diff --git a/items.ipynb b/items.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..5fb1b36057a45fd6096c71ffa676742943ae1cb2
--- /dev/null
+++ b/items.ipynb
@@ -0,0 +1,378 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import libraries\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from collections import Counter\n",
+    "import statistics\n",
+    "import math\n",
+    "\n",
+    "#for LSTM model\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense, LSTM, Dropout\n",
+    "\n",
+    "# ignore warnings\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "from datetime import datetime as dt\n",
+    "\n",
+    "from keras.utils.vis_utils import plot_model\n",
+    "\n",
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "\n",
+    "\n",
+    "data = pd.read_csv(\"data/sample_data.csv\")\n",
+    "df=data\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[30],\n",
+       "       [34],\n",
+       "       [41],\n",
+       "       ...,\n",
+       "       [47],\n",
+       "       [21],\n",
+       "       [38]], dtype=int64)"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "items=data.filter(['Items'])\n",
+    "items_array=items.values\n",
+    "\n",
+    "items_array\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "804"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_close_len = math.ceil(len(items_array) * 0.2)\n",
+    "\n",
+    "train_close_len"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.26373626],\n",
+       "       [0.30769231],\n",
+       "       [0.38461538],\n",
+       "       ...,\n",
+       "       [0.45054945],\n",
+       "       [0.16483516],\n",
+       "       [0.35164835]])"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = MinMaxScaler()\n",
+    "scaled_data = scaler.fit_transform(items_array)\n",
+    "scaled_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.38461538],\n",
+       "       [0.42857143],\n",
+       "       [0.47252747],\n",
+       "       [0.32967033],\n",
+       "       [0.25274725],\n",
+       "       [0.46153846],\n",
+       "       [0.17582418],\n",
+       "       [0.38461538],\n",
+       "       [0.34065934],\n",
+       "       [0.18681319],\n",
+       "       [0.24175824],\n",
+       "       [0.30769231],\n",
+       "       [0.42857143],\n",
+       "       [0.32967033],\n",
+       "       [0.18681319],\n",
+       "       [0.38461538],\n",
+       "       [0.43956044],\n",
+       "       [0.3956044 ],\n",
+       "       [0.38461538],\n",
+       "       [0.15384615],\n",
+       "       [0.16483516],\n",
+       "       [0.3956044 ],\n",
+       "       [0.1978022 ],\n",
+       "       [0.65934066],\n",
+       "       [0.21978022],\n",
+       "       [0.25274725],\n",
+       "       [0.35164835],\n",
+       "       [0.34065934],\n",
+       "       [0.42857143],\n",
+       "       [0.16483516],\n",
+       "       [0.30769231],\n",
+       "       [0.18681319],\n",
+       "       [0.3956044 ],\n",
+       "       [0.45054945],\n",
+       "       [0.31868132],\n",
+       "       [0.25274725],\n",
+       "       [0.30769231],\n",
+       "       [0.28571429],\n",
+       "       [0.16483516],\n",
+       "       [0.30769231],\n",
+       "       [0.34065934],\n",
+       "       [0.45054945],\n",
+       "       [0.46153846],\n",
+       "       [0.37362637],\n",
+       "       [0.21978022],\n",
+       "       [0.26373626],\n",
+       "       [0.28571429],\n",
+       "       [0.38461538],\n",
+       "       [0.32967033],\n",
+       "       [0.1978022 ],\n",
+       "       [0.18681319],\n",
+       "       [0.48351648],\n",
+       "       [0.36263736],\n",
+       "       [0.25274725],\n",
+       "       [0.23076923],\n",
+       "       [0.34065934],\n",
+       "       [0.34065934],\n",
+       "       [0.23076923],\n",
+       "       [0.3956044 ],\n",
+       "       [0.35164835]])"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_data = scaled_data[0 : train_close_len, :]\n",
+    "# Create X_train and y_train\n",
+    "X_train = []\n",
+    "y_train = []\n",
+    "for i in range(60, len(train_data)):\n",
+    "    X_train.append(train_data[i - 60 : i, 0])\n",
+    "    y_train.append(train_data[i, 0])\n",
+    "    \n",
+    "\n",
+    "#  make X_train and y_train np array\n",
+    "X_train, y_train = np.array(X_train), np.array(y_train)\n",
+    "\n",
+    "# reshape the data\n",
+    "X_train = np.reshape(X_train, (X_train.shape[0], X_train.shape[1], 1))\n",
+    "\n",
+    "X_train[2]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# create the testing dataset\n",
+    "test_data = scaled_data[train_close_len - 60 : , :]\n",
+    "# create X_test and y_test\n",
+    "X_test = []\n",
+    "y_test = df.iloc[train_close_len : , :]\n",
+    "for i in range(60, len(test_data)):\n",
+    "    X_test.append(test_data[i - 60 : i, 0])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# convert the test data to a np array and reshape the test data\n",
+    "X_test = np.array(X_test)\n",
+    "X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Build the LSTM Model\n",
+    "model = Sequential()\n",
+    "\n",
+    "model.add(LSTM(units=512, return_sequences=True, activation='relu', input_shape=(X_train.shape[1], 1)))\n",
+    "\n",
+    "\n",
+    "model.add(LSTM(units=256, activation='relu', return_sequences=False))\n",
+    "\n",
+    "\n",
+    "model.add(Dense(units=1))\n",
+    "\n",
+    "\n",
+    "# compile the LSTM model\n",
+    "model.compile(optimizer=\"Adam\", loss=\"mean_squared_error\", metrics=['mae'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/3\n",
+      "8/8 [==============================] - 14s 1s/step - loss: 0.0506 - mae: 0.1860\n",
+      "Epoch 2/3\n",
+      "8/8 [==============================] - 10s 1s/step - loss: 0.0196 - mae: 0.1113\n",
+      "Epoch 3/3\n",
+      "8/8 [==============================] - 10s 1s/step - loss: 0.0138 - mae: 0.0965\n",
+      "Model: \"sequential_3\"\n",
+      "_________________________________________________________________\n",
+      " Layer (type)                Output Shape              Param #   \n",
+      "=================================================================\n",
+      " lstm_6 (LSTM)               (None, 60, 512)           1052672   \n",
+      "                                                                 \n",
+      " lstm_7 (LSTM)               (None, 256)               787456    \n",
+      "                                                                 \n",
+      " dense_3 (Dense)             (None, 1)                 257       \n",
+      "                                                                 \n",
+      "=================================================================\n",
+      "Total params: 1,840,385\n",
+      "Trainable params: 1,840,385\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "# train the LSTM model\n",
+    "model.fit(X_train, y_train,\n",
+    "          epochs=3,\n",
+    "          batch_size=100, \n",
+    "          verbose=1)\n",
+    "\n",
+    "\n",
+    "\n",
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "101/101 [==============================] - 19s 186ms/step\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# predict with LSTM model\n",
+    "predictions = model.predict(X_test)\n",
+    "predictions = scaler.inverse_transform(predictions)\n",
+    "\n",
+    "# plot the data\n",
+    "train = items[:train_close_len]\n",
+    "valid = items[train_close_len:]\n",
+    "valid[\"Predictions\"] = predictions\n",
+    "#visualize the data\n",
+    "plt.figure(figsize=(16, 8))\n",
+    "plt.title(\"Forecast with LSTM Model\")\n",
+    "plt.xlabel(\"Time\", fontsize=14)\n",
+    "plt.ylabel(\"Order Demand\", fontsize=14)\n",
+    "plt.plot(df[\"Date\"][:train_close_len], train[\"Items\"])\n",
+    "plt.plot(df[\"Date\"][train_close_len:], valid[[\"Items\", \"Predictions\"]])\n",
+    "plt.legend([\"Train\", \"Validation\", \"Predictions\"], loc=\"lower right\")\n",
+    "plt.show()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.10.9"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "ddeda93c9ca199fff51e902a980a778eab8b68d122b8281824354da7a3911ecd"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/model.ipynb b/model.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..15e8a023bec2e6adc607f8900c52f60cf31b6fa8
--- /dev/null
+++ b/model.ipynb
@@ -0,0 +1,871 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "         Product_Code Warehouse Product_Category       Date Order_Demand\n",
+      "0        Product_0993    Whse_J     Category_028  2012/7/27         100 \n",
+      "1        Product_0979    Whse_J     Category_028  2012/1/19         500 \n",
+      "2        Product_0979    Whse_J     Category_028   2012/2/3         500 \n",
+      "3        Product_0979    Whse_J     Category_028   2012/2/9         500 \n",
+      "4        Product_0979    Whse_J     Category_028   2012/3/2         500 \n",
+      "...               ...       ...              ...        ...          ...\n",
+      "1048570  Product_1791    Whse_J     Category_006  2016/4/27        1000 \n",
+      "1048571  Product_1974    Whse_J     Category_006  2016/4/27           1 \n",
+      "1048572  Product_1787    Whse_J     Category_006  2016/4/28        2500 \n",
+      "1048573  Product_0901    Whse_J     Category_023  2016/10/7          50 \n",
+      "1048574  Product_0704    Whse_J     Category_001  2016/6/27           4 \n",
+      "\n",
+      "[1048575 rows x 5 columns]\n",
+      "ProductCode            0\n",
+      "Warehouse              0\n",
+      "ProductCategory        0\n",
+      "Date               11239\n",
+      "OrderDemand            0\n",
+      "dtype: int64\n",
+      "ProductCode        0\n",
+      "Warehouse          0\n",
+      "ProductCategory    0\n",
+      "Date               0\n",
+      "OrderDemand        0\n",
+      "dtype: int64\n",
+      "    ProductCode Warehouse ProductCategory        Date OrderDemand\n",
+      "0  Product_0965    Whse_A    Category_006    2011/1/8          2 \n",
+      "1  Product_0412    Whse_S    Category_007  2011/10/20         (2)\n",
+      "2  Product_0125    Whse_S    Category_011  2011/10/20         (2)\n",
+      "3  Product_0642    Whse_C    Category_019  2011/10/31          3 \n",
+      "4  Product_2137    Whse_S    Category_009  2011/11/18        (25)\n",
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1037336 entries, 0 to 1037335\n",
+      "Data columns (total 8 columns):\n",
+      " #   Column           Non-Null Count    Dtype         \n",
+      "---  ------           --------------    -----         \n",
+      " 0   ProductCode      1037336 non-null  object        \n",
+      " 1   Warehouse        1037336 non-null  object        \n",
+      " 2   ProductCategory  1037336 non-null  object        \n",
+      " 3   Date             1037336 non-null  datetime64[ns]\n",
+      " 4   OrderDemand      1037336 non-null  int64         \n",
+      " 5   Year             1037336 non-null  int64         \n",
+      " 6   Month            1037336 non-null  int64         \n",
+      " 7   Day              1037336 non-null  int64         \n",
+      "dtypes: datetime64[ns](1), int64(4), object(3)\n",
+      "memory usage: 63.3+ MB\n",
+      "None\n",
+      "count    1.037336e+06\n",
+      "mean     4.949384e+03\n",
+      "std      2.907344e+04\n",
+      "min      0.000000e+00\n",
+      "25%      2.000000e+01\n",
+      "50%      3.000000e+02\n",
+      "75%      2.000000e+03\n",
+      "max      4.000000e+06\n",
+      "Name: OrderDemand, dtype: float64\n",
+      "         ProductCode Warehouse ProductCategory\n",
+      "count        1037336   1037336         1037336\n",
+      "unique          2160         4              33\n",
+      "top     Product_1359    Whse_J    Category_019\n",
+      "freq           16936    764447          470266\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of ProductCategory \n",
+      "Category_019    470266\n",
+      "Category_005    101627\n",
+      "Category_001     97787\n",
+      "Category_007     82402\n",
+      "Category_021     52008\n",
+      "Category_006     35552\n",
+      "Category_028     31012\n",
+      "Category_011     23208\n",
+      "Category_015     22954\n",
+      "Category_024     20885\n",
+      "Category_009     19738\n",
+      "Category_026     14771\n",
+      "Category_030     12997\n",
+      "Category_032      9296\n",
+      "Category_022      8657\n",
+      "Category_023      7899\n",
+      "Category_018      5239\n",
+      "Category_003      4189\n",
+      "Category_013      3743\n",
+      "Category_020      3490\n",
+      "Category_031      2268\n",
+      "Category_033      1849\n",
+      "Category_008      1560\n",
+      "Category_012      1147\n",
+      "Category_010       976\n",
+      "Category_029       671\n",
+      "Category_017       615\n",
+      "Category_004       329\n",
+      "Category_002        77\n",
+      "Category_016        37\n",
+      "Category_025        35\n",
+      "Category_014        26\n",
+      "Category_027        26\n",
+      "Name: ProductCategory, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of samples according to Warehouse \n",
+      "Whse_J    764447\n",
+      "Whse_A    142335\n",
+      "Whse_S     88200\n",
+      "Whse_C     42354\n",
+      "Name: Warehouse, dtype: int64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1213.38x288 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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dDPwlnUiWdd5HYFZabR01dBXwmKRvA4uScbVAP+BraQYzM7PSaLUIImId8HlJo4F9J4WbExF/TD2ZmZmVRKFXKJsHzEs5i5mZlUGhJ50zM7NuykVgZpZxLgIzs4xzEZiZZZyLwMws41wEZmYZ5yIwM8u41IpA0lRJGyStaGG6JP1K0ipJyySNTCtLe6xZs4Y9e/aUO4aZWcmkuUbwW2BMK9PHAiOS2yTgjhSzFGT16tVMnDiRGTNmlDuKmVnJpFYEETEf2NjKLBOAeyPnJeBQSYPTylOId999F4AXXnihnDHMzEqqnPsIhgBr8h6vTcZ9hKRJkuok1dXX15cknJWPT0NtVloVsbM4IqZERG1E1FZXV5c7jqXMp6E2K61yFsE6YFje46HJODMzK6FyFsFM4NLk6KFTgU0Rsb6MeczMMqmg01B3hKQHgTOBQZLWAv8EVAFExG+AOcC5wCpgO/CttLKYmVnLUiuCiLiojelB7gpoZgfwzmKz0qqIncWWLd5ZbFZaLgIzs4xzEZiZZZyLwMws41wEZmYZ5yIwM8s4F4F1OT581Ky0XATWZfiwUbPycBGYmWWci8C6DG8SMisPF4F1Od5EZFZaLoJuyJ+szaw9XARmZhnnIrAux2s0ZqXlIuiGKnUbe6XmNqt0qRaBpDGSXpe0StINzUy/XFK9pCXJ7co081jX5jUBs/JI8wplPYHJwDnAWuBlSTMj4tUmsz4UEVenlcMqj9cMzEorzTWCUcCqiPj3iNgF/A6YkOLrWcKfrM2sPdIsgiHAmrzHa5NxTX1d0jJJ0yUNa25BkiZJqpNUV19fn0bWbsWfqC1r/OGnc8q9s/hJoCYiTgCeAe5pbqaImBIRtRFRW11dXdKAVnr+T21WWmkWwTog/xP+0GTcfhHxfkQ0JA/vBE5JMY91cV6TsY7ye6dz0iyCl4ERkj4pqTdwITAzfwZJg/Menge8lmKebs+fpM2sI1I7aigiGiVdDcwFegJTI2KlpFuBuoiYCVwr6TygEdgIXJ5WHjMza15qRQAQEXOAOU3G3ZQ3fCNwY5oZsmTf6rHXDMysPcq9s9iKaF8BeHupmbWHi8DMLONcBN2I1wTMrCNcBN1Qpe4jqNTcZpXORWBmFW/v3r3ljlDRXATW5XgTl7WX3zOd4yKwLsebiKy9XASd4yKwLsP/mc3Kw0XQDfkPqmWN1yI7x0XQDVXqf4pKzW3lt3v37nJHqGgugm7IawSWNT179ix3hIrmIuiGKv2TtYvM2svvmc5xEXRDlf6fotKLzErP3yPoHBdBMyr9D1Gl5zfLmtWrVzNx4kReeumlsry+i6AZlfqJutLPPlqpua38tm/fXu4InfLEE0+wZs0afv3rX5fl9V0EefatXlb6J+pKzb8vd6Xmt/Kp9A8RRx99NACDBg0qy+unWgSSxkh6XdIqSTc0M72PpIeS6Qsk1aSZpzVvvfUW999/PwArV65k0aJF/oNUYo2NjQBs2bKlzEk6pxK3V1di5nyVvkZQVVUFQO/evcvy+qldoUxST2AycA6wFnhZ0syIeDVvtiuADyLiGEkXAj8D/iGtTPl27drF8uXLWbhwIS+8+CKr33oL1JM9B1ezs2Ez1113HYcNGsQXTjuNUaNGccopp9C/f/9SRGu3rVu3MnfuXJ566ikApk6dSo8ePRg9ejR9+/Ytc7q2NTY2snTpUvbs2QPA5MmTueqqqzj88MPLnKxwb7755v7he++9l8suu6xiPqVu376dn/zkJ/sf33fffVxwwQVl+6PUXps3b+amm/Zf+JA//elPnHHGGV3299/Y2Mj27dvZunUrGzdu5PXXX+f2228H4IUXXmDq1KmMHDmSww47jEMOOYSDDjqIqqqqVH8epfWpV9JpwM0R8V+SxzcCRMS/5M0zN5nnRUm9gHeA6mglVG1tbdTV1XUq27x587j55ptzD3r0YE//I9jTbwAf27qG8eeey6w5c9g84Bh67PiQqi1vE427ALj00ku58sorO/XaxfTGG2/w+OOP88zTc9nZsIt+/foxfvw4Zs2azY4dOzik/8GMPXccEyZMYNiwYeWOe4CGhgYWLFjAc889x/N/fp5tW7fRr18/xo0bx+zZufzHjDiGL5/xZb785S9TU1NT7sgH2LJlC7Nnz2bRokUsXryY3bt3fyT/CSecwMiRIxkzZgxHHnlkuSMfoLGxkVmzZvH000+zYsWK5L0zPnnv5D5djxo1irFjxzJ69Ogu90d1z549PP3008yaNYvly5fn5Z/Fjh076Nu3L2PHjuX8889P7b3f0NDAlClTmDdv3gFbDw7YxBmwN/YSEezds5dduxrYnaz55juo30GMHz+O2bNms23HR9duevbsSZ/efejZsyeScrce2j/c1Iknnsh1113HoYceun+cpEURUdvcz5LmNYuHAGvyHq8FPt/SPMnF7jcBhwHv5c8kaRIwCWD48OGdDjZjxoz9w7sGn0jjwBp6fZArgWuvuRoIHnjxb+w66lT2fPgfVK17hR67dzB9+nQuvvjiLvEp++233+Y73/nOAav048aN45prriUCpk+fzpat23j44Yd54oknmDlzJv369Stj4gPdcccdPPbYYweMGzduHNdeey2Qy7/qjVWsemMVd999Nw888ECX+mN688038/LLLx8wrmn+ZcuWsWzZMn77298yf/78csRs0d133820adP2P869d64hIpg+fToACxcuZOHChezatYuxY8eWK2qzpk+fzuTJk/c/bpp/586dzJgxgxkzZjBv3jx69Sr+n7p33nmHRx55pNPL6durD+PGj+Pqa64hAp56YjZbdx9YBnv27GF7MwXRkmeffZazzz6bL33pSwXNn+rF64slIqYAUyC3RtDZ5f30pz/lvvvu488vvMh/rH6F3utegaq+zJr9KhDMmj2H3nt60Httbs1j4GGHcernv8LEiRO7RAkAHH744dxyyy1s27YNgHXr1vH444/To0cP5s6dyyWXXMKQIUMA+PjHP96lSgDgoosu4rjjjtv/eO3atcyYMWN//ksvvZShQ4cC0L9//y63meiaa65hxowZjBgxgl69ejWbf8iQIbz55puMGjWq3HE/YsKECezatYuhQ4fyzjvvMHPmzP3ZJ06cyJAhQ2hoaGDjxo188YtfLHfcjzj77LN57733OOKII6ivr+fJJ5/cn/+b3/wmRx55JOvWrePYY49NpQQAjjrqKGbOnMnGjRvZvn07DQ0N7Nq1a//97t279983NDTsv29oaGDnzp3s3LmTbdu2sWHDBmbPng3A7DmzqT6ymk9/4hMcfPDB9OvXj759+9K7d2/69OlD79696d27N1VVVfTp0+cj93369OGggw5iwIAB7drxnMlNQ/nq6+upq6tj/vzn+POfn98//tOf/gxnnTWaz33uc9TU1HS5VePmrFixgiVLlnDSSSdx/PHHlztOuzl/+VRydnD+QrS2aSjNIugF/BU4C1gHvAx8MyJW5s1zFfDZiPjvyc7iv4+IC1pbbrGLIN/GjRvZtGkTffv2ZfDgwam8hplZOZRlH0Gyzf9qYC7QE5gaESsl3QrURcRM4C5gmqRVwEbgwrTyFGLgwIEMHDiwnBHMzEou1X0EETEHmNNk3E15wzuBb6SZwczMWudvFpuZZZyLwMws41wEZmYZ5yIwM8s4F4GZWca5CMzMMi61L5SlRVI9sDrFlxhEk3MdVRjnL69Kzl/J2cH523JURFQ3N6HiiiBtkupa+vZdJXD+8qrk/JWcHZy/M7xpyMws41wEZmYZ5yL4qCnlDtBJzl9elZy/krOD83eY9xGYmWWc1wjMzDLORWBmlnHdvggkDZP0rKRXJa2U9L1k/EBJz0h6I7n/eDL+OEkvSmqQdH2TZU2VtEHSikrL39JyKih/X0kLJS1NlnNLJeXPW15PSa9ImlVJ2SW9JWm5pCWS0rkyVLr5D5U0XdJfJL2m3BUUKyK/pGOT3/u+22ZJ3y9q2Ijo1jdgMDAyGT6E3FXTPgP8HLghGX8D8LNk+BPA54B/Bq5vsqwzgJHAikrL39JyKii/gP7JcBWwADi1UvLnLe8HwAPArErKDrwFDCrV+z6F/PcAVybDvYFDKyl/3jJ7kruk71HFzNrt1wgiYn1ELE6GtwCvAUOACeTeHCT3/zWZZ0NEvAzsbmZZ88ldSa1kipW/leVUSv6IiK3Jw6rklvqRDsV8/0gaCowD7kw7d5KlaNnLoVj5JQ0g9yHurmS+XRHxYaXkb+Is4M2IKOrZFbp9EeSTVAOcTO7T5OERsT6Z9A5weLlyFapY+Zssp2Q6mz/ZrLIE2AA8ExEVlR+4DfghsDeNfK0pQvYAnpa0SNKkdFK2rJP5PwnUA3cnm+XulHRwamGbUcS/PRcCDxY3XYaKQFJ/4FHg+xGxOX9a5Na5uvRxtMXK39py0lSM/BGxJyJOAoYCoyQdn0bW5nQ2v6TxwIaIWJReyhZfuxjvnS9GxEhgLHCVpDOKn7R5Rcjfi9wm3Tsi4mRgG7lNMiVRxP+7vYHzgEeKnTETRSCpitw/xP0R8Vgy+l1Jg5Ppg8l9yuySipW/heWkrti//2S1/llgTJGjNqtI+U8HzpP0FvA7YLSk+1KKvF+xfvcRsS653wDMAEalk/hARcq/FlibtwY5nVwxpK7I7/2xwOKIeLfYObt9EUgSuW2Dr0XEL/ImzQQuS4YvA54odbZCFCt/K8tJVRHzV0s6NBnuB5wD/KXogT/6ukXJHxE3RsTQiKght3o/LyIuTiHyfkX83R8s6ZB9w8B/BlI/cq6Iv/t3gDWSjk1GnQW8WuS4H5HC356LSGGzEJCJo4a+SG7VaxmwJLmdCxwG/BF4A/gDMDCZ/whynyA2Ax8mwx9Lpj0IrCe3M2ctcEWl5G9pORWU/wTglWQ5K4CbKu39k7fMMynNUUPF+t3/HbA0ua0E/mel/e6Bk4C6ZFmPAx+vsPwHA+8DA9LI6lNMmJllXLffNGRmZq1zEZiZZZyLwMws41wEZmYZ5yIwM8s4F4FZG5TzvKSxeeO+Ien35cxlViw+fNSsAMnpLB4hd76YXuS+0zAmIt7swLJ6RURjkSOadZiLwKxAkn5O7jw1Byf3RwHHkzsT6s0R8URycrFpyTwAV0fEC5LOBH4MfAAcFxGfKm16s5a5CMwKlJxeYTGwC5gFrIyI+5JTXywkt7YQwN6I2ClpBPBgRNQmRTAbOD4i/laO/GYt6VXuAGaVIiK2SXoI2ApcAHw170pSfYHhwNvA7ZJOAvYA+Z/8F7oErCtyEZi1z97kJuDrEfF6/kRJNwPvAieSOxhjZ97kbSXKaNYuPmrIrGPmAtckZ5hE0snJ+AHA+ojYC1xC7tKCZl2ai8CsY35MbifxMkkrk8cAvwYuk7QUOA6vBVgF8M5iM7OM8xqBmVnGuQjMzDLORWBmlnEuAjOzjHMRmJllnIvAzCzjXARmZhn3/wAN/6UjZJEpbQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Month          Jan         Feb          Mar         Apr         May  \\\n",
+      "Year                                                                  \n",
+      "2011           2.0         NaN          NaN         NaN       108.0   \n",
+      "2012    74331037.0  86951780.0   86463212.0  74714053.0  86246051.0   \n",
+      "2013    84399001.0  73899741.0   81857480.0  86489453.0  82735797.0   \n",
+      "2014    87593983.0  82688430.0   99580627.0  90391888.0  83876775.0   \n",
+      "2015   104028474.0  88991822.0  104825197.0  93842250.0  81540033.0   \n",
+      "2016    78627619.0  74065041.0   93303910.0  79503364.0  80299593.0   \n",
+      "2017      294967.0         NaN          NaN         NaN         NaN   \n",
+      "\n",
+      "Month         Jun          Jul         Aug         Sep         Oct  \\\n",
+      "Year                                                                 \n",
+      "2011      92000.0          NaN         NaN      6728.0         7.0   \n",
+      "2012   83521679.0   87071567.0  75003241.0  62748329.0  82891675.0   \n",
+      "2013   77115902.0   87469057.0  79181220.0  82882856.0  97773582.0   \n",
+      "2014   92655892.0   94023350.0  69199733.0  89629088.0  97963491.0   \n",
+      "2015   95074257.0  103449803.0  82468895.0  87080162.0  88477211.0   \n",
+      "2016   84553011.0   88439936.0  80471772.0  77698896.0  84000757.0   \n",
+      "2017          NaN          NaN         NaN         NaN         NaN   \n",
+      "\n",
+      "Month         Nov         Dec  \n",
+      "Year                           \n",
+      "2011      86524.0   8178525.0  \n",
+      "2012   77618687.0  71698680.0  \n",
+      "2013   94072859.0  86210974.0  \n",
+      "2014   89572680.0  94002430.0  \n",
+      "2015   80944042.0  88676245.0  \n",
+      "2016   90128568.0  80497932.0  \n",
+      "2017          NaN         NaN  \n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              Year   OrderDemand\n",
+      "count    68.000000  6.800000e+01\n",
+      "mean   2013.735294  7.550256e+07\n",
+      "std       1.671693  2.852781e+07\n",
+      "min    2011.000000  2.000000e+00\n",
+      "25%    2012.000000  7.749299e+07\n",
+      "50%    2014.000000  8.369923e+07\n",
+      "75%    2015.000000  8.913704e+07\n",
+      "max    2017.000000  1.048252e+08\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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jR/OPf/wDYwz33Xcf77zzDl6vlylTpvDoo4+yb98+fvrTn7Jt2zYAnnjiCdLT00Oef9euXUyZMqVse9iw8JXrKnETkehTmpxVLWk8sMlZmbEuPPEVErI+TlJWmqi17la7pfxrWnZ64MVadlpEJJoMvgw++184sAHWvg17s6HjQLejkir+vXR7jfvf+Gp7vRK3rl274vV62bZtGxkZGYwfP56cnBwyMzNJTk5m6NChxMXFsWLFCrKysujatSvp6eksWrSIgQMHMnv2bNatW4cxhtzcXADuuOMOZs6cyYQJE9i2bRvnnXce2dnZIc9/yy238N3vfpdnnnmGc845hxkzZtC1a9c6v49QlLiJiDsKD4cuaTy4CY7uq9uxvAnOyFlKX2jXNzh6VjE5O8kFP45bdnqHMyI36jonaavtfdxERCTyYjzOXLfZNwLWGXW74q9uRyVV7Mo9VuP+nSfYX5O0tDQyMjLIyMjgrrvuIicnh4yMDJKTk8tGysaOHUv37t0BGDFiBFu2bGHcuHEkJCRwww03MHXqVKZOnQrA3LlzWbt2bdnxDx8+TH5+Pi1bHn+7nfPOO4/Nmzfz4Ycf8sEHHzBy5EjWrFlDhw4d6v1+SilxE5HIKcyrMHL2bXmSdnBz/ZKzlL6VH6UjZ626Rn41xqrLTouISPQaMh0+/1/n982aWXDm/4MO/d2OSiro0qYFO/MKq93ftU2Leh87PT2djIwMVq9ezZAhQ+jRowd//OMfad26NTNmOIvXxMfHl/X3eDz4fD68Xi9Llizh008/5c033+SZZ55h3rx5BAIBFi9eTEJCQq3On5KSwjXXXMM111zD1KlTWbBgAdOnT6/3+ymlxE1ETs6x3MrljBVLHAv21+1Y3hblc83K5p2VJmddtFS+iIjUjsfrjLr99yacUbdHYfoLbkclFXw3tQfLth6qdv+VY+peJlkqLS2NRx99lL59++LxeEhJSSE3N5esrCxeeOEF1qxZE/J1+fn5FBQUcOGFF5Kenk7fvn0BmDJlCk8//TT33nsvACtXrmTEiBEhjzFv3jzGjRtHYmIiR44cYdOmTfTs2bPe76UiJW4icmLHDgWTsm8rzDsrTc4O1O1YsYnHLwRSOnrWsrOSMxERCY+hV8Ln/weHtsCaN51Rt/anuh2VBE0f3Z156/aGXKDk/MGdmT6qe72PPXToUPbv388111xT6bn8/Hzat29f7euOHDnCJZdcQmFhIdZaHnvsMQCeeuopbrnlFoYNG4bP52PixIk8//zzIY+xbNkybr31VrxeL4FAgB/96EeMGTOm3u+lImOtDcuBwiE1NdUuXbrU7TBEmqdjhyrPM6s4cnbsYN2OFZsYejGQlFOgVWcw9bs3i4iISJ1UXBV42FVw+Z/djacZyM7OZuDA2i0G4/MHmLUihze+2s7O3GN0bdOCK8f0YPqo+t/HrbEJ9f0yxiyz1qZW7asRN5HmpOBgiJtQlyZn1ZcrhBSbVGEhkAolje1OcW5AreRMRETcNvwq50bcudtg9RvOrQLaneJ2VBLk9cRwZWqPeq0e2RwpcRNpSqwNjpxVScpKE7XC3LodL65l5ZLGiiNnLTsqORMRkejmiYUz7oZ37wAbgC/+CJf+ye2opAl4+eWXefLJJys9l56ezrPPPhuxcypxE2lsrA2OnG0KPXpWmFe348W1PD4pKx1FU3ImIiKN3fBrnMVJ8rbD1/9yFi1J6eN2VNLIzZgxo2yFyoaixE0kGlnrLPoRqqTxwGYoqmty1ipY1lh15KwvJHVQciYiIk2XNw4mzIT37gLrd0bdLnnG7ahE6kyJm0i4+H3w9euw4lXIy4HkbjDyOhhxTegbNFsLR/eHXgzk4Ld1T87iWx+flJUmakntlZyJiEjzNfJ7TsJ2OMf5XT3xXmjby+2oROpEiZtIOPh98Ob1kP1u+XOHd8D2LyH7HUi/01mO+GDFVRu/haLDdTtPfHKFBUGqjJ4ltlNyJiIiEoo33hl1e/8eCPhg4WNw8ZMnfp1IFFHiJhIOX79eOWmraMPHzqO2EpJDLwaS0hcSU5SciYiI1MfI65xRtyO7YMVrcMY90EarGUrjocRNJBxWvFq3/gltjk/K2lVIzkRERCS8YhOcUbcPfgaBElj4OEx9zO2omre6TjOphZkzZ9KrVy/uvPNOAM477zx69OjBiy++CMDdd99Nt27dmDdvHnPmzAnXOynzyiuvsHTpUp55JvzzKJW4iYRDXk7N++Nbw0V/LJ97puRMRESk4Y36vjPqlr/HSRbOuNtJFqTh1TTNZMNHcMUr4Kl7qpKens4bb7zBnXfeSSAQYP/+/Rw+XD41JSMjg0suueTk43dBjNsBiDQJJ/qh33EQDLsSuqcqaRMREXFLbAtn3jmAvxgWPeFmNM1bTdNMst+FVf+q12HT0tLIzMwEICsriyFDhtCqVSsOHTpEUVER2dnZjBo1ivz8fK644goGDBjAtddei7UWgPvuu49BgwYxbNgw7rnnHgD27dvH9OnTGTNmDGPGjGHRokX1iu1kRXTEzRjTBngRGAJY4IfW2sxInlPEFf0vcD4hqs6o6xouFhEREane6OudMsmje2HZ32DCXdC6i9tRNT8nmmay/FVnNdA66tq1K16vl23btpGRkcH48ePJyckhMzOT5ORkhg4dSlxcHCtWrCArK4uuXbuSnp7OokWLGDhwILNnz2bdunUYY8jNzQXgjjvuYObMmUyYMIFt27Zx3nnnkZ2dXY83fXIiPeL2JPChtXYAMBxo+Hco0hB2rap+38CLYfjVDReLiIiIVC8uEdJvd9r+Ilik1SVdcaJpJnk76n3otLQ0MjIyyhK38ePHl22np6cDMHbsWLp3705MTAwjRoxgy5YtJCcnk5CQwA033MCsWbNITEwEYO7cudx6662MGDGCadOmcfjwYfLz8+sdX31FLHEzxiQDE4GXAKy1xdba3EidT8Q1Ocsga5bTTmwP3cdC6+7QYxxc8ix852/1nmArIiIiEZD6Q+d3NsCyl+HIbnfjaY5ONM0kuXu9D52enk5GRgarV69myJAhjBs3jszMTDIyMkhLSwMgPj6+rL/H48Hn8+H1elmyZAlXXHEFc+bM4fzzzwcgEAiwePFiVq5cycqVK8nJyaFly5b1jq++Ijni1gfYB7xsjFlhjHnRGJMUwfOJNDxr4eP7y7cvehR+9AnclQU3fOQM8StpExERiS5xSZB2m9P2FULG0+7G0xyNPME0kpOYZpKWlsacOXNISUnB4/GQkpJCbm4umZmZZYlbKPn5+eTl5XHhhRfy+OOP8/XXXwMwZcoUnn66/N/IypUr6x3byYhk4uYFRgHPWWtHAkeB+6p2MsbcaIxZaoxZum/fvgiGIxIB6z+ErQuddvcxMOhSV8MRERGRWhrzI2gRXDDsq5cgf6+78TQ3I65xppOEcpLTTIYOHcr+/fsZN25cpeeSk5Np3759ta87cuQIU6dOZdiwYUyYMIHHHnNuF/HUU0+xdOlShg0bxqBBg3j++eerPYbP56s0mhdOpnQFlbAf2JjOwGJrbe/g9hnAfdbai6p7TWpqql26dGlE4hEJO78PnkuD/d842zM+hF7j3Y1JREREau+LP8KnDzvttNtgyq/djacJyM7OZuDAgbXr7Pc5q0cuf9WZ05bc3RlpG351o61YmjlzJv369ePmm2+uVf9Q3y9jzDJrbWrVvhFbVdJau9sYs90Y099a+w1wNrA2UucTaXArXi1P2gZMVdImIiLS2Iy90SmTPHbIGXVLvxOSqh+RkTDzeJ1pJfVYPTIaXXDBBRQXF/Pggw9G5PiRXlXyNuA1Y8wqYATw2wifT6RhFOXD/OA/Z+OBcx50NRwRERGph/hWMO4Wp11SoLluUmsvv/wyI0aMqPTo27cvn376KcnJyRE5Z0Tv42atXQkcN8wn0uhlPuPc/wUgdQa07+duPCIiIlI/p98ImU9DYR4seQHSboekdm5HJVFuxowZzJgxo0HPGekRN5Gm58geWPSU045rCWf+P3fjERERkfpLSIZxwflIJUdh8bPuxiNSDSVuInX12W+dH+zg1MK37OhqOCIiInKSTv8pxAfL2778CxQcdDcekRCUuInUxb5vYPnfnXarLjD+FnfjERERkZPXog2M+6nTLj4Ci59zNRyRUJS4idTFJw+ADTjts/4H4hLdjUdERETC4/SfQlwrp/3l885KkyJRRImbSG1tWQjrP3DaHQfBiGvdjUdERETCJzEFTv+J0y46DF/+2d14mgFfwMfsDbO57v3rOPfNc7nu/euYvWE2/oC/3secOXMmTzzxRNn2eeedx49+9KOy7bvvvpvHHnuMqVOnnkzoNfrggw9ITU1l0KBBjBw5krvvvjssx1XiJlIbgQB8/Mvy7XMfbrQ3hhQREZFqjL/FWXgMYPGfnJUmJSJ8AR/3fn4v92fcz8p9K9l9dDcr963k/oz7uefze/AFfPU6bnp6OhkZGQAEAgH2799PVlZW2f6MjAyKi4vD8h5CWbNmDbfeeiv/+Mc/WLt2LUuXLuXUU08Ny7GVuInURtYs2LnCafeZCKee4248IiIiEn6JKTD2x067MM9ZqEQi4t1N7zJ329yQ++Zum8u7m96t13HT0tLIzMwEICsriyFDhtCqVSsOHTpEUVER2dnZjBo1ivz8fK644goGDBjAtddei7UWgPvuu49BgwYxbNgw7rnnHgD27dvH9OnTGTNmDGPGjGHRokXVnv/3v/89v/jFLxgwYAAAHo+Hm266qV7vpaqI3sdNpEnwFcGnD5Vvn/sIGONePCIiIhI54291yiRLCpz7tp7+E0ho7XZUTc6sDbNq3D9742wu63dZnY/btWtXvF4v27ZtIyMjg/Hjx5OTk0NmZibJyckMHTqUuLg4VqxYQVZWFl27diU9PZ1FixYxcOBAZs+ezbp16zDGkJubC8Add9zBzJkzmTBhAtu2beO8884jOzs75PnXrFkTttLIqjTiJnIiS16A3G1Oe9h3oesIV8MRERGRCEpqD2OCc6IKc+GrF1wNp6naXbC7xv27ju6q97HT0tLIyMgoS9zGjx9ftp2eng7A2LFj6d69OzExMYwYMYItW7aQnJxMQkICN9xwA7NmzSIx0VmEbu7cudx6662MGDGCadOmcfjwYfLz8+sdX30pcROpybFDsOAPTtsTD5N/WXN/ERERafzSbgNvC6ed8QwUNfwf6U1d58TONe7vktSl3scunee2evVqhgwZwrhx48jMzCQjI4O0tDQA4uPjy/p7PB58Ph9er5clS5ZwxRVXMGfOHM4//3zAmSu3ePFiVq5cycqVK8nJyaFly5Yhzz148GCWLVtW79hrosRNpCZf/NH5tA2cUok2PV0NR0RERBpAy44w5ganfeygRt0i4PJ+l9e4/7JT614mWSotLY05c+aQkpKCx+MhJSWF3NxcMjMzyxK3UPLz88nLy+PCCy/k8ccf5+uvvwZgypQpPP3002X9Vq5cWe0x7r33Xn7729+yfv16wEn6nn/++Xq/l4qUuIlU59DW8qWAW7SFMyJTrywiIiJRKO128CY47Yynofiou/E0MdNOmcY5PUMv9nZOz3OYdsq0eh976NCh7N+/n3HjxlV6Ljk5mfbt21f7uiNHjjB16lSGDRvGhAkTeOyxxwB46qmnWLp0KcOGDWPQoEE1JmLDhg3jiSee4Oqrr2bgwIEMGTKEzZs31/u9VGRKV1CJBqmpqXbp0qVuhyHieOvHsPoNp33e72D8ze7GIyIiIg3rg/vgy+ec9rmPQPrt7sbTCGRnZzNw4MBa9fUFfLy76V1mb5zNrqO76JLUhctOvYxpp0zD00xuuxTq+2WMWWatTa3aV6tKioSyc0V50tamV3m5hIiIiDQf6XfA0r+CvwgynnIWLYlLdDuqJsMb4+WyfpfVa/XI5kilkiJVWQsf/6p8+5wHwBtffX8RERFpmlp3gdE/cNpH98Gyl92NR6LGyy+/zIgRIyo9brnlloieUyNuIlVt+AS2fOG0u46CwTVPnhUREZEmLP1OWPYK+Ith0ZOQ+kOIbeF2VOKyGTNmMGPGjAY9p0bcRCry++CT+8u3p/xaN9sWERFpzpK7wcjrnHb+Hlj2N3fjkWZLiZtIRStfg33ZTrv/hdA73d14RERExH0TZkJMrNNe9ASUFLoajjRPStxEShUfhfm/ddrGA+c85G48IiIiEh3a9ICR33PaR3bBilfdjUeaJSVuIqUyn4X83U571Pehw2nuxiMiIiLRY8JMiAkuD7HwcfAVuRuPNDtK3EQA8vc6E44BYpNg0s/djUdERESiS9teMOIap304B1b8w914mgDr85H71ltsufoaNpw1mS1XX0PuW29h/f56H3PmzJk88cQTZdvnnXceP/rRj8q27777bh577DGmTp16MqGf0KWXXlrpBuDhoMRNBOCz/4XifKedfge06uRuPCIiIhJ9JtzlTKeA4KhbsbvxNGLW5yNn5l3s+sUvObZiBb5duzi2YgW7fvFLcu6cifX56nXc9PR0MjIyAAgEAuzfv5+srKyy/RkZGRQXR/a65ebmsmzZMvLy8ti8eXPYjqvETWTfemeZX4CWnWB8ZO/BISIiIo1USh8YfrXTztsOX//T3Xgasby33+bIJ5+E3Hfkk0/Ie/udeh03LS2NzMxMALKyshgyZAitWrXi0KFDFBUVkZ2dzahRo8jPz+eKK65gwIABXHvttVhrAbjvvvsYNGgQw4YN45577gFg3759TJ8+nTFjxjBmzBgWLVpUYwyzZs3i4osv5qqrruJf//pXvd5HKLqPm8jcB8EGh+TP+h+Ib+lqOCIiIhLFzrgLvn7d+dvhiz/CiGvBE+t2VI1O7ptv1bz/rbdoM73u99Lt2rUrXq+Xbdu2kZGRwfjx48nJySEzM5Pk5GSGDh1KXFwcK1asICsri65du5Kens6iRYsYOHAgs2fPZt26dRhjyM3NBeCOO+5g5syZTJgwgW3btnHeeeeRnZ1dbQyvv/46999/P506dWL69On8z//8T53fRygacZPmbWsGfPOe0+4wAEZ8z914REREJLq1OwWGXem0c7c5SZzUWcnu3TXv37Wr3sdOS0sjIyOjLHEbP3582XZ6unOrp7Fjx9K9e3diYmIYMWIEW7ZsITk5mYSEBG644QZmzZpFYmIiAHPnzuXWW29lxIgRTJs2jcOHD5Ofnx/y3Hv27GHDhg1MmDCB0047jdjYWNasWVPv91KREjdpvqyFj39Vvn3OQ+DRILSIiIicwBn3gAn+Gb3gUfCXuBtPIxTbuXPN+7t0qfexS+e5rV69miFDhjBu3DgyMzPJyMggLS0NgPj4+LL+Ho8Hn8+H1+tlyZIlXHHFFcyZM4fzzz8fcObKLV68mJUrV7Jy5UpycnJo2TJ0hdYbb7zBoUOH6NOnD71792bLli28/np4kvuIJm7GmC3GmNXGmJXGmKWRPJdInWXNhpzgP8veZ8Bp57kbj4iIiDQO7U+FIVc47dytsOoNd+NphNpcMb3m/dNr3l+TtLQ05syZQ0pKCh6Ph5SUFHJzc8nMzCxL3ELJz88nLy+PCy+8kMcff5yvv/4agClTpvD000+X9Vu5cmW1x3j99df58MMP2bJlC1u2bGHZsmVhm+fWECNuZ1lrR1hrUxvgXCK14yuGTyvcYPvch8EY9+IRERGRxmXivUDwb4cvHgV//VZBbK6SL72UVueeG3Jfq3PPJfnSS+p97KFDh7J///5Ky/EPHTqU5ORk2rdvX+3rjhw5wtSpUxk2bBgTJkzgscceA+Cpp55i6dKlDBs2jEGDBvH888+HfP2WLVvYunVrpfP26dOH5ORkvvzyy3q/n1KmdAWVSDDGbAFSrbX7a9M/NTXVLl2qgTlpAIufgw/vc9pDroArXnI3HhEREWl83vwhrAkusnHZn2H4Ve7GEwWys7MZOHBgrfpan4+8t98h9623KNm1i9guXWgzfTrJl16C8XgiHGl0CPX9MsYsCzXoFekJPRb42BhjgT9ba/8S4fOJnNixXPj8/5y2Jw7Ovt/VcERERKSRmngvrJkFWFjwBxj6HYhpHglHOBivlzbTL6/X6pHNUaRLJSdYa0cBFwC3GGMmVu1gjLnRGLPUGLN03759EQ5HBOeGmccOOe2xN0LbXu7GIyIiIo1Tx4EwKFjSd2BjMImT5uDll19mxIgRlR633BLZewFHtFSy0omMeRDIt9Y+Wl0flUpKxOVuh6dHg78IEpLh9pWQmOJ2VCIiItJY7cmC54ILXrQ/DW5e3KxH3epSKil1K5WM2IibMSbJGNOqtA1MAcJzEwOR+pr3aydpA6e8QUmbiIiInIxOg2HgxU57/3pY+19Xw4kGDTUw1NjV9fsUyVLJTsBCY8zXwBLgPWvthxE8n0jNdn0Nq/7ttNv0dMokRURERE7Wmf+vvP35HyAQcC8WlyUkJHDgwAElbydgreXAgQMkJCTU+jURW5zEWrsZGB6p44vUSdnNtoM/RCbfD974Gl8iIiIiUiudh8KAqbBuDuzLhux3YPClbkfliu7du7Njxw60dsWJJSQk0L1791r3j/SqkiLRYeOn8O3nTrvLCBhS/5s6ioiIiBxn4r1O4gbw+e9h4DSIaYhbJkeX2NhY+vTp43YYTVLz+9ckzU/AD5/8qnx7yq+b5Q9SERERiaCuI+C0C5z23iz45j1Xw5GmR3+9StP39euwd63TPu186HOGu/GIiIhI03Tmz8rbn/+fM1VDJEyUuEnTVlzgrCQJYGLgnIfcjUdERESarm6joN8Up717NXzzgbvxSJOixE2atsXPwpFdTnvkddBxgLvxiIiISNNWaYXJ/9Wom4SNEjdpuvL3wcInnXZsIpz1P+7GIyIiIk1f91Q45WynvetrWP+Ru/FIk6HETZquz/8Pio847bTboFVnd+MRERGR5mHSfeVtzXWTMFHiJk3T/o2w7GWnndQR0m53Nx4RERFpPnqMhb6TnPbO5bBxrqvhSNOgxE2apk8fhIDPaZ/1c4hv6Wo4IiIi0sycWWHU7TPNdZOTp8RNmp5tiyH7Xafd/jQY+X134xEREZHmp9d46B28BVHOUtg0z914pNFT4iZNi7XwcYWbbZ/zEHi87sUjIiIizZfmukkYKXGTpiX7HdixxGn3Sof+F7gbj4iIiDRfvSc4f48AbP8Svv3c3XikUVPiJk2HrxjmPli+fe4jYIxr4YiIiIhUuq/bZxp1k/pT4iZNx7KX4eBmpz34cug+2t14RERERPpMhB7jnPa2DNiy0N14pNFS4iZNQ2GeUzsOEBMLZ9/vbjwiIiIi4FT/TKow6lb694pIHdW4aoMxZjVQ7XiutXZY2CMSqY+FT0DBAac99seQ0sfVcERERETK9D0Luo915uFv+QK2LILe6W5HJY3MiUbcpgIXAx8GH9cGH+8HHyLuy9sBi//ktOOTYeK97sYjIiIiUpExlee6adRN6qHGxM1au9VauxU411r7M2vt6uDjPmBKw4QocgLzfwu+Qqc98W5ITHE3HhEREZGqTj0bugXn33/7uXPfWZE6qO0cN2OMSa+wkVaH14pEzu7VsPKfTju5B4z9ibvxiIiIiISiUTc5SbVNvm4A/mSM2WKM2Qr8Cfhh5MISqaVP7qdsGubkX0FsgqvhiIiIiFSr3xToMsJpb5oH279yNRxpXGqVuFlrl1lrhwPDgWHW2hHW2uWRDU3kBDZ+6vzQA+g8DIZ+x914RERERGqiUTc5CTWuKlnKGBMPTAd6A14TvKmxtfbhiEUmUpOAHz55oHx7yiMQo+pdERERiXL9L3A+cN69CjZ+AjuW6d6zUiu1/Uv3beASwAccrfAQcceqf8Oe1U771HOh7yRXwxERERGplaqjbgt+714s0qjUasQN6G6tPT+ikYjUVskxmPdrp21i4FwN/IqIiEgj0v9C6DQE9qyB9R/CzhXQdaTbUUmUq+2IW4YxZmhEIxGprcXPweEcpz3iGug0yN14REREROoiJgbO/Fn59ud/cC8WaTRqm7hNAJYZY74xxqwyxqw2xqyKZGAiIR3dDwsfd9reFnDWL9yNR0RERKQ+BlwMHYMfPn/zHuzSn9ZSs9ombhcA/XBuun0xMDX49YSMMR5jzApjzJz6hShSwee/h6LDTjvtVmjd1d14REREROojJgYm3lu+rRUm5QRqezuArdbarcAxnJtmlT5q4w4gu37hiVRwYBMsfclpJ7aHtNvdjUdERETkZAy6BNr3d9rr5sDuNe7GI1GtVombMWaaMWYD8C3wObAF+KAWr+sOXAS8eBIxijg+fQgCPqc96T5IaO1uPCIiIiInI8ZTea6bVpiUGtS2VPIRYByw3lrbBzgbWFyL1z0B/AwI1Cs6kVLbl8Dat512u1Nh9PWuhiMiIiISFoMvg3b9nPbat2HPWnfjkahV28StxFp7AIgxxsRYa+cDqTW9wBgzFdhrrV12gn43GmOWGmOW7tu3r5bhSLNiLXz8q/Ltcx4ET6xr4YiIiIiETYyn8ly3BVphUkKrbeKWa4xpCSwAXjPGPMmJb8CdDkwzxmwB/gVMNsb8o2ona+1frLWp1trUDh061CF0aTbWzYHtwQHeHuNgwFR34xEREREJpyHTIeUUp501G/Z94248EpVqm7hdgrMwyUzgQ2ATJ1hV0lr7c2ttd2ttb+AqYJ619nsnEas0R/4S+OSB8u0pvwZj3ItHREREJNw8Xph4T3DDatRNQqrtqpJHrbV+IBF4F/gHtV9VUqT+lr0CBzc57UGXQo8xbkYjIiIiEhlDr4S2vZ32mrdg/wZXw5HoU9tVJX9ijNkNrAKWAsuCX2vFWvuZtVb1bVI3hYfhs/912jGxcPb97sYjIiIiEikeL5wRHHWzAVjwqLvxSNSpbankPcAQa21va21fa20fa23fSAYmwqInoWC/0x5zA7Q7xd14RERERCJp+FXQpqfTXv2Gcw9bkaDaJm6bgIJIBiJSyeGdkPms045vDRN/VnN/ERERkcbOEwtn3O20bQC++KO78UhUqW3i9nMgwxjzZ2PMU6WPSAYmzdz834DvmNOeMBOS2rkbj4iIiEhDGH4NJPdw2l//Cw5udjceiRq1Tdz+DMzDuen2sgoPkfDbkwUrXnParbvDuJvcjUdERESkoXjj4Iy7nLb1wxePuRuPRA1vLfvFWmvvimgkIqU+eYCyRUsn/xJiW7gajoiIiEiDGnGtszjJ4Rz4+nXnBt1te7kdlbistiNuHxhjbjTGdDHGpJQ+IhqZNE+bP4ONnzjtTkNh2JWuhiMiIiLS4LzxzlQRgIBPc90EqH3idjXBeW6Ul0nW+nYAIrUSCMDHvyrfnvIwxHjci0dERETELSOvg1ZdnPbKf0LuNnfjEdfV9gbcfUI8dDsACa/V/4Hdq5z2KWfDKZPdjUdERETELbEJFUbdSmDh4+7GI66r7Q24E40xvzTG/CW43c8YoxtqS/iUFMK8R4IbBs592NVwRERERFw36vvQspPTXv4q5O1wNx5xVW1LJV8GioG04HYO8OuIRCTN05fPQ952pz3iGug8xN14RERERNwW2wLS73TagRJY+ISb0YjLapu4nWKt/T1QAmCtLQBMxKKS5qXgYPlSt94EOOsX7sYjIiIiEi1GXw9JHZ328r/B4Z2uhiPuqW3iVmyMaUFwjXZjzClAUcSikuZlwR+gKM9pj7sZkru5G4+IiIhItIhLhPTbnba/GBY96W484praJm4PAB8CPYwxrwGfAj+LWFTSfBzcDEtecNqJ7WDCna6GIyIiIhJ1Un8Iie2d9rJX4MhuV8MRd9R2VclPgMuB64HXgVRr7WeRC0uajU8fdmq2Ac68DxKS3Y1HREREJNrEJUHabU7bVwiLnnI3HnHFCRM3Y4zXGHMx8ENgUPDp3EgGJc3EjqWQNdtpp/R1arhFRERE5HhjfgQtUpz20r9C/l5345EGV2PiZozpBmQBdwNdgW7AvUCWMaZr5MOTJsvayjfbPudB8Ma5Fo6IiIhIVItvCWm3Om3fMcjQqFtzc6IRt98Az1lrJ1lrZ1pr77TWngk8C/wu8uFJk/XN+7Atw2l3HwsDp7kbj4iIiEi0G3sjtGjrtL96CfL3uRuPNKgTJW7jrLVPVH3SWvsUMC4iEUnT5/fBJw+Ub0/5NRjdXUJERESkRvGtYNwtTrukADKfcTceaVAnStyO1bCvIJyBSDOy/G9wYIPTHngx9Dzd3XhEREREGovTbyxfzG3JC3D0gLvxSIPxnmB/sjHm8hDPG6B1BOKRpq7oCHwWrLKN8cLZD7oajoiIiEijkpDsjLp99lsoOQqLn4Wz73c7KmkAJ0rcPgcurmbfgjDHIs1BxtNwNFiPPXoGtD/V3XhEREREGpvTfwKZz0JRHnz5Fxh/KySmuB2VRFiNiZu1doYxJga4wlr7RgPFJE3V4V1O4gYQ1wom3eduPCIiIiKNUYs2MO6n8Pn/QfERWPwnmPxLt6OSCDvhfdystQHgZw0QizR1n/3WmUgLMOFOSGrvajgiIiIijdbpP3U+CAf48s9w7JC78UjEnTBxC5prjLnHGNPDGJNS+ohoZNK07M2GFf9w2q26wrib3Y1HREREpDFLTHFKJgGKDsPi592NRyKutonbd4FbcOa1LQs+lkYqKGmCPnkAbMBpT/4FxCW6G4+IiIhIYzf+Fohr6bQXPweFee7GIxFVq8TNWtsnxKNvpIOTJuLbBbDhI6fdcTAMv9rdeERERESagsQUGPtjp12U55RMSpNVq8TNGJNojPmlMeYvwe1+xpipkQ1NmoRAAD7+Vfn2uQ9DjMe9eERERESakvG3QWyS0858FgoPuxuPRExtSyVfBoqBtOB2DvDrml5gjEkwxiwxxnxtjMkyxjx0EnFKY7XmLdi10mn3nQSnnu1mNCIiIiJNS1I7GHOD0y7MhSV/cTUciZzaJm6nWGt/D5QAWGsLcG7CXZMiYLK1djgwAjjfGDOuvoFKI1RSCJ8+HNwwcO4jYE70z0ZERERE6iTtdvC2cNqZz0DREXfjkYiobeJWbIxpAVgAY8wpOIlZtawjP7gZG3zY+gYqjdBXL0DeNqc9/CroMszdeERERESaopYdykfdjh2Cr150Nx6JiNombg8AHwI9jDGvAZ9Si3u7GWM8xpiVwF7gE2vtl/UNVBqZgoOw4A9O2xMPZ/3C3XhEREREmrK028Gb4LQznoai/Jr7S6NT21UlPwEuB64HXgdSrbWf1eJ1fmvtCKA7MNYYM6RqH2PMjcaYpcaYpfv27atD6BLVvvhj+ZK0426CNj3cjUdERESkKWvVCUbPcNoFB2DpX92NR8KuxsTNGDOq9AH0AnYBO4GewedqxVqbC8wHzg+x7y/W2lRrbWqHDh3qFLxEqUNbyifGtkiBM+5yNRwRERGRZiH9DqfSCSDjKSgucDceCasTjbj9Mfh4FvgS+AvwQrD9bE0vNMZ0MMa0CbZbAOcC604yXmkMPn0E/MVO+8yfQUKyu/GIiIiINAetu8Do65320X2w7GVXw5HwqjFxs9aeZa09C2ekbVRwZGw0MBLnlgA16QLMN8asAr7CmeM2JxxBSxTLWQ5r3nTabftA6g3uxiMiIiLSnKTfAZ44p73oSSg55m48Eja1XZykv7V2demGtXYNMLCmF1hrV1lrR1prh1lrh1hrH66pvzQB1la+2fY5D4A3zr14RERERJqb5G4w6vtOO38PLHvF1XAkfGqbuK02xrxojJkUfLwArIpkYNIIrf8Iti502t1SYdClroYjIiIi0iyl3wkxsU574RPOvXWl0att4nY9kAXcEXysBWZEKCZpjPw++OT+8u0pv9bNtkVERETc0KYHjPye087fDcv/7m48EhYnTNyMMR7gA2vt49bay4KPx621St2l3IpXYf83TnvAVOg13t14RERERJqzCTMhxuu0Fz4OviJ345GTdsLEzVrrBwLGGC0NKKEV5cNnv3PaxgPnPOhqOCIiIiLNXtteMOIap31kp/MhuzRqtS2VzMeZ5/aSMeap0kckA5NGJPMZZ/IrOEvQtu/najgiIiIiAky4y/lQHeCLx8FX7G48clJqm7h9CPwBWIEzv21Z8CHN3ZE9sCiYw8e1hEn3uRuPiIiIiDhS+sDwq5324R2w8jV345GTUmPiZozxGmN+DzyCs0DJD4FfA0OAf0Y8Ool+n/0OSo467fQ7oGVHd+MRERERkXIT764w6vaYRt0asRONuP0BSAH6WGtHW2tHAX2B5OA+ac72fVO+SlHLzjD+FnfjEREREZHKUvrCsCuddt42WPUvd+ORejtR4jYV+LG19kjpE9baw8BNwEWRDEwagU8eAOt32pN/AXFJ7sYjIiIiIsc74x4wwT/7FzwK/hJ345F6OVHiZq21NsSTfuC456UZ2bIQ1n/gtDsMhBHXuhuPiIiIiITW/lQYcoXTzt0Kq95wNx6plxMlbmuNMd+v+qQx5nvAusiEJFEvEICPf1W+fe7DEONxLx4REZFq+PwB3vhqO9OfyyDtd58y/bkM3vhqO/6APn+WZmbivYBx2gv+AH6fq+FI3XlPsP8WYJYx5oeUryKZCrQALotkYBLFsmbBzuVOu89E6Heuu/GIiIiE4PMHuPWfK/gwa3fZczvzClm29RDz1u3lmWtG4vXUdoFtkUauw2kw5HJY8xYc+hbWvAnDr3I7KqmDGn9aWWtzrLWnAw8DW4KPh621Y621OZEPT6KOrwg+fbh8+9yHwRj34hEREanGrOU5lZK2ij7M2s2sFfpTRpqZiT+j0qhbwO9qOFI3JxpxA8BaOw+YF+FYpDH46kWnNhpg6JXQdaS78YiISJPkD1iOFvvIL/RxtMjHkSKnnV8UfFRsV7NvZ+6xGs/xxlfbuTK1RwO9I5Eo0HEADL4UsmbDgY3O6FvpipMS9WqVuIkAcOwQfP57p+2Jg7N/VXN/ERFpVqy1FJYEOFJUEjKRqikBq7qvoDjyIwGrc/L4e+YWzurfkR4piRE/n0hUmHivk7iBM+o2ZLrWKmgklLhJ7X3xGBTmOu3TfwJteroajoiIhEexL1CePIVMpErIL/KXtY8W+YP7SoJ9/RwJtt1e8yMpzkPLBC8t473syiusMQEs8gW4/+0sIIt+HVsyeUBHzhrQkdG92hKruW/SVHUaDAOnQfY7sH+9k8QNvcLtqKQWTIjV/l2Tmppqly5d6nYYEkruNng6FfxFkNAG7lgJLdq6HZWISLNV21LC2uwr9gVcfS9x3hhaxXvLEq6keG+l7bJHQjX7Sl8X5yUmpnze9Rtfbednb62qczytE7xMPK0Dkwd0ZFL/jqQkxYXz7Yq4b/dqeH6C0+4wAG7KhBh9WBEtjDHLrLWpVZ/XiJvUzqePOEkbwJk/U9ImIk2Gzx9g1vIc/r10O7tyj9GlTQu+m9qD6aO744kJ7+JLVUsJnZGrkqgtJayJJ8aQFOehVULs8UlVMPlqmVCeZFWXjCXFe4nzRuYPxumjuzNv3d6QC5ScP7gzv5o6iAUb9jFv3V4Wbdxf9j09XOhjzqpdzFm1C2NgRI82TO7fkckDOzKoS2uMFuWSxq7zUBgwFdbNgX3rIPttGKwF46OdRtzkxHauhL+c6bTb9IJbvwJvvKshiYiEQ6jl4kudP7hz2XLxxb4AR4OJVKhSwqplhRVLCY8W+YOvi55SwuOSqrjy7er3xQYTMA+t4mNJiI1pFAmMzx9g1ooc3vhqOztzj9G1TQuuHNOD6aMqJ+ZFPj9fbj7IvHV7mbduL9sOFoQ8XufWCZw1oANn9e9I+qntSYrXZ+DSSFX8+67jYPjpQo26RYnqRtyUuEnNrIW/T4NvFzjb019SHbSIRDWfP8DRYj/Hiv0cLfZRUOSnoNgZoSooe85HQYmfpVuc+3lVJynOQ0nARk0pYVKV0sCW8VUSrqrbVdpJcd6wjyI2RdZaNu07yvxgEvfVloP4QmTccZ4YTu+bwuQBHZk8oCO92iW5EK3ISfjnVbD+A6d95aswaJq78QigxE3qa/3H8M/vOO2uo+BHn+rTGBEJixJ/gIJqEqyjpYlWMMEqKHKec/oGny8OkZAV+11PskrFGGgZ76VVQixJ8Z5gUhVLy9J2cATL2Y49LgFrFSwvTIr3EO/Vim9uOlxYwhfr9zNv3V4++2YvB44Wh+x3SoeksgVOxvRO0QInEv1ylsMLZzntTkPhp1/o/rxRQImb1F3AD8+lw75sZ/v696D3BHdjEpEGV5pglSVJlZKo8gTruFGuksoJVtX9xf7oSLBqEusxjOmdctwiGMctmhFiX4tYT6MoJZS6CQQsq3LygiWVe1iTczhkv1bxXs44rT2TB3RiUv8OtG+pKQYSpV77Dmz42Glf9U8YcJG78YgSN6mH5X+Hd25z2qddANf8y914RFzUkAtY1NcJE6yi0AlUaYJVcUSrMSRY8d4YkuK9JMZ5gg9ndKpFrPO17Lk4Dy3iSp+r3P+Bd9aQvetItedI7dWWN29Ka8B3JY3N3sOFzP/GKalcuGE/R0MsGmMMDOseXOBkQEcGd21dafVLEVftWAovnu20Ow+DnyzQqJvLlLhJ3RQfhadGQf5uMB64ORM69Hc7qqjWGP6wl/qp7QIWtVUxwTpaVJ4khUqwqkvCKpUMBksJozXBSoiNKUuYkuK8tIjzVEmwSvd5SCxLxMoTrKTg6FVSfGkS5uwPx/+rEy0X//srhnFlao+TPo80D0U+P199e6hsNG7LgdALnHRsFc9Z/Z2Sygn92tNSC5yI2169HDZ96rSv/jf0P9/deJo5JW5SN5//Aeb/2mmPngEXP+FqONEu3H/Yy4lZa7EW/NYSCLYD1hIIfrWB0m3nOVthX8BaAifYX/F4n6zdzbPzN1Uby/lDOnNKh6TqywgbUYJVlljFeUmsMGpVcfQqMZhglY1kBZOppPgq/YIJVzR/cOEPWG55bXm1/3efvXZUVMcv0W3zvnzmrdvL/G/28uXm0AucxHoMp/dpx1kDOnL2gI70bq8FTsQF25fAS+c67a4j4cfzNermIiVuUnv5e+GpkVCcD7FJcPsKaNXJ7aii2ok+tf/++F6kndKuQmJQmihY/MEEonLiENwfqJCIVElMKu8L8Vp7/Gv9gZr3VzpelcTmuGMHqr62fL+/mv3Hn6fKOQLVxXV8chVFP7oaXGmClRjvITG2coJVMZkqHb0K9Vzp6FdiI0mwIqm2y8WLnIwjhSUs3LA/mMjtY39+Uch+fdsncVZwlcoxvVMido87keP8/RLY/JnTvvZN6Heuq+E0Zw2euBljegB/BzoBFviLtfbJml6jxC1KzLkLlr7ktCf9HCbd5248jcD05zJYtvWQ22FIlGkRWzo65ak0ktWiYllgbPnoVaXRrQplgeWjX807wRJpKgIBy5qdzgIn89ft5esdeSH7tYz3MuHU9kwe0JFJAzrQsVVCA0cqzcrWTHg5WCLZLRV+NFejbi5xI3HrAnSx1i43xrQClgGXWmvXVvcaJW5RYN96+NM4sH5o2QluWw7xLd2OKqqV+AOMfuQTDhf63A4looyBGGOIMWCCXz3GEGOMsy/GHLc/puL+0ucq9HP2Vex7/GtjYqo5TtXXxpS+1uCpcX/d4/rXV9vYmVtY7fdmQOdWPHbliLIkTQmWiNTF3iOFfPbNPuav28sXG/aTXxT698mw7smcFVzgZGi3ZC1wIuH3ylTY8oXT/t4sOPVsd+NppqpL3CI2G9ZauwvYFWwfMcZkA92AahM3iQKfPuQkbeCMtilpq1HmpgM88M6aEyZtvdolcsukU8sThQrJSMiEpUISUimJKUswjt9vqvQzxuCJqXl/pSQmpkoiVuXYzXlZ886tE2oshf3hhD4M6tq6ASMSkaakY6sErkztwZWpPSj2BVi65WBwgZO9bN5/tKzfqh15rNqRx5OfbqB9y3jO6t+BycEFTlolxLr4DqTJmHQfvBJM3D7/PzhlskbdokiDzHEzxvQGFgBDrLWhb3iCRtxctzUDXr7AabfvDzdlgEcrXYWy53Ahv3kvm3e+3lmr/lqZrnHTAhYi4pYt+49WWuAk1OJGpfcbnBycG9e3gz50lZPw8kWwdaHTvu6/cMpZrobTHLm2OIkxpiXwOfAba+2sEPtvBG4E6Nmz5+itW7dGNB6phrXw4jmQE0yctRRsSCX+AK8s2sITc9dXulfPpNPaE7CwYMP+416jP+ybBi1gISJuyy/ysXDDfuYHE7m9R0IvcNK7XWLZAidj+6QQ7/U0cKTSqG3+HP4+zWn3HA8zPtCoWwNzJXEzxsQCc4CPrLWPnai/RtxclDUb/nO90+41Aa6fo/+kVWRs2s8Db2exYW9+2XPd27bggYsHc87AjvgDVn/Yi4hIgwgELGt3HS4rqfx6R27I1XaT4jykBxc4OWtARzq11gIncgLWOhVY2zKd7R+8C30muhtTM+PG4iQG+Btw0Fp7Z21eo8TNJb5ieHYsHPrW2f7xfOg2yt2YosjuvEJ+834271Yoi4zzxvDTM0/h5kmnkBCrTzJFRMRd+/OLyhY4WbB+H0eqWeBkSLfWTA7e/Ht49zZa4ERC2zQPXr3Mafc+w/lAXxqMG4nbBOALYDVQWpD9P9ba96t7jRI3lyx+Dj4MLvk/5Aq44iV344kSJf4ALy/6lifnbqhUFnlW/w48OG0wvdrpJqkiIhJ9SvwBlm45xPxv9vJp9h427Tsasl+7pDjO7N+Bswd04ozT2tNaC5xIKWvhpSmwY4mzff370Dvd3ZiaEd2AW0I7luvcbPvYQfDEwa1fQdvebkfluoyN+7n/nSw2VlMW2ZxXWBQRkcZl24EC5q3bw7xv9rF404GQC5x4YwypvduWLXBySoeW+l3X3G2YC69Nd9p9zoQfvONuPM2IEjcJ7ZMHYNETTnv8rXDeb1wNx2278wr59XtrmbNqV9lzcd4YbjrzFG5SWaSIiDRyBcU+Fm084CRy6/ay53DoBU56pLTg7AGdOGtAR07vk6Lff82RtfDi2ZCzzNn+4UfQc5y7MTUTStzkeLnb4enR4C+ChGS4fSUkprgdlSuKfQH+uuhbnvp0AwUVyiLPHtCR+y8epLJIERFpcqx1FjiZH1zgZMX20AuctIgtX+Bk8oCOdE7WAifNxvqP4Z/fcdp9z4Lv/9fVcJqLBr8BtzQC83/jJG0AZ9zTbJO2RRv3c//bayrNAeiR0oIHpg7mnEGdXIxMREQkcowxDO6azOCuydw6uR8H8ov4fP0+5gUXODlc6CxwcqzEz9zsPczN3gPAoC6ty1apHNGjjVZObsr6nQtdR8LOFbB5PmxfAj3Guh1Vs6URt+Zq1yr480TAQnJPZ25bbPP6BG1X3jF+/V4271Uoi4z3xnDTpFP46ZkqixQRkebL5w+wbOsh5n2zl/nr9rJ+T37IfilJcZx5WgfOGtCRM/t1IDlRC5w0Od98AK9f5bRPPQe+95a78TQDKpWUctbCq5fC5s+c7ctfhGHfcTOiBlXsC/DSwm95el7lsshzBnbk/qmD6dku0cXoREREos/2gwXM/8YpqczYdIBi3/ELnHhiDKN7lS9w0q+jFjhpEqx1PuzfvcrZ/tE86D7a3ZiaOCVuUm7jXPhHcJWgLsPhx59BTIyrITWUhRv2c/87a9hcoSyyZ0oiD04bxOQBKosUERE5kWPFfjI27efTdc5o3K68wpD9urVp4SRxAzsyvm87VbI0Ztlz4N/XOu1+58G1b7gbTxOnxE0cAT88fwbszXK2f/Au9JnobkwNYGfuMX7zXjbvra5cFnnzpFP5yZl99ctERESkHqy1rNt9hHnBJG75tkMEQvxpmRAbQ/op7TkrOBrXtU2Lhg9W6i8QgD+fAXvWONs3fubMfZOIUOImjhX/gLdvcdrN4BOTYl+AFxdu5ulPN3KspGJZZCceuHgQPVJUFikiIhIuh44Wly1w8vn6feQdKwnZb0DnVmUllSN7ttUCJ43B2rfhje877f4XwtWvuxtPE6bETaC4wFn+/8hOMDFwUwZ0HOh2VBGzYP0+Hnwni837y8sie7VL5MGLB3PWgI4uRiYiItL0+fwBVmzPLRuNW7f7SMh+bRJjOfO0Dkwe0JEzT+tAm8S4Bo5UaiUQgOfTYe9aZ/snC5wpNxJ2StwEFjwK8x5x2qO+D9OedjeeCMnJPcav56zlgzW7y56L98Zw61mn8uOJKosUERFxQ07usbIkbtHG/RSFWOAkxsDoXm3LSir7d2qlBU6iyZpZ8OYMpz1gKlz1mrvxNFFK3Jq7/H3w1EgoPgKxiXDbcmjdxe2owqrI5+fFL77lmXmVyyKnDOrEr6aqLFJERCRaFJb4ydx0gHnBm3/n5B4L2a9bmxZM6t+Bswd2ZHzf9rSIK//w1ecPMGt5Dv9eup1ducfo0qYF303twfTR3VV6GSmBADw3Hvatc7Z/ugg6D3E3piZIiVtz9/69sOQvTnviz2DyL9yNJ8xClUX2bpfIA9MGc1Z/lUWKiIhEK2st6/fkl43GLdt2CH+IFU7ivTGkndKOyQM6csZp7fnf97/hw6zdx/U7f3BnnrlmJF5P81gxu8GtfhPeusFpD7oErvy7u/E0QUrcmrP9G+FPp0PAB0kd4PYVEN/K7ajCIif3GI+8u7bSD+6EWKcs8kdnqCxSRESkscktcBY4mb9uL5+t30duQegFTmry+yuGcWVqjwhEJwT88OzpcGCDs31TJnQa5G5MTUx1iZvXjWCkgX36oJO0AUz6eZNI2krLIp+et4HCkvIa+fMGO2WR3duqLFJERKQxapMYxyUjunHJiG74A5aV2w8FSyr3kb3rcK2O8cZX25W4RUqMBybeC7NvdLYX/AG+87K7MTUTGnFr6rZ9CX+d4rTb9YObM8ET625MJ+mzb/by0Ltr+bZKWeSD0wYzSWWRIiIiTdbO3GPM/2YvD7+7NuTiJqXaJcWx9JfnaGGTSPH74NmxcHATYODmxdBxgNtRNRnVjbip+LcpsxY+/mX59rkPNeqkbcehAn7y6lKuf/mrsqQtITaGe8/rz0czJyppExERaeK6tmnBtaf3Yki3ZMCPN/krEns9R9KpvyOx13N4k78CAhw4WsyUxxfw6uKtHC3yuR120+PxwsR7ghvWGXWTiNOIW1NW8UaJPdNgxvvQCD95KvL5eWHBZp6Zv7FSWeT5gzvzy6kDVRYpIiLSzPxryRYe/PI+YltnHbev5PBgCnOuAZx57q0SvFyZ2oPvj+9Fr3ZJDRxpE+b3wTOpcOhbwMAtS6DDaW5H1SRojltz4yuGuQ+Wb095pFEmbZ99s5cH38liy4GCsuf6tE/iwWmDOfO0Di5GJiIijYEv4OPdTe8ya8MsdhfspnNiZy7vdznTTpmGJ0YLWEULay1+68cX8OEL+PBbPyWBkrJ26fO+gA+f9bHbM5fY1llYW/nPG2shtnUWA1pvYtW60whYOFLo46WF3/LXRd9yVv+OXJ/WmwmntidGtww4OaWjbm/fAlj44lG4/C9uR9WkKXFrqpa9Agc3O+3Bl0H345L2qLb9YAGPzFnLx2v3lD3XItbDrZNP5Udn9CHeq1+2IiJSM1/Ax72f38vcbXPLntt9dDcr961kwY4F/OHMP+CNaVx/CvkDfnzWhz9QTWJjyxOc0r6Vkp5gn+peX2PCVOG1Ic9XlzhCHKc+qn4mXbrduuMKFkz7Cf9YvI1/fbWN3IISrKXsvnF9OyTxg/G9mT66Oy3jG9e/gagy7Lvw+e8hdyus/g+c+f+g3SluR9VkqVSyKSrMc262XXAAYmLh1q8gpY/bUdVKYUl5WWTFSccXDOnML6cOolubFi5GJyJNkUZkmpbSkRu/9TN7w2x+8+Vvqu170/CbmNh9Ir6Aj5JASeUEJuCnxJaUJx51SFQq7isJlJS/vkKyctz5bDXPB5Oe0uNYoufvtmgW54njNxN+w+QekwkEPLy9ModXMrYetyply3gvV4zuzg/SetOnvcoo62XZ3+Dd25328GvgsufcjacJ0H3cmpO5D8HCx5z2uJvh/N+5G08tzQ+WRW6tUBbZN1gWOVFlkSISAaFGZEqd0/OcRjkiU1XABiqNeFQcsSlLEKpuBxOJqgmH31Y+Tsj+9vjt0uOU9i/7WnG/rSa2mo5dJbbSPuIOb4wXr/E6X2O8eIynrF1xnyfGc1zf4/qH2BcbE1v2+v9u/C+7jx5/8+2q2sS3YWrfqVze73JObXMqX205xCsZ3/JR1p7jbvI9qX8HfpDWmzP7dVAZZV34iuHpUZC3HYwHblsKKX3djqpRU+LWXOTlOP95fIUQnwx3rITEFLejqtH2gwU8PGctn1Qpi7zt7FO5YYLKIkUkMqy1vLn+TR5e/HC1fX46/Kec0e2MmhOOKglJbRKMSglJTQlKbZOrGpIejdBEl4rJSXWJiifGg9d4KyUqFZOe2JhYvKZCAlQ1sYlgwlR1f2kfj/E06NL7szfM5v6M++v0mqHth3J5v8s5v/f5HC7w8NqXW3l9yXYOHi2u1K9P+yS+P74XV4zuTquExrsad4Na+leYM9Npj/weXPKsu/E0ckrcmov/3gwrX3Pa5zwEE+50NZyaFJb4+cuCzTxbpSzywqGd+eVFg+iqskiRJscf8FMcKKbYX0xJoIRifzFF/qJK26X7yx6BatoVtksCJWXHKQ4UU+IvP3ZNx5XoUppAeIynLEkoTTYq7gv5tWL/4Nevdn9FblFutefrlNiJ6f2mh0xgYmNia5Uw1XWESfcVCw9/wM89n99T7Wj5jcNv5J2N7/Du5nfJK8qrtL+FtwVTek3h8n6XM7DtMOas2sXfMrewJqdyGWVSnIfpo7vz/fG9ObVjy4i+n0bPV+RM0zmcAzFeuG0ZtO3tdlSNlhK35mD3anj+DMBCcg+4dSnEJrgdVUjz1u3hoXfXVi6L7JDEQ9MGc0Y/lUVK9Gms86CstfgCvrKkpchf5CQ1gZoToWqToirbZUlRTUlS6XH8JSpjq6OyBCKYyJQlBsHkoeroTaVEo+p2qP41JT8nSJYqJiPhiiXcSc2JRmUeTnuYy/pdFtZzSsMp/bk8e+Nsdh3dRZekLlx26mWVfi4X+4uZt20eszbMYvGuxceNQPdu3ZvL+13OxX0vZuu+GF5etIUP1+zGV6WM8ox+7bk+rTdn9e+oMsrqLHkB3g/e223UD2DaU+7G04gpcWsOXr0cNn3qtC/7Mwy/yt14Qth+sICH3l3L3OzyssjEOA+3Te7HDRP6EOfVPeEl+tR1HlTABo5PZOozclRlVKpSkhQoKhtVqi5JKvIXNctRpRgTQ1xMHLGeWOJi4oj3xBPnKd+O8wQfMXGs2reKvOK8ao/VObEz00+bXq8EpdrkJ8TIUMVjl470xBj9PDxZJxqVefTMR6P6gxcJr5z8HP678b8h58d5jZeJ3Scy/bTpnJI0in9/lcM/l2xjf37ln6G92iVy3bhefCe1B8ktVEZZSUkhPDUCjuxyRt1uXwFterodVaOkxK2p2zQPXg1+ath5GNz4OcREzy/9whI/z3++iec+21SpLPKiYV345UUD6ZKsskiJrIANUOgrpNBfyDHfMY6VHOOY71jZdoGvgGMl5dulfQr9hXxz8BtW7ltZ7bFbxbYiJiamWY8qeWO8xyVFZe2K28GEqiyZioklzhNMrmIqJ1fxnviQyVZN7VhPbJ3K0TQi0/TVZlRGmhd/wM/iXYt5a8NbzN8+H1+g8s/sji06csmpl3BRn2l8/a2XVzK2sGpH5Q94EuM8XD6qGz8Y35t+nVo1ZPjR7cs/wwc/c9qpP4Spj7sbTyPV4ImbMeavwFRgr7V2SG1eo8StngJ++POZsGe1s/39t6HvJFdDqujTbKcsctvB8rLIUzok8dC0IUzo197FyCSaWGsp8hc5yZSvPHkq8BVU2q7YDvUo9BeWJWUVE7NjvmNuv8WwMpi6JUmlSVHw+ZBJUZXXhny+wnHLkquY2EY7OqQRGZHm7WDhQeZsmsPsjbPZmLvxuP1jO4/lslMvo31MKq9/uYv3Vu06rowy/dR2XJ/Wh8kDOuJp7mWUJYXw5HDI3+3ckuqOlZDc3e2oGh03EreJQD7wdyVuEbbydfjvT532qefA995yN56gbQcKeHhOFnOz95Y9lxjn4faz+/HDdJVFNjbWWkoCJaGTpRMlU1X2F/oKnRGuCtuF/kICNnDiQKKQN8bLoJRBlUrzKiZJJxotio0pH4GqmhRVV/KnRQ7CRyMyImKtZdX+VczeMJsPvv2AAl9Bpf2t4lpxUZ+LmNR1Kku+acFrX25jf35RpT49Ulpw3bhefDe1J8mJzbiMMvNP8NHPnfaYH8NFj7obTyPkSqmkMaY3MEeJWwSVHIOnU+HwDjAx8NOF0GmwqyEVlvh57rNNPPf5JoorlEVOHdaFXzThsshoWLyiNLEKRyIVqr/f+hvkfZyMFt4WJHgSaOFtUfZI8B6/nehNrPX+uz67izUH1lR7zpEdR/L3C/7egO9SREQipaCkgI+2fMSsDbNClskPTBnItL6X4j02in99eYCV23Mr7W8R6+HSkd24Pq03/Ts3wzLK4gJn1O3oXvDEwR1fQ+uubkfVqFSXuDXuu4oKLH7OSdoARlzjetI2d+0eHpqTxfaD5WVpp3ZsyUPTBpN+atMtiwy1eMXuo7tZuW8lC3YsKFu8wh/w1z5Z8hdSUFJQaTtkCWDJMY75neeq1ulHo3hPfO2SKU8CLWJbHLdd2qcsOYst35/gTYhIyd6V/a9kTUb1idtlp2oOlIhIU5EYm8hl/S7jsn6XsTl3M7M3zuadTe9wsPAgANkHs8k+mE28J55zhp3Dd8+YwpK1bZizejclfsuxEj+vL9nG60u2Mb5vO36Q1ptzB3VqPmWUcYmQfjt8/EvwF8OiJ+GC/3M7qibB9RE3Y8yNwI0APXv2HL1169aIxdPkHD3grN5TdBi8LeD25a59orHtQAEPvZvFp+sql0XecXY/ZjSDssgTLXCQ4ElwVhpsBCv8xcbE1npUquJ21Ueo/QmehEZZeqZ5UCIizVuJv4TPd3zOrA2zWLRz0XGl/d1bdue8ntM4dmgks7/KZ++RymWU3dq04Lrxvfhuag/aJsU1ZOjuKD4KTwyDgv3gTXBG3Vp1djuqRkOlkk3RB/8PvnzeaZ9xD5z9qwYPobDEz58+28TzVcoiLx7elV9cOJDOydF5H7lwKCgp4KvdX5GxM4O3NrxFkb/oxC8KA6/xhjWZqrq/4rL2Uk7zoEREBJyKmrc3vs3sjbPJyc+ptC/GxJDWJZ1ecZNZsrYTy7dWvql3vDeGS0d04wdpvRnUtXVDht3wFj4Bcx9w2uNuhvN/52o4jYkSt6bmwCZ4diwEfJDY3rlXRkLD/QCw1jI3ey8PvZvFjkOVyyIfvmQwaac0vbLIgA2QfTCbzJ2ZLMpZxMp9K2tdmhgbE8uoTqNo4WlxXHlfWeIU62yXjXLFHr+/hacFsZ5mPOFZREQkSgRsgK92f8WsDbOYu3XucVU17RLaMb7jeRzaM4J5q6HYX3mUbmyfFK5P682UQZ3weppgZVJRPjw5DAoOBEfdVkGrTm5H1Si4sark68AkoD2wB3jAWvtSTa9R4lYHb/wA1v7XaV/4KIz9cYOdeuuBozz4Thbzv9lX9lxSnIc7zzmN69N7E9uEfvjsPrqbzJ2ZzmNXJrlFuSH7xZiYGldE1OIVIiIiTVdeUR7vbX6P2Rtns+7guuP2D203gnb2DJas6c6evMp/e3dNTuDacb24emxPUppaGeUXj8GnDznt8bfCeb9xN55GQjfgbkq2fwUvneO0250KNy+GBhiFOVbs57nPNvL8gs2VyiKnDe/KLy4aSKfWjb8s8pjvGMv2LGNRziIyd2ayKW9TyH4xJoYh7YeQ1jWNtK5pbMzdyMOZD1d7XN3EV0REpHlYe2AtszbM4v3N73Ok5EilfUmxSQxuPZG9OSNY/W1roHzBkjhvDJcM78oP0nozpFtyA0cdIUVH4ImhcOwQxCY6o24tO7gdVdRT4tZUWAt/PR+2L3a2v/sPGHhxhE9p+WTtHh6es7ZSWWS/ji15+JIhjD+lXUTPH0kBG2D9ofVk7MwgY2cGy/cspyRQErJvl6QupHVNI71bOmM7jyU5vvyHqhavEBERkYqO+Y4xd+tcZm+czVe7vzpuf4+WfUkqTmNV9ikUFVe+VVJqr7Zcn96b8wZ3bvyVTAv+APN+7bTT74Bzq/+gWxxK3JqK7Dnw72uddo9x8MMPIYI34d2y/ygPvpvFZxXKIlvGe7nznH78IK1xlkXuP7bfmae20xlVK13et6pEbyJjO49lfNfxpHVNo1frXjXe8FiLV4iIiEgo2w5vY/bG2by98W32HdtXaV9sTCw9E8ayc/tQ9u7tCZT/bdW5dQLfG9eTq8b2pH3L+AaOOkwK85xRt8I8iE2CO1dDUuP90L8hKHFrCvwl8KdxcGCjs33DJ9BjbEROdazYz58+28ifP99caTLtJSO68j8XNq6yyEJfIcv3LidzZyYZOzNYf2h9yH4Gw6B2g8rKH4d3GK6FQERERCRsfAEfC3MWMmvDLBbsWIDf+ivtbxPXkdijp/PtlsFYX5uy5+M8MUwd3oXr03ozrHsbGp3P/g8++63TnnAXnPOAu/FEOSVuTcGSF+D9e5z2oEvgyvAvdmGt5eO1e3j43bXk5JaXRZ7WySmLHNc3+j8hsdayMXdjWfnjsj3Lql2qv1Nip7JE7fQup9M2oW0DRysiIiLN0f5j+3ln0zvM3jCbLYe3VNpnMLTzDGH3juEcyxsAtvxWPaN6tuEHab25YEiXxnOf3GO5zn3divIgrqUz6paY4nZUUUuJW2NXdASeHOHcyDDGC7csgXanhPUU3+53Vov8fH3jK4s8cOwAi3ctJmNnBpk7M48rQyiV4EkgtXMq6V3TSeuaRp/kPjWWP4qIiIhEkrWW5XuXM2vDLD7e8jGF/sJK+xNiWhE4PIpDe0cSKCq/iXXHVvFce3ovrj69Bx1bNYJKqPm/hc//z2lPvBcm/9LdeKKYErfGbt6vncmdAGN/Ahf+PmyHPlbs59n5G/nLgsplkZeN7MbPLxhAxygsiyz2F7Ny78qyeWrZB7Or7TswZWDZPLWRHUcS52liS+2KiIhIk3Ck+AgffPsBszfMZs2BNcftbxHow6E9Iyk5PBwCzpy3WI/hoqFduD69DyN6tGngiOvg2CF4fCgUH4H41nDnKmihSqdQlLg1Zod3wlOjwHfM+Yd++wpIOvkbXFtr+ShrN4/Mya5UFtm/UysevmQwp0dRWaS1lm/zvi0rf1y6ZynHfMdC9u3QokNZojauyzjatYie9yEiIiJSG98c/IbZG2czZ/Mc8oryKu3zEE/J4aEUHkzFf6wXpbcVGN6jDTPSenPh0Cgto/z0EfjiUad95n1w1s/djSdKKXFrzN6+BVb8w2mffT+ccfdJH3LzvnwefHctC6qURc489zS+P75XVJRF5hbmlpU/ZuzMYE/BnpD94j3xjO40mrSuaYzvOp5+bfqp/FFERESahCJ/EfO3zWfWhllk7so8bn+MryMFB0bjyxuF9bcCoH3LeK45vSffO71ndFVOFRx0Vpgszof45OCoWxu3o4o6Stwaqz1Z8PwEsAFo3Q1uWwaxLU78umoUFPt4dv5GXljwbdSVRZb4S/h639dl89SyDmRhCf3vs1/bfqR3TWd81/GM6jiKBG8U/VASERERiYCc/Bz+u/G//Hfjf9l9dHflndZDyZEBlOSNwZ/fD/DgjTFcOLQLP0jrzaiebaLjg+25D8LCx532Wb+AM3/majjRSIlbY/WPK2DjJ0770udgxDX1OkxpWeTD765lZ175pNcBnVvx8CVDGNun4Vf2sday9fDWskRtye4lFPgKQvZNSUgpK38c32U8HRI7NHC0IiIiItHBH/CzeNdi3trwFvO3z8cX8FXab32tKc4dTUluKrbEmTIytFsy16f1ZurwLsR7Xby/7NEDzqhbyVFIaOOsMJnQ2r14opASt8Zo82fw90ucdqch8JMFUI8bOW/el88D72TxxYb9Zc+1qlAW6W3Assi8ojyW7F5Slqzl5OeE7BcbE8uoTqPKluo/re1pxBj3yzdFREREosnBwoPM2TSH2RtnszF343H7fUf7UpI7Ft+RwWBjaZcUx9Vje/K9cb3onOxSxdLHv4KMp5z25F86q0xKGSVujU0gAH85E3avcra/NwtOPbtOhygo9vHMvI288MVmSvzl1/nyUd2474IBDbJ0rC/gY/X+1WXz1NbsX0PABkL2PSX5lLJRtdGdRpMYmxjx+ERERESaAmstq/avYvaG2Xzw7QfHVTFZfwIleSMpyU0lUNQNb4zhvCGdmZHWm9G92jZsGWX+PmfUzXfMWVnyztUQ36rhzh/llLg1Nl//G2bf6LRPmQzXza71S621fLhmN4/MOb4s8pFLhzCmd2TLIrcf2U7mzkwydmbw5a4vyS/JD9mvTXwbxncZz/iuzqNzUueQ/URERESk9gpKCvhoy0fM2jCLlftWHrfff6wbJXmplOSNgEALBndtzQ/SejNteFcSYhuojPKjX0DmM0777AfgjLsa5ryNgBK3xqSkEJ5JhbztgIGffgGdh9bqpZv25fNgiLLIu6ecxvfGRaYs8kjxEZbsXlKWrG0/sj1kP6/xMqLjiLLyx4HtBqr8UURERCSCNuduZvbG2byz6R0OFh6stM8GvPiODKEkdwz+gr60TSwvo+zapv6L4dXKkT3w5DDwFUJiO7hjFcS3jOw5Gwklbo3Joifhk/ud9vBr4LLnTviSo0U+np63kZcWVi6LnD6qO/ddMIAOreLDFp4/4CfrQFbZPLWv932N3/pD9u3dundZopbaOZWk2KSwxSEiIiIitVPiL+HzHZ8za8MsFu1cdNzUlUBxO0pyUynJG01MIJkpgzpxfVpvxvZJiVwZ5Yc/h8V/ctrnPgzpd0TmPI2MErfGouAgPDkCivLAmwC3LYfkbtV2t9by/urd/Pq9teyqUBY5sEtrHrlkMKlhKovcmb+zbJ7al7u+5HDx4ZD9WsW1YlyXcWX3VOvWsvrYRURERKTh7T66m7c3vs3sjbOPWyjOWoM/vz8luWPw5Q9gQOc2XJ/Wm0tGdKNFXJjLKA/vgieHg78IEts7c93itMaBErfGouInDxPugnMeqLbrxr1OWeTCjRXKIhO83DOlP9ee3vOkyiILSgr4avdXZcnalsNbQvbzGA/DOgwrG1Ub3G4wnnqsfNkUWJ+PvLffJvfNtyjZvZvYzp1pc8V0ki+9FONpnt+TpkTXt+nStW3adH2bLl3bkxewAb7a/RWzNsxi7ta5FAeKK+/3taQkdzQleakke7vy3TE9uG5cL7q3DWNy9f7PYMmfnfaU30DareE7diOlxK0xOPgtPDMGAiVOre/tKyAh+bhuR4t8PDVvA39d+G2lssgrRnfn/51fv7LIgA2QfSC7LFFbuW/lcfcEKdWjVY+yEbWxncfSKk6rAFmfj5yZd3Hkk0+O29fq3HPp9vhjGK/XhcgkHHR9my5d26ZN17fp0rUNv7yiPN7b/B6zNszim0PfHLffV9CbktwxBI4M5dyBPfhBWm/G92138mWUeTnw1AjwF0NSR7jj62Y/6qbErTH4zwzImuW0L/g9nP6TSruttby3ehe/npPN7sPlZZGDurTmkUsHM7pX3coidx/dTebOTOexK5PcotyQ/VrGtuT0LqeX3fy6R+sedTpPc5D71lvs+sUvq93f4c47aTXl3ArPVPkhV2HzuB+Addk+7oenqbZrnY57/ItrOk3N76Gu563tcU+0XZfvTZUn8t5+m90PPVxtXJ3uv5/kadMAC6U/U22VNs7/4TIn6lfW9fj9FV9ja93PlnUrO3htzl2bftZW7lvbc4fqV+mYod9XbfrZ474Xoc+dn5FB7j9fpzptrr6KpNNPr/5ahoqjxvfPcceqGlfo2E+i/wlfF+n+tXtdJN5H0YYNHF20iOokpaUR3+/UavfXRYP8PRXpU0T6PYTx+EWbNlGweHG1+7v85je0mX552M7XnFhrWXtwLbM3zOb9ze9zpORI5f3+eEoOD6ckdwynJg/k+rQ+XDqyK4lxJ5Eov3c3fPWi0z7/f2HcTSfxDho/JW7RbscyeHGy007pCzd/Cd64st0b9x7hgXeyWLTxQNlzrRK83Htef649vReemBN/2lFQUsCyPcvKFhXZlLcpZL8YE8OQ9kPKyh+HtB9CbEzsyb2/RipQXIz/4EF8Bw7gP3gw2D6I/+ABfAcO4jt4AP/BQxStW4ctKXE7XBEREQFajBpF73++5nYYjd4x3zHmbp3LrA2zWLrn+L/R/YWdKMkdQ0LRGK4aPYDvj+9Nj5R6jJblboenRjpVZy07O6NusS7dHDwKKHGLZtbCKxfB1uCngt/5Gwy+FID8Ih9Pf7qBlxZ+iy9Qfq2+M7o7/++CAbRvWX1ZZMAGWH9ofVn54/I9yykJhE4uuiZ1Ja2bk6iN7TyW5PjksL29aGJ9Pvy5uU7ydSiYkFVIwHwHK2wfOEggP/Q96ERERCR6ebt0od/8eW6H0aRsO7yN2Rtn8/bGt9l3bF+lfTbgwZc/GF9uKmf2TOeH6X1JO6WOZZTv3gnLXnbaF/wBTr8xfME3Mkrcotm69+FfVzvt7mPhho+xwJxVu/j1e2vZc7iorOvgrq15+JIhjO7VNuSh9hXsI3NXZtmoWtX7dZRK9CYytvNYxncdT1rXNHq17hW5pV4jyFpL4PDhSqNglROyg/gPHMB36CD+Awfx5+aGvRTE06YNgWPHsEVF1fbxduxI64suKg266puo+q6q7K7av4bXnvSxT+JcJ3PsqvvD+T060fFqceyjmYsJ5OZSHU/btiSlpTkbxpSXWZqK5Z0mxP7yfqXtSv0r9it7umK/qsepfO7a9jNV46l67pOJscb3T+h+Ic5drxhDnrtyjAdeeJGSbduoTmyvXrS/6aeV33eoWKrGUbX/Cfoe972t9hx17V9DTCfTv5q4at+/Yc6Tc8/dFK3NpjoJgwfR7bHHqt1fZw3xezTS54j4ewjP8XPuuIPCrKxq92vELXJ8AR8LcxYya8MsPt+xgECVW0IFittQkpdKd+9EZowbxeUju5EUX4syytxtwVE3H7TqCnesBG/4bmfVmFSXuGnWptv8Ppj7QPn2lEfYsDefB97JImNTeVlk62BZ5DVVyiILfYUs37u87ObX6w+tD3kag2Fwu8FlidrwDsOJ9URf+aO1FltQ4CRcVcoS/QcP4Dt4yEnEyhKyQ+ALvYhKfcUkJeFp1w5vSkrwa1s8Ke3wtkup8DXF2d+2LcbrPfEctzvuUK19I3ai69vxnnt0fRspExNT47Vtf+ONtLn00oYLSMIq5dpra7y+ba+5lrhevRowIgmXttdcXeO1bTN9egNG07x4Y7xM6jGJST0msf/Yft7e+DZvbZjF9iPOh2AxcbnEd5jLXvspv13Wj98vOJ3pA89jRtqp9GpXw/182/SEEdfA8r/DkZ2w4lUY86MGeleNg0bc3Lb0rzBnJgC+0y7i921+xV+rlEVemeqsFtmuZTzWWjbkbihL1JbtWUaRP/RIT6fETmXz1E7vcjptE9o2yFuqquo8MefrocrzxA4EE7WDB7GFhSc+aB2YuDg87dvhTWmHJ6Wt87VdSnA75biELCa+7p/uWL+fnDtnVr+61ROPa2niRkzXt+nStW3adH2bLl3b6GKtZfne5czaMIsPvv2IkkDlv00DvkR8h0cxqu153JSWzhn92oeu9Dq0BZ4aBdYPrbvD7cub5aibSiWjUdER5x/n0b0EjJcrvY+z9Ei7st1Dujllkb06BFi8a3FZ+WPVuuJSLbwtSO2UWpas9UnuE5Hyx0rzxA6Wjn6VJ2ClZYkRmyfm8ZQlYJWSrrYpTkJWYbTM0zaFmKTEBikDde4n8w65b71Fya5dxHbpQpvp00m+9BL98mgCdH2bLl3bpk3Xt+nStY1OR4qP8MG3H/DvdW+xPnftcfv9x3qQ7EvnhyMu4+oxp9Gyahnlf2+Blf9w2lMfh9QfNkDU0UWJWxQoLCnm4fmv8smOdymyB+gW8HNj3ham5R/lH75zecA3A4DWLQxXTvCRmLyJxbsyyT5YfX3+wJSBZeWPIzuOJM4TV23f6lhrCeTlOWWIFcsSK4yClZUnHozcPLGy8sTjRsGC5YrB/TGtW2Ni6n9zcRERERGJvG8OfsN/vnmLdzbN4Zi/ym0FAnFwdDiTuk7lrjOm0LdDS2fHwc3wdKoz6pbcA25bXmml9eZAiZvLCkuKufAfP2LI6mWc9XWA9kdgfyuYPzwG27eYhXtvIT9pDz26becI31DoD10u2KFFh7JEbVyXcbRr0e64PpXmiVVIuKpNyCIxT6xlS2f0q21KhfliwXlhVUfK2rTRTTJFREREmqgifxHzts7jldVvsDY3xG0FijrQM3YSN4/5LlMHnUbM2zfh+/p13m2ZxL9atWWfF1L8XtKS07n1sseJi2va5ZOuJG7GmPOBJwEP8KK19n9r6t+UE7dfvP88/f78FKd/c/z3+8v+hscvjSEQ4l5s8Z54RncaTXr7sZzeYgA9fW1OvIz9wUPhnycWH18+L6xsfliF+WLt2pUv2FHPeWIiIiIi0rTl5Ofw6po3mb1hNgWBA5X2WRtDfPEQLuuYyr6dzzAv6fh7wqUWJvLc9fNJiK/H/eIaiQZP3IwxHmA9cC6wA/gKuNpae3yxa1BTTtx+ecdYrv3oCJbKC+GWbn8ywrCjvaF1gaWnL5ke/mTaF8aScKSIwMFD4Z8n5vXibdv2xKsmBkfLTGLDzBMTERERkabPH/Dz+fZFPL/8dbLzMsH4j+9kbeVbVAS3ZyRM5K7vPttwwTYwN24HMBbYaK3dHAzgX8AlQLWJW1M2brWTeFVNfUq3z11pKb9/VG7wAbUuYDTGmSdWJeGqbr6Y5omJiIiIiFs8MR4m95rI5F4TOXDsAM8vfYN3Nv+XAnaWd6o6aBDczshbyF0NGGu0iGTi1g3YXmF7B3B61U7GmBuBGwF69uwZwXDc1f5I3Uc2y+aJlZYjlq6aWLE8sW2K5omJiIiISKPVrkU7fnHGTfzPhJ8yf8tS/t9nMygMMYWo1EFPeNdmaCxc/0vfWvsX4C/glEq6HE7ExLT0wJEQQ8BBhW1i6PeH54MjZM58sZi45rWCjoiIiIg0X8YYJvcZQ69PPHwTH6i2X4rf9RTGFZGslcsBelTY7h58rlk6ZeoUoLwYslTpds8rz6flGWfQYvBgYjt3VtImIiIiIs1SWnK606i6FkdwOy15QgNHFB0imbh9BfQzxvQxxsQBVwHvRPB8US3l9v8laWCbkHPckga2IeW237kRloiIiIhIVLn1ssdJLUwMOccttTCRWy97zJ3AXBaxxM1a6wNuBT4CsoE3rLVZkTpftDOxcfT413y6/GQqLbrF402CFt3i6fKTqfR443NMrEbYRERERETi4uJ57vr5zEiYSP+iGDr4AvQvimFGwkT+PGNBk7+PW3V0A24REREREZEoUd3tALQevIiIiIiISJRT4iYiIiIiIhLllLiJiIiIiIhEOSVuIiIiIiIiUU6Jm4iIiIiISJRT4iYiIiIiIhLllLiJiIiIiIhEuai6j5sxZh+w1e04Gkh7YL/bQUjE6Po2bbq+TZeubdOm69t06do2bc3t+vay1nao+mRUJW7NiTFmaagb60nToOvbtOn6Nl26tk2brm/TpWvbtOn6OlQqKSIiIiIiEuWUuImIiIiIiEQ5JW7u+YvbAUhE6fo2bbq+TZeubdOm69t06do2bbq+aI6biIiIiIhI1NOIm4iIiIiISJRT4hYmxpgexpj5xpi1xpgsY8wdwedTjDGfGGM2BL+2DT4/wBiTaYwpMsbcU+VYfzXG7DXGrHHjvcjxwnV9qzuOuCuM1zfBGLPEGPN18DgPufWexBHOn83B/R5jzApjzJyGfi9yvDD/7t1ijFltjFlpjFnqxvuRcmG+tm2MMW8aY9YZY7KNMePdeE9SLoy/d/sH/8+WPg4bY+506W1FnEolw8QY0wXoYq1dboxpBSwDLgWuBw5aa//XGHMf0NZa+/+MMR2BXsE+h6y1j1Y41kQgH/i7tXZIw74TCSVc17e641hr1zb4m5IyYby+Bkiy1uYbY2KBhcAd1trFDf6mBAjvz+bg8e4CUoHW1tqpDfdOJJQw/+7dAqRaa5vTvaKiVpiv7d+AL6y1Lxpj4oBEa21ug74hqSTcP5uDx/QAOcDp1tomeV9ojbiFibV2l7V2ebB9BMgGugGXAH8Ldvsbzj84rLV7rbVfASUhjrUAONgAYUsthev61nAccVEYr6+11uYHN2ODD3065qJw/mw2xnQHLgJejHzkUhvhvL4SXcJ1bY0xycBE4KVgv2Ilbe6L0P/ds4FNTTVpAyVuEWGM6Q2MBL4EOllrdwV37QY6uRWXhEe4rm+V40iUONnrGyylWwnsBT6x1ur6Rokw/N99AvgZEIhEfHJywnB9LfCxMWaZMebGyEQp9XGS17YPsA94OVjm/KIxJiliwUqdhfHv5quA18MbXXRR4hZmxpiWwFvAndbawxX3WacuVZ++N2Lhur41HUfcE47ra631W2tHAN2BscYYlTtHgZO9tsaYqcBea+2yyEUp9RWmn80TrLWjgAuAW4LTFsRlYbi2XmAU8Jy1diRwFLgvErFK3YXx76o4YBrwn7AHGUWUuIVRcE7LW8Br1tpZwaf3BOt4S+t597oVn5yccF3fao4jLgv3/99gKc584Pwwhyp1FKZrmw5MC86D+hcw2RjzjwiFLHUQrv+71tqc4Ne9wGxgbGQiltoK07XdAeyoUP3wJk4iJy4L8+/dC4Dl1to94Y80eihxC5PgogQvAdnW2scq7HoH+EGw/QPg7YaOTU5euK5vDccRF4Xx+nYwxrQJtlsA5wLrwh6w1Fq4rq219ufW2u7W2t445TjzrLXfi0DIUgdh/L+bFFwggWAZ3RRAKzu7KIz/d3cD240x/YNPnQ1oQTCXReDv5qtp4mWSoFUlw8YYMwH4AlhN+fyH/8Gp130D6AlsBa601h40xnQGlgKtg/3zgUHW2sPGmNeBSUB7YA/wgLX2pQZ8O1JFuK4vMCzUcay17zfQW5EQwnh9e+NMpvbgfDD2hrX24YZ7J1JVOH82VzjmJOAeq1UlXRfG/7vtcUbZwCmt+6e19jcN9T7keGH+u2oEzqJCccBmYIa19lADvh2pIszXNwnYBvS11uY17DtpWErcREREREREopxKJUVERERERKKcEjcREREREZEop8RNREREREQkyilxExERERERiXJK3ERERERERKKcEjcREWnSjGOhMeaCCs99xxjzoZtxiYiI1IVuByAiIk2eMWYI8B9gJM59ulYA51trN9XjWF5rrS/MIYqIiNRIiZuIiDQLxpjfA0eBpODXXsAQIBZ40Fr7tjGmN/BqsA/ArdbajOBNtx8BDgEDrLWnNWz0IiLS3ClxExGRZsEYkwQsB4qBOUCWtfYfxpg2wBKc0TgLBKy1hcaYfsDr1trUYOL2HjDEWvutG/GLiEjz5nU7ABERkYZgrT1qjPk3kA9cCVxsjLknuDsB6AnsBJ4xxowA/EDFkbUlStpERMQtStxERKQ5CQQfBphurf2m4k5jzIPAHmA4zgJehRV2H22gGEVERI6jVSVFRKQ5+gi4zRhjAIwxI4PPJwO7rLUB4DrA41J8IiIilShxExGR5ugRnEVJVhljsoLbAH8CfmCM+RoYgEbZREQkSmhxEhERERERkSinETcREREREZEop8RNREREREQkyilxExERERERiXJK3ERERERERKKcEjcREREREZEop8RNREREREQkyilxExERERERiXJK3ERERERERKLc/we48qrfBLhiuAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Warehouse      Whse_A       Whse_C       Whse_J       Whse_S\n",
+      "Year                                                        \n",
+      "2011         230881.0    3031847.0     198547.0    4902619.0\n",
+      "2012       29048000.0   95823181.0  616560449.0  207828361.0\n",
+      "2013       28696890.0  110035879.0  664781670.0  210573483.0\n",
+      "2014       29507380.0  119583036.0  696130811.0  225957140.0\n",
+      "2015       30167990.0  125188986.0  699932604.0  244108811.0\n",
+      "2016       30226290.0  131373097.0  685336996.0  144654016.0\n",
+      "2017              NaN      35378.0     259319.0        270.0\n",
+      "Warehouse        Whse_A        Whse_C        Whse_J        Whse_S\n",
+      "count      6.000000e+00  7.000000e+00  7.000000e+00  7.000000e+00\n",
+      "mean       2.464624e+07  8.358163e+07  4.804572e+08  1.482892e+08\n",
+      "std        1.197623e+07  5.719735e+07  3.292411e+08  1.042437e+08\n",
+      "min        2.308810e+05  3.537800e+04  1.985470e+05  2.700000e+02\n",
+      "25%        2.878467e+07  4.942751e+07  3.084099e+08  7.477832e+07\n",
+      "50%        2.927769e+07  1.100359e+08  6.647817e+08  2.078284e+08\n",
+      "75%        3.000284e+07  1.223860e+08  6.907339e+08  2.182653e+08\n",
+      "max        3.022629e+07  1.313731e+08  6.999326e+08  2.441088e+08\n",
+      "Warehouse             Whse_A       Whse_C        Whse_J       Whse_S\n",
+      "ProductCategory                                                     \n",
+      "Category_001          1749.0      60106.0  1.623054e+06      72564.0\n",
+      "Category_002             NaN          NaN           NaN        628.0\n",
+      "Category_003        131607.0          NaN  3.926700e+04     222076.0\n",
+      "Category_004             NaN          NaN           NaN      99046.0\n",
+      "Category_005       1124300.0   12528700.0  1.289245e+08   57097050.0\n",
+      "Category_006      11613427.0   33131500.0  3.187667e+08   42059693.0\n",
+      "Category_007       2839680.0    7179524.0  1.121572e+08    6515085.0\n",
+      "Category_008          1903.0        317.0  1.534800e+04          NaN\n",
+      "Category_009        920903.0     251031.0  4.464690e+05    2163738.0\n",
+      "Category_010         12610.0          NaN  4.364000e+03       5580.0\n",
+      "Category_011         10360.0      63989.0  1.927557e+06     890936.0\n",
+      "Category_012          8926.0      14776.0  1.558800e+04      30716.0\n",
+      "Category_013         54931.0          NaN  8.557000e+04     169117.0\n",
+      "Category_014             NaN          NaN           NaN        100.0\n",
+      "Category_015         97983.0     112538.0  4.249710e+05     199013.0\n",
+      "Category_016           148.0          NaN           NaN      16702.0\n",
+      "Category_017         47658.0          NaN  1.443000e+03        356.0\n",
+      "Category_018         22935.0          NaN  1.105700e+04      12031.0\n",
+      "Category_019     106355439.0  521898473.0  2.739563e+09  872342758.0\n",
+      "Category_020             NaN     483735.0           NaN    1910078.0\n",
+      "Category_021       1190584.0     362485.0  1.892041e+06    1035460.0\n",
+      "Category_022        102670.0          NaN  6.859800e+04     434783.0\n",
+      "Category_023         45471.0    1640950.0  4.670830e+05    1184220.0\n",
+      "Category_024        154549.0     212478.0  3.551580e+05     335132.0\n",
+      "Category_025             NaN          NaN           NaN     486000.0\n",
+      "Category_026         85900.0          NaN  1.344020e+05      61694.0\n",
+      "Category_027           103.0          NaN           NaN          NaN\n",
+      "Category_028      23019635.0          NaN  1.274485e+07   13290870.0\n",
+      "Category_029         23979.0          NaN           NaN          NaN\n",
+      "Category_030             NaN    5702900.0  5.349550e+05   34728700.0\n",
+      "Category_031          9981.0          NaN  3.041000e+03          NaN\n",
+      "Category_032             NaN    1427902.0  3.845720e+05    2660574.0\n",
+      "Category_033             NaN          NaN  4.261000e+07          NaN\n",
+      "           Date  OrderDemand\n",
+      "0    2012-01-01            2\n",
+      "1    2012-01-02       680277\n",
+      "2    2012-01-03      1645257\n",
+      "3    2012-01-04      1295861\n",
+      "4    2012-01-05      8941774\n",
+      "...         ...          ...\n",
+      "1676 2016-12-26      3628370\n",
+      "1677 2016-12-27      1674226\n",
+      "1678 2016-12-28      2740302\n",
+      "1679 2016-12-29       530487\n",
+      "1680 2016-12-30       702950\n",
+      "\n",
+      "[1681 rows x 2 columns]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1345\n",
+      "normalize data set /////////////////////////////////\n",
+      "[[1.99031453e-07]\n",
+      " [6.76982600e-02]\n",
+      " [1.63728946e-01]\n",
+      " ...\n",
+      " [2.72703145e-01]\n",
+      " [5.27917993e-02]\n",
+      " [6.99545800e-02]]\n",
+      "tranning dataset =====================================================\n",
+      "[[      2]\n",
+      " [ 680277]\n",
+      " [1645257]\n",
+      " ...\n",
+      " [2740302]\n",
+      " [ 530487]\n",
+      " [ 702950]]\n",
+      "tranning dataset =====================================================\n",
+      "[array([1.99031453e-07, 6.76982600e-02, 1.63728946e-01, 1.28958549e-01,\n",
+      "       8.89847137e-01, 4.36947184e-01, 9.82368500e-02, 1.43570443e-01,\n",
+      "       5.01388891e-01, 3.30568853e-01, 2.98325061e-01, 3.68113549e-01,\n",
+      "       6.39388544e-03, 4.74326585e-01, 3.44696702e-01, 2.69870529e-01,\n",
+      "       2.89035666e-01, 2.55127374e-01, 1.99031453e-05, 1.34953277e-03,\n",
+      "       2.51593073e-01, 2.53474816e-01, 2.95791390e-01, 2.81800375e-01,\n",
+      "       2.26411613e-01, 6.16997505e-04, 2.32949398e-02, 4.68048834e-01,\n",
+      "       5.27871021e-01, 3.66383269e-01, 5.18157490e-01, 3.13818067e-01,\n",
+      "       2.88706070e-02, 8.24073013e-01, 4.73426465e-01, 2.58256546e-01,\n",
+      "       5.81354156e-01, 3.14602052e-01, 9.95157266e-05, 5.74927232e-02,\n",
+      "       4.78518585e-01, 2.40411486e-01, 3.48965828e-01, 4.24549316e-01,\n",
+      "       2.88825090e-01, 1.69176735e-04, 1.26577138e-01, 5.37255155e-01,\n",
+      "       3.60979068e-01, 3.33127004e-01, 3.99856478e-01, 1.72541561e-01,\n",
+      "       2.98547180e-03, 8.14840741e-02, 5.36301397e-01, 2.45390755e-01,\n",
+      "       3.38598080e-01, 7.84473616e-01, 3.67118093e-01, 1.70085413e-01])]\n",
+      "[0.7264143498493282]\n",
+      "(1285, 60, 1)\n",
+      "Model input data ffffffffffffffffffffff\n",
+      "Epoch 1/3\n",
+      "13/13 [==============================] - 18s 1s/step - loss: 0.0721 - mae: 0.2250\n",
+      "Epoch 2/3\n",
+      "13/13 [==============================] - 15s 1s/step - loss: 0.0506 - mae: 0.1849\n",
+      "Epoch 3/3\n",
+      "13/13 [==============================] - 15s 1s/step - loss: 0.0416 - mae: 0.1691\n",
+      "Model: \"sequential_4\"\n",
+      "_________________________________________________________________\n",
+      " Layer (type)                Output Shape              Param #   \n",
+      "=================================================================\n",
+      " lstm_8 (LSTM)               (None, 60, 512)           1052672   \n",
+      "                                                                 \n",
+      " lstm_9 (LSTM)               (None, 256)               787456    \n",
+      "                                                                 \n",
+      " dense_10 (Dense)            (None, 1)                 257       \n",
+      "                                                                 \n",
+      "=================================================================\n",
+      "Total params: 1,840,385\n",
+      "Trainable params: 1,840,385\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n",
+      "None\n",
+      "11/11 [==============================] - 2s 179ms/step\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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5TI3WGIYZACzQMgzDMAyzYNnHi80MwzAjDQu0DMMwDMMwY86waUQ5/gYzME4/Dvjx3w+6FUyDsEDbBzLzmgG3g2EYhmEYZqBwlGNmGFj+tUG3gGkQFmgZhmEYhmH6xMx8F7/z2Rtxx/rdg27KQFCbBrE8yzBMU7BAyzAMwzAM0yfWPHoI923Zh387//5BN4VhGGYsYIG2D4jB7mHOMMwCZe/hWVz78KODbgbDMBrsO5og2eaYYZiGYIGWYRhmTHnz/yzDn33tDuyf5iiuDMMkDHqRXdXP4izDME3BAm0/4dHbQEqJ0y94AA89sn/QTWGYsWTNjoMAgG6XBx+GYRiGYcYTFmiZxhCRy747Dszg7JvX401fvb2lFjEMwzDMcKEsbWPfmeMGWxwzDNMULNAyA4dfagzTDvxsMQxjM+hxQYBtjhmGaRYWaPtAHqKeR2+GYfrPAlcEMQzDMAwzxrBAyzAMwzAM02cGtc40LAtcvMjPMExTsEDLDI4heakyDMMwDNMfsijHLM8yDNMQLND2gWFZDWUYZmHB+zwyDMMwDDPusEDLMAzDMAzD9BVebmMYpilYoO0jrCzxwReGYRiGWRjk2/YMth2DIguUyZMipgnmZ4Hu/KBbwQwYFmgZhmEYhmHGHJYfmbHkgycBZ71s0K1gBgwLtAzDMAzDMExfYfmaaYzt9w26BcyAYYG2D6hNxHnwNsmuC18YhmkF9WgJDinOMEPHKJscz3V7ODxbzcxTCH73MwzTLCzQMrXhlxLDMAzDLBxed+YteN77LquUN/Oh5WV+hmEaggVahmEYhmGYPjEOgtxdG/cOugkMwzAZLNAyA2OUza0YhmEYpg6DcgUYmlfv6Mv1DMMMCSzQMgzDMAzDMP0hlahZnmUYpilYoO0DShNZxdf0x/dsxb7Dc802iGGYhcXQqGQYhmEYhmGahQXaIWbjrsN4+zl34e3n3jXoprQKr9IyTMvwQ8YwQwMHUkzg68AwTFOwQDvETM93AQBb904NuCUMwzAMwzTJQo0jwVGOmYHCKyljCQu0fSAzOY4cvBfou45hmKbg9zbDMAzDMGMOC7QjgBzT1aRslXZMz49hhoWmNSEX3LMVZ12/ptEyGWahwG+8BH71MwOBO95YMjnoBjB+Fqo5EsMww83fnZP49b/1pc8YcEsYhhk1RDq5YbGCGQzc88YR1tD2BZZMGYYZHLwgzTAMwzDMuMIC7QgwKnPRWLFdsAqaYRiGWWAoN5uF/gZkdyNmIHC/G0tYoO0j8c/QeO8+zi8zhmkXfsIYhlEMS1ThLFDmcDSHYZgxoK8CrRDiFUKIh4UQq4UQpzmOP0UIcY0Q4i4hxL1CiFf1s33DBiswGYZpAp43MgzDME52PAxc/E6g1xt0S/oEvxHHkb4JtEKICQCfA/BKAM8D8AYhxPOsZO8FcJ6U8oUAXg/g8/1q3zAz7o/euJ8fwzAMwxTgVWtmGPj264DbzwT2rBt0SximMv3U0P48gNVSyrVSylkA5wJ4rZVGAjg2/XwcgK19bF9riIqWw+P+qmNBlmH6A5v3MwwzLORb9g20GYzNQllg4Y43lvRToD0FwCbt++b0N53TAfyJEGIzgIsBvN1VkBDirUKIZUKIZTt27GijrQzDMAzDMI3D02lmqFhwAt5CO9+FwbAFhXoDgLOllE8C8CoA3xBCFNoopTxLSvliKeWLTzrppL43st+Mu3ZlzE+PYRiGYQoMSh82LIq4YQlSxTDM6NNPgXYLgCdr35+U/qbzZgDnAYCU8hYASwGc2JfWtUjVd8e4bz7OgizD9Ad+1BiGGRayuQ0PTMwg4I43lvRToL0DwLOEEE8TQixGEvTpAivNRgC/DgBCiOciEWgXrE3xkCyiMgwzojRl3SGlxA2rdqDX44kAwzD1yHxoB9oKpgjPOpnRpW8CrZRyHsDbAFwG4CEk0YwfEEJ8QAjxmjTZPwF4ixDiHgDnAPgzOU72ti2eyrL1u/HaM27EzHy3tToYhlmYXHjvI3jjV27Ht27bMOimMMzIM0azmrF3iWLGEe6z48hkPyuTUl6MJNiT/tv7tM8PAvjlfrZpXHjPD+/Hw9sPYN3OQ3jO448tzzAEsP8Mw/SHunPOLXunAACb9kw10BqGYYDh8WWtQ08CExXPg4VhZiBwvxtLhi0oFOOAnz2GYRiGYerQxlyiilBadSvDunzyipV41w/u7XOtDMP0AxZo+0DlfWizfOMt0fIqLcO0S90xZAwUScyIcMbVq3DqaReNufvM+LzzRsmt/jNXrcI5t28qT7jgGKGb2AgL7XwXBizQDjFi3KeRPKYwDMMwGl++cR0A4NDMOAu0zXBwZh4HZ+bJ6dswce7VWJDmtWyGYZqCBdoRgAd9YN3OQ9i2b3rQzWCYkYKHDmbUGOZl3E9esRKfu2b1oJuR8fz3X4bnv/+yQTejAhzneLgY5qeuBXhSPZb0NSjUQqWqprXKauooPqeUJr/849cCANZ/9NWttoVhxpKa48IIDisM0zifuWoVAOBvX/7MRsrTX/HTc13MdXs4ZumiRsruF3U0tMywsNDu4UI734UBa2iZgcFDCsMwDONiocVWeOV/34CfOv3yVutoJyjUYPIyLTAOYbeZBQsLtH2k6uAdk4/HI4ZhbOrOG3lYYfqFWAAvMdc7fd3OQ/1vSANU0dAOKsoxwwDglZQxhQXaPtDP9zM/pwzDNA0PK6PFpt2HceppF+Hi+x4ZdFMqsxD63DgI7wvhPjEtMjeV/GOYmrBAO8SMwbsuCAvfDNMu/IwtTB7Yuh8AcP5dWwbcknjG/LU3dshejbw8PjEfeTLwocf3uVLueOMIC7R9pKpPUEy+cReCGYaJhyeOzKjBfXY0qLLHdR7jmG/ygqc3N+gWMGMCC7RDTJUX+khOAkaxzQzDjB3Tc13ct3nfoJvRGKM4tC6ERdlB35cm97jvDfpkGCaWkZwoM2WwQDsmDMMkILYNvDrLMKPBEAwvfeHfzr8fv3PGjXhkH/t0Me0zDs9VnWjULFcMCQvuPiy4E14QsEDbB+q+tCiPHr8YGGa8OO+OTbjsgW2NlFV38WihDC/3bN4LANg/NT/YhjDMiFBFQ5tFOV4oA8vIMA5LLMxCZXLQDWAYfqcxTJF3fv9eAMD6j756wC1ZOChTzFG3HhkGi526jPo9CDFOgtw436eFxwK5l+P0ADIZrKHtI1UfIcqzN4oTGB5TGKY/8LNGgzVHw8BobVL6Hxc+iB/etXnQzRgYdZ4VFoYZhmkKFmj7QD/2muMJGMMwNjxhrEaPB9SBMWqLs1+5cR3+4Tv3NF7unkOz+K1PXY91Ow81VmYbvbrKo5JZQvBjNmSM2MPHMBos0A4xPNgzDDMMLJRpjlp8HJexd5TPY4SbXooKpBQS3i+5fxse3n4AZ163pk+tqkaVxZ9RW7RgxoxRHhgZLyzQjgAULcsoviB4SGGY/lD3WVsoz+oIDqNjB9+DBPXeH/Z3O1szjBN8L5nRhQXaEYDyvuB3CsMwTD3Yh3Z4WOj3ID//4ZZoa/nQLvB7PHQsmBuyUM5zYcECbR+JHSsWiv9bnX3sGIYph58xGplAO+Jj73CLQIxCEO5UkxraNvpFNR/aNO+IP2fjA98HZvRhgXYEoAw1w26W5GJcJ9n3bt6LG1ftHHQzGKZxRnCYiYKD1TDDguqCTT5zrQSFYmFojFgg95IH+LGEBdohpsoz97lrVuPPv3Z7841hyLzmjJvwJ1+5bdDNYJjG39vjPg0Qo7VjzFgyqMXZfi6wUmqiBI4aBnpscswwzBAwOegGLCT6MXZfeO8jfajFpO5EgN9pDNMuPHGkkZlCjs0FG93z6LfmT8oBCI+E+ihmyYOkyrOSRRNvujFMPcZm3AvwuV8Adq4cdCuYFmANbR+o+5Ic1zFmXM+LYZjRhCfag2dQZt/DFq13yJrjpY6GlmH6zo4VgOwNuhVMC7BAO8Twe4JhmDrwGBIHRzkeHvp9C4btlo+KyXGdKzc+lhAtIyXwtVcBD14w6JYwzNDCAu1IwIM+wzCDZ+jn1jXJz2+0x1wx/FKQl3xRob/3oJ8aWtJWfOnfVu5kg4XW8qFtrhnjz4abgPPe2G4dvMDAjDAs0PYRXo1kGIYZXjKTYx6qB0bux9zfegdxz0NypWpPK4sTDZ4rPyt9oO2LzDeRGQNYoO0DVYM6sADMMEwT8FASB1+uhQc/I9Woo9nma06lXxeqhXr2bAC++gpgak/zZTOMBgu0I8C4D/rjfn7Dxq1rd+FHd28ZdDMYZujojJkP7bicRz/oq8kxQXBoszVNRpCuctlypTN30KGgzeAB2+8HNt4C7FrTfNkMo8Hb9owA4zrk82RrMLz+rFsBAK99wSkDbgnDDBd5hF0enAZN302O+1tdKaoPdobcH3rYokOPJaNscqzKnp9urw6GAWtohxp+TRThiSbDxBOrkblv8z7cuGpnS60ZYpSiYrCtWNDkWyeNb1CoGJqUZ9s4xTplDuklH0JG2ORYMT/TXtkMAxZo+0L9fWjHe9SPmbjwnncM0z6/c8aN+JOv3DboZvSdQQUkaprh1unRGOugUFnAp0CSPijNGimrghAkeOFo4dEPgfZbfwhsXHjvLSaBBdohZtQnVWVUeRF2WaJlmGjGfSxpinyi3d8LdtkD27D38Gxf6xx2+t5lh+wZUX1w2BcnqrySc9P+hhszrvTrQrVSTx9NjlddDmxZ1n49zFDCAi0zUgyrWRjDDCX8uEQxiIn2owem8ZffWI6//Mby/lU6AozzPrQxDPmuPWNvQTYcsMkxGe6PCxYWaPtI1edsXB/PKteDNbQMw7RFm8E+fczO9wAAm/dMNV72KI6Wg4qBNIhrFdrSr9V9aBukziuZheEFAAeFYvoEC7R9oPrraLQG+368drv8AhxZbl27C6sfPTDoZixI+KmhMQiTYx7S3PT7svRTuKLUpATF4RZngSp3in1oIxlpk+OUvgWF4l61UOFte0YAnvDk9FhDO7Ko7YLWf/TVA24JE8tCGYNCGjOmvyz0bXsy2jA5bvBk+ZXcD9q+yO3uegwA6LLJMdMurKEdAcbVLKfKWbHJMcPQ6Xdwo1FnECbHbTDkVqpB8rbH3YQL7tmKL9+wtnK9/bznlLpG5dnlbXvGCdbQMqMLC7R9JPYFxYN9ETY5Zro9if++chX2T88NuikjQ91FsVEWkKowrAGCFhKxt+DvzrkLH7zooRr19dPkOI1gTNi2pw2rgSaF5SrPSrY9FgsfNEbZ5LjfPrQ8di9YWKDtAwttMhhLzPjDGlrmsge24VNXrsSHa0xeGcaFCsDDo8zgyCJN97neYb3nwz5/YPmhH4zBRWYNLdMyLNCOAOP6eFZZEWeBlpmZ7wIApua6A27J6MBPDY2K1q5Dx6CFjP3Tc9i0+3CtMvruQztsJsdyNPahraXZHvHnbPwY8X1ogcEPfszAYIF2iOHHsgiPVYxi2Cd648RCee4GEeV4HHntGTfhV/7rmkp5B3UPhu2e59v2tFd2I2VVyMOWEJGMwwDct217xuBaMZVggbaPVB6Txvz5jDm9cRjXGYYZTjLfvgGMM00KLoM2U12389BgG0BE1y720/gnpqphj7zdL3/zfzzvbpx62kV9qatVNi+rMMCMgw/tbPNlh+pjFhws0PaBqhujj/tzWeX0hm0VnWFGgbpjyaAFpH7RUZojHma8TM12sfrRg63X03+T437uPUwICpX+bUVD22BZ1IWAw7Pz+LOv3Y6Nu3JT9JhL/oM7t0S2bAh58ALgy78O3PXNQbfEQ5tRjllDy7QLC7QMw4wULGzQaepa+cppUwj47rJN+NHd/Z3E5uau/WPU+vPbz7kTv/HJ6zJf9rbox3XR6xi2+5BHOR5uqGPANSt24NqHd+Cjlz60cKMc716T/N25Mi5f252z1fKVhrZf+9D2pxpm+GCBto+wxXF9hm3SwQyOqpYPC5N2Hpw2n8d/+d69eMe5d7dXQYBB7P3djq9k8+dx0+pdANoL0LcQhB3KmbVx/q2USSxynO8nnaoP+QBNjjcvA04/DthXc3GRNbRMy7BAO8SMygugsqBeIeNoXBGGYUYTM1jNvsNzmJrlaNr9RAzI7LvS+6ju/s4BAScresijQlHnKa59dRfuAvUInfgdX07+rr22Wv7Mh7ZfGtoRurY23Tlgpn13jnGFBdoRYBDagmGFrwUzbl1g1fYDuPT+bYNuRiXG7FbkJsfpif3MBy7Hb37qur7UPWr9etTa60I/hSrBjfoR6HHY7VB6PVq67JQFspMagy4UR9XFib49bK56ROBYBKyhLef6jwNf+d+DbsXIMjnoBiwE6r6QRvjxpDH2J8gwfn7zU9cDANZ/9NWt1dFWUKhkgWnYp9x0Oo6NaDfvmRpIW+owytb4g4o0XS1IYdW6ynOOSlCo2LJGuGs2xyhFOW6qA3Y5ynEpB7cB+zYNuhUjC2toh5hRfi5pVFgRb6EVDMOE8QaF6m8zWkeZQ476tj39oO329n0f2koa2pomx45rqMrMIiEPuQhYZ9uehWdxNdz3slVYQ1uOlH28TuMHC7R9ZMGN3S3A15BRLOCpAZm2H5dxex6rRDnee3gWs/NEu0tmqNAFqr5qaAMZ7WPDvtBBDgqlJWzIiHXhMAwmx1XbwD60EchEk93juA1VYIG2H9R8IY3080kgbiV+zC8Gw7QAPzU0bB9aCi/4wBX4q28ur1xnm5rIVjfjGOWdRJz19dGHNlRmi2VndTRQdv6sxBUmhMgj1Ld4jrPzPfz9uXdh0+7D5Yn7xdCuTgRuhMMNoxJtaR4L/W+E33b9Fv7HDBZoh5ixF2QrRZVsvh3MaMFdYIBY87FRicROJTM5jjyvq1c82ljdw07rssiAAgapd8vF9z2CF3zgctI+u1X7f1hDK42yO0PaLTppR4jdvalfp3PTmp04/+6teO/59/epxgiGdSITalbdCGisoSWgrhWbHVeBBdo+UvnlR8jHe3IysYy8/xJ3eTJt3epR70IF0j7V0harY0Xb40c/xifp+PyBHz+IvYfnsOtgeRCbylaYhGPZNjctvNubuLaqVVQfWleyNhfEJtOVgLb2S65GRWPr1p+FULsa6n9909COMJIF2jqwQDvExAz2Iy+cEFkYZ9kf2u4yew7N4gd3bm683IXS15n+M4g1kja6cz+0vW09hYPyr1T3Qb13B71GPOyjXK6hJQq02nXtRyTribR989R9hfpBFZ+GJEPjTSGXL2o+kepce/N98g0d9icngLpWc6MXWX8YYIGWGRiVgnCM8Fg1bNSJTknh7869C/943j1Yt/NQq/UwfhoX/q3ixu15VNqwNhZN7t+yD72h0hZVo+17nt+DduuxUQJXphklLApUj5Pjz5gJ1kPeVURmzRCnoe3XOsFEqqEdJnl26M2KnPeyZlAonVbMjsfppcQ+tHVggbYP1F0tpzyfC8XkeNx89gZJ21dy+/7EbIYjwA4efm5otKU5Wr5hN377szfiSzesbbbgAdL+vLEPJsdaFUrwUT9RXql1nyvXe9suc1j3oc0E2hrDe6sa2s4Qamgzhs3kuE/0xZR2hK9VZnLMGtoqsEA7xMSMYcNghllVqB6Cpi9I2tbQVg2wU0Y24Rz21e5xZNyDQmUBiZo9ry17k4ncfVv2FY6NWiTiuhaIw0pRQ0vI04YPrW36PKTjnDI57la4CH0IcpwJtEPlQ0s1OZ45AGy4RfuhX+dA8e6uUWYbmkf7Wo70hJI1tHWYHHQDFhJtvPyGiVihmqMcD5b2TQf7Uw9TDgeFotGWhnYi4G+oxs1RM7JpezGj/9v2ZJ+SPyX34/qVO7Bmx8GadZWnaUVD28C17USa57cZ5MrFZCfR11QRuAfOd/8cWH0F8M51wJGP6V+9rmvV5IucNbRh2Ie2FizQ9oHa43cFk2Mp5ViaIY/iu2lY6de15Hs2vozbrW3Lf3MitYWa7zoE2mar6httPdf9VAC7hHKqD+2bvnp77fpdNdjXdVjf4mp60SVa9OaWNdpvLb4cOoFnbnAQe/e2e5O/3TTS9kBfog0FhQJG04e21wNWXgI8+1V9WHVkDW0d2OR4TLBfDIMY/xowSCGkHaaX02jTtsmxoq17NobrNZWY7/YgpcT+6Tl89cZ17bofjPnj15YwFYoI28rt6sOzQWl2nb7Y73eYujf9GhX9R5TpcwstabDI2G179Iy5O0p7xEZh7guxL62s7QM0OW7yRdvth6DW8LW67YvAuX8E3Pe9Zst1IdPVIfahrQRraMeUIRrCvbBwOljavvqDila6kJjr9vCs91yCt7706dh5cAY/uHMLnvW4o/ErzzrJSNeeyfF43dy2ohyH/fmUr+RokJtll18jKePnw7mFY3/7Vh5dWAm2g+3bqj2dFlbumjizTidOYBzU/ZwfJh9aRem16LOjeowNfHzh+cdR9KHdvyX5e+CRZst1kXVa1tBWwSvQCiHeRy1ESvmBZprDuKC8WF0mx/2eIvXjfTVm8+eB0n5QKKZtZtII0t+8dQNemgqxB6bns+ON3+FCUKjqbN07hY4QePxxS2s1qUnaClajJv8u68dRG9NidEZ1Tq0vJsdaJYXzatPQIVB2HhQqYVgtUTINaKTAqJtyt2tMkhQ+XFtlEW+mfdMH6h/UYAfsiw/tkLLpDuC4JwHHPiGQqCEf2l4X2LkSOPm59coZMUIa2j+0vj8VwJEAtqbfnwjgMID1AFigbYE6UY6HaQivy7hpgeoy3+3hSzesw5//8qlYumiicjmy5d0MYidiW/dO4YnHH1GekLtDhn6Jly5KPEhm5vuxeX1CnUfzlz56NQBg/Udf3VBrwjz0yH68/qxbccU/vhQnH1MiRDftQ1tx8l+XQT8qVRZWM3PUPjd+WN6hmWAtzb+N1tFAoR3lQ0ssSk+Wvxvau8pZfJ2h8qFVUC/aGJgcj7oPra+eWL7yG8CS44B3bQxU0ZCG9vqPAdd+BPjrm4HH/WS9skYIrw+tlPKn1D8AnwSwHMDTpZRPkVI+BcDTAdwB4NN9aekIE2Oi5WJUogHHVjkq5zVsfG/5ZvznpSvw2atX1SqnbZO6mOCI31++Gb/00atxx/rdpWnz7SwYnSWTyeLG9FxxpaK1ez1Cz+OXb1iHfVNzuPbhHd40uaFf/0yOR+gSGpCsFCuU29bWSWXYgmSbFiyhkm2T50GbPvuoap7fb43zUG7bU56w1WZUYlijHBfa1fD9brLDzhS3bTNRAm1NDe2mNGDd/j6YSQ8R1KBQ7wPw91LKbGkh/fxPAN7fRsOYuBdZweR4SF+CVWAh1mQ2DSu5f2q+JGWYfr3nKX1x2YY9AICHtx1ouzljiZTAEqWhneufhnZQrNt5CKeedhFpAURBWQhpa6up0J6dozq+UZ7roQrIU0ImSGZ/82P7puZw6mkXNVhX8vfhbQewYtt+85gn7bARHRRqQOb2/dq259ED0zj1tIvwo7u3lCeObdOwmBzf+Q3gMH3MTQvNP/bDN3SU96hrzId2SAeNlqEKtI8D4LIFXArgxOaaw4wy1TXQ4XzS+LwwH1Qdtb/efK+ezTBlInL6BQ9UnsjFmA625bs47ujrWEsmlcmxQ0PbmoJ2MHfsxtU7AQDn30WYPCrSptpBdqZmu/ip0y/DlQ9uz/fWbKSVOUpD6zI5buMatqnf0a1FHz0wjf+8dIXXlLpWv+u7ybFZrV792or7zZaxbf80XvHpG9ztGPLBMFukIW/bU1xQop5iFS2run790tCu3p70kXNv39RC6QPsDGq83PkwcMHbgO+/uXpZrfjQtqyh7au2vCEfWsUQKvrbhCrQXgHgS0KIlwghJoQQHSHESwCcmR5jAtR2QaiSZ8hfhgC9jbrAOwrn1Rbz6cxhciLpUHV9gyjX8uyb11cuP0ZIzSfJMVYJsS0abnwLO9SFImVy7BJo22KUnke1gGP3mw27D+HA9Dz+67IV2bGmNYvZnp0BDe2o7RsuAbzr+/fhC9euwS1rd7VSPjltA/dLWh/ajN0QXMSwXQIjyp2Z72Y+9Des2oGv37I+um1UOpHPikr23eWbsSK1xKFe4iqLt+oa90ug7WXPMSU1tU39HmADGtq5VBg96HfZcBc5JhraftyLpjS0o/RibhCqQPsXADYBuBnANIAZADcB2ALgLe00jRmVPtl2O6Xn80Lignu24pnvuQRrdxzEZDqTmKcujXtoO9hWzPR8xObyreC7HZT5mITUNLS5yXE/n82qnH7BA9WtOyqktfuamvBOdDpASwGJMr9Ml4Z2RAc1KfPFE59QU+fcYvJWlVmMKMe2hlY/Vq34Stj70MZchxd+4Ar81PsvBwC88Su3430/esBdRwMnJPoY6GwUNLTqvgW3WaK+6IYqynF2sH75/di2py0f2r6aHNfV0GZvu5rljBYkgVZKuUNK+SoAzwHwf9J/z5VSvkpKSV6uEUK8QgjxsBBitRDiNE+a1wkhHhRCPCCE+Da17FGg6vNQZbI3SpOkfq/EjyKX3p849z/4yH5MTiSP7VzNF3XrVzIiaEhmntxqg4Yb37mHrp9+KPeh7Z+GtgnOvnk9Nu+Je4FXeU1nmlArdy7QtrcHqhL4nBraViO9tqtlLGt7nXOLyduE0NLLBMj2R6GYgFox1+HwbDeLsdA2uTVD9TKo51YpgGT6dyg1tHTzNPWhSpMiCJRvC3TRg6+uoe3Dtj2NP78DMDnmfWgrEdq2p4CUciWAlVUqEkJMAPgcgN8EsBnAHUKIC6SUD2ppngXgXQB+WUq5RwhxcpW6xo1KJscjIBq0+TKj8I1bN+Ann3gsXvSUE9qpoEF0f9RFDWlo+7UPLcnkOGIRdFzXNHxbnFBOV8pBmRw3czP6oaH3aWjVRLQjRFSfjao70xb5jzV5CYblEanSPfLoufQ8Vccy/R0U0tA2TVAPNiw3r4SQGb0LV6oa8aTK86hFpGGKclz2lM/PAjd+ShP8hsHkmHKMSD+27WntmvVRQ1vXhzb3Y6lXzohBFmiFEP8XwK8DOBmWZldK+RpCET8PYLWUcm1a3rkAXgvgQS3NWwB8Tkq5Jy33UWr7xpE6j88gXor9CDzTZBX/dv79APq3D2YtNH9UpaGt+6LuW5TjiHpiBCRb0zbq+M48NFnXj7hMjrN0rT2bzVDVf7RK37LrUs9RR4hc69Tww6HGsFC5wzTtphCjZaxUPrkdEn9/7t01alL1mSa+LmG3H9gCta/uOotJTS54U9vR7zmJqq5u8ERyfZ7xxZPa/fPyrwHXfthVePWG1UZNPnrmdyqGD+0IamibEArJbWpaQztec6QySCbHQoiPAfgmgFMB7AWwy/pH4RQkfriKzelvOj8B4CeEEDcJIW4VQryCWPZQMwhzylGbHIVw+TnZTM91cf3KyGAFI4S+l7Hyoa0fFKplDa0eDrWEtqLLxnD9yh147r9digPTcwOpv4ofon4PO2m/WAhBoarMMXyaUHXdJzuitbE609D2zReuv1X4Fpf6sW3PXFfi0ge21S/IEmRb1dAG3QjSxY+SBgxakxvro+oSomMWLWLJ/Nb7vHAbHJrKBq65w77SK7SoAq7r3KQPaV98aGOIeJH0IyBA4z60CwuqhvZNAN4gpfxem41B0p5nAXgZgCcBuF4I8VNSyr16IiHEWwG8FQCe8pSntNykwVPJf2QAb7vYVd9qTXRn+tBFD+Ebt27AhW//X3j+KcdVKXio0Vd9VZTjuivPbXeRXAin52lb66PzHxc+iKc+9ki86RdPBQB88oqVmJrrYuX2g/jZp/bfDN2viSHk1T5Pt7APre/ZHrxrA73+bNsQT1CoTkdEz91itVOuyf+gBZOqSClL215vDhgW+r50w1r8wc8+GUcunqhRh/bZ+m1Qt6VgQOlb6KpTRwMn14TA2O48pb93MA8KRUkcKeD0jVB9SmKPXU3Uyuz2wze06WvWhIaWOldrWEMrx39Peh1qlOMOgLtr1rUFwJO1709Kf9PZDOACKeWclHIdEn/dZ9kFSSnPklK+WEr54pNOOqlms4aXeiZFC4v1uw4BAHYdmh1wS9pBFw4nMh/aene5dR/aCmq0fvbbr9y4zhkFdNjcTkJCo3R8mXXtQztmI0IVc3NfUKheL5+IqiNNPxuhLURc+3M2VV+bkC5RhWZQ/Jjv3LgXH754Bf7lu/c05iOZBYVS9Wsn2M8xgerLOywBEvsSRKtCfVWatXbHQdy/ZV98RgBqfTn83ivpSHVWNVujIQ2t6PTHh7a1a1Vn5Ya6WXNaR1M+tD0WaF2cBeBPatZ1B4BnCSGeJoRYDOD1AC6w0pyPRDsLIcSJSEyQ19asd0EySj60Mav8vrTKZLUfJm6DQH9HqnOdrxvleIisH9uKLtsUd6zfTQ7CtefQLH7q9MuwfMOeqDp8px66za48bVxBrwDZUGX9kBfUtbI1KMoMeKIjWtsLdpw0tDHXqIpgLSyJ9tH90/jhXZuNNOpZ3D89V3scVGT3waGhbfoeBd0IiCbPVZrURlez+/RF9z6CU0+7CHsPm4vLTV3DNgNJ/donrsNvf/bGCjnz+kga2ujW9etl7agneznX9KGdPKI/PrQx16pfK1VkTWlDGloWaIMcD+AdqW/rF4QQn9H/UQqQUs4DeBuAywA8BOA8KeUDQogPCCFUUKnLAOwSQjwI4BoA/yKlbH7H9oXAiE2SQlCCQmWbvA9VRMPmyOd4uZnfyEQ5JlRTRePWr3fR8g178IdfvAWfuWoVKf0d63fjwPQ8vnDt6qh6/D60hAsoB6OFHfan7fc+fxM+cslDAPLr6zU51g5Qnw3qI6TKc5XbxjXsh5Aspab19q131FFqpFfmT792B/7hO/dgj2Z9o/zFpawXHE86PvfDh5aGqTEuHK11beuT+/qav3/phkQHsWbHodI6K7lTxWfpC/mzTdiH1nvi9u8DFGSLiZI/VV+8k0v640M7+Ae3CFlDm6ar7UOryltYAi3Vh/Z5yE2On2MdI/ceKeXFAC62fnuf9lkC+Mf039hQ1ad+CB/LIK0ZehA0tMoMd0zlWedWFrWDQtXKXU6M1jXmHdnW+8pX7Pb9yaryqkcPksqpsu1IqP5gn860Sdqij0tr29Y1a0pDW3GOVFb/XRv34q6Ne/GuVz5Xu0KWybGhoaWVG4sqzq2hVRPFZutsC9fz7Gt6lcto3wP1/OkBtXTT8KZMju3zansP38DBtH7zb1QZfcS3+NPkgqM5B5CgPCz9lmvKFnfSoyp1uBD7e99OppXlteTP5NLh09BSaCTKcaTJcW3BX2lo52uWM1qQNLRSypcH/v1a241kgGXrd0elH5aXXb9Q2pXh2nOueaSmiasfFKptDS39RRDS5n72qlV441duK+ZpWgBQGjz3z1i74xC27i1fOa3aLO/9oChoZbtzHt948pKPXIWdB/u/CXyde1/U0CZ/J0Qe5Zg6jNBXc5GW266Gdn8aobsvGlpCy+tYgdhZ9duWCb1obsy3ZQdLvG2kDlI77Pb4ArLV0dA2cDqqCPsee4t29v0WFw0GFFCpVpTjQpF9ilhPWcmr25a2NLT98qGtU2xsUKi5hgR/2+R4z4bmyh5CqCbHzADQn8s/+OItwbS+SfgwU8UXxveSyjW0I3DiFTDWddUi3rDvQ6tNOkuTZmmLqT9xxUrcsGpnc+0qbYv5NKk2Pbz9AH7po1eTy4m9vH4Nrb8k6lYYbd7q29fFLba56JeJLFAcK7vpwpAR5bjhK6buYZsLblev2I6fPv3yRu4HBZIlfIXT9W2ddN+WfTj1tIuwbP1uwwqizsKe/j7JTI2zY5WLJdRb7Vi/OPW0i/C+H90fTOP1C/ctDAbKKEU6P1Kz9AWahlYljj7QLqEbUdeHVrHoiJYEWpuYa6idy9QeYPPycJqqRGtoawqdLh/a7hzw3z8N/OAv6pU9xJAFWiHEy4UQZwkhLhVCXK3/a7OB44Du/9gWdsmDGBbbM2vUJx1uxl5D6zDfrRvluO2JU3vb9lRv+BevW4M7N+7xlFu9TTpNm8+GqpcVJnpN06S2p03Us2MvWKiFoURDq9LGlVmeLvnbZlCoW9Yk4Sbu3rSn1euZCZMofxabfOddvzJZ1LpqxaPGAl/zGlol2LapPQwcg1n/oATcr9+ygZTOd/kLC4MNnQf92axex1y3h1NPu4gcNwHIr0Mn+AIoi3Jsf7fMBlrHVY+lvY3WMqf5Jpe0Y3JcMNOuWM43fh/4csjgtMY9CC26rbgIuPscs47uTDgPFd2HVpkfr7qifrlDCkmgFUL8GYBLAByDJArxDgAnAHgRgAdbahtTg6bNbaZmu7hh1Y5Gy6RiamjdaTpjr6HVJ5EJwx4USkGZGOqT5Db56CUr8PufvzncFut71TbFPoO+9JT7RLFiaIsmJv5V23zjarrmXtVg31+1MGT60DZ7DVVp7sn/YASn+mWTVp9aLr9JH9r0r/W932TKFas9vnSV6mjimU3LOOf2jUYwRn97aYs5h2bmC3tpm4EhiYtINc5xJt367IvXrSHn8e1z7UtNLTUufQs05dszOYwaWo2td6bZrfxNBFYIaWjP/SPg/L8q1lG2Z+/utcAtn/dVmPxx+dCO6RwZoGto/xnA26SUbwAwB+BdUsoXAvgmAFqkFKYC9I7X1CTcx3t+eB/e+JXbsWaH/3bHvkDILyZDC+XOk0U5HtOH1d7KAgDmapsct3utXG32plVJKzbp0Mw8Pn7Zw849WKl4NaSRjWpcQxvU5hDTtRngpgkNbawWPP27ec8UbiSao+caWvP3ua5uchwX0Is8LQ2YHLehuer33qB10gDAGVevwu9Y26XYeV1bl9XV0ErHZ10pdtVD23HqaRdh3c7Dlesoq9d3rKc3xJmO+v5spy/oxZ5/95bCcZLJseO3n3z/Zfj1T1xHqjdIn6cCuQJT4Na1u/BnX7u92Ddjoxz3ez4T7Ji+JUFioW1paJu+ZoX8fTQ51inbi/bs3wEuexcw7dg32WVyPCpRB2tAFWifDuDK9PMMgKPTz2cA+LOG2zS2tBu0Jb6u/7jwQZx62kWk8lWE14PTwxk1bSIzOR5wQ1rCtW1PXc1E+ybHEVrXSlGO80yfuWoVzrhmNc5btolekK8pAxr3/VMc/xUchn17fS24f8u+aJPcKqgouKV1pH992/ZMCD16bvX2uAjuJaza1VBdVbbAqoJxz2pu2/Pxy1fivi3JxIyiEBHaAmZT+9AWgxtJXHTvIwCA5Rv645cMaM90QxpaV7qmh40pTaPqKzvmNm2xgu9VaW+/R0b9Of7bb92Jax/egT3WXrzlJseFmZzn97Zw1WP50Fbetmdpf7btqX3niYsNUUVG+tAC5ddqZn8xT6E8XaAd/FyhbagC7S4k5sYAsAXA89PPjwVwRNONYupDWb39yo3rmq2zrefFtYxukZkcj6kPrWuSN1dTem9doI147+XCb7VGKROxOtekqWiiuiA/M9/FqaddhC+nezMG6/dpYgj1SymDPnehIg5Mz+GFH7gct66ttuW3q91XPbQdv/3ZG/HdZZtpZdR42VJzqqHB9u1Tlg6dTi7RNu8/GVqUcP0WXz9hmGycsmZWuY753bEETO1rR9OkN21yrH9fsmgCADA91+xKKeX+llnQUM+629JAr5e6qNPRfndbQrhNjtvrqXWKriKy6T76aozx38PY1YgBzmvqrvC27UO725rHxtx417n5TI7rQN0PVhd8qXvROtvn0NAOQ19qGapAewOA/51+Pg/AZ4QQXwNwDoDx9TBuior+gVHPZSFzZGUDgG7WJ7XPbiZKXyCjjelDm5xj7aBQkDg8O48XfuByXPvwo8G0H71kBT522Yqo8mNcT9ra/7MKtoYrelKuncuhmeSF8rlrVpdm883LqSbH+W9x7b1v8z7sOTyHT1+5MipfCOWasHL7AVL6ftz3bMJp/a580Stt29NAuqYn9f2zMKAIZTVKVwsQWVnF+9dzCLQfvvghcnwB89IXG3tEJtDSJqS3rNnljDK97/CcsdgWuiyZBU6Jco7ab2LfiVWsKhZNisLv9jhaZ8sqY7GmwryhKjGXTu+vmQuU3Q2jH84+vxCDA1XNRZ1FRwDdVGO9eXniA1qXzcsdgZxa0tC25UPrq7sJbXaPNbQu3oZEeAWAjwD4GBLt7HkAxjcGdFMMYJbeVo2DMMc0fcPcadQCcVur0YNGv+5NnWJPAut2HsKew3P4z0sfxlnXr8Gpp12U7WWp88Xr1uBz19ADZACm1rWNlfj4YIslGo+GmygRZ8Lqm4AFt+1xavfK69JRJpuLJspfBy5zVld96nzVdlplxE66zechcsJufdeDQmmFRpVZBsnkWBSFguRzvIDRnwUCSpryRIU01gKwqwQ9eJdtcnzW9Wtx1YrwAp27HcXvSxclz8QUUaB9w5duxevOLG6x9zMfuBx/f+7dUe1R1kZeyxFiObF9gb4IkSd0jR1FDW2wCDJVYm/0A9WujsgtCLzjWuxKWOsnEyrfDoZRcRLYmUy2jgESIfQzL6xWjs5ux5yk8rXyraoPYNseoNyHllKOHhRqTOfGOiSBVkq5W0q5Nf3ck1L+p5TyNVLKf5ZS7m21heNEHztU85PzwT0MlJrzF0j9+m5ctRMX3ru1fkEN4tJg1r0nPSlzoVNKnHN74n+680Czfi5SlvfHjjZBLS2vpC4f1L5BmoiF8jvKqhMRllK9RJkW0H8s8yF1CJ92u9373hZ/y7RpxFWHOj05emJvZZjXTI7VuZA1tNTJNSEdVXD922/diR85gvDYNbaNXoPPb5dySnMeSxOvLABzaxSXyXEV15PCdqqQWBqpoQ1x0X2P6IV7yTS0SqCtKRPFmmRXsXLSBdomfGhtjK37JHDhvVuxqsT6o98zll7mYiry91khVdl4aHfCnvv31nDUY08+qmo1hHCXX4uAuW3j+futoSWaZ4dWihaYD+1kTGIhxGMAnAxLEJZS8tY9BGK70zB2v1DAkbqaEloed65MoG1Aov2Tr9wGAPjtn35i7bKaQ9N2WkcOz85jritx3BGLokqU0nxXRQQlJqEHbilNmwnWDVXuoKqvXdU2UfZPNtJ7fg/1aaeAGdleJdBNErWplPpUm6lF1rrvkcKnfc10k2M7bVPELjaEar/ovkdw0X2P4LUvOMXKE7eIUJemntUq0XrNoFDFySL5UQ8sEJoa2v5FG1TtUNZG3lMhnqPT1Ddw86gCrZ5sMcG6w21ybF9z2oLm2759FwBg/UdfXZq+ClUeIV1/KUrnI9RVij7PAp3Xv+bMIBOEO/1R6lStQwj36nsjPrTUl5RMNNm9ectc2AWhXS4N7RhrakkCrRDihQC+BuCn1E9AZlEnAUy00roxYRDdp58TsraxV2ddKO1SUwFChhXX+b/849di+/6Z6Je7lFLb/iKXaNswvQ0V+S/fvQffXb45S9sWVf2rY3PpAkUv4h1Sy0VHVr92mUDn1NCa7/O2TI77MUoqucdu75wufKfHGvehDR4LC6L2PShri4hoVxX0iOtl1OrT6rqk3/V7ovrhyu0Hcdvaos9qlWe9YHKMXFCbsTS0G3Ydii7fLDuwSJUeKnuXGbElpPT2n9hXYpU+bWhoveWWL77NenyfKy1+N/AQxMyjdKsU5QJVtF6N9pPxFDQAMi1jVQFPRGgqqUXW1dC6oC42RFAqnGp1iwkA89W0utlP6kXWC6cbM6ga2q8iiW78DgDbsRCuTAvEPg91J7htMBAfWs9nnVKflREn06Si+KLevr+aiXBP6poOf3TRquR7eoZ9aJUwm6QlFKwmDq5DgWylUUO977Hq10PVWSeqabDdrneZ8yr4y8g1tEUtC+l2OH6LNjmOvMTC6K1EjZLS0FrJu+lL3xhnml7Uib2HIzCO6Ysofj/PeKFXeH7Xy9K71WUPbHPUG4+dR0qZCYO2yfGvfuzaCjXoZZe3I8bkOLTooWsJm4iu7EJfuFJ1FLZBIhRL2Uec7FNOSuWro3peUcuHttALPb+3haOe2ibHKl/HXX7TND529tmHtjMJdGdAj4zseoF0zb++dGMGVaB9FoA/lFKWh+pkCmSLbH1cB4ipKbS6m6ehlBNRKSJeTIRkWVTBMX1os7tD0FZTkVJqk0epCaD1ylXoE1NqkVWfEco71qfxuH7lDrz0J04KtCmyLSqf1ARaQj6/ZoOYp+KNK/ehLRsbivWqS01V0PbDsCIfhxMOz87jyMWT2d7V+tjRV5PjsryRdQnR7rTRWXYLSg17Ku8ry7VVF13o8Qt7Pe35PTxb34c2lnzs8C0WuD/7yjHyBjJQrZxkyfNi1+Eq1v5pxiPQGsI7oW0HZ+YxRxCOG0XJbQgJtCUDYmEVZ5jmMzXbIqgxaPsIZdue/ED1emK0rZ3JyDyB+nST474vjvQfag+7EcBz22wI0yyjsMJPJTTpUKjJ+LhaHBsa2obKTDS0eUTRmIi8FHTtb78I+4a5f3/TV29P8noLjWtDfq9klMWYr+3x227QflOEfGiL+gLHxNVRZu5DSw0KVb2TxJpISilx/5Z9eN77LsMl9z2S1d2TeprKzfHU7S9QNxW22xpVh0twaXHyQhEyqiww+gKp6c+vfsglgOnHZ+d7JBPhYlNlVnbTY1ioOHXe2bZs3sUCWqNi204PiOb7osqx71+50EvT0Ja37fnvvwxv/cby8oS+Oirkya1SKO8++hJv8qdPL1FnPTV9kbIBzmeH3TRa+T/+e+Djzybm8/gKN7GnIFlD24PfXt0ia66j7EygZQ2tizcD+LIQ4ukA7gdg7Oshpby+6YaNI21pMOvWFTJXiqqzfhGV61CC2bj60BpBkxo6RQlpBoXq5L83SWJyTE1LL7fMt9OGGjCsEOU48nrobVGTHMrE3mudRsxT9a4pk1u6v6vdCEeZacOoZUYPdVWCtmja8ns37wMAXL9qB45Ng6mZJpzNPgOOuEVZPXO+gxVp24dWsX96Lttz1de/Kc0gz9uUwGAdt7ftSerNfzvtB/fiB3duwb2n/28cu9QfOM8VFEqV3U9XG9WKsi3o9KMhS4rY/V+r9H1XjsJiGKFcn4a2tLKyLAQrNHe+iLTp344Qfg1taRus9Fn+fs1rHPVkk4SaPrRtbDZfpmFd/rX4MmO16qQyI0yOxUR8Ht9vSkM7Q9sPftShamifBeCFAD4F4AoA12r/rmmhXWPFILe8GWbIV0V6PmuomBRNRDmOZXqui49dtgJTLZqlRW3/QkRKc7LYdKRhXeNL93Nsj3If2qYFeS0oFDF9zO9JuXGTVReZhtYRqbQwH3MFhXLUqGsrKDRhmkqtQ9r9Mfs9/61fQaHOvnk9/vxrdwTLbaJf/uelK/Brn7i2djlA/lx/6fq12W9V+m6Wxro6Xh9a45blX+Yd2/7oaa9fuROAe+sd8zrb7crfJ3WmtJRgSK5j+T604XShNEC8lrxK33d9Lm755SjD+tWnoTWstCq8JWIXuqs8c/qYV+oCpX7feCswH4qBoQ1abVJ1JZlWeJqvY35vjZjy9VXxsmjOdV5S6dhTanYtc5PjmEBShZ96+d8NtwAfeRKw6gpieaMLVaA9E8CVSKIcnwzgJO3fye00bfxo8jHu9mR4O48KK4u107Q0TlGKVVtulK1qt8E3b92Az12zBmde79jkuyH0obapBZKetmot0fwCqtBeEOQyW7x/et8ITVhsoS22Sfr7Xj2js/M9fODHDwYXPby+csQGhAVfP92gyXF53aEFYqrJsT7xu2P9bnzyipWkfL76S3LkVnBGROo8eFnjJseeAs+/q2w/2Yg6jM9mfV+4dg3W7qgXmddGv7WBN1Fj9fn6Ytm2PblmNy5OhJT5mNHfYIhJnWqhydd3TFccf2nxJsfU8cYtZPqCrzVlclyFfswLssUPTUNbrFbrSI+uAL76W8Bl785/C63i9IM2TI4bL8dRpk7d8ouruPWharelBDpNami7wPb7k88PX+RPPyZQBdonAXi/lPIBKeVOKeUu/V+bDRwnok2OA8ee8e6L8bozbwGQTIoefGS/lbedTjuQKMeelXmdzgB9aNVWA9Mt7lXoCthU9VQ72nvFpQ2J7Ts7Dszg5z50JVZaG91X8cltanHFhT7vbbpNznxWxq/etA5fu3kdOT2lfmeeyAYrDZdv254yXEnU5G6iwoDxh1+8BZ+5ahU5faz2vyd1Icf8HdnncGTuqnXbeLfqMQSEOPq1D62OV+ii9B+H8AkUr63Ph9ZlcqwvFKijTutEo3yzHCnzReNaFgSu+WZoCUDNRcsWV4htci18hwXg+JN1aWjtailj7sy8Z8HPc++pxFr1V7nd6vwEtH1oQzdvKt1uavsD/pr7bnLsoFRzWUK+elivHHqFFfOVtK+JQYBick42ObZNwfVitKBQR5yQfD40/qIaVaC9AsDPttmQcaatBZFlG/YAAP7+O3fXqpM0cWtwcpeXGZU8mCfzWRmARDtR+vJqlrrV6C9bPYBR1YnwFQ9ux44DM/jqjaawVkXjG2X5pK12Upqu35/QvSr40EZebz27Xc/cfGAi6/m9JyXOu2MTvnBt2AIg9IyGzkFpuFwaWkp+17FYzVada0zN6xIQLn9wO+7dvDf7PWSCWgffvanqtuyuw/25PfLGV1mMcaWR0r14Z383BFqHyfGNq3di18GZNG2+eEFth/quhOXGg0IFyrvgnq1YvmFPvm2Prwzjs7/AJoLKldfvKsdekHAI1tZ3paFdNBEYi2jNM6iqoY3J1c00tOaisUFVc92+adUoA31LPrRVzjEqSjGRNq41WUMLLShUnX1oNZPjI45PPh/eSSxvdKEGhboUwCeEED8N4D4Ug0L9oOmGjSPDum1PDJTgO01DMa3KoxwPQKDt9C8gVRM16FpZ3W/W57tGLrfQNfJ70vZtobRdn3DEbGVR9bmVkA4tRUjodB+TEnjn9+8FAPz1y55h1eGuNwY1aZ9wTCJpGlr/texHlGMqqk1Sq23HgRnsOGAKPkCM2WVc3TZeDW2VxT4UFxGafu5+cOdmHJiZL9bjuX/RwpT+2RZoPXW4tu0BciEmm4aX9UWHAJ2VUeNCxub87NWr8dmrV+M5jz8mXC5xAcO9XQ5dAD4wPYdjXMG0jPpl4edCvW6p1/g6r5nt+rJWuRfxPrTRVeQ+tAgEhSqrwLWKs38rcPBRd/ruXGJWumhpfIPJ7bI0l1WF8jIN6CAwIku22L5eBR/a0n1orcWO7hxwaCdw7BM0YVjmdR7aaeYbQ6gC7efTv+92HJMAJpppzngiCx/CrN1xEEKI1oSA+W4PVzy4PfveVDXx7Y2fNPpyqBfIIHxo+xFhWQ8KVV9Dm5ZlLRRU9aEtE0YkIQ21LKD6JD2z+ikpo66GVncVcpkx+vB1n1ghOLa93VTDFdLQhnDVp9rcj31oqVlVOlsTm7fBfB6afJr941b+2TdPjBWadTPqpvnuss3ZZ4qWnLQgYi0keKeVxnsg/1I27urXJVT3O79/L173c0826lAWP02/VyildUvMnaljap2gUJc/sA1v/cZyfP+vfwk/+9QTrPqBIxZNYGquS1pYI0V6T/+Gho0qd6IflltZPzOCQkWXUvz+ycCOmWe9LPGRPH1fbEVuzntjsaxClOOKlG3bo09C6tC4hrZmm247E1iR+q+WCbRSF2gj32wXvB245xzgPds1Da3MP7OGNkFKOYQ7Io8vv/aJ6wAA57zlJZXLCE2cz7phLf7r0oerlTuA1R1KjYOMcjyhCZttoWvG69Yi0ilvr5ffz2RbA1V+1RrMgb9KZOaY2xf77utmQpbwmL+5K4+XZ3VTTDN3eGLsqZ8q0ISOBQrJ96F1RDmmLDA4flPXl75tTx+eW01j56rP2IcWVB9aGr6ozy6Llx/fs7XUvDxIn3xojeBndQRaT/qQyaphcuypPLc+yZ/7KKRmclzjvWKfx1u+vgwPbCkXQHINc71nQ287pSQ9/S1rE7+7uzbuKQi0APC8Jx6L5Rv2OLW19r13a4rdFMS6msND9IJEhfr090v5InfkKpUPFfCnVWoKtLqkn/zgS1it/MbKiXVKIPLwJcC669IqyqxEetW37VFCc3cGhsnxAJQ8g4KqoWUaILZb1XmRhXJu3zdtpo2oxpW2bSHXMGfyNDbT0LYXl8mLCkhlvzSr7n3nwqk9rXjZc8HVLKqtbXt8GrF+09MmHFHz04qNl4gLjFJFy+V+HuMIRjmW6m9cI9RzSO3/0YsGFexqM2FVukcs/TdduG2C/Dqav7suz9vPuctqV9z5JfX094GjROIllQPpHJ9c38vwlUNvCxoJCmWjW0eFKKu7lslxMH1+cDLgTiOlzH1FdWsfTx0UNw9aPI+y447FqqoLEhHZ9PMjb9sT+hzbgFpQVp5a1tBWK7T4U9Ma2rpzuO6sXlhZ5RE+tJ6FBmPCJevftxGCpHkVCX8jhHhACHFYCPH09PfThBCva7eJo88gJvNhk8p2VvCjBfYK18WXpdRnpUXyuturI1/bpGmOgmVpL1tVlBkgqhmMeoh5ar+LAjXl2yrE9ZOqE2mgWE/QfNj7O1GgqXjtgj60hLKdwmGkVqzOfadm9Wn49OM+wbMuZeMW0Fx8gn5FOaBYjdBMjj3pC8IOuWlmenVPHa0MFSllvkhZx+S4ak6f5tlVLtUnltI39Gon0sm16/wl/AG87Hp9abzY994QmMMFuS5b7P2rskiv3i8dbdsevyBN/H0YVoIVMluljM2Y/i3R0DZ2rhHlzE8Dt52VfC7TIFd+wWr7DJt7+gHff0uxjsr70IribxKuVSNiuaMH1ZT4HQDeC+AsmFdtC4C3Nd2ocSVWEHlw6/7yRP7aIlJGpI1c7W0Cykq0KFsRbRHfy6vJprg0tFU147opni6w5BrVyJe/755U0PjSfGiLaSjvWN0kLLRoWXcfWn0ibW8XQdWMmL/H1l8+cX/NGTfime++GEDiUw/4NLTVNCaxPrSxfY7iv1msI/8bEsLVZ5owRl1syBdTdHQr7yrP81UPbcedG/ekdahy2kNvY2PBp6zx3SfYGwJcxL2p2jQJmWkm67xXqmYt0yqa/dWfruswOQ6VrJ+rcuXpOiJJA55gfLJYjt1e32+kS1WSyKVNdkXCplVVzHd4dh7fX77ZYRKf/E18aCNieoReXlTtWneels7fiPIk2blUXDIr1dBWuEdNRDm+5F9K8lcMFvWhJwJXvM/U0Oo+tNN7gfvOszLJ6ibHehmGyTFraG3+CsBbpJT/DUB/cu4E8JONt2pMiX3OPnjRQ63UVUVBm0+WAgUPcOVHVd2PSMM22UvfFmgbrCNbCW+gXLdwbNZRp1z7O3VPz9jK3UFe/Ol72gJzTJTjWPRnxK4n1D/91mm0PPZkdfehWTt5xr2b92UaoExD6/Chtcumtk+ZHHeoPrSkVPXQxzC3WaKZtklXirJFnyp5AeDN/7MMv//5m70Z+jUk19mHVsfQosNcBKga3Mjn00nJnwu0cXmbYGvqGlT32sYvyOkCbUBDK3PBzblAZH2P86G1heHyPHk9jme7oUVaAPjAjx/EP333Hty+brfxexZFH4QAi/7B3v6htK0AgLlD5WkO7wZOPw6451xXxYGM6kGqa3I8hBpaA0/7qlo0zh0Cbvpvv8mxTxjvRAq0kMBXXwnM7MvL0KMcs0Bb4KkAXN7ncwCOaK4548mwBVKqo4Fyamjp2SvlM+sM5xqkhjbWrGn9zkM44+pVJGHPuRJeEd1EOp/syfKXsIey5DFCeKzgpKCY0Zs+tAEhsTCZqr66b2cNRyz2lROuw1fOe354X2nZQIkPLSG/czIbqS6s06/JWtKSuhLTeJl/JhRLH8PcQpWxa0RtY+Fc+OrHMGhu2+OGFtlWF2K136X519DkEq58tu9wqO5Qv5YyW5ipFRSq5vufkjuUpszUvpg+/xz0oYXM3f1k8R6S9qGtIL+VnYPreJML3dv2JwsNh2dNk1DdIiCP6WHVW9ncp4RZgkC7e13y97Yzq7Wh6qCi8g2zD62xYtKwwG2YHOsHnEvyRQ3t7GFg5kAxqT5h22gvampRjgsPVf/nyP2CKtCuBfAix++vAvBgc80Zb/rZjULPXpXdObJouME07UDZh1b9bJt49gMVydVum5QS927ei/3Tc45cwJu+ejs+fvnKbB/MIFrwjbrvA3X7dd/WxNRP4a/gLV9fVlpu9l2LckzXJpQLfFVPP98nsF7EzVK093+MH5k3yjJVYLPSHZyhmaGFfPVIQp0jTS5MVGt7G+hCZdnCXNOtscs787o12LzncCvxDJpa1Nt7eBZ/863luHvTXpx5XTHqshnN210GSRjTEvW0gag4DYs7r552v+ltMQUzVcYgtoPL2kGYX4eeH2fbA+lNk+PkZuhjxHl3bMJ1K3cA0NxKjKLdizcxMmXhXUrP6jzfOvshF455Dna181aCvr/f+ASoisIHRaCt6wPry9/rAetvIpQzxFGOu/oczc5fNyiUXnaMhjZdMPnkc4GPPMlfvvP5Zg1tiI8DOEMI8cdI7sgvCiHeD+BDAD7WVuPGhpoLXNWq9FdWZw7VxL6XdSirahATD19AqvmexGvOuAlvPvsOZ76pOarTv629aUaitV+joQAfCmeETk+GpqMmx+xj6CIzCRO+fuwTKEnNK7RBnxArKmloQ0JwQDCjaiW6gVWg3/7sDWmZgXY7flNVUyexsQoUinbQRhds3JptM0haTJll6P51W/ZO4SOXrMCbz15WaXGRUlcTVkFfumEtLr5vG373czfhI5eswMx81zzfQPAzRR1//IJA1PMfC5UVcy2MfihzQa6eBUH1vMFyPZpthWvbNEpT9OusBFpdQ/3O79+LP/3q7ckiqMd9Bciv5RlXr8IP7tzsrL3KokV5UKji8aq7H4TG14Jcp/W3zBQ7dlAvror7G3dYM3n2CbQHtgGf/Elg52pNIK24C2cmGFknfvNngLNfBay+ypfRrLdJDWgTPrQAMHeYkKjig9zVFBbTe4GL35kW5ypPFvehnd4b3y72ofUjpfwagNMBfBjAkQC+AeAtAP5OSvmd1lrHVCasoa0+i6qyclk3PW3ykiTSX2b92pNWXU6fALF8w57G6qJYxpShB3/SJ/AVQx/k5RZUtKpseqFhDWagbkLZ+V6g4W17ipqF6pNyu54qPrRVu7EZDMZfSD5pL6bZtHuqtB6nD61HS+Mto4YAZtdx5nVr8MDWfd46fBYDtjDTpCAiHePSodl5M8pxTeE2E+D6tKhHWWKjtERaX/JxKF+AAsy9fEmCWfZOSMtzLWJZJdk+vIPY19zGb7kRzpdb4rjK9GNoaEVRQ6uXkfdf9wIRAHz88pX4x/PucVpP+bd78qezszz//Zfh9z6fawhd8/dYk+OwpVD+HtHRLQLyfWgLuYsFBh/8QLu//Ov5Z59A+8APgf2bgdvP8gukhSo9QrX0LMDvWpX83b8lXG5WbdvPVBWBdsrv+Fx3YJ63Ylncrky+PYJorA9tyAJDShZoXUgpvySlfCqAkwE8Xkr5JCnlV9pr2vgxCF9aJ9bzGTP/cQ/0tAIe3Lofn75yJb0yR+llbVUTkPOWbcLT330xtu4tn5DXxW9ynLapgQXJxiKKwtbE6i/hZsrP6kn/Skhy349ZMIk111T3oeMLChVVmh9TcLInzOX5Cr+HJlfuDGldtDOiTPbiF6vSa0BeyQDu27wPui83uS7r+0cuWYFXf+ZGR5vy9K5WmcIMse1aklAQLh+UU41d+JMNC+O+dujPXx3rBkPYDwgusaeUdeuIjHb9gwgyaONVaJWkcflxUhY7XCbHvuvg1NCWvPdCkPqL9f3gzDzu2rg3+95EUKhg/WlR9rOrL34oy4vsun3yJ4EL/6F6ZS52r80/z/nmOY5lp7IBtiAASfN338p1mea1jSjHTfnQGhraBiZsOl2PS5lPEI2NchzS0Da9MjvkkAVaIcRjhRAvRhIgim4ryWTd7fBMF8/5t0twJXFj9Vp1BvpwFQ2tPlnypikZkH738zfh01euyrYJofCNWzcYQil1gnz+Xclq4bqdBN+SmvgCQJBfooTboWtV6+La9F1KaWznE4MvtZrwxgSpofSvyu8VbZ/AKqa/VEIa2tBL21fv/z3r1kAevwBg9MfQdZWlSaItM3o9/zEX167cgd8540Z867aN0R5L1P7a0040tKhtpI3gr7+5vLxuiyZ9aPWAVvZvlcqzslYTCuLyrN5x0Lsftimw0wUzSvwHuw71uWwv2H7gnf7L8PNddW92IyjUhNLQutSr4SjH9q9x2wNK7D40i594zyW4fd1u676Ey3G5HUVraAlpvCbH0mFy3JtP/pXdi8Jx6ouzbE4lQTY59mpoyzS8ZW2N1Az3k7nD8AvmVru33ZdEi965mlZ217PQ6VMOkfehVe117A2o3zMWaHOEEM8WQlwD4FEAtwG4HcB2IcSVQohnt93AcWL9rkOYnuvh45c/3HpdQR/aiLTFch2/EbPPWYJs2Ytp18EZ/Nv59+ONX7mNXJc67FtFbQPfxKHJYURfCa9brkvQlBKmiXCVcn1X27ouv/qxa3B9GlSkkLSCwGen+dtv34lTT7uocEw3OY4xNIjWTmp/o7btiaumtBzq1osx9Tp9Tx2/5SbHtNLVwtPK7QdIC26Vth7L/rotBmztXKjp+w7Podczy3kk3WbFWbenLMp5xAdDamcOY489etP9PrSEcrXPf/jFW3Dr2t2lKWnCKWEBLLAI5Hp+q9DWfLK02PQGLV+/J3u+7PejC7eG1lW/zBZHTdlaLaxY6UsWkezv92zai9luD5+/lig4pDh9aGXE1nF6e5y/ucvRt3jKNLTZREQUV0tcnykNcKbzCLT6xEEFJ3IJtEYbPJX6BCxV3o/fAdz3PVfjzHStC1gVyjc03CX57029LFdcSGyOb7HB9UAgjyhW1eRY95uVkl7OGBAUaIUQJwG4HsATAfwzkqjGrwbwrwCeAuA6IcSJbTdy1Ml9LtT3ftTpP1ZrMlij7RRNkI56GVAUTT5tQhtRRG2ywBm2QNvgjXZGk6xcVppfalGOUV34907W0789ayK8Yddh/PuPH3DmuWfTXnzyCrdZevByalGgL7r3EWcSpWTwmRxn9dTQLBj5pCsolD99lclzaIGJ6v9nR4N1VxS30KBvYUFBf1bq+PjT6vJPrnVffF/b9x6exc984PLCwmRs4Cwpq0Wc99ah7ntLL5ieJdH63CBME+Lycr3NLYynhEZq5EF66Pltq5WhNjl2CJE6qm994oqVePnHr42oTxNoM+uj4qRYSs19RV9skObfYF2FsTZn6aLE9HKqsD1OSZmO471e3O4AQRlTyWeF7Q/VmCez63LxfepdJJCcXVkjHMIJBW86zcc5JNAGy5Lm774N5wHg+2/2l1u2D22V92yTQaHIPrR1o42o7O7lErrJsbT+ar/rJseNqlaGmzIN7TsAbAfwQinlp6SUl0kpL5VSfgLJNj6PpmmYCMJaqPY7nz1hjBvoi4ljXmBR9VW4FHZb+iDPYkKF6LcmP+XNp5+goaGt2UV0H9r8emn70FYcAH3vOZcvqW+h4c6Ne/GZq1Y5j4VMByl7eOpBZaK27Ym8HLow51toaaIeO49932xtk78QQj2BtK7squ74a9fiM5sJfO7DBR9aT+P3Hk4mhhdaCyeUSbANRXiv0v/8fbn64GFfN8M7T7rT1anPMU0DAHz+2jXYP+XeCk0nX6iht8GIpIxmfGhJkXtj1MiO313ZnX0rE/L99ekRuW0Nrb0FXb446iqn/H3oFdYBHLE4FWit3QA+dNFDvqanbS0W2qTpuG9uoS+cqMWEi+/blieWrtTwrwzZ6YKN8mlPtbJ9pq+FsmyhWg2cqg77RU80YW4qyvGW5YnJ767iVmJpQbRydCgaWvvG152IuQRWKesHhdK1sqyhNfgtAB+VUhZiWkspDwL4LwCvbKNh4whlG5OmBt6ghrZSeX5hIrqsgGBCbYevTPt7RwjcuXEPbljlNnFtgiyioec90EgdqkyPuWRUWS4fWmhCYUUBrlAPVD0N9ZuahSiNf6wPbWy1evqYfWibWkl1+VJS0lNSUyelociyZW0hmRwT9kDVOfW0i7T1bLf5oU/LaKP8CruW1ifUDt+9aFIbrWqIieAdVX5gUcrWbNptCpbrSRVaDLpl7a7ScjM/7kA99i9zmkQrZf+CQlW5Z+ZiVhG7b/34nq20tqjtzaD39eS6/PTplxt1unxoYywFimbJ+ULY734uiVxsa2gvfWBbSZnuZ1v/dcW2/cEgbmFri/T6+Dxs4HquUw1tlRU+UjqC0KIE2tJtezxCdakWuIyGNLT3nJv8XXWFu+511wM/ehuxTSlzU3lZhWvu09DWxfk21bbtqehDq2tledseg2cCcG+imXA7gGc015zxJNOCER7YearjW1mdobpsDa0n2amnXYTTLzBNQ52memkJ3Z7En3/tdixb7/OB8pfhTEdL5syjL6b9/udvxhu/cnuF0iLrjpaEIgZGwh6x5KLSv8mwlws/vmAsseVm3wMBQyotqlTIo6Mmah0hogStwsS6bJIbEHKqbNtDrSymrth6g9pHx52xt0yhll+moXWZgZIjaGuTZZ9GSR8/fKUqrZUdKMfuU5+7ZjXe+b17/As+AtEPAjUYki/decs2xVVo1B04ZtRPy+PMbNRnHogtl2RKbzEzr99T2ci+5rTnK35cKCvW7lpvP+cu0rOiX+eJ1J/PuW2PlLm7H+EkQ3OHEFNz3ah76KtHb+MrPn0DyQw7tPBVNDnO/xYE2pAPrdXS8HdfthKhRUrN5LgsOJOnLK8WmCggN+VDq0xye/P+NHd9I65Mwz+4psBNqs8TrEn2ivvQllJYFTLvIQu0GccA2B84vi9NwxBw+UHazLmiCVagKQ3t2TevN8sNtP6RfdO45uEd+Ltz7qrctrJ0VGsV9dXno9aoabdnRbr8ZS2NPyEMIbTu+0DT0LoEiehFZF896riUhTKrKKZsE8JY9xl9ThajeAntVeniOhXwSkqHD21g4kpvUhBVhT4Zp2gPaZNS/wTP9VvsK1kirLX8wnVr8Ix3X4wDM/lkhtpf9QUWVxZp9A+/z52+lYmexE7+scsexnnLNuOhRw54rxvJ5Njz+3fu2Gh8dy0i2NWe9oP7SuvzkQj8eYFGy/U69UWWGr26MLX3aIG9+SvIBtOaeauUdD/0utTd4sZ1PcILQ6FjanwVmg+tZ1EmMJugaGgpa8DTc3Gbarja6lqg2hcyW7cS93oSh9Ixxy/u5KNY8doHfGjDN8N/zEhXEhQKkq6hLdwUNcHpWmXadZRQ5kNLPdfMJLfbnH9Kb67ch1bXkiQ/VK9Pdt33TEpN8K+6D60m0PpWb4FEqJ45SKtjRCgTaAWAsqvaBy/F8cBl6mnTnIbWT9GHll5naPKamXSWRDqhbr9SZTKkB3VJ6F/3LG7bQ8tHSZaPoXGTOmdZUEGszDbkCy4Vy/W8XJLJhLvMuzftJZcfXKRxVG3fj2zbno7PLM1dQUFDG2jHvsNzxiKQb27gosrkWVr3sKw8KSU+eOGD5DblZce1Lfehjct3z6a9wTnKV29cDwDYfTB+z9cMj7BqL/D4Tlk9J7bWyjeuT893c79E65g+VFIC2OlV/Ov373MeC/nQxlDoT/YPuuufz1KA1Lc8vwcXYcrLrSJQ6cJTTzbjAkQpgWLiCgCHZ+fxhWvXpIsp+sJBEVd/ojyO6j0ukI+rTiERbhnAF13aafJNaNDUbDdq/PGZHMdgJ//gRQ/hJ99/WdI/bLnGqsOtobUbQRXqqJOIssmUJtCWbp9TEhQq1gQ3EwQb2oc229YmoKGNxSgrMNDp3+toFnpdRz1p3bECbUhDGzI5vvL9wEdOAWYLHqUjy2TJcQFgrRDCd+dYmCWQrdsR+r9zv7cqdQYqq7OoRVnZLdM6XHLfNggBPOG4I6Lr8vpb2X/TD01GEfXh36aANuBRkhk+g+SWuelowrE+Cc4XXOLK87ZfX8DxpFF+UrSKopqFuW4PE2o1F5rmAQKhx6zsfoQmynoAE+lI27SG1vlKtBaYknTJ5/mexJdvXBddryHoFY4Vf4yNtKvKeGCr3yDognu2YufB4ib11Jpcpva+cnxpdLpd04zRd8r6IrmdhBYUinaG+bYhTYizce3waYV7Erh93W6ccsIROOV493hPVkJ56vC3yUxEqUY3OZYoWli0BVVJ96krVuJLN6zD449bguc8/thg/pAFS+is9KBQCp/WM/ehLQrXPWktqjkqpWztYweFKsP1/vJZXHR7MrO4CPG95Ymp/vRcLlz7cvWkdMw7qD60hAvizEbwb6VGOfa1wasFLt3902pLzWdKvdN7PTQmgnTnUC6oVlxscBbV9b1MkwdPdIrbJEmZRJF+8ZuBU3/Z/N1ulx7l2Hff7v9+8ndqN7D4yCpnMXSUCbR/3pdWLDQCz0FIQ/uaM27En7zkqXjdi59cpwrHPrTl5AKjfyKYacBKxph/+u49AIBz3vISQs1WXcT3QVFTG1lOBWyNWGlTs8kFvTH2pLsKxj60mrY8j37czMUJmdhTohLbFAJ/yWSv4scevcRZ2my3l239AOhBoTyr+MR2hCa5+l7LUhYnV01HOQ7l7zrGkpCFBakOQr36b/TAVOVc93B5YLegL2KWxn3cF9hIZ/eh2cz0kKq9SzSm7rSxT0FYEMmf5UZUtCV1+wJz2SbHrzvzFkx2BFZ/+FW16tPvDzXg0Ad+nFsjULrizFzzQaGq+pdmx7TPh9MASQen5yuNFzQfWiWw5ft1+/p6yE1FSln6jNAWJgLPrMcKpfAb3OduL3pS2pUpHD2xSNwa2k78ioxRagnePWJdJseuUYfQtlKzZh/WCklo5Y8COWiSVXaonb7r54ISbKR0VXzeU4AEIBI/Yft6zx5KhNCHLwHe84j/ehr+s4GXweTS5K8R4Xm0CQq0Usr/6VdDxhlpP88A5rs97Dw4i8cft9RIGxJo7928D+/83r0kgTZEmUlwiNBzmpt0JuVf9sA2PPtxx+DUE49yl1UyWFMnz67f1df90w2apXhwacRcbSrLH8LctqeZ2aodjbTq+qkvveGrG1mmC3vucvbN63H2zetx67t+3Zl+bt58IeSaB1EygbTvo/k9NEfTJ3AuDU8wmillstmTxvPrtmJIoAa08ZkIusqkHutqZe44MIPNew7jhU85gdQeHxOaIsBl4rrjwAz+89IV3vy6r7DrXO0FHleaF/3HFVikRznWjvmuUWhC3qSNU76I0FyZOraWy9htxHE/9M8hwcYf5dg/nrrGwLe+9Ok46/q1Rpqv3rTOW6+r7ul508KiX1GOfdfgCdb8YFH6EMx1bZPjYn5X1+oSDMBiLC462uJonj//W7Z1WLHdcdfbNca5fqO6kxSOB455TY7hMPcWAR/a0LY9Te1DK2WED63H5NjnQ0sdxJrah1YPCkU1N5S9PJ+L3pwe9KOsASphoL4ygTbkQ5tqaO3jauFl3rZSsuqyA1z52rIotZgZI4GWaivANMxHLlmBl3zkqoIJXT+CQtnctnZ3+YtbGn+cdakyVCCJv/zGcvzGJ6+jN6QB7C1LDngE2jamKUUNLVGgIKTJh1BZ+C0W3bRY16TVjXXg3cbAMaaWBlqMmJRs2z/tTDNnLQ5l21H4NLTExZLQszJnzRgLwnDNKMehwGPF4FXFsilbl4Sgangz4RHA73z2Rvze52+OqMWNrvVw1fnBix7E95Zv9ubXJ5xl/Su0CKP6VVmUY6Msz6JBbFCo0GKW7rfcxBKSXRV1H1qKkB+qx5vO6OvlFMxZCblMDW0xojaV2K2LXNUcu3Qyjcie/6YWU+a6PfO6OeUklw+tux8abdFcJTNXBc9Ce2Zy7NSKytL5TN04E86xxyMnuBf/PIJu4K6VNTnR0Nq/CktAcQzOrtLJD0fZvFHmJsexZAOnbx/aspd5ltAsz1dPGZnJcaSGNoRxbUomKyQhmiLQupd4Eg2tQ6At3Afr9+y7FeHY1zeUQDs/7T4+grBAOwCklLj24UcBAHsPm8FNmgoKFXqg7EnUW76+DF+4djWt1NCEShbLjw2qcfkD27L94XymQ852FbRqyd9+RKn0akao7yLCQO4MvkEr3luWaWLpFprrkC94eiYNkZpmX+puzxVVsihc6gsudfahtdt9aGYerznjRqzYtt94fqVs3uSY0p0zc3uP35svfXASF6jXvW1Pnk9fcKhSvmLC0EwXBXldGHGhm+S6tTjlQq9ZXjG/r151yNbaxxrLhFqURzmOE6aohFwq7MUA1++xhARq13NkX8oqQaFm5s3JYtVte2KzuaMUi2S3F+1KT064t9FxVefqWjRTbVnI77sOLutLPaZEt1vSFwJaeAqu83G7k7gLjp0edHshv+p8HPVu2xPdnwLpdU0rxRxYaWjLgikV2qgmOGVmzSVk7dXK/+oraXl1Ovq2PdQBtEzA1MqiCtzBl2JJfdITFErK5Dq5BFqqZlu/T1KWC7Szh8JtHSFYoO0D9kbcPWn6MerYk/DKdYbGQccYsOrRcPhuaf01j6mJonmepViFbdp9GG/9xnL86/fvTctzZCkZKGzh0u9D27ygW9wfkwalKcaWIzWb7tMKZX0ysgsG99lEOqY6rkbsnqyZsEEUEu1nqaf1T1fVftNHuz7z++3rduPezfvw0UtWFLR2MYFpYvzbXG2z22maP4fqzdm0+7BzOwupTdYKxwLPaZM+tLpAa5xb+tEWRoptyuvyBY7JPxMaBOv6B9Lo45KehxYUitYWfdueJoa3cisK7TPhd2853t/VkaLUVNAWO9oaelZ81PGh9Qv15Xld1bgsZhZ1cg1tFbKFpsCdcVl2+K6DeiRvX7cb7z3/PiOPlOUL2vTnjH4ffNY3Tm2ud37gK9v/Hsq+S2T78+Yok+OSCmKEJopAq5djC7TbHwSWO7wKvfvQEgJPuTOmyRwC48YKljvKdDhmf9Wy/hMU8n0m1tS3qqs+X1CoXnKdOg4fWl+7CppcosnxJAu0TEP4zPWbkrNCxbi0AuR6A+nUyyExk4o/kRXbDgCwN7enVV+8jvnkrm1UFVUmUDHp7LRV+4q6/asfPWiUUTcGoR3oSd8eyG6rEKJCNGV3BnuylZvlmb9T+6d9xJ782fWpwFNTs12jTpeGNlaIt6H0sUx4Il5gXZv6K/91DX7/8/7I0876HOlc5/nWry8LlFveVl34c5UfGjf0OqSUzmtjTuTj7RTse6PP37Jj0rxeuiBGMmQLjr/udlD55q0b8PmApY5thu2N8Oz77KHcvzG9b/DUh/TaeXwaKfyvZ54IwFwUkYgzOTY1yPS608qcJBranExD25Wl7wKKkK84PDuPU0+7CN++baNzYdonmKpn8nvLN+Obt240npuelNE+tHWfueQ3Vzp3foocaNeXya2+fguPD62UyM+wgQkXSaB1BIXqpsLbF34R+PHfldcprTa7Al5RUOm+8Mvu49QHNtu2Jyb6dYxA651lJn8oGhuKAO1MI5GYHNsm6oEyC51U19ASTI4XkkArhFgkhLhNCPHsfjRonMnnNFILpmAP6M1IYMGFPcfUiVqr84WY/qTMLSc68cIKAKzZkWiJn3nS0Umxvuc9gL166l2BjW9eKVXvJSVdbtpV3z9OvWzPvWMT7tq0p1BHU1tVmG22jpXUE3PrdeFESmCyowKnuINC2Z/1vM62FN7v5g9HLk4F2rku5kt8aEOXlnLVSSbHaUk+s9rib2b6NTscL7hQvYFJpX7+lz+4PVBIOX4NbfJ5tkyg1T67tyHRJ6vF07LvbVKmX8jSx3ippdevSSFSakDgcG1ZpJP70FYb3957/v34r0sf1tpiHg+Zz5tmzu7fY7FzmgJcebkU6wj1m7oN05aGNsZlxaehpdwMnwm1/a7OgkLZ/tvOSlw+tGZ7L77vEczO97B9f9K3zrx+jbmwk/7tesx2iv3XLN+O+m5T14e2zNJCb4s7fgBtfiAc8zVf/wxu22MnTgrPP6+4yF2oi76ZHBcK9dcRLC9NN3ugpPwSDJNjC59wXbZyofvQFlffPWWGXuZlKyU+k2P4g0KVCdpG2VobvQJtulXP3AISaKWUcwCehnZkgAWBLVxJ2bzwUKzTX27Mym2x3GI9P7hri1FGpyNI++naNU6lWxIcvbRsNylCO9WqfkvX16jLow0mxtkiLUwKh9ldVfTbv2HX4cKRqtfMN+77rkPYn5QmjKny9S2CJlMN7WxBuKxWt53SFhSVhvawraF11BOql/IMFs3a/Xm6DqEvxO6Ds95jQXnW9Zs21jWFLtBW0dBSfGizz45lGLs/FfOb6VVr9ejAtrBZ9Pt0FZwE1nrxB68M3m91pK13SkhA9GkLKU0pT1MUJoracFEQ/mIWVVXfMjS0nn7iw2WqS8WXPFHs5Ucz65N5K8qx473sbqPqiMBVDz2Kv/nWnTjj6lWG9UpX+6zwxfawx3xb4CvTcBfbHUxewCe8FtPVE6gVXa0g3wK2lHlgzIyQD636bdv9wMFt9MboUXtLBSjkQlvPERzKeGiJmsG8ISXHVbLI/W99KIFWdosdsOOZO5adgxEx2ZPWFsyj34p6fT7NqUQWFIqqgQ5paCH9bVmIGtqU/wHwljYbshDQJzX5np/uNLXrChwLRT/0lqcmg9bv16TBrYBca9IR1bY7yCZkStMQsaJqH1fV++agTc757HbndRAXCQhpQpH9fWzcdRj/feWqYjs875+ybeJ8lGo2pfROMqLq8VyprjSDQi3SzPJ81Jn0+/p2YnJsRkm113WC9ZIm/+WJ7AU0swq/ILcj1QAetTiwvYGDr9+yAWt3mD74uj+nWVf16+4zOZ7rSvzpV2/HfVv2BfPr/oPuya0peNo4g05J50cAbh9ye+sb24fW1z+cWnO7KdJdh81vf/YG7J+Oj3iazMd1oVI7pqVrKihV4d0YOEYJgBTqe+o+6IsiFIHMV1/Zljo2vqBQqh2KyVTwnu/1gvdYXzT3tXHrvmS7jl2HZrN3V0cToIWnXTq2JlJCG396stSPv7h46K6v9B2jleV+55cI+CXt0uvLjnjmbhLmHCspy9LQutozd7j4W+j6R5kcg66hLeuvSjifmy62oyxfsNq03kcfSvx7veWENLS+dxdBoLXbkRdqlkGZKFEEaN/ihhBw7kPrLdPuiNY+tL6+MbE4+Tu38KIcHwXgrUKIu4UQXxFCfEb/12YDxwm923U8z0RTctadG/dEpafOM4sRXvPVoMzkWIjo6MZ62aFVcf+LTRrHY4PSNEH1fWjpbTzz+rXegCB2OW/5+jJ86sqV2LTb3GfM91rJNUrk5pDKdfvQxpsc+9plm8NNegKnhDQawbpL7qsqd3quW9DiFTS0gYV0WlAof9Ps+0+djKt6dxxIBNrHHr2kmCZ7vopl7puaK2zL0/UsSh2azceL2EUafR9afXx59MA0rlu5ozS/Lqy6rk1BA2hd23IfXfO70DSL+mRXL9gWCMoWISjXyTg1R/r7t+zHVQ/Fm38X92OWzmOm4Olu8NRsF7/3+Ztwf2ARQjfUTsrS645vbyiNEmhtU/aq2/Z4fTY9bfKlT4TK/Puktg+tUa5dD3xCfn5cvbuPWjKZ/d4piQBv41qQ0Re/SzW05Jo8+bW2qnvnDQrlyN+TEj+6e4uxMB+i27Of5XCbkjrg8KF14BLGQprXKJNjWfShdaaDY5BxtPn6jwMfehwwtYfgU6oEQaK48fmXJP69PjKT4x4KvbyOhtanea20725JfT6TY11DSzU5ttNRoxxb4+s4QBVonwvgTgB7ADwdwE9p/57fTtPGD31SqPsXtsF/XfpwtjWQTZWgUL6u7woc0RHCCNfvLdNKol5Eui+Yrx2l7bQE22K65q57SCMWzmdPb8vrAICdHtNQu3plPmebf+uTEL0rVO2TZXv5ebdMiJws+raXsYVEpaH1mYiu2HYAf/zl2xzle+otSae+T811C0L0Hmtbrrrb9lAm2CqFS4PmWxQGgL2HE63dcUcsKi3bxtb46YGmdA5o6SYj96yZMDS0+XWeLIYUdWJMtD2TXv2znqIn3VGUg8KbrqHVFtz0+xLyQawKZR/aVdvDUe0Bx3MWmOfa186RxODuTXtx18a9+MCFD5K0b8l3XWg2DwrhMH+NsJxUiyU9S6NYVUPri3LsH2OKBwSK/UOZHM93e8G+p88x7N8VU3NJfz5i0YRhcqyum6lldLfbrkLKfCGxJ813D2Vv8dj+r9+ebkCg7Ul3/ZDAO869G3/+tTtI7ejJfNsenzJCwuqrUhaFuUxrq+EUDEMCsC6EOt513Xlgbiqvr0mT43u/k/w9uANkk2NqNOQylNBq78cKABM+d7WSskM+tN7fA2WSNLSeDZN9PrR6mXNT7t8BFKMcl5gp9lHp0zYkZ0Up5cvbbshCQF8dzQOGmGma9PnctGfK+bt72KTV69NCAPkkU4j4/WeB/FooTW9ZCd2exP/5ws14x68/y/ty6UeUY0XMBCo2nX5/1KSmmMak0yn6ngH+BVU9KnEV7HJzQd+dNlRPSPCysYWT3M/M70MbwiewZt+tK62OH57tFgITffjiFcb3sA8tpW31BGJXEnv/UvdEOFyunSXX0JocmJ7HE45LPidjoEpX3viO4UOb/+67pv/nC6bWOB8T3FGO9RYnQqh2jKKhtdurxUnwCTVGlGNB76PO+iPmJ+t3xftNhYLeeT9bbfnsVauweLKDX3j6YwEkVg3l9744LoXeQ772hnBpaCFjt+3RPnu6Ssw2MUIUDVUX+fah9bz/ivXnn6dmE03dkYsnjGdf34dWlTvX6zm383ItyMxnC9Iy6PZhtyeMO6F+Pee6PSxdNOG0gmlqH1qfWTmg3QPnvXD50NqdOHLgLdPQfvdPgRUX5nUpDW2pz2SJ4GasHkm6KXGZhpb6vOomx3bVlTW0XfOcgvWn6eangdOPA179SeDn3mxXSKjPZR4dEGh1rv6gv66ChtZXyPgIsoqobXuEECcKIX5BCFG0SWO8uMz1XFHzgIa7mOch7jg0I6UBjLLjfuFIvcgmOqKaD20mABWvV7Edibbn7k178Y5z7/KWEbvPXDWSwmIC9gC6H3VcY3x7V9rlKI2Wrah0Tf6S9rjLsSn6CgeTF9/jaRvCJsf0a2JHOZ7ITI6bebbKNFX68TpRPWmRW+08xHKC9aqyQ/fDXx9QnNiqZ+Hbt200fm9DQ+tr9fINe4zvppa0mMvcYqTYd2wtjk1h4UgTxMwI2/kXig+t9OQNtaMs2ex8eTn2OGHPjXTBwTdPt/viJ65YiY9csgJHaFtd+Qj5V/qiAuvQFoiSv51srDTriAsK5W6fcc08xXmrEeZ1UGPbbLdXaXFLf7ceTq/9kYsnjOvgyrt2xyH8zL9fXvjd7r8SuRCrC7fJsfJ2xo7Rev6QhtY3r4+1qtLdZ7z30ho9elKmnTMgzAJwBwEKtK9TEhQqE2ZTlEA7taeY1qgy8i405UNL1tAqgdZxvbwCbUnQrLu/CRzelab1tUP9np7H1N7k77UfcSQtmxT14DxfmZpRd0pMjg/v9td1SHO/CW3bk/0+PoItSUMrhDgGwFcB/B8kZ/8sAGuFEF8EsE1KeXprLRwj9Emh0D63XZ+NU0NbmCjHC4LqRdYR1CjHtmCUfFd5nS9A7ddcA+lYUyx56fQDskawobLsc/VtDWVrhezPZXV1pUTH0YsKq/XZX7cJZKzJcU9KLFu/O/P11NuTr63mW2JVNysPC+yhvWBnSzUS5UJjiIKftqEZK8dlmqh+8ZkJU/BpaO2tZg5qPvd61GJKnZ2SbXvKMM0TXceldrwYRXbL3qLFi0/zCpgLRD5hrCiEhc9lLiCI2gHxwpQnKi7k+L/7tsTyCYQq79Rc13vv7ec8dK1dL7WYhUKXNYtE2OfdxrdoYaaJ+V2NY1o7lSbZMjm2kZAerXX+WS0mLF00kbsLdbS2CMqibLH8/P1t+SC7ZDjiPfIl0++xWsB0mxz7A8HFkIwLxboB7fnrufqqQCFYT6ExDt/WYPu0i18WEVfK3Kx27jAwP2seM9JqJ+A0G7H9bRsSVKkoAfqBH+Rbzyh8Am1UGzwDefbdakfsQgSQmhwvdmSTNJPjo0/SXjBWuu/9udmOBWRyTNXQ/ieAJwJ4EQD9rX4hgN9rulHjiq4Jyedm4clzE/XZVIlynG8zZP2ufe5mL0VRamrkIveh9bdJ/0lfVfcJHf3Ztif9WzIBLOZTbYyrz7+3rvm7mqQVNMe+fuHYHsNFmfZ9/c5DeHT/NL63fLO3zqomx3/wxVvwpRvWFduj+wV7+mrZhfb7W9PSAaaZs1OIr6BVMfJH+NBSjkmZ/0hpm2+Caw8pZYIMEC/Q+rbtIS8caWOCT0Orfr5z416cdf3aPC9JADTR3Up8wpgupPueCf2n0NZB+vtFGr+Hx1EqIW2az+TYN1ZsTRcHEpNjNxffb25hotdf1IYXoVgzKJQXx7zVrygLs3kGd92mP2VpVgNbsac+2u/X4oK0z4I1f+ccSk2OO0JkFg9JUChPYxwUohxLmeW3fWgp+MZWnwvT1SvyOCEhDW1SuKs+XzvM7/o2i97YF6ExkhIUquuKPB5Ib5gcl900mWtoAWB6byCvBG45A/j344HpfZ42RJgcZ1mIpsmlaOnu/qZ5qOOJchwz4JV2ivQ81PV3+sKW9Pte15MmXSAoMzk+6iQrj4dgnxsfQVZBFWhfA+DvpZR3w7wKDyEJEsUEUBfMbXLsS91AvZ4H0/miK+R1f3cF41Aoc8uJmj606uVaNga5IxmbQmI/oxyHJnzBfJH3nGq2lgU6oV4DqoY2cG+37ZvGyz5+LX7+w1dpDXNXFR1Ey/O7z9SzbD9Zbz0lE+HQ91KT4+B7jiA0BeoOXU6/D1kxyElou6yyxRAFxeXAtbAWwjQ5riLQ5n9dfc8es869fVNpHca1sifB6d8bVpkRmPW2Fy5BybmU7YULqDlMWKisMi6GtsHx9UNfPcrXPGRyPD1nHiuO8iahPVHLyBYfLLPzmNeYXt/PfejKrP1mu90FurftcfmoJunmrEVclz+nW8jP003N9bLf5jTrqpio2kWTebMNITN+uz0hfAvkp/3gvuxzFoyqxPpCJ3oxWS/b876X0jzXpG7bG1r9phdeEqzJpszk2EYXaJW5bNYWq85lX0s+H3zULd3r5lz2g3fenwIHtMUoWxD00sBcTdfQRi6mkNuhztenIQUIk1dPlGN1Pcv2oTX2IA5W5O8bWfnjI9hSBdoTAOxy/H4MAOLuv4wZFCr9rUWbWF/RLh9M6uS/+JwWJ5nJim/85LygoXXlcXxONBLuyVa0z5KjjNJ0jrZR64hJF5t+Io3+GroX+oRJfSqbZIQWK9TehjoS7nsZ62ftux8FH2GiYF4o3/u7eaQngTd+5Ta84tPXF44bAq2jrLpBoUgTwJBg65iE6c9RZWwNrd/BrDIdn4aWWKj+nLpO1WXpodDv65NOOMKZpnD90uaee8cmrNH26VXaaymLZqFl98AOOqbjW8Rz3Yoqrx37ulFusW9OqQTzxOTYXVBoX2/1+eglyQS2bM/VpF3+k3ZZs1RxidB5dP+MI407r3+hyN3u+ZKFDQnpXDDS78dsGrVbFzw7uoUp5fStKvR29aQsXXiiDjlzFBcmT/9Xx2IE6tACYGjhL/ndscCjNLSOxfe88EjTVdI+tFojunPAoqOS7yENrZRh7WNSueczgAfPBzYvK6aPXMD0EhTytQj90gqOVLt838NbQXB27UM7tRfZQkfZPrTG4kfohU/woe2j0qdtqALtHUi0tAp1Bf4SwM3F5IyOPdAmizBuDW2TfctXFMU8q1iWDJYJ5BM1QfShLdSRFh7U0Dq0Aq6XZs+65lWoovmxjoTzRdSjT+aoq83KjI4arCr3PQ1TLC/n0Ix70/YmzB59fdTeIsMbcI16P0t+6EmJG1btxIptBwrl0oOrxR1TFH1o9c/+Anxl6yZ0vu0o9N+oYwptQStOKNWDe+uLKlS5I3R+QPg5UVsa2flD90y/JnqEWP28SfvQar/59qA2y7CESleZpaUUE4U0tGZgtvyzz/RcRYx2xT/I6/PXr14v6vqJ9D+zfQh+1+k4xko7qFwZdmrXwlpUlGN4XBih+oFfWAw976qtuouJ6leJhra8HIW9OK5HAv/YZQ8b+etYClBcmPJAkMVjBVmypH7fmNLVFs+Luxq4x5d0VgSjhzhX1CI1tGXb9tit6M4CR52YfJ3eZ+U13ySmf2ihZ5sRgV1BoeytY1S+YBMbmPwaGlptLhIldBIfJlWmayGi7FxsR2sA+M+nJm32+tBq3ynbDKljZT60C1BD+24A/yGE+BKSQFL/KIS4GsAbAby3rcaNG/kgaQax0Wmya9UzOfa9eM3fjSjH6UtnohOvfQPyl0twg3THF91HLX9Ew5PXKj5x5VQVoJq563Y5Ex33ookPapRjb78CcGimOLjrgYf0yuL9ST2Tj550rhfHdkHq/QpFJjeFnbgJHKlPBoQKV3vKDkpNoKhsoQWHD63n4vtNLsvrmJjIX1f6ghl1UpxP5t2tsNusf9X3E6b6WusaMn1CrsoVQjiD6oQIamjVRNtaKHDdiyqxBUJWPL5nwKflDJ1Hlteqz45ADLgj9vvyu1BJ1FipC+Cx77BQ8L2svsB2PicenQSJOfmYJUZ+t0Brmxxb9XjaqOfJ9x03AzqWlaFjX357ays70FqhPYH26dAWcvzzBr8m1k1o/qMO/cXXlxn92HzqrLIoPrTOoFCh844QaKVMhKClxybf56f1g8W0SkjtzhZvihB53ercbGwhz7VRdLGRxXbEopth9yyh+gd/CTx4QXkZpQ+P9WB6fWED9OYDaQgCba+rtSN076X/OlbRLA85JIFWSnkzgF8CsBjAGgC/DmArgF+UUt7ZXvPGC30Fr6O/TfqMK/phmckxZWyZ1wJLUHxo7RT2C6msTqevn7VKW0WwtssqTecRnqk1U6qhTBKL753yoFBVBMGQVYFLQ+vViEUKd9RyOh7f4VJBPWBCFmpHjKYxeM6EfkDpzsHtPByLLnl04/LnLnRs96FZ7E0FP69AG5iElzHhExCJz3g2/5DuazTf63nvn+7r6QvcapepT/b166F/Lmx7UrJAQQoKZZlOu4QB0tDmELal9d1Vnv75Py580Fm0Lghc+eB2Z5qQ1lHVra6fa75cGKectZjl6O+t6DgQVnJXtPWQYHX0kkm85meeiCcen5u0CyQ+re/83j24fuWO7BrYCwKUhS69fl0O6UmZnWuyNbRKU77EVtTQmoKMfg1dYx/1HUu1TEj+up8hV03UxSlFt2cec73vipYFQNGH1oHLh5Y6SkqC5193Flh8TPJ5XjOHLzxovVygnZ8pb4NTQ+uK6BypoXUJ+K50OrqG1jY5vvdc4Lw3htuQJA7/bu9XW9WH1pdGdAgCLZscuyDvQyulvE9K+adSyudLKZ8npfwTKeV95TkZ9VpQExkJfdJtpW2wb3nLcq0cE9tREJq0z9kqb8V9aFWWbB+7EqHGNbGUVro6wSBiz6BM8PHmqzdv8v6uBACqBivfF7esft9ADByeLb6EHtk/jV//xHV20mgtkS+1GciljaBQRSHQV65vYu9qa+EY4XqEzL2rCKK9RLpLP4fyS+dnRUcIvOg/rsALPnAFgArRTQlpdAGxislxJtB66iuMWR7BlWKmuG7nIUPo1ifzxrY9hg+7KL0OFM2mfR6uPFVcMULPxaeuXIlTT7so+V07i0OeoE+6YP6RS1Y409gCUM/RB0NbGdcNClXmp1qsz/w+4dzvPSxo6oK5QKLBX7fzEM5bthl/d+5d2bWdLd22p9yvWN8nWT2vEx3b5Dh8De0q7L7mW8jJy7fb7a6PZv7tH8dm5rrYuPtw4fdYn2bdRcOXR9fiZs0SHbWSph2wzVpit+3R0xH66vwMsMQl0Dr2O80E2mk4MYQ6goa2ig/tfNEHvZSlx3na0KTQZmtoq2zb44tyjOQ6dRxBofR6GjE5XkD70AohnkItREq5sZnmjDdd58vEniyXd65rtFD1IWJe6PTAKmY6w6xOCwpVZdseWwh1Nb9sYq2/VJKyoptRKIuazm4PeY89iqkpoVy7/gnPtj0+qEGhCpZBJRNYV3+tsm2Pr13dnvRsUeEvP4bCwnGJgJu1y3EgpKGlQKk7ONF1yGzqJ92/zsdNq3fi9z5fDJugX359645Q/YVJXwm+fWipz1k3f1Cdx+cDkWN9e6662HVwBi//+LXGb6aPqforiT60+eeQpkolS84jz+TS6lYJLqYvfoTKoBRdyeRY+67HawDcuh+aeb4pGOtj5aUPbCukD+F9trWfqwQpXLk9CSimByObtvbvtbPrGlhfPbqLiR7Q0VemCzvwlG1ybGi8HXMC6kI6ZXEh09A6LvK//egBTx7auzRLH3j4pfFXe96hboY9+NkPmEsjGRzNtY8UH9o5YMnRydfujHnMSKp1nvkZx02xTI6d1VXwobXboUdlDqVT/N5ZwMMXa8lK9v31NqPkIbV9AapoaEtNjieKgrIu4Bp9hdhHCofGT0PrFWgBrAdddPds/sQA+gRG/ZWG/0osf372HbR6Iw4UAhx4clMULxMiPiiM/l29BMsm68ZhazKe/fW9sEpbRxfyfWU2qaHV01ADyHYcfmGFdA6b47Lm+OoXEE4TLN/kNXrbHq/gaCbKIohL4OY1O/GtWzfijD96YcT9CFwvuNotHZ88QVACz48q92OXrTC2jDHb5s8vI9LodeYLSeX5Nu4+7NR06BPb0LPvO0LpC6Y1SHh7pFAd0tMQKWlmtGWLanoAqKy9RAG8bNgMml5KdxrX81d2zT5yyUM4U9uHN2mbPV4HmwEAeNyxS7DdEe2XItAm8nP+rtSfHT0qL5D6I1v5YxYzO1m8gTzTA1v30wsA8G/n3298L1uQtX+3p/22QKqvJ9iCo2tIcrkW6X7kel6lAdWDUElZ/i4omBzPWQKt1hddVhvUd8Ac4WaGfGh9UPqwWUf5NSkugAKAJ7qXkTAyKFRMOikTAZGioTVMjqdROGPjnku3yXEVH1r7HLwCrYfFR5l1VNbQOgR8Z7LQWFzm0+wICqUQIvEFLmhodZNjYsArGTi+wHxofw7Az6f//gSJz+z7APxm+u99ALakxxgCRoRBXyTWFuqj4PKtc32XAB56ZD9OPe0ibNh1yLnm1iFGOS5uL5F8z02zi+33aniy38yXWl+iHKd/ez1pBYmgFRDdQqJmZCKbCMYKjuH0ob7iCgrl8kUTiBd8/Aun1vYn2rP1l99YjovuewR7Ds9FT0R8vwfdBAxhp1hW6JyVBuNz16zBrkPul7nK/+rP3IDn/tulcF0p9z6ybmRPt4gw/xrpIroQVQstpcTv/MwTyXl8iwVkSwhjou7OY2piyz+7qna1p8z0EkitFkqe1dn58nOd75pn5zLXLLtkZ163tvBb8Tkov4Y2ymqEsp9uUpZef/Eaurag87UjdMouH9pYrrYsUW5btws/vmerZV3jzmsLswp9oUiPtD1T2O5I4hu3rNe++e5Nsexkex0tynHEw25f/pAP7R3r9xTyF+RwT9UkDa0KOhtxC6lWBob1UuA9BKQyhN1vbQ2tU6vg8RmlQBGgenMegbZwF0wfWtc1yiyOpVtQdW6ZE2ly7BNog/1TD5SlazQjdhctXRygmOoSyghtieTS0FaKckzwoR0jk2OvQCulXK7+AfgrAP8gpfyQlPLq9N+HAPwjgL/pV2NHHfUS7vVyLVKVaJNU/KuPxQNTcz3cvHonoUyJH961BQBwyf1ukyxB3IfWlnn1QE5SShyYDg/wxipzoZ1mmf1g//Q8fuK9lxTa4COfYFMm8/qE2p3mQxeZAVgyv7CCAKa/bYvp1eH9064gFcnxG1btKNxjIYDpedqLQwgRHoddQpVn4LXboT9bTz7hSADAhl2HSO1K6imr1z9RLouSGhLcKJNpNQF7YOv+dA9PvSFS/+OkqH3WNbTVHxZ9ThNcqLDqoAYis5mz9ruMIbTQ5NOA6u3TP7sEM9d99Ang9gKdc5FOa28wKFSajqShrTCJ8S1yhtLZzZ1UAi1BQwv4LQhsgVYAhYk1LYBa8jfWPYPCO869G28/5y6rTX4BSh3Szaj1M9p7eNaroX1k37RhVuuTM3R3Ht2SZS6Lcqy1CX7hTWGbzId8aF2QNbQRUY5j5lQxcyQgGb/NKOIofLZ9aM+5fSMyDW2obW360CphWQWFMoRF6z7rncfpQ6v3TE341bn5s8DDl5h5YqMcz0eaHNtaYF2IpQTN8pbvGfjCL9qSKuytkjQyDW0oKFSEyTEHhSrw8wDudfx+L4Cfba4540k+0OW/5UEorLQD6lv3bNqLP/rybdjkMCeU1gC+dDLpNtNzXecYNdGhTc59QT+6PYmv3rQef/zl24pt8X5RbTXL8kcEJgiR1HdJhEYqdpuVG1btwM6DpsmebxJw3rLNxnfKJM0MEpLw/gsewJ997Xb89OmXO/Nc9dB2vPErt+NLN5hanGtWPIpv30Z3p2/K5Njua7qQ9OTHJH5nG3cfJmieafWGNLRzjkBAxy7NPTtCGjh1Hosm/C/+mEm6zkcufgh/863lzvJU8rDGPFyx3mKq5l1Cm1QH8rzi09cnE2WHQAPEC8OheaWv7T4NrUswc5VhmBwHLcTCJzNHEATnLF/g2W5xMldFbutJ6ZzAF3FfKwBYlG69ZAtkoToVrsUiFVzRGZfGDqAWOGf1Pm5SoHXVWx4UyjwR/euh2W52Ze2gUJMdcyon4fMr1srOfpOZBlQPCkUZnmN8aJ3YY6knGSUoVCZnlKbMcQUaA/zPqB352bifnoo/fvlK05Y7a6ztQK8WkC2TXgplAq3SyC46IhFA65ocG/fd0dN2rQbOeb0q0J/OqNeqJ9bk2K6jcQ2t6mA9828orfdwwOQ427aHanJcIlh7V20WkIbWYj3cmti/AbChsdaMOXqUYz1GnE5Te5ICfkEruEjo8F+1LJuwZFHiMj09536gO2QNrXvC0e1J/Pierc48tnBt582uX/rH9gOLoe69sCcvn7lqNZ72rosxPWcOVH5Nh8Qbv3I7Xn/WrdakiFa/T6A1X8j5Z/0dde3DO7zlbt2XrNpu2GUufqzYdoDWMADLN+zB569Z4z3uOsXQddLRTeked+xSAMCOA/SIiWUTuWK/dQs46vdJbf/UoIY2nVQed8Rif90FDWvxs+u5X7vzEC6+b5vDkiFfZKmzmEb1obXpaPfKx4ptB7B5j9nX9IlylWjZlMWRnuviWnmdEYQdw6Jv31y9Cm+gNEM4Ld+2x/YvdpkpV9HGUwMYhgS4yYlIDW0vH5f05049R7rJsT1djjEfdgWFaoOHPWOka2HRtU+xwp6nFt1Ayhdm9LLybXtEsFybMpPjbolmldoPaUGh4u+db57jtwYqrzNZ+LF/VybHgTYqIWVikdaQcp/5JG+JwKaCQE0sBiaXmprXwjlIU6B1XlctMJJLQ1tITtHQWvgiLAcFQY+GNsqc215lcVwfVzpfnsmlnuOe/AJuH9qeL8pxiS+vV0M7PoKsgirQ/gOAvxRCrBBCnJ3+ewjAXyIxO2YI5FE28wngYEyO/SxOta92hM/cP0RiaSbQdp0TMP0FGcKnoZ3vSZKJkev8bA2tN29p6Wb5q7bThTVXfiklvnxjIlzbgTN8rVGXcPWjB63UtD7jCwqlo0/gXEFEXOTFKUGoWh+OjSIammToQdZ09x6KwJSVTxSYDfPTnu2vmN9bl59f16FpUJNp5UN7wpGLCmn0+so4MD2PjbuKlhZA8Rx7svjMhJ4rCmGTY/2LvvgQLnO+Z04S9XJihRApQ30pLAh0rIB3Lk2jK36AsW9u4GK6jv38h6/KPocEQZVzztLeuYTgKo9smaWC3Q6g2F+VhpbuQ+u+bj3r2XKNXN3CfXAIc+nfmHEiFr2vvfl/lrnTBPqkmY72Uu9JFLSnye95Qv2c8x0KvEU6Ke5DG6ehLYgKvkUSQluyc3Mk9m3v5DUf9lSom8Db6Xz70QMoamhdwq0yOZ7QFjSp/bFUQ5tqOycWJeWHtJ+6kOrS0BqCo4wI9hRpcnzF+4DTjyvJY9OAQFv2jGX9LHRvygTagKApOuU+tL35/Lrf9N/hdrDJsYmU8lIAzwLwAwDHpv9+AOAnpJSXhPIyev9XQqG26uxb/Gmi3gp53CuOWpkSWLpImY113Su+kI7JRBF78qi+9qSM3tZBvUxCW4+EIkw6f0//XvbANvzmp67Hhff6tMbu9hkTO5m/7O0FTe/EMPJla5PtQ0v0aaQuoDZpReCtI0Ko0gV2KfVnSxrPWei6nX7BA9h1KFnFLjs//ZrN9XqWyXFRoNUUtM7FBWUuqCZ/Ry/1B58PmTurzwdm5vHSj10TPIc8j9SenUC6knKoPrR2SS7tm4v5rgxMMksaZ7cgpCX3FKYvTpSZHLvGRD2dqfk105YtDlEW+uztUdxRjuOfYfu5oATUsS9n7kNLMwH0+dDmGkWkf4uDF23v0gS1+FcnKJQPSpGqfwmYz5K9yGiKRLqwDyuddIoPLouc7y3fjBtXJfEzOkLbh7ZkzEzSm9/tvlZ2Pa99eAcuvf+RcCWgXUOVxjV+q0X4ULllwd4AtYDpTqfLOe780p0hKzwVujr6+B84ccMyuWRcUALsxGJgckmJybHWTtdesPazRp04xEY5Xn9D8regffZcE1sLLBvS0BY0tgST41INbYnJsTPKsX4+mob2kbtL2uGbYC5Ak2MhxCIhxG0AjpJSvltK+fvpv/dIKd17S/jLeoUQ4mEhxGohxGmBdP9HCCGFEC+OKX/YyQZc6Q8K1WTXqrJPoGvxyV7FXDqZmxz7IqJS9qFdaWk9Mw1tV3pX8M0VUf/xsk3cQ5OuPE1yYMUjSTt95mI+7O091Mve9f5w4WsXNWrxhDVJm5rtJhNiz7mTLYIGNP75qu1ZPoO59QNd83L2zevJFg3697muOcFxCS4TuobWce+UGaYyqws/n3ECUCG/bZqo1VdHO2VooYnlSGimniV5bK2nT3NHrdeXxWfamAfNMU0ybRNLoGiWCJgayVB7y04l5Huq+kKyyJIX5BKCq8htF97zSHA+npedC5u+c6WaHG/fP53FEDBMjh3WD/b4VXC1cDRFXSf1jLZhcjwzVy68d2VxwcZlpWmM/cbHgkTrVIiZkcyTBKsePYgbV2sCbcTzZAvcBQ1tyQLMvqk5/NU37zSa7YLWJnVuxSO+V5v5jtZLctdnL4z6FvQLv4pOWJgFEiFFTFhCWehloH8uE2hTAcgp0DrecEoA7nWLN+Xe7wD7H9HaQNG8CkI6D3NTVnHE/tm0hlZdiGySXGLqq5hc4jnuE8wpGlqqT7B0t3P2ULH8MaBUoJVSzgF4GmpOY4UQEwA+B+CVAJ4H4A1CiOc50h0D4B0AihGBRpbk0uk+tL4ItI3WWqHs7FnVfrMnj7rJsXNclrSJwedsH0ptYu0LfmKujhZfRuoX94vGTR0zJ7tNvvzmPESfVITqd78Aqe2ytV/Pfd+l+IMv3Gyk0a8TZRHCzJMLjo3j7FfuirrSnEIILX32ueecZpDqLiykG9fM7KdzDtPSjqbGcJ2CmkzPaeODj5DgRzo/x7nYpsZl22W50KcqQU2vdYy64DBvmXaXTSpD2IFd7HpcqMBKnY5ZHzUolE6uSTJvh0D5+yCkoVVZSRraCq/zH6TR7bMyHNf9I5c8lN0bVywFdYxqcvzuH+R7u7oWMfJ9aIt5Y7StyoqiDYHWF2tCJxNUhSkkhvyCZ7rFxTOF7ywMFxOXwKu/Xwm9pOBDmwrvyoqrKY03KSaHY+6icGnwAcsX36N5NdphLTy4tLrOvNm2Peqg/fQjETonFoEcFOr4p2jJSq5P5kO7CJhYkn8H3CvsmY+mo50AcHCbdpwIVZ6dPML87vOldVbQQFAo/ZwO7QJ2rrIORwaFWnSE+3jI5NgV5djYiNu9A0WxGo9p8yXvxII1OQbwPwDeUrOunwewWkq5Vko5C+BcAK91pPsPAP8JgNqLR4ae42VStv9rGad93xV8WpXt+91fCcXkWEVh9frQWjWs33kIP/ehK7112nXP94gaWtdppL+5XqS+iIR+DW3yNzaWQZ6/OAFz1ScBfO2mdTj1tIvwvh/lE7gyDUgZSlDSr8U9m/d5BW3qJDOvvr2BMEaosjW0+mKREibLTI5j2qJfs7muNC7DrMPkeFITaF0CqczSKw1t6Pl0562K1K5LuF/Ra4qJ+q1r00PYJsemPyW5aaV1+SbOc/NKgLJMjp3azxKBNq3jkX3T+OzVq6Py+jSbn7tmdRahvrBtj6uNkdfMhaulZ163NnteOrbbIPJniaqhndK0m/qtcW3bY2sL7cWm0JUVkRrao5dMZkJbGZStzIx6dSHdevno6aZn83KLlhtu+cFRjXlcu2T62ODD50P7j7/5E4X2kvC+88qzUl1rdPTFn9AimS/miUurK+G6btbD4NQEdBNzY/2auoS5jbcmf48+GTjuKcBxTy4RrpBrZCcWA7tWAQ/8UD8LM63s5RraoGms5zxcCFEePCpbEbCeF1tDG3qSmwgKpZ/TZ18ELPuK9btqJ9Xk2KOh9Z1GZ4IQ5XgOpBUC30O8/5HyPjOCUAXaowC8VQhxtxDiK0KIz+j/iGWcAkA3Ud6c/pYhhHgRgCdLKS8iljlS6JoQ30QuduX83DsCVt8VZvDZI2sJY9ajDCBZefZFTdR/Pm/ZJlKUWX2rHd+E5yOXrMDz3nepv90BsyPf5fBeczVulVxGb7lEgVRK4N9/nOwh+/VbNjjzSys9hTzKsX/g0icB1EmmXv0HL3wQn7hiJa1BNfFNSrrWKrvbhzZCICvUa343NLQ9MwCPa3/UCV2gdZrCJ7+pyVWoqa6+E4OdXNfQhoJClUH3vzY/d4j3JyScNGpy7JkUK21YItBqvzu0b2WTeOo2Wi58GtqPXfYwdh6cTdPoz4NPQ1sNihYrixVgCf96nlmiNYjhk+5YFPRp3gCaMKVShCwFlkwWp0kCwF/96jNKywdMwdMHdcFNPyd9oYI6j3DF8TDbYfadMmwfWnXvj0ituGL8mENQnvHcpct/zMYVwA0wz33f4Vwb1u3Jwtwoy6NNkgrXX2loQ0Kt7CamprqgcvUHi4376m/lnyeXuIUfG92H1kZKFEbmTKCl3D/qBIkYFMoWtKgaWlto9u7bWoZ2PtN7/e2jan07jiCPhWuukWlomzI5dtQzsQjjqKH1Rx8xeS4A5ejwdOtYI1dDCNEB8EkAf0ZI+1YAbwWApzzlKSWpB4/qL93sZSJbjaqY1VvSHheuoEqm304+VE/7gkJZvx21hNbNVDUhDS0AHE4nCDFCa1K+Kfhkv/uCwNXs2r5Jd3HrFXc9viAVVA2Y7UNbVsdGxx7ELvTqv3zjOlKeWGImJYC+EOM+bkcjjmpL4Ie5eWvPT014yINChV/kKrua/AUtKIJaiGA1zjRS5vXHmArH1BE6Rl1wKEY5Lheswm1wZ/It/sxlQpr5+4xjnCo3Oa5+DymLTvPdnrdP5vVUexr00/Wdx+Y9iUalI4A5Lc2nr1yZ9zWi5s7Yb1j7rAQRZSrsEmztcS90yj6T4xOPXoJfedaJ+KFlbm2bBoegaGgzv2OtVOGoQW+fvZCnoy+a278rXO3Xg3DpAeN8+PahVVv7UYJDGu0rEcSDebX5lY3XXaXnHkf0+t71w9wKridhvdeLZbrrss0VHAJNctPig1mITlEItOlqUY6f8DPAI/doxThMjucOa8cC1371lcBDPya0NeK8bGEtxofW539MNdEtK18/HlpE0MvoOAKSBaMcT3h8aD3b9gTb6qmnMzlWgqyCGuX45YF/v0asawuAJ2vfn5T+pjgGwPMBXCuEWA/gJQAucAWGklKeJaV8sZTyxSeddBKx+sGjryCqx841wWyuvrywm1fvxC9/9GpMaZuzu/AJEtkzrKVJgkIV0++bmjNeKkcTBVr1Euk6NLSLHavkLm1B7LkBfr9E9XNscD7X77bZNqC11ZffV1+4ORnefWi1hunn/sDW/aRyg9sTtIhvUtLTOqWEpm3RZh8xlm9//OXb8LWbckE9pKGd6/WMfjjn8GuzzfJssgWvzOTYn9YVzbQOUroWWOKp4nsopX6v4so3n624uiX8EZPv3+J+BuY0Da2OK+BP2bWIEfhtKJpNWyvmDgpVrd/o0Yl9p/nIXiXQmgG0vnnrhuw7JVozYO8LrAu3yOoAitGBAZdW33/OSrizz+lxxy6pGsomY2o2PuI/4JZt9PHaJ4wByTPsNjkOj93JkEnvG0UNbdI/lIa2OR/a8jQhDa3vfPVnZfv+XBOop99zKBcebPcW104EUv+iKPjQOpA9ZWfuT2OkTwXgzkS5QDuvaWhf+i/msSveB8xoAS9lD5jeZ9bj47qPAo8+UNbQ9C9hIuXSXBY0tL722D60VTSagfKziVukD61wCbTSf13VPQ3tQ9sjCLSn/kra5XwC7QKMcqwQQhwnhHhx+u/4CnXdAeBZQoinCSEWA3g9gAvUQSnlPinliVLKU6WUpwK4FcBrpJTujdtGEN3cx2dq12TX0ov+4EUPYcveKazZcdCfAcAP79qMXQdnvBNGXbsxM991vvyueXgHztNMoY9c7A6Zb6NeSN2eLEwsjj/CNNuQ0j0pDa3kevex9EwSpSNtDHaUY1fdej02Xo0ysUFqsheaVPiKCikV+yHIuqrwC7T51bG36jHSRLT789fqAcvMjHq5tm+nS+Ao19AmeVRQqNAcMKjdC9Zi1qWXZwuT9r7HQPk9n/P4opXVr/pomRA4Z2kd9dTxQaGikgPItZz2rXSZVJZFbI7dh9asr3xmby+yuDW0pcU4Mc1c3YUcSi1o7F5/9JJJY9GSgm4S6vKhDZkcU4Qpe9HSbpdPvnAJ0D6miVGOVX3mtj1WOp+Ab79TQot/Ko1jxDDLB97zw/sLaQw8GtqlmYa2mWeTZnKcz6+o+fX2vezj1+bt8OS1y3EtVC/fsAfb9ttCmDAFC6dAI9MItzFLKIKmoVVC4cRiFHrV/d+DccbzU3l6l4BZBZLmWbrPo+BDG6pHF2n0mxMh0Jb2tfR4SEg2TCEcYlZI891RGlpbc26ZUIeu56m/kvhW+xZRxtTkmLJtz1OEED8GsAtJ5OHbAOwUQlwghHgqtSIp5TyAtwG4DMBDAM6TUj4ghPiAEOI11Zo/GuQaGLXCk7+IWwiqmNdb1iAHn7tmDf7yG8uNzD3N9Ehas0qfZuWezfkKH93kOCnbNRE51hJoZ+Z7ToEvdDmj/WiID7ovlflS1D+nkxfre7F+d7mhPvPZq1bhnk178ekrV2aTi4J2yyjLXdhRi6neCP2DpNkq9Fv1OU7zoO79m8++A9+x/NQNDW3X8qF1CA+TJQKtIt+2JyDwNBwVar7n9oM3qpDlpoe6BUUorTl80H2ci1GO829V3PRisyhBzl6ccLW71Ic2sDLfhEArpW0a7EgTzO8/qkfs9SWbmk381Wxt9pGLJ7N6qVs7+SKvq/x6lGO9NiGK12pmrof/vHQFDs8W/el81iwA3bTYxxRBoHWZYLtq1a9H15CPrDFelvvIOtsRufBnV6EWT5TfcayG1vsujRBoY4753/3559vW7c4XYqyx0Neum9fsMstTJsfBl1gPBS1jELUaQxBolUZvYlG5YDm112pTTbJzJmhoXUKiraENaTYb8aH1oebvyoc2VKbWxo5HoPWeRycNp29dC91MvFtyPupaSM8iwZhqaIOzViHEKUg0pT0A7wPwYHroJwH8DYCbhRA/J6XcSqlMSnkxgIut397nSfsySpmjhBFh0KehbXC1pGpRW/ZOmRpB/cVplUtZOaVGg1TXx1WmLRRMz7lNp8NCjy4A5/gmoNTL5912R7rT2CvJvjZ798gLNOwTV6wsBGkKTbB9x5Ys6sAXx0vfZ7ItXNc0pKHN8lllqHJitXjqsly14tFg2+atICEugaNTpqGVeVnUdmV5HeWEuGbFDuP7b3zy+tI87z3/fpy3bLP3+Gtf8ERcrV2nuAkxbWHPvjbGAlG0FkhGj7NKoLU1gq66y4WGascAeuA2vR/G+BSWtWHGiDqcC5V6HhXjwB4fjlw8kV136hZhvqBCxX1ozcomhCjU8Z1lm/Dt2zZCSuC0Vz7HOJa7AEnrd+Ec54Sgi7mUe6YHGzK27bGjHBsLOcV3Shkqmc/sXl8EpCI099CZ+R4WT3Sy93XZPrRUKI94vqjp6u/uPL73n30996SBoezgXSr7n33tdlz7sDm2GuUBmDBHaxRmGFLGa2gzwYV4nV1BoWym9uiNakiDR/ShdWlSq2pojRtVMSiU87A0/zrTaPfDp6GN9aG94t/yz7258vsiAvUYAu34UCZpvB/AOgDPklJ+WEp5fvrvQwCelR57f9uNHHUKARsgTT8/41h79VLrsCcRtmlT7CSaOh7mk53ig2a/2N/01duxV4s+mC2eBSar3pcaUUMaK79RBVLf5aEIuhSqmByHzGQp43ldXEX7TkO3ILjwnq3O9LbvUxnUwD0FDa2j75ZpaFX+ranvYR2T1DLe/cP7ovN867aNweMTQhiT9lAL7bGDGuW42zNXtMsWEUJUuYI+k2PX2FEaFCp4PJw3VqD1u2b484buxYzjPttj89Ss2rPX/P2IxfmUnmqK6gsqlAu0+W96MyY6ohBYUPUZU0Mrjbba91OIsPsFBUr/tK12krpdQaE0E+ye/gwU39mu21hqDh85x7U14zNzXSyaENn1VO8echT0yHe0Tsjk2IdvYcVXnR1cUNUZEmYTRHESUJgIVPChBRKBiXrjXCbHNnpk37KgUFE0ZXLsa48lNFf1oS2bkGV/qSbHLpc7x4JGlt4T5VinVEBX/chzTVdfBWy+o9jWEadMoH0VgHdLKQtLJFLKwwDeC+DVbTRsnJFSNzdtt54qdHumv1rPmkjmq7y0CfZhwrYFej2ua2JPKu7dvA/funVDIZ1EYLJkvE/yL96XGiS275/Gp64Mb0vjHf+0z76IxYB/guvXPAabU8CeFFI07KFARnUDEVUlZJqtDm3dN40V25IAF7oWIvY5C2+tYtatXw6XRqksKJTKf+va3bhh1Y4oYcOYIw3ovkx0hCHohLAXY/J9gsNtt6+r/o26f3LehiT/c59wLH7+aY8h5ckF2nINbdUox72exI/veSTcDuK52lv3UNsAhMcXlw+tPTYf8pocTxTdb0rwLcZl2kwVFMoSbCc6oiBILkpDGbsEzHwfWut3uE2OY4LRUiwvuj19gcCsx07nKtc+J9XHi/XI4PF4k+OiD+3iyU7BhHsiRuvoaVcZroXWssWId37/Xufv/kXx4vg7Q4lirYSLsuW+KA2tRCbEUbVtk4sjTY4dgncVKA+MlB6T45goxx4f2pgox6UaWofJ8enHAbvWaPXondAX5dhTT0fT0LrSiIlIk2NHGQd0o9rxEWjLHOVOArAmcHx1moaJoCcD2/Y02LcoprAu5rvWKmTg2aM097xlgb1yHe1y+bW4hAKXwCelfwJBCQxht+c+zRc4FpdpktGO9I9PGPBd21gtHXXbHqPuQBX9WNBz1uGp17Ya2HNotvB7k4GD7CAh+tPiupfUoFAAsHL7wRI/cFuwG/zLyD6/GN9zXzAeG3tM0qugai3zepNJ++IJgcUTNHcIX5TjKhpa3/H7tuzDfVvC400Vk2MXoVu0eY9/+y6XpYnIJusJagHT7vZJVPwkHdW30r/YCKMO+wlzmRxPpr5ss/OuRafkr2ucqOtaQTI5zgR0rV4UBUafhtY+V8rVdfWB29btrhWZeHa+h0UTnUJAwo4w+4i3TT6rMkKTXPeuQ/BLd7fDjf3s9qQ09qn1lyesQh3CbbQPLVLBhRDlWEHR0M4e0huF2pPS7Pq3bHIs0IwPrbe/SPOvfc0/+6Lk7/t2l2togybHSkPrmXhPLE5MjoMDk7bQUdY3FpCG9lEAzwwcf1aahgngXGQR6lh7E1TjmYoYI+csgdLWLsZG3J2K1ND6tjAopi/+JiG9kznp+ezXAtACevhumS94hH3NfCu83n1oy1tkllMwa9fbkvy1I1GHTLzatCoI4V94MLUK6n7q2obkM73hVLNfW6Ph6ntlAp/+9Zilk8F2Bi3LBnRfbNPSmP6hJuxlt8a2GtGvUbRAm82v6IOi0njaWVzn+tmrV9PqrwDVvNq4Jo4KQ/371z5xHakOny99bpFja++6moaWdh5l1jb6AoNu+tzpiCxquGJyIjlu+Bdb5RTqEx4fWqu+ECSTY61ej1tw2j7ts3YP7Xd2FT9xxfINe8hpE8Vb3tCZ+S4WTWgaWs9zEwvFTz7ftidPW2od48G7gC/N2yJl7l8bLE/9P7hSjDjVf7aiFOFD21lUnkYXKhvzs6Scl+f6GAJ2ms5bRz98aEuCQvW6ZhkTDr1hyJRbdDQfWpdAu6j8fDLT9ZI+N2aUCbSXAPigEGKJfUAIsRTAf8AK8sSUk4xbnhdog3jnAiUdXA9QkZSTRyO1g0lQmm9PLHzo2/bYuIZC2xQ6+etf1Y/W0EKStlzw4RNC7eq8dXguW6MaWiu4ymOOWoyjl0yW9Mv2B8iYQDahyUdZXh8xQVZiBdpQ1Oljl04Gr6690DAM7yrbnDDUd4z2ap/Lt+0xj/cc1/y1L3hiuKFatbEybYzJ8cbdfg0nUM8PmmpyfGgmn/C4atu8ZwqfuyYseJehTt0n0Do1tOlnqhbQFtTyus1xy27DREcUIo5ngYqcFkBmuQqh/b8qFIG2q/n4G1rZgslxz8iT1WGda9nVlaRU5dhXRpkc29e6zEola5enSRQfWn1bxKx9FW+dT7Fgt6MnJfYeniWUR/ChVSbHUf1NRAq0E+UXpWcthtV+yWSjbUky6TY51vfILaNNDW1mWacmqp4ybXNi1yKCDNSjRzl23deJRTQTahWtrXTP2iGYRDREmUB7OoCnA1gthPhXIcRr03/vArAKwDMAfKDlNo4dUgIH0wlHcf+4Buvxme+U5JuzTY6tcTj/TFsFpq7G5xFpi8dcq+GuiaGU5ZMglU4RCt1P0dBSrrNL+Fbju74Vhtledx2xfaQgQDkEPXV5Rfq5qo9dYzjq8FVrm/1mv/fy37sBs3lnmYEuW7RYyHEKtFbftSfz+jN01JLJ4ANatOhwf+4n9mTV9zy5UAqJMsuU+V7POHfXPquPP3Ypqc5kjiaN6dXTTzwqmGc2Mzk2f6+yIFlnDXPOYS6rsyjVQh7QBVpPlrNvXl+9IcjvgS3kq2179H6xeLKTRKYPWOE46/DNLdO/+bhltiHkQ+syOc620SNaB1G1s4A/UrNOZnKsRzhGUQQwIhvrJseOMb5UqG1hwFBRjlWfUOde14eW0tZcQ5v/VrXaUABC+/vmPeUmsUl5+lIaULhDyuQ4Sp4VwOSS4tY2ofSlgmXP+txAR6Fqnl0mx7MHk5vanQduOxO48B/8dZiFaR9jNM2+81UdLC2r61nIsK9Zx6OhDZkch3xoOwQNbaatluUm28OwKt4QQR9aKeVWIcQvAfg8gA8jfxIkkv1k3yal3NJuE0cfV3f5cRqNtW7U0mC9DRVt+6oaghphYkLdoiFUlGuB115IVO3z1ud7SXnGFQm6ubSzXEPL7WhG+sFncmxM8h1CKJWwD23yV7+8HSFKgiINZgAMRq92HNK3WEj2UqUTNDnumenMiLvFfLZJbujadoQo8aENHBwQtkATet6NhRmoSXz5ec33JBalVvHJgkt+zLeljh9zEQdIhJ3feO7jcOVD2505Mg2tfS8rPAttamiPXjKJPYfncHA6mfCEaqLuj+xDPQd2KYfUtj3ab0cunsDMfK6hrWuZpK6hT/M3IYomx4tcJsfp38zkWFvgkxKFKL5VoGjV9cW3KkGhinWEr29TQ7h9fWbne1g0KQpBochWtL7fCQ12RTkWEIVtpUjt8FlzWYv9t67djf+8dEV5ebaGduZAUcumOhy9kcnfI04Adq8DpvcBB3cAJwa8BClBpwyhUtbvLLmPR1lCt5A3cxC47YvApaeV1+UzOY4JClV6vunxrmdfQ1sQnXBpaANjQmcij3Ls09D25hG8nmrhQvaAubDF0DhRGhFDSrleSvkqACcCeEn67yQp5auklGvbbuC4Yz87/ZAVKHX4zDWVdiP7TqiPOnkJTfToGloZ2FtOS6e13K+hlV7tqZnOd8AsK2+HmcFXh6/c6Ii9AQEj19DmpnsdEV6osC1v2sBVtN+dzi2sxvp6m3XRBHrKvo224FAwG65YN0Cb6PWbmG2ilC9iqRuE1ocFYFw0n39rWRv05GXbs8SYHJdhj09CAM88+WhS3jJ/4aOXJmvUB2byCZyvh1b1L7Sxx+bpbB/a/PcjFk2kGtrke53AQ0B+D3WTY3vbHnv7tw7F5LhnlQuPhjairZS9WJ1BoRwVG0GhtGemEBTKs8hnpCltVTnFKMfKhzZtV6TJsY+YbXuM9ok4bbrCV93BWVMzRvU3zkRtVfDuNcA5r7cS9eJ8aAEAAjji+GTv2K++AjjjZ8vTl6Gb/Tb2fiGcl8/kePYgcO93iHX00YfWJyTb2levhtZTD8WHtlRAV6ZP0q2hNQJVDd8coiq0EI8ApJR7pJS3p/92t9mocSM0JhSjlib8yrNObKDe6h3VEAZ6+YtLb68QgiRcUScvoWSuodCp9YTfZ8nrF1M3KJQHn5mwPZ8iBYUy2hV3X13maHYdHWsyGJpADGr4C2/b41rcyD9HmxwH0pr3orzcgg+ta/KZcmB6Dht2+VdUQ/tWD0q4tecplAk8YPfDcNo53cdQCOezTJ0G6oG89MluaL415zM5bkBDu3RyAk864QhS3h0HPVqBlGOWJNoApaEF/P2zrpCRb51j/p5FttVmF0csUhra5FhdDa3K7YpyLNK61T173YufZOR1mW0XNLRGee7rFOt/HcJ3OYpRjvXPeabCtj0oH6cbGS+sazBjRTnO9wuOXG2yoHQX3RpHb16Vbu6bKxyYnjdOmRgkHT0pwlq5tFayD62+YnHECYlA++iD5fko5Rsmx5SeVIbKT9HQegRaSjArAN5te6r40Hr9HdSqnGcsLgSFcrVd+vuDmMi3+nEJ+J1FfmE3K6PE5HhisdaUHnD/9911jRhl2/YwLeObEFVZVbQhbMfqxyH0FJJImg8txadO969y4bocrvQ9KQPb9vjaJ/Ebn7wOxx2xCP/vl5+W/f4r/3VNuNGqHb7fPdfQNo2K1dDGzkMo5rN5f0uieoZu2aCsCKh+TfrvmY+E9Olxq7RNX2gof+EXfUyL6Sc7AvM9ib/65p3BsnrSFGqHQUNb8POL0dCmJotlgqEuJAtHOaosClIm980eY0OTbu+2PRWCgDpjBBDyHb1kMou94OMYpaGdDgeFAhowOU4LLmits0Wy/PeJTrJ9SlMm8/Y+tDb6tj3q+VN9ZtYR5VjfPkpXkglflOOIS0fxoe1pCzZZHY56puby+2pEOQ4skrlpbtzQ2yglsGSyk22RpNplm+rHEmNyXGifta0UrT737/pzBRT7/guefDx6UuJea7s/mRUaWimN8KFVGj6BRKDV92qdOQjc9Q13PooNfdMmx4DbIdxZt8fkeBFhwc/WbhtBoWKEtfR8XSbherlBDa323RkUihDlGHAHdFICclBIVybHPoF2Ud5n7voWsPxs4BWPAi/560CZww8LtAOmaHJc1JhVLruhl5Yd0MgnqPkImbwqnvNvl+L5pxzrPe5aJXcFeZIyoKHV26p97PYkVj96EECJCZFnFkMRPEOXyetDa+S3hSg6lH1o9TPriLCAMSghKrSvsuvQ12/ZkH1u0u/X2FOYoPm1A6K4AoT94jMeixtW7STULY1707UX0weAT0NXRrZuT1BedHt5r+8I4Vwk82nSvPWiaHbsY4ZockyaeDtMjimccvwReHh7OOLn0UuUyXG5RkJfaKnyTPu27fEJtElF0dV46kZaB9I2COP+T3REds+U0Ks0pWX7nCf9IhGCQvNwan+jRjlO2mq6f9jX9uL7tmWfe0ENbflicxO3wnUFFk10Mu18rqGlledrEyXOnDsolABE/Jn6Lt3+KVPAsAV1X3U9GRKqtYZTIxZnApoAjniMeeyK9wHLvuLOR9HQGibHDQSFkvqIW5LOdaNnDwJLjqHV1YTJscrnCvo0tTdfLKAGhfJt2+PrZJ1Obt7iEsRJAi3CJse6GbQSmg9sK6YbMcgmx0x1QgKIz4SwblRAICRolQ9Qego7ynFMxN1Jx36A3jpDyRwvd5dPrIQ/KI2vfLL5W+Skz7yG0vkZCGhoPf0mIogsgHCUaZcP7URJUKi6/m8UfueMG3Hv5r3GbyFNbFmLug0tNKv69G0+yoq1Jz3zPfrzY9PtmT7ibW77VZWghtb6LiBIgsFcN5+gJ1GRi5AnzY6+kGjiCBpa641Z3MajvH7X1jAUi5wnHF8exXlyQmDpoo5h5koxOa7SjVwB5QB3IKDET7q5RdZ84bd43YQQqQ9tkka9S//7qlUA3O8H3362fh9M+vuZtA9tULvoxggQZQu0JZfZtwgYi+vaLJrIg0Jl5ufE+Yz3HU2Zs2SWT3naqibHvvtxYNoUaO15mgCcK1RSCReh84jxodVNTo84wTw2va+Q3GphSdnElXgfTvNgynlJOE2OZw56zHZddTSwbU+mobUFVgmsvzH/6gsK1bOCQtXR0Lq0wKo837ZBAIx9aF1BoXxm0CMOC7QDxus704iGtkZefXFL6vvQ2sfC5UxOhIUjnXgf2qJgIKUMbsOTfdZ+r+/P5c6/bH3uat4LXDPfPrS+7ZKcWwAFCEWdde0lWTa57ocQtePADP7mW6b5rTcaNWFy1rSGNtvmg1B3ISiUdj/UJ9+E78jFE8Z3Kf2LI5TtI9rA7i8XpBHcXUhX3yWMdfqijJobOhpSXhCU9qo4dwxNumc9JseubTzKqGpyvHRyojwR8u1pgOICpI5+LtWeD7ew4hJ0JzpF654QZUJI9txoCe17qQRJ2+TfMDmGQ/i2G+8gJnYPadsezQJBZH/DFej3zF40piy0NYXdzkUTnUzQU89t3QBklP7pHhPomnSjLM/vRZNjqzrhri3ftseFyiFpGlQg19wJURRoRWBaHxPlWPlgxo4Ni460C1SVl+d1aadnD7oDK7loch9alwZ2ckl5/k8+B6aG1iPQknxoHe2mmhwLkQjEvTmYQaDg7iODMvFqEBZo+0GgnxQinmYCRjsa2ip91pyEar+j/EUz2elEBIkJl2VfESPKY/rilPBPIHxtJWscrXtyyX2P4OFtfhPAM6/Xg4C7hRCgqKFVAoHXxFb7TGl6cR9aiVf/1BOMtuSTqKIWqqy8trAFNK8vN8r9Y2O37SkprFB7CHtC7VqQ8E3gX/fiJxfyzns0tJc+MBiTIbvpP7yLvpMbWSjQztM3OSaPmKmQp+uGddPSZ5x0FH7/RacYWWYt81VF0eSYUL2toSVeBEqyZJsSK6GnTZMTeboq74V8MczdML0dajsqajVlApBqrx7lWGci9Ul3leXSmAqtjI4QhlBZ91VM2bYnnwcUTVi9eXST4/k4DS3QjD7G1bzFkx0tonR6D4gzzZBbSRlZbAotrX5fY/C1Y//0nLlw4hi4XfUlQaFKnoDMh5aooVVtjBJo9ZHOQyYsT/iFrhAuf1fKCpDsuU1sqQKtfW7f/4v8cxUfWjvok5RETTEsDa3L5DiwUED2oQ1EOlbXW2mR7UWGMQgA5YIF2gFTHDiT782YHOdl24EbSvNqA6/hpwdzlb1MCJ3oxGho/elcpl+6xi5royxOMl3l61WFTHJD/PW37sRvffp64ss2/2xfM9uH9u/OuauYRzt+xYP5XpkfveSh0rpd5lrqUroCu5RNJlV5/dMBJHiDfVFcjnpobAWyJ7VtPggL2C6Bdt3OQ+nekwm+a14IQiSl0b8HtSewQcRQJR2fKdnn5nsFIabQDGI7rnn4UWzbN12oWL9Ntp4lC25j5bHXzkgxBRz9mCSsEtNQTSzramh9UY5d5XdSO3Gqr64uKLziJx/vT+eoWyCxivDtgapbrBjzTpVQn3trGr6Tj1mCv37ZM7I6qN2esqCrB4XKmlFSgT4eusbGoHVrxL0I4Wrj4olOZpUynz037WtoMx9ao32OBR4CvursfemdJseu8got81QapaGVSdojLR/aTsCSIyTsZu1QkSI7NPMnm0WWa4RnsaZAr+cW0nzazKMd44J+frpJcJTJscrv0NDq0YGDEARaX3/oEKIcA7SgUIrFlkDrXKgYgrlETVigHTA+YY+6ohmizvvKb+IapyH0+dC6JiJhk+OiKY8ZHCfX0PqK8f1ODmJT44L6hGkAmPHudVte35duWFeapqChRT7BsCelyoc2prx+4btP9iKLiyrbq/zobremMYmeLLLPZdgTqhXbDuDlH78WX7huTfabXygwv0tpXn9V/xOOc/tXvv3XnlnavrpEmfRZl4uqQdHvvS85tR17Ds9hfbo1khmAR2S/2W1SGrBCgK8KGlq7Lwrt/yGomly7v/maZAaFIhXtLNd7P7QDqi7q0KFf59BpG/vQ6r938sBhdvYZzzY6wvpLqd/Fn//yqcb3OzfuLc2jZF67rtA9DwaFkn1ccLSamASFSn5UYxV1gd7X4hjfdENDKyhPFr0d9jvIXqz01ddTDXM+aEoSlzRNpkqrKixoaAP5SZrSVIjqVNTQ2uatlHYBSV2uAEaAZy/VwpPqr6MRk2NJF2j16xZtctzJBXOXDy21Dbpwb2toXb7KYwALtH0gNBbbA3WjJseemikvOlNozQUGe6ueUv9Bjw/tpENiL9fQmr+ZwXH09rnL8EUKpgpo3v1qCXn/5+b12eeedi2B0D60Wh015iYuH9oJa8KRTQwJJnYDE2g9mg7aHoXx07sL733EX5+uoS0px570bN6TCFO3r9ut3VePhtbW7haCQoVyA0curh7I/pgl8XlPPobgY5SSu9Dmrf/Zp57gTDvXzfcwpQr/ZYQEl4IQ5N22x7z7lX39CFA0Ta5x0rcQZwaFCjfKFtKAXKCiWBd0RNz6v6EtL5mfu9AD29lpXFsfJZptXTjOlxmElkb/7OPEo+nPgEJf5NCLDt1xc9ueYpTjEJTR8C9f+vTSNK7r4NqHtu50hvZcFdNQF8yo9dnX2TVPc/0mg1GOs1Sm2axPMARMk+NFR5pCTihfkiB8WDc5jnIUAPB7Zzq0wOqFSRCkVQCjxUebx1x7vrq0zT4NdJWgUHade9YD936HWISuofUJtJ7rWupDSzS/1vuhHSVambXpbRsGa6+asEA7YGxzV9Wl6proANUiV7rQV3ul9bsa+BdNuNs72em4BVpHeinj9kbUXy6mhtYjeHquR7cnsXiy/FHoycS/ddu+aa9Zs49zbt+klWPmpexDW2e13WnimLWlmL7U5LiPAq0eMCu0HVOZ9pxiGuwq1/e70D6rdLbgqrD7dLY4hPy++rq9yypBn8j2sgmju4CJGiM8de9IveoXPcUtkCoK/dhq92JPg/VFGd+5xg6ZtoBiCDG2hrbby9LpFKMcl3eyQtA6olKGcjuSBSl3f7PRtWZlrXaNCbkJuCePdis7QkRZuBjBngKLbLmliXkNOwEfWm8EaCVHaPUJkbfFtgCgmFpTSZ5j81kuW9TW30H2oiXFUrTsOOWd6LKKWDzZyfqEej7qRjmmvG9zk2NzrKiiHDj7pvXO3+34HIWgUB47kURDm/3PIs1h+9CG/DV1k2NbS+sT6tTvpZpStdJYweT4+KcE6o/Q0C4+yjw2P+0qsFh+oxpaSzv6yD3A7WdRC8k/OgXQwEJBmQ+tM4q0s6D84xJrS0zdrHyMGK+zGUF8ZpRN7EP7veWb8YIPXA7AEo6IGi2FLsDYJsdSJhGQH+8xeXQJroB78t+T0ojQqaNPOBX6xES9Z3Rtss1ffH2Z1u789/meLESTdTE1O4+/O+cuvOFLt5qBPiIlJXvS69LQ9nqyMf9IewKdTP7URNBcQdc1FdTy2kTf988X7Itk5llBCPdl0SfPet0+gdYWDFUW3ZrA7xdqaWilZZkQ4ccYC3UM0pPpQszTTjyqkNZ1r/S+52vuXDf3ofWlqWPVkgRTMr/r+O6TPdGmBWlz1U9pIw39PFRzjlo8gTf94lONdDEaWuckPet7nr6r5eoIEbXAqrctZDbq66MTQpBd91Sijt4Ps1+1AFGB/mGUVKEbfm/5Zuw8OBtl7mxoaCtYCpRBDlZmfV88kV819Xz4xkYqNB/adNFdS+panKKwLLAfvenyYR30jGHhfWhTbB/aUCAkqUU5BmgCLXUEyUyO1Z64MX1JuH14dc2zj7NfDRzelXy2BVqXP2trGlpVp2dbHgokDa1nHtXphH1oKSbH9st0qS3QWv3HbvOIwgJtHwitTBcj0CZ/m9DQAsDew3PebWFC2D60uVbJlGiTADn+tlK1VqoenwAsUJzVODW0gWdywy7HflxI7sGRi8oFWrX4sGXvlLX1QyQyMTc9lAaYcGlou9IOvhVbiVZWr6jB1PdRTb5rk8+SyUcf5Vns0wRa3/ZDlC0qkjRxF9EnBNs+tLnprBvbf0yl1ydpVDNaKaXTh7aOQPs3L3sGjnaYF1PHIGOir335i195mjdPtpACXXjw1zlHCKAVi635I2lJS/ahpQQAsq1yqJNukoDhWPjzyXWGD21Js11jQrlW16wrRsgyfWj9WjZDQ6udof4eofYXla5j1+fpIz6htorstm1/roHSn4dQUaEox2UWKbrVlYvQIoKdzmbRRCf7PVpD6/md5kPrbl9T44VCX0inWmolytle+KGx96ENBXey9zo9QgsMVaahjTY5jkCIYv1lK5E6G25O/lI0tIXiAk9MTFRfrw9tDPpKd6zJcSdfzHAGpqqwJ2/B5Fjfmml8GK+zGUFsDW2Zn1gV9hyeNRdiIvPrWln7RdhLzS99L3efCfGkQxMrJUo0tCa6xk693G0Nsg89zcxcF0sJGlrd93XWE1iEQk8Cn7tmdfZ92qGh7TaooS0Ix5AFH6dMO4HyCVmVAEtV2XEwXyX1aYYp5sSP7JuOXhTwC7T589nTngffxMle1MnM97V2k6Mc96S5p3GJHyNFM+KbvFbReJZFyy4oNEReTyJIuMvVBUW/ti6uvbYwa/hQWsKYrw67j1D2HCVvE2ZBPT1XIDGXUNiUhtYXwFAXgjsd4Xz+/tTSGrvyhgQ737Yp+n1y5VXjt2Ge6khvm6Lrv/uoI0DZWUPPoCHQFhZSwvfzu8s34+FtB/3tQPXzWDRZ9KGtq6GlmKurNIVtsWrVnKPOwZh3OOpyzYW6EoGXlMz/xmpoVVpdQ+sThHVTmBBGUCjCy9WoQwtoZB4A6U7sWZ/8tX1opxwac6eG1ifQVvGhrSHQGvU52hRaQRSdXGh1+Q5Ttw4yTI4tgdZpcswaWoZAqJt0PRMgysvkeU84tjQNAOw5lGu5zrx+TSClG1NDm6N0XqG2uoI/Ae6oh7E+tIbJsWEWHfdgnv7jB0nplGalJ81ImbGCUk9KHJ7NBzyXBt2e9NbxW53vFtfi1aQ9XzylazSqTsirsH5nrlX3mhwjrG0AgNWPHsS3b98YVXdYQ5t/LvMlLAi0moY2NtDR5j1TTncAv0DsLlenrqbJNC3Nf/c94/rfJH/6V/gn8PNd6eyrRjsiZ65JemF9L37W/XoLEYStLkJZ6LItDYTwed6ZkIJCwbo+aR9z5TQ0tJSCLXLLhPLFmI5wC82+BUx6lGPVFrNs22TZ5sC06ZtmCMHC7pPqs3mfKFYR/9faR5oCVe4wBNoKpu87D4ZNKqlWA3a6+W6v4JJBHUt8727K+8+dtf4+wgoVJ8S0DLOfZTiflR46CPpNAsh9aNPvIYH26g8Ba67Kv+sC7fQ+d54qGlpZ0uZiJQ5BM0JDqwRaFZX3yMcmf5UpslGVVU+o/JiovpmGtobJcbdEgJbSL9SKCWAiDSx3zYeLxyk+tPaqbMGH1loQGRNYoB0wBQ1txAuAurXP3sP5StOF9z4S/XLoagErvnDtmoI5sv3s6DTlQwsU63C9WLbsncK3bysXXAovTsKYre5Vr7aGVuLQTD7AuraRsDW0dYRIn7ZXQDNZVb8JQTA5zjWMbbNuZ65F8JlzhiJb6+w9HNiI3EFIE50JDQQtq087QdHQ2sLbBfdsxapH82uiZKMYDVaxDncBlUyOPb978+oCQkCs0038feXWeTXrgqCwtAmLDPNVM589ls6STI4dzyLpWhHSWAJGFtHXkVkXGss0tCFtO+V+TAi3yTFlIUcE04msLXoaU0NbzLx/2h3pOGu3p0+HfsvrLpZZlVB2/XruO2xqk3oON5OoeoUgC6E2h2e7jijH9S5ErW17GpJo1cKW/i62+7RvDLt93e5A7AlN+jc0tAHB5f7vpVnTtEccnx+755xwPWUY+9AGTGOdVbgEWvhfMjYHtycC3WQq0E0sce83mxQa/G60OspPSgm0cfMFA91U2NX/ykyOJ9OYNFuWFY9TohyXmRy7NLTsQ8vUxTeRoEwmqRPOPdZE/pBj24IQtknnlKZRlLKaD61foPVP7AtBobTJo/6SufzB7d721EE3azYjZcYNBFLC0NC6sid+r/r36gK0XZYuRLmCCpWaHKvrULlFdNbv0jW0PpPjdlri84/q9aRmcixLJ/ZegVb7TNH2KDbtzq9J1kavUEEQaD2/+xajQvkNQcIpBDn6jsj/+vrefC/ftscbVTfW5NjS3vgEkcWTE1oasw570cNe6PrDn30SHn/sUqNMe2JLNyV2J3zDzz/Zm27HgRl/lOOaJsdq3KOYywvhDgrl9Y3tmHnLtMCmxl8Y0b1d/UWNJabwI7T68rJi5aFOiXY4hL6YElooBvJx+Jglk8Y4CdQfm/UFHpvff+EpRjqbRKBN25he4P4EhUr+GuOqp41VcEV9pi9OiYD5rmq45UNLFVwA4MjHhJMBoEc5Vlu6KK1yDA6BNsaHFkj8Z/UyjvdYOTjLE5gRwD+f9Fi8/MmnYJ/S+sRoJFV7Xea+VEpNjgOa784EMBkI/FS6LRPMBYSJJX5tv3ENWaBlCITG4qIPbQJlVZG68rjHWr2lCLS6Cae9h+eeQ3l5+uTehdeH1inQBnxoURy/dIEj1iTXvidzBIFRv1dq4hpjIp3VDZkFhPLX1WtMQzvfKwZEUu9NddoxJsfqWsduXVSFR7VgKbZZnYLqNx2L75r3ZP6K2nlwJjMZ92lDbdPbXMOtCcOeNriK1PtFWdAVUvcUbnHhV3/iJEJmGA+m2Y9oWTV51jum3b9lP75wzZq0XN+iF6m1zrphm5Nq6RZPuM8PKD4DxX0q83apsaKyhtaT5qRjluKJaZR5AfO675+ex8x81zl+WpbJQVzXvGQtxfJDdv9OWQQSgUq8lkEdT4Ue9OtmL2wIh4AZevcKz/NQDX9+ZZ3x2z/zhMIxSqC80pq919wU2O3RY2q2m6XJFz3qtYWyZunT0DYVFMq1pVhBQ+u4HgCQhBEsOwkJQwQPmRzb6CbHPrLrUHI96pgcC7g1tDFLC4uO0B+03PzYWab+NXlAzz/6aFx29FHYNTmBu5akmt6obWqUhrYhH9o6GloXoWBheSHai2dp4GFmDS3TIIV9aCNeANSXxIHpeWOQPThT7k9gmhWbWsjdqYCsBImOZ0IM+H1onVEzS0yObXTtSN29UX17wRr1ab5vs93kGk5OlL+mbHq95KUfrKtnTkh8EX4pFDS06V8h8r0h9btR1q+Uhqnt4FAnHr0Yjx7QgkIFNLRtNMWnFUjM7JOL9PHLV+K9598PICCUei6o/lx5BVLPwo/dRopQ4cOX5Oilk5mgRMWObGuT+9DmJ5FrxsJ970C6ENeUxsXG2LZFq0TXzBRMjm0NrS3QaiOvK6hMksacBP/z//4JZ/v82+PY19BMt+PAjDNvlIY2tLDiuSG+AGGThrDqW4jRpcrQgk8qOFmjsBGQyjWfDGiL7QBa+tzalb7YJqPpURhCc4l2WC2mLHVE6K87HvoEM6D8/XDCUYuzMmJNjn3tVn3tg7/7/EBeZf2hjS0VNOw+KBpaX12JqFpyU5TJsSqEItCqtCSBlqqh1YJC7d2Q7L9KRjgErkgN7eQSGMucpVGbc3oSOO+Yo/GUuTlMSol7lqaazp52TmVkPrQ1BFrDXNl13jLgQ9sJb81DXugQ2p/IFcERhQXaAeMTVJo0ObY1srq5qw+9VfakTQ8ypXxoffjMFv0aWs+kzTGp0dcCqpqd/tQpxwFwB2ay0TV2yu91EdWRWaMnZakAngTBaUZgd+dNpiu2ho+yoq2Kc5X7lMcc6b2HsZx8zFJjOwv/tj1AGzpa3zWXcL8HvD601s+qVNNc2d/vQ+0qi3JMs/TI0z3r5KNxwpGLtGOE/NrncpPjsryU9lY/12KevB2+/KZAa6YpaGgDvvVqca84CRbB73ZbXb8bx6x0iUCbCygdATz9xKMK+4uHcE7JSjS0+tCoC5j6IqdPODLlWf99VUK5lOZ1myjJ79Jfdoy+oOcvb4dZjluQ/+VnPpaUP6u3pLpQQDivdSu1bvh9aCesBQm7+r//jWdl7VJdzBUgTmHum+xfRFRl+vBt29PUlN212O7cU9q1gAKBzuGdwNa7/BUknRitaWjLrsRzfjtth9JmTgA7VgCHdtDb4YtyHDU2a0JsYXCz6rLyrZzZhZVLFuP/7d2PZ8/O4p6Chpai3WxCQ6sJtD4NrW/OIjq5D7HzONHkWNUrgXlI/OkTTsbZxx5j5ucox0wsoW7imzQ3qaE9aAm09ncXL//4tdlnZRr5pBOOAADsTk2Ohch9aH2TMJ9JruvFNN/tlZgcm3ma0NAuXZTURxFodW26EmgnJ9zbUYToyaKgbwuBttbR5z9KYd4KCqX70GZmg1r1ZJNjx4kfs3TSq5WP5XHHLjGvge8ep5O3k49ZgpOPCbwIIvEKtNIdNdb3DPiiHJtBodxtcE9WNYHWun8nHLkI//Jbz87b5C7WbLduamsJApRbafSdEt9FhX5ldaGSaqbs/L08q1WOLUjqZeVf9DHJvpf2Yt+M0+RYGHmdwWGEmcdF6NpkC1Io9pkDaQCkXNMoCtvolGto44RsvU2qXYrJCXd/8+YNzWnzOZv2Y7yGVtfK6kKQsCoPrBs469M//8ZzH+fJYbXF8XnJZAd/+atPN9LdsnZXoQ5FE3EFvPemxEdYaYyNxarAOEJZiHK9p4ppUg2tduqhhapYXHMTVeexSyfT+twa4Umk84uVlzhKVhksDS2p3WkafR/akqTenqsi4cZoMwt1aMKoItaH1n7gvRraYnkb5vcBAJ4/M4sXTM/i/iWLMQuYWueUWQAffOwJuGXpEnzwsSfgi8cfiw2Tk5oPbVPb9jgImRx3JsICbYTJ8UEhsHlC4JIDa3Dn0qX42vHH4qOPOR7/8dgTULB3YpNjpi7eKMek6KS0AeLQzLyx8hkfFCoRrn7mSccDyAVaKZNjoaZOeN5kLs3tXFd6Nbp6oA69XYqqPrTq5Ru7f6TyoY0xkdZqL+T7iccdk2mLVV36KdWLctxzTOCSiVBhzz4Rnnwk5Unjr05oL9FYjl5qRnkMmRwD4YlvFYLb9jgq8gqlvn1os//FCTGzjv2XFVRtn5kmr99enKJtFeOe5ju1Mk6fs7ytpPoqCHzOcpC3Xddg2nXoz6pdt90lQxraTKB1mhzr3+mLgCq9uSBlHj8wM1+4Q/Y2OqUa2sAiAqWPxZoc2+1V6R571GLDgsAVFAoo3/bHaXLs+ZT3Ty1t4JR9PrS++6dvv1c4b022oe5VDZhbglF5wnFL87YE66OVV7YntYLSD5UlRKhqZ1Ao6310yvFHZJ9//0WnIIaQybFuZu3q053gvVANV2OHuukRq4lNmByr40r4I/mbFgrx5LNHOWoZvvJQ/F0IbJ49AAB40vw8fmlqClOdDu44YqkWLCQXBr977NH4zrHH4K1PeBy+c+wx+NwJx+NLxx+L7H6EhNLn/W74FLoUH9qQyfES/PcJx+H/PvFxWLXIinZNEWiFwJzs4Q9OeQJeffIxePe2q7BISuyemMC3jj0K5x17DD53wnEV7/HwMl5nM6SEouD6Js0hEx1FVQ3tIYIPrU6vl5yDEv5m5vP8anLva0qMhrbbK/GhTbMsXdTB4smOGQW44uqSy//IR9cj0MbW7DKttgXBrrXtQv2gUEX0yKPUyYdqW/K3eKxu8A8de23Dt+iga7OpZoEU/D607lczdcKp+5HmkXvpz4luTeAyOwwJNy7sJPoEPlbANAPqFPOqK+qMLgv/XEunjnl1uFytLO330D60tslxwYdWWyzINbThZ9lrhhvMowTzYkTgQzPzhTG6I4Rpul6moQ3U7jti70OrmCjRngJF4VF9P+WEI/C4Y3O/7jy/aTUxGQjklaQuavN0twuXD62UIHVQ37vbl/XlzzkJRy+ZdKbz7fGs44xHgXiFiwDw4lNPyD77sDXvvrTmuOAvMSbgU+jyy3xgdbbj5GOWGFpuyhxLJxQUqmzf4wlBsLCyfWhJ5rEpUSbH3o6ETZMTePPRMtFUVhF2XBraWB9aofUqgUA7iuVtmduPE7pdHCUlfmE6cVf6q8efjG9jf6Ij11br12uC4ssPHcYzZmfxo2OOxqbpPWmzA/cs5OMKmCbHLkLBtsQEds4fxpePPw4PLlmC8485qnC8HIEHZndjy6JJ9NLr/g+79wIA/vDgFH5xagrXH3GEdU9YQ8vUxBZoswkuYSZK9aE9OGMHhYrT0P7Td++BRB6psmutqIY1tPRV3rlez5te//WZJx9taDMBt3/l//vlp3nbpa5zjECrT0TzYBfhBQsXPSkLZrm6pgoAvnzDWmN/Wp92koItHKuBS4jiRCHxnQr3q/lMoHU7EDUlUtrPgG8fv+TVIBsVZlW5Lnx+436zYXe5usmxP8BMWKAt3j8TyhCh9z17YSVWRowWps3ZO1EjXF43BV1Q0oVpOyhQyIzaFgSL+1PnGXxRjn0CVLG9fkFJn6rayQ7Pdk3NnzDdDYAaGlrht8gwJ/keATOgdVboQQft1DELQToFixXk97ajX0/hFub1vuM65mpHqEV5fdqChJHXv3WRSzCrsgeta9HDhW/xrFienidcdx7QyU3PMU7++2t+0irD3YbY/cF9hDS0ZcLxoYk5/ODooxCcealte9RdoJqWAjgkgHecfCLe/PiTsXaRb4uW8HRfooN/Ovkk3L5I4Lxjjw7Wv2lyAvuc10+48+nnVYolFJNNjgV2dg/j5FThskQCv3R4CgDwkc5eLF+6xBAGd00kn19+6DBO270HrziUbH31dxt/mPTHkEBbJuyXBYUqiXJ82857k49SYnVBQ0vzrb5jahsA4Opt+3Hmk1+DP95/ANdv2Iz37pv+/+z9d9wlR3EvjH97zjlP2pyjVjmzklYoIIkggTBJRJGEMQZsLuALGAcwyQZj7OuAfS+2sX0d+dnwXmzMNY4YGxzAFq/JSQglkITirlbSxieeM78/5vR0VXVVT895dhct71P6aJ85M91d1bmqKzTOmp3Hd8Z6WFjS0C7BkYRIoFU0ZhYczaBQEZRhA+DBmIabjEKKc/amoflZlobmy5fFN1v+XdMwyDSXnhz7mUwom5QFLIiKcsKfC5qGVjKrf/GFu/C/P31b/XsxGlrtCge/vWhBhZrvofVRjuNvhYvrMipIJiEVFMrH0zhCqAEk/JZLQBup2cGKhoOGjtkc5tgD09AqwVL49TMZAiIR4Kpp6eD/bStgWpr+8eE8q5UoLBIpSZ/Rf201tG97+ll6+txyodcJiC1DtDGTo6FlAqdlhpsjESk0avmLQvpiH3mtsRSitbJyNbThWUYgrp7reDpD4FrgvEUhWAoEIV07IGgCU+BLja+GdqgEMwtf/G4wGE3fwvyITXx5DdLG6qdpH82Jxj9QhGJ22CPS5ygNKGjBDmuBtvDtppf5Nxv34p0b1uF/rFuT6BevofWmwXkmx2VZ4uc/+278y7IpfG5yAh9ftsxMy/4K+E45gxvHK83j5ycmoGkCSwC/uWYVnn7CNvzSOsVvV9PQZvjQ/saa1Xjh1s34vdUrMccmnVJejSt+/2B/GmsGYX/81T0P4AP33A8AuHlsjAnbezsFLp6ewW/ufgBbF/p45cP78YqH9+PW2b248cEbkZxBTX0jg0K98E+BU58IAPjK+BjeMvsd3DW3T89bdHDHoXvgyhJPOXQYt46NZnL8+el7ccbsHDYMSly+/CQUANYMBiiKAqfPz2HeOXy1VwST5iUf2iXIgdQwsbROOa6ZuRutNDGOtQjNUCJsSjT4QpnwoXVImBwb9bM3PldvQNpptcYk0g1rxUSX9YP0oc0BioOajbaFsizRFR3sgKhDD86Eg4fFaGjlYSP105bBNlIn2h5S99Au9s6/9734gvpZHob8x60PqHl80LI2Z8A5YM0Ty288lwHs1wJtWBvsUR+XS6+YCgcSgYZFaVgFJW2DNDEmlgzxMzevAKDPlzZjT+Jj7630KXPZGjcJCiTS8CtN+dfY5FjRvg5L7NQaWluLS2mSYAvc5Bvp/27hxLgI62fhHBPGm87L0trh5gMGS7jJyQvwgE0UfP2YEBPhU1EM88WHShKHU55tfaktvLcV/qO53+IgZ1TWNOC2LXX41mUHhOQm3Gm8misCBT9WU3f81j60ooyCjHuagx6YXn32xjSBSAeFokHZovZw85juVDzYX6xcgZ9bvxa/unY1pqnQBgw3adJYQqCcdcC71q/F765eiQMEx0du/gg+fvvH8YY1F+K0uTl8c9wwh6V+qQrc3D8EALhidgG3jPUwVxS4q9sBXa3ev3oV/mB1ZR33iWVTpA4ER0sf2gPO4U9XrcCN42N4/5rV+POxARr9fbVvzmHvwmGsJbzSqkGJC2dnsaZ0uGWsx2jb2+lgXT/wxmMAXrZvPwDg8/d9vkFD2zCgqQ8tHHDOs4GTHgsAeM+6tfj7wUP4+Qc+a5Z996F7sanfxzlzc9jd7XJteJZW1eEbs3twweys8qnAY6Yrc+yXr3R43vYtuGGshyWT4yVYNBwLDe3eQzxa2+woAm1Z1vik71Vqc7dOQa1IuCntXmqD1IQrmqRwTmWmfZTjHKCMaNA0tQfNTJuaudXvSKLFXNvjTXIpeOFB3mPqYPeZh9S1PVo92gA39cwriZrtHintMGALtH/wme+o+1luEBV/MFKWwRQ8NZflN25yPHxgQkI7oFqMgvJT2QImZTKN9yIPn4qEGcyi1xaumt7/0GNONMuxDgJoG0ieNrqHdoSgUDHuvHHE8td/HVsnl9W+mVyykibHfiW7RLFikfTlfrM0sTkmq4XoC7o+yXUd0IPbpXBoQfKoIFn/64K2NjfIkqUdzhmfEU3MWqIZn4dR7uaW8z3nYCU5LsjfpnW5yUKgjulj0AFQs2Vq/WFvSLTddqw1tJoEkibHLNCZgLKH1961Dl/6zp248tBhfGzFcvzZqpX4wKoVPoGvwFBYGZZQdPCpqUk8Y/sW3Nrr4T8nJ/HRFcvxO2tW46c2ra+xffDGD+KCDRfgR9acj0fNzuEr42PQo6SwAR7BzYND6JYlnnV4FgvO4fWdh/C0E7bhL1csBwD86coV+N9rVuHc2Vm87/496DuHX163JsYRaXZjDe39nQ5esHUz3rBxPd6waQP6zuFP7r0fGxcW8M3CH0/78vJ9aB/sT2Ntvx+lOn3QqTSRQ9ru6XZwb6eLjSLt+sEAW3orcMMDNyxOoFWv7XHY0ylw0/gYJuDwXzP34gFNc+U6uOvg3dg+v4DT5qpybuuRQ4oMDe0B9HFgMIcT5hdiel0HG/oD7JwJwu6vrFuzpKFdgsWDZ27veugw3vfJW7LuW/OQazHzwMFZ7JsOE2wU89USxOSYZB8owpkH55zpW2IJKykTNHpPoGwf1YxPnNJr8zVHQ3vK+mXYuW0VY0TpiXLbdUBjNrQNn7ZdThRmEwwaHagPJm+rFCzUJsdGmyv5d25bxaJ5WsAZlsbkAEZj3nIg1ebat9yrdwa1QBvGUWoOyW8zRGiqfbkNOltHKXYiZnHLAwKam819L3jI9EyADnXdsGJcdREA8ts54KACqcM6H5GU0CsFBh7xWBdQAO5+AcQCbcXMV8/+zmq5VskpY7V4SpC3NJLLxroqDhnh3D9aFjW0Pa69cHswsUwcQVhaWcsn+bpLdrA6BdyoiZc+u/U9tJBtaPdZld62LqE4qDDGA5kl+iNz7LA8lpDI5kb+njmaDy0RI2w5MHlQpQVHsoJG7lg7hVc//pQhvUO6G+6h5QdNepqonwQ9IT9dF1S0DLS5UQdVrE2OdVmnixI9ABcTIeJ31qzGh1YuD4m8D+2wgD1ugDdu2oA7ez08d/sW/PimDVg2GOCl+/bjs5OT+NZYD4cxwO37bsflWy9H4QpcMT2D/Z0ObtC0tAfvqx/fvGEd/nAV349vWTiAk+bncdXhaXTLEte7itZ/nZrELb0efm0ovF5xeAZPPDyNl+7bj/+7Yjk+tHJ50OIO6f/62Bh+bv1aTC9Mh/fDnriv08HVO7bhW+Nj+NdlU/jCZBXk7ZzZOZwxN4+bOiXmAbxvzSp8reOFfAVEQx/uz+HwYJ5paD2cPihw61gPg+Hi8wvr1qKHEi/efyBKe/7kFnz+/s9jYFhPVribTI6FhnZI7/WTVZTtN3Q2oQRwc0/pJ1fgrgN3YdtCEGiZ2bHwof38xDg+PTnB3t0zqJRYWxY8HXTiVDzvz+19ED8463DtgYP41tjYSGvGIw2WBNpjAWKcPPa09fWzZ0h/8s+/iv/5yZtx8/3VBMsJWNDGvPPOBw9np9VgdmEQmRwD3nfJ2tjtg6w20Y9DWTpTBFjmr7xcZnJc05Fj212VxesdnwbnwqCMT6QLZSM8chraUq27cy6cfGcwTh58niatOIWpsQ5e/8TTsmkG8qNQVoLhkV+MZcRa9k3RxOX4LgJEQ4uSaZctkN+ohvb/+dydAkf7oE6UCWMaWsTCdBNYmrjaNDTRTXSOn7phWR1xNU5nrxE57zWBgZYrmVKWXDSonJfSh5Yy1H4+N7kPmBo78vyWpwW/YCaAEUHLwWHZeHxg51D1DY8JUIEZlE+8dtFDDNxUm7xnwlt4fvHFJ9SHXvIKpVooEWXV2lNF45oCLSCuFsApGgsZ80Fql2WZEmidUulzBEwPVb2a18THnb4e111yQv2b3zGrY5TCn2Pf6B7t6u++bS8+aQ0mh4fIY90CKycrRr1JQ6u5YcpDcW2LpLidKIDWY9QgnHWU43rN1MEb7p47Wwka79qzF1ccnsZvrFmD+XA8Dqqh/X9RCZSriBZx5+wsXvPwPkwOBvi59evwWTeLEiXOWnsW4BzOG5qY3iz9LgnM9ufx8eXL8D5m9gzcvLAfp8/NY7Lfx+/ftxs/ilW49sBBfGFiHB9aWWmTrzx0GM86WJkmv/rh/ZgaDPDL69biU1P+OiSHWzCHl2zbjL9asRx/dctfUYYDAKrrYgBsWljAOx/YW+OfKkucNzuLW4sS75i+CX+4ehV+dmqAj/b34tfWrsbXpJAuhMrPPngDAOCcufj+2NP7wHRR4O5OgX2Fw/WTE3jJ/gM4YSHWZV+54mQ8MP0Avj63N/pm4Y5AubZnoRzg91evxKaFBTzVVe35nbE4wNPsYB67p3dje2cKm/t9LBsM8Mllk3jAL6hEoP3K+BheuWUT/vvmjWy23zuoTIq3+vqxhaUq56y5ebxlpouzZucwXRTYUyrmyccZLAm03wOgi2cdMXa4MO6friZC6wihRxn6g+A3yAS7OmJuTIt1WgkkzDMTh3F1m7g8H1rOiOgmxzTNE87YoOMe5l9QGMBRhCk9SFPMplOhfz51WtgA3tc5wudiHyD5rEFKQ0sjko4CKYbFgsFQ1Zkab21h88oJVWg9eX1lmjarbIS5Y90fBAxKOn9sWmQzzBKB1tO4qKBQ4plpWTP6wOqzHP9BOu5p/+X4vea+jwUMR57De4te+r7J5DhlKeLns3b3eI4mL2VFYWn4vN8fqXZV18JFB5M0vYTIBJgw8DnB0Kz6yT6gByv1e+jp47JigVS+96BaCvgyI4HNqp/6mguFGemjdIjzO9jroS5o5VsOsWBYBJ9Fb8do8+hbnSaUtWKih/c851EAuBuThyYfWqZVleuqGhTKjsJN29M6YKegjaMsk2MAxVCgffTsLP7xu3fj2oOHcM3BQ5grHP7ZVcKH9KH9Mmawoj/Ap757N774nTvx03sfwlv2PoRVgxK/unsvbhnr4a2o4kqcve5sAMDmhT7GBiXu6NoC7W2H762fvzOMiDzrgHv60zhlfh4o+7h4ZhY/7tbhuQcOYqYo8NGVy3HlocP4rd0P4MSh1m/1YICP3VWV9eWJcd9I+JOF3Rgf8ghf2f0V0ioO+wqHf1w2hVPn5vAn996P5x84hLc98CDe+sCDAIDLpmdQOuAf5vcAAL7dAd41dwf+dNVK/Oaa1bwiQqj8h92fx9rOJC4d+odSOH24Zd7QdfjFdWsxcA5XHI7TAcDjlp2EruviX2buU79ruCMYxFGOb517GHf2evjvD+3D+rLACtfDd3o94Mq3sax3H6qCWG0/9QfgAGybX8BnJyfxlo1DRZjroASwp1PgV9euqfPdRqIh3zqoNOM7FuYR2a9Qk3DncOL80Kx56EN9PMOSQHsMQIovdO28dfdB/MPX763voTswWw2uvBPDZtw5C3UueJqYVsILEmYu/Ytl4pPlQ4t4s9VOeCUjxLSU9QYZ3m1eOYFT1se+NN4UciDqTf60A4XZoJoVD3STXKwPLb+iI9R9MT60B2biaNlF0f5wg6WjwlSmdOpNdymOC3esxiUn6SarOdDr6ri9ibpucmyNdf7eM2clsTlOaXclQ02DQgXcIb32XsLzLtwmMUV0aGNSpdEQODQhhh4EyTzUOkCrt1auRUcqffgpclDc5EPqsEdaKcjf2uFAPJf5Hao5grmkg81fIm06oz2ruR/jsHpbE7Ka8xjPdIyIw5dAuz4OZUDAoPkvRfo0fcngZHB8jNQ47DFGoW0ALDjd95/FBEig1fbSJo0nwxPIIOPFttRJmRxTfoMFY2LrQvzsLdMsUG8xMKy02NqC0O7S9JnuLzl7jZZE3gNuxXGgoZW2DQ9DvSbxZzoPY1AOw1ITQekmzOHMuTmMl1XAoh/efwCnDn0ir5yexulz85h2JVaPr8amqU0AHApUQszt1tU9AG46cGf9fFuvh4+sWIYrd2wHMNToDRbgW+682blaQ3zRTKzB29Lv44KZ2drEeaEs8W/9fXjaocO48tBh3PLwLaA+tJ+ZnMRMUeDdDzxYa0evO3AQLzlwEABw/uwczu0XWOG6+MR378Zbpjv448lz8IL9B3DD+Bhih44KDjmHf9/9RfzAytPBar79YgDAacOD3zdN9fHx5RWPd5aiyQWAlZ1xnLn2THxrYZ/ZhskJCYhreyr42mwlpF80MwOHElu6y3B/p4NDZR//c80q3NPtABe/Cl/a+3UAwKnj6wAAP/Xgw+iVJf5rcgLfGEZq/tW1q/HEHdvx9YlxPHfYdjeO9fCFiXG8dcM6/NP8A9jWW4lVMuonIExnCuycnUO3LPFf8w+m63QcwJJA+z0AuVG8/19vxfKJahp6X9ecBTbH5Hj1lH1SlwNPOitE/6uYJc60eUFCo0VuZBQsU9/U1RmU2c3xoZVBSVQ/0ohx0nAPTfQUzfToPrQlnkjbVsFL62hdWZMDVRRgwWgP23CgCFS5ZyC37j4YvUtffZJZ8BBy7wmstZyE2V27bBwbVlSnxv5vGxgzTlwmE0HEcn3cvMVpjg+t9k2LjG4LlXqZZ25aoaaJhTmbLi2/NY5SwXuoH2u7ESIJaabPbCc4IhzZ+WUfS7N01a98+Ne6tifHn17SIeeGX06reU3p9TTEgiNfx21LG4mb9Vly3OqCXSex1mjym6N4ovE5HFcRjen1rBR/aVmyflYVrfemyXGirUL1OEKaxV5f4vcl8g5bpQaz6SAAUNZlxivT+RU6k0YQrw8ISNZn/fZ/4tt7wn5ysXA30FwzrOjxbK8z9nRZj1EVCF6g7XbSa1ih9MYp8wt42tB898YHb2Q+tH0At2DWFLqAyucUAJ5xyjOqdhlW9KT5Bdwh7y4lcPPB76I7bKu3bVyPd69fh4PDBaT2uRyW5wA8aXiX62nzsZAGACfOz+OubhfzAN7zjd/DAfTxhMOVtvf2fbdX/eKqlvn85ARW9fu16bUEB+CPZybxydVXYOtCHz8438HF3VW4eGYWB4sCnyG+oje5BfyvNatw0Dl8ZmoSs4M5PH3VmbzATdVdxVPlANftO4DNg9A7yzbt1BuoLLF1+Vbc20+46TXx3kpQqK/N7MGafh/bF/pAWWJzZwr3drv49+m78MerV+GNGzcAz3gvPnrL/8Vpq0/DWeOVRvbymRn843fvwfLBAP+/VSvwlUN344PE/9n7Ab9t43q8Yssm/N3yZbhxcBC7JrdQgskjF2iXD029Pz//ULpOxwEsCbTfA5AL41i3wIqhhnbvwblhmowFNqP3JnodNTpfLkyMUfMERbDzUY41chPMwChBoVKMtqrBFEwUC4ISJ7EFc19vGhSqfmzvvXnz/QeH1yCFd5qpLi3XvBN1CFefvcn8VsrChuC0H0YbtAH1UCDBWFh5802Og6BU81AE3/LxbmuhdqyrBwubHLODiFn1s656ocGs2kQ51sa6pcjJElDI/KVaDCdwn7RuyqQxlEXoTtgca7OGzr/UeLEFCaOuid+M6R5+ieMCUCadlyWtFCINLeFwLQ1tKYjKqV+kSRcCqy/HMu/tGCbHqeBkrHwXnq1+sgS7tMmxU96H2hXO6D95KGDQ7iE6RKBzQKGrCWh8ANMMOjE+rYNUSlObYGhtArxQy6dU4EUPWuAnD13lmxTy6t4sOY779s3UdL/3BeezcqUlEaXbQ33oKzS0OQcBoyoQomt7jHWrgL5/v/6hhwEANz14E2pzNzh8t9vFNEqcMUcEoxVbWd5XP7wPv4T1+KlH/9TwTYX4xPl5fLfXRWw/VcHNB76Ls2fn8KKhIPSmvUGQ2Vz7XIbrd35m70P4uQf24jLFlBcAti8sYHe3i99asxofvfOf8aqxbXji4WlsW+hjoVzAnsFQs+sc7u52ceL8AlKhOKdQYKrwArkDXIGrDx3GSXPzePf6tfCi8O8XB/BHq1fhz1atwF3din8+e0LwQd68dtDH2x58CP88swL/8/49+JV1lwEbhPBbQ4lNU5twX3/G5u3a+NAO++Xrs7tx3uxc9eu2T2GLG8N93Q5unXsYQBV5+ca9N+Ibe7+B55/xfDiCY2O/j8dMz+Cb42P47IFvw5Ul3n/fbrx4/wGcNTeP08nBxwUzs9jkxvFjGx4T8LMFjfL0FY7zZuZwY/8g5vr2AcrxAEsC7TEAubfIhXGsU9SmjA8dHgq0I/p0xGmAlRP6ad27n31uY/4JwtjXJ/t+3xj6gpqCIBKnoy02Zwgc2iZlXSET8jt1cRIxXZP4+4pA/MDBOfzfL92l5rHgj//zO8O7TAVTKlDT4DFNJsep4UI1gQAPClXjJ98XI88mI3m2Lis8P+v8rWa6ARmHDB8ZL21N78eMATphCLopsKwJWI8mhDef/XGnr4/GYZ1uEcKf1Mpo2q1HbVuJjSt4JEUNh62htekLjK8tHFFa29bVssKQ6WsNLWSdwnMT46u7PlQQfGg5c+sPBSmNGlg00d+yDTVTdC84+iXl7oen8dEv3jVMbwtdLL/4rUFKANfeUzzR+3ou8/e0z0IZnEB97BGzf4FTros5fbNqsqemyfEjp19p20ZCPfn9jmecreLw4K2AmoAKm8zMmH6QeZz+DED1oZcHFVZ+arkg+7mO5p4YO1oQP+ccs16w8o/Kb3mSudY6TjfW0fti60IfEyVw28O3MR/a3x0GTjqTamg7nI/b0u/jmViBnn8/pO/E+QUsOId7u7HZcVmWuPngnThjfh5v2/sQrr/9u3jZ/gP4wD3345nLTg5BhMgAmCpLvODAIVNY2DE0g/6T1Stx6frz8YaJk1EA2DbU9t4z8IKww+5OB5v6+qVCNdBTQOcAV6AH4M0PPoTd3S4+PTWJeQCfRVXuV8fH8UCng+W95ZgQbVQLnoMQHOnqw9N4+rKTbPxlic1jqzCNPvYRrVEJ4PrJCRwe0pQEoaGd7c/i9rl9OJtoprfe+w3s63Tw94e+DQDY1+nghX/3QowVY7jmlGuiyXXO7Bzu7PXw7/tuxllz83j89AzevvchFAB+4/4H8L/u34P33r8Hf3rv/fjnlZfihPE1hHI68CkPU70/f3YW8yjxtT1fS9frEQ5LAu33ACKBtlvUi/FsHeSluZwcFt3BYdWk7k9xwppmjcs4MbH0GwIzVSsrOjTzUKk5oGBtICl+MWyQMeN7eC5eJCUTRfd3SyNBy/XRqL0g3xf19nDz/bHpbRP0+2XE8EWBrohGuOmqpcbIxFFQKD2/yygrTYc+LilTkwKaokM2k6T5cRnGYc2cgfSta18nKzjOREJDm2ty7PtiQEzBk9efDAs4Ye0UtqycYJYCHniE3vb9pwoSLviDpe5ztBh4mkHWT/q5+XK0ADWyRFPgy3yvmZPScks/mJT8TYyv5Klp6mK4bkn3AdmbKV/L8CjalggMXFsU5rWcG34cvvD3Pos//I/vDOsX0P36C86vTe9N0+DEGm8FqkpfXxNo1PI6MQC0yMTVc0LqagDWVk7P7hLlWn6zqYCH/LdeJ0vzq43J/IBQ+hiR+JB4T39ZPrSW2Tetx8JgoEYzBojJMW1PkcbPK364wecDBbrE5xx4pkyOw0FXnOhR21bioh2r1TI7AE5FD5+773OVH60r8O1yHv+wfBmmUNTXtlSJtSte+KgHgJOGpsHfUfxo90zvwcPzB3HG7BwKACuGDfvo2Vn80obHouMFNaKhbYKrDk/j2QcO4vyZWbzytGuB5ZUrlTdfvqecrWibWIXdvR42KgEVRaU47mEdL5+ewcaFBfz+6lX44KoVOOBKrOgP8K2xMeztFFg3uQ5R+3vhzfsFZ9WpxInf/HsAYL7Iv7FmNV69eSN+a80qwBX4vdUr8V8ThuWXuLbn9n23Y4ASpxKz7TOGBwH3LFSBsZ546DAKV+CVO1+JVeOroiJPGea94dBdePQM15aftLCAJx2exlMOT1fzuApmQkgojOcqzaXTM+jC4T/v+U+rUY4LWBJojwHIzUUy52Odoo5WOj/8e6Su7Skc6tD4FOghWAq4hlYxOQag3ZXJ8Kh05W2WAbczN3QL5OZsmTnSZ1/uyy47EeNDU23nKmakr/icjQoHZhYaTcbn2mhomw4MFWGeM+rkub08RPIaAU6SIhtJRxJxXzs7d9DQctxUSO9aJgEGWGb6KQ2t1QemhrZsNvUE0ZpUvLzTo0vTPSqBOxRrCEeSH2CCi0Ei7LKo4AOkg6EJWcWEtlFnZUAjW/DVBZGOwqRbEB0c0UMBV43ppojstmlpeJb7gyUAWoeAHRdMju/fP0PyirHg9PfUrNkCK4gVv86Hl+vTxYd9FHeMQ/PN1ujwEE0hgnuUQ6GsKM6J1tKFZj52KI6O0bYeBmV8UOJBxtXgeyCZiyTN48kNADySMcf97mc/inwL5bMcw/yVZUIAGmhPCunSpYTS6sFbPsQBwnR6WXuOyG/VQaEK2k88zbKxLgsKJeElgyl868Fv4ROdBcA5fNpVvpt/N3EuxmgLaQIthSHiE4eCkuZHW5k2A2cY/rC1sGOd5CgwWZZ4zwMP4oP33o/LN14IXPlWAMC2yc1wcLizX/ngHirnccgBGzuTqeLEIu1qmjoAfuyhffhOr4vfWLsGXQAvPnAAe7sd3NHrYd3EOqWs4X5d9gXTm6hbWeK0w5WS4pbh9UdfGR/DB1ZXfqufn5jAA/05vH/Navzoluo+2X+amsTnqXArru2pgmMBp5ADirP6gYYXHjiI9+1+ANdfdz1+7Pwfq/NROJn0WW3+vfEcoxJiBrOJE2toV5QlTi+W4ca9NxrlHR+wJNB+D0CuE2NdItD2uU9GCvKu1HAjmUl6mBAaWhlcyW9K9P7Iq8+uTuhSQoxlumcz9oQ5FulOViITe3ppuZyJidtZlsvzi2t7FifP4sDsQmySJ+pO/WabfGibGLDYt08EA6m1Vs330C6GjjZAT9BTF9/XgfxgMVF5c+W3rttVP1sa2smx9kGh5GsajdP3Cs0rzaupUCkPViTuVERRrcwqT0hXkHHhEnWyIJ5PXECpg6kpeenBWErozBFcX3HFSSQP2LMj6anA7WkclKXJOKfGIWD4N5NnS5tG39p9RtcLnr5Q6iEPAUP6SqjQlpTYN1ejSfhcm31Fy82oB+1BY3zG49uPK46QtaeyC5XiLwBimsoFINM1w3i2TO1TU4my2Vq58j0dR9raRv3zJTzxzI04u77vl/QH2WNL8IOHn6UmzoYd9a9cuxNPPif4MPKDKr+/2GN9oV+S9ZDT7A/xUmv63EJYVylogdFk/px1jiZ5zRNOrWgeCtHadUU+8N6PXXVaMHlV4BnlJM5ccybeN7GAPhy+Xs5i2/wCNhRjHGlHs7SL6V4zGGBFf4DblLtob37oZgDAGWqwKRcE2mjEZYIrgN4EcMFLMY4S25Zvw7cHhwEH3H+4uo5mo++fs64B1hl30zPBOgzEaw8ewiv37a/qgDGcNTThvXF8DFuXb40nmR/Eg35VDvtu1a/EVtfF1GCAW3vVIcJnJifRKUv84L4DuG2sh/+Y212n/sSyKfzUpg145VC4rfDxa3u+uvurmHTdWssKAOtR4Ff2PIR/2vH82qd4WW8ZWW84fSfML2DzwgK2ja/F5V6gPfNpehVEu7GyCtLH5PXp++7DLQ/dYrTJ8QFLAu33AOTi2e0UtcDi7xvNWmAzcHkmWMubk9/79nqgdJUIAU24JoBsXkY9OobGLOXDRU/QLaaI5RECY9PNN/RQkm/CVZ2kULhYkME1ZDXmW/nQpntTHkIAfINPnXy3Aa0e9fusYkmfZTIcJYi/GGN8Q//lmZSFNJaGdrKXCgqVN6b7tUBbqpqHbWvkCTZvB82fzIJcn0j6LA9yfPq2ggsLMCXyWmMwx1TUqjZNfuGONeY3613NzAsB0/IFveyUWCOg+tBSnpT88IHKSilAGzW0hEK6Vkl8mvmrgz/giw8XpIAZytTL9+Xp9Or5LTNhWnY8Ph37LstKHTBqfR8HheLtQ/Pm7rPhWa+3mRfGoUBUV/qc3v+S/rNyvybo6nJLe3+Izc+N8VoEWuUaM0TB6kF9y+Uc0G4fkVhrDS2lDfx2BEYf+Z1jwcOCSBVVfq+A8Hs5XSdXTfVw+y8/o7rfvrQPpDtwuO6s63B3AdxdzuEbmMGjZmd9aSHh2PI4syKgOQCXTU/jX4a+phRueugmbJlYj5XWnV3eRLeFybEKDkBZ4pTVp+DbwztR7x/er7rJy/anPxlYqcXGoPUWbQDgiYensXlhAW/Fhjry8s6ZWbzxwjcqRYWgUKys1LwsSxRDc2+vob1hfAynzs3j3LlZLDiHj0zfUSd/k78fFsTMm/a3c/jqnq/ivMnN/EqhooenH57Blu4KqCBo7AH4+Hfvwd9c9LOhHLOPxEbOnslhAWnb0+bnsXt6N/bN7jPKfOTDkkB7DECap0b3Ug4GtYbW70NNmgAgd7O0GaQc4BeGKxtvKYRNBKYthZUydpQxTNXJ0jxkXQHk+CavRZeV5fKIj3pQqMWAZVJ7zpaVKFw7H9qm/biJ0aan6YszOc4TfHKAtU+CqMEgjhRL8Tlwf1wLKH32tT0JgdZ4Hwm0tQ+tfh2FZFGohoEKtJqgFTHgBlHseg0QZl4ILuGwOM9o3BISg5mhnce55rHnNCR1OToD7kQaTVtE/fwkiZYg8ZhMgZbipuvpqx53co2PC/J2fo0OTqM8UET9TIFGOdYCI8k8ckxSdtPqj6LQy2LtKQ/1hgmlMGzR4qdpmbjLV6NOE/h4EKP4OTp4MHDkRHeWwH3g2Yfhe92dwn+TULkz6GMxdt8hOGg6ZX8AJE8Q1yH67Uj9yPv6NpchLPRp1HdZH3+IZ7ehdrWdXFOs/miroXVw6BJXMTZelIMRlGm/0VNXVxrfLw4O4B4sYKcPHlQLHx3gjKdmE/jMg4fxUKeDf1w+xdazWx66BWeuONEqAKOYHDOoBTkHoMQpq07BHYNp9AHsPlxpNTfVsh7BJ+th+XwCOHNuHv/83XtwQTGFU+YX8Nd33YMP3ns/Ni3bhGi2F9TkOFNI788BzuH0+UqgvanXw39OTeLcuTmcMleZEn9t/iFccXi6vv7oN+6v7pi9eWxMtEO1J9y+/3acPq6ZRCuT3fwNdAGMdSeTaUK5Rtm1yTHP+8wDh/B3578ZK8YMAfs4gCWB9nsAfgxvWz2Jc7euxOz8IIrQl2dyzH9rzKBlEiY3yCZa/bNkhEuUqCIJks0h9jlXaA8frjk/3JeV0rZac98yJ81hJmT9mFaWIJFBoRZtc4xYiKGbYrco1KiNFjSNl9T9mPJ5cUGhrHZuLxCxE3Hy/MOX8Q25HNruMkZbMDJZB0TkmWpod24LARrGEwJtju8jQEyOUappZBNKfe6rwwAAyqlJREFU5jMORGIzn1aLmz60Ee2EEU3MTausIKBU76SpJxMemDBmBIVyiTqxZ8lcZ9A+TCVNjrlmhq4JcXnSkoIyuDIP04ZlrFUUYusOVz9rOPjhhLKekbK035Epcug0E6w1xQzkRPrWFhadOt5YkLGozWMi63HI8vmxbgvQFlhBmqwDAp5X/+bAhSNrjdDcd1Lnn3SMOEGjp93HJKC0hPz6fI9kCYZDp10GhbLKom4lWjlAiDlh3etsrW3y2QLZl73C1QKttwAy97iEyTEAnLTyJADA3y7sBQA8anaOD4wnvBk8Om1Nifp8xXSlFX3bhvX4yIpKs3tHt4vv7PsOTl+xwyaEmhzTNnnsTyTpD0BU6WWJk1edjDmUuKcIAu3GUqeZvWMnBOloaqfML9iCDI1yLCea1ecLMwAcLpiZxcOdDp6/veJPT5+bx5lzc+gNB9iTDx3GR+++F5+882484fA0OmWJb4318PFlU/jYYF9d3O65/ZhemMZJY2s4nv4sonbOAToOUgK6VVfj0GL9YIATpzahWIxm/nsMxy/lxzHQDWii18HMQr+Obuyh7QILVKbLcZoRiVRwyM0PCOZ5/HSbMqU6AVYkSHPTB2eiLCaT4+DPzOxWocPjqfOQeV84zqx+6L/u1AltAbF5ZmA+ux3X6DdLoelwQr+DN253yRBT+JVrjYvICVTtmejEFmD5iV2wYzXWLw8BGCrT99LUYjjXXkPbIyrvF160XWXsI3qNb1K77LXtVEObOnCR/pG1P5nCS6aYNlauwBHqR9M4Ma/VokzBhQkoetYaTxMOlt6iQ8x3RocimEfmzv6nMLdM+a5KiKMcc59kzW+vhN6XElLCkSYQO8AOVFY49Uwu1w+8iSWVZVlablmwah5Kx5GDOd5MepUkmtDDeOhakLQPfvNMw5vTSxJZXcUeoeJQ+tgHyrMRknYm49NDWZbR/qThpvNJQuhL3raMDPI83w9R3y03jbSG1psc06BQdA3jeelcbBvl2KHit7wQrVkjMHQJk2MAWD2xGmsHwOf7+1EAOHtursLSxqeVIOwBuG5fdc/sH6xeiR/csgnXnLAVE90JXL35Ujt/TXwR8G2/GOg134gBQNXQAsC3Ow73H74fK8dWYgLGYNDoYG0QJQyPl79eL9PnLYXJcaot56cBV+BJhw5jLbli6HGHp9EF8If37sY1kztw9eFpnDK/gE1P/w2MATh3dg5/tHoV3rxxPX4WezA7RHHHTKW9PbG+RmcIC3PpDc9snwyNUdRudPAmxtRxLMwCgH6fyxIcUUjdQzvRKzA7P4hMSvMCPvHfvcJBuvpbG3LG8jiklSOkv0sEsyFqDkxNjq351jHmJG2bJ5yxATfcsw8PHJxTTpVpWc0MR+VD22B2C8mwhk3fOe6D+637DugVawGRlqWuX2WaOK+YUFnQNFzkib3FGKYYuItPWttMiNP7PHe80TSpSJ70p+9XMVRZe+YwLLTelg9tStNrCrTivad3z4FZvOIDnxvSSOiArCtnJmsNbYYmKEf44+0WWyb4NDka9ijIj2Am/RRUTY8lPnUc2VQkBT7ywHglmsYQMG0T2ZiStMmxruGtDpts2jU6LFcQuYaxeQ2epjY5NnCwQzZaD9JwqTXeFOaMtuX1sOun4UgdCugaWs3k2K/3jo8RZU+QYKXJPay1yq/JSNCR0kBb+CwtPjtkYX0QwAroGL2t575eVgl+dR29d13OZWuNp0Cjx1NclkWANa8t4NpoxwIHdkgbamO4SUMLACf1gQcL4AxMYKquRMNinhCI3vTgQxg44M9XrsB93S4ef3ga7/rhf8GGg3uNHC4INA5pwccCeoVCWeLElZU11R2dSkO7cWoj4PY10C/wNWhoAQCX/zjJS9MQH9rOeLK9apifBpzDirLEJ++8GwUqzZ/PeeHsLC5c9xhg8B+MvsdNT+NrJNLxFycmcPn0DO6YrgTak8ZWczz92Yoms20z3ifbRhs7zs6TQnmcwPEtjh+nQE9Ux7uVhnZOamjbLrBI3QWr5eW//+ENj9NpjTYDnrHyXXJiUwwZTObTMN2j+M7asgJrpsaib3TjBfJMjqVAqvouOqduflRTlYL/+2OXNydi9Olt4Fx1YtxGQ9uk0R8o6uk2DGAOjlQafyjQBJavFjsAEaOK+6I2l2XiJs9dw24+6QeXwdgD3Nfrtj2HoryynILwGJYPrdWXJq1is/O/LM2mRpf2XtLkfwfBQ5rkBuGhcBkicyKBLgrENGpY6LolrxOxTN+19oiv7eEUsTWMmXfq+KyyYh9aR9L4Z+5PCxfeU02/Vk4oRakHWdct03D/TafdwOeIMBDho3VS8gshhs9Zg0CR0Ym/8j0LNiTooHmsMZKiQzPjFR6tpoms7kNbmlIt3z91v9mytPvJ8o2WdGiWAvRwIvKhHeg+tIUL1gRFYh+QPJSnj9LB6GupoZX9Ta146qBQLqYLQKMPLQCcPNwXLiuWBYRGAB9OiUIgKi3tJcNouI89PI3fvn8PNkxtQBLYPbRkMuZsKgA5TXAASqweX40V6OCOocnxpqlNJLFRJ1nvHA2ttnAAZMCIwWa2J4CF6fqxh+q6oCilov38kYf348+xDR//7t0AgG8O/Wm/M7Mbk91JbOyKoF7lwN5Utbrwj+Kv8t06AGH9aq12xycsCbTHAOIgI0NGpixrDa0UXuj66qNhSpAnpdpVI5YPbfUtPG9f23A3GDjT58FvShqTQXioCKy77CTjWc89xCY/WlmcXs7UaEEyoulM5rolQFuwYblxybYBtnaiMpFNjYmorJbXiUhNLK+3XkZGE6Aw9r7E9mGXxfyyBeNL0vn7XKOxQ9JbDMsLL9pOyo0ZFE97TUeiEVL+wxR0SwEdXxzAJRzM6NYEfDLahxMUBy+HZukU4b0FGkMcf5MLh5LGhX5O7/NWOxvPZDREmiKlHUpRAL+jOd22ul9qzDjT+ZB7bY/lixuvv/GzLLJwDt5lUfMjleVavtGpfrKELmtu0TypIGnafuEPVtU8Go3SYgV8vXfkfdbCZwixfKxmjNvMb0xbr9A3GNgmx9KVgGrx6cGTNZ+ku5DVOtzUl44XvZ8eOjyHex6ersul5QQNLccmBeKornRuRPNE318skIcvNDKydpUR65YGk2MAePX0AM8f24wXdnzwICcHU0MJ8fdLZ2bwAwcP4W17HyTrrLXAOOhaWfrcBFxD65zDicUE7ijKoKFNCOE1PqvTJL1aXvZT+JvmmNTOzzS3tRK0qgfgnM4ybF/oY1vZwY1jPTxYFPj3B2/AyatORuE3kg1ncXpNXKl+0gaZTOPNrUvRnt+/JsfHN/XHKVCznm5RYHZhgP0zPMA63aTeQe6AoyDHsqqhhT4t5MaQo5WTzDUQ+IKOKXzo5Upz2yY6mLZBCGM5PrTOcR5G89Wp1omYaXSw6eI0NiZhwNuM9Ilz6HVik+OkUNGAfKDsp5zpa97cs9oA7dvBoonOAevQAhhefzNkaEMb5mnxt6wKBzkWwzjcm5PlAPahgsyiCbQpv8J6K3LcUsCyctDypvDRcS/T88Mpe27q78O3oP2M6WP+rexb/noWvnK6Lbok3Q4hsJ0VVAZobvNIQwvRf7XAHpiSWHiw2zPglmMkrI1MM6YIhpUQk470K/OkNIIWvZYvaY5lgSWwO8cThsNhQTcrN6ZPE/YojqbgZCnI0XJbuGmeSrB29bN1mKK5QTQ5q2iHAhRf9bu5X3mZOg65J9SHECWvx/v/9TZ85It3RYVRqxR5ukF/1j60ZDDI+UAhd38JdHCaemTBD25WRjkZAu2W/gDvnDoT2x09GHfir4AGulcNSvz6nr04YYFqiEmeH3gPuQ7IQdWMMkFXwGP+O/89sZrgqPphRzGBr3WBPdN7cNrq0/gA1+rFcKfq6IxnAiyQVnr3qGEYFCoJVhTmovLiPGfQwT8tX4Yf2roJe+b24c0XvzmUOb6iTpe9KPAPoaxk/9NJZ/WrXPDbrnaPLFgSaL8H4JniwTDwwp0PHsb9+2dZmhyhMAoKZZkcWwyScVLKcdi/g2aMmhzzIAx2ufrmHDEyZFPkp8ohnS3QChxqEBSCj55cC6GZNuGKCd31PEfgs9LLvugUcRTSpIa2ATVltGmEWYoTyntkvOd0GGPN2ZYCOWWl2nZQloalQFzWhhXjeMMTw2Xu8lAhvA8/LM2YBJ9ux9opvPHq01UcgK5JsDWmCUY2MX5C/mbu0wqA5Mhv5+w1gkIsaOnvNf0RP7SyIWd8siRi/3fsdbzODoTJMX3uGO3mQY1yXK8p/L5KKuTnrcX2fLDOQ7iWjJfVbHJs00TrZLJdyvyTtMQa4bj/XYISejhMy2zyXdV8uUOdpL+xi9LGNMY0Vc96GlZOYm1k7Wz0se7Lnbi2x8ly47aK7mJm7h9621q8Md2vo3UkYy5Tk+N4HIY3/gCYjwV7zeZ10tOw9GJt7Comx1TIZu2R4UNbNbo09SUd1ShkZW6wNN3KrUHoY8IOoQNOL7s3BUyuCWl+8kZg+YaQf9hpJ7pxTDtg7cRaXHvGtc31kKvKou7DpRpa6HU67ck8z/zhjHKNIDBDfGcPqu939nr4zXNejUdvejSfXB3vSpdcQe3X9bjIuIeWHRxYq1YDzuMElgTaYwDJ02Pyg5oWW6e8VjkA0DEuI1XfGpuPBOuewAAlFzbBmWCK59/fdGWgNUNDKzFZJsCWRlG2M9PQGtFlVe2Bk/fe6viyzJKF+bi6dznjcCKx2LTyofX4DEFmMT60cDqd1VBozs/GQkLrT9Op2hYQ5thxzeZVZ22sn2VwnfDeprHJJHv5eBdbmeaXMz6DhutSLMZQ4rYOXFJlhXLsvGzLq+d1nuuCaUafyEu32iba5bilkBMUio4Liw5pvp7jP+ihye2dBY8ZYiwRH+RpkBJoqAlwETqNCYh8bulXu1g+1GZ7JoQxS7BLCXn+m8zLAvSR9FZwwSaBL/blDjgjLbXT82hpAH4wZl3hE+VH6DN6+MJxOPVZK9cSZn251kEVDYxma5r5++YDd3nA0G6vYSbHEjfJM69c2+NA68rpoGMnzwKLz30aZ0E7sGHrVIaGNvapFDVUaZTp24LEQa/tafDfLQdkISgq4ZjSOqzzicUEAOBVO1+FZb1lHLe52Cl0RGmUtokmjdSkKvgmVgJP+aXwO8vk2PgxzHfFQoV3YjDAZWvPjtN1QmwYmdf8zb5Rs2Htu1GWa+jXJZPjJWgL9MSXDqcxGjUv5y5X8aGn2DwOysSakbH+yQ1EogiasZjpk8UvHw+aTfuUl78ne6JgLEMeS8Ckb+mmaCWSQiU33QvprCtgMtxwcO2F1GeTM4aUJCvAlwXNAm14DpfUx2VL4a8NDgDZgk8O0DmQMgmj/mKqXzBkXxoMFe1jSzhysdm9LEvuE06Uq2toaf879ZucZ9oaYQkeEiw2SAqFTDjKKMs6AKNxA6q/cQEVPv9szWmbENFN7L3WzWx9gd0HljWIGYyH0cGF+rA2knlWyvmfHl/6N59X1qkuVJSrX9tj+q5G62TGWpAhgPE6cb93DXnhJC18XKm0K7QlrywiC3Ms8BnPxuGglVeCVpY8ELJNuOPyEjGhADjzrng+JvU0dswK/Teb16SlZPA1mo++7xRhzeTtyddibV2Fs60+clxSWD0E7l5X4ddKfbxlaWiR0NDmCC7ZG2xiJfcaTSb8uUTZqfclsDCHJ3ZW42enC7zozBdxOi1BWTJiOUGhrHfS5FjrTIDjWJg2yjbSswlU4TunD7z6oX34rfv36Om8QCs3IY4k8Z62oZGG+tCyvqSHBcakPU5hSaD9HoBfPKvgI+E9vSokR2MmX1/76O1RGnklRJ03+m0xURwfpcXfGscZUc6USu1UKNd6Vsngm7s4VbSjHHMcLNCvoqF15DfFIOttae9ymDxpBkt9DKlGsasIzbkMkQYphk/mzwkk1JYOyaTk5LfavOobOg6D6Xsoh489GmyI7SuiXJlevqdjRILlJyiFxKbAQVL4sjVdvL4hT1zvGB9/pnyT5Udumy8bdCj8mOpDS+rD/O50bPZ71m48FfVFBKmTlr8sbZ/WjtEXHjQzXmrAygRMj0+IHk0WANEzYmbbv0/vHQ0HK2TOcqNfbpKbu3c0veeCsjX/xLz2Aq1M17CeleIvzcPWflGWRlOMT/+QXL/rv1HJ9XurTtocT10fRfHIuBj+uXKH0tcUtv8l5pzlfx/Gvd229P1YNwglUV+Sn/ML8T20VR49fa5A6+e8xN1jJstFjZvJax4yohxXGk0xm1sJrE3fG8qMBEn6rDlqN2hLZvYB79mAyRs+hhfOd9Hr9GI61fwEnzfDbqqHBck7W/kqVoOloX36e5W8Eke4Juh1D+/DY2ZmBR4AkCbHLYH1TaJttH6W/WqsN8crLAm0xwRi8yYg9p2iYeBzTI5pmjc/9UymAa0xp9YchaYUDnkiWpVfBeOhYevtoB/GpmjhAy+HmxyHPH7DOXn9MrzpKWcauA2/PfrMGCp7Q7ZOqHMEPtmvMftWldNVzMdTGpqmoBb64bWLnmVdrfQWaEtk/SVn/7EOQBKNW/FuZdSels+1qU0x+jjioRrmihTe5UGOJtCmzDADo21f3cG1uHZZWt5Ue2S5PpjPdkAWi91umkOyfjyvPW5z1sDapzV6n25zCnE0cSnsuBpX0C7m8a2p+UfNKrVDj5iOZpNj2gopvtcaGDntJqsUTI4T+JT0qUBeWrPFB3zcbFs7IIp9nZvXSWvd4en137Le1sGWGuW41LXQWrk+d8QriPES8vM2sNcYXh9fpjYfIhpJqePkoF+ubY68nx80mRxL+vS9Jq5HmLOUDu5Dixq3WtIZTzXLr0H60FLBzpz7GQtHEpyOjz0LPIHgdLnmJ4LPp1u+SXy3dpWGMlObNWtbiybYGtoxcu2O6UPrB0I//k7TeeHe1f+kaeIfSJ5U22iLtOjjKMvxLRIe39Qfp+A3IKkJYBd1G6Ztm1dOqO9plE4KJWyznhyQyWQ+f8pK/UY0LSfA54olSFg+XADM6zMs32HJRPGrWMuoTBrEyrnwTTKJpq9yRqNajFpBccMZPrSJckn6X3j2udF3ymjX5rmMLr0PLNotkH3G3rc8/euI/uM4QjozKJRyyCI1Heb1PAnNZkpw8jj4WOX41Gt7BA4KpmBgaJclvR6eef5W9T3laeL5HtowZ82wNHxUkybLp5YJIPgsMMdRBg/EtItE0KUafdk9TEBs8KGN+lbMdzYOBV1NxFvpo3FP2pPWj5fl9CjH2aaXdLXSwTaRNeY1/Ze2G2g99LrKPIxu5Z3ldy/TOzqIE2Ctpax1UmPaFOz0NI0+tLX9lF6mpuGttIthnlruGLkWY/5F4SRPEOaZVpQ8gBrv0QB9Os6yBGbmB/jPWx+Ig0KRO3ApMJeW1P7p92gRb4Hxa0NCTM34M34deOqv6N881D60ZLBr68KJjwV2vZSkEd/bgMRBg0I1CcvM+i8RKCaiTSn3stcBp1wZvjtSbisNrYLXvIqIlkN+L8xaA5M8W2YKw/eDBeU7GazdcfFNg+SCodAh8mrX9jjyXtvURzoUeeTAkkB7DCBmkOQmXsGYdRJJnn/iySF6quQ9LF8adW7CxXNaAdOnjpYPnUlJMR9ca0Xp0NsmxhG+hZD5Eh8tVz+xlvEzLQ0Fxa2ZA0t8FkhGhAYDqT85nbFMaWjpp8kxTVNvR18doqzfN/mIpiAltGatlcZYsCL6AqFfaZ0kH2qNScsM3goWJb8x0ll70nnD51CutlytkzLuKe5YY9JunllrijTz57Tr+el8lH3Pr9YIf6nGTV+3+PtXP/4UtR5RHkZvWC9YOo9bXKNjRUNVo8smrsdyoIdkIb80vRzFh93SSJqHiy59dU39bKwRWWDMWet6K3pwGAnstbjrYhplOVDqYQBdFrmrDCnLymzgyA2AFd7zg1QtXdR/5Nna9y2Qa4rEU+WXkb6tOWDjsfy6a76eCNApGDP8Qui48PC+T90SaWhtv3B9f5GV0sa9czx2B73yix3Q1Qh6wKptceUYSA0tYPo7aoJM7sS0hBhL2IkEa0pvatVtwC+Fdw13Cb2uEQ5rQNNyZduSWU7fDxYM+o0xovUL3Qi0yVb0wjurDVPvmzT3Ubnaiqb1a+7i/siEJYH2ewDMtI2MH+3ED7AXYSls6qZHZbTot6JVMPZ086wDT1BGxNENVvo7hbyWwCCZNrbRk42CB8fRy0qVW6cRrzXTPQfOhOX47I4ZNtXRqbcL7xuZqCTzoLezBx4UytNLijaYsA/96KU67RYdFrPamDOGXJPjQanrIrjG1BgjhiDQkf1E8pp7CCnHas9ep8DcQiz1pA5Dckw3TTN/Roc+Rqh2kjLzNE9y3zXmGZ2ztYZWOcin+72lyaW0UrjopLU6biMfExhcoN2RNLE/diinyQRb+tA6wizR+jlQ4V0ID0ZDW76AjEWhdSJrsew/h8pq459uuE/g4PUL5Yp12SjXopePycR675T09DepH5BYi405XoMyDrk5OMFnjAULXxsTdVKA/rpuD9vdQD9YKZNCLbUUoHOT+SQba1gc5bgBB93bxPqiZXXg9Rvvdcg3vo57us7ctAIAcAlZDzw+y+SYWQAZB+xafTyNXYVf0yOW+Ewd60sFtcaTDT5aAHlsiHKbBFkmxacJ0PS9Rq+GwiV+WwuDpkltqaE94ynA1l0inRLVN0XfoK+XrdJqPJfavb+0TvKbfNZ+0/e+HikRTmlnJgxDqWfa9/6RDksC7fcAwmkeD7wwZpgc2xtkKFNuAh5ss554c9BAvtV9aDmjlnMlj8WAmwE1wAVMJnyQD9a6WV1TQcxua6GON6JGL2XMgTwf2jcSTbqVphBCc02GwCfp0cA1pIuv7dGDq0jcjK6s1UIX+JggkcwdgEc5tsuq7kMuQQPGVGMypDfHjlFXyxQZ0Ns3ZsD1sT7Z6+DwHDVH8vn1+SDHvRWd1JF3Ocy1tExQy3RCoxhRredh38R7f/TAgxyTsTd8V7ljGGuSUu+YDt6elKWwxic9aKTQRkBRr2RSyqJmlVJ4sNo5Zepu7QupPAdmFvDf/uyLAgdPo/rZUwEF9t5hu5VYYz2UlUpj4kBeHsCIp1DPM6fOD5Yjcz5YvHuUh/ylQqxVp6YD1rR3o4N22EDHIRVuPS01PuN9bNZO6Y3TSRwsL3lt+dDSsp4/DIhZKQW49YcpoBptKPf3MC74O8qvUZ4OSvrqRcMGGt1DS0qpNuaGshIDzAKrXCn8qf20WOFHThSKL8cMQBnEE6uA//ZvPE3TFUC0rsAwIrWG02p/5f2gwYeWCdZG/ZILBl0xjO/qQiTaQ0JDMLlHOiwJtMcALAZJMjLc5Lh5c5YbiO5Dm54XGo4nnxMc9CUDTXGW5H1BJq2qDRFgmRzL6LKWgMnMQw2hJOVDq6VngUEIbskA2P6V9qYY0nDclIGjGkUtd64WT0PNhPlhz1njKsfk2KLFGmu0bVNgMb4pAZNG29aEKxfRTstlROr4RNtqdY/Hql7WsvEODs3GES+lEMu/ZbSJNd7Is60x42Ndwy0104zJZDjEjDLKtfIGfz4d6JwBxPqUYuiU9rXMV2Vsg47Z5jGaSEMr8LLDCcLY52gBeR3EJ7ZW0TWM1jVj/lkHHeS3HOt2WQFsM1wxtxReiwrQ1ToJlqcZt7Ivlv4vEX4UySVlkWEhtLT45hwQ+6r8Fsql7401bAiW1UqEj6xn1QE7pVd/trXiHNghKUnjn80ox46XZa01rNzhQ7/kmmnJK5hrqfG+wumi9w5OBIUicxmh3gyKJg2t8KFlhYjCNJPTrIGaSEcFSSZUCppqelMRR+WgzJm0DYGWRgFWJxkUysAxWLAHpkorDZiR4UPL8mT2WUSHI89WOoVGushqwnTOfcmPYFgSaL8HQBc/OqCoT4ap5TQDK+mMdsrk2BJotq2e1HGA4yhL6kNL6SJlGhOOb4p6XRmj7WymyAdpkoyWbA9ti0+1YRDSebq8e2+tNuf4aP2c8t6iNf5mfgKgB6twyg8pvFtMtFk/pPfLNpAyOabtOCDj0JHvul+3E2NEZ2RyDw8oPY5sMtacmxzrYq6vmRzrc4DSIhlfk16Dd7D91mNcVTHclcDX6Xm7tuGm9zwtqoMsizKTQVjkf+k3WgXzoFjMDculgTUHmVsw2rlaw8K6bJVrPXuQGlo6H5zj1iQyXSi3eX3J9bOm/UfLsQ+t1Ne8XDIWcue6LTyIfPVhgyxPxxe5cCj4NRq12F2aFYdsT2tZsPqv6aBRy8/M4EleW8sdF6z56VNcGr7oOaMe1bMxXo11K6s9SaJx46CfFuBdhKSpNT2QiBQAdEwmDqpoPeg7GkuDmhyb0LgBysiGcU+Fx8VoaGWZdGIrwp/FkFADa82XpAl/NLkUYbrpaiBZpoZL9TcVz/TbYMFoX5qlRZRjNX9T20p62Qe+MFhprIOR2vRdw72koV2ClhCYO6EJMMxesphYGKZHhpvDIOG31S103JRBHZZeB3bQTI4ZIwk+d6xrUVImSFR7agmYpomWMzS0YnPVgjRJfNYJdQ7zIpmdsC7xvHqkYHuTaIp6KWUoJ4i0tN8xHhuH/64Jc3IsmOWTZ6YZS7RtHcGZbA5sOXfCxI7ktbQpncLQCsDoG8jxQr6R52Vj+im9GTzG2XNeG2+SBbLHJK8D2x8bcETCmJWeljv8G01BwSU2+dBGkMPTpFGSZx33KIKELVy7uhxLGLPqkZ6XMV3yUMdDymrHEpRZGiokwJnXofFxkabVl0UFFEYHKze91lGB20qjRzkOa6D2PkrfMBaA2MJJLQd6mpgO/VltgzrAhQ5ciz/MksKfmOMmvWSMMP59mEtaJoQyeYuPk3to5ZSRfEd0D7QTdSWfGL9luHhRkO/ZNYvE5JiuxZyWDA0tpdIV0CPSGn6lifXBTEfLZTgcFqVFTG0SLA3FrZlLJXxoc+ii5crNzSrLDAplIiGPmUGhjpiGNuFfrE1gB6DoxvR4WDI5XoImkBFmmckxfW+cElpDXga60TYH69qe1Aluh92HS+kQ2jsQDa0SvTMy6SOUWBsIn4J0a6PaIscS2v64vB60yqXGeDrbhJGWa2poDdwUJKPLzLMpA9BQflxuekNW/Ydp2QaeyCTQM+Rm8Ce7bXL325AnZhhiaitIBYUCEmPEiFqbiuRp3aGs8gWi3ClDoE0fVoQ0rJ9zzW0VHJbZZ2yxELebZZJH03h8lmaNCkGamb92pUxIY68XKh1kbbTHfMgtDxpzTd+BcLii+aRX7Qny3qBdKReQ/c2fHXnm7hEkXc6eYswT5p9Oll9r2FIXCpkwZfquWj8Ygm5UFs2TXi7q8UVHGb3eRR+Tdn2z1s/EHLUEST529Hlq3kNrXdvjHOiVdHWbCgHTGgs5gbhofjZeovqpRbH3VEMrtwHZVpWpNfehtWNe6PNa7m3aWHdOmBwPHwclTS/wtvahlZsmJaBJ69gG6ILRIeVSOloEZkq9l9/UZ4KvTAi0OQOJDRIn2pbkpfnLnKBQSl/Q51RQKKplou2s0W6Bcw1pRJ858uAF2uiIB1jS0C5Ba6gXWLFB2r5azZsMZZYoDAbWCa7NGKbv/wy/a5Nj8p4yVJUwbWwmBmOYNr2kOOK2Sk3FSkOrn8uzXzUOGbmZbnjGhp6z6QvOx/+skhMGQMmeNoM1cAwhqnvEDNSvEyaP3JfNosPey5o3XKsNLabEw2BQ8uWZ9llZqgcuFb36eEvPs5iWan/UmQvaN1PKlUo8tWSIJb3hm3ptjxAkTF9zY16bc87xgFsW8ZGGth5XdDNXs0ZrWJ7wYK8Xat6ornFbRQeNRv1SB0faGuHggvUKUmPMnn8WcAHap6d1leucVQ7Hx5IZNDZZvois5gGm9jumye5/C7QUsaVAaN8crapVrnyfK7xRv261HEhXiXS55n2odR4dj3nYwNLItUPHYe3XWhpOHKePxhaxWt25an2LTI4dP2znuHU67DgCnApmctzgW18haelDy3w+RUMvRkNr7FOgQlAKt1lWznvyTQpzTNj07xepoQWgmjJbaTwMNJNho/21fmkKCqUJpNGimWpbMkbUJNFKGd5TDa3EseRDuwRNEJuwhfeWr5YZNCnBUKXMQCXEUW/Dc9fALX+XCEKrxmgPSmMOI7FxSuZFW+NEfk9v7Mbh2DP97k9xYw00qXvNfDoVnwRLQ0QhMh/19RMMi2q2m2JoE30GiGt76vISdPk0xhqb8hHWvmQHVyFgXXyvlbMwGERjRBNQK+aR0xvS6Pgk+LJeccVJOG/7qqocwYhaGtBl480a2ljTEco1zTUNBtWaM7avpF4Pq0wJFrPrn+thyPzcwl9qjmjRZ64jNB10OmQ6+s6nGQxKexw1jEOvoQ13YxNKnDwg0GlK+bHS5zpd1CbxmKZt6/FrUBgNSueNpDtlvqvRbsWBkPRquCVvrbWVfJUy1dZ9uUXf5AjNRmda8zKVv2kNk+VaJtW0bk89dzNWTnTrMmlfhgPo1Hph7S/2fAhzn/uxhmS69ZgEK8ox3a8dhibHA9tlQK4DlslxVI/hX7nHUkGbBrOzD/6a2O3hURoTdozVShOIsgU8ObHpIm1FBM5YlJLvjUFNv2u4czW0KfqokG6v/vyVJthZBwraczIoFKmTJlRG+RQ6NCE5lZ2Ol6KjJPCkLWlol6AlhKBQZWLToBuhvpnEwmY8QKWvLHtvbLydQl/IpPan9BEFHWHgHIlUWsJcbi0tcMQQk7ym+dUQ30Bc9SHbqsksleETzzk+tBbTfM15W3R8pGelj5lm0pvW0KYX934UrMZFdfcPKQ20pclrhNy9lo31uI99URJ/X2ho6SFECZsZ7BjtlrrbWGV8CXI5TyiKyZ6uoU0dIhQBYeOhl9Y2dRrLpYEwmXJrrw91yIfY5FivR/Ut5FdZCbI3F4Txtaw7ZDlsvGRoSaL+U9ZTedBojZekhtboT82UNUpjTJZYyxrTwuIZOLDnUL49HaN0Cr3WvsELsutkBghyenncBJi3jh2NPD0WNL5N13LLgwebdg1YXiNR3N+hL2n5prBpRDmm8MSzN+KEtVMkP61r9SyvEYRR19wox2zsKAnNKwXFb34PrZ22cMPoziIoVM7hnWUdR5HI8cUP/kMb2vJJk8nxAEzokj60lkDUGmQf04Hc5tqeXByJb5qQ6AyaWuGgacjuRgW7lJCtBnWyaFLe0/w1Sm1uJeqQFHTJGGlKQ/E4h6QP7ZLJ8RK0BWbaZjHahsaNb2o8r7ZwW4EXkj607ARd0k7KRjDPs/zg2jLXKe1EQRYjmoxqaPkGx3FQs1vVh1b+VjZ9IC8oFIVXXHFSyCvqGgQGKVQojF1iU2nSvjVFOc4JcELz5ATveu2Vp+KK09bV+bK2H4NxajI57g9KJkhyRo0KfK6xrar3+viU30DHPUtDkpD3loY2pfG2DnxyzHNzDslSc4bI0vq+jJjxpjjC79AXAN82qaBE+8wCG187oMJxVY5fuOx1tqnNax9achBANTYdpa7VNx3Hyy47UccN+xDC3iNomrw1TEuVY20hP7N5bYxJmi8SdJX3Wn4Nv55GO+DzOJwYk3GeqH6w+tJeR1h+sm5p5TrwPisa1kYZE8oRWqw1UE45y8rEOnSWECwI9LEuDxotYPe9WuuTq8z5NcszWm9zf+no9VPrMyy3O6SrwlG91zT+4UWTyXEpKxVPhPq5weS46AFXvi2NL1UuFabhdHz+W1OZEQ62WoV3Kj4jqmmyTKNcS0PrlPqpJsdK+eIxO/p020BVVv5U26hm0Y5raCNBfsnkeAkaQDJn2uIHCBNLg1NLCR76Beu2WY/53mSC+bdyKNGyTcNRk+PSpNeM4ixP3E1mMqZRap2l9lvX0PIf3O/H1zvX5NgsmG28NIlTshTKOhMVCeBvXndF/WxpID2wsUaCAkvaab3pe0lDTmCQOG8z80KBa8V5ObKofsKPr0QZBVDTaMoyOSbMi2S0Le0bbYjxrr7kpoSNIFTawm1dpwQPlDTzZ2MvxsG1zoI+Risf31ITJAPVOCKaMa16IgCPjVt/D5GG8osUchj7aH0SMD8ciD3P7DLctP+kWSv9ER6vOmsjec3xqYGnWDpn1tVqW2uNrcY6xUcyGdpO0x/UqKu0bNDoleOTpTFwaKnDwUogvg54J+ZG0L7pNKWeU1Y1NL1Gu1xHrHVZvX9eO8AkY4Huc3yP1ce3WVelfPlN1sPqf6sc2+SYF1A4h/5ABIUSaxAFtt4b+wDFIHmhXhEoqA/iQHkQWVCGybHU0DKMtPIZUXI379TfpwYuEyrp4mHgqfNHht42XUzYVAYDfZ/cCBI46F6lmfdGeEVZmobWae2feJb51Drl1EF5by3sIZHdtkU3fu/h+FbQHluB1jn3VOfcTc65W51zb1G+/6Rz7pvOua855z7lnDtRK+d4h+BvYUfT5Au3vuHE2sV4cA8SB1wmfRSHOORhGtphRMH4xNfXjwMlw9ZAW8yKbkoH2BpaudnROyLN8FDGWtsUDMbnsSBsijR9YOBSAqmvnyz/lA3LVdw5GlrKoMb57fppTN/7XnwBVk/1SLkxDsu3NsJBnm3hLYb+YFAxuyQNZUQ1c0JZjya/tPobY2Q8PsfrncEkUjB9YKP8lHZrLdDLytLWivcaEx0xfImxo2ypAAwNrKNrh72zurwfhD7eHvq4D3PRikoP2OuWh4XhdQ1dQ/rwY6dw9pjOWu8dz0T5I20tjk1ndYgPMBUchEbn9L6KeNUEDg0fey/GpDWmaXorvwctrgUTJHOEcQOs9Kmser3pWioOCBrWqupu7pKlp4ceYZ8LpdJ1sipXr4cdX4C/D3tFoL0kLlCxibMvhb+jvqpmfAFXza2BUE2nrAlsPsdYR9gPRzS0gTeppr+FMMFu131FOt0SxgCoJsfWcwTRrFPwCWG6rVAZCXbWRFDqxPAdQR/a6IAh0V4DTVOp0Zp4TuU3hXorvXzv82cGhWIbBIlkHeE+viXaYybQOuc6AN4P4GkAzgFwnXPuHJHsywAuKsvyPAB/CeBXjxV9xxIoo235gJkCn1IOEBZ0ANi1YzV+87pdQxx2pGF7oadp+MZOcfrAExQ33UDk4Zq1KVrmdpFwRDZ9dro6NBeKNcK8LCt4SZPgWglyIQ0N18/Kshg1F76lfXYDw6H5C1sBVOQ3rV95UCivoo3zy7pazKTUvJPlUl1HnUFXCnLuBvSw0C+jvgyME9W2c7CYa9M3z6CFj8884YHTwcuSZfu/lnDFmFWW16hHYp5xuuiY1NMwfJJu0e5SMxYJEnTtsHBQXkAVThFljuhSEjEfWqOtrIMDD1JDCzE3mHZfJ8pc7+O+CXTQT9Tc2cJn9aHteypMnBvGQjwO9ec8E2eyNjqOu309KlAjMyOss3SM2HVsntkWHVeduQHLx/MjntOxg8Szh+r6Gg7WfkEPkfj66dRnaV3V1Ad0HNK5lXvWbgVskrg7zmtowdKzNQxxvWWd6PtXP+EUVo+6XIR7aGnf0DaM2iUl7NR36UkNrbGo5Zi22h1j/2aLsWEWu/MFerk5uHki/tzahzazbDVys0wq3rfR0Ob2S53f0tDmtBnEwpfIQ822aduya3sELJkcZ8MlAG4ty/LbZVnOAfgwgGfTBGVZ/mtZloeHP/9fANuPIX1HDeTG0qELuovfA4lrezL8W6fGOnVEw1zTPUafIUhIfz6UoQ40cI3PP0gI09YmlfKJYkKX4kMUmxyLelChzjDJsphE7kM7+rSRmjH/k5oZUzoocxUzf7R+Oq0eBlFQKL6c5WgR6TfJdNfvTdPePAaQJmG+3MJSQJbVH0ampYwvtRTgp/HWPAvldVk9OKgmx8hrT9s/K4XP6ud2z9w3XscX9RmZc07JK3FITYelGae4abmU2dWgmrbNbShxUFode47Hiwykl+PD7GG+P9TQdng7ShzSfNxaa3ideHqNOc/RYPp0GsQCuzKOHc+tX9sjD3XCr64poNA1Xo7DOH1Fr11WwB1DLfYQ2sO85tYWvoSU7sI8ODLSP2fXNhakSe8mOc+scRhnVm5pUw8tncCdt75Y41bgrHE4syzrcJBCjp+tA4Y+tJqFhV6wGeWYpHnOBdv0dcsRtwK615CDuChbyofWCxJysJvaxZxre5rbLeoYVUtK3q/cDpz/4gROA7exjulCIsEnoxw//b3N5Ug6VEE5RR8yru2xBrTSx07BSfhlE5Lj3udP+Darbe7Ag0IJHEtRjrNhG4Dvkt93Dd9Z8CMAPq59cM79N+fcF5xzX9izZ88RJPHYQD3OoiBGSpro2d44a8FuwO9mtaeFwewkGGhKS6Wh5SbHdOOUwVVsM0ydolh7qtciRI2W+Tnt6lR1dKrrZl1SkDcUtLxYUScqBPE0AUf4Fqhggm4Ch3Wvr4d+wqeKvUOaSfS/U/1n8A9ZBytm8BHo+Dx4gVbbM8qyVINvybIsoVeOYc2v1IlGMMe00QY8Dcetzi3YVg4UTDPjqF/dME1qTXIRrRK3NNV04r0fhWw4Eka7zp0MCkXKT6wdPI+xoLJEgTZr3Wm8PmqooaX3zVLQokbLsizcBa8g53vZc8Ct+9baTZDjTiHb2XLfsHhYeiBoHfDJskTJOg4jT2NMAVGWEwXnrVv6s3UgwfI6su84KfyFwZ6zVnmobyCoy+ECOz2Apn7rMMZI6lCt6XCEjkm6R+cetmuHQ6FOvN2ig1vH42Jo9Pl09fvo8HT4LNY5Txfdu5PiQFLTSANbKBO7/ibKYhq1jMaM0vFVWg0KxeiQHKU1ARO08Imm4ADHR9tt+0XtcdTPUkNL6y3Karq2B0pfyGeZlg6SHB9o85vjfaMmMTYY58B8aKP8SwLtEQfn3EsBXATg17TvZVn+flmWF5VledGGDRuOLXEjgOWTFZn4MKHJ2ECUcmT+PvFNSYaRN6DD8NFFnOMsh2ZNbGMh9FpXBgGJa1GizdI/043JqYz9QKi85X2HLMqxQpNzIQ+tk7xeiTJk//NF5xs1pOUGhkUyqGxtJ3RowrTsR0sLqGpolQjPtg+tUQ+E/ogYUZLIYqjbQsca+IjbYmFQKsyxzYSF92lmzJfFcfM54f/SurbR6kmaJElW32rlpvzWpfm4lsoaY0zzEK07KdrDXwcXCxIir7U2sjzWs0GHc2ENjvxpXXimGn22ziYsViT4+5CZZpoIYIUxRiyfTfoj6Z+sjAUqxMjGtOajdYAp25lq7i1rF6tOKesHbb3gB0f2WuUkkUoaD9r6H1w7SDEKjSo+472dxp5D9B1dX6wDKS3KsXaLAV+XyXt/2FTK/Unvp9xrezR66RZdJvgDCqbFmEJXX5ha03WZ0oHEe1MjLPq1V4TAbxq/FRWjae881AIUHeAOthlu3YjxO+u39l42oiP+ldZKq0bPjZA0/B6+0yaLI/WOTj1ynulvUhatbES3+N14bY/VNpkaWkuQV/Mp781BRspneGl7DGksB4jrfXybHOtOHEcH7gZwAvm9ffiOgXPuagBvB/CEsixnjxFtxxSoRtFifPmmoaeRJ4z8ftvqeSD8dCnkbLacDB4kxvvQ0nTOBQZwkDiBta4GMhk7Qhdj1MDv9ZWMUMDh9E1ePJubHDNPCu/XLRuPC4XS5nX7OJaGmzgThqOmmyxFojEt7Y3W5LLuMWPo29Y2haQ02Hu+NdZyWBebseD9FJcVTI5DOVTzkONHxZjEBNOmmus5SaP+I6d9Ij6Izi2rfcRaoL3vmOnpeNPHGFXepLoy8uunAopYO+p09V/uf29B2MtdNJ9ygI4R7X1lWWKtufqzh/l+iV5HtwJwzqFAEKy1NPKZa+IorVzzRAVP/1w4PY3Hr0Ek8GtpMlo6Nd+tgyqLt7P4bxcx3aQcI78EbihQJSxI31Q0uShNikYKTbENgIjd5K1rjAs+RuIyo2jiYu0Iwq2hEU7i0+ecJaTTA92y5MdFOfuCtW7xegQf2ngN0vPmKArowahc34OGVh78WR1t6I8eugPYdxdJQwlWOoGZ4RoLZSmP5Rgh+m8qSJoa2kQ9UijMj1q5st5WAKYUCq1O0GmnaTw0XdvTKihUalFLViLjmzXWaJ1K3h7+YEWr45LJcTZ8HsDpzrmTnXNjAF4M4G9oAufcLgD/G8CzyrLcfQxpO6ZQr0sAG4/yahKZHkibEPoFuj8ouR9rHp9HyiXPYrfkGtoQ5EFjAH0EZB2HsalZG5aTjH1IaNVVMjV0k9f9vvgyQQUiLuzoJnOyLJWOCJ9nosJHun9Qv8LYZ9oeC5IsTTttMUUm4+WCAG7hY8xkgmnPAcuPXAqPQKUZo/7Gw2QAvLaPthXUZzvwiUEX6T9HEMZMMNRnCoWRSI711IFWqIdeJ4uBYySJMn251B8+Jc40MbvqtT1sXmOYzsaTsujQ6iS19UH444JLYdBom3nrIK1PqLBpjavC6ASrPSUB2kGHQ7xmaLgpFEYjRoKHi5JE5VuCEtXQpjRu2nuZ3jwMTdGOWKtMzUbZekZKlVGDOY3WuFcqBKWeSkK+duo3CWi0AMoBJnQzY7lW5eCQ7hip/cLXg81r5ZlCdM2hdbjo4nTp+3d1+uSzZQkh15A6yjGcWr94vhrs9sH7gI+/ORRcFyDugtXKKmVt24LYCZp8aLODsthrlTrRKI5IGLMERmPxj0gxgkKlNuYmk2NToFXooPWNaLJWPaOs+puC20zEMqA2OS77Co4lgTYLyrJcAPA6AJ8AcCOAvyjL8gbn3Ludc88aJvs1AMsBfMQ59xXn3N8YxR3XwDWK+kJqB2aC+gxwzWhHOZyRYE0Xyx/TgS/qJUpgqBXlWmfUdFi4zciFFJ+sn9EOXVJvCnKjLocBI/oDzpjYvr2urid9zxkypXIKUP8ljjuuD2XAOzSN6DGaR5qdSbL6UVAow18YifFG0qWEI8rAs/cZGy5NkSM8ePD1q4UuF8ZxWfJAbEwQMMahOQecYCBJv1KBzx7TBnNmPAOUIXORGb1Gu/XMTGfFYYFPJw8FmOZBGauyTrHJqmhHH4uHCge0rIaeZiZ9Mm/GXHTOHks1o53woeWHfXo53UTQuHr+FM1CicQn+TfHnsO4p+4KlkVFk9+jT2PxZwG37UNr/bZMuNlvVldd2PTfNEhZ+lhA1+hRxpWG0DxoSpTJ6lqvKXKehWf1/nnlxNZy2QkHt/aBMAXNxFlLz8zu/Uca56KM+78JXzRemItQvM9VefRybQ0tee/0vnJwGOvQ+lXP1M0qypcSPmb2kTR1CXonUIHPMjm2CE+lo+WagpYUMDNwxB8bnglNMihUigE20WmHAvJZlKWa3lLcFk0pDa1RV62cKD19Teg12yBaKMNfL9AO+jGO41xDeyxNjlGW5T8A+Afx7ufI89XHkp5jCYULAhfz1WIMUrzJAPZGKDfLgiyqFEf+ls7pkzT5TcND0NBybSb1J8nCYdaJaFDgULggtGibu4yqLE+bSwCv/eCX8I833IePvvayiCZ2Ch4x9uG5YwgGrCxWrs5A0mU0MnOjMSIQP3t6tW8aLnZtT+1PGNNb9aU9Xii9HLeL3jMcif3VgpRgLWFhUA4Z31iLUkIwbcYhEsWRCv7DzcRDGk0QpHRYtAOIApGE9JypoWWph14NPqqyDpIm+cw1pnHeKE+0Jun4tcxUmE75/lt1sswfpRDL/TFdndcpdfV01c9C+6qBHDt1OhcOGlNmu3af8Rz0qjQ6JjUtW1nGbaKBaXEinukBmBXlmP8Oz1aUY2uNYDw3QnvKfuX0hd9anerro8o4XcraJTXWaR7tvQWRfJFRlnXI4iE6wKRtSHDQtvLWViGPTn2u1p+tjYm5KUFaSLCgUAKDXMv7ZYmudf+uHJOmwKC/cOJVl/nQDmlPyQMpH9r+XCi47igZnYogyQoKZa4w9m+K2zI5zhvVzTgioUsTpjM1tBa+aOBbJsciv2aOawqu1nsr/2IPBYwxIvOqNDqioVWE9uPch/YRGRTq+w2sC8tlVF7rJDIrwAwRxphAm2QMmzcseWLPTI5JHTRtpmSiOA59MTI3c0fKcoaAGWlWxMZZAv94w32MjmgZVNpa9l+b+1ElSKaEB+ogjNowYVE4FqHXgpgJ42lThwuybMv8Ue4NVhqWvk6ha3tSdKSi+Mr69ftlRDdra6LFNzVuxjzjeHXNgxy3pvCYMRdlXSk+qyw+m2h/WHUS/UoOJJjpNbUmqfte9oX+zPbdMEWH5dE8tD0dSwcAa6Z60CBioHPGFz2EUL5VtPGFhJabMkX3IIMehTEirzEy5g2lyZiXLpFOO9RLBQtj763xZcxrC4pE/SzLC3mAyd+HNVBrz4hGo04eNB9TOi7YuuzHRVxMI9gHW2IOKXktk/ioLKWCt+w+GJen5ImETZZeISoqxx4L7OCvHodBg5ny8uTlJPYXgqNTOAzkPbSg+3j6nnoVH/Q0DmBRjrmSwkXpqxcJdnthjqQhi2ajX2kiKFQW0M1K4DP2C1uopK9TtCjfpABWC+yyLGuzsfCTctvc69smKJRLlCNpke9G6TNHx4K5khv4AOZDG+E/vjW0SwLtMQI7UiZJY236xkYtTY1qTSW5tmdQ2kPepNXcOIWZXRn8E5nwR9ciA0cqFD8FNg8Jk6EJHzKqMt+MHIv0+/I/+XxEkxRQuA9tKC3H5Jj3mWFaLNqZMnNcwAg0vfHq01V8PGBM3O6DUmHglHEotd9xvapvkRaKtFugQzJtzSMxR3jQ6FsYlEx4ADgjw8aIyWRCfZa/NL891n/ObgdLUE4djBCX3caDFbn/s/Uig5mLGcYwr6n5o00rbU9hhg0XHazIrVnTdEyNdfGWp50V6mf0lFmPBL00vaaNrr7p/Wf1mRVQjJYlx6ptAuzMNNQ8l64v1D+yoAcSjA6dvtinNU4oTe51Fsie7al7aLW5ncW3Jt5rlKS0yoWYvyYfa+Jrps8oPlp/6bpsHWZrw+3Ldz4cvbPWkVrYjA7e241vmVw7vKFnRVLA9CD7plvwFoLyy7kQ5VjKeNQFyqI3tUZre3fhXLiHFmT/Za4Uom6pe2i9hpZtpkIA0wSnlA+tNfaSC77ix8o0wrnaRSFaaDiZYAZkaYRTGkn+Iq6HXChZWpG/jYa2SaCFwMkCdim4ZT71Ex0jRlZ1EXNBoFWjHC8JtEuQAXTYNAVOkekppExcffZBxMA308RwGJuaEzSWKGsNraYdTuFOBTTiNDZv4lZU5ciHlpR7YGYhwhf5lQ6fK61zSGcGKzKACjg5ggRddwvHGYM3Xn2GisM09R0CMzkOaChKUpZFY2gd6xRbIta0zrkghXT6LIvy0S25L2H1jZsc59WV14HiJiZs5Bt/1pnSJA4Ln7PnSmreNKWJBM96z+UFBSEvoaE15ij9nep/Wq7lrqDtzVLrb45JgYvic4w+j1u2FXnO4OVSAlttcuwS2kWjHtI1Q2PIHcB8xykPZeGgwOunH8TR384XDv27pA8AOiT6oaXt53WD6KfwwZ5P6blRmxyTXSGsuXw+aCjid/qeIOtB3/MgUwoOo80ljtQBCk2vWXrQtSq6RtAoSzvQk8+0AAe5/jb0jcSXONyXh5ODUmrfg4VTypWAltuxZBVBt5/ndO1IxQ1Jamj78yQNHeDWtT2KyTFFnIxyHBGm4LOEaVlBs7IZ+EQyJni2DAqVwsWEv4ZNyEOj6a3SFxF9smwlT4opMj+RsZBkqpT+cw7JoFDHucnxMfWh/f8qyKBClvbVjCooBDM9PQ/M1GGLeO7CptBH3kvmugqyxHEPmA+tPSdTZmcBH68f84VR2qTRh7bR7FZnwNMmx0ZZoua65oH3MWUSqT/XIMMMRAtURCEOCiUZpPAh6UNLGD31u0hLl/LM7aeGoqFOFPz9n7wNhx+FXzdnXvTNOYW6U49DsPRNjFr13mi3BL7QN3kCnOyDmm5jzpn8BaE3HRQq8ezbavguvoeWanHJnBPlm4KB8WzSB3s9tIPHWHNfz9Dp8Pf0AIRameQJD6lEellafs3Etgkfnb8xZrIWq9/tcWG51lh9w9cROV7MBVjF7UEzwQ4CX/PaLcu1uinHJcUSmquywlrD5347HDSPtBjS4l+kypXrXKNbEakfFZrLTNo7YowwWsh633HAIOE7LBef3DWaLL8sbx3l2Dk2z6jPPINcH1o/OmVUXkZUw7U9Gmw+LxAfChIVo0IleLooTQIiurV6OFGutcHkBIUyNiXnoGt+nZ7GQ5ugUE2LTSR8ljodKXzsNaU3kVdtNwceFOr7C5YE2mMEpgkxY5bIe0BNT79EQUKGv/tlWZeVG1zFes83ahcxfXWYpnpBtwVzClnmj/U/w02f7BNW4BMYbeuDQmlgtXXB6kRoL5z6nALKkKl4ye/COfSH1BYu3J+b2vvlqbmjGyO4NsA/cvykrRJXvQVBm6Sx+pKWn9dMDCwfWif2QcCfjAtGhPSf/yTTWYdFqYMVXUsnmcTmNqGQ0rbmaGVz+iBleRHuk5ZCc/V3QCZXmlXh5dbj3jFWzb42i8xly+eQ+tLnasI13qeiydfJJfCFrDlaYBrlWAor1Ew4yx/awu3kt/AhJ15Dlvm/kV7i1tZV398aSB/jkIcGtxK4hwjl3DfXIdA0eYsPO8xU1unUAa0FVl9a5cgxLPffQKu9Xlh0WOteWx/aFA9NgfZlzgFoDWJA0QMiyVvQ/J2iuoeW+eeTPNLkOMd6ha7rnG6HsVqgFfPMbJ+UhnY2TiMFLW2BS5ock99vvQvojCk0kQkVCX/WVRmJhdaiRaMrGuCaD23KxDlzNlp+yCl6VZNjrUyNJrrT0e9Ku6Xqk2rbOn8qKJSx6VENrcR5nJscLwm0xwisDZa9z/BN4YIVLd9hsledAG5YPs4Zw7a0GpudpLcKClWyBR1laTJqFKzrR0yaCC1SYDB9aDPmqi1gCpM+8iN1jYBaGPltbZxFQUxZHeoox4WjjIHdTtHmTPCVJdCXB47O8tWymQ9arZRAJNCoz2b5RvtYjJ1Gm08fhmRJLBZKkyZLOJIQtGy6ibOkJYf5TNWP+76F9NpYL6NTnbicCJ9ztQZPvtc0tLl9zE1Wdd9sR2ikDKrUKEZ5tOcM5iolaFn1sA8U9JK6hd4+dN0qhGRmjmljTNHcsm21w76U/yCFnPXMWjOzykE6griaLTGGLR/fprnsD/i04GSFWD/tJjH2DmNNsaDCoa3FjvVxMhJ6BnDro7BuMd/xTHp1OkS64ZtOQe5ppa4vZd7ebx5+Q9aj8qGVN9lobhMavR4kG2ZZDdRBoUiagRCmeaYck2NHTpz5GsEnYYPJsUw/vkJ/L5+9FtnCHUnsGRta9FvJwyYafRYCrSVMm3V3Ib+p8VYmeWNQKPpaiUatHTSobSDb2cBnfUvueVr7kD7W8i+ZHC9BE8T+S/pzzolhiqE6Ye0Ufv0F5+OqszZi/3S1QKY2KWsjtO6Zg+P46+tfCF0lAOsOT4YjQ2MtmU/Th9bYkNuaZVGGkz7L+/I6RkCrVLnqMmo3M9moHehVNBZYEVD9Ji+DQoGkkXSkxhhj+lj+MBb4e7/ppxZujao0s6TmdLL/yZgkjD0fU81jNdoqyRgJzCdPaR5aGZ2eMi3VNDOxJrV5jqe0uCU5QNHoYmEsEp0ht2xJl+q7qKSPNIqUv7HWUpMS/psJDHSfz+izlDBG02j3YVILFydpz9gT5IGnRm9crm9PEQxNJz2iwwrSROeAflAox1t47loaN+jjmK4cscbbqAdLEyeKTI7JXC4IDhlXwQLrENi2+mimWybMMQe26aMHcZSuMAci3/Ec39xE29R3xHoCwK1lAL0domt7UkHWyHOncJjvD8TawgNWsrxGn1n9JOdCj0U5jmmK5k4yyrHX0IoVtF6snCBGMzluaFjrm1YuvbaHaUlTGlNWqI2fptG0ss4ZuAFTuDVROF4uEwTlbkVg1Gt7ND6HbjJA2n/HwiffN+WXbUjrzYKTyfzHt4Z2KSjUUYayLHH9bXvZMLHMfdqaT2kC8LWP3o61y8aIT6ttcmxByhSOB4UKc1MLCpUCcwNhafgP5n+mMPlSQ0tL6CQsMxgddEP3648ICsWjHOt1lW8t7ZQ/FGBMFNkgi4IL2RY0mXZr/sNUGHPkXYqPCeuotenrNMn9OAfYWJBlKfgiRpTsH5afWI6AIt9r7ROZwmXMZYbDeiZlMUECfA4wn3llDEsa5drhDzwi82r/s9T7PlUr1k/D/9XrUlz8LNNo2HLmWMhfO0c0liu/2QdpOj4ZwZ3NLRJIJmedNE3iabsR4mW5tla+GR9tEbpWOfC20rTpcdCqAMkouaQeWlkOdA7w9drqPxWbwrdp6yydA1ZU3iTuDIY/nk0u+iDbvL3JMTFFF31DS257wJeqazj85GKv/5WywqBg3f1Mx7qvX2RyTNbMZJTjxNxwcXfAOcfuoeUHR1ZFEj60g3lfMpgPrbUz5GhoM8ZeNOnqyhb5DaSiSOwRxhoT7xYa7kzzY0fKYkK6Qaukt1FDawjZKUaHkWtdj2RlkO+tXZAm09rQoTY51uA4NzleEmiPMnzihvsBhKi6QIpxSmz0yrPlcwuAR7pMMJz6eys9P4msIuRXQRDqSMMDwfBn1Mk0pWKMDNFuiA2ZBsOyGNFs0y/4DTIQkwqWkRVhElQoMZgHuq+Ex4gZsMAUqIZ/+2rUWH1gpRht/0lqHoKVlGRqJM40mIKgUY40R6PCEQ3Uwa4vMcaI7Z/KaWIHKzXTxhkfi15TkGCCtd2G9UGHmAO2ZpOOVaNOCP7lkj4t2EnEqlh9BjEOxdohgc7xpDZF4Ai06jRJWrUDNAf7oJHN2YyAcJ2iMNuEm6vraaw6yZanAphJLxkXvCSd+Nw2bConlSd1IKiad4LU3JE+c+33TA9emNL0W3J/8R80rW4KR24aitt6TwWzqFy7WJMWbonk35bmesjLMd4bv9laTPZoy+RYjtX0NViE3sKhrwit7EAiQ3i33ss2D/fQ8gNTeujIiWkZTIkJR6K0nGt78nZc/lwLf534m8SdxJHC7TdKo06O0JHUCGfiUOmV9RZleRNwVqTRBtEkb2oToTFtC4zRMcaU1MrSZyrQSvzHucnxkkB7lOHhw3PRu7bBK1ICpgWW30kOmCfo0E0IufAgT1R14MuJzszR33JDzzmhzvJdlL/Zhl79lVqvnHtoowAuGj4XmCQZbNfXteOcvUESkMKKbzdf7sx8vFAF4U/XbGo4Q7l5HJXFkOVAauuqBUkhCGoMCGWcZCTstub4AKk7bTeJm+GI6Y7x6c80D9ey6GM1Wa4psKEeiJZ/rD+8ou/a0u7LkeXTOe5LiEwTh3+l6bMlXMXNEfdHau5TYHELMtYUHvTIMXqpH2OWNkzySkaOUCfdJLcpvkB4r9Nk+aWmBDlrPqR847V4AXTtiPcHjtOgJnoTH6iEuVXQManQ0gZyBG44WddAtdX/bengbag/j4JD0kiBHbjUaewYBiEFB9M9iQlZIcoxF/EcO/CWtIdywy/J/9TzV4yDXido2cLVQGGeRXVL3UNbpymIDy0x+40WO+16GPKc0rRFCziZzKbJMdkIkDFILBzJZ0VrGfnr5UQ8pr8ddEFZ5hH5vQm4BSmT41Tdo/wuxp3KJ/NbacqB0T4ubSmwZHK8BCnoKbau1il4DlPKy7E3Ws2nIxdSZmqFqI5nPOkpaJY5VM76FtXJb0ylGVTKyp+jdaRkUYZT1innHlrZTtTnTOKqnkmAIcEEZzEWghH1Pz3dB2bmRXq6UQvaEwgLp6ehGj4W04JQlTMODT7P3HvMiKkIbUJNjuU9gXmHHhyHNj8YIyrmySi+i6weJF1of16a5ffc5KLgSynJM2V26UGVFfjLqgfoGHO8HqWSR64joRhpIpmBm5OhpuN9pmvl/DcPOUGhbI2SS8QOsJ513FE9yDvNMoW3tzNpt3DwWvC20njnIrFwmWb+RpbocNDVydWx6MDnLG2Pv3zNZRXNCl2hXGnmr6fNWasyDHiiPOy9McdzxiEvh+Pyv0vQOSfWqoz5lN6vA60MBzm00jW0vHesmB5V34S1qlM4DERQqCpdlUa6X9kaWp5XdxdyNW/H1y2V1GGmHHY72sWUb0RryTRqgs5s5ov+NgIoWRpTUxhL1dWRv3Rg5GhoRxFZ/GQ2gkIxfEMYKBpatS+UsuIdh3wDf7YmUwoHbbeUhtbyoU1qaJcE2iVIQLcTD0rLfM5ihCxGlN/PxvNal5HngG16F2+eXuOlCQ8aXTo+mp4/c+alepYboXm9i8HUMIg2L9T1YJscmSkd8iMvGI++NBXOMeGPMlE+AzMtTQkS9FnZtL3J+0SvUNPV9Ub6QCJoRg3cov2bGMMU8LEmyh0+y4jTVlAwm6nR8VnCDf1Gt67KNNyR981zWZSq4yZ5OANnty3LTteLhIsC9eVmuId5BkzAFJQn1ws9D03PhcqwjqisHPmQEnTTpu9OTyMOLrTn1JVWHrqF3gYUZ8rHlEKOD63/HWjkcwLw7abXj+PjtFp8F20r6wom63fqLl+uraf4Ah1hOUz1P6+HfK6Dk9Fx7dc2SbuOQqU7/73x7LjVB4W2QQ4lUO23agIc0WXQbrW5SM99aF3AUU/mvD0haXIs8FXB2EqWgPINZmaF7vg9f/a8XUHW5ZKUG5WS1Iz5gotAKRPA5ITXTI6jwozXYvQxHIqGVo6MnE5LpVEZDyq4klkug0JZM8cSBp2on5Xe/9auNkrRHZXl7LJV2pX0Fo30ff3JSFMO+Dfatkkf2iWT4yVIQCsNbSpYhgKp019uGtdyY7LmLZR7aIdrHfW1yzHLkwaaanpRDvULzqGXQl6gKmE6rTwDeSbH1pqWMkWly14wf3NZtMeMIcfhBdrxbifKIxnUZFAoBZ9zjghEefudWX7LsSojTlNmkNapHpOlrCvJb+CT7zUBk/nQunieNNWDpTGEQoteWqQMtJLFBDuuYafINR/MaGxD/0bHsW+rcF2KEkgIlPmUwaNovY1ns835WFUFTCS06mIN9GC1Jz9gI/86+7AvxxQ9Omyoaef4tEOdlP+nVqbE7ZwU/prp1ld4fk+v3Aub5o08tLLGBQUtqJcWnEyL0cA0dJF/Ov1BH601XiXPzONkfmONzlluGQ/M8odAV9ISKU+73Hyo4MhgKKXpu5IvZXJs43DoOBdF86drkFxzcizlaB9Iunt1UKiwTkqXFpXYFMgBYw6ynGt7MoB2jnOh3EIEpGJkZEQ5jsyrlXQUtywrR0ObVV9SJzPIFqGjO5EuS6ODJXHKNzoRRP5kHaxvtM8sDW2fT0D6XCxFOV6CEUETaNsySDYDZ+9qOX6sFqRNTvk375vFTTqbcdsbvVPTUW2MFDCzAoNYdIBo1simTzV50hRL04BISGm5tTSR9kV7NuoQ0xGYMP9+/9DkOEQqdWrbVjhtJpEyliGNbXKco7Vk5We8p7R2BB0aY0JN1KVv5iiWDFo6y383J698n5A7GUNuM/mcLv2ZlsuDevF6DJlB0D7Wx0RcJzmutDRkjDipObLqRPIa8ylrHInfOYcbFKy5b95DCx513A6G14xD0s40YAqNVOMthQqNVv+szVl5+EZZoDdefXpIY9SJCyiizZ2L0tPDKbmmm2PKXH95BulvKZ8tHBFOgV975jTmrTt2uaOsW6ENedDICiK/9Rx+JFHXcJhF5jVJV8KOGk0h995if10WP3yT5s78W9Ozhcs5PShUOhp8BkhtpCr40IUvERTKxJ9IZ97ZShtxsSbHWl5arlTdW4MsY+I40YZ1fqMNXAHT11lrp6gsuTIjxsmsZZT0Gj7rm5WmHEA1OYb7vjY5XrqH9iiDdoeatRnlaHVsxoBDJ+MI1xIwUn5eqkDraOCF0jz55LgDpHz7NIFfXg2U49Oa7WekMNTUzwgQGtoMM3GK32RQyG8HB7hgApqnoeXlOvHea2gtBs4qS4LqC+yIECsYVEv4aAumj3B0uBCPhUFpjx1Lg2kxwdS8Xvo6c/ryxgXNY4GmEaa+aAURMGQMDV6O/t65oLGSW7Pq05rJN9H5SwUu+pfmd5IA8j2HjbHWSbNtXSAkwsHy2+uhBtQlIVo/TfcIg8QEPsfGRXivracyunfO+DQPUgUxfmy8/yUXYsVE16iPtV5L/L5MkZOMEUc+pPaO1Ptf+vsbcc6WlSpulsfZfWN94WNVb8MUaP0axcZpvZbyQwgPNGBeHM3fos/CwIH6+zslpbVWSZ46dWAdrBSquVUFr+OYND9ySp8E27Sf96znAxyhUYgOI4Ajm6nUktarPFST46idcjpQLipWUCjD/NgCKdCai7MywGlAIylAZ2to6QQulGdBG61fbxKYO5goM0GH6qfr9HTZdVDorcs0Dg7kPbqUEVsKCrUEo4J215odjMBeuDVIXttjMGQ5YDFzGi2Dgdg0StunlZejt4HJiDh+CqqZkcn8FJJtq+RnQmxCgM7eFA26/PgoCqkpdgGXsh7G9UiPqTooFGHg2Zqv5NFwOi2NYPjbMlvXXrjdxCfxSuganW8x+TLa62JMjmk6qiVN9bcFuWaUGi8Q95E+PqUWnz6FgE+8vKBR1MuP68Gf2YEGYmZV5qWMYRMOJ/FltDo9FKgLqb8Z4z4xFij4to40tEqeiJlPzKdQPh8jWjVkDAOtPVMm8VYAJp9P4ovX6NA59oFpTHddJyLs0HI5UXp+iGQaePoOzfXx3N+5npWT5fJj7iP6exkckOJLv4jLXVRQKDLu+Tyz703Ntahp2uPpPI2v1mvGoSkFPH18La+up5OHb9TkOGe9sPy62bthe3YLx+aiNHluDeadpg584DcEhcoVlJhw5MAEWpbFKNscPBlBoRgTYgQxSl7bI8pTUck6WbT7AQqgO56gvQGnZCgZHlInxnylyjJwR2UKkFGOKT7mQyvyL/nQLkEK+sr4sPbHHO2iyWCIvFnRW433dlTBWFvoNwnqq5UyhdZe20wTD0pibcJNpolAnj8Qqx8RYqWGNhXURK+HRZOdJghKbCkyIapfvWdUD/tVDW34m8tkBN9eTi9lItRAV3DmeHvaozab+CiO8BxYGcnkafWgga6Smg5j2MYCI33vovSSLl4PiznTn2lZkekeoSOHKTW1WU6/R5gywSVKJvRaOKzAME6U/eChOT3N8J1kPk2BzxDeo0MWRq9WTgMPqIBVV+bXzdYwV6+tA2nJYuBIuVawX8baWFAlSwbDm9Tie3eFxBob1q2UubkxJkk6ehDMLCEQ6uGU/DSPVQ8GDfKHI6My5YfMh2rOnLNptdb79v6tHLT9UI4LRm8Gd5ja6+lY0NatTF1fpgVWxbf0o2t7OG+i0SdBWlHU81fZW7xLmbq/jNBHVeYmDS3ANabK95SpToSTPLQOCmUtGIYfqcxP+C2eRtMOJ8qJ8CtlsY1SjBKa3vKjzWEccgVUp7zLHTCO7JSmD60MClVvQt/XJsdLAu1RhirqHgdLu5Wl7RNMmAVxYJJ8sPwK6ebgYVByxiIyOTZw5Ah2MkNtQjrgG5sV7Zm1rXnKy2kKDJVcvwi+LIHW+s3blvkuOvrs6ucsk2Ox6ftf/vXcQnWyokX1bKJd+5YnyAutc0Y9TEZUtJuHLhMeKDMYtFCDUjBwGWPHxI1QlgNvD9rHJrOUs9eJZ40Rrb65gJsTrJaVg1umqdswFXvEop22HBG47nl4Gi/4vc+yOvh6qBpFgoLOS6mlzFnoaJ9Vgq4+l611lvvS87I1DS3F4ZzUmBrrrLU2RmtxWCM8RP7+RICmYK/LGeskoaUjOoDyTWZ+o37V7+qvpaGlz53Cmme2MJ1atzStp5x/OftZ7pCMzKpFOSkcOXsCy8tw8HlG3Qra1pXjkH0ZxqdjOFz9nFMPy7WK7inOVXvgQPBbtK7RHGi7RivP3Y4T8zoRFCoHLM0oFWJoulKulDk4otkcl+s6+sSLTICtxsr1oVVwSx9a89oe2jYJHJqGVi4wFDfV0J77vBhfRJNsJ2v109pQS6/giz41tC/1oZVlpjS0xzksCbRHGTQTlBTzqkFbs11ARjk2ys1Y0CUjYvnQUuEh60TVrJNNHw2IY5tfqcVmHVbSpYX50ArfIn5VjF6WpIn6QQZ8PA1lBoOgRPc0uxJxZEYX0QEEQYEzOHZdLZBjz5ebYgbaMkg5aeJre/Q8wZ+Wz8ccDUpMSzzvpOCSIxznvK9oVOgt+TvuW6uDdcjlQA46hFCnC5gcQ6pf2Tge0nf3w9MsryM/avRRABfjOYFbe7bypIJ62e4Roh2G6bqWnSnCwVOsodVrYrpWOL0dKgHFj4WSj4uM8Z3jKkHbqlPwq8eYvzej1WjDqE7aeKPPYY6PdzuJPVOHRNe0EkrbmN3nPEcyBhAd2OSuT23ooooxOnaAzH0gQQvtf+299k2D1OE8zV9FOY4PClhdjQMsCpHZff0c7xW9TjEc9wFH2MdH6KRAKLiWVEzGrCjH5uqo56GCnRT+zHtoLRQJk2WVLmFyvOgoxy78YW1IV0olfVkGDe2KLcDzfl/HZ7aBsmiyQwlJX6IO5jdSD8tEWJocUxpS/bdkcrwEKdA0tDazpA/gHGYuEv4y/FgtSAmh8pvU0MqgOybmnI1eJOfBKzLyZDCMTiD3PynDWQnQIVmOhjY2y9TTBEHQ1anoJpobFCo30Jim+Yi0JIk9QzM5phJt1P4tmbCsNCSdtCbQNMLUrzsp0EZYYppiRt0/c+1UjsDAsCXGqupawHAnmEpznvH60QMJNn5qHqNErVdssQcHM+XQPgt9XVNChZWY3Qh9Wc8TWaeMdc4KLuZpVPMYZVna7FSUY03DTtPIZ45cjlClHSIfcT23KUBH5paEeEIfFd7rOABE0JUuBnxdsPcX9b0cn8PnsW7B8uSM9fiAryTfNJpS9ObQnrGgJcqxzetblut0axl2OJx56JHT5pTGwukHh7nGjSkrKDreimLoQ8uJZXxDbrnqeyVNdxj7QjtQbNlFw0xy87WIUUyOozQZmwL77cAEWjMQlLlANeOW35oCT8WhqRXc2sSldSIbZV0uNcmlmx7R0LI2EHhS1/bEEm0if2LzTrYtoVcDaXJMaVgyOV6CUUHT0OYEooHxfqQ1MmNjopDSWsUCUhltGlmbosFIpjZL6gtjBWmycYTnC3es1tNDMryhThQfvYop55SX9prV35I50oTNVN9L01kqaFHw41EKzTmMPaXZ7jPJkOnvtTJTYI0pad5J8YafJRs7rNysu0clLa7+G3x5bXpz3ltpaD3k/GMCjUJfXK69capRqp2eJ+rjxPyVmvsS/JCPMaWOzjm+kNjt1pzGqlPUzmyM2euQlobi6XRchNOnp8KDpX21QPa9JsyXCIcQzLR0BHNL2jcsL8J7qT3zAnGSn6X4RMU9vdKUmUWjHn4a6xaJdrPWZTu1tu/RNoj8uml+Y1zYZuy83bRvFBU1DZbfckCObxpgkTzq1iCyLGXcaTQF1wxqciz21YyBb6/xLmrrwUAEhUJiDhj4rANFrd69TjEU2H39WviuqsgdmB0Vi4ZLCWgICpWPUC+XTrQav0gj37NiEz600Mol7ZaroU0CncDKc8SXE5pqH1rZNjnPSpRjJlADrK65gr/1zRJApckxxZc0OV4SaJcgAc0aWvpsbCDGQpUjOFb52wHfY3SGw4O/SJxq9VLXMmilGrJftMlT3xuazvYz0xmLa87bytJrJHLfIl4u89tMHdSx3479jZ/FmjP8URR5p/FWwBiZlZnyKRt1VRYtR27u1V/Zx6X4rsEo5rZNaaTfmyaYy6sprPwmbyXmg2YdwLRTLtVnOXW1X2hjXTKFfDqFX/LOXlpO0LJx1LTd7KBQvCyK2zORFY2V4Dw/0M2aHClbjlMVRwteQAqvnj6bdl4PSouFg2po62uQHMdCTY5tAcd4Ng4SJJ+mxTMYiDXMthTIm6M+GVsLyVoq623ueaLMen3pWHnDj7FOIei19gGoaVJg7k+MVn0+tSmniQhtPZPP2cX5/QXcrzTcSSs1cdlkJhHSPSwK6JhRfkrorYVmN7yHVlUgYIg7n2eioCYbvux1HD84asrXiMyKcgz9mS+UOpExEj2Jc1A1tNIuPafhsgRPQnzKN7cpKFSSHlInJqBKH1qygDINrb6+pNvW6gctv5a+CQf9Rupx3Z8DT3/v8LU0OSZtkNTQLpkcL0ECvED74otPqN/ZkRl1sJkBnfGh8IQzNpgT3loH0oFIeFrPKFmBHnJMsXK1kJqAgoim5rpSJkym8em8bzAQa4TpibEVETrVhvSZmWSS9/6Zak+TwqIYI8EkkGcKkUq5HxzV8KR9dT2T0jyGeXCrzH3QSMPfk76QQaFIW7HAJwZTZAcUy6MxCLScYbTnVn6Z/tkytQ9l5jVuakwqLrRCwCzZe5N2471lckwPqpzjAp+Gowq60oybZ+aPalORORN9ylgn6e+Uz5/FXGt8Wgo3FR4lHu3QTF4fN4p1Dv1Ra6OJDy315XaCKGvfsvwVewm3Dp/f0tBGbZNoT+6CEbebi449DMgcI1r6eO2Ok8lxO4I8W5dm4ajopc/GfKDPjCY5H3z60IK5Zr8UmIZWHFrIsSQVCJw3EfXImO/Ooa6w1mbdTjFcJ8O6NVLX0JLZoFSEscg8V1JFiddQiJWj/u3QqBE+Ej60VHhU80gBuiEolIpfoV0KruqEKoGiF4o32zAhZMs8GgOn3UMb5dNRs4OHKLjVMNOgLwogNDANrYAlk+MlSIFnzF5xxcn1O5v50MswzVcbVs4vvuNq/P7LHt16gU2aGolvfgEPC3psttYE5qYoyuEmx4ReyyTJ2JxTQV4cWUit/EWC2dJwa78DHcH/jL5nEWwz2tA0fU6ZdLmQ124rNYvo46CJg2hbfeTqdKQgZvpC+1C6Na2QjLxtlQtRp/Cal6kF+ALpM0kXx2cxiXZLBWawVMcu9StMmUWad2I6RzTsQqOoMIOWqW31jdMttbqzC3189bsPi/wBl9UKqgmvTGP0Wfw79F8oS9e8Szo0umWebiGEIMpLkPbMwZGDj+KSAj/Dp9AkIbLO0NYt8lxpo8MHqjHjefLW6MYDM9JnY12uoU0JVxSHBpEQrOArZT3UkuJyrfTskEhtZ8dxG3tYDtA905H88mAlL8Bi3p5naWVTeTSwXIqqAng6b0lC6xqsFPKETXu+x+3fHS6+lpzUGlICmyYQJYNCZSMN+VXhUS5Wi41yXO9W5B0RlFsHhUqND1InRpNhclyWQKenl5vdBk2/wWk3+y3x3mlt6ADXGb42gkLBAUUngeP4FmgTovoSHAnw99By0yyLATQ2CqPsps1n3fJx81uqXFvD4GLBYLjW8fsVmxdWk1k109BNIxHl2MrPNm2DJsG8aKZ7QF4EaUlTzXwKOmqGX3G98OlrASqxcMtATj6l1CDzCJCupoOmSro1KYIkwLx+9GwGc6yma/HeMm9nV0Uo9HrI0qSn9jWlDSVzzPJa77W9R9AoLRPCo+5PKcuy/fmIhlbQ5LMMSvse2hTIgEH/90t3s+9MqHSE0U64OKXMcDVgKci4cKIs07IkY45TWjpkMtKx4MDvoTXdDwzarXHB1i3DeqUUhbXdUyI6hi/kXsEsMmjejD2ocMFUW/pN1ibcZKyPd22m2dpf2oxdWU5KeZHjFmSVG/vTGt9a0k5BHnRxU/ThnBM4cs2as4Jm0YOVjHFIwVzjSf7K7BfDe2gr/mAwrLNmDpwCOS/JMhvR3esUmO8Pgtk2Qp+NJBo4x3NqjAMV0pLX9mTsQnTxoHgiyTznmb7OuIe2lEKsgdsUHpW2ifCRtnIdo90ojjIIfClBNeVr1iSgSvPqkYCUxV6Tgw5N4+0cF2glrce5yfGSQHuUwft09AiTYwV3sDZbi8lIXUFAIctkiqZnaw/HbfrQEsbJ0obaOPJws42XlGVFDgVLYzCuoi9ocAer3Bxfpki4glPeBw1+YaRhWqtEN8bMdfVXnm5TU86wV/I0qYMSTQPjHDedpu+ZsJJxYGMygMackdf22IKPXm5rEzv2b8BHcdOxGuHL8LkWPUmESn2sF6RtUy5O6bFKxqHSJmWcwfipz33p36wDOYRIaDrouDXZLCuvhdnZ+XOFFTvKcTwOo0jtJl12o1lrpTam46BQGeuWQRfVP3eLIvhJu7APUFPyNnQvDE1G5aGA9mwJtNT8P/7GP1hCqiXY5exbvBwrrz2HNBlG0tEWqKDFhDyitYwOzIyy7Hki6PUBwsh4qbS1+hphQVKrTvtp6EMb6sHje+RaU0pszIye4Ab8PbTUpNrWRuchT0U5potjhoY2ZzOV5Tf5q+YKY0wLGBGg0CK4Os1/l75vxEHKZ37BCj46kEpicixHgrnByGejH7Q8UR9bOMR7Vg/63mo3/+yQDAq1ZHK8BCnwF31bGlqwxd0oxNg08k9Q271PR4Lk7w7N9bmwmb0pUkbGqe9jugKOHB9czpSEZ8vvlQpdNIiKZD6tAFgarREO8LqWJH297oGY3jkxXgywAjlJ+rTzXMYANphMhTzNbR4zBna5TRCVNfwr60eWbXI4kenrTMtJMJ9UqKf4cgToHA20FSma0ku3wZRZuuVrLgU23YeWR+XV6JG/Zf83aXUpq0gZbZnGZB8yxpTZnqLdTC1p5voZNLR2OaaW3OwbmOk1RlseaDA+lJWlQ3wg5ftGvq+eOwU1Vw80JgOHsbWf0urQ7ysaWsj2rP4dEwKtNR+yBE+yFrPSEnNLwy0hSyPseB3ZJ2MPGwXo/kKWe2YabOG23qdcpsLSIe5DzsBBIXXwQ9fDjvNRjkldyRiWLhsWyPlXr/HK3O0V3IeWlZNC8q59FnaxSZMdhhGW4UNrQUQraSyqnWwUjrSyJH2pPIT2yC+YpGkKFqUJYazdFJPjSLNNJ1o3xlWnU+iQeM18Wv5Un1nfyHtZj7pN+gIH7eOUHvP4FmiXNLRHGXyQArpB8xN0mrp5UzMFucRC3XYjtJl8/dS9YtSq57Isk/eYau+tDU7ibutDS0uwN16d+aFCc4nS9JvN0qob6ZxLaDaHz52Cm0gCwMsuOxHfuveAKEvWz9X5KVDBxWeRvqepgxKqFWT1qE0CRXry11yeE0yR9p6mj6KsksaiAYYsX2LT/9qci06dd1JQyfWt1nHrHyNfNMc+q/lzrBcc4aHiQEcY4ubmwxZCOZe9RQANPKbh93lrNkZGAaYMcUuhUOKi+KipfI5QSSEOVlQBN5d1bA74+RhbgBhIYKfR1k3rsC+y4M5YtyQO/r760i3C4GGCJK232DesuQxQDS3vgFLBMdaxNLT2WGt7CEzHRa7Ax9IYxwj2WhjyxGtpHu0a0IPmar8OE5sJzWLs6jS2GyMAX0cYvsz+MDGQ7J3CsWvp/N/WJseiRhqJ/l2v6wT/Q9awTHy8YKEhbby2J4Ulc1HRhL8ap3xOmSKLcpvoYoJyyvzYMmsi/qIWDiqYFx2YvUPrtxgfWlfY+erXpE6qAKyUK9/X7SPq7g8kBn2wAwLWx4rJsSuqspZMjpcgBX6B7ZLNV2rpPOQIR/x9Hg22sNu86UvGTqfFMR+SXI2rhYO+p+s182kllW/r05qjPaUXzkcaWkWgifGJsqNFTTKe4RNloqRZJQC8+9mPUvDxNqDCqgVBm6KbmdI0lM64XJtZpT51iwPODNYMhbgT2Npqc+ZKrmmpJoBFfIGFwxx7Oj5HyhpE1g+k/4zCKL5UcJVSMIK+HKrd0OiL6mHMjZQwTdtQN3HW2zMW8PRx65S0NW5lfYnTtRsXHRFFXeMLY5/W5vnEyiTMPBWC2LoFYVqasQZaB6xyja7rKrTRzIIgsa5r74FwAJzScvvfkYaWrjUZuIE8/ZYV40HDLSFv3bHKlHOouSwbdGFc7nNtUbjEL25+HsjIaU9Oq96ZTPgfttWg5HUCyEH4COaUTWO4WxSg5vUpl498hMao1ASqpMlxFkKBQxPUcn1aoacBDPNgS3CV+CwcPm+DEMYWSoqPvifCtOlDywq1n1vy2/b3HPzCdMoU8kldiyJ+zw4Zjl9YMjk+ytBXTY5hPBuMk/GcY9o7CqSEIEvT6PPIoFA5h0+pDYs+07XI0nLnaGxM32MHc3O3fNQsMPuYo+PX6BCGjGpC6cm6BbIN/E/pz6fRKNsjHVTS08LbOQQVsto/4VOnlG/RKqFrMb6EyUCZHtM6vRZ9vD+4UBGniXA0UhHXtSADX7N+kHPDAtPk2BFNpRCOvWAxEPsmozfBoFKT46a1gB6sxFdsND/ngGOzg5fjRMomHHEfV79lQCNHnkN7Zq6TifngxG8AQ4GB0oghPk6l3RfG/JW4hy/YFWhiPkh6QzK73pqGlkbhpjDe1X3oogMe8U0DOgfk+5wx1ro9nT5XmfAHwrYu1jdTAN3nPMjD6BxIzUVqyuzYc5xmVKDZ64BrA10bPcgV2OXYJUKzxNXrFEMcGOLg5tWtIWJ66LU9NF2TyXGuw7CFT5ZHF+acCSGZCuXu00hDS2nJuCaoFpJbmByr7QZOh+VDawn+EV5j8dOE99T4TwnG6kZJ3yeiHKtFWu1yfMGSQHuUwQeFYibHJhOugymYZTBEqW8mo0aZZsF8WL4i1OSG5zdwm6f/dkW4rw9neDSEVtumNNBa+8qNPnkVjkYTwS81Zn49kgyc/5Xyj6RgalwMWinjFAeUSoyrOk/0Kvohl/bFsC4WQ800tIVT58oojBrDnZpbHrfsJ2tukUT/+MbHqTgs7WKsoSW4WR5jLLB+5emp4EnXrGAqGKIcp4QVCdSU2RqJ9MkRfFZfxjnjFykBmEbMpR9T60Kacp6nY5yYUXP1lDYsd72mWigPJcT6W+MjwX8MvBKHXA+DebZYwwg9mobWaidKn4f+oNIsmAdVZJ5JDa2HKO5ARl9aYBsvx/NUTZOB0AqYFlvHjL6GRYFj6X5NJtdIKDLGq7k0tsRntbmDg98KFgYDNvZCXfOYdXstjnmAV1xxEl73xNPUA4LRfJ5Ti6vRgUbW7MbVhD8pNKnCZgJHSqA1F2rFZzdpcpxzHy6pEzUHjkyACB2WD63VBrKPLKZJrXeqj8i3S17N8244q3qeWiuyUM09xeFCXpbeiXwJco4DWBJojzLUQaFo1Eby3WK8KNjCSh4NbX1vUlEd1Y3XLVJDa77nm4llAmyZUub6bdH3NdNHfNykv1sOYyFNQzXmrmKufXr+nvpmhuAvNl7pC+rxpTS0nhqKQ9Ki54jbwPLBBKl31lgw0+iMBbN8IPTRMSmvebJAjlvLGiH0peP9NMRO/b21/B52rJ2iX9THquzqL9d0EDpIxVN3Pia1U2UQ8vxVY50izLkBtWwTBFrztyYUTWMqtFttOis1tAZjmTN2TLxyrbG7wMivt0NPjkki5HFfQloPa8Do+ORaTNctbS5LU0ia5vdeeiFJr9MU8WxDjDTKMZ3jdD5U7Kmxh4nXuoaW19OXlQoKZYFsZ2ZKr6a3+XqZTn1vPtsHldp8kr77bSE6lK3XkbBepNYOC1JCPd23mNZyEXM2wu9xuLAH9g1/4Vxz4LgeMa2+zCtOW49rztvK9hqZphVUizH53XAXLDMtlXtv1irG85n30LY1B04JtB6EeUAOPoYjJ5IyqZ/rkLLkQCTCtOVDaw5c+d7oBw23xVRLHE/+eY7vyb8A/NDHgK27eHrr2h5L0+9/Fyl/5OMHlgTaowyUOfRg+ShmmUUa6VPCTs7GSSHlY6praHk0VMu/Mge33MxrbYoTWmBDADPLTaSnQTh8ugE9JISNzwJLQKXQcY5decEFpWE5Rd5xhFUnW9jXN2pPCy1L+yY1yn5vYukFJ5rlT93yPdXQMrNt2My8iTvah+imGEBrHy7o6v0tS7KtFHQ6omt76IGEgYPRbVhOkO5D4cIhHA1IBtiHt9ZhQ5WHjm9l7RD7eUEOiiWN/gNl8lu3s/K7xs3mrN43FGI/+epvR0x+jqP6FQWFsmhPjYv6IEBntgFy0BUdEATYsmqS5NVxyLxaXelBTjyXdNyy/wZKEEU5T/yYsoJCOWf3f2rttpUTLTdQAqk9PRmcFVo92sEvPOdReNqjNkf5/f2sngbeN+2wWIckAD+IY2txS57Hxq3PrcFAP4DOvrZnhLkPpT1zLLli5FL7SQpWBU9zVc7EJxgBk3fTcCfwjGRyrASF0spqek9xUCGPaWhLkZbQYfnQ5tAE2YbiW5Q/1U+J2d8dA069SsFNBVqxmNC/stglk+MlyIF+LbCEdzlrBgXrQCzb5LiZTAbmOuyatVYl8oI0tQ4eQ77FWmDjWeT3EJvYxs8ssERpt7sFKW1YnabQr7ygjEy+Dy1v83pTTWQKOIhmGmltprYuOuW7fx8OCwR3xuhobs+Y0ate9GSUY6XcskwHRNLxBaokbuovpaWvcNvl0rK09NZ4jq7EMvYoC8zrquDCgYSTJse+DYPJcaq7JAotireVxzmd+TR4x+RzhCPjnX2QY83l8P6TP/mEerxFVhEu/LUOIVOCgYqbHHrR1NKUmfv2URz6c6oNNKq6HccOQ3wuSV9qjaCgaWil4O8PiXtG8K2Um0ZrH9GI3sTmqL01+jVaJ40OYSbj7Uhn7SYDx1K/UsvyKQdk38pv4VmvR0t0Ud4QeCqsbwuDsIdRU+RBpkQbrTd1WQGi6+J82yLUdXSTYylsAZGgoUY5tvxC2+A2cLATkBxT30wNrVquFG6bfGhVAsJf8x5ampxOjm7Iq5YJTpMUdKOJKjZqGZAqp5+sBVsC07S26X9C23EMS1GOjzL400LnHLasmsBrrzw1k4HQ07D3uSbHRsE5YfmjDURZpR14sBNnaIJknhxatdN1qXFLRcQMz7ScmGHw6evljm70UR6D+GQ9/F9OB73WhKbNYc5S+DykBDmfpyNwpIIYaoKyc1yTbtG1mHpYjGQyGmo9XvJMjp14rvKU8bZGxgXq9uC4cw40tDJTeaimg26DVPspr22xcMh+KUmaQX0I59gcqNNn1onms9YqmpVrmqUAFtNO54mVpuk5N50GtobWcC+BCxpowac1exg3zC2EftLWN9l/eYK14LtImb7cbsHvMK7bJMELQqyBFEKUY+4bX1uyiGcNqnVcr5PEtzBIM3B0T4i+iXR6muZ+TeHmv3NyBZB7hxWJl9ejHQ5Gn8Q/7B9pXi3n/GKA7eve5HgwCEKoI/XO9BE2Be7EOAp8Q6nOmWyINl+/+A/0dCkBJIsAgiO1wFhHh+bAH0FD68HS3DbhUNO4kI5e28M0mHQjKBGCQillqbhle1jtqOVPtGVO+8v0qik6KatR2D6+TY6XBNqjDP2yrJnuz771SQCAPQdm6+85i7u1LOUIw9W3ditrZE5KnnWzQeJrl9Ce5oDcXLnJsZ90kkmhefRyrajIDDfhkOWmT+uUo+2L/AyV9YQGhWImx4Qhs5hKCZaZt2lyDIHDLEvHY0aWTjDHFuQyGc6BMc8A900vREUWpXlwOl2UOau0Yb49QgYyjCLImePy2TTnp/gQvVZw83pQHNQPckAis1Mzf3kPp0avBamDGc3kP82n5TJqDSmcyxr3VklyrPtfXRmcTBHgBmVp9plcA218rk5Dx6TmmkHHqmnODbmn8JpTBb3/0hFXQNCgUBak1oUF5VYAGnjKwdb6+5/JQ0Dxfma+30iTdijQUKz6wSRJrL9a34wiaBaO9nkpxogvj/vlt9YqZrUb9dOVPMXI6Fi7OQf4IbMw4Ad/dM6NAjWOxEEM89M10uQhc3zxY8IfTXeETEStja76qOM7YkGhFqmhzTE5pumo9tQ0OSa0lv1E+W1MjutJrL/LXazq14n0lskxGcV6Wb4Njm8N7ZLJ8VGGwSDWDqWuz9DA0g7mLpg2I2nhs9Nb3ygTxUyOM2jKYuxAtBtC42ZqG8izvK/UwlEvtYwxHCEolDho1Q4VIj9bQof/RrVkyaBQYozU0ZMTtFIG0KLL6kELn2Tk5XLZDAl6CT5KB/XboybOlIkaKTK1wUx6HNSMU9bPnHMZcz9iDId/o8Mikp7W1YJkUCiSJrhJEM0vKdlqJ412fi2VhjsMfFkP29fVhfRGGoaD0Jx7uMfrlLeA+nQyoJEj9TOtPhK0azRpv6tyuc0xDyiWzgtJU2KNru9XL8KhY0HqSsdObj8BRENrrO8g49Na21I+5XIZmJmPNRKc1xUjxhgXtlWE+jrZCFq7j3aHaphb9EBjQPazAZMpyuz5Eehr58eeiu49CrC9wFuJDaiWlEZqz5v/LI0xZ6TFiavbs2RzoDVIYZEcPASgAp+lUZPHVlnIeZ6cQFA5Gx3AzYNVQYvgY6r0UU2OSfnsihytPQVNnaFAO5ACbe6mnrFQM0HSALOdU3lG1dAO8x7nJsdLAu1Rhv6gjLRkNtPQblPM0UyOApYfaoUzRlQxbYFRy1vvrLoabUNwyOtLzPYkzzQipmn+SPcPyIiyOg4LLO2BE2moIMHWnOGP3BNz6WfmmcxkUCiftyD9J7WAUT7H/nooxfdU3ui9oMuilwr2Ne0u1FEKTXagsmaggc4kQ6sxnBJ3lgmpmUYfO9GVWC6kt4QPCimzeXog4SMad4uCHVTZQMvVx0VO5Gxq6cGiz4q27ShtkHo2SI3S2QdjRlHGB+lDS1mXjsJ0y7JyhqoD2Pi05i/1leT06GMhNqPW1/u+cV8sP2zQ62S5fwD6ve3SraA2iU+sbVanSXxeQ5sCnR/NW09y1zaz3EVs7OlYEWGeMe3iIjhCuW6x9Tosxeacy8IRzdEwu3xZ/dI48M7k1SNZzMtD5J08TPE4Nq+ciPG2gmr35r8Ra9yOislxKj/ZCEbxoe1QM15alseR0NCagmSKDl8nsmFbGlopyFsa2twNxhIa1cMC8V7NJ55Vf2TwuprCeAPdSybHS5CCfllGi5/F+GYxMnShLowBn8hj0UHBvDLB6Ywp1SjKK1Larump5JTZtUyIrfxUoE0Jp9xED/Vzaw2txaSQxw7xB4t8aEmanKBQUlvgGdiUZtLniX2t9Ocqrf6emqzSvFRIH501i4UaD1Uk3ooJYOyN2FdyDgYi2skzhVq7MaCn8Xwu22btxtwy1gEqyEcHK140cXZ+Rrfp2061bI4JK0wgymAIJWpqKaAJ8A6hTrT/JCpqOhnW00x9ktkXid85vIuBgs9lfe2XGlqLyNRBhfVNXX8TCokcFxGpqeyTaMT1YYhRfvQtkW5heJpC27CKBh/ShzElcZD1zDhkkfimvclxYv7lHU61AwfHxRZrLWhZLgUWFAo6vfJ9ewFTf6b4eYDF0mzrtiDXeD9m+v2S7ZmO0JGCFeNdHJhd4Digr1tyX53odfC+F1+AS05ei7/96j1VmlHqJn1oqWBnXeezGJCNCAVHFHU4Y+TLK3U0H1o6+ka6EyuhoXXkodbQEh9aK8gWgNqHNqWhNX1oxW+AM0E17pxNxWhzUyPTAU56PHD+dcCVbwF6U8D5LwEufJlCg0abw/Fucrwk0B5lGAzKaPHLCV5iwSibT9t1NeUfaZ3YU8a3fURZ+szx0TXcCgrFTdJ0HOOGybHM4p8H7OSaC+kpM966HFYPyrSH94WjPrQkDxHeLEFOgmxyi+mzaM0dV078rfIbzyBCF/L82lJJ3HDBleOlpkmUozJUmVDlj/uMvh8QMz7JF+QcIpltaNBkRTnOBasNCkd4JQcWqIz62ln0pdYwqrlv9GEj60h0SwXbzwlN5lplosgTBFkeoy/l7+GLroy8TXgGS1tkCzQ6sY6sF/HYC890DbNotw5+zLEKHsyO+rRqgYDkvpEa6wv9ICjr6fVAehQK2R7sG88z20ZDmzCXtXlxoy9pmiMkwALAllUTmJ7v4+HD88z0mgYrYlpZ6cbYEp9L0JwjA42yLuu/w0HXPftmsH3N5PC7OJRLoPvUTz0B9+2fyepLje5nX7CtoiTjMNkEemLjfwOI7ptV30eF5SDUn53oWUuANhsrJ8oxBctvdkQfWk+7I+lcATIhSFKxYHhTZinQWoNYvs9idDLu2W07G4tOdZ3Pc38vvHvu71Z/Zw8aZQqajnOT4yWB9igDDQrlwVwDrA0vwYg2lTkKvpSvnf8y0Stw6obluOGe/XAIzEV8v+LoG5YUEJggQTcXQyNC8/eoybHFPBLhUQZUsUycLUgJzR46hW6q60j+wrXH51nYCodxVyNhOOW+m/Lto0w0Laskzyo+134sRPldePY/OsSKKNY0h/GS50Ob/l2/H/6lfolpP+Q4L6UvlYgKLjTKcVzWkKZSfgnQMTJ3i4KZvlOBgZfbSG7cx7U/rl4GXVNo/zGTY4KD+uj3B3k+f2lBQhfUc1wM4oB51bOcc/RQp14nRbl5rKe9poT2se/gtHw+rWA38qArrFVcQwvyXvNnp9ApbO0pQA9TCpaH4vC46Zx+6rmbAw/r7FEh+3JaCQrF0meuWbmHHhYd9r6Xhb6Gf3zj4/HyP/kcvnznw2ztoDQOiOuCtBQYzUxWB3qIax1GLwZbUThogjlADiMdnQNpZn3jyglsXDmBuYUgJEb7zhBSh9reOmqkprTuoTV9aK06jYA8NShblyUFWqpNJZsKO01RhLyUiXNrH1pyD20kSNLO9Rparq33aebHVuOuu+/HzFP+vHp3x27gKX9RJTm8Frjk14DBfMh2y3eGC9d8la7oAmPLqufuJLAwfHYFcOONIZ9PDwDfuik80zRAeL9vIv7moRwEfDfeGPKMLwfWPw2V9noAjK2wyzjGMDExge3bt6PXM6JOK7Ak0B5l6A80ZtdgLDIWEG3RBhqC/2TQaeGQprDa5kcXfWkW2Ra5ldXRb6WtcdMEGgAYIxpa+z7OsOlHGy99znEhETRpm6Jz5AoK8cyY/GZ0kebOb6rRnZiMxupbhxBYMTgpPDxvXCf+nMOcpRhcmkb7xINmkbJEu40SvVMV3l3QNtH9OApEY9TD1AKyce/YQT0Z9qqGNhWkSVRJp6lAzS85cP/IgghgJuuUeeBiaWjrepDnyESSrnveDzVhCZfro78Y4SEqe0hxV6yZdO7brhnN8ynCpqwpcv0NwX9Kcz5Ye4qknULfW4B0DOHdGJNsHUc8Jq+7ZAc+eeNunLd9Vf1O7kEyyvHtv/wMAMC/3rS7rpvVnrEPbdpnLB4j7fZrWZaNQ/uom7vm4rB8aFnEazEn29fJtrzh1gFkzVwUvvBMo4lblmEO3LKrLQ5ZVlOaipawj7cHB272SztNYUKohjby08jAzwa4SG/dQxvRq5UrBVoilKiC5JHW0NJ0fpPuGPVwvKyGKMd3XfgzWLFyFU6a2FjN201nAvcPBdh1pwEPfxfoh5tMsPmsapOdnwH29IHOGDC1DjhwLzC+AphaDzxUVDRsOTvkW5gBdg9p2HI2cO+wzK0kDQDcM1P9XX96JShrMBgA980B4yuBdacO87iKjsMPVHUeDIBl64FV2/QyjiGUZYm9e/firrvuwsknn5ydb0mgPcowGJToyLnt9Oec5c86TU/fN2oxd3p6Wm5XEEjvUazNyxw/KeX0NoNpYmekaxK6NMjxoWWCuVjDqTZgJA0tYeg8dBzxdXXV4QdQmSwy4XaYKSmcsm5yWYFTcoSxeOy4ml5aFhW+qLZWq/co4BxhlsUc8L+KgjNX3Oe6mQKpzUgxoL5cXzM2dhrq0YhbpKFCkMZcO5Y/vjdXxUFSVRrassZNtW8Fqyunb8uqCaxdNpasX635LfRrM6p+Jc9mI8Zr0mBgt7TFfGqsVEjn9HQ5DC5Jl7MWRwK7mUOnoxKOiZBAn4dpShHYziyLvpcufAphzrlwtZNYF8OBl46jaR4+6exNtYBKyy3Z8/DARa6xJE1OnwHAF+54qH6WVgEUP5D2wWxaK5rooOlzxl4KqMCviw58HWEWTi3xpWjVvkWm7yMJfRUwiw5wSzh/NSJdUxZrUk1JTc1xPzdyXJNihGKSNwqM1phssK8OBYGOjDhYkvZMXzfRNwTN5FgGKrHwLebaHsacCA2tlh4IwrfU0A7TzKw6BSetXQt3/90G8qNgtps1llqMt007q+T77x0p+9EG5xzWrVuHPXv2tMq3FOX4KIMaFMoQ4Nr6XBSZCyxF/45nnG2mCzSRcjucVspE+U8OKTPldnWK1nPyTCOumviMZ35tj4EbRPsGGSkR6rMFUsDUNBcdwQwOmBDr6nLCdSD2dI0ECa9BSa35JG9uNzknH8R4TnFqGZ/M7ODmjKXSVjI9lY1GCXaiBeOqtv9YSHAGHRIsH1hr3NIxSaN7y7mRUzsr2FtRcK3soAzpOwS3hM++9Un4+zc8Lsn2+DFdWSOk6YtNE2N6S1KPfmkL77mQ5+uch8Wnkma49FAntKdYX1pafdDflrll9aynseZs1sEP+HgJVzMFoizBTK41OdOyQ+3VXYjCbe2XsSBnI7nx3v0qHeFQjow9qjhrKLcJ9yhRknPTB+Gf065Fwo40pouYUTJviA4sTYOPDI4uMV+XPEEwJXdZ+zXHIV/EBaTmCT2kbg1UAAPAtJbW+/rdCPg8zvgldC3pqBpa4x5a+ixP05L0Id/kmJbDJjNZlGi62odWWm/UzE+7MawmzcnfduAm0stPna5+yPAIglHWiSWB9iiDHhTKeM4oz2I+0qalFVxwwmr86ONOycARymJ3yjqyKdITUZfnM9geeATNYP6YOinXGbVxdm2PzcTWX5iG1r731oJUn2vvqEArtR7+V1o45fWuoydnCJI5QaDkb41ZrZ4JJS6kdNDbwKJJI4T2bfC1C7RIYZH7QDfjlmDlYWacLp02BbalgG4uLQ9Z7MMfi9HX6aCWAt2iED60VaZBWZo+aAxdBg6WF/zwRvN3k8KRT9MflIk21EnKFaZyDmmiQ4Xhiy6ZqI5qQJzt85dnwk/SkG+cLSQRXuHsue30HzK+gCXg2D60Yb5rCOUBVA7TIu8175O5r4EUmvm31HqoUO1E35h5zWJN0OZT7jppQeTX7XFBDwoVHay0xC3bhwLVbGcsEa2hKMLCQA+6LDqAvPFmtSGbJ4m9mB7itQbrHtroXtEjdG0PFeZYWQl/jhyQ6bV7aK3oyeWAt8OigkI5sOOpnOBWXtAzNLSs/Oi5maQ2WTTYu3cvLrjgAlxwwQXYvHkztj36KbjgyS/GBRddirm5uWTeL3z563jDG96gfywHwOG98Vg7juCRLaJ/H0BTUCiL2bKAMXak3GRk4ZaLEU0d36Fb/aUnrQ4uKSQ24jMZOPrsGO62+MaMoFC+bJmfRzmOhc8mkCa5jjx7YBpaoSUrBp4BDPi6I2loeb3ZfZTDTEVhMyUWnhSfTLUb/JvRZzl4BVvhD08daVzJyLbts5imML5pmcyHk5S/GIE9KUC5gE8LaCbTm0y3wZh3RQAefm3P8IPi1qWXyz9S80dVIKZzg9CVUuaGAHSSR0gJKxpqOlqb0+v56e8Konto6ThkbmnGRpDAIb8CQwZaEZSjAxCj/615khLk++TQg5oDBwsCMh/EmteWlyuKgE+6Y3C6HHmvt20Kt2VynHWgYa1tmXubOWdHYXxJ37CyoO9nOYdhFmRZ55BvUoZpDWIsNbmVOIy69sfPFFJlMosFCc/6LW7mqWJXNLGRgJlzbU9mvetypZCn3AWb61OWraH1j6WOTyurfp+6tkdZfKTwTtNQHD4olOFDmw3LNwMTq2L6m0yVGmDdunX4yle+AgB417veheWDffjp17wM2HA20BvDwsICul1dtLto105cdPVz7MLLfr61+iMQljS0Rxn6g9jk2NayZHFRKiRNjod/U35U1nsrKFSJcHJOT+Zj3KNvkDFdgWnLiiJLflGT49QVEoEZJO0mzJmyTI4t5pE8d1iZ+nUUVFBK3ilLnx3XYNb4IgYnxpELNnPsjOfQtiesncR7nvMoPV2CMaTCNNMianSAa4LamxwTf0AjK90TXYJ2CrkmnfQHHYfa2KWatOReaaw19JykSwTaLmUYYbNOqYP8INDqPrS8HBFwS3wL9FbPfeFTzMpijLY+DjV6Q/7mNFYmK5o0Xz95W9hzyE5DD/g8pIUVA0dck+g9t2ykPrQFs6IJawovgc7dtmtNdcjinwtmEq9BUST6lbw/e8vK8N48bFuMEW4+2H3Tdv8MQJtHxoRwynuZpzVCAZpVU7WvHpkW7YrDEXVtHWG8RQd2Sv6U5RM94IngwpcBV/5MArk0u/WdZmloF6lNozTKxSMSBtUCjNeF/ZsORMqdWoGgFq2hpa+1MUJXLuRpaM3up+V0gLEp/ZsHtg2MPi9e/sZ34jX//fW49NJL8eY3vxmf+9zncNlll2HXrl24/PLLcdNNNwMA/u0//gvXXHMNgEoYfuXrfhpXPv9VOOXSp+E3/+j/DOk+fsXCJQ3tUYb+oGT3EgJyoWtmLHIgy4c282TINjkOTNSAaJ4rRq0BdybYDBzfFPOiHIdnrqFNCE1EMLAEorYa2qpsp9DHy+R+jMFsKWhoU33M+6neVKNgVsQcyjXXJ4cxzFnnKWP42NPW46WPORHv+Ng3TLxxfr1sGtFUamaY3/MIazRlwgMdjgklVlTXpjJT752vU3TSn3FtTwKHaXIsLD2oL7dqAjzCSuWcbnIcuzRUz1Tgk0KFdW1PThe0TS/zsPdiXPif1jxla1hk8dZMjMWblcSXODp8M80wddxya7L4v75y+EbrJ2crfdt2/BSOB6GqD7OMNouD3NHn8GNqjGt4LJPjWqaQZRk4LDCDjqVoWMT+Sc27ZbAw/6OKfs33jraQs6Z5kIHtFoOLBYUqrSjH3HosB7UdoC9M2tSeWV8rNUo9o/43TIuPlMlxlTA8WuUt9h5aeo2NJihb5sdaWR6yfGgh6kTxGWZHdZRjy4c2wM9/eh++ue9zwNyh6kXvUBXNGCXQOQB0biN0DID5w1U5nQerSMjuIaBzbxXRGA4Y+yzO2boS73zmuXl1I3DX3Xfj+uuvR6fTwf79+/GZz3wG3W4Xn/zkJ/G2t78dH/2td0R5vnXLbfjXD78fBw7P4czHPhOvfdnzkX9JziMPlgTaowwLg1K5l5A8G5utBRYzkDJHXUzAJhkBUbuyhL6P6W0H9kk1NXdOBYPRv8hre7xpZRQ+hDAv3HdRp9GuB+d81FNeJmyCaCGCWV2nQH0gkqOF91CbHNPDCcMEjbgiNd7VFyIN69hTwm1oE5E7o22do4yJFLpo3iAEymjIbcCRPJFpqbIHF0YfS8gJZsbaE1wI0q/tkQxy83ynKWKBtnrudlzgm9QSFRzid9BW6BrabiLonDYuylJEjc8QMJzoG6ltbKpItuDr4nkqs3aM9jQFHPbMy9VNSG2fyFRZ2nsKkiWkWvxSOSSjbe4Q2kZGIs+BwjkmQId7PnlBJTkEzNnbpEBr+ohn7GJthDojZW7CRqhdPui6TmiphFtt7LQHa15JGO0KmzRQDe2gjGOVABgesiwOT9gbw7u0D61PMwJiV4gFyncavZ6HLo6m3QwyxXejLJp3BBtUKYT2ibaT4SPP6rU9GG1yqbxGoq6aQPs9h3Zt/oJrr0WnU61p+/btww//8A/jlltugXMO8/PzapHP+IEnYXx8DOOTy7Bx/Rrcv+dBbD/xSND+vYFHSs9930J/UCZ9qizmxQJT+5IRzXaxQJlrAERDm4gk2HYdFIxWralxeZESrbbtUcbZVYJeP7pCIJRbnSTr+PKi2TYm4RpEx02OQ6REV7dzToAnoKq3FWCKpgnCmM1kLs43jD/7nyPt8+D9SdsnaL95wbJ9W+Fzeh7GJJKDFaoVSh6aZ3yIBdQKZAAXerhABT5zjTDe03FFx0tHzDnz8J7RrgsZVaTaOC89iJMMuIUjx8/Tgmzh1BD4UuX6dLxOvL/o+pJDV2qtYf64xqFSW0sWvo44NtZpmvpqkg5vJxInUG23jssRD0UeYQbPxhQBat6es69O9oJAm8Uby3SirdS81sFBgkdPHQo2QXSIp8xNJsSWixM2ac6ca40W7UNLoCjofDLWayxyvaBzlrxPHS5bPt65GI1SRbKme2gzjyAdmamx2Uj8HG0C1kDO0NBGp5ZUC5zRdikf2jqNLMfjHgDoxO+B4EPbWBbwzsevAjbvBO77evVi3enAQ7dX9V21HVi2ISRemAV2fxMoesDyjcD+u4Gx5cCyjcBD367qs+W85joZsGx5uIP2Z3/2Z3HVVVfhr/7qr3D77bfjyiuvVPOMT0wMn0p0Oh0s9BfpN/w9huPXWPo4gfn+QAkKpQsZrf3rCLQJGGSV9dxd6QuV5Wkn9aG1FvjWPkAuQa9fi4TGlOPTf8g2r7UHBvPANbTthTApeGjCjjQHpkIoNTn2QkanYxMhzaRq5k5ogVkekrd9P1mMmiynrNNobS7z2/hC2ZShpsyrE/9afqI5kDJNDRFCOU05/EvbgwOax7TKokxJCrdRJ6mhpc/USkHLG5UrcNb+lWR8U7B89KMYKNBpZHRkMpBhHCYOciwhJqNca57SQ5KYLcxgugVNPg+Nti3jC9jCqoFb0GsR0ydrFe3jgs2HuFyqxc2FjtPdMWSUY37tWXO5UkOrAYsUXNpzwM6fl2aUA40mfHQPorRL8+OW3aHgbN77rbncGpfxu4R+4Ju7LufgZHt3otAwDkdBVoCtDpog6RyOrMlxA8ggTTk4Ig3tvJ6OCbcsYl4zXUmTYyf++p9We9KJY+n5nPGslN8IR6hvDNi3bx+2bav4+Q984APNGY7jyMYUlgTaowz9Qcm0gxLaMk5d466CtDlq3uT5teefh2/8/FMSKZw47QzCQ44mwCxVMFqBQeLvLdNLXhZlovQ0RWGbBdKorjn4LJBMlXrKKwQu7S7QwoU+T/nQUnAIZoBdQ1ipaAo4zLKM/cDGrafNZWhSAh/V/vCrZar3kpG3mLtcCPcoUjpCuQPG4OYdCrS1LGCBkmCbQeeA1QfMZ540YrcomPDeFgeFyuQ4ft/rBH9vKpdHAnT9Pm3Sq9GRIR82fMtb23ybdg36HMKcTylDLMxRGtImlOm2YiBYBWvrlMQt9MncPWL4lprdS61YzlpjAV0bu0UR7qEVdatNkWGPbwqTY4Fx5WOKt0Fbgc0CniZvv6b9mgtcUx2vHdUVPqPvbYzWRF5NY0uvDzoiUMsnJTu0fNllJw4/J66uyixfy54WaJvT2PjkxCQMiQdmkpsaGDn47VnOcOecsrHX8rTJMDlm5RqLkgWpoFDh1BK6KXVC02wJtNn9We9oecmP2HwIBb35zW/GW9/6VuzatQsLCwuJLPUEOlJEfE9hyeT4KEPlQ9uegbfAEo7T1/ZUf1JmfEAlOC1PXHYqhYQ6aUrTYVNl4rCerbvz2uIrnGPaZdRrXxBKpDap9ebkhsL5EIfGmEjtPBXSqNmSZ5BzaXBO19DKAC7Bh9aZY0RCqWzWZmRj0A05fGsrJA8LY2VxPzpXP1tC7Cj9V5j0BmaQMupZe3DGe8kk+l8DwbTRA6Wcg7Ec+uRVUjWUCW+tRLmeqS2cUxlcOtatyL0Abx9z7Nlk6Oldoj9EOjWNFHuHP61o4umy9HLNgw7omkOqcYuFFTk3G+hweirngP5QqmTm1RAaWkJHCJ5m47aAa2WdGpAK4Pd/5ox1qqHdsXbKTGf1jZUmJ695uCTzL4LZle1AeVdqfbQYhppmTbtakDVzdHTR2qjdunD+9lV43VWn4U8/ewfjGygdowCdZyl2yx++NGrXf+SfgT96snjpeEM2XWVzJKIca0KNZPayBGgCUnvaN0yOPbDBQwX2BCRNjp34i7iuNU7H8WVpaEcBYzHPSG7Bu971LuCeL1c/Nu+s31922WW4+eab69/vec97gHu+jCsfexmufNZLQt7De4GH7wRQ4hv/8Y/A+IoMwh65sKShPcpQ+dAmhMSWp7xWWckIuM3FZoPuQ7u4wFMiB3niz2034ZS2SA0gAb7ehTTtT5Vp9F1KC9sU6RrqiFkdeS5c6PNcDW1FMeqyKA4KlAFv3Usmo61TknuFTkqDGQ5dnaqh5cwb9+tuqxkyhR2nl5U7Puz66Uyto99KyZzFtKbP65s3VLq+dIsijNsM/7gIB/gBiK6hFT60hEG1tGymBlT0Pys3Q5izIIv3IIm64uCIaqDNQDGK4NGET/MNjKIcG4J51jPBxwNpVQe1QHxIFtLowtQoV4TRtZHeQyu1z+EQkOe30HmBdqxbsHHI8rr8/tDf25k1vZFVVv76Ep6tdqB+9tX9rXllmzjN99bYO3IcSV0S2a8L4odS8SaLKF+sHR5yfGgThnkVnHAJ8LifihGGH2RiW9f2HAmT44bdYySTY/G+P6cVzHFbwrsFOUIvStFGRl0pvS18aHmZuemPFoyCj+RZfxqwYtMRo+Z7AUsC7VGGBcWHlgHbgJoH5Cga2hyTqRzoERNEWq5krjju5nLlxtfIHJT2JmUxZLIcNcQ/EwzCRj+yyTGhg5p+eeDCJo+OSJ9zohyzeoCb5FKaaBru/5lZNmEU5LvUc+pdzkJMGRMHaVbny3YiTzxWc6HCR3swppZeeZE7PnK6MDocH/4tRX7aF1mm9g19A8QaWi/gXnryOpvehKBMhTktiqw09QxzzmbUZOR1nSb7fR2VN5U/gwGXr9Uox6IcywQ4KzK1cSAlr15h89y68cIo18IBCH9oFqQppC3ooFTKkFfq5AANCtURPrsU2pp6TgyDQp25ydZKWGt3hV+mTIN5CGj+IPJMrsk/giVEQQ8qS72syoJodMY7lZVfvUXwGel/8bmPMr4QfAZ+ioteNwaXF/E6BykTixJltopyvPVCgctxTEwzqmluF+v7aDBckUY4taJqr8XCs3xjnMUKClEO8oTV3Gt7qAmwNgkcJQoJDS2BRQurOfkXiyOjvKxDgeMHvr9q8wiEhSYfWvqcxezqidpc6TIqrJjoCq3XUCCCHeW4LW6LR6iYpeqZ+gPF+ZsxVtFb4/RUsJNXG4wSFCrsqUHqMk2Oi8AkdhwxwwSJcpxLhAt4kj60/m9i4GUx/BnaLy58meiShxC0bO2u1IjZWezqRrnB+hWPrMk1TxlMrdU+iTQhmm0JLrjG+VPxNHLokz60ncLhE298PP73Dz2amQbzcvVnT7MvV9XQFgXXYPq2leVSGg3h3a5fs7CYypE79X06aUVD8y/qIE78ZnfakrVRCpBa/ryDP5uOOihUJzDg1CrCmudF0V6Aotf2sHtoDZNjarWRqsf0XBXRc9eO1XXZoU4+r2MN1JaPzR47Rn8sxkSWukFUB7R0boWxsygNZiZ9QY6wrZ3OSBwsNOEflGD7pzXnRuk/urbmQG36npP47GuA1/wncNrQ9DjatBTGgaVLaVUzwJEamnkyy2Llknpc8z+Bx/00/UjKpbjJ+zxmuN039k5obZnJsSUo5/RoYuc4Uoy4iXoEBEsC7RK0gX6jD22zMJADo/jpkkPMLFg+0WX0FiR/rhajCSTDXp/Gk29JH1q2eelp2AkuzQtHGAAiQCfwWVDxQTEzyU6ShfZ0QYnkWTig5xmtFkGhPEyNh9NGaa3OhExPXwtNgCxHPqv5hGCam58yyM7pEU2jQDRpUhrpZAIDKdd3Q6UZ4zQCDWa/OQKNeKZMm24hkWfGmSOkybuRAeDMzSuwbLybFepCfvN5qI84wyeufanzGRZhZWlrQLX02nvtAEaaVOeOyZAm9IEVYAiwtTajjFWfZ1Dy+csFWiWfk7Rb5VPquSDiAzNxH9owJgsxz9nBj10lFQrHA+b1h10VRzkOhORgecq5m/HTP3AG3vK0swAAL75kB15xxUl4/RNPY+ny+t9IQ8cRe6/vc5GZcOv9U8dB5xNdt8pS3sXeHlLjh/4C0hrhLHFBJKJXV/XrAzeyNkI//B6F90+5XfB0Hkcmks2PImaucgA0+NCmIAu/I+nKQEd3QgwmA5/Z+ST9zhcC3bHw+8KXVX9PuZIs7IZJdZL0DA1taiPR3gNA0dbkuAHnMYPM/mY/v79EwKWgUEcZFhp8aBfj50ch6UNrzOGANw+x1NA68dfA3lhu1qZPmLDcqO5WEueI/69k7hgOugk346NAAy1RYczaEwsqpBFtVqVtIJJcS1g5QSJ5CmGIBWoxGTInfqdJsRiqGlcibwpoPzmI9lHSACMEgqL4QAVXSYur3zNGPWdMZjF//ndg0IC0yXEWDqNvKHD/z7z2s+YshcLp609PCKc5lhdZpnyMJl73EKgqNRbjsRuXq88NuRZrGuhkWVn9F9LJoFC2D+1wPZOWfiZCnofipoGZqJ80PeSk5VPT/PZCGjVxLsx7PkvlkCtVv7Fugdc98fT690Svg3c+81yBeyQ2sTXMD8NGj3WK1u0j6aD9YVkw5AQ9y8KXyKte9ZXg9UczDfZ7dFkfssg9wbJSyCp9hPEarpRrkdGbuVIBgy1chgB2zrPJSzFJ29a2LIHzXwI8dAfwuJ8Edt8Y44vAWjtEPSiccAnwrn1xfsp85dCeFMaa6E201VELCvUIhMVM/kcgLAm0RxmafGjbBoWyIMXkBWZCvof63oLxbodtOlYUWIajNfMS0ye/pUL/R0yfAkVhhPJnDFwpyhqBiWZFp/OzQEfO6RE7M0/+KKn0MMUKCrWYi+cj3EwQiHFVDIbMo+eX5XKNQ3wazw9bFnddQ9V/VX52PQ9oG5UMdxbja0u0DLeWR1omUKYth4Fva3IcgTH8kocc3sLCwC0FInVaivfmVTQ0T2IczS1UCMe6BWYXdB+0nHWEl+vHnO3jm3TNyMLBE1ETUnp/rxkIKqI4jZsfAvD3fepDS95TzZg2pum8agNUgG4yOZYHFeY+kNuvhlCf8j1W3xt94Rww5wXa7pHTmBRG/9FIw6Mc1lqwWMXUKHOA4qZjJBz2OfUO8pGq3NLkOHFhRAxeM+qcHsRIa9yfvgWYWN0CiQJSmOuOAVe/k6cZKSgUrXxOa0uT40X60NKDADlxgbSGtnVQqCYa1I/tylo0PgPt95mG9vurNo9AWBiUzCdHAh+Dow/yHA2ttVm2Eda4hsiZ+Z91/la88erT25+IGlsWFVBSQZpymKWK6fTpaV6+0Wsmp7nAfDsJg2UVRc3qioKboFlBSSygdbIEFCpwUyEtWuctHBbTnLOmjsBBSRxUQ1u/lyz7IvcMq03ouPAoisJl1SvPhzJ0DpsP0jLBxXVP+agxfMb7HD/tuPzqRbeIZ18wOdbL6hIf2iqdNa9JmsThf1Ne54g2LCE85AydiDdw4QDJ8nXOMTlu8kP35ddrFTUhFemyXDPUFPG34P4R3vJrl0LZ1pU/1HKlDVAB2rqH1tJMWpAbOyBX8G0NZODPDQ9WxrsdU6uaA9Iqhq5hmnWHDCjWFuRhGvumHG4m3TFGwE/jajA3FIS9V8aqAFrcq432+y+/Ui4TvJmrFATrDlQO3pZv5Ka8607l37Pw0w6UNUxs7Je9DnjO7yaKzVyk6QDVnlOQc22PPBxQfY8djpgPbVabl6KodiP/qquuwic+8Qn27n/9wYfw2te+Vk1/5ZVX4gtf+AIAh6e/8BV4+OGHI3rf9eu/h/e+971JvB/72MfwzW9+s/79cz/3c/jkJz/ZivajDUsC7VGG6tqexMZJnxfBgOcwohEDN8zSxoIv11TpN6/bhTdefUbWom61AWfew6Ml0G5dNZGlqaL30DI6HGUAaJTj9hKtpSXQ/AiBoebBm0w5p/qI5sd54H00Puz3/TPzIp1/yDsIqJI6n0XHp5VP3musZu6Yov5SWvvI/Xcx84kFf2Kmc4H+AZFoc1FlBYUSScJhSMkPSWiZhLFbDKS0n00+ZDIYD0A16Xq5MgCPNa7oBysoFIWoDcmzFx7GOrlRMpvB94dfh7U1QzLX8tsoOCtcYOsWBUtbWxhty8onz+rNFxD9R9YGOZ49urSZtw19Jb6ALCcIEnk4ksYIRO1sm+0246BgW2M5zA0dg8fFHt22qRzIwYPcg4Z/qRC72KBQKZDrZoXPXkOyeAVrbSzLevHrEnMZBz7WZfvmQNv9l+5N2VCbuTqirS2QdxQwhMk1wMv+mrxo2bGpoFBSk/eUXwQueImNI1tDS+tHB2uOD23mtT0avqiudHFcrIa2XjxsHCYdWnpeznXXXYcPf/jD7N2H//oTuO6669JkOeAf/uJPsHr1avIyfz5Igfbd7343rr766uz8xwKWBNqjDAuDEp2EDy2bR2LCnLU5P+pfihH1G8WYYQPTZuHVfH5pdiuS7ijg4NjSkDo1/9YvPBX/+qYrTSGYlet0TQnd/EoEBmQUISE6KW9oCRo0pxBBoUZhami5/r7FH33cKSxNMA+0/YRy3ltCiMbA7Vg3he1rp7Jol/ioCXDwU6LMshx7o4++SviontMaWi9gLtKH1mCUqRAkD3L4gQTJ00yGSUdROPzuD16IFzx6u51XYPBldYsi+tY0d7iGPdE+pNysoFCMPo7Dm3eOdwuTic4RXKL3zkWHlxK3LTy0E5Qc+PoUDj0ClAY+F40Xuw00WugrrS98xG8tKNEoQaGAIKxW99DGuKs0VEPXDDn7XmpMsnQtKyUpnF8IVgPmoe4ioCTuEbEybBHrJKlHTtCkI62hpYL5Y09fj5dcugO/+NydzFqADhN/VVN2+a59H1gBvpLQIT60T/tV4DE/Bpz5dPCgUDnQdiDS9Akz3BQzpb4v9GcrfylXrox6ZJkcW++JKbLs5Jxre3ihLdODtEn7a5ee//zn4+///u8xN1fd7Xv7d+/BPfc/gP/zf/4PLrroIpx77rl45zvfqeY96fzH4oEHHgAA/OIv/iLOOOdReOxzXombbrujTvMHf/AHuPjii3H++efj2muvxeHDh3H99dfjb/7mb/CmN70JF1xwAW677Ta8/OUvx1/+5V8CAD71qU9h165d2LlzJ175yldidna2wnfSSXjnO9+JCy+8EDt37sS3vvWt1vVtA0s+tEcZFvqDBg0tZ3go/PmrL8PdD01n4cm5tkdqaGmgjhT8rxddgNmFPktbBYgKAhEA/N5LL8SZm1dyHItYX6288voSIGxUOaxMxwUNbcUMxtKZjCI/Cmh3Mlr7knPcB2jIc3OmUCHkI6+5DNffujdJw2Svg4cwjw3Lx+Fc2n2kCegdnlp+83mY45M/+YSoTA197GdLNNXgDDK9toc2+WI1D74s5kPr6HvKxId6pLQAecKKFh/U+9DydP57W81Rap48becWPG3nluZCBH26hpankdAjh2xV2+rrIeM3Cj1NLmgmx3FQLoo7R/CpSvBRm1MR1tX8LYWmTuGYxUKO3zQXYppxy9daOmoy7uvmrSZoch4TYPSJySPA83JKegiYUb/F+NgDeYcCLH2Cx6aHLIuiSeB41eNOwWdv24unnLsZ//D1ewHwfcQ69GiDL+WvHp6H+BJ76SjdEcZ0iV6nwC89dycA4MDQGkmOt7YCLYXcKMejaWiJD+2y9cBT/8fwt0dOBZ+MRsw124XjeTRIlpUh6Oa2A93gj9QpUuQ/S3BYZVk+tFpdr/8t4MB9wNzB6ndvCpifrhB0J4VwPADmDlXldCeAhelKsO2MV89wwNhyYPNO4Gm/bFZp7dq1uOSSS/Dxj38cz372s/Hhv/4EXvjMJ+Ntv/iLWLt2Lfr9Pp70pCfha1/7Gs477zy1jC9+8Yv48Ic/jK986YtYuPsruPCpL8GjH1tpW5/3vOfhVa96FQDgHe94B/7oj/4Ir3/96/GsZz0L11xzDZ7//OezsmZmZvDyl78cn/rUp3DGGWfgZS97GX73d38Xb3zjGwEA69evx5e+9CX8zu/8Dt773vfiD//wD826LRaWNLRHGdr40Mr5uWqyh3O2cgHRLsfG4RfYnqGhbVoXnrNrG1508Q4AYZFeNdljp6AA8NRHbcHJ65fxsrM2er7haHVh16gky9KfKVAhqD8Qwsrw2dJ6tAGNIbfKKpwLZnXOQYvYqe03F5+0Fj9+9ensHWP+Xbi6pyiAiW4nSkfpjA1xDMbc8F1dtPnaMH90l6ejmspS1cZI38rFMqyWD7VmPudcaLuJXso3UwhOSh9Isi1tymKqN0pe+zCmKizHj19CFf2YH5I8+4Kt+NNXXhLygrePjNatI1QfK+GBasMy6LXTxH0ZaWjF9xwfYZt1DF8mxzp1Snrgwvi3RP7UQSqlN5RbEoVG+ECDetVvXVwmjwkwOnSLglmvUBjUOOSI0SE1B+jeljcWGtEl01t+3W312c45toafsmE5/u1NV2H98nFDQxsfDh8p0KIcp4TCUXT3Fk9g1Sm1Nls0US1wDvh9vFWzdjQfWvq7hYCqPlvJ6VyxzHAzNaZZNFlQtq9rjg9t9Fqrq9xwW15RNAq07UoB1Oz4w3/9CVz3nKfgL/7iL3DhhRdi165duOGGG5h5sCzwM5/5DJ773OdiatlyrFyxHM96clA0fOMb38DjHvc47Ny5Ex/60Idwww03JMm86aabcPLJJ+OMM84AAPzwD/8wPv3pT9ffn/e85wEAHv3oR+P222/PqPjosKShPcrQxod2sQy4BZSBY7hde7yemagE2ipfKnfbKnnzWFmuI2VZfqgRbuN94RwJDlGi57UqVAtYlotawiUBNFKtBtJvlkfsbBbkOVoiYBbB5LhwDuO9AtPzfcCFjdqbCLYp2xbAOKNMrXrMMpVv0Z25pORByYNCUdPppnJzgR5uyCjHNBBJLUw7h5n5yoqBHhpI0CI8ywPpeNyH/levzaJCQilL0GExmqBI4B7+1axEmrQalAH3c/J9L94FAPi7r92j5smJF5DAmNSGjXcLPP6MDVzgy0TnGmhzcIkgbRlCOoHJXoePQ/LswWr5SEgzhWzCzLP3Afg1T9VfryGlxao+7yNAh1xpJulWI8PDFpRSNwPQAFiLcV2gYArDkCbHcZvmagdZucY8lfdZLwZoKUnta4ZQuBilXHS1mpE+tTYvhi4Klkl8EmrzWZnHD4BBnkRdT8IW9cw4FFyUkJfc/JV7drODheS48pWiPNKeFn0mvcr7y18PbDkfuPer1e8NZwN7vlXhXXsqMEEUUv154P5vVFrbtacAD9xcaeZX7wAevK0S0LfoGlUJz372s/ETP/ET+NKXvoTD0zNYu3oV3vved+Lzn/881qxZg5e//OWYmZlpLkip68tf/nJ87GMfw/nnn48PfOAD+Ld/+7csmiwYHx8HAHQ6HSwsLCyqrCZY0tAeZWjyoW17p+IoYDFwgRnPL8sHFlo12VN9aEcBmp1tOJ7bh2faMzbFHHxFqPNgAGxeNVHj0NqiKSjU599+Nf7jZ64yackRjp1DbWbMoxyHnKO40XiT4wqHY2OAaSGG76YaTLK80DZupMvRkKfA97H0CXdCaqOBYTTmhQZ1GgV4UCjxzY8dElHYOYeZ+eE8S2lotXqBM92WVqgKVBYzu9IHOo/HOPLrTjdhcpzrr2h+E1rBpjxxe4bfVBsmybrpPU/DH7zsoiyBiNNX4dAsCyiYUa4bMfCyeuS+Urk+mWWNglvhMSkdNMpxyBL+8xC0p3ntaUE3YXLMgkJllJUVvTgS/vXnxcIcuYeW4T9yKAi9JRk7iy0zEX+htXZ5FPzV32gMkrWRQmptbqIpt6nqvalN/anJsUaAFZXNgrHlmQ2akWYUk+PcNKrGNLOlk0I7bbcyvHPa+0w4ohpaRbC2E0dvli9fjquuugqvfOUrcd1znoL9Bw5h2bJlWLVqFe6//358/OMfT5b4+Mc/Hh/72McwPT2NAwcP4W//OWhUDxw4gC1btmB+fh4f+tCH6vcrVqzAgQMHorLOPPNM3H777bj11lsBAH/2Z3+GJzwhdi07FrAk0B5laPahJc9HSbYNUT15d0vfpxzwgsYZm1YQbV2ifi3rZJmyAlwzloMv5cfmmeJ+WWLrqkkAwL7peVx2yjr84KU78CvXnpetGd2wYhzb18SBjrT7C+27PF0d6KhTuNqfVjJUOUCF1sKBaGirayEAMI0nLX/ZODfaoFoXADg4W52wrZwI6dgYjurVTK82fuRBjwM3AWan4ESoPFLaFIAGhQqdtmy8yw5WqMbaC/uTiUMBSZ1+KMSlWTqO+D208fNijcNSkPL/Bir/0SgoVBuewdIUijmQExQqhSJckZK3/S1GQ5sSrClo9ws3Bdhj47AeI3kNnnP3tCUY0jqxe2iH7+m1aJ5uS3vaFrgPLf/GfWib65fa92hU5aY2SOHgaexE/j7k8V5n0TyBNQa0moyi+c2mQzM5ztDipiD2ddfzTPY6eMUVJ+HxZ6xn70fT0LabW9b4TELHEGjDcSZ5l+SAqj9jy/PwOsIJpCL/LmZXyRnEMlJZVrk5fSlP4rT2PFo7Zgq064MMMMi77rrr8NWvfhXXPeepOP/cM7Br1y6cddZZeMlLXoIrrrgiWeSFF16IF73oRTj//PPxtJe+HhdfcG797Rd+4Rdw6aWX4oorrsBZZ51Vv3/xi1+MX/u1X8OuXbtw22231e8nJibwJ3/yJ3jBC16AnTt3oigKvOY1r2mu11GAJZPjowiDQYlBiRY+tEdnYnmNhPShpUxGLlx26jr8rxddgKft3Ixf+vsbh/nt9HLD+fSbrsK9+6pAV1NjHRye66enNGX4FQHDzIB4HaiCLVWBdagP7dbVlUB7374ZdDsFfnEYWOLQUHgb9RS7Xp9BhXG7sDoolNMjeeYyHzTwhXOu9qHtD0rmQxT6zdVjZPm4vkn4Mg/NLQzTkcAJ5hgm/nWZY6wWjqJosQFNZXJMTBhjMhZvNeCA5124HV+682GcQA4rVkx0Wb/6Pimcq0y5kQ48okdibjDLRcCn3YYwyqHHYkCiCneExhrPOk/WwYb8Hc/lXscJYcwWgrVyAHnnpw4rjAMbC9wQZ+rwMplfyRbPAf6bHrjQMbJm2RhOWb8Mb3362RGNGr7FaNIYjc7TVS3WTLs1CpOvQJf47EYaWhKDIKvPEomoJZK9djWPwxzczoX117qJYBSwhG56MLZoDS15XqxovDgNrXzv8M5nnhulX4xFXG792u55AKDfQ0t+5wZ58mnGliFbUFO1pFaazPfZaTSh+UiYHC+C3sVALhOSFb06TetznvOcal2958sAgA984ANqutpk+N6v4favXQ+srg553v72t+Ptb397nR9bdwEAXvva16p32l5xxRXML5fie9KTnoQvf/nLUR7qM3vRRRct2ny5CZYE2qMIXkBJMznh29GyPp4f3nHnfWjP3LQCMwv9kcLLO+fwnF3bAADfvHc/AGDjyolEev57x7op7FhXCQgf++9X4F++tTvhV4Zgcoy84AwpkzAv0FJftrIs8eNPOh0PHJzFtRfyq0qmxjp40lkb8YorTrYRJqBenkt+ZYIF+rU9ROs1AsdQuGBGPD3XrzW0FX1Vuc4F4X1qXF8SaoF2thLaljOGXz9E4EyzDZzxrf5qJsdBkBRBoYYfjqQPugPwg5fuwEsu2cGYoBUTvRrPgATKKRyIyXHqOoGG3/DCO1kX6r0vCC7kfCfSpB2tgzEL+vQKJfEtS6tBTEUt8N9WT41l+aalRBC5Hmqwg14tlcsXIvaRHeXA0idrEo6pBQnlSXudAv/y01ea6SVdVv3YvDQWH+ecGktGjsnaneJIaGiNoDvUtzZn7UmtF/umiUBL3tsRfZuBppnodViz0TFpWmssEnxJA7KO5MajMMtU5nzAF4+39D20I+Af/j1amubCOVx04hp8+uY92LLK5nMojKShtXxod74A+NzvAxe9Ejhs32YQwdiyzAZVNt8IyoTwuMjxSReuXA3tKz8BDPr5fsKqD63hQ5GC7AGao3VtKbwvQRYcU4HWOfdUAO8D0AHwh2VZ/rL4Pg7gTwE8GsBeAC8qy/L2Y0njkYRgtpR3jYffAI7kKS0QzJm8hvYTP/F4AKg1paMKAj98+Um4dfdB/MA5m8w0qaLP2LQCZ2yy79qVwpFnQE8SkZQppJjAF160HR/8f++srrwYJusPSqxZNobffsmFCu0Of/Tyi9m7NncDaybLSYGWaBiYP9giGUBvcnx4rl+bWdJyHYCDXlAVAq3XHEwM83nBl6aj9C3mWhKAC/USqFaB+uQdKV9uCv66B1nmivEuY85qs/3CYbYOCpV/bU+vcJhDHHgqPIcDjQExLfU0+jQ079ESZy2mcYFoaOM8Q7oSneO1/tJUW2PsV0/2knduayCFSuqCEeZoKfI4fOQ1lw3bMwPfsOFHDViVpaE18lLT91zGPifolfTNbqLDp5X3wDrHD+gWs785sjam76GtvvUS1lGpfW//tHet6OltMMK6TC211i8fD2Uh8ApRnIsjuqZVf3OVfUcScq++ai5H/71YTbMFY90Cr7vqNDx95xactjHPjPdNTzkL9++fxeWnrW9O7GHjOcD6M4HeJH+/cgvwE9+ong890FzOwjAQ0Niy6gqZJnCJHSOlHajfN6NoIKD6Uw7iwh51LXBuFSEXj355FXAJAHY8pvo7nxH0SAqzjuIbkVbtvesAZV+kSTROSrtswcQaYCKf/4xxHuNJ/z2AYybQOuc6AN4P4MkA7gLweefc35RlSWNL/wiAh8qyPM0592IAvwLgRceKxiMNXhiwhKxtqydVjdbkWHs/jxRYUY6pUDAKXHPeVlxz3tZkmsX4NMpNcNVkD3/88ouw64Q1Zp7N5BRV4v75Zz0KP/PUszDWLYLJcYud8HNvf1Ik8EnYtWM1vnznwwCAR21bhU/fvKcK4DL8nsJG76HVTGpH2bMLF0yOp+f7NVPFr9pxtaC6bIzXT2odfTrLJNO5ym/cl9sWgvmqnZcKf53C4cDMkHYmZB+dxbsonGmuN7PQ3uT4L197Of7ua/cwYa6K/Kv4n4myNEXO5kwtwmJANm3dZ504ENf7XrwLv/mpW7BpxTgsuPfhijHxpv8aPr+GrZ7qRRGw9TycDqpFroPk9Qocnqv6TDt0vPiktQCABw7ONiNE1QXSrcNB19isWzYm0oWP1hywmHnr2h4Kjzt9/UjWE6FgRqz5yZct+WQa7dy5KlCdN9FvC/Y9tAI/vECq1zC17/l7TFdNpUyOA+QsN3TvoDEIKIx1wphcMdElVj7N5TcBj1gdH7a2OaytyyQVT2pffZpEWan+KFwcybh6H9fjSENRuGxhFgDO3LwCf/v6x7ZDcuZTq/8XC3OHqr9jy4GJVXl5mk4FjtZpAcXNEVZ/nv/H4dUz3xcn66X2OmvEae8zeYWkCVExFGjFu1T6RhC0rz0pI8//t+FYamgvAXBrWZbfBgDn3IcBPBsAFWifDeBdw+e/BPDbzjlX5nrjP8KAMnoSvvCOqzHZ6+CW3Qfrd14AXnaEBVrLPyeYbj2yTm4oNQ8dngMQtDdPPMvWBgNgJrVeKPCn9J3CYcVEr34GqijHubBxRbOw8H9e9ZhawHr/S3bhW/cdYHf2poayp8U56nPmsvJa4FwwOT40u4C7H6608ietm8Jnbq1OfCfHOrWWbJnwoV0zVbXXc4dm5ocIsxXSBOZ86+pJ3L73MICKQfrUjfdXdBj0nUK07b2OI4JHnEMz23bO4d59lUB06oZl+OjQVLDtfYMRroxv1OQYCMJ/SqCV5Z69ZSXO3rIySuPL2rJqoo7M+dxdW2vt5I51y2qBYNVkD/sOV/U+cd2yaN+99sLt+OiX7krUaHGwQAQwWb9LTl6LD/7opcn83lLEB2fzQMvyJqCrp8bqceDHpgZS03Xng9WYpNYdY52iPqB5yrkJK5Mk9RWsWzYO53Tf79t2V0zmiUNXi//nVZfilPXLo3Qewr4htXW8bC2wk7ZEfP1dP4CJXgefvS2YLEoNqgZVfyrzULyT9whfd8kOXHzSGpauFELo9W95Iu7bn6FhUYBar/D38aHFCkNwrPLbPevXuVWTYYz9t8efoh4EdIx2SuFzLkSHdq464Nh7aA5F4XDbnoonOGX9MqwfHgT58ZsDpdE+mobWp/3kTz4+6TqUhBYCf9pdyC7HX2VnxS3KMZ0+0nzVMYcN1T2fuPz1dppaoM01OQaSmscm6B6hA1TqN3Ek2P1n/RbwqXcDm3YC+Eh4T3Hs+271PLUuXdaqE4CDu5Fsj6IDDOa55rdrH+Kq2m9Ta3yE+POpdUDPtm78foBjKdBuA/Bd8vsuAJLTqdOUZbngnNsHYB2ADFuLRx4sJLRN3uTIfylcmMcnrssfdH/zuitwz1BIscBrrtZIrYA/xZ6MGcMP/silWLPMZhhzYcfaKTzl3E14/RNPz87z5HM24ePfuA+rJnu4dbi5e22JBKnpoOAF+J+75pzomxfCRjURfN+LL4i0mUAlzHiBZsVEr6b7Z685B2UJPO70DSz9lWduwL/dtAdA2JQ7hcMzdm7FP3z9Ppy7dSXufrhiZkZZ5wvnas3Xyske7hsKf2dvWYkv3PEQAOBZ52/Fn332DgCxyfG65eP4+rt+oH6/fLyLg7MLmOx18LeveyzWLh9j5sFrl43hsaetx3/c+gBOWDtVf9OYlW/8/FPQLRy+dtc+AMCTztrEoosClZDr/cve9+IL8JufugVnbV6BE9dN4Y69h9nc2rpqsvbrvoSMlzM2VcLD7730QmwYMog//qTTcXgoxL/+iafVfeAhxQtsXFmVceqG5Yy5TkU5/h/P24l90/NZWms6H09cNwXnHG7/5WfU737/hx6NXTvW4APXfwcA8IQzNtTa/YuEIAEAv/7C8/HrLzy//n3uVi5A54I/0GEBwRAOjDatnKjb7Zwt+Tj2Dw+ANq3iDIAX2NdMjdV9tX75WH1AQ33bX/34U1jeZeNdnLFpOW6+/yC72/oksrZ2OwVe/YRTcNFJa3DlmRtN+uTYfcGjt+MjX+QHBJ2h5t6PRy+sTPQ62DPU8D5qW6UxufzU2BTRt+GWVRPJfYPCcy7Yhj/6j+/gqrM2ojfUMD/rgthixh/i+WqMdbifpoWmKFyw6nHVwdf0fD+aG+efsBrX37a31k7/zFOryJi3Dg9ry7Ks1wF/YLZm2Vi0H+WCFI49eL/+1VNjmB4KpKlDyJQ5sgcvBPn59/dfuxdA1YY+4vuVZ2wYyZrPH1qtmOjhr193BW68t7oS44GD1SHuqRuXY+dwzDQt/ZtXTtQHBBYtl5xcrYnP2bU1arvTNjZrZ8/fvgpfHa7Vf/u6x+KfvnkfgKBtltYJGlDLE2p2DQDb1+gWGgDwqsefgt/9t9vMKOJNe+NHX3s5tg33wZ/+gTOyDqdP3fAIY/4n1wDv2pdOMzdUkIw3aJQ3nFXdl1qWQZMrBTA/RlKDe8NZ9rcsIBpTH7W4M9q6wGDLecBL/7J69vXqjgHjw3E+tRb49r9Xzydcki7rx79atdNCgs/2/rxUKJU+vrVPhuAbPX05JuKLgZVpa8rvCyjL8pj8D+D5qPxm/e8fAvDbIs03AGwnv28DsF4p678B+AKAL+zYsaN8pMLeg7Pls3/7P8qPf/0eM82BmfnytR/8QvnNe/7/7d19dFT1mQfw72MEEbRUtlhfWGvo8QXOihQxghaw6op1ERcO7qm6C75gS1kqXYti3R4UW9t1a9Ut9hAQFyO+LG8KKhEBeUkEkYQAISRAQhKSYN7Ie0JIMjPf/eNOxkBCCOHOZCZ8P+fkZObO7/7m+d155k6e3N/cW0WSXJ6cz/Lahlbt3krM5hcZRSTJj3cf4erdRzocR32jh3Hbcuj1+lo9tnDLIR6pONbhvoLlzYRDXLWrgCTp8fqYWVxDktxyoIT/s+Fgm+vsLahkSfXxVsszi2u4t6Cy3eerrGtk7OYs+nytt0mwrdpVwNjNWSTJRo+XNcebSJL7C6v5wsdpgZiaf1fXN3L6ezt5tKb1WFv664aD/GxvIUly5c58/ur9FNY3eujz+bhyZz4bPV5uzSzli5/sI+nkxYGiapJkcVU9f/V+CusanFjW7SsK5FtLWSU1XJaU12r58uR8Lt3hLD/e5GFVfSNJMv2bKj69fDdzj9aeMm6P18f5m7NYXd9Ij9fH/1i6i2lHnNfvYFE139mW02qd0prjfDPhEBuavPwys5SLv8wmSSbllPF3H+0NbLvM4mpWHmtsd7u19PbWHL7y+f5Wy1ck5/OtxOzA/W1ZR9nk8XJXXgV/8U4yDxZVM/doLWd+kMKGJi9JZxvuyCk7oR+fz8fff7KvzfxclpQXeF+v3JnPBVuy2o21vLaBsZuz2OTx0uv1cU3qN/R6fTze5OG0JcnctL+4zXXqGz0kyUWJ2YHXLD71G8a1sZ1bqm/0cEVyfpvvmaU78gLbeUdOWZv7sCVf5XJRYjY3HyhhVklN4L37dXZZm9s8v7yO09/dyZLq46xv9PD51WmsrHOeo7q+sc044rblcKN/3HUNTUzOLSdJrk0r5BsbM0mSybnl/Esbz3cqHq+Pv3w3mX9e66zTvI1Jcv7mLH6yx3nNNqQXcW2a8/5bk/oNf/fRXjZ5vNx3pIp/25TZZt8fpuRza2YpvV4fVyTn82jNcXq9Pv5m2e5AjizcciiQR4sSswPPd6Yq6xo54/0U7i2oZH2jh48u3sEFW5x94POr0wLPtzatkFklzv63uKqef1yTTo/Xx0/3fMPp7+5kZV0jtxwo4avrDpB0XouUw+VtPuc723L4eVohvV4fX1t/oM192Kb9xcwubb1/SM2v5NbMUpLk1szSwGu2J7+Czyzf0+rzzOP18e2tOWxoct4Pf167n0VV9fT5fJyzam9gG/4pPuOE93Jbth862mZO5pXV8efvJDGrpIbHmzx8aU06K+oa2OTxcsb7KUw4WBKI9/f+/ewbGzMDfwO8uz2XS77KJUl+sucI//DpvlZ5nFNayz/GO9u8eftkFDp/H3yYks8PU/JJkhszirnIP46iqnpuOVASWP/51Wltft4383qd17z5c7alZUl5/NK/3TekFwVib2jyBj4fWjrq3xefPI76Rmc/lF9eF8jp1Hwnx3blVQTe/3/blBkY03vbD/PtrTkkyZ2Hy/nB14dbPV/s5iyuSHbal9U28Im4pMB+4UztyqsI5FhLhZX1rD3eeqwph8sD2zksHa8ml/4bWe3/7E5dTn75eut21YXk1wv969SQW/9Ker0ntvF6yfhnyLJDzv21z5G521r3tT2WTPrf1svzk8nNL7cfb+MxcuUTTrw+H/nFH8jynPbXaWl/PJnwl/bbNNSSG14kmxqc59jxJtlQR+Z9Ta6Z5SwjyXVzyKyNzu2UJeTBdSf24/ORH01nespXzv3KfLIi11ne1ODc9/nIuqNkTevPXpLOYx7/Z2NNsbPtSbKx3unj5OerOOzE3576Sqffzqo7Sta0/lsvHKSnp7daBiCZp6gzjSGazWtmIwG8QHKs//5v/QX1n1q0+dzf5iszOx9AEYD+bCfI4cOHMzk5ObjBi4iIiIjIOSsjIwODBg06fcMgioqKwg033ACPx4NBgwYhLi4OvXt37gjvI488gnHjxmHSpEmYOnUqnnrqKQwe3HpWI+BcAqhnz5649dZbAQCxsbHo3bs3Jk+e3OmxtKetbW1mO0kOb6u9u6fTbV8SgGvMLNrMegL4GYCPT2rzMYAp/tuTAGxsr5gVERERERE5F1x44YXYvXs30tLS0LNnT8TGxp7wuMfj6VS/ixYtOmUxCzgF7bZt2wL3p02bFrRitjNCVtCS9ACYAeBzABkAlpHcZ2Yvmtl4f7O3APydmWUBeArAs6GKT0REREREJBKMGjUKWVlZ2Lx5M0aNGoXx48dj8ODB8Hq9ePrpp3HzzTdjyJAhWLBgAQDna6YzZszAddddh7vuugslJSWBvm6//XY0z3hdu3Ythg0bhhtvvBF33nkncnNzERsbi9deew1Dhw5FYmIiXnjhBbzyyisAgN27d2PEiBEYMmQIJkyYgIqKikCfs2fPRkxMDK699lokJiYCAPbt24eYmBgMHToUQ4YMQWZm5llvi5Beh5ZkPID4k5bNaXH7OIAHQhmTiIiIiIhIR72842XsL9/vap/X97ses2Nmd6itx+PBZ599hnvucS75lJKSgrS0NERHR2PhwoXo27cvkpKS0NDQgNtuuw133303du3ahQMHDiA9PR3FxcUYPHgwHnvssRP6LS0txRNPPIGEhARER0ejvLwc/fr1w7Rp03DRRRdh1qxZAIAvvvgisM7kyZMxb948jBkzBnPmzMHcuXPx+uuvB+LcsWMH4uPjMXfuXGzYsAGxsbGYOXMmHn74YTQ2NsLr7dxl3FoKaUErIiIiIiIiZ66+vh5Dhw4F4Byhffzxx7Ft2zbExMQgOto5+/+6deuQmpqKFSucsz1XVVUhMzMTCQkJePDBBxEVFYUrrrgCd9xxR6v+t2/fjtGjRwf66tev7auMNKuqqkJlZSXGjBkDAJgyZQoeeODbY5MTJ04EANx0003Izc0FAIwcORIvvfQSCgoKMHHiRFxzTcevhHIqKmhFREREREQ6qKNHUt3W/B3ak/Xp8+2lpkhi3rx5GDt27Alt4uPjT14t6C64wLk0UVRUVOD7vQ899BBuueUWrFmzBvfeey8WLFjQZnF9JkJ5UigREREREREJkrFjx2L+/PloamoCABw8eBB1dXUYPXo0li5dCq/Xi8LCQmzatKnVuiNGjEBCQgJycpxr3ZeXlwMALr74YtTU1LRq37dvX1xyySWB78cuWbIkcLT2VLKzszFw4EA8+eSTuP/++5GamnpW4wV0hFZERERERKRbmDp1KnJzczFs2DCQRP/+/bFq1SpMmDABGzduxODBg3HVVVdh5MiRrdbt378/Fi5ciIkTJ8Ln8+HSSy/F+vXrcd9992HSpElYvXo15s2bd8I6cXFxmDZtGo4dO4aBAwdi8eLF7ca3bNkyLFmyBD169MBll12G55577qzHHLLr0AaLrkMrIiIiIiLBFA7XoT1XhPN1aEVERERERERco4JWREREREREIpIKWhEREREREYlIKmhFREREREROI9LPPRQJOrONVdCKiIiIiIi0o1evXigrK1NRG0QkUVZWhl69ep3Rerpsj4iIiIiISDsGDBiAgoIClJaWdnUo3VqvXr0wYMCAM1pHBa2IiIiIiEg7evTogejo6K4OQ9qgKcciIiIiIiISkVTQioiIiIiISERSQSsiIiIiIiIRySL9TF1mVgrgcFfHcRrfA3C0q4OQc57yUMKFclHCgfJQwoHyUMJFuOfiD0j2b+uBiC9oI4GZJZMc3tVxyLlNeSjhQrko4UB5KOFAeSjhIpJzUVOORUREREREJCKpoBUREREREZGIpII2NBZ2dQAiUB5K+FAuSjhQHko4UB5KuIjYXNR3aEVERERERCQi6QitiIiIiIiIRCQVtJ1gZn9vZpvMLN3M9pnZTP/yfma23swy/b8v8S+/3sy+MrMGM5t1un5EOsrFXOxlZjvMbI+/n7ldNSaJPG7lYYv+osxsl5l9GuqxSORyMw/NLNfM9prZbjNL7orxSGRyOQ+/a2YrzGy/mWWY2ciuGJNEJhf/RrzOvy9s/qk2s1930bDapCnHnWBmlwO4nGSKmV0MYCeAfwbwCIBykv9lZs8CuITkbDO7FMAP/G0qSL7SXj8k00M+KIlILuaiAehDstbMegD4EsBMkttDPiiJOG7lYYv+ngIwHMB3SI4L3UgkkrmZh2aWC2A4yXC+JqOEIZfzMA5AIslFZtYTQG+SlSEdkEQstz+b/X1GATgC4BaSh0MzktPTEdpOIFlIMsV/uwZABoArAdwPIM7fLA5OQoBkCckkAE0d7EekQ1zMRZKs9d/t4f/Rf7ukQ9zKQwAwswEA/gnAouBHLt2Jm3ko0llu5aGZ9QUwGsBb/naNKmblTARpn3gngEPhVMwCKmjPmpldDeBHAL4G8H2Shf6HigB8v5P9iJyxs81F/zTP3QBKAKwnqVyUM+bCPvF1AM8A8AUjPjk3uJCHBLDOzHaa2c+DE6V0d2eZh9EASgEs9n8FY5GZ9QlasNKtuVWvAPgZgA/cje7sqaA9C2Z2EYCVAH5NsrrlY3TmcnfoCFd7/Yh0hBu5SNJLciiAAQBizOwfghGrdF9nm4dmNg5ACcmdwYtSujuXPpt/THIYgJ8C+HczG+1+pNKduZCH5wMYBmA+yR8BqAPwbDBile7NxXqlJ4DxAJa7HuRZUkHbSf7vGa4E8B7JD/2Li/3z1ZvnrZd0sh+RDnMrF5v5pzRtAnCPy6FKN+ZSHt4GYLz/+4v/B+AOM3s3SCFLN+TW/pDkEf/vEgAfAYgJTsTSHbmUhwUAClrMlloBp8AV6TCX/0b8KYAUksXuR3p2VNB2gv8EOm8ByCD5aouHPgYwxX97CoDVnexHpENczMX+ZvZd/+0LAfwjgP2uByzdklt5SPK3JAeQvBrOtKaNJP81CCFLN+Ti/rCP/wQq8E/xvBtAmvsRS3fk4v6wCEC+mV3nX3QnAJ00VDrMrVxs4UGE4XRjQGc57hQz+zGARAB78e33vJ6DMy99GYCrABwG8C8ky83sMgDJAL7jb18LYDCAIW31QzI+REORCOdiLl4N58QAUXD+0bWM5IuhG4lEMrfysOVUKDO7HcAsneVYOsrF/eH34ByVBZxpn++TfClU45DI5ub+0MyGwjlBXk8A2QAeJVkRwuFIBHM5F/sAyAMwkGRVaEdyeipoRUREREREJCJpyrGIiIiIiIhEJBW0IiIiIiIiEpFU0IqIiIiIiEhEUkErIiIiIiIiEUkFrYiIiIiIiEQkFbQiIiJhxMweMbParo5DREQkEuiyPSIiIiFiZqf70I0D8EsAF5MsCUFIIiIiEe38rg5ARETkHHJ5i9vjALx50rJ6kvUA6kMalYiISITSlGMREZEQIVnU/AOg8uRlJKtOnnJsZi+YWZqZTTGzXDOrM7PFZtbTzKabWb6ZlZnZq2Z2Xov1eprZy2ZWYGbHzCzJzMaGftQiIiLBoyO0IiIi4e9qAPfDOap7JYCVcI7sFgK4G8D1AJYB2Op/DAAWA/ghgIcAFAC4F8AnZnYzyT2hDF5ERCRYVNCKiIiEvygAj5KsApBmZmsBjAFwJclGABlmthXATwCsNLMfAngQwNUk8/x9vGFmdwH4BYDpoR+CiIiI+1TQioiIhL88fzHbrBjAQX8x23LZpf7bwwAYgHQza9nPBQA2BjNQERGRUFJBKyIiEv6aTrrPUyyL8t8+z3//5jba6YRTIiLSbaigFRER6X52wTlCexnJTV0djIiISLCooBUREelmSB40s/cAvG1mvwGQAqAfgNsBZJP8sCvjExERcYsKWhERke7pUQD/CeC/AQwAUA5gBwAdsRURkW7DSHZ1DCIiIiIiIiJn7LzTNxEREREREREJPypoRUREREREJCKpoBUREREREZGIpIJWREREREREIpIKWhEREREREYlIKmhFREREREQkIqmgFRERERERkYikglZEREREREQikgpaERERERERiUj/D0LTHO0tONFEAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/20\n",
+      "41/41 [==============================] - 26s 539ms/step - loss: 0.0467 - mae: 0.1740\n",
+      "Epoch 2/20\n",
+      "41/41 [==============================] - 24s 593ms/step - loss: 0.0408 - mae: 0.1632\n",
+      "Epoch 3/20\n",
+      "41/41 [==============================] - 24s 590ms/step - loss: 0.0412 - mae: 0.1648\n",
+      "Epoch 4/20\n",
+      "41/41 [==============================] - 26s 621ms/step - loss: 0.0405 - mae: 0.1626\n",
+      "Epoch 5/20\n",
+      "41/41 [==============================] - 25s 608ms/step - loss: 0.0394 - mae: 0.1602\n",
+      "Epoch 6/20\n",
+      "41/41 [==============================] - 25s 606ms/step - loss: 0.0389 - mae: 0.1599\n",
+      "Epoch 7/20\n",
+      "41/41 [==============================] - 25s 620ms/step - loss: 0.0391 - mae: 0.1609\n",
+      "Epoch 8/20\n",
+      "41/41 [==============================] - 24s 582ms/step - loss: 0.0367 - mae: 0.1550\n",
+      "Epoch 9/20\n",
+      "41/41 [==============================] - 25s 620ms/step - loss: 0.0353 - mae: 0.1514\n",
+      "Epoch 10/20\n",
+      "41/41 [==============================] - 25s 602ms/step - loss: 0.0344 - mae: 0.1494\n",
+      "Epoch 11/20\n",
+      "41/41 [==============================] - 27s 652ms/step - loss: 0.0329 - mae: 0.1451\n",
+      "Epoch 12/20\n",
+      "41/41 [==============================] - 26s 644ms/step - loss: 0.0317 - mae: 0.1435\n",
+      "Epoch 13/20\n",
+      "41/41 [==============================] - 25s 599ms/step - loss: 0.0305 - mae: 0.1389\n",
+      "Epoch 14/20\n",
+      "41/41 [==============================] - 25s 611ms/step - loss: 0.0314 - mae: 0.1418\n",
+      "Epoch 15/20\n",
+      "41/41 [==============================] - 25s 611ms/step - loss: 0.0296 - mae: 0.1365\n",
+      "Epoch 16/20\n",
+      "41/41 [==============================] - 26s 628ms/step - loss: 0.0285 - mae: 0.1345\n",
+      "Epoch 17/20\n",
+      "41/41 [==============================] - 25s 618ms/step - loss: 0.0292 - mae: 0.1351\n",
+      "Epoch 18/20\n",
+      "41/41 [==============================] - 25s 602ms/step - loss: 0.0284 - mae: 0.1341\n",
+      "Epoch 19/20\n",
+      "41/41 [==============================] - 24s 586ms/step - loss: 0.0286 - mae: 0.1343\n",
+      "Epoch 20/20\n",
+      "41/41 [==============================] - 24s 585ms/step - loss: 0.0276 - mae: 0.1308\n",
+      "11/11 [==============================] - 2s 147ms/step\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# import libraries\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from collections import Counter\n",
+    "import statistics\n",
+    "import math\n",
+    "\n",
+    "#for LSTM model\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense, LSTM, Dropout\n",
+    "\n",
+    "# ignore warnings\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "from datetime import datetime as dt\n",
+    "\n",
+    "from keras.utils.vis_utils import plot_model\n",
+    "\n",
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "\n",
+    "\n",
+    "data = pd.read_csv(\"data/product__demnd.csv\")\n",
+    "print(data)\n",
+    "\n",
+    "data.rename(columns = {'Product_Code': 'ProductCode',\n",
+    "                       'Product_Category': 'ProductCategory', \n",
+    "                       'Order_Demand': 'OrderDemand'}, inplace = True)\n",
+    "data.head()\n",
+    "\n",
+    "print(data.isnull().sum())\n",
+    "\n",
+    "data.dropna(inplace=True)\n",
+    "\n",
+    "print(data.isnull().sum())\n",
+    "\n",
+    "data.sort_values('Date', ignore_index=True, inplace=True)\n",
+    "print(data.head())\n",
+    "\n",
+    "data['OrderDemand'] = data['OrderDemand'].str.replace('(',\"\")\n",
+    "data['OrderDemand'] = data['OrderDemand'].str.replace(')',\"\")\n",
+    "\n",
+    "data['OrderDemand'] = data['OrderDemand'].astype('int64')\n",
+    "\n",
+    "\n",
+    "# convert the 'Date' column to datetime format\n",
+    "data['Date']= pd.to_datetime(data['Date'])\n",
+    "\n",
+    "\n",
+    "# create Year, Month, Day columns\n",
+    "data['Year'] = data[\"Date\"].dt.year\n",
+    "data['Month'] = data[\"Date\"].dt.month\n",
+    "data['Day'] = data[\"Date\"].dt.day\n",
+    "# i used second way because i think it is more usable for dtypes\n",
+    "\n",
+    "# information about data\n",
+    "print(data.info())\n",
+    "\n",
+    "print(data[\"OrderDemand\"].describe())\n",
+    "\n",
+    "\n",
+    "\n",
+    "# information about categorical variables\n",
+    "print(data[[\"ProductCode\", \"Warehouse\", \"ProductCategory\"]].describe())\n",
+    "\n",
+    "# Number of samples according to ProductCategory\n",
+    "plt.figure()\n",
+    "plt.barh(data[\"ProductCategory\"].value_counts().index, data[\"ProductCategory\"].value_counts(), color = \"b\")\n",
+    "plt.xlabel(\"Frequency\")\n",
+    "plt.ylabel(\"Product Category\")\n",
+    "plt.title(\"Product Category - Data Frequency\")\n",
+    "plt.show()\n",
+    "print(f\"Number of ProductCategory \\n{data['ProductCategory'].value_counts()}\")\n",
+    "\n",
+    "\n",
+    "# Number of samples according to Warehouse\n",
+    "sns.countplot(x=\"Warehouse\", data=data)\n",
+    "plt.xticks(rotation = 0)\n",
+    "plt.show()\n",
+    "print(f\"Number of samples according to Warehouse \\n{data['Warehouse'].value_counts()}\")\n",
+    "\n",
+    "sns.catplot(x=\"Month\", y=\"OrderDemand\",  hue=\"Year\", col=\"Warehouse\",\n",
+    "            data=data, kind=\"bar\", height=4)\n",
+    "plt.show()\n",
+    "\n",
+    "sns.violinplot(x=\"Year\", y=\"OrderDemand\", data=data)\n",
+    "plt.show()\n",
+    "\n",
+    "df = data[['OrderDemand', 'Year']].groupby([\"Year\"]).sum().reset_index().sort_values(by='Year', ascending=False)\n",
+    "f, ax=plt.subplots(figsize=(15, 5))\n",
+    "sns.pointplot(x='Year', y='OrderDemand', data=df)\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "plt.pie(df['OrderDemand'], labels=df['Year'].unique(), autopct='%1.2f%%')\n",
+    "plt.show() \n",
+    "\n",
+    "temp_data = data.copy()\n",
+    "temp_data.Month.replace([1,2,3,4,5,6,7,8,9,10,11,12], ['Jan', 'Feb', 'Mar', 'Apr', 'May',\n",
+    "                                                       'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], inplace=True)\n",
+    "df = temp_data[['OrderDemand',\n",
+    "                'Month', 'Year',]].groupby([\"Year\",\n",
+    "                                            \"Month\"]).sum().reset_index().sort_values(by=['Year',\n",
+    "                                                                                          'Month'], ascending=False)\n",
+    "f, ax=plt.subplots(figsize=(15, 5))\n",
+    "sns.pointplot(x='Year', y='OrderDemand', data=df, hue='Month', hue_order=['Jan', 'Feb', 'Mar', 'Apr', 'May',\n",
+    "                                                                          'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "# Monthly pivot table\n",
+    "df = (df.pivot(index='Year', columns='Month', values='OrderDemand'))\n",
+    "df = df.loc[:, ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']]\n",
+    "print(df)\n",
+    "\n",
+    "\n",
+    "\n",
+    "custom_dict = {'Jan':0, 'Feb':1, 'Mar':2, 'Apr':3, 'May':4, 'Jun':5,\n",
+    "               'Jul':6, 'Aug':7, 'Sep':8, 'Oct':9, 'Nov':10, 'Dec':11}\n",
+    "temp_data = data.copy()\n",
+    "temp_data.Month.replace([1,2,3,4,5,6,7,8,9,10,11,12], ['Jan', 'Feb', 'Mar', 'Apr', 'May', \n",
+    "                                                               'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'], inplace=True)\n",
+    "df = temp_data[[\"OrderDemand\", 'Month', 'Year']].groupby([\"Year\",\n",
+    "                                                  \"Month\"]).sum().reset_index().sort_values(by=['Year', \n",
+    "                                                                                                 'Month'], ascending=True)\n",
+    "df = df.iloc[df['Month'].map(custom_dict).argsort()]\n",
+    "f, ax=plt.subplots(figsize=(15, 5))\n",
+    "sns.pointplot(x='Month', y=\"OrderDemand\", data=df, hue=\"Year\")\n",
+    "plt.show()\n",
+    "\n",
+    "print(df.describe())\n",
+    "\n",
+    "\n",
+    "\n",
+    "df = data[[\"OrderDemand\", 'Year', 'Warehouse']].groupby([\"Year\",\n",
+    "                                                         \"Warehouse\"]).sum().reset_index().sort_values(by=['Warehouse','Year'], ascending=False)\n",
+    "f, ax=plt.subplots(figsize=(15, 5))\n",
+    "sns.pointplot(x='Year', y=\"OrderDemand\", data=df, hue=\"Warehouse\")\n",
+    "plt.show()\n",
+    "\n",
+    "df = (df.pivot(index='Year', columns='Warehouse', values='OrderDemand'))\n",
+    "print(df)\n",
+    "\n",
+    "\n",
+    "print(df.describe())\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "#Product Category Based Analysis\n",
+    "\n",
+    "\n",
+    "df = data[[\"OrderDemand\",\n",
+    "           'ProductCategory', 'Warehouse']].groupby([\"ProductCategory\",\n",
+    "                                                     \"Warehouse\"]).sum().reset_index().sort_values(by=['OrderDemand'],\n",
+    "                                                                                                   ascending=False)\n",
+    "df = df.pivot(index='ProductCategory', columns='Warehouse', values='OrderDemand')\n",
+    "print(df)\n",
+    "\n",
+    "#Forecast the Order Demand with LSTM Model\n",
+    "\n",
+    "df = data[(data['Date']>='2012-01-01') & (data['Date']<='2016-12-31')].sort_values('Date', ascending=True)\n",
+    "df = df.groupby('Date')['OrderDemand'].sum().reset_index()\n",
+    "print(df)\n",
+    "\n",
+    "# Visualize the order demand as time series\n",
+    "plt.figure(figsize=(16, 8))\n",
+    "plt.title(\"Order Demand Graph\")\n",
+    "plt.plot(df[\"Date\"], df[\"OrderDemand\"])\n",
+    "plt.xlabel(\"Time\", fontsize=14,)\n",
+    "plt.ylabel(\"Order Demand\", fontsize=14)\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "# Create new data with only the \"OrderDemand\" column\n",
+    "orderD = df.filter([\"OrderDemand\"])\n",
+    "# Convert the dataframe to a np array\n",
+    "orderD_array = orderD.values\n",
+    "# See the train data len\n",
+    "train_close_len = math.ceil(len(orderD_array) * 0.8)\n",
+    "print(train_close_len)\n",
+    "\n",
+    "print(\"normalize data set /////////////////////////////////\")\n",
+    "# Normalize the data\n",
+    "scaler = MinMaxScaler()\n",
+    "scaled_data = scaler.fit_transform(orderD_array)\n",
+    "print(scaled_data)\n",
+    "\n",
+    "print(\"tranning dataset =====================================================\")\n",
+    "\n",
+    "print(orderD_array)\n",
+    "\n",
+    "print(\"tranning dataset =====================================================\")\n",
+    "\n",
+    "# Create the training dataset\n",
+    "train_data = scaled_data[0 : train_close_len, :]\n",
+    "# Create X_train and y_train\n",
+    "X_train = []\n",
+    "y_train = []\n",
+    "for i in range(60, len(train_data)):\n",
+    "    X_train.append(train_data[i - 60 : i, 0])\n",
+    "    y_train.append(train_data[i, 0])\n",
+    "    if i <= 60:\n",
+    "        print(X_train)\n",
+    "        print(y_train)\n",
+    "\n",
+    "#  make X_train and y_train np array\n",
+    "X_train, y_train = np.array(X_train), np.array(y_train)\n",
+    "\n",
+    "# reshape the data\n",
+    "X_train = np.reshape(X_train, (X_train.shape[0], X_train.shape[1], 1))\n",
+    "print(X_train.shape)\n",
+    "\n",
+    "\n",
+    "# create the testing dataset\n",
+    "test_data = scaled_data[train_close_len - 60 : , :]\n",
+    "# create X_test and y_test\n",
+    "X_test = []\n",
+    "y_test = df.iloc[train_close_len : , :]\n",
+    "for i in range(60, len(test_data)):\n",
+    "    X_test.append(test_data[i - 60 : i, 0])\n",
+    "\n",
+    "\n",
+    "print(\"Model input data ffffffffffffffffffffff\")\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "# convert the test data to a np array and reshape the test data\n",
+    "X_test = np.array(X_test)\n",
+    "X_test = np.reshape(X_test, (X_test.shape[0], X_test.shape[1], 1))\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Build the LSTM Model\n",
+    "model = Sequential()\n",
+    "\n",
+    "model.add(LSTM(units=512, return_sequences=True, activation='relu', input_shape=(X_train.shape[1], 1)))\n",
+    "\n",
+    "\n",
+    "model.add(LSTM(units=256, activation='relu', return_sequences=False))\n",
+    "\n",
+    "\n",
+    "model.add(Dense(units=1))\n",
+    "\n",
+    "\n",
+    "# compile the LSTM model\n",
+    "model.compile(optimizer=\"Adam\", loss=\"mean_squared_error\", metrics=['mae'])\n",
+    "\n",
+    "plot_model(model, to_file='model_plot_3.png', show_shapes=True, show_layer_names=True)\n",
+    "\n",
+    "# train the LSTM model\n",
+    "model.fit(X_train, y_train,\n",
+    "          epochs=3,\n",
+    "          batch_size=100, \n",
+    "          verbose=1)\n",
+    "\n",
+    "\n",
+    "\n",
+    "print(model.summary())\n",
+    "\n",
+    "# predict with LSTM model\n",
+    "predictions = model.predict(X_test)\n",
+    "predictions = scaler.inverse_transform(predictions)\n",
+    "\n",
+    "# plot the data\n",
+    "train = orderD[:train_close_len]\n",
+    "valid = orderD[train_close_len:]\n",
+    "valid[\"Predictions\"] = predictions\n",
+    "#visualize the data\n",
+    "plt.figure(figsize=(16, 8))\n",
+    "plt.title(\"Forecast with LSTM Model\")\n",
+    "plt.xlabel(\"Time\", fontsize=14)\n",
+    "plt.ylabel(\"Order Demand\", fontsize=14)\n",
+    "plt.plot(df[\"Date\"][:train_close_len], train[\"OrderDemand\"])\n",
+    "plt.plot(df[\"Date\"][train_close_len:], valid[[\"OrderDemand\", \"Predictions\"]])\n",
+    "plt.legend([\"Train\", \"Validation\", \"Predictions\"], loc=\"lower right\")\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "# change the parameters of first LSTM model and build the Optimized LSTM Model\n",
+    "optimized_model = Sequential()\n",
+    "\n",
+    "optimized_model.add(LSTM(512, activation='relu', return_sequences=True, input_shape=(X_train.shape[1], 1)))\n",
+    "\n",
+    "optimized_model.add(LSTM(256, activation='relu', return_sequences=False))\n",
+    "\n",
+    "optimized_model.add(Dense(128))\n",
+    "\n",
+    "optimized_model.add(Dense(64))\n",
+    "\n",
+    "optimized_model.add(Dense(32))\n",
+    "\n",
+    "optimized_model.add(Dense(1))\n",
+    "\n",
+    "\n",
+    "# compile the model\n",
+    "optimized_model.compile(optimizer=\"Adam\", loss=\"mean_squared_error\", metrics=['mae'])\n",
+    "\n",
+    "\n",
+    "\n",
+    "# train the optimized model\n",
+    "optimized_model.fit(X_train, y_train, \n",
+    "          batch_size=32, \n",
+    "          epochs=20, \n",
+    "          verbose=1)\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Predict with optimized LSTM model\n",
+    "o_predictions = optimized_model.predict(X_test)\n",
+    "o_predictions = scaler.inverse_transform(o_predictions)\n",
+    "\n",
+    "# plot the data\n",
+    "train = orderD[:train_close_len]\n",
+    "valid = orderD[train_close_len:]\n",
+    "valid[\"Predictions\"] = o_predictions\n",
+    "#visualize the data\n",
+    "plt.figure(figsize=(16, 8))\n",
+    "plt.title(\"Forecast with Optimized LSTM Model\")\n",
+    "plt.xlabel(\"Time\", fontsize=14)\n",
+    "plt.ylabel(\"Order Demand\", fontsize=14)\n",
+    "plt.plot(df[\"Date\"][:train_close_len], train[\"OrderDemand\"])\n",
+    "plt.plot(df[\"Date\"][train_close_len:], valid[[\"OrderDemand\", \"Predictions\"]])\n",
+    "plt.legend([\"Train\", \"Validation\", \"Predictions\"], loc=\"upper right\")\n",
+    "plt.show()\n",
+    "\n",
+    "\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.10.9"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "ddeda93c9ca199fff51e902a980a778eab8b68d122b8281824354da7a3911ecd"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/model_plot_3.png b/model_plot_3.png
index 0c400e7483f9c952168c50098f84d743d2bfe58f..9f7b453141bd895341e69c83aba8b4a08e8a636c 100644
Binary files a/model_plot_3.png and b/model_plot_3.png differ
diff --git a/v2.ipynb b/v2.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..e1b6d79d040a2aa6420c058619cc0e6f07e421c0
--- /dev/null
+++ b/v2.ipynb
@@ -0,0 +1,423 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "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>Product_Code</th>\n",
+       "      <th>Warehouse</th>\n",
+       "      <th>Product_Category</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Order_Demand</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Product_0993</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_028</td>\n",
+       "      <td>2012/7/27</td>\n",
+       "      <td>100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Product_0979</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_028</td>\n",
+       "      <td>2012/1/19</td>\n",
+       "      <td>500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Product_0979</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_028</td>\n",
+       "      <td>2012/2/3</td>\n",
+       "      <td>500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Product_0979</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_028</td>\n",
+       "      <td>2012/2/9</td>\n",
+       "      <td>500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Product_0979</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_028</td>\n",
+       "      <td>2012/3/2</td>\n",
+       "      <td>500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1048570</th>\n",
+       "      <td>Product_1791</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_006</td>\n",
+       "      <td>2016/4/27</td>\n",
+       "      <td>1000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1048571</th>\n",
+       "      <td>Product_1974</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_006</td>\n",
+       "      <td>2016/4/27</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1048572</th>\n",
+       "      <td>Product_1787</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_006</td>\n",
+       "      <td>2016/4/28</td>\n",
+       "      <td>2500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1048573</th>\n",
+       "      <td>Product_0901</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_023</td>\n",
+       "      <td>2016/10/7</td>\n",
+       "      <td>50</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1048574</th>\n",
+       "      <td>Product_0704</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_001</td>\n",
+       "      <td>2016/6/27</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1048575 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Product_Code Warehouse Product_Category       Date Order_Demand\n",
+       "0        Product_0993    Whse_J     Category_028  2012/7/27         100 \n",
+       "1        Product_0979    Whse_J     Category_028  2012/1/19         500 \n",
+       "2        Product_0979    Whse_J     Category_028   2012/2/3         500 \n",
+       "3        Product_0979    Whse_J     Category_028   2012/2/9         500 \n",
+       "4        Product_0979    Whse_J     Category_028   2012/3/2         500 \n",
+       "...               ...       ...              ...        ...          ...\n",
+       "1048570  Product_1791    Whse_J     Category_006  2016/4/27        1000 \n",
+       "1048571  Product_1974    Whse_J     Category_006  2016/4/27           1 \n",
+       "1048572  Product_1787    Whse_J     Category_006  2016/4/28        2500 \n",
+       "1048573  Product_0901    Whse_J     Category_023  2016/10/7          50 \n",
+       "1048574  Product_0704    Whse_J     Category_001  2016/6/27           4 \n",
+       "\n",
+       "[1048575 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# import libraries\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from collections import Counter\n",
+    "import statistics\n",
+    "import math\n",
+    "\n",
+    "#for LSTM model\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense, LSTM, Dropout\n",
+    "\n",
+    "# ignore warnings\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\")\n",
+    "\n",
+    "from datetime import datetime as dt\n",
+    "\n",
+    "from keras.utils.vis_utils import plot_model\n",
+    "\n",
+    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
+    "\n",
+    "\n",
+    "data = pd.read_csv(\"data/product__demnd.csv\")\n",
+    "data\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "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>ProductCode</th>\n",
+       "      <th>Warehouse</th>\n",
+       "      <th>ProductCategory</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>OrderDemand</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Product_0965</td>\n",
+       "      <td>Whse_A</td>\n",
+       "      <td>Category_006</td>\n",
+       "      <td>2011-01-08</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Product_0412</td>\n",
+       "      <td>Whse_S</td>\n",
+       "      <td>Category_007</td>\n",
+       "      <td>2011-10-20</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Product_0125</td>\n",
+       "      <td>Whse_S</td>\n",
+       "      <td>Category_011</td>\n",
+       "      <td>2011-10-20</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Product_0642</td>\n",
+       "      <td>Whse_C</td>\n",
+       "      <td>Category_019</td>\n",
+       "      <td>2011-10-31</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Product_2137</td>\n",
+       "      <td>Whse_S</td>\n",
+       "      <td>Category_009</td>\n",
+       "      <td>2011-11-18</td>\n",
+       "      <td>25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1037331</th>\n",
+       "      <td>Product_0689</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_011</td>\n",
+       "      <td>2017-01-06</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1037332</th>\n",
+       "      <td>Product_1970</td>\n",
+       "      <td>Whse_J</td>\n",
+       "      <td>Category_005</td>\n",
+       "      <td>2017-01-06</td>\n",
+       "      <td>2000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1037333</th>\n",
+       "      <td>Product_1904</td>\n",
+       "      <td>Whse_C</td>\n",
+       "      <td>Category_019</td>\n",
+       "      <td>2017-01-09</td>\n",
+       "      <td>4000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1037334</th>\n",
+       "      <td>Product_0471</td>\n",
+       "      <td>Whse_C</td>\n",
+       "      <td>Category_015</td>\n",
+       "      <td>2017-01-09</td>\n",
+       "      <td>30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1037335</th>\n",
+       "      <td>Product_0250</td>\n",
+       "      <td>Whse_C</td>\n",
+       "      <td>Category_007</td>\n",
+       "      <td>2017-01-09</td>\n",
+       "      <td>148</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1037336 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          ProductCode Warehouse ProductCategory       Date  OrderDemand\n",
+       "0        Product_0965    Whse_A    Category_006 2011-01-08            2\n",
+       "1        Product_0412    Whse_S    Category_007 2011-10-20            2\n",
+       "2        Product_0125    Whse_S    Category_011 2011-10-20            2\n",
+       "3        Product_0642    Whse_C    Category_019 2011-10-31            3\n",
+       "4        Product_2137    Whse_S    Category_009 2011-11-18           25\n",
+       "...               ...       ...             ...        ...          ...\n",
+       "1037331  Product_0689    Whse_J    Category_011 2017-01-06          200\n",
+       "1037332  Product_1970    Whse_J    Category_005 2017-01-06         2000\n",
+       "1037333  Product_1904    Whse_C    Category_019 2017-01-09         4000\n",
+       "1037334  Product_0471    Whse_C    Category_015 2017-01-09           30\n",
+       "1037335  Product_0250    Whse_C    Category_007 2017-01-09          148\n",
+       "\n",
+       "[1037336 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.rename(columns = {'Product_Code': 'ProductCode',\n",
+    "                       'Product_Category': 'ProductCategory', \n",
+    "                       'Order_Demand': 'OrderDemand'}, inplace = True)\n",
+    "data.head()\n",
+    "\n",
+    "\n",
+    "data.dropna(inplace=True)\n",
+    "\n",
+    "\n",
+    "data.sort_values('Date', ignore_index=True, inplace=True)\n",
+    "\n",
+    "data['OrderDemand'] = data['OrderDemand'].str.replace('(',\"\")\n",
+    "data['OrderDemand'] = data['OrderDemand'].str.replace(')',\"\")\n",
+    "\n",
+    "data['OrderDemand'] = data['OrderDemand'].astype('int64')\n",
+    "\n",
+    "\n",
+    "# convert the 'Date' column to datetime format\n",
+    "data['Date']= pd.to_datetime(data['Date'])\n",
+    "df=data\n",
+    "\n",
+    "\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[   2],\n",
+       "       [   2],\n",
+       "       [   2],\n",
+       "       ...,\n",
+       "       [4000],\n",
+       "       [  30],\n",
+       "       [ 148]], dtype=int64)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "\n",
+    "orderD = df.filter([\"OrderDemand\"])\n",
+    "\n",
+    "orderD_array = orderD.values\n",
+    "\n",
+    "orderD_array\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.10.9"
+  },
+  "orig_nbformat": 4,
+  "vscode": {
+   "interpreter": {
+    "hash": "ddeda93c9ca199fff51e902a980a778eab8b68d122b8281824354da7a3911ecd"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}