFxcXFCuXDncu3cPUVFR6jqenp7w9PTE7du3NfrRsmXLwtXVFdeuXUNycrK63MfHB46OjggLC9P4wli9enWYm5vjwoULGjHUqVMHaWlpuHLlirpMLpejbt26iIuLw82bN9XlVlZW8PX1RXR0tMbd/xwcHFC5cmVERETg8ePH6nIeE4+Jx1R0jikxMRE5JYk3h8SKiPj4eDg4OCAuLk7jWm7K2oMHDzB79mxMmzYN3t7ehg6HiN5iyPNa//79s/3wDQDr1q3TUzQFj30IEZmawn5es7KywuHDh9+53uDJkyfRpk0bjS9cOTVr1izMnDkTc+fORWBgoLr81q1b8PHxwYoVKzB8+HCN54wfPx7BwcFISkqCpaWlzv3qmgFVqlQpxMTEqN/rwj67ATC9GRs8Jh4Tjyn/jik+Ph7Ozs456kM4A4qIiN7L+vXrDR0CERGZMHd3d9y4ceOdA1DXr1+Hm5tbrvevGnyaOXOmxuATAJQrVw5WVla4evWq1vOuXr2K8uXLZzn4BAAWFhawsLDQKlcoFFqXFKq+NL5N9SUwp+VZXaqYm3JJknSWZxVjbst5TDymrMp5TMZ3TNldHv02LkJORERERESFVtOmTbFy5Uqkp6dnWSc9PR2rVq1C8+bNc7Xv2bNnY+bMmZg6dSpmzJihtV2hUKBTp07YtWsXEhIS1OUPHz5ESEgIunXrlqvXIyIqyjgARURE7+3mzZvo3bs33N3dYW5ujosXLwJ4/atySEiIgaMjIiJjNmbMGNy8eRNdu3ZFRESE1vaIiAh06dIFt27dwpgxY3K83+DgYEyfPh1t27ZFhw4dEBoaqvGfyqxZs5CUlISOHTvi4MGD2L17Nzp06IDixYtj3Lhx+XKMRERFAS/BIyKi93Lp0iU0btwYdnZ2aNasGbZv367e9urVK6xevTrXv0gTERGpVK9eXb0GU5kyZVC7dm2UKVMGAHDv3j38888/UCqVWLVqFapVq5bj/e7btw8AcOjQIRw6dEhru2rtFB8fHxw/fhwTJ05Ejx49oFAo0KJFCyxatAguLi75cIREREUDB6CIiOi9TJo0CdWrV8eff/4Jc3NzbNu2Tb2tXr16+O233wwYHRERmYLPP/8cVatWRVBQEEJCQtQzlKytrdG2bVtMnjwZ/v7+udrn8ePHc1y3du3aOHLkSK72T0REmjgARURE7+X06dP49ddfYW1trXWXjBIlSuDZs2cGioyIiExJ/fr1sW/fPiiVSkRHRwMAihcvrnNRXiIiKnw4AEVERO9FCAFzc3Od216+fKnz7j9ERER5JZPJ4OrqaugwiIgol/hzARERvZfq1atj9+7dOrcdOnQItWvX1nNERERERERU2HAGFBERvZfRo0ejT58+sLGxwaeffgrg9e2pjx07hp9//hk7d+40cIRERERERGRoHIAiIqL30rNnT9y5cwczZ87Ed999BwDo3r07FAoFZs2ahU6dOhk4QiIiIiIiMjQOQBER0XsLDAzEZ599hkOHDiEyMhLFixdHmzZt4O3tbejQiIiIiIioEDCaNaCOHTuGgQMHwsfHBzY2NihZsiQ6d+6Mf/75x9ChERERAE9PTwwePBiBgYH44osvOPhERET5bsOGDYiJidG57cWLF9iwYYOeIyIiopwymgGoVatW4f79+xg9ejT++OMPLFu2DJGRkfD398exY8cMHR4RUZGWmZmJLVu24IsvvkD37t3xxRdfYMuWLcjIyDB0aEREZEIGDBiAO3fu6Nx27949DBgwQM8RERFRThnNJXgrVqzQut1q27ZtUb58eQQFBaFFixYGioyIqGiLjo5G27ZtcfHiRSgUCjg7OyMmJgZr1qzBokWLcPjwYRQvXtzQYRIRkQkQQmS5LSUlBXK5XI/REBFRbhjNANTbg08AYGtriypVquDRo0cGiIiIiABgzJgxuHXrFjZt2oSAgADI5XJkZmZi27ZtGDp0KMaMGYONGzcaOkwiIjJSDx8+xP3799WPw8LCkJKSolEnOTkZP/74I7y8vPQcHRER5ZTRDEDpEhcXh4sXL3L2ExGRAe3btw9z5sxB79691WVyuRx9+vRBZGQkZs6cabjgiIjI6K1btw6zZs2CJEmQJAnDhw/XqqOaGbVs2TJ9h0dERDlk1ANQX375JRITEzFlypRs66WmpiI1NVX9OD4+HgCQkZGhXp9EJpNBJpNBqVRCqVSq66rKMzMzNab8ZlUul8shSZLWuieq6cCZmZk5KlcoFBBCaJRLkgS5XK4VY1bl+XlMKpmZmepjM/ZjMsW/E4+p6B6TIddaEkLggw8+0LmtatWq2V4uQURE9C4BAQHq/iQgIABBQUGoUKGCRh0LCwtUrVoVpUuXNkyQRET0TkY7ADVt2jRs2rQJy5cvR+3atbOtO2/ePMyaNUurPCwsDDY2NgAAFxcXlCtXDvfu3UNUVJS6jqenJzw9PXH79m3ExcWpy8uWLQtXV1dcu3YNycnJ6nIfHx84OjoiLCxM4wtj9erVYW5ujgsXLmjEUKdOHaSlpeHKlSvqMrlcjrp16yIuLg43b95Ul1tZWcHX1xfR0dG4e/euutzBwQGVK1dGREQEHj9+rC7Pz2NSuXHjBiIjI03imEzx78RjKrrHlJiYCENp1aoVjhw5glatWmlt+/PPP9GsWTP9B0VERCajcuXKqFy5MjIzM7Fq1Sp069YNLi4uhg6LiIhySRJG+NP0rFmzMHPmTMydOxeBgYHvrK9rBlSpUqUQExMDe3t7AIV/dgNg2BkbDx8+xOzZsxEYGKi+tt7Yj8kU/048pqJ7TPHx8XB2dkZcXJz6vKYvly5dQrdu3dC9e3f06dMHbm5uePbsGTZt2oRdu3Zh165dGmtyODk56TW+/BYfHw8HBweDvNdERAXBWM5rGRkZsLS0xL59+9CuXTtDh5MnxvJeExHlVG7Oa0Y3A0o1+DRz5swcDT4Br6fkWlhYaJUrFAooFJpvgepL49uyuqNGVuVv7zcv5ZIk6SzPKsbcluf2mFTb3o7JmI/JFP9OPKaieUxZPU8fatWqBQAIDg7G4sWL1eWqgbe3Z6m+PZhGRESUEwqFAm5ubho/BBERkfEwqgGo2bNnY+bMmZg6dSpmzJhh6HCIiAjA9OnTIUmSocMgIqIioFevXtiwYQM6dOhg6FCIiCiXjGYAKjg4GNOnT0fbtm3RoUMHhIaGamz39/c3UGREREUb73JHRET6UqNGDWzbtg0tWrRAt27d4O7urvUjSLdu3QwUHRERZcdoBqD27dsHADh06BAOHTqktd0Il7IiIjIZQgjExMRAkiQ4OTlxRhQRERWIzz77DADw5MkTHD9+XGu7JEm81JuIqJAymgEoXR0MEREZ1tmzZzF//nwcO3YMSUlJAABra2u0bNkSkydPhp+fn4EjJCIiUxISEmLoEIiIKI+MZgCKiIgKl5UrV2L06NEAXi80XqZMGQghcP/+fRw4cAAHDhzAsmXLMHz4cANHSkREpqJp06aGDoGIiPKIA1BERJRroaGhGDVqFNq3b4+VK1fC09NTY/vjx48xbNgwjB49GnXq1EG9evUMFCkREZmihIQEnD17FjExMShevDj8/f1hZ2dn6LCIiCgbHICifBMaGort27fj4cOH8PLyQkBAABeHJzJRwcHB8PPzw549eyCTybS2e3p6Yu/evWjcuDG+/fZb7NixwwBRkjFhH0JEObVo0SLMmjULSUlJ6nVgbWxsMGvWLIwdO9bA0ZEhsA8hMg7a3xqI8iA0NBRz585FeHg4UlNTER4ejqCgIK27FRKRaTh16hS+/PJLnYNPKjKZDMOHD8epU6f0GBkZI/YhRJRTGzZswIQJE9CkSRNs3boVf/31F7Zt24amTZti/Pjx2Lhxo6FDJD1jH0JkPDgDyoikpqbi2bNnBnntp0+favz/bWvWrEFycrJW+dq1a+Hu7p4vMbi5ucHCwiJf9kVE7+fFixfw8vJ6Zz1vb2+8ePFCDxGRMdu+fbtWmRACO3bs4C/YRKRhyZIl6NOnD3799VeN8o8//hh9+/bFkiVL8OmnnxooOjIE9iFExoMDUEbk2bNnmD17tkFjWLNmjc7yo0eP6rzl7Z07d9RTo9/XtGnT4O3tnS/7IqL34+zsjAcPHqBRo0bZ1nv48CGcnZ31FBUZq4cPH+aqnIiKrps3b2LevHk6t/Xt2xddu3bVc0RkaOxDiIwHB6CMiJubG6ZNm2boMLJ0//59rbIyZcpg6tSp+bJ/Nze3fNkPEb2/Ro0aYeXKlejdu3eWl+EplUp8//33aNy4sZ6jI2Pj5eWF8PBwneVERG+ysrLKcmbtixcvYGVlpeeIyNDYhxAZDw5AGRELC4tCOwNo8ODBCAoK0pjtJEkSBg8eXGhjJqK8Gzt2LBo1aoRu3bph1apVWpfaRkREYPjw4Th//jyWLl1qmCDJaAQEBOjsQwICAgwYFREVRo0bN8bMmTPRrFkzeHh4qMufPXuGb775Bk2aNDFgdGQI7EOIjIck8uv6KCMSHx8PBwcHxMXFwd7e3tDhmIzQ0FDs2LFD4+4Tfn5+hg6LqEgwxHlt+fLlGDNmDGQyGerUqYMyZcoAAO7du4cLFy5AqVRi6dKlGDFihF7i0Rf2IQWDfQiR4RjTee369eto0KAB0tPT0bJlS7i7u+Pp06c4duwYzMzMcObMGVSpUsXQYWbJmN5rY8I+hMhwcnNe4wAUT/xEZAIMdV47ffo05s2bh+PHjyMpKQkAYG1tjebNm2Py5Mlo0KCB3mLRF/YhRGRqjO28dvv2bcyYMQMhISGIiYmBs7MzWrZsiRkzZqBixYqGDi9bxvZeExG9S27Oa7wEj4iI8qxhw4bYv38/lEoloqOjAQDFixfPcl0oIiKi91WxYkVs2bLF0GEQEVEucQCKiIjem0wmg6urq6HDICIiIiKiQooDUEREREREZDROnTqFzZs348GDB0hOTtbYJkkSjh49aqDIiIgoOxyAIiIiIiIio7Bu3ToMGjQITk5OqFixIiwsLDS2F8HlbYmIjEaRHIBSdUzx8fEGjoSIKH+ozmf84F3w2IcQkakxpj5k4cKFCAgIwC+//KI1+GQM2IcQkanJTR9SJAegEhISAAClSpUycCRERPkrISEBDg4Ohg7DpLEPISJTZQx9yIMHD7B8+XKjHHwC2IcQkenKSR9SJAegPDw88OjRI9jZ2UGSJEOHYxTi4+NRqlQpPHr0iLeMpQLFXMsbIQQSEhLg4eFh6FBMHvuQ3GO7Jn1hruWNMfUhlStXxvPnzw0dRp6xD8k9tmvSF+Za3uSmDymSA1AymQyenp6GDsMo2dvbszGSXjDXcq+w/2ptKtiH5B3bNekLcy33jKUPCQoKwtdff41mzZqhZMmShg4n19iH5B3bNekLcy33ctqHFMkBKCIiIiIiMg4fffSRxuO4uDhUrFgRNWrUgLOzs8Y2SZKwd+9efYZHREQ5xAEoIiIiIiIqtK5cuaJxuZpcLoerqysiIiIQERGhUZeXtRERFV4cgKIcsbCwwIwZM4x2wUcyHsw1ItPDdk36wlwzTffv3zd0CGRAbNekL8y1gicJY7jfKhERERERERERGS2ZoQMgIiIiIiLKrRcvXmDSpEno2LEjhgwZguvXrxs6JCIiygZnQBERERERUaH19ddfY/v27Xj48KG6LDExEdWrV8f9+/eh+jpjZ2eHc+fOoVKlSoYKlYiIssEZUEREREREVGidOXMGvXr10ij7/vvvce/ePXz11VeIjY3FmTNnYGtri/nz5xsoSiIiehcOQBERERERUaF19+5d1KlTR6Ns3759cHFxwcKFC2Fvbw9/f3+MHTsWx48fN0yQRET0ThyAIiIiIiKiQis2Nhbu7u7qxxkZGTh//jyaNWsGuVyuLq9ZsyaePn1qiBCJiCgHOABFJikzMxMA8OYSZ1zujAoK843I9LBdk74w196tRIkSGgNLFy9eRHp6utasKJlMxtunU6HAdk36Ymy5xgEoMjkZGRmQy+VISkpCUFAQNm3aBACQJMnAkZEpYr4RmR62a9IX5lrO1K5dGz/99JP6S9WmTZsgSRJatmypUe/mzZsaM6WIDIHtmvTFGHNNYegAiPJTZmYmFAoFEhIS0Lx5c9jY2KBr165IT0+HmZmZocMjE8N8IzI9bNekL8y1nJs4cSIaNmyISpUqoXjx4ggNDUXjxo1Rq1YtjXr79u1D3bp1DRQlEds16Y+x5hoHoMikyOVyJCYmon79+vDw8MCCBQvwwQcfFOpGSMaL+UZketiuSV+Yaznn5+eHvXv34ttvv0VMTAwGDx6sdbe7Z8+e4fHjxxgwYICBoiRiuyb9MdZc4wAUGTWlUgmZTPNK0oULF8LMzAyrVq1C6dKlIZfLce7cOVy6dAnPnj3Dl19+CWdnZwghCvX0RCp8mG9EpoftmvSFufZ+OnTogA4dOmS53c3NDZcvX9ZjRERs16Q/ppJrHIAioxUaGoo//vgDU6ZM0Vhw8v79+1AoFChXrhyioqKwfv16zJo1C/b29nj27Bn279+Ps2fPatw1hehdmG9EpoftmvSFuUZketiuSV9MKdc4AEVGKzg4GOXLl9dohGlpafDw8MDhw4fRqlUrKJVKhIaGYsGCBWjVqhX++usvDB06FCdOnECLFi0MGD0ZG+YbkelhuyZ9Ya4RmR62a9IXU8o1DkCR0dq+fTskSUJSUhLWrVuHTz75BI6OjujXrx+io6Nx+/ZtVKlSBfPnz0e9evUAAP/88w98fHzg5eVl4OjJ2DDfiEwP2zXpC3ONyPSwXZO+mFSuCSIjpFQq1f8eN26ckCRJTJ06Vbx8+VIIIUR8fLwQQohXr14JIYRIS0sTN2/eFI0aNRLdu3cXmZmZeo+ZjBfzjcj0sF2TvjDXiEwP2zXpi6nlmiSEEIYeBCPKjbcXYMvMzETv3r1x8uRJDBw4EBMnToSDg4N6e2xsLP78808sXrwYKSkpOH/+PBQKhc6F3IjexnwjMj1s16QvzDUi08N2TfpiirnGASgyKpmZmZDL5UhLS8Pz589RokQJmJubQ6lU4uOPP8apU6cwePBgTJw4Efb29khNTcXw4cNx+fJleHt7Y9u2bVAoFMjIyIBCwStQKXvMNyLTw3ZN+sJcIzI9bNekL6aaaxyAIqOhajyvXr1Cz549YW5ujjlz5qBSpUrqkV1djfHmzZu4e/cu2rZtC5lMVugaIRVOzDci08N2TfrCXCMyPWzXpC+mnGscgCKjoJo2mJCQgLp166JUqVLo1asX+vTpAysrK416PXr0wJkzZzB48GCMHTsWTk5OWvshyg7zjcj0sF2TvjDXiEwP2zXpi6nnGgegyGikpaWhffv2AIA1a9agVKlSkMvliIqKgpWVFRITE1GiRAlkZmaiZ8+e2LVrF1atWoUhQ4YYOHIyRsw3ItPDdk36wlwjMj1s16QvJp1rhlr9nCi3Ll++LMqUKSN27NihLtu9e7do2rSpqFy5sujatasIDQ0VQgiRkZEhAgMDRUZGhqHCJSPHfCMyPWzXpC/MNSLTw3ZN+mLKuVb45mQRZSEqKgr3799HRkYGjhw5ghEjRqB79+5wcnJC7dq1sWfPHuzduxepqamQy+WYO3cu5HI5MjMzDR06GSHmG5HpYbsmfWGuEZketmvSF1POtcK1IhXR/yeEgCRJGmUtW7ZE69at0adPH7i5ucHW1ha7d+/GRx99BAC4evUqYmNjYWFhofE8uVyut7jJODHfiEwP2zXpC3ONyPSwXZO+FLVc4wAUFTqq1fozMzORnp6OmJgYeHh4QJIk/PHHH1i7di3Kli2L0qVLo1y5ckhPT8fNmzeRkZGBypUrGzp8MjLMNyLTw3ZN+sJcIzI9bNekL0Ux17gIORUqmZmZkMvlSEhIwMCBA3Hz5k3cunULrVq1Qrdu3TB48GCN+ikpKfj3338xcuRICCFw8uRJoxj5pcKB+UZketiuSV+Ya0Smh+2a9KWo5hpnQFGhIYSAXC7Hq1evULduXbi6uqJbt25wdnbGxo0bMWzYMERERGD69OkAgNjYWAQGBuLixYuQyWQ4ceKE+tpXY2yMpF/MNyLTw3ZN+sJcIzI9bNekL0U51zgARYWGJElQKpWYMGECihUrhrVr16JMmTJQKBRISkpCWFgYihcvrq7/4MEDAEDDhg2xYMECKBQK9TRGondhvhGZHrZr0hfmGpHpYbsmfSnSuabfm+4RZS81NVX4+fmJ0aNHq8s2bdokJEkS8+fPF0IIER8fLy5fvqz+t4qx3HqSCg/mG5HpYbsmfWGuEZketmvSl6Kaa0Y4ZEamSgiB6OhoPH78GC4uLgCAX3/9FZ999hmCgoIwceJEpKWlYfHixZDL5ahQoQLs7OzUzzW26YdkWMw3ItPDdk36wlwjMj1s16QvRTnXZIYOgIou8db695IkwcPDA2XLlsUff/yBrVu3ol+/fvjmm28wadIkAMCNGzfw559/Qi6Xw8rKSuO5RNlhvhGZHrZr0hfmGpHpYbsmfWGuvUHfU66IhPi/aYNKpVIIIURaWpr68caNG4Wtra2QJEksWrRI/ZwrV66I+vXriyZNmhj1tEPSP+YbkelhuyZ9Ya4RmR62a9IX5pomXoJHepeWlgZzc3MkJiZiwoQJiIiIgK2tLaZNm4aKFSuiTZs2GDx4MH7++Wds374d9vb2uH79Ok6dOgUhhFGv+k/6x3wjMj1s16QvzDUi08N2TfrCXNMmCfHWfDCiAnDhwgWsWrUKa9euBQDEx8fD398fFhYWsLS0xJMnT/DixQv89ttvaNOmDaKionD48GGsXr0az549Q+nSpVG3bl3Mnj3buFf9J71gvhGZHrZr0hfmGpHpYbsmfWGuvYPhJl9RUZGeni6mT58uJEkSn332mRBCiKVLl4oPP/xQ3LlzR2RmZoqzZ8+K1q1bC2tra7F//36N5z9//lzjsalNQ6T8xXwjMj1s16QvzDUi08N2TfrCXHs3zoAivYiIiMCqVaswd+5cfPHFF3B1dYWdnR3Gjx+vrnP58mVMmjQJJ0+exM6dO9GuXTsArxdtUy229ua/ibLCfCMyPWzXpC/MNSLTw3ZN+sJcewdDjHpR0aFUKkV6eroQQoinT5+KyZMnCysrKyFJkli1apUQQqi3CyHEpUuXRLt27YS9vb3YvXu3IUImI8Z8IzI9bNekL8w1ItPDdk36wlzLGc6AogKRmpoKmUwGMzMzAEBSUhKioqLg6OiIb7/9Ft999x0aNGiAffv2wczMTGNhtStXrmDw4MGwt7fHkSNHDHkYZCSYb0Smh+2a9IW5RmR62K5JX5hruWToETAyPXFxcWLx4sXip59+EkK8vtVkpUqVxPTp04UQQjx58kQEBgYKSZLEp59+qn7em9e4hoeHi8zMTP0GTkaJ+UZketiuSV+Ya0Smh+2a9IW5lnsmtJw6FRZWVlY4ffo09uzZg5iYGKxevRqlS5fGF198AQDw8PDAiBEjIITA/PnzIYTAxo0bNW4xWb58eQCAUqmETCYz5OFQIcd8IzI9bNekL8w1ItPDdk36wlzLA8OMe1FRUL9+fWFpaSkqVqwobt26JYR4fW2sUqkUQggREREhJk+eLGQymejXr58BIyVTwHwjMj1s16QvzDUi08N2TfrCXMs5zoCifKcavY2MjERmZiYiIiJw6NAheHh4wNbWFkqlEgDg7u6OkSNHQiaTISgoCOXKlcO0adMMHD0ZG+YbkelhuyZ9Ya4RmR62a9IX5lrucRFyKjCnTp2Cm5sbBg4ciLCwMMyePRuDBg2CnZ2dxm0lY2NjsW3bNgwaNAgKBcdEKW+Yb0Smh+2a9IW5RmR62K5JX5hruWC4yVdkSlQLqammGar+L4QQr169Eo0bNxa2trZiyZIlIjExUQghxOPHj8XkyZPF3bt31XXfvDUlUVaYb0Smh+2a9IW5RmR62K5JX5hr74czoOi9qRZQS0xMxLx58xAZGQlvb28MHDgQ7u7uAIBXr16hQ4cOCAsLw9ixY9GgQQPMnDkTycnJuHDhgvpWlETvwnwjMj1s16QvzDUi08N2TfrCXHt/HICifPHq1Sv4+flBCIHk5GS8evUKxYoVw6FDh1C2bFkAQGJiIj766COEhITA0dERFStWxF9//QUzM7Ois+o/5QvmG5HpYbsmfWGuEZketmvSF+ba+ym6R07vLSMjQ/3vBQsWwMPDA7t378bNmzexbNkyKBQK+Pv74+7duwAAGxsbHD16FNu3b8f69etx+vRpmJmZISMjo0g3QsoZ5huR6WG7Jn1hrhGZHrZr0hfmWv7hDCh6L69evcLWrVvx6NEjeHl5YdCgQQBe3xHgwIEDmDBhAmJiYhAaGqoeEX6TahojUU4w34hMD9s16Qtzjcj0sF2TvjDX8olhlp4iU/H1118LSZKEtbW1+OOPP4QQQqSkpKi3//7776Jy5crCzc1N3Lp1y1BhkolgvhGZHrZr0hfmGpHpYbsmfWGu5Y+iPf+Lci0zMxPA65FeAOjTpw969+6N5ORk7Nq1CwBgYWGB9PR0AECnTp2wcOFCpKWlYezYsYYJmowW843I9LBdk74w14hMD9s16QtzrYAYegSMjE9ycrJo2rSpuHr1qhBCiKtXr4oePXoISZJEYGCgul5aWpr636dOnVLfspIoN5hvRKaH7Zr0hblGZHrYrklfmGv5jwNQlGvXrl0TVlZWYtKkSUKpVAohhLhx44bOxpiamqrxXDZGyi3mG5HpYbsmfWGuEZketmvSF+Za/lMYegYWGZ+KFSuiUaNGOHr0KJRKJeRyOSpXroxZs2YBAObNmweZTIbZs2fD3Nxc47lceI1yi/lGZHrYrklfmGtEpoftmvSFuVYADD0CRoWbaqRXJT09XQghxNGjR4VMJhMbNmzQ2H7jxg3Rs2dPIUmS+OGHH/QWJ5kG5huR6WG7Jn1hrhGZHrZr0hfmmn5IQghh6EEwKpwyMjKgUCiQmZmJ1NRUWFtbq7c9ePAAHTt2RLVq1bB582aN20peuXIFO3bswIwZM6BQcJId5Qzzjcj0sF2TvjDXiEwP2zXpC3NNfzgARRpevXqF9PR0FCtWDACQkpKCJk2aoEyZMujWrRu6d++ublxBQUGYPn06rl69isqVK0OpVEIm07yxoqoxE+nCfCMyPWzXpC/MNSLTw3ZN+sJcMwzZu6tQUXHt2jV8+eWXmD59OsLDwwEAsbGxqF27Nm7fvo1PPvkETZs2xaRJk/Dy5Uu0bdsWlSpVwtq1a5GRkQFJkrT2yUZIWWG+EZketmvSF+YakelhuyZ9Ya4ZDgegCABw9uxZdOzYEREREXBxcUGFChUAAG5ubli1ahX27duHw4cPw87ODuvXr0elSpWwePFiPHnyBGFhYRBCQJIkcEId5QTzjcj0sF2TvjDXiEwP2zXpC3PNwPS/7BQVNufOnRMODg5i2LBhIjw8XF2uWnjtTYmJiSIiIkJ8/fXXol27dkKSJCFJkli1apU+QyYjxnwjMj1s16QvzDUi08N2TfrCXDM8rgFVxMXExKBXr14oXbo0FixYACcnJ6068fHxsLe3BwD1iC8AREdH48qVKxg0aBDq1KmDHTt2aGwnehvzjcj0sF2TvjDXiEwP2zXpC3OtcOAleEVcbGwsbt26hSZNmmg0wqdPn2L58uVo06YNWrZsiUGDBiEpKQmSJCEtLQ0A4OTkhBYtWmD8+PH47bffcPv2bTZCyhbzjcj0sF2TvjDXiEwP2zXpC3OtcOBKWUXcjRs38PjxY5QrVw7A65Hec+fOYdCgQbhx4wZcXV0hSRL++ecfPHjwAEeOHIG5uTkAqFf+L1GiBJydnZGcnGyw4yDjwHwjMj1s16QvzDUi08N2TfrCXCscOAOqiGvYsCEqVqyIoUOHYsmSJRg6dChatmyJ2NhYTJkyBffu3cOZM2fQr18/HDt2DJs3b9Z4flpaGo4ePQrgdYMkyg7zjcj0sF2TvjDXiEwP2zXpC3OtkNDvklNU2KSnp4uNGzeKDz74QL2wWv/+/cWRI0c06p05c0ZIkiQ2bdqkUX779m3RqVMnERYWpseoyVgx34hMD9s16Qtzjcj0sF2TvjDXCgdeglfEKRQK9O7dG61atcK1a9fg4OCAunXrqrcLIZCZmYlLly7By8sLXl5eGs+vUKECtmzZAhsbG32HTkaI+UZketiuSV+Ya0Smh+2a9IW5VjjwLnhFiMjFSv1KpVJ9reudO3fQp08feHh44LffflOX52Z/VPQw34hMD9s16Qtzjcj0sF2TvjDXCi8OQBUBkZGRsLKygp2dXY4aj6pOUlIS/vnnHwQGBiIuLg4XL16EQqHQaKREb2O+EZketmvSF+YakelhuyZ9Ya4Vfnw3TVx4eDh8fHzw/fffIz4+HpIk4V1jjpIk4c6dO+jevTvGjh0La2trdSPMyMhgI6QsMd+ITA/bNekLc43I9LBdk74w14wD31ETV6FCBVSuXBnz5s3D2rVrc9QYMzMzcf78ebi4uKBXr174448/1I1QoeCyYZQ15huR6WG7Jn1hrhGZHrZr0hfmmnHgJXgm7M2G065dOxw/fhxBQUEYNGgQ7O3ts52WmJGRgaSkJNjb2wN43TjlcrneYifjw3wjMj1s16QvzDUi08N2TfrCXDMeHIAycW82oNw2RhUuukY5xXwjMj1s16QvzDUi08N2TfrCXDMOvATPxMnlcqSlpQEADh48iGbNmiEwMDDH0xIBsBFSjjHfiEwP2zXpC3ONyPSwXZO+MNeMA2dAmSDV6G9WI7h5HREm0oX5RmR62K5JX5hrRKaH7Zr0hblmfDgAZWJUjTAxMRFz585FXFwcypcvj969e8PNzU1dT1djJMot5huR6WG7Jn1hrhGZHrZr0hfmmnHiAJQJSkxMhJ+fH1JSUpCcnIzY2FhUqFABu3fvRpkyZdT12rdvj5MnT2LixIkYO3YsbGxsDBg1GSvmG5HpYbsmfWGuEZketmvSF+aa8eEaUCZEqVQCAJYtWwYvLy/s378f9+7dwzfffIPo6Gi0aNECd+/eVdf/448/UKVKFYSEhMDa2tpQYZORYr4RmR62a9IX5hqR6WG7Jn1hrhkvDkCZgMzMTACATPb6z5mYmIg2bdrAx8cH5ubmGDt2LKZNm4bU1FS0bNlSozGeO3cOR44cydGibEQA843IFLFdk74w14hMD9s16QtzzfhxAMrIqa59TUpKwuLFi7Fq1SocO3YMtra2AID09HRIkoQhQ4ZgxowZSEtLQ+vWrXH79m31PmQyGZRKJRdjo3divhGZHrZr0hfmGpHpYbsmfWGumQhBRi8hIUFUqlRJuLi4CEtLSyFJkmjfvr3IyMgQQgiRnp6urvvDDz8ISZJE9+7dDRUuGTnmG5HpYbsmfWGuEZketmvSF+aa8eMAlJFSNS6lUimGDx8u2rRpIy5fvixCQ0PF0KFDhUwmEwMGDNCqL4QQe/bsUTdSopxgvhGZHrZr0hfmGpHpYbsmfWGumRaFoWdgUd4oFAokJibin3/+gSRJ6NevH6pXrw4A8PDwgL29Pb799lsAwM8//wyFQoH09HSYmZmhc+fOAP5vGiPRuzDfiEwP2zXpC3ONyPSwXZO+MNdMCwegjJQQAhMmTMCqVatgZ2eHLl26qMtLlSqFUaNGAQC+/fZbyGQyrFmzBmZmZhr7YCOknGK+EZketmvSF+YakelhuyZ9Ya6ZFg5AGSnV6G9CQgJ+/fVXnDx5Ek2aNIG5uTkAoGTJkhg9ejRkMhkWLFiAsmXLIjAw0MBRk7FivhGZHrZr0hfmGpHpYbsmfWGumRjDXPlH+eXixYuic+fOwtLSUmzcuFEolUqN7Q8fPhQrV67UuBaWKK+Yb0Smh+2a9IW5RmR62K5JX5hrpkESQghDD4LR+7l8+TKmTJmCo0eP4qeffsInn3yi89aSGRkZUCg46Y3eD/ONyPSwXZO+MNeITA/bNekLc8348a9iBJRKJWQymVa5EAKSJMHX1xdz584FAAwZMgSSJKFPnz5ajZGNkHKC+UZketiuSV+Ya0Smh+2a9IW5Zvo4A6oQevr0KZ4+fYrY2FhUr14dxYsXz7KuqjECwJUrVzB16lTs378fBw8eRJs2bfQVMhkx5huR6WG7Jn1hrhGZHrZr0hfmWtHDAahC5syZMxg6dCgiIyMRHx8POzs7jBo1Ct26dUPlypUBaDa+t124cAHbtm3DvHnzOPJL78R8IzI9bNekL8w1ItPDdk36wlwrmjgAVYhcvXoVjRs3xqeffoqOHTtCqVRi06ZN2Lx5M1q1aoUZM2agYcOGOd4fr32l7DDfiEwP2zXpC3ONyPSwXZO+MNeKMH2tdk5ZUyqVQqlUiqlTp4pmzZqJqKgoje2LFi0STk5Owt/fX5w5c8ZAUZKpYL4RmR62a9IX5hqR6WG7Jn1hrpH2Cl+kd5IkQZIk3Lt3Dy9fvlRf+5qRkQEAGDduHObOnYubN29i7ty5+O+//wwZLhk55huR6WG7Jn1hrhGZHrZr0hfmGnEAqhAQQkAIgWLFiuHFixe4f/8+AEAul0OpVAIAhg4dikmTJuGPP/7An3/+CQDqbUS5wXwjMj1s16QvzDUi08N2TfrCXCOuAVUIqG43eenSJfj7+2PEiBFYtGiRehsA9e0oO3fujJs3b+LixYuwsbExWMxkvJhvRKaH7Zr0hblGZHrYrklfmGvEGVCFgKqRlS1bFsOGDcPixYsRHBys3iZJknpaYtu2bREZGYmIiAiDxUvGjflGZHrYrklfmGtEpoftmvSFuUZcKt4ALl++jI0bN+Lff/9FmTJl0KBBA/Tp0wf29vYYOHAg7t69i/HjxyMzMxMTJkyAJEnqVf0VCgVKlCgBa2trAx8FGQvmG5HpYbsmfWGuEZketmvSF+YaaTHEyudF2enTp4W9vb1o2LChaNOmjXBzcxMODg6iXbt2Ijk5WQghxPnz50WXLl2EJEniyy+/FFeuXBFxcXHi6tWron79+qJLly5CqVQa+EjIGDDfiEwP2zXpC3ONyPSwXZO+MNdIFw5A6VFkZKSoWrWqGD58uHj58qUQQohnz56JSZMmCRsbG1GzZk3x9OlTIYQQ165dE1OmTBFWVlbC2dlZlChRQlSuXFnUrl1bpKWlCSGEyMzMNNShkBFgvhGZHrZr0hfmGpHpYbsmfWGuUVa4CLke3blzB02aNMGqVavw0UcfqRdhe/XqFbZu3YopU6bA09MToaGhMDMzQ3p6Oh49eoRdu3YhJSUFpUqVQt++fSGXy5GRkaGenkikC/ONyPSwXZO+MNeITA/bNekLc42ywr+kHiUlJeHp06fIzMwEAEiSBKVSCVtbW3zyySdQKpUYM2YMevXqhd9++w1mZmYoW7Ysvv76a439ZGZmshHSOzHfiEwP2zXpC3ONyPSwXZO+MNcoK7wLnh65ubnBx8cHa9euxZMnTyBJEmQyGZRKJaysrNC7d28MHjwYJ06cwNGjRwEA4vVlkhr7kcvlhgifjAzzjcj0sF2TvjDXiEwP2zXpC3ONssIBKD1ycXFBz5498ccff2DHjh1ISEgAAHVjtLOzw8SJE5GcnIxz584BeD1aLEmSIcMmI5GQkKBx0ma+EZketmsqKOxDiEwf2zUVFPYhlFMcgCogqampGo+VSiUAYMaMGejWrRumT5+OnTt3qhujJEkQQqBEiRLw8vJCfHy83mMm43Xs2DE0b94cDx8+BMB8IzIF7EdIX9iHEJke9iGkL+xDKDc4AFUAwsLCMGnSJNy4cUNdJpPJ1KPCS5cuRcOGDTFq1CisWrUK9+/fV4/23r17F+np6fD29jZI7GR8/vrrL3To0AG1a9dGiRIlAPzfrwsAsGTJEjRq1Ij5RmRE2I+QvrAPITI97ENIX9iHUG7xLnj57PLly/Dz80NaWhqGDRuGMWPGoHz58gBeX9eqanAREREYO3Ystm/fjoYNGyIgIACpqan47bffkJqaivPnz/OaV3qnU6dOoUWLFhgxYgS++eYb2Nra6qz3+PFjfP3118w3IiPAfoT0hX0IkelhH0L6wj6E8oIDUPno6dOnGDJkCJ4/fw5vb2/s3LkTgwcPxoQJE3Se+AFg0aJFOHDgAE6fPo0qVaqgfPny2LJlC8zMzJCZmcnGSFk6e/YsmjdvjiFDhmDBggWwtLQEAISHh+PZs2eQyWRwd3dH2bJl1c9hvhEVbuxHSF/YhxCZHvYhpC/sQyjPBOWbnTt3CkmSxPz584UQQkyZMkVIkiQ+//xzER4erq6nVCpFZmam+nFqaqp49OiRiIuLE0qlUgghRHp6un6DJ6OSlJQk2rRpIyRJEjt37lTn0+zZs0W5cuWEJElCkiTh4uIifvvtN43nMt+ICi/2I6QP7EOITBP7ENIH9iH0PjgAlY9evHgh5s2bp1E2efJknSd+IYS60an+/3Y5UVaUSqU4d+6cqFu3rvDy8hKnT58W48ePF1ZWVmLq1Kni0KFDYtWqVaJ27dpCkiRx6NChbPdFRIUD+xHSB/YhRKaJfQjpA/sQeh8cgCogaWlp6n+/eeK/ffu2EOJ1Y4uMjDRUeGQiLl68KGrUqCEkSRJlypQRu3fv1si9Y8eOiZIlS4pmzZqJxMREA0ZKRLnFfoQKGvsQItPFPoQKGvsQygveBa+AmJmZqf8dFBSESZMmYc2aNQgODsbt27fxzz//oGnTpti7d68BoyRjV7NmTaxduxatWrVCmzZt0KpVK5iZmanvPNG8eXO0bNkSt2/f1rodLxEVbuxHqKCxDyEyXexDqKCxD6G8UBg6gKIiKCgIMpkMQUFBiIyMxNWrV5GZmYn27dsbOjQycjVq1MCSJUtgZmamvvuETPZ6bFmpVCIhIQHly5eHnZ2dIcMkovfEfoQKAvsQoqKBfQgVBPYhlFscgNIDpVIJmUyGOXPm4MmTJ/jll19Qt25dnD59GgqFAhkZGVAo+KegvJHJZPjggw/Uj1X5BgA3btzArVu30LFjR+YYkRFjP0IFhX0IkeljH0IFhX0I5ZYkhBCGDqIoyMzMxPnz5/HFF1/A0tISZ86c4Qmf8p3qpJ+amoqwsDB89dVXSEtLw7lz56BQKLRuvUtExoP9CBU09iFEpot9CBU09iGUExyA0pOHDx+iTZs2MDMzwz///AMzMzOe8KlAxMbGYs6cOThy5Aisra1x4sQJmJmZITMzE3K53NDhEVEesR8hfWAfQmSa2IeQPrAPoXfhIuR64uXlhUGDBvGETwUuKSkJ8fHxaN26NU6ePKnON570iYwb+xHSB/YhRKaJfQjpA/sQehfOgNKDt6cb8oRPBS0pKQnW1tYAwF8ciEwA+xHSJ/YhRKaFfQjpE/sQyg4HoIhMGK+1JiKivGIfQkREecU+hHThABQRERERERERERUorgFFREREREREREQFigNQRERERERERERUoDgARUREREREREREBYoDUEREREREREREVKA4AEVERERERERERAWKA1BERERERERERFSgOABFREREREREREQFigNQRERERERERERUoDgARUREREREREREBYoDUEREREREREREVKA4AEVERERERERERAWKA1BERERERERERFSgOABFREREREREREQFigNQRERERERERERUoDgARUREREREREREBYoDUEREREREREREVKA4AEVERERERERERAWKA1BERERERERERFSgOABFhcL69eshSRLWr1+vUV66dGmULl06R3UpZ0aMGAEXFxe8evWqQPbfrFkz+Pn5QQhRIPsnIsPr378/JEnC/fv3DR1KoXD//n1IkoT+/fsbOhSjk999krH8LdhXkjHS9bmc3s/MmTMhSRKOHz9u6FCMyqtXr+Du7o7hw4fn2z6N4W/x33//QaFQYOXKlYYOJc84AEUFSvVBMLv/ClqzZs2yff2CHsgqTJ317du38cMPP2DChAmwtbVVl6ekpGDcuHEoVaoUnJ2d0b17d0REROjcx2effQYvL68svyzMmDED586dw9atWwvkGIgISEpKQlBQEGrVqgVbW1tYWlrC09MTjRs3xuTJk3Hnzh1Dh6gXpUuX1jify+VyODs7o2XLltixY4ehw8uxojqgl1WfpJKZmYl169bhww8/hIuLC8zNzeHm5oZOnTrht99+M0DE+Yd9JRUGxt6X5HXA+fjx41rfBywsLFC6dGkMGDAA4eHhBRNwAZAkCc2aNTN0GHq3cOFCvHjxApMnT9a5/dmzZ5g4cSKqV68OOzs7WFtbo2LFihg+fLhR/X3fVr58eXzyySeYOXMm4uPjDR1OnigMHQAVDeXKlUPfvn2z3N61a1f4+/vD3d29wGIYN26czg+4NWrUKLDXLGxmzZoFCwsLDBs2TKP866+/xooVKxAQEAAXFxesW7cOnTp1wvnz5yGT/d849dGjR7Fx40bs27dP53sJAM2bN0ft2rUxffp09OrVSy+DjERFSUJCAho1aoQrV66gfPny6Nu3LxwdHfHo0SNcv34d8+fPR7ly5VCuXLkCi2HevHmYNGkSSpYsWWCvkVNyuRxTp04FAKSnpyM8PBx79uzBsWPH1HEWtJIlS+Lff/+Fg4NDgb+WKcmqTwKAyMhIdO7cGaGhoXB3d0fnzp3h6uqKx48f48CBA9i/fz86deqELVu2wMbGxgDRvx/2lWRohaEvMbTatWujY8eOAIC4uDicPn0a69evx+7du/H333+jUqVKBR7DiBEj0KtXL3h5eRX4a5mK2NhYLF68GL1790apUqW0tv/xxx/o1asXEhIS4O/vj88//xwKhQKXLl3CDz/8gDVr1mDVqlUYNGiQAaJ/f+PHj8eGDRvw3XffqT//GBVBVIDu3bsnAIg2bdrk6fne3t7C29tbo2zdunUCgFi3bl2O9tG0aVMBQDx9+jRPMbwvXcdgCFFRUcLCwkL07dtXozwzM1NYWVmJQYMGqcs2bNggAIizZ8+qy5KSkkS5cuVEz5493/laS5YsEQDEn3/+mX8HQERCCCG++eYbAUAMGjRIKJVKre13794V//77rwEi0z9vb29hYWGhVX7q1Ckhk8mElZWVSExMNEBkudOvXz8BQNy7d8/QoehNVn2SEEKkp6eL+vXrq/M8KSlJY/vLly9Fhw4dBAAREBCgsU31uaNfv34FGX6+YF9JhpSXvqSwfKZVyWt7DwkJEQDEkCFDtLYNGTJEABCfffZZPkVZsACIpk2bGjoMvfruu+8EAHHkyBGtbRcvXhQWFhbCyspK7NmzR2v7mTNnRPHixYUkSWL//v0a22bMmCEAiJCQkIIKPd/4+voKLy8vkZmZaehQco2X4FGhYOh1nSIiIjBjxgz4+/vD1dVVPQ13+PDhiIyM1PmctLQ0LFu2DPXq1YOdnR1sbW1RpUoVjB07Fi9fvlRPC37w4AEePHigMc135syZGvv65Zdf4O/vD1tbW9ja2sLf3x+//PKL1muqpgzPnDkTZ8+eRZs2beDo6JijX063bNmC1NRUfPzxxxrl0dHRSE5ORp06ddRlqn8/fPhQXTZr1iy8ePECy5Yte+drBQQEAADWrVv3zrpElDtnz54F8PpXU11tv0yZMvDx8dEqj4yMxJgxY1C+fHlYWFigePHi6N69O65du6ZVV3XpcGxsLEaNGoVSpUpBoVCoz9HZXTJ28uRJdOrUCcWLF4eFhQUqVKiAqVOnIikpSavub7/9hqZNm8LV1RWWlpYoVaoU2rZtiz179uTuTXlLw4YN4ePjg+TkZNy4cUNr+969e9GyZUsUK1YMlpaWqFq1KhYtWoTMzEyNekqlEmvWrEG9evXg5OQEa2trlC5dGl26dMHJkyfV9bK6DOTp06cYPXo0KlSoACsrKzg5OaFatWoYPny4eup86dKl1ef7MmXKqPuJNy+p2L17N3r37o3y5cvD2toaDg4OaNy4sc7L0N6M5e7du+jRoweKFSsGGxsbtGrVCpcvX9b5nkVGRuLrr79GpUqVYGlpCScnJ/j7+yM4OFir7pUrV9CrVy+4u7vD3Nwc3t7eGDlyJGJiYnT/QXTIqk8CXveJZ8+eRePGjfHTTz/ByspKY7ujoyN27NiB8uXLY/v27Th27JjO18jp8avyPS4uDsOGDYO7uztsbGzQpEkTXLx4EcDryzn69esHV1dXWFtbo02bNvjvv/+09nXx4kX06NEDXl5esLCwQIkSJVC/fn3Mnz9fqy77SjKkvPYlAJCYmIixY8eiZMmSsLCwQPXq1bFz506teqplMHTR1Y+8+X3g6NGjaNSoEWxsbODs7Ix+/fppnGPWr1+PMmXKAHh9znjzc/b7rOGjmhXzzz//aG1LSEjAjBkz8MEHH8DKygqOjo5o27YtTp06pVU3J+d/IOt1h0JCQtCuXTt4eHjAwsICHh4eaNasGdasWQPg/74TAMCJEyd0Li8SFxeHBQsWoGnTpvDw8IC5uTk8PDzw2Wef6by88s1Ytm/fjlq1asHKygru7u4YNWoUkpOTdb5nf/31F7p27YoSJUrAwsICpUqVQrdu3bTeFyEEfv75ZzRs2BD29vawtrZGnTp18PPPP2fx19Bt/fr1cHZ2RvPmzbW2jRo1Cqmpqfjuu+/QuXNnre3169fH5s2bIYTAyJEjtfp9lZwc/5vfy86cOYPmzZvDzs4OLi4uGD58uLr+oUOH0LBhQ9jY2KBEiRKYOHFinj9vqAQEBODhw4c4evRojt+3woKX4BHh9Rem4OBgtGzZEn5+fjAzM0NYWBhWrVqFw4cP4+LFixqXVqSkpKBNmzY4efIkKlSogAEDBsDCwgLh4eFYvXo1PvvsM5QuXRozZszA0qVLAQBfffWV+vlvfrEYM2YMli5dipIlS2LQoEGQJAm//fYb+vfvj8uXL2Px4sVa8Z45cwZBQUFo3rw5vvjiC42BoqyoTlD+/v4a5cWLF4elpSUuXbqkLgsLCwMA9XTgK1euIDg4GD/88ANKlCjxztfy8PCAl5cXQkJC3lmXiHLHyckJwOuFKHN6CfGdO3fQrFkzPHnyBK1bt0aXLl0QGRmJ3377DYcPH8bRo0fh5+en8ZzU1FS0aNECCQkJ6NSpE8zNzd/Z/levXo3hw4ejWLFi6NSpE1xcXHD+/HnMnTsXISEhCAkJgbm5OQBg1apVGD58ONzd3dG1a1c4Ozvj6dOnOHfuHPbs2YMuXbrk+r15k/j/izsrFJofdQIDAzFv3jx4enqie/fusLe3x8mTJzF+/Hj8/fffGmtHTZ48GQsXLkS5cuXQp08f2NnZ4cmTJ/jrr79w7NgxNGnSJMvXT0pKQsOGDXH//n20bt0aXbt2RVpaGu7evYv169djwoQJsLe3x1dffYX169fj8uXLGD16NBwdHQFAY+3AyZMnw9zcHI0aNYK7uzuioqLw+++/o0ePHvjuu+8wcuRIrde/f/8+/Pz8UKVKFQwcOBB37tzB3r170bx5c/z7778af8vw8HA0b94cT548QaNGjdClSxckJibi2rVrmDt3LsaNG6eu+/vvvyMgIAByuRwfffQRSpUqhRs3buD777/H4cOH8ffff6NYsWLv/Ptk1ScBUH8ZmTJlSpZfXq2srDBu3DgMGzYMP//8M1q0aJHn4wde/6j04YcfIiUlBT179sTz58+xfft2tGrVCmfOnEHbtm3h5uaGvn374r///sO+ffvQsWNHXL9+HXK5HABw6dIlNGjQAHK5HJ07d4a3tzdiY2Nx/fp1/PTTT1qXg7KvJEPKS18CvL7UuXXr1njx4gW6deuGpKQkbN26FQEBATh06BBat2793rHt27dPfZntsGHDcPLkSWzYsAF37txRD2rUqFEDo0ePxrJly+Dr66vRZ7zP2qtZ9R0vXrxAkyZNcP36dTRu3Bht2rRBXFyc+ryyY8cOdQw5Pf9n5cCBA+jUqRMcHR3RuXNn9Xn/0qVL2LRpEwYPHqz+njFr1ix4e3tr/ACi+nv++++/mD59Opo3b46uXbvCxsYGN2/exObNm3HgwAFcvHgR3t7eWq+/YsUKHDx4EJ07d0azZs1w6NAhLF++HDExMdi0aZNW3ZEjR8LKygpdu3aFl5cXnjx5glOnTmHnzp1o1KiR+n3t27cvNm/ejIoVK6JPnz4wNzfHn3/+iUGDBuHGjRtYtGjRO/8+L1++RFhYGNq2bauxTAjwui87deoUSpYsiQEDBmS5jw8//BB+fn74+++/ERISglatWuX5+AHg77//xoIFC9CmTRsMGTIEISEhWLVqFeLj49G5c2f069cPH330Efz8/HDgwAEsXLgQ9vb2mDJlinofuf28Ub9+fQDAsWPH8OGHH77zfStUDDr/ikyeampsuXLlxIwZM7T+U13ildVldfl5Cd64ceO0Xn/VqlVCCCGeP38uEhIStJ77yy+/CABizpw5GuXjx48XAMSnn34qMjIyNLbFxsZq7Cu76conT54UAETlypVFbGysxj58fHwEAPHXX3+py1VThgGItWvX5uj4VVxcXETJkiV1bhs+fLiQyWSiT58+YsSIEcLOzk7UqFFDZGRkiMzMTOHn5yeaN2+eq9fr2rWrACDu3r2bq+cRUfb27NkjAAh7e3sxceJEcfToUfHixYtsn9OgQQOhUCjE//73P43yW7duCTs7O1GtWjWNcm9vbwFAtG7dWuvyJyF0XzJ2/fp1oVAoRM2aNUVMTIxG/Xnz5gkAYtGiReqyWrVqCXNzcxEZGam1/+jo6GyP5804dV2Cd+LECSGTyYSzs7NITk5Wl//vf/8TAES7du00Ls1TKpVi6NChAoDYuXOnutzJyUmULFlS6zI+pVKpcYy6LgP5/fffBQAxZswYrfji4+NFamqq+vG7LsG7c+eOVllCQoKoVq2acHBw0IhPFQsAMX/+fI3nTJ06VQAQ8+bN0yivV6+eACB+/PFHrdd59OiR+t/R0dHC3t5eeHp6igcPHmjU27x5swAgRowYofMY3pZVn5Seni7MzMyEQqHQ+Nvpcvv2bQFAlC1bVl2Wl+NX5fvHH38s0tPT1eXz588XAISjo6MYM2aMxmVKw4YNEwDErl271GVjx44VAMTevXu1Ys0qp9lXkqHkpS9RtZXOnTtrnMOOHDmic8kN1WdwXXSd91Sf8RUKhTh16pS6PCMjQzRr1kxreYiCuARv8ODBAoD48ssvNcr79OkjAIiff/5Zo/zZs2eiVKlSwsXFRX3Oys35X9dlX926dRMAxOXLl7We//a5BNlcghcbG6vVHwshxLFjx4RMJhODBw/WKFfF4uDgIG7evKkuT0pKEhUrVhSSJIknT56oy69cuSLkcrnw8PDQ6r+USqVG3R9//FF9yeeb59nU1FTRqVMnAUBcuHBB53G86cCBAwKAmDJlita29evXCwDik08+eed+AgMDBQDxzTff5Pn43/xe9ublfmlpaaJ69epCkiRRvHhxce7cOfW2+Ph44erqKpydnTXeh5x+3nhzPwBEkyZN3nmshQ0HoKhAvflBUNd/S5YsEULoZwBK13++vr7ZPlepVAp7e3vRrFkzdVlGRoawt7cXDg4O7+yoszoGlYEDBwoAYtu2bVrbtmzZoj5Rq6hOdDVr1nzn674pNTVVABC1atXSuT0pKUl89dVXomTJkqJYsWKiS5cu6i8dy5YtE5aWluL27dsiMjJSdO/eXVhZWQlbW1uda3OoqL7MnTx5MlexEtG7LVy4UNja2mqcz8qVKye+/PJLcfv2bY26Fy9e1DqXvEn1pfnq1avqMtWXDF0ffoXQ/cVh1KhRWoPmKpmZmcLFxUXUrl1bXVarVi1hY2MjXr58mYsj1+Tt7S3kcrn6R4XAwEDx8ccfCzMzMyGXy8XWrVs16n/00UcCgHj48KHWvmJjY4UkSaJ79+7qMicnJ1GmTBmNLwu6ZDcAFRgY+M7jyOsaUMHBwQKAOH78uFYsZcqU0VobQrWtW7du6rJz587l+EPs4sWLBQCxceNGndtr1aolihcv/s79ZNcnPXv2TAAQbm5u79xPcnKyACCsrKzUZbk9fiH+L9/v37+vUf7w4UMBQNja2opXr15pbFP9gDRjxgx1maotvT3Qmx32lWRIuelLhPi/tqJrwNTb21s4OTlplOV1AErX+kuqbd9995267H0HoGrXrq3uP7766itRu3ZtAUBUqFBBY+3YqKgoIZfLRcuWLXXuT7Um0b59+4QQuTv/ZzcApetv8LbsBqCyU61aNVG6dGmdsUyfPj3LOH///Xd12fDhw3UOyulSvXp1YWNjo/OHhStXrqgnC7zLDz/8oJUHKqofDSZNmvTO/axatUoAEMOGDVOX5fb4VXn05vdEFdUaawMGDNDapvr+92bu5/TzxpssLS01foAxFrwEj/SiTZs2OHTokEFjePr0Kdzc3LLcvmvXLvzwww+4ePEiXr58qXFtbkREhPrfN2/eRHx8PFq1apWjywyyo7rUTdftU1Vlb14ap1KvXr1cvY7qmvms4rWyssKSJUuwZMkSjfLHjx9j6tSpmDZtGipUqID27dvjypUr2LRpE169eoWRI0fC0tIS33//vdY+VVO7o6OjcxUrEb3b+PHjMXToUBw6dAhnzpzBhQsX8Pfff2PFihVYu3Yttm3bho8++ggAEBoaCuD1GjZvrz8HvD6nqf5ftWpVdbmlpSWqVauW45hUr3Po0CEcOXJEa7uZmZn6tYDX6xdMmjQJVatWRa9evdCsWTM0atRIfQlaTmVmZmLWrFkaZXK5HNu2bUP37t21YrSxscHatWt17svKykorxtWrV6Nq1aro2bMnmjZtivr16+formtNmjSBm5sb5s2bh0uXLqFDhw5o1KgRqlWrlus7nkVGRmL+/Pk4ePAgHjx4oLUOxZt9lIqvr6/W5Qmenp4AXt9BSOXcuXMAkKPLZlR/49DQUJ3rH6WkpCA6OhrR0dEoXrx4lvt5V5+UW7rez5wev4qjo6PWpSiqO/NWqFBB62+u2vbkyRN1WY8ePbB06VJ06dIFAQEB+PDDD9GoUaNs727FvpIMKTd9iYqjo6N67aU3eXp6qteVel+1atXSuX9Ad/vNq3/++UdrracKFSrg9OnTcHFxUZedP38emZmZSElJ0dmPhoeHA3jdj3bs2PG9z/8BAQHYtWsX/Pz80Lt3b7Ro0QKNGzeGq6trro/x+PHjWLp0Kf7++29ER0cjIyNDvU11Sfzbcvr+57T/SEpKwtWrV+Hh4aFzPbz09HQA0Oh/s5Jf/Yf4/5da6vp75Db/atasqVWm6iN0Xd76Zv+hulw0L583nJycjLLv4AAUEYDg4GB8/fXXcHFxQevWreHp6ale9HTp0qVITU1V11WdePLj9uPx8fGQyWQanZxKiRIlIJPJEBcXp3NbbqiOJavFA7Py5ZdfonTp0hg/fjxu3bqFgwcPYuPGjejatSuA12tszJ49GwsWLNA6Qapey9raOlevSUQ5Y2dnh48//li9iHNcXBwCAwOxcuVKDBo0CE+ePIG5uTlevHgB4PWaEgcOHMhyf4mJiRqPXV1dczVQonqduXPn5qj+hAkT4OzsjNWrV2Px4sUIDg6GQqFA+/btsXTpUp1fcHSxsLBASkoKAODVq1c4duwYBg4ciP79+6N8+fLw9fXViDEjI0NrwOpNb74P3333HcqWLYv169djzpw5mDNnDiwtLREQEIDg4OBsB1kcHBxw9uxZzJgxA/v27cMff/wB4PWH2MmTJ2P48OE5Or4XL16gbt26ePjwIRo2bIhWrVrB0dERcrkcly5dwt69ezX6qDdf/22qNU3e/IElN32a6m+8YsWKbOslJiZm+95k1yc5OzvDzMwM0dHRSElJgaWlZZb7efToEQDo/HEpp8efk/q61mpRbVN9cQJer8lx7NgxzJs3D1u2bFEvBFy7dm18++23OhfMZV9JhpbTvkRFV1sBXrcJpVKZLzHltv3m1ZAhQ7B69WoIIfD06VMsWbIEixYtQkBAAI4cOaJe30117jt9+jROnz6d5f5U/cf7nv979uwJMzMzLF26FD/88ANWrlypvjnF4sWLc7xm144dO9CzZ0/Y2tqiTZs2KF26NKytrdULlT948EDn83LTf0iSpB5QycrLly8hhMCTJ09y3P9mJbv+Q9UXqPqG7Dx+/FjjOW/Kbf5l10fktP/Iy+eN5ORko+w7eBc8KvIyMjIwe/ZseHh44Pr169i0aRMWLFiAmTNnYsaMGUhLS9Oor/p1/s1fPfPK3t4eSqUSUVFRWtsiIyOhVCp1nrhy++u5o6MjzMzM1B1oTuzcuRP79+/HTz/9pDFz4c1fBWrXro309HSdd9JQvZauwTUiyn8ODg74/vvv4e3tjejoaFy9ehXA/334Wb58OcTrS+91/tevXz+N/eX2PKN6nfj4+Gxf5839Dx48GBcuXEBUVBR2796Nbt264ffff0eHDh3y9CXD1tYWH330EbZt24ZXr16hf//+Gq9pb28PZ2fnbOO7d++eur6ZmRnGjx+P69ev48mTJ9i8eTMaN26MDRs24JNPPnlnPKo73EVFRSEsLAwLFiyAEAJffvkltmzZkqNjWrt2LR4+fIg5c+bg1KlTWL58OWbPno2ZM2fqXMA7t3LTp6n+xlevXs32PdS1qO3br5lVn6RQKFC3bl1kZGTgxIkT2e5HtZC5ajHWwqBp06Y4dOgQXr58iZCQEIwdOxbXr19Hhw4d2FeSUciqL8kL1SzEN2fdqOj6gdVQJEmCh4cHvv32W/Tt2xfHjx/H8uXL1dtV575x48Zle+6bMWOG+jnve/7v1q0bTp48iRcvXuDgwYMYPHgwTpw4gTZt2uR4FtjMmTNhaWmJf/75Bzt27MC3336LWbNmqcvfl6Ojo3rwLjuq96927drZvn85uSGD6lypq/9o0KABgNezvt71GaKw9R+5/byhVCoRFxdnlH0HB6CoyIuOjkZcXBz8/f21GvGFCxe0RtgrVaoEe3t7nD9/Hi9fvnzn/uVyeZYnQdWUTV23i1V98M7NnUmyU7VqVdy/f19jtD0rcXFxGDVqFEaMGKHzzlgqqlkHur6o3rp1C2ZmZlnewpeI8p8kSVq/hqnacH5dGpEV1euoLtPKDWdnZ3Tp0gXbtm1DixYt8O+//+q8xCunWrZsiS5duuDSpUsaH/T9/PwQExOjvlwiNzw8PNC7d28cOnQIFSpUwJEjR3I8q1Qul6NGjRqYMGGCOp7ff/9dYzug+5dV1aDF25fBAK9vff2+VJd0/+9//3tn3fzMpez6JNXdnObNm6cxgPimlJQU9V1iBw4c+N7x5DcrKys0a9YMwcHBCAwMRHJyss5LU9lXUmGkqy/JC9VlUm8PcCuVSly+fPm995/duTOvFi5cCCsrK8yZMwcJCQkAgLp160KSpDyd+951/n8Xe3t7tG3bFj/++CP69++PyMhI/P333+rtMpksy+O/c+cOKleujAoVKmiUR0RE6BwQz62c9h92dnaoXLky/v333/e+hFK1NICufrxChQpo0KABnjx5gl9++SXLfRw9ehR///03ypQpo3NmqqHl5PNGeHg4lEplrpZKKCw4AEVFnqurK6ysrHDx4kUkJSWpy1++fKnz1tYKhQJDhgxBXFwcRo8erXXSj4uLw6tXr9SPVdfnqgZr3qSacTBr1izEx8ery+Pj49VTVN+elZBXTZs2RUpKSo5+yZo4cSIUCoXGpTSVK1cG8PrWuCr79u2Dubk5ypYtq/H89PR0hIWFoU6dOkY5NZSoMPvhhx9w/vx5ndt27dqFmzdvwtHRUb2eU7169eDn54ctW7Zg27ZtWs9RKpXvnGmSE8OHD4dCocDIkSN1Tn+PjY1Vr3sHAIcPH9b6VTw9PV39q6Zqmn1ezZw5E5IkYdasWerz9KhRowC8HrBQrSPxpmfPnuHff/8F8Hqw/dixY1oDIImJiUhISICZmZn6y48u165d03l5w/PnzwFoHp9qHSDVJQFvUs0mUt16XGXz5s3qyzreR926dVGvXj2cPHkSP/30k9b2N784DhgwAHZ2dpgyZQquX7+uVTcpKSnHA5DZ9Un9+/eHn58fTpw4gaFDh2r1n3FxcejZsyfCw8Px8ccfo0WLFjl6zYL2119/afTlKrr+5gD7SjKs3PYleVGnTh0AUF+OqrJ48WKN2aZ5VaxYMUiSpPPcmVfu7u4YOnQoYmJisHTpUgCvL9MKCAjAmTNn8O233+ocGP/777/V3yNyc/7X5ejRozq/N0RGRmo938nJKcvj9/b2xn///ad+XeD14P2wYcN0zkrLraFDh0Iul2Pq1Klax/v2zKhRo0YhKSkJn3/+uc5L7e7du4f79++/8zWrVasGJycn9fpTb1u2bBnMzc0xcuRI7N+/X2v7uXPn0KdPH0iShOXLl2fbj+tLXj5vqAYhmzZtqrc48wvXgKIiTyaTYfjw4QgODoavry86deqE+Ph4HDx4EN7e3vDw8NB6zjfffIPQ0FBs3LgRoaGhaNeuHSwsLHD37l0cOnQIp06dUs9catGiBS5cuIBOnTqhcePGMDc3R6NGjdCoUSM0adIEI0eOxPLly1G1alV0794dQgjs2rULjx49wqhRo9CkSZN8Oc4uXbpg6dKlOHLkiM7F9VROnz6NH3/8Eb///jtsbW3V5RUrVkSHDh3wzTff4MGDB3j16hW2b9+O0aNHa63/dPLkSaSmpqJLly75EjsR/Z+DBw9i6NChKF++PBo2bAgPDw+8evUKly5dwl9//QWZTIaVK1fCwsJC/ZwtW7agefPm6NWrF5YuXYratWvD0tISDx8+xNmzZxEVFaXzw25uVK1aFStXrsSwYcNQqVIltG/fHuXKlUN8fDzu3r2LEydOoH///li9ejWA12tcWFtbo1GjRvD29kZ6ejr+/PNP3LhxAz179sx24eac8PX1RdeuXbFr1y78+uuv6NevH9q2bYtp06Zh9uzZKF++PNq2bQtvb2/ExMTgv//+w19//YU5c+agcuXKSE5ORsuWLVG2bFn4+fnBy8sLr169wv79+/Hs2TNMnDgxywVcAeDIkSMYN24cGjZsCB8fHzg7O+Pu3bv4/fffYWVlhREjRqjrtmjRAosWLcKQIUPw8ccfw8bGBl5eXujTpw8+/fRTLFiwACNHjkRISAi8vb1x5coVHDlyBN26dcOuXbve630CgF9//RXNmjXDF198gY0bN6J+/fpISUnB9evXERYWph6sc3FxwZYtW/Dxxx/D19cXbdu2hY+PD1JSUvDgwQOcOHECDRo0yNFNR7Lrk8zMzLB371589NFH+PHHH7F//360b98erq6uePLkCfbv34+YmBh07NgR69ate+/jzy/BwcH4888/0bx5c5QtWxaWlpa4ePEijh49ivLly6vXT1RhX0mGlJe+JLcGDBiAhQsXYubMmbh06RLKlSuHCxcu4Nq1a2jatOl7//hha2uLunXr4uTJkxgwYAAqVKgAmUyGPn36vFcfMnHiRPzwww9YvHgxRo4cCUdHR6xcuRK3bt3ChAkT1OdJBwcHPHr0CP/88w/Cw8Px9OlTWFtb5+r8r8u4cePw8OFDNGvWDKVLl4YkSTh16hTOnTuHBg0aoGHDhuq6LVq0wPbt29GjRw/UrFkTcrkcHTp0QLVq1TBy5EiMHDkSNWvWRI8ePZCRkYE///wTQgj4+vq+9yy0atWqYenSpRg1ahQ++OADdOnSBd7e3nj27BlOnjyJDh06qAfxhgwZgtDQUPzyyy84ffo0WrVqBQ8PDzx//hw3b97E33//jc2bN6sX5c6KJEn46KOPsGHDBjx9+lRr/ak6depg586d6N27Nzp16oT69eujfv36UCgUuHTpknptr59++gkdOnR4r+PPL3n5vPHnn39CLpejY8eOBor6PeTfDfWItKluj9qmTZts66lurbpu3TqNcm9vb+Ht7Z2jullR3QL2zdupvi0tLU3MnTtXVKhQQVhYWAgvLy8xduxYkZCQoDMGIYRISUkRixYtEjVq1BBWVlbC1tZWVKlSRYwbN07jtuIJCQni888/F+7u7kImk2ndtlkIIX7++WdRt25dYW1tLaytrUXdunV13tJUdbvPt5+fUz4+PqJatWrZvg9VqlQRAQEBOrdHRUWJgIAAYWNjIxwdHcWQIUN03k61f//+wtzcXERGRuYpTiLK2s2bN8XChQvFhx9+KMqUKSMsLS2FpaWlKFeunOjXr5+4cOGCzue9ePFCTJ06VVStWlV9zqpQoYLo06eP2LVrl0bdrM57Krpun61y7tw50atXL+Hh4SHMzMxE8eLFRa1atcSkSZPEv//+q663cuVK8dFHHwlvb29haWkpnJ2dhZ+fn/jhhx9Eenp6jt4Lb29vYWFhkeX2y5cvC0mSRNmyZTX2+eeff4pOnToJFxcXYWZmJtzc3ET9+vXF7NmzxcOHD4UQr8+HCxYsEK1btxaenp7C3NxclChRQjRt2lRs3bpV43V03Qr8xo0bYvTo0aJmzZrC2dlZWFhYiLJly4r+/fuLGzduaMW6cOFCUaFCBWFmZqZ1W+1Lly6J1q1bi2LFigk7OzvRtGlTceTIEZ394btuS/72vlWePXsmRo8eLcqWLSvMzc2Fk5OT8PPzE4sXL9aqe/PmTTFo0CDh7e0tzM3NRbFixUS1atXEqFGjxLlz53S+ri7v6pPS09PFmjVrRIsWLYSzs7MwMzMTrq6uokOHDmLHjh06n5OX488u37N6v3S9zqFDh8Rnn30mKlWqJOzs7NSfC6ZOnSqio6O19sG+kgwpL31Jdm1F9Xn7bRcvXhQtW7YU1tbWwt7eXnTu3FmEh4fr7Eey+4yf1WfgW7duifbt2wtHR0chSZIAIEJCQrI9dtW+hgwZkmWdcePGCQBi2rRp6rKkpCSxcOFCUbt2bWFjYyOsrKxEmTJlRJcuXcSGDRvU/Uxuzv8zZszQinnr1q0iICBAlCtXTlhbWwsHBwdRo0YNsXDhQvHq1SuN5z99+lQEBASI4sWLq79nqN4/pVIpVq9eLT744ANhaWkp3NzcxKBBg8Tz5891/r10xaLyrr9Nx44dhZOTkzA3Nxeenp6ie/fu4vTp01p1t23bJlq1aiWKFSsmzMzMRMmSJUWzZs1EcHCwiIqKyvLv8aazZ88KACI4ODjLOk+ePBFff/21+OCDD4SNjY2wtLQU5cuXF0OHDhW3b9/W+ZzcHn9238uye7/efp3cfN4QQojExERha2srunTpkuXxF2aSEFlcXE9EJufHH39U/wLx9tpO+SU2NhZeXl7o0aMHfv755wJ5DSIiMn766JMKK/aVRER516BBA8TFxeHatWu5vmmKsfv5558xaNAgnDhxIt+ulNEnDkARFSGZmZmoVq0aSpcunS9rh+gyY8YMLFq0CLdv387Rbb2JiKho0kefVFixryQiyrszZ86gYcOG2LZtGwICAgwdjt5kZGTAx8cHH3zwAfbu3WvocPKEi5ATFSFyuRzr1q2Dn5+fxkLp+alYsWLYsGEDP1ATEVG29NEnFVbsK4mI8q5BgwZYvXp1ju7ubUoeP36Mvn37qu8Ca4w4A4qIiIiIiIiIiAoUZ0AREREREREREVGB4gAUEREREREREREVKA5AERERERERERFRgVIYOgBDUCqViIiIgJ2dXZG7bSMRmSYhBBISEuDh4QGZjL8tFCT2IURkatiH6A/7ECIyNbnpQ4rkAFRERARKlSpl6DCIiPLdo0eP4OnpaegwTBr7ECIyVexDCh77ECIyVTnpQ4rkAJSdnR2A12+Qvb29gaMhInp/8fHxKFWqlPr8RgWHfQgRmRr2IfrDPoSITE1u+pAiOQClmu5qb2/PEz8RmRRO5y947EOIyFSxDyl47EOIyFTlpA/hRd5ERERERERERFSgOABFREREREREREQFigNQRERERERERERUoDgARUREREREREREBYoDUEREREREREREVKCK5F3wiMh4hIaGYvv27Xj48CG8vLwQEBAAf39/Q4dFRPmI7ZyIiIj0hZ87DIczoIio0AoNDcXcuXMRHh6O1NRUhIeHIygoCKGhoYYOjfKJUqlEUlKSocMgA2I7JyIiIn3h5w7D4gwoItKSmpqKZ8+eGToMrFmzBsnJyVrla9euhbu7e4G9rpubGywsLAps/0VZSkoKtm7digMHDuD06dOIjIyEEAIWFhaoUqUKWrRogU8++QS+vr6GDpX0ZPv27VplQgjs2LGDv0YSmYDbt2/jyZMnSE5ORvHixVGpUiU4ODgYOiwiKqL4ucOwOABFRFqePXuG2bNnGzoMHD16FJmZmVrld+7cgRCiwF532rRp8Pb2LrD9F0XJyclYuHAhli1bhri4OPj4+KBly5ZwdXWFpaUlXrx4gbt37+Knn35CcHAwGjRogIULF6J+/fqGDp0K2MOHD3NVTkSFX2hoKFavXo2DBw8iOjoawOsveJIkQSaToUaNGujbty/69+/PwSgi0it+7jAsDkARkRY3NzdMmzbNIK/99OlTrFmzBoMHDwYA3L9/X6tOmTJlMHXq1AKLwc3NrcD2XVRVqFABNjY2mDp1Kj755BOUKFFCZz0hBEJCQrBu3To0b94c33//vToXyDR5eXkhPDxcZzkRGZdLly7hq6++wsmTJ1G5cmX06NEDtWrV0vqxITQ0FFOmTMG0adMQGBiIsWPHwtzc3NDhE1ERwM8dhsUBKCLSYmFhYfAZQO7u7hg8eDCCgoI0ZjtJkoTBgwcbPD7KnW+++Qb9+vWDXC7Ptp4kSWjRogVatGiBWbNm8deoIiAgIEBnOw8ICDBgVESUF35+fvjkk0+wePFi1KpVK9u6iYmJ2Lp1KxYuXIiMjIwC/WGJiEiFnzsMSxIFeR1LIRUfHw8HBwfExcXB3t7e0OEQ0RsePHiA2bNnqy+DCw0NxY4dOzTuUuHn52foMAsdntf0h+91/mM7JzKs/DqvhYeHo0KFCrl6TmZmJh49eoTSpUvn+XWNCfsQIsPj5478lZvzGmdAEVGh5u/vzwUBi4CUlBTcv38fFSpUeOcsKTI9bOdEpiG3g08AIJfLi8zgExEVDvzcYTgyQwdARERFy/LlyzUWuf/nn39QqlQpfPDBB6hYsSIePXqUq/0lJCRgwoQJaN26NVxcXCBJEmbOnKlRJzMzE4sXL0bbtm3h6ekJa2trVK5cGZMmTUJsbGw+HBUREb3L33//jdWrV+Pff/81dChERGQAHIAiIiK9WrNmDRwdHdWPJ06cCCcnJyxZsgRCCMyZMydX+4uJicGPP/6I1NRUdOnSRWed5ORkzJw5E97e3li6dCn++OMPfP755/jxxx/RsGFDJCcnv8cRERHR2wYPHoz+/furH2/duhUNGjTA8OHDUbNmTZw9e9ZwwRERkUHwEjwiKlChoaHYvn27xjXWnPJatD18+BA+Pj4AXs9eOnnycYKs2AAAqjlJREFUJLZu3Ypu3bqhWLFimD59eq725+3tjZcvX0KSJERHR2PNmjVadaysrHDv3j04Ozury5o1awYvLy98/PHH+O2339C3b9/3OzAiIlILCQnBjBkz1I/nzp2LNm3aYP78+fjqq68QFBSEffv2GTBCIiLSN86AIqICExoairlz5yI8PBypqakIDw9HUFAQQkNDDR0aGVBqairMzMwAAGfPnoVSqUSrVq0AAKVLl8azZ89ytT9JkiBJUrZ15HK5xuCTSr169QAg15f9ERFR9p49e6a+Y21ERASuX7+OyZMno3r16hg9ejQuXLhg4AiJiEjfOABFRAVm+/btWmVCCOzYscMA0VBh4eXlhb/++gsAsHfvXtSoUUN9x4yoqCi93hXo2LFjAIAPPvhAb69JRFQUmJmZISUlBQBw+vRpWFpaqmdAFytWjOvvEREVQbwEj4gKzMOHD3NVTkVD3759MWvWLOzZsweXL1/GokWL1NsuXLiAihUr6iWOJ0+eYNKkSahTpw46duyYZb3U1FSkpqaqH8fHxwMAMjIykJGRAQCQyWSQyWRQKpVQKpXquqryzMxMCCHeWS6XyyFJknq/b5YDrxdTz0m5QqGAEEKjXJIkyOVyrRizKucx8Zh4TEXnmN7eX37w8fHBxo0b0aBBA6xduxYNGzZUz359/PgxXFxc8v01iYiocOMAFBEVGC8vL4SHh+ssp6JrypQpUCgUOHPmDLp27YpRo0apt127dg3du3cv8BhevHiB9u3bQwiBbdu2QSbLekLwvHnzMGvWLK3ysLAw2NjYAABcXFxQrlw53Lt3D1FRUeo6np6e8PT0xO3btxEXF6cuL1u2LFxdXXHt2jWNBdB9fHzg6OiIsLAwjS+M1atXh7m5udYlK3Xq1EFaWhquXLmiLpPL5ahbty7i4uJw8+ZNdbmVlRV8fX0RHR2Nu3fvqssdHBxQuXJlRERE4PHjx+pyHhOPicdUdI4pMTER+W3cuHHo1asXtmzZAgDYs2ePetvRo0dRvXr1fH9NIiIq3CTx5s8qRUR8fDwcHBwQFxen10s9iIqa0NBQBAUFafx6K0kSpkyZAj8/P53PefDgAWbPno1p06ap146gd+N57bXo6Gi4uLhgxowZmDlzps46L1++RKtWrfDgwQMcO3bsnV+CdM2AKlWqFGJiYtTvdWGf3QCY3owNHhOPiceUf8cUHx8PZ2fnfO9DQkNDcebMGdStWxeNGzdWl8+YMQN+fn5o3759vr2WsWB/TUSmJjfnNc6AIqIC4+/vj8DAQOzYsUPjLnhZDT4RFTTV4NO9e/dy/Au8hYUFLCwstMoVCgUUCs1uVPWl8W2qL4E5LX97v3kplyRJZ3lWMea2nMfEY8qqnMdkfMeU1fPel7+/v8473+qaVUpERKaPi5ATUYHy9/dHcHAwduzYgeDgYA4+EYDXl2J8/PHHqFevHqpXr67xn6+vb4G8pmrw6e7du/jf//6HmjVrFsjrEBGRpqSkJLx48ULrv9xISEjAhAkT0Lp1a7i4uECSJJ0zXfv376++O+qb//n4+Ojc7/Lly+Hj4wMLCwuUKVMGs2bNQnp6ula9yMhI9O/fH8WLF4e1tTXq16+Po0eP5uoYiIiKOs6AIiIivfr2228xceJEuLi4oHz58up1lN7HwYMHkZiYiISEBADAjRs3sHPnTgBA+/btIUkS2rRpg7CwMCxduhQZGRkIDQ1VP1+1PgsREeWPpKQkBAYGYtOmTVkONr19aWB2YmJi8OOPP8LX1xddunTBmjVrsqxrZWWlvsvpm2Vvmzt3LqZNm4ZJkyahdevWOH/+PKZOnYonT57gxx9/VNdLTU1Fy5YtERsbi2XLlsHV1RUrVqxA27ZtceTIETRt2jTHx0FEVJRxAIqIiPRq5cqVGDhwIH744YcsLy/JrWHDhuHBgwfqxzt27MCOHTsAAPfu3QMAnD9/HgAwevRoref369cP69evz5dYiIgIGDFiBDZu3IhOnTqhcuXKMDc3f6/9eXt74+XLl5AkCdHR0dkOQMlkMp2X/r0pJiYGc+bMweeff46goCAAQLNmzZCeno6pU6fiq6++QpUqVQAAa9euxbVr13DmzBnUr18fANC8eXP4+vpiwoQJ+Pvvv9/r2IiIigoOQBERkV7FxMSgT58++Tb4BAD3799/Z50ieM8NIiKD2bdvH+bNm4evv/46X/YnSVK+7Efl0KFDSElJwYABAzTKBwwYgClTpmDPnj3qAajdu3ejUqVK6sEn4PW6WX379kVgYCCePHmCkiVL5mt8RESmiGtAERGRXjVs2BD//vuvocMgIqICZqi19pKTk+Hm5ga5XA5PT0+MGDFC6zLAa9euAQCqVaumUe7u7o7ixYurt6vq6rpphars+vXr+X0IREQmiTOgiMgohYaGYvv27Rp313vXdHsqHJYuXYquXbuiVKlSaNu27XtflkFERIVPt27d8L///Q8tW7bU6+v6+vrC19cXVatWBQCcOHECS5YswdGjR3H+/HnY2toCeD0b18LCQuc6hE5OToiJiVE/jomJgZOTk856qu1ZSU1NRWpqqvpxfHw8ACAjIwMZGRkA/u/uiEqlEkqlUl1XVZ6ZmakxizercrlcDkmS1Pt9sxzQXnMrq3KFQgEhhEa5JEmQy+VaMWZVzmPiMfGYis4xvb2/7HAAioiMTmhoKObOnat+HB4ejqCgIAQGBnIQygiUL18erVq1QteuXSFJEqytrTW2S5KEuLg4A0VHRET5ITg4GN27d8fYsWPRvn17nQM4tWrVyvfXHTNmjMbjDz/8EDVr1kSPHj3w008/aWzP7rK+t7flpu6b5s2bh1mzZmmVh4WFqQe/VDfCuHfvHqKiotR1PD094enpidu3b2v0i2XLloWrqyuuXbuG5ORkdbmPjw8cHR0RFham8YWxevXqMDc3x4ULFzRiqFOnDtLS0nDlyhV1mVwuR926dREXF4ebN2+qy62srODr64vo6GjcvXtXXe7g4IDKlSsjIiICjx8/VpfzmHhMPKaic0yJiYnIKUkUwUUx4uPj4eDggLi4ONjb2xs6HCJ6w4MHDzB79mxMmzYN3t7eOuuMHTsW4eHhWuUVK1ZEcHBwQYdYKBnTeW3cuHFYsmQJatSokeXCtOvWrTNAZDljTO81EVFOFMR5LSoqCr169UJISIjWAI0QApIk5eoueG+Kjo6Gi4sLZsyYgZkzZ76zvlKphL29PTp06IBt27YBACZPnoz58+cjMTFR64cQFxcXfPjhh9i8eTOA15flNW7cGNu3b9eod+DAAXTs2BGHDx9G69atdb62rhlQpUqVQkxMjPq9LuyzGwDTm7HBY+Ix8Zjy75ji4+Ph7Oycoz6EM6CIyOg8fPgwV+VUuKxfvx4TJ07EvHnzDB0KEREVkEGDBuH8+fP46quv8uUueO9LCAGZ7P+Wv1Wt/XT16lX4+fmpy589e4bo6Gj1JXyqulevXtXap6rszbpvs7CwgIWFhVa5QqGAQqH5VUz1pfFtWd20I6vyt/ebl3JJknSWZxVjbst5TDymrMp5TMZ3TFk9T+e+clyTiKiQ8PLyQnh4OF6+fImIiAgkJyfDysqKl98ZiczMTHz44YeGDoOIiApQSEgIFi9ejM8//9zQoWDnzp1ISkrS+JzQtm1bWFpaYv369RoDUOvXr4ckSejSpYu6rGvXrhg+fDj+/vtvdd2MjAz8+uuv8PPzg4eHh96OhYjImHEAioj0Jr8WDg8ICMD48eM1LsNLSkrCo0ePEBoayoGoQq5169YIDQ1FixYtDB0KEREVEDs7O5QuXTpf93nw4EEkJiYiISEBAHDjxg3s3LkTANC+fXtERUWhT58+6NWrF8qXLw9JknDixAksXboUH3zwAQYPHqzel5OTE6ZOnYpp06bByckJrVu3xvnz5zFz5kwMHjwYVapUUdcdOHAgVqxYgY8//hjz58+Hq6srVq5ciVu3buHIkSP5eoxERKaMA1BEpBf5uXC4v78/PD09NWY/ubu7w9HRETt27OAAVCE3bdo09OzZEzY2NujQoUO2dxYiIiLj9Nlnn2Hr1q35OuN12LBhePDggfrxjh07sGPHDgDAvXv34ODggBIlSmDx4sV4/vw5MjMz4e3tjVGjRiEwMFDrjndTpkyBnZ0dVqxYgUWLFsHNzQ2TJk3ClClTNOpZWFjg6NGjmDBhAkaOHImkpCTUqFEDBw8eRNOmTfPt+IiITB0HoIhIL95euBN4vR5DXgeM0tPTNX6dVOE6UIWfr68vgNeLyY8dO1ZnnbwuTEtERIWDr68vpkyZgq5du2b5Y0O3bt1ytc/79++/s86uXbtytc9Ro0Zh1KhR76xXokQJ/PLLL7naNxERaeIAFBHpRX4vHK5aB0pXORVu06dPz/aW1UREZPw++eQTAK8Hjfbu3au1/X3ugkdERMaJA1BEpBe5GTCKjIzE7NmzERsbm+VaUQEBAQgKCtK4tagkSQgICMj/4Clf5eSW2UREZNxCQkIMHQIRERUyHIAiIr3I6YDRxYsXcenSJVSsWBFWVlZZrhXl7++PwMBA7NixQ2NR8zfvZENERESGwbWRiIjobRyAIiK9yOmA0YEDB7Sem9VaUf7+/lxw3Ejdv38f27dvx4MHD5CcnKyxTZIkrF271kCRERERERFRQeAAFBHpTU4GjCIiInSWc3Fx03HgwAF069YNmZmZcHV1hYWFhcZ2rg9FRGQafv31V2zevDnLHxvu3LljoMiIiMgQOABFRIWKh4cHrl27plXOxcVNx5QpU9CwYUNs3boVrq6uhg6HiIgKwIIFCzB58mRUqVIFvr6+Wj82EBFR0cMBKCIqVDp06IA///xTo4yLi5uW8PBw7Nq1i4NPREQm7Mcff8SXX36J5cuXGzoUIiIqJGSGDuBta9asgSRJsLW11Sjv378/JEnS+s/Hx8dAkRJRXoWGhmLs2LHo0aMHxo4di9DQUPW2WrVqwdfXF2XKlIGlpSUqVqyIKVOmcHFxE+Lt7Y1Xr14ZOgwiIipAz549Q9euXQ0dBhERFSKFagbUkydP8PXXX8PDwwNxcXFa262srHDs2DGtMiJTFRMTY3Jf1C9evIgVK1aoH8fGxuLq1asYPnw4atWqhadPn8LV1RWDBg2Cu7u7ut6DBw8MEa5e2drawtnZ2dBhFLjAwEAsWrQI7dq1g7W1taHDISKiAlC7dm3cuXMHLVq0MHQoRERUSBSqAaihQ4eiSZMmcHJyws6dO7W2y2Qy3vGKioyYmBhMnToN6elphg4lX4WGhiI+Pl6rfPr06RqznNasWaPPsAoFMzNzzJkz2yQHoUaNGqXx+Pnz5yhfvjyaN2+udbySJGHZsmX6DI+IiPLZ4sWL0bdvX9SqVQu1a9c2dDhERFQIFJoBqF9//RUnTpzAjRs3MHXqVEOHQ2Rwr169Qnp6Gizqd4LM3nQGJFKu/Qe5hYNWebK5Oaza9Nd/QIWEMj4GqWf34dWrVyY5APX999/rLN+yZYtWGQegiIiMU/Xq1TUex8TEoF69enBzc9P5Y8Ply5f1GR4RERlYoRiAioyMxFdffYX58+fD09Mzy3rJyclwc3NDVFQU3N3d0aVLF3zzzTdwcnLSY7RE+iWzd4bcyc3QYeQbe8+yiH1yX0d5mTwf59MbYQg/cRAJkRGwc/VAhabt4F6l5ntGSvlJqVQaOgQiIipgTk5OkCRJ/dgUf1AhIqK8KxQDUMOHD0elSpUwbNiwLOv4+vrC19cXVatWBQCcOHECS5YswdGjR3H+/HmtRcvflJqaitTUVPVj1eU/GRkZyMjIAPD68j6ZTAalUqnxRUlVnpmZCSHEO8vlcjkkSVLv981yAMjMzMxRuUKhgBBCo1ySJMjlcq0YsyrnMRn3MZnqF/YKTdvh/JbVwBt/D0gSKjZtl6f9Pb0RhvObV6kfxz65j/NbVqNu76FGOQiVmZmpkZc5zb23c5mIiEjfjh8/bugQiIioEDP4ANRvv/2Gffv2ISwsTOMXk7eNGTNG4/GHH36ImjVrokePHvjpp5+0tr9p3rx5mDVrllZ5WFgYbGxsAAAuLi4oV64c7t27h6ioKHUdT09PeHp64vbt2xoLo5ctWxaurq64du0akpOT1eU+Pj5wdHREWFiYxhfG6tWrw9zcHBcuXNCIoU6dOkhLS8OVK1fUZXK5HHXr1kVcXBxu3rypLreysoKvry+io6Nx9+5ddbmDgwMqV66MiIgIPH78WF3OYzLuY5LJCt1NKvOFe5WaqNt7KMJPHlLPWKrYtB3cKtfI0/7CTxzULhQC4ScPGeUA1I0bNxAZGal+nNPcS0xM1HuseRUWFoY///wTDx8+hCRJKFWqlPqcTkREREREpkkSb04L0bNXr16hfPny6Nu3r8a6T8OHD8fvv/+Ox48fw8zMTD1I9DalUgl7e3t06NAB27Zty/J1dM2AKlWqFGJiYmBvbw+gaM2s4TEZxzE9evQIc+fOhVWb/iZ1CV5+OzBrBDJ1LNQuN7dAh+nLDRBR3mS+eIbkw+sRGBgILy8vdXlOcy8+Ph7Ozs6Ii4tTn9cKm6ioKPTr1w+HDx/G212PJElo164d1q1bBxcXFwNFmDPx8fFwcHAo1O81EVFu5Pd5LT4+HmvXrtX6saF169YYNGgQ7Ozs8iFq48Q+hIhMTW7OawadARUdHY3nz58jODgYwcHBWtuLFSuGzp07Y8+ePVnuQwjxzpkiFhYWsLCw0CpXKBRQKDTfAtVgwNtUXwJzWv72fvNSLkmSzvKsYsxtOY+pcB+Tqc6Aym92rh4615Syc/XQfzD5QC6X68ynd+VeVjlbWCQlJaFly5a4efMmPv/8c3Tp0gVlypSBEAL379/H7t27sW7dOnz44Yc4e/YsrKysDB0yERHlwdmzZ9G9e3c8e/YMMpkMLi4uEELg33//xaFDh/Dtt9/it99+452tiYiKIIN+Y3Fzc0NISIhW+fz583HixAkcPHgQxYsXz/L5O3fuRFJSEjswIiNREIuF5/eaUlQwli1bhjt37uD48eNo0KCBxjYfHx+0bdsWn376Kdq2bYtly5Zh0qRJBoqUiIjy6vHjx+jQoQMcHBywefNmdOrUSX0lQ1JSEvbu3YvJkyejQ4cOuHz5crY3HyIiItNj0AEoS0tLNGvWTKt8/fr1kMvl6m0PHjxAnz590KtXL5QvXx6SJOHEiRNYunQpPvjgAwwePFi/gRNRrhXUYuH5vaYUFYzt27fjq6++0hp8elOjRo0watQobNu2jQNQRERGaP78+bC1tcW5c+e0Lqe2trZG79690bJlS9StWxcLFizA8uXGc6k8ERG9v8J9zcb/Z29vjxIlSmDx4sV4/vw5MjMz4e3tjVGjRiEwMDDLNaKIqPAoyMXC3avUNMoFx4uS8PBwtGjR4p31WrZsyS8kRERG6uDBg5gwYUK2a/m5urri66+/xrJly/QYGRERFQaFcgBq/fr1WL9+vfpxsWLFsGvXLsMFRETvLSEyIlflZFqyu8spERGZhidPnqB69ervrOfr64snT57oISIiIipMuMoxEelFVouCG+ti4ZQ7FSpUwLFjx95Z7+jRo6hYsaIeIiIiovxmbW2NuLi4d9aLi4uDtbW1HiIiIqLCJM8DUMnJybh37x5u3LiByMjI/IyJiExQhabtgLdnwXCx8CIjICAAy5Ytw9mzZ7Osc+bMGSxfvhwBAQF6jIyIiPJLzZo1sX379nfW27ZtG2rUqFHwARERUaGSqwGoJ0+eYObMmahbty7s7e1Rvnx5/D/27jwuqnL/A/jnzAybbLIKiOAGLim4odhNRTPN1BYXSm+5Vy5lpWaKihKKWtptc6k0adMrWNaVXH7qNb2pk5qYoqIICAqIguw7zPn94WWu44CCwjlw+Lxfr145zzlz5vvA88ww3/MsXbt2haurK5ydnTF27Fj88ssv0Ol09RUvETVSlYuFN3dvA7WpGZq7t0Hv8TO4WHgTMXv2bLRp0wYBAQGYNWsW/u///g9xcXGIi4vD//3f/2HmzJkYOHAg2rZti9mzZ8sdLhERPYSpU6fihx9+wJo1a6o958MPP8S2bdvw6quvShgZERE1BDVaAyotLQ1BQUH44YcfYGlpiccffxwLFiyAs7MzzM3Ncfv2bSQkJECr1eKFF16Ap6cnVq5ciZdeeqm+4yeiRoSLhTddzZo1w8GDB/HKK69gw4YN2Lhxo8FxURQxZMgQfPvtt7CwsJApSiIiehTjx4/Hv/71L8yfPx/ffPMNRo4ciTZt2gAAEhMT8a9//QsXL15EYGAgvycQETVBNUpAeXt7o3fv3vjnP/+JkSNHwsTEpNpzExISsGXLFsyaNQspKSmYO3dunQVLRESNl7OzM/bt24c///wT+/fvR3JyMgDAw8MDTz31FHr27PlQ183Ly0NoaCjOnDmD6OhoZGRkYOnSpVi2bJnRuadPn8b8+fOh1Wqh0WgwaNAgrFmzBm3btn2UqhER0X9t27YNvr6+WLNmDVatWmVwzM7ODitWrMB7770nU3RERCSnGiWgfvnllxptnw0Abdu2RWhoKObNm4fExMRHCo6IiJSnZ8+eD51sqkpmZia+/PJL+Pr64vnnn8emTZuqPC82NhYBAQHo1q0bIiIiUFxcjODgYPTr1w9nzpy577bhRERUM4IgYOHChZg3bx7+/PNPg5sNPXv2vO+NbCIiUrYaJaBqmny6m62tLRcXJCIiAEBBQQEsLS3r5Xmenp7IysqCIAjIyMioNgEVHBwMMzMzREVFwcbGBsCdZJiXlxfWrFmD1atX1zo+IiKqmomJCfz9/eHv7y93KERE1EA89C54lSoqKnDx4kVcuHABFRUVdRETEREpTJs2bfCPf/wDubm5NTr/5MmTePbZZ/HRRx898FxBECDcu8PiPcrLyxEVFYXRo0frk0/AneTVwIEDsXPnzhrFRURE1fvjjz9q/ZyioiKcP3++HqIhIqKG5pESUOfPn0enTp3w2GOPoUuXLvD29sbZs2frKjYiIlKINWvW4KOPPoKrqyteeuklfPHFFzh58iSSkpKQnp6OixcvIioqCosXL0bXrl3h7+8PS0tLTJkypU5ePz4+HkVFRfDx8TE65uPjgytXrqC4uLhOXouIqKkaMGAAnnvuORw4cOCB56anp+PDDz9E27ZtERUVJUF0REQktxpNwavOG2+8gRdffBHz589HXl4eZsyYgRkzZuDo0aN1FR8RKVjahWjEHd6DvJupsHZ2g9eAYdwlT6EmTJiAsWPHIjw8HBs3bkRERITRqCVRFGFhYYExY8YgPDy8zteJAgB7e3ujY/b29hBFEVlZWXB1dTU6XlJSgpKSEv3jylFc5eXlKC8vBwCoVCqoVCrodDrodDr9uZXlFRUVEEXxgeVqtRqCIOive3c5AKORxtWVazQaiKJoUC4IAtRqtVGM1ZWzTqwT69R06nTv9R7W+fPnMW/ePAwZMgSurq7o378/evToYbBzdnx8PLRaLU6cOAE7OzuEhITgtddeq5PXJyKihq1GCajw8HBMmjTJqPyvv/7C3r17YWZmBmtra8yePRvPP/98HYdIREqUdiEaJ7du0D/OTrmKk9s2wm/cdCahFMrCwkJ/oyIlJQXHjh1DamoqioqK4OjoiI4dO6JPnz71ukDt/abqVXds5cqVCAkJMSqPjo7Wr0/l5OSEdu3aITExEbdu3dKf4+7uDnd3d1y+fBk5OTn68rZt28LZ2RkxMTEoKirSl3fs2BHNmzdHdHS0wRdGHx8fmJqa4tSpUwYx9OrVC6WlpQajj9VqNfz8/JCTk4PY2Fh9uYWFBXx9fZGRkYGEhAR9ua2tLTp16oTU1FRcv35dX846sU6sU9OpU0FBAepCu3btsHPnTly8eBEbNmzA7t27sX37doNzLCws0LdvX3zxxRcYP348zMzM6uS1iYio4RPEu2+rVKNly5bo2LEjvvjiC7Rv315f7ufnh5kzZ2Ly5MnQ6XSYOXMmtFotzpw5U58xP7Lc3FzY2toiJyfHYC0QooYkKSkJoaGhsBg6CWp7F7nDqXNHNoQhO+WqUXlz9zboP32h9AHJrOL2DRTtC8eSJUvg6elZ6+fzfe2OjIwMODk5YenSpVi2bJm+/NKlS+jYsSPWrVuHmTNnGjzn3Xffxdq1a1FYWAhzc3Oja1Y1AqpVq1bIzMzU/6wb+ugGQHkjNlgn1ol1qrs65ebmwsHBoV4+Q27dumVws8HT07NJ74THz2siUpravK/VaATUxYsXsWDBAnTr1g0LFy7Ee++9B41GgzVr1uCFF17A/PnzUVJSApVKhZ9++qlOKkFEypZ3M7VW5USPol27drCwsMC5c+eMjp07dw7t27evMvkEAGZmZlXeoddoNNBoDD9GK7803qvyS2BNy++97sOUC4JQZXl1Mda2nHVinaorZ50aX52qe15dcHJygpOTU71dn4iIGo8aLUJuY2OD9evXY//+/di+fTt8fX1x7NgxDBgwAFeuXEF4eDi2bt2K+Ph4DBo0qL5jJiIFsHZ2q1U50aPQaDQYOXIkfvrpJ+Tl5enLk5OTcejQIYwaNUrG6IiIiIiIlK9Wu+D17dsXp0+fxt///ncMGTIEM2bMgEajwfDhwzFixAg4ODjUV5xEpDBeA4YB9665IwjwHjBMnoCoUduzZw927NiBXbt2AQAuXLiAHTt2YMeOHSgsLAQAhISEoLCwECNGjMCePXuwc+dODB8+HI6Ojpg7d66c4RMRERERKV6tElDAnbvIQUFBOHPmDOLi4tCxY0dERkbWR2xEpGCunbvDb9x0NHdvA7WpGZq7t0Hv8TPg0qmb3KFRIzRjxgyMHTsWU6ZMAQBERkZi7NixGDt2LG7evAngzuK9v/32G0xMTDBmzBhMmjQJ7du3x5EjRzg9hIiIiIiontVowndZWRk+/PBDREVFobi4GH/729+wdOlSHDhwAN9++y1mzZqFb7/9FuvXr0erVq3qO2YiUgjXzt254x3ViatXr9bovJ49e+LAgQP1GwwRERERERmp0QioefPm4dNPP8XIkSMxefJkHD58GM899xwAYMKECbh48SLs7e3x2GOP4R//+Ee9BkxERERERERERI1LjRJQ//znP7Fu3TosXLgQb775Jnbt2gWtVotr164BABwcHPDNN9/g559/xsaNG+s1YCIiavxiY2Mxbtw4uLq6wtTUFKdPnwZwZ52mQ4cOyRwdETVEWq0Wc+bMwZgxYzBnzhxotVq5Q6IaunTpEo4ePYqCggK5QyEiIhnVKAFlYmKiX8QVAAoKCiCKotGWrYMGDcLZs2frNkIiIlKUM2fOwM/PD4cPH0ZAQAAqKir0x/Lz83kjg4iMaLVarFixAnFxcSgpKUFcXBzCwsKYhGrgvv32W7i7u6Nz587o378/Ll26BAAIDAzEV199JXN0REQktRoloKZOnYpZs2ZhxowZmDdvHoYNG4Zhw4bB1dXV6FwzM7M6D5KIiJRjwYIF8PHxwZUrV/Ddd99BFEX9sd69e+PkyZMyRkdEDVFERIRRmSiK3AinAYuMjMSkSZPQo0cPfP755wbv9T169Kjyd0pERMpWowRUSEgIPv/8c2RlZeHKlSuYNWsWduzYUd+xERGRAh09ehTz589Hs2bNIAiCwbEWLVrgxo0bMkVGRA1VcnJyrcpJfitXrsTkyZPxr3/9C6+99prBsU6dOuHChQsyRUZERHKp0S54wJ3FxidMmFCfsRARURMgiiJMTU2rPJaVlcWRtERkxMPDA3FxcVWWU8N08eJFrF69uspj9vb2yMzMlDgiIiKSW41GQBEREdUVHx8f7Ny5s8pje/fuRc+ePSWOiIgausDAQKMRk4IgIDAwUKaI6EGaNWuGnJycKo+lpKTAzs5O4oiIiEhuNUpAdenSpdovC1VJS0vD7NmzsWrVqocOjIiIlOmtt97C5s2b8c477+Cvv/4CcGcazZo1a/D111/jrbfekjlCImpo/P39ERQUBG9vb5ibm8Pb2xuLFi1Cnz595A6NqvG3v/3NaO2nSuHh4QgICJA+KCIiklWNpuAFBgZiwoQJsLOzw9///ncEBASgR48ecHR0hCAIKCoqQnx8PLRaLX755Rfs27cPfn5+mD59en3HT0RNXNqFaMQd3oO8m6mwdnaD14BhcO3cXe6w6D5efPFFxMfHY9myZfj0008BAKNHj4ZGo0FISAhGjhwpc4RE1BD5+/vD399f7jCohoKDg/HEE0+gd+/eGD9+PARBwE8//YSlS5fiyJEjOHHihNwhEhGRxGqUgAoODsarr76Kjz/+GJs2bcLq1ashCAIEQYCJiQlKS0sB3FnXo1+/fvjnP/+JUaNG1WvgRERpF6JxcusG/ePslKs4uW0j/MZNZxKqgQsKCsKECROwb98+pKenw9HREUOHDoWnp6fcoRERUR3o1asX9uzZg5kzZ2Lu3LkAgLCwMHh5eWH37t3o0qWLzBESEZHUarwIuaurK1avXo3ly5fjjz/+wPHjx5GamoqioiI4OjqiY8eOCAgIgLu7e33GS0QK9LCjmOIO7zEuFEXEHdnLBFQj4O7ujqlTp8odBhER1ZOBAwfi4sWLiI+P199s8Pb2ljssIiKSSY0TUJVMTEzwxBNP4IknnqiPeIioibl3FNON2L8Qf+wAbJzd4NS+832TUXk3U2tVTg1DVFQUrl69ijfeeMPo2Lp169CmTRs888wzMkRGRET1oV27dmjXrp3cYRARkcy4Cx4RySLtQjSObAjD/61+F5lX41Ccl4PivBxkpyShrKgQuTdT9VPq0i5EV3kNa2e3WpVTw7BixQrk5+dXeaygoABhYWESR0RERHVt9erVePPNN6s89uabb2LNmjUSR0RERHKr9QgoIpKWLjdT7hDq3I3L53Hqp28BAKUFeRB1IrKLEiGoVIBOBwAoLyqEWFoCALj8fz/C2cXV6DrtuvfBqauXgbt32BEEtOveGxW3b9R/ReqQEn/P1YmNjUVISEiVx7p3784dVImIFOCbb76pdldTX19ffPLJJ5g3b57EURERkZyYgKIa02q1iIiIQHJyMjw8PBAYGMjdaCRQcnyX3CHUuYtaLSpyc1FaWoqygjxUVFRAEAQAd6b5AoDGxAQVt64BALJvp6Jon5XRdWwBdHWzR2JiIvLz82FlZYU2bdrANuEkihJOSlYfqp2SkhL95hVVHSsqKpI4IiIiqmtJSUnVrvfUvn17XL16tVbXy8vLQ2hoKM6cOYPo6GhkZGRg6dKlWLZsmdG5p0+fxvz586HVaqHRaDBo0CCsWbMGbdu2NTr3s88+w7p165CYmAg3NzdMmjQJQUFB+r9HKt28eRPz589HVFQUCgsL4evri+XLl+PJJ5+sVT2IiJoyJqCoRrRaLVasWKF/HBcXh7CwMAQFBTEJVc/M+o6EysZB7jDqVHHMFZSXq5Cbcx0qU3NUlBRDBKCrqIBGbQKVRgMrF3eoLa0BAM3dWsFi6KQqr+X53/8aO11upiKTjVXp0KEDoqKiMGLECKNjUVFRXKCWiEgBTExMcPPmzSqPpaen62881VRmZia+/PJL+Pr64vnnn8emTZuqPC82NhYBAQHo1q0bIiIiUFxcjODgYPTr1w9nzpyBk5OT/twVK1ZgyZIlWLBgAYYMGYKTJ09i8eLFSElJwZdffqk/r6SkBE8++SSys7PxySefwNnZGevWrcPTTz+NAwcOYMCAAbWqCxFRU8UEVCNSUlKCGzfkmVa0adOmKkclbN68Ga6uxlOj6oOLiwvMzMwkea2GRGXjALW9i9xh1Ckb97a4lZQAqFRQqUxhIgioKCuFoFJBBGDXqi3MrGzunCwI6DB0DNT2Lg+9Wx41LFOmTME777yDFi1aYObMmWjRogXS09OxYcMGbNq0CR999JHcIRJRI8SR2g1Lr1698NVXX+HFF180OvbVV1+hV69etbqep6cnsrKyIAgCMjIyqk1ABQcHw8zMDFFRUbCxufO3RM+ePeHl5YU1a9Zg9erVAO4ktJYvX45XX31Vv/ZgQEAAysrKsHjxYrz99tvo3LkzgDt/78bExODYsWPo27cvgDs7/Pn6+mL+/Pn4448/alUXIqKmqlYJqKKiIgwePBghISEYPHhwfcVE1bhx4wZCQ0Nlee2DBw+ioqLCqDw+Ph7i3evv1KMlS5bA01MJY13Ia8AwXDoUpX+s0phAbWICWzdPqE1M4dS+sz7J5D1gGFw6dTPaLa9ygXK/cdOZhGpk3njjDZw8eRKhoaFYvnw51Go1KioqIIoiXnnlFcyePVvuEImokeFI7YZn3rx5GD58OAICAjBz5ky0bNkS169fx8aNG3HkyBHs3r27VteryYip8vJyREVFYcKECfrkE3AneTVw4EDs3LlTn4Dau3cviouLMXnyZINrTJ48GYsWLcLPP/+sT0Dt3LkTHTp00CefAECj0eDll19GUFAQUlJS0LJly1rVh4ioKapVAsrCwgLnzp2DRsOBU3JwcXHBkiVLZHntgoICHD16FB4eHjA3N9eXt2nTBosXL5YkBhcXZY0CaspcO3eHu09v3Lh0FuUlxdCYmcPS3gnm1rZo7t4G/acvNHpO3OE9xhcSRcQd2csEVCMjCAK+/fZbvPrqq9i7dy9u3boFJycnDBs2DE888YTc4RFRIxQREWFUJooiIiMjmYCSydNPP40vv/wSc+fOxUsvvQRBECCKImxtbfHVV19h6NChdf6a8fHxKCoqgo+Pj9ExHx8f7N+/H8XFxTA3N0dMTAwAoGvXrgbnubq6wtHRUX8cAGJiYtCvX78qrwkA58+fZwKKiKgGap1J6tu3L06cOIGAgIB6CIfux8zMTLYRQIGBgTh27BjMzc1hYWEB4M6XyGnTpnFUEj2UbqMm4uS2jUY72HkPGFbl+Xk3U2tVTg1fv379qvyDnoiotpKTk2tVTtKYOnUqXnrpJRw7dkx/s+Hxxx+HpaVlvbxeZuadHWXt7e2Njtnb20MURWRlZcHV1RWZmZkwMzOrMhZ7e3v9tSqvW901737dqpSUlKCkpET/ODc3F8Cd0Vrl5eUAAJVKBZVKBZ1OB91/dwO+u7xylPCDytVqNQRB0F/37nIARrMZqivXaDQQRdGgXBAEqNVqoxirK2edWCfWqenU6d7r3U+tE1Br167Fc889BxcXF4waNQpWVsY7U5Hy9OjRA76+vmjRogWys7P1ayv06dNH7tCokXLt3B1+46Yj7sheo+l2VbF2dkN2ytUqy6nxunXrVpXry3l4eMgQDRE1Vh4eHoiLi6uynORlaWmJp556StLXvN90vbuP1fS82p57t5UrVyIkJMSoPDo6Wp/8cnJyQrt27ZCYmIhbt27pz3F3d4e7uzsuX76MnJwcfXnbtm3h7OyMmJgYg8/Qjh07onnz5oiOjjb4wujj4wNTU1OcOnXKIIZevXqhtLQUZ8+e1Zep1Wr4+fkhJycHsbGx+nILCwv4+voiIyMDCQkJ+nJbW1t06tQJqampuH79ur6cdWKdWKemU6eCggLUlCDWcgEfa2trlJaW6rNczZo1M3ojv7vyDVFubi5sbW2Rk5NjMD+cqpeUlITQ0FCuwyShyp+5xdBJiluE/GGkXYiucsRU7/Ezqk1aNSYVt2+gaF/4Q/exxvS+lpeXh3feeQfbtm1DcXFxledUteZcQ9GYftZETYVWq0VYWJjBnV5BELBo0SLeLKuB+npfE0URJ0+eRFJSUpU3GyZMmPBQ183IyICTkxOWLl2KZcuW6csvXbqEjh07Yt26dZg5c6bBc959912sXbsWhYWFMDc3x8KFC7Fq1SoUFBSgWbNmBuc6OTnhqaeewtatWwHcmZbXr18/o6mev/76K0aMGIF9+/ZhyJAhVcZa1QioVq1aITMzU/+zbuijGwDljdhgnVgn1qnu6pSbmwsHB4cafYbUegTU6NGja71tKhERgEfaxa62I6ao4Xr77bexdetWTJ06FT4+Pk1yd0siqlv+/v4ICgpCZGSkwS54TD7J5/Lly3j22WcRFxdX5YY1giA8dAKqOu3atdOvWXuvc+fOoX379vq1TCvXfjp37pxBO7lx4wYyMjLQpUsXfVnXrl2rvSYAg3PvZWZmVuXnnEajMVpXt/JL470qvwTWtLy69XprUy4IQpXl1cVY23LWiXWqrpx1anx1qs0a4bVOQIWHh9f2KUREdbKLnWvn7lxwXAF+/fVXrFq1Cm+99ZbcoRCRgvj7+3PB8QZk1qxZKC4uxvbt2yW72aDRaDBy5Ej89NNP+OCDD2BtbQ3gzlpghw4dwjvvvKM/9+mnn4a5uTnCw8MNElDh4eEQBAHPP/+8vuyFF17AzJkz8ccff+jPLS8vx/fff48+ffrAzY3LARAR1QS3syMiSXAXO6pUXFxstOsQUSWtVouIiAiDUSxMKhA1PidOnMBXX32FMWPG1Nk19+zZg4KCAuTl5QEALly4gB07dgAAnnnmGTRr1gwhISHw8/PDiBEjsGDBAhQXFyM4OBiOjo6YO3eu/lr29vZYvHgxlixZAnt7ewwZMgQnT57EsmXLMG3aNHTu3Fl/7pQpU7Bu3TqMHTsWq1atgrOzM9avX49Lly7hwIEDdVY/IiKlMx6/VQPx8fF45ZVX4ObmBjMzM7Rs2RITJ05EfHx8XcdHRArBXeyo0jPPPIP//Oc/codBDZBWq8WKFSsQFxeHkpISxMXFISwsDFqtVu7QiKiWrKys6nydvBkzZmDs2LGYMmUKACAyMhJjx47F2LFjcfPmTQB3Ftn97bffYGJigjFjxmDSpElo3749jhw5AicnJ4PrLVq0CB9//DF27NiBIUOG4LPPPsOCBQuwbt06g/PMzMxw8OBBDBw4EG+++SZGjhyJtLQ07NmzBwMGDKjTOhIRKVmtR0DFxsaib9++KC4uxqBBg+Dm5obU1FREREQgKioKR48eRceOHesjVpLZzZs3ERoaarALHu9KU01xFzuqtHjxYowZMwbW1tYYOXIkHBwcjM6partrpcjMzER+fr7kr1tWVoaMjAzJX7c2PvnkE2RlZRmVf/rpp498bUdHR5iYmDzydWrLysqqyjZOpHSTJ0/G1q1b8fTTT9fZNa9evVqj83r27FnjkUmzZ8/G7NmzH3heixYt8M0339TomkREVLVaJ6CCgoLg4OCA3377De7u7vry69evY9CgQVi0aBF+/PHHOg2S5Hf69GmcOXMG3t7esLCw0N+VDgoKYhKKasRrwLAqd7HzHjBMvqBIFpWLtb777rt49913qzynIe+C9ygyMzOxZPFilJaVyR1Kg6TVaqv83aekpBjtUtVYmJqYIHT5ciahqMnp0qULtm3bhmeffbbamw2jRo2SITIiIpJLrRNQhw8fxqeffmqQfAIAd3d3BAcH1+gOwv1s2rQJr776KiwtLY3uEJ8+fRrz58+HVquFRqPBoEGDsGbNGrRt2/aRXrO25Lp7LafKbWfv3TJ98+bNcHV1lSMkyfDudd3gLnZUKTg4uMnuppqfn4/SsjKMtDGHg+ahZsE/tHJRRE6F8U5UDckte1ukZuUYlbvZ2WKkjfkjXdtWLUAjcbvLLNdhV24x8vPz+TlCTc748eMBAImJiYiKijI6LgiCYm82EBFR1WqdgCosLKz2jyhHR0cUFRU9dDApKSmYN28e3NzckJNj+AdobGwsAgIC0K1bN0REROgXFOzXrx/OnDljNKe7vjTVu9eV628kJycblMfHx1e5ta6S8O513eEudgQAy5YtkzsE2TloVHAxqXpr3Prk/uBTZPVy147YeOykweeKIAh4pWtHPGYh/fQ5Inp4hw4dkjsEIiJqYGqdgOrQoQN++OGHKudzb9u27ZHWf5o+fTr69+8Pe3t7/Y4WlYKDg2FmZoaoqCj9goY9e/aEl5cX1qxZg9WrVz/069aGnHev5ZTn0BzXs7ONylvZNcck+8Y5LaImePeaiEg63Vu6Yvrjfth7MQ6puXlws7HGsE5e6NZS2SNtiZSIi3MTEdG9ap2Amj17NqZNm4acnBxMnDgRrq6uSEtLw/fff49//etf2LRp00MF8v333+Pw4cO4cOECFi9ebHCsvLwcUVFRmDBhgsFuGp6enhg4cCB27twpWQKqklx3r+UypkuHKu9Kj3msQ5P6ORBR3aioqMCePXtw8eJFo5GzgiBgyZIlMkVGcuve0hXdmXAiIiIiUpxaJ6CmTJmC9PR0LF++HL/++isAQBRFWFhYYMWKFZg8eXKtg7h58ybefvttrFq1ymhtKeDONK+ioiL4+PgYHfPx8cH+/ftRXFwMc/NHWx+CqlfVXel2jvbYffEyNmn/hJutNYZ18uaXBiJ6oMzMTPTr1w+xsbEQBEGf2L57XSgmoIiIGr+4uDh88cUX1d5sOHjwoEyRERGRHGqdgAKAhQsXYubMmTh+/DgyMzPh4OCAvn37wtbW9qGCmDlzJjp06IAZM2ZUeTwzMxNA1dty29vbQxRFZGVlVbsYdklJCUpKSvSPc3NzAdwZWVVeXg4AUKlUUKlU0Ol00Ol0+nMryysqKiCKYpNeLPHuu9LRKWnYcPSE/tjV29nYeOwkpj/up8gklCiKVf7+NRqNUbkgCFCr1UZtqbry6tre3f+mpqOiokL/vgQAarVaX363e9ve3c9p6BYtWgRzc3MkJSXB09MTf/zxB+zt7bFx40ZERUXVeOvs2oqOjkZISAhOnDiB7OxseHh4YPz48Zg3b16j3WGNiO6sUxkREYHk5GR4eHggMDCQO/Q2ADExMfD390fLli1x5coV+Pj4ICMjAykpKWjVqhXatWsnd4hERCSxWiegvv32WwwfPhwODg5G60Ddvn1bP1Wupn788Ufs2rUL0dHRD9wV6X7H73ds5cqVCAkJMSqPjo6GpaUlAMDJyQnt2rVDYmIibt26pT/H3d0d7u7uuHz5MnJycpCRkQHgztpATdmOmEsouXfxcVHEj+cvwdXZWZ6g6kHl71mn06GoqAhnz57VH1Or1fDz80NOTg5iY2P15RYWFvD19UVGRgYSEhL05ba2tujUqRNSU1Nx/fp1fXl1bU+lajprjNH/XLhwATdv3tQ/7tWrF0pLSx/Y9goKCiSP9WEdPHgQS5cuhZubG4A7bb1du3b48MMPUVxcjHnz5mHbtm11+poXLlzA448/jg4dOuDjjz+Go6Mjjhw5gvfffx9//vknfvnllzp9PSKShlarxYoVK/SP4+LiEBYWhqCgICahZBYUFIShQ4di+/btMDU1xebNm9GjRw/8+uuvmDJlCpYvXy53iEREJLFaJ6AmT56M48ePV7kgc2JiIiZPnlzjBFR+fj5mzZqFN998E25ubsj+7yLXpaWlAIDs7GyYmJjoX6tyJNTdbt++DUEQ0Lx582pfZ+HChZgzZ47+cW5uLlq1aoXu3bvr15Sq/LLfpk0beHp66s+tLPf29oYoikhOTsbPP/+MXbnFNaqjUp3IzK5yNFhqRjasbhfKEFH9UqlUsLCwQK9evYyO2draGpRXJkMdHR0NRu1Vlru5ucHFxcXg2oBx27t27VrdVoIahc6dO8PDw0P/WK1W16jtVY7sbAyuX7+O1q1bQ61WQ6VSGSTPRo4cqd+6uy5t3boVxcXF+PHHH/V33QcNGoS0tDR8+eWXyMrKgp2dXZ2/LhHVr4iICKMyURQRGRnJBJTMTp8+jfXr1+v/zqkc2T18+HDMmzcPCxcuxOHDh+UMkYiIJFbrBJR476iXuxQXF+uni9RERkYG0tPTsXbtWqxdu9bouJ2dHZ577jns2LEDFhYWOHfunNE5586dQ/v27e+7/pOZmRnMzMyMyjUaDTQawx9B5XSoe1XWq/L/TW0XvHs1lV3xKnfBEwQBgiAYtRcA1ZZX15ZqWs4RUE2TWq2usj09qO1VdbyhcnR0RE5ODoA7CdmYmBj0798fwJ2bCvUxndDExAQAjKaKN2/eHCqVCqampnX+mkRU/5KTk2tVTtLJysqCvb09VCoVTExMkJWVpT/Wq1cvvP/++zJGR0REcqjRN5bk5GRcvXpV/zg6OhrFxYYjgIqKivDll18a3Ll/EBcXFxw6dMiofNWqVTh8+DD27NkDR0dHaDQajBw5Ej/99BM++OADWFtb6+M6dOgQ3nnnnRq/Zl1parvg3Yu74hHRw+rZsyfOnz+P4cOH45lnnsH7778PGxsbmJqa1tu0mYkTJ+Ljjz/GjBkzsHr1ajg5OeHw4cP44osvMGvWLP10bCJqXDw8PBAXF1dlOcmrZcuW+qUr2rdvjyNHjuCpp54CAJw9exZWVlZyhkdERDKoUQJqy5YtCAkJ0Y8CmTlzptE5lYmITz75pMYvbm5ujoCAAKPy8PBwqNVqg2MhISHw8/PDiBEjsGDBAhQXFyM4OBiOjo6YO3dujV+T6kZVu+IN6+SFbgpcgJyI6tYbb7yB+Ph4AEBoaCi0Wq1+6na7du1q9TlSU61bt8bx48fxwgsvGCx8O3v2bHz88cf3fS43sqBHJcdGFve2vQeVq9VqCIJgNAKxuo0QarpBQn3XadSoUVi9erX+51x53VGjRkEUxUZZp/uV19fvqT5Gnj7xxBM4duwYnn/+efz973/H0qVLkZaWBlNTU4SHh+Pll1+u89ckIqKGrUYJqMDAQHTp0gWiKCIwMBBhYWHw8vIyOMfMzAxdunRB69at6yNOdOzYEb/99hvee+89jBkzBhqNBoMGDcKaNWvg5ORUL69J93f3rnhERDU1ePBgDB48GMCdRfijo6MRExMDQRDQsWPHeplOePXqVYwcORItWrTAjh074OTkhD/++APLly9Hfn4+Nm/eXO1z62MjC2pa5NjI4t62V6lt27ZwdnZGTEwMioqK9OUdO3ZE8+bNER0dbZCs8PHxgampKU6dOmVQp5pukFDfddJoNJgxYwYOHjyIs2fPwsnJCU8++STUajVycnIaZZ3k+D3Vx0YWixYtQmpqKgDgvffew40bN/DDDz9AEAQEBgbiww8/rPPXJCKihk0Q77eoUxW++eYbjBgxospFyBuL3Nxc2NraIicnR78IeU0lJSUhNDQUk+ybcapZE3CjrALhtwuxZMkSgwXCpVDZ1iyGToLa3uXBT6BGreL2DRTtC3/otvYo72tSu3s31Xs9zG6qNfHSSy/h0KFDSEhIMJhut2XLFkyZMgW//fYbBgwYUOVzqxoB1apVK2RmZhpsZFGT0Q3JyckICwvjZ0gTUfkZsnjxYnh6ejbJkTWsU+OoU25uLhwcHBrFZ0hj15g+r4mIaqI272u1XuV4/Pjx1S74XVBQgLKystpekoiImpDJkyfrp+Ddq3I31bp25swZdO7c2WitJz8/PwBATExMtc81MzODjY2NwX/A/zay0Gg0+k0DVCpVleWVi8vXZqMOUo67N7K4+7/KY3eXVbaRe9tSdeU1bXsPKq/cqfXeGKuLnXVSXp3q2pQpU5CYmFjlsaSkJEyZMqXOX5OIiBq2WiegXn31VUybNq3KY6+99hpmzJjxyEEREZFy1eVuqjXl5uaG8+fPIz8/36D8+PHjAO5MgyEioroTHh5uMN3wbhkZGfjmm28kjoiIiORW69sdhw4dwqpVq6o8NnLkSCxcuPCRgyKipiftQjTiDu9B3s1UWDu7wWvAMLh27i53WFRH6ms31Zp6++238fzzz+Opp57CO++8A0dHR2i1WqxcuRKdO3fGsGHD6vw1iYioardv34aZmZncYRARkcRqnYBKT0+Hq2vVC0+7uLjgxo0bjxwUETUtaReicXLrBv3j7JSrOLltI/zGTWcSSiHqazfVmnr22Wdx8OBBrFq1Cm+99RZycnLQqlUrvP7661i4cCFMTU3r/DWJiJqaI0eO4LffftM/3rRpE/bu3WtwTlFREX755Rd07txZ4uiIiEhutU5ANW/eHFeuXEFAQIDRsStXrsDa2rou4iKiJiTu8B7jQlFE3JG9TEApREPYTXXgwIEYOHBgvVybiIjuzJSo3DVUEARs2rSpyvM8PT2xbt06KUMjIqIGoNYJqIEDB2LlypUYNWoU7O3t9eW3b9/GqlWrMGjQoDoNkKip0+Vmyh1Cnblx+Tzijv8b+RnpsHJsAa++g+Di/RhyrydArGIDg9zrCai43TRGVSrp91yVTp06oVOnTgDujIZq7LupEhGRsfnz5+ONN96AKIpwdnbGvn370KNHD4NzzMzMYGVlJVOEREQkp1onoJYtWwY/Pz94eXnhxRdfRMuWLXH9+nVERkairKxMf9eDiB6NlZUVTExMUXJ8l9yh1ImbN2/izJkz+se3UxNw4pwWvr6+MM/PQG5urtFzrGxtUbQvXLogZWZiYtok/iifOHGiUdm1a9dw/vx5+Pn5MTFFRNRIWVhYwMLCAsCdXU3d3NxgYmIic1RERNRQ1DoB1aFDB/znP//BnDlz8NVXX6GiogJqtRoDBgzARx99hA4dOtRHnERNjoODA5YvDzXatauxCg0Nhbe3t1F5ixYtMHnyZKxfvx6iKKK4uBjJycnw9PTE3Llz0b1705mCZ2Vl1SSSL4sXL0ZBQQH+8Y9/AAAOHDiAkSNHoqSkBHZ2djhy5Agee+wxmaMkIqJH0aJFCxQVFRkkoCIiInD69GkMHjwYgwcPljE6IiKSQ60TUADg6+uLgwcPoqioCFlZWbC3t4e5uXldx0bU5Dk4OCgmIZGdna2/K3pv+QsvvABXV1dERkYiNjYWtra2mDt3Lp5//nnpA6V69+OPP2LOnDn6x4sXL4aPjw8WLVqEZcuWYfny5di2bZuMERIR0aN65ZVXYGlpifDwcADAp59+irfffhsA8OGHH2LXrl145pln5AuQiIgkp3qUJ1tYWMDNzY3JJyJ6IA8Pj/uW+/v7Y+3atVi/fj369OnTpEY+NTUpKSlo3749ACAzMxMnT57E+++/j2effRYLFizA77//LnOERET0qE6cOIGnn35a//jTTz/Fyy+/jOzsbIwaNQpr1qyRMToiIpLDQ42AqqiowJ49e3Dx4kUUFRUZHBMEAUuWLKmT4IhIOSp3PhNFUV8mCAICAwNljIrkIIoidDodAODo0aNQq9Xo378/AMDV1RUZGRlyhkdERHXg1q1baNmyJYA760ElJCRg27ZtsLGxwdSpUzFhwgSZIyQiIqnVOgGVmZmJfv36ITY2FoIg6L9MCoKgP4cJKCK6l7+/P4KCghAZGYnk5GR4eHggMDAQffr0kTs0kli7du0QFRWFJ598Ev/85z/Ru3dv/fTMtLQ02NnZyRwhERE9qmbNmiEnJwcA8J///AdWVlbo1asXAMDc3Fwxa1wSEVHN1ToBtWjRIpibmyMpKQmenp74448/YG9vj40bNyIqKgoHDhyojziJSAH8/f3h7+9fo3NPnz6NTz75xCBZVdPnUsP2+uuvY9asWfj222+RnZ2Nr7/+Wn/s6NGj6Ny5s4zRUUMSnZKGPRcvIzUnD2621hjWyRvdW7rKHRYR1UDXrl2xbt06eHp6Yv369Rg4cKD+hnVycjJcXFxkjpCIiKRW6wTUwYMHsXTpUri5uQEAVCoV2rVrhw8//BDFxcWYN28eF48lokdy8+ZNrFu3Tj8qJi4uDmFhYQgKCmISSgFmzJgBOzs7HDt2DL1798bLL7+sP1ZUVIRJkybJFxw1GNEpadhw9IT+8dXb2dh47CSmP+7HJBRRI7BkyRKMGDEC3bp1g6mpqcFN6l9//RU9evSQMToiIpJDrRNQ169fR+vWraFWq6FSqVBQUKA/NnLkSIwfP75OAySipichIcHozqgoioiMjGQCSiFeeuklvPTSS0blX375pQzRSC+zXCd3CA3ejphLKLlrzTgAgCjix/OX4OrsLE9QtcTfMzVlgwYNwsWLF/Hnn3+iW7duaNu2rcGxbt26yRccERHJotYJKEdHR/18bjc3N8TExOgXj719+zbKy8vrNkIianLuTmzfLTk5WeJIiOrHrtxiuUNo8E5kZqOiosKoPDUjG1a3C2WIiIhqy9PTE56enkblr7/+ugzREBGR3GqdgOrZsyfOnz+P4cOH45lnnsH7778PGxsbmJqacnoMEdUJS0vLKss9PDwkjoTqyqBBg7B+/Xp07NgRgwYNuu+5giDg4MGDEkUmj5E25nDQqOQOo0HLc2iO69nZRuWt7Jpjkn0z6QN6CJnlOiYbiYiIiP6r1gmoN954A/Hx8QCA0NBQaLVa/Taq7dq1wyeffFK3ERJRk9O2bVsUFRUZlAmCgMDAQJkiokcl3jWVSqfTGeycer9zlcpBo4KLiVruMBq0MV06YOOxkwbtQRAEjHmsA392RA2UWq3G8ePH0bt3b6hUqvu+1wuCwJkTRERNTI0SULt378YTTzwBGxsbDB48GIMHDwYAODk5ITo6GjExMRAEAR07doRGU+ucFhGRAWdnZwwfPhy///67wS54ffr0kTs0ekiHDh3S//u3336TLxBqNLq3dMX0x/2w92IcUnPz4GZjjWGdvNCNC5ATNVjBwcFwd3fX//t+CSgiImp6apQtGjlypP5uBnDn7nVAQAA2b94MLy8vdO3atV6DJKKmp0ePHnjhhRfkDoOIZNS9pSt3vCNqRJYuXar/97Jly+QLhIiIGqQaLUBx73QIURTx+++/Iy8vr16CIiIi5Tp79iyOHDmif5yfn4+ZM2fC398fwcHBTWIKHhFRU1VczHXRiIiaKq6ASkREkpozZw6ioqL0jxctWoSvvvoKpaWlWLlyJT7//HMZoyMiorqwfft2rF+/Xv/4ypUr6Ny5MywtLdGvXz9kZWXJGB0REcmBCSgiIpJUTEwMHn/8cQB3RtT+8MMPCAkJwenTp/Hee+/h66+/ljlCIiJ6VGvWrEFBQYH+8bvvvousrCy89dZbiI2NRVhYmIzRERGRHGqcgKpqEUEuLEhERLWVnZ0NR0dHAMBff/2FrKws/Q6HTz75JBISEuQMj4iI6kBCQgK6dOkC4M60u3379mH16tX46KOPsHz5cvz888/yBkhERJKr8ZZ1AwcOhEplmK/q16+fUZkgCMjJyamb6IiISHEcHBxw7do1AHd2x2vRogXat28PACgtLeUaUEREClBYWAhLS0sAwB9//IGSkhIMGzYMANC5c2ekpKTIGR7JSKvVIiIiwmCnY39/f7nDIiIJ1CgBNXHixPqOg4iImoh+/fph2bJlyMjIwD/+8Q8MHz5cfywuLg6tWrWSMToiIqoLrq6uOHPmDPr374+9e/eiQ4cOcHJyAgBkZWWhWbNmMkdIctBqtVixYoX+cVxcHMLCwhAUFMQkFFETUKME1JYtW+o7DiIiaiJWrlyJYcOG4a233kK7du0QHBysPxYZGck/QImIFGDUqFFYtGgRDh8+jD179uC9997THzt79izatWsnY3Qkl4iICKMyURT5+U/URNR4Ch4REVFdaNOmDWJjY3H79m3Y29sbHPv888/h4uIiU2QkpeiUNOy5eBmpOXlws7XGsE7e6N7SVe6wiKiOhIaGIj8/H8eOHcP48eMxf/58/bGoqCgMHjxYxuhILsnJybUqJyJlYQKKiIhkcW/yCQC6du0qQyQkteiUNGw4ekL/+OrtbGw8dhLTH/djEopIISwsLLBx48Yqj2m1WomjoYbCw8MDcXFxVZYTkfIxAUVERJKLjY1FSEgIfvvtN2RmZkKr1aJHjx4ICQlB//79MXDgQLlDrFeZ5TrJX7NcFJFT0TAWeP/+XCzyjGIR8f25WJjaO9bLa9qqBWgk3r1Xjt8zUUN06dIlZGRkoFu3bvqFyalpCgwMRFhYmMGGI4Ig6HfDJSJlYwKKiIgkdebMGfTr1w/W1tYICAgwWA8iPz8fGzduVGwCysrKCqYmJtiVWyx3KLI6ezsHFRUVRuUZt3MU97MxNTGBlZWV3GEQyeLbb79FUFAQ0tLSAAAnT55Ejx49EBgYiKeeegqvvvqqzBGS1Pz9/REUFITIyEiDXfD69Okjd2hEJAEmoIiISFILFiyAj48P9u/fD1NTU2zfvl1/rHfv3vjxxx9ljK5+OTg4IHT5cuTn50v+2mVlZcjIyJD8datSUFCAa9euGZV7eHhg2rRp9fKajo6OMDExqZdr34+VlRUcHBwkf126g9u9yycyMhKTJk3CiBEjMGzYMMyaNUt/rEePHoiIiGACqony9/dnPyRqopiAIiIiSR09ehTff/89mjVrZjQKpkWLFrhx44ZMkUnDwcFBtoRE+/btZXndqlQ1BeOtt97iXXCqM9zuXV4rV67E5MmTsXnzZlRUVBgkoDp16oTPPvtMxuiIiEgOTEAREZGkRFGEqalplceysrJgZmYmcUQkNU7BULaSkhJJEsmnT5/Gr7/+itTUVLi5uWH48OHo0aOH/vimTZtQVFRk9LzNmzfD1bX+Frt3cXHh+xiAixcvYvXq1VUes7e3R2ZmpsQRERGR3GqUgGrTpg2EGi7cKQgC4uPjHykoIiJSLh8fH+zcuRPDhg0zOrZ371707NlThqhIapyCoVw3btxAaGhovb7GzZs3cebMGf3jmJgY7N+/H76+vnB2dgYAHDx4sMq1xuLj4w1G39W1JUuWwNPTs96u31g0a9YMOTk5VR5LSUmBnZ2dxBEREZHcapSAGjBgQI0TUEREVeE6HFTprbfewvjx42FpaYlXXnkFAJCcnIx///vf+Prrr7Fjxw6ZIySiR+Hi4oIlS5bU2fWqGun066+/wtvb2+jcygXfK9cS++uvv5Ceno7i4mKYm5ujRYsW6NatGxYvXlxn8d3LxcWl3q7dmPztb3/D559/jtGjRxsdCw8PR0BAgPRBERGRrGqUgAoPD6/nMIhIybgOB93txRdfRHx8PJYtW4ZPP/0UADB69GhoNBqEhIRg5MiRMkdIRI/CzMyszkYAabVafP311wAAtVqN9PR0bNmyBXl5eVXuLpiTk4NmzZrB1dUV/v7+iIqKgiiKEAQBJSUluHbtGqZPn84RShIIDg7GE088gd69e2P8+PEQBAE//fQTli5diiNHjuDEiRNyh0hERBLjGlBEVO8iIiKMykRRRGRkJBNQTVRQUBAmTJiAffv2IT09HY6Ojhg6dGi9fyn8/fffERYWhuPHj6O4uBju7u6YMGFCnY7WIGooMjMzZdlxsS5Vt45TRkYG1Gq1UXnl9Lu0tDRotVq0atUK6enpKCkpgZmZGVq0aAGtVovBgwfXe+xSa2g7Lvbq1Qt79uzBzJkzMXfuXAB3Nh/w8vLC7t270aVLl3p53d9++w0DBw6s8tjx48cN/u44ffo05s+fD61WC41Gg0GDBmHNmjVo27at0XM/++wzrFu3DomJiXBzc8OkSZMQFBQky+6aRESNVY0SUMnJybW6qIeHx0MFQ0TKVN17SG3fW0hZ3N3dMXXqVIOypKQkhIaGYtOmTXX+elu3bsUrr7yCwMBAfPvtt7CyskJ8fDxSU1Pr/LWI5JaZmYnFi5egrKxU7lAeSXXrOBUWFiIpKQnl5eVQq9WwtLSEmZkZmjVrhmbNmmHTpk0Gz61cFDw9PR0HDhyo1zWg5GJiYorly0MbVBJq4MCBuHjxIuLj4/U3GyqnTlaOTKsvYWFhRomou5NesbGxCAgIQLdu3RAREYHi4mIEBwejX79+OHPmDJycnPTnrlixAkuWLMGCBQswZMgQnDx5EosXL0ZKSgq+/PLLeqsDEZHS1CgB1bp161p9QFT1hwIRNV0eHh6Ii4urspyalqSkJKSnp6Nt27ZwdHTUl6ekpGD58uXYsmULKioq6jwBlZKSgtdeew2vv/461q9fry+v7i45UWOXn5+PsrJSmPUdCZVNw0lI1JbtjTzkpF03KCspyENZSTks3dxQmJWB8tJSFIlqdB42Dmat2uDU8X8jPyMd+YIpNM3MYG5pbfD85m6tYDF0koS1qH+63EyUHN+F/Pz8BpWAqtSuXTu0a9dO/3jr1q14//33ERsbW2+v6eXldd9R1sHBwTAzM0NUVBRsbGwAAD179oSXlxfWrFmj38EvMzMTy5cvx6uvvoqwsDAAQEBAAMrKyrB48WK8/fbb6Ny5c73Vg4hISWqUgPr666+5CDkRPbTAwECEhYUZ3HEWBAGBgYEyRkVSysvLw9ixY7F//34AgEajwXvvvYf3338fq1evxvvvv4+ioiI888wz1W7b/Sg2bdqEgoICvPfee3V+baKGTGXjALV9410Uu8PQMTi5bSNw1+dHQdo1WDq5wtzaFhZ2dyWyL5/H1b/+u66QoIJJMyvkpCZDcDOBubXtf8sFdBg6plH/TBq6nJwc/Pzzz0hPT4e3tzeeffZZqFQqAMBPP/2E4OBgXLhwQdZ1uMrLyxEVFYUJEybok08A4OnpiYEDB2Lnzp36z6K9e/eiuLgYkydPNrjG5MmTsWjRIvz8889MQBER1VCNElCTJk2q5zCISMn8/f0RFBSEyMhIg13w+vTpI3doJJH3338f//d//4eBAweiV69eSEhIwMqVK5GQkICtW7fisccew7p169C/f/96ef0jR47A3t4esbGxeO655xATEwN7e3uMGjUKH3zwgcEXECJqOFw7d4ffuOmIO7IXeTdToVJroCsrQ07aNRRk3oSlg7M+uZR++RzsW/1v7R5za1vAzQPlpSVQm5rB2tkN3gOGQRRFHNkQhrybqbB2doPXgGFw7dxdrioqypUrV9CvXz/cvHlTP8VuwIAB+PnnnzFu3Djs3bsXzZs3xwcffIA333yzXmOZNWsWXnrpJTRr1gx9+/bFkiVL8MQTTwAA4uPjUVRUBB8fH6Pn+fj4YP/+/fqdE2NiYgAAXbt2NTjP1dUVjo6O+uNERPRgXISciCTh7+/PBcebsJ07d2LatGkGa2Vs3LgRM2fOxMCBA7Fnzx6YmprW2+unpKSgsLAQY8eOxcKFC/Hxxx/j5MmTWLp0KWJiYvCf//yn2pG+JSUlKCkp0T/Ozc0FcOcOenl5OQBApVJBpVJBp9NBp9Ppz60sr6ioMBgBWF25Wq2GIAj6695dDhhPca+uXKPRQBRFg3JBEKBWq41irK6cdWrcdbr7342da+fucO3cHWkXovGfL1ahtDAf5WWlEFQqlBTkwt6jPcytbSHAuA+bW9tCbWqG4cGfAQDSLkTj5NYN+uPZKVdxcttG+I2brogkVEVFhUG7rGnbu7ctP6wlS5YgNzcXy5Yt099sWLFiBR5//HFcuHAB06ZNwwcffIDmzZvXyetVxdbWFm+99RYCAgLg4OCAK1eu4MMPP0RAQAB+/fVXDB06FJmZmQAAe3t7o+fb29tDFEVkZWXB1dUVmZmZMDMzg6WlZZXnVl6rOvwMYZ1Yp4ZdpxMnTmDHjh1ISkpCq1atMGbMGPj7+zfqOkn9e6rNZ0iNElDffvsthg8fDgcHB3z77bcPPH/ChAk1DoCIiJTv2rVrGDNmjEFZYGCgfnek+kw+AXe+jBcXF2Pp0qVYsGABgDtreJiamuLtt9/GwYMHq90Va+XKlQgJCTEqj46O1n8hcXJyQrt27ZCYmIhbt27pz3F3d4e7uzsuX76MnJwcfXnbtm3h7OyMmJgYgx2+OnbsiObNmyM6Otrgw97HxwempqY4deqUQQy9evVCaWkpzp49qy9Tq9Xw8/NDTk6OwfoqFhYW8PX1RUZGBhISEvTltra26NSpE1JTU3H9+v/W2mGdGnedKqc8KUHahWjEHd6DuCN7UJybDUGlBiBCrKhAWVERcm5ch7lNczh7P4ayokKj51s7u+n/HXd4j/ELiCLijuxVRALqwoULuHnzpv5xTdteQUFBnbz+4cOHsXjxYixcuFBf1r59ewwbNgzTp083WIOvvnTv3h3du//vd9mvXz+88MIL6Nq1K+bPn4+hQ4fqj91viZG7j9X0vKrwM4R1Yp0abp1iYmIQEREBMzMz5ObmIj09HX/++ScmTpyIMWPGNMo6yfF7qs1niCDWYBsQlUoFrVaL3r17P/APGkEQGvwi5Lm5ubC1tUVOTk6tp11U7tA0yb4ZXEyMt/8lZblRVoHw24VYsmSJrGsVNCWVfYw/89p5lPc1Kdz9OVKpoqICJiYmOHXqFHr06FGvr9+3b19otVqcPn3a4IvJ5cuX0aFDB6xevRrz58+v8rlV3b1u1aoVMjMz9T/rhn5nClDe3TbW6f51unbtGlasWAGLoZMa9XpHMb9ux8ltX6C8tBhFObfvjHJSCVBrTCHqKqDT6WBiZo7nV26GKIpG60VBENB7/Ay4dOoGAPg15A1UVLEz4N2jpBqjits3ULQvHEFBQQYbfNS07eXm5sLBweGRP0NMTExw8OBBg+nUBQUFsLa2xqFDhzBgwICHvvajmjFjBjZu3IjCwkIkJyejY8eOWLduHWbOnGlw3rvvvou1a9eisLAQ5ubmWLhwIVatWoWCggI0a9bM4FwnJyc89dRT2Lp1a7Wvy88Q1ol1arh1mjdvHq5cuQJBEAzq4+XlhY8++qhR1ul+5fX1e6rNZ0iNRkAlJibCzc1N/28iogfRarWIiIgwWPOJU/CaturuEkuxyYWPjw+0Wq1ReeWH8v1urpiZmem3cL+bRqOBRmP4MVr5gX+vyg/wmpbfe92HKRcEocry6mKsbTnr1LDrVPlvXe79pwc1ZDcun8fJH9ahrLj4ToFOhA46qKCCWFEOE/M7yQBTS0s4tbiTZOs5PBBXtIeQl5EOa8cWaN93IJxauKDi9g0AgKWNrdGuegBg5eisP6cxqvw9q9XqKtvTg9pedW22tioqKmBubm5QVvnY2tq6qqdIpvL9XhAEtGvXDhYWFjh37pzReefOnUP79u31cVeu/XTu3DmDtStv3LiBjIwMdOnS5b6vy88Q1ol1arh1un79uv7v0Lv/Hr27vLHVqSbldV2n2nyG1OjMdevWYfbs2XB3d9ePSNDpdHUyvPvMmTNYtGgRzp07h1u3bsHCwgIdOnTArFmz8PLLL+vPmzRpEr755huj53fo0KFet3AlotrTarVYsWKF/nFcXBzCwsIQFBTEJFQTNnDgwCo/N/r162dQLgiCwTDiujB69Gh8+eWX2LNnj8EIqN27dwMA2yUpVsnxXXKH8NAuarUoy8u+K3EAiDoRuooKQBQhlt6ZVuDgaIeifeEAAFsAPVtYAS2s7lwk4SSKEk7qr+mhKsJfGdeNdmVt1dJBfw16NJcuXTL4MlJ5h7yqv9fre/RrpaysLERFRaFbt276xNLIkSPx008/4YMPPtAnx5KTk3Ho0CG88847+uc+/fTTMDc3R3h4uEECKjw8HIIg4Pnnn5ekDkRU9zw8PBAXF1dlOdWPGiWg1q5dizFjxsDd3R3AnQ8SU1NTnDx58pE/OLKzs9GqVSuMGzcOLVu2REFBAX744Qe88soruHr1KhYvXqw/18LCAv/+978Nnm9hYfFIr09EdS8iIsKoTBRFREZG8ot+EzVx4kRZX3/IkCEYOXIk3n//feh0Ovj7++PUqVMICQnBiBEj9DsjESmNWd+RUNk4yB3GQymOuQIT69v6EVAmKhOUlRRCFEWoTExhamMPS3tH9HhlJiy8HqvRNT0BmPU5bzRKyqWGz2+odLmZDSbZWN3u2a+88or+35U75NXHsh3jx4+Hh4cHevXqBUdHR8TFxWHt2rVIT09HeHi4/ryQkBD4+flhxIgRWLBgAYqLixEcHAxHR0fMnTtXf569vT0WL16MJUuWwN7eHkOGDMHJkyexbNkyTJs2DZ07d67zOhCRNAIDAxEWFmZ0UyIwMFDGqJStRgmoqpaJqsHSUTUSEBCAgIAAg7IRI0YgMTERX375pUECSqVS8cvrI4pOScOei5eRmpMHN1trDOvkje4tXeUOixQmOTm5VuWkfFu2bJE7BGzfvh0hISH48ssvERISAjc3N7zzzjtYunSp3KER1RuVjUOjXQPKxr0tCvPzkJOaBFEEVKamMFEJEEUdnL26wKl9Z3gPGKZf36mmWvq7oKX/k/UTdBPXEN7rfXx8sH37dmzcuBH5+fmwt7fHE088ge+++w5+fn768zp27IjffvsN7733HsaMGQONRoNBgwZhzZo1cHJyMrjmokWLYG1tjXXr1mHNmjVwcXHBggULsGjRIqmrR0R1yN/fH0FBQYiMjDRYNuTu0Y5Ut+pmwnc9cHR0NNjFgx5ddEoaNhw9oX989XY2Nh47iemP+zEJRXWKw1mpIbKwsMCqVauwatUquUMhohrwGjAM2alJAICC27dQXlIMM2tb9B4/A48NGytzdFQVuUe7AsCCBQv0u50+SM+ePXHgwIEanTt79mzMnj37UUIjogbI39+fg1wk1GASUJUrumdlZSEyMhL79u3D559/bnBOUVERXFxccOvWLbi6uuL555/H+++/D3t7e8njzSzXPfikBmZHzCWU3DtyTRTx4/lLcHV2lieoBq4x/p4bAg5nJSKiR+XauTv8xk1H3JG9yLuZCmtnt4ca8UREREQNQ40TUHcvKHi/xQSBh1tQcObMmfjiiy8AAKampvj000/x+uuv64/7+vrC19dXv9PE4cOH8Y9//AMHDx7EyZMnYWVlVe21q9r+FADKy8v1WxDWdGtDCwsLmJqYYFduca3rKLcTmdlVzrVPzciG1e1CGSJqHExNTGBpaWm0fSbQNLbVfJg69e7dG0FBQfpd8Fq1aoUxY8boh77fr06Vr1t5TkOpU0P/Pd17PSIiJXDt3B2unbsblKVdiEbc4T36pJTXgGFG5xAREVHDU+MEVFULCt69mCDwaAsKBgUFYdq0abh58yZ27dqFN954AwUFBZg3bx4AGOxGAQBPPfUUunfvjjFjxuCrr74yOn63lStXIiQkxKg8OjoalpaWAAAnJye0a9cOiYmJuHXrlv4cd3d3uLu74/Lly/pdmUaNHg0HBwfY29vj8uXLBsmt1q1bw9raGufPnzf4kurl5QUTExNcuHDBIIbOnTujrKzMYLqSSqXCY489hry8PFy9elVfbmZmBm9vb9y+fRspKSn6cisrK7Rp0wbp6ekG0xbt7Ozg7u6O69evIysrCxkZGUhNTdVvB1tYWIjy8nK0bNkSzz//PFq2bFltnfLz87Fp0yYEBASgefPmDaZOlZydndGiRQskJiYiPz9fX36/OtX092Rubo7mzZujqKgIZ8+e1Zer1Wr4+fkhJyfHIBlrYWEBX19fZGRkICEhQV9ua2uLTp06ITU1Fdev/28L6Nq0PQBo27YtnJ2dERMTg6KiIn15x44d0bx5c0RHRxv0QR8fH5iamuLUqVO4W69evVBaWlpvdfL394eTk5NBnVJTUx9Yp2vXrgEALly4AHt7+wZVp4b8eyooKAARkVKkXYjGmZ++QXpcDAQAzl5d0G3UneldJ7du0J+XnXIVJ7dthN+46UxCERFRjWi1Wv2N8sp1nzgNTxqCWIPVxL/55ptaXbQu5n/PmDEDmzZtQmpqqtFCgJV0Oh1sbGwwfPhwbN++vdprVTUCqlWrVsjMzISNjQ2Ahj+6AXj0ERtarRarV6/WJwor/79gwQL06dPnvnVKTk5GaGgogoKC9Ov4NIQ63VuuhN9TU69TUlISwsLCEBQUhDZt2iiiTlL8nnJzc+Hg4ICcnBz9+xrVj9zcXNja2vJnTQ1aUlISQkNDYTF0UqNbhDztQjT+88UqZKck/a9QAOxatoaVowvKio1HbTd3b4P+0xdKGGXDUnH7Bor2hWPJkiXw9PSs9fP5viYd/qyJ5KXVarFixQqDMkEQEBQUxCTUQ6rN+1qNRkDJsaBg7969sXHjRiQkJFSbgALujLpSqVT3vVbliJ97aTQa/bTCSpVfGu9V+SWwpuX3XvdhygVBqLK8uhgfVP7EE09Ao9E8cJX/6upUeezemOSsU1XxVRd3TWOsbTnrVLd1qjxWmaipbezVlSv991Td84iIGpu4w3tQkHnPRjQikJ95E4VZGbBr1dboOXk3U6u9HqfsERE1HiUlJbhx40a9XX/Tpk0GsxMqbd68Ga6u8m/M5eLiUmXuQika7DeWQ4cOQaVSoW1b4z8yKu3YsQOFhYXMVNYCV/knIrmlpqYiLy8PHTp0AHBndNfatWtx+vRpDBkyBFOmTJE5QiKSU97NVJSXlhiVl5cUw9TCssrnWDu7VVmediGaU/Zk8u2332L48OFwcHAwOnb79m1ERUVhwoQJMkRGRA3ZjRs3EBoaWm/XP3jwYJVLBsXHx6MGk8Pq3cOOZG0sZE9Avfbaa7CxsUHv3r3RokULZGRkIDIyEtu3b8e7774LJycnJCUlYfz48XjppZfQvn17CIKAw4cP4+OPP8Zjjz2GadOmyV0NInoEd8/Dbt68ucG6X6Q8r7/+Ojw8PLBu3ToAQGhoKN5//300b94ckZGRMDU1xcsvvyxzlEQkF2tnN2jizqOs2PAOtcbMHM7eXe5Mwbv7S4IgwHvAsCqvFXd4j3GhKCLuyF4moOrZ5MmTcfz48SoTUImJiZg8eTITUERkxMXFBUuWLKnX17h7TeJKbdq0wdSpU7Fp0yZMmzZNttFQLi6Na9p8bcmegOrbty+2bNmCb775BtnZ2bCysoKvry++++47/RcQGxsbtGjRAh999BHS09NRUVEBT09PzJ49G0FBQfqFxImo8bl3HvbVq1cRFxeH06dPKzr735SdPn3aYGp35UYSa9euxYwZM7Bu3TomoIjqiC43U+4Qaq25oxPKS4pRkp8LQaWCRmMKlYkGlrZ28Bk8AhCBK9pDyMtIh7VjC7TvOxBOLVxQcdt4ykbu9QSIZWVVlld1fmPVEH/P9xtJUFxcfN8lH4io6TIzM6vX7wDTpk1DWFiYwXuUIAiYNm2aPvnj6urK7yH1RPYE1OTJkzF58uT7nmNnZ4effvpJooiISEoRERFGZaIoYvfu3XjhhRdkiIjqW2Zmpv4D/uLFi0hLS9PvtDp69Oj7bipBRDVjZWUFExNTlBzfJXcotXLz5k1cOXMG1qZqwNQEpaWlqCgtgkNzZ/T08oRtwkkAQM8WVkALqztPSjiJov+W38s8PwO5ublG5Va2tijaF15f1ZCFiYkprKysZI0hOTnZYGRBdHQ0iouLDc4pKirCl19+qd/UhohIKpWzLvLy8vQLZ3fv3l2/LnJSUtKDL0KPRPYEFBE1bcnJyVWWp6ZWv6AsNW62trb6aZZHjhyBvb09unbtCuDOHajS0lI5wyNSBAcHByxfHor8/Hy5Q6mV0NBQeHt7G5W3adMGixcvfuDz09LSDKZPnD59GuvXrze60z1r1ix0766sKXhWVlZVTneT0pYtWxASEgJBECAIAmbOnGl0TuXv4pNPPpE6PCJqwu6edWFlZQUrKysIgoCxY8cabcpF9YcJKCKSlYeHB+Li4ozK3dyqXlCWGr/evXtj9erVMDExwSeffIIhQ4bojyUkJPB3T1RHHBwcZE9I1FZ2djYsLCyqLL/fdIjKu9qxsbFITk7G8OHD4e/vD09PT7i6uj5wB2CqG4GBgejSpQtEUURgYCDCwsLg5eVlcI6ZmRm6dOmC1q1byxMkETVJ1c26iIyM5CZdEmICiohkVfkH6r13p4cPHy5jVFSfQkND8dRTT+G5556DnZ0dFi1apD/2888/o3fv3jJGR0Ryqu6mxP2ma919V7u0tBS5ublYv349XF1d9bv/8suFNDp16oROnToBuDMaasSIEY0uCUpEylTdrIvqyql+qOQOgIiaNn9/fwQFBcHb2xvm5uZo06YNfH19FTc1gv6nW7duSEpKwqlTp5CYmIjHHntMf2zmzJkIDg6WMToiklNgYCAEQTAoEwQBgYGB1T7nfne1ST4TJ05k8omIGozqbmRwPTppcQQUEcnu7rvTSUlJCA0NlTkiqm/NmjVDjx49jMo58o2oafP398ezzz6LDRs2ID09HS1atMDMmTPvO2WOd7Ubrt9//x1bt25FUlISioqKDI4JgoCDBw/KFBkRNTXVzbq43w0OqnscAUVERJK7desWFi5ciL59+8Lb2xvnz58HAHzxxReIjo6WOToikotWq8Uvv/wCNzc3dO/eHW5ubvjll1+g1WqrfQ7vajdMW7ZsQf/+/REREYGsrCyIomjwn06nkztEImpC7p114e3tjUWLFnFNQIlxBBQREUkqMTERjz/+OHJzc+Hr64v4+HiUlJQAAM6ePQutVostW7bIHCURyaEyWZGamoqioiJYWFjAzc3tvovE8q52w/TBBx8gMDAQ33zzDczMzOQOh4iIawI2ABwBRUREkpo/fz7s7OwQFxeHI0eOGHxpfOKJJ3D06FEZoyMiOUVHRyMuLg4FBQXQ6XQoKCjAlStX7jsy8u672mZmZrC1tcWsWbN4V1tmSUlJmDZtGpNPRESkxxFQREQkqYMHD2LDhg1wc3NDRUWFwTFXV1ekpqbKFBkRyS03N9eoTBTFKsvvVnlXu3IdQW5kIb9OnTohPT1d7jCIqAnTarWIiIhAcnIyPDw8EBgYyBFQMuMIKCIiklRxcTHs7e2rPFZQUACVih9NRE2Vra1tlbvg2drayhQRPaywsDCsWrUKKSkpcodCRE2QVqvFihUrEBcXh5KSEsTFxSEsLOy+awpS/eMIKCIiklSHDh1w4MABPPXUU0bHjhw5gi5dusgQFRE1BN26dUNpaSnS0tL0a0C5urqiW7ducodGtbRu3Trk5OTA29sb3bp1g4ODg8FxQRDwyy+/yBQdNSQcpUL1ISIiwqhMFMX7rilI9Y8JKCIiktSrr76KOXPmwM3NDX//+98BAKWlpdixYwfWr1+Pzz//XOYIiUgugYGBuHLlCuzs7PRl9bmgOL/41p+zZ89CrVbD2dkZqampRtOr7x3pRk1T5SiVSpWjVIKCgtgX6ZEkJyfXqpykwQQUERFJaubMmThz5gzeeecdzJ07F8CdxcdFUcSrr76KiRMnyhwhEcmlckHxyMhIg6RQfSwozi++9evq1atyh6BImZmZyM/Pl/x1y8rKkJGRUefX/eSTT5CVlWVU/umnn9b5az0KR0dHmJiYSP66VlZWRqMHqWY8PDwQFxdnUJaVlYWioiKMGTOGNx1kwgQUERFJ7ssvv8SUKVPw66+/Ij09HY6OjhgxYgQef/xxuUMjIplJtU02p2dQY5OZmYklixejtKxM7lDqjFarNdqQBABSUlLQrFkzGSJqWExNTBC6fDmTUA8hMDAQYWFhEEURWVlZSExMRGZmJhwcHGBhYYGSkhLedJABE1BERCQLqb5kEhFVNdWO0zPqV01+jh4eHhJEohz5+fkoLSvDSBtzOGik3bCjXBSRUyHW+XVv2dsiNSvHqNzNzhYjbczr/PUelq1agEbiaaOZ5Trsyi1Gfn6+LAkouUbb1RVXV1dMnjwZ4eHhiIuLQ1FRETQaDW7fvo2MjAzY2dmhVatW2Lx5M1xdXQEAaWlpBv+vyunTp/Hrr78iNTUVbm5uGD58OHr06CFJneqTVKPtmIAiIiIiIsWqbqqdpaUlSkpKjM5nUqRutG7d+oHrPFU18oUezEGjgouJWvLXda+Ha77ctSM2HjsJUfxfcksQBLzStSMes5B+yhvdkZmZicWLl6CsrFTuUB7JzZs3cezYMRQWFqK0tBQ6nU7/vpSRkYGcnBxcv37doP0BwKZNm6q93pkzZ/SPY2JisH//fvj6+sLZ2bne6iEFExNTLF8eWu9JKCagiIio3rVt2xY7d+6Er68v2rRpc98vJYIgID4+XsLoiKgulZSU4MaNG7K8dlV3rzdt2oSioiKjcwVBQHFxsdEX3379+iEpKemhY3BxcYGZmdlDP18pvv76a6P3+oyMDPzrX//C9evXsXjxYpkio4ake0tXTH/cD3svxiE1Nw9uNtYY1skL3Vq6yh1ak5afn4+yslKY9R0JlU3jnP534/J5nIv+FkUVImBiDl1JCURRhCj+dxMEQYBgaoFilSlO3chDfkY6rBxbwKvvILh4P1blNZO/+Qxqp1ZG5dfEZvAcOqmea1R/dLmZKDm+S5LRdkxAEVGDodVqsWnTJhw8eBAAMG3aNE7RUogBAwbAxsZG/2/ufkSkXDdu3EBoaKisMdx99/rgwYNVjrRRq9Xo2rUrEhMTkZ+fDysrK7Rp0wZRUVGIiop66NdesmQJPD09H/r5SjFp0qQqy+fOnYuxY8fi2rVr0gZEDVb3lq7ozoRTg6SycYDa3kXuMB5KfPTXEEzNoDFvhpL8XIi6ypsNIkQAEHUoLy+FmJ+L3MxbgKBCbuYt/PlrBPxspsO1c3ejaxbk5kAwNb7BkJ+b02h/TlJjAoqIGoTKKRJFRUWoqKjA1atXuTCggmzZskX/7/DwcPkCIaJ65+LigiVLlsgdhoGqdmRr06ZNvYzCcXHhl5AHmTRpEmbMmIHg4GC5QyEihcq7mQoAsHRwRmFWBiAI+G/mCQAgqDUQdTqYWlobPlEUEXdkb5UJKGtnN2SnXK2ynGqGCSgiMiLH9InKKRLFxcUAoP//3QsDSoXTJ+pPUVERBg8ejJCQEAwePFjucIioHpiZmTWoEUDTpk3T74RUSRAETJs2rUHF2ZSUl5cjOztb7jBIJtEpadhz8TJSc/LgZmuNYZ28OQKK6lxlssjc2hZqM3OIOh0qyssgqNQwtbCESmOC0sI8WNo7GT23Mnl1L68Bw3By20bg7jWjBAHeA4bVVzUUhwkoIjIix/SJe6dIVO6eEx8fb7QwYH3j9In6Y2FhgXPnzkGj4ccPEUnD398fQUFBiIyMNNgFr0+fPnKH1uSUlZXh7NmzWLp0KXx9feUOh2QQnZKGDUdP6B9fvZ2NjcdOYvrjfkxCUZ26O1lk1swaKpUauooyaEzNIYoiNGbmMLO2gbm1rdFzqxvR5Nq5O/zGTUfckb3Iu5kKa2c3eA8YBpdO3eq5NsrBbwBEZESu6RNSTpG4H06fqF99+/bFiRMnEBAQIHcoRNRE+Pv7czq3xFQqVbXr/dnZ2WHfvn0SR6QcmeU6uUN4aDtiLqHk3huLoogfz1+CayPfRayuNYTfsy43U+4QHsqNy+cRd/zfKM3NQmlhAcwsmgG6CljaucGscsqdIKBNr78h8dRRoxFN7br3RsXtG0bXq26h8rvPbYyk/D0zAUVERuSYPsEpEk3H2rVr8dxzz8HFxQWjRo2ClZWV3CEREVEdCw4ONkpAmZubo3Xr1njmmWdgbW1dzTPpQXblFssdwkM7kZld5aYAqRnZsLpdKENEdD8lx3fJHUKt3bx5E2fOnAEAqACY4853ig7ebZGdnY3826n6TSecyzNh5WZvtBlFifZXHNr6GQoKCiAIAgoLC2FqagoAuJ2agBPntPD19YUzk6a1xgQUETUInCLRdPTt2xelpaWYPHkyJk+ejGbNmhl8SREEATk5OTJGSEREj2rZsmVyh6BYI23M4aBRyR3GQ8lzaI7rVaz/1cquOSbZN5M+oAYss1wne7LRrO9IqGwcZI2htpK/+Qxqp1YAgOKCPBRmZaC8tARFKTcxYOocg5FLAOD53/8q3bh8Hqd++hYwswXMbJF5PRFlJaVo3tz5f6OnAFwTm8Fz6KT6r5AEdLmZkiUbmYAiogaDUySahtGjR1c7LUNKmzZtwquvvgpLS0vk5+fLHQ4REVGNOGhUcDFRyx3GQxnTpQM2HjtpNOJ9zGMdGm2dlExl4wC1feNamqIgNweCqRmK83KQk165mLiAgpws/PlrBPxsple5w12l+OivIZj+bzOi8vJyQFChIDcb5naO+vL83JxG97NpCJiAIiIiSYWHh8sdAlJSUjBv3jy4ublxtBURUT35/fffsXXrViQlJaGoqMjgmCAIOHjwoEyRkVy6t3TF9Mf9sPdiHFJz8+BmY41hnbzQjQuQUx2p3P2uIPOmvkxXXgZR1CH90jkc+iwEA99cWm0S6t4d8DSmZigrLkJ5ieFotOoWKqf7YwKKiIianOnTp6N///6wt7fHjh075A6HiEhxtmzZgqlTp8Le3h7e3t4wMzMzOC71DrfUcHRv6cod76jeVO5+V15aAuBO8qmspAgm5s0g6nQoyLyJk9s2wm9c1SOhKhNYlSwdnJGTmgSNmfn/ThIEeA8YVt9VUaTGOXmYiIgatdjYWIwbNw6urq4wNTXF6dOnAQAhISE4dOhQvb72999/j8OHD2P9+vX1+jpERE3ZBx98gMDAQKSkpODYsWM4dOiQ0X9ERHXNtXN3+I2bDksHZwgqFURRBxPzZlCp74y90ZiZA6KIuCN7q3y+vUc7ZCZdQfrlGGRejQMA2LZsDZeOvlCbmqG5exv0Hj8DLp26SVUlReEIKCIiktSZM2fQr18/WFtbIyAgABEREfpj+fn52LhxIwYOHFgvr33z5k28/fbbWLVqFdzd3evlNYiICEhKSsJnn31mNPKJiKi+uXbujoFvLsXJbRuRfukcRJ3uzgEBsHK4s3PdvVPtACDtQjQSjh+Epb0TCm7fQnlJMQpu34LfuOno8kzgfV8z7UI04g7vQd7NVFg7u8FrwLD7rjXVVDEBRUREklqwYAF8fHywf/9+mJqaYvv27fpjvXv3xo8//lhvrz1z5kx06NABM2bMqPFzSkpKUFJSon+cm5sL4M6ilOXl5QAAlUoFlUoFnU4HXeUfOXeVV1RUGEw3qa5crVZDEAT9de8uB2C0dXV15RqNBqIoGpQLggC1Wm0UY3XlrBPrxDo1nTrde7260KlTJ6Snp9f5dYlIOrrcTLlDeGjOLq7oOTwQh29cR0FWJjSmZrC0c4CpqRnE0hJYOTqj4vYNg+dc2rcDYmkJzMzMYebaSl+eefksKvz7V/ta+p3z/isr8RJOXL2MXi+8YrTrXkMk5e+ZCSgiIpLU0aNH8f3336NZs2ZGX4patGiBGzduVPPMR/Pjjz9i165diI6OrtUufCtXrkRISIhReXR0NCwtLQEATk5OaNeuHRITE3Hr1i39Oe7u7nB3d8fly5cNFjtv27YtnJ2dERMTY7Awb8eOHdG8eXNER0cb/Gx8fHxgamqKU6dOGcTQq1cvlJaW4uzZs/oytVoNPz8/5OTkIDY2Vl9uYWEBX19fZGRkICEhQV9ua2uLTp06ITU1FdevX9eXs06sE+vUdOpUUFCAuhYWFoZ58+YhICAALVu2rPPrE1H9sbKygomJKUqO75I7lEdiC8C/Swf89ddfd5L5hdmoKMyGIAho1dIBRfvCDc7POX/C6G9TAMi+nYqifVbVvs5FrRYV/71BebfYf34O2z59HrUakjAxMYWVVfV1rCuC2ARXAMzNzYWtrS1ycnJgY2MjdziNQlJSEkJDQ7FkyRJ4enrKHQ4R3aMxva9ZWVkhMjISw4YNQ0VFBUxMTHDq1Cn06NEDv/zyCyZNmoSsrKw6fc38/Hy0b98eL7/8MhYvXqwvnzlzJv71r3/h+vXrMDEx0SeU7lbVCKhWrVohMzNT/7Nu6KMbAOWN2GCdWCfWqe7qlJubCwcHh0f+DHn22WcNHp85cwaZmZno1q0bHBwcDI4JgoBffvnloV+rsXqUz+vKv8cn2TeDi4m6niJsnKJT0rDn4mWk5uTBzdYawzp5N/qFzm+UVSD8dqFs378yMzORn58v+evWh9OnT2P37t1ITU2Fm5sbhg8fju7djafHLViwAEePHoWHhwfMzf+36HibNm0M/n6814wZM1BaWmpUbmZm1mjWHLWysjJ6n66p2ryvcQQUERFJysfHBzt37sSwYca7h+zduxc9e/as89fMyMhAeno61q5di