mcs-eda-kmeans-cluster-analysis.ipynb

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/tmishinev/mallcustomerdata-eda-cluster-analysis?scriptVersionId=105355196\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"markdown","id":"abc7e445","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":false,"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2022-08-21T15:51:55.444327Z","iopub.status.busy":"2022-08-21T15:51:55.443685Z","iopub.status.idle":"2022-08-21T15:51:55.464555Z","shell.execute_reply":"2022-08-21T15:51:55.463332Z","shell.execute_reply.started":"2022-08-21T15:51:55.444287Z"},"papermill":{"duration":0.008084,"end_time":"2022-09-10T15:31:26.074086","exception":false,"start_time":"2022-09-10T15:31:26.066002","status":"completed"},"tags":[]},"source":["## Mall Customer Segmentation Data\n","\n","<font size = 3.5> You are owing a supermarket mall and through membership cards , you have some basic data about your customers like Customer ID, age, gender, annual income and spending score.\n","Spending Score is something you assign to the customer based on your defined parameters like customer behavior and purchasing data.</font>\n","\n","<b><font size = 3.5>Problem Statement: </font></b>\n","<font size = 3.5>You own the mall and want to understand the customers like who can be easily converge [Target Customers] so that the sense can be given to marketing team and plan the strategy accordingly. </font>"]},{"cell_type":"code","execution_count":1,"id":"fe9da3c9","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:26.091664Z","iopub.status.busy":"2022-09-10T15:31:26.090611Z","iopub.status.idle":"2022-09-10T15:31:27.853087Z","shell.execute_reply":"2022-09-10T15:31:27.85181Z"},"papermill":{"duration":1.774669,"end_time":"2022-09-10T15:31:27.856319","exception":false,"start_time":"2022-09-10T15:31:26.08165","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.cluster import KMeans\n","from sklearn.decomposition import PCA\n","from sklearn.pipeline import Pipeline\n","from sklearn.preprocessing import StandardScaler\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.mixture import GaussianMixture, BayesianGaussianMixture\n","\n","df = pd.read_csv('../input/customer-segmentation-tutorial-in-python/Mall_Customers.csv')\n","df.drop(columns = ['CustomerID'], inplace = True)"]},{"cell_type":"markdown","id":"ff9b31ec","metadata":{"papermill":{"duration":0.00699,"end_time":"2022-09-10T15:31:27.870394","exception":false,"start_time":"2022-09-10T15:31:27.863404","status":"completed"},"tags":[]},"source":["## 1. Exploratory Data Analysis"]},{"cell_type":"code","execution_count":2,"id":"b59c09f0","metadata":{"execution":{"iopub.execute_input":"2022-09-10T15:31:27.886816Z","iopub.status.busy":"2022-09-10T15:31:27.886324Z","iopub.status.idle":"2022-09-10T15:31:27.905427Z","shell.execute_reply":"2022-09-10T15:31:27.904124Z"},"papermill":{"duration":0.030985,"end_time":"2022-09-10T15:31:27.908372","exception":false,"start_time":"2022-09-10T15:31:27.877387","status":"completed"},"tags":[]},"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>Gender</th>\n","      <th>Age</th>\n","      <th>Annual Income (k$)</th>\n","      <th>Spending Score (1-100)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Male</td>\n","      <td>19</td>\n","      <td>15</td>\n","      <td>39</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Male</td>\n","      <td>21</td>\n","      <td>15</td>\n","      <td>81</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Female</td>\n","      <td>20</td>\n","      <td>16</td>\n","      <td>6</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   Gender  Age  Annual Income (k$)  Spending Score (1-100)\n","0    Male   19                  15                      39\n","1    Male   21                  15                      81\n","2  Female   20                  16                       6"]},"execution_count":2,"metadata":{},"output_type":"execute_result"}],"source":["#display dataset\n","df.head(3)"]},{"cell_type":"code","execution_count":3,"id":"4725cb3d","metadata":{"execution":{"iopub.execute_input":"2022-09-10T15:31:27.924852Z","iopub.status.busy":"2022-09-10T15:31:27.924429Z","iopub.status.idle":"2022-09-10T15:31:27.934109Z","shell.execute_reply":"2022-09-10T15:31:27.932576Z"},"papermill":{"duration":0.021125,"end_time":"2022-09-10T15:31:27.936823","exception":false,"start_time":"2022-09-10T15:31:27.915698","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Gender                    0\n","Age                       0\n","Annual Income (k$)        0\n","Spending Score (1-100)    0\n","dtype: int64\n","(200, 4)\n"]}],"source":["# check for missing values\n","print(df.isna().sum())\n","print(df.shape)"]},{"cell_type":"markdown","id":"b5869253","metadata":{"papermill":{"duration":0.006935,"end_time":"2022-09-10T15:31:27.95111","exception":false,"start_time":"2022-09-10T15:31:27.944175","status":"completed"},"tags":[]},"source":["## 1.1 Feature Distibution"]},{"cell_type":"code","execution_count":4,"id":"8180991f","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:27.967475Z","iopub.status.busy":"2022-09-10T15:31:27.967089Z","iopub.status.idle":"2022-09-10T15:31:28.858713Z","shell.execute_reply":"2022-09-10T15:31:28.85722Z"},"papermill":{"duration":0.90449,"end_time":"2022-09-10T15:31:28.862768","exception":false,"start_time":"2022-09-10T15:31:27.958278","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x360 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (20,5), tight_layout = True)\n","\n","for i, feature in enumerate(df.columns):\n","    if feature!= 'Gender' : \n","        plt.subplot(1,4,i+1)\n","        sns.histplot(data = df, x =feature, palette = ['#107dac', '#b30000'],alpha = 0.6,hue_order=['Male','Female'], hue = 'Gender', multiple = 'stack', bins = 10)\n"]},{"cell_type":"code","execution_count":5,"id":"c6aebdc7","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:28.881837Z","iopub.status.busy":"2022-09-10T15:31:28.881388Z","iopub.status.idle":"2022-09-10T15:31:29.58302Z","shell.execute_reply":"2022-09-10T15:31:29.581744Z"},"papermill":{"duration":0.713858,"end_time":"2022-09-10T15:31:29.585719","exception":false,"start_time":"2022-09-10T15:31:28.871861","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1440x360 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (20,5), tight_layout = True)\n","\n","for i, feature in enumerate(df.columns):\n","    if feature!= 'Gender' : \n","        plt.subplot(1,4,i+1)\n","        sns.boxplot(data = df, x ='Gender', y = feature, palette = ['#107dac', '#cc0000'],hue_order=['Male','Female'], hue = 'Gender',boxprops=dict(alpha=.8))\n"]},{"cell_type":"markdown","id":"9996a37b","metadata":{"execution":{"iopub.execute_input":"2022-08-21T13:11:43.607504Z","iopub.status.busy":"2022-08-21T13:11:43.607086Z","iopub.status.idle":"2022-08-21T13:11:43.613078Z","shell.execute_reply":"2022-08-21T13:11:43.611547Z","shell.execute_reply.started":"2022-08-21T13:11:43.60747Z"},"papermill":{"duration":0.007746,"end_time":"2022-09-10T15:31:29.601949","exception":false,"start_time":"2022-09-10T15:31:29.594203","status":"completed"},"tags":[]},"source":["## 1.2 Feature Interaction"]},{"cell_type":"code","execution_count":6,"id":"27c0e605","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:29.620672Z","iopub.status.busy":"2022-09-10T15:31:29.620229Z","iopub.status.idle":"2022-09-10T15:31:30.915209Z","shell.execute_reply":"2022-09-10T15:31:30.913961Z"},"papermill":{"duration":1.307908,"end_time":"2022-09-10T15:31:30.918553","exception":false,"start_time":"2022-09-10T15:31:29.610645","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["<matplotlib.legend.Legend at 0x7f235827f7d0>"]},"execution_count":6,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABHgAAAFgCAYAAADAT84SAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9eZwU5bX//36qt+nZB2RHWVRUXBAF9wVldQkao4moMTELSUyiwUST3Gzfm1/uzb2SQCSJySWLiVfBJO5XRQQFUVzYxhUVFBhlh9mn9+56fn/0QvdM90z3TPf0Muf9ekFPV1dXPVVd9dR5znPO5yitNYIgCIIgCIIgCIIgCELxYuS7AYIgCIIgCIIgCIIgCELfEAePIAiCIAiCIAiCIAhCkSMOHkEQBEEQBEEQBEEQhCJHHDyCIAiCIAiCIAiCIAhFjjh4BEEQBEEQBEEQBEEQihxrvhvQF4466ig9duzYfDdDEAShYNm8efNhrfWQfLcjG0ifLwiCkBrp7wVBEAYOqfr8onbwjB07lk2bNuW7GYIgCAWLUqoh323IFtLnC4IgpEb6e0EQhIFDqj5fUrQEQRAEQRAEQRAEQRCKHHHwCIIgCIIgCIIgCIIgFDk5c/Aopf6qlDqolHonyWffVUpppdRRkfdKKbVEKfWhUuotpdQZuWqXIAiCIAiCIAi9Q2x8QRCEwiWXGjx/A34H3B+/UCl1NDAL+Dhu8WXA8ZF/ZwN/iLxmTCAQYPfu3Xi93t58vaQpKytj9OjR2Gy2fDdFEAQhK0ifnxrp8wVByBF/Q2z8gkL6e0EQouTMwaO1XqeUGpvko8XAXcATccuuAu7XWmvgNaVUrVJqhNZ6X6b73b17N1VVVYwdOxalVK/aXoporWlsbGT37t2MGzcu380RBEHICtLnJ0f6fEEQcoXY+IWF9PeCIMTTrxo8SqmrgD1a6zc7fTQK+CTu/e7Isozxer0MHjxYOv5OKKUYPHiwzHoIglBSSJ+fHOnzBUHoT8TGzx/S3wuCEE+/OXiUUuXAvwE/7eN25iulNimlNh06dCjVOn3ZRcki50UQhFyRTJNBKTVIKbVKKbU98loXWZ5VTQbp25Ij50UQhP5AbPz8I+dFEIQo/RnBcywwDnhTKbULGA1sUUoNB/YAR8etOzqyrAta66Va6yla6ylDhgzJcZMFQRCENPkbMKfTsh8Az2utjweej7yHRE2G+YQ1GQRBEITiRGx8QRCEAqHfHDxa67e11kO11mO11mMJh2ieobXeDzwJ3ByZ1T0HaO1Nbm6hoJTipptuir0PBoMMGTKEK6+8stvvrV27tsd1BEEQChGt9TqgqdPiq4C/R/7+O3B13PL7dZjXgFql1Ih+aWgOkD6/Z8LyG6nfC4JQvIiNL/29IAiFQ85ElpVSy4FpwFFKqd3Az7TWf0mx+jPA5cCHgBu4JVft6g8qKip455138Hg8OJ1OVq1axahRvUo37hdWb9vPkvXbaGh2MaaugtvOn8CMCcOztr4gCAOWYXGG/H5gWOTvVJoMRWn0F1uf3980LF1KsL2d8XfcgVIKrTU7Fi3CWlXFmPnz8908QRAyRGz8/unv27wBDnR48QdN7FaDYZVlVJdJlSxBkLFo9+QsgkdrPU9rPUJrbdNaj+7c8Ue8/Icjf2ut9Te11sdqrU/VWm/KVbs6s3rbfubet45Ji1Yw9751rN62Pyvbvfzyy3n66acBWL58OfPmzYt9tmHDBs4991wmT57MeeedxwcffNDl+y6Xiy996UucddZZTJ48mSeeeKLLOtlg9bb93Pl0PQfaPdQ5bRxo93Dn0/Upz0Om6wuCIEC4nwcyDttIR5MhEwZ6n9/faK0Jtrezd/lydixaFHPu7F2+nGB7u0TyCEIRIjZ+7vv7Nm+A3a1ugiETq6EIhkx2t7pp8waycgyCUKzIWLRn+rWKVqGRywvk+uuv56GHHsLr9fLWW29x9tlnxz478cQTeemll6ivr+fnP/85//Zv/9bl+//xH//BpZdeyoYNG1izZg133nknLperz+3qzJL127BbDMrtVpRSlNut2C0GS9Zvy8r6giAMaA5EU68irwcjy/OiySB9fv+jlGL8HXcw4vrr2bt8OS9Pncre5csZcf31sYgeQRCEbFPs/f2BDi8KMCJ9pKEUKrJcEAYyMhbtmZylaBUD8RcIEH71B1myflufw7xOO+00du3axfLly7n88ssTPmttbeULX/gC27dvRylFINDVG//cc8/x5JNP8qtf/QoIl4b8+OOPOemkk/rUrs40NLuocyaGezptFhqakw8sMl1fEIQBzZPAF4D/irw+Ebf8W0qph4Cz6SdNBunz88PHf/oTinA0TzRFS0WWS4qWIAi5oNj7e38wHLkTj6EU/qDZp7YLQrEjY9GeGdAOnlxfIHPnzuV73/sea9eupbGxMbb8Jz/5CZdccgmPPfYYu3btYtq0aV2+q7XmkUce4YQTTshKW1Ixpq6CA+2e2AMQwBMIMaauIivrC4IwMEimyUDYsfNPpdSXgQbgs5HV86LJIH1+/6O1JtjWxs577gHAPnQo/oMH2XnPPYy7/faY00cQBCGbFHt/b7caBENmLIIHwNQau3VAJ18IgoxF02BA9xJj6irwBEIJy7J5gXzpS1/iZz/7GaeeemrC8tbW1pgg29/+9rek3509eza//e1vY/oE9fX1WWlTZ247fwL+kInbH0RrjdsfxB8yue38CVlZXxCEgUEyTQatdaPWerrW+nit9QytdVNk3bxoMkifnx/iVXbinTmiviMIQq4o9v5+WGUZmrBTh8irjiwXhIGMjEV7ZkA7eHJ9gYwePZrbbruty/K77rqLH/7wh0yePJlgMJj0uz/5yU8IBAKcdtppnHzyyfzkJz/JSps6M2PCcBZeMZlhVU6aPQGGVTlZeMXklOGrma4vCIJQKJRqn9/mDbD9cDvv7m9l++H2HkU4cyU8mgylFLbqasbefjuOYeEiao5hwxh7++3YqqslekcQhJxQ7P19dZmN0TXlWC0GQVNjtRiMrimXKlrCgEfGoj2jirmCxZQpU/SmTYkTv++9915GmgUDrcxapudHEITiRim1WWs9Jd/tyAbS53clWmklKsYZneWNDgQ6n5+o8KjdYuC0WfAEQvhDZk6NI601O379a/Y+9FBs2cjrr2f8d78rDh5ByCLS3ydSav19T4iNLwgDi1R9/oDW4IGwF7CUO3tBEAThCKXW5yertGJqzYEOb9KZ3lwKjyYjVhb9oYcYOW8e4++4I1YmnUiFLXHyCIKQC0qtvxcEQUiHAe/gEQRBEIRiJdNKK/1dfUIphbWqKubciZZNB7BWVYlzRxAEQRAEIYuIg0cQBEEQipRMK63ko/rEmPnzE6plKYncEQRBEARByAkDWmRZEARBEIqZTCutZEt4tLN+X096fp2dOeLcEQRBEARByD4SwSMIgiAIRUp1mY3RlHOgw4s/aGK3GgyrLEtZaWXGhOEsZHKfhEcbli4l2N4ei8KJ6uxYq6oYM39+tg6tTww0cVVBEARBEAQQB48gCIIgFDXVZbaMSuf2RXhUa02wvT0skgwJoskj581LSMXKF/GVwuqcNg60e7jz6XoWImVUBUEQBEEobSRFKwdYLBZOP/302L9du3blbF9jx47l8OHDOdu+IAiC0D3d9fk9pS5lSr77/Kh+zsh589i7fDkvT50ac+4Uiq5OfKUwpRTldit2i8GS9dvy3TRBEIocsfEFQSh0BnwET+fZxmzMPjqdTt54440+tkwQBEHINrns832HDqFDIRzDhsW27TtwAGWx4BgypE/7KCSiTp5oFA9QMM4d6P9KYYIgFCZi4wuCMBAZ0BE8DUuXsmPRotgMa1RHoGHp0qzva/PmzVx88cWceeaZzJ49m3379gEwbdo0FixYwJQpUzjppJPYuHEj11xzDccffzw//vGPY9+/+uqrOfPMMzn55JNZmqJ9DzzwAGeddRann346X/va1wiFQlk/DkEQhGIll32+1hodChFoasJ34ACbNm3iovPO49zp07nyuuvYu3cvULh9fiaiydHzFk/8ec03Y+oq8AQSz0WuK4UJglBYiI0vCMJAZcA6eOJ1BKIPgKiOQLC9vU+GqsfjiYVufvrTnyYQCPDtb3+bhx9+mM2bN/OlL32JH/3oR7H17XY7mzZt4utf/zpXXXUVv//973nnnXf429/+RmNjIwB//etf2bx5M5s2bWLJkiWx5VHee+89/vGPf7B+/XreeOMNLBYLDz74YK+PQRAEoZTIdZ8/efJkzpkzhxu/+13cBw7wza9+lfsXLuTV55/ny1//eoIxX2h9fncDodXb9jP3vnVMWrSCufetY9UH+xI0dy7YuDGWrlUoTp5sVQoTBKE4ERtfEISBzIBN0YqGmAPsXb48FmqeDR2BzuGb77zzDu+88w4zZ84EIBQKMWLEiNjnc+fOBeDUU0/l5JNPjn02fvx4PvnkEwYPHsySJUt47LHHAPjkk0/Yvn07gwcPjm3j+eefZ/PmzUydOhUIP4CGDh3a62MQBEEoJfqrz9das+HJJ3lv+3au+spXMMrKCrrP70402TXjSn7YsQW71RITK77rmTf4pdvk+LjzFj2v1qqqgkjTykalMEEQihex8QVBGMgMWAcP9J+OgNaak08+mVdffTXp5w6HAwDDMGJ/R98Hg0HWrl3L6tWrefXVVykvL2fatGl4vd4u+/jCF77AL3/5y6y2XRAEoVTIdZ8f1dzRWnPiccfx/LJl2AYNwjFsWMI+CqnP724gtKBuCvYOL+X2sKlQbreCP8i9o8/miS9eGDum6DYKwbkTpS+VwgRBKH7ExhcEYaAyYFO0oP90BE444QQOHToU6/wDgQDvvvtu2t9vbW2lrq6O8vJy3n//fV577bUu60yfPp2HH36YgwcPAtDU1ERDQ0N2DkAQBKFIafMG2H64nXf3t7LtUBvv/ffChM+z1edHnTuBpiYmnnEGTR0dbN6xg0BTEx27d/P6ljfYfrgdlz/Ixy0u2ryBlNvq7z4/3skTZfwdd9DQ4sZpsyQsj4oVdx4k9WbQ1Dn9a/W2/Zk3XhAEIQli4wuCMFAZsA6e+HzcXOsI2O12Hn74Yb7//e8zadIkTj/9dF555ZW0vz9nzhyCwSAnnXQSP/jBDzjnnHO6rDNx4kR+8YtfMGvWLE477TRmzpwZE3kTBEEYiLR5A+xudRMMmVgUNP5+CbuXL2fwtZ/Nep+vlEJZLNgGDaLq6KN5+OGH+endd3P+dddx1owZPLtmHcGQiVKKUEizu9WNyx9Muq3+7vNTDYTG1JbnTKx49bb93Pl0PQfaPbH0rzufrhcnjyAIfUZsfEEQBjKqEAQRe8uUKVP0pk2bEpa99957nHTSSWl9v2HpUoLt7bGQzegDwVpVxZj583PR5LyTyfkRBKH4UUpt1lpPyXc7skGmff72w+0EQyZGJLqk9f77CHW0M/ibtzFhSHVO+vxkZXk/bOxIaAeAqTVWi8HxR1VlZb+p6KnP7zwQ6qLBM/Qs7FYLTpsFTyCEP2Sy8IrJfU5/mnvfOg60e2LpXwBuf5BhVU6evOWilG3NdsljQSglBnJ/3xmx8QVBKHVS9fkDWoNnzPz5CQZiIeoICIIgCL3DHzSxGkf685qbb0FrTSAUntjIRZ+fLHWpczsAjMjyfKOUwlpVlSA+Gi+avHDaGTkRK25odlHntCUsi6Z/JV2/m8Ha9mlzRVBZEIQExMYXBGGgMqAdPJDcGBcEQRCKH7vV6BI5oyPLo/RHn5+sHabWCe3IJ90NhMZATpwlY+oqukTwpEr/yrTS151P17OQvkcZCYJQ3IiNLwjCQKQwrMssU8xpZ7lEzkv/0/mcy28gCNkn1X01rLIMTdiZQuRVR5b3J/lqRyb9TX8PhG47fwL+kInbH0RrjdsfxB8yue38CUnbNv6OO2IaGi9PnRpLKbt3wiXYrRbK7VaUUpTbrdgtBkvWb8tp+wVByA9iRyUn2+dF7FdBKF5KzsFTVlZGY2OjdESd0FrT2NhIWVnfBxRS+SQ9GpYuTRDzi6YUNCxdmueWCULp0F2fX11mY3RNOVaLQdAMa96MrimnusyWZEu5Ix/tyGafnwmpng+dlwMsvGIyw6qcNHsCDKtydqvt05tKX4IglBZi4ycn2/292K9CpsjYsLAouRSt0aNHs3v3bg4dOpTvphQcZWVljB49uk/biFY+sVsMCYfvhu5SCkbOmyfioIKQJdLt8w0gCOw5BHv6pWX5b0c2+vxMSPV8mLdnDMvfaOj63LhickpB5c6krPRVN4UDHd60Ur0EQShuxMZPTbb6e7FfhUyRsWHhUXIOHpvNxrhx4/LdjJJlyfpt2C1GzJgut1vBH2TJ+m1yE8cRP9u8d/ny2IMyXshUEIS+M5D6/EKvIpXq+XDvqx8yrNLR6+dGd5W+bp3Rzg+HngWQUOkrWaqXIAjFzUDq7/OF2K9CpsjYsPAouRQtIbc0NLskHD5NUqUUyMNREIRMKYaQ+VTPhw5fsE/PjVSVvkbOm8dJ40ey8Moz0k71EgRBELpH7FchE2RsWHiUXASPkFsyqXwy0EmVUiAPSUEQMqFYQuZTPR8qHVY8gVCfnhv5qPQlCIIwEBH7VcgEGRsWHhLBI2REJpVPBjKdUwou2LgxVgEmfhZeEAShJ7qrItWdwW2aZrfvs02q58Ot5x6XleeGlDwWBEHILWK/CpkiY8PCQyJ4hIyYMWE4C5nMkvXbaGh2MaaugtvOnyCzp51IlVIAYK2qkoGJIAgZEe1DolE80H3IfP1NNxFobWXKE09gGAamabLpqquw1dQw+YEHctLG7p4PZ4walLPnxupt++WZJAiCkAXEfhUyRcaGhYcqZk/slClT9KZNm/LdDEFISaGLogqlj1Jqs9Z6Sr7bkQ0Gcp8fP6saJVUET9SZ0/jCCwy+9FKmPPFEl/eGURoBvPHVO+JFlkWHRxiISH8vZAuxXwWh8EnV55eGhScIBYqkFAjCwKLzpEk2JlEyDZk3DIMpTzzB4EsvpfGFF1hZVdVr504ujiebxFfvUEpRbrditxgsWb8t300TBEEoWsR+FYTiRRw8giAIgpAFclXpqrsqUqlC5qNOnngyde4Uc+Uuqd4hCIIgCMJARBw8giAIgtBH4itdRZ0i0aibYHt7nyNfxsyfn5COFXXyjJk/P+n60TSteDZddRWmaaYVlRM9nj3LliUcz55ly7JyPNliTF0FnkAoYZlU7xAEQRAEYaAiDh5BEARB6CO9rXSV6T66ex+lswbP7Pb2WLrWS5Mn89GvftVjVI5SCmtlJWUjR7Jn2TJenjqVPcuWUTZyJNbKyoIJ15fqHYIgCIIgCEcQB4+QFwpd1yEfyDkRhOImvtpIlGw5dzLBMAxsNTUJmjtTnniCQZdeirJa2fePf/QYZaS1JtjRgW/fPvwHD6K1xn/wIL59+wh2dBRM/zRjwnAWXjGZYVVOmj0BhlU5RWBZEISiQuw/YSAj13/2yVmZdKXUX4ErgYNa61MiyxYCnwL8wEfALVrrlshnPwS+DISA27TWK3PVNiG/NCxdSrC9PTbwiQ4yrFVVKdMNSh05J4JQ/ETv23h2LFqUFyfP5AcewDTNmOaOYRhMfeIJlFIxp060IleyKCOlFOMWLKBx7Vo63nuPQFMTANWnn864BQuycjzZqtIyY8JwcegIQj8iNn72EPtPGMjI9Z8bchnB8zdgTqdlq4BTtNanAduAHwIopSYC1wMnR75zr1LKglBy5FqnohiRcyIIxU+mla76g86CyoZhpB1lpLVm5+LFePfuxTZoEJUnnYRt0CC8e/eyc/HiPh9PMQg4C4KQkr8hNn6fEftPGMjI9Z87chbBo7Vep5Qa22nZc3FvXwOujfx9FfCQ1toH7FRKfQicBbyaq/YJ+SF+cNHTDPJAQc6JIBQ/qSpdASkrXeWDdKOMlFJYIho80eWOYcNwjBiBpY8aPPFGHYQdTPHOsd5G8giC0D+IjZ8dxP4TBjJy/eeOfGrwfAlYEfl7FPBJ3Ge7I8u6oJSar5TapJTadOjQoRw3UcgFhaJTUUjIORGE4ifTSlf9TSZRRlprQhENnvh1ffv2EeqjBk9/CFILgpBXxMZPE7H/hIGMXP+5IS8OHqXUj4Ag8GCm39VaL9VaT9FaTxkyZEj2GyfknFQzyAM5FE/OiSCUBulWusoHqaKMRs6b1yXKKJN1e9sWMeoEofQQGz8zxP4TBjJy/eeGnKVopUIp9UXCwmzT9ZFfbw9wdNxqoyPLhBKj8wxyfGg+DEwDX86JIAj9xZj58xNSoKKOlmR9TCbrZkohCVILgpAdxMbPDLH/hIGMXP+5o18dPEqpOcBdwMVaa3fcR08Cy5RSi4CRwPHAhv5sm9A/FItORX8i50QQhFyQqkpVJlFGuYhIEqNOEEoPsfEzR+w/YSAj13/uULkKgVJKLQemAUcBB4CfEVbUdwCNkdVe01p/PbL+jwjn7AaB72itV3TeZmemTJmiN23alP3GCzknW+VxSwk5J0IuUEpt1lpPyXc7soH0+enTXenR7dPmsmT9NhqaXYypq+C28yf0e5lxKY0qCNmnv/p7sfGzi9h/wkBGrv/ek6rPz2UVrXlJFv+lm/X/A/iPXLVHKCwKWaciX8g5EQQhG3RXpco140p+2LEFu9VCndPGgXYPdz5dz0Im96uTJ5fpX4Ig5Bax8bOL2H/CQEau/+zT7xo8giAIgiDkju5Kjy6om4K9w0u5Pfz4L7dbwR9kyfpt/R7FI0adIAiCIAhCdslnmXRBEARBEHKAUoodV97Ah4c72HqglQ8Pd7DjyhtoaHHjtFkS1nXaLDQ0u/LUUkEQBEEQBCFbiINHEARBEEqMVR/s4/G7fkrANLEYioBp8vhdP6XKbsUTCCWs6wmEGFNXkaeWCoIgCIIgCNlCUrQEQRAEoRuKTQBQa83an/6CSfUvsu2sS9k8/VrOfP5hJm14AYfFYM0FVwHhyB1PIIQ/ZHLb+RPy3GpBEARBEAShr4iDRxAEQRBS0LB0Ke/t2Mu9Ey6hocXNmNpybt22hpPGjyzYak9KKQ6YFnxTL2Hz9GtBqfCr1rQZDhZeeUbeq2gJgiAIgiAI2UccPIIgCIKQBK017+3YS8ODDzLuzL20zbqOcU8+SMPmNXDjjRxTwJE8By+/lrfb3JRH26cUL130aYZVlzNjwnBx6AiCIAiCIJQgosEjFC1a627fC4JQGCilFiil3lVKvaOUWq6UKlNKjVNKva6U+lAp9Q+llD3f7eyMUop7J1zC1jMv4dT6F7npv7/FqfUvsvXMS7h3wiUF69wBuO38CfhNjdsfROvwq9/UkoolCIIgCILQDcU+xhQHj5A1Vm/bz9z71jFp0Qrm3reO1dv252xfDUuXsmPRotgNp7Vmx6JFNCxdmrN9CoKQOUqpUcBtwBSt9SmABbge+G9gsdb6OKAZ+HL+WpmahhY3b866LmHZm7Ouo6HFnacWpceMCcNZeMVkhlU5afYEGFblZOEVkyVyRxAEIQP607YVBCH/lMIYUxw8QlZYvW0/dz5dz4F2D3VOGwfaPdz5dH1OHoRaa4Lt7exdvjx2A+5YtIi9y5cTbG8vOi+rIAwArIBTKWUFyoF9wKXAw5HP/w5cnZ+mdc+Y2nImPfevhGWTnvsXY2rL89Si9JkxYThP3nIRb95xGU/eclFenTvFPhsmCMLAoz9tW0EQ8k+pjDFFg0fICkvWb8NuMSi3hy+pcrsV/EGWrN+W9UGFUorxd9wBwN7ly9m7fDkAI+fNY/wddxR02oQgDDS01nuUUr8CPgY8wHPAZqBFax2MrLYbGJWnJqZEa82t29bQsHkNb595CW/Ouo5Jz/2LiZvXcNmJI1n1wQR++8p2ESvugYalSwm2t8f656jBZK2qKlihakEQhP60bQVByD+lMsaUCB4hKzQ0u3DaLAnLnDYLDc2unOwv/gaMUkw3niAMFJRSdcBVwDhgJFABzMng+/OVUpuUUpsOHTqUo1am3He4WtaNN7Jz7o00e4PsnHsjY268ESoquOuZN2RmtwdKZTZMEISBR3/btoIg5J9SGGNKBI+QFcbUVXCg3ROb5QDwBEKMqavIyf6ig4R4dixaVHQ3oCAMAGYAO7XWhwCUUo8C5wO1SilrJIpnNLAn2Ze11kuBpQBTpkzpd2/AmPnzOUZr5sT1K1pfxFV/ewl7XJ9XTDO7ulP1r87vs0mpzIYJgjDw6G/bVhCE/FMKY0yJ4BGywm3nT8AfMhMrtoTMnFRsiZ8BHjlvHhds3MjIefMSZogFQSgYPgbOUUqVq/CTcTqwFVgDXBtZ5wvAE3lqX490fqArpYp2Zjcf4oGlMBsmCMLAoz9tW0EQ8k+pjDHFwSNkhf6s2KKUwlpVlTADPP6OOxg5bx7WqioZNAhCAaG1fp2wmPIW4G3Cz52lwPeBO5RSHwKDgb/krZG9YExdBZ5AKGFZoc/s5itdKtVsWLEYSoIgDEykGqEgDCxKZYypitnAmjJlit60aVO+myHkif5MMxCEYkUptVlrPSXf7cgGhdTnR6ur2C0GTpsFTyCEP2Ry9+WnM/OEEbH1ov1SofRX8U6dKCPnzWPcggUYhpGwXjba13k2bPwdd3R5L/22IGQH6e8FQRD6TqHYbD2Rqs+XCB6haEmWNiEIgtAfJJvZ/WXHO4x/almX9Kf6m27q97SoVCRLl7JUVrJz8eKctK9UZsMEQRAEQRgYFPsYU0SWBUEQBKEXzJgwPBaqH3aKbIxFxkQjVfYsW0bZyJFdlkcjWPp7VihZutTBp57Cu3dvzto3Zv78hO1EnTzFZjAJgiAIgiAUOuLgEQRBEIRe0NlpMW7BAiCxWtSoG25g3IIF7Fy8OO9VpLpLlyobOZI9y5blrH3ZmA0rlpBpQRAEQRCEfCEpWoIgCIKQIcmqUe1cvBhrZWXCeuPvuAPDMAqiilR36VLDrrwyoT2FFmGTj+pfgiAIgiAIxYY4eARBEAQhA7qrRnXgqacSqkPtWLQI0zQLporUmPnzE5w30cijYEdHQbQvGfmq/iUIgiAIglBsSIqWIAiCIJB+ClC8UHF82pVjxAi8e/cy6oYbEjR4GteuxbdvX5e0KMhfJE+UaORRsrStXLevr+dbqnAJgiAIgiAkIg4eQRAEYcDTsHQpwfb2mMMgGiVirapizPz5XdaPOh3iy40PvfJKQh0dCelPAG319QyeNq3L8mxVkVq9bT9L1m+jodnFmLoKbjt/Qkz8uSdSpW1ls33J6M353nHlDez+7Z/wh0LYLRa8V97AsUr16fgFQRAEQRBKCXHwCIIgCAOa+BQgSK+SVLJqVKGODsYtWJC0WlSuqkit3rafO5+ux24xqHPaONDu4c6n61nI5LSdHP1d5ao353vVB/t4/K6fMsk0sRiKgGny+F0/pf7277D8zY/7dPyCIAiCIAilgjh4BEEQhAFNpilA3VWjArpo3MS/xu8zGyxZvw27xaDcHn6cl9ut4A+yZP22jBwcqdqXi8pVvTnfa3/6CybVv8i2sy5l8/RrOfP5h5m04QVe+1UI++zP9vn4BUEQBEEQSgFx8AiCIAgDnmQpV6miWPKV1pSMhmYXdU5bwjKnzUJDs6vv2166lPd27OXeCZfQ0OJmTG05t25bw0njRyZNo8qETM/3AdOCb+olbJ5+LSgVftWaVp/CaU80ZbJ1/IIgCIIgCMWGOHgEQRCEAU+ylKsdixaldDr0d1pTKsbUVXCg3ROLYAHwBEKMqavo03a11ry3Yy8NDz7IuDP30jbrOsY9+SANm9fAjTdyTB8jeTI93wcvv5a329yURz9Tipcu+jQHXH6GBUJZP35BEARBEIRiRMqkC4IgCAOazilXF2zcyMh582JluU3T7LI+5C7tKhNuO38C/pCJ2x9Ea43bH8QfMrnt/Akpv9P5eDq/h/Cx3DvhEraeeQmn1r/ITf/9LU6tf5GtZ17CvRMuyYpzJ9X5Tlb2/LbzJ+A3deJxmppbzz0u4+MXBEEQBEEoVSSCRxAEQShpgu3tmMEgttrajFOu2urr2bl4cdrVnjKlrxWgZkwYzkImp72N+ptuItDaypQnnsAwDEzTZNNVV3HYsPPHq29P2EZDi5vdF13NhI0voDUoBS9ddDWhFnefjrk3KW7dHecZowZJFS1BEARBEATEwSMIgiCUODoUwn/oEIHmZuyDB2Otru7iREiWcjVuwQJ2Ll6cUbWnTMhGBSwIOz/SWd80TQKtrTS+8AKbrrqKKU88waarruLg6ud5b/ypHGh1JbRDac3Elf9EAyjQwMRn/8muuTdmfKydz9UxX/0qQEYpbqmOM93jFwRBEARBKHXEwSNkTCZVVTKtwJKLii09kY99CoLQ/+hgEN+BAwSamrANHoytujrh8873vWEYGVV7ypRsVcBKF8MwGHLFFbg/+ojGF15gZVUVAE11Q/no5LMoL7MfaYcvwIkr/8GUd15mw6kXsOq8ucx85UnOfvtlhlY60N+ckfbxNyxdSrC9vccoKOl3BUEY6GTLJhXbVsiUUrhmSuEYsoFo8AgZ0bB0aYJGQtRQb1i6tE/r9mb9bJCPfQqCkF/MQADf/v24d+0i2N7e7brx6UNRsiWm3NDswmmzJCzLZQUorTWmy4UqK8MMBIDwufAoC5UhP8Rp3zjtVjqsZXww9RLWXHA1JrDmgqv5YOoltFkcaR+/1ppge3uCvk40CirY3p5Ub0cQBGEgki2bVGxbIVNK4ZophWPIFuLgEdImE0M9U6M+H4MAGXgIwsDG9Pvx7tvXraMnVbWnbPQPY+oq8ARCCctyWQFKKcXY73wH7fWiQyFCkVenDvHS+XPDIjvRdviDbD7vcjZe+hmOG1LFxGE1HDekio2XfoaDl1+b0T7H33FHTET55alTYylu+ag6JgiCUIhkyyYV21bIlFK4ZkrhGLKJKuYDnjJlit60aVO+mzGgiL9hoqQy1DNZtzfrZ4N87FMQ+hOl1Gat9ZR8tyMb9LbPD7S04Dt4sMf1DLs9rNETSV3qXO2pswZPX/uJeA0ep82CJxDCHzJZeEVmGjzpEhVUbnzhBZTNhnP8eDw7dhB0uzkwaDhLv/9HnGV2PP4gU154hEnHjeIPo8/OSvu01rw8dWrs/QUbN0ofKwhZRvr74iZbNqnYtkKmlMI1UwrHkCmp+nyJ4BEyIpN0hUxTG3KZCpGKfOxTEITCJD6iJ9DSAlonrfY0ct68lNWeMmHGhOEsvGIyw6qcNHsCDKty5sy5A2ENHltNDc4xY3COH49hGJSNG4e9ro5h3nZmvPY0zW4/M175Py7/aAPTR1Zx9+Wn97l9uYyCEgRBKBWyZZOKbStkSilcM6VwDNlCHDxCRmRiqGdq1OdjECADj8xIllonCKWG6ffjO3gQ986djLjmGsbdfnuXak/ZKJEOYSfPk7dcxJt3XMaTt1yU02pQWmuqJ09GlZUx+sYbuWDjRo6+6SbsI0cy9MILmPPR6/xu+U+Z89HrnHjLzYy/4w5mnjCiT+3rHAV1wcaNsXQt6WsFQRCOkC2btKftSL8rdKYUxkOlcAzZQhw8JcrqbfuZe986Ji1awdz71rF62/4+bzMTQz1Toz4fgwAZeGSGiJcJAw0dCuFvasKzaxe+Q4cwg0GgeKs9KaWwVlUx+sYbEyKSjr7pJoZeeWXCutma9YruM1dRUIIgCKVAtmzSzts5+qtfxTFiRGw7pmmK7SbEWL1tP3P/+iLfvGo+6377J1wzrizK8ZCM6RKRMuklSLyuQ53TxoF2D3c+Xc9C+hb6n8pQB7oY6pms25v1s0E+9lmsxIuXAV20SAZqGUJhYKBNk0BzM4GWFqxVVdjq6rA4HPluVq8YM39+wv2qlGLcggXsXLw4Yb0dixZlzcmTbJ8DNWxaEAQhGdmySeO3E+3bvXv3UjZyJNbKSnYuXiy2mwAkjhfHVlXyxukXsWToWVi3H2B6kY2HZEyXSM5ElpVSfwWuBA5qrU+JLBsE/AMYC+wCPqu1blbhs34PcDngBr6otd7S0z4GogBbOsy9bx0H2j2U24/479z+IMOqnDx5y0V93n7nB0J3D4hM1u3N+tkgH/ssRgaieFkpIKKb0HG4Ef/Bg9itlp5XThNLRQX2o44qWkdPlJ6EpMctWIBhGAnry/0uCIVJf/X3YuPnjmzZpNHvRfv4PcuWxbYjtpsAScaLWuMOhGLjxWJ83g+0MV0+RJb/BszptOwHwPNa6+OB5yPvAS4Djo/8mw/8IYftKnkaml04bYkDGafNQkOzKyvbTxZ9k411e7O+0H+IeJlQrPgCIfa3e9jf5qHDF8hKqG7I5cLT0IB3715Mvz8LreyZXKTedpdC1VZfz87FiyUtUxCEzvwNsfFzQrbs4O4iJovFdhPdx9zSZbyoVMJ4sRiukc7IODJMzhw8Wut1QFOnxVcBf4/8/Xfg6rjl9+swrwG1SqkRuWpbqTOmrgJPIJSwzBMIMaauIun6uRg0FAuiK5M+Il5W+iilRiulvqeUekIptVEptU4pda9S6gqlVNFrtvlDIZrcPna3uGly+fAHQz1/qQeCHR24d+3Cd+BATKMnF0RDqQ+0exJSb7PRX4+ZPz/B4I+mbVVPnpyQvx6N7Am2t8t9LwgDGLHxi4ditd3EPs89mY4Xhd6Rj3F2fxvsw7TW+yJ/7weGRf4eBXwSt97uyLIuKKXmK6U2KaU2HTp0KHctLWJuO38C/pCJ2x9Ea43bH8QfMrnt/Ald1s3loKHQideVkQFM94h4WemjlLoP+CvgB/4bmAfcCqwmPFP7slKq7zmeBYBG0+EPZDWqJ9DainvnTnwHD+bE0bNk/TbsFoNyuxWlFOV2K3aLwZL127Ky/c6zXIZhxCJ59i5fzstTpyakcQ3UWTFBEFIiNn6BUay2m9jn/UMm40Whd+RrnJ03kWWttVZKZXyHaq2XAkshnJ+b9YaVADMmDGchk1myfhsNzS7G1FVw2/kTmDFheJdcxCUvfxAbNADhV3+QJeu35bRcbyEQn3K0d/nymLaMDGC6IuJlA4Jfa63fSbL8HeBRpZQdOKaf25RzwlE9IVo8firsNqocVqyWXs59aE2gpYVAayu26mpsgwZh2GxZaWdDs4s6Z+K2oqHUq7ftT9rf95XofR6vuyV9oyAIPSE2fmFQrLab2Of9Q3fjxVKmP3V64ifnoP/G2f3t4DmglBqhtd4XCc88GFm+Bzg6br3RkWVCL5kxYXiXC6dh6VKC7e2xzlFrzejHH2BsVSVvX3ikRG429XoKnXwNYHI1IMslUgmntIl37kTEMtFaN8V97gc+zEPT+gVTa9p9ftp9fspsVirtVpw2S++ub60JtLYSaGvDVlMTdvRY+/a4HVNX0UU83xMIUeWw5qRqYvgwkof2y30vCEISxMbPgP6yA4vVdpMJhv4h2XixlEk2Ft6xaBHWqirGzJ+f/f11MzmXS/o7RetJ4AuRv78APBG3/GYV5hygNS7MU8gCqcIdp771Esrlgrhwx57yL/MheparfeYjN7mY0+JEvKx0UUodo5R6SCl1CHgd2KCUOhhZNjbPzetXvIEgh11e9rS6aXb7e6/VE4noce/cGdbo6YMYc6pQalA5Sd0q1tB+QRDyhtj4adLfdmB/2G7ZttOLVTtIKBw6XyumafZ76l++dI5y5uBRSi0HXgVOUErtVkp9GfgvYKZSajswI/Ie4BlgB+HZ4T8R1n0Qskh8ZZR4PYUR11/Puouuxh0IpZV/mQ/Rs1ztM18DmFxraQhCL/kH8BgwXGt9vNb6OGAE8DjwUD4bli+iUT1RrZ52XwDT7EW/EInoce/ahWfPHoKuzGduZkwYzsIrJjOsykmzJ8CwKicLr5hMuy+Qk6qJ3VXXKuTQfkEQco/Y+H2j1OzAbNvpMsEg9JVk1+TOxYuxVFb2q7ZgvnSOcpaipbWel+Kj6UnW1cA3c9UWIUyycMfZv/wZ1u0H0goTjY8CgnCoZHwHnIscxlzuM1+5yfkK1xOEHjhKa/2P+AVa6xDwkFLq/8tTmwoGfyiE3x2iGR8VNhuVDiuOTo6VdAi5XIRcLgybDWtNDbbaWpSR3lxLslDqVKlb2ZgdKtbQfkEQcovY+H2jlOzAXNjpxaodJBQGPV2T4xYs6LfUv3zpHOVNZFnof1KFO06/4460LrR8iJ7lep/5GMDkckAmCH1gs1LqXsLlbaMVT44mHGpfn7dW9SNbdjfz+NbdHGz3MbTKwdUTR3PG6Lou67kCAVyBADaLQaXdSoXdhmFk1meYgQD+w4cJNDdjq6vLyNETz23nT+DOp+vBH8Rps+AJhLI6OyRpmYIgCNmllOzAXNnpMsEg9JburslxCxawc/HihPVzrS2YD52j/tbgEfJEtsId42+aKLnucHO9z/4ewEhZQqFAuRl4G/h3YGXk378TrqL1+Ty2q1/YsruZP2/4iBa3nyqHhRa3nz9v+Igtu5tTficQMmn2+Nnd6qLR5euVVo8OhfAfPox75078zc0Zh56nSt0aSKKJgiAIxUSp2YG5stNlgkHoLcmuyahzZyCk/kkEzwAhW+GO+aiqUmqVXAZqWUKhsIlUyfpD5F/J0P7uu3z8pz+jzrkA+7hxKdd7fOturIaKpV05bBYIhHh86+6kUTydcfkDuPwB7FYLlXYr5TZrQlRPT2U5dSiE/9Ahgi0t2AYNwlpdnXb/NtCqYAiCIBQzpWYHlpqdLhQ/ya7JnYsXY41o8JR66l+PDh6l1LnATcCFhAU3PYRndJ8GHtBat+a0hULW6Gu4Y+cooPicRshNJE8+9tkfyIBMKDSUUlbgy8DVwKjI4j2EK6H8RWsdyFPT+sQnf/sbe+75DdzzG+wTTqBy9hwqZ87BOnRownoH231UORI1dRxWg4Ptvoz25w+GaAqGaMZPuc1KpcNK46MPE3S5OPqWW2JlOT+57z6sFRWM/NznEr5vBgL4Dhwg0NSUsaNHEAQhE8TGzx+lYgeWqp0uFC/dXZPRNK1ST/3r1sGjlFoB7CVs4P8HcBAoAyYAlwBPKKUWaa2fzHVDhezQl3DHfIieidCaIPQb/wu0EE7L2h1ZNpqwBs8DwOeSf62wKRs5EsfRR+P75BP82z6gadsHNP1uCWWTz6By9mVUXDIdS3U1Q6sctLj9CcLJvqDJ0CpHr/ar0bgCATr8AToOt+Ba9SxozdFf+hKf3HcfB596iqFXXplSgDLB0TN4MLbq6l6fA0EQhM6IjS9kA7HThUKjp2vS6KR3WIrXqOou30wpdZTW+nC3G0hjnVwxZcoUvWnTpnzsekDTU6pBqexTEEoBpdRmrfWUNNbbprVOKgDQ3Wf9SW/7/MN7D/Dx08/QsXIFHaufw2yNm5S22Sg/73wOTbmIpXooym7HYTXwBU2CpuYrZx2bVopWd2gNLcsewLXqWRRgMRTDr7ySo7/0pbT7McPhwD5oENaqqj61RRCE0iXd/j6yrtj4QtYQO10oNAbCNZmqz+82giedTj1fHb+QP/IheiZCa4KQc5qUUtcBj2itTQCllAFcB6RWGi4ClFKUnTaJstMmMXjBd/FseJ2OZ1fgWrcW7fXifnEtFS+u5Tvl5Xx4wplsOe5MvCefxlWnHNNn5054/1B7w024Vj2LBoKmhms+x2GXj3K7hXKbtcc+zfT58O7bh3H4sKRuCYLQZ8TGF7KJ2OlCoTGQr8l0NHg+B2zUWu9QSp0GPAqUA9/WWj+S6wYKpcnqbftLRlxOyB1ynfQr1wP/DdyrlIo6dGqBNZHPSgJltVF+3gWUn3cBptuNa91aOp57Fs/rr6Hcbo6vf4nj61/CsuYoKmfMxjfnMuwnnNgnwyAawRNP84MPoG+4CU8gSLPyU+WwUWm3YrF0X9wymrrlP3wYW21tuLy6xdLtdwRBEJIhNn7/IjaNIBQupXR/dpuiBaCU2gScr7X2KaWeAJYCW4CVWuvT+qGNKZHwzeJk9bb93Pl0PXaLgdNmwRMI4Q+ZUtpXSECuk+yQSch+3HcGA2itG3PTqt7R2z6/cd9BDny8u9t1Qs3NdDy/io6Vz+J7+82Ez2xjxlA5aw6Vsy7DdvTRGe07Pj2rYuYcam+4qcv7eN9Ruc1Kpd1KmT3NIpdKYaupwVZXh2GzZdQ2QRBKi0z7e7Hx+w+xaQShcCnW+7NXKVpKqZ8BI4HvK6UswAVAPTAFqFFK/RRYq7Vel4M2CyXKkvXbsFsMyiMDmHK7FfxBlqzfVtA3kdC/yHWSPzo7dpRSM7XWq/LVnv7AUldHzbWfpebazxLYu4eOlc/SsXIFgV07CTQ00Pyn/6H5T/+DY+LJYXHmGbOwDh7c43aVAktFeYIzp/aGm8L7rCinc2CQOxDEHQhi8xhU2K1U9BTVozWBlhYCLS1Yq6qw1dVhKSvry6lIoJRmtARBOILY+P2L2DSCULiU2v3ZkwbPvyulLgF2AkOAZ7XW/w9AKTVba/3z3DdRKDUaml3UORNnmp02Cw3Nrjy1SChE5DopKP4CHJPvRvQXtpGjqLvly9R+8Uv4t28LizM/t5LQoYP4tr6Lb+u7NN6zCOfUs8LOnosvwaioSLm96quvQWtizpyok6e7rK+AadLi9dPi9eOwWqh0WHvU6gm2txNsb8fidIZ1erppUzrEz2jVOW0caPdw59P1LKSwZ7QEQegZsfH7F7FpBKFwKbX7M50Y8G8A/w/wAd8DUEpNBJ7OXbOEUmZMXQUH2j0xLymAJxBiTF3fBiNCaSHXSf+ilEpVClcBPYeqlCBKKRwTTsAx4QQG3fptvG9sCYszr3kes6MDz+uv4Xn9NQ47/pPyCy+mctYcys89D5UkVaqzXyYTSR9fMIQvGKJZ+amwh7V6bNbUUT0hj4fQnj3hyluDB2OtrEx/Z3GU2oyWIAhdEBu/nxCbRhAKl1K7P3t08Git31NKfUFr7Y1btlUptT+3TRNKldvOn8CdT9eDP5iQ53jb+XmvwiwUEHKd9DsXAjcBHZ2WK+Cs/m9OYaEsFpxnTsV55lSOuvMHuF95mY6Vz+Je/xLa58O1+jlcq5/DqK6hYvoMKmdfRtlpk1BG96LJmWBqTbvPT7vPj81iUGGzUm63Yk2RwmX6fHj37sVwOLDV1mZceavUZrQEQUhEbPz+Q2waQShcSu3+TNfyfEQpFXMGKaVGACWtxyDkjhkThrPwiskMq3LS7AkwrMpZ8CJWQv8j10m/8xrg1lq/2OnfWuCDPLetoFB2OxXTLmXYL+9mzDPPMeTHP8M59WwwDMy2Vtofe4R9X/8Kn1zzKRp/vwT/h9uz3oZAKJzCtbfNzb42N60eP75AKOm6ps+H78AB3Dt24D98GDMYTGsfY+oq8HTaZjHPaAmCkBSx8fsBsWkEoXAptfuzxypaAEqprwKXA9cCRwNPAt/TWj+X2+Z1T6kp7AuCIGSb3lTRKlRyWUUrGwQPHaJj9XN0rFyB//33Ej6zH3sclbPnUDFzDrYRI3LWBoXCYbPgtBqUWVOkcil1RJDZ4QBAa50Q3aO15vntB4qyqoQgDFR6WTVRbHxBEIQipFdVtKJorf+klLIDjwNjga9prV/JagsFQRCEgkIpdaXW+ql8t6NYsA4ZQu28G6mddyP+hl10PBeuxBXcvRv/Rx/SdO/vaLr3d5RNOj0szjx9Bpaa2qy2QaPxBoJ4AwB+rIZBuS1cjSvm7NGaYFsbwbY2LOXl7H/sMUy/n/F33IFSCq01OxYt4viqKhZeMTcrVbSkGpcgFCZi4wuCIJQWPZVJvyP+LeEqKm8A5yilztFaL8ph2wRBEIT88nNAHDy9wD5mLIO++nXqvvI1fO++Q8dzz+Ja9Ryh5ia8b76B9803OLxoIeXnnEfl7Msov/BCjDJn1tsRNE3afH7afH7sVguVkdLr0WidoMuFZ88eDj39NCG3m2N/8AN2LVnC3uXLGTlvHtOPH9ZnR4xU4xKEwkNsfEEQhNKkpwieqk7vH02xXBAEQSg9Mqj11M1GlKoF/gycAmjgS4R1ff5BeMZ4F/BZrXVzNvZXSCilKDvlVMpOOZXBty3As2lD2Nmzdg3a7cb98jrcL69DlZdTcfElVM6eg3PKWShrWgG2GeEPhmgKhmh2+ym3W6m0W3HYLBx9yy0A7P3HP9j7j3+gDIMRn/sc4xYsyEiUGZKnekk1LkEoSMTGFwRBKEG6tSC11v/eXw0R8kcygzxTo14oTuS3F3rga1nazj3As1rrayOpAOXAvwHPa63/Syn1A+AHwPeztL+CRFmtlJ9zHuXnnId5lwf3Sy/RsXIF7lfXo91uOlY8TceKp7HUDaJixkwqZ1+G4+RTsn5PajQufwCXP4DVMKiwWxlx8xc4+FQ4WEubJiOuvRbPjh1Yq6qw1tRgKStL2EaylKvj1z5JsL29S6rX0NcaaLt0bsL3pRqXkAxJ5es/xMbvH8TOEoT8MJDvvZ5StP4E3KO1fifJZxXA5wCf1vrBHLVP6IG+GkMNS5cmNcitVVWMmT8/hy0X8k2h/fZi2BceWusNAEqpmVrrXlVVUUrVABcBX4xs0w/4lVJXAdMiq/0dWEuJO3jiMcqcVM6cReXMWYRaW3C98DwdK1fgfaOeUHMTbf/6B23/+gfW0aOpnDWHytmXYR8zNuvtCJomLR4/u/7yAIGQicVQKKX45L77OPqWWwi0thJobU0otR4vvhxLuXpqC788uJeK1WEn0fg77mDHokXsXb6cYceezdv+IOWOIyXXpRpXZuTDUO3vfUoqX/8iNn7u6c7O2j4tO/pmgpAtSskOL7QxTn/TUwz474GfKqVOBd4BDgFlwPFANfBXQDr+PNFXY0hrTbC9nb3LlwOJBvnIefPy4ukcyN7W/qTQfnsx7AuevxDWZ+gN4wg/O+5TSk0CNgO3A8O01vsi6+wHhvW5lUl47O1PWLr6DVz79jG0ysHVE0cD8PjW3Rxs98WWnTG6Lhe7TwtLTS3Vn/4M1Z/+DIF9+3CtWhmuxPXRhwR376blr3+m5a9/xn7iSWFnz8zZWIcMycq+tYaWZQ/gWvUsFTPnUHvDTbQue4C9TzyJPxhi/Fe+jGEYsVLr/sZG/mflVuzKkphyBdw74RIWD6li7/Llsb5l5Lx5TLvyBp555g3wBxOqcd12/oSsHEOpkw9DNR/7LOZUviIdGImNn0O6s7NcM67khx1bsFstBWPziP09sCklO7zQxjj5oKcUrTeAzyqlKoEpwAjAA7yntf4g980TuqM7Yyj6eXfGhlKK8XeENfY6G+RRoy4ZuTJkGpYuZVX9h/xi9Pl0+ENU2i38ePd6Zk4+LisGZZEaYDmht799rihmw75UUEo9meojYHAfNm0FzgC+rbV+XSl1D+F0rBhaa62U0inaNR+YD3DMMZn5mFZv2893n6qn2ROgzFHLPl+Ara834DQD1NkMqhwWWtx+/rzhI77CsXl18kSxjRhB7c1fpPbmL+L/cHu4EtdzzxLcvx//++/R9P57NP32NzjPnErF7DlUXnIpRmXvJTOUAktFecy5oxTU3HATGvDaHOxp9VBus1Jut1Bms0AwSOPefYwos+MPVuF1VqItlnDKVYub8XfcEetPIGxYHasUC5WS/rcX5MNQzZdx3NDsos5pS1hWDKl8xTowEhu/b/RkU0btrO2H2ln32z+x+jd/xG6xMOL667l3wiXYO7wFY/MM9GiHYicb45ts2uH5Hm9le4yT7+PpDUrrpDZ1UTBlyhS9adOmfDcjb0xatII6p62Lx31fm5dyuwW7xUiYLV14RXJjQ2vNy1Onxt5fsHFjt86dqCHTedvTjx/Wa++/1pq/3Pp9PE88yoZTL2D1eXOZ8cqTnPX2yzivuoYv3/vffTIou2t3od+kuSST3z6XpLqWmz0B3rzjsn5vTymhlNqstZ6SxnrNwE1AR+ePgH9orXsVYaOUGg68prUeG3l/IWEHz3HANK31PqXUCGCt1vqE7raVaZ8/97511O9ppsMf7PJZGSGqCVFNEGfAz9ByKz+fdWr6B9aPaNPE+9abdKxcgev51ZhtrbHPlN1O+fkXUjl7DuXnXYCy23u3Dx129qR6D2AoRaXdxg+eeYNGtw+nzYpW4C+roMlaxpDaKhY3b0pw8OTLaVxKs9HRwVZ/ntfu9gnk5NzOvW8dB9o9sQEGgNsfZFiVkydvuajP288VhdTudPv7YqCQbfx0bcrV2/Zz51Nb+MZvvoOhwNTwh+/8BlfAZGR1WUHYPPH3evQe7/y+WPvOgUC2xjfZssMLabyVjTFOuseTL5sjVZ9v5HzPQs4YU1eBJxBKWOYJhPCFzJgXVilFud2K3WLEInviiXbs8exYtIhUjr94D2/8tp/7j18lfC+63YalS9M6FqUUvxh9PhtOvYCz33mZHy29i7PfeZkNp17AL0af3+ebJFW7k50TCN/Qc+9bx6RFK5h73zpWb9vfp/0XIpn+9rkk1bUsGh39ymuAW2v9Yqd/awlXvOoVWuv9wCdKqajzZjqwFXgS+EJk2ReAJ3rf9OQ0NLsYP6icE8sVx+ChlgBKmwB4sXAQOx9Sztu2Wl7yOfnPNw+xYnc7+z1dHUL5RBkGztMnM+T7/8aYp1cybOFiKmbMQjkcaL8f15rnOfCDO2m4fCaH/uPneDZvRJtmZvtQ3b8HMLWmzednzgkj8AZDuPwBdMjEbGul4tA+vrH5SfY8+CAj583jgo0bGTlvHnuXL+/3fqVh6dI+PY8KjfjZyCi5HnSl2ufHf/pTzs7tbedPwB8ycfuDaK1x+4NFkcrX0OzCabMkLCuGyCOh96RrUy55+QMuWvc4hlKAwlCKi9Y9jj8Y6pPNk00bNXqvR/vrl6dOFedOEZHp+CYV2bLDs9WevpKtMU46x1OINoc4eIqYVMaQzVBpGRudvfbpGORJDRmrQUdza8L3otsNtrenfTN1+EOsPvdTCctWn/spOvyhFN9In0wMsKi39kC7JyHcupScPL357XNJsRr2pYTW+jKt9ZoUn/V1GvrbwINKqbeA04H/BP4LmKmU2g7MiLzPKmPqKvAGTSqsitH4mYib0a0HGdbWyJiIw8dC+Fr3Gxae3t3BL948zGde+ITrXviE/3jzEM/sbme/O5DtpvUaZbNRceFFDPvFLxnzzCqG/OznOM85FwwDs6OD9v97gn3f/DofX3UFjUsW4/vg/azfz2eMruPLU4+lqsxGkydATZmdBRedyLHDazlq1iyGf+YzBNvaGPed7zBy3jysVVX9NkiITy/qy/OokMiHMz7ZPj/69a8JtrXl7NzOmDCchVdMZliVk2ZPgGFVzqKIspUJioFHOjal1prRjz/AqfVreX/qJTz4g9/z/tRLOLV+LTNfeQJ/MNQrmycXNmo+nMhCdsiWgzlbdnhDswunNdG94LQa/erwzuYYp6fzW6g2R08iywkopcq11u5cNUbIjBkThrOQyV3yApes39YlXDiZsaGUwlpVleClj3bwqQzyMXUVXbcdNNl99U2MbD6xT7mOs99YzUnvb0xY9s3l/8V7J04FrklrG6lI2u4UBlix68Gkkyvam98+l6S6lovhfJcKSimle3gSpbNOMiJaD8nSBqZnuq1MuO38Cdz5dD0tVidltVZCXi9GpYWqoJ+agIdRVgNv0KRdG0wcM5xDIcUbTV7cQc1eT5C9uzt4Znc4Y22E08rkwWWcPqiMyYPKGFlh62HvuceoqKDqsiuouuwKgo2NuJ5fRcfKFfjefYfQoYO0LnuA1mUPYBs7LlKJaw62UaOzsu8zRtd10SxScz5Fjc1K0ONF+w+gDh1i1Oc/j722Niv7TIdC0xfrK92lTwCMW7AAwzAS1u/rMXa3zxHXX8/I66/P2bmdMWF40fX70X6m2EXExcZPn3RsSqUUlXU1vD15Gm9NvxaUYvP0awkETepqqll45Rm9snlyopXS1MGVG57mPG+A6rLws23HokVF2WcONDIZ33RHtuzw2W8+j6+1jbdmfzYcCqw1k577F46aaqB/0g+zOcbp6fwWqs2RlgaPUuo84M9Apdb6mEgllK9prW/NdQO7o5Dzc/NJpvmPmeQN9qTB09tcR9M0eeiC6Tg2vcp7407l9/N+wDeX/xcn7Xwb35Rzuf7l5xOM2EzJ5JwUsx5MLn97oTjJQINnLfAI8ITW+uO45XbgAsJpVGu01n/LUVN7pDd9/upt+1m07n12NbsYWePk5jPGAfC/mz7k0OFWjnYafO6EYZwxpBzQBE3N9jY/9Y1e3mjyUH+gA7eydNnuUO3njNGDOGNwGZMHlzHCaS2Yeyew+5OwOPPKFQQaGhI+c5x6WtjZM30mlkGDctYGh9VChd1KRSSs2VJRES6zXtE/UQ2Foi+WDVIJoLbV11M9eXJOhFG7E1095qtfLZlzmy0KRYSzNxo8YuNnTqYaPHar5ch6wRALrzyj19dH1rVSDMWF6x5jwsY1vDn5Yq6+++eMf2qZpGkVCYWmebPyh/9Ow4MPsvXMS3hz1nVMeu5fTNy8hjE33sjsX/6sX6+lbIxxMtHgycdzMVWfn66D53XgWuBJrfXkyLJ3tNanZL2lGVDInX++yaWxkWzb048f1mcRyIb/+R/W//0hWnZ9TAiFBU3t2GM4/wvXM+ZrX8tJu5Odk0ISTMyUYm67kBsycPCUAV8CbiRc2ryFcMlcC/AccK/Wuj6HTe2R3vb5rR4/h1y+btfRWqO9XrTXg+nxoD0etNY0LnuArRvfYvsFc3h/zETePNCOS3UNfh1WZmHyYCeTIw6fkQXg8NFa4//gfTqeXUHH6pWEDh8+8qHFgvOsc6icNYeKi6dhlJfnpA2KcM56pd2Kw2bBsNmw1tZiq6lB9cFp3x35ECXONZ0NU9M02bl4cU6FUZMZx0DJndtSopcOHrHxe0G6NmW27fFs2Xnx2zn1paew+zy8dOHVDKsu54kvXihVtIqIQnEwwxEnz76HHsIfCsUqx/W3cyeb9HR+82lz9NnBo7U+WylVH9f5v6m1npSDtqZNoXf+A4VsKvCbpsn6s86KvT9/w4Y+Re70hkLyhmdKMUcfCbmhlwa/DTgK8GitW3LSsF6QSwdPZ6IOH9PtpmnpH+h45v8AMFEcmHMNH069lDeavbzZ6KU92FXQeGiZJezsGRR2+owqz6/DR4dCeLdspn3lClxrnke7juTDq7Iyyi+6mMpZcyg/51yUNTfpZzbDoNJhpdxmxWqzYq2uxlZbi9HLyl/JGEgVYfrbqMznuZVo0/TorYNHbPziIWdVk7RGQ8xelHtM6C2lFEHbE/m2OVL1+elq8HwSCeHUEcP/duC9bDZQKF6yleuotWbn4sUJy3YuXtzvBnkx68FkKxdXGNhorQPAvny3I58opVBOJ4bTyZAf/AjX6udAayymydRbbmSq18s8bRLSmo/a/NQ3eSNpXV7aAyYHvSFW7nGxck/YkTKkzMLkQWWRCB8no3vh8Nmyu5nHt+7mYLuPoVUOrp44uosOTsrjsVhwTj0L59SzMO/8Ae71L9OxcgXuV15Ge724nluJ67mVGDU1VE6fSeXsy3CcelpWo2wCpkmzx0+zx0+ZzUqF10d5czPWigpsdXVZSd8qNH2xbJFqBnH8HXckOHhy+bzM17ntLl2slKIL8jgLLzZ+EZEtG7WLvagUHn8wQVtEEDIlVVGAUppciadQbY50I3iOAu4hXOlEEQ7Xv11r3Zjb5nWPePcLi77MsOXbA1oqFHP0kZAbejOjW6j0ZwRPFK01TX/4He2PPhxbVnXNtQz6xrfQfj/a48b0etEeD5ghTK35qD2s4VPf6KU+4vDpzGCHJabfM3mQk6Mrunf4bNndzJ83fITVUDisBr6gSdDUfOWsY9N28iQj1N6Oa83zdKxcgXfLZoizCazDR1A5ew6Vsy/DPv7YXu+jOwylqLDbwilcTkc4fau6GmXpqnuUCaUU8ZGqX7/78tNjWhlR+uN52Z/ndqDYBtl6dvcygkds/AGI2ItCthko/XUy8mVz9CmCR2t9mLAugyCkpPOFnMmFXage0GKjmKOPBKHQiHfuRJ068c6euq9/E4ujjqgrwvT50D4vJ1R5Ob7OzWfHBTG1Zkd7gC2NHuobvbzZ5KU1YNLoC7Fqr4tVe8MRPoMd0ZSusNPnmIrEVMvHt+4OO3ci5TodNgsEQjy+dXefHDyWqiqq515N9dyrCR48QMeqlXSsfBb/tg8I7t9Hy9/vo+Xv92E/fkJYnHnWbKzDstefmFrT7vPT7vPj8Pgob3fhtB/EWVeLtbYWi8PRq+325XlUaCStmuMLsPanv6Dso9eTVtfKdSRPd++zva9CrFCSLuka/fms3ik2/sBE7EUh2wzksVyh2RzpRvCMA74NjCXOKaS1npuzlqWBePdLj1KadRWEQqCXM7pjgOO11quVUk7AqrVuz00L0ydbETyv7DrM/Vt2srfVE6usdd7Yo5J+t+X++wh1dDDoG9+KpYc0/eF3+N5+C8epp3VZbqmspPbmWwDQgQCm14P2eDG9Hgj4MbVmZ3sgktLl4Y0mLy3+rhE+1VZFWciP1e/jGKeisdXFkHJ7uOxoFK1p94X442eyH6Dl37mTjpUr6HjuWYJ79xz5QCnKTj+DytlzqLhkOpaamqzvG8BmMSizWqmoLKdyUC3W6mpe2HF4QA5GUmmrTf/zfzJ7ZAVTnngCwzAwTZNNV12FraaGyQ88kMcWZ59i1HTIJLVs0qIVWBQccvljwqRDKuyENBnp5/WyvxcbXxCErCFjuf6jrxo8jwN/Af4P6GqJCkKWKDQPqCAMNJRSXwXmA4OAY4HRwB+B6flsV7Z4Zddh7l67FZvFoKbMSqPLx91rt3LXtIlJnTy1N9+SYJwopaj7+jdp/uPvY5E88ZE9VddcG1tf2WxYbDaoqgbCQsfa4+H4Gg/HHeXhWr8PU2t2dQSob/SyJc7h0xbUtGEDm429QTCcZRwIBRhs1dQQxImJP2gytKp3ES49YR83jkFfv5W6r30D3ztvh509q5/DbGnBW78Zb/1mDv/qvyk/7/ywOPMFF2GUlWVt/4GQSSAUjuyhsYV39rWyZPMnUFHBoKpKDrR7uPPpehZS+ukESbXV/EG8x52E98PXYlp1Oxcvxrt3L4OnTSspg7oYNR201gTb2xMiquJTFTr/PlUOKx8caseiFIZSBEImn7R6OGFIVX8093HExhcEIUvIWC7/pOvg8Wqtl+S0JULBIR5YQRiQfBM4C3gdQGu9XSk1NL9Nyh73b9mJzVCURVKdymwW0Jr7t+xMGcXTud8zDINB3/gWAO2PPhxz9ETTuFL1k8piQVVWYlRWAqBNE+3xcJzXy7FDPHzG60Vrk+8+9y57feC22GjDSgAD07DQZlhoi2zLqk0qjACzhtayo93PuEpbn/pnrbsEB6FU+NjLTj2NslNPY/B37sCzYQMdK1fgWrcW7fHgXvci7nUvosorqJh2CZWzL8N55hSUNV3zIj3++fbHlAX9ONxBcLfhcDhptZZxz8sflLyD57bzJ3Dn0/XgDx7RyjA1037+Y0ZFNHiijoRRN9xQ0I6PTOlO0wFym4rWFzJPLVOxF6UUGg06bnluERtfEAQhDYplbJyuBXaPUupnhIXXYnHuWustOWlVHshj9YKCZKBUrRAEoQs+rbU/LmLFSmSoUQocvfIxTjF9vH7pZ8IeDK25+KXHaTUccM3UnjcQQSnFoG98K0F8uTvnTtJtGAaqogIjUj1Ka432eDhsfkANPiyt7ZSZGm21YpQ5acWKz2bHj0FQGbRaHPxrj4d/7dlDrd3g9EHhCl1nDC5jbKUNI822tD3+KCGXm9obboqeElqWPYClopzqq6850l6rjfLzzqf8vPMxPR7cL70YrsT12qtot4uOZ56i45mnsAwaTMXMWeFKXCdNzIrxc7DdR5UjqnaksfjcDPK6aG5uZOdH46geVEdlVTkOa9/EmQuR7rQy9IT+q6KVD4pZ0yHa1nR+n3ZfgKNrnJEULRO7xWBklZ12X6A/mlryNn4qxPYXBCFdimlsnK6D51Tg88ClHAnf1JH3RU+8knyd0zagQr+TkWlosSAIJcWLSql/A5xKqZnArYRD94serTVDjADHblgDwOuXfoazX3iEkzat4aNzpmdc+a/pD79LWNb0h99l7OSJRymFKi9H1Q3mvaYObDUVlAX82PwebO3tnFTjZNHlJ/KxK5rSFS7L3ugL0eI3Wbvfzdr9bgBqbAanx0SbnYyvSu7w0RpCLjeuVc8CUHvDTbQsewDXqmepmDmnS2RPFMPpjIguzyHU0ozr+dW0r1yB7603CTU10vaP5bT9Yzm2o4+hYtYcqmZfhu2YY3p1XgCGVjlocftjItMAvqDJ8Ao7nsOH8Rw+zEG7A3tNNRWDBlHpdFBht5TMs2rGhOFd7JFiTF3qDWPmz++SJlkMx5jJ7xNNwzvuqMrYMrc/yOgqZ380taRt/FSI7S8IQroU29g4XQfPdcB4rbU/GztVSi0AvkL4AfI2cAswAngIGAxsBj6frf31RD6rFxQixV61QhCEPvF9wv3z28DXgGeAP+e1RVlCKcUpd93Fqz8PcPqmNZy8eS2m1rxx+kWce9ddGTt3UlXX6ouTJ7IHAEKGFXeZFe0ox6wwqa6yYT1qCOMqfYypdnP1mBBa65jD542msNOn0ReiNWDy4n43L0YcPtW2aIRP+N+xVXYMpVAq7NQBcK16NuboqZg5JxbR0xOW2jqqP3Md1Z+5jsDevXSsepaOZ1cQ2LmDwCcf0/KXpbT8ZSmOiSdTOWsOFTNnYR2cPB0uFVdPHM2fN3wEgVBCmfirJ44+ctb8PnyHDuE7dJiWyiqs1dVU1lbhtFlxWi3YrUZG+8yUQikfDqUZydPd+0Ij098naRpeyOS28yf0R3NL2sZPhdj+giCkS7GNjdN18LwD1AIH+7pDpdQo4DZgotbao5T6J3A9cDmwWGv9kFLqj8CXgT/0dX/p0NDsos5pS1jmtFloaHb1x+77lXQN0ExCiwUhGcWSpyocQSllAd7VWp8I/Cnf7ckF540bAj/9EYFrXyYQMrFZDM796Y/Cy9NEKYWlsjJBcyeqyWOprOzzde7yhxhRVUaTJ0AgFMJmsTCo0kGrDjtTopheL9rtYqzDxZhKO1ePqUZrzSeuIG80eWIRPoe8IdoCJusOuFl3INHhE43yOXbejTHnDpC2c6cztpEjqfvCl6i9+Rb8H26n49kVdKxaSejgAXxb38W39V0alyzGOWUqlbMvo2LaJRgVlT1u94zRdXyFY3l8624OtvsYWuXg6omjU5SI15gdbfg72mg6aMNSVYWqqMTuLKPcbqXSbsVpy250T3+Hbhdz6tJAINPfJ88lq0vaxk/FQLL9CwWxC4VskY9rqZjGxuk6eGqB95VSG0nMz+1tCUUr4fD/AFAO7CMcCnpD5PO/A/+Pfur8k1aoCIQYU1fRH7vvNzIxQAdK6LeQG4opT1U4gtY6pJT6QCl1jNb643y3JxdorTlhxUO0x/XvVSseQmcYdZOsulbUydN5f5n2mSNrnDS6fBxTVx5b5g2EGFaRWDHLKCuDsjIsgwajg0FMVwem280xys0xlTbmHhN2+OxxB9nSGC7LXp/C4VNpBjjxvBuYeGgnEw/tomzZAwzupZMHwufDcfwEHMdPYNA3v433jfqwOPMLqzHb2/FseB3Phtc5fPcvKb/gQipnX0b5ueejbLaU2zxjdF0Kh043BAOEmpuguYmgYcFbXkFzuRNbRQXOMgfldivlNgs2S++je/ojdDuZMVusqUulSDZ+n2RpeP1ELSVs46dioNj+hYLYhUK2yNe1VExj43QdPD/L1g611nuUUr8CPgY8hEXdNgMtWutgZLXdwKhk31dKzSdcwpdj+pDPH0+eQ2P7hUwM0IEW+i1kl2LLUxW6UAe8q5TaAMSmMvtg7BcM2U6t6rxu6//+jVBHR2w70f1ZKivZetGnuH/LTva2ehhZ4+TmM8alrNp18xnjuHvtVgDKrAbeoEkgZHLzGeNSt8VqxVJTi6WmNizW7HaHI3x8XkYbXkZX2Jh7TFXM4XMkpcvDQW+IDsPGplEnsWnUSQBU+D2c/MRmpp56HGccVcbx1XYsvdUWMgycZ5yJ84wzOeq7d+F+7ZWwOPPLL6F9PlzPr8b1/GqM6moqLplO5ezLKDt9MsrIckqVGcLsaIOONkKAz+6graICo7IKW5mDMpsFp81Khc2CNQOHT65DtzMxZqVvzQ6ZiO+WwO9T0jZ+KgaC7V8oiF0oZIt8XUvFNjZOy8GjtX5RKTUMiJYY2aC17lUop1KqDrgKGAe0AP8C5qT7fa31UmApwJQpU7JS2SXPobF9ItOUK+hqgI79zne6bCNbod+5DKErpFDPbLSlkI6nLxRbnqrQhZ/kuwG5IpepVVprQh0dCc6iqPOoadpl3L3mXWxWCzVlVhpdPu5eu5W7pk1M6uQ5b+xR3DVtYtoOoWTHGV+dCyLpXF4PpsfDaKuP0RU2PhVx+HzwxNO8GbCz7fjJ1Dd6OOAN4bI72YCTDe83AVBpNZg0yMHkwU4mD+69w0fZ7VRcNI2Ki6ZhujpwrV1Dx8oVeDZtxGxro/2Jx2h/4jEsQ4dROXM2lXMuw37c8bkx2Pw+Qn4foeYmgnYHvqoq2quqUZawXk+l3UqF3ZpWZa5chW7LwKj/yUR8txR+n1K38VNRSLZ/pvZfqvUL1Y4Uu7A0Sed6y/a1mu1rKZNxdDGlRSute+4/lVKfBRYCawEFXAjcqbV+uLvvpdjWdcAcrfWXI+9vBs4lLPI2XGsdVEqdC/w/rfXs7rY1ZcoUvWnTpkybUDL0JkRNa83LU4+UAq444QSCbW1MeeIJDMPANE02XXUVtpoaTv/f/+3Tg6Jh6VJW1X/IL0afT4c/RKXdwo93r2fm5OMyDqHrPJt26+7XOb7cSHrs26fNzdkDO9ms3vFrn+xzqGAphq52vtYu2Lix4DrAgYBSarPWekqG38mKsZ9tetvnt3r8HHLFMg9yZgTHRwhFqbrmWn407Gwa3X7K4ipAeQMhBlc4+GMGpdmz2W4dCqF9PkyPB+0JR/soFd7mPk84wqe+yUt9o5f9nmCX71dYFZMGlTF50BGHj9Xo/TkMHj6E6/lVdKx8Ft/WdxM+s40/NlaxyzZyZK/3kR7hSmaWqmqMyrA2kM1iUBHR7on/DeOJn92Lkq3BSy63LXRl7n3ruqTuuP1BhlU5efKWi7qsX0i/Ty/7+5Kx8e9es5V7X/2QDl+QSoeVW889jrsumZjpYfQrne2/VR/sY+1Pf8EB08LBy6/tYsOmshfb6uupnjy5oO1IsQtLh3TGLbm8VvtyLUXHckOfeZhhRohpP/8xM08Y0eO9F91vITlRU/X56cYg/wiYqrX+gtb6ZuAsej/L+zFwjlKqXIXPyHRgK7AGuDayzheAJ3q5/QFB/KzRjkWLEgyMYHs7yRx3nXMHNdBWX8/h559n01VXxZw7jS+8QKC1tcs24lO4Om832b5W1X+I54lHuXDdY9gMuHDdY3ieeJRV9R8m/U4qorNpB9o94dm0Njf/t2kb7993f5djf2/HXu58asuRdSMzb6u37U97f2m3o93DnU9t4b0dezP6HTrTm9+y0EmVp1qMxzLQiBj7Gwgb5J8FXldKXdv9t4qLzg/jbD2c4yOCogz6xrfY2+alrFMFpzKrwd5WT9rbbrn/Ppr+8LvYPRR1JrXcf1/v2mqxYJSXYx08GNvoo7GPPxbr8JFY6gYzalA1VxxdxY8nDeGRS4/m4UtG86NJR3HZ6EpGOMODXldQ88pBD79/v4mvrN/LZasa+N6G/Tz4UQtbW3wEzczudetRQ6j53A2M+uv9jP7no9R+eT7W0UcDENjxEc1//D2fXPMp9sz/Em2P/ItQS3OvjrtnNNrtInhgH/5dOwk1NeL3+Wnx+Nnd6mZXUweHXT5c/iAh88hvER+1ccHGjYycNy+hT+8L8TOFUYrFubN6237m3reOSYtWMPe+dVl5Fue6LQ3NLpydHHndie8W8+8ToSRs/LvXbGXhi+/jDgSxWRTuQJCFL77P3Wu2ZntXWaOz/bfqg308ftdPGfPqKmpNHwfa3Ak2bHf2YqC1lT3LlhWsHSl2YemQ9Dr89a8TrjfTNJNeq3uWLSPQ2trncVNvr6XYWK7NTa3pY8yrq3j8rp9y9wvvdnvvRcmV/Zht0o3geVtrfWrcewN4M35ZRjtV6t+BzwFBoJ5wOcVRhEsoDoosu0lr7Uu5EUo3gifd3O/uZo2e334gYRvfPu94xj+1rEvu4J7lyzHdbty7dsUu0sGXXhqL6OlMJpEmY//jCS5c9xhnv/NybNnrp1zASxd9ml0/uirt85F0Ns0XYMYr/8ecj15POPYFdVM40OFNe+YtE1LO6lWWsbh5U59m7zL5LQs9fbC7PFWZde5/Mp3RVUq9CcyMRu0opYYAq7XWk3LVxnTJVgRPrshVBE/8djtrB8Wnm2X1WEIhTLcL0+VCu1xES7cD7HcH2NLk5Y3GcITP3iQRPk5LJMInUqXrhBpHxhE+Wmt8720NizOveo5QU+ORDy0Wys85NyzOfOHFGE5nbw81LVRFJZbqGozy8oTlNouB02ah5e/3YXhcHPvd72Z99ryQIkQyIT7VKV7jZOEVXVOdCqktAzCCpyRs/LH/+STuQBBrnO0aNE3KbVZ2/Vv/SshlouEUf/18eLiDgGmy7axL2Tz9WlCqy7WX6nobt2ABOxcvLojrsDPJ7MKVP/x39j30EBtPu5DdV9/EbRecUNC2rZBI/G/qP3QIbZqMu/12xn/3u0DY4WKprCTU0ZHVa7WvY4yE/l1rznz+YSZseIFgyMRqMbq993pLJv1BpvQ1gudZpdRKpdQXlVJfBJ4GVvS2MVrrn2mtT9Ran6K1/rzW2qe13qG1PktrfZzW+rqeOv5SJWmUSIoIlFSzRs9vP9AliuWup+vZ7ja75A6OmjePsbfdlnAzpHLuZBpp0uEPsfq8xIfq6vPm0uEPZXROks6m2a08ddYVXY69ocWd0cxbn9ths9DQ4u7z7F23v2Wa10OhkCpPdeS8eQWZpyp0weiUktVI+s+KoiCdKMTebDPe6TJm1VqqrrmW9kcfZv57LxAIhvAGQqA13kCoR9HkeKKRQZWf/gztjz5Mw8xptD/6MJWf/kxOnDsQjvCxVFVjGz4C27jxWIYMRZVXgDIYXm7j8tFV/NukIfzr0qN55NKj+cmko7jy6EpGlYcHxZ6Q5rVDHv7wfjPzX9nHnOcauGPDfv73wxbeafamFeGjlKJs4skcteB7HPPkMwy/53dUXn5luB2hEO71L3Pwpz+i4fKZHPzZj3G/sh4dDGT1PEQvDe3qILhvD/6GXYRamtHBsFMrEDJp8wYwPncTfHE+u1s9kQifEGO+syCrzp1MooNycY1nypL127BbDMrtVpRSlNut2C0GS9ZvK+i23Hb+BPwhE7c/iNYatz8YE9/tfB5N08xp9FY/URI2focv2EUXzKIUHb6uDuhckokdD4n2nz8UwlDEBpjQ1YZNZS8ahlGwkWSd7cLntx/gh0PP4o3TL8JaVcmBDm+Ptm0h9GnCEeKvQ22aBJqaYtNA0T4x1NHBuAULEr7X12u1t2OM6PUSG8tpDUqxefq1GApCmh7vvd6QaX+QLdIVWb5TKXUNcEFk0VKt9WO5a9bAJd4IAcKv/iBL1m9LmgeYLETtuTf3clFbO2/N/iwoRbnNwjkvPMILNdXM/tvC2MWvlGLsd77D5quvTtjGpquuSurkURGBUseIEQnCVo4RI5IKlFbaLVy4LvEymfHKk7x00aczOidJS1n6g1y54ekuxz4mSQRPtspepiypWVve57J5qX7LJXVT0r4eCgkp31vUPKuUWglEp1Y+Rx+M/UKj5f77Ula6qr35ll5vN9o/JhNwrq2s5K6LTu61aDKEK3QpOgkURpb3pd3poAwDS3UNluoaIE6w2etFezwMd8Kc0VXMGV0FwEFPkPpIha43Gr3sdgfxhDSvH/Lw+qFwWprToji17kiEz4m1DmzdRPgoq5Xys8+l/OxzMe/6Ie6X19Hx3LNhp47HQ8fKFXSsXIFRV0fl9JlUzr4Mxymn9qnPaXv8UUIuN7WRcvFaQ8vf78NSUU711degHGUYFRWo8goMhwNQ+IIhfMEjkxgOq4Vym4Vyu5Uyq5Fxe3oj7Fgomm4NzS7qnIll77M14ZLLtqQS3z1+7ZPs+L/E87pz8WLa6uuLRngzGaVi41c6rOEInrhzHtKaSke6BYOzQyZ2PCTaf3aLhYBpcubzD8cGmp1t2FT2YjQqovPyQrG94u3CJeu3YbdajoxToNtzVCh9mnCE+OvQMWwYALvuuYe9y5ejlEqI1IknG9dqpmOM+OtnTF0FB9rcXPjS4/jtZdj9XkwNFgWmptt7rzdk2h9ki7R6PaXUOOAZrfWjkfdOpdRYrfWunLVsgJKuEdJdiNoQj4W69iZsVoPN06/lzOcf5sT6tWyZdHHCNkzTZPPVV9P4wguxtKyoBk8yJ4/W4Sox3r178R88iGPYMHwHDsSWx99sWmt+vHs9nrdf5vVTL2D1eXOZ8cqTnPX2y1w8fihaz037gdOllKU/yJQXHuG8jzYw8pabE4791hnt/HDoWbHzls2yl0lLagZD3LptDXtXP9Xrsnnd/ZajR75P25zPJqyfLwM5U1LlqcZfJ8neC/mlVIz9ZET7qmSVrqquubbP12Ltzbd0MTqizp7zICOHTpd2t7fTvPRe0GAZMpTQoYM0L72Xuvm39vs9ZJSVQVkZ0XhG0+cLCzV7PGi3m6FOK7NHVTJ7VFik+JA3yJbGSEpXk4dPXGGHz4bDHjYcDjt8yiyKU+ocnBERbT6pG4ePUVZG5YxZVM6YRai1Fdea5+lY+Sze+s2Yzc20PfxP2h7+J9ZRoyLizJdhH5detFQUrSHkcuNa9SwAtTfcRMuyB3CtepaKmXPCkT0+LyGfF5oawbBgOMtR5c7wqy38HI86fJo9fgylKLdbcFrDZdjtFgNbGuXYMzFm4yNtIb9VnVJOimRhwiXXbZkxYXiC8a21Zsf/pT6v4xYsKNoJjVKx8W899zgWvvg+QdPEohQhrdE6vDwVubBHMnEmdrb/vFfewON3/ZRJG14ArXnpok/jN3XMhu3OXmxcuxbv3r2MuuGGgi3hHG1D7BzFtam7c1QofZoQJul1+Otfs+1nPwPAPnRoQhpWgjTIsmU0rl2Lb9++PpUbT1cLp/P18+3IPTZhy1rcdUdR3tLIm5MvZszt36Hhnt+kvPd6S74mOtJ1a/8LOC/ufSiyLP3yHwVGo8uH1VA4rBYcvZhVyxXpGiHdzeodemsfu1vbOHXjGk7cuAaAtydPY/fcGxOO0zAMbDU1CZo7USePraYmaQTPuAUL+ODplfjeeZe2A4dQChzHn5Rg3ETXnTn5OFZxDS+NPp+AP8RLF32ai8cPZebk4zI638lm0z41ZQLHX3Ri0hmzhdPOyEmuY+pZvd0E+zB7191vWfnWPjxBk3L7kd8iXwZyNpBZmMKnVIz9ZMRH1bQ/+nDM0ZNNHZt0jY5M0dH/VNw/Ha+Mkz8MhwMcDiy1dWHtnvY2zPZ2tD+chTGkrKvD541Ila4tjV4+cQXwhjSbDnvZdNgLgMNQnFrnCEf4DHZyUo0Du6XrubTU1FB99TVUX30NwQP76XhuJR3PPYt/+zaCe/bQct9faLnvL9gnnEDl7MuonDkb69ChPR6TUmGnDoBr1bMxR0/FzDmxiJ4EzBCmqx1c7YQArDaMikqMioqYPpCpNR2+YELKiCVihzitFspslpRRPuleV/HPj3yXI046KdLLCZe+DsT72pZMz2uh2JRpUhI2frRaVrpVtHJlj2TiTOxs/x2rFNz9c9b+9Be0mBaGVZcn2LDd2Ytt9fUMnjatKCLJMj1HhdKnCWE6X4cQtkVsgwahjPAzbOfixVgrK/N+rXa+fsqWL+dyb4BXzpvFAdNgmGFydbSK1qjU916UTPV08jXRka7I8hta69M7LXsz36KbfRFZ/rjFhT9oAmFDzm4JG1ZRh4/dkh+nT6aihMmMnqgGzzd+8x2MSMjZH77zGxZeeUbSbZimmeDM6fw+ftsrf/jvNDz4IJXtLXiqa3G2tdBRVcuYG29k9i9/1uWc5TJao5AiQbLRlpS/ZYGIVPYVEV/ODypzkeVNwHlaa3/kvR1Yr7XOu7GfzTLpDTOnxd6PWbUWpRSv7DrcpzSqXNJy/30E29tpf+xhFAqNpurT12Ktqsp5ilZvMX0+zPZ2zPY2MFNrrx32Bnkj4ux5o9FLg6urjo7DCEf4RB0+E1M4fKL4d3wUSdt6luD+fUc+UIqyM86kcvZlVFwyHUtVVbfHoDXsueWm2PtR9z3Q1bnTE4YFo7wCVVEeju6xJC+1DvDqrsM8UL+LPa0extRV8J0LJjDzhBEZ7rBwyhFnQ1wyWwPxbLSlUM5rKjLt7yPfKTkbvycbLJf2SG/ExTO1IVOtX0h2cXf09hwV8r03EIn6EKL3zojrr+fY7363S3Rj52yQfFyrqa6fTNrRm+s218UGUvX56UbwHFJKzdVaPxnZ2FXA4T63qkDQmri8+bBhGXX6OKwGDouB3WrBYTEwMqwCkimpokRSXQTJZo2mHz+MXx7cwD7DwB8KYbdY+OXBDUw//rKk2+jszEnm3Ilu+4V9HQyvGRwWslMKT3UdrupBvLCvgzkZzDpm48YupBmzbLQl2TYyvR4KGZmFKRqsUecOgNbaH3HylARRzZ14mv7wOz647HrufvE9bBaDmjIrjS4fd6/dyl3TJhaEk6fm81+k6d7fooikgUT+qvn8F/Paru4wHI5wdM9RR2G6XJgdHZiuDtBmwnpHlVmZMbKSGSPDET6N3rCGTzTKZ1dHAJ+p2dzoZXOjF2jBHu/wGVTGxFoHjrh0J/v4Yxn0jW9R9/Vv4nvrzbCz5/lVmK2teDdvwrt5E4cX/hfl510QrsR1/gURHZ0jaA0tyx5IWNay7IHkETzdYYYwO9qgo40QCuV0YlRWYlRUJjh7Xtl1mLvXbsVmMahyWNjb5mbB/23hJ+5TmDFhOA5reCLK2kNaVyqNjnz0s51TnTIlm+kZ2WhLoZzXLFNSNr7Wmh1NHdgsBg6LJZYKGX5VKKVyao/0xm7L1IZMtX4h2cXdkek5KuF7r+jonC6ste5WJy5ZNkj8a+fluWpzutdPd+3ojZ5OvsZx6Tp4vg48qJT6HeHA8E+Am3PWqjyQauY2XiwRwiVRw04fC3Zr+jn0mdAXIyR6EVesfoqLvv3VBGNox5CqPnWGWms6mlupbmvk/bOmH9H32fA8Hza3pm1oSZpOZvTVKC0koh1/fGlEeUAXHCVn7Fc6bNitFgKhEB8vXoz78UcYfN1nGfSNb3Hwd0toffRh3nn7Y2znzo2VMo++3r9lZ94dPFGnVPtjj3Qpk45SOauklU2MigqMigq0Hor2eMJ6PR432uftsu7gTg6fJl+IN5q81Dd62NIYdvj4Tc2WxnDUD4DdUJxcG43wKePkiMNHKUXZpNMpm3Q6g+/4Hp7XX6N95QrcL65F+3y4X1yD+8U1qIoKKi6ZTtXsyyg740wwLAmaO/EaPEDmTp4YGu1xE/K4CR06iHKWx5w992/Zic1idLkG/7TxI84YXRf7jQ2lsBoKpy2c1hXV9IHuIxOg+PrbQpkY6O15LZKIipKz8bUGf9CMRerHYzEUViPs7Kn52jf5ZNkyFApDZXZ/dBcRVkp2W65I9xyVWp9WzHQ3fov/HaL9diH8Ltm8fnqrp5OP/iDdKlofAecopSoj7zty2qp+Jn7WrKeZ20DIJBAy6eBIDr1SYDUMrIbCZjGwGQZWi8JmhJ0/lhxH/cTTXX6uNUkoeibGhlKKyroa3j7jEt6KKIxvnn4tgaBJZU11WtspVbG0IjHi8o7MwhQFJWPsxxsjzoi+iXfLJqqOHc/p//Z9lFIc85Mf8lG5ncbXG6h02MJGC2FxznKbhX1tHgylMPNYklWp1BW6klUwLGSUUqjycozycmAwOhjEdHVgut1ot5tkqkKDHBYuHVHBpSPCOevxDp/6Ri87Iw6f+qZwxA/bwaqgkhD2gI9RDsVNE4dzzjGDKD//QsrPvxDT7cb14lo6nnsWz4bX0C4XHU89ScdTT2I56igqZ8xGlTkonzE75syJavJYKsp76dzpyhFnzyFcDZ9QU1OF3+JEGxEnj9Xg6JWP0bT/tdhvHzJNDv0+sfKbzWJQZrXgtFlQFRVFXdWpM4UwMRC1rVwzrmRB3RQaFj/LmLop3DqjveCrmfVEqdv4nQmZmpAZwhsIO86DIU2039nyi/9i1O3fwWE1KLNZsUds+M42XXzaRXzp44UUX/p8odPTuKYY+7RipKfxW2cK5XdJdv1ES7dHr590x2yFVDigJ9LV4HEAnwHGEucU0lr/PGctS4NsafB8/dGNNLp8sdkyAG8gxOAKBzefMa7PmgyGUrHwULvFyFnkTzzJHA4f/+lPfTY2Vm/bzzcf20i7L0TQNLEa4VDy3396atoPtXhvapRiTtMpFiMu3wxEDR4zGAzrkPj94UpDfj+m349jxAisFf3zQOiNJkPkewVn7GfS53d3vUXzxONTRq/620tdHtxuf5BhVU6evOUiQqYOO/hNM+Lo1wRMk5CpCZom/eH/KXVHsjZNTHc4lUu7XKQrId0ccfhEnT4ftXfV8FFac2yllQtGVHHG4DJOqTuS0hVqaqLjhdV0rFyB7+23Er5nO2YMlXMuo3LWHGyjj0Zrsubc6cxPn3ubFrcfu81K0GbHX1ZOm7Iy4/WnmbV9Q5fore7EwS0KnHYrZVYLZVYLdotKmX5d6BSKzbB6237ufGoL9ogjLVpJM5m+Yb6ed73p70vNxtda81Fj94+taFTkvoeW88rJ5/PU1Cu5cuNTnPfueuqOOxbHmVMZfOu3w851Bc1/+B326mpGfuUrWA2DG5a9wqEOb8rnhZB9Sv35Vwx07ovbvAFeOfkCnjrrCsYMqixoCYno9RIds0W1gTIZs2VLT0drjenxEPJ6UYaBrba218fVVw2eJ4BWYDPg62HdomNvq4eassRTUWY12NnYkXZkT3eYWsdp/BzBUAp7nMaP3WJEQsrpcyeWbP1MI2eSdaZHdhD3L0MKYTYuW5RqRFIuKOVZGDMQiDlxTL8/5sjRZtfw8EJFKfUp4C2tdUNk0R3AZ5RSDcDtWuud+Wtd5mSS2qGU6rHKjsVQWAwLR4qDJxIImfgjEZ5BU4dniXX41dThfyGzEGpeZUZ/GtXKMLBUVmGprApX4+poD1fjSpLGFU+dw8IlIyq4JBLh84OVb7PHq/FY7bRixY0FrRQfukJ8+GELf/sQbAacVONg8mAnkwc7OfXT11Jz7WcJ7NlNx8pn6Vi5gkDDLgIfN9C89I80L/0jjpNPCYszT5+JdfDgPh9vZ2fR1SeN5s8bP4JAEIc2Md1uqk3NqV/4PBXrh9D2yL/SrvwW0iRU7FKKiIaPJSHNvNAppPSMJeu3YbdaEvUXIss7G/eFklqWJiVt4ydDKcUuL6w99ixeO3cuNTYLq86dS7snwAzXPmoeeyQWKXnw3iMO1UaXD6UUOxo7qCmz4g+ZGCpsz/dH6eNiJFvPkGLRFypFor9Z/PitzRtgd6ub1ed9ijq7teCj2KIT8H0Zs2WipxOdFPSHTAKBABa/H6cZCDt2fD6is4LW6mpsXb6dheNNM4LnHa31KTnYf5/IdQTPYZefoyrsSSN7/nhNbgrKtNx/H7hcjLjtdsqsFmwWxf7fLsFRU93naJBMZsFSRaX8z1v7ePHMmX2atSiU2bhsUWrHk2uKeRZGax124ni94deoQydDR07ZqFEFF8GjlHoLOEdr7VZKXQksAuYBk4HrtNazc9zUHulNn59J5Y1sVNnpqS3RyJ+gqQnGIoLCUUDdOYBa7r+PUEdHbFAfnYGOT9PJNvnYZzJ0KITpdqFdbky3q4tIc2e+/sgmqhyWmPckgKJNWzgcMqgbVMOHbf4u37EqmBjR8Dl9kJNTau1YdmwPizOvWkno0KEjK1ssOKeeFXb2XDQNoxf3ctvjjxJyuWPpX1FB5z0++OfoSRxs9zG0ysHVE0dzxui6WDUvpQwwDI5ZsRpLpPx6b1EqsZhEtIpoPvvjZPfg8WufLIgo2UmLVlDntHV5fjV7Arx5R/IiFv1d+aeXETwlZeOnE8EDEdu/w0tZnD3r9QcZXOHgPw68HnOmQleHaqpxw5CKMu6fdw42w0hbFL2UkQj34if+NwTY8etfs/OeezjkCdBeXs22sy5lc0S2oxii2LI5ZguZOjaxFwiZ+INB/B4ffq8P0+9D+wOYfh8E/NSU2alxdq1XYq2upmx47+3MvkbwvKKUOlVr/XavW1DA3HzGOO5euxUIR+54g+EfymYoyjrNcJVZDfa2enLSDq01oY4O2h99mJDWCaHY1ddcC80dlFmtOKxGpDpAZg+OdCNnuvNwdoycjLPTOclk1qKQZuOyRSlFJPUHxTQLYwaDsTDKzl73EkRrrd2Rv68B/qK13gxsVkrdmsd29ZpMNZ9yLYSnlMJuVdhJ3m8nOIBCJoFI+pc/aKJdHbEBR+c0nVw4SeOfR/21z1QoiwVLVTVUVaO1Rnu94apcrg4Idk3HGlrloMXtxxEZfNnQVAZ9jC638/MLR9HqD/FmRK+nvtHLh21+ghreavbxVrOPv9OKRcHE2momz/oCp3/2K0z4+D2Cq57FteZ5zI4OPK+9iue1VznscFB+4cXhSlznnIuy9TwXpzWEXO4EweaogPOomXP495mnJkT2xFfz0tqEkMnhhf9F7U03Y0T0jIzyCpQ1XZPuyHY7RxcrdUTPxxGpHtpfTp+UuiZXzGX68cNibYg+c/v72ZGp/kIRac6VtI2fiqTR+zYLe9u8DPrGtxIcPJ2j5VKNG246Y2wsai6K1VCxSrx2q5EXfc58IBHuxU/8b6i1RgE777kHgJfOvZJym4UTN64BYPP0a4siii3TMVvUieOPOXFC+H0+gl4/oYgTRwf86EAAQsGk28gH6VoDFwBfVErtJBy+qQgPBk7LWcv6kfPGHsVd0yZ20dq5f8vOrh76oMnImr7NmqUiXjiz/dGHE0Kx677xrbDhHwrQHhdAa4kTdrZZFJao2HPkNb6se7rGRnehxbvrpuDp8FJuPzJAyURgqhTTdIrIiBNSoLVO0MkJRaJzdLBwOut+QEV0d9zAdODeuM/K8tOk3lOMzuTuHEBH//iHfOS0s3f5Q+x94hE0MPxzn2Pot24jqCFomgRDOmti0N09j/JZtUupSJlxpzNcft3rRbtdmC4X2h9+OF49cTR/3vARBEI4rAa+YDhi6uqJowGosVu4aHgFFw0PP7faAhGHT2P43/Y2PyENbzf7eLvZx/2ARQ3hxGlf4cxPzeesHfUMfe0F/K+8jPb5cK1+Dtfq5zCqa6iYPoPK2ZdRdtokVArNm3jBZteqZ2OOnmi1rmTOnVTVvGrm3Yh2dRAClKMMypxYnE6U05ly/92RWH0oEGtvvI5g/N/ZvA4yKUGbj+uvpzTOeIqs/ylpGz8VI2ucyW386jKa/vC7hHWb/vC7hH4v1bghmXxD0NQE/UHcnZZbDBXT8og6U0sp2qfI0hSFJHT+Df2RSNaxt9/O7kFTOdDuAUPhdzhBKTz+YEEKDsfTecymge2/+jWjbrs9bEtFIqv9IZNA0CTkdqO9nrhonADp6gPmk3RTtMYkWx6n1ZAXspWilYr46lrxHvpMNXgyRWtNw8xpsfdjVq3tdUdotxo4I3n3+357Dwf+8VDagn/JQouf334gawJTfU3TSZVOkenyvuzz2+cdz/inlmVFSDHX6SHFSLbPiQ6Fwo6cuH/a78cMdI0CyCUFmqL1JeDfgDbgoNZ6TmT5ZOBXWuvpuW1pz2Ta56cKD9/uNrl39NlFd6+lk+4RjJtpikYApZMC1t0+s/U8yjU6GIzp9mzesZ/Ht+7ukuqUDm2BEG81+cJVupq8bG/109lasCg4zR5g1o5NTNi8FvtbWxKi+6zDh1M5aw6Vs+ZgP+745O2NpF1FGXXfA9Tvae7S7uM2rUmazuXf9gH2CSd0WW6pKKf66mtQdke4DHtZGaqsLGWEzyu7DicdqKZaHiWZ4ydaUdRqqIyvk96kQPU3mTyT8tH/9DJFq6Rs/HRTtJLa+MEQP93zKoPWrkgqav7BZddzf/2upPdET/dLOkSjfcqsRsk4feKfW23eAP9zxxIaWtxF9ewd6MT/hlprLty06ch40FA47daE8eCWPU3c++qHdPiCVDqs3Hrucdx1ycS8td0fLYwRCvHJbxZz+F//pOaa66j9xrc4fO9vY/d33de/CV4v2uvB9HjQXi/pOnO27O767I63Ofo7RatbB49SalB3G9VaN/W6RVkg1w4eyE6HnYkzI6px0F3ub2+J6ikM/ea3sVosWA049PvfYq+qYtRXvxqL+rFaIqriv/41ex96KPb9kddfz/jvfpfntx/IuyMilZL5vNPHsPyNhrSXZ+KYSrXPX3a8w/HlRp+rk2XDcVZK9PWcmIFATC8nFNHM0aFQj9/rDwrRwRNZdxQwFHhT67DQiVJqBGDTWn+cw2amRW81eOL7zlUf7OOuZ94ounstG3njZiTU2BcM4Q2GHUE6KgCtdZfsw1w+j3KN6fNhtrdjdrT3OWy6PRDizSYfb0QcPtuSOHwGdzRx5UevM/WtddTs2p7wmf3Y46icfRmVs2ZjHT4CSIzMidJ61kX8fthkrJG0qGjk0VfOOpbJo+oSIntMU9O6/EE6Vq2gcuZlscie+PddfiLDgiorizh8nKiyMl5taEw6kXXFSSN5+r29fZrgssVF+1gNhaHCjh+LobAaXVNU5t63rttKdsVIf/c/Gfb3JWnjp+vggeQ2/sR1/5dUe2yXF/6/QZOS3hNAziaElSJ2v0Sj9cMyDf0nlN7bSdn451ZUlHfrmZfw5qzr8ESeQYX+7B3odGd7JBsPbtnTxMIX30cpsCgVsy3uvPhE7px2Us40OKNp7dEJLl8wFCt6EU+8tiBaY3q9NN37Wwy7naorPkVvonO27G7mzxs+wmqoLs/uqJOn0Bw8OwkfabKzr7XW43vdoizQHw6evpKJSGW8MZ1JOdRMSK+T1uz98hfwbNrIsFu/yejbF7D/d/ew73e/pe6cczjzX//Ku3GfyhA80OFjWKUj7eWZGI7dGZ9PfPHCPnVapWjY9pV0zokZDKIDAcxAIBaJE43MKWStnEJ18BQ6fenzoxTjvdZdukc2w92jJd9DkSpgn/xmMQf/+Q8GX/dZhn/7dvYs+Q2H//nPonHyRDHd7rCzx9XRo0BzOnQETN5qjqZ0efigk8NnxOE9nPfOS1y09WUGNe5P+G7Z6ZOpmHUZwaYmPC+/mJB2tf3hx3j3pKlsPW92TCDaFwhRW27n57NO7dKO1scewf3yywQbD6JQaDTWwUMpv+ACaj79mTSORPFva7dxMKAwKsoJWW2gVL8WmYimkluU4pVdh/n/Vr8Tc374gmHnx6+SlCEvVnLd/2To4ClJGz8TB0932+hs033jsU1JhZUHVzgAUn6Wq6IsEK7e5bCG75eobla2tX16K5Tc+bm1oG4K4558kFPrX+T9qZewefq1uAOhgn72DnR6Y3uM/c8ncQeCWONShIOmycz65/n5heMzvo5MU4fTHE0zVpk02MlWCZo9p6fryDhBB/yYXl84pTvgjxwnXSdEMuCnz72doPsHXZ/dBSWyrLUe1+s9ChmLVCqlsFRWJhjPUQ0ES2VlVozpdARutQ6Xdtda4w2aNHv8dPiChExNhz9IQ7MrVm0jWoHD1s8hpA3NLuqciWKWTpuFDl+QsXXlyZfXJmonOa1GRmJgqfbZ0Ozqs3Bwd9seqMSfExUKYQ34qQv4aWo8hLuhIdxZF1EZcqEwKMZ7rb+0y6Kl4KNUDKrl6BtviO3zqB9+nx0OG6qigiHVzrjS8L1PAesPokLEWg9Fu1yEOtrRLhe9zaOvtBmcN7Sc84aGnzWuiMNnS6OXN5q8fKBG8ci063nk4s9x7N7tnPf2S5y99RVqXK1436jH+0Y9GAa2MWOxDh2K9nmoveEm3n7rY4yysgRL02E1ONjetXK11mC6PQQPH8RsbsIYNAizqYlgZHl6BqumqbGVOocF/B1opQjaHJTZ7OxzByirdiSsnYsiE0FTQ+S6mTyqju9dfFJCRMUXzhjHhKFVHGj3RmwOIyeD2P6ikPofsfFTk8ymSyrKHHdPdPdZrjC1xhMI4QkkCqVb1BFNzmjkjyWSOhmNBkrnHuqLUHLn51bD4mdpm3UdNqsR02wp9Gdvf1Go1WV7Y3t0+ILYLInLLYByu1JeR6GQSTBSZCKcVm7ii0TiZGpX6FAI7fOhfd6YrmZPujl9PdUH233hyp1xpHp29xeZlVwQMqI3IpW1N9+ScGNHt9GfN7pSilF/uZ/Ge39Lx2OP0PHYI+G2fe1WBt/67ZhgnCuu0qyhIiGj1iPVvaJiz0YODLFU1SwqHVYOu3y0eoP4QyZ2i0FNmZXZbz7PUQR4a/ZniYoVTHruXzhqqoH0cvszraCRjeMpdLGybBOvkXOCxU/ToUYqlcaIOHI8gSDjKsowffnrNIXipljvtTHz53d5NuRaqDLTfZqmTij7Hg2PDsTNtOUTpRSqshKjsjLc10T0erTP26ftVtgMzh1azrlRh0/Q5K2msLNnS92pLBs9gQdnfZGTd77NeW+v48wPNuD0ewns3MGhn/yQA2VOnBdPI3DMRN4bcRzxc3y+oMnQKkeXfSoVFlj2btmMZ9dOQq2tANiPP5GaeTembbDGVxxTWmPzhyuUjfIEKN/vwuIsI2hzELA76MCasyITUc4be1SXlJao6HOqAhN2y5HBazQtrFAp1v6n1ElnQJ1SlDlyT/RnUZbu0BqCWhM0Q3RnKUVTv8L3kYrpaMU7UPsqlBz/DIle+9GS2iDXPhR+KflM7YBKhzUcwRP3eQh46aKr+bHtZD5ZtoyPH1yGRlNzzXWoL85nZy+cfFrrsCMn4Ef7/Gh/xJmTpUpWPWnqxNO5ciekfnb3F+LgyTFRB0135RaTfae79/2BUorBt3475twBGHzrt1Mb9lp3Kbd6ZFuJ+cNRnR9bZCbBZslcjDFVNYvZE4bx6Dt7YjMYvlCIA+1BTquxUPvCcwC8Oes6Jj33LyZuXsOYG29M21OeSQWNTMnltguR+FQqHS94HKeR85UTj+LutQfxRUr2eiP5tJ8/Y2z+Gj4ASKHL0K617l8l6hxRzPdaPp4NmezTMBQOw4IjhWUR7wDyBkORcx/KSzalsliw1NRiqakNp3l2tBNqa0tadj1TKqxHHD5tjz9Ku8vHJzOvov74Qaw/82zuP9jCadu3cN7bL3HaR/VYvR58K1cwixWcU1HD1pOm8vGpZ7N36DEENbHqX/FoDa3LHyTYeBBLdc2RCJ7Gg7QufzC5Bk8SUlUc+9TEkaz96CDK7cFp9WG0mhim5gsnnEKopRmjojKtkvC5IuwwDOEluc0R1SiJCj4bEXujtwLQ2aKY+59SJrhnNzoYRNntKKsNZbehbPbw+8h1nqo0+s1nhAOhuvusENGasBh/qGsktKFULMrHaiiq5t9K8MFlKBXO5xv57dsJmRqL0fNzKPp57NoHufYjFEsp+e7sgGDIRBPN/ICvTB3Pb17+gIAOJWjwXD9lDJazLiUYp+VT/bVvks68T8yZ4/Wgvb5INSt/z1/sJfGaOlUOCy1uP3/e8BFf4dikTp6eKnfmA3Hw5Jiork48ncstFiLZbPeRhwhJjTEgzuljxJWNTF2CdcaE4SxkchdxryXrtzG0wk6bLzxwcFgsVJdbWH/xZ7h1xCDsDz3ExM1rsFssjLjxRmb/8mdpH0+qfWZDGyCX284X0bLjZjCIjvzLRB/nvHFDuIuJ/O+WXexpczOqupzPnzGW88YN6YfWD2i2AEcDzYRtuVpgv1LqAPBVrfXmPLatz5TivVYsxDuAKiNeIK01vmBYENEXMmOO3P50+iibDUvdICx1g7Kq16M1hFxu9KpnOYEQZ0e0dhpfeJ6PZ13Dtrm/5N5PDlLz6lrOfudlTvz4PapdrZyzaTXnbFrNwUHD2T11Gr4xlbQNrabafmR2UCkwyp1YBw8lqMMGtzFoENbBQzHKnWlH8Jwxuo6vcGzSmcrjBld1XX5UGaHGw4QaD4PNjlFRiVFREU4tKxASS70nJ5y6Ep5gio9iyHUEkPQ/BUwoiPYEkyRyKJTdzllldr4/eSTL3t3LJy4/wwdVJRReSbdsejFgao0Z0gRCR8YD8RGYb/3X3bHxgFLEUsCiUXVWi4rZ89Eofrn2u1LopeTjdfmCkSjckA4vi4oZd35WXz95DO3+AMvqP8btD1Jut3LD5GP4ylnHpjWujKVYxUfm+Hz0Z2nyx7fuDgsmRyJyHDYLBEI8vnV3UgdPd8/RfCFVtHJIf4gm54JCaXdUPC4qHOewGj3OvHVXZvWNBXN6LDEsZEYspSoQOCJ2HAxier2ij9MNhSyyrJT6E/Cw1npl5P0s4DPAfcA9Wuuzc9PSnsmGyLJQ+ESdPlFBxVC0+leo/5w/Wmt0vLOnl8ZlsmpZUWHl6OPHEzR5u9nH+9t2EXrhOY7duJbRBxOL1u0cMZ5tUy6BaTOYeOwoJtWVoR9eTsdzK6icFVdFK/K+Zt6NCenRfRWR7BGrLezscYarcymLpefv9DPp6lzED1gtcZE/4aigwi5bLVW0eieyHNj9SS9SNcOOH2V3oBx2lKMs/L4Ar/3eko3xQHzqZNSxalFHKuoZSmGo/GQrFArxZcih/8YnWocdN9FIrkD0b9MkGOpZuDiT/SS7jtoe/ieVV86l9vNfhIA/7Mgx81/t9uuPbApr6sT/BlrT7gvxx8/0rmZJQYksA5vpRmEfyKvCfqHTH6LJuaBQ2p1MPA6IGV2WiO7PkQcGHF1bzsF2DxWOI6HjnkCIMbXl7Fi0KGE7OxYtKggPebZJZsQCaRm2qbYXc97EpVYVUtlxIauco7X+avSN1vo5pdSvtNZfU0rlL6FYGDAopRK0LOLRWuPyh3AHgrj8wZzp+iilUBUVGBUVYUd2e1tYr8efmf6XUlB7w00JDp7O6VNOq8FZQ5ycNeQkOP8kPMFv8/4bW2le8QyD1j9Pdcthxu3bwbj/24H51H1sHXsK/3XKBRw8YRITrhrHOeeezumBELU33ASAf9sHCWlaUSeTpaKc6quvycr56UIwgNnajNnaHH5vs2OUOVHlzvCrNb8B45lVNAV/yCRFwHEsBTya9mVRKkHANqxlEp6MWr1tfyFHLIiN3yd0RPfDB/H+JIsV5XAccfxEU72K0NbMxnggXPGoqy3fdV8kOFMtKuz8UYouNn/0Hu68/0IVK05GtG1RzZ14sjE+0To+4ubIZEkgTh8vaPbPhIlSCsPppOKKT1F93fUE9+ymcvZlBA8fRmkT3daS+0ZkQCFq6mSKVNHKMbkWTX5l1+GchIQWgthzKkKmpvFvf01qrH3eC//foEkETE2ZNVxmNRgy+cp7q/nkhWcY/rnrGX/HHXxyz28Scl4L4biyQTKxts2f/SwAZ/7zn90KuCXVxYlE5AgDin1Kqe8DD0Xefw44oJSyABKWJeQVpRSVDmssxcsTCOH2h509/iRaElnZp8WCpbYOS21dOO20vR2zoz0tMceocyWelmUPdKuR47QaTJ5yCkw5BW1+j7b6evb+39MYL72AzdXOKTvf4pSdb+F/xsYbE87k0Z2f8LPjzmBMXTmTJs3hBNtgxq9+DCAW2eNa9SwVM+fkPpInSsCPGfBDe2vYT2KzY5RXYJSXo5zOfn3mZlrRtOfthUVsMTX+brrE1z9u5L/WvIvdYqHaYWVfm5vvPbWlYMq+i42fI0JBtDuIdscLx8ZF+9htEeePI++Oz3Tor/FAvJxDZ2dQZwetApr/8DssVZUMueXLGErR+Le/YHZ0MOLbt2MYBmjN/t/eg626mqO/+tUE51B/oCPaM0AsmjLq8B36zMMMM0Jc/O8/4tinw6lZjhEjGHrllYQ6OlKOT8zODhutCUWLGESWR8uKZyv6pjdo00R7vWi/LxzR7/VScdHFaE3MmaPoOtlRKBSipk6mpN2zKKXqgOOBWKK11npdLhpVauRKGPOVXYe5e+1WbJFKUY0uH3ev3cpd0yZmxclTCGLPyejOWBt7zbXcdfFJ3F+/K8HpNXLdR4Su+gyWW77Gxy1u+MJXKff4cdscNLr92KJRQJFZAkMRmzkolOPuiaRibb/+NS2vvQbAR7/+Ncd+97t89KtfsXf5coZ/+tN49++POXMkpaqwSGYc9BM3AD8DHo+8Xx9ZZgE+258NKRSKaVYwnkzanWrdQjr2ZG1x2iw4bRYGVzjwB81YZI83mBvxZsPhwHA44KijMF2ublO44tOzomlZ8ela6aRRKcOg5swzqT7jTAj+EPdrr9L27DO4X3oRu9/PWe+9xlnvvYarrIINJ53Dq6dcyGNjJqKv+iFHtx5g4pLlTDz4CWfO+hS18z6XP2M64Mds9YcjfJQR0+5R5eUoI7cpT/FRB+lWNM0G923aEY7osRoEtcZqMQiamv9e+x4nDK3GbjFilYtsltxVHU0HsfFzTVy0TwIKbDaUzYayWMFiQVkt4b+t1nC6l9Wa9+dNPscDyWz+xjgHrccfdrS7W9pof/RhvEGzixPXaHXH2hyN+o/a+YZSaML2lo7bp+aIXKRGo4g6uIise+QLOu47ZpztFs+ruw7z32u3YjcU44Nejtm0hsfu9DJz0nEMGTKMtk92YznUxOBbv0W5x0+bxc4nrW7Q4W2GUmw3X2itIRLZrwN+tD+ADga6rWTV5flWoGZUIWrqZEq3GjyxlZT6CnA7MBp4AzgHeFVrfWlOW9cDha7Bk2u+/ujGrmUZAyEGVzj44zVTu/lm8ROfzxmlJ2OttwOVaDi2Ja4ChzWFiFy+iUbn7F2+PNz5as3wT38aMxTiwKOPxpYNvfJKjr7llrwbDfkiWdpaqnXiu8jog9uMfRYxAqKfRb4QNRSi64aXgxk2CbAOH4Eqr4gZCPFGQdTQiGK3GhxT23u9nkw1eAqZfGjwFHoJ01Rk0u5U67bV11M9eXJBHHumv0NUx8cbDOXU4QPh2UqzvQ2zra3LAK7t8UcJudxd0qX82z7APuGELsv3+OCfoyclGJXHbVrTZRvNf/srwd0fEzp8CM/GDRDnoG+qGsSrp1zAK6dcyMfDxsas6LGVNiYPKmPy4DImD3YyyFEIWiEKVV6OUV6OUV6R08pcWmsaZk6LvR+zam1On4Fz71tHTZm1i45DqzfIk7dclPQ7hlKMqnHisPbut+lNf19qNn7/afD0I8qIVPSyH0n7stnCzqEBYMelY/P3ZlzQnySM2bTm7Bce4aRNa7AaBsfUllP9mesSshIKoc3aNNF+PzrgjzhzguhQMKvlyAcKhabBE+V2YCrwmtb6EqXUicB/9ro1eaQYZinTZW+rJ2w8xFFmNdjb6slTi/qP6Ixcf5Sfj4ZjB80QqdQXomVYDaUS8vEtSmFqCGmdMIAH4vKJj0QORfWF0muXDqvNR/RxTJ8PHQwy4tpr+eS++2LrjYikaO1/+Mi5KkbnTjSiJSoKd2RGQxMyw+c46kSJd6powiGrZty5D2/viN2tUAmf5RprIIQRLEz9IqXUBOB7wFjinhH5NvbzQbGUMO1MJu1Ote6eZcsoGzmyII69N79DVMenzGah1mknZOpYGle0+key8sC9QRlGrOS66fEQammOpWdUX31NYl+jwpE7rcsfjEXyRCN7Dj39FBuOOY2WQScdKc36+od888BhajasS1jX/eILVMycw5Af/z9CTY24Vj9Hx8oV+La+y6D2Jq549UmuePVJDtcOZd2kabx86sXsYhi7OgI89nE7cMThc/rgMiYPKmNwWT7SRTTa7SLkdhHiUFis2Rl2+GQzuicfFU1H1ji7TsIFTUbWOFN+J9Xsf44pGRu/ZNEm2ucNO6E6+64s1nAEkNUWjvaJjwCK/Ct20rH5lVLUff2bCevUff2bGaZf5m6MmDBmU/9/e+8d70Z15v+/z4y6bvV17zZgwIQYG5vQQzEGgoNJBUNIQgrZJd+FBTZssru/zSbfbQlfcCAJSZxCCmBIQiiBYBuDjenYxpSEYsAF3NvtV2005/fHjHQlXele6V6VkXTer5d9NaPRzBnN6MxznvM8n0fw4jmf4rhN64jFzbS0t0qNR2U0ihkJW5WrYpZUA0as5MdVlIZ8f/VhKWVYCIEQwiulfEsIcXRJW1YCEjOAK0/+OF2RGD6XjnhyNZ5tW2idOYPJV36ORq+HgFuj/ac/ziq+5ySGYzzUCk4rP2+YVj7+SJGmiYgb6KaJjkRHIgBdSoSUCGmCYbD37t9hdHbSdsXn7XxkyYHf/QYRCGD29SWFR4WArT//hbXvFKtx289/ycQvfhHNdiwJOx0t4UBJfIeDRSYV8tCJJwTdpEk8LoknomASDhhSQ2KzR7UUk8xZdVPK0ouQVg9/AH4K/IKcMqP1gRCFlzB1wmRBIe3Ote2kyy9nxvXXs23ZsoqXbx3OdchE1wRNvoHRIYZdOSRRCjZRDjaxXKiuj+b3o/n9yGiUuK3VIzKMZE0TSUHk3sdXJh09m4+axytzz00vzQrcd8QpXN8cSNs2tRKXq62N5kuX0nzpUqLvf8DBW75HePMmiEYZ3bGfTz71ez751O9pnzidzadcwEMzTuKwv4ntPbE0h8+0oNuO7vFxwigfoyvh8DFimN2dmN2dgLAqcnl9CJ8XzeNFeAbOgA7FYJWAYOjJoeHy+Xkz+P66NwBr8i1sWE7Fz89znPRNTdj4dUvcjqpgkMld3Xb0uFwI3XIC4XIhNL3fEeTg6l/52Pztv/kVPatXJdOpJJJdVy6lYdH5tH7hS0MeI5cQe+T11/Ae/+G8BNoHI23MZkfwmFLitqvyHf7Jj9CCQcze3hEfKxsDonGMONKMQzxuOXMcUL1KUTzyfXrvFEK0YGkyPC6EaAd2lKpRpSB1BvB/O6fSQ2JWaBJMm2QNY379DAAaEn90Kk2GTvOK52nwumn0umi0/zb53DR4+pcbva7kNk1eN16XVhbjt4qMh6JSKWOtWEjDsP4lclaToY8xkEMPJqSErgOH6X18JX3ReFp5XNfosRiH9tNwnl029+7fsft3vwUJTZdeTssVV9Jxz13sffQRuqNGQQJnifzjbM4WgeUg0mzxu0RNDinBcJi2j5QQ7+0bMHtedhFS52JIKX9S6UYUi5FWsUk4FxJOBcgtzO6kdK5C2j3Ytvnuo9SUqi0uXcPKhsk+uImbkr6YQV80TtiI5x31IzweXG1t0NaGGQ5jdnZawsz0O9+3nXkRxh8fwIibuHSNlbPPZLQrPWLF69LY3xMZshJXAs/UKTScfQ6+BR8hMO9EelevpGfNKuIHD9K6ezvn3P9TztF/TmzeSbx34lk8MfNENvcKIqZkR2+MHb0xHrQdPlOCbubZzp65bT7GlN3hI5HhEDIcgs6EtzmLWK3HM2hqlxClrwyaq+DFTWfNLkkhjCJT9Ta+YghsJxCRbGphCUSKs8eVjAZKOIXQNMsJpGkl181KJR+bX0pJz+pV9D29jsAZZzHpdyvYdeVS+p5eB0DzlV+0hJcHOUY2bc+u+/+Aa/wEuv70h7T1wxFoT47ZpOSjTz/IsRvX8soJZ3LKv/8rjY/dS9ef/oBr3ASMvXtGdCwppeXIiUb6o3EiEZVSVWfk9bSWUn7CfvkfQoi1QDOwcpCPOI6EcSglTN/2AV1uH71uP33+BkKk/+hNBL0eP73AngPdBR/LpYk0h5D11207gjLXD3QQJby5Q1FFxkNRSRprn/hUurEmZUXLz0vTtDzhcdsjHjfAMCwvuWE7cAyDwR6v+SAEWWd/GxZdiBbwY/aFksZ/yxVXEv3b60is16mf1YOBghwZg0XRJHRjKqnany+5vr/UGfE6589CiGuAB6A/K1FKebhyTRoea7bs5RuPbsaja7T63ezrDvGNRzdzM3PzdvLkW8LUaelchZRezbVtIoInn32UmlKVkh0KXRPJZzhYVUwicZNQzKAnauSl5af5fGg+H3L0aMzODuKdnby84yCv/PgnHGuaaJogbprMe+lxXvvIIlqC/aVYI4bJ2AZvQZW4UtPCfLNnM+ofriO0aRM9qx+jd+0TyN5e3Bue55gNz3Osz4f/zLM4dOq5bJr2YTZ1xfhre4RwXPJBb4wPemM8lHT4uJg7ys8JbT7mVcThAznFaoVmVSXyWRFUmZW6SlkJaKiCF063yWrBxlcUAwmGLZSbz+ZCs5w9dnqY8FiaQJrHW1RtoKEctACaptGw6HwAYnt38/6is5FSEjjjLBoWnT+ocydxjGxC7E2f+gytf/d12n/64xELtKeO2To1L++dfC6n3HQTp84Yg7SPnYjgGepYUkprnJExWSyjUYhF826TonbJV2R5arb1Usr3i96iAhiOAJuUkmcWLCASM5ASpv7lcUwhWPfufrqu+RLdLi8xf5DYt/4vE5oD9EQNusMxuiIxeqIGPRGDrnCMnohBt/1epMilWb0uzTIoPZZDqMnntv4mnUTWe4n1iW0b7ciifDVcqpmO396J0d1N2zX/kJwpP3THD3E1NhY1rS7Zicashx6GgYzbjhwzbi9bDp2ROm4KbxvsuupzyeVJd96VTLPK0HQEBq6rd0dGru+vHLjGT0QL5iecXG6RZSHEtiyrpZRy5rAbYe1XBzYCu6SUi4UQM7BKsbcBm4ArpZSDWiaF9vkX37mefd0hAp7+gWhf1GBcoz+nyGkqqaLliXSgzOVMoyvxfoJypDRlOo9M00ymVg3V7lznmNDgiezZk9e5l5JEG3fdcw+TLr88rY2J5WxOq3KkysXiZjKyJxo3CcXiyRTZXJimyZ1XX88RLz7J1g+dxKsnn8+cF1Yx47UXePmoE3nnjI/1l2aNm3x932aaX1o/oBLXcJzSZjhM33PP0LNqJX3PPQOx/vQxraWFhnPPw7foArZPOZpNhyO8cijM6+1hQvGB5zQ54EoKNs8d5WOs30FaH0JD+P1owaAl3lxCHZJiF7yY3BxI21chDFNkuWZsfKhRkeWqQ1gOV48X4fP2l4UfQR+crU/v/N2v09Kq4vE42+YdB5qOq200U1evzercyRVxl0uIvRQC7dnOh3gcMxLh/cWLSFTrmPz7BxDQP+YwDJVOVYU4VWT5UazRq8AqoTgDeBs4btgtqgCpM4DSMJCmycHv/w/bzvwY7/3opxx7aA9j7B/yGz/4XyZcew3zpo4G4UFoPtA0EAIhrL9WTopGDOg2JN3ROD2xuOUUisbpjsXpiZqWIygapycat18bdEfsf1FjgDEYMUwiRoSDvbkkfQcn6NZp8Lpp8rlo8KRHCTUl/vpcNHrcGRFFLgIeF5rDR/6JUMqeB+5Pet0P/+RH9Dxw/6BhjNI0wTQth0zitbScNZgm0pT2+0Z/J+rQkMZExZVUcs3oZrucDr/EJaeQ7y+ffdWS80xKWaocz+uAN4Eme/l7wDIp5b1CiJ8CXwaKmhq2o72XVn966obfrbOjvTevzwshcDU2pjk0ElowrsbGAf1MJVKasqWFbVu2jK7Nm/NqtxCCrs2b8U6YwIzrr0cIwYzrr+fQunVE9+/P+9xLSaKNvokTB7Sxa/PmAW0pZ6qc2y5znUpf1Iru6c3yfAdrtnmvHiR08iI2nX4R/lAvr55szT4j3bQEPGlVtKZs/IB4ijNnuFGYYEUTNZyzkIZzFhLv6qJ37RP0rF5J+OVNmB0ddN3/B7ru/wNNEyby8UUXsPSCC9EWzOCtzgibD4XZfDjMa4cth8/OPoOdfT38+QNrMD0p4fAZ5eOENj/jK+nwkWaKeDPWADMQtKp1+YurU1gDBS9qwsZXOAnZLwqdTISw0itJRPy49OQ4Kjm2Sry2/6LZUUKWPtSAo6SmVbX+3dfZ/fnLibe3o7e2IpG0//THA6JfckbcffRYjn7s3rT9H/7Jj6wInkz9nzt+yCh7gjnr2Q8ywSBTJ42j6dE30taDlEb/2OPwz+5Q0eWKgsk3Rev41GUhxDzgmpK0qERkzlKa513I/l/8gp7Vj2He9wdO7Ovl9ZMXJmfS5r+whoP/th35y59ZURGp+8rYtw602P8A8Nj/ANBSF7K2Kyw1eqSgJw49cUF3XNJrSrpjpu00MumJxOiKGEnnUVfUoDcapztiDGhPbyxObyzOvsImMKzWCmjwuFJ0h/pTzBrSlq2/TSXSH0p4si3Hix0hlej0paT1y1cjDYOuP/6erj/cB0DDRR+n6bNLiR84kB5dY5o15e1OOCdSZ3ATy5Bbm6EYvLyznQff2Jk2+Jg3ubU0BysRw/3+sp37kRvX8sHug9x3xCns74kwtsHLpe89z5SJo7OKNSf28Y62jTFjWh2VUimEOEdK+aQQIqvKtJTyTyPY92TgIuC/gBuE1UmcA1xub/Ib4D8osoNnWmtwQARPKBZnWmv+EVHTrr56QGrHYALL5UwjGiotLOEMGazdUkqa5s5l1z33sG3ZMmbecAPbli0jvHt3Umg5n3MvJYk27l6xIq2NkT17aDvrrLyqgiWf/aaZNqNbisiegMeVvOf6bEdPT4az54PzP8ErPWF8HhfdXj9a3OCpMz7BeD3O/104O32HkwdW4ipGP683NdG05BM0LfkExv599Dy+ip5VK4lueRtjz246fvMrOn7zKzyzjmbyogs4ZtH5XHnkeAxT8nZnhM2Hw7x8qN/hs6vPYFdfD4/YDp+JfldStHnuKB/jA6UrgT4UibQus+MwaDqaP4AIBtB8/hGXZq/2ghe1YOMrqgErvZJoZHjx7poOum6NA+w+vPGSTxLv6qTz3rs5/OPbMTo72HHEh/j1p65n0auPc9Ldd2GGw7R+5Wo0zXIo3f3CW5iRCAdjJlFT4nK5aHBr/PV736Ppb8/y3HGn8ej8i7ho46Oces/ddN57N/H2dlq/8jVav/p3tP/0xxz+6Y8Ivfg879/039z76g72dvYxodHHZcdP4ejnVhLv7aXlC19KRt603/kLNJ+fposvIVe0fyVte0XtMazpFSnly0KIjxS7MaUkcyb2vdffsmbBpOSD3//RcsEkfnPSmsaI5ChjXOiM/WDbCyHwC4kfyZgBEbmC/kuU3UlkSkmfIemJxek2TLpjJr0xk66Y/dpe1x0z6TFMemKmFVkUM+k2TPoMmbE/6IoYdEWGF7ni0gSNbp0Gj06jR7fEqD06DW572aXR6NFpdGs0unUa3TpBt0ajS9Cgg1tg6dTkITbc+LHFdP2h39vedMknkZ3tZU6UKj9CWDO3wYXnp8/oSjmsGd18eXlnO7946T1bY8ou4fvSe3yFI6rKyZP8/gqYEc967i++y6Vbd+F+5klmHHeY0CmLmPHUo3T+7UU4/0JmZ/zuX97Zzi9f2ELAiDA5GOPQIfj+ulBSp8EBfBR4Evh4lvckMGwHD/AD4Cag0V5uAzqklImOZicwaQT7z8q1p83iG49uhqiB360TisWJxk1Onz6ai+9cn7fwcrZInUwGS+eC0kTyFFpdajCB5cx95Ep9qqTAcmYbC6kKNnHpUlwNDUkHUblEsBPOnjGkR/YkBTdjcXwujT5TEAs08bWPHove5iHe0ZGmpZBPZOZIcI0dR8sVn6flis8T3baVnlUr6Vm9EmP3LqJb3ubwlrc5/OPb8c2dR8OiCzjmnIUcd0QLnzvCqiK5pSvKy4dCbD4U5rX2MH2GZHfIYPfOHh7daTl8JmQ4fCZUyuFjxjF7u6G32xJu1nQrncvrtSt2+QoSka21ghfVaOMn2NHey+k/XoMQlj2qa5r1Vwh0TeRcp8Wi6NK01iU+K0AXApdm/xUCPfk6/b3Etv2fHWI/wtL3cg34XMbnc2zr5EIiJcOMgxm3q63294FNn/os3Y8+TNSU9Lr9PLj4q4yTYV6afRrRrh5OOtRD84H9JEYVHdu2o0UMWoRAE8Ku1irpaO/mmXHH8MpR85nee4CXj5qPefAgp73/Gr54nHhHB8buXcS7uyFucri9m1/95XlcusYEl0Zkfxe/XL2Xr+97n+aX1mOGQlmKeMicffdwbFOFIhf5avDckLKoAfOANinl+aVqWD4MV4NHCMG7r71JNBRCSvj26teZse4Rjn1zQ3K7N49dwLazFvPd89MmNgaUV054XHOVVy50+1yUKnLCMGWaEyjNIRQz6THiKa/730v8ixahNHgqXk3Q4NZodGuWM8itpS33v9YRTz+J/vzTBGIhgrEwYz76UdrqxMPd9eCf+GDXAe478tT+yJF3n2PKpDElK/P976tfp6MvmizdCxCJxWkJePjuouMH+aQzGcpRK6VERiLIvj5uXb2ZUGc3QRnDHQnjjoYRoRBGTy/H7nyLsfvet8rYmyY9jS1Em1oZ55J0dXSihUP4YlFckRCulJS/Ry+7jhdOOn9InYZya/AUGyHEYuBjUsprhBBnAf8EfBF4QUp5pL3NFOAxKeWHsnz+auBqgKlTp564Y8eOgo6fWUXr9OmjWfHKDjy6lub0ufmi/IWXc1GpKloJbbkEp2/YUPAAoBj7KDWFtDFz29NeeilvXaJSI6WkLxbnL2/uZvmL77Grsy9rkQSzp4d4++GBgsJlQkpJ5PXX6Fm9kp41qzE7OvrfdLsJnHoaDedfSODU09F8vuRbhil5pytqp3SFePVwmF5joK0w3t+f0jWvrYIOn2y43Aiv13L6+PyW02eQ+yOXpsdwqIAGT83Y+O8e7GbB7atL1CLnkOZQynQ82Q6i/tcpjiJ7W2s5txMqq6NJS99P6udytyOxPrszK3U/2Rxo2ZxZqeOqrgfvp++Zp4lueZvOqEGvN0hfUyvvz5rDGyeeldVGvXLFC0TicXTR78SNS5MFrz/LaC3OG6ddQGLANvvZlbiDQS6a3krvmlXJ7YMLz2fZmBPoCGWxif0erj/4ajLypi9qsPmoeaw9/mz8Hh0QhGLxnGO5lz9o58E3U8Z7x05m3pTqmURVZMepGjyNKa8NrHzd+4fdmgoycDYSLjluMr/oWcgxb7yUNMo3zF/IV46bnLZtoeWVi1WOuZSREy5N0OzRafYMz5iIxqXt+IkPcAL1DIgcSn3f2j7T5ouYkkgkzqFIHilVDR+C89LHg/5H36HR701xDOlpjqLE64HLOgGXcLz+EFj31Qe7D9K5eiUzdrUPGTlSLPZ3R2j0pt8nXpfG/u7KDD4ykfE4MhzC7O3D7OtFhkKYfb2YfSFkXy9mKITZ24vZ14cM9WGGQshee31fL7KvD9P+l3jfEs+GTxXQDn+4Fw7sAmDUINt5ImFH6TRkGPkDkFLeOtj7g3AacLEQ4mNY+g5NwG1AixDCZUfxTAZ25TjucmA5WAZ/oQdfOGt8muPm4jvX49G1ZApNwOOCqMHtz24ZsYOnkHSuYlGMtLBKVagqhJFWBdu2bBkzrr8eyC/aqZQIIQh6XHxmzlQ+/eEphA3TSuWKpVfl0hoa0BoaKuboEULg+/AcfB+eQ9s/3kDopRfpWbWS3qfWIsNh+p5aR99T6xDBIMGzzqFh0QX45y/Apesc2+Ll2BYvlx/RTFz2O3xePtTv8NkbMnhsZw+P2RE+4/w6c0f5k1E+E/2uyt1/djWheG8i1130V+ny+awqXXr/87AaqmUNQs3Y+OMb/dy99GR2doaImxLDlMSl2f86+de037OWYx2dGIaBISVxE2u9lMQl1mekvc5+L26/Z5gSU4Ih7W1Me31iG5P+/aR9fmTnmdifRW3Hrac6kXQh0PQPoXtD6I+8iRY/Am3OePQPS0I+P75IGF+4F8PtpUMGEC6IhyU3bdiXdF4d8DcTt6UfBNLO2pC8OfU4JnXsIbJrF/snzWTCB++w1x1kf9MkPKcupHfrYTRp4jLjjD7rE2zZsJWA20svVr6FAIRLZ1tvnJ0XfppDG1/HiEbpIswTc8/DNCXbu6MIKRkd8HCwL8bPXnqPq8yZzJ/cii5g864OfrEhY7y34T2+IqorUl5RefKK4HEqw1XYB5IRPGANmN/4yXJ6H1+FETdx6RrB885n9t9fzeZdGZEzx05mxvpHk04bGLy8cmpOZT7bZ6PWIicSSCmJJLSGElFCieggw7TSzjIdRPZ7Xb1h+tAxi2j8aWCni9nOH9sRlLrc4NJocutp7ycii/x6dhG4kZIteuvBv+1kxlOPcuwbLyW3e3P2SWz76EUDos6KRbHvQxmNDnTA9PUi+xKOGdvRkrncm1jfhxnqQyYcOpHyDH7iuouYx0vU7SXk8uI3IvjCfZhCIIXG4bbxbBs/Ay0QRPr9RD0+Yh4fe2KCiNtL66gm2kdPpLNtHF261zERPEKIb9svjwYWAA/byx8HXpJSfi7rBwtry1nAP9lVtP4A3J8isvyalPKOwT4/kj4/wZxbH6PVn17CVUpJeyjGqzdcOKJ9l5tCq3yVah+lppA2DrXtjOuv59mTTkru22mRSrG4Sa+dxhU24qSaaGZvL/HODmSor3INBMxQiL716+he9RihF19IOsIB9LY2ggsX0XD+hXiPnZ1dGFVK3u2K8vKhMJsPhXn1cJieLOXmx/p0O8LHcvpMClTQ4ZMNt8fS8PFZqV2a1zv0Z/Kg3BE8TqWWq2jJVKdPpmPIlMQhxTnU70zK5ihKOqoyHU6mxMRaZ0hL0iH3frI5qPr3nfq5VCdYYtmUieMU35lVTyQdTiLhNLKWdQFtfk9GVFRGtFOOyKzMSKsBkV5ZoqZGmmaYegyVZmjR5HHRKEzi4TBmOEw8FMIMhxGahn/aNJpPOGFY+x1RBI8QYhZWWP301M9IKc8ZVmscRMIB0/zSeiZ++hNpUTZvAL8YNxeXrqV7Us+8iLEpDpvBnDWJHMrePLfPhtMjJ4aLEAKfLvDpGmN8Q2+fiWlKQnFJd0J/KGo7gwakmWU6kOL0GOaAkHETkp9jGEEVuqA/OsjVH0GUmV42MN3M2s6jD7wpckVvhYw4oVMWpTl43jhlEd09pbknpGlyyYw2Vjz/Jn4jQjAehVAfeiTC+VOb6Xro3SEdMGYo1L++r8/SWioDwu+3BDUDAauCSiCA8Ke8TqzPtk0wiOb387cug9+9sQ/T58Pt9STLF1+69QXkM0+yef65vHHKImY/v5qj//YioWAT755xYVIIEKAvYrCvN8LERh/RtrF06x5H6TRIKb8DIIRYD8yTUnbby/+BNaNbbP4ZuFcI8Z/AZuCXJTjGAIohvOwUCq3yVap9lJpC2jjYtrqtwZOK0yKV3LpGi99Di9+DaUp6YwahWJxQLE4sGEQLBjEjEczOTsye7rz06oqN5vfTcP6FNJx/IfH2dnqfXEP3qseIvPYq8UOH6LpvBV33rcA9dRoNiy6g4fwLcU+Zkvy8LgRHN3s5utnL0pnNSYdPokrXq4fCdBsm+8NxVu3qZdUuq+rdWJ/OCaOssuzznODwiUUxY9H0KkE+n63j40Xz+kYs4FwOatnGdyrCHgC7EBTHLehcUp1ZmQ6i/siojG2GcmaZcPDnPyVkQmc0jqm7MIVGVAie/fBZBL3WJE5cwvETWhjd4E3uZ19PhLcOdJGozBWXlv7oqKCHg71Rxu3dgalpGEJnb9tEGiO9uKMRwr4A7pYWRDiEEYlgeLz0aW4kVh9kwojD5yWWZ6d/dGItG8DukDOr+g6XQdP70pazOIgKTDMcuM+UbZC4YlHc0QjuWBRXLIwrGsEVi6BHM/5FwmjRCFokghaLICJhRMT6S8pfImEIhy2Zh3DYriiXe3w2+rzzOHl1cVNL89XgeRX4KbAJSE7VSCk3FbU1BVKsCJ5cOjmPbm/npeNOHRCxcNrmJzhtx2vJdZWM4PnOeccXJPhcDAoVmXYKme00TEmfkYgWypZaFh9Em8gkXORpCY8mBmgPbTvYhWnE8eh2J4REGnH6wjE+8t5GZr+1EV8kjD8aYsux85MRPNKIWZExCYdKb46UpdSImZC9PpGm1JfimOkr04yxrhfmgAlYThjh8/e/9vvR7HK4wudLC6MfCYVU0drcHsnad+iaoNHn5h2tIe8qWuXW4BFCvA18WEoZsZe9WNE1Rw+7EUWiGBE8a7bs5RuPbi6JBk+lGKwkazn3UWoKaWPme6ZpOkaDZ7gYcdOqkhk1CMUMTFNi9nRjdnaWNfogF7Hdu+hZvYqeVY8R27Y17T3v7ONoOP8CggvPx9XWNuh+4lLyXleUV+wqXa8cDlsTLxmMsR0+89osp8/kSjt8sqHpaE3NQ55zKhXQ4KkpG78aIngUhZOw4RPjqp7HH2NPRwhvTydCCPqCTZhS8vKR83h67jkcPbYpp15pmj3X4OWS4yYzd1JrMpsjbMRBwLuzT0IEArijYV6af15y3NVx9+/QG4K8O//sNLtwybGTmLlpHdHeEA2fXcp/Pvk3OkIxTnh1PQelm5dnzUcCuqYxptFLJGbS4HPzpZOOIC4lv9ywjZ6IgculWWLSCGKGid/r4uLZk9OcYrkivJLRW8nXKdFbaWmHgznRUtIUzRSnHOWLzBLSxBOL4olF8BjR5GtvLGL/jeI2osnlxDqPEcnYNnNdYjnxOjp0Y0rMqDPO4NT164f12ZFq8BhSyqKVrxVCtAC/AD6E5aj8EvA2cB/WDMJ24LNSyvZiHXMwmi7JXoL0mT9tpNGVUklBSk7a+DhTXnuR4KWfGrKEXapzJ1vJu21nXpQupJWjI7pk9mR+8dJ7EIvjdWlW9IAp+ezOV+m459URCzgXQrFEo8tNtnZ3r7gbPRhg0jDbHTNlimMonkNraKBAdSL1LBlAJCUeI4ovGkaPhJDRMNFoiN5omGnREL5oCF80jDcaxh8JJ5d90RCGESceN4jF48zetI4Tn3+Mt/9vBLcRK96XNwjC67WcLv4MZ0yakyaICPhTtgmiBSwnjLWN/ToQQHg8zjPQbeZNbh34+5z8SWZL+G7a7/54IrvaeS7Lb/aL82cyb3IrrvET0YKOjRj5LfCSEOIBe/kSrDLmNcHCWeO5mblpwstDVdFyOsWodOWEallDUUgbM9/TNM3xkUpD4dI1mnWNZp87Gd0T9nsItbQQ7um1onp6u4feUYlwT5xE6xe/RMsXriL6zharEtfjq4jv30fkjb8ReeNvHLptGf4FJ9Fw/oUEP3oWWrBhwH50IZjV7GVWs5fPzmjGlJL3uu0IH9vh0xUzORCO8/juXh7fbUX4tHl15rX57CgfH1OD7spfVzNeMZHsAqhpG19R/SRs+OalV9C54m56Hn8MfdQYjMPbaIxGiHl8vHuclXp75ktrmHngfS78zc9zTj4n7LmuB/9E/GAfzRM/RMc9d9H00lOMmjmVB/1T8BphjnrjJQ41jGLX+BnE4+aQmRNCCFpTxpSfOc4av/1tzhnETYnWa31+rM+LHouBKfnCh6YxZ5SdxvChCVbUvhRptuNXPjSZeZMbBzly+ZCmiYxEMEMh4uEwsVCIeCiMEQ4RD0eIh+wUpLCVgmSGw5h2JIsZCSPDVoSLDIchEkaEIxC11olIGM2OhNFilXe8xIVGxOMj6vIQ8XiJuTzJ11G313rtzvLa7bH+ubxp606fPoYbTpqK7vOh+f3oPh+esWMJpES4Fot8HTx/FkJcAzwAJO9uKeXhYR73NmCllPLTQggPEAD+BXhCSvm/QohvAt/ECuEvC5mdgBAwttGbHjkjBH0uLx/MPYVT8ihhJ0Tukne7IgwU0sohnDxvcitf4YgBWkCT1r81YgHnQiiWaHS5KXa7ZTyODPUh+kIE+3rx9/UxxtaKySrmm4yGsVOW7IiaeChkbxNCmHmISo8QU2iEPT7CHh8Rt4+Q10fY4yfisf7GfX5Mvx/pD4A/gO73oweDuIIB3MEg3oYg/oYg/sYGAk0NNDYGCHo9JdUfqgay/e6z/mZnWzNEqTg0SuK/hBArgdPtVVdJKTdXsk3FJlN4WVEfVEIEu1RomqDR66bRa6UAxZsDhMaOoi8UpufgQcKHOyqSvgXW9+qddTTeWUcz6uv/QHjzy/SsXknvk2swu7sJvfgCoRdf4KDXS+D0M61KXKecmjOdSROCo5q8HNXU7/DZ2h1j86EQmw+HeeVQmM6YyaHIQIfPXNvhM88pDh9nUvM2vqJ6ybThtYAfV9tYjAP7cQNRt5eD4yYT8/pwR8JIKfG6hv6d59zvwf0EJ4/jz8eeQW80ztR92zn+nU2YwNaPXmSNH9asovOkM/nFi++my3hkjOPmTW7lK/KI5GT+5GY/SAgZJm0Bz4CJ/Vy2Yz4CyzIet1KCIhHMcDiZGmS9DiXThdLeS6QQpa5POmIS29n7S6yLFu54SYRKFCeeHtB1hM9npcH6fUkNtGTFQ68Xze+3JqG9Xksrzeu1Ivzt94XPl/I6Zb3fb+0rJcU2M81wQNTTEOLscQlel87MFj8Nrf7076ZEabz5pmhty7JaSilnFnxAIZqBV4CZMuXgdlrAWVLKPUKICcC6oVIChhO+mSiZe+jd95jg0wb94aTqn6R5UhcckVaybigHQbaUpm8/PnLB2mKkfxVKJY45EqSUEIsR7+2lY8U99K1faxm9pon3Q3PwnzgfGerXjjGTDpne9BSnlFSmcon5oumEvD5CLsv7G/H4iLotD7EeDDLvyEnEfAGiXj9Rj5c+j5+wx0eP20ePy0e320eX7qVD99Kue2kX7mQ6WraStSMhoT/UkCJI3WRXMEsKUmeUvU/d3qtrQx+kykmNInNPmIgIBDj8kx+hNzTQ8vmrcn6uEmXShRA6MI50PYb3h92IIlGMFC2Foh6IxQw6Dxyi68BBwmFnRJDIaJS+55+lZ9Vj9D3zdNpAQWtqInjOQhrOvxDfnBMQWv7PBFNKtvfEbNHmEK8cDtMRHejcGuXVmWtH98wd5WNaQ3kcPiIQxD1hYt7bVyBFq2ZsfFApWrVI5tijLxpj81EnsvKYM5i3YQ3z3t2ErmlIKXnzmPmc8H+uyau0eOZ+pZQ0LLqQ7zYcy86uMBrW+O20l5/kw+9sxKPrTGmxJu6XjZ6TvUx6yjiu68E/YXT30PzJT0MkTDwcoev+36O5XfhPPjW34yVFv6WUjpei43KlOVCSThhbm0zz+fodMCnOmJzOltT1qc4Zl/O1zTJxZJl0KWUxVUBnAAeAO4UQc7Byfq8Dxkkp99jb7MUaXAxACHE1cDXA1KlTCzpwqvZCq8dFR1940HLj+XpSh7IPss3wF0M4uRgCzoVS6DEL1euRpml1YomqSallq1PLWNsOmGQ57Awx3/4y2bnFfI0PPqD3sUeG8zVkxUpV8qdrwyT0YPz+lPQle30wmJbKJPwB9v/7v1jCvJrG5F/fzd//aSO6gI5wDMM0cWkaLT43cQkXfSq7DZfPdx6Xkt5Yuv5Q9jL38aT+UFeKFlGm/lBcQkfUzGpU50Oq/lBSfDqlglm2sveppe5dmgO9iylkzhSNvuEbtP/kR3T/6Y80fvLTjorkEUL8A/BtYB+WHoPACrP/cCXbpVDUA99f+wZ3PP8uPRGDBq+La045kpvOnl3wftxuF6MnjqNtwlgiHZ107NtPd08fsXhlonoAhMdD8KNnE/zo2Zg93fSuW0vPqpWENm3A7Oqi+8E/0f3gn9DHjaPhPEuc2XvUUUPuVxOCmY0eZjZ6+PT0JqSUbOuJJdO5Xj4UoiNqcjgS54k9vTyxx4rwafVozG3zJ1O6ZpTJ4eM0asXGV9QuqWOPvqjBwd4oz849l9EujddOPo8572xCmiYeXc/LuSMlVvpkJELjBR+j+y8PI0yJlCa+2ccx7onXmGpEiYZCaNEIuFy0hLoRpsSIdmPs2smJa1/Ab8ZwxWK4YhFcsSiuWBQ9GmXHD0mOZYjH6fjxbQPa0PHrX5Xo28pCpuMlzdniQ7OjYPJ2vOSKhKlCx0utkneZdCHEqQxU2P9twQcUYj7wAnCalPJFIcRtQBfwD1LKlpTt2qWUg/5CC/XuX3zn+mT1FN/+PWhGtGLlxotRctoJETxSSgJnnk3Txy5Kc8LIUB+9T68n3t2D70MfSkbIhF9/DaSJ3tpqOWDSxH+tdKVyIbxetJaWpDZMUismkOJ4CQbSBHyTGjKpDht/AOH3FzTjmEmua5nPDEEq5dJIykd/KLHca1jOoaz6Q0XCr4s0h09jwhmUIVrdmPa+tS7o0tDKYNSnXmPhciN0ncZPfppRf/9/Bh1UVEBk+V3gI1LKQ8M+aIlQETyKWub7a9/g5qfestK7hSAuJVLCNz56zLCcPJkYPT307D9Ad1cvvdEYZp72X6kxDh6gd83j9Kx6jMibb6S95z7iCKsS16ILcU+YMKz9Jxw+r9hVujYfCtGeZTKixaPZET7+ojp8nB7BY3+u6m38BCqCp7pJphololciYcxQmK5HHib80gsc7g0j4yYHJk1n7+QjmbLtDdr27EADGtwarvETcU+cmJKelB7tYnZ1I2MxKIM0wpC4XP3pRInIFjviJd7RAZqG98hZCJ/lYIm++w5awI9/3vz0SBg7FUk5XpyLIyN4hBC/A47ACrtM/CIklhhnoewEdkopX7SX/4iVi7tPCDEhJXxz/zD2PSg72ntp9aff5JUqN55LOPmS2ZPz+vxQAs7ZnDxSSqtz602PiJF9A1OT+iNgUqou9fUR27Mbs7ML4dLBNJHRKJ1vv0Xnz3Pr84WeenLY31MC4fPZVZT8/REwgaDlgPFbkTNpy8nIGD/CH6R33VpCLz5H4JzzaL3yC3T84T761qxyRHrZYNfy0pP6+PG4uQBD3ifl1Ehya4JWr06rVwcKe3BIKYmYMqNiWXokUabTKBFplFjONM1DcUkoHmd/uPAHtoC0VLIBEUJpkUT6gMiifPWHskW/DeXcqRAfAJ2VboSitqiGKl2V5o7n30UIcNmTBS4hMEyTO55/tygOHldDAy0NDTSGQkQPH6arvYOeiEHEKM5AZ7gVNl2jx9B82eU0X3Y50R3bk5W4jJ0fEHvvPdp/8mPaf/JjvB+eQ+P5FxI8dyF6y9DpFwlESoTPJ+0Inx09MdvZY0X5HIrE6YiarN3bx9q9VtXIFo+WLMs+d5SPGY3uskwGlJtasfEVpUXG41lTgwa8zpJmlHu7gfsiNniRkCb7b3PXIY58M73QmwlEOzqIvvXGgM8VdK6aRsTtxXB70OMGrliUkL8B/9Sp+Hs6iR8+RGzMBP7aOA7T40V6vIR1FxGXh5OPmsS08aOSjhe8Xg5+/39A0xBCMOGHP0HzeQd1vKSOC9xHzUra8+YrL+M/5TSaLr3ckbIYCueQr8jyfGC2zDfcZxCklHuFEB8IIY6WUr4NnAu8Yf/7AvC/9t+HRnqsTKa1BpMRPAkihsnYRm9R9l+IcZNP+peMx/vTk2x9mOTrvl6iW95CbxuN7Ovl8O23Wo4Y06TnL38m9Oz6tMiYZHSMWZzwbDlYlSZNSzpgZCyGDIeSaUfuiZPxHjvbcrzYkTL95bBTqyv506oxjbTUdWzbe+ijRyedOa1XXIkQIqs4drkZTIy7KRjgK/OPzEtwLfVzvY+vTDoSyhHVVYhRL4TApwt8usYY33COJ+mLWw6iXtsZ1J0SNdSTkk6W6SCyUs7SuzEJ1ucNE4YRQJZNf8jSG9LTloMuDfHsU7hGTSEoDRriMbx3/Jjx13zdaQPdrcA6IcSjpAtu3lq5JimqmR3Ll/Pm1t3cMetsdnT0Ma0lwDVb1nLszIlMu/rqSjdvUBK6feWouNYTMXDr6X2BLgQ9kexpxsNF9/vxT5qEd8wYWtrbCbV3EIrGCBkm4djwjlWs6FHPtOmM+urXaP3K1UTe+Jslzvz4auKHDxF57VUir73KwVtvJnDyqTRccCGBM85E8/mH3nEKQgimN3qY3ujhE9Msh8/7vbFkSfZNuzpoF246oibr9vaxznb4NEmDuROaklE+M2vH4VMTNn69Ig0jXVw3l7Ml83Wq0yWr3kukIMdLWXC7ieouoi7L8aKZJlGvn46WMeD1cvTkMRh7dqP5fHiPnZ0lBcmKjul7/jnCr2zC7OkFKWn4+BJaLl2K8HrpfOBPuBobkiXQJzz9OKM0g6O+8lWOntKa1rf1ZJRJv2T2ZD6UOo6T0HH379D8/X1U92N/oeWKK4e0mythzytqh3xFlv8AXJuSPzuygwpxAlYJRQ/WYOIqLJHt3wNTgR1YJRQHVfAvNHwzTYOnfT9GOGyJJp+UXYOnEDofuJ94VzdNFy9JOmG6HnoAoQl8J8zrr67U19tfUalvsEiavrKJ+QqPJ1nqOjVFKZujJc0RYy8TCKInS137rQ7U7n2khF1XfS55rEl33lWxjmm4s4vloljtK+d3Xq6UsGISl5K+jDSyVH2h7licnpikx4inbZNINwvFR2wDp+HGpDHgo8nrptHrosHrsqvjWH9b/G6mtQb5wokzhlv+utAUrW9nWy+l/E7BBy8yKkWr+pBSsupb32HH3Xfzxoln8+qizzBn9R+YvWkt0664gvP/59tOc3AmSbUZ/G6dUCxONG5y80VzS+Lkmf7fD9MXM5IRPACGaRJwu9j+LxcX/XgJTMMg1t5OrKMDM27SG43RHTEw8pwQGiwKtRgDEmkYhDZtoGfVSnrXrUX29SbfE34/wY+eTcP5F+JfcBLCle+8Ze5zab/nLt59fiPvffQi3jpiDi/vauewNjC0vsmtJfV75rb5OKLRk9Xh4/QUrVqx8RM4JUUr4XgZGO2SJaqlIMdL+nqnOF40O0UorXJRMo0om9BuuuMll76L9Z4XPD40tyt3ARx7LJeP7ZxqJ0spmfzru5Ofyfb54djnUsL+f7mJ8N9ep+mzl9NyxZV03P07un5/D77jjmfsf38fIQa3oxuXfNIxYyjFyHBkihYwGnhDCPES6TO6w7I4pJSvYM0YZHLucPaXLwtnjedm5lpVtPZGmaLH+fjMVo4zu4i8tbe/WtKAMtcpjplByl5jmnT85IcDjtv1+3uLeh6DivkGAmlivpZWTEpkTFI3pn99qXIzE51UKh333FUx73M2sWsnUYz2lfM7L2dKWDHRhaDRrdM4TAPaSKSXGYlooXhWger+920nUU8f3egYIl2rKYbG4b4oh/tyV0AIuHW+OL/ggibDIuHIEUIEpJR9ZTloHVPrqUtCCO6YdTYzTtzN8Zuf4vjNTwHw+oln8+iss7nAwed6+7Nb8OhaMuo34HFB1OD2Z7eUxMFzzSlHcvNTb2GYZpoGzzWnHFn0Y6WiuVx4x4zBM2oUsfZ29I4OGn0moahB2DAJG8ag4syljh4VLheBj5xC4COnYN70LfqeWU/P6pX0PfcsMhSiZ+Vf6Fn5F7TWVhrOXUTD+Rfg/dDxw3SIQ+vln+MoYOKjv+EMrCjPzvMv4b1TFyXTug5G4nTFTNbv62P9PqubbEx1+IzycWRTdoePA6kJG3+4RN5+i+j2rZjd3YOnEyWdKwPXy0gkrcKRGQ7nLPBRVoZyvCTX53C8JKogDXC8+O192eWkR+hYLYShMiDycbyk2slCiDQ7Odvnh2ufy+R/6SsTqwa1oxeeT8fdv0v7aCXHUIrqIt9f5H+UshHlZOGs8cRPnk2svT25bmcpD6jrSXFezd8v1Jt0wNiRMHowiB4MJl9bf63tXMEG+/0Aus+HligpLQQCq4KEwNISyWbQCAHWFiAH9DT2Noi07UnZX6pXeyiktI8gJbt/82tiT65m8sUfZ/JVV7HzzjvZ/+ijCL+bSV+8KiXKR9pt6z+OKWVyX9nOK/GetM8ptf3JbZDJNifaBGBKa5AelxLTlOnfSeo5Jr43u4ZQ8txS2mzK3N9puRmOLtNIqFRKWKVxpekPFYZpSmJSEmodS4/mpjsSoydq0B0xrNcRg65IjO6wYa+P0Rs1CHrKJ5AnhDgF+CXQAEy1K6F8TUp5TdkaUSfsWL4co7ubmTfcgBACKSVbb70VV2Oj41OXCmFHRx9diz6TdO4AvLroM7R3ONt/mE23z+/W2dHem+MTIyOhs1OMKlrDQeg6ntGjcbe2WjZSezt+jwQ8mKakN2bQF82u2VOuqp6az0fDwkU0LFxEvLOT3rVP0LNqJeHNmzDb2+n64310/fE+XJMmWeLM51+IZ3phRaIyz0UAx132aT4kYImd0rWzz7D1e0K8fCjMgbAV8fn0vj6eTjh8XBpz2nzMG9/ESXoDR45uRHdmxcf/qHQDKsmOixZhdnaU9ZjC40mPUEk4YXz266QDxZfVGdMvoOvLXenI6y2r46WczJvcOqzMi3LayULAuP/+Ph13/47eNavoXbMKgKZLL09L0cpqRy8831qXohVaSnteUXvkWyb9qdRlIcTpwFLgqeyfqF6E12tFugQDKdWVLGdMmsMlEMAVDOAKBtGCQfSA5ZDZ8e1vg6YjdI15v/89utdbM7Ox+Z1G/0auhgbGLl7MlKssZ86UL30JhMAVDKLrWtbPVCumaTmkEg4f05TEsZdNSdx2WiWcSqaUeYe/58tgWj6l0hoql1FfK2iawIsgGPAwNphfZayRVtEaBj8AzgceBpBSviqEOLOcDagHpJQY3d3sXrECgJk33MDWW29l94oVTFy6tKYieaa1BJjx8N1p6+as/gPbLr6iQi3Kj2y6faFYnGmtpfs93nT27LI5dHKR6uiJHj6M0dmJhmmnjrqJx026IwY9KZW4KhGxqzc303TJJ2m65JMY+/YmxZmj776DsWsXHXf+ko47f4nn6GMsZ8955+MaO3bI/Q51LkIIpgTdTAm6uXhqI1JKdiUdPlaVrn1hSxvumX19PLOvD17dS4PHxdxJrcyb1MqJk0cxyyEOn3qy8bOh+f1JB09Ox0vOlKOE4yWzcpEvPeIlNQXJ5xuxrmSt4dI0NE3gEgJd09DtSJrEJHPaJDQDJ377J6ZFxnI6EtBGNdP08cVM+PwXARhz9ZfZ63XhDgaZ2BywP299Mm7b69nkTFInqRMTzglM29aPmRLvF77AtjWrku9n6u9ktaOvuJLuh/5UVnteUVvk7doVQswFLgc+A2wD7i9Vo0rNvPvuI3zgIJrHjR6wnDOuhiCuYHDYna6Ukg/uvBM9RUhr9z33MOWqq4rV7Kpj4qWXpg1ShBBJZ0+toWnWI6fQuyfh7InbEUVxKcEOyzdToo+SDxD7rykTDx3SHEVNl3wyLTUq8VAopcCyk9LwFMVBSvlBxu/UAfVEawshBDNvuAGA3StWJB09E5cuTUb01AJSSq7ZspYdm9byeoYGz4XHTETKMx17rteeNotvPLoZokaaBs+1p82qdNPKgtB1K3WrrY1YRwexjg6kYaDrGi0BD81+Nz2RGN3hGAfu/l3Zokez4Ro3npYrv0DLlV8g+t679Kx6jJ7VKzH27iX69lscfvstDv/oNnwnzqdh0QUEzz4XvbFxwH6GM8MvhGBy0M3koJuP2w6fPSHL4fPyoTCb2yPs67OiNZ/edoCntx0AIOhxMXdiC/Mmj+LESa3MGtOYpr9UTmrJxi+UGU89h3HQuibK8VJ89ITTRhO4NA2Xhu3M0XBpImPCt/RMuXzgBMqMr3w563NIG6EDNjE2dNvnKAH5p/sY9/kvWLa8PSG89ze/RhcimXnQveIuGpdaDp1y2fOK2mJQB48QYhaWF38pcBC4D0uY+ewytK1kjDnvPPp27MAcpohxZsdgmiY7f/1r9j/ySDJi5YM772T/I48AMPmLX0RLeWjX0szsUGSeZ72cd4Jc+hqJv5om0BDoWuH3ROq+43GTWNwkJiUxwyRqmsTjJnEpS+7cqaRRrygJHwghTgWkEMINXAe8WeE21SQJJ0/CuQPUlHMHrHM8duZEuOIKHp11Nu0dfWy7+AouPGYix86c6OhzTdXtK0cVLaciNA3PqFG4W1sxurqItbdjRqMIIWj0eWj0eYi2NOE+/0KCl11R8dlmzxFHMuqaf6D1775O5LVX6V71GL1PrMHs6iS8cQPhjRs49P++h//U02lYdAGB005H81rVVIsRCSuEYGLAzcSAm4umNCICQfYHWnh5Vzsv72pn087D7OkO0xs1eGb7QZ7ZfhCAoFvnhEmtnH3EOJYcN4kjRw90QBWTWrXxC0Uf1WZpaxZZZLlWEQg0YclDYEfZ6PY/y2FjOW90TaBrouR9/FB2drbtijU2Sd1nIsonsTzY2FDTBJO/+EWEEHxw5510rlrJhI8vZsqXvpTcpsnnZsIXvkjclBj2RHBCXiIet4SlnSIRoXAeg1bREkKYwNPAl6WU79rrtkopy6P2OQQjqagyXAfP7vvuw+jtTUaiJLyzPW+8QcPs2XmvdwWDTLz00ryP+9y2A/zu5e3s6upjUlOAK+dN59QZYwpufy1R6HdS9O9QCISmWX8zHiIAu1asIN7Tw5Qvf9naDnj/l7+k529/o+G445j65S9b0TqmyQe/+hV6QwOTli61d92v9PbstgPcuXEbO7tCTGoO8KUTpzP9+ccxenqY+pWvJGec3l++HD1xXyU0jEzTSheTVgiGmfJgMGwnUGwEqWLDqaL18s72vMq+F7qt0xis7a7xE9HKlKI1jCpao4HbgIVYlU9WAddJKQ8NuxFFotaqaCU0d1IdPLUWwZOgEDHpahWertZ2Dwejt5fY4cPEQ6HkOmkPQnoiBr3RGIZZugmGQpGxGH0vPk/PqpX0rV+XVqVUa2ggePa5NJx/Ab65JyJ0vahVN7NV0drTFbKcPbsOs2nnYXZ3pTsX/t/iE/jySUcUfqwC+vtatfGdUkXL6Qgsh0wimkbTBC6t32GjCctBoyWdIs6ZpE3Y86OeWslozeSka/+e02aOzXvslToeCLrdgKUxFnS7AEFvLJZznJDt2DM2rMXose45V0MD2xaczUu3/wTvjvfonDiN1065gN6YwaRGP5dvf5G2vTuS7dvz+9+nfXbCZz+b9zjRNCWxuIkhTeJxywFkOYPMZHqZwhk4rYrWJ4HLgLVCiJXAvdSCYMowkVJi9PYmI3NSvbFjFy9OemPBDtn94heT3tts2+dr/D237QDfX/cGbl2j2evmYG+Y7697g5uYXbdOnkK/k+e2H+R/17+Ny6UTbAiyJyb5z+e38f8FGzjzqPGgaQhdtxwxmjbQcZPyV2gawuVKOm2yIaVE9/nY98ADeEaPTuprHFi5Et/EiRxctQrPqFHJ9Qcff5yJS5cSmJFeCnvNlr3c9MpBPN5m/BNHsTUW56bNB/ifrijBNavxtLX173vVKmsfM2cW9BCWUmIYcevBEDcx4nFiccv5Y8Tj1jrDQMZNpEx3BrVe/fdI00TYqWVIyahr/iHn8Te8f5Afvb4Pt+bB1+xlnxHnx6/u5ppAkPlTRvUreUvJxg8O89PNH+DSNPxBPwdjJj95+X3+3uNl3qSW5PGSmKa9XPkHWmoZz0avTkdflF+89B5f4QjHO6iklAcBZ4uj1ACpzp2EUyfV2VNrTp58Z0yrVXi6Wts9XFxBK609Hg4TPXSIeG8vQghcuqAl4KEl4CFqxAnH4vTF4kTjlc3yFG43wdPPJHj6mZi9vfSuf4qeVY8R2vAiZk8P3X9+iO4/P4Q+Zowl4nz+hXiOPibFpitueyY0+bmoyc9Fx1qOn73dIV7e2c6mXe28tqeD06aXxbZTNn6NkkiLctlpUbqGrW0jyhZZUyqS9r8mmG5Gmfjqi6y5OQbfuJYp6x5h35//jHfs2Jxjr2e37ufmp97ErWvowLZ2y7nS4nWxv8dy/E5o8GYdV2Q99vejnH3EOFx//iMAxsc/zdq1t3HMmxt4e/ZJ/GXWadDea+2zL8Ito47nRqAvtX2/+hX7H32UsYsXJ9flc300TeDVdLw5BCKkrQVkOX4GOoGMuIoCqlUGdfBIKR8EHhRCBIElwD8CY4UQPwEekFKuLnkLHURCQwZg/yOPJDuPVCHhVDRNK2j7XPzu5e24dQ2/27pc1l+D3728vW4dPL955X00rxeX10NMCDRNJxaHn73XzbkfPbHfOWM7a3707F56x00i4HERs/cRiRr88J1Ozjt9TtHbl0tfY9LllzPj+uvZtmxZXrobWcv0AnfMOptlYxqLot0hhMDtdjFYnSYpJbG4JGbaqWBxk5jtEIqZZpqfZbAM9t88tZVocyuaWydRhyYci/ObD/o4ZcFx6du+sJu+tnH43DrRlG1/vSfKyadMG/ScpGlaDh/TRMbjEI8jzTgyZkAshowb1ntSWtulfyHJv9kcfAnHkkxxRpHYj+0Ae/CNnbg0gdcuxe516xCL8+AbOx3v4BFCzMSK4DkZy1v2PHC9lHJrRRtWYwghcDU2pv1uE32Gq7Gxao3vkVCtwtPV2u5ioPt8+CdNIt7XR+TAgbTIaI9Lx+PSafJbM819McN2+FS2fLQWDNJ44cdovPBjGIcO0fvkGnpWPUbkr68TP3CAzhV307nibtzTptNw/gU0LLoA9+QpJW3T+EY/HzvWz8eOncjk5gA+d+m1YJSNX124NC0ZVZNw1GhiYMRNNTtv8iF1TPS3Uy8EITjmtRfY9+XP420NMO7jH0+bYM8ce/3PnzYmP7+jpxddCJDQHjZw2Wlnh0MxW0w/fayV69gH3xaMt7/zA48+yjFSsn3OKaw55kyEBKkJ9sdgWmMAIxbnt7PO5NvjWtj30EMc+MtfABj/iU8w9eqrEQn7MsVGlZkTmnkihJUyp+vkdAKZdkR/zHb49Nv4xS0Eoygv+VbR6gXuAe4RQrRiibD9M1B3nX/CyZPoMGBwT2uh22djV1cfzd704bfPpbOry9klZgtBuFxobnfaX6HriZjQtMga4XLxV/d7tDa5iaV8j0JK3g3F0H2+Afsvd7lbGFxfI1/djZzt7ugrq3aHEAKPS+Ahe9RS3H5AGKYtGJ18YEiidnQQwO7OEM2+9G7H59LY3RkasM9Cth3QXvt+gfJPR0rT5C33B7SM0YggERJAIkyTraEoeusohLt8Zc+HwT3Aj4FP2MuXASuAj1SsRTXKtKuvHqALUGuRO4VQTOHpcqZL1Ytg9mDogQCBadOypm6BNdPc4HXTYFfh6ooY9ERiFZ89drW10fyZS2n+zKXEdn5Az+qV9KxaSWzHdmI7ttO+/Ke0L/8p3g8db1XiWrgIfdSoira52Cgbv3Ik0qSEluKkEQkdG5EUJh6p2G8tkTYmEoK/nXIBM19/gZgdJZis3Jtj7JX6+VhcJkxFTFMiNIGp6/QKnYg/CH54N2zgaWsDIXgn7qalxU+v7sLUdZ5b/AWmvbmJkAT/hElIKQnv70LXBM8s+TK79neh2ZOFcVMyalQTUkreCMU4+rvf5cBjjyXbd/R3vzvos0JKaU1YmiYyMXlpmslxEoCMx5OTmqZhIBP/EttncRJpmsCj6XgyHECJ9K+k48c0LTtfRf1UBXlX0UogpWwHltv/6o5EHmcqH9x5Z06nTaHbZ2NSU4CDveFkBA9A2IgzqSkwjDMoA4k0poRTRtez/3O5EG639bpAA7jQ8rWVKHebCNFPZeuttyYjeDLXZxsI5Gx3SyDrvis1mLBmjXS8Od43TUk0bjJ9VJD93WH8bi1ZVjIUizOp2T/gMxOb/RzqjaTNZIYNk4lZtnUSQtMYP6pxYNtjcdrGN6OPaqtg6/IiIKX8XcryXUKIb1SsNTVOvQvRZ1IM4elKpEvVg2B2PiRTt0IhYu3tSW2JVHRdozXgodnnpjdqVZeKxSs/W+yePIXWL32Vlqu+QvTtt6xKXI+vIn7wIJG/vk7kr69z6LZb8S/4CA3nX0DwzLPy1lKrFurdxi8Vbk3DrWt4dA1dF7g1TTluhknamEhKjnt+JaYEt61H+cGddzLlS19i529/m5RbANh9771M//rXaZs4nv09EfxeN32Gl6iUmGhEhYam66BZ16evqYG+qMG4MX7LwQOMnTS+3yaXkhOf+CMmAo8uiOzbB4BHCxCz33t3zgXEbDFkj11Ja7g2vBAC4Sp42J5GwtGTdAQlItJtp5EV7W5vYxi44nF8iW1TSET9xJN/rYnemDSJGaZyADmAytRjrFISzppEHueJ99/P2MWL2f/II3xw5539KRvD3D4XV86bTixuEooZSCkJxSxj6Mp500twlgMRmobmdqP7fOjBIK6mJtwtLXja2vCMGYN33Dh8EybgnzqVwMyZNBx1FMEjjiAwYwaBadPwT56Mb8IEvGPH4mlrw93SgquxEd3vR3O5hmUAX3vaLKJxk76o9Z30RY1By9cWuv1IydTXOH3DBiYuXcque+5h45IlA9bvXrGCrbfeOuCeyNpuI841W9bmvQ8noGkCn1vnhjOOIS4tZ49LExhxEwn881mzmdoSZHyjn7aAl0avmy8vOIJY3CQcsx5C4ZilDfT5eTMqfTpD8vl5M6q27cBjQohvCiGmCyGmCSFuAv4ihBglhKitqWuF48jlGM+3X0tNl0p8LtEXG93dJesfR9ruWkP3+/FNnEhg+nRcTU1ZRWw0zarCNaEpwLgGP0GPOynoWkmEEHiPOZa2625g6kN/YcKPfkLjx5egNTRAPE7ohec48J1/Z8fHzmPfv32L3qfXI2OxoXesqGk8uk7A7aLJ66E14GVs0MeExgBTWoJMaA4wusFHk99D0OPG49KVc6dQ7MnjKxccQUhz0aG5mbVxLVP/uoHXTziD8Q88yqTLL+fA6tW8eeONHFy1islf+AJnvvIKkz//efb/+c/s/M1vuHrRfLp8QdpdPppGNRNyeYm43Ixq8BHHclSMCXqyjhOSNnkkxolr/sCsl57k1RPOZPyllyW3GX/ZZbx6wpnMeulJlmx8NCl4nNxnBW341PGcKxjE1dCAq7ERd3MzntZWPKNH4x071hrTTZlCYPp0gkccQcOsWQSPPJLAjBn4p00jOHUKTVOn0DJlEm0TxzN6/GjGjm1l0thRTJ/QxuQxrYxpbqQl6CPgduEeRLNUURpG5gqsM4QQuILBNA2dhMaOKxjMOhNbyPa5OHXGGG5idvGraAmB0HXLyeJ296dGpaRIDSe6phwUWr623OVuB9PX6Nq8mbazzspLdyNXu49atxOjCrU7hroOHlf/Q2Dp3GmMCXq57Zm32dHey5SWIFd/5AjOmDkmqQdk2BXBnMap00dz01mz+e3L29jdGWJis5/Pz5vBqdNHV7pp+fBZ++/XMtZfhhV05YgKK4raoxjC05VIl6o3wexC0DwefOPHY44ebUX0dHZaM8UZeN06XreOlB4isTi90Ti9DnCaCF3HP/8k/PNPou2f/pnQc8/Sveox+p59GhmJ0LtmNb1rVqM1NxM8ZyGN51+I98NzBi3CoKheNCFw61b0jVsTuHTNis5xqes9EpJR/fZfze22xiWpYxK7D1105JFoU6dz+7NbOPhaM/rpF3DRd/+N846egFxwDJrXO6idfd7RE7hZiKQdevSYJkDSHTE4usEHCLojMSY3+geME1Jt2A7Ny45TzuOS7/4bs576M7HrrkNgVUVyfenvWPfv/0nY1Dl6bNOAfVajDZ/MzMiD1Dh7aZqYkQjxUIhwX4hIKEwsHCFmWBOflRbgr1UGLZPudCpRJh0Kz+2vaOlUIdC9XjSfD83rtTpJl8vqNPXSi/jVO7mufTHuiXoqyTsYRtwkbJhEjDjRuEnUFoirFcpdJt3J1FqZdMVAipVeJaXkmQULksunb9hQ0v6x3qpoDRdpmsTa24m1t2d19KRimlbp4t6I4bhBQLy7m951T9Kz6jHCmzamaVu4xk+gYdH5ViWuI47MWiZ9MEYisqz6++KVSXfZaVVePTW9SjlyRoLmdqN5vf3/PB7LgTOCvrmUdnYhx06Mp1OXHTs2dAAJAWnTNOkLRYiEwkTDEWKRCLFQmFgkOqBybzVT7jLpysFTKwiB5vGkdZqax4PmbDFXhaIkSDsNLOHsSX1dbV1euRw8QogFwAdSyr328ueBTwE7gP+QUh4ediOKhHLw1AcjNXxTI2oSlEPwuN4N9kJIOno6OgboO2QjEovTEzXojVY+qicTY/9+eh5fRc/qlUTffivtPc+RR9GweAmtX/wS7kmT89qfcvBYlMPBIwS4dQ25exdaNIpLs1Kt3LrSxxk2QvRH4CTGIvb4REW2KfJFSokRtpw90XAYIxojFo0QjcSIRqJJUe1qodwOHpWiVWUIlwvdjsbRfD4VjaOoS0zTREsxFDKXhRB4XTpeV/rvQkpJxI72CRuW0ychFKfgZ8BCACHEmcD/Av8AnIAluPnpirWsilCD/JEzEuHpSqZLKcHs/BGaZmnytbYS6+iwInoGMdgTKVytfo+jhJkBXGPH0nLFlbRccSXRbdvoWf0YPatXYuzaRfTddzj8g/9Hxy9+xpFvbUXz5ipFoCglQgyMyPG6rKgcIQShLh/x8ND7UaSTNrGcmFyukYnlUjzLlX2QP0II3H4fbr+PbCWF4tEo4VCEUF+IaChEOBQhGo1hxmJQQ5E/w0U5eByK0HXLA253lgmHjjZCBXWFotrZ/LnPEevsZP5DD6FpGqZpsnHJEtzNzcy9665BPyuEJfbsc+s0p6xPlnWPW3+jcZOIUXfOHz0lSudSYLmU8n7gfiHEK5VrVvWg0nQqz2D6Z07WNygHa7bsLZsOXb4ITcMzahTulpa8HD0JYeZGn4eoEacvGqcvZmAMke5VLjwzZjDqa9fQevXfE/nbX+lZ+Rg9TzxOw7kLlXOnTAghGNfos8qN22XGdRWNM3yEQPf50rQ6Ew6dWu1PS/EsV/ZBcdE9HoIeD8HmxrT1UcMkbBhEwlFisRixaAwjGsWIGUgjjowbYBiWMH4NO4KUt6BCpJULT4Qxer3JsMZa7TQVuVGe/aExTZNYZyeHnnySjUuWMP+hh9i4ZAmHnnyStnPOGRDJky/JMu9ZesS4mSXdy4g7Utx5hOhCCJeU0gDOBVItDvWsGILU6k1AWuTIxKVL1e+5jEy7+uq07zvh5Knn73/Nlr1849HNeHSNVr+bfd0hvvHoZm5mbsWdPFC4owfA49LxuHRasISZQ7G4VWXUAc4eIQS+Dx2P70PHM/pf/j/0Giun7nQavbURRVIJNLcbze+3sgUS+p0O7juLbTuX4lmu7IPy4XFpeFwe8KWnQ5mmJGxrdYZiccJGHCMaQ0ajSCNmO30MZNxAGgbEYlDF5d6V0V4ihK4n804TUTjC7U5WrVIoUlGe/fzQNC3NqbOq0fLct51zTjKip9jomsCv6fgzNBFMUxLJcPwYcZOYWTydn+e2H+Sul7ezrydcjhn3FcBTQoiDQAh4GkAIcSTQWaqD1gqVqN6kyE0l0qVK6aQf6b5vf3YLHl0j4LHsj4DHBVGD25/d4ggHT4I0R09nJ7HDh/PS6EmkcLXgIWaYhGIGfUacqFF5nQbhcqGPaqt0MxSKNISm9WvjeDxWQRavt6okH0phOxf7WZ6MnORYFh/xEU6987fKPqgAmiYIeFwEgBa7zFfUMAkZcVu2IT5Ap1PGbAdQLIo04hCP9zuADMPREUDK0zACkg6cRJnx1HLjVdRBFko9R5qUKidXefbzJ+HkSTh3gJI5dwZvR3bHj5SSWFwmHT8xO+UrbkpbFC6/++e57Qf5/ro3yjbjLqX8LyHEE8AEYLXsV+DXsLR4FEOQMAxTxX2V8VYflNJJX4x972jvpdWfHtXgd+vsaO8dUdtKhdA0PK2tuFtaMDo7ibW3W9oKeeB2abhdHpror8QVisUJx4zSNlqhcChC15NpVcnInCrXyimW7ZyrEtZgz/J8950WORnwsObUjzP1udVMJkCTz63sgwpjRftoQP9vIX3C1kMs7idmyzVkSjZI07ScQLEoRKOY0SgyEgGj8sUA6s7Bk/Ckdr63lalBN1fOm86pM8bw3LYD/O7l7ezq6mNSUyC5HiEsx02ivLjbjebzofv9Ne3EyUU9R5qU6tzVzH9hJDR3UkmkaxXi5CmVHoUQAo9L2A+NfnYsX47o7mbqdf+IISEWj/P+smUQbGDUF780IPrnty9vw61r+N0uhBBlmXGXUr6QZd2WkhysBkn0CalsvfVW9TuucUrppC/Wvqe1BtnXHUpG8ACEYnGmtTo7dUgIgbulxXL0dHcT6+ggHgrl/XlNEzR63TR63ZimJGQY9EWtVC6FopYQmpacZE6UH09qedZg5kAxbOdUu/79n/+cWFcXAtAbG4l3dxPZt494Xx96IMDWW25h5o03smbLXtb9+3+yz9TZ/7FPD2o7pkVOSskZTz+IEIL9PRGafO6s9sH3177BHc+/S0/EoMHr4ppTjuSms2eP/AtT5IXbFmHPhpkh2RA24kR0HdPWV0t4BaRpIiMRZDSCjESR0QiI8qZ71d4vfhBSPanjfG4O9ob5/ro3WLxvEg9v2Yvm8eBrbWGH1PnXVw7w31Omcd7s/Mpa1gP1HGlS6nNXM//5kXDuJDR3UtO1CnHylFuPItv9s/v2H9B+/x+YuHQpExp9SadhQuB5b1eYJp8rNeDH0TPu9U4lqzdVK7USDVpKJ32x9n3tabP4xqObIWrgd+uEYpYWwbWnzRp228qNq7ERV2Mj8UgEo6ODWFcXheTDapog6HET9FjOnt5ojJ6IMzR7FIp8SEw0Z3Xk1OGk80hs5zS7TEoksP2225BS0jx3Ll2vvAJAyymn0PXKK2y77Ta2HOjmkTd3MeeV9UQWnM3rXX2D2o7JyEkpOfGJP3LMhrW8teBsHj91CX/izQH2wffXvsHNT72FEODWBX0xg5ufegtAOXkcgKYJfJpVqCWVqGESicftv3b0j64h/f7kNv6Ah4Bbs6J8Yla1L2kYaJ6BpdOLQV05eFI9qVF/EBlsoM/UuO39KGPHTiLgcRHC8sBpUYMfvrhVOXhSqOdIk1Kfe7XM/Fd6QKZpGu7m5jTNnYSTx93cnHcETzn0KDJFXmdcfz0w+P2TWt59ZluDPePe/yCphhn3ekVVbyqMWosGLaWTvhj7XjhrPDcz13FVtIaD7vWijxuHZ/RoYl1dGB0deadvJUitxhWJxemOxOhTUT0KpyBEUhNHS6RUeTzqOZLBSGznTLs+dX3Xa68BMP2665KTNdtvu42OX/yMOcEmtpx0DpvO/bRVvjsWT9qOmTZxauRk1OvnrQVn8/QZlzCtKcDMLw60D+54/l0EEpdm2X0uITDice54/l3l4HEwyVSvjEKJljSDFZ3v1jQ0t1621Mi6cvCk5qBHgpZ+h0dKuru6mJbhjVMz5dmp50iTUp17tcz8O2VANveuu9KqZSWcPIWkZ5VajyLbd7Vt2TL0hoa07Qa7trUw415vqOpN+VGL0aCldNIXa98LZ42vSodOLoSu42ltxdPaitHTY6Vv9fUVvJ+EQHMiqqc35gxxZkV9kKhalYzM8XqVMycPimE7Z9r13nHjks8fKSVH3HgjQgiOuPFGdq9YQdf+LnQBm879NMc/8yieSIiN53yKHe29WW3iVDvutdMvIhQ1iJqSa0+bldU+OPG5vxCMhVlz2hIQAqTkguf/TK/bB1xcmi9SUTISFXp9lD+6rryqpBVmWmuQUCz9oR2KxWnwurKur4aZcpkRnpy5XIrjZTM0S31cJ1Cqc8818z9x6VLHzPynDsgS55x4kBrd3WW//pnOnEIFlnP1BcX4zef6rnbdcw/7H3kkbdvB7p+Fs8Zz80VzGdfopz0UY1yjn5svckZJY0VuKlG9qdpI9nGXXcbuFSt4ZsECy0i/7LKqdIhlDjRO37CBiUuXpvUBTtx3LeFqaMA/eTL+adNwNzdbg6MCSUT1jG/0M6kpQIvPg7vM4v2K2kdoGq6GBrxjxxKYMYPAjBn4xo/H09aGu6kJ3eFlyZ1CMWznTLs+sm8f0f37k06erbfeimmabL31VktfUdcxJZy45g94wn0cs2Etc1b/nmktgaw28QA7rimQZsdlRsQ3m1FOev0ZznvuYZCS8557mJNef4ZmM6r6ekVB1FUET64Z8WtOOZJfbtjKBx0hDNPEpWk0+lz81wVzKt3kQSl3REW1RJqUglKfu9Nm/rMJEJ9bQ+l5pYyOyZbOJ6XEN3EikT176u63o1Bk4/2f/5xMc1Xa66stRauU6XlD7fuJd/bVRNpVsUhL3+roINbRkVeZ9QH70TWa/B6a/FYKV0/UoDda+cooiupCaFoyIkdLSblSz/viMFzbec2Wvdz+zNtMfvAuFrz2NOMvvZSjxjSy/bbbAJi0dCkSy4Y7tG4d4d27mXT55fT0xvnrffcza8Natsw/m9dPOIOT1j3IeRseY/eE8UPaxIf7ovzH469z4yObB/TXQgiO+acbeeF/TU5+7WkWvP40SHjhQ6fz4X+6Ud0zioKoKwdPrhx0gF++9J4lZpr453BPaSVC3OtZY6Ic5+6Umf+cAsQXzeXcGknPK7UeRWbYrxCCcYsXY/T05H3/lFsIWqEoF1JKYl1dSWPaO24ckX372H7bbUy/7rqqTNEqpZM+176feGef6iNyIHTdiogYNargMuuZJFK4Wv0euiMxuiMxTIfbiIrKoLnd6IEAeiBQE6XIq4FCbedU22p6YwOvnHAm68d9hP/p/RtHXncdAnA1NTH1q1+19Hg2b6btrLMsHcVly4gTYvuoMXToHsa54jRHevE1+oCBNnHqsXQBbx/oAmBKsz9rf33TOcfxfb6BduUzxCXoAj78zW9w0znHFfEbU9QDdeXggew56BffuZ4Wv4eJzf1fR1+JyxGPlEoJHjst0qSc1Mu55xQgfuZtZvz57rRtnSgEnS+l1KPIls5n9PQw4/rr875/yiEErVBUitS7PjX0vPp6kn5K6aTPtm/VRwyNEOll1qOHD2NGIsPal6YJmv0emnxueiIxuiMGhqrAVbcIXUfzetF9vn4xZOXQcTyp/ebrZywGKfHE4twx+SM89MUzgP7+NjVDInXc1XTPPXx463NE9++H0W14x40DBtrEqcd692APuiZAwoHeKEeObhjQX0sp+dTmleye0JJs78TNK5Fnz65KO1tROVRyMZbgqr8KRZZTO5sE5RhsOyXSpBJU67kXotWU9ffg0pj84F1KByIPBtPM2LZsWfpgdpD7p1r7JYViKIQQuJqamHHddXjGjrW0DcaOZcZ11+FqaqqafrXSqD6iMFyNjQSmTcM/eTJ6IDDs/QhhafVMbA7QFvTiqcPy1PWI5nbjbm7GO348gRkzCB5xBP7Jk/GMHo2rsVE5d6qEAf2mEMl+UwiR9vzJZvMnxl3R/fuJHT7MjOuuy2kTpx4rGjfRhEAIiNppo6n9tdJbUxSTuovgyUZqGbsE1SCyXC2ltRWVpVCtpqy/B8OkobWZiR+tv/S8QhlOOl82zaNq7ZcUinyY+tWv8t4tt6RFtEl7vSI/St1HZKbKVWPqXDb0QAB/IEA8EiF26BBGT8+w9xX0uAl63JZOT8Sgd5hpYArnoXk8aD5ff8qVSw2ZaoFprUG2HuqmM2wQjZt4dI1mn4uZbY1Zt0+1oQG23nIL0f37iff14R41Kqkll83OS+2jPbpGzDRBknQKp/bX9SyDoSg+qreiOssR17PgsSJ/hqPVlOv3sOhf/4mZR42r+RS1YlBIOl8urZ2lJ0xjxSs7qqpfUijyIfH82nPvvQOeX6pfyZ9S2i7lLuJQCXSvF33iRMxolOjhwxjd3cPWX0zq9JgeemMGvVFDlVqvIhICyMLjQU8IIasKajXJ6dNH8/yOgwgBuhBE4nH29cT5/IkzBmybakNLKRHANls77ohvfQukZM+99yafW5nPrtQ+ekzQwwedIQAmBj30RY0B/XW9SEEoSo9y8FB6wdVSUA5Pb63O3tU6mQ+HGddfD+Sv1VTI70HdD7nJN50vl47GM9sPcvNF1dUvKRT5oGYqi0OpbJdKFHGoJJrHg2/8eMy2NmKHDxPr6hq2o0fTBI1eN41eN/G4SV/MIKTrKKUeZ5PQUFHULol+65ntBxkb9NAVNoiaJl5dp8mr88z2g9yU8ZlMvdPogQMATL/uOo648UZrG00b8NxKHCvZRz/zNjs6+jh6TBMg6Y4YTG70Z+2vq1UKQuEsRDXn9M2fP19u3Lix0s2oKKVywtTD7J3TyJamU6ihnuu66Q0NfPDznye3O33Dhqp4aBTjO3E6c259jFa/e8DvuD0U49UbLhzx/oUQm6SU80e8Iweg+nznU8gzSU0iOJfUKOEEpS7i4BRMwyDW3k6so6MoFVX1YBDX+An0RAy6ozGixuDunsnNAXzu4en6qP5eUQ8Uahum2sYnLFtJq8/F/CfvJ+r18/oZi4e0uaSUPLNgQfL1GRs3JvvBzOdWMcdP9WADK0ZGrj5fxR9WOaXw9KbO3iWEvRKGntHdrYS+SkAiTWdfdygtTWfNlr05P5N5HUzTzHrddt1zD/sfeSRt22oQbBvOd1KNTGsNEoqlh/IrrR1FNbJj+fK0viXRB+1Yvjzr9mqm0rlUqoiDE9BcLrxjxhCcORPPqFFFSdVx6xqtAQ9TW4JMbQnS6vfg1pUJrlAUSqG2YeaYZlpLgDmr/8AxG9biiYRAykFtrky9UyFE8jmX6dzJZYcPZ/xULzawojSop4tiAAnDLqHe/syCBWlaP7kMvDVb9nLxneuZc+tjXHznetUJFUBqmo4QIinIdvuzW7Jun20gtW3ZMvSGhrTrtuuee/BNnEhkz56qU+Uv9DupVq49bRbRuElf1EBKmTUvW6FwOmpioLbIVcShnq6j0HU8o0cTmDkTz+jRiCJVy/K4NNqCXqa1BpncHKDF78Gl1b7jTKEoBoXahpljmq/dei2zN63l9bkfZeM5n6JvEO2ywSpbbfrsZ3nvlluGtMPzGT/lOs9Y3GR3V5g393ezuytMLG7WnA2sKA3KwaPISqGzd8rTPDIKKXc72EAq3tOT1NwB6zqOW7x4gNbFxKVLHa91US8lgBfOGs/NF81lXKOf9lCMcY1+br5orgrDVVQVyb7lssvSDdvLLqubyI9aQZXrTUdoGp5RowjMmIGnra2o4rs+t87ooJfpoxqY2OSnyedG/VQUitwMxzZMHdM0+dxMbg6w7eIraA8bg9pcufTiJl52GQB77r13SDschhf9+Nb+Lvb3RIiZJromiJkm+3sivL2/q6D9KOoTJbKsyEqhJdhzCcXe/uwWNVDNg0LK3WaKvqUKJ8+4/nq2LVuWtr1hP2yqTZW/nsqEL5w1Xv1OFFXP+z//OZlDf2mvV9pt1YMSwc6O0DQ8bW24W1osjZ7OTmS8eJWyAh5X2vNOoVAMZDi2YeaYpsnnZln7xrxs4ayVrWyB5YRTZyg7fLDxUy6icRMEaPZnNCEwhSQSV5LtiqFRETyKAQxn9q5eoi1KRaFpOtkirBIPlWzXbduyZWnXrRoMdJW6pFBUD1JKYl1dbL/tNiL79gEQ2beP7bfdRqyrq+6iPqqdaVdfnTYgSTxzlKMuPXXLO3Ysmttd6SYpFHVDobZhMSISs+nFFWqHFxr96NYEAjBNS+vHNK0y7W6VzqnIg4pNFQghdGAjsEtKuVgIMQO4F2gDNgFXSimjlWpftVBoFZJ8tk/O3qWE1s+84QaQMufsXT1FW5SCQsvdZouw2rZsGa6GhoKum5MpVQlghUJRGlJ7mDSHcvmboigCSgR7cIQQuFtacLe0YHR3Ez18GDMSqXSzHIGy8RWlYoBt2Ozn2jOOSdqGpmmipaRRDhWRmEm+1RwHtcNTjpVI10rY4fnu/9hxzbx3sIuuSJxoPI7HLud+xOimIT+rUFQyFvQ64E0gcad+D1gmpbxXCPFT4MvATyrVuGqg0FJ8hW6fLdQ+F9eeNotvPLoZogZ+t05oENEyRXbyTdPJnI2YecMNyWX/jBk0n3RS+valanAZUKlLCkV1IITA1dTEjOuuY9eKFQgh8Iwdy6SlS3E1NSnngKKmcTU24mpsxOjtJXb4MPFQqNJNqjTKxleUjIRtuPlznyPW2cn8qx4CLOfOxiVLcDc3M/euu5LbZ02zuuEG3v/5z9PSp/ItaT6YHZ5I0xJCJMddM66/Hk3TCiqZnhhXTfS61bhKUTAVSdESQkwGLgJ+YS8L4Bzgj/YmvwEuqUTbyklmqF4hoXuFViwpZPvEtpniYXvuvTdnNRQlFFs+ckVYTbBF3/bed1/e102hUCiKxdSvfhUJaUa0tNcrFPWAKxjEP2UK/qlTcTU0VLo5FUHZ+LXBSMYo5cA0TWKdnRx68kk2LlmSdO4cevJJYp2dmGa6Vk22SYbhVn7MKb5sFzBJOHMS+0/IJBRSWXLAuKrBlzauyud6OP0aKkpHpSJ4fgDcBCRi49qADimlYS/vBCZVoF1lo9BomkwGE9rNJuRVyPZCCPSGBrwTJqRt650wAb2hIedMrIq2KA1rtuwdkKZ0FNkjc0YvXEi8pyeve0KhKAdCiCnAb4FxWLftcinlbUKIUcB9wHRgO/BZKWV7pdqpGBmpDuXMGc1qEXbPl0JToxX1h+7zoU+ciBmNEg+HK92ccvMD6tzGr3ZGOkbJh2y2bSFjCE3TmP/QQ0mnzio73artnHOY/9BDaWla2Sh0HJVJrqigzOXh7h/6x1U7li/HaO9m5lFnAuR1PcpxDRXOpewRPEKIxcB+KeWmYX7+aiHERiHExgMHDhS5deWh0OibXBRayjzf7aWUxHt6CO/enSaWGd69m3hPj/IAl5Gs5ecfeZk3t+7OGmFVrPKMioGomZBhYwA3SilnAycDXxdCzAa+CTwhpTwKeMJeVlQpQ81oOr0PWrNlLxffuZ45tz7GxXeuZ82WvVm327F8eZpYZqL/3bF8eTmbq6gSNI8Hd1P9aGYoG7/6KdYYJde+IcW27errt20f3Zyz381FwsmTSj7OnQSFjqOyfX6o5ZHsH4Z3PUp5DRXVQSUieE4DLhZCfAzwYeXn3ga0CCFctod/MrAr24ellMuB5QDz58+vyjs08YN/50A363/4c9b84Kd4dJ0JKSk3+VBoKfN8t0+Igh1at47et94idvgwAE0nnJBWbltRerKWnwfumHU2y8Y0lqw8oyIdNRMyfKSUe4A99utuIcSbWLO3S4Cz7M1+A6wD/rkCTVQUiaFmNJ1KYrDh0bW0wcbNpKcZpxrNwADdBRXJo1AoG7/aKUbkSTZS7ajbn92CRxOc8fSDRL1+Xj9jMUQNbn92S0FRPIm0rFQ2LlmSt5On0HFUoRRj/8O5HqW6hvXKSKPNKkHZI3iklN+SUk6WUk4HLgOelFJeAawFPm1v9gXgoRy7KCulmrV/4p19fGvsScRME10TxEyTb409iSfe2Zd3uwop+1fI9lJKti1bRmTPHtyjRhE85hjco0YR2bNnQLntYqOiJNLJWX6+o6+k5RkV/aiZkOIhhJgOzAVeBMbZzh+AvVgpXIoqpxorL6U60oUQBDwuPLrG7c9uSdsuNSpp94oVPLNgQZrIZjWcq0JRSqrNxq93ctncxYg8ydxvqh2143APZ6x/gGM2rMUTCYGUlm3b3pv3PlM1d9rOOYfzu7tpO+ecNE2eodo00vLp5dr/cK5Hsa9hIdTSWC5rJsUwos3KTSWraGXyz8C9Qoj/BDYDv6xwe0o6a3/7M29z5voH0ewfmibgzPUPcntLMC+v4FBl/7IZ2fluL4TAZWvwJGYkPWPH4p0wAdcgGjwjRUVJDCRn+fmWQF7lGQe7JxT5oWZCioMQogG4H/hHKWVXhoaJFEJktQCEEFcDVwNMnTq1HE1V1Bk72ntp9bvT1uUabCT6g0Q/ACoNVqHIA8fZ+PXOYDb31K9+taiRLZl21D8e7CFmmrx10jlsOvfTIAShqMG01mDe+9Q0DXdzc5rmTkKTx93cnJcGTyHjqEIp5v6HEwlU6uikXNTaWC5rJsUwos3KTUUdPFLKdVhh+UgptwInDbZ9OSllKLaUkskP3sXxrz7FWwuszu3EJ/7I8RueJGZK5FVn5rXvQsPh891eSolha/BMuvzy5LnvuuceDFuDp9idgwp9z07W8vNGnGu2rGX3mkcGLc8I1ZMi4XTUoG5kCCHcWM6du6WUf7JX7xNCTJBS7hFCTAD2Z/usCtlXlJqcjvQsg41KGc0KRbXhZBu/3hnM5p5w2WVsveUWdmcRzE9sOxInz+4VKxjb4GVnZx9Pn3EJfiAUNYZVAnzuXXdhmmbSmZNw8uSrwVPqtOJi7D8zEiif6zGczxSDWhzLFTIB5CScFMHjKEo5ay+EoKG1mdfnnsVrtud607mfJmaYNDQ3FbTvQsPh89k+4XVOOHfKEQmioiSys3DWeG5m7sAqWut2YuSYFch8sNXrd1dM1KBu+AjrC/ol8KaUMvVLfBgrVP9/USH7jqUac88LJasjPctgo1JGs0KhUBSToWzu93/+86JHtqTaUU0+N5MJsPC5P/PISRcxbVTDsJ8tmTZvvs6dBKVOKx7p/ocTCVTq6KTB2lprY7lCJoCchKjmvLj58+fLjRs3lvQYUkqeWbAguXz6hg1FuUHXbNnLNx55GY9LT4vMuHnxPMcYz5UoBVuq77sWUaV6y8Ngg7pqeGgJITZJKedX8PinA08DrwOJpPh/wdLh+T0wFdiBVSb98GD7Kkefr+gnVXw41fFx80VzHfOcKhb5OrJqLfxcUVtUur8vJqq/Lz2D2dzFtDGr3Y5yAsO5HpUaJ9TSWM7pdlCuPl9F8AxCKWftF84az82L5zl6ZrTUXu1MVJREYZT7+tQrlZoJqRWklM8Aub6kc8vZFkVhVGvu+WDkMnjPPWrcgIpZ2ajWSmEKhUKRylA2dzFtTGVHjZzhXI9KjBNqbSyXK5PC6TaQcvDkoByh2AtnjXf8DVIuVOi7wsmoQZ2iHqnW3PNc5Iq+6dq8maa5c7NG5bxz1sVDGnaqH1AoFNVEJWxuZUfVPrU6lqvG8bpy8OSgnrzNTkj1cdr37YTvROEsVMSUot6o1tzzbAwm/uidMIFd99wzYH3vwsV8q8dKpU4tj3ozzgjNVigUtUc57M9KarQMtqyoLrLdm04ay9UzSoNnCGp9oO80PQEnfN9O+04UipGgNBkUw8XpueeFkjq7mCBReXDbsmUD1l/fOp99PeE0B1df1GBco5+HrzpzxO1Jrf6SbVmhKBTV31c35bY/nWBzK6qTwe7VqV/9qrqvykSuPl9ZEkNQy97m1BnNrbfemmb8Gt3dOTUISkmlv28nficKhUJRCRbOGs/NF81lXKOf9lCMcY3+qnXuQHqFjwQzb7gBTdOyrt/R0YffraetL1aK2ubPfY6NS5ZgmpbuuGmabFyyhM2f+9yI961QKKqPStiflba5FdXJUPdqJuq+Kj8qRWsY1IrHuxbL2Y2UavpOauU+VCgUzqUac89zkUv8MRHBk7l+WpYInmKkqJmmSayzk0NPPsnGJUuY/9BDbFyyhENPPknbOeeoSB6FokYZzG6rJvtTUd+U815VY53hUXcpWvmWQs1FLabv1FI5u2Lh9O+k1PfhSH8nCuegQvYVisHFH70TJhDevZtJl18+UINn7El4XHrRU9QSETuHnnwyua7tnHOY/9BDdeHcUUZ7aVD9/dBUyr7J125zuv2pUCQo9b3qlDG3k8dEKkWLfj2Bfd2hNMHENVv25vX5WkzfyTWjWY3nUiyc/p2U+j4c6e9EoVAonEYuUdGJS5fibm5OOndS1x87cyI3L5434hS1NVv2cvGd65lz62NcfOd61mzZi6ZpzH/oobTt6sW5s2P5clZ96ztc/KunrO/kV0+xUOupJQAAJ3pJREFU6lvfYcfy5ZVumqLGqZR9k6/d5nT7U6FIUOp71Slj7modE9VVitbtz27Bo2vJcOuAxwVRg9uf3ZKXwVZr4ZO1Ws5uJFTDd1Lq+3CkvxOFQqFwIoOV6c21fhqMqN9LFapONQ6/Z86h5RtfS9s2ka5Vy04eKSVvbt3NjrvvZsaJu+la9BlmPHw3OzathSuuYKqK5FGUkErZN/nYbdVgfyoUUJ6xklPG3NU6JqpdKyILO9p7RyyYmEuksRo73cFmNOu1nF21fCelvA+L8TtRKBQKJ5JLVLRUYqOpxqEQgoDHhUfAlss+k9TcOb+7m7Zzzklq8iSEl1PJnK0sx+xlKY4phOCOWWfzxolnc/zmp/jc9/4Px29+ijdOPJs7Zp3tmGesojappH0zlN1WLfanQlGue9UJY+5qHRPVVQTPtNYg+7pDIxJMzBWSVq1OnsFmNOuVavhOSnkfFuN3olAoFArLOGz1u9PW+b1u2nVvmuZOQmjZ3dw8IIKnEjoEpTzmjo4+uhZ9huM3P5Vc9+qiz9De0edorYPBqNZ21xuVtG/ysduqwf5UKKA896oTxtzVOiaqqwiea0+bRTRu0hc1kFLSFzWIxk2uPW1WXp/PDEk7fcMGJi5dmpYfWI2oMokDcfJ3Uur7cKS/E4VCoVBYTGsNEorF09aFYnE2/J//SEvHSjh55t51V9q2ldAhKPUxp7UEmLP6D2nr5qz+A40evSq1DqpVo6EeqZR9U4jd5mT7U6EoF04Zc1frmKiuIngWzhrPzcwd9iyLEIKuzZvxTpjAjOuvRwjBjOuv59C6dXRt3qw6YUVZyBUaCRQlNHKkv5NyoGZLFQpFNXDtabP4xqObIWqkVeK69rRZAyJ1smnvFFOHIN/KVaXUPpBScs2WtezYtJbXTzybVxd9hjmr/8DsTWvRNcGzH/1E1WkdVKtGQz2ycNZ4lu6axh3Pv0tPxKDB6+KaU44s+XUqtd2mUJSbUkeWOuU3Uw1jomzUXZn0kZC4eXfdc09aOdXUZdVJK8pFvZaZTRUtLXbp4lpElc1VVBvFcOA6yQlcjLaMtBztcIzxUpXA3bF8OW9u3c0ds85mR0cf01oCXLNlLX987zDvnnPxgOdaeyjGqzdcOOLjloo5tz5Gq9/tiHar/n5wKm0/1KvdpqgtBhNZLrYIsvrNDE6uPr+uInhGSq5ZraGcO+rmdAa1dh3qNYxXzZYqFLVLrqpTN5P/AKwY+ygmC2eNH9FxR6pDkJpyBQwwxrM9C0uq83b11UyVkgvSnsdncsevnyZUhVoH1arRUI9U2n6oNbut1uxqRX6Us8JVsX4z9Xav1pUGTzEoVNF7x/LlabmCCaNpx/LlJW+roh91HWqHalW0VyiysWbLXi6+cz1zbn2Mi+9cX/e6HVmrTukatz+7paz7cArF0CFIrXCye8UKnlmwYNCZ1nJoH2Qz2qtV66Ba212PKPuheCi7ur5xQoWrfKnHe1U5eAok16xWNoOnEuKIioFU8jpUorRtKXHC+eQSLVWzpYpqQ4mzDqQYA7BaGsQVqxxtIcZ4pco1L5w1npsvmsu4Rj/toRjjGv1VkXpbre2uRyptPzjBhioGWe3qW25Js6ur9dwU+VHIeLiS1OtYXKVoFcBgOYcw0FgqZwhbvjhFl6Cc7ajUdahEadtS4pTzGUy0VKGoJiqdLuBEipHuUmspM8UoR1toylWlyjWPNJ2tUlRru+uNStoPTrGhikGmXb399tuRpsmM665Lrq/Wc3MqThm/QeHj4WIxnO/AiWPxcqAieApgOLNaTgphc8pscSXaUe7rUGseYyedj5otVdQKtRRpUiyKke5SiykzI9EhGG7KVSX0QlTKoqKUVMp+cJINVSxS7WppmsQOHyZxFtV+bk7DKeO3BJWI8hzJd+CksXi5UFW0hkEhQk2pnXiCSnkNL75z/YBZzb6owbhGPw9fdWZNt6MS18FJ174Y1Nr51AuqqopzcUqf7DRqrYqWE6iG6IFKVziqBVR/71xqzYbKPJ/Ivn0AeMaORQhR1efmNJxqK5RTuHgk30Gt/fZSUVW0iki+s1qVCmHLxY72Xlr97rR1lZgtLnc7KnUdEh7j1A6lmjuTWjsfhaLSqHTD7BQj3UWlzKRTqZSrQlApi4pappZsqKx29S23sOXb3wYsJ0+1npsTccr4LZNyRnkO9ztw2li8XKgUrRJSKaHCXFRaXK5S7ajUdagWAbJ8qbXzUdQvTkkDqfd0Q6dch3rB6SWaVcqiopapJRsq064GkIB71CiEpiGEqNpzcyJOGb9VkuF+B04bi5cLFcFTYpw0a+aU2eJKtKPc16HWPMa1dj6K+iU1DSQ1j/tmKuNYqddIE6ddB0XlqTVxbIUiQS3aUAm7GixH1Z5772X6dddxxI03Vv25OQ2njN8qyUi+AyeNxcuFiuApA06ZNXPKbHGl2lHO6zCUxzgTp89y1KsHXFF7pKaBCCEIeFx4dI3bn91S6abVFeo6KDKpRXFshbMpV9nyWrWhhBBp53bEjTfWzLk5CaeM3yrJSL8Dp4zFy4USWVbkRIlUjpxsAmTv//znjhe7zEU5BdUUxUGJbqYz59bHaPW7B9zH7aEYr95w4UibqMgTdR3UMzYb6jsZGaq/z59KCI/Xsg1Vy+emyI7qrytPrj5fRfAosuK0knzVSraHWzWXyqw3D7ii9lC57M6g3q+DesZmZ+Gs8Tx81Zm8esOFPHzVmWqwoCgJlSpbXss2VC2fm2Ig6hnmbJQGjwNxgke01NUsnHCOlSARugqwe8WKZI5yrZTrUyicjspldwb1fh1UxSiFonIoW6wy1KvtX4vc/uwWYnGTg71RonETj67R7HOpZ5hDUBE8DsMpHtFSVrNwyjlWilTDIoEyKBSK8qBy2YvDSCtg1ft1UBWjFIrKomyx8lLvtn+t8db+Lvb3RIiZJromiJkm+3sivL2/q9JNU6AieByHU2b1SlnN4vZnt+DRRPo5RmJ14/XNVSpTGRYKRXmo18pVxaJYFbDq+TqoilEKRWVRtlh5ccr4RlEconETBGj2b0UTAlNIInGzwi1zNuXSqlIRPA7DKbN6paxmMfYvf+SM9Q9AIsdZSs5Y/wBj//LHEe/b6WSWyjx9wwYmLl2algdeTkY6C69QKOqPeq+AVYzKO6pilEJROZxmizmdYtiKThnfKIqDWxMIwDQlUkpMUyLs9Yrs7Fi+PK1/SfRDO5YvL/qxlIPHYThFeLJU4fNSSsZpcWZtWMuJT/wRpOTEJ/7IrA1rGafFa/6h6qRSmSpcVqFQDId6NtSLZaDVe4qaQlFJnGSLOZ1i2YpOGd8oisOx45oZHfDg1jVMKXHrGqMDHo4d11zppjmScgu7qxQth+Ek4clShM8LITjru//GgzdFmfPSkxyz4UlMCa/O/SiXfPff6uKhOu3qq9NC8hKGRbnPXYXLKhSK4VCv6UWpBhpYeh2pUQCFhlrXc4qaQlFpnGKLOZ1i2YpOGt8oRk7iek70utX1zINyC7urCB6HUQ+zeucdPYEl3/sObk0jbkrcmsaS732H846eUOmmlQ0nlJOs51l4hSIbxUi9qQeGk15UC99t6iz/7hUreGbBgqRzRw0MFYrqwwm2mNMplq24cNZ4vv+xE9LGN9//2Ak1Nb6pJ+phvFpsyinsriJ4hqASJf1qfVZv+89+Rssjj+Af3ZBc5/3G19i+eDHTv/a1CrasvqjXWXiFIhs7li/H6O5OPmwT4bOuxkamXX11pZvnKBbOGs/NzM372VhL323CQEvMvoGqvKNQKGqXYtmKO5YvZ2Z3Nw9lPAd2PFV9z4FqpBTj2Vofrxabcgq7qwieQSi1RkktzGgWimma7H/kEQ49+STeCRM47aWX8E6YwKEnn2T/I49gmkp9vVw4TeSzHn8PCmdQ7tzoWmDhrPE8fNWZvHrDhTx81Zk5jbxa+25zGWiDnUc99231fO4KxWBUy2+jGLZirT0Hqg2naG5Wyz1fCsot7F72CB4hxBTgt8A4QALLpZS3CSFGAfcB04HtwGellO3lbl8qheadFuIdraUZzULQNI1xixcDEN69m2dPOgkpJW3nnMO4xYvRtOw+x0pEUtU6hc7Cl5J6/T0oKkO2/uTcG27gnQPdrP/hz1nzg5/i0XUmXHaZis4YIeXOOy8lmQZaqgYPZI/kqee+rZ7PvV6pJhu/XGR73hy17uGq+W0Uw1aspedANeIEzc3BngfvnHWxI8YipSSXsDtQEmH3SkTwGMCNUsrZwMnA14UQs4FvAk9IKY8CnrCXK0oheaeFeEfr3ZM97WtfY/5DD6UJ281/6CGm5UjPcornuRbJdxa+lNT770FRXnL1Jzeve5NvjT2JmGmia4KYafKtsSfxxDv7Kt3kqqeceeelpNDKO/Xct9Xzudc5VWPjl4Osz5tHXubNrbur6rdRDFuxVp4D1UilNTcHex68uXU333jk5boY4027+uq0ez7xmyiFU7fsETxSyj3AHvt1txDiTWASsAQ4y97sN8A64J/L3b5UCsk7LcQ76jRPdmblj0IrgQzneNsyQty33XorM2+8MetxneB5VpQOp/0eFLVNrv7kjufeYcmGR9Hs+00TcOb6B7m9Jaj6mRFSzrzzUlNI5Z167tvq+dzrmWqy8ctB1ucNcMess1k2prGufhu19ByoNoqpuTmcMeNgz4PrW+fj6QnXzRhvsO+umOPvimrwCCGmA3OBF4Fx9oMBYC9WeGe2z1wthNgohNh44MCBkravkLzTQr2jTvFk71i+PC33Lyl6tnx5SY4npWTTZz/LtttuY+Jll1k5iJddxrbbbmPTZz+bdeai0p5nRelxyu8BrBm3i+9cz5xbH+PiO9cPexahWPtRFJes/YlL4/SnHuD4zet4a8HZ3P3NH/PWgrM5fvM6Jj94lyNnVKuFcuedl4NCKu84qW/LRan6qmKeu+pPqw8n2fiVun8ynzdd4Ri7OkM8t+MQ17fOpyscS77ntH6hmNTic6CaKJbm5kjGjLmeBzs6+upyjFfq8XfFHDxCiAbgfuAfpZRdqe9J62yz/tqllMullPOllPPHjBlT0jYWUgJuWmuQUCyeti7hHc0mKjUcocZiU+kQapnxNxeDfbeK2sAJvwcoXjqgSit0Lln7E8NEBoK8PvcsNp37aRCCTed+mtfnnkVDa3PNGt3loNC0plrDKX1bLkrZVxXr3FV/Wn04ycbP9/4phQBs6vOmKxxjZ2eIqGnidwlmPHw3Ozv7kk4eJ/ULxabenwOVphglzUc6Zsz1PJjWEqjaMd5w+4xyjL8rUiZdCOHG6vjvllL+yV69TwgxQUq5RwgxAdhfibZlkm8JuGtPm8U3Ht0MUQO/WycUixONm1yz80W23rohTVTqvVtuoePFFwlt25a3UGMpqEQItRCC0QsXEg+F2HPvvey5914AGufMYfTChVmPmeu7rVS1J0VxGY5waakoVjqgSit0Lrn6kznXfZ0Vm7fjicWT69efeQk3L55X6SZXPYWkNdUSTurbclGqvqqY56760+rCaTZ+PvdPqQTBU583+7rDSCRCwpKNf+H4V9bz+oln8+jFV7CsfaOj+oVSUK/PAacw0pLmIxkzDvY8uGZhN98aexJAVY3xRtJnlGP8XfYIHmG1+pfAm1LKVFfew8AX7NdfAB4qd9tGwsJZ4/n+x05I845+78I5HBXQBnjoEk6NiSkVWirlyR4shLoUsxlSSuI9PUT27CGyzxIvjezbR2TPHuI9PVmPUQzPs8K5OGlmp1jpgCqt0Lnk6k9uOns2Ny+el75+8TzVzxSJQtKaagUn9W25KFVfVcxzL3V/qtK/iocTbfyh7p9SzqanPm/CholX15jU4kdraOCtBWfz6qLPsKOjz3H9QqkYyXOgnktsO4XhpN0mnHqJ58GM669Pex4cO3PiQNvL4WO8YvQZpU7fFuX+gQghTgeeBl4HTHv1v2Dl6P4emArswCqheHiwfc2fP19u3LixhK3Nn1yePL2hgXhPT9I7B/0eOhhcbKkcpN6Uqe1LtLsUJRxN02TjkiUcevLJ5Lq2c85h/kMP5SyTrqh9yi32nY2L71w/QIiuL2owrtHPw1edWfb9FAMhxCYp5fyyHrREOKnPVyjyxQl9Wy5K3VcV49xL2cZE+o5H19Jmj50+wMhFpft7J9r4+dw/uWzhYg64BrRDSvpi8WQ7nNQvOI1SRVgpCqPQ30nmdTNNk23LliWvWzXf8yPtM4rV5+Tq88s+mpZSPiOlFFLKD0spT7D//UVKeUhKea6U8igp5cKhOn4nMZgnL97Tw4zrr0/bPnHxKj2jOZjo2f5HHmHXPfcUfTZDSsm2ZcuI7NmDe9Qogsccg3vUKCJ79rBt2TLlka9jKv17gOIJ0RVrPwqFovpxQt+Wi1L3VcU491K2MTV9RwhBwOPCo2vc/uyWEe+7HnGijZ/P/VMOMfQB7chIRXFSv+AkKq0XqrAYbMyYTT8q23XbtmxZ2nWr5nt+JH1God/lcKiIBk81kc/s02C5dDOuv35ASfCtt9ySsyR4OckVQg3gamjAsCOPipkbKITA1dCAd8KE5HfpGTsW74QJuBoaKv6dKOqbhbPGczNzuf3ZLexo72Vaa5BrT5tV8ExusfajUCgUpaQa+qpStnFHey+tfnfaOpVOW1vkc/9IKdl6yy1pnyu2rV4NvzUnUgm9UMVABh0zZkktzOe6VbOTJ5dodD73ZKHf5XAoe4pWMSl1uH6hIYFSSp5ZsCC5fNpLL/HypZfS8cILzLjuOmbeeCNbb7mFbbfdRsvJJ3Pi73/viBs7lxMr83xO37BhxO1NfIe77rmHSZdfnhTaSl12wneiUNQKlQ7ZLyYqRUuhUBQTJ6XTFgPV3xeOlJJNn/2s4231eqcUYxJF4RSadpu4btEDB5CmyTk7dqBpWlWn2Q0mGl1omtZIU5gdk6JVLRQaEpjNk7ft1lshUd8+sV05Gl8g2byuuTyTI3UIJryWqc6cmTfcwKTLL695cTmFQqFQKBTOQaXTKlJxsq1ez5RqTKIonELSblOvmzRNYocPs3HJEkzTrOo0u2IVEShl+raK4LFZs2XvgLDJc48al1UAaeviy/nhc+8kt/2HU49i5iP3ZPfkXXYZppTsve++5D4mXHYZRzggRSsXxfJMDnUMp4pOKhS1hJrRVZSTbM/SQlMQirEPhSJfaul+U/398JBS8t4ttySr3ILzbfV6YM2Wvdz+zNtMfvAuFrz2NBMuu4zz/+fbRR+TKIpP5lhyxvXXJwvsuEeNwjN2bF6ZG07un50wls3V5ysHD4NXUTj3qHFpIYHhu//MTX95ZcC2/9PzV44KaFnTuaZ+9atVF1aoFOsVitpAGfyKclGMikS1VtVIoSgnqr8fPioFyFmkPgs+8uJKRG8v68+8hJsXz0tOwKsxibPJVkXryWnTEJqGZ8yYIX9jyh4YGpWiNQg5qyg88/aAkMB1//6feDQxYNs7Jn8kzQuZCNea+tWvVmVY4bSrr856PqojVSgUxUIIcYEQ4m0hxLtCiG9Wuj2KkVGMikSqqpFCoSg3KgXIeaQ+C14/YzGvnf9ZPC6d25/dosYkVULqWDJRRcszdiyeMWOAoX9jyh4YPsrBg1VFwe/W09b5XRqTH7xrQAmzqc+t5oz1DyS1daC/4kI2L2Spy6CVEieXdlUoFNWNEEIHfgxcCMwGlgohZle2VYqRkPVZWmBFomLsQ6FQKPKlHCWLFYUz4FkgRNqzQI1JqoPULJDdK1Yw6fLL8/6NKXtg+Kgy6cC01uCAKgohw6ShtZmJH00XUHr/pa30CBekdCyhWJxprcEB+y1HGTSFQqGoUk4C3pVSbgUQQtwLLAHeqGirFMMm67M0x/OxlPtQKBSKfFG2ujNRz4LaYbi/MXUPDB/l4MGqovCNRzdD1EjL8Vv0r//EzKPGpaUpnfXdf7M0eDK2zVVxYdrVV6eJLiVuavXAUCgUdc4k4IOU5Z3ARyrUFkURyPUsLaQiUTH2oVAoFIWgbHXnoZ4FtcVwfmPqHhg+KkULWDhrPDdfNJdxjX7aQzHGNfqTAk6ZN955R0/IuW0uVKqTQqFQDA8hxNVCiI1CiI0HDhyodHMUgzDYs7Sc+1AoFIpCUba6s1DPgtqj0N+YugeGj6qipVAoFDWMU6uqCCFOAf5DSnm+vfwtACnl/+T6jOrzFQqFIjdO7e+Hg+rvFQqFYnBUFS2FQqFQOIkNwFFCiBlCCA9wGfBwhdukUCgUCoVCoVBULUqDR6FQKBRlR0ppCCH+D7AK0IFfSSn/VuFmKRQKhUKhUCgUVYty8CgUCoWiIkgp/wL8pdLtUCgUCoVCoVAoagGVoqVQKBQKhUKhUCgUCoVCUeUoB49CoVAoFAqFQqFQKBQKRZWjHDwKhUKhUCgUCoVCoVAoFFWOcvAoFAqFQqFQKBQKhUKhUFQ5ysGjUCgUCoVCoVAoFAqFQlHlKAePQqFQKBQKhUKhUCgUCkWVI6SUlW7DsBFCHAB2lOlwo4GDZTpWpaiHcwR1nrVEPZwjjOw8p0kpxxSzMZWijH2+uq9qh3o4R1DnWUuo/p5h9ff1cG9kos65PqjHc4b6PO9Czzlrn1/VDp5yIoTYKKWcX+l2lJJ6OEdQ51lL1MM5Qv2cp1Ool++7Hs6zHs4R1HnWEvVwjqWgHr83dc71QT2eM9TneRfrnFWKlkKhUCgUCoVCoVAoFApFlaMcPAqFQqFQKBQKhUKhUCgUVY5y8OTP8ko3oAzUwzmCOs9aoh7OEernPJ1CvXzf9XCe9XCOoM6zlqiHcywF9fi9qXOuD+rxnKE+z7so56w0eBQKhUKhUCgUCoVCoVAoqhwVwaNQKBQKhUKhUCgUCoVCUeUoB49CoVAoFAqFQqFQKBQKRZWjHDwZCCGmCCHWCiHeEEL8TQhxnb1+lBDicSHEO/bf1kq3dSQIIXxCiJeEEK/a5/kde/0MIcSLQoh3hRD3CSE8lW7rSBFC6EKIzUKIR+zlWjzH7UKI14UQrwghNtrrauqeBRBCtAgh/iiEeEsI8aYQ4pRaOk8hxNH2NUz86xJC/GMtnaPTqIc+v576e6j9Pl/197VznqrPHzlCiAuEEG/bv+9vVro9paIenlXZqPX+PBv10PdlIoS43r6v/yqEWGHbLTV1rYUQvxJC7BdC/DVlXdbrKixut8/9NSHEvEKOpRw8AzGAG6WUs4GTga8LIWYD3wSekFIeBTxhL1czEeAcKeUc4ATgAiHEycD3gGVSyiOBduDLlWti0bgOeDNluRbPEeBsKeUJUsr59nKt3bMAtwErpZTHAHOwrmvNnKeU8m37Gp4AnAj0AQ9QQ+foQOqhz6+n/h7qo89X/X0NnKfq80eGEEIHfgxcCMwGltr9dy1SD8+qbNRDf55Jzfd9qQghJgHXAvOllB8CdOAyau9a/xq4IGNdrut6IXCU/e9q4CcFHUlKqf4N8g94CDgPeBuYYK+bALxd6bYV8RwDwMvAR4CDgMtefwqwqtLtG+G5TbZ/MOcAjwCi1s7RPo/twOiMdTV1zwLNwDZscfhaPc+U81oEPFvL5+jEf7Xe59dyf2+fR833+aq/r53zzDg31ecX/p2l/Z6BbwHfqnS7ynTuNf2sss+n5vvzLOdcj33fJOADYBTgsq/1+bV4rYHpwF+Huq7Az4Cl2bbL55+K4BkEIcR0YC7wIjBOSrnHfmsvMK5S7SoWdtjjK8B+4HHgPaBDSmnYm+zE+tFVMz8AbgJMe7mN2jtHAAmsFkJsEkJcba+rtXt2BnAAuNMO1/2FECJI7Z1ngsuAFfbrWj1HR1HLfX6d9PdQH32+6u8tauE8U1F9fuEkBoYJauH3PSS1/KzK4AfUfn+eSd31fVLKXcD/A94H9gCdwCZq/1pD7us6or5NOXhyIIRoAO4H/lFK2ZX6nrRcaVVfX15KGZdWWPBk4CTgmMq2qLgIIRYD+6WUmyrdljJwupRyHlZI39eFEGemvlkj96wLmAf8REo5F+glI0S1Rs4TO8/4YuAPme/Vyjk6jVrv82u9v4e66vNVf0/NnCeg+nxF/tT6sypBHfXnmdRV3wdg684swXJuTQSCDExlqnmKeV2VgycLQgg3Vud5t5TyT/bqfUKICfb7E7BmQWsCKWUHsBYr/K1FCOGy35oM7KpUu4rAacDFQojtwL1YIZ63UVvnCCS930gp92Pl759E7d2zO4GdUsoX7eU/Yj0Ea+08wRq4vSyl3Gcv1+I5OoZ66vNruL+HOunzVX9fU+eZQPX5w2MXMCVluep/34NRT88q6qQ/z0K99X0AC4FtUsoDUsoY8Ces61/r1xpyX9cR9W3KwZOBEEIAvwTelFLemvLWw8AX7NdfwMp9rVqEEGOEEC32az9WHu+bWIb/p+3Nqvo8pZTfklJOllJOxwp9flJKeQU1dI4AQoigEKIx8Rorj/+v1Ng9K6XcC3wghDjaXnUu8AY1dp42S+kP1YfaPEdHUA99fj3091Affb7q72vrPFNQff7w2AAcZVfb8WD97h+ucJtKQj08q1Kph/48G3XY94GVmnWyECJg3+eJc67pa22T67o+DHzerqZ1MtCZkso1JMIW7lHYCCFOB54GXqc/5/NfsPJcfw9MBXYAn5VSHq5II4uAEOLDwG+wlMo14PdSyu8KIWZiecpHAZuBz0kpI5VraXEQQpwF/JOUcnGtnaN9Pg/Yiy7gHinlfwkh2qihexZACHEC8AvAA2wFrsK+f6mR87QHbe8DM6WUnfa6mruWTqEe+vx66++hdvt81d/XVn8Pqs8fKUKIj2FptejAr6SU/1XZFpWGenhW5aJW+/Nc1Evfl4oQ4jvApVjV4jYDX8HSnKmZay2EWAGcBYwG9gHfBh4ky3W1HV0/wkpV6wOuklJuzPtYysGjUCgUCoVCoVAoFAqFQlHdqBQthUKhUCgUCoVCoVAoFIoqRzl4FAqFQqFQKBQKhUKhUCiqHOXgUSgUCoVCoVAoFAqFQqGocpSDR6FQKBQKhUKhUCgUCoWiylEOHoVCoVAoFAqFQqFQKBSKKkc5eBSKAhBCXCKEkEKIYyrdFoVCoVCUFtXnKxQKxeAIIf5VCPE3IcRrQohXhBAfKfHx/kMI8U/26+8KIRYWab9fEkK8bp/HX4UQS4qx3zyP7RdCPCWE0O3llUKIDiHEI0N8Lut2QogZQogXhRDvCiHuE0J47PVee/ld+/3p9vrjhRC/Ls3ZKcqNcvAoFIWxFHjG/qtQKBSK2kb1+QqFQpEDIcQpwGJgnpTyw8BC4INyHV9K+e9SyjUj3Y8QYjLwr8Dp9nmcDLw2wn26Ctj8S8CfpJRxe/lm4Mo8Ppdru+8By6SURwLtwJft9V8G2u31y+ztkFK+DkwWQkwtoM0Kh6IcPApFngghGoDTsTrHy+x1mhDiDiHEW0KIx4UQfxFCfNp+70TbG79JCLFKCDGhgs1XKBQKRQGoPl+hUCiGZAJwUEoZAZBSHpRS7gYQQmwXQnzfjop5SQhxpL1+jBDifiHEBvvfafb6/xBC/EoIsU4IsVUIcW3iIHaU0BYhxDPA0Snrf53SB28XQnxHCPGyfcxjUo73uB1l9AshxA4hxOiM8xgLdAM99nn0SCm32Z8/UgixRgjxqr3vI4TFzXakz+tCiEvtbc8SQjwthHgYeEMIodvbbbAjg76W43u8AngosSClfMJuz6Bk204IIYBzgD/aq34DXGK/XmIvY79/rr09wJ+xn3WK6kY5eBSK/FkCrJRSbgEOCSFOBD4JTAdmY3nQTwEQQriBHwKfllKeCPwK+K9KNFqhUCgUw0L1+QqFQjE4q4EptvPlDiHERzPe75RSHg/8CPiBve42rOiSBcCngF+kbH8McD5wEvBtIYTb7nsvA04APgYsGKQ9B6WU84CfAP9kr/s28KSU8jgsp0a2KJVXgX3ANiHEnUKIj6e8dzfwYynlHOBUYA/Ws+AEYA5W1NLNKU79ecB1UspZWBMEnfa5LgC+KoSYkXpgO31qppRy+yDnVQhtQIeU0rCXdwKT7NeTsCOs7Pc77e0BNgJnFKkNigpSSOiYQlHvLMV6KAHcay+7gD9IKU1grxBirf3+0cCHgMdtx7iO9UBQKBQKRXWg+nyFQqEYBCllj+2AOQM4G7hPCPFNKeWv7U1WpPxdZr9eCMzuDxyhyY6YBHjUjgaKCCH2A+PsfT8gpewDsKNjcvEn++8mLCcMWJGYn7Dbu1II0Z7lPOJCiAuwnDDnAsvs87oFmCSlfMDeLmy34XRghZ1StU8I8ZT92S7gpUT0D7AI+HAiyghoBo4CEu8DjAY6BjmncrEfmFjpRihGjnLwKBR5IIQYhRXueLwQQmIZ7xJ4INdHgL9JKU8pUxMVCoVCUSRUn69QKBT5YTs51gHrhBCvA18Afp14O3VT+68GnJxwliSwHT6RlFVxCh+rJj5f8GellBJ4CXhJCPE4cCeWg6dQelNeC+AfpJSrBtk+BPiG2qmwxKt/Zi/+u5Qyl6PrENAihHDZUTqTgV32e7uAKcBOWyOo2d4euw2hodqhcD4qRUuhyI9PA7+TUk6TUk6XUk7B8r4fBj5l6zKMA86yt38bGCMs8TnsENPjKtFwhUKhUBSM6vMVCoViCIQQRwshjkpZdQKwI2X50pS/z9uvVwP/kLKPE4Y4zHrgEmFVmmoEPj7E9pk8C3zWPtYioDVzAyHERCHEvJRVJwA7pJTdWM6QS+ztvEKIAPA0cKmtsTMGOBPLOZTJKuDv7TRehBCzhBDB1A2klO2ALoQY1MkjpXxRSnmC/S9nFJPtqFqL9RwDy+GW0Pd52F7Gfv9Je3uAWcBfB2uDojpQETwKRX4sxVaaT+F+4Fis3NY3sHJaX8bKtY3a4Zi3CyGasX5rPwD+VrYWKxQKhWK4qD5foVAohqYB+KEQogUwgHeBq1PebxVCvIYVWZOoRngt8GN7vQvLgfN3uQ4gpXxZCHEflk7OfmBDgW38DrBCCHEllpNpLwMFjN3A/xNCTATCwIGUNl0J/EwI8V0gBnwGK5rzFLtNErhJSrk3Ieycwi+wdNtetsWMD9AveJzKaqxUsjUAQoinsfSIGoQQO4EvZ4sCGmS7fwbuFUL8J7AZ+KX9kV8CvxNCvIs1YZEqqnw28GiWtimqDNHvtFMoFMNBCNFg5yC3YXnvT5NS7q10uxQKhUJRfFSfr1AoFEMjhNgOzJdSHqxwO7xAXEpp2FGWP5FSnlDJNmViRw9dL6XMpzR6KY7vBZ7CKhNvDLW9wtmoCB6FYuQ8Ys9ceID/qwx9hUKhqGlUn69QKBTVw1Tg90IIDYgCX61wewZgRymtFULotqZRuZkKfFM5d2oDFcGjUCgUCoVCoVAoFAqFQlHlKJFlhUKhUCgUCoVCoVAoFIoqRzl4FAqFQqFQKBQKhUKhUCiqHOXgUSgUCoVCoVAoFAqFQqGocpSDR6FQKBQKhUKhUCgUCoWiylEOHoVCoVAoFAqFQqFQKBSKKuf/B097WdBuvY80AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1152x360 with 3 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["fig, axes = plt.subplots(1,3, figsize = (16,5), tight_layout = True)\n","sns.regplot(data =df[df['Gender'] == 'Male'], x = 'Age', y = 'Annual Income (k$)', label = 'Male', color = '#107dac', ax = axes[0], scatter_kws={'alpha':0.8})\n","sns.regplot(data =df[df['Gender'] == 'Female'], x = 'Age', y = 'Annual Income (k$)',label = 'Female',color = '#b30000', ax = axes[0], scatter_kws={'alpha':0.8}, marker = 'x')\n","axes[0].legend(loc = 2)\n","\n","sns.regplot(data =df[df['Gender'] == 'Male'], x = 'Age', y = 'Spending Score (1-100)', label = 'Male',color = '#107dac', ax = axes[1], scatter_kws={'alpha':0.8})\n","sns.regplot(data =df[df['Gender'] == 'Female'], x = 'Age', y = 'Spending Score (1-100)',label = 'Female',color = '#b30000', ax = axes[1], scatter_kws={'alpha':0.8}, marker = 'x')\n","axes[1].legend(loc = 2)\n","\n","sns.regplot(data =df[df['Gender'] == 'Male'], x = 'Spending Score (1-100)', y = 'Annual Income (k$)', label = 'Male',  color = '#107dac',  ax = axes[2], scatter_kws={'alpha':0.8})\n","sns.regplot(data =df[df['Gender'] == 'Female'], x = 'Spending Score (1-100)', y = 'Annual Income (k$)', label = 'Female',color = '#b30000',   ax = axes[2],scatter_kws={'alpha':0.8}, marker = 'x')\n","axes[2].legend(loc = 2)"]},{"cell_type":"markdown","id":"b860fc3b","metadata":{"papermill":{"duration":0.009114,"end_time":"2022-09-10T15:31:30.937203","exception":false,"start_time":"2022-09-10T15:31:30.928089","status":"completed"},"tags":[]},"source":["## 2. Clustering the Data"]},{"cell_type":"markdown","id":"69fd535b","metadata":{"papermill":{"duration":0.00898,"end_time":"2022-09-10T15:31:30.95547","exception":false,"start_time":"2022-09-10T15:31:30.94649","status":"completed"},"tags":[]},"source":["## 2.1 Preprocessing Pipeline"]},{"cell_type":"code","execution_count":7,"id":"9ce9e032","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:30.978736Z","iopub.status.busy":"2022-09-10T15:31:30.978339Z","iopub.status.idle":"2022-09-10T15:31:31.009848Z","shell.execute_reply":"2022-09-10T15:31:31.008781Z"},"papermill":{"duration":0.046866,"end_time":"2022-09-10T15:31:31.012294","exception":false,"start_time":"2022-09-10T15:31:30.965428","status":"completed"},"tags":[]},"outputs":[],"source":["X = df.copy()\n","\n","#map gender to 0 and 1\n","dict_gender = {'Male':0, 'Female':1}\n","X['Gender'] = X['Gender'].map(dict_gender)\n","\n","pipe_proc = Pipeline( [('scl', StandardScaler()), ('pca', PCA())])\n","\n","X_pca = pipe_proc.fit_transform(X)"]},{"cell_type":"code","execution_count":8,"id":"35371cc3","metadata":{"execution":{"iopub.execute_input":"2022-09-10T15:31:31.03373Z","iopub.status.busy":"2022-09-10T15:31:31.032774Z","iopub.status.idle":"2022-09-10T15:31:31.245111Z","shell.execute_reply":"2022-09-10T15:31:31.243616Z"},"papermill":{"duration":0.226108,"end_time":"2022-09-10T15:31:31.247911","exception":false,"start_time":"2022-09-10T15:31:31.021803","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Text(0.5, 0, 'PCA Components')"]},"execution_count":8,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 720x360 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (10,5))\n","sns.barplot(x = ['PCA0', 'PCA1', 'PCA2', 'PCA3'], y = pipe_proc[1].explained_variance_ratio_,  color = '#107dac', alpha = 0.6)\n","plt.ylabel('Explained Variance Ratio')\n","plt.xlabel('PCA Components')"]},{"cell_type":"markdown","id":"f4623d54","metadata":{"execution":{"iopub.execute_input":"2022-08-21T13:13:11.516518Z","iopub.status.busy":"2022-08-21T13:13:11.515831Z","iopub.status.idle":"2022-08-21T13:13:11.52171Z","shell.execute_reply":"2022-08-21T13:13:11.520333Z","shell.execute_reply.started":"2022-08-21T13:13:11.51647Z"},"papermill":{"duration":0.00978,"end_time":"2022-09-10T15:31:31.267583","exception":false,"start_time":"2022-09-10T15:31:31.257803","status":"completed"},"tags":[]},"source":["## 2.2 KMeans Clustering"]},{"cell_type":"code","execution_count":9,"id":"7c5910ab","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:31.290666Z","iopub.status.busy":"2022-09-10T15:31:31.289611Z","iopub.status.idle":"2022-09-10T15:31:32.289274Z","shell.execute_reply":"2022-09-10T15:31:32.287764Z"},"papermill":{"duration":1.013849,"end_time":"2022-09-10T15:31:32.292044","exception":false,"start_time":"2022-09-10T15:31:31.278195","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["Text(0.5, 0, 'Number of Clusters')"]},"execution_count":9,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["cluster_inertia = []\n","for i in range(2, 20):\n","    \n","    clst = KMeans(n_clusters = i)\n","    clst.fit(X_pca)\n","    cluster_inertia.append(clst.inertia_)\n","\n","plt.figure(figsize = (10,6))\n","sns.lineplot(x = range(2, 20), y = cluster_inertia,marker='X', color = 'black', alpha = 0.6)\n","plt.ylabel('Sum of Squared Distance')\n","plt.xlabel('Number of Clusters')"]},{"cell_type":"markdown","id":"df2c3103","metadata":{"papermill":{"duration":0.010161,"end_time":"2022-09-10T15:31:32.313388","exception":false,"start_time":"2022-09-10T15:31:32.303227","status":"completed"},"tags":[]},"source":["<i><font size = 3.5>According to Elbow method we should aim around 8 to 10 clusters</font></i>"]},{"cell_type":"markdown","id":"0d447011","metadata":{"execution":{"iopub.execute_input":"2022-08-21T14:02:10.294603Z","iopub.status.busy":"2022-08-21T14:02:10.294177Z","iopub.status.idle":"2022-08-21T14:02:10.300222Z","shell.execute_reply":"2022-08-21T14:02:10.299295Z","shell.execute_reply.started":"2022-08-21T14:02:10.294566Z"},"papermill":{"duration":0.010903,"end_time":"2022-09-10T15:31:32.334732","exception":false,"start_time":"2022-09-10T15:31:32.323829","status":"completed"},"tags":[]},"source":["## 2.3 2d Visualization of the first 2 PCA components for 5 - 8 clusters"]},{"cell_type":"code","execution_count":10,"id":"d8cd9d0a","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:32.358375Z","iopub.status.busy":"2022-09-10T15:31:32.357942Z","iopub.status.idle":"2022-09-10T15:31:34.031397Z","shell.execute_reply":"2022-09-10T15:31:34.030087Z"},"papermill":{"duration":1.69019,"end_time":"2022-09-10T15:31:34.035719","exception":false,"start_time":"2022-09-10T15:31:32.345529","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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\n","text/plain":["<Figure size 1080x1080 with 4 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (15,15), tight_layout = True)\n","for i in range(5,9):\n","    plt.subplot(2,2,i-4)\n","    clst = KMeans(n_clusters = i)\n","    labels = clst.fit(X_pca).labels_\n","    X['label'] = labels\n","\n","    sns.scatterplot( x = X_pca[:, 0], y = X_pca[:, 1], hue = labels, palette = 'Set1', alpha = 0.8)\n","    plt.ylabel('PCA1')\n","    plt.xlabel('PCA0')\n","    plt.title(f'Number of Clusters - {i}')"]},{"cell_type":"markdown","id":"8007afe3","metadata":{"papermill":{"duration":0.013025,"end_time":"2022-09-10T15:31:34.062868","exception":false,"start_time":"2022-09-10T15:31:34.049843","status":"completed"},"tags":[]},"source":["<i><font size = 3.5>2d visualization doesn't clearly reveal while we need so many clusters to separate the data</font></i>"]},{"cell_type":"markdown","id":"332b540f","metadata":{"papermill":{"duration":0.012284,"end_time":"2022-09-10T15:31:34.0882","exception":false,"start_time":"2022-09-10T15:31:34.075916","status":"completed"},"tags":[]},"source":["## 2.4 Analyse results for N_clusters = 8 (3D Visualization of PCA 0,1,2)"]},{"cell_type":"code","execution_count":11,"id":"ea4e6773","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:34.115891Z","iopub.status.busy":"2022-09-10T15:31:34.115446Z","iopub.status.idle":"2022-09-10T15:31:36.519204Z","shell.execute_reply":"2022-09-10T15:31:36.517931Z"},"papermill":{"duration":2.421458,"end_time":"2022-09-10T15:31:36.522271","exception":false,"start_time":"2022-09-10T15:31:34.100813","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["        <script type=\"text/javascript\">\n","        window.PlotlyConfig = {MathJaxConfig: 'local'};\n","        if (window.MathJax && window.MathJax.Hub && 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'balance')"]},{"cell_type":"markdown","id":"1302d698","metadata":{"papermill":{"duration":0.013961,"end_time":"2022-09-10T15:31:36.549731","exception":false,"start_time":"2022-09-10T15:31:36.53577","status":"completed"},"tags":[]},"source":["<i><font size = 3.5>We can see that the clustering method created 2 planes with 4 well separated clusters. Lets return to the original features and see the mean values for each cluster</font></i>"]},{"cell_type":"code","execution_count":12,"id":"daac2b20","metadata":{"_kg_hide-input":true,"execution":{"iopub.execute_input":"2022-09-10T15:31:36.577831Z","iopub.status.busy":"2022-09-10T15:31:36.577429Z","iopub.status.idle":"2022-09-10T15:31:36.606787Z","shell.execute_reply":"2022-09-10T15:31:36.605614Z"},"papermill":{"duration":0.046258,"end_time":"2022-09-10T15:31:36.609281","exception":false,"start_time":"2022-09-10T15:31:36.563023","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>cluster</th>\n","      <th>num_samples</th>\n","      <th>Gender</th>\n","      <th>Age</th>\n","      <th>Annual Income (k$)</th>\n","      <th>Spending Score (1-100)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>34</td>\n","      <td>Female</td>\n","      <td>26.000000</td>\n","      <td>39.529412</td>\n","      <td>59.500000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>19</td>\n","      <td>Male</td>\n","      <td>38.473684</td>\n","      <td>85.894737</td>\n","      <td>14.210526</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>18</td>\n","      <td>Male</td>\n","      <td>33.277778</td>\n","      <td>87.111111</td>\n","      <td>82.666667</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>26</td>\n","      <td>Male</td>\n","      <td>58.846154</td>\n","      <td>48.692308</td>\n","      <td>39.846154</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>22</td>\n","      <td>Female</td>\n","      <td>32.545455</td>\n","      <td>85.272727</td>\n","      <td>80.590909</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>5</td>\n","      <td>36</td>\n","      <td>Female</td>\n","      <td>51.277778</td>\n","      <td>46.722222</td>\n","      <td>40.722222</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>6</td>\n","      <td>20</td>\n","      <td>Female</td>\n","      <td>41.050000</td>\n","      <td>86.700000</td>\n","      <td>25.450000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>7</td>\n","      <td>25</td>\n","      <td>Male</td>\n","      <td>25.720000</td>\n","      <td>40.400000</td>\n","      <td>59.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   cluster  num_samples  Gender        Age  Annual Income (k$)  \\\n","0        0           34  Female  26.000000           39.529412   \n","1        1           19    Male  38.473684           85.894737   \n","2        2           18    Male  33.277778           87.111111   \n","3        3           26    Male  58.846154           48.692308   \n","4        4           22  Female  32.545455           85.272727   \n","5        5           36  Female  51.277778           46.722222   \n","6        6           20  Female  41.050000           86.700000   \n","7        7           25    Male  25.720000           40.400000   \n","\n","   Spending Score (1-100)  \n","0               59.500000  \n","1               14.210526  \n","2               82.666667  \n","3               39.846154  \n","4               80.590909  \n","5               40.722222  \n","6               25.450000  \n","7               59.000000  "]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["#get mean feature values for each of the 8th clusters\n","cluster_mean = []\n","for label in np.unique(labels):\n","    df_temp = X.loc[X['labels'] == label]\n","    cluster_mean.append([label, df_temp['Gender'].count(), df_temp['Gender'].mean(), df_temp['Age'].mean(), df_temp['Annual Income (k$)'].mean(), df_temp['Spending Score (1-100)'].mean()])\n","\n","\n","df_mean_kmeans= pd.DataFrame(columns = df.columns.insert(0,'cluster').insert(1, 'num_samples'), data = cluster_mean)\n","df_mean_kmeans['Gender'] = df_mean_kmeans['Gender'].map({0:'Male', 1:'Female'})\n","\n","#df_mean_kmeans.sort_values('Spending Score (1-100)', inplace = True)\n","df_mean_kmeans\n"]},{"cell_type":"markdown","id":"f196e9bd","metadata":{"papermill":{"duration":0.013531,"end_time":"2022-09-10T15:31:36.637132","exception":false,"start_time":"2022-09-10T15:31:36.623601","status":"completed"},"tags":[]},"source":["<i><font size = 3.5>The clustering method created 4 clusters for each gender. Lets visualize the feature values for each cluster and look at the distribution</font></i>"]},{"cell_type":"markdown","id":"4e3137e9","metadata":{"execution":{"iopub.execute_input":"2022-08-21T14:48:25.626706Z","iopub.status.busy":"2022-08-21T14:48:25.626281Z","iopub.status.idle":"2022-08-21T14:48:25.635036Z","shell.execute_reply":"2022-08-21T14:48:25.633828Z","shell.execute_reply.started":"2022-08-21T14:48:25.626667Z"},"papermill":{"duration":0.014063,"end_time":"2022-09-10T15:31:36.665342","exception":false,"start_time":"2022-09-10T15:31:36.651279","status":"completed"},"tags":[]},"source":["## 2.5 Visualization of the feature values per cluster "]},{"cell_type":"code","execution_count":13,"id":"cfdad7af","metadata":{"execution":{"iopub.execute_input":"2022-09-10T15:31:36.695487Z","iopub.status.busy":"2022-09-10T15:31:36.695087Z","iopub.status.idle":"2022-09-10T15:31:38.076671Z","shell.execute_reply":"2022-09-10T15:31:38.075316Z"},"papermill":{"duration":1.400123,"end_time":"2022-09-10T15:31:38.08014","exception":false,"start_time":"2022-09-10T15:31:36.680017","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABZgAAAWYCAYAAAA7raPEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAC+8klEQVR4nOzdeZxkd1kv/s8DA7JKCAwRCJAom6iswyYISNhBkx8iggoR4424IIhXQLgKqCBw72W5KmAuCEGQLSyJINuNLIoQmEBkCxgIW2JChpAQiOw8vz/OGWmankz36a6uqe73+/WaV1edOlXn6eqa+lQ953u+p7o7AAAAAACwVpeadwEAAAAAACwmDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WBmpqrqSVX10nnXsR1U1Tuq6jfmXcdWUlWfqaq7zbsOgPWQxWtTVS+uqj+fdx1bic8owHYhc9dG5m48mcu8aDCzblX1y1W1u6q+WlXnVNWbquqOG/j4h1VVV9WOjXrM8XFvXlWnVtV/jj9vvo7HelJVfWt8Dvb+e8wGlrtpqurXxuf7McuWn1VVd9mkGh5fVZ8en8ezquqVm7HdA0FV/X5VnVlVF1XVf1TVs1Z67VfVnce/kw9kwCJn8XFV9Ymq+m5V/do6H2tvfj1r2fIjx+UvXs/jT6jnLuN2n7ts+b+s93ddQw3HVNXHq+orVfWFqvrHqrryZmx73qrqJ6vqLVX1xarqFW7/8ar6p6r6clV9sqr+v3nUCSyeRczcqrphVZ1YVXuq6kvj++ON1vF4MvcHa5C5+87cw8bn44KqOreq/mqjP1MyfxrMrEtVPTrJs5M8NckhSa6b5LlJjpxjWd9nH825yyY5MclLk1w1yfFJThyXT/XK7r7Skn/PWMdjzduXkjxmHoFYVUcneUiSu3X3lZLsSnLyZtcxRycluWV3/3CSn0xysyS/t3SFqrpMkuckOWXzywMONIuaxaN/S/LbST6wQZv6VJIHLtve0Un+fYMef60uTvKQqjpsszdcVXfO8Jp4cHdfOcmPJ9k2O2yTfCvJq5Ics/yG8fVxYpI3JDk4ybFJXlpVN9zUCoGFs8CZe1CG7xk3ylD3+zK8D66HzB3J3H1n7ui5Sc5Lcs0kN09y5wyf/9hCNJiZrKqukuRPk/xOd7+2uy/u7m919z909x+usP5dquqsZcv+awqCqrrNuCf4onGP3zPH1d41/rxw3Et8+3H9X6+q08e9YG+pqustedyuqt+pqjOSnLFC+XdJsiPJs7v7G939f5JUkruu60lZwSrq/O2qOmPc0/lnVfVjVfWv4/Pwqr1N76q6alW9YdzrfMF4+dAp212F05O8J8mj9/HY33co0/K/7fh3/cOq+lBVXVxVL6yqQ8a9+1+pqv9XVVfdx7ZvneQt3f2pJOnuc7v7uCWP/bDx9/pKDSN9f3N5HVX1mKo6r4YRBUdV1X2q6t/HvfWPX7L+k6rqhKp65fh4H6iqm+3jd75UVT2uqj5VVeePf5uDx9suV1UvHZdfWFXvr6pDVvNEL9fdn+ruC/duNsl3k1x/2Wp/kOStST4+ZRvA1rHgWZzu/uvuPjnJ19f7XIzOTfLhJPccazg4yU9n+FK99Hd+dQ0jaL5cVe+qqp/Y1wNW1f2q6rTx/f1fq+qma6jnwiQvTvLEfTz29x1KXctGrdVwmOufj9v9alX9Q1VdrapeNv6N3l/7/iJ96yTv6e4PJkl3f6m7j+/ur4yPfd+q+uD4OJ+vqietUMfDxtsuqKqHV9Wtx2y/sKr+asn6v1ZV765hRNKXaxjBdcS+npR9vW5q8Kwxwy+qqg9X1U+u5olerrs/0d0vTPLRFW6+cZJrJXlWd3+nu/8pybsz7OAGWNEiZ253v6+7XzhmwbeSPCvJjarqaut4SmTu98jcfWdukhye5FXd/fXuPjfJm5Ps83XAYtJgZj1un+RySV63QY/3nCTPGUdu/liGPWBJcqfx50HjyOD3VNWRSR6f5P5Jdib55yQvX/Z4RyW5bZKbrLCtn0jyoe5eevjGh7LBb3KrrPOeSW6V5HZJHpPkuCS/muQ6GUawPnhc71JJXpTkehn2lH8tyV9lBavc7v78cZJHjR8UpviFJHdPcsMkP5fkTWNNOzP8Lr+3j/u9N8lDa2hQ76qqSy+7/bwk90vyw0keluRZVXXLJbf/SIbX5bWT/EmS/5vh+bxVkp9J8sdVdfiS9Y9M8uoMI5j+PsnraxghvNwjMrym7pzhS+kFSf56vO3oJFfJ8De7WpKHZ/j7TFLDYXcXJflihhHMf7Pktusl+fUMH24BFjmLZ+UlSR46Xn5QhhFa31i2zpuS3CDJNTKMnn7ZSg9UVbdI8rdJfjPD+/vfJDmpqn5oDfU8Jckv1PRDkR+UofF57Qx/k/dk+DxwcIYdwit+kc5wlMs9q+rJVXWHFWq+OMPzdFCS+yb5rao6atk6t83wPP1ShhF7T0hytwyflx5Yw4itpet+KsnVx5peu9JniP28bu6R4bV2wwy5+sAk5+/j99toleFzF8C+bKXMvVOSc7t7ve+xMncgcy/Zs5M8qKquUFXXTnLvDE1mthANZtbjakm+2N3f3qDH+1aS61fV1bv7q9393ktY9+FJ/qK7Tx+3/9QkN6/vH6X7F+Oew5UafVdK8uVly76cZD1TQjxw3Lu499+1VlnnM7r7ou7+aJKPJHlrd5/Z3V/OEMa3SJLuPr+7X9Pd/znuCX1KhmbnSlaz3UvU3acleVuSx67lSVjiL7v7C919doYgO6W7P9jdX8/woewW+9juSzM0c++Z5J1Jzquqxy65/Y3jKN/u7ndmGMn7M0se4ltJnjLumX9FhtB9Tnd/ZXyOP5ahabvXqd19wrj+MzN8aLzdCqU9PMkTuvus7v5GkiclecC4x/tbGf4/XH8cCXVqd1+0pmfr+5+Dvx8/aN4wyfOTfGHJzf8nyR9391enPj6wpSxyFs/K65LcpYaRZg/N8OX3+3T33465sPf9/Gbj+ssdm+RvuvuU8f39+AxfnFfKiRWNI3Wen+k7Bl805t7ezwWf6u7/Nz7nr86+8/SfM3yhvGWSNyY5v6qeuXfHbXe/o7s/3N3f7e4PZfjCufxzxZ+No43emuHL8cu7+7wl2b502+dlODLsW939yiSfyPAlerlLet18K8NnsRsnqXGdc9b4fK3GJ8Z6/7CqLlNV98jwu19hBtsCto4tkbk1HAX719nH0aprJHMjc1fhXRka5RclOSvJ7iSvn9G2mBMNZtbj/CRXr42bnP2YDA21j4+Hn9zvEta9XpLn7G3mZpgzuDLsadzr85dw/69mGAG71A8n+cryFavqZ+p7J+7b1yEfyXDIx0FL/v3HKutc2jz82grXrzTWcYWq+puq+uw4uvVdSQ5aYYRvVrnd1fiTDHtXp0z3sKrfayXd/bLuvluGPbwPT/JnVbX30Kt7V9V7a5ju4sIk98nQRN7r/O7+zpLtrFTL0m3/1+uku7+bIfCutUJZ10vyuiXP6elJvpNhDrO/S/KWJK+o4cR8z1hpFHRV/cqS19Kb9vX7L6nnjAyHGT13vP/PJbny+CECIFnsLF61qrrukvfPS9zBNn6xfmOS/5Hkat397mWPdemqeloNUx5dlOQz401Xzw+6XpI/WLoDOcPRKivlxCV5eoaRTStOw7Qf68nTN3X3z2UYeXVkkl9L8htJUlW3raq31zD11pcz5O3y52At2z67+/uODPts9p2nK75uepiq4q8yND7Oq+EkkMs/r63ls9mKxp3KR2X4Mn5uhqmnXpXhMwDAvix85lbVzgwDdJ7b3Sse4Spz/4vMzfozt6oulWG08muTXDHD733VDH8nthANZtbjPRn2KB61yvUvzpKRIWNjdOfe6919Rnc/OMOhM09PckJVXTHJD5yFNEN4/uayhu7lu/tfl6yz0v32+miSm1ZVLVl206wwZ1B3/3N/78R9a51CYzV1rtYfZDgpw23H0a17D52qFdbdkO1298czBMETlt30fX/LDNNSbLhxj+yrM0xf8pM1HGr0miT/K8kh3X1Qkn/Mys/Bal1n74Ux/A5N8h8rrPf5JPde9pxerrvPHut8cnffJMO8Y/fL9w4VW/r7vGzJa+neq6xvR4bDs5LkiCS7apjD7NwMh089qqrWe4IOYHEtchavWnd/bsn75z6/3C3xkgy5+dIVbvvlDF/87pbhkNDDxuX7ytOnLPsdr7CvL+WXUP/5GQ4P/bNlN21Wnn63h7mu/ynfmwbi7zPMk3md7r5KhhFf68nTay/7XHXd7DtP9/m66e7/0923ynCI9w2T/MC8puv8bLb3MT7U3Xfu7qt19z2T/GiGk14B7MtCZ24N58B5a5KTuvsp+1pP5q6PzP0BB4/1/VUP5786P8O0I/eZ8FgcwDSYmayHw0b+JMlf13AitSvUcJjhvavqGSvc5d+TXK6GCe4vk2Ev53/NTVRVv1pVO8dRpBeOi7+bZM/480eXPNbzk/xRjScIqKqrVNUvrqH8d2QYffp7VfVDVfW74/J/WsNjrMZ661zqyhn2XF5Yw/xK+5r/ab/breEEBk9a5XafnGGu44OWLDstyX2q6uCq+pEkj1rlY+1XDSctuG9VXbmGE+vdO8PhNKckuWyG18yeJN8eb7vHOjd5q6q6/zgS4VEZPjSudHja85M8pb53UoSdNcxplar62ar6qfFD40UZDjf67pRiquo3quoa4+WbJPmjJCePN/9xhuC/+fjvpAxzTD9syraAxbfgWZyqumxVXS7Dl6zL1HDS1I34fPrODOcB+MsVbrtyhvf68zN80XzqJTzO/03y8HHkUVXVFfdm1Fj/i6vqxaus6ZkZdkL++JJlpyW50zha7CoZ3vM3RFUdWVUPquEkwVVVt8lwOO7ejLtyki9199fH2355nZu8RobPVZcZXwc/nmEn8HL7fN3UcEKj246vzYsznPxxap7W+Nrae7Lky9WSOTGr6qbjsitU1X/PcGb7F0/ZFrA9LHLm1jAy9S1J3t3dj1vt/VZJ5srcfWZud38xyaczHBm9o6oOynAOow9N2RYHLg1m1qW7/3eGuZv+R4Yg/HyS380K8+mMgfzbSV6Q5OwMb2JLD0W8V5KP1nAYznOSPKi7v9bd/5lhvuF313Box+26+3UZ9vK+ooZDbT6SYaL41db9zQx7nh+aIcx/PclR4/INs946l3l2kstnOPHbe3MJk+KvYrvXyXC29P3q7k9nmALiiksW/12Sf8twiNNbk2zklA0XZTgRwecy/G2ekeS3uvtfeph7+vcyHMZ6QYZgPmkfj7NaJ2YYCXxBhhM63L+HQ2eXe864rbdW1Vcy/A1uO972I0lOGGs/PcOHrL+bWM8dkny4qi7O8CHhHzM8H+lh7rJz9/7LsMPh4u7+0sRtAVvAombx6K0Z3st+OsNJbr+W7x2hM1kPTt7H++NLMhxKenaGefn3Oedld+9O8t8yHEJ6QZJPZjjkda+15OlFGTLt4CXL3pYhQz+U5NQkb1jNY63SBRlqPyNDPr00yf/s7r0nV/rtJH86Ztqf5Hsnl5rqlAwnJ/pihtfKA3qFk0ft53XzwxkaDBdk+Budn+R/TqznehleT3uPTvtahjkq93pIknMyzGN5RJK79zA/KMA+LXDm/n9Jbp3kYbVk+ouquu4aHmNFMjeJzN1f5t4/w+t9T4a/67eS/P7EbXGAqu5LPIoC2GJqOKnDq7r7p+ddy7zVMIr7+t39q/OuBYDFUlWXzbCz9ab72DG5bVTVryX5je6+47xrAWDrkbnfI3M5UG3U5PTAgujuszKMFAMAJhqPevrx/a4IAKyLzIUDnykyAAAAAACYxBQZAAAAAABMYgQzAAAAAACTLMQczFe/+tX7sMMOm3cZALAmp5566he7e+e861gteQvAIlq0vE1kLgCLaV+ZuxAN5sMOOyy7d++edxkAsCZV9dl517AW8haARbRoeZvIXAAW074y1xQZAAAAAABMosEMAAAAAMAkGswAAAAAAEyiwQwAAAAAwCQazAAAAAAATKLBDAAAAADAJBrMAAAAAABMosEMAAAAAMAkM20wV9VBVXVCVX28qk6vqttX1cFV9baqOmP8edVZ1gAAAAAAwGzMegTzc5K8ubtvnORmSU5P8rgkJ3f3DZKcPF4HAAAAAGDBzKzBXFVXSXKnJC9Mku7+ZndfmOTIJMePqx2f5KhZ1QAAAAAAwOzMcgTz4Un2JHlRVX2wql5QVVdMckh3nzOuc26SQ1a6c1UdW1W7q2r3nj17ZlgmAAAAAABTzLLBvCPJLZM8r7tvkeTiLJsOo7s7Sa905+4+rrt3dfeunTt3zrBMAAAAAACmmGWD+awkZ3X3KeP1EzI0nL9QVddMkvHneTOsAQAAAACAGdkxqwfu7nOr6vNVdaPu/kSSI5J8bPx3dJKnjT9PnFUNAPPyhDc+ft4lsEGect+nzrsE2PIe8by3zrsENshf/tY95l0CAPsgb7cOecuBZmYN5tEjkrysqi6b5MwkD8swavpVVXVMks8meeCMawAAAAAAYAZm2mDu7tOS7FrhpiNmuV0AAAAAAGZvlnMwAwAAAACwhWkwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk+yYdwEAAAAAwIHrCW98/LxLYIM85b5P3fDHNIIZAAAAAIBJNJgBYMFV1e9X1Uer6iNV9fKqulxVHV5Vp1TVJ6vqlVV12XnXCQAAwNajwQwAC6yqrp3k95Ls6u6fTHLpJA9K8vQkz+ru6ye5IMkx86sSAACArUqDGQAW344kl6+qHUmukOScJHdNcsJ4+/FJjppPaQAAAGxlGswAsMC6++wk/yvJ5zI0lr+c5NQkF3b3t8fVzkpy7ZXuX1XHVtXuqtq9Z8+ezSgZAACALUSDGQAWWFVdNcmRSQ5Pcq0kV0xyr9Xev7uP6+5d3b1r586dM6oSALYG5z0AgB+kwQwAi+1uST7d3Xu6+1tJXpvkDkkOGqfMSJJDk5w9rwIBYCtw3gMAWJkGMwAsts8luV1VXaGqKskRST6W5O1JHjCuc3SSE+dUHwBsJc57AADLaDADwALr7lMyfKn9QJIPZ8j245I8Nsmjq+qTSa6W5IVzKxIAtgDnPQCAle3Y/yoAwIGsu5+Y5InLFp+Z5DZzKAcAtqRl5z24MMmrs8bzHmTYCZxdu3b1DEoEgLkwghkAAAD2z3kPAGAFGswAAACwf857AAAr0GAGAACA/XDeAwBYmTmYAQAAYBWc9wAAfpARzAAAAAAATKLBDAAAAADAJBrMAAAAAABMosEMAAAAAMAkGswAAAAAAEyiwQwAAAAAwCQazAAAAAAATKLBDAAAAADAJBrMAAAAAABMosEMAAAAAMAkGswAAAAAAEyiwQwAAAAAwCQazAAAAAAATKLBDAAAAADAJBrMAAAAAABMsmOWD15Vn0nylSTfSfLt7t5VVQcneWWSw5J8JskDu/uCWdYBAAAAAMDG24wRzD/b3Tfv7l3j9cclObm7b5Dk5PE6AAAAAAALZh5TZByZ5Pjx8vFJjppDDQAAAAAArNOsG8yd5K1VdWpVHTsuO6S7zxkvn5vkkJXuWFXHVtXuqtq9Z8+eGZcJAAAAAMBazXQO5iR37O6zq+oaSd5WVR9femN3d1X1Snfs7uOSHJcku3btWnEdAAAAAADmZ6YjmLv77PHneUlel+Q2Sb5QVddMkvHnebOsAQAAAACA2ZhZg7mqrlhVV957Ock9knwkyUlJjh5XOzrJibOqAQAAAACA2ZnlFBmHJHldVe3dzt9395ur6v1JXlVVxyT5bJIHzrAGAAAAAABmZGYN5u4+M8nNVlh+fpIjZrVdAAAAAAA2x0znYAYAAAAAYOvSYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGgAVXVQdV1QlV9fGqOr2qbl9VB1fV26rqjPHnVeddJwAAAFuPBjMALL7nJHlzd984yc2SnJ7kcUlO7u4bJDl5vA4AAAAbSoMZABZYVV0lyZ2SvDBJuvub3X1hkiOTHD+udnySo+ZRHwAAAFubBjMALLbDk+xJ8qKq+mBVvaCqrpjkkO4+Z1zn3CSHrHTnqjq2qnZX1e49e/ZsUskAsJhMSwUAP0iDGQAW244kt0zyvO6+RZKLs2w6jO7uJL3Snbv7uO7e1d27du7cOfNiAWDBmZYKAJbRYAaAxXZWkrO6+5Tx+gkZGs5fqKprJsn487w51QcAW4JpqQBgZRrMALDAuvvcJJ+vqhuNi45I8rEkJyU5elx2dJIT51AeAGwlpqUCgBVoMAPA4ntEkpdV1YeS3DzJU5M8Lcndq+qMJHcbrwMA05mWCgBWsGPWG6iqSyfZneTs7r5fVR2e5BVJrpbk1CQP6e5vzroOANiquvu0JLtWuOmITS4FALaylaalelzGaam6+xzTUgGwHW3GCOZHZjjxwV5PT/Ks7r5+kguSHLMJNQAAAMBkpqUCgJXNtMFcVYcmuW+SF4zXK8ldM+zpTZwAAQAAgMVhWioAWGbWU2Q8O8ljklx5vH61JBd297fH62clufZKd6yqY5McmyTXve51Z1slAAAA7IdpqQDgB81sBHNV3S/Jed196pT7OwECAAAAAMCBbZYjmO+Q5Oer6j5JLpfkh5M8J8lBVbVjHMV8aJKzZ1gDAAAAAAAzMrMGc3f/UZI/SpKqukuS/97dv1JVr07ygCSviBMgcAB7xPPeOu8S2CB/+Vv3mHcJAAAAAFvSTE/ytw+PTfLoqvpkhjmZXziHGgAAAAAAWKdZn+QvSdLd70jyjvHymUlusxnbBQAAAABgduYxghkAAAAAgC1AgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmGTH/laoqhsnOTLJtcdFZyc5qbtPn2VhAAAAsNHG77jXTnJKd391yfJ7dfeb51cZACymSxzBXFWPTfKKJJXkfeO/SvLyqnrc7MsDAKrqYfOuAQC2gqr6vSQnJnlEko9U1ZFLbn7qfKoCgMW2vxHMxyT5ie7+1tKFVfXMJB9N8rRZFQYA/JcnJ3nRvIsAgC3gvyW5VXd/taoOS3JCVR3W3c/JMJgKAFij/TWYv5vkWkk+u2z5NcfbAIANUFUf2tdNSQ7ZzFoAYAu71N5pMbr7M1V1lwxN5utFgxkAJtlfg/lRSU6uqjOSfH5cdt0k10/yu5d0x6q6XJJ3JfmhcTsndPcTq+rwDNNuXC3JqUke0t3fnPwbAMDWcEiSeya5YNnySvKvm18OAGxJX6iqm3f3aUkyjmS+X5K/TfJTc60MABbUJTaYu/vNVXXDJLfJ95/k7/3d/Z39PPY3ktx1DOzLJPmXqnpTkkcneVZ3v6Kqnp9hGo7nreu3AIDF94YkV9r7hXepqnrHplcDAFvTQ5N8e+mC7v52kodW1d/MpyQAWGz7G8Gc7v5ukveu9YG7u5PsPSPvZcZ/neSuSX55XH58kidFgxmAba67j7mE2355X7cBAKvX3Wddwm3v3sxaAGCruNQsH7yqLl1VpyU5L8nbknwqyYXjHuIkOSvfGxm9/L7HVtXuqtq9Z8+eWZYJAAAAAMAEM20wd/d3uvvmSQ7NMM3Gjddw3+O6e1d379q5c+esSgQAAAAAYKKZNpj36u4Lk7w9ye2THFRVe6fmODTDnM4AAAAAACyYmTWYq2pnVR00Xr58krsnOT1Do/kB42pHJzlxVjUAAAAAADA7+z3J3zpcM8nxVXXpDI3sV3X3G6rqY0leUVV/nuSDSV44wxoAAAAAAJiRmTWYu/tDSW6xwvIzM8zHDAAAAADAAtuUOZgBAAAAANh6NJgBAAAAAJhEgxkAAAAAgEk0mAFgC6iqS1fVB6vqDeP1w6vqlKr6ZFW9sqouO+8aAQAA2Ho0mAFga3hkktOXXH96kmd19/WTXJDkmLlUBQAAwJamwQwAC66qDk1y3yQvGK9XkrsmOWFc5fgkR82lOADYYhw1BADfT4MZABbfs5M8Jsl3x+tXS3Jhd397vH5WkmuvdMeqOraqdlfV7j179sy8UADYAhw1BABLaDADwAKrqvslOa+7T51y/+4+rrt3dfeunTt3bnB1ALC1OGoIAH7QjnkXAACsyx2S/HxV3SfJ5ZL8cJLnJDmoqnaMo5gPTXL2HGsEgK3i2RmOGrryeH1NRw0lOTZJrnvd6862SgDYREYwA8AC6+4/6u5Du/uwJA9K8k/d/StJ3p7kAeNqRyc5cU4lAsCW4KghAFiZBjMAbE2PTfLoqvpkhtFVL5xzPQCw6PYeNfSZJK/IMDXGfx01NK7jqCEAth0NZgDYIrr7Hd19v/Hymd19m+6+fnf/Ynd/Y971AcAic9QQAKzMHMwAwLp97CEPnXcJbJCb/N1L5l0CwKJ5bJJXVNWfJ/lgHDUEwDajwQwAAABr0N3vSPKO8fKZSW4zz3oAYJ5MkQEAAAAAwCRbegSzw3W3DofrAgAAAMCBxwhmAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYJId8y4AAAAA2L+PPeSh8y6BDXKTv3vJvEsA2DBGMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTzKzBXFXXqaq3V9XHquqjVfXIcfnBVfW2qjpj/HnVWdUAAAAAAMDszHIE87eT/EF33yTJ7ZL8TlXdJMnjkpzc3TdIcvJ4HQAAAACABTOzBnN3n9PdHxgvfyXJ6UmuneTIJMePqx2f5KhZ1QAAAAAAwOxsyhzMVXVYklskOSXJId19znjTuUkO2cd9jq2q3VW1e8+ePZtRJgAAAAAAazDzBnNVXSnJa5I8qrsvWnpbd3eSXul+3X1cd+/q7l07d+6cdZkAAAAAAKzRTBvMVXWZDM3ll3X3a8fFX6iqa463XzPJebOsAQAAAACA2ZhZg7mqKskLk5ze3c9cctNJSY4eLx+d5MRZ1QAAAAAAwOzsmOFj3yHJQ5J8uKpOG5c9PsnTkryqqo5J8tkkD5xhDQAAAAAAzMjMGszd/S9Jah83HzGr7QIAAAAAsDlmfpI/AAAAAAC2Jg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgBYYFV1nap6e1V9rKo+WlWPHJcfXFVvq6ozxp9XnXetAAAAbD0azACw2L6d5A+6+yZJbpfkd6rqJkkel+Tk7r5BkpPH6wDARHbqAsDKNJgBYIF19znd/YHx8leSnJ7k2kmOTHL8uNrxSY6aS4EAsHXYqQsAK9BgBoAtoqoOS3KLJKckOaS7zxlvOjfJIfu4z7FVtbuqdu/Zs2dzCgWABWSnLgCsTIMZALaAqrpSktckeVR3X7T0tu7uJL3S/br7uO7e1d27du7cuQmVAsDis1MXAL5HgxkAFlxVXSZDc/ll3f3acfEXquqa4+3XTHLevOoDgK3ETl0A+H4azACwwKqqkrwwyend/cwlN52U5Ojx8tFJTtzs2gBgq7FTFwB+kAYzACy2OyR5SJK7VtVp47/7JHlakrtX1RlJ7jZeBwAmslMXAFa2Y94FAADTdfe/JKl93HzEZtYCAFvc3p26H66q08Zlj8+wE/dVVXVMks8meeB8ygOA+dBgBgAAgP2wUxcAVmaKDAAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGCSmTWYq+pvq+q8qvrIkmUHV9XbquqM8edVZ7V9AAAAAABma5YjmF+c5F7Llj0uycndfYMkJ4/XAQAAAABYQDNrMHf3u5J8adniI5McP14+PslRs9o+AAAAAACztdlzMB/S3eeMl89Ncsi+VqyqY6tqd1Xt3rNnz+ZUBwAAAADAqu2Y14a7u6uqL+H245IclyS7du3a53oAAMD29YQ3Pn7eJbBBnnLfp867BABggs0ewfyFqrpmkow/z9vk7QMAAAAAsEE2u8F8UpKjx8tHJzlxk7cPAAAAAMAGmVmDuapenuQ9SW5UVWdV1TFJnpbk7lV1RpK7jdcBAAAAAFhAM5uDubsfvI+bjpjVNgEAAAAA2DybPUUGAAAAAABbhAYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwyVwazFV1r6r6RFV9sqoeN48aAGA7kLkAMHvyFoDtbNMbzFV16SR/neTeSW6S5MFVdZPNrgMAtjqZCwCzJ28B2O7mMYL5Nkk+2d1ndvc3k7wiyZFzqAMAtjqZCwCzJ28B2Naquzd3g1UPSHKv7v6N8fpDkty2u3932XrHJjl2vHqjJJ/Y1EIXy9WTfHHeRbCwvH5YD6+fS3a97t45r42vJnPl7Zp4vbMeXj+sh9fPJTvg83ZcLnNXz2ue9fD6YT28fi7Zipm7Yx6VrEZ3H5fkuHnXsQiqand375p3HSwmrx/Ww+tn8cnb1fN6Zz28flgPr5+tQeauntc86+H1w3p4/Uwzjykyzk5ynSXXDx2XAQAbS+YCwOzJWwC2tXk0mN+f5AZVdXhVXTbJg5KcNIc6AGCrk7kAMHvyFoBtbdOnyOjub1fV7yZ5S5JLJ/nb7v7oZtexxTjMivXw+mE9vH4OYDJ3w3m9sx5eP6yH188BTN7OhNc86+H1w3p4/Uyw6Sf5AwAAAABga5jHFBkAAAAAAGwBGswAAAAAAEyiwQwAAAAAwCQazAAAAAAATLJj3gUAm6eqbp/kV5P8TJJrJvlako8keWOSl3b3l+dYHge4qjo0yYMyvH6ule9//bypu787x/IADigyl6nkLcDqyVvWQ+ZunOruedfAGlXVIUmemuRa3X3vqrpJktt39wvnXBoHsKp6U5L/SHJikt1JzktyuSQ3TPKzSX4uyTO7+6S5FckBq6pelOTaSd6QlV8/t0ryuO5+19yKhA0mb5lK5jKVvGW7krlMIW9ZD5m7sTSYF9D4JvqiJE/o7ptV1Y4kH+zun5pzaRzAqurq3f3F9a7D9lRVP9ndH7mE2y+b5Lrd/clNLAtmSt4ylcxlKnnLdiVzmULesh4yd2OZg3kxXb27X5Xku0nS3d9O8p35lsSBbjWhKnjZl6XBW1UHV9XBy27/puBlC5K3TCJzmUreso3JXNZM3rIeMndjaTAvpour6mpJOkmq6nZJzCvEflXVL1XVj46Xb1pVn6yq/6iqX5h3bRzYquq6VfWKqtqT5JQk76uq88Zlh825PJgVectkMpcp5C3bmMxlEnnLVDJ3Y5kiYwFV1S2T/GWSn8ww+fjOJA/o7g/NtTAOeFW1O8kduvsbVXVikuOSfCDJW7r7pvOtjgNZVb0nybOTnNDd3xmXXTrJLyZ5VHffbo7lwUzIW9ZD5jKFvGW7krlMJW+ZSuZuLA3mBTXOSXWjJJXkE939rTmXxAGuqp6Y5DeTPD/JpZP8boYPcZ3k15O8MMk7TGDPSqrqjO6+wVpvg0Unb5lC5jKVvGU7k7mslbxlPWTuxtJgXkBVdf8VFn85yYe7+7zNrofFUVXvyBCyO5Pcqrt/ZVz+r9390/OsjQNbVb0iyZeSHJ/k8+Pi6yQ5OsOceQ+cV20wK/KW9ZC5TCFv2a5kLlPJW6aSuRtLg3kBVdUbk9w+ydvHRXdJcmqSw5P8aXf/3ZxK4wBXVT+e5ElJvpHksd19TlXdJMn/191PmWtxHNDGM+gek+TIJNceF5+d5KQkL+zub8yrNpgVect6yFymkLdsVzKXqeQtU8ncjaXBvICq6i1JHtrdXxivH5LkJUkenORd3f2T86yPA1tVXa67v75s2cHd/aV51QRwIJK3rJfMBVgdmct6yFuYv0vNuwAmuc7e4B2dNy77UhLzVLE/rxnnN0uSVNU1k7xtjvWwAKpqR1X9ZlW9qao+NP57U1U9vKouM+/6YEbkLeslc1kTecs2JnNZD3nLmsncjbVj/6twAHpHVb0hyavH678wLrtikgvnVhWL4vVJXl1VD8gwv9BJSf77XCtiEfxdhveXJyc5a1x2aIb5qV6a5JfmUxbMlLxlvV4fmcvayFu2K5nLerw+8pa1k7kbyBQZC6iqKsn9k9xxXHRBkkO6+3fmVxWLpKp+J8m9khyW5De7+1/nWxEHuqr69+6+4Vpvg0Umb9kIMpe1kLdsVzKX9ZK3rJXM3VhGMC+g7u6qOjPJ7ZL8YpJPJ3nNfKviQFdVj156Ncl1k5yW5HZVdbvufuZcCmNRfKmqfjHJa7r7u0lSVZfK8B50wVwrgxmRt0wlc1kHecu2JHOZQt6yTjJ3A2kwL5CqumGGkxw8OMkXk7wywyj0n51rYSyKKy+7/tp9LIeVPCjJ05M8t6r2hu1BGc70/aB5FQWzIG/ZADKXqeQt24rMZZ3kLeshczeQKTIWSFV9N8k/Jzmmuz85Ljuzu390vpUB20lVXS1Juvv8edcCsyBvgQOBvGU7kLnAgUDmrt+l5l0Aa3L/JOckeXtV/d+qOiLDYSCwX+Nr5if3cdsVq+rXq+pXNrsuFk93n780eKvq7vOsB2ZA3rIuMpeNIG/ZJmQuk8lbNorMXT8jmBfQeCbdIzMcRnTXJC9J8rrufutcC+OAVlU3T/L4JD+V5CNJ9iS5XJIbJPnhJH+b5Pnd/Y151chiqqrPdfd1510HbDR5y1Qyl1mQt2xlMpcp5C2zInPXToN5wVXVVTNMQP5L3X3EvOvhwFdVV0qyK8k1k3wtyend/Yn5VsWBrqpO2tdNSe7a3VfczHpgs8lbppC5rJW8BZnL2slbppC5G0uDGYD9Gk968KtJvrr8piSv7O5DNr8qANha5C0AbA6Zu7F2zLsAABbCe5P8Z3e/c/kNVWV0AABsDHkLAJtD5m4gI5gBAAAAAJjkUvMuAJiPqrrCvGtgsVXV/eZdA8AikLmsh7wFWB15y3rJ3Ok0mGGbqaqfrqqPJfn4eP1mVfXcOZfFYvrTeRcAcCCTuWwQeQtwCeQtG0jmTqTBDNvPs5LcM8n5SdLd/5bkTnOtiEVV8y4A4AAnc9kI8hbgkslbNorMnUiDGbah7v78skXfmUshLLrfnHcBAAc6mcsGkLcA+yFv2SAydyINZth+Pl9VP52kq+oyVfXfk5w+76JYPN39viSpqrvPuxaAA5TMZd3kLcB+yVs2hMydrrp73jUAm6iqrp7kOUnuluHwj7cmeWR3nz/XwlhYVfW57r7uvOsAONDIXDaSvAVYmbxlo8nctdNgBmC/quqkfd2U5K7dfcXNrAcAtiJ5CwCbQ+ZurB3zLgDYXFV1eJJHJDksS94Duvvn51UTC+Fnkvxqkq8uW15JbrP55QAc+GQuE8hbgDWSt0wkczeQBjNsP69P8sIk/5Dku/MthQXy3iT/2d3vXH5DVX1iDvUALILXR+ayNvIWYO1eH3nL2sncDWSKDNhmquqU7r7tvOsAgK1O5gLA7MlbmD8NZthmquqXk9wgw4kPvrF3eXd/YG5FccCrqur9BMZq1gHYTmQuayVvAdZO3jKFzN1YpsiA7eenkjwkyV3zvcOHerwO+/L2qnpNkhO7+3N7F1bVZZPcMcnRSd6e5MXzKQ/ggCRzWSt5C7B28pYpZO4GMoIZtpmq+mSSm3T3N+ddC4ujqi6X5NeT/EqSw5NcmORySS6dYaTAc7v7g3MrEOAAJHNZK3kLsHbylilk7sbSYIZtpqpen+TY7j5v3rWwmKrqMkmunuRr3X3hnMsBOGDJXNZD3gKsjrxlvWTu+pkiA7afg5J8vKren++fn+rn51YRC6W7v5XknHnXAbAADorMZSJ5C7BqB0Xesg4yd/00mGH7eeK8CwCAbULmAsDsyVuYM1NkwDZUVYckufV49X0OJQKA2ZC5ADB78hbm61LzLgDYXFX1wCTvS/KLSR6Y5JSqesB8q2KRVNX1qupu4+XLV9WV510TwIFI5rIe8hZgdeQt6yVz188IZthmqurfktx97x7dqtqZ5P91983mWxmLoKr+W5Jjkxzc3T9WVTdI8vzuPmLOpQEccGQuU8lbgNWTt6yHzN0YRjDD9nOpZYcLnR/vBaze7yS5Q5KLkqS7z0hyjblWBHDgkrlMJW8BVk/esh4ydwM4yR9sP2+uqrckefl4/ZeSvGmO9bBYvtHd36yqJElV7UjiUBiAlclcppK3AKsnb1kPmbsBNJhhm+nuP6yq+ye547jouO5+3TxrYqG8s6oen+TyVXX3JL+d5B/mXBPAAUnmsg7yFmCV5C3rJHM3gDmYYZupqsOTnNPdXx+vXz7JId39mbkWxkKoYbfubyS5R5JK8pYkL2hhAvADZC5TyVuA1ZO3rIfM3RgazLDNVNXuJD/d3d8cr182ybu7+9bzrYwDXVVdOslHu/vG864FYBHIXKaQtwBrI2+ZSuZuHJOew/azY2/wJsl4+bJzrIcF0d3fSfKJqrruvGsBWBAylzWTtwBrJm+ZROZuHHMww/azp6p+vrtPSpKqOjLJF+dcE4vjqkk+WlXvS3Lx3oXd/fPzKwnggCVzmUreAqyevGU9ZO4GMEUGbDNV9WNJXpbkWhnmF/p8kod29yfnWhgLoaruvNLy7n7nZtcCcKCTuUwlbwFWT96yHjJ3Y2gwwzZVVVdKku7+6rxrYbFU1SFJ9s5n9r7uPm+e9QAc6GQuU8hbgLWRt0wlc9dPgxm2mar6oSS/kOSwLJkmp7v/dF41sTiq6oFJ/meSd2QYHfAzSf6wu0+YZ10AByKZy1TyFmD15C3rIXM3hjmYYfs5McmXk5ya5BtzroXF84Qkt967R7eqdib5f0mEL8APkrlMJW8BVk/esh4ydwNoMMP2c2h332veRbCwLrXscKHzk1xqXsUAHOBkLlPJW4DVk7esh8zdABrMsP38a1X9VHd/eN6FsJDeXFVvSfLy8fovJXnTHOsBOJDJXKaStwCrJ29ZD5m7AczBDNtMVX0syfWTfDrD4UOVpLv7pnMtjIVRVfdPcsfx6j939+vmWQ/AgUrmsh7yFmB15C3rJXPXT4MZtpmqut5Ky7v7s5tdC4unqg5Pck53f328fvkkh3T3Z+ZaGMABSOYylbwFWD15y3rI3I2hwQzbRFUdfEm3d/eXNqsWFldV7U7y0939zfH6ZZO8u7tvPd/KAA4cMpf1krcA+ydv2Qgyd2OYgxm2j1OTdIbDhZbrJD+6ueWwoHbsDd4k6e5vjgEMwPfIXNZL3gLsn7xlI8jcDaDBDNtEdx8+7xrYEvZU1c9390lJUlVHJvninGsCOKDIXDaAvAXYD3nLBpG5G8AUGQCsWlX9WJKXJblWhpECn0/y0O7+5FwLA4AtRN4CwOaQuRtDgxmANauqKyVJd3913rUAwFYlbwFgc8jc9bnUvAsA4MBXVT+37OzMj07y7qo6aTzrLgCwTvIWADaHzN1YRjDDNuEMu6xHVX0oye26+z+r6n5JnpnkwUlukeQXu/uecy0Q4AAic5lK3gKsnrxlPWTuxnKSP9g+nGGX9eju/s/x8v2TvLC7T01yalX99hzrAjgQyVymkrcAqydvWQ+Zu4E0mGGbcIZd1qnGOan+M8kRSZ675LbLzackgAOTzGUd5C3AKslb1knmbiANZtiGquqqSW6QJW+a3f2u+VXEAnh2ktOSXJTk9O7enSRVdYsk58yvLIADm8xljZ4deQuwZvKWCZ4dmbthzMEM20xV/UaSRyY5NMOb6e2SvKe77zrPujjwVdW1k1wjyb9193fHZddMcpnu/txciwM4AMlcppC3AGsjb5lK5m4cDWbYZqrqw0luneS93X3zqrpxkqd29/3nXBoAbCkyFwBmT97C/F1q3gUAm+7r3f31JKmqH+rujye50ZxrAoCtSOYCwOzJW5gzczDD9nNWVR2U5PVJ3lZVFyT57FwrAoCtSeYCwOzJW5gzU2TANlZVd05ylSRv7u5vzrseDnxVdfAKi7/S3d/a9GIAFojMZS3kLcA08pa1krkbQ4MZtpmquu5Ky01gz2pU1WeSXCfJBUkqyUFJzk3yhST/rbtPnVtxAAcYmctU8hZg9eQt6yFzN4YpMmD7eWOSzvDGebkkhyf5RJKfmGdRLIy3JTmhu9+SJFV1jyS/kORFSZ6b5LZzrA3gQCNzmUreAqyevGU9ZO4GMIIZtrmqumWS3+7u35h3LRz4qurD3f1Ty5Z9qLtvWlWndffN51QawAFP5rJa8hZgOnnLWsjcjWEEM2xz3f2BqrJHjtU6p6oem+QV4/VfSvKFqrp0ku/OryyAA5/MZQ3kLcBE8pY1krkbQIMZtpmqevSSq5dKcssk/zGnclg8v5zkiRnO0Jwk7x6XXTrJA+dUE8ABSeayDvIWYJXkLeskczeAKTJgm6mqJy65+u0kn0nymu7++nwqAoCtSeYCwOzJW5g/DWYAVq2qbpjkvyc5LEuOgunuu86rJgDYauQtAGwOmbsxNJhhm/HmyXpU1b8leX6SU5N8Z+/y7j51bkUBHKBkLlPJW4DVk7esh8zdGBrMsM1482Q9qurU7r7VvOsAWAQyl6nkLcDqyVvWQ+ZuDA1m2Ga8ebIeVfWkJOcleV2Sb+xd3t1fmldNAAcqmctU8hZg9eQt6yFzN4YGM2wz3jxZj6r69AqLu7t/dNOLATjAyVymkrcAqydvWQ+ZuzE0mGGb8eYJAJtD5gLA7MlbmD8NZgD2q6ru2t3/VFX3X+n27n7tZtcEAFuNvAWAzSFzN9aO/a8CbDVV9dP5wTPsvmRuBbEI7pzkn5L83Aq3dRLhC7ACmcsayVuACeQtE8jcDWQEM2wzVfV3SX4syWn53hl2u7t/b25FAcAWJHMBYPbkLcyfBjNsM1V1epKbtP/8rEFVPfqSbu/uZ25WLQCLQuayVvIWYO3kLVPI3I1ligzYfj6S5EeSnDPvQlgoVx5/3ijJrZOcNF7/uSTvm0tFAAc+mctayVuAtZO3TCFzN5ARzLDNVNXbk9w8wxvmN/Yu7+6fn1dNLI6qeleS+3b3V8brV07yxu6+03wrAzjwyFymkrcAqydvWQ+ZuzGMYIbt50nzLoCFdkiSby65/s1xGQA/6EnzLoCFJW8BVu9J8y6AhSZzN4AGM2wz3f3Opder6o5JHpzknSvfA77PS5K8r6peN14/Ksnx8ysH4MAlc1kHeQuwSvKWdZK5G8AUGbANVdUtkvxykl9M8ukkr+nuv5pvVSyKqrpVkjuOV9/V3R+cZz0ABzKZy1TyFmD15C3rIXPXzwhm2Caq6oYZ9uI+OMkXk7wyw06mn51rYSyi0zKcQGNHklTVdbv7c3OtCOAAInPZIKdF3gLsk7xlA50WmbsuRjDDNlFV303yz0mO6e5PjsvO7O4fnW9lLJKqekSSJyb5QpLvJKkk3d03nWthAAcQmct6yVuA/ZO3bASZuzGMYIbt4/5JHpTk7VX15iSvyPDGCWvxyCQ36u7z510IwAFM5rJe8hZg/+QtG0HmboBLzbsAYHN09+u7+0FJbpzk7UkeleQaVfW8qrrHXItjkXw+yZfnXQTAgUzmsgHkLcB+yFs2iMzdAKbIgG2sqq6a4SQIv9TdR8y7Hg58VfXCJDdK8sYk39i7vLufObeiABaAzGUt5C3ANPKWtZK5G0ODGYBVq6onrrS8u5+82bUAwFYlbwFgc8jcjaHBDMCaVdUVuvs/510HAGxl8hYANofMXR9zMAOwalV1+6r6WJKPj9dvVlXPnXNZALClyFsA2Bwyd2NoMAOwFs9Ocs8k5ydJd/9bkjvNsyAA2IKeHXkLAJvh2ZG566bBDMCadPfnly36zlwKAYAtTN4CwOaQueu3Y94FALBQPl9VP52kq+oySR6Z5PQ51wQAW428BYDNIXM3gJP8AbBqVXX1JM9JcrcMR8G8Jckju/v8uRYGAFuIvAWAzSFzN4YGMwAAAAAAk5iDGYBVq6ofrap/qKo9VXVeVZ1YVT8677oAYCuRtwCwOWTuxtBgBmAt/j7Jq5JcM8m1krw6ycvnWhEAbD3yFgA2h8zdAKbIAGDVqupD3X3TZcv+rbtvNq+aAGCrkbcAsDlk7sbQYAZg1arq6UkuSPKKJJ3kl5JcNcn/TJLu/tL8qgOArUHeAsDmkLkbQ4MZgFWrqk9fws3d3eaqAoB1krcAsDlk7sbQYAYAAAAAYBIn+QNgv6rq1lX1I0uuP3Q8u+7/qaqD51kbAGwV8hYANofM3VgazACsxt8k+WaSVNWdkjwtyUuSfDnJcXOsCwC2EnkLAJtD5m6gHfMuAICFcOklJzf4pSTHdfdrkrymqk6bX1kAsKXIWwDYHDJ3AxnBDMBqXLqq9u6UPCLJPy25zc5KANgY8hYANofM3UCeMABW4+VJ3llVX0zytST/nCRVdf0MhxABAOsnbwFgc8jcDVTdPe8aAFgAVXW7JNdM8tbuvnhcdsMkV+ruD8y1OADYIuQtAGwOmbtxNJgBAAAAAJjEHMwAAAAAAEyiwQwAAAAAwCQazAAAAAAATKLBDAAAAADAJBrMAAAAAABMosEMAAAAAMAkGswAAAAAAEyiwQwAAAAAwCQazAAAAAAATKLBzNxU1ZOq6qXzrmNRVNWLq+rP513HVlJV76iq35h3HQDrJVM3j+zYeFX1maq627zrANgfebt55O3Gk7fMkgYzM1VVv1xVu6vqq1V1TlW9qaruuIGPf1hVdVXt2MDHvHpVvbuqzq+qC6vqPVV1h3U83q+NNT5r2fIjx+UvXnfRa6vnLuN2n7ts+b9U1a9tUg3HVNXHq+orVfWFqvrHqrryZmx73qrq6Ko6taouqqqzquoZy1+/VfWgqjq9qi6uqk9V1c/Mq17gwLGImbrs8R86Pv7kL4vjF/tvjc/B3n+P2cg6N8uSzwePWbb8rKq6yybV8Piq+vT4PJ5VVa/cjO0eCKrqD6vqI+NnkU9X1R8uue0aVfXyqvqPqvry+LnwtvOsF9g8i5q342NevCQfX7COx5K3G1vDds7b36+qM8fvv/9RVc9a4fvvI8fn5+Lxe/AN51Uv02kwMzNV9egkz07y1CSHJLlukucmOXKOZX2ffYT6V5P8epKdSa6a5OlJ/mGdHwA+leSByx7j6CT/vo7HXI+Lkzykqg7b7A1X1Z0zvCYe3N1XTvLjSbZNwCa5QpJHJbl6ktsmOSLJf997Y1XdPcNr7mFJrpzkTknO3PQqgQPKAmfq3tuumuTxST66AZt6ZXdfacm/Z2zAY87Ll5I8Zh47Wavq6CQPSXK37r5Skl1JTt7sOuaokjw0w2e9eyX53ap60HjblZK8P8mtkhyc5Pgkb6yqK82jUGDzLHreJrnZknxc7+hfebsB5G1OSnLL7v7hJD+Z5GZJfm/vjePAg2OS3DdD/t4vyRfnUCfrpMHMTFTVVZL8aZLf6e7XdvfF3f2t7v6H7v7DFda/S1WdtWzZfx2+UVW3GfciXzSOeH3muNq7xp8XjnsDbz+u/+vjnq8LquotVXW9JY/bVfU7VXVGkjOW19LdX+/uT3T3dzN8+fhOhi8fB6/jKTk3yYeT3HOs4eAkP53hzXbp7/zqqjp3HC3zrqr6iX09YFXdr6pOq2GU9b9W1U3XUM+FSV6c5In7eOzvO/Rr+V72Gg5X+vNxu1+tqn+oqqtV1cvGv9H7L6F5fesk7+nuDyZJd3+pu4/v7q+Mj33fqvrg+Difr6onrVDHw8bbLqiqh1fVravqQ+Nz8VdL1v+1cdTRX43P6cer6oh9PSn7et3U4FlVdd5Y14er6idX80Qv193P6+5/7u5vdvfZSV6WZOkI+Scn+dPufm93f7e7zx7XA7apRc7UJf4iyf/JDL8wrKLO366qM2oYsfpnVfVjY45dVFWvqqrLjutetareUFV7xsd6Q1UdOmW7q3B6kvckefQ+Hvv7psda/rcd/65/OGbgxVX1wqo6pIbRdl+pqv9XQ3N/JbdO8pbu/lSSdPe53X3cksd+2Ph7faWGkUe/ubyOqnrMmI3nVNVRVXWfqvr3qvpSVT1+yfpPqqoTquqV4+N9oKputo/f+VJV9bgajuA5f/zbHDzedrmqeml97yiz91fVIat5opfr7md09we6+9vd/YkkJ2bM4+4+s7uf2d3ndPd3xuflskluNGVbwGLYInk7c/JW3q5Fd3+quy/cu9kk301y/b01ZOhJ/H53f6wHn+ruL03ZFvOlwcys3D7J5ZK8boMe7zlJnjPu9fqxJK8al99p/HnQuFf1PVV1ZIZRUvfPMAr5n5O8fNnjHZVh9OhN9rXBqvpQkq9naAK/oLvPW+fv8JIMI2WS5EEZvsh8Y9k6b0pygyTXSPKBDM3HlWq7RZK/TfKbSa6W5G+SnFRVP7SGep6S5BeqauqXpQdl2BN77Qx/k/ckeVGGRvzp2UfzOskpSe5ZVU+uqjusUPPFGZ6ngzLsxfytqjpq2Tq3zfA8/VKGEQZPSHK3JD+RYaT4nZet+6kMI4afmOS1e4Nzqf28bu6R4bV2wyRXSfLAJOfv4/dbqztlHNFXVZfOsEd7Z1V9cvww8VdVdfkN2hawmBY6U6vqNhne256/QfWvtI3V1HnPDCNSb5fkMUmOS/KrSa6TYUTNg8f1LpUhz66XYeTa15L8VVawyu3uzx8nedRK2bRKv5Dk7hky6ucyfJZ4/FjPpbJklNAy703y0PEL864xg5Y6L8Mooh/OcFTNs6rqlktu/5EMr8trJ/mTJP83w/N5qyQ/k+SPq+rwJesfmeTVGT4n/H2S11fVZVao6xEZXlN3TnKtJBck+evxtqMz5PB1Mnz+eXiGv8+6VFWNNa84wr6qbp6hwfzJ9W4LOKAtdN6O3lXDgKXX1gyOVpW38naKGqaduSjDQIObZehfJMmh47+frGEA2afHPoFe5QLyR2NWrpbki9397Q16vG8luX5VXb27v9rd772EdR+e5C+6+/Rx+09NcvNlezj/Yhw5u883ye6+aYY3+V9O8i8b8Du8Lsldatgz/tAMDefl2/zb7v5Kd38jyZOS3Gxcf7ljk/xNd58yjqw5PkOz+narLaa7z83wZf9P1/6rJEleNO5d/HKGcP1Ud/+/8Tl/dZJb7GO7/5zhg8Etk7wxyflV9cy9Qdvd7+juD4+jdz+U4YPDnZc9zJ+NI83fmqEh/fLuPm8c6fvPy7Z9XpJnj6MPXpnkExka18td0uvmWxmmq7hxkhrXOWeNz9cPqKpfz9B0+V/jokOSXCbJAzJ8WLj5+Lv8j/VuC1hoC5up43v7c5P87nhk0EZ44DiaZu+/a62yzmd090Xd/dEkH0ny1nGk6t4cu0WSdPf53f2a7v7P8eiap+QHc2iv1Wz3EnX3aUneluSxa3kSlvjL7v7Ckgw8pbs/2N1fz/DZY195/NIMXy7vmeSdSc6rqscuuf2NY853d78zyVszZNNe30rylO7+VpJXZNiR+5zxc8xHk3wsw5fIvU7t7hPG9Z+Z4cvySp9bHp7kCd191pLPQw+o4Siqb2X4/3D98fPPqd190ZqerZU9Kd9rdHyfqvrhJH+X5MnjawXYuhY2b0d3TnJYhu8s/5HkDbW+aR7l7feTtxN199+PO1pumKEH8YXxpr0j1u+R5KeS/GyGHRDHTN0W86PBzKycn+Tq6wy0pY7J8Gb08fHwjPtdwrrXS/KcvUGYYb6lyrDHb6/Pr2ajYxPz5Uket9KhJVV13Vpy4oP9PNbXMjRU/0eSq3X3u5c91qWr6mnjISoXJfnMeNPV9/E7/sHSwM+wd/Faq/m9lnh6htHEKx42sx9fWHL5aytc3+c8hd39pu7+uQx7VY9M8mtJfiNJquq2VfX2Gg6V+nKG4Fv+HKxl22d3dy+5/tms/Dzt83XT3f+UYW/6X2f4QHDc+IXz+1TVzyx5PVziPKPjqOy/SHLv7t57yPjeD4t/2cNhuV/M8KHgPpf0WMCWt8iZ+ttJPrSfL9VJ1vQe+qruPmjJv/9YZZ2ryo6qukJV/U1VfXbM43clOWiFEUdZ5XZX408yHLEz5fDT9eTxy7r7bhmOGnp4kj+rqr3Ted27qt5bw+G3F2bIoqV5fH53f2fJdlaqZem2/+t1Mu5sOCv7zuPXLXlOT88wXdkhGRq9b0nyihpOFPSMlUZlVdWvLHktvWlfv/+47u9m2PF/3/EL9tLbLp/kH5K8t7v/4pIeB9gSFjlv093v6mEavguTPDLJ4RnOd/N95K28HW1q3o71nJHhaKHnLvt9ntHdF3b3ZzKMbvb9dwFpMDMr78kwovaoVa5/cYaTnyX5rxFPO/de7+4zuvvBGaaOeHqSE6rqikl6+QNleEP9zWVhePnu/tcl66x0v0tymSQ/unxhd3+ul5z4YBWP85Ikf5DkpSvc9ssZmq13y3A4ymHj8lph3c9n2Iu59He8wtgMX7XuPj/DFBN/tuym7/t7ZDgsZ8P1MEr55CT/lOFwqWQ4jOekJNfp7qtk2MO50nOwWteuqqX3v26GPfrLXeLrprv/T3ffKsMhaTdM8gPzsPUwt/Le18MlzZ99rwyHNv1cd394yf0vyPABYOnrc62vVWDrWeRMPSLJ/1fD4brnZjj/wP+uJfPlL6lrVe+h+7CaOlfrDzLMtXvbcbTN3kOZ95XH695ud388yWszTPm01Gbl8be6+9VJPpThMNUfSvKaDEfYHNLdByX5x6wvj6+z90INh74emn3n8b2XPaeX6+GcBN/q7id3900yvJbul+9NP7b093nZktfSvfdVUA1HEj0uyRHdvXwe1R9K8voMufybP3hvYAta5LxdSWeF9215K29Hm5a3y+zIMGVMMhxd/M34/rslaDAzEz0c/vInSf66hknor1BVlxn3zq109tl/T3K5Gk7wdpkMo3z/a27eqvrVqto57oG7cFz83SR7xp9Lm7/PT/JHNZ4gr6quUlW/uNraq+p2VXXHqrpsVV2+hsNXDskwd/B6vTPDvE1/ucJtV87wgeb8DOH21Et4nP+b5OHjaN+qqiuOz92Vx9/hxVX14lXW9MwMobF07/ZpSe5UwwjtqyT5o1U+1n5V1ZFV9aAaTupQNczNeecMc1Mlw/Pwpe7++njbL69zk9dI8nvj6+8XM/ye/7jCevt83dRwEsHbjq/NizPMzT3pUO+qumuGubV/obvft8IqL0ryiKq6Rg0nivj9JG+Ysi1ga1jkTM1whMqPZ5jy5+ZJdmc4menyL3brtd46l7pyhhE1F9YwT+O+zimw3+3WcFLcJ61yu0/OMPfiQUuWnZbkPlV1cFX9SJJHrfKx9quGE+Het6quXMOJfu6d4VwGp2SYb/iHMrwmvj3edo91bvJWVXX/GkYGPirDZ56VRrY/P8lT6nsn2t1Zw9ybqaqfraqfGps4F2U4hHdqHv9Khs9ad+/uM5fddpkkJ2R4HRzdGze9C3AAW+S8raqfqKqb13BU7JWS/O8kZ2cYlbqR5O0aydv6jaq6xnj5Jhl6CycnSXf/Z5JXJnnM+PwcmmE6UN9/F5AGMzPT3f87w1la/0eGN8zPJ/ndDKNBlq/75QyH0b4gQxBenGHEyF73SvLRGqaheE6SB3X318Y3pKckeXcNh3bcrrtfl2EP8StqONTmI0lWuzctGd7g/zpDo/fsDIdn3LeHQ4LWpQcn98pnRX1Jhukbzs4wj9I+Dyfu7t1J/luGaRsuyHDSmV9bssp1krz7B++54mNdlOQZGaar2LvsbRne6D+U5NRs7Bv8BRlqPyNDWL00yf/s7r0nNPztJH9aVV/J8AHvVSs+yuqdkuGEgF/M8Fp5wDhy+/vs53Xzwxma+hdk+Budn+R/TqznjzOMUP/HWvlwoj9L8v4MH1hPT/LBsW5gG1vUTO3hcMdz9/7LMErlot7guWw3IPuXenaSy2fIjfcmefM6truWPP50hkNSr7hk8d8l+bcM02a9NUM2b5SLMpyc6HMZGh/PSPJb3f0vPcyF+XsZMviCDDt7T1rn9k7McHLeCzKcJPj+PcwPudxzxm29dfws8N4MJ7VKhhFlJ4y1n55hx/3fTaznzzPML/n+JXm890SUe0dr3SND42Pv7T+zrwcDtoZFzdsMA6JemeH98cwMR8Pebx/vs5PJ20m2e97eIcmHq+riDAO9/jHD87HX7yb5aoZR1u/JcETz307cFnNU3Uafw1ZSVZfNEI433egPFIumqn4tyW909x3nXQsA28s4CudV3f3T865l3sZRZdfv7l+ddy0AbC3y9nvkLfO0UZPXAweI7v5mVjiZAwCwecY5fbf9l10AmCV5CwcGU2QAAAAAADCJKTIAAAAAAJjECGYAAAAAACZZiDmYr371q/dhhx027zIAYE1OPfXUL3b3znnXsVryFoBFtGh5m8hcABbTvjJ3IRrMhx12WHbv3j3vMgBgTarqs/OuYS3kLQCLaNHyNpG5ACymfWWuKTIAAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASWbaYK6qg6rqhKr6eFWdXlW3r6qDq+ptVXXG+POqs6wBAAAAAIDZmPUI5uckeXN33zjJzZKcnuRxSU7u7hskOXm8DgAAAADAgplZg7mqrpLkTklemCTd/c3uvjDJkUmOH1c7PslRs6oBAAAAAIDZmeUI5sOT7Enyoqr6YFW9oKqumOSQ7j5nXOfcJIesdOeqOraqdlfV7j179sywTAAAAAAApphlg3lHklsmeV533yLJxVk2HUZ3d5Je6c7dfVx37+ruXTt37pxhmQAAAAAATDHLBvNZSc7q7lPG6ydkaDh/oaqumSTjz/NmWAMAAAAAADMyswZzd5+b5PNVdaNx0RFJPpbkpCRHj8uOTnLirGoAAAAAAGB2dsz48R+R5GVVddkkZyZ5WIam9quq6pgkn03ywBnXAAAAAADADMy0wdzdpyXZtcJNR8xyuwAAAAAAzN6sRzDP1cce8tB5l8AGucnfvWTeJQAAM/KI57113iWwQf7yt+4x7xJgS/Mdd+vwHRfYSmZ5kj8AAAAAALYwDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtnSJ/kDAACAjVJVn0nylSTfSfLt7t5VVQcneWWSw5J8JskDu/uCedUIAJvNCGYAAABYvZ/t7pt3967x+uOSnNzdN0hy8ngdALYNDWYAAACY7sgkx4+Xj09y1PxKAYDNp8EMAAAAq9NJ3lpVp1bVseOyQ7r7nPHyuUkOWemOVXVsVe2uqt179uzZjFoBYFOYgxkAAABW547dfXZVXSPJ26rq40tv7O6uql7pjt19XJLjkmTXrl0rrgMAi8gIZgAAAFiF7j57/HlektcluU2SL1TVNZNk/Hne/CoEgM2nwQwAAAD7UVVXrKor772c5B5JPpLkpCRHj6sdneTE+VQIAPNhigwAAADYv0OSvK6qkuG79N9395ur6v1JXlVVxyT5bJIHzrFGANh0GswAAACwH919ZpKbrbD8/CRHbH5FAHBgMEUGAAAAAACTaDADAAAAADCJBjMALLiq+v2q+mhVfaSqXl5Vl6uqw6vqlKr6ZFW9sqouO+86AQAA2HrMwQwAC6yqrp3k95LcpLu/VlWvSvKgJPdJ8qzufkVVPT/JMUmeN8dSAWbiCW98/LxLYIM85b5PnXcJAMAERjADwOLbkeTyVbUjyRWSnJPkrklOGG8/PslR8ykNAACArUyDGQAWWHefneR/Jflchsbyl5OcmuTC7v72uNpZSa690v2r6tiq2l1Vu/fs2bMZJQMAALCFaDADwAKrqqsmOTLJ4UmuleSKSe612vt393Hdvau7d+3cuXNGVQIAALBVaTADwGK7W5JPd/ee7v5WktcmuUOSg8YpM5Lk0CRnz6tAAAAAti4NZgBYbJ9LcruqukJVVZIjknwsyduTPGBc5+gkJ86pPgAAALYwDWYAWGDdfUqGk/l9IMmHM2T7cUkem+TRVfXJJFdL8sK5FQkAAMCWtWP/qwAAB7LufmKSJy5bfGaS28yhHAAAALYRI5gBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmMQczAAAAABb3COe99Z5l8AG+cvfuse8S4DvYwQzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJPsmOWDV9VnknwlyXeSfLu7d1XVwUlemeSwJJ9J8sDuvmCWdQAAAAAAsPE2YwTzz3b3zbt713j9cUlO7u4bJDl5vA4AAAAAwIKZxxQZRyY5frx8fJKj5lADAAAAAADrNOsGcyd5a1WdWlXHjssO6e5zxsvnJjlkpTtW1bFVtbuqdu/Zs2fGZQIAAAAAsFYznYM5yR27++yqukaSt1XVx5fe2N1dVb3SHbv7uCTHJcmuXbtWXAcAAAAAgPmZ6Qjm7j57/HlektcluU2SL1TVNZNk/HneLGsAAAAAAGA2ZtZgrqorVtWV915Oco8kH0lyUpKjx9WOTnLirGoAAAAAAGB2ZjlFxiFJXldVe7fz99395qp6f5JXVdUxST6b5IEzrAEAAAAAgBmZWYO5u89McrMVlp+f5IhZbRcAAAAAgM0x0zmYAYDZqqobVdVpS/5dVFWPqqqDq+ptVXXG+POq864VAACArWeWU2TAQnvE89467xLYIH/5W/eYdwkwM939iSQ3T5KqunSSszOcWPdxSU7u7qdV1ePG64+dV50AAABsTUYwA8DWcUSST3X3Z5McmeT4cfnxSY6aV1EAAABsXRrMALB1PCjJy8fLh3T3OePlczOcfPcHVNWxVbW7qnbv2bNnM2oEAABgC9FgBoAtoKoum+Tnk7x6+W3d3Ul6pft193Hdvau7d+3cuXPGVQIAALDVaDADwNZw7yQf6O4vjNe/UFXXTJLx53lzqwwAAIAtS4MZALaGB+d702MkyUlJjh4vH53kxE2vCAAAgC1PgxkAFlxVXTHJ3ZO8dsnipyW5e1WdkeRu43UAAADYUDvmXQAAsD7dfXGSqy1bdn6SI+ZTEQAAANuFEcwAAAAAAEyiwQwAAAAAwCSmyAAAAAAA9ukJb3z8vEtggzzlvk/d8Mc0ghkAAABWqaouXVUfrKo3jNcPr6pTquqTVfXKqrrsvGsEgM2kwQwAAACr98gkpy+5/vQkz+ru6ye5IMkxc6kKAOZEgxkAAABWoaoOTXLfJC8Yr1eSuyY5YVzl+CRHzaU4AJgTDWYAAABYnWcneUyS747Xr5bkwu7+9nj9rCTXXumOVXVsVe2uqt179uyZeaEAsFk0mAEAAGA/qup+Sc7r7lOn3L+7j+vuXd29a+fOnRtcHQDMz455FwAAAAAL4A5Jfr6q7pPkckl+OMlzkhxUVTvGUcyHJjl7jjUCwKYzghkAAAD2o7v/qLsP7e7DkjwoyT91968keXuSB4yrHZ3kxDmVCABzocEMAAAA0z02yaOr6pMZ5mR+4ZzrAYBNZYoMAAAAWIPufkeSd4yXz0xym3nWAwDzZAQzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAMAAAAAMIkGMwAAAAAAk2gwAwAAAAAwiQYzAAAAAACTaDADAAAAADCJBjMAAAAAAJNoMAPAgquqg6rqhKr6eFWdXlW3r6qDq+ptVXXG+POq864TAACArUeDGQAW33OSvLm7b5zkZklOT/K4JCd39w2SnDxeBwAAgA2lwQwAC6yqrpLkTklemCTd/c3uvjDJkUmOH1c7PslR86gPAACArU2DGQAW2+FJ9iR5UVV9sKpeUFVXTHJId58zrnNukkNWunNVHVtVu6tq9549ezapZAAAALYKDWYAWGw7ktwyyfO6+xZJLs6y6TC6u5P0Snfu7uO6e1d379q5c+fMiwUAAGBr0WAGgMV2VpKzuvuU8foJGRrOX6iqaybJ+PO8OdUHAADAFqbBDAALrLvPTfL5qrrRuOiIJB9LclKSo8dlRyc5cQ7lAQAAsMXtmPUGqurSSXYnObu771dVhyd5RZKrJTk1yUO6+5uzrgMAtrBHJHlZVV02yZlJHpZhJ/KrquqYJJ9N8sA51gcAAMAWNfMGc5JHJjk9yQ+P15+e5Fnd/Yqqen6SY5I8bxPqAIAtqbtPS7JrhZuO2ORSAAAA2GZmOkVGVR2a5L5JXjBeryR3zTA/ZJIcn+SoWdYAAAAAAMBszHoO5mcneUyS747Xr5bkwu7+9nj9rCTXXumOVXVsVe2uqt179uyZcZkAAAAAAKzVzKbIqKr7JTmvu0+tqrus9f7dfVyS45Jk165dvbHVAczWE974+HmXwAZ5yn2fOu8SAAAA4IA1yzmY75Dk56vqPkkul2EO5uckOaiqdoyjmA9NcvYMawAAAAAAYEZmNkVGd/9Rdx/a3YcleVCSf+ruX0ny9iQPGFc7OsmJs6oBAAAAAIDZmfUczCt5bJJHV9UnM8zJ/MI51AAAAAAAwDrNcoqM/9Ld70jyjvHymUlusxnbBQAAAABgduYxghkAAAAAgC1AgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEk0mAEAAAAAmESDGQAAAACASTSYAQAAAACYRIMZAAAAAIBJNJgBAAAAAJhEgxkAAAAAgEl2zLsAAGB9quozSb6S5DtJvt3du6rq4CSvTHJYks8keWB3XzCvGgEAANiajGAGgK3hZ7v75t29a7z+uCQnd/cNkpw8XgcAJqqqy1XV+6rq36rqo1X15HH54VV1SlV9sqpeWVWXnXetALCZNJgBYGs6Msnx4+Xjkxw1v1IAYEv4RpK7dvfNktw8yb2q6nZJnp7kWd19/SQXJDlmfiUCwObTYAaAxddJ3lpVp1bVseOyQ7r7nPHyuUkOWemOVXVsVe2uqt179uzZjFoBYCH14Kvj1cuM/zrJXZOcMC63UxeAbUeDGQAW3x27+5ZJ7p3kd6rqTktv7O7O8AX4B3T3cd29q7t37dy5cxNKBYDFVVWXrqrTkpyX5G1JPpXkwu7+9rjKWUmuvY/72qkLwJakwQwAC667zx5/npfkdUluk+QLVXXNJBl/nje/CgFga+ju73T3zZMcmiFvb7yG+9qpC8CWpMEMAAusqq5YVVfeeznJPZJ8JMlJSY4eVzs6yYnzqRAAtp7uvjDJ25PcPslBVbVjvOnQJGfPqy4AmAcNZgBYbIck+Zeq+rck70vyxu5+c5KnJbl7VZ2R5G7jdQBgoqraWVUHjZcvn+TuSU7P0Gh+wLianboAbDs79r8KAHCg6u4zk9xsheXnJzli8ysCgC3rmkmOr6pLZxis9arufkNVfSzJK6rqz5N8MMkL51kkAGw2DWYAAADYj+7+UJJbrLD8zAzzMQPAtmSKDAAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbRYAYAAAAAYBINZgAAAAAAJtFgBgAAAABgEg1mAAAAAAAm0WAGAAAAAGASDWYAAAAAACbZb4O5qm5TVbceL9+kqh5dVfeZfWkAsH1V1UvmXQMAbHVVdcfxO+495l0LACyqHZd0Y1U9Mcm9k+yoqrcluW2Styd5XFXdorufsgk1AsCWVlUnLV+U5Ger6qAk6e6f3/SiAGALqqr3dfdtxsv/LcnvJHldkidW1S27+2lzLRAAFtAlNpiTPCDJzZP8UJJzkxza3RdV1f9KckoSDWYAWL9Dk3wsyQuSdIYG864k/3ueRQHAFnSZJZePTXL37t4zfsd9bxINZgBYo/1NkfHt7v5Od/9nkk9190VJ0t1fS/LdS7pjVV2uqt5XVf9WVR+tqiePyw+vqlOq6pNV9cqquuyG/CYAsLh2JTk1yROSfLm735Hka939zu5+51wrA4Ct5VJVddWqulqS6u49SdLdFyf59nxLA4DFtL8G8zer6grj5VvtXVhVV8l+GsxJvpHkrt19swyjoO9VVbdL8vQkz+ru6ye5IMkxUwoHgK2iu7/b3c9K8rAkT6iqv8r+jzICANbuKhl26u5OcnD9/+z9e7hkd1knfH/vpMEgIEmg7QmEmAABJiMnaSAcRE0AcQSSh0M4CXEMxhlR8UEdGXznBR3HgZnnRXgcgYkGCMpwkFMiDCDGcBAx2IFwSsBETgmGpBMIR0mA3O8fVa2bpju996pde+3a9flcV65da62qXd/uVPY3de9Vv1V1RJJU1S0y+QQRALBGB3rz+uDuvi6ZvPldsf8mSU69sQd2dyf52or73ySTj/2ekORJ0/1nJXlukpesKTUAbEHdfXmSx1XVTyf5yth5AGCr6e6j93PohiT/1wZGAYAt40YHzHuGy/vYf3WSqw/0zavq4Ex+O3ynJH+Y5B+SXNvdez56dHmS2+3nsadnsiZWjjrqqAM9FQBsGd391iRvHTsHACyL6bKQnx47BwAsogMtkTGT6frN98zk4kX3TXLXNTz2jO7e2d07t2/fPq+IAAAAAAAMNNcB8x7dfW2S85LcP8mhVbXnzOkjk3x+IzIAAAAAALC+5jZgrqrtVXXo9PbNkjw0ycWZDJofO73bqUnOnlcGAAAAAADmZ55XqD8iyVnTdZgPSvK67n5LVV2U5DVV9btJPpTkzDlmAAAAAABgTuY2YO7ujyS51z72fyqT9ZgBAAAAAFhgG7IGMwAAAAAAW48BMwAAAAAAgxgwAwAAAAAwiAEzAGwBVXVwVX2oqt4y3T6mqs6vqkur6rVVddOxMwIAALD1GDADwNbwjCQXr9h+fpLf7+47JflSktNGSQUAAMCWZsAMAAuuqo5M8tNJ/ni6XUlOSPL66V3OSnLyKOEAAADY0gyYAWDxvTDJf0xyw3T71kmu7e5vT7cvT3K7EXIBAACwxRkwA8ACq6pHJLmquy8Y+PjTq2pXVe3avXv3OqcDAABgqzNgBoDF9sAkj6qqzyR5TSZLY7woyaFVtW16nyOTfH5fD+7uM7p7Z3fv3L59+0bkBQAAYAsxYAaABdbd/6m7j+zuo5M8IclfdfeTk5yX5LHTu52a5OyRIgIAALCFGTADwNb0m0meWVWXZrIm85kj5wEAAGAL2nbguwAAi6C735XkXdPbn0py3zHzAAAAsPU5gxkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAADqCqbl9V51XVRVX18ap6xnT/4VX1zqq6ZPr1sLGzAsBGMmAGAACAA/t2kl/r7uOSHJ/k6VV1XJJnJTm3u49Ncu50GwCWhgEzAAAAHEB3X9HdH5ze/mqSi5PcLslJSc6a3u2sJCePEhAARmLADAAAAGtQVUcnuVeS85Ps6O4rpoe+kGTHfh5zelXtqqpdu3fv3pigALABDJgBAABglarqFknekORXu/srK491dyfpfT2uu8/o7p3dvXP79u0bkBQANoYBMwAAAKxCVd0kk+Hyq7r7jdPdV1bVEdPjRyS5aqx8ADCGbWMHAAAW30VPeerYEVgnx/3JK8eOALApVVUlOTPJxd39ghWHzklyapLnTb+ePUI8ABiNATMAAAAc2AOTPCXJR6vqwum+Z2cyWH5dVZ2W5LNJThknHgCMw4AZAAAADqC7/zpJ7efwiRuZBQA2E2swAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMALLCqOqSqPlBVH66qj1fVb0/3H1NV51fVpVX12qq66dhZAQAA2HoMmAFgsV2X5ITuvkeSeyZ5eFUdn+T5SX6/u++U5EtJThsvIgAAAFuVATMALLCe+Np08ybTfzrJCUleP91/VpKTNz4dAAAAW93cBsxVdfuqOq+qLpp+ZPcZ0/2HV9U7q+qS6dfD5pUBAJZBVR1cVRcmuSrJO5P8Q5Jru/vb07tcnuR2+3ns6VW1q6p27d69e0PyAgAAsHXM8wzmbyf5te4+LsnxSZ5eVccleVaSc7v72CTnTrcBgIG6+zvdfc8kRya5b5K7ruGxZ3T3zu7euX379nlFBAAAYIua24C5u6/o7g9Ob381ycWZnD11UiYf1U18ZBcA1k13X5vkvCT3T3JoVW2bHjoyyefHygUAAMDWtSFrMFfV0UnuleT8JDu6+4rpoS8k2bERGQBgK6qq7VV16PT2zZI8NJNf6p6X5LHTu52a5OxRAgIAALClbTvwXWZTVbdI8oYkv9rdX6mqfz7W3V1VvZ/HnZ7k9CQ56qij5h0TABbVEUnOqqqDM/nF8eu6+y1VdVGS11TV7yb5UJIzxwwJAADA1jTXAXNV3SST4fKruvuN091XVtUR3X1FVR2RyQWJvkd3n5HkjCTZuXPnPofQALDsuvsjmXxKaO/9n8pkPWYAAACYm7ktkVGTU5XPTHJxd79gxaFzMvmobuIjuwAAAAAAC2ueZzA/MMlTkny0qi6c7nt2kucleV1VnZbks0lOmWMGAAAAAADmZG4D5u7+6yS1n8Mnzut5AQAAAADYGHNbIgMAAAAAgK3NgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBYIFV1e2r6ryquqiqPl5Vz5juP7yq3llVl0y/HjZ2VgAAALYeA2YAWGzfTvJr3X1ckuOTPL2qjkvyrCTndvexSc6dbgMAAMC6MmAGgAXW3Vd09went7+a5OIkt0tyUpKzpnc7K8nJowQEAABgSzNgBoAtoqqOTnKvJOcn2dHdV0wPfSHJjv085vSq2lVVu3bv3r0xQQEAANgyDJgBYAuoqlskeUOSX+3ur6w81t2dpPf1uO4+o7t3dvfO7du3b0BSAAAAthIDZgBYcFV1k0yGy6/q7jdOd19ZVUdMjx+R5Kqx8gEAALB1GTADwAKrqkpyZpKLu/sFKw6dk+TU6e1Tk5y90dkAAADY+raNHQAAmMkDkzwlyUer6sLpvmcneV6S11XVaUk+m+SUceIBAACwlRkwA8AC6+6/TlL7OXziRmYBAABg+VgiAwAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAADgAKrqZVV1VVV9bMW+w6vqnVV1yfTrYWNmBIAxGDADAADAgb0iycP32vesJOd297FJzp1uA8BSMWAGAACAA+ju9yT54l67T0py1vT2WUlO3shMALAZGDADAADAMDu6+4rp7S8k2bG/O1bV6VW1q6p27d69e2PSAcAGMGAGAACAGXV3J+kbOX5Gd+/s7p3bt2/fwGQAMF8GzAAAADDMlVV1RJJMv141ch4A2HAGzAAAADDMOUlOnd4+NcnZI2YBgFEYMAMAAMABVNWrk7w/yV2q6vKqOi3J85I8tKouSfKQ6TYALJVt8/rGVfWyJI9IclV3//B03+FJXpvk6CSfSXJKd39pXhkAAABgPXT3E/dz6MQNDQIAm8w8z2B+RZKH77XvWUnO7e5jk5w73QYAAAAAYAHNbcDc3e9J8sW9dp+U5Kzp7bOSnDyv5wcAAAAAYL42eg3mHd19xfT2F5Ls2N8dq+r0qtpVVbt27969MekAAAAAAFi10S7y192dpG/k+BndvbO7d27fvn0DkwEAAAAAsBobPWC+sqqOSJLp16s2+PkBAAAAAFgnGz1gPifJqdPbpyY5e4OfHwAAAACAdTK3AXNVvTrJ+5Pcpaour6rTkjwvyUOr6pIkD5luAwAAAACwgLbN6xt39xP3c+jEeT0nAAAAAAAbZ7SL/AEAAAAAsNgMmAEAAAAAGMSAGQAAAACAQQyYAQAAAAAYxIAZAAAAAIBBDJgBAAAAABjEgBkAAAAAgEEMmAFgwVXVy6rqqqr62Ip9h1fVO6vqkunXw8bMCAAAwNZkwAwAi+8VSR6+175nJTm3u49Ncu50GwAAANaVATMALLjufk+SL+61+6QkZ01vn5Xk5I3MBAAAwHIwYAaArWlHd18xvf2FJDv2daeqOr2qdlXVrt27d29cOgAAALYEA2YA2OK6u5P0fo6d0d07u3vn9u3bNzgZAAAAi86AGQC2piur6ogkmX69auQ8AAAAbEEGzACwNZ2T5NTp7VOTnD1iFgAAALYoA2YAWHBV9eok709yl6q6vKpOS/K8JA+tqkuSPGS6DQAAAOtq29gBAIDZdPcT93PoxA0NAgAAwNJxBjMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwyCgD5qp6eFV9sqourapnjZEBAJaBzgWA+dO3ACyzDR8wV9XBSf4wyU8lOS7JE6vquI3OAQBbnc4FgPnTtwAsuzHOYL5vkku7+1PdfX2S1yQ5aYQcALDV6VwAmD99C8BSq+7e2CesemySh3f306bbT0lyv+7+pb3ud3qS06ebd0nyyQ0Nulhuk+TqsUOwsLx+mIXXz437oe7ePtaTr6Zz9e2aeL0zC68fZuH1c+M2fd9O9+vc1fOaZxZeP8zC6+fG7bNzt42RZDW6+4wkZ4ydYxFU1a7u3jl2DhaT1w+z8PpZfPp29bzemYXXD7Pw+tkadO7qec0zC68fZuH1M8wYS2R8PsntV2wfOd0HAKwvnQsA86dvAVhqYwyY/y7JsVV1TFXdNMkTkpwzQg4A2Op0LgDMn74FYKlt+BIZ3f3tqvqlJO9IcnCSl3X3xzc6xxbjY1bMwuuHWXj9bGI6d915vTMLrx9m4fWzienbufCaZxZeP8zC62eADb/IHwAAAAAAW8MYS2QAAAAAALAFGDADAAAAADCIATMAAAAAAINs+EX+gPFU1f2T/EySH01yRJJ/SvKxJG9N8qfd/eUR47HJVdWRmVwV/UeT3Dbf/fp5W3ffMGI8gE1F5zKUvgVYPX3LLHTu+nGRvwVUVTuS/F6S23b3T1XVcUnu391njhyNTayq3pbkH5OcnWRXkquSHJLkzkl+Iskjk7ygu88ZLSSbVlW9PMntkrwl+3793DvJs7r7PaOFhHWmbxlK5zKUvmVZ6VyG0LfMQueuLwPmBTT9IfryJL/V3feoqm1JPtTddxs5GptYVd2mu6+e9T4sp6r64e7+2I0cv2mSo7r70g2MBXOlbxlK5zKUvmVZ6VyG0LfMQueuL2swL6bbdPfrktyQJN397STfGTcSm91qSlXxsj8ri7eqDq+qw/c6fr3iZQvStwyicxlK37LEdC5rpm+Zhc5dXwbMi+nrVXXrJJ0kVXV8EusKcUBV9fiqusP09t2r6tKq+seqeszY2djcquqoqnpNVe1Ocn6SD1TVVdN9R48cD+ZF3zKYzmUIfcsS07kMom8ZSueuL0tkLKCq+pEkf5DkhzNZfHx7ksd290dGDcamV1W7kjywu6+rqrOTnJHkg0ne0d13Hzcdm1lVvT/JC5O8vru/M913cJLHJfnV7j5+xHgwF/qWWehchtC3LCudy1D6lqF07voyYF5Q0zWp7pKkknyyu781ciQ2uap6TpJfSPLSJAcn+aVM/ieuk/xckjOTvMsC9uxLVV3S3ceu9RgsOn3LEDqXofQty0znslb6llno3PVlwLyAqurR+9j95SQf7e6rNjoPi6Oq3pVJyW5Pcu/ufvJ0/9909wPGzMbmVlWvSfLFJGcluWy6+/ZJTs1kzbxTxsoG86JvmYXOZQh9y7LSuQylbxlK564vA+YFVFVvTXL/JOdNd/14kguSHJPkd7r7T0aKxiZXVf86yXOTXJfkN7v7iqo6Lsn/1d3/ddRwbGrTK+ieluSkJLeb7v58knOSnNnd142VDeZF3zILncsQ+pZlpXMZSt8ylM5dXwbMC6iq3pHkqd195XR7R5JXJnlikvd09w+PmY/NraoO6e5v7rXv8O7+4liZADYjfcusdC7A6uhcZqFvYXwHjR2AQW6/p3inrpru+2IS61RxIG+Yrm+WJKmqI5K8c8Q8LICq2lZVv1BVb6uqj0z/eVtV/fuqusnY+WBO9C2z0rmsib5lielcZqFvWTOdu762HfgubELvqqq3JPmz6fZjpvtunuTa0VKxKN6c5M+q6rGZrC90TpJfHzURi+BPMvn58ttJLp/uOzKT9an+NMnjx4kFc6VvmdWbo3NZG33LstK5zOLN0besnc5dR5bIWEBVVUkeneRB011fSrKju58+XioWSVU9PcnDkxyd5Be6+2/GTcRmV1V/3913XusxWGT6lvWgc1kLfcuy0rnMSt+yVjp3fTmDeQF1d1fVp5Icn+RxST6d5A3jpmKzq6pnrtxMclSSC5McX1XHd/cLRgnGovhiVT0uyRu6+4YkqaqDMvkZ9KVRk8Gc6FuG0rnMQN+ylHQuQ+hbZqRz15EB8wKpqjtncpGDJya5OslrMzkL/SdGDcaiuOVe22/cz37YlyckeX6SF1fVnrI9NJMrfT9hrFAwD/qWdaBzGUrfslR0LjPSt8xC564jS2QskKq6Icl7k5zW3ZdO932qu+8wbjJgmVTVrZOku68ZOwvMg74FNgN9yzLQucBmoHNnd9DYAViTRye5Isl5VfVHVXViJh8DgQOavmZ+eD/Hbl5VP1dVT97oXCye7r5mZfFW1UPHzANzoG+Zic5lPehbloTOZTB9y3rRubNzBvMCml5J96RMPkZ0QpJXJnlTd//FqMHY1KrqnkmeneRuST6WZHeSQ5Icm+QHkrwsyUu7+7qxMrKYqupz3X3U2DlgvelbhtK5zIO+ZSvTuQyhb5kXnbt2BswLrqoOy2QB8sd394lj52Hzq6pbJNmZ5Igk/5Tk4u7+5Lip2Oyq6pz9HUpyQnfffCPzwEbTtwyhc1krfQs6l7XTtwyhc9eXATMABzS96MHPJPna3oeSvLa7d2x8KgDYWvQtAGwMnbu+to0dAICF8LdJvtHd7977QFU5OwAA1oe+BYCNoXPXkTOYAQAAAAAY5KCxAwDjqKrvHzsDi62qHjF2BoBFoHOZhb4FWB19y6x07nAGzLBkquoBVXVRkk9Mt+9RVS8eORaL6XfGDgCwmelc1om+BbgR+pZ1pHMHMmCG5fP7SX4yyTVJ0t0fTvLgUROxqGrsAACbnM5lPehbgBunb1kvOncgA2ZYQt192V67vjNKEBbdL4wdAGCz07msA30LcAD6lnWicwcyYIblc1lVPSBJV9VNqurXk1w8digWT3d/IEmq6qFjZwHYpHQuM9O3AAekb1kXOne46u6xMwAbqKpuk+RFSR6Sycc//iLJM7r7mlGDsbCq6nPdfdTYOQA2G53LetK3APumb1lvOnftDJgBOKCqOmd/h5Kc0N0338g8ALAV6VsA2Bg6d31tGzsAsLGq6pgkv5zk6Kz4GdDdjxorEwvhR5P8TJKv7bW/ktx34+MAbH46lwH0LcAa6VsG0rnryIAZls+bk5yZ5M+T3DBuFBbI3yb5Rne/e+8DVfXJEfIALII3R+eyNvoWYO3eHH3L2uncdWSJDFgyVXV+d99v7BwAsNXpXACYP30L4zNghiVTVU9KcmwmFz64bs/+7v7gaKHY9Kqq+gCFsZr7ACwTncta6VuAtdO3DKFz15clMmD53C3JU5KckH/5+FBPt2F/zquqNyQ5u7s/t2dnVd00yYOSnJrkvCSvGCcewKakc1krfQuwdvqWIXTuOnIGMyyZqro0yXHdff3YWVgcVXVIkp9L8uQkxyS5NskhSQ7O5EyBF3f3h0YLCLAJ6VzWSt8CrJ2+ZQidu74MmGHJVNWbk5ze3VeNnYXFVFU3SXKbJP/U3deOHAdg09K5zELfAqyOvmVWOnd2lsiA5XNokk9U1d/lu9enetRoiVgo3f2tJFeMnQNgARwanctA+hZg1Q6NvmUGOnd2BsywfJ4zdgAAWBI6FwDmT9/CyCyRAUuoqnYkuc908wM+SgQA86FzAWD+9C2M66CxAwAbq6pOSfKBJI9LckqS86vqseOmYpFU1Q9V1UOmt29WVbccOxPAZqRzmYW+BVgdfcusdO7snMEMS6aqPpzkoXt+o1tV25P8ZXffY9xkLIKq+vkkpyc5vLvvWFXHJnlpd584cjSATUfnMpS+BVg9fcssdO76cAYzLJ+D9vq40DXxs4DVe3qSByb5SpJ09yVJfnDURACbl85lKH0LsHr6llno3HXgIn+wfN5eVe9I8urp9uOTvG3EPCyW67r7+qpKklTVtiQ+CgOwbzqXofQtwOrpW2ahc9eBATMsme7+jap6dJIHTXed0d1vGjMTC+XdVfXsJDerqocm+cUkfz5yJoBNSecyA30LsEr6lhnp3HVgDWZYMlV1TJIruvub0+2bJdnR3Z8ZNRgLoSa/1n1akoclqSTvSPLHrUwAvofOZSh9C7B6+pZZ6Nz1YcAMS6aqdiV5QHdfP92+aZL3dfd9xk3GZldVByf5eHffdewsAItA5zKEvgVYG33LUDp3/Vj0HJbPtj3FmyTT2zcdMQ8Loru/k+STVXXU2FkAFoTOZc30LcCa6VsG0bnrxxrMsHx2V9WjuvucJKmqk5JcPXImFsdhST5eVR9I8vU9O7v7UeNFAti0dC5D6VuA1dO3zELnrgNLZMCSqao7JnlVkttmsr7QZUme2t2XjhqMhVBVP7av/d397o3OArDZ6VyG0rcAq6dvmYXOXR8GzLCkquoWSdLdXxs7C4ulqnYk2bOe2Qe6+6ox8wBsdjqXIfQtwNroW4bSubMzYIYlU1Xfl+QxSY7OimVyuvt3xsrE4qiqU5L8jyTvyuTsgB9N8hvd/foxcwFsRjqXofQtwOrpW2ahc9eHNZhh+Zyd5MtJLkhy3chZWDy/leQ+e36jW1Xbk/xlEuUL8L10LkPpW4DV07fMQueuAwNmWD5HdvfDxw7Bwjpor48LXZPkoLHCAGxyOpeh9C3A6ulbZqFz14EBMyyfv6mqu3X3R8cOwkJ6e1W9I8mrp9uPT/K2EfMAbGY6l6H0LcDq6VtmoXPXgTWYYclU1UVJ7pTk05l8fKiSdHfffdRgLIyqenSSB00339vdbxozD8BmpXOZhb4FWB19y6x07uwMmGHJVNUP7Wt/d392o7OweKrqmCRXdPc3p9s3S7Kjuz8zajCATUjnMpS+BVg9fcssdO76MGCGJVFVh9/Y8e7+4kZlYXFV1a4kD+ju66fbN03yvu6+z7jJADYPncus9C3Agelb1oPOXR/WYIblcUGSzuTjQnvrJHfY2DgsqG17ijdJuvv6aQED8C90LrPStwAHpm9ZDzp3HRgww5Lo7mPGzsCWsLuqHtXd5yRJVZ2U5OqRMwFsKjqXdaBvAQ5A37JOdO46sEQGAKtWVXdM8qokt83kTIHLkjy1uy8dNRgAbCH6FgA2hs5dHwbMAKxZVd0iSbr7a2NnAYCtSt8CwMbQubM5aOwAAGx+VfXIva7O/Mwk76uqc6ZX3QUAZqRvAWBj6Nz15QxmWBKusMssquojSY7v7m9U1SOSvCDJE5PcK8njuvsnRw0IsInoXIbStwCrp2+Zhc5dXy7yB8vDFXaZRXf3N6a3H53kzO6+IMkFVfWLI+YC2Ix0LkPpW4DV07fMQueuIwNmWBKusMuMarom1TeSnJjkxSuOHTJOJIDNSecyA30LsEr6lhnp3HVkwAxLqKoOS3JsVvzQ7O73jJeIBfDCJBcm+UqSi7t7V5JU1b2SXDFeLIDNTeeyRi+MvgVYM33LAC+Mzl031mCGJVNVT0vyjCRHZvLD9Pgk7+/uE8bMxeZXVbdL8oNJPtzdN0z3HZHkJt39uVHDAWxCOpch9C3A2uhbhtK568eAGZZMVX00yX2S/G1337Oq7prk97r70SNHA4AtRecCwPzpWxjfQWMHADbcN7v7m0lSVd/X3Z9IcpeRMwHAVqRzAWD+9C2MzBrMsHwur6pDk7w5yTur6ktJPjtqIgDYmnQuAMyfvoWRWSIDllhV/ViSWyV5e3dfP3YeNr+qOnwfu7/a3d/a8DAAC0Tnshb6FmAYfcta6dz1YcAMS6aqjtrXfgvYsxpV9Zkkt0/ypSSV5NAkX0hyZZKf7+4LRgsHsMnoXIbStwCrp2+Zhc5dH5bIgOXz1iSdyQ/OQ5Ick+STSf7NmKFYGO9M8vrufkeSVNXDkjwmycuTvDjJ/UbMBrDZ6FyG0rcAq6dvmYXOXQfOYIYlV1U/kuQXu/tpY2dh86uqj3b33fba95HuvntVXdjd9xwpGsCmp3NZLX0LMJy+ZS107vpwBjMsue7+YFX5jRyrdUVV/WaS10y3H5/kyqo6OMkN48UC2Px0LmugbwEG0reskc5dBwbMsGSq6pkrNg9K8iNJ/nGkOCyeJyV5TiZXaE6S9033HZzklJEyAWxKOpcZ6FuAVdK3zEjnrgNLZMCSqarnrNj8dpLPJHlDd39znEQAsDXpXACYP30L4zNgBmDVqurOSX49ydFZ8SmY7j5hrEwAsNXoWwDYGDp3fRgww5Lxw5NZVNWHk7w0yQVJvrNnf3dfMFoogE1K5zKUvgVYPX3LLHTu+jBghiXjhyezqKoLuvveY+cAWAQ6l6H0LcDq6VtmoXPXhwEzLBk/PJlFVT03yVVJ3pTkuj37u/uLY2UC2Kx0LkPpW4DV07fMQueuDwNmWDJ+eDKLqvr0PnZ3d99hw8MAbHI6l6H0LcDq6VtmoXPXhwEzLBk/PAFgY+hcAJg/fQvjM2AG4ICq6oTu/quqevS+jnf3Gzc6EwBsNfoWADaGzl1f2w58F2CrqaoH5HuvsPvK0QKxCH4syV8leeQ+jnUS5QuwDzqXNdK3AAPoWwbQuevIGcywZKrqT5LcMcmF+Zcr7HZ3/8pooQBgC9K5ADB/+hbGZ8AMS6aqLk5yXPuPnzWoqmfe2PHufsFGZQFYFDqXtdK3AGunbxlC564vS2TA8vlYkn+V5Iqxg7BQbjn9epck90lyznT7kUk+MEoigM1P57JW+hZg7fQtQ+jcdeQMZlgyVXVekntm8gPzuj37u/tRY2VicVTVe5L8dHd/dbp9yyRv7e4Hj5sMYPPRuQylbwFWT98yC527PpzBDMvnuWMHYKHtSHL9iu3rp/sA+F7PHTsAC0vfAqzec8cOwELTuevAgBmWTHe/e+V2VT0oyROTvHvfj4Dv8sokH6iqN023T05y1nhxADYvncsM9C3AKulbZqRz14ElMmAJVdW9kjwpyeOSfDrJG7r7f46bikVRVfdO8qDp5nu6+0Nj5gHYzHQuQ+lbgNXTt8xC587OGcywJKrqzpn8FveJSa5O8tpMfsn0E6MGYxFdmMkFNLYlSVUd1d2fGzURwCaic1knF0bfAuyXvmUdXRidOxNnMMOSqKobkrw3yWndfel036e6+w7jJmORVNUvJ3lOkiuTfCdJJenuvvuowQA2EZ3LrPQtwIHpW9aDzl0fzmCG5fHoJE9Icl5VvT3JazL5wQlr8Ywkd+nua8YOArCJ6VxmpW8BDkzfsh507jo4aOwAwMbo7jd39xOS3DXJeUl+NckPVtVLqupho4ZjkVyW5MtjhwDYzHQu60DfAhyAvmWd6Nx1YIkMWGJVdVgmF0F4fHefOHYeNr+qOjPJXZK8Ncl1e/Z39wtGCwWwAHQua6FvAYbRt6yVzl0fBswArFpVPWdf+7v7tzc6CwBsVfoWADaGzl0fBswArFlVfX93f2PsHACwlelbANgYOnc21mAGYNWq6v5VdVGST0y371FVLx45FgBsKfoWADaGzl0fBswArMULk/xkkmuSpLs/nOTBYwYCgC3ohdG3ALARXhidOzMDZgDWpLsv22vXd0YJAgBbmL4FgI2hc2e3bewAACyUy6rqAUm6qm6S5BlJLh45EwBsNfoWADaGzl0HLvIHwKpV1W2SvCjJQzL5FMw7kjyju68ZNRgAbCH6FgA2hs5dHwbMAAAAAAAMYg1mAFatqu5QVX9eVbur6qqqOruq7jB2LgDYSvQtAGwMnbs+DJgBWIv/neR1SY5Ictskf5bk1aMmAoCtR98CwMbQuevAEhkArFpVfaS7777Xvg939z3GygQAW42+BYCNoXPXhwEzAKtWVc9P8qUkr0nSSR6f5LAk/yNJuvuL46UDgK1B3wLAxtC568OAGYBVq6pP38jh7m5rVQHAjPQtAGwMnbs+DJgBAAAAABjERf4AOKCquk9V/asV20+dXl33/62qw8fMBgBbhb4FgI2hc9eXATMAq/G/klyfJFX14CTPS/LKJF9OcsaIuQBgK9G3ALAxdO462jZ2AAAWwsErLm7w+CRndPcbkryhqi4cLxYAbCn6FgA2hs5dR85gBmA1Dq6qPb+UPDHJX6045peVALA+9C0AbAydu478hQGwGq9O8u6qujrJPyV5b5JU1Z0y+QgRADA7fQsAG0PnrqPq7rEzALAAqur4JEck+Yvu/vp0352T3KK7PzhqOADYIvQtAGwMnbt+DJgBAAAAABjEGswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLAzFxV1XOr6k/HzrEMquoVVfW7Y+fYSqrqXVX1tLFzAMxCF6+NPl1/+hQAYGszYGZmVfWkqtpVVV+rqiuq6m1V9aB1/P5HV1VX1bb1+p7T73twVf1uVf1jVX21qj5UVYcO/F4/W1Xfmf4d7Pnnf65n3o1SVT8+/ft+8V77/7qqfnaDMpxWVZ+Y/nu5sqr+T1XdciOee2xVdWpVXVBVX6mqy6vqv6987VfV4VX1pqr6elV9tqqeNGZeYHNYxC6uqh/dqze/Nn2Oxwz8fj87ffzv77X/pOn+V6xL8NXn0acjWkWfvquqvrnitffJMfMCACwyA2ZmUlXPTPLCJL+XZEeSo5K8OMlJI8b6LjfyZvi3kzwgyf2T/ECSpyT55gxP9f7uvsWKf35phu81tq8neUpVHb3RT1xVP5bJ6+mJ3X3LJP86yWs3OseIvj/Jrya5TZL7JTkxya+vOP6HSa7P5L+3Jyd5SVX9mw3OCGwii9rF3f3elb2Z5BFJvpbk7TM81T8kOWWv5zs1yd/P8D1noU/Hc6A+TZJfWvEavMsG5wMA2DIMmBmsqm6V5HeSPL2739jdX+/ub3X3n3f3b+zj/j9eVZfvte8zVfWQ6e37Ts+++sr0LJsXTO/2nunXa6dnmNx/ev+fq6qLq+pLVfWOqvqhFd+3q+rpVXVJkkv2keWwTN50/Hx3f7YnPtbdswyY96mqHlFVF1bVtVX1N1V1973+/L9RVR+ZnpF6ZlXtmJ559tWq+stp1j33/7Oq+kJVfbmq3nNjg8Ube95VuDbJK5I8Zz/f+7s+br33mW3Ts4J+d/q8X6uqP6+qW1fVq6b/fv/uRt5s3yeTYf2HkqS7v9jdZ3X3V6ff+6drcrb5V6rqsqp67j5y/LvpsS9V1b+vqvtM/46vrRVnlk/PdntfVf3P6d/pJ6rqxP39pezvNVcTv19VV01zfbSqfng1f9F76+6XTIcu13f355O8KskDp89z8ySPSfKfu/tr3f3XSc7J5JcjwBJa5C7eh1OTvL67v77mv4h/8YUkH03yk9MMh2fyy+Rz9voz69Ml7lMAANaXATOzuH+SQ5K8aZ2+34uSvKi7fyDJHZO8brr/wdOvh07PMHl/VZ2U5NlJHp1ke5L3Jnn1Xt/v5EzOWDluH891tyTfTvLY6RvMv6+qp6/Tn+OfVdW9krwsyS8kuXWS/5XknKr6vhV3e0yShya5c5JHJnlbJn+27Zn8N/orK+77tiTHJvnBJB/M5M3S0Oc9kP+a5DFVNfSMnidkMvi8XSb/Pt+f5OVJDk9ycfbzZjvJ+Ul+sqp+u6oeuI/MX0/y1CSHJvnpJP+hqk7e6z73y+Tv6fGZnNX3W0kekuTfZHJm24/tdd9/yOQMp+ckeeN0IPFdDvCae1gmr9M7J7lVklOSXLOfP99aPTjJx6e375zk29298ky8D2fy5wKW0yJ38T+b/gLtsUnOWoc/wysz6Ylk0kVnJ7lur/vo0+Xu0z3+W1VdPR2O//g6PQ8AwNIxYGYWt05ydXd/e52+37eS3KmqbjM9O/Nvb+S+/z7Jf+vui6fP/3tJ7rnyzKnp8S929z/t4/FHZvLG5c5JjsnkTe1zq+qhM+Q/fnpGz55/jk9yepL/1d3nd/d3uvusTN7kHr/icX/Q3VdOz655b5Lzu/tD07Op35TkXnvu2N0v6+6vdvd1SZ6b5B7Ts9f2tprnvVHd/YUkL83kzLghXt7d/9DdX87kjfw/dPdfTv99/dnKP9dez/veTN50/kiStya5pqpeUFUHT4+/q7s/2t03dPdHMnlT+mN7fZv/0t3f7O6/yOQN9Ku7+6oVf8crn/uqJC+cnvH32iSfzOSN9t5u7DX3rSS3THLXJDW9zxVr/Pv6HlX1c0l2Jvl/prtukeQre93ty9PnBpbTInfxSo9OcnWSd8+UfuJNSX582o9PzWTg/F306dL3aZL8ZpI7ZDK4PyPJn1fVHWd9LgCAZWTAzCyuSXKbWr8L/pyWycD3E9OPfD7iRu77Q0letGeYm+SLSSqTNwl7XHYjj9/zRvd3uvufpm+sXpPk3+59x6o6qlZcgOhGvuffdvehK/7522nOX1s5eE5y+yS3XfG4K/fKtff2LaY5Dq6q51XVP1TVV5J8Znqf2+wjy2qedzWen8nZT/dY4+OSVf659qW739bdj8zk7KyTkvxskqclSVXdr6rOq6rdVfXlTN6o7v13sJbn/nx394rtz2bff0/7fc11918l+Z+ZrI98VVWdUVU/sPc3qO++oNXeZ1Htfd+Tk/y3JD/V3VdPd38tk/XCV/qBJF+9se8FbGmL3MUrnZrklXv9PP5na+jiTIfZb03y/0ly6+5+317fS59m6fs0018afLW7r5v+4uB92cf/BwIAcGAGzMzi/ZmcxXPyKu//9UwuuJJk8gYvk49GJkm6+5LufmImH1d9fpLXTz8yu683m5cl+YW9Bro36+6/WXGffb5JnfrIPu6zz/t39+f6uy9CtBaXJfmve+X8/u7e+yPEq/GkTN4cPiSTs6+Pnu6veT1vd1+TyUdi/8teh77r32WSf7WW77uG57+hu89N8ldJ9qzB+L8zWUvz9t19q0zOCtvX38Fq3a6qVj7+qCT/uI/73ehrrrv/3+6+dyYfA79zku9Z+7S/+4JWN7be58OT/FGSR3b3R1cc+vsk26rq2BX77pHv/cgvsDwWuYv3ZLh9kh/PPs40XpFrrV38yiS/luRP93FMn04sc5/uS2e2Pz8AwNIyYGaw6Uc1/79J/rCqTq6q76+qm1TVT1XVf9/HQ/4+ySE1uajMTTI5s+if1wOsqp+pqu3dfUMmF8VJkhuS7J5+vcOK7/XSJP+pphflqapbVdXj1pD9HzL5aOdvVdX3VdW/zmSNw7es9nus0h8l+ffTs4Sqqm4+/fMPWdLglpkMEa7J5M3o7w193qp6RVW9YpXP+4JMLpD0r1fsuzDJg6dnlN0qyX9a2x9l/6rqpKp6QlUdNs1+30w+srvnY9q3TPLF7v7m9NiTZnzKH0zyK9PX7uMy+XP+n33cb7+vuZpc9Oh+09f115N8M5PX7JpV1QmZrAX6mO7+wMpjPbnw1RuT/M703+kDMxmS/MmQ5wIW3yJ38QpPSfI3025eL+/O5PoGf7CPY/p0Ymn7tKoOraqfrKpDqmpbVT05kzWa3z7kuQAAlp0BMzPp7v9fkmdm8gZ1dyZnpfxSkjfv475fTvKLSf44yeczeeOw8kr2D0/y8Zp89PVFSZ4wXb7iG5lcIOd9049THt/db8rkzKrX1OTjrR9L8lNrjP/ETD6meU0mH6X9z9Oze9ZNd+9K8vOZfNzzS0kuzeTjqUO8MpOPm34+yUX5lzeIQ5739pl8FPSAuvsrSf57Jh+v3bPvnUlem8mZ4BdkfQfzX8ok+yWZrDf8p0n+R3fvuQDTL2YyYP1qJkOV1+3zu6ze+ZlcwOjqTF5nj52eafZdDvCa+4FMhhBfyuTf0TVJ/sfAPP85kzPq/s+Kj/++bcXxX0xys0zWunx1kv/Q3c5ghiW24F2cTNZJXo+L+/2znji3u7+4j8P6dGKZ+/QmSX43k/9erk7yy0lO7u++iC4AAKtU+1nqDtiiquqmST6c5O7d/a2x84ypqn42ydO6+0FjZwFgsejTf6FPAQCW23pdEAZYEN19fb7747kAwBrpUwAAmLBEBgAAAAAAg1giAwAAAACAQZzBDAAAAADAIAuxBvNtbnObPvroo8eOAQBrcsEFF1zd3dvHzrFa+haARbRofQsAW81CDJiPPvro7Nq1a+wYALAmVfXZsTOshb4FYBEtWt8CwFZjiQwAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgEANmAAAAAAAGMWAGgAVXVYdW1eur6hNVdXFV3b+qDq+qd1bVJdOvh42dEwAAgK3HgBkAFt+Lkry9u++a5B5JLk7yrCTndvexSc6dbgMAAMC6MmAGgAVWVbdK8uAkZyZJd1/f3dcmOSnJWdO7nZXk5DHyAQAAsLUZMAPAYjsmye4kL6+qD1XVH1fVzZPs6O4rpvf5QpId+3pwVZ1eVbuqatfu3bs3KDIAAABbhQEzACy2bUl+JMlLuvteSb6evZbD6O5O0vt6cHef0d07u3vn9u3b5x4WAACArcWAGQAW2+VJLu/u86fbr89k4HxlVR2RJNOvV42UDwAAgC3MgBkAFlh3fyHJZVV1l+muE5NclOScJKdO952a5OwR4gEAALDFbRs7AAAws19O8qqqummSTyX5d5n8Evl1VXVaks8mOWXEfAAAAGxRBswAsOC6+8IkO/dx6MQNjgIAAMCSMWCG/fjll/zF2BFYJ3/wHx42dgQAYE5+663PHjsC6+S//vTvjR0BABjAGswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAwy1wFzVf3fVfXxqvpYVb26qg6pqmOq6vyqurSqXltVN51nBgAAAAAA5mNuA+aqul2SX0mys7t/OMnBSZ6Q5PlJfr+775TkS0lOm1cGAAAAAADmZ95LZGxLcrOq2pbk+5NckeSEJK+fHj8ryclzzgAAAAAAwBzMbcDc3Z9P8v8k+Vwmg+UvJ7kgybXd/e3p3S5Pcrt5ZQAAAAAAYH7muUTGYUlOSnJMktsmuXmSh6/h8adX1a6q2rV79+45pQQAAAAAYKh5LpHxkCSf7u7d3f2tJG9M8sAkh06XzEiSI5N8fl8P7u4zuntnd+/cvn37HGMCAAAAADDEPAfMn0tyfFV9f1VVkhOTXJTkvCSPnd7n1CRnzzEDAAAAAABzMs81mM/P5GJ+H0zy0elznZHkN5M8s6ouTXLrJGfOKwMAAAAAAPOz7cB3Ga67n5PkOXvt/lSS+87zeQEAAAAAmL95LpEBAAAAAMAWZsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAyybewAAMBsquozSb6a5DtJvt3dO6vq8CSvTXJ0ks8kOaW7vzRWRgAAALYmZzADwNbwE919z+7eOd1+VpJzu/vYJOdOtwEAAGBdGTADwNZ0UpKzprfPSnLyeFEAAADYqgyYAWDxdZK/qKoLqur06b4d3X3F9PYXkuzY1wOr6vSq2lVVu3bv3r0RWQEAANhCrMEMAIvvQd39+ar6wSTvrKpPrDzY3V1Vva8HdvcZSc5Ikp07d+7zPgAAALA/zmAGgAXX3Z+ffr0qyZuS3DfJlVV1RJJMv141XkIAAAC2KgNmAFhgVXXzqrrlnttJHpbkY0nOSXLq9G6nJjl7nIQAAABsZZbIAIDFtiPJm6oqmfT6/+7ut1fV3yV5XVWdluSzSU4ZMSMAAABblAEzACyw7v5UknvsY/81SU7c+EQAAAAsE0tkAAAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADDIXAfMVXVoVb2+qj5RVRdX1f2r6vCqemdVXTL9etg8MwAAAAAAMB/zPoP5RUne3t13TXKPJBcneVaSc7v72CTnTrcBAAAAAFgwcxswV9Wtkjw4yZlJ0t3Xd/e1SU5Kctb0bmclOXleGQAAAAAAmJ95nsF8TJLdSV5eVR+qqj+uqpsn2dHdV0zv84UkO/b14Ko6vap2VdWu3bt3zzEmAAAAAABDzHPAvC3JjyR5SXffK8nXs9dyGN3dSXpfD+7uM7p7Z3fv3L59+xxjAsDiq6qDp7/Qfct0+5iqOr+qLq2q11bVTcfOCAAAwNazbY7f+/Ikl3f3+dPt12cyYL6yqo7o7iuq6ogkV80xAwAsi2dkcq2DH5huPz/J73f3a6rqpUlOS/KSscLBjfnll/zF2BFYJ3/wHx42dgQAADbY3M5g7u4vJLmsqu4y3XVikouSnJPk1Om+U5OcPa8MALAMqurIJD+d5I+n25XkhEx+uZu45gEAAABzMs8zmJPkl5O8avqx3E8l+XeZDLVfV1WnJflsklPmnAEAtroXJvmPSW453b51kmu7+9vT7cuT3G5fD6yq05OcniRHHXXUfFMCAACw5cx1wNzdFybZuY9DJ87zeQFgWVTVI5Jc1d0XVNWPr/Xx3X1GkjOSZOfOnfu8LgIAAADsz7zPYAYA5uuBSR5VVf82ySGZrMH8oiSHVtW26VnMRyb5/IgZAQAA2KLmtgYzADB/3f2fuvvI7j46yROS/FV3PznJeUkeO72bax4AAAAwFwbMALA1/WaSZ1bVpZmsyXzmyHkAAADYgiyRAQBbRHe/K8m7prc/leS+Y+YBAABg63MGMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIMYMAMAAAAAMIgBMwAAAAAAgxgwAwAAAAAwiAEzAAAAAACDGDADAAAAADCIATMAAAAAAIPc6IC5qu5XVT8wvX2zqvrtqvrzqnp+Vd1qYyICwNZWVb9SVbcfOwcAAACs1YHOYH5Zkm9Mb78oya2SPH+67+VzzAUAy+S/JDm/qt5bVb9YVdvHDgQAAACrse0Axw/q7m9Pb+/s7h+Z3v7rqrpwfrEAYKl8Ksm9kzwkyeOT/HZVXZDk1Une2N1fHTMcAAAA7M+BzmD+WFX9u+ntD1fVziSpqjsn+dZckwHA8ujuvqG7/6K7T0ty2yQvTvLwTIbP+1VVh1TVB6rqw1X18ar67en+Y6rq/Kq6tKpeW1U3nf8fAwAAgGVzoAHz05L8WFX9Q5Ljkry/qj6V5I+mxwCA2dXKje7+Vnef091PTPJDB3jsdUlO6O57JLlnkodX1fGZLGn1+919pyRfSnLa+scGAABg2d3oEhnd/eUkPzu90N8x0/tf3t1XbkQ4AFgSj9/fge7+xv6OTY93kq9NN28y/aeTnJDkSdP9ZyV5bpKXzBoUAAAAVjrQGsxJku7+SpIPzzkLACyl7v77WR5fVQcnuSDJnZL8YZJ/SHLtiusoXJ7kdvt57OlJTk+So446apYYAAAALKEDLZEBAGxy3f2d7r5nkiOT3DfJXdfw2DO6e2d379y+ffu8IgIAALBFGTADwBbR3dcmOS/J/ZMcWlV7Pql0ZJLPj5ULAACArcuAGQAWWFVtr6pDp7dvluShSS7OZND82OndTk1y9igBAQAA2NJWtQYzALBpHZHkrOk6zAcleV13v6WqLkrymqr63SQfSnLmmCEBAADYmgyYAWCBdfdHktxrH/s/lcl6zAAAADA3lsgAAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgkG3zfoKqOjjJriSf7+5HVNUxSV6T5NZJLkjylO6+fh7PfdFTnjqPb8sIjvuTV44dAQAAAADYy0acwfyMJBev2H5+kt/v7jsl+VKS0zYgAwAAAAAA62yuA+aqOjLJTyf54+l2JTkhyeundzkrycnzzAAAAAAAwHzM+wzmFyb5j0lumG7fOsm13f3t6fblSW63rwdW1elVtauqdu3evXvOMQEAAAAAWKu5DZir6hFJruruC4Y8vrvP6O6d3b1z+/bt65wOAAAAAIBZzfMifw9M8qiq+rdJDknyA0lelOTQqto2PYv5yCSfn2MGAAAAAADmZG5nMHf3f+ruI7v76CRPSPJX3f3kJOcleez0bqcmOXteGQAAAAAAmJ95r8G8L7+Z5JlVdWkmazKfOUIGAAAAAABmNM8lMv5Zd78rybumtz+V5L4b8bwAAAAAAMzPGGcwAwAAAACwBRgwAwAAAAAwyIYskQEAbG0XPeWpY0dgnRz3J68cOwIAALBAnMEMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAC6yqbl9V51XVRVX18ap6xnT/4VX1zqq6ZPr1sLGzAgAAsPUYMAPAYvt2kl/r7uOSHJ/k6VV1XJJnJTm3u49Ncu50GwAAANaVATMALLDuvqK7Pzi9/dUkFye5XZKTkpw1vdtZSU4eJSAAAABbmgEzAGwRVXV0knslOT/Jju6+YnroC0l27Ocxp1fVrqratXv37o0JCgAAwJZhwAwAW0BV3SLJG5L8and/ZeWx7u4kva/HdfcZ3b2zu3du3759A5ICAACwlRgwA8CCq6qbZDJcflV3v3G6+8qqOmJ6/IgkV42VDwAAgK3LgBkAFlhVVZIzk1zc3S9YceicJKdOb5+a5OyNzgYAAMDWt23sAADATB6Y5ClJPlpVF073PTvJ85K8rqpOS/LZJKeMEw8AAICtzIAZABZYd/91ktrP4RM3MgsAAADLxxIZAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAg28YOALAV/dZbnz12BNbJf/3p3xs7AgAAAGxazmAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgEANmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgEANmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABpnbgLmqbl9V51XVRVX18ap6xnT/4VX1zqq6ZPr1sHllAAAAAABgfuZ5BvO3k/xadx+X5PgkT6+q45I8K8m53X1sknOn2wAAAAAALJi5DZi7+4ru/uD09leTXJzkdklOSnLW9G5nJTl5XhkAAAAAAJifDVmDuaqOTnKvJOcn2dHdV0wPfSHJjv085vSq2lVVu3bv3r0RMQEAAAAAWIO5D5ir6hZJ3pDkV7v7KyuPdXcn6X09rrvP6O6d3b1z+/bt844JAAAAAMAazXXAXFU3yWS4/KrufuN095VVdcT0+BFJrppnBgAAAAAA5mNuA+aqqiRnJrm4u1+w4tA5SU6d3j41ydnzygAAAAAAwPxsm+P3fmCSpyT5aFVdON337CTPS/K6qjotyWeTnDLHDAAAAAAAzMncBszd/ddJaj+HT5zX8wIAAAAAsDHmfpE/AAAAAAC2JgNmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAYAAAAAYBADZgAAAAAABjFgBgAAAABgEANmAAAAAAAGMWAGAAAAAGAQA2YAAAAAAAYxYAaABVdVL6uqq6rqYyv2HV5V76yqS6ZfDxszIwAAAFuTATMALL5XJHn4XvueleTc7j42ybnTbQAAAFhXBswAsOC6+z1JvrjX7pOSnDW9fVaSkzcyEwAAAMvBgBkAtqYd3X3F9PYXkuzY152q6vSq2lVVu3bv3r1x6QAAANgSDJgBYIvr7k7S+zl2Rnfv7O6d27dv3+BkAAAALDoDZgDYmq6sqiOSZPr1qpHzAAAAsAUZMAPA1nROklOnt09NcvaIWQAAANiiDJgBYMFV1auTvD/JXarq8qo6Lcnzkjy0qi5J8pDpNgAAAKyrbWMHAABm091P3M+hEzc0CAAAAEvHGcwAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAxiwAwAAAAAwCAGzAAAAAAADGLADAAAAADAIAbMAAAAAAAMYsAMAAAAAMAgBswAAAAAAAwyyoC5qh5eVZ+sqkur6lljZACAZaBzAQAAmKcNHzBX1cFJ/jDJTyU5LskTq+q4jc4BAFudzgUAAGDexjiD+b5JLu3uT3X39Ulek+SkEXIAwFancwEAAJir6u6NfcKqxyZ5eHc/bbr9lCT36+5f2ut+pyc5fbp5lySf3NCgi+U2Sa4eOwQLy+uHWXj93Lgf6u7tYz35ajpX366J1zuz8PphFl4/N27UvgWAZbdt7AD7091nJDlj7ByLoKp2dffOsXOwmLx+mIXXz+LTt6vn9c4svH6YhdcPALCZjbFExueT3H7F9pHTfQDA+tK5AAAAzNUYA+a/S3JsVR1TVTdN8oQk54yQAwC2Op0LAADAXG34Ehnd/e2q+qUk70hycJKXdffHNzrHFuOjzczC64dZeP1sYjp33Xm9MwuvH2bh9QMAbFobfpE/AAAAAAC2hjGWyAAAAAAAYAswYAYAAAAAYBADZgAAAAAABjFgBgAAAABgkG1jB2DtqmpHkt9Lctvu/qmqOi7J/bv7zJGjsclV1f2T/EySH01yRJJ/SvKxJG9N8qfd/eUR47HJVdWRSZ6Qyevntvnu18/buvuGEePButO3zELnMpS+BQAWTXX32BlYo6p6W5KXJ/mt7r5HVW1L8qHuvtvI0djEpq+bf0xydpJdSa5KckiSOyf5iSSPTPKC7j5ntJBsWlX18iS3S/KW7Pv1c+8kz+ru94wWEtaZvmUonctQ+hYAWEQGzAuoqv6uu+9TVR/q7ntN913Y3fccORqbWFXdpruvnvU+LKeq+uHu/tiNHL9pkqO6+9INjAVzpW8ZSucylL4FABaRJTIW09er6tZJOkmq6vgkPmbJjVrNm1hvdNmflW92q+rw6b4vrjh+fRJvdtlq9C2D6FyG0rcAwCJykb/F9Mwk5yS5Y1W9L8krk/zyuJFYBFX1+Kq6w/T23avq0qr6x6p6zNjZ2Nyq6qiqek1V7U5yfpIPVNVV031HjxwP5kXfMpjOZQh9CwAsIktkLKjpOpB3SVJJPtnd3xo5EgugqnYleWB3X1dVZyc5I8kHk7yju+8+bjo2s6p6f5IXJnl9d39nuu/gJI9L8qvdffyI8WBu9C1D6VyG0LcAwCIyYF5AVfXofez+cpKPdvdVG52HxVBVz0nyC0lemuTgJL+U5A8y+ej3zyU5M8m7XDSGfamqS7r72LUeg0WmbxlK5zKUvgUAFpEB8wKqqrcmuX+S86a7fjzJBUmOSfI73f0nI0Vjk6uqd2XypnZ7knt395On+/+mux8wZjY2t6p6TZIvJjkryWXT3bdPcmqS23T3KWNlg3nRt8xC5zKEvgUAFpGL/C2mbUn+dXdfmSRVtSOTdSHvl+Q9SbzhZX/+Q5LnJrkuya8nSVUdl+StI2ZiMTw1yWlJfjvJ7ab7Pp/J+rRnjhUK5kzfMgudyxD6FgBYOM5gXkBVdVF3H7diu5J8vLuPq6oPdfe9RozHJldVh3T3N/fad/jKK5QDoG+Znc4FAGAZOIN5Mb2rqt6S5M+m24+Z7rt5kmtHS8WieENVndTd306SqjoiyVuS3HvcWGxm0wudnZbk5Hz3GVVnJznThc/YovQts9K5rIm+BQAWkTOYF9D0DKpHJ3nQdNeXkuzo7qePl4pFUVU/n+TfJnlsJmv6nZPk17v7L0YNxqZWVa/OZKB2VpLLp7uPzGRNyMO7+/EjRYO50bfMSueyVvoWAFhEzmBeQN3dVfWpJMcneVySTyd5w7ipWBTd/UdVddMkb05ydJJf6O6/GTUUi+De3X3nvfZdnuRvq+rvxwgE86ZvmZXOZQB9CwAsHAPmBVJVd07yxOk/Vyd5bSZnof/EqMFYCFX1zJWbSY5KcmGS46vq+O5+wSjBWBRfrKrHJXlDd9+QJFV1UCZDty+NmgzWmb5lVjqXGehbAGDhGDAvlk8keW+SR3T3pUlSVf/3uJFYILfca/uN+9kP+/KEJM9P8uKq2vMG99Ak502PwVaib5mVzmUofQsALBxrMC+Qqjo5k/+xfGCStyd5TZI/7u5jxswFLJequnWSdPc1Y2eBedC3wGagbwGARXHQ2AFYve5+c3c/IcldMzmL4VeT/GBVvaSqHjZqODa9qvqjqvrh/Ry7eVX9XFU9eaNzsXi6+5qVb3ar6qFj5oH1pm+Zlc5lPehbAGBROIN5wVXVYZmsyfb47j5x7DxsXlV1zyTPTnK3JB9LsjvJIUmOTfIDSV6W5KXdfd1YGVlMVfW57j5q7BwwT/qWtdC5zIO+BQA2KwNmWDJVdYskO5MckeSfklzc3Z8cNxWbXVWds79DSU7o7ptvZB6ARaBzWSt9CwAsIgNmAA5oeqGhn0nytb0PJXltd+/Y+FQAsLXoWwBgEW0bOwAAC+Fvk3yju9+994GqcjYeAKwPfQsALBxnMAMAAAAAMMhBYwcAxlFV3z92BhZbVT1i7AwAi0DnMgt9CwBsdgbMsGSq6gFVdVGST0y371FVLx45Fovpd8YOALCZ6VzWib4FADY1A2ZYPr+f5CeTXJMk3f3hJA8eNRGLqsYOALDJ6VzWg74FADY1A2ZYQt192V67vjNKEBbdL4wdAGCz07msA30LAGxqBsywfC6rqgck6aq6SVX9epKLxw7F4unuDyRJVT107CwAm5TOZWb6FgDY7Kq7x84AbKCquk2SFyV5SCYfufyLJM/o7mtGDcbCqqrPdfdRY+cA2Gx0LutJ3wIAm5UBMwAHVFXn7O9QkhO6++YbmQcAtiJ9CwAsom1jBwA2VlUdk+SXkxydFT8DuvtRY2ViIfxokp9J8rW99leS+258HIDNT+cygL4FABaOATMsnzcnOTPJnye5YdwoLJC/TfKN7n733geq6pMj5AFYBG+OzmVt9C0AsHAskQFLpqrO7+77jZ0DALY6nQsAwDIwYIYlU1VPSnJsJhcaum7P/u7+4Gih2PSqqvoAhbGa+wAsE53LWulbAGARWSIDls/dkjwlyQn5l4/r9nQb9ue8qnpDkrO7+3N7dlbVTZM8KMmpSc5L8opx4gFsSjqXtdK3AMDCcQYzLJmqujTJcd19/dhZWBxVdUiSn0vy5CTHJLk2ySFJDs7kzLwXd/eHRgsIsAnpXNZK3wIAi8iAGZZMVb05yendfdXYWVhMVXWTJLdJ8k/dfe3IcQA2LZ3LLPQtALAoLJEBy+fQJJ+oqr/Ld68H+ajRErFQuvtbSa4YOwfAAjg0OpeB9C0AsCgMmGH5PGfsAACwJHQuAABbniUyYAlV1Y4k95lufsBHdwFgPnQuAABb3UFjBwA2VlWdkuQDSR6X5JQk51fVY8dNxSKpqh+qqodMb9+sqm45diaAzUjnMgt9CwAsCmcww5Kpqg8neeieM6iqanuSv+zue4ybjEVQVT+f5PQkh3f3Havq2CQv7e4TR44GsOnoXIbStwDAInEGMyyfg/b6eO418bOA1Xt6kgcm+UqSdPclSX5w1EQAm5fOZSh9CwAsDBf5g+Xz9qp6R5JXT7cfn+RtI+ZhsVzX3ddXVZKkqrYl8VEYgH3TuQylbwGAhWHADEumu3+jqh6d5EHTXWd095vGzMRCeXdVPTvJzarqoUl+Mcmfj5wJYFPSucxA3wIAC8MazLBkquqYJFd09zen2zdLsqO7PzNqMBZCTU6lelqShyWpJO9I8setTAC+h85lKH0LACwSA2ZYMlW1K8kDuvv66fZNk7yvu+8zbjI2u6o6OMnHu/uuY2cBWAQ6lyH0LQCwaFxkBJbPtj1vdJNkevumI+ZhQXT3d5J8sqqOGjsLwILQuayZvgUAFo01mGH57K6qR3X3OUlSVScluXrkTCyOw5J8vKo+kOTre3Z296PGiwSwaelchtK3AMDCsEQGLJmqumOSVyW5bSZr+l2W5KndfemowVgIVfVj+9rf3e/e6CwAm53OZSh9CwAsEgNmWFJVdYsk6e6vjZ2FxVJVO5LsWT/0A9191Zh5ADY7ncsQ+hYAWBQGzLBkqur7kjwmydFZsUxOd//OWJlYHFV1SpL/keRdmZyN96NJfqO7Xz9mLoDNSOcylL4FABaJNZhh+Zyd5MtJLkhy3chZWDy/leQ+e86iqqrtSf4yiTe8AN9L5zKUvgUAFoYBMyyfI7v74WOHYGEdtNdHdK9JctBYYQA2OZ3LUPoWAFgYBsywfP6mqu7W3R8dOwgL6e1V9Y4kr55uPz7J20bMA7CZ6VyG0rcAwMKwBjMsmaq6KMmdknw6k4/rVpLu7ruPGoyFUVWPTvKg6eZ7u/tNY+YB2Kx0LrPQtwDAojBghiVTVT+0r/3d/dmNzsLiqapjklzR3d+cbt8syY7u/syowQA2IZ3LUPoWAFgkBsywJKrq8Bs73t1f3KgsLK6q2pXkAd19/XT7pkne1933GTcZwOahc5mVvgUAFok1mGF5XJCkM/l47t46yR02Ng4LatueN7tJ0t3XT9/0AvAvdC6z0rcAwMIwYIYl0d3HjJ2BLWF3VT2qu89Jkqo6KcnVI2cC2FR0LutA3wIAC8MSGQCsWlXdMcmrktw2kzPzLkvy1O6+dNRgALCF6FsAYJEYMAOwZlV1iyTp7q+NnQUAtip9CwAsgoPGDgDA5ldVj6yqH1qx65lJ3ldV50yvdA8AzEjfAgCLyBnMsCRc0Z5ZVNVHkhzf3d+oqkckeUGSJya5V5LHdfdPjhoQYBPRuQylbwGAReQif7A8XNGeWXR3f2N6+9FJzuzuC5JcUFW/OGIugM1I5zKUvgUAFo4BMywJV7RnRjVdB/IbSU5M8uIVxw4ZJxLA5qRzmYG+BQAWjgEzLKGqOizJsVnxRqW73zNeIhbAC5NcmOQrSS7u7l1JUlX3SnLFeLEANjedyxq9MPoWAFgw1mCGJVNVT0vyjCRHZvIG5vgk7+/uE8bMxeZXVbdL8oNJPtzdN0z3HZHkJt39uVHDAWxCOpch9C0AsGgMmGHJVNVHk9wnyd929z2r6q5Jfq+7Hz1yNADYUnQuAADL4KCxAwAb7pvd/c0kqarv6+5PJLnLyJkAYCvSuQAAbHnWYIblc3lVHZrkzUneWVVfSvLZURMBwNakcwEA2PIskQFLrKp+LMmtkry9u68fOw+bX1Udvo/dX+3ub214GIAFonNZC30LACwSA2ZYMlV11L72u2gMq1FVn0ly+yRfSlJJDk3yhSRXJvn57r5gtHAAm4zOZSh9CwAsEktkwPJ5a5LO5M3KIUmOSfLJJP9mzFAsjHcmeX13vyNJquphSR6T5OVJXpzkfiNmA9hsdC5D6VsAYGE4gxmWXFX9SJJf7O6njZ2Fza+qPtrdd9tr30e6++5VdWF333OkaACbns5ltfQtALBInMEMS667P1hVzoJhta6oqt9M8prp9uOTXFlVBye5YbxYAJufzmUN9C0AsDAMmGHJVNUzV2welORHkvzjSHFYPE9K8pwkb55uv2+67+Akp4yUCWBT0rnMQN8CAAvDEhmwZKrqOSs2v53kM0ne0N3fHCcRAGxNOhcAgGVgwAzAqlXVnZP8epKjs+JTMN19wliZAGCr0bcAwCIxYIYl4w0Ls6iqDyd5aZILknxnz/7uvmC0UACblM5lKH0LACwSA2ZYMt6wMIuquqC77z12DoBFoHMZSt8CAIvEgBmWjDcszKKqnpvkqiRvSnLdnv3d/cWxMgFsVjqXofQtALBIDJhhyXjDwiyq6tP72N3dfYcNDwOwyelchtK3AMAiMWCGJeMNCwBsDJ0LAMAyMGAG4ICq6oTu/quqevS+jnf3Gzc6EwBsNfoWAFhE2w58F2CrqaoH5HuvaP/K0QKxCH4syV8leeQ+jnUSb3gB9kHnskb6FgBYOM5ghiVTVX+S5I5JLsy/XNG+u/tXRgsFAFuQzgUAYBkYMMOSqaqLkxzX/uNnDarqmTd2vLtfsFFZABaFzmWt9C0AsIgskQHL52NJ/lWSK8YOwkK55fTrXZLcJ8k50+1HJvnAKIkANj+dy1rpWwBg4TiDGZZMVZ2X5J6ZvEm5bs/+7n7UWJlYHFX1niQ/3d1fnW7fMslbu/vB4yYD2Hx0LkPpWwBgkTiDGZbPc8cOwELbkeT6FdvXT/cB8L2eO3YAFpa+BQAWhgEzLJnufvfK7ap6UJInJnn3vh8B3+WVST5QVW+abp+c5Kzx4gBsXjqXGehbAGBhWCIDllBV3SvJk5I8Lsmnk7yhu//nuKlYFFV17yQPmm6+p7s/NGYegM1M5zKUvgUAFoUzmGFJVNWdMzlr6olJrk7y2kx+yfQTowZjEV2YyQWrtiVJVR3V3Z8bNRHAJqJzWScXRt8CAAvAGcywJKrqhiTvTXJad1863fep7r7DuMlYJFX1y0mek+TKJN9JUkm6u+8+ajCATUTnMit9CwAsEmcww/J4dJInJDmvqt6e5DWZvFmBtXhGkrt09zVjBwHYxHQus9K3AMDCOGjsAMDG6O43d/cTktw1yXlJfjXJD1bVS6rqYaOGY5FcluTLY4cA2Mx0LutA3wIAC8MSGbDEquqwTC469PjuPnHsPGx+VXVmkrskeWuS6/bs7+4XjBYKYAHoXNZC3wIAi8SAGYBVq6rn7Gt/d//2RmcBgK1K3wIAi8SAGYA1q6rv7+5vjJ0DALYyfQsALAJrMAOwalV1/6q6KMknptv3qKoXjxwLALYUfQsALBIDZgDW4oVJfjLJNUnS3R9O8uAxAwHAFvTC6FsAYEEYMAOwJt192V67vjNKEADYwvQtALAoto0dAICFcllVPSBJV9VNkjwjycUjZwKArUbfAgALw0X+AFi1qrpNkhcleUgmn4J5R5JndPc1owYDgC1E3wIAi8SAGQAAAACAQazBDMCqVdUdqurPq2p3VV1VVWdX1R3GzgUAW4m+BQAWiQEzAGvxv5O8LskRSW6b5M+SvHrURACw9ehbAGBhWCIDgFWrqo909/+/vTvGySKKogB8brC0gQp7Y6kVCZUNi6BzPRo7OyhtpGEDFibEnsAK2ADBWBASm2shJn8odDKQTN7k+7p509zuTM7MvPf6wdpld79ZaiYAWBt5CwCMRMEMwGRV9SHJjyQnSTrJYZLtJB+TpLtvlpsOANZB3gIAI1EwAzBZVV3943Z3t/0hAeCR5C0AMBIFMwAAAAAAszjkD4D/qqq9qtrduH53f6L9p6raWXI2AFgLeQsAjEjBDMAUR0l+JUlVvU3yPsnnJD+THC84FwCsibwFAIbzbOkBABjC1saBQodJjrv7NMlpVV0sNxYArIq8BQCG4wtmAKbYqqq/LyUPknzbuOdlJQA8DXkLAAzHQwoAU3xJclZV10nuknxPkqp6mT+/7QIAjydvAYDhVHcvPQMAA6iq/SQvknzt7tv7tVdJnnf3+aLDAcBKyFsAYDQKZgAAAAAAZrEHMwAAAAAAsyiYAQAAAACYRcEMAAAAAMAsCmYAAAAAAGb5DfhjwXKWNH77AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1440x1440 with 8 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (20,20), tight_layout = True)\n","\n","for i in df_mean_kmeans['cluster'].unique(): \n","    plt.subplot(3,3,i+1)\n","    ax = sns.barplot(x = df_mean_kmeans.columns[3:], y = df_mean_kmeans.iloc[i, 3:], palette = 'Set1', alpha = 0.8)\n","    plt.xticks( rotation = 90)\n","    \n","    gender = df_mean_kmeans.loc[i, 'Gender']\n","    samples = df_mean_kmeans.loc[i, 'num_samples']\n","    plt.title(f'Cluster {i} - {gender}, Num Samples - {samples}')\n","    plt.ylim(ymin=0)\n"]},{"cell_type":"code","execution_count":14,"id":"71227731","metadata":{"execution":{"iopub.execute_input":"2022-09-10T15:31:38.111599Z","iopub.status.busy":"2022-09-10T15:31:38.111194Z","iopub.status.idle":"2022-09-10T15:31:39.511196Z","shell.execute_reply":"2022-09-10T15:31:39.509663Z"},"papermill":{"duration":1.419709,"end_time":"2022-09-10T15:31:39.514452","exception":false,"start_time":"2022-09-10T15:31:38.094743","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABZgAAAWYCAYAAAA7raPEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAADfLElEQVR4nOzde5xddX3v/9cbIkQRjZFICWPEWGtjragn3lrqBcSqtWJNvcVWvLQ0p9rSemrE9vyq7amtxdaanlObw5EqtsYLRgXrNVXQWhUF7xgVjAJjuERDENAAgc/vj7VGhzCTTPbsPWvvmdfz8eAxs9fee63P3tnMe6/P+q7vSlUhSZIkSZIkSdKBOqjrAiRJkiRJkiRJo8kGsyRJkiRJkiSpJzaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmSJEmSemKDWUMpyauT/FvXdQyjJI9LMt51HcMsyQuSfKrrOiRp2Jm300tyTJJKsqjrWkaVny9Javj3cHrm7ey5/6thYINZnUmyNsmFSW5IcmWSDyU5ro/rH0hQJXlIkouS/Kj9+ZADeG4luWZyTUnu1C6rftY5W0lOSPKN9nWel+Q+M3zexPt+w6T/vjzoeudakscn+WqSXUl+kOS9SY6e4nFLk+ww8CV1ZYTz9owk30xyW5IXHOBzv5vk5iRH7LX8i22tx/Sz1tnY1+tMcmiSf0iyPcm1Sd6Y5E4zXO/j2nVOzuP3D+RFdCzJHye5KskPk/xLkkO7rknSwjOKeZvk55Kc0+6v7EzykSQPOIDnz5e8TZK/SvK9JNclOT/JL8xwvQti/xd+8hm/LMmNSd6XZGnXNWl42GBWJ5K8DHgD8NfAkcAK4I3ASR2WdTtTBXeSQ4BzgH8D7gGcBZzTLp+pa4EnT7r95HbZ0Gi/ILwH+P+ApcCFwDsPcDVLququ7X/H9rvGIfB14FeragmwHLgE+OcpHve3wNY5rEuSfmJU87b1ZeD3gS/0uOrvAM+dtJ1fBO7S47oGaV+v8zRgNfAg4OeAhwH/8wDWvX1SFt+1qn591tUOmSS/SvM+nQDcB1gJ/EWnRUlacEY4b5cA5wIPoKn7czT7uwdiPuTtM4EXAb9Cs//7GeBfD3D983r/t224/1/gt2k+Kz+i+YxLgA1mdSDJ3YG/BF5SVe+pqhur6paqen9VvXyKx99hSoj2SOkT2t8f0R4p/mGSq5O8vn3YJ9ufu9qjiI9uH/+iJFvbkUAfyaSRue2Rx5ckuYSmYbi3xwGLgDdU1U1V9Y9AgOMP4C34V+D5k24/H3jrXq/vhW2N1yfZluT3pltZkuVJNrdHnb+T5A8n3Tfde7M/zwAurqqzq2o38Grg2CQ/P9MXOU2tP59kS3t0/JtJnjXpvre0I7M+1P57/VeSn0nyhvbf6htJHjrp8acl+Xb7Hn09yW/0uN2ntM+/vj1i/SczeS1VdXVVbZ+06FbgZ/fa7i/RNAXePJN1SlI/jXjeUlX/VFUfA3b3+Bbsnbcnc8e8/bU0o6x+mOSKJK+ebmVJ7p7kzDSj0r6XZqTTwe19P5vkE2lGPX0/yYwPyu7ndf468I9VtbOqdgD/SLMDPCtJHpXk02nOwvlyksdNuu/89rV9uv33fH+SeyZ5W/s+fT6TRqQl2dC+dz9Mc2bXr/S43Re033mub7/PPG+GL+dk4MyquriqrgX+F/CCA3k/JGk2Rjlvq+pzVXVmmzO3AP8APCDJPQ/gLZgPeXtf4FNVta2qbqUZUPbAma57H69l3uz/As8D3l9Vn6yqG2gGoz0jyeEH/s5oPrLBrC48GlgMvLdP69sAbKiquwH3A97VLn9M+3PiSOJnkpwE/ClNA3UZ8J/A2/da39OBRzJ1oPwC8JWqmjydxVfa5TP1PuAxSZYkuQfNUdK9jxJfAzwVuBvwQuAfkjxs7xUlOQh4P83R2KNpRu/8UZrRPDD9e0OSryRZO02Nv9CuE4CquhH49gG+zr1rPQzYAmwC7gU8B3hjksnv87NoRmYdAdxEc+T4C+3tdwOTG+Tfpnnv7k4zUunfkhzVw3bPBH6vqg6naQZ/fNJzd2Ufp7UlWZFkF/Bj4E+A0yfddzDwf4CXAkM1/YmkBWOU87YfPgvcLcmq9m/yc2h2GCe7kWaneAnwa8B/T/L0adb3FmAPzcHEhwJPBH6nve9/AR+lObtpDPjfE09K8u9JTpvF68hev4+1zYzeVtZM5/QB4K9oRmn9CbA5ybJJD3sOzQilo2n+rT9Dc7B0Kc1ZOa+a9NjPAw9p79sEnJ1k8YFst83qfwSe3ObxLwFfap+3os3jFdO8pNt9Z2l/P/IAmyOSNBvzKW8fA1xVVT84gHrnQ96+A7hfmilD7kTTJP9wj+uaqGe+7f/u3SP4NnAzzRlWkg1mdeKewPerak+f1ncL8LNJjqiqG6rqs/t47Drgb6pqa7v9vwYektvPL/w37RHcH0/x/LsC1+217DrgQI7a7aZpCj+7/e9c9jqKWlUfqKpvV+MTNCE61YighwPLquovq+rmqtoG/D+aEIF9vDdV9eCq2jRNjf14nd9vA2pXe1T0qcB3q+rNVbWnqr4IbKY5HWnCe6vqonbU9HuB3VX11vYo8jtpvmBM1H92VW2vqtuq6p00R+QfMUUd+9vuLcADk9ytqq6tqp+cMlVVS6pq2rmTq+rydoqMI2i+GHxj0t1/CFxQVRfN6N2SpP4b5bztl4lRVSfSNEa/N/nOqjq/qr7aZslXaHbKH7v3SpIcCTwF+KN2ZNo1NKO8JuftfYDlVbV7cnZU1VOr6rU91v9h4NS2CfszNNkCMz/1ePmkLN7VjmD6LeCDVfXB9nVvoZkK6ymTnvfm9nvIdcCHgG9X1X+0/5Znc/s8/req+kGbsX8PHEpzqvXe9rfd24AHJblzVV1ZVRe367+8zePLp3mNe39nmfjdEVWS5sq8yNskY8A/AS/roeZRz9srgU8B36QZPPRM4I8PcB3zff+3Hz0CzWM2mNWFHwBHpH8XJ3gxzVGzb6Q5bfOp+3jsfYANE3/4gZ00o4EmX5ztin08/waaUcWT3Q24/gBrfitNAN9hegyAJE9O8tn2lJZdNCF7xN6Pow3XyTuPNEewj2zvP5D3ZrJ+vM4j2oBaUlV/19b6yL1qfR7wM5Oec/Wk3388xe27TtxI8vwkX5q0rgcx/Xu0r+2uoXl/L0tzutWjD+A1AlBVO/npfNyLkiynaQL82YGuS5L6aJTztl/+FVhLM2XCVHn7yDQXst2R5DqaHfXpsuROwJWTXtP/pRkZBLCe5vV9LsnFSWY9jUXrNcAXaUbzfprmLKhbuH0+7sv2SVm8pKre1b6WZ+6Vi8cBk0dBHUge/0maU7Ova9d1d6Z/D6fcbjVnSj2b5v2/MskHMvNpufb+zjLx+4F+N5OkXo183rZnsXwUeGNV7T0CeiZGPW//nGbw1r1pRqP/BfDxJAcyl/R83//tVy9E81Rfr/YtzdBnaE7/eDrNaR/7cyOTRuq0p9385DTOqroEeG6a6SKeAbw7zWmRU01LcAXwmqp62z62t6/pDC4G/keSVP1kmowH0xzpPRD/SbMjVzRHSu83cUeaK59vpmk+n1NVtyR5H7c/RXbCFcB3qur+U76Qad6bdkduXy6mOS1ooqbD2hovntnLm9IVwCeq6sRZrGOinvvQjNQ+AfhMVd2a5EtM/x5Nu92q+jxwUppToV5KcwravXsoaxHNF5+70RxJPgr4ehKAOwN3TnIVcHR7RFqSBm2U87YvquqyJN+h2ZF68RQP2UQzndGTq2p3kjcw9c7aFTTv5RFTjVCrqquA3wVIc2rpfyT5ZFVdOsv6f0yTTS9t130KcFFV3TaL1V4B/GtV/e5samvr+RWanf0TaK7dcFuSa5k+j6fdblV9BPhIkjvTTKPx/5j67K29XQwcy09PIT8WuLoO7PRuSZqNkc7bNNM2fhQ4t6peM4P677iBEc9bmqme3llVE3Njv6Wt8YE0Z9v0Yr7t/07k7URNK2nOWvrWAbwUzWOOYNaca0+3/HPgn5I8PcldktypHbV7+hRP+RawOM2FAe5EMxXBoRN3JvmtJMvana1d7eLbgB3tz5WT1rUReGWaK6BOXEBg8ikq+3M+zcXc/jDJoUle2i7/eLu+FyT57v5W0janfx142qRG9YRD2te3A9iT5Mk0805N5XPA9UlekeTOSQ5O8qAkD2/rme692Z/30pymuibNPIp/TjP39Dfa9b46yfkzWM9k/w78XJLfbv+975Tk4UlWHeB6AA6j+aK0o63nhTRHcA9ou0kOSfK8JHev5qIWP2Rm7w9JnpHkAUkOao/4vx74Yjua+UPAMTRfVB5C8/59EXiIzWVJc2XE85b2b/Rimp2nOyVZ3O5sT1wgaaYN6hcDx09zcPVwYGe7s/sImtFXd1BVV9LsfP99kru1f/vvl+SxbT3PTHNqMcC1NBk10zzZ1+s8Os3FfJPkUTQX1HnVpOe+JclbZrKdSf4N+PUkv9p+b1jcvp9j+33mHR1OM0/mDmBRkj/njqOb9rvdJEcmOSnNAe2baEZJzbSJ/lbgxUkemGQJzef2LT28FknqySjnbZK7AR8B/quq7jB/8ULJW5rrCTyzzaODkvw2zUjqS9vnLvj9X+BtNDn+K21e/yXwnqpyBLMAG8zqSDVz9L2MJkx30BxleynNqZ97P/Y64PeBN9HM5XQjMPmqu08CLk5yA80FEZ5TVT+uqh/RnFr6X2lODXlUVb0X+FvgHUl+CHwNePIB1H0zzZHp59OE/YuAp7fLoTny918zXNfF1c4vuNfy62mmV3gXTWiupZmneap13Eozx9JDgO8A36d5nyYu/jPlewOQ5pSiKa/QXs2V6tfQvH/X0lwU4jmTHjLj17nX63piu57twFU0/xaH7ut506zr68Df04wWuBr4xenqmcF2fxv4bvt5WEdz+hAAaa7mO93oqaNp5sa8HvgqTTD/RrvNm6rqqon/aOamuqX9XZLmzKjmbeujNKeH/hJwRvv7xAWO7k0zZcR+VTOX8HSjj34f+Msk19M0B941zeOgyf5DgK/TZOO7+em0Eg8HLmjfm3OBU6u5LgJprg7/p/tY775e5/1oXueNNFMxnVZVH5303F7y+Apg4qJQE5+Jl9PbfsFHaLLwW8BlNNeUmPJU7P1s9yCaz+l2mtO7Hwv8d/jJRf5uyDQX+auqD9NcZPc84PK2jldN9VhJGpQRztvfoMmwF7Z/a2/Y62/uQsnbv6W5gN2XaPbz/xhYU1W72vsX/P5v27tYR9NovobmoMHvH+hr0fyVOw6elNSrJB+lCbmtXdcySGlOxznB008lSV1I8ibg7HZahQUpySE0O8MPbkchSZLUV+Ztw/1faf9sMEuSJEmSJEmSeuIUGZIkSZIkSZKknthgliRJkiRJkiT1xAazJEmSJEmSJKkni7ouAOCII46oY445pusyJEnqq4suuuj7VbWs6zomM3MlSfONeStJ0tyYLnOHosF8zDHHcOGFF3ZdhiRJfZXksq5r2JuZK0mab8xbSZLmxnSZ6xQZkiRJkiRJkqSe2GCWJEmSJC0YSf4lyTVJvjbFff8jSSU5or2dJP+Y5NIkX0nysLmvWJKk4WaDWZIkSZK0kLwFeNLeC5PcG3gicPmkxU8G7t/+dwrwz3NQnyRJI8UGsyRJkiRpwaiqTwI7p7jrH4D1QE1adhLw1mp8FliS5Kg5KFOSpJFhg1mSpCHhKbuSJHUjyUnA96rqy3vddTRwxaTb4+2yqdZxSpILk1y4Y8eOAVUqSdLwscEsSdLweAuesitJ0pxKchfgT4E/n816quqMqlpdVauXLVvWn+IkSRoBNpglSRoSnrIrSVIn7gfcF/hyku8CY8AXkvwM8D3g3pMeO9YukyRJrf02mKc6XTfJ0iRbklzS/rxHu9zTdSVJ6iNP2ZUkabCq6qtVda+qOqaqjqHJ1IdV1VXAucDz233dRwHXVdWVXdYr6ad27tzJy1/+cnbunGqMhqS5MpMRzG/hjqfrngZ8rKruD3ysvQ2eritJUt94yq4kSf2X5O3AZ4AHJBlP8uJ9PPyDwDbgUuD/Ab8/ByVKmqFNmzZx8cUXs2nTpq5LkRa0/TaYpzld9yTgrPb3s4CnT1ru6bqSJPWHp+xKktRnVfXcqjqqqu5UVWNVdeZe9x9TVd9vf6+qeklV3a+qfrGqLuymakl727lzJ1u2bKGq2LJli6OYpQ71OgfzkZNOC7oKOLL93dN1JUnqE0/ZlUaTp+tKkjR4mzZt4rbbbgPgtttucxSz1KFZX+SvqorbX3Rops/zdF1JkibxlF1pfvB0XUmSBu+8885jz549AOzZs4fzzjuv44qkhWtRj8+7OslRVXVlOwXGNe1yT9eVpDm0ceNGtm3bNufb3b59OwDLly+f0+2uXLmSdevWzek251JVPXc/9x8z6fcCXjLomiQdmL1P1127di1Lly7tuixJkuadxz/+8XzkIx9hz549LFq0iMc//vFdlyQtWL2OYD4XOLn9/WTgnEnLPV1Xkua53bt3s3v37q7LkKSh4+m6kiTNjbVr13LQQU1b66CDDmLt2rUdVyQtXPsdwdyervs44Igk48CrgNcC72pP3b0MeFb78A8CT6E5XfdHwAsHULMkqdXVaN7169cDcPrpp3eyfUkaVlOdrvvSl76046okSZp/li5dyoknnsgHP/hBTjzxRM8Ykjq03wbzPk7XPWGKx3q6riRJkhYsT9eVJGnurF27lssuu8zRy1LHZn2RP0mSJEkNT9eVJGnuLF26lNe97nWOXpY6ZoNZkiRJ6pOJ03WTeLquJEmSFoT9TpEhSZIkaeY8XVeSJEkLiQ1mSZIkqY8mTteVJEmSFgKnyJAkSZIkSZIk9cQGsyRJkiRJkiSpJzaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmSJEmSemKDWZIkSZIkSZLUExvMkiRJkiRJkqSe2GCWJEmSJEmSJPXEBrMkSZIkSZIkqSc2mCVJkiRJkiRJPbHBLEmSJEmSJEnqiQ1mSZIkSZIkjZydO3fy8pe/nJ07d3ZdirSg2WCWJEmSJEnSyNm0aRMXX3wxmzZt6roUaUGzwSxJkiRJkqSRsnPnTrZs2UJVsWXLFkcxSx2ywSxJkiRJkqSRsmnTJm677TYAbrvtNkcxSx2ywSxJkiRJkqSRct5557Fnzx4A9uzZw3nnnddxRdLCZYNZkiRJkiRJI+Xxj388ixYtAmDRokU8/vGP77giaeGywSxJkiRJkqSRsnbtWg46qGlrHXTQQaxdu7bjiqSFywazJEmSJEmSRsrSpUs58cQTScKJJ57I0qVLuy5JWrAWdV2AJEmSJEmSdKDWrl3LZZdd5uhlqWM2mCVJkiRJkjRyli5dyute97quy5AWPKfIkCRJkiRJkiT1xAazJEmSJEmSJKknNpglSZIkSZIkST2xwSxJkiRJkiRJ6okNZkmSJEmSJElST2wwS5IkSZIWjCT/kuSaJF+btOx1Sb6R5CtJ3ptkyaT7Xpnk0iTfTPKrnRQtSdIQs8EsSZIkSVpI3gI8aa9lW4AHVdWDgW8BrwRI8kDgOcAvtM95Y5KD565USZKGnw1mSZKGhCOqJEkavKr6JLBzr2Ufrao97c3PAmPt7ycB76iqm6rqO8ClwCPmrFhJkkaADWZJkobHW3BElSRJXXsR8KH296OBKybdN94uu4MkpyS5MMmFO3bsGHCJkiQNDxvMkiQNCUdUSZLUrSR/BuwB3nagz62qM6pqdVWtXrZsWf+LkyRpSNlgliRpdDiiSpKkAUnyAuCpwPOqqtrF3wPuPelhY+0ySZLUssEsSdIIcESVJEmDk+RJwHrgaVX1o0l3nQs8J8mhSe4L3B/4XBc1SpI0rBZ1XYAkSdq3SSOqTnBElSRJs5Pk7cDjgCOSjAOvornGwaHAliQAn62qdVV1cZJ3AV+nOdD7kqq6tZvKJUkaTjaYJUkaYpNGVD12ihFVm5K8HliOI6okSZqRqnruFIvP3MfjXwO8ZnAVSZI02mwwS5I0JBxRJUmSJEkaNTaYJUkaEo6okiRJkiSNGi/yJ0mSJEmSJEnqiQ1mSZIkSZIkSVJPbDBLkiRJkiRJknpig1mSJEmSJEmS1BMbzJIkSZIkSZKknthgliRJkiRJkiT1xAazJEmS1Ec7d+7k5S9/OTt37uy6FEmSJGngbDBLkiRJfbRp0yYuvvhiNm3a1HUpkiRJ0sDZYJYkSZL6ZOfOnWzZsoWqYsuWLY5iliRJ0rxng1mSJEnqk02bNnHbbbcBcNtttzmKWZIkSfOeDWZJkiSpT8477zz27NkDwJ49ezjvvPM6rkiSJEkarFk1mJP8cZKLk3wtyduTLE5y3yQXJLk0yTuTHNKvYiVJkqRh9vjHP55FixYBsGjRIh7/+Md3XJEkSZI0WD03mJMcDfwhsLqqHgQcDDwH+FvgH6rqZ4FrgRf3o1BJkiRp2K1du5aDDmq+Yh900EGsXbu244okSZKkwZrtFBmLgDsnWQTcBbgSOB54d3v/WcDTZ7kNSZIkaSQsXbqUE088kSSceOKJLF26tOuSJEmSpIHqucFcVd8D/g64nKaxfB1wEbCrqva0DxsHjp5tkZIkSdKoWLt2Lb/wC7/g6GVJkiQtCLOZIuMewEnAfYHlwGHAkw7g+ackuTDJhTt27Oi1DEmSJGmoLF26lNe97nWOXpYkSdKCMJspMp4AfKeqdlTVLcB7gF8GlrRTZgCMAd+b6slVdUZVra6q1cuWLZtFGZIkSZIkSZKkLsymwXw58Kgkd0kS4ATg68B5wG+2jzkZOGd2JUqSJEmSJEmShtFs5mC+gOZifl8Avtqu6wzgFcDLklwK3BM4sw91SpIkSZIkSZKGzKL9P2R6VfUq4FV7Ld4GPGI265UkSZIkSZIkDb/ZTJEhSZIkSZIkSVrAbDBLkiRJkiRJknpig1mSJEmSJEmS1BMbzJIkSZIkSZKknthgliRJkiRJkiT1xAazJEmSJEmSJKknNpglSZIkSZIkST2xwSxJkiRJkiRJ6okNZkmSJEmSJElST2wwS5IkSZIkSZJ6YoNZkiRJkiRJktSTRV0XIEnzxebNmxkfH++6jDkx8To3bNjQcSWDNzY2xpo1a7ouQ5IkSZKkoWSDWZL6ZHx8nE995VMcuuTQrksZuB/nxwB8/vLPd1zJYN206yaO47iuy5AkSZIkaWjZYJakPjp0yaHc5/gVXZehPrns45d3XYIkSZIkSUPNBrMkSZIkacFI8i/AU4FrqupB7bKlwDuBY4DvAs+qqmuTBNgAPAX4EfCCqvpCF3VLw2zjxo1s27Ztzre7fft2AJYvXz6n2125ciXr1q2b021Kw8yL/EmSJEmSFpK3AE/aa9lpwMeq6v7Ax9rbAE8G7t/+dwrwz3NUo6QZ2L17N7t37+66DGnBcwSzJElDwhFVkiQNXlV9Mskxey0+CXhc+/tZwPnAK9rlb62qAj6bZEmSo6rqyjkqVxoJXY3mXb9+PQCnn356J9uX1HAEsyRJw+MtOKJKkqQuHDmpaXwVcGT7+9HAFZMeN94uu4MkpyS5MMmFO3bsGFylkiQNGRvMkiQNiar6JLBzr8Un0Yykov359EnL31qNzwJLkhw1J4VKkjSPtaOVq4fnnVFVq6tq9bJlywZQmSRJw8kGsyRJw80RVZIkDd7VEwdq25/XtMu/B9x70uPG2mWSJKllg1mSpBHhiCpJkgbmXODk9veTgXMmLX9+Go8CrnP+ZUmSbs+L/EmSNNyunriYkCOqJEmavSRvp7mg3xFJxoFXAa8F3pXkxcBlwLPah3+Q5oK6l9JcVPeFc16wJElDzgazJEnDbWJE1Wu544iqlyZ5B/BIHFElSdKMVNVzp7nrhCkeW8BLBluRJEmjzQazJElDwhFVUv9t3LiRbdu2zek2t2/fDsDy5cvndLsAK1euZN26dXO+XUmSpH7wu9tossEsSdKQcESVND/s3r276xIkSZI0Q353mz0bzJIkSZq3uhgRsn79egBOP/30Od+2JEnSKPO722g6qOsCJEmSJEmSJEmjyQazJEmSJEmSJKknNpglSZIkSZIkST2xwSxJkiRJkiRJ6okNZkmSJEmSJElST2wwS5IkSZIkSZJ6YoNZkiRJkiRJktQTG8ySJEmSJEmSpJ7YYJYkSZIkSZIk9WRR1wVIkiRJkiSpPzZv3sz4+HjXZcyJide5YcOGjisZvLGxMdasWTOn21won6WF9DmCwXyWbDBLkiRJkiTNE+Pj45z/+a9xyF2XdF3KwO3e05yY/+mt87sJevMNu3hcB9sdHx/nU1/5FIcuObSDrc+dH+fHAHz+8s93XMng3bTrJo7juL6v1wazJEmSJEnSPHLIXZdwr2NP7LoM9ck1X97S2bYPXXIo9zl+RWfbV39d9vHLB7Je52CWJEmSJEmSJPXEBrMkSZIkSZIkqSc2mCVJkiRJkiRJPXEOZqkjGzduZNu2bXO6ze3btwOwfPnyOd3uypUrWbdu3ZxuU5IkSZIkSYNng1laQHbv3t11CZIkSZIkSZpHbDBLHeliRO/69esBOP300+d825IkSZIkSZp/nINZkiRJkiRJktQTG8ySJEmSJEmSpJ7YYJYkSZIkSZIk9cQ5mCVJkjQnNm/ezPj4eNdlDNzEa9ywYUPHlcyNsbEx1qxZ03UZkiRJ6ogNZkmSJM2J8fFxzv/81zjkrku6LmWgdu9pThL89Nb530y/+YZdPK7rIiRJktQpG8ySJEmaM4fcdQn3OvbErstQn1zz5S1dlyBJkgZk69atXLfjOr71nku6LkV9snvXbrbeuLXv63UOZkmSJEmSJElSTxzBLEmSJEmSJOl2Vq1axQ2H3cB9jl/RdSnqk8s+fjmrVqzq+3odwSxJkiRJkiRJ6okNZkmSJEmSJElST2bVYE6yJMm7k3wjydYkj06yNMmWJJe0P+/Rr2IlSZIkSZIkScNjtiOYNwAfrqqfB44FtgKnAR+rqvsDH2tvS5IkSZIkSZLmmZ4v8pfk7sBjgBcAVNXNwM1JTgIe1z7sLOB84BWzKVKSJEmSJEn7t3XrVm68agfjN5zddSnqk1tu2MlWru+6DGlasxnBfF9gB/DmJF9M8qYkhwFHVtWV7WOuAo6c6slJTklyYZILd+zYMYsyJEmSJEmSJEld6HkEc/vchwF/UFUXJNnAXtNhVFUlqameXFVnAGcArF69esrHSJIkSZIkaeZWrVrFtRzOvY49setS1CfXfHkLq1aNdV2GNK3ZjGAeB8ar6oL29rtpGs5XJzkKoP15zexKlCRJkiRJkiQNo54bzFV1FXBFkge0i04Avg6cC5zcLjsZOGdWFUqSJEmSNAeS/HGSi5N8LcnbkyxOct8kFyS5NMk7kxzSdZ2SJA2T2UyRAfAHwNvagN0GvJCmaf2uJC8GLgOeNcttSJK04CX5Y+B3gAK+SpO5RwHvAO4JXAT8dnvRXWkoedGh+ceLDmk+SXI08IfAA6vqx0neBTwHeArwD1X1jiQbgRcD/9xhqZIkDZXZTJFBVX2pqlZX1YOr6ulVdW1V/aCqTqiq+1fVE6pqZ7+KlSRpIZq0w7u6qh4EHEyzw/u3NDu8PwtcS7PDK0mSercIuHOSRcBdgCuB42mmhAQ4C3h6N6VJkjScZjuCWZIkzY2JHd5buP0O79r2/rOAV+OIKg0xLzo0/3jRIc0nVfW9JH8HXA78GPgozRlCu6pqT/uwceDoqZ6f5BTgFIAVK1YMvmBJkobErEYwS5Kkwauq7wETO7xXAtdxADu8kiRp/5LcAzgJuC+wHDgMeNJMn19VZ7Rn+K5etmzZgKqUJGn42GCWJGnIzXaHN8kpSS5McuGOHTsGVKUkSSPvCcB3qmpHVd0CvAf4ZWBJO2UGwBjwva4KlCRpGNlgliRp+M1qh9cRVZIkzcjlwKOS3CVJgBOArwPnAb/ZPuZk4JyO6pMkaSjZYJYkafi5wytJ0oBV1QU0F/P7AvBVmv3lM4BXAC9LcilwT+DMzoqUJGkIeZE/LXibN29mfHy86zLmxMTr3LBhQ8eVzI2xsTHWrFnTdRnSrFXVBUkmdnj3AF+k2eH9APCOJH/VLnOHV5KkWaiqVwGv2mvxNuARHZQjSdJIsMGsBW98fJzzP/81Drnrkq5LGbjde5qTFj69df431G++YReP67oIqY/c4ZUkSZIkDSMbzBJwyF2XcK9jT+y6DPXRNV/e0nUJkqQp3HzDrnn/N3r3zisBWLz0qI4rGbybb9hFMwW8JEmSFiobzJIkSZoTY2NjC+LskgsuaK63+chVC6HxOsbY2EJ4nZIkSZqODWZJkiTNiYUyL/769esBOPXUUzuuRJIkSRq8g7ouQJIkSZIkSZI0mhzBLEl9snXrVq7bcR3fes8lXZeiPtm9azdbb9zadRmSJEmSJA0tG8ySJEmSJEmS7uCmXTdx2ccv77qMgbrxqhsBOOxnDuu4ksG7addNsKL/67XBLEl9smrVKm447Abuc/wA/lqrE5d9/HJWrVjVdRmSJEmSNOfGxsY4juO6LmPgLrjyAgAevuLhHVcyB1YwkAs022CWJEmSJEmaR26+YRfXfHlL12UM3O6dVwKweOlRHVcyWDffsAvof1Nwf7xAs2bKBrMkSZIkSdI8MTY2xuO6LmKOXHDB9wB45Kq5b77OrbGBjDqV+sUGsyRJkiRJ0jyxUEadgiNPpWFxUNcFSJIkSZIkSZJGkw1mSZIkSZIkSVJPbDBLkiRJkiRJknpig1mSJEmSJEmS1BMv8idJkqR5a+PGjWzbtm1OtzmxvYkLD82llStXsm7dujnfriRJkhYuG8ySJElSHy1evLjrEiRJkqQ5Y4NZkiRJ85ajeSVJkqTBssEsSZIkSZKknnUxJRV0Ny2VU1JJt2eDWZIkSZIkSSPHaamk4WCDWZIkSZIkST1zNK+0sB3UdQGSJEmSJEmSpNFkg1mSJEmSJEmS1BMbzJIkSZIkSZKknthgliRJkiRJkiT1xAazJEmSJEmSJKknNpglSZIkSZIkST2xwSxJkiRJkiRJ6smirguQpPnkpl03cdnHL++6jIG78aobATjsZw7ruJLBumnXTbCi6yokSZIkSRpeNpglqU/GxsY4juO6LmNOXHDlBQA8fMXDO65kwFY0/66SJEmSJGlqNpglqU/WrFnTdQlzZv369QCceuqpHVciSZIkSZK65BzMkiRJkiRJkqSeOIJZkiRJkiRJUuc2btzItm3b5nSbE9ubOFN3Lq1cuZJ169bN+Xb7zQazJEmSJEmSpAVp8eLFXZcw8mwwS5IkSZIkSercfBjNuxA5B7MkSZIkSZIkqSc2mCVJkiRJApIsSfLuJN9IsjXJo5MsTbIlySXtz3t0XackScPEBrMkSZIkSY0NwIer6ueBY4GtwGnAx6rq/sDH2tuSJKllg1mSpBHgiCpJkgYryd2BxwBnAlTVzVW1CzgJOKt92FnA07uoT5KkYWWDWZKk0eCIKkmSBuu+wA7gzUm+mORNSQ4DjqyqK9vHXAUc2VmFkiQNIRvMkiQNOUdUSZI0JxYBDwP+uaoeCtzIXgdvq6qAmurJSU5JcmGSC3fs2DHwYiVJGhY2mCVJGn6zGlHlDq8kSTMyDoxX1QXt7XfTNJyvTnIUQPvzmqmeXFVnVNXqqlq9bNmyOSlYkqRhsKjrAiRJ0n5NjKj6g6q6IMkGphhRlWTKEVVVdQZwBsDq1aunfMww2rhxI9u2bZvTbW7fvh2A5cuXz+l2V65cybp16+Z0m5Kk26uqq5JckeQBVfVN4ATg6+1/JwOvbX+e02GZkiQNHRvMkiQNv6lGVJ1GO6Kqqq7c14gqzdzu3bu7LkGS1K0/AN6W5BBgG/BCmjN/35XkxcBlwLM6rE+SpKFjg1mSpCG3UEdUdTGid/369QCcfvrpc75tSVL3qupLwOop7jphjkuRJGlk2GCWJGk0OKJKkiRJkjR0bDBLkjQCHFElSZIkSRpGB3VdgCRJkiRJkiRpNM26wZzk4CRfTPLv7e37JrkgyaVJ3tmeyitJkiRJkiRJmmf6MYL5VGDrpNt/C/xDVf0scC3w4j5sQ5IkSZIkSZI0ZGbVYE4yBvwa8Kb2doDjgXe3DzkLePpstiFJkiRJkiRJGk6zHcH8BmA9cFt7+57Arqra094eB46e6olJTklyYZILd+zