diff --git a/examples/mlp.ipynb b/examples/mlp.ipynb
new file mode 100644
index 0000000..f1cd6bb
--- /dev/null
+++ b/examples/mlp.ipynb
@@ -0,0 +1,775 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import cira\n",
+    "\n",
+    "cira.auth.KEY_FILE = \"\"\n",
+    "assert not cira.auth.check_keys(), \"No keys need for this one \""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd \n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from datetime import datetime\n",
+    "from os.path import exists"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>symbol</th>\n",
+       "      <th>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>trade_count</th>\n",
+       "      <th>vwap</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2021-01-01 06:00:00+00:00</th>\n",
+       "      <td>BTC/USD</td>\n",
+       "      <td>29255.71</td>\n",
+       "      <td>29682.29</td>\n",
+       "      <td>28707.56</td>\n",
+       "      <td>29676.79</td>\n",
+       "      <td>848.874030</td>\n",
+       "      <td>29639.0</td>\n",
+       "      <td>29316.444625</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-02 06:00:00+00:00</th>\n",
+       "      <td>BTC/USD</td>\n",
+       "      <td>29678.34</td>\n",
+       "      <td>34200.00</td>\n",
+       "      <td>29555.99</td>\n",
+       "      <td>33769.52</td>\n",
+       "      <td>2144.592516</td>\n",
+       "      <td>60152.0</td>\n",
+       "      <td>31941.412694</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-03 06:00:00+00:00</th>\n",
+       "      <td>BTC/USD</td>\n",
+       "      <td>33769.52</td>\n",
+       "      <td>34812.93</td>\n",
+       "      <td>32300.61</td>\n",
+       "      <td>32908.02</td>\n",
+       "      <td>1838.695433</td>\n",
+       "      <td>58725.0</td>\n",
+       "      <td>33505.269474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04 06:00:00+00:00</th>\n",
+       "      <td>BTC/USD</td>\n",
+       "      <td>32907.36</td>\n",
+       "      <td>33496.03</td>\n",
+       "      <td>27900.00</td>\n",
+       "      <td>30441.57</td>\n",
+       "      <td>2711.189503</td>\n",
+       "      <td>69226.0</td>\n",
+       "      <td>31267.965121</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-05 06:00:00+00:00</th>\n",
+       "      <td>BTC/USD</td>\n",
+       "      <td>30461.84</td>\n",
+       "      <td>35851.42</td>\n",
+       "      <td>29927.55</td>\n",
+       "      <td>35063.00</td>\n",
+       "      <td>1756.751333</td>\n",
+       "      <td>61880.0</td>\n",
+       "      <td>33151.367357</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            symbol      open      high       low     close  \\\n",
+       "timestamp                                                                    \n",
+       "2021-01-01 06:00:00+00:00  BTC/USD  29255.71  29682.29  28707.56  29676.79   \n",
+       "2021-01-02 06:00:00+00:00  BTC/USD  29678.34  34200.00  29555.99  33769.52   \n",
+       "2021-01-03 06:00:00+00:00  BTC/USD  33769.52  34812.93  32300.61  32908.02   \n",
+       "2021-01-04 06:00:00+00:00  BTC/USD  32907.36  33496.03  27900.00  30441.57   \n",
+       "2021-01-05 06:00:00+00:00  BTC/USD  30461.84  35851.42  29927.55  35063.00   \n",
+       "\n",
+       "                                volume  trade_count          vwap  \n",
+       "timestamp                                                          \n",
+       "2021-01-01 06:00:00+00:00   848.874030      29639.0  29316.444625  \n",
+       "2021-01-02 06:00:00+00:00  2144.592516      60152.0  31941.412694  \n",
+       "2021-01-03 06:00:00+00:00  1838.695433      58725.0  33505.269474  \n",
+       "2021-01-04 06:00:00+00:00  2711.189503      69226.0  31267.965121  \n",
+       "2021-01-05 06:00:00+00:00  1756.751333      61880.0  33151.367357  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "SYMBOL = \"BTC/USD\"\n",
+    "SYM_HIST_FILE = f'./{SYMBOL.replace(\"/\", \"_\")}.csv'\n",
+    "\n",
+    "ast = cira.Cryptocurrency(SYMBOL)\n",
+    "\n",
+    "\n",
+    "if not exists(SYM_HIST_FILE): # chacheing historical data  \n",
+    "    start = datetime(2015, 5, 1)\n",
+    "    end = datetime(2024, 5, 1)\n",
+    "    ast.save_historical_data(SYM_HIST_FILE, start, end)\n",
+    "\n",
+    "data = ast.load_historical_data(SYM_HIST_FILE)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='timestamp'>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data[\"open\"].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='timestamp'>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data[\"diff\"] = data[\"open\"].diff(100).rolling(5).median()\n",
+    "data[\"diff\"] = data[\"diff\"].fillna(0)\n",
+    "data[\"diff\"].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "classes = {\n",
+    "    \"nueatral\": 0,\n",
+    "    \"light_buy\": 1,\n",
+    "    \"light_sell\": 2,\n",
+    "    \"hard_buy\": 3,\n",
+    "    \"hard_sell\":4,\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "timestamp\n",
+       "2021-01-01 06:00:00+00:00    0\n",
+       "2021-01-02 06:00:00+00:00    0\n",
+       "2021-01-03 06:00:00+00:00    0\n",
+       "2021-01-04 06:00:00+00:00    0\n",
+       "2021-01-05 06:00:00+00:00    0\n",
+       "                            ..\n",
+       "2024-04-21 05:00:00+00:00    3\n",
+       "2024-04-22 05:00:00+00:00    3\n",
+       "2024-04-23 05:00:00+00:00    3\n",
+       "2024-04-24 05:00:00+00:00    3\n",
+       "2024-04-25 05:00:00+00:00    3\n",
+       "Name: signal, Length: 1211, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "LITE = 700\n",
+    "HARD = 1400\n",
+    "\n",
+    "data[\"signal\"] = classes[\"nueatral\"]\n",
+    "data.loc[data[\"diff\"] > LITE, \"signal\"] = classes[\"light_buy\"]\n",
+    "data.loc[data[\"diff\"] < -LITE, \"signal\"] = classes[\"light_sell\"]\n",
+    "data.loc[data[\"diff\"] > HARD, \"signal\"] = classes[\"hard_buy\"]\n",
+    "data.loc[data[\"diff\"] < -HARD, \"signal\"] = classes[\"hard_sell\"]\n",
+    "data[\"signal\"].head(-5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>open</th>\n",
+       "      <th>high</th>\n",
+       "      <th>low</th>\n",
+       "      <th>close</th>\n",
+       "      <th>volume</th>\n",
+       "      <th>trade_count</th>\n",
+       "      <th>vwap</th>\n",
+       "      <th>diff</th>\n",
+       "      <th>signal</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>timestamp</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2021-01-01 06:00:00+00:00</th>\n",
+       "      <td>29255.71</td>\n",
+       "      <td>29682.29</td>\n",
+       "      <td>28707.56</td>\n",
+       "      <td>29676.79</td>\n",
+       "      <td>848.874030</td>\n",
+       "      <td>29639.0</td>\n",
+       "      <td>29316.444625</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-02 06:00:00+00:00</th>\n",
+       "      <td>29678.34</td>\n",
+       "      <td>34200.00</td>\n",
+       "      <td>29555.99</td>\n",
+       "      <td>33769.52</td>\n",
+       "      <td>2144.592516</td>\n",
+       "      <td>60152.0</td>\n",
+       "      <td>31941.412694</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-03 06:00:00+00:00</th>\n",
+       "      <td>33769.52</td>\n",
+       "      <td>34812.93</td>\n",
+       "      <td>32300.61</td>\n",
+       "      <td>32908.02</td>\n",
+       "      <td>1838.695433</td>\n",
+       "      <td>58725.0</td>\n",
+       "      <td>33505.269474</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04 06:00:00+00:00</th>\n",
+       "      <td>32907.36</td>\n",
+       "      <td>33496.03</td>\n",
+       "      <td>27900.00</td>\n",
+       "      <td>30441.57</td>\n",
+       "      <td>2711.189503</td>\n",
+       "      <td>69226.0</td>\n",
+       "      <td>31267.965121</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-05 06:00:00+00:00</th>\n",
+       "      <td>30461.84</td>\n",
+       "      <td>35851.42</td>\n",
+       "      <td>29927.55</td>\n",
+       "      <td>35063.00</td>\n",
+       "      <td>1756.751333</td>\n",
+       "      <td>61880.0</td>\n",
+       "      <td>33151.367357</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               open      high       low     close  \\\n",
+       "timestamp                                                           \n",
+       "2021-01-01 06:00:00+00:00  29255.71  29682.29  28707.56  29676.79   \n",
+       "2021-01-02 06:00:00+00:00  29678.34  34200.00  29555.99  33769.52   \n",
+       "2021-01-03 06:00:00+00:00  33769.52  34812.93  32300.61  32908.02   \n",
+       "2021-01-04 06:00:00+00:00  32907.36  33496.03  27900.00  30441.57   \n",
+       "2021-01-05 06:00:00+00:00  30461.84  35851.42  29927.55  35063.00   \n",
+       "\n",
+       "                                volume  trade_count          vwap  diff  \\\n",
+       "timestamp                                                                 \n",
+       "2021-01-01 06:00:00+00:00   848.874030      29639.0  29316.444625   0.0   \n",
+       "2021-01-02 06:00:00+00:00  2144.592516      60152.0  31941.412694   0.0   \n",
+       "2021-01-03 06:00:00+00:00  1838.695433      58725.0  33505.269474   0.0   \n",
+       "2021-01-04 06:00:00+00:00  2711.189503      69226.0  31267.965121   0.0   \n",
+       "2021-01-05 06:00:00+00:00  1756.751333      61880.0  33151.367357   0.0   \n",
+       "\n",
+       "                           signal  \n",
+       "timestamp                          \n",
+       "2021-01-01 06:00:00+00:00       0  \n",
+       "2021-01-02 06:00:00+00:00       0  \n",
+       "2021-01-03 06:00:00+00:00       0  \n",
+       "2021-01-04 06:00:00+00:00       0  \n",
+       "2021-01-05 06:00:00+00:00       0  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.drop(columns=[\"symbol\"], inplace=True)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1216 486 730\n"
+     ]
+    }
+   ],
+   "source": [
+    "split_prc = 0.4\n",
+    "train_data = data.iloc[:int(len(data)*split_prc)]\n",
+    "test_data =  data.iloc[int(len(data)*split_prc):]\n",
+    "print(len(data), len(train_data), len(test_data))\n",
+    "assert len(data) == len(train_data) + len(test_data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='timestamp'>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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zOURERA6kru6q5sjkvHl3FK7kFGP3uUwAQEQ7y3E4L93eE/cP6oguAR7VPb3VMMghIiJyIH6eLZ/JUSkV8HCpCCEqz6BSKRXyXlbWxO4qIiIiBzKwo2+tx5trnEx6fol825ozqGrDIIeIiMhBfD71Bovp3NWZNaobAODe6NAmvdb0YaZxN3dEBTfpPC2J3VVERER2TKkAjMJ0u3M9xsBEh/ni2IIx0Lg2LQS4IyoYW+bcjDD/pm3u2ZKYySEiIrJjQWZbKYT61i/g8HZzbnIXk0KhQPcgL6tu21AXBjlERER2zFll+ihf+tBAqKy9MI2NYZBDRERkx/QG0+7jnfxst9vIWhoc5Fy9ehUPP/ww/P394ebmhqioKBw6dEg+LoTA/Pnz0b59e7i5uWH06NE4d+6cxTmys7MxefJkaDQa+Pj4YPr06SgoKLAo89dff2H48OFwdXVFx44d8fbbb1epy/r169GzZ0+4uroiKioKv/76a0ObQ0REZNekIMfZiVmcyhoU5OTk5GDo0KFwdnbGb7/9hsTERLz33nvw9a2Yrvb222/jgw8+wPLly7F//354eHggNjYWJSUVU80mT56MkydPYuvWrdiwYQN27dqFJ598Uj6u1WoxZswYhIWFISEhAe+88w5effVVfPLJJ3KZvXv34sEHH8T06dNx5MgR3H333bj77rtx4sSJprwfREREdkVvMI06lrqtyIxogJdeekkMGzasxuNGo1EEBweLd955R34sNzdXqNVq8e233wohhEhMTBQAxMGDB+Uyv/32m1AoFOLq1atCCCGWLVsmfH19RWlpqcVr9+jRQ75///33i3Hjxlm8/uDBg8VTTz1V7/bk5eUJACIvL6/ezyEiIrIlvV75TYS9tEFcziy0dlVaTX0/vxsU9v38888YNGgQ7rvvPgQGBmLAgAFYsWKFfDwpKQmpqakYPXq0/Ji3tzcGDx6M+Ph4AEB8fDx8fHwwaNAguczo0aOhVCqxf/9+uczNN98MF5eKVRtjY2Nx5swZ5OTkyGXMX0cqI71OdUpLS6HVai1+iIiI7Bm7q2rWoCDn4sWL+Oijj9CtWzds3rwZM2fOxDPPPIPVq1cDAFJTUwEAQUFBFs8LCgqSj6WmpiIwMNDiuJOTE/z8/CzKVHcO89eoqYx0vDoLFy6Et7e3/NOxY8cayxIREdk6IQS7q2rRoHfEaDRi4MCB+M9//oMBAwbgySefxBNPPIHly5e3VP2a1csvv4y8vDz5JyUlxdpVIiIiarQyaRVAAM5KBjmVNegdad++PSIjIy0e69WrF5KTkwEAwcGmpZ3T0tIsyqSlpcnHgoODkZ6ebnG8rKwM2dnZFmWqO4f5a9RURjpeHbVaDY1GY/FDRERkr6SuKoDdVdVpUJAzdOhQnDlzxuKxs2fPIiwsDAAQERGB4OBgbNu2TT6u1Wqxf/9+xMTEAABiYmKQm5uLhIQEucwff/wBo9GIwYMHy2V27doFvV4vl9m6dSt69Oghz+SKiYmxeB2pjPQ6REREjk7qqgLYXVWthoxmPnDggHBychL//ve/xblz58TXX38t3N3dxVdffSWXeeutt4SPj4/46aefxF9//SXuuusuERERIYqLi+Uyt99+uxgwYIDYv3+/2LNnj+jWrZt48MEH5eO5ubkiKChIPPLII+LEiRNizZo1wt3dXXz88cdymT///FM4OTmJd999V5w6dUosWLBAODs7i+PHj9e7PZxdRURE9iwjv0SEvbRBhL20QRiNRmtXp9XU9/O7QUGOEEL88ssvok+fPkKtVouePXuKTz75xOK40WgUr7zyiggKChJqtVrceuut4syZMxZlsrKyxIMPPig8PT2FRqMR06ZNE/n5+RZljh07JoYNGybUarXo0KGDeOutt6rUZd26daJ79+7CxcVF9O7dW2zcuLFBbWGQQ0RE9uxabpEIe2mD6PrPhn3+2bv6fn4rhBCi9lyP49JqtfD29kZeXh7H5xARkd1JyS7C8Le3w91FhcTXb7d2dVpNfT+/2YFHRERkp3TlA4+duDFntRjkEBER2SlpdpWLEz/Oq8N3hYiIyE6VcSHAWvFdISIislNyd5WK3VXVYZBDRERkp/Rl5ftWMZNTLb4rREREdkra1sGFQU61+K4QERHZKXZX1Y5BDhERkZ2SuqucuDlntfiuEBER2anMAh0AwNfd2co1sU0McoiIiOzUlZwiAEBHP3cr18Q2McghIiKyU1dziwEAob5uVq6JbWKQQ0REZKeu5EhBDjM51WGQQ0REZKek7qoOPszkVIdBDhERkZ0qKCkDAPi6u1i5JraJQQ4REZGd0nGDzlrxXSEiIrJDRqOAXt6gk4sBVodBDhERkR3SG43ybWZyqsd3hYiIyA7pyhjk1IXvChERkR0yD3Kcua1DtfiuEBER2SFp0LGzSgGlkmNyqsMgh4iIyA7py0yDjl1U/CivCd8ZIiIiO6QzGAAAzhyPUyO+M0RERHaotHxMDjM5NeM7Q0REZIekNXI4s6pmfGeIiIjskI6ZnDrxnSEiIrJDcpDDTE6N+M4QERHZIWngMYOcmvGdISIiskO6MmnfKn6U14TvDBERkR2SdyBnkFMjvjNERER2iGNy6sZ3hoiIyA7p5W0d+FFeE74zREREdkjK5KiZyakR3xkiIiIbJoRAQWkZzqXlY/vpdPlxdlfVzcnaFSAiIqLqZRfqMOWzAziTmi8PNF756CCMjgziwON64DtDRERko3aeTcfxq3lyQAMAM75KwPn0AjmT4+yksFb1bB4zOURERDaqoKSsymNlRoGPdlzA/w5fAQC4qFStXS27wUwOERGRjSooNa1q7O/hAl93Z0we3AkA5AAHADxdma+oCd8ZIiIiG1WkM2Vyxvdtj9fu6gOjUWDn2QxcySmWy0iBD1XFTA4REZGNKig1BTkealNOQqlUYNrQCPn4M6O6IkjjapW62QMGOURERDaqsFKQA5gyN+08XQAAQ7u2s0q97AW7q4iIiGxUoc40JsfDpWJwsauzCr89ezNOp2oxuLO/tapmFxqUyXn11VehUCgsfnr27CkfLykpQVxcHPz9/eHp6YmJEyciLS3N4hzJyckYN24c3N3dERgYiBdeeAFlZZajx3fs2IGBAwdCrVaja9euWLVqVZW6LF26FOHh4XB1dcXgwYNx4MCBhjSFiIjI5kmZHHe1ZU4iwEuN4d0CrFElu9Lg7qrevXvj+vXr8s+ePXvkY3PmzMEvv/yC9evXY+fOnbh27RomTJggHzcYDBg3bhx0Oh327t2L1atXY9WqVZg/f75cJikpCePGjcPIkSNx9OhRzJ49G48//jg2b94sl1m7di3mzp2LBQsW4PDhw+jXrx9iY2ORnl6xEiQREZG9KyqfXeWpZsdLo4gGWLBggejXr1+1x3Jzc4Wzs7NYv369/NipU6cEABEfHy+EEOLXX38VSqVSpKamymU++ugjodFoRGlpqRBCiBdffFH07t3b4tyTJk0SsbGx8v0bb7xRxMXFyfcNBoMICQkRCxcubEhzRF5engAg8vLyGvQ8IiKilnY1p0iEvbRBhL20QWw/nWbt6tiU+n5+NziTc+7cOYSEhKBz586YPHkykpOTAQAJCQnQ6/UYPXq0XLZnz57o1KkT4uPjAQDx8fGIiopCUFCQXCY2NhZarRYnT56Uy5ifQyojnUOn0yEhIcGijFKpxOjRo+UyNSktLYVWq7X4ISIiskUvfveXfJuZnMZpUJAzePBgrFq1Cps2bcJHH32EpKQkDB8+HPn5+UhNTYWLiwt8fHwsnhMUFITU1FQAQGpqqkWAIx2XjtVWRqvVori4GJmZmTAYDNWWkc5Rk4ULF8Lb21v+6dixY0OaT0RE1Gr2nM+Ub7u7MMhpjAa9a2PHjpVv9+3bF4MHD0ZYWBjWrVsHNze3Zq9cc3v55Zcxd+5c+b5Wq2WgQ0RENqlzgAcuZhQCAFydueJLYzTpXfPx8UH37t1x/vx5BAcHQ6fTITc316JMWloagoODAQDBwcFVZltJ9+sqo9Fo4Obmhnbt2kGlUlVbRjpHTdRqNTQajcUPERGRLdK4Osu3O/q5W7Em9qtJQU5BQQEuXLiA9u3bIzo6Gs7Ozti2bZt8/MyZM0hOTkZMTAwAICYmBsePH7eYBbV161ZoNBpERkbKZczPIZWRzuHi4oLo6GiLMkajEdu2bZPLEBER2bv8Ej0A4NsnhsBZxUxOYzToXXv++eexc+dOXLp0CXv37sU999wDlUqFBx98EN7e3pg+fTrmzp2L7du3IyEhAdOmTUNMTAyGDBkCABgzZgwiIyPxyCOP4NixY9i8eTPmzZuHuLg4qNVqAMCMGTNw8eJFvPjiizh9+jSWLVuGdevWYc6cOXI95s6dixUrVmD16tU4deoUZs6cicLCQkybNq0Z3xoiIiLr0ZbvQK5x43icxmrQO3flyhU8+OCDyMrKQkBAAIYNG4Z9+/YhIMC0INHixYuhVCoxceJElJaWIjY2FsuWLZOfr1KpsGHDBsycORMxMTHw8PDAlClT8Prrr8tlIiIisHHjRsyZMwdLlixBaGgoVq5cidjYWLnMpEmTkJGRgfnz5yM1NRX9+/fHpk2bqgxGJiIisldSJse824oaRiGEENauhLVotVp4e3sjLy+P43OIiMhm6MqM6D7vNwDAsflj4O3OQMdcfT+/2clHRERkYy5lFcq3PV3ZXdVYDHKIiIhszJTPKvZjVCkVVqyJfWOQQ0REZEOEELieV2LtajgEBjlEREQ2JKdIL99e8kB/61XEATDIISIisiEp2UUAgEAvNe7q38HKtbFvDHKIiIhsSEqOKcjhKsdNxyCHiIjIhlzJKQYAhPra/p6Qto5BDhERkQ1JLR903N6bQU5TMcghIiJqAiEEfjt+HefTC5rlfGlaU5ATrFE3y/naMq4wRERE1AQHL+Vg5teHAQCX3hrX5PNJ08eDvV2bfK62jpkcIiKiJkjKrMjg6A3GJp9PyuQEaRjkNBWDHCIioibwdqvYV+qxVQdxNCW30ecyGAXS80sBMJPTHBjkEBERNUGJviJ7s/tcJt7bcqbR58op0sFgNO2bHeDJMTlNxSCHiIioCYr1Bov7TRmAnFukAwBoXJ3gpOJHdFPxHSQiImqCkkpBTlPG0khbOvh6uDSpTmTCIIeIiKgJpExOBx/TujaVg56GyCk0ZXJ83BnkNAcGOURERA2QXajDyt0XsfNsBgCgRGcKanw9TAOQK3dfNUSulMlxd66jJNUH18khIiJqgE/3XMTS7RcAAIfmjZaDGt/y7EuTMjnlY3J8mclpFszkEBERNUBG+RRvwLSmTeUgp1jXhExOsSmTYz4tnRqPQQ4REVEDFJtNGc8vKUOxznRf6mIyn1LeULnM5DQrBjlEREQNYJ6p0Rbr5e4paUaUzmBEWSNXPs4plGZXMZPTHBjkEBFRm5NbpMPcdUdxJDmnwc81H3OjLSmrCHLMsi8lZY0Mcoo4u6o5McghIqI2RW8w4skvE/D94au4Z9neasucTctH1ILNWLbjfJVj5rOn8kv08n0fsxlRjR2Xw9lVzYtBDhERtSlvbEjEgaRs+X5WQWmVMou2nEV+aRne3lR1iwbzAOb4lTzsvZAFAHB3cYKrs+ljtbEzrDi7qnkxyCEiojajtMyAL+IvWzx27EpulXJlxoruput5xRbHzDM53x+5Kt92dVbCzVkFoHFBjhBCzuT4MJPTLBjkEBFRm3EkObfKY3nl07bNXc8rkW9XDopq6oryVDvJQU5jFgQs1hugM0gztZjJaQ4McoiIqM3IrKZrKq/IMsgxGIXFJpsrd19ERn6pnJ2pHMA8dXNnvHh7D/Tv6ANXKcipY0xOsc6AKZ8dwKd7kuTHpH2rXFRKuLuoGtAqqglXPCYiojajuqyNtqTM4v7VnGKUlhnh4qREjyAvHL+ah9sW74S2WI81T8ZUCXJevqOXfNu1npmcX49fx86zGdh5NgNXc4qRqi3Gw4PDAJi6qhQKRaPaR5YY5BARUZshjXm5LzoUfp4u+HjnRYvARwiB59cfAwB0bueB+weF4vjVPPl5T397GLry6eGDwnwxbWiExfk9XU0fq+bdXdUpNZti/tmfSRbPYVdV82GQQ0REbYbWbNsEjatpcO/ZtHwMf/sP3NO/A0b2DMSBS6aZVxo3Z8R0aWfx/DRtRXfXl9MHw61St9Lwru1wICkb7/9+FusPpSDAS41/3xOFdp5qi3LmW0NIpPFCXQM9m9ZIknFMDhERtRnms5ek/aF2n8tESnYxPvjjPLYkpsllh3dthy4BHlApq+86kqaLm7urfweolAqkaUtxODkXm0+m4bcTqRZlUrKLsPj3szXW8bFh4Q1tFtWAmRwiImoz8swzOdVsgvmZ2UDgqUPDoVAocFe/EIup4gDg5qyqdtxMJ393/Pj3odh08rq8U3nldXjm/XiiyvMW3d8PTiolvFydEB3m1/CGUbUY5BARUZshBTkaN+dqd/qWxsqMi2oPr/LurAV39kZpmREbj1+Xy1XupjIXFeqNqFBvCAEs23FBzh5JkjILqzwnvJ0HBnbybXiDqFbsriIiojYjt1jqrnKBxrXm7/kat4pj3u7OWDp5IJ67rbv8WGR7TZ2vJQ0gllYxljhV0/3VwcetzvNRwzGTQ0REbYIQQh7w6+3mXGtgIWVxzE26sSMuZxchprM/xvVtX+frSasW55hlcvQGI5KziwAAyyYPRJq2BMV6A4I0rg1qC9UPgxwiImoTEq9rkVlQCldn0/o3bi4qdPJzl4OOgZ18cLh8hlN1WZ5AL1e8e1+/er+elMnZdTYDcd8cxrv39kNmQSnKjAIuKiVu7x0MZQ2Dmql5sLuKiIjahF1nMwEAw7sFyGNqosMqxsH0DvGWb1c3KLmhfD0qzrHxr+vYeipNHhPk6+HMAKcVMMghIqI2Qeqq6hJQsQ7NQLMgp0+HinE2Hi5N7+jwqbSoX8Kl7Iop7G5c8K81MMghIqI2oaDUFGB4mXVFDTILcswX4SvSWW710Bj+HpaBzMFLOcgtNg1C9uYu462CQQ4REbUJ+eV7VJkHOd2DvOTb5oN/Owc0fdVhH3cXzBrZFRMGdAAAXMoqlAch+zRDdxjVjQOPiYioTaguyFEpFfhl1jBkFJQg1Ncdvz07HKeua3FTF/9mec3nY3ugRG/A90euokhnQHKWaY0cH2ZyWkWTMjlvvfUWFAoFZs+eLT9WUlKCuLg4+Pv7w9PTExMnTkRaWprF85KTkzFu3Di4u7sjMDAQL7zwAsrKLFODO3bswMCBA6FWq9G1a1esWrWqyusvXboU4eHhcHV1xeDBg3HgwIGmNIeIiBxYfml5kKO2DDCiQr0xqmcQAKBXew0mDAxt1l3AXZ1VctfVqev5AKqO16GW0egg5+DBg/j444/Rt29fi8fnzJmDX375BevXr8fOnTtx7do1TJgwQT5uMBgwbtw46HQ67N27F6tXr8aqVaswf/58uUxSUhLGjRuHkSNH4ujRo5g9ezYef/xxbN68WS6zdu1azJ07FwsWLMDhw4fRr18/xMbGIj09vbFNIiIiB5ZfYuoq8qxlEcCWElK+Js+p61oAqHa1ZWp+jQpyCgoKMHnyZKxYsQK+vhWDtvLy8vDpp59i0aJFGDVqFKKjo/H5559j79692LdvHwBgy5YtSExMxFdffYX+/ftj7NixeOONN7B06VLodKYBWcuXL0dERATee+899OrVC7NmzcK9996LxYsXy6+1aNEiPPHEE5g2bRoiIyOxfPlyuLu747PPPmvK+0FERA6quu6q1tLe2zTeJ6vQ9DnH7qrW0aggJy4uDuPGjcPo0aMtHk9ISIBer7d4vGfPnujUqRPi4+MBAPHx8YiKikJQUJBcJjY2FlqtFidPnpTLVD53bGysfA6dToeEhASLMkqlEqNHj5bLVKe0tBRardbipyXpyowoLTO06GsQEVH9FJRU313VGioPZO7SDAObqW4NDnLWrFmDw4cPY+HChVWOpaamwsXFBT4+PhaPBwUFITU1VS5jHuBIx6VjtZXRarUoLi5GZmYmDAZDtWWkc1Rn4cKF8Pb2ln86duxYv0Y3gsEoMOy/f2DUuzthMIoWex0iIqqb3mBEsd70pdMamZz7BoXKt8f1bY/BEdxpvDU0KMhJSUnBs88+i6+//hqurva3z8bLL7+MvLw8+SclJaXFXitNW4L0/FJczS2W+4GJiMg6pCwOYJ0xOV0CPLHgzkhMHxaB9+7r16wDm6lmDfpNJyQkID09HQMHDpQfMxgM2LVrFz788ENs3rwZOp0Oubm5FtmctLQ0BAcHAwCCg4OrzIKSZl+Zl6k8IystLQ0ajQZubm5QqVRQqVTVlpHOUR21Wg21Wt2QJjdaka6im0pXZmyV1yQioupll+8E7u6igrPKOkvETRsaYZXXbcsa9Ju+9dZbcfz4cRw9elT+GTRoECZPnizfdnZ2xrZt2+TnnDlzBsnJyYiJiQEAxMTE4Pjx4xazoLZu3QqNRoPIyEi5jPk5pDLSOVxcXBAdHW1Rxmg0Ytu2bXIZa8or0uPnY9fk+yV6BjlERNZ0NtU0dZtjYdqWBmVyvLy80KdPH4vHPDw84O/vLz8+ffp0zJ07F35+ftBoNHj66acRExODIUOGAADGjBmDyMhIPPLII3j77beRmpqKefPmIS4uTs6yzJgxAx9++CFefPFFPPbYY/jjjz+wbt06bNy4UX7duXPnYsqUKRg0aBBuvPFGvP/++ygsLMS0adOa9IY0VYnegBv+/Tt0horApoSDj4mIrEqaut2rvVcdJcmRNHvH5OLFi6FUKjFx4kSUlpYiNjYWy5Ytk4+rVCps2LABM2fORExMDDw8PDBlyhS8/vrrcpmIiAhs3LgRc+bMwZIlSxAaGoqVK1ciNjZWLjNp0iRkZGRg/vz5SE1NRf/+/bFp06Yqg5Fbm6uzCr07aHAkOVd+rFjHIIeIyJpOlWdyegZr6ihJjkQhhGizU3+0Wi28vb2Rl5cHjab5/vAX/noKH++6KN9f++QQDO7cPEuEExFRww1/+w+kZBfj2yeGIKaZtmwg66nv5zc36GwBN1aaGljCgcdERFaTX6JHSnYxAHZXtTUMclrAoLBKQY6e3VVERNZQUFqG5TsvADCtOsw9o9oW7kLeArwrLdfNIIeIqHVdySlCkc6AH45cxUc7TEFOVAdvK9eKWhuDnBYyf3wkXt+QCIBBDhFRa8or0uOOJbuhNVsAEACeuLmzlWpE1sLuqhby2LAI3N7btDAh18khImoZeUV6bD6ZarHo6q5zGVUCnPsHheKGcG6l0NYwk9OC3F1UAJjJISJqKTO/TsDeC1l4elRXDO3aDq//kojE61U3X340Jrz1K0dWxyCnBbnKQQ4zOUREzeVyViF+OHIV/UJ9sPdCFgDgsz1J+L8/zstllApAoVDIGyQHaexvv0VqOgY5LcjVyRTkFDOTQ0TUbJ5bdwyHLudAabbHZWGlRVfH9w2BQQhs/Os6AMDfg7Oq2iKOyWlBrs6mt5fdVUREzSMluwiHLucAAIy1LGUb5u+OW7oHyPeVSu763RYxk9OCXJ1NmZxS7l1FRNQsXvvFNGs1wEuNjPzSGst19HXHvQNDkVlQit4hnDreVjGT04KkTA73riIiaroygxHbTqcBAD5+JBpdAjxqLOvl6gSlUoG/j+hqkdGhtoVBTgvy8zDtqp6qLbFyTYiI7F92oQ5CmAYV9wv1QbC35WDiLgEecCvPoA8M87VGFcnGsLuqBfUIMu2RciY1H0IIKBTsEyYiaqyMAlP3lJ+HGiqlAp7qio+w527rjr/1D4Gn2gnakjLOpiIADHJaVLcgTygVQE6RHhkFpQj04kVHRNRYmQU6AEA7T9NMKU91xRY6T9/aTb7t76lu3YqRzWJ3VQtydVYhzN/UZ3w+rcDKtSEisj/mKxlnlg80blcexHiqVVapE9kPBjktrH15n3F6LbMAiIioqvPpBej32hb8e6NpRlVmgRTkmDI5d/YLAQB08HGzTgXJ5rG7qoVJ3ziki5OIiOrng23nUKw3YMXuJHQP8sLFjEIAFf9XB4X74edZQxHq627NapINY5DTwqSLMYNBDhFRg5h3Vb3w3V/y7S6BnvLtvqE+rVklsjPsrmph7bxMadWs8gFzRERUPSGERWAjUP2SxrG9g1urSmTnGOS0sHYe7K4iIqqPT3ZdRI9XfsOBpGwAgLa4rEqZx4ZGwI/7UFE9MchpYVImh0EOEVHNTl7Lw8LfTkMI4JUfT6C0zIDrecUWZTbNHo75d0ZaqYZkjzgmp4UFeJbPrtIyyCEiqsnDK/fLt6/mFqPHvE0Wxx8bGoGewZrWrhbZOQY5LayTn2nUf3p+KQpKyyxW6CQiIpOcIr18u6C0optqeLd2mDgwVJ4uTtQQ/MRtYd7uzmjnqUZmQSkuZhRwJgARUTVUSgUMRsuBxmP7BOODBwfAWcWRFdQ4DHJaQddAD2QWlOJ8OoMcIqLKhBAQwhTg/PmPUTh0KRunU/MxZ3R3BjjUJAxyWkFEO0/su5iNS1lF1q4KEZHNKTMKSEkcT7UT7urfAXdZt0rkIBgitwIfd9Mmcvkl+jpKEhG1PaVma+OonfixRM2Hf02tQBpsXFRqsHJNiIhsT4m+4n8jgxxqTvxragXuLqadcgt0VRe2IiJq66RMjouTEgqFwsq1IUfCIKcVeJRncgpLGeQQEVVWWp7JYRaHmhv/oloBu6uIiGomZXJcnVVWrgk5GgY5rUDurmImh4ioCinIYSaHmhv/olqBlMkp5JgcIqIqSthdRS2Ef1GtoGJMDruriIgqq8jksLuKmheDnFbg4dK4gcfXcotxPr2gJapERGQzpIHHrs78SKLmxb+oVuChNn07KdYbquzNUptJn8Rj9KKd2JqY1lJVIyKyOmZyqKUwyGkFHmY7jxfVc1xOsc6AlOxiAMCH28+3SL2IyLY8u+YIHvgkvkFfhhyBHOQwk0PNjH9RrUDtpIRKaVrgasWui/V6TlZhqXy7VG9Aka4MD6/cj1V/JrVIHYmo9eQV6y1W+QVMX2x+OnoN+y5m49R1rZVqZh0ceEwthX9RrUChUEBVvopn/MWsej0nq0An384r1uOb/cnYcz4Tr/6S2CJ1JKLml1ukw86zGfIO2wCQri3B8P/+gYkf7YXeULFnU6q2RL6dV9y29rljdxW1FAY5rWTp5IEAgBK9sY6SJpkFFZmcvGI9sgt1tZQmcnxCCPx09KrdDMYv0Rtwx5LdmPLZAew4k4E1B5LR99XNeGPjKWhLynDymhbfH74il7+eVyzfTs0rqe6UDqu0jAOPqWU06C/qo48+Qt++faHRaKDRaBATE4PffvtNPl5SUoK4uDj4+/vD09MTEydORFqa5aDZ5ORkjBs3Du7u7ggMDMQLL7yAsjLLcSo7duzAwIEDoVar0bVrV6xatapKXZYuXYrw8HC4urpi8ODBOHDgQEOa0uo8yhcElC7muphncop0Botdettafz0RAOw6l4ln1xzF6EU7LTIjtmpLYhqulQcrO89m4B/fH4e2pAy/HLsml/nhyFUAQJq2BA+t2C8/bp7VaQukL38u7K6iZtagv6jQ0FC89dZbSEhIwKFDhzBq1CjcddddOHnyJABgzpw5+OWXX7B+/Xrs3LkT165dw4QJE+TnGwwGjBs3DjqdDnv37sXq1auxatUqzJ8/Xy6TlJSEcePGYeTIkTh69Chmz56Nxx9/HJs3b5bLrF27FnPnzsWCBQtw+PBh9OvXD7GxsUhPT2/q+9Fi1OXLlZ9NK8CPR64iKbMQvx6/jjJD9ZmdTLMxOQDw6Z6KsTj5JW0rlU0EAAmXsuXbP5sFCrYot0iH/2w8Jd9ftfdSteUOJGXjam4x5q47avH4n+cz21Q250p2EQAg0MvVyjUhR6MQTfxK5Ofnh3feeQf33nsvAgIC8M033+Dee+8FAJw+fRq9evVCfHw8hgwZgt9++w3jx4/HtWvXEBQUBABYvnw5XnrpJWRkZMDFxQUvvfQSNm7ciBMnTsiv8cADDyA3NxebNm0CAAwePBg33HADPvzwQwCA0WhEx44d8fTTT+Mf//hHveuu1Wrh7e2NvLw8aDSaprwNdTpxNQ/j/29Plcdf+1tvTLkpHCV6A4p1Bvh6uAAA3tiQaBHYVPbK+EhMHxbRYvUlsiWJ17T414/HcSQ5FwDgrFJgQCdfjOwRiJkjuli3ctV4+fu/8O2BlBqPr3lyCN7cmIgTV2seYOzmrML6GTHo08G7JapoU8Z9sBsnr2nx8SPRiO0dbO3qkB2o7+d3o3ODBoMBa9asQWFhIWJiYpCQkAC9Xo/Ro0fLZXr27IlOnTohPj4eABAfH4+oqCg5wAGA2NhYaLVaORsUHx9vcQ6pjHQOnU6HhIQEizJKpRKjR4+Wy9SktLQUWq3W4qe11LTx3IKfTyJm4TaMfHcHBryxFV3++SuOX8lDVkFpteUlb25MxPn0/JaoKpFNyS3S4e6lf8oBDgDoDQIHkrLx302nrVexWqw9WH2AE+ilxs+zhmJIZ3+M7dO+yvHOAR7y7WK9AeP/bw9+PnYNx6/kQVdWv/F89sZgFDhXPs6qZ7CXlWtDjsap7iKWjh8/jpiYGJSUlMDT0xM//PADIiMjcfToUbi4uMDHx8eifFBQEFJTUwEAqampFgGOdFw6VlsZrVaL4uJi5OTkwGAwVFvm9Ona/+EtXLgQr732WkOb3CxqG1B33SwtbTAKTP38ACJDas8sCQHsu5iNroH8p0CO7XpeCXTl3bqd/Nzx8JBO+M+vFdd6id5gc7tXD+zki0OXcwAAB/51KwI81UjOLoKfhwu8XJ0BAPcP6ojtp9PRyc8d2pIyPDE8AoM7++NcWj6+3HcZv5eP6Xnm2yMAgBsj/PDV9MG1jlu5mluMnEKdXWV/zqblQ1dmhJuzCh193a1dHXIwDc7k9OjRA0ePHsX+/fsxc+ZMTJkyBYmJ9jGt+eWXX0ZeXp78k5JSczq5uTVkamRWoc4i8KmJvcwyIWoK8+nUP8UNxehell9wssxmHpboDTiSnAOj2eB8IUSrz04sKZ9g8EJsDwR6uUKhUCDM30MOcAAgwEuN72behEWT+mPllEEY3NkfANAtyAuv39UH218Ygbv7h6B8iS0cSMrGzrMZFa+hN2D6qoNYubti7a0pnx3A+P/bg/31XKrCFuw4Y2rTkM5+UEqNJWomDQ5yXFxc0LVrV0RHR2PhwoXo168flixZguDgYOh0OuTm5lqUT0tLQ3CwqY81ODi4ymwr6X5dZTQaDdzc3NCuXTuoVKpqy0jnqIlarZZnhkk/raWhUyOlAGbFo4MwcWAo3F2qBkln09hdRY5PWx7k9O/oA18PF0S087A4npFf0bW7aOtZ3LNsL2avPSrPwHpz4ykMfGMrdpkFCC0tt8hU55gu/o0+h9pJhfcfGICzb47FPQM6AACe+OIQer7yG97ckIhh/92ObafT8ebGUzAYBdK0JfL/jUc+PYBlO87j52PXbHrNHaPRtCwAAIzsGWjl2pAjavJ8PaPRiNLSUkRHR8PZ2Rnbtm2Tj505cwbJycmIiYkBAMTExOD48eMWs6C2bt0KjUaDyMhIuYz5OaQy0jlcXFwQHR1tUcZoNGLbtm1yGVtUXSYnSKOu83l9Q73x3v39cPK1WHz40ACE+bvjjbv7AAAuZDCTQ45PW2JaYsLbzZQFUSgUmD8+Uj6eWR7kCCHksTA/H7uGNQdTcOJqnjyAf8Xu+q023hzyyoMcHzfnOkrWzUmltBirUqI3YuWeJIu1tL6Mv4Rtpyr+r+oMRry96Qye+fYI7liyG7lFtrnO1s6zGTidmg8vtRPu7Bti7eqQA2rQmJyXX34ZY8eORadOnZCfn49vvvkGO3bswObNm+Ht7Y3p06dj7ty58PPzg0ajwdNPP42YmBgMGTIEADBmzBhERkbikUcewdtvv43U1FTMmzcPcXFxUKtNH/gzZszAhx9+iBdffBGPPfYY/vjjD6xbtw4bN26U6zF37lxMmTIFgwYNwo033oj3338fhYWFmDZtWjO+Nc3LWWWZhn33vn5Ysesi0rS1DzD2dTfNtlIoFBjfNwTj+4bgam4xXgGQU2i739CImouUidCYBQyPDYvAnvOZ+ON0uvxhfymryCJrse5QClabTd0+nZoPg1HIW6y0FL3BiPxSU2DmU379NlX3oNrH3pmvhN4z2Av9Qn1QUmbAxr+u42puMVbtvYTZo7s3S12ak5SNHtUrUJ5ZStScGhTkpKen49FHH8X169fh7e2Nvn37YvPmzbjtttsAAIsXL4ZSqcTEiRNRWlqK2NhYLFu2TH6+SqXChg0bMHPmTMTExMDDwwNTpkzB66+/LpeJiIjAxo0bMWfOHCxZsgShoaFYuXIlYmNj5TKTJk1CRkYG5s+fj9TUVPTv3x+bNm2qMhjZligUFf9YI9trcG90KJxVCjy75ii8XJ3w9sS+uC0yCO9sOYOPd5q+cXq7OVc7yFDjavq16QxGmxx0SdScpO4q6e9eEuBp+mKUXp7JOZNqmi3pqXZCQWkZTl7VygOWAVO31g9HruLe6NBWqW91dW6sgWG+CNKoEezthn/d0QudAzww6M3fq5SLDvPFO/f2RecAT/n+/J9OIqF8ELQtMRhNM+QAIMTHzcq1IUfVoCvw008/rfW4q6srli5diqVLl9ZYJiwsDL/++mut5xkxYgSOHDlSa5lZs2Zh1qxZtZaxVdI3yb/1C0FEOw90C/SCW/mYm2Fd28lBzrCu7ap9voeLExQK0wyr/JIyBjlk94p1Buw+lwF3Fyf0DtFYfKuvLpMDAKG+pg/GS5mFAICkTNOCciN6BGDbqXQUl2/62LmdByYM7IB3t5zFL8eutXiQk1teXy9XJzipmmcFX283Z/z50iiolAr5C1NHPzekZBdjw9PDcCApGx183XBbryCLwbsDOvoCAP66kgchhMWXLWtbvvMCtp02dbGFeHMRQGoZzfM1gxpE+h+kUCjQN9TH4tjwbgFY+eggJF7X4vHh1S/2p1Qq4Kl2Qn5JGbQlegR41T22h8iWffDHOXy04wIAoFugJ27pHoDd5zLx9RODoS1f4du7UpDTs71p4kBi+Y7dl7NMwU6XAE9czS2W19XpG+otDwA+ndrya2NJg4593Js+Hsdc5YDpx78PRVahDt2DvGqcMt4j2AvOKgXyivW4nldiUxmTdzafkW/bUr3IsTDIsYK6pkmOjgzC6Mjau940rs7ILylDfklZreWIbM2Z1Hy8uTER4/u2x+192sPbzRnLd16Qj59LL5AXh1ux6yK0xaa/cY2rZdDQq71pnMqFjALoyoy4VB7khLdzR1ahRg5y+nX0QY9gU0CUpi1FdqEOfi04/iOv2DTI18etZceY+Huq4e9Z+xccFyclvN2ckVmgQ16x3maCicoLGwZpmMmhlsHd0KxA1QwpY6/yvn7uY0X2Jvb9Xdh9LhMv/e84HvxkHwBT9qU6G/66jl3nTFO/K89G7ODjBi+1E/QGgUtZhbicZequCvP3QJ+QisxG31AfeKqd0MnPtNDcyWt59a5rib5+G+qaa6lMTmN5qE3/KwpLW+cLUUZ+KV79+SRSyvejMhoFcot0Fpuqmi9/4efhYrHSM1FzYpBjBcpmCHKkb7XSt1wie1B508nE61pEvbq5xoUtr+YWQ1dmRLdAT9zcPcDimEKhQCd/U+ByNi1fXkAz3N8DvcuDHCelAr3LVw+PDjONT9lXz4Xy9l7IRO8Fm/H6Lw1b7FQKcip3r1mLh4spyClopSBnwc8nsGrvJdz54R6cTtVi8MJt6P/6Vjy++pBcRsq6dQ30xNY5N8PdhZ0K1DIY5FiBshnedWZyyB7FX8ys8ph5l+unUwbJtwO91Lh/UCjujQ7Fp1NugHM1g3jDyoOcWd+YJip4uTrB190ZfTpoMHNEF7z6t97ywPyh5QP5/zidgfrsS7zpRCoMRoHP/kzC4eT6z06SBh7bSibHU87kNDwr1Rh/XTFlynKL9Lj9/d3yYo3bTqfLwWxKdjEAoE+Ips4uN6KmYPhsBZUHGzeGNNOEY3LIXhSWlmHjX9drPO7ipMRNXdqhnacaZUYjPpt6Q517MHX0s9zrKL+kTJ5B9NLtPS2O3dI9AGonJU5d12LTiVSMjaq6Qaa5qznF8u095zIxsJNvreUl0sJ7vs20Rk5TeahNQV5N3VWnrmuRpi3BiB7Ns+JwgJcaV8zeO3O/Hr+OZ27this5pq6syr8/oubGIKcVbXh6GH47cR1xI7s2+VzM5JC9ufPDPbiYUVjj8U5+7nBzUWHbc7dAVT6DsC7+lQYQ9w2tOSgK8FJj8uAwfPZnEvacz8S1vBI4qxTIyC/FwE6+GNzZD/cs3YvOAR746OFoixXFDyRly1OwP9pxAXsvZOKTRwbJSz+Ys7nuKnXt3VVPfnkIKdnFWPJAf9zVv0OTXy+90gKnzioFXrq9J97ceAp7L2TimVu7IaU8COKGnNTSGOS0oj4dvJttd2ApyNEyk0N2QFdmtAhwxvYJxoGkbGx8ZjiGLDRt0RJYvhRCQ4KDO6LaY8XuJIzoHgAnlRJTbwqvtXxk+ficrYlpSM9PrrbMmbR8XM8rRnL5wFkA2HM+E31f24LbegXh+yOmvZa+PZCMx4ZVXeahorvKNjI5nrUMPDYYhdx19P7v5+od5BxJzsEPR65ifN8Q3BjhJz9eZjDiep7pfAFeatzRJxizR3dHVqEOb248hcPJuSjRG3CufOAxMznU0hjk2Cl54DEzOWQHcosr9k56a0IUJt3QEWVGYTHOplMjPvBCfd1x8F+j611e2twzPb/27VQ+3nkRRmGa0SVtvZJfUiYHOADkae6V5RVJU8htLJOjqxrkmO9pVd/ZV2naEtyzbC8AU/D3x3MjAJjWKbr1vZ0wCsBFpcS+l2+VFz71cXeW38uer2wCALg5qzCgk09jm0VULxx4bKe8XDkmh+yH+bTqB27sBIVCIQc4c2/rjlBfNzw7uluL16NzpR3Ma5q6vKp8z6tRPQPRpYYy13KrjjsxGgWSyldgDraRVXxrm0KeVVgR5ORUmuZdWXJWES5kFGDx1rPyYxczCuX34Zdj11BmND3/iZsjLPYIUygUuGeA5UrTt3QP4Grt1OIY5NgpjskheyIFOdUNxn3m1m7Y89IotPdu+YXqfD1c5IzRoDBffPvEEPz5j1GYcUuXasuP7hWE/07sixsj/PDD32+yOLbvYpa8Fgxg2gX9mTVHoC0pg7NKgR7BtW+q2Vo85YHHptlVujIjTlw1bfNgvpO53iDk31NlJXoD/rZ0D259byfWlO/0LrnprT/w2/Hr8uKLsb2D8PyYHlXO8WhMGLoGeiJIo8Zd/UPwyp2RVcoQNTd2V9kpeUwO18khOyB1i9jCYNzvZsRAW1KGroEVCxD+Y2xPTBsajnUHU/BeeabCx90ZN3cPgLNKiXVPxVQ5T2mZET8dvYqBYb5I05agVG/EhvLZY71DvKud8m4NlQcev7flDD7edRHv3tevygbA6fml8PVwQbHOgLd+O4Vx5WNuDl3KsQiAnhgegSGd/TG9fO2bmV8flo89dUuXavfICvFxw+9zb2n29hHVhkGOnZKnkJcyk0O2z5ZWAQ7UuCJQU/XxII0rZozoIgc5kwZ1rDNQWbX3Et7dcrbK4zNHVJ8ZsgZp4PHWxDRs+OsaPt5l2gD4+fXH8PQoy5me6fkl6BHshaXbz2N1/GWsjr+MS2+Nw+7yVacHdPLBBw8MkAcMfzV9MB7+dL/8/BBvV4vVpomsjUGOndLI3VXM5JDtkwYe28raMTVxVinxn3uicDpVi7ljutdZPrNAV+WxtU8OweDO/i1RvUaRVnoGKhZNlPzfH+ct7j+75ii6BnjKO7gDplWqpQHXTwzvbDEjali3dugZ7IXTqabZUu8/MKBKdojImhjk2CnzgcfS+h1EtsrW1o6pzUODO9V4rJOfu8XU8upEtLOtfZhCfd0xYWAHfH/YFKg4KRXlM9sU0BsEgjRqdA30xJ/ns5BdqMOBwmyL50tT/AO81Bjdq+rGwR89HI0L6QW4tVcg/w+RzWGQY6ekKeQGo0CRziD3uxPZohwb6q5qik8ejcb8n05i9uhueOXHE7iQUYiBnXxwuHzQrbuLCgFetrdNwVsT+uL5MT3Q3tsVRgGolAoIIVCsN8DVSYXMglKMem9nlQUDpYAIAF6M7VFtliainYfNBXZEEn4y2ilXZ6X8Dyi/pIxBDtm0rPJZPPa+T1HPYI08CHnT7JuhLdYjTVuKOz7YDcC0A7otZjNcnJQI8THNXlOVV0+hUMgbYwZqXPHbs8MBmMYZuTorMSUmHBo3Z/x+Kg1OSgViewdbpe5ETcFPRjulUCjg5eqEnCI98kv0NrMmB1F1pPVY2nnY9pichnBWKeHvqYb5yjLSjuf2SBpr88p4y6nd4/uGWKM6RM2CI8TsmLSQVoneaOWaVFWfXZ7JvhiMAv9LuII0bUmDnpdbpEPCZdMu3vaeyamO+WDqLgGetZQkotbGTI4dk4OcMkMdJVvX74lp+NePx+Ht5oyfZw3jqqZ2Lr9Ej9wiPcYs3oVivQGDwnzx3cyb6n5iuSmfHZBv+3s6TiZHolIq5BlGd/arfWdzImpdDHLsmLp8EGCJ3jaCHINR4NsDyZj34wkAQJq2FKdT89G/o491K0aN9tvx6xYLvQHAofKsTH0kZxXh2JU8+X47D8fL5ADA2qdikF+iRyh31SayKeyusmO21l21/lCKHOBIUuqYbku2bc66o9U+vunE9Xo9f2f5InISjZtjfq/ydnNmgENkgxjk2DFXZ9vK5FTe0wZAnWuKkG3zcau+e2nGV4ehN9QdXGdW2u3bFmceEZHjYpBjxyoyOa0T5OQU6vDGhkR5l+XKQn2rbrD4zuYzOJ9e0NJVoxZivq5N5a0KTl7T1vl88xW5lz88sPkqRkRUDwxy7JirkzTwuHW6q5ZuP49P9yRh5Ls7sP9ilsWxb/Yny5sTAsDATj7y7S2Jqa1SP6q/vCI98or0+PzPJGxNTEN+iR57zmVWmRXnZzblO8BTjXnjesn3DyRZ/g1UJ7/EtAjgC7E9cHsfDsolotblmB3kbYTUXVXaSpmcs2YZmRlfJSBh3m1QKk3dD//84bh8TKEAPp92I/q9tgUAcOp6fqvUj+pHbzDitsU7kW7WldQ5wAMXMwqx9KGBGNe3IhhRKSu6lzzUKky6oROKdAYs2noWZ9MKcCApG099eQgv3d4TD9xYdTsEKZMj7bVGRNSamMmxYy3ZXZVwORsJly33sDEPpnKK9DhxzTRrplhn+forHx0EbzdnfD7tBgBA4rU8kO3460qeRYADABczTF2Q6xMsx1WZ/27HlS8KF+ZvGmB76FI27v84HjlFevzj++NVtgQAgPxSUyZH2muNiKg1McixYy01u6q0zICJH8Vj4kfxyCms2GX5Sk4xAKBd+YJuu85mICmzEHPWHrV4vk/54mi925tWf03KLLSZwdFtmRACqXkl2Hex5m6mHWcyLGbEFZYHOV88diM8y7cOCfM37VN0KctyUPnhaqaWF5RncryYySEiK2CQY8fULTS7KqugIrD53+ErAExdHNfzTEHOvdGhAIB3t5zFre/twKaTlmNupHEcAV5q+Hu4wCiAM6nssrKmz/YkIeLlXzFk4Ta8s/lMrWVf+O6YfLtIZwpSPNQVCzqG+1c/VTo1r+pKyPlykMNMDhG1PgY5dqxi4HHzBjnZZtmbNzeewuu/JCKrQCfvXhzbO0g+bqxm9wYfN9MHmkKhQK/ybE7i9bpn4lDL+GxPEl7fkFjj8V9mDcP250fI9/ddrOimLCw1/W1JGzkCpkxdsMa0V9rUm8LxwA0dAQCp1Wz3oGUmh4isiP957FhFJqd5u6vMgxwA+CL+Eu7qbxqPoXF1Qp8O3tC4OkFbUobeIRoM6eyP06laOCmV8FCrLKYd92rvhT3nM5nJsZKU7KIqAc6kQR1RqCuTZ8P16aCBUQD9OvrgWEouANOsKC9X54pMjovlv4rPpt6AVG0xRvYIxPu/nwMAXK82kyONyeG/GiJqffzPY8ekTE5pM08hzykyBTleaieoVArkFumx66xp5VqNmzOcVUqsn3ETdp5Nx5jIYIS386jxXB18TGvnZFQa6EqtQ+pulLi7qPDve/ogo6AUV3OL8fiwzlAoFFApgJ/ihuKmhdtwLa8Ep1PzEd3JF0XlY3Lc1Zb7j0WGaBBZvuN2e29TVue3E9fh5eoEF5USs0Z1hVKhkP822V1FRNbAIMeOtdTsKimTc3OPAKgUCvx87Bp+P50OANCUf1j1CPZCj2CvOs/lWz4+p3J2qL4+3nkBRToD5tzWvVHPb+sulw8Onj26G+6Iag9XJxWcVEq093bDD38fWqV81yAvXMsrwcWMAkSWdzUCVTM55oLKg5zcIj0+2XURgGkG1qiegXIZadAyEVFr4pgcOyatk7M1MQ2/Ha/fXkLmDNUNqEFFQOLn7oIbIvwAQO7GaGi3g2/5TCspO9QQWQWlWPjbaSzZdg5ZBcwENYb0vod4u6F7kBc61TBoWNK5PCt3MbMQheVdVQpFxd9adfqF+sgz7iQHkrLlQcceLiqL9XaIiFoLgxw7JmVyAGDm14dR2oAByPsvZqHbv37Fl/GXqhyTgxwPF9wY7mdxTNPAbgdpplVjgpy/zHav1pZUXYOF6pZTZBoTYz5OqjYR5UHOwaRsvP6LaSxPiLdbrXtO+Xm4YO8/RuHY/DH4fKppbaR9SVnQlnCNHCKyLgY5dkyaxSTJLf9Aq493t5yBUQCv/HSyyrFrueXr4Xip0S3Q0yJ70+BMjhTkFOqrbBlQl4OXKmb5aIvr3zaqkFseXPp6VL/RZmVSkHM4OVcemGze7VQTFyclvN2dMSjcF55qJ6RkF2Nt+YatHHRMRNbCIMeOhVUa8Fs5W1KiNyCvhsAnqHwKMACkmU39FULg+FXTdO/I9hoolQp0DfSUj2vcGvat3Lc8g6AzGLFi90Ws2HURt7+/CyvKx27U5K8rufgy/rJ8X8oKUMNIizn61jOTc0O4Hzr5VXRpKRTA3QM61Pv1vFyd5Snlm8vXT2KQQ0TWwv8+dqy9WaACWA7u1RuMmPRxPM6lF2DdUzHo08G7xvP87/AV/H1EVwDA4eQcZBaUQqmAPPC0S4AnjiTnAmh4d5WbswpqJyVKy4z4z6+n5cff2XwGT9zcucbnvfS/48g32yZAW2yd7qq8Yj3uW74XAzr64j8TouxmbElekR6r4y/J3XzS2Ki6uLmo8N2MGGw9lYZxUe1hFJabdNaHtBt9ZvmikuyuIiJrYSbHjikrfeCad1d9susijl3JQ5HOII+tMGee9flfQsU049nlWzT0CNbAzcU05qdLQEUmp6HfyhUKRbUfcjqDUV6DpTKjUeB8umldHWl1XWtlchIuZ+NsWgHWHkrBmoPJVqlDQ607mIJ+r2/Boq1n5ce8G5CBC9S4YvLgMPi4uzQ4wAEqtvWQMJNDRNbCIMfORZh1WUmZnLwiPZZsOyc/npCcU2XzxJzCiqBB2lvqWm4xUrJN43Fev6u3fLxfaEUWSPqW3hBPj+qKAC81XJyUeM5sKrj59hHmMgtLoTcIKBRA31AfANYbk3Mtt6Ir