7Vr1xodt7Ozw3PPPYeff/7Z6JiZmVmVa5hoNBpoNIYfo5VfGu9V+SWwpuX3XvdhygVBqLK8uhhrW846sU7VlbNOja9O1T2vts6ePWswwlStVsPZ2RmpqalITTVcb6U2I1GJ7ic6JQ0bjp7QP756Oxsbj53E9Mf9Gn0SSk4ODg4PnZBoaDw9PfHCCy888LzAwEAcOnQIycnJKCsrg4WFBVq2bIlp06bdNwloa2uLP/74A0VFRbCwsICbmxvs7Ozg7e3NwRv3YAKKiIgk9dZbb2H8+PGwtLTEK6+8AgBITk7Gv//9b3z99dfYsWNHnb+mi4tLlTsurVq1CocPH8aePXvg6OhY569LRNSUXL16Ve4QmoTMct2DT2pCdsRcQsm9k3pEET+evwRXZ2d5gqoD/D3LQxRFCIKg/6+yrDparRbXrl1DYWEhRFFEQUEBrly5Ai8vLwQG3n/h8qaICSgiIpLUiy++iPj4eCxbtgyffvopAGD06NHQaDQICQnByJEj6/w1zc3NERAQYFQeHh4OtVpd5TEiIqKGxMrKCqYmJtiVWyx3KA3KiczsKtftSc3IhtXtQhkiqjumJiaSrMtDd/z6668wMzODl5cXLCws9OWRkZHw9/ev8jkRERGws7ND+/btkZaWph8F1apVK/RpJOs/SYkJKCIiklxQUBAmTJiAffv2IT09HY6Ojhg6dCiHKRMRKdDt27fxwQcfICYmBi1btsTs2bPx2GMNf2eohsbBwQGhy5crZl2emkpLS8OmTZswbdo0uLpWPaWuqtF3D1q3pzF4lHV5qPbunSpcKTk5udrnVB6zs7ODnZ2dvrysrKxug1MIJqCIiEgW7u7umDp1qqwxhIeHIzw8XNYYiIiUYt68eYiIiDD4slZQUAA/Pz9cvXpVP43ln//8J06cOIEOHTrIFWqjpaR1eWrL1dW1yhtV06ZNQ1hYmME0KUEQHrhuDymTVqvVvw95eHggMDCw2tFL93Jzc0NMTIxRuYeHR7XP8fDwQFxcXK2e05QZr4JIREQkkdu3b2PBggUYMWIEXn/9dZw/f17ukIiI6CEdO3YML730kkHZ559/jsTERLz99tvIzs7GsWPHYGVlhVWrVskUJSmNv78/goKC4O3tDXNzc3h7e2PRokWc/tQEabVarFixAnFxcSgpKUFcXBzCwsKg1Wpr9Pzhw4cbbZAgCMJ913IKDAys9XOaMo6AIiKielfdXfFevXohKSmJd8WJiBQgISEBb7/9tkHZrl274OTkhA8++ABqtRr+/v6YM2cOPv/8c3mCJEXy9/ev8SgXUq6IiAijMlEU77uG09169OgBX19ftGjRAtnZ2foRVPdLZlYmQCMjIw1GXTEBWjUmoIiIqN5Vd1f86tWreOedd7B06VJcuHABo0ePxqpVq7BlyxaZIiUiooeVnZ1tsEZPeXk5Tp48ieeffx5qtVpf3r17d6SlpckRIjUQjzJNiqg61a3VdL81nO7l7OyMxYsXVzl9s7p2ywRozXEKHtUZrVaLOXPmYMyYMZgzZ06NhzoSkfIlJCSgV69eBmV33xW3sbHR3xX/7bff5AmSGhR+phA1Pi1atDBILJ0+fRplZWVG7/8qlQpmZmZSh0cNxKNOkyKqjomJCc6fP49Tp07h/PnzyMrKAlA36zGx3dYNjoCiOlHZIStVdsigoCBmg4mId8WpVviZQtQ49ezZE1999RXGjh0LQRDwww8/QBAEPPnkkwbnxcbGVrubGTVMJSUluHHjRp1ca9OmTSgqKjIq37x5c5XtovLvAjn/PnBxcWHStIHTarW4du0aCgsLIYoiCgoKcOXKFXh5edXJekyPOr2P7mACqhGpyzf+2nrQG39tP0geBt/4iRov3hWn2uAfeUSN03vvvYe//e1v6NChAxwdHaHVatGvXz/06NHD4Lxdu3bBz89PpigfTn5+PhYvXoyIiAjcvn0bHTt2xIIFC4ymlyvVjRs3EBoaWifXOnjwICoqKozK4+PjDXayu9emTZvq5PUfxpIlS7ijnkQe9jvvpk2bYG5ujlatWiE9PR0lJSUwNTWFvb09XFxckJSU9MBr3O87b2xsLEpLS6ssr8m1a0rp33mZgGpE6vKN/2FV98b/sB8ktcE3fqLGi3fFqTbqYg0HIpJenz598Msvv+DDDz9EZmYmpk2bZrTb3Y0bN3D9+nVMnjxZpigfzqhRo3Dy5EmsWrUK3t7e2Lp1K8aNGwedTofx48fLHV69c3FxwZIlS+rselevXjUqa9OmDRYvXlxnr1GXXFxc5A6hyXjY77z3fh+tTOKcPXu21ter6jtvcnIycnNzjcptbW3r9Du60r/zMgHViNT1G39dq+8PEr7xEzVeSr4rTnXPw8MDcXFxVZYTUcM2fPhwDB8+vNrjLi4u+OuvvySM6NHt3r0b+/fv1yedAGDgwIFISkrCu+++ixdffNFgOrkSmZmZ1dmX4mnTpiEsLMzgJrUgCJg2bZqiv3hTzTzKd976/D56+vRprF+/3qjdzpo1C927d3/k61dS+ndeJqAakbp8469r/CAhovtR8l1xqnuBgYFVfqbUxRoORES1tXPnTlhZWWHs2LEG5ZMnT8b48ePxxx9/4PHHH5cpusaH29bT/Tzsd976/j7q6ekJV1dXtttHJIh1NT/qIZ05cwaLFi3CuXPncOvWLVhYWKBDhw6YNWsWXn75ZYNzT58+jfnz50Or1UKj0WDQoEFYs2YN2rZtW6vXzM3Nha2tLXJycmBjY1OX1WnStFotOySRTPi+Jh3+rKXBzxQi6fB97f769u2LiooKnDhxwqD8/Pnz6NKlC7744gu89tprNboWf9ZE9Yd/O8ijNu9rso+Ays7ORqtWrTBu3Di0bNkSBQUF+OGHH/DKK6/g6tWr+uFysbGxCAgIQLdu3RAREYHi4mIEBwejX79+OHPmDJycnGSuCfn7+3NxWCIiqhP8TCGihiIzM7PKG9729vb649UpKSlBSUmJ/nHlGjLl5eUoLy8HcGcDDpVKBZ1OB51Opz+3sryiosJgVEd15Wq1GoIg6K97dzkAo/VaqyvXaDQQRdGgXBAEqNVqoxirK2edWCc56tSrVy/07t3boE739rPGVqe7Y2yov6d7r3c/siegAgICEBAQYFA2YsQIJCYm4ssvv9QnoIKDg2FmZoaoqCh9Vq1nz57w8vLCmjVrsHr1aqlDJyIiIiKiJkAQhIc6tnLlSoSEhBiVR0dHw9LSEgDg5OSEdu3aITExEbdu3dKf4+7uDnd3d1y+fBk5OTn68rZt28LZ2RkxMTEGu1B37NgRzZs3R3R0tMEXRh8fH5iamuLUqVMGMfTq1QulpaU4e/asvkytVsPPzw85OTmIjY3Vl1tYWMDX1xcZGRlISEjQl9va2qJTp05ITU3F9evX9eWsE+vEOjWdOhUUFKCmZJ+CV50RI0bgwoULSEhIQHl5OWxsbDBhwgRs3LjR4LyhQ4ciMTERly9frvG1OfSViJSG72vS4c+aiJSG72v39yhT8KoaAdWqVStkZmbqf9YNfXQDoLwRG6wT68Q61V2dcnNz4eDg0Dim4FWq/GFmZWUhMjIS+/btw+effw4AiI+PR1FREXx8fIye5+Pjg/3796O4uBjm5uZSh01ERERERArWtWtXbNu2DeXl5dBo/vf16dy5cwCALl26VPtcMzMz/Xbwd9NoNAbXAv73pfFe1e2wV135vdd9mHJBEKosry7G2pazTqxTdeWsU+OrU3XPq/JaNT6zns2cORNffPEFAMDU1BSffvopXn/9dQD/m1ddOc/6bvb29hBFEVlZWXB1da3y2px7zTqxTqyT0utUm7nXREREVHMvvPACvvrqK/z444948cUX9eXffPMN3NzcuMgxEVENNZgEVFBQEKZNm4abN29i165deOONN1BQUIB58+bpz6nrude///67fu61g4MD2rZti4SEBIOFBN3c3NCyZUtcunRJn7gCgNatW8PJyQnnzp1DcXGxvtzLywvNmzfHn3/+afAl9bHHHoOpqSmio6MNYujevTtKS0tx/vx5fZlKpULPnj2RnZ2NuLg4fbm5uTm6du2KW7du4erVq/pyGxsbdOjQASkpKUhNTdWXs06sE+vUdOpUOfe6gc6qVpTKn/Hdv28iosas8v2MnyFVGzZsGJ566inMmDEDubm5aN++PbZt24a9e/fi+++/r3aUQVX4GUJESlObz5AGk4Dy8PCAh4cHAOCZZ54BACxcuBATJ06Eg4MDgKp3mLh9+zYEQUDz5s2rvfbChQsxZ84c/eOUlBR07twZzz33XB3WgIhIfnl5ebC1tZU7DEXLy8sDALRq1UrmSIiI6hY/Q6r3008/YdGiRQgODsbt27fRsWNHbNu2DS+99FKtrsPPECJSqpp8hjTYRci3bNmCKVOmQKvVomfPnrCxscHEiROxYcMGg/OefvppJCQk1GoRcp1Oh9TUVFhbW9935BT9T+WCideuXePilFSv2NYejiiKyMvLg5ubW5Vzw6nu8DOk9tivSSpsaw+HnyHS4WdI7bFfk1TY1h5ObT5DGswIqHsdOnQIKpUKbdu2hUajwciRI/HTTz/hgw8+gLW1NQAgOTkZhw4dwjvvvFOra6tUKri7u9dH2IpnY2PDzkiSYFurPd61lgY/Qx4e+zVJhW2t9vgZIg1+hjw89muSCtta7dX0M0T2BNRrr70GGxsb9O7dGy1atEBGRgYiIyOxfft2vPvuu3BycgIAhISEwM/PDyNGjMCCBQtQXFyM4OBgODo6Yu7cuTLXgoiIiIiIiIiIqiN7Aqpv377YsmULvvnmG2RnZ8PKygq+vr747rvv8PLLL+vP69ixI3777Te89957GDNmDDQaDQYNGoQ1a9bok1RERERERERERNTwyJ6Amjx5MiZPnlyjc3v27IkDBw7Uc0RUFTMzMyxduhRmZmZyh0IKx7ZGpDzs1yQVtjUi5WG/JqmwrdW/BrsIORERERERERERKQO3uSAiIiIiIiIionrFBBQREREREREREdUrJqCIiIiIiIiIiKheMQFFRERERERERET1igkoIiIiIiIiIiKqV0xAkSJVVFQAAO7e5JEbPlJ9YXsjUh72a5IK2xqR8rBfk1QaW1tjAooUp7y8HGq1GoWFhQgLC8MPP/wAABAEQebISInY3oiUh/2apMK2RqQ87NcklcbY1piAIkWpqKiARqNBXl4e+vfvj//7v//DrVu3UFZWJndopEBsb0TKw35NUmFbI1Ie9muSSmNta4LYkMdnET2EgoIC9OnTB25ubli9ejUee+wxmJqayh0WKRTbG5HysF+TVNjWiJSH/Zqk0hjbmkbuAIgehU6ng0plOJDvgw8+gImJCTZs2IDWrVtDrVbjxIkTOHPmDG7cuIFZs2bBwcEBoig26OGJ1PCwvREpD/s1SYVtjUh52K9JKkppa0xAUaOl1Wqxe/duLFq0CGZmZvryq1evQqPRoF27drh16xbCw8MREhICGxsb3LhxA1FRUTh+/DjUarWM0VNjw/ZGpDzs1yQVtjUi5WG/Jqkoqa0xAUWN1tq1a9G+fXuDTlhaWgo3Nzfs27cPgwcPhk6ng1arxerVqzF48GD85z//wfTp03H48GEMGjRIxuipsWF7I1Ie9muSCtsakfKwX5NUlNTWmICiRisiIgKCIKCwsBBbtmzB3//+dzRv3hwTJ05ERkYGLl++jM6dO2PVqlXo3bs3AODPP/9Ex44d4eHhIXP01NiwvREpD/s1SYVtjUh52K9JKopqayJRI6TT6fT/njt3rigIgrh48WIxKytLFEVRzM3NFUVRFPPz80VRFMXS0lIxNjZWfOKJJ8TRo0eLFRUVksdMjRfbG5HysF+TVNjWiJSH/ZqkorS2xl3wqNG5dwG2iooKjBs3DkeOHMGUKVPw3nvvwdbWVn88Ozsb+/fvx0cffYTi4mKcPHkSGo2myoXciO7F9kakPOzXJBW2NSLlYb8mqSixrTEBRY1KRUUF1Go1SktLkZ6ejhYtWsDU1BQ6nQ5jx47F77//jmnTpuG9996DjY0NSkpKMHPmTPz111/w9PTE9u3bodFoUF5eDo2GM1Dp/tjeiJSH/ZqkwrZGpDzs1yQVpbY1JqCo0ajsPPn5+XjxxRdhamqK5cuXo0OHDvrMblWdMTY2FgkJCXj66aehUqkaXCekhontjUh52K9JKmxrRMrDfk1SUXJbYwKKGoXKYYN5eXnw8/NDq1at8NJLL2H8+PGwsLAwOG/MmDE4duwYpk2bhjlz5sDe3t7oOkT3w/ZGpDzs1yQVtjUi5WG/Jqkova0xAUWNRmlpKZ555hkAwKZNm9CqVSuo1WrcunULFhYWKCgoQIsWLVBRUYEXX3wRP/30EzZs2IDXX39d5sipMWJ7I1Ie9muSCtsakfKwX5NUFN3W5Fr9nKi2/vrrL7FNmzZiZGSkvmznzp3igAEDxE6dOokvvPCCqNVqRVEUxfLycjEoKEgsLy+XK1xq5NjeiJSH/ZqkwrZGpDzs1yQVJbe1hjcmi6gat27dwtWrV1FeXo4DBw7gjTfewOjRo2Fvb4+ePXvi559/xi+//IKSkhKo1WqsWLECarUaFRUVcodOjRDbG5HysF+TVNjWiJSH/ZqkouS21rBWpCL6L1EUIQiCQdmTTz6JIUOGYPz48XBxcYGVlRV27tyJZ599FgBw7tw5ZGdnw8zMzOB5arVasripcWJ7I1Ie9muSCtsakfKwX5NUmlpbYwKKGpzK1forKipQVlaGzMxMuLm5QRAE7N69G5s3b0bbtm3RunVrtGvXDmVlZYiNjUV5eTk6deokd/jUyLC9ESkP+zVJhW2NSHnYr0kqTbGtcRFyalAqKiqgVquRl5eHKVOmIDY2FpcuXcLgwYMxatQoTJs2zeD84uJiXLx4EW+++SZEUcSRI0caReaXGga2NyLlYb8mqbCtESkP+zVJpam2NY6AogZDFEWo1Wrk5+fDz88Pzs7OGDVqFBwcHPDdd99hxowZSE1NRXBwMAAgOzsbQUFBOH36NFQqFQ4fPqyf+9oYOyNJi+2NSHnYr0kqbGtEysN+TVJpym2NCShqMARBgE6nw/z582FnZ4fNmzejTZs20Gg0KCwsRHR0NBwdHfXnJyUlAQD+9re/YfXq1dBoNPphjEQPwvZGpDzs1yQVtjUi5WG/Jqk06bYm7aZ7RPdXUlIi9unTR3zrrbf0ZT/88IMoCIK4atUqURRFMTc3V/zrr7/0/67UWLaepIaD7Y1IedivSSpsa0TKw35NUmmqba0RpsxIqURRREZGBq5fvw4nJycAwPfff48JEyYgLCwM7733HkpLS/HRRx9BrVbDy8sL1tbW+uc2tuGHJC+2NyLlYb8mqbCtESkP+zVJpSm3NZXcAVDTJd6z/r0gCHBzc0Pbtm2xe/du/POf/8TEiRPx/vvvY8GCBQCACxcuYP/+/VCr1bCwsDB4LtH9sL0RKQ/7NUmFbY1IedivSSpsa3eResgVkSj+b9igTqcTRVEUS0tL9Y+/++470crKShQEQVyzZo3+OWfPnhX79u0r9u/fv1EPOyTpsb0RKQ/7NUmFbY1IedivSSpsa4Y4BY8kV1paClNTUxQUFGD+/PlITU2FlZUVlixZAm9vbwwdOhTTpk3D119/jYiICNjY2OD8+fP4/fffIYpio171n6TH9kakPOzXJBW2NSLlYb8mqbCtGRNE8Z7xYET14NSpU9iwYQM2b94MAMjNzYW/vz/MzMxgbm6OlJQU3L59Gz/++COGDh2KW7duYd++fdi4cSNu3LiB1q1bw8/PD6GhoY171X+SBNsbkfKwX5NU2NaIlIf9mqTCtvYA8g2+oqairKxMDA4OFgVBECdMmCCKoih+/PHH4lNPPSXGx8eLFRUV4vHjx8UhQ4aIzZo1E6Oiogyen56ebvBYacMQqW6xvREpD/s1SYVtjUh52K9JKmxrD8YRUCSJ1NRUbNiwAStWrMBrr70GZ2dnWFtb491339Wf89dff2HBggU4cuQIduzYgWHDhgG4s2hb5WJrd/+bqDpsb0TKw35NUmFbI1Ie9muSCtvaA8iR9aKmQ6fTiWVlZaIoimJaWpq4cOFC0cLCQhQEQdywYYMoiqL+uCiK4pkzZ8Rhw4aJNjY24s6dO+UImRoxtjci5WG/JqmwrREpD/s1SYVtrWY4AorqRUlJCVQqFUxMTAAAhYWFuHXrFpo3b44PP/wQn376KR5//HHs2rULJiYmBgurnT17FtOmTYONjQ0OHDggZzWokWB7I1Ie9muSCtsakfKwX5NU2NZqSe4MGClPTk6O+NFHH4lfffWVKIp3tprs0KGDGBwcLIqiKKakpIhBQUGiIAjiK6+8on/e3XNc4+LixIqKCmkDp0aJ7Y1IedivSSpsa0TKw35NUmFbqz0FLadODYWFhQWOHj2Kn3/+GZmZmdi4cSNat26N1157DQDg5uaGN954A6IoYtWqVRBFEd99953BFpPt27cHAOh0OqhUKjmrQw0c2xuR8rBfk1TY1oiUh/2apMK29hDkyXtRU9C3b1/R3Nxc9Pb2Fi9duiSK4p25sTqdThRFUUxNTRUXLlwoqlQqceLEiTJGSkrA9kakPOzXJBW2NSLlYb8mqbCt1RxHQFGdq8ze3rx5ExUVFUhNTcXevXvh5uYGKysr6HQ6AICrqyvefPNNqFQqhIWFoV27dliyZInM0VNjw/ZGpDzs1yQVtjUi5WG/JqmwrdUeFyGnevP777/DxcUFU6ZMQXR0NEJDQzF16lRYW1sbbCuZnZ2N7du3Y+rUqdBomBOlh8P2RqQ87NckFbY1IuVhvyapsK3VgnyDr0hJKhdSqxxmWPl/URTF/Px8sV+/fqKVlZX4j3/8QywoKBBFURSvX78uLly4UExISNCfe/fWlETVYXsjUh72a5IK2xqR8rBfk1TY1h4NR0DRI6tcQK2goAArV67EzZs34enpiSlTpsDV1RUAkJ+fj+HDhyM6Ohpz5szB448/jmXLlqGoqAinTp3Sb0VJ9CBsb0TKw35NUmFbI1Ie9muSCtvao2MCiupEfn4++vTpA1EUUVRUhPz8fNjZ2WHv3r1o27YtAKCgoADPPvssDh06hObNm8Pb2xv/+c9/YGJi0nRW/ac6wfZGpDzs1yQVtjUi5WG/JqmwrT2apltzemTl5eX6f69evRpubm7YuXMnYmNj8cknn0Cj0cDf3x8JCQkAAEtLSxw8eBAREREIDw/H0aNHYWJigvLy8ibdCalm2N6IlIf9mqTCtkakPOzXJBW2tbrDEVD0SPLz8/HPf/4T165dg4eHB6ZOnQrgzo4Av/76K+bPn4/MzExotVp9RvhulcMYiWqC7Y1IedivSSpsa0TKw35NUmFbqyPyLD1FSjFv3jxREASxWbNm4u7du0VRFMXi4mL98X/9619ip06dRBcXF/HSpUtyhUkKwfZGpDzs1yQVtjUi5WG/JqmwrdWNpj3+i2qtoqICwJ1MLwCMHz8e48aNQ1FREX766ScAgJmZGcrKygAAI0eOxAcffIDS0lLMmTNHnqCp0WJ7I1Ie9muSCtsakfKwX5NU2NbqidwZMGp8ioqKxAEDBojnzp0TRVEUz507J44ZM0YUBEEMCgrSn1daWqr/9++//67fspKoNtjeiJSH/ZqkwrZGpDzs1yQVtrW6xwQU1VpMTIxoYWEhLliwQNTpdKIoiuKFCxeq7IwlJSUGz2VnpNpieyNSHvZrkgrbGpHysF+TVNjW6p5G7hFY1Ph4e3vjiSeewMGDB6HT6aBWq9GpUyeEhIQAAFauXAmVSoXQ0FCYmpoaPJcLr1Ftsb0RKQ/7NUmFbY1IedivSSpsa/VA7gwYNWyVmd5KZWVloiiK4sGDB0WVSiV+++23BscvXLggvvjii6IgCOIXX3whWZykDGxvRMrDfk1SYVsjUh72a5IK25o0BFEURbmTYNQwlZeXQ6PRoKKiAiUlJWjWrJn+WFJSEkaMGIGuXbti69atBttKnj17FpGRkVi6dCk0Gg6yo5pheyNSHvZrkgrbGpHysF+TVNjWpMMEFBnIz89HWVkZ7OzsAADFxcXo378/2rRpg1GjRmH06NH6zhUWFobg4GCcO3cOnTp1gk6ng0pluLFiZWcmqgrbG5HysF+TVNjWiJSH/ZqkwrYmD9WDT6GmIiYmBrNmzUJwcDDi4uIAANnZ2ejZsycuX76Mv//97xgwYAAWLFiArKwsPP300+jQoQM2b96M8vJyCIJgdE12QqoO2xuR8rBfk1TY1oiUh/2apMK2Jh8moAgAcPz4cYwYMQKpqalwcnKCl5cXAMDFxQUbNmzArl27sG/fPlhbWyM8PBwdOnTARx99hJSUFERHR0MURQiCAA6oo5pgeyNSHvZrkgrbGpHysF+TVNjWZCb9slPU0Jw4cUK0tbUVZ8yYIcbFxenLKxdeu1tBQYGYmpoqzps3Txw2bJgoCIIoCIK4YcMGKUOmRoztjUh52K9JKmxrRMrDfk1SYVuTH9eAauIyMzPx0ksvoXXr1li9ejXs7e2NzsnNzYWNjQ0A6DO+AJCRkYGzZ89i6tSp6NWrFyIjIw2OE92L7Y1IedivSSpsa0TKw35NUmFbaxg4Ba+Jy87OxqVLl9C/f3+DTpiWlobPPvsMQ4cOxZNPPompU6eisLAQgiCgtLQUAGBvb49Bgwbh3XffxY8//ojLly+zE9J9sb0RKQ/7NUmFbY1IedivSSpsaw0DV8pq4i5cuIDr16+jXbt2AO5kek+cOIGpU6fiwoULcHZ2hiAI+PPPP5GUlIQDBw7A1NQUAPQr/7do0QIODg4oKiqSrR7UOLC9ESkP+zVJhW2NSHnYr0kqbGsNA0dANXF/+9vf4O3tjenTp+Mf//gHpk+fjieffBLZ2dlYtGgREhMTcezYMUycOBH//ve/sXXrVoPnl5aW4uDBgwDudEii+2F7I1Ie9muSCtsakfKwX5NU2NYaCGmXnKKGpqysTPzuu+/Exx57TL+w2qRJk8QDBw4YnHfs2DFREATxhx9+MCi/fPmyOHLkSDE6OlrCqKmxYnsjUh72a5IK2xqR8rBfk1TY1hoGTsFr4jQaDcaNG4fBgwcjJiYGtra28PPz0x8XRREVFRU4c+YMPDw84OHhYfB8Ly8vbNu2DZaWllKHTo0Q2xuR8rBfk1TY1oiUh/2apMK21jBwF7wmRKzFSv06nU4/1zU+Ph7jx4+Hm5sbfvzxR315ba5HTQ/bG5HysF+TVNjWiJSH/ZqkwrbWcDEB1QTcvHkTFhYWsLa2rlHnqTynsLAQf/75J4KCgpCTk4PTp09Do9EYdFKie7G9ESkP+zVJhW2NSHnYr0kqbGsNH3+aChcXF4eOHTvi888/R25uLgRBwINyjoIgID4+HqNHj8acOXPQrFkzfScsLy9nJ6Rqsb0RKQ/7NUmFbY1IedivSSpsa40Df6IK5+XlhU6dOmHlypXYvHlzjTpjRUUFTp48CScnJ7z00kvYvXu3vhNqNFw2jKrH9kakPOzXJBW2NSLlYb8mqbCtNQ6cgqdgd3ecYcOG4bfffkNYWBimTp0KGxub+w5LLC8vR2FhIWxsbADc6ZxqtVqy2KnxYXsjUh72a5IK2xqR8rBfk1TY1hoPJqAU7u4OVNvOWImLrlFNsb0RKQ/7NUmFbY1IedivSSpsa40Dp+ApnFqtRmlpKQBgz549CAgIQFBQUI2HJQJgJ6QaY3sjUh72a5IK2xqR8rBfk1TY1hoHjoBSoMrsb3UZ3IfNCBNVhe2NSHnYr0kqbGtEysN+TVJhW2t8mIBSmMpOWFBQgBUrViAnJwft27fHuHHj4OLioj+vqs5IVFtsb0TKw35NUmFbI1Ie9muSCtta48QElAIVFBSgT58+KC4uRlFREbKzs+Hl5YWdO3eiTZs2+vOeeeYZHDlyBO+99x7mzJkDS0tLGaOmxortjUh52K9JKmxrRMrDfk1SYVtrfLgGlILodDoAwCeffAIPDw9ERUUhMTER77//PjIyMjBo0CAkJCToz9+9ezc6d+6MQ4cOoVmzZnKFTY0U2xuR8rBfk1TY1oiUh/2apMK21ngxAaUAFRUVAACV6s6vs6CgAEOHDkXHjh1hamqKOXPmYMmSJSgpKcGTTz5p0BlPnDiBAwcO1GhRNiKA7Y1IidivSSpsa0TKw35NUmFba/yYgGrkKue+FhYW4qOPPsKGDRvw73//G1ZWVgCAsrIyCIKA119/HUuXLkVpaSmGDBmCy5cv66+hUqmg0+m4GBs9ENsbkfKwX5NU2NaIlIf9mqTCtqYQIjV6eXl5YocOHUQnJyfR3NxcFARBfOaZZ8Ty8nJRFEWxrKxMf+4XX3whCoIgjh49Wq5wqZFjeyNSHvZrkgrbGpHysF+TVNjWGj8moBqpys6l0+nEmTNnikOHDhX/+usvUavVitOnTxdVKpU4efJko/NFURR//vlnfSclqgm2NyLlYb8mqbCtESkP+zVJhW1NWTRyj8Cih6PRaFBQUIA///wTgiBg4sSJ8PHxAQC4ubnBxsYGH374IQDg66+/hkajQVlZGUxMTPDcc88B+N8wRqIHYXsjUh72a5IK2xqR8rBfk1TY1pSFCahGShRFzJ8/Hxs2bIC1tTWef/55fXmrVq0we/ZsAMCHH34IlUqFTZs2wcTExOAa7IRUU2xvRMrDfk1SYVsjUh72a5IK25qyMAHVSFVmf/Py8vD999/jyJEj6N+/P0xNTQEALVu2xFtvvQWVSoXVq1ejbdu2CAoKkjlqaqzY3oiUh/2apMK2RqQ87NckFbY1hZFn5h/VldOnT4vPPfecaG5uLn733XeiTqczOJ6cnCyuX7/eYC4s0cNieyNSHvZrkgrbGpHysF+TVNjWlEEQRVGUOwlGj+avv/7CokWLcPDgQXz11Vf4+9//XuXWkuXl5dBoOOiNHg3bG5HysF+TVNjWiJSH/ZqkwrbW+PG30gjodDqoVCqjclEUIQgCfH19sWLFCgDA66+/DkEQMH78eKPOyE5INcH2RqQ87NckFbY1IuVhvyapsK0pH0dANUBpaWlIS0tDdnY2fHx84OjoWO25lZ0RAM6ePYvFixcjKioKe/bswdChQ6UKmRoxtjci5WG/JqmwrREpD/s1SYVtrelhAqqBOXbsGKZPn46bN28iNzcX1tbWmD17NkaNGoVOnToBMOx89zp16hS2b9+OlStXMvNLD8T2RqQ87NckFbY1IuVhvyapsK01TUxANSDnzp1Dv3798Morr2DEiBHQ6XT44YcfsHXrVgwePBhLly7F3/72txpfj3Nf6X7Y3oiUh/2apMK2RqQ87NckFba1Jkyq1c6pejqdTtTpdOLixYvFgIAA8datWwbH16xZI9rb24v+/v7isWPHZIqSlILtjUh52K9JKmxrRMrDfk1SYVsj4xW+SHKCIEAQBCQmJiIrK0s/97W8vBwAMHfuXKxYsQKxsbFYsWIFrly5Ime41MixvREpD/s1SYVtjUh52K9JKmxrxARUAyCKIkRRhJ2dHW7fvo2rV68CANRqNXQ6HQBg+vTpWLBgAXbv3o39+/cDgP4YUW2wvREpD/s1SYVtjUh52K9JKmxrxDWgGoDK7SbPnDkDf39/vPHGG1izZo3+GAD9dpTPPfccYmNjcfr0aVhaWsoWMzVebG9EysN+TVJhWyNSHvZrkgrbGnEEVANQ2cnatm2LGTNm4KOPPsLatWv1xwRB0A9LfPrpp3Hz5k2kpqbKFi81bmxvRMrDfk1SYVsjUh72a5IK2xpxqXgZ/PXXX/juu+9w8eJFtGnTBo8//jjGjx8PGxsbTPn/9u4lNqb+j+P450x7Ei1lIVKCiurCbUEaEamgiMYlIhYuYfW4xSWCuFQqJEiRkNp1w8KK0BILYoHEpUgbxCUSbTRSqtWFWynTOuf7LMT8/33weJRzxhzv16adyczkN5nv9/dJvjPnnL/+Un19vTZt2iTP87R582Y5jpM4q396erqys7OVmZmZ5HeBVEG9AdFDXyMs1BoQPfQ1wkKt4QvJOPP5n6yqqsp69uxpBQUFVlRUZH379rVevXrZ9OnT7f3792ZmVlNTY3PmzDHHcWz16tV29+5de/36td27d8/GjRtnc+bMMd/3k/xOkAqoNyB66GuEhVoDooe+RlioNXwNA6gQtbS02MiRI23VqlX28uVLMzNrbm624uJi6969u40ePdqamprMzOz+/ftWUlJiGRkZ1rt3b8vOzrZhw4ZZfn6+tbe3m5mZ53nJeitIAdQbED30NcJCrQHRQ18jLNQavoWTkIfo0aNHmjBhgsrLyzV79uzESdjevn2rY8eOqaSkRAMGDNCNGzfkuq46Ojr05MkTnTx5Uh8+fNDAgQO1ePFipaWl6ePHj4mfJwJfQ70B0UNfIyzUGhA99DXCQq3hW/gkQ9TW1qampiZ5nidJchxHvu+rR48eWrRokXzf1/r167VgwQJVVlbKdV3l5uZq48aNnV7H8zyaEN9FvQHRQ18jLNQaED30NcJCreFbuApeiPr27auhQ4fq8OHDamxslOM4isVi8n1fGRkZWrhwoZYuXapLly7pwoULkiT7dJhkp9dJS0tLxvKRYqg3IHroa4SFWgOih75GWKg1fAsDqBD16dNH8+fP19mzZ3XixAm1trZKUqIZs7KytGXLFr1//17V1dWSPk2LHcdJ5rKRIlpbWztt2tQbED30NYJChgDRR18jKGQI/isGUAGJx+Odbvu+L0nasWOH5s6dq+3bt6uioiLRjI7jyMyUnZ2tnJwcvXnzJvQ1I3VdvHhRhYWFamhokES9AVFAjiAsZAgQPWQIwkKG4EcwgArA7du3VVxcrAcPHiTui8ViianwwYMHVVBQoLVr16q8vFyPHz9OTHvr6+vV0dGhQYMGJWXtSD1XrlzRzJkzlZ+fr+zsbEn/+3ZBksrKyjR+/HjqDUgh5AjCQoYA0UOGICxkCH4UV8H7xe7cuaOxY8eqvb1dK1eu1Pr165WXlyfp03Gtnxvu2bNn2rBhg44fP66CggLNmzdP8XhclZWVisfjqqmp4ZhXfNfVq1c1efJkrVmzRjt37lSPHj2++rinT59q48aN1BuQAsgRhIUMAaKHDEFYyBB0BQOoX6ipqUkrVqzQ8+fPNWjQIFVUVGjp0qXavHnzVzd+Sdq/f7/OnDmjqqoqDR8+XHl5eTp69Khc15XneTQjvun69esqLCzUihUrtG/fPnXr1k2SVFdXp+bmZsViMfXr10+5ubmJ51BvwO+NHEFYyBAgesgQhIUMQZcZfpmKigpzHMf27t1rZmYlJSXmOI4tW7bM6urqEo/zfd88z0vcjsfj9uTJE3v9+rX5vm9mZh0dHeEuHimlra3NioqKzHEcq6ioSNTTrl27bMiQIeY4jjmOY3369LHKyspOz6XegN8XOYIwkCFANJEhCAMZgp/BAOoXevHihe3Zs6fTfVu3bv3qxm9miab7/Pef9wPf4vu+VVdX25gxYywnJ8eqqqps06ZNlpGRYdu2bbNz585ZeXm55efnm+M4du7cuX99LQC/B3IEYSBDgGgiQxAGMgQ/gwFUQNrb2xP////GX1tba2afmq2lpSVZy0NE3Lp1y0aNGmWO49jgwYPt1KlTnWrv4sWL1r9/f5s0aZK9e/cuiSsF8KPIEQSNDAGiiwxB0MgQdAVXwQuI67qJ/0tLS1VcXKxDhw7pwIEDqq2t1c2bNzVx4kSdPn06iatEqhs9erQOHz6sqVOnqqioSFOnTpXruokrTxQWFmrKlCmqra394nK8AH5v5AiCRoYA0UWGIGhkCLoiPdkL+FOUlpYqFouptLRULS0tunfvnjzP04wZM5K9NKS4UaNGqaysTK7rJq4+EYt9mi37vq/W1lbl5eUpKysrmcsE8JPIEQSBDAH+DGQIgkCG4EcxgAqB7/uKxWLavXu3GhsbdeTIEY0ZM0ZVVVVKT0/Xx48flZ7OR4GuicViGjFiROL253qTpAcPHujhw4eaNWsWNQakMHIEQSFDgOgjQxAUMgQ/yjEzS/Yi/gSe56mmpkbLly9Xt27ddO3aNTZ8/HKfN/14PK7bt29r3bp1am9vV3V1tdLT07+49C6A1EGOIGhkCBBdZAiCRobgv2AAFZKGhgYVFRXJdV3dvHlTruuy4SMQr1690u7du3X+/HllZmbq0qVLcl1XnucpLS0t2csD0EXkCMJAhgDRRIYgDGQIvoeTkIckJydHS5YsYcNH4Nra2vTmzRtNmzZNly9fTtQbmz6Q2sgRhIEMAaKJDEEYyBB8D7+ACsE/f27Iho+gtbW1KTMzU5L4xgGIAHIEYSJDgGghQxAmMgT/hgEUEGEcaw0A6CoyBADQVWQIvoYBFAAAAAAAAALFOaAAAAAAAAAQKAZQAAAAAAAACBQDKAAAAAAAAASKARQAAAAAAAACxQAKAAAAAAAAgWIABQAAAAAAgEAxgAIAAAAAAECgGEABAAAAAAAgUAygAAAAAAAAECgGUAAAAAAAAAjU3wwXNLe0KhyqAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameter_names = ['efficiency', 'open_circuit_voltage', 'short_circuit_current', 'fill_factor', 'Rs', 'Rsh']\n",
    "titles = ['Efficiency (%)', 'Open Circuit Voltage (mV)', 'Short Circuit Current (mA/cm2)', 'Fill Factor (%)', 'Series Resistance (Ohms)', 'Shunt Resistance (Ohms)']\n",
    "subfolder_names = ['100 ml Synthesis', '500 ml Synthesis']\n",
    "\n",
    "boxplot_title = 'Large Batch Comparison 27.04.23'\n",
    "\n",
    "# Set font sizes\n",
    "plt.rcParams.update({\n",
    "    'axes.titlesize': 14,\n",
    "    'axes.labelsize': 12,\n",
    "    'xtick.labelsize': 12,\n",
    "    'ytick.labelsize': 12,\n",
    "    'legend.fontsize': 12,\n",
    "    'font.size': 12\n",
    "})\n",
    "\n",
    "# Create a figure with multiple subplots\n",
    "fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(12, 8))\n",
    "\n",
    "# Flatten the 2D axes array into a 1D array for easy iteration\n",
    "axes = axes.flatten()\n",
    "\n",
    "# custom_palette = 'Blues'\n",
    "custom_palette = ['#ED6B5E', '#5DC4ED']\n",
    "\n",
    "# Loop through the parameters and create a boxplot for each one\n",
    "for i, param in enumerate(parameter_names):\n",
    "    data = []  # initialize an empty list to store the data for this parameter\n",
    "    \n",
    "    # loop through the dataframes and extract the relevant parameter data\n",
    "    for key, df in dfs.items():\n",
    "        data.append(df[param].values)\n",
    "\n",
    "    # create the boxplot and stripplot on the current subplot\n",
    "    sns.boxplot(ax=axes[i], data=data, showfliers=False, palette=custom_palette)\n",
    "    sns.stripplot(ax=axes[i], data=data, color='black', alpha=0.7)\n",
    "    \n",
    "    # set the y-axis label and title for the current subplot\n",
    "    axes[i].set_ylabel(titles[i])\n",
    "    #axes[i].set_xlabel('Substrate ID')\n",
    "    axes[i].set_title(titles[i])\n",
    "\n",
    "    # set the x-tick labels for the current subplot\n",
    "    axes[i].set_xticks(range(len(subfolder_names)))\n",
    "    axes[i].set_xticklabels(subfolder_names, rotation=45)\n",
    "    \n",
    "    # add horizontal grid lines\n",
    "    axes[i].grid(axis='y', linestyle='--', alpha=0.7)\n",
    "   \n",
    "    # Adjust spacing between subplots and display the plot\n",
    "    plt.tight_layout()\n",
    "\n",
    "# Figure save settings\n",
    "save_dir = os.path.join(parent_folder_path, 'Box Plots and Heat Maps')\n",
    "if not os.path.exists(save_dir):\n",
    "    os.makedirs(save_dir)\n",
    "plt.savefig(os.path.join(save_dir, boxplot_title + '.png'), dpi=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcba7f60",
   "metadata": {},
   "source": [
    "## Heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "727ebac0-44b1-432e-92ca-30686c8e7baf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='x', ylabel='y'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the x and y values of the heatmap\n",
    "df['file_name'] = df['file_name'].astype(str)\n",
    "df['x'] = df['file_name'].str.extract(r'(\\d+)').astype(int)  # Extract numbers as integers\n",
    "df['y'] = df['file_name'].str.extract(r'([A-Za-z]+)')  # Extract first letters\n",
    "\n",
    "# Define the rows and columns to display in the heatmap\n",
    "all_rows = df['y'].unique()\n",
    "all_columns = df['x'].unique()\n",
    "\n",
    "df['efficiency'] = df['efficiency'].round(1)\n",
    "pivot = df.pivot_table(index='y', columns='x', values='efficiency')\n",
    "\n",
    "sns.heatmap(pivot, annot=True, fmt='.1f', cmap='Blues')\n",
    "# plt.xticks(ticks=np.arange(len(all_columns)), labels=all_columns)\n",
    "# plt.yticks(ticks=np.arange(len(all_rows)), labels=all_rows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c64d3e65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGxCAYAAAD/MbW0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA9vUlEQVR4nO3deXyM9/r/8fdkkYQsBBH7UjvVqKVS1FYcVAVFWy2KHtqIttGeCi1a2lR3RzW0iKPWKkEVxY8EPbT2vdReKtZK1ZJKcv/+cMy3c2ebkJhwv57ncT8eZz7zue/7mkkj11zX577HZhiGIQAAYFlurg4AAAC4FskAAAAWRzIAAIDFkQwAAGBxJAMAAFgcyQAAABZHMgAAgMWRDAAAYHEkAwAAWBzJgAtMmzZNNpst0y0+Pt4+98KFC3ryyScVFBQkm82msLAwSdLRo0fVoUMHBQYGymaz6eWXX9bRo0dls9k0bdq0HMUTHx+f7rx3o1GjRslms+ncuXMZPl+7dm01b948T2NYunSpRo0alafnyE8OHDigV199VfXq1VPhwoUVGBioxo0b65tvvkk3d9WqVWrdurVKlSolLy8vBQUFqWXLllq6dGmGx161apVCQ0NVsGBBFStWTH369NGZM2cc5mzZskXh4eG6//775efnpxIlSujRRx/V6tWr0x1v8uTJCgsLU4UKFeTj46PKlSvrhRde0KlTp9LNnT59up588klVq1ZNbm5uqlChQoYxmn+Xvb29FRwcrBYtWig6OjpdvM64+Xv84YcfSpJeeeUV2Ww2/fzzz5nuM3z4cNlsNm3dujXH5wMkkgGXio2N1YYNG9JtDz74oH3O6NGjFRcXp08++UQbNmzQ+++/L+nGPxA//vijpk6dqg0bNuiVV15RyZIltWHDBnXo0CFHcTz44IPpzotbs3TpUr311luuDuOOWbFihb777jt17dpV8+bN08yZM1WlShV169ZNb7/9tsPc8+fPq1atWvrkk0+0YsUKTZo0SZ6enurQoYNmzJjhMDchIUHt2rVTiRIltGjRIo0bN06rVq1Sq1atlJycbJ83e/Zs/fTTT+rbt68WLVqkyZMny8vLS61atdL06dMdjjly5Ej5+vrq3Xff1fLly/Wvf/1LS5YsUb169XT69GmHuV999ZX27Nmjhg0b6r777sv2fbj5u7xy5UpNmDBBISEhGjt2rGrUqKFVq1bl9G110K9fP0nS1KlTM3w+LS1N06dPV0hICL/DuHUG7rjY2FhDkrFp06Zs5z766KNGjRo10o1XrlzZaNeuXV6Ed9caOXKkIck4e/Zshs/XqlXLaNasWZ7GEB4ebljp1+rs2bNGWlpauvEOHToYBQsWNK5du5bl/n/99ZdRunRpo2nTpg7jDRo0MGrWrGlcv37dPvbDDz8YkozPP//cPnb69Ol0x0xJSTHq1Klj3HfffQ7jGc3dtGmTIckYPXq0w3hqaqrDaylfvnyG8Wf1u3zs2DGjbNmyhp+fn5GYmJjh/hk5cuSIIcn44IMP7GMNGzY0goODHd6Pm5YtW2ZIMsaPH+/0OQAzKgP51M1S4apVq7Rv3z6HFoLNZtPBgwe1bNky+/jRo0czbRP8/PPPeuqpp1SiRAl5eXmpXLly6tWrl/0TVmZtgs2bN+vxxx9XYGCgvL29VbduXX399dcOc26WSdesWaMXXnhBxYoVU9GiRdWlSxf99ttv6V7XrFmzFBoaKl9fX/n6+iokJERTpkyRdKMK4uHhoV9//TXdfn379lXRokV17dq123hX0/vrr780ZswYVa9eXV5eXipevLiee+45nT171mHe3Llz1aZNG5UsWVI+Pj6qUaOGhg4dqsuXL9vn9OnTRxMmTJAkh9Lx0aNH7WODBg1SbGysqlWrJh8fH9WvX18bN26UYRj64IMPVLFiRfn6+qply5Y6ePCgQwwrV65Up06dVKZMGXl7e6ty5coaMGBAurbIzXbJtm3b1KVLF/n7+ysgIEDPPPNMutd1u4oVKyabzZZuvGHDhrpy5YouXLiQ5f6enp4qXLiwPDw87GMnT57Upk2b9OyzzzqMP/zww6patari4uLsY0FBQemO6e7urnr16qX77yijufXq1ZO7u3u6uW5ut/9PY7ly5fTRRx/p0qVLmjRp0m0dq1+/fkpMTNSyZcvSPRcbGysvLy/17Nnzts4BayMZcKHU1FSlpKQ4bKmpqZJkL/nXrVtXlSpVcmghbNiwQcHBwWrcuLF9vGTJkhmeY8eOHWrQoIE2btyot99+W8uWLVN0dLSSk5P1119/ZRrbmjVr1LhxY128eFETJ07UokWLFBISoh49emS4JqF///7y9PTUrFmz9P777ys+Pl7PPPOMw5wRI0aoZ8+eKlWqlKZNm6a4uDj17t1bx44dkyQNGDBAHh4e6f7hvHDhgubMmaN+/frJ29v7lt7XlJSUdPPS0tLUqVMnvffee3r66af13Xff6b333tPKlSvVvHlzXb161T73l19+Ufv27TVlyhQtX75cL7/8sr7++mt17NjRPufNN9/UE088IUkObZ+//2yWLFmiyZMn67333tPs2bN16dIldejQQUOGDNEPP/ygzz77TF988YX27t2rrl27yvjbl4oeOnRIoaGhiomJ0YoVKzRixAj9+OOPatKkia5fv57u9XXu3FmVK1fWN998o1GjRmnhwoVq27ZthnNz25o1a1S8ePEM/wCnpaUpJSVFv/32m0aOHKkDBw5oyJAh9ud3794tSapTp066fevUqWN/PjMpKSlat26datWqlW2cCQkJSk1NdWrurWjfvr3c3d21du3a2zrOU089pYIFC6ZrFfz+++9atGiROnfurCJFitzWOWBxri5NWNHN0mJGm7u7u8PcZs2aGbVq1Up3jPLlyxsdOnRwGLtZXoyNjbWPtWzZ0ihcuLBx5syZTONZs2aNIclYs2aNfax69epG3bp105UlH3vsMaNkyZL2MurN1/Liiy86zHv//fcNScapU6cMwzCMw4cPG+7u7kbPnj0zf2MMw+jdu7cRFBRkJCcn28fGjh1ruLm5GUeOHMly35ttgqy2v7cJZs+ebUgy5s+f73Ccm6Xjv5ej/y4tLc24fv26kZCQYEgyduzYYX8uqzaBJCM4ONj4888/7WMLFy40JBkhISEO5fZPP/3UkGTs3LkzyxiOHTtmSDIWLVqU7n145ZVXHPaZOXOmIcmYMWNGhsfMLV9++aUhyRg3blyGz7dt29b+8/D39zcWLFiQYZwbNmxIt+8///lPo0CBAlmef/jw4YYkY+HChVnO++OPP4waNWoYZcuWNS5dupTpvFttE9xUokSJDFt9mcmoTWAYN343PD09Hdod48ePNyQZK1eudPr4QEaoDLjQ9OnTtWnTJoftxx9/zLXjX7lyRQkJCerevbuKFy/u9H4HDx7Uzz//bC87/v3Tdfv27XXq1Cnt37/fYZ/HH3/c4fHNT3U3P/WvXLlSqampCg8Pz/LcL730ks6cOaN58+ZJuvEpMiYmRh06dMh0RbfZqlWr0r2vmzZtSrcQbMmSJSpcuLA6duzo8BpDQkIUHBzs0DY5fPiwnn76aQUHB8vd3V2enp5q1qyZJGnfvn1OxSVJLVq0UKFCheyPa9SoIUlq166dQ7n95vjN90+Szpw5o4EDB6ps2bLy8PCQp6enypcvn2kM5rJx9+7d5eHhoTVr1mQan2EY2VZUsrJs2TKFh4friSeeUERERIZzxo8fr59++kmLFi1S27Zt1aNHD82ePTvdvIzaD1mNSzeuGHjnnXc0ZMgQderUKdN5165dU5cuXXTs2DHNmzdPvr6+2byyW2f8rbpzO/r166fr16/rq6++so/FxsaqfPnyatWqVa6cA9blkf0U5JUaNWqofv36eXb833//XampqSpTpkyO9ru5svrVV1/Vq6++muEcc5+6aNGiDo+9vLwkyV5qv9mrzi6WunXrqmnTppowYYJ69uypJUuW6OjRoznquT7wwAMqVqxYunFzi+H06dO6ePGiChQokOFxbr7GP//8U02bNpW3t7fGjBmjqlWrqmDBgvr111/VpUsXh3ZCdgIDAx0e3zx3ZuM310ikpaWpTZs2+u233/Tmm2/q/vvvV6FChZSWlqZGjRplGENwcLDDYw8PDxUtWlTnz5/PNL6EhAS1aNHCYezIkSNOJWLff/+9unTpotatW2vmzJmZ/tGuUqWK/f8//vjjateuncLDw9WjRw+5ubnZ/1vKKM4LFy6ke69uio2N1YABA/TPf/5TH3zwQaZxJicnq3Pnzlq/fr2WLFmihx56KNvXdqsuX76s8+fP6/7777/tYzVt2lRVq1ZVbGyshgwZop07d2rr1q32NSLA7SAZuIcFBgbK3d1dJ06cyNF+N/+QRkVFqUuXLhnOqVatWo6OebMyceLECZUtWzbLuYMHD1a3bt20detWffbZZ6patapat26do/M54+Zix+XLl2f4vJ+fnyRp9erV+u233xQfH2+vBkjSxYsXcz2mzOzevVs7duzQtGnT1Lt3b/u4eZHh3yUmJqp06dL2xykpKTp//ny6xO3v6tWrp02bNjmMlSpVKtv4vv/+e4WFhalZs2aaP39+pglWRho2bKjly5fr7NmzKlGihGrXri1J2rVrl9q3b+8wd9euXfbn/y42Nlb9+/dX7969NXHixEz/OCYnJyssLExr1qzRokWL8vwT9XfffafU1NRcu79F3759NXToUP3000+aNWuW3Nzc1KdPn1w5NqyNZOAe5uPjo2bNmmnevHl65513Mvy0nJFq1aqpSpUq2rFjh959991ciaVNmzZyd3dXTEyMQkNDs5zbuXNnlStXTkOGDFFCQoI++eSTPPnk89hjj2nOnDlKTU3N8tPhzXPfrHbclFG14u8VER8fn1yLNScx3DRz5kzVq1fP/vjrr79WSkpKln+Y/Pz8clytWrFihcLCwtSkSRMtXLgwXYxZMQxDCQkJKly4sD1JKV26tBo2bKgZM2bo1Vdflbu7uyRp48aN2r9/v15++WWHY0ybNk39+/fXM888o8mTJ2eZCHTu3FmrV6/WggUL1LZt2xy9zpw6fvy4Xn31VQUEBGjAgAG5cszevXvrjTfe0KRJk7R48WK1atXK3ioCbgfJgAvt3r07w57sfffdl6Mef1Y+/vhjNWnSRA899JCGDh2qypUr6/Tp01q8eLEmTZpk//RrNmnSJLVr105t27ZVnz59VLp0aV24cEH79u3T1q1b7T19Z1WoUEHDhg3T6NGjdfXqVT311FMKCAjQ3r17de7cOYcb9bi7uys8PFyvv/66ChUqlGeffJ588knNnDlT7du310svvaSGDRvK09NTJ06c0Jo1a9SpUyd17txZDz/8sIoUKaKBAwdq5MiR8vT01MyZM7Vjx450x7xZDh47dqzatWsnd3d31alTJ0eflDNSvXp13XfffRo6dKgMw1BgYKC+/fZbrVy5MtN9FixYIA8PD7Vu3Vp79uzRm2++qQceeEDdu3e/rVj+bv369QoLC1NwcLCGDRum7du3Ozxfs2ZN+fv7S5I6deqkBx54QCEhISpatKh+++03TZs2TQkJCZowYYLDZYRjx45V69at1a1bN7344os6c+aMhg4dqtq1a+u5556zz5s3b5769eunkJAQDRgwQD/99JPD+evWrWtPTp544gktW7ZMw4cPV9GiRbVx40b7PH9/f9WsWdP+eO/evdq7d6+kGxWWK1eu2O+qWLNmTYe50v/9LqekpOjMmTNat26dYmNj5e7urri4uFv6fc4oqQkODlb79u0VGxsrwzDsNyQCbptLly9aVFZXE0gyvvzyS/vc272awDAMY+/evUa3bt2MokWLGgUKFDDKlStn9OnTx35DmIyuJjAMw9ixY4fRvXt3IygoyPD09DSCg4ONli1bGhMnTkz3WsyrqTM75vTp040GDRoY3t7ehq+vr1G3bt108RqGYRw9etSQZAwcODCztzGdW7np0PXr140PP/zQeOCBB+wxVa9e3RgwYIDxyy+/2Of997//NUJDQ42CBQsaxYsXN/r3729s3bo13fudnJxs9O/f3yhevLhhs9kMSfarICQZ4eHhDufPbOX4zfdv3rx59rG9e/carVu3Nvz8/IwiRYoY3bp1M44fP25IMkaOHJnufdiyZYvRsWNHw9fX1/Dz8zOeeuqpDG+8czuyu4Lj7z//sWPHGg0aNDCKFCliuLu7G0WLFjXatm1rLFmyJMNjr1ixwmjUqJHh7e1tBAYGGr169UoXf+/evbM8/9+vQMlqnvm/i6xe19/fa/PvcoECBYygoCCjWbNmxrvvvpvlVTyZ2bNnT5Y3EVq0aJEhyQgMDMz2pk6As2yGkUtLXYFcNH78eA0ePFi7d+/Os2vA71WjRo3SW2+9pbNnzzrdGkL+ERcXpy5duui7775Lt2YCyCu0CZCvbNu2TUeOHNHbb7+tTp06kQjAMg4dOqTt27dr2LBhCg4OVsuWLV0dEiyEZAD5SufOnZWYmKimTZtq4sSJrg4HyDWGYdjvMJqRkSNHav78+WrUqJHmzp3r1N02gdxCmwAA7oD4+Ph093Awi42N5VJBuATJAADcAZcuXUp3506zihUrZnkfCCCvkAwAAGBxfDcBAAAWRzIAAIDF5ZurCa7l7MvRkIe8881/FfDpPNnVIeB/rsb1d3UIuIN86g7KtWNd3fZZrh0rr/DPPgAAZjZrFc6t9WoBAEA6VAYAADDLg29Kzc9IBgAAMLNYm4BkAAAAM4tVBqyV+gAAgHSoDAAAYEabAAAAi6NNAAAArITKAAAAZrQJAACwONoEAADASqgMAABgRpsAAACLo00AAACshMoAAABmtAkAALA4i7UJSAYAADCzWGXAWq8WAACkQ2UAAAAzi1UGSAYAADBzs9aaAWulPgAAIB0qAwAAmNEmAADA4ix2aaG1Uh8AAJAOlQEAAMxoEwAAYHG0CQAAgJVQGQAAwIw2AQAAFmexNgHJAAAAZharDFjr1QIAgHSoDAAAYEabAAAAi6NNAAAArITKAAAAZrQJAACwONoEAADASqgMAABgZrHKAMkAAABmFlszYK3UBwAApENlAAAAM4u1Caz1agEAcIbNlntbDsTExKhOnTry9/eXv7+/QkNDtWzZskznL1iwQK1bt1bx4sXt87///vscv1ySAQAAzGxuubflQJkyZfTee+9p8+bN2rx5s1q2bKlOnTppz549Gc5fu3atWrduraVLl2rLli1q0aKFOnbsqG3btuXs5RqGYeRojzxyLcXVEeAmb5pH+YZP58muDgH/czWuv6tDwB2Um797F+c8q+TkZIcxLy8veXl5ObV/YGCgPvjgA/Xr18+p+bVq1VKPHj00YsQIp2OkMgAAgFkutgmio6MVEBDgsEVHR2cbQmpqqubMmaPLly8rNDTUqbDT0tJ06dIlBQYG5ujl8hkQAAATWy5eWhgVFaXIyEiHsayqArt27VJoaKiuXbsmX19fxcXFqWbNmk6d66OPPtLly5fVvXv3HMVIMgAAQB7KSUtAkqpVq6bt27fr4sWLmj9/vnr37q2EhIRsE4LZs2dr1KhRWrRokYKCgnIUI8kAAAAmuVkZyKkCBQqocuXKkqT69etr06ZNGjdunCZNmpTpPnPnzlW/fv00b948Pfroozk+J8kAAABm+egGhIZhpFuA+HezZ89W3759NXv2bHXo0OGWzkEyAABAPjFs2DC1a9dOZcuW1aVLlzRnzhzFx8dr+fLlkm6sPzh58qSmT58u6UYi0KtXL40bN06NGjVSYmKiJMnHx0cBAQFOn5erCQAAMLHZbLm25cTp06f17LPPqlq1amrVqpV+/PFHLV++XK1bt5YknTp1SsePH7fPnzRpklJSUhQeHq6SJUvat5deeilH56UyAACAiavWDEyZMiXL56dNm+bwOD4+PlfOS2UAAACLozIAAICJK68mcAWSASdt2bxJ06ZO0b69u3X27Fl98u8Jatkq68s3vluyWNOmTNbx48fk6+unh5s01ZDX/qXChYvcoaiBvPV82xp6/h81VD7IV5K079ff9e7X27Ri64kM53dqVEHPt62hOhUD5eXprn2//q4xc7Zq1faTdzJsIFtWSwZoEzjp6tUrqlatmoYOd+5ez1u3bNYbUa8rrOsTmr9oiT74+FPt2b1Lo0a8kceRAnfOyfOX9eZXP6nxawvV+LWFit91SvOGtlaNsoUznN+kZrBW7zipzmO+18OvLlTCrlOaP6yNHqhY9M4GDmTHlovbXSBXKwPbt29XSEhIbh4y32jStJmaNG3m9PxdO3eoVOnS6vlML0lSmTJl9UT3Hpo2lS+ewb1j6ebjDo9Hzdys59tWV8OqQdr368V081+butHh8ciZm/VYw/Jq36Ccdhw5n5ehAsjCbVcGkpKS9Pnnn+vBBx9UvXr1ciOme8IDIXV1OjFR69YmyDAMnT93TqtWfK+mjzifUAB3Ezc3m7o1qaRC3p76cf8Zp/ax2SQ/H0/9finzG6oAruCqSwtd5ZYrA6tXr9bUqVO1YMEClS9fXl27ds32koibkpOT091NyXDP2b2b87uQug8qeuyH+teQl/XXX38pJSVFzVu01NBhb7o6NCBX1SpXRPHvPS7vAu7689p19XhvpX4+cdGpfV/udL8Kento/n8P522QQA7dLX/Ec0uOKgMnTpzQmDFjVKlSJT311FMqUqSIrl+/rvnz52vMmDGqW7euU8fJ6OscPxib/dc53k0OHTyosdFjNOCFcM3+er4+nzRZJ0+e0Ji3R7o6NCBXHfgtSQ9FxqnZ64v15fJ9+nJwM1UvUzjb/bo3qaThPR7Usx+u1tmka3kfKIBMOV0ZaN++vdavX6/HHntM48eP1z/+8Q+5u7tr4sSJOT5pRl/naLjfO1UBSZoyeZJC6j6oPn37S5KqVqsuHx8fPderpwYNflnFi+fsG6WA/Op6SpoOJ/4hSdp66JzqVS6u8MdqKWLiD5nu80TjSooZ9Ih6fvD/tGbnb3cqVMBpVqsMOJ0MrFixQoMHD9YLL7ygKlWq3NZJM/o6x2spt3XIfOfa1Wty93B3GHN3v/HYMAxXhATcETab5OXpnunz3ZtU0sRBj6j3x2u0fMuvdzAywHlWSwacbhOsW7dOly5dUv369fXQQw/ps88+09mzZ/MytnzlyuXL+nnfPv28b58k6eSJE/p53z6d+u3Gp5pxn3yk4VH/ss9v1ryFVq9aqa/nzNKJX3/Vtq1bNPbdMap9fx0FBZVwyWsActtbPeurcY0SKlfcV7XKFdGonvX1SK2SmrP2kCTp7Wfqa/Lg/1s0271JJU1+qbmGTvtRPx04oxKFfVSisI/8C3q66iUAUA4qA6GhoQoNDdW4ceM0Z84cTZ06VZGRkUpLS9PKlStVtmxZ+fn55WWsLrVnz271f66X/fGH799Y4/B4p84a/e57Onf2rBJPnbI/36lzF12+clmzZ83URx+MlZ+fnxo81EgvR752x2MH8kpQYR9Nebm5gosUVNKVv7T76AU9Pvp7rd5x4yZCwUUKqmxxX/v8fm1ryNPDTeMGNNa4AY3t41+tPqB/jl97x+MHMmWtwoBsxm3UrPfv368pU6boq6++0sWLF9W6dWstXrz4lo51r7UJ7mbe3Jcy3/DpzH0p8ourcf1dHQLuoGJ95uTasc5NezLXjpVXbus+A9WqVdP777+vEydOaPbs2bkVEwAAuINy5TOgu7u7wsLCFBYWlhuHAwDApay2gJCCMAAAJiQDAABYnbVyAb61EAAAq6MyAACACW0CAAAszmrJAG0CAAAsjsoAAAAmVqsMkAwAAGBitWSANgEAABZHZQAAADNrFQZIBgAAMKNNAAAALIXKAAAAJlarDJAMAABgQjIAAIDVWSsXYM0AAABWR2UAAAAT2gQAAFic1ZIB2gQAAFgclQEAAEyoDAAAYHE2my3XtpyIiYlRnTp15O/vL39/f4WGhmrZsmVZ7pOQkKB69erJ29tblSpV0sSJE3P8ekkGAADIJ8qUKaP33ntPmzdv1ubNm9WyZUt16tRJe/bsyXD+kSNH1L59ezVt2lTbtm3TsGHDNHjwYM2fPz9H56VNAACAmYu6BB07dnR4/M477ygmJkYbN25UrVq10s2fOHGiypUrp08//VSSVKNGDW3evFkffvihunbt6vR5SQYAADDJzTUDycnJSk5Odhjz8vKSl5dXlvulpqZq3rx5unz5skJDQzOcs2HDBrVp08ZhrG3btpoyZYquX78uT09Pp2KkTQAAQB6Kjo5WQECAwxYdHZ3p/F27dsnX11deXl4aOHCg4uLiVLNmzQznJiYmqkSJEg5jJUqUUEpKis6dO+d0jFQGAAAwyc3KQFRUlCIjIx3GsqoKVKtWTdu3b9fFixc1f/589e7dWwkJCZkmBOZYDcPIcDwrJAMAAJjk5pWFzrQE/q5AgQKqXLmyJKl+/fratGmTxo0bp0mTJqWbGxwcrMTERIexM2fOyMPDQ0WLFnX6nCQDAACY5Kf7DBiGkW7NwU2hoaH69ttvHcZWrFih+vXrO71eQGLNAAAA+cawYcO0bt06HT16VLt27dLw4cMVHx+vnj17SrrRcujVq5d9/sCBA3Xs2DFFRkZq3759mjp1qqZMmaJXX301R+elMgAAgImrCgOnT5/Ws88+q1OnTikgIEB16tTR8uXL1bp1a0nSqVOndPz4cfv8ihUraunSpXrllVc0YcIElSpVSv/+979zdFmhJNmMmysNXOxaiqsjwE3epIj5hk/nya4OAf9zNa6/q0PAHVTt9e9z7Vj7x7bNtWPlFdoEAABYHJ8BAQAwyUfrB+8IkgEAAEzc3KyVDdAmAADA4qgMAABgQpsAAACLy083HboTaBMAAGBxVAYAADCxWGGAZAAAADOrtQlIBgAAMLFaMsCaAQAALI7KAAAAJhYrDJAMAABgRpsAAABYCpUBAABMLFYYIBkAAMCMNgEAALAUKgMAAJhYrDBAMgAAgBltAgAAYClUBgAAMLFYYYBkAAAAM6u1CUgGAAAwsVgukH+SgdB3Vrs6BPzPtpEtXR0C/udqXH9Xh4D/8ak7yNUh4G+ubvvM1SHcU/JNMgAAQH5BmwAAAIuzWC7ApYUAAFgdlQEAAExoEwAAYHEWywVoEwAAYHVUBgAAMKFNAACAxVktGaBNAACAxVEZAADAxGKFAZIBAADMrNYmIBkAAMDEYrkAawYAAMgvoqOj1aBBA/n5+SkoKEhhYWHav39/tvvNnDlTDzzwgAoWLKiSJUvqueee0/nz550+L8kAAAAmNpst17acSEhIUHh4uDZu3KiVK1cqJSVFbdq00eXLlzPdZ/369erVq5f69eunPXv2aN68edq0aZP693f+W09pEwAAYOKqNsHy5csdHsfGxiooKEhbtmzRI488kuE+GzduVIUKFTR48GBJUsWKFTVgwAC9//77Tp+XygAAAHkoOTlZf/zxh8OWnJzs1L5JSUmSpMDAwEznPPzwwzpx4oSWLl0qwzB0+vRpffPNN+rQoYPTMZIMAABg4maz5doWHR2tgIAAhy06OjrbGAzDUGRkpJo0aaLatWtnOu/hhx/WzJkz1aNHDxUoUEDBwcEqXLiwxo8f7/zrdXomAAAWYbPl3hYVFaWkpCSHLSoqKtsYBg0apJ07d2r27NlZztu7d68GDx6sESNGaMuWLVq+fLmOHDmigQMHOv16WTMAAEAe8vLykpeXV472iYiI0OLFi7V27VqVKVMmy7nR0dFq3LixXnvtNUlSnTp1VKhQITVt2lRjxoxRyZIlsz0fyQAAACauuumQYRiKiIhQXFyc4uPjVbFixWz3uXLlijw8HP+cu7u724/nDNoEAACYuNlyb8uJ8PBwzZgxQ7NmzZKfn58SExOVmJioq1ev2udERUWpV69e9scdO3bUggULFBMTo8OHD+uHH37Q4MGD1bBhQ5UqVcqp81IZAADAxFWVgZiYGElS8+bNHcZjY2PVp08fSdKpU6d0/Phx+3N9+vTRpUuX9Nlnn2nIkCEqXLiwWrZsqbFjxzp9XpIBAADyCWfK+tOmTUs3FhERoYiIiFs+L8kAAAAmVvtuApIBAABMbLJWNsACQgAALI7KAAAAJjm9CuBuRzIAAICJq64mcBXaBAAAWByVAQAATCxWGCAZAADAzM1i2QBtAgAALI7KAAAAJhYrDJAMAABgZrWrCUgGAAAwsVguwJoBAACsjsoAAAAmVruagGQAAAATa6UCtAkAALA8KgMAAJhwNQEAABZntW8tpE0AAIDFURkAAMCENgEAABZnsVyANgEAAFZHZQAAABPaBAAAWJzVriYgGQAAwMRqlQHWDAAAYHFUBgAAMLFWXYBkAACAdKz2rYW0CQAAsDgqAwAAmFisMEAyAACAGVcTAAAAS6Ey4IS+TcqrZfXiqlCsoJJT0rTj1ySNW3VIx85fyXK/7g1Kq0eDMipV2FuJSdc0Zd0xLdmZeIeiBmAlz3drouefaKrypQIlSfsOJ+rdL5ZpxQ97s9039IFKWjH5Je05dEqNnnwvr0O9K1isMEAy4IwHyxfW3E0ntOe3S/Jwsym8ZSXFPBOiLp9v1LXraRnu061+aUW0uk+jv/1Ze07+odql/fVmx+r649p1rT1w/g6/AgD3upOnL+rN8Yt06Pg5SdIzHR/SvE/+qUZPvqd9hzP/EOLv663Jo5/Vmp8OKKio350KN9+z2tUEJANOGDRzh8PjUYv2afVrTVWzpL+2Hr+Y4T4d6gRr/paTWrHnjCTp5MVrur9MgPo0Lk8yACDXLV272+HxqAnf6vluTdSwTsUsk4HP3nhKc5dvVmqqoY4t6uR1mMinWDNwC3y9buRQSVevZzrH092mv1IcqwbJKamqXdpfHla76TWAO8rNzaZubeupkE8B/bjzSKbznn28kSqVKaZ3Ji27g9HdHWy23NvuBreUDJw//3+fbH/99VeNGDFCr732mtatW+fU/snJyfrjjz8ctrSUv24lFJcY0rayth67qENnL2c6Z8OhCwqrW0o1St4ou9Us6adOIaXk6e6mwgU971SoACykVuVSOvvDR0r68VP9e3gP9RjypX7OpCpwX7niGj34cfUZ9h+lpmbc7rQym82Wa1tOREdHq0GDBvLz81NQUJDCwsK0f//+bPdLTk7W8OHDVb58eXl5eem+++7T1KlTnT5vjtoEu3btUseOHfXrr7+qSpUqmjNnjv7xj3/o8uXLcnNz0yeffKJvvvlGYWFhWR4nOjpab731lsNYiWa9VLJF75yE4xJD21dVlRK+em7q1iznfbn2qIr6FtB/+tWTzSZd+PO6Fu84pecal1dqmnGHogVgJQeOntZDT0arsF9BhbUK0ZdvP6s2/celSwjc3Gz6z7t9NGbiUh08fsZF0eZvriqbJyQkKDw8XA0aNFBKSoqGDx+uNm3aaO/evSpUqFCm+3Xv3l2nT5/WlClTVLlyZZ05c0YpKSlOn9dmGIbTf5natWsnDw8Pvf7665oxY4aWLFmiNm3aaPLkyZKkiIgIbdmyRRs3bszyOMnJyUpOTnYYa/rBf+XmUcDpwF3h9XZV1LxacfWbtlW/Xbzm1D4ebjYFFiqgc38mq2u90hr86H165L21ys/pwLaRLV0dApDv+NQd5OoQcuy7iYN0+NdzinhnjsN4gK+PEtd9oJSUVPuYm5tNbm5uSklJ1WMvTlDCpgN3Otwcubrtszw9fkTcvlw71vjONW5537NnzyooKEgJCQl65JFHMpyzfPlyPfnkkzp8+LACAwNv6Tw5qgxs2rRJq1evVp06dRQSEqIvvvhCL774otzcbuRQERERatSoUbbH8fLykpeXl8NY/k8Eqqpl9eJ6/j/OJwKSlJJm6MylG4lP21pBWnfgXL5OBADcO2yyyatA+n/m/7h8TfWeeMdh7J/dm6p5g6p6+rUpOnqSRc65edOhjD4AZ/R3MCNJSUmSlOUf+cWLF6t+/fp6//339dVXX6lQoUJ6/PHHNXr0aPn4+DgVY46SgQsXLig4OFiS5Ovrq0KFCjkEWKRIEV26dCknh7wrRLWvqnb3l9Arc3bpcnKqiha6kbj8mZyi5P8tEoxoVUlBfl56c+GNbLJcoI9ql/bX7pN/yM/bQ8+GltN9Qb725wEgN701qKNW/LBXvyb+Lr9C3urWtp4eqV9Fj4d/Lkl6O+JxlQoKUP83v5JhGNp76JTD/mcv/Klrf6WkG7eq3FznnVFrfOTIkRo1alSW+xmGocjISDVp0kS1a9fOdN7hw4e1fv16eXt7Ky4uTufOndOLL76oCxcuOL1uIMeXFpqzJSvcsrF7gzKSpMl9HnQYH7Fwr77dcaMXV8zXS8EB3vbn3N1seja0nMoXK6iUVEObj/6uPlO36FSS81UFAHBWUFE/TRnTS8HF/JX05zXt/uWkHg//XKt//FmSFFzMX2WDb62EjNsTFRWlyMhIhzFnqgKDBg3Szp07tX79+iznpaWlyWazaebMmQoICJAkffzxx3riiSc0YcIEp6oDOVoz4Obmpnbt2tlfxLfffquWLVvaFzUkJydr+fLlSk1NzeowGar71uoc74O8wZoBIL27cc3AvSyv1wxELv4514718ePVc7xPRESEFi5cqLVr16pixYpZzu3du7d++OEHHTx40D62b98+1axZUwcOHFCVKlWyPV+OKgO9ezuu9n/mmWfSzenVq1dODgkAQL7jqqq3YRiKiIhQXFyc4uPjs00EJKlx48aaN2+e/vzzT/n6+kqSDhw4IDc3N5UpU8ap8+YoGYiNjc3JdAAAkAPh4eGaNWuWFi1aJD8/PyUm3mhFBwQE2Mv9UVFROnnypKZPny5JevrppzV69Gg999xzeuutt3Tu3Dm99tpr6tu3r9MLCLkDIQAAJm623NtyIiYmRklJSWrevLlKlixp3+bOnWufc+rUKR0/ftz+2NfXVytXrtTFixdVv3599ezZUx07dtS///1vp8/LdxMAAGDiqrXxzizjmzZtWrqx6tWra+XKlbd8XioDAABYHJUBAABM+ApjAAAszmplc5IBAABMLFYYsFzyAwAATKgMAABgwpoBAAAszmK5AG0CAACsjsoAAAAmufkVxncDkgEAAEystmaANgEAABZHZQAAABOLFQZIBgAAMLPamgHaBAAAWByVAQAATGyyVmmAZAAAABOrtQlIBgAAMLFaMsCaAQAALI7KAAAAJjaLXVtIMgAAgAltAgAAYClUBgAAMLFYl4BkAAAAM76oCAAAWAqVAQAATKy2gJBkAAAAE4t1CWgTAABgdVQGAAAwceOLigAAsDartQlIBgAAMLHaAkLWDAAAYHFUBgAAMLHaTYdIBgAAMLFYLkCbAAAAq6MyAACACW0CAAAszmK5AG0CAADyi+joaDVo0EB+fn4KCgpSWFiY9u/f7/T+P/zwgzw8PBQSEpKj85IMAABg4paLW04kJCQoPDxcGzdu1MqVK5WSkqI2bdro8uXL2e6blJSkXr16qVWrVjk8K20CAADSseVinyA5OVnJyckOY15eXvLy8ko3d/ny5Q6PY2NjFRQUpC1btuiRRx7J8jwDBgzQ008/LXd3dy1cuDBHMVIZAAAgD0VHRysgIMBhi46OdmrfpKQkSVJgYGCW82JjY3Xo0CGNHDnylmKkMgAAgElurh+MiopSZGSkw1hGVQEzwzAUGRmpJk2aqHbt2pnO++WXXzR06FCtW7dOHh639medZAAAAJPcvLQws5ZAdgYNGqSdO3dq/fr1mc5JTU3V008/rbfeektVq1a95RhJBgAAMHH1lYURERFavHix1q5dqzJlymQ679KlS9q8ebO2bdumQYMGSZLS0tJkGIY8PDy0YsUKtWzZMtvzkQwAAJBPGIahiIgIxcXFKT4+XhUrVsxyvr+/v3bt2uUw9vnnn2v16tX65ptvst3/JpIBAABMXHXTofDwcM2aNUuLFi2Sn5+fEhMTJUkBAQHy8fGRdGMNwsmTJzV9+nS5ubmlW08QFBQkb2/vLNcZmJEMAABgkpuXFuZETEyMJKl58+YO47GxserTp48k6dSpUzp+/HiunpdkAACAfMIwjGznTJs2LcvnR40apVGjRuXovCQDAACYWO0mPCQDAACYuKpN4CpWS34AAIAJlQEAAEysVRcgGQAAIB2rtQlshjNLF2EpI77/xdUh4H/eblvF1SEAlvTNjlO5dqwnHiiZa8fKK1QGAAAwsdqCOpIBAABMrNYmIBkAAMDEWqmA9SohAADAhMoAAAAmFusSkAwAAGDmZrFGAW0CAAAsjsoAAAAmtAkAALA4G20CAABgJVQGAAAwoU0AAIDFcTUBAACwFCoDAACY0CYAAMDiSAYAALA4Li0EAACWQmUAAAATN2sVBkgGAAAwo00AAAAshcoAAAAmXE0AAIDF0SYAAACWQmUAAAATriYAAMDiaBMAAABLoTIAAIAJVxMAAGBxFssFSAYAADBzs1hpgDUDAADkE9HR0WrQoIH8/PwUFBSksLAw7d+/P8t9FixYoNatW6t48eLy9/dXaGiovv/++xydl2QAAAATWy5uOZGQkKDw8HBt3LhRK1euVEpKitq0aaPLly9nus/atWvVunVrLV26VFu2bFGLFi3UsWNHbdu2zfnXaxiGkcNYcY8b8f0vrg4B//N22yquDgGwpI2HLubasRrdV/iW9z179qyCgoKUkJCgRx55xOn9atWqpR49emjEiBFOzWfNAAAAeSg5OVnJyckOY15eXvLy8sp236SkJElSYGCg0+dLS0vTpUuXcrQPbQIAAExsufi/6OhoBQQEOGzR0dHZxmAYhiIjI9WkSRPVrl3b6dg/+ugjXb58Wd27d3d6HyoDAACY5ObFBFFRUYqMjHQYc6YqMGjQIO3cuVPr1693+lyzZ8/WqFGjtGjRIgUFBTm9H8kAAAB5yNmWwN9FRERo8eLFWrt2rcqUKePUPnPnzlW/fv00b948Pfroozk6H8kAAAAmrrrLgGEYioiIUFxcnOLj41WxYkWn9ps9e7b69u2r2bNnq0OHDjk+L8kAAABmLsoGwsPDNWvWLC1atEh+fn5KTEyUJAUEBMjHx0fSjbbDyZMnNX36dEk3EoFevXpp3LhxatSokX0fHx8fBQQEOHVeFhACAJBPxMTEKCkpSc2bN1fJkiXt29y5c+1zTp06pePHj9sfT5o0SSkpKQoPD3fY56WXXnL6vFQGAAAwcdVXGDtz659p06Y5PI6Pj7/t85IMAABgYrGvJiAZAADAzGK5AGsGAACwOioDAACYWaw0QDIAAICJqxYQugptAgAALI7KAAAAJlxNAACAxVksF6BNAACA1VEZAADAzGKlAZIBAABMuJoAAABYCpUBAABMuJoAAACLs1guQDIAAEA6FssGSAZwV9m74mud2LlBl06fkLtnARWrWEN1Hu8j/xJlMt3nzC87tWb8sHTj7YbHyL9E2bwMFwDuCiQDuKucPbhbVZp2UGC5KkpLS9WuJV8p4fM31W5YjDy8vLPct/0bk+ThXdD+2MvXP6/DBXCXstrVBCQDuKs0e/Fth8cNn35Zi4b31IVfDyqocu0s9/XyDVCBgr55GR6Ae4TVFhDm6NLC1atXq2bNmvrjjz/SPZeUlKRatWpp3bp1uRYckJ3r1y5LklN/5Fe8/5IWvfGs1nw2TKcP7Mzr0ADgrpGjZODTTz/V888/L3//9OXVgIAADRgwQB9//HGuBQdkxTAMbY+brGKVaqpwqQqZzvP2D1T9Jwfp4X5RatxvmPyCyih+wnCdObj7zgUL4K5iy8XtbpCjNsGOHTs0duzYTJ9v06aNPvzww2yPk5ycrOTkZIcxLy8veXl55SQcWNzWeRN18bejavXS+1nO8y9RxmGBYbGKNXT197Pav3pBtq0FABZ1t/wVzyU5qgycPn1anp6emT7v4eGhs2fPZnuc6OhoBQQEOGzR0dE5CQUWt+WbiTq5+0e1iHhXBYsUy/H+RStU16Wzv+VBZABw98lRZaB06dLatWuXKleunOHzO3fuVMmSJbM9TlRUlCIjIx3GqArAGYZhaOs3E3Vy5wa1iIiWb9HgWzrO7ycOycc/MJejA3Cv4GqCLLRv314jRoxQu3bt5O3teBnX1atXNXLkSD322GPZHoeWAG7VlnkxOr4lQU36vyEP74K6+sfvkiRP74LyKHDjv6mdi6fpStJ5NXp2iCRp/5pFKlQ0SAHB5ZSWmqJjm9boxI7/qnG/9PceAADJelcT5CgZeOONN7RgwQJVrVpVgwYNUrVq1WSz2bRv3z5NmDBBqampGj58eF7FCujQ+qWSpDXjoxzGG/Z8WRUfelSSdPWP33Xl9/9rV6WlXteOhVN1Nem83D0LyD+4nJoOGKlStRrcucABIB+zGYZh5GSHY8eO6YUXXtD333+vm7vabDa1bdtWn3/+uSpUqJAXceIOGvH9L64OAf/zdtsqrg4BsKQDiVdy7VhVgwtmP8nFcnzTofLly2vp0qX6/fffdfDgQRmGoSpVqqhIkSJ5ER8AAHcebQLnFClSRA0aUGYFANx7rLaAMEeXFgIAgHsP300AAIAJVxMAAGBxFssFaBMAAGB1VAYAADCzWGmAZAAAABOuJgAAAJZCZQAAABOrXU1AZQAAABNbLm45ER0drQYNGsjPz09BQUEKCwvT/v37s90vISFB9erVk7e3typVqqSJEyfm6LwkAwAA5BMJCQkKDw/Xxo0btXLlSqWkpKhNmza6fPlypvscOXJE7du3V9OmTbVt2zYNGzZMgwcP1vz5850+b46/qAj3Pr6oKP/gi4oA1zh6/lquHatCUe9b3vfs2bMKCgpSQkKCHnnkkQznvP7661q8eLH27dtnHxs4cKB27NihDRs2OHUe1gwAAGCSm1cTJCcnKzk52WHMy8tLXl5e2e6blJQkSQoMDMx0zoYNG9SmTRuHsbZt22rKlCm6fv26PD09sz0PbQIAAExsttzboqOjFRAQ4LBFR0dnG4NhGIqMjFSTJk1Uu3btTOclJiaqRIkSDmMlSpRQSkqKzp0759TrpTIAAEAeioqKUmRkpMOYM1WBQYMGaefOnVq/fn22c22myx9urgAwj2eGZAAAAJPcvLLQ2ZbA30VERGjx4sVau3atypQpk+Xc4OBgJSYmOoydOXNGHh4eKlq0qFPnIxkAAMDEVfcZMAxDERERiouLU3x8vCpWrJjtPqGhofr2228dxlasWKH69es7tV5AYs0AAAD5Rnh4uGbMmKFZs2bJz89PiYmJSkxM1NWrV+1zoqKi1KtXL/vjgQMH6tixY4qMjNS+ffs0depUTZkyRa+++qrT5yUZAAAgHdfcdigmJkZJSUlq3ry5SpYsad/mzp1rn3Pq1CkdP37c/rhixYpaunSp4uPjFRISotGjR+vf//63unbt6vyr5T4DMOM+A/kH9xkAXOPkxb9y7VilCxfItWPlFSoDAABYHAsIAQAwsdj3FJEMAABgxrcWAgAAS6EyAACASW5+N8HdgGQAAAAza+UCJAMAAJhZLBdgzQAAAFZHZQAAABOrXU1AMgAAgInVFhDSJgAAwOKoDAAAYGatwgDJAAAAZhbLBWgTAABgdVQGAAAw4WoCAAAsjqsJAACApVAZAADAxGptAioDAABYHJUBAABMqAwAAABLoTIAAICJ1a4mIBkAAMCENgEAALAUKgMAAJhYrDBAMgAAQDoWywZoEwAAYHFUBgAAMOFqAgAALI6rCQAAgKVQGQAAwMRihQGSAQAA0rFYNkAyAACAidUWELJmAAAAi6MyAACAidWuJrAZhmG4Ooh7QXJysqKjoxUVFSUvLy9Xh2N5/DzyD34W+Qc/C2SGZCCX/PHHHwoICFBSUpL8/f1dHY7l8fPIP/hZ5B/8LJAZ1gwAAGBxJAMAAFgcyQAAABZHMpBLvLy8NHLkSBbl5BP8PPIPfhb5Bz8LZIYFhAAAWByVAQAALI5kAAAAiyMZAADA4kgGAACwOJIBAAAsjmTgNq1du1YdO3ZUqVKlZLPZtHDhQleHZGknT57UM888o6JFi6pgwYIKCQnRli1bXB2W5VSoUEE2my3dFh4e7urQLCclJUVvvPGGKlasKB8fH1WqVElvv/220tLSXB0a8hG+tfA2Xb58WQ888ICee+45de3a1dXhWNrvv/+uxo0bq0WLFlq2bJmCgoJ06NAhFS5c2NWhWc6mTZuUmppqf7x79261bt1a3bp1c2FU1jR27FhNnDhR//nPf1SrVi1t3rxZzz33nAICAvTSSy+5OjzkE9xnIBfZbDbFxcUpLCzM1aFY0tChQ/XDDz9o3bp1rg4FJi+//LKWLFmiX375RTarfTesiz322GMqUaKEpkyZYh/r2rWrChYsqK+++sqFkSE/oU2Ae8bixYtVv359devWTUFBQapbt66+/PJLV4dleX/99ZdmzJihvn37kgi4QJMmTfT//t//04EDByRJO3bs0Pr169W+fXsXR4b8hDYB7hmHDx9WTEyMIiMjNWzYMP30008aPHiwvLy81KtXL1eHZ1kLFy7UxYsX1adPH1eHYkmvv/66kpKSVL16dbm7uys1NVXvvPOOnnrqKVeHhnyEZAD3jLS0NNWvX1/vvvuuJKlu3bras2ePYmJiSAZcaMqUKWrXrp1KlSrl6lAsae7cuZoxY4ZmzZqlWrVqafv27Xr55ZdVqlQp9e7d29XhIZ8gGcA9o2TJkqpZs6bDWI0aNTR//nwXRYRjx45p1apVWrBggatDsazXXntNQ4cO1ZNPPilJuv/++3Xs2DFFR0eTDMCONQO4ZzRu3Fj79+93GDtw4IDKly/voogQGxuroKAgdejQwdWhWNaVK1fk5ub4T727uzuXFsIBlYHb9Oeff+rgwYP2x0eOHNH27dsVGBiocuXKuTAy63nllVf08MMP691331X37t31008/6YsvvtAXX3zh6tAsKS0tTbGxserdu7c8PPinxlU6duyod955R+XKlVOtWrW0bds2ffzxx+rbt6+rQ0M+wqWFtyk+Pl4tWrRIN967d29NmzbtzgdkcUuWLFFUVJR++eUXVaxYUZGRkXr++eddHZYlrVixQm3bttX+/ftVtWpVV4djWZcuXdKbb76puLg4nTlzRqVKldJTTz2lESNGqECBAq4OD/kEyQAAABbHmgEAACyOZAAAAIsjGQAAwOJIBgAAsDiSAQAALI5kAAAAiyMZAADA4kgGAACwOJIBAAAsjmQAAACLIxkAAMDi/j82mgzEzaT30AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the x and y values of the heatmap\n",
    "df['file_name'] = df['file_name'].astype(str)\n",
    "df['x'] = df['file_name'].str.extract(r'(\\d+)').astype(int)  # Extract numbers as integers\n",
    "df['y'] = df['file_name'].str.extract(r'([A-Za-z]+)')  # Extract first letters\n",
    "\n",
    "# Define the rows and columns to display in the heatmap\n",
    "all_rows = df['y'].unique()\n",
    "all_columns = df['x'].unique()\n",
    "\n",
    "# rows_to_display = ['A', 'B', 'C']\n",
    "# columns_to_display = ['2', '3', '4', '5']\n",
    "\n",
    "# Loop over the DataFrames in the dfs dictionary\n",
    "for df_name, df in dfs.items():\n",
    "    # plt.figure(figsize=(10, 6))  # Adjust the width and height as needed\n",
    "    if df.empty:\n",
    "        continue  # Skip to the next DataFrame if empty\n",
    "    \n",
    "    # Create a pivot table with the 'efficiency' values\n",
    "    pivot = df.pivot_table(index='y', columns='x', values='efficiency')\n",
    "\n",
    "    # Create the heatmap using seaborn\n",
    "    sns.heatmap(pivot, annot=True, fmt='.1f', cmap='Blues')\n",
    "\n",
    "    # Set the plot title and axis labels\n",
    "    heatmap_title = f'Efficiency Heatmap - {df_name}'\n",
    "    plt.xlabel('')\n",
    "    plt.ylabel('')\n",
    "    plt.title(heatmap_title)\n",
    "    plt.rcParams['font.size'] = 10 \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f76ff374",
   "metadata": {},
   "source": [
    "## Multiple JV plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76ab058f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a list of filenames and their corresponding subfolders to plot\n",
    "file_info = [('230221J_JV', 'A1.txt'), \n",
    "             ('230221J_JV', 'A4.txt'),\n",
    "             ('230221D_JV', 'A7.txt'),\n",
    "            ('230221J_JV', 'A6.txt')]\n",
    "\n",
    "# Set up the plot\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "# Set the labels for the x-axis and y-axis of the graph\n",
    "ax1.set_xlabel(\"Voltage (mV)\")\n",
    "ax1.set_ylabel(\"Current Density ($mA/cm^2$)\")\n",
    "\n",
    "# Iterate through each file and plot its JV curve\n",
    "for subfolder, file_name in file_info:\n",
    "    # Load the dataframe for the current subfolder\n",
    "    df = dfs[subfolder]\n",
    "    \n",
    "    # Extract the data for current density and mV for the current file\n",
    "    df_file = df[df['file_name'] == file_name]\n",
    "    current_density = df_file['current_density'].values\n",
    "    mV = df_file['mV'].values\n",
    "    \n",
    "    # Plot the JV curve as a scatter plot and a line plot\n",
    "    ax1.scatter(mV[0], current_density[0], alpha=0.8, marker='x')\n",
    "    ax1.plot(mV[0], current_density[0], label=file_name)\n",
    "\n",
    "# Add a legend to the plot\n",
    "ax1.legend()\n",
    "\n",
    "# Set the limits of the y-axis and x-axis\n",
    "ax1.set_ylim(-5, 30)\n",
    "ax1.set_xlim(-50, 600)\n",
    "\n",
    "# Add gridlines to the plot\n",
    "ax1.grid()\n",
    "\n",
    "# Add horizontal and vertical lines at the 0 position on the y-axis and x-axis, respectively\n",
    "plt.axhline(0, color='k')\n",
    "plt.axvline(0, color='k')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "21d3f396",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}