76ej16xSh4bQG4wWv3vAtN6Rk6r1LvXKARUzOURkLfyKZee+fWIIhv73DxiMArlFOhiMAoeTc6ArMyLU1w0KBZCSXYxDl7IxokfFANJcs0yOUQCXsgpxNq0AABDVwRs3mM2qiunij6+mD0ZOkQ639qrY0qG+ptwUjik3hcv31xxMwdXcYmQWlKKjX9UpzdfLA4tAL7WcSWiNTM6/NyZizYEUDOvWDv6eLpg/vre8XxdgGgidV6SHdz3Ht1hD7Pu7cDW32OKxdl7qGkq3jMrvj4aZHCKykgZ9vVu4cCFuuOEGeHl5ITAwEHfffTfOnLHc7K+kpARxcXHw9/eHp6cnJk6ciLS0NIsyycnJGDduHNzd3REYGIgXXngBZWWWmYYdO3Zg4MCBUKvV6Nq1K1atWlWlPkuXLkV4eDhcXV0xePBgHDhwoCHNcQjB3q54fHgEAODQ5RxMWPYnpq06CADo1V6DIRH+ACz3IwKA7PIgR1rf5Hx6Ab7YewkAMKSz5bRxhUKBYd3a4c5+Ic0yJqWdpylwuZJTjBNX86rMupICi/bebvJA55YekyOEwIrdScgvLcNvJ1Lx1b5kTPnsAD7/85JZGSAlp6jmk9iAixmFAEyboz4+LAKhvm74+JHoVq1D1UwOgxwiso4GBTk7d+5EXFwc9u3bh61bt0Kv12PMmDEoLCyUy8yZMwe//PIL1q9fj507d+LatWuYMGGCfNxgMGDcuHHQ6XTYu3cvVq9ejVWrVmH+/PlymaSkJIwbNw4jR47E0aNHMXv2bDz++OPYvHmzXGbt2rWYO3cuFixYgMOHD6Nfv36IjY1Fenp6U94PuxToZRqAvONMBo6ZrS3TI8gLQzpLQU6W/Pi13GJ5v6sbI3wBAD8euYpDl3OgdlJi+rCaBwQ3B//ywOq5dccw/v/24I0NpyyOS11EHXzc5CxAXgO7q347fh0vfncMxbr6rR10Jae4ymPxF7PkbQ0ktrw9RZmhYnuPz6fegHnjI7HnpVHoHlT3ytTNqfLSBp38a972g4ioJTUoyNm0aROmTp2K3r17o1+/fli1ahWSk5ORkJAAAMjLy8Onn36KRYsWYdSoUYiOjsbnn3+OvXv3Yt++fQCALVu2IDExEV999RX69++PsWPH4o033sDSpUuh05myC8uXL0dERATee+899OrVC7NmzcK9996LxYsXy3VZtGgRnnjiCUybNg2RkZFYvnw53N3d8dlnnzXXe2M3Jg6sfopvnw7eGFyelTl+NQ/p+SU4m5aPm976A4Bp1sxNXdoBAH4/ZQoOY7r4I9jbtdrzNRcpk6Mr/1D+7M8kPPXlIXl7CmmdnvbervIYoL+u5Na4zk6RrsziWHahDjO/Pox1h65gbT0HCx+/mmdxf9H9/SwW0JMyXrYc5JiPu2rtwMac+TIDnfzccUefYKvVhYjatiaNRszLM30w+PmZPkgTEhKg1+sxevRouUzPnj3RqVMnxMfHAwDi4+MRFRWFoKCKsR2xsbHQarU4efKkXMb8HFIZ6Rw6nQ4JCQkWZZRKJUaPHi2XqU5paSm0Wq3FjyPwcXfB8G7t5Psh3q54f1J/jO4ViFBfdwzo5AODUWDVn5dwIKmi2+qOqGAMCve1ONdNXfxbvL6hvlXH4Ww+mYaFv57CpcxCeTfr9j5uGN4tAGonJS5lFWHwf7bh/o/jLVZ2PnE1D/1e24K3NlVMT//xyFX59p8XKjJYtTlXPh4JAJ65tRsmDAxFwrzbsOSB/ljyQH+M7BEAAEjPr7rTtq2QtlFQOynh4mS9OQXOZoOcx0QGteqgZyIic43+72M0GjF79mwMHToUffr0AQCkpqbCxcUFPj4+FmWDgoKQmpoqlzEPcKTj0rHaymi1WhQXFyMzMxMGg6HaMtI5qrNw4UJ4e3vLPx07dmx4w22U+biH0ZFBuHtAB/nD5dGYMADA3gtZFjOaZo3shm6BXvAy2zwxOswy6GkJDw8Jq/bx1fGXMeLdHdhYvg9XiLcrPNROGFueCUjPL8WBpGycvp4vP+e/m05DbxD4eGfF4oLmKyXHX8iS9+hasesiHvl0f5WZZgBwOdvU5fpCbA/MLZ8BplIqcFf/DrirfwcEatRyHWyVLW2jMKCTDwBgcg2/ayKi1tDoICcuLg4nTpzAmjVrmrM+Lerll19GXl6e/JOSkmLtKjUbL3XFB1vlad5RHXwAAGdS8+VBvc/e2g3B3q5QKRXoYFY+sn3NiwY2Fz8PF3zx2I1wVilwZ78QXPjPHRgX1b5KufY+pnq9cHtPtDfrQjMPNMx7sD7dkwQhBA5dzpEfKygtw+HkHAgh8O9fT2H3uUx8svMCXvruL8SbZXmSy3fr7lTNbC+gYtxTutZ2gxwpk2MLs5m+eOxG7HlppMUSB0REra1R/w1nzZqFDRs2YNeuXQgNDZUfDw4Ohk6nQ25urkU2Jy0tDcHBwXKZyrOgpNlX5mUqz8hKS0uDRqOBm5sbVCoVVCpVtWWkc1RHrVZDrW7d6bStReNW8ausvCN0RDsPuDorUaw3yN1V5uNuQnzccDrVlB2RFgBsaTd3D8CfL42Ct7szVEoFPnxoAEYfDcSctccq6lVexw4+btj5wkj8/esE/H4qHV/EX0JWQSl2n8+0mFr+xoZEfLr7IjLyS+GsUiA6zBf7LmbjvuXxuC2yIuv3wR/nAQBrD6Xg4n/ugLZELwdGYTXs0h3oJWVybLe7qqA8yLGF2Uxers42kVEioratQZkcIQRmzZqFH374AX/88QciIiIsjkdHR8PZ2Rnbtm2THztz5gySk5MRExMDAIiJicHx48ctZkFt3boVGo0GkZGRchnzc0hlpHO4uLggOjraoozRaMS2bdvkMm2N+QeKf6UgR6VUyFs0XMw0dcsEaSrKzB8fiY5+bnj1zshWqGmFQI0r1E6moEqhUGBwRMV4ICelwiJYc3FSyvtt7T6XiX98fxwb/7pusVM5AFwrH8/TM1iDR2PC5ce3JloGxJLHVh/EnR/uAQAoFUBYDTOB7KG7Kr/UdrqriIhsQYOCnLi4OHz11Vf45ptv4OXlhdTUVKSmpqK42NQF4u3tjenTp2Pu3LnYvn07EhISMG3aNMTExGDIkCEAgDFjxiAyMhKPPPIIjh07hs2bN2PevHmIi4uTsywzZszAxYsX8eKLL+L06dNYtmwZ1q1bhzlz5sh1mTt3LlasWIHVq1fj1KlTmDlzJgoLCzFt2rTmem/sinkXhTR7ydxTt3SxuG++QWd4Ow/sfnEUpg6NqPy0VhVotmidr4dLlW0rAupY1E5hVrxLgAfuiGqPjc8Mq/U5O85kICW7GC4qJf5zT1SN2x/I3VX5pQ3eTb215NtQJoeIyBY06L/hRx99BAAYMWKExeOff/45pk6dCgBYvHgxlEolJk6ciNLSUsTGxmLZsmVyWZVKhQ0bNmDmzJmIiYmBh4cHpkyZgtdff10uExERgY0bN2LOnDlYsmQJQkNDsXLlSsTGxsplJk2ahIyMDMyfPx+pqano378/Nm3aVGUwclvhoa65uwowzXJZ+tBALP79LLoFeqJnsKY1q1cv5rNwqts1W+qOqckNYX6YPjwCy7afxzO3dgMA9A7xxlM3d8bHuy4ixNsVMV3awcVJgak3ReC3E9exZNs53N47GP+8o1e1qy9LpABLV2aEtrjMJlc9ZpBDRGRJIWz1a2kr0Gq18Pb2Rl5eHjQa2/vQb4i1B5Px0v+OAwDO/XusxTReexL+j40AgIkDQ/He/f0sjh1JzsE9y/bW+Nxnb+2GOWZ7Y0kMRoGCkuoDE22Jvt47q0e9uhn5JWX4fe7N6BpovXVoavL6L4n47M8kPDE8Av8a17pdj0REram+n9/8yucgdIaKWNVeAxwAWP5wNNYcTMbLd/SscmxAJ1/89uxw5JeUYf5PJzD3tu7o1V6Dg5eycSmrCDNHdKnmjKYxSTVlXuob4ACm7rT8kjKka0ttMsg5V75zu/mu8UREbRmDHAcxPqo9Fm05g5u6tqu7sA27vU8wbq9lhdxe5QOoN82+WX6stm6m5hTo5YoLGYXIKLDNwcdnymfIdQ+2vQCMiMgaGOQ4CF8PF+z/52g4q5q+gSZVz9fDlPXJLWr5HdEbKqdQJ8/8suaWDkREtsR++zWoChcnJRQKBjktxdvNNGutuYOcg5eykXA5u+6CtTibZsrihPq6wVPN7y5ERACDHKJ6kzbszC3W1VGy/rILdXhoxT5M/CgeX8ZfavR5zpQHOT2YxSEikjHIIaonaQ2dvOLGZXKEEPJO65JjV3KhLx80/tGOC/I+Ww0ljcfpwfE4REQyBjlE9eRTHuR8f/gq9p7PbPDzl+24gMj5m/Dn+UxsOpGKTSeu43ezlZiv5ZXgaEpOLWeo3vErefi1fFNTBjlERBXYeU9UTz5m09AfWrkfl94aV+dzSvQGPPHFIVzPK8H59AIAwOSV+2ssfzo1H9FhfvWuU06hDg98Eo9CnQHtvV0xqmdgvZ9LROToGOQQ1ZM08Fiy51wmPtx+DrdFBmPCgA7w9ai6ncbagynYfa7urM/tvYOx6WQqzqUVYO+FTBxJzoWLSokSvQHJ2UXo2V6D6cNM224IIfDtgRQcv5qHbw8kAzDt9bX6sRu5bxURkRkGOUT1VHm7hIc/NWVk9l3MxhsbEvFCbA9MHxaBH45cRUdfd3QL8pSDEAAY0tkP59IKkFVoGrg89aZwbPjrOiZGd0CXAE9sOpmKVXsvYdXeS9W+fp8QDfp38sEbGxLx1b5ki2MfPRzNqeNERJUwyCGqp2Bv11qPv7P5DH4+ek2e6SRRKRU48M9b5d3h/zidhj3nsvDS2B549W+9AQAXMwrgpFSgzCjgpFQgtk8wXFRKqJQKfJdwBQAw6ZN9FuftHOCBqA7eeCG2B0J9W2dBRCIie8K9qxxk7ypqHQmXc3AmNR///OF4vZ8zpLMf1jwZU2e58+n5yC7Uo3OAh8Umq+fTC/DsmiM4k5qPMqOAm7MKHzw4ALdFts3NaImIuHcVUQuIDvNFdJivHOSonZQ48+ZYfLnvMl758US1z7m7f4d6nbum/bC6Bnpi4zPDUVpmQEp2EQI1rg3ac4uIqK3iFHKiJnBxMl1Cw832DBverR1Ov3E7+nX0QSc/d4zvF9Isr6V2UqFroBcDHCKiemImh6gJ+oX6AADC/CvGxLg6q+DqrMIPM2+CgGlMDhERtT5mcogaYd1TMYjtHYS3JkYBABQKBeaN6wVvN2c8N6Y7AECpVDDAISKyIg485sBjIiIiu1Lfz29mcoiIiMghMcghIiIih8Qgh4iIiBwSgxwiIiJySAxyiIiIyCExyCEiIiKHxCCHiIiIHBKDHCIiInJIDHKIiIjIITHIISIiIofEIIeIiIgcEoMcIiIickhO1q6ANUl7k2q1WivXhIiIiOpL+tyua4/xNh3k5OfnAwA6duxo5ZoQERFRQ+Xn58Pb27vG4wpRVxjkwIxGI65duwYvLy/k5+ejY8eOSElJqXXbdnul1Wodun0A2+gI2D77xzbaP3tonxAC+fn5CAkJgVJZ88ibNp3JUSqVCA0NBQAoFAoAgEajsdlfanNw9PYBbKMjYPvsH9to/2y9fbVlcCQceExEREQOiUEOEREROSQGOeXUajUWLFgAtVpt7aq0CEdvH8A2OgK2z/6xjfbPkdrXpgceExERkeNiJoeIiIgcEoMcIiIickgMcoiIiMghMcghIiIih8Qgx4EUFBRYuwotimPkyR448nXIa5DsTZsIclJSUrBp0yZrV6PFXL58GbGxsXjppZcAmLarcDSZmZnIyMiAwWAA4Jj/bKXfm9RGR+Lo1yDg+Nchr0HH0BauRXMOH+ScO3cOYWFhmDBhAs6dO2ft6jQrIQSeeuopdO3aFfv27cPOnTthNBpr3cfDHsXFxSEqKgpjxoxBbGwszp8/L2/D4Sjmzp2Lhx9+GACgUqmsXJvm5cjXINA2rkNeg47B0a/F6jjOVVgDvV6P2NhY+Pv7480337R2dZrNokWL4OPjg6NHj+Lw4cP4z3/+A2dnZ6SlpVm7as3q+eefR3x8PNasWYPnnnsOOp0OEyZMwO7du61dtWZx5MgR3Hbbbfjqq6+wdu1abN68GYBjfZN01GsQaBvXIa9Bx+HI12JNHD7IOXbsGFxcXLB+/Xp89dVX2LFjh7Wr1GTnzp3DTz/9hCVLlmD//v2IiopCVFQUjh075jCpZCEEioqKsGvXLtx111245ZZb8Mgjj2Dz5s1wcnLC8uXLceHCBWtXs8kOHjyIDh06YNWqVXjooYfw/PPPAzB9k7T336HEEa9BwPGvQ16DjnMNShz1WqyNQwY55n3hzs7OCAsLw5AhQ3DrrbdiwYIFAIDCwkJrVa/JwsLCsGPHDkydOhWA6Z+Rj48POnfujO3btwOA3aeSFQoFcnJykJKSgoEDBwIAdDod3Nzc8PLLL+P48ePYuHGjlWvZdHfddReee+453HHHHZg+fTqysrKwePFiAPY9psPRr0HA8a9DXoP2fQ1K2sK1WBuHCHIWLlyIOXPm4OOPP4ZOp7PoC//rr7+g1WoBAF9//TXi4+MxduxY3HLLLTh69KiVatwwldvn4uIChUIh//EqFAoEBASgtLQUpaWlAOzvG+T3338v/54AU/07dOiA8PBwrFmzBgDk3+t9990nf5BkZGRYpb6NUfn3CABBQUGIiooCAPTv3x9TpkzBf//7X+Tn50OlUtnNP1lHvwYBx78OeQ3a9zUoaQvXYoMIO3b69GkRGRkpoqKixKRJk4Svr68YMWKE2Ldvn1xm2rRp4vvvvxdCCPH1118LT09PoVKpxBdffGGtatdbfdonhBAGg0EIIcSwYcPElClThBBCGI3G1q5uo2zfvl306NFDKBQK8fHHH8uPS/X/9NNPhbOzszh79qwQQoji4mIhhBBbtmwRrq6u4sqVK61f6Qaq6/do/rs6cuSI6NOnj3jyySeFEBW/W1vl6NegEI5/HfIatO9rUNIWrsXGsOtMzsaNG+Ht7Y3Dhw9jzZo1SExMRE5ODhYtWoQzZ84AAJycnPDdd9/h5ptvxqxZs/D888/D398fFy9etHLt61Zb+6S+cGkWh06nQ/fu3ZGRkYGCggK7SJOfOnUKy5cvx+jRo/HEE0/g3//+N65fvw6gIs0/cuRIDB48GH//+98BAK6urgCA8PBwqNVq+fdsy+r6PSoUCpSVlQEAevXqhRkzZuDbb79FYmIilEoldu7ciZycHCu3onqOfg0Cjn0d8hq0/2tQ0hauxcaw2yCnrKwMJ0+eRGBgoDzdLzg4GP/617+QnJyML7/8EgBQVFSEjRs3okePHjhy5AgWLFiABQsW4LXXXsPp06et2YRa1dW+Tz/9FIApfWw0GuHi4oJ27drh+vXr8PT0tIs0uZ+fH2677TbExcXh3XffhcFgwHvvvWdRJjw8HP/85z+xe/duvPPOO3JqfMeOHejWrRtuuOEGa1S93ur7e3RycoIQAmq1GnfccQeGDRuGyZMnY9iwYbjjjjuQnp5uzWZUy9GvQcDxr0Neg/Z9DUrawrXYaNZNJDXN5MmTxZgxY0RZWZkoKyuTH4+LixM333yzSEpKEmfOnBFHjx61SEcaDAbx9ttvi9LSUmtUu95qa9+oUaPE4cOHhRBC6PV6IYQQmzdvFkqlUpw/f94q9W0M81TwZ599JtRqtTh69GiVcitWrBBBQUGiV69e4t577xVqtVq8+eabwmg02nyXQH1/j9J7cfbsWTF48GChUCjE9OnThVartUq968PRr0EhHP865DVo39egpC1ci41hl0GO9Avcvn27UCqV4siRI0KIin8yO3bsEJ07dxbr16+3VhWbpD7t69q1q1i3bp3F87777jsxffp0kZmZafP/dMyZ13Xw4MHib3/7m9xWc3/++af44IMPxOzZs6v9J2xrGvN7PHjwoOjevbvo37+/OHnyZKvXub4c/RoUom1dh7wG7e8alLSFa7EpbDbIqe4Cq3ysuLhY3HLLLWL06NFCCMsLtUuXLuL111+v8ritaM72SX/kttbO+rRRItV9165dQqlUip9//lkIYWpbenp6y1WyifLz8y3um/8OGvp7FEKIzMxMsWfPnpascr01Z9ts7W9T0pxttMXrsD7tq3zM3q7BS5cuiZSUFCGEsMhgCGH/16CkOdtoS3+frcHmxuTodDq8+OKLePLJJzF37lyLAVHSwDAnJycYDAbk5eXhtddew86dO7F8+XK5/zsnJwceHh7w8/MDYFtrVbRE+6Q+WFtpZ33bWFZWJq8MK9V9+PDhePDBB/Haa69h27ZtGDduHD744APo9frWb0gtdDodnn76adx9992YMGEC1q5dCyEEFAqFXNeG/h6FEPD398fQoUOt1i6gZdpmK3+bkpZooy1dh/Vtnz1fgwDw008/ISIiAk8//TSAit+BtBijvV6D5pq7jbbw99mqrBJa1WDdunUiJCREjBw5UrzyyisiJCRE3HbbbeLPP/+0KLdkyRLh4uIiVq1aJYQQ4s033xSBgYHi8ccfF7t27RJz5swRERER4tSpU9ZoRo0cvX1CNKyNarVafP7551W+Wezdu1coFAqhUChEbGysyM7Obs0m1OmLL74Q7du3FyNGjBBffPGFGD16tIiJiRG//fabRTl7/D06ctskjt7GhrTPXq9ByT//+U8xZMgQMXDgQPHdd98JISwzHfb6OzTXFtrYkmwmyDly5IgYO3asWLhwofxYcnKyiIiIEN98840QQojc3FwxefJkERISIlavXm1xYX7wwQdi+PDhIioqSvTr10/s37+/1dtQG0dvnxANb+MXX3xh0caysjKxevVq4ezsLAYPHiwPBrQlZ86cEffee69YvHix/NilS5dEUFCQ2Lp1qxDC1MaHHnrI7n6Pjtw2iaO3saHts8drUIiKAcJxcXHi6aefFtOnTxfDhw8XOp1OCGH//0uFaBttbA02E+Ts379fPPfcc+Lq1atCCCH/IgcOHCjmzZsnhDD1OR44cEDk5eXJzzOfGWAwGMTFixdbsdb15+jtE6LxbZQUFhaK999/32JBMluTnZ0t9u/fL3JycuTHDh8+LMaMGSPi4+Pl/vH9+/fb3e/RkdsmcfQ2NrZ9Enu4BiVGo1HExsaKffv2iQ0bNojIyEixZMkSIYQpADh48KDFrCh7+R2aawttbGlWC3LWr18vtm7dKn8gVic3N1f06NGjSprVHjh6+4RoW228du1atcfj4uKEk5OT6N+/v2jXrp0YO3as2L17txCi6gBBW+PIbZM4ehsdvX1CVN9Gqe533HGH2LVrl8jMzBTz5s0Tffv2FQ899JBYuHChXU2JbgtttJZWD3K++OILERgYKG688UYREBAghg4dKi8zbTQaLSLRy5cvi27dutnNehNCOH77hGAbzdv3wAMPiE2bNomCggLx559/ivvvv1/ExMRYq9r14shtkzh6Gx29fUJU38YffvhBPp6dnS2Cg4PlD/o5c+YIV1dX4ebmJg4dOmSlWjdMW2ijtbVakKPX68X7778vevXqJVauXClKS0vFn3/+KR599FExduxYUVJSIpeV+hZXrVolunbtKoqKiuRjWVlZFmVshaO3Twi20byNUtq/chvmzZsnBgwYUGt2y1ocuW0SR2+jo7dPiPq38erVq2LSpEni22+/FVFRUaJdu3Zi/PjxomfPnuLgwYNCCNvNVrWFNtqKVptCXlhYiIyMDEyZMgXTpk2Di4sLbrrpJkRGRkKr1cpTi4GKKW4//fQTxo8fDzc3Nxw9ehRjxozBG2+8IU+FtCWO3j6AbTRvo7QEvHkbDAYDLly4gOjoaISEhFirCTVy5LZJHL2Njt4+oO42SlPZDQYD1q1bh0cffRQ333wzzp07h//+978IDw/HnDlzAFRMt7Y1baGNNqMlI6izZ89W2d1VijqllOrXX38t+vfvX6VvsaCgQIwaNUp8++23YubMmUKlUonJkyfLg1ltgaO3Twi2sa42CiFEUVGRuHLlinj88cdFjx49xPbt24UQtpGpcuS2SRy9jY7ePiEa38Y1a9ZUmTm0fPly8c4779jcdhNtoY22qEWCnLVr14rw8HDRo0cPceONN4qVK1daHDfvM37ooYfE1KlThRCWK3AePXpUXqdhyJAhIjExsSWq2iiO3j4h2EYham6jeXr4f//7n3jmmWdEUFCQGDFihDh37lzrVL4Ojtw2iaO30dHbJ0Tj21jdFyXpw97Wum/aQhttWbMHOVu2bBHh4eFi6dKlYtOmTWLu3LnC2dlZfPLJJ6K4uFgIIeTos7i4WPTt21d8+eWXVc6za9cuMWLECHltB1vh6O0Tgm1sSBtPnjwp3n33XfH777+3dhNq5Mhtkzh6Gx29fUI0Xxtt+QO/LbTR1jVbkCNFmK+99pqIjo62iEL//ve/i0GDBsmj/yVXr14V4eHh4uzZs0IIUzpv9uzZzVWlZuXo7ROCbbT3Njpy2ySO3kZHb58QzdfGOXPmtF6lG6gttNFeNNvAY2mAW2JiIrp06QJnZ2d58NSbb74JV1dX/PTTT0hNTZWf8/vvv6Njx45o3749nn32WURGRiI5ORl6vR5Go7G5qtYsHL19ANvYmDaK8v1hbIEjt03i6G109PYBzdfGy5cvs41Ut8ZGR1u2bBFPP/20WLx4scWgqE8++UR4eXnJ6TUpgv3kk09E9+7dLQa93XfffcLX11f4+/uL3r17y1PibIGjt08IttHe2+jIbZM4ehsdvX1CsI2O0kZ71eAg59q1a2L8+PEiMDBQTJ48WURFRQlvb2/5F3vmzBnRoUMH8corrwghhMUo8eDgYHlPlcLCQjF+/HgRGhoq1qxZ0wxNaR6O3j4h2EYh7LuNjtw2iaO30dHbJwTbKIRjtNHeNSjIKSwsFFOmTBGTJk2y2BPjxhtvlEeEa7Va8eabbwo3NzeRnJwshKjon7zlllvE448/Lj/P1lZsdPT2CcE22nsbHbltEkdvo6O3Twi20VHa6AgaNCbH3d0darUaU6dORUREhLzw1B133IFTp05BCAEvLy889NBDGDhwIO6//35cvnwZCoUCycnJSE9Px9133y2fLzo6ulm73prK0dsHsI323kZHbpvE0dvo6O0D2EZHaaNDaGhUZD5KXJrf/9BDD4knnnjCotyVK1dE165dRXh4uLj33ntFSEiIGDVqlEhNTW1cONZKHL19QrCN5uyxjY7cNomjt9HR2ycE22jOntto7xRCNH3Y9rBhw/DEE09gypQp8owapVKJ8+fPIyEhAfv370e/fv0wZcqUJgdl1uDo7QPYRntvoyO3TeLobXT09gFso6O00a40NUq6cOGCCAoKsuhPdKTt3x29fUKwjfbOkdsmcfQ2Onr7hGAbyToavU6OKE8A7dmzB56ennJ/4muvvYZnn30W6enpzROFWYmjtw9gG+29jY7cNomjt9HR2wewjY7SRnvl1NgnSosdHThwABMnTsTWrVvx5JNPoqioCF9++SUCAwObrZLW4OjtA9hGe2+jI7dN4uhtdPT2AWyjo7TRbjUlDVRcXCy6du0qFAqFUKvV4q233mpiYsm2OHr7hGAb7Z0jt03i6G109PYJwTaS9TR54PFtt92Gbt26YdGiRXB1dW2u2MtmOHr7ALbR3jly2ySO3kZHbx/ANpJ1NDnIMRgMUKlUzVUfm+Po7QPYRnvnyG2TOHobHb19ANtI1tEsU8iJiIiIbE2z7UJOREREZEsY5BAREZFDYpBDREREDolBDhERETkkBjlERETkkBjkEBERkUNikENEREQOiUEOEbWIHTt2QKFQIDc319pVIaI2ikEOETWLESNGYPbs2fL9m266CdevX4e3t7fV6sRAi6hta/Qu5EREtXFxcUFwcLC1q0FEbRgzOUTUZFOnTsXOnTuxZMkSKBQKKBQKrFq1yiKLsmrVKvj4+GDDhg3o0aMH3N3dce+996KoqAirV69GeHg4fH198cwzz8BgMMjnLi0txfPPP48OHTrAw8MDgwcPxo4dO+Tjly9fxp133glfX194eHigd+/e+PXXX3Hp0iWMHDkSAODr6wuFQoGpU6cCADZt2oRhw4bBx8cH/v7+GD9+PC5cuCCf89KlS1AoFFi3bh2GDx8ONzc33HDDDTh79iwOHjyIQYMGwdPTE2PHjkVGRobF+3D33XfjtddeQ0BAADQaDWbMmAGdTtdybz4R1YiZHCJqsiVLluDs2bPo06cPXn/9dQDAyZMnq5QrKirCBx98gDVr1iA/Px8TJkzAPffcAx8fH/z666+4ePEiJk6ciKFDh2LSpEkAgFmzZiExMRFr1qxBSEgIfvjhB9x+++04fvw4unXrhri4OOh0OuzatQseHh5ITEyEp6cnOnbsiP/973+YOHEizpw5A41GAzc3NwBAYWEh5s6di759+6KgoADz58/HPffcg6NHj0KprPjut2DBArz//vvo1KkTHnvsMTz00EPw8vLCkiVL4O7ujvvvvx/z58/HRx99JD9n27ZtcHV1xY4dO3Dp0iVMmzYN/v7++Pe//92SvwIiqo4gImoGt9xyi3j22Wfl+9u3bxcARE5OjhBCiM8//1wAEOfPn5fLPPXUU8Ld3V3k5+fLj8XGxoqnnnpKCCHE5cuXhUqlElevXrV4rVtvvVW8/PLLQgghoqKixKuvvlptnSrXoSYZGRkCgDh+/LgQQoikpCQBQKxcuVIu8+233woAYtu2bfJjCxcuFD169JDvT5kyRfj5+YnCwkL5sY8++kh4enoKg8FQax2IqPmxu4qIWo27uzu6dOki3w8KCkJ4eDg8PT0tHktPTwcAHD9+HAaDAd27d4enp6f8s3PnTrl76ZlnnsGbb76JoUOHYsGCBfjrr7/qrMe5c+fw4IMPonPnztBoNAgPDwcAJCcnW5Tr27evRb0AICoqqtq6Svr16wd3d3f5fkxMDAoKCpCSklJnvYioebG7iohajbOzs8V9hUJR7WNGoxEAUFBQAJVKhYSEBKhUKotyUmD0+OOPIzY2Fhs3bsSWLVuwcOFCvPfee3j66adrrMedd96JsLAwrFixAiEhITAajejTp0+VsTPmdVMoFNU+JtWViGwPMzlE1CxcXFwsBgw3hwEDBsBgMCA9PR1du3a1+DGfudWxY0fMmDED33//PZ577jmsWLFCrhMAi3plZWXhzJkzmDdvHm699Vb06tULOTk5zVbnY8eOobi4WL6/b98+eYwQEbUuBjlE1CzCw8Oxf/9+XLp0CZmZmc2S4ejevTsmT56MRx99FN9//z2SkpJw4MABLFy4EBs3bgQAzJ49G5s3b0ZSUhIOHz6M7du3o1evXgCAsLAwKBQKbNiwARkZGSgoKICvry/8/f3xySef4Pz58/jjjz8wd+7cJtdVotPpMH36dCQmJuLXX3/FggULMGvWLIsBzUTUOnjVEVGzeP7556FSqRAZGYmAgIAq41sa6/PPP8ejjz6K5557Dj169MDdd9+NgwcPolOnTgBMWZq4uDj06tULt99+O7p3745ly5YBADp06IDXXnsN//jHPxAUFCQHG2vWrEFCQgL69OmDOXPm4J133mmWugLArbfeim7duuHmm2/GpEmT8Le//Q2vvvpqs52fiOpPIYQQ1q4EEZEjmDp1KnJzc/Hjjz9auypEBGZyiIiIyEExyCEiIiKHxO4qIiIickjM5BAREZFDYpBDREREDolBDhERETkkBjlERETkkBjkEBERkUNikENEREQOiUEOEREROSQGOUREROSQ/h9gNw80S4cHyAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "test_data[\"open\"].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((486, 7), (486,))"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = train_data.drop(columns=[\"signal\", \"diff\"], inplace=False).values\n",
+    "y = train_data[\"signal\"].values\n",
+    "\n",
+    "X.shape, y.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((730, 7), (730,))"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_test = test_data.drop(columns=[\"signal\", \"diff\"], inplace=False).values\n",
+    "y_test = test_data[\"signal\"].values\n",
+    "\n",
+    "X_test.shape, y_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.neural_network import MLPClassifier\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "\n",
+    "model = MLPClassifier(\n",
+    "            solver=\"adam\",\n",
+    "            hidden_layer_sizes=(100, 50, 25), \n",
+    "            activation=\"relu\",\n",
+    "            alpha=1e-2, \n",
+    "            max_iter=400,\n",
+    "            learning_rate_init=0.01,\n",
+    "        )\n",
+    "\n",
+    "acc = []\n",
+    "best_model = None\n",
+    "best_acc = 0.0\n",
+    "for i in range(10):\n",
+    "    model = model.fit(X, y)\n",
+    "    y_pred = model.predict(X_test)\n",
+    "    acc.append(accuracy_score(y_test, y_pred, normalize=True))\n",
+    "    if acc[-1] > best_acc:\n",
+    "        best_model = model\n",
+    "model = best_model\n",
+    "pd.DataFrame({\"accuracy_score\":acc}).plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x76a84bb2d9c0>"
+      ]
+     },
+     "execution_count": 31,
+     "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": [
+    "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
+    "\n",
+    "cm = confusion_matrix(y_test, y_pred)\n",
+    "cmd = ConfusionMatrixDisplay(cm, display_labels=list(classes.keys()))\n",
+    "cmd.plot()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## cira strat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "from numpy import ndarray\n",
+    "from pandas import DataFrame\n",
+    "\n",
+    "\n",
+    "class MLP_Strategy(cira.strategy.Strategy):\n",
+    "    def __init__(self, model:MLPClassifier) -> None:\n",
+    "        super().__init__(name=\"MLP\")\n",
+    "        self.model = model\n",
+    "        self.allocation = list()\n",
+    "\n",
+    "    def iterate(self, feature_data: DataFrame, prices: DataFrame, portfolio: ndarray, cash:float) -> ndarray:\n",
+    "        pred = model.predict(feature_data.values)[-1]\n",
+    "        actions = {\n",
+    "            classes[\"nueatral\"]: 0,\n",
+    "            classes[\"light_buy\"]: 0.5,\n",
+    "            classes[\"light_sell\"]: -0.5,\n",
+    "            classes[\"hard_buy\"]: 2,\n",
+    "            classes[\"hard_sell\"]: -2,\n",
+    "        }\n",
+    "\n",
+    "        while actions[pred] * prices.values[-1] > cash or np.isclose(actions[pred], 0.0):\n",
+    "           actions[pred] -= 0.1\n",
+    "\n",
+    "        al = np.array([actions[pred]])\n",
+    "        self.allocation.append(portfolio[-1])\n",
+    "        return al "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Delta: 93704.65$\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='timestamp'>"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "strat = MLP_Strategy(model)\n",
+    "X_backtest = test_data.drop(columns=[\"signal\", \"diff\"], inplace=False)\n",
+    "bt = cira.strategy.multi_strategy_backtest([cira.strategy.ByAndHold(), cira.strategy.DollarCostAveraging(1), strat], X_backtest, X_backtest[\"open\"].to_frame(), 100_000)\n",
+    "print(f\"Delta: {bt[strat.name].values[-1] - bt['BuyAndHold'].values[-1]:.2f}$\")\n",
+    "bt.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='timestamp'>"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "s_all = pd.DataFrame({\"allocation\":strat.allocation})\n",
+    "s_all.set_index(test_data.index,inplace=True)\n",
+    "s_all[\"allocation\"].cumsum().plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "env",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tests/test_strategy.py b/tests/test_strategy.py
index 7cc6607..be7e9fa 100644
--- a/tests/test_strategy.py
+++ b/tests/test_strategy.py
@@ -92,4 +92,28 @@ def test_backtest_multi_asset():
     resutlt = cira.strategy.back_test(strat, feature_data, prices, 40, use_fees=False)
 
     res = resutlt[strat.name].values.astype(int).tolist()
-    assert res == [40, 45, 14, 99, 0] 
\ No newline at end of file
+    assert res == [40, 45, 14, 99, 0] 
+
+
+def test_backtest_not_enugh_cash():
+    feature_data = util.stock_data
+    strat = cira.strategy.DollarCostAveraging(amount=1)
+    prices = feature_data["close"].to_frame()
+    prices["close"] = [10, 11, 12, 13, 14]
+
+    resutlt = cira.strategy.back_test(strat, feature_data, prices, 9, use_fees=True)
+
+    res = resutlt[strat.name].values.astype(int).tolist()
+    assert res == [9, 9, 9, 9, 9]
+
+
+def test_backtest_sell_no_allocation():
+    feature_data = util.stock_data
+    strat = cira.strategy.DollarCostAveraging(amount=-1)
+    prices = feature_data["close"].to_frame()
+    prices["close"] = [10, 11, 12, 13, 14]
+
+    resutlt = cira.strategy.back_test(strat, feature_data, prices, 100, use_fees=True)
+
+    res = resutlt[strat.name].values.astype(int).tolist()
+    assert res == [100, 100, 100, 100, 100]
\ No newline at end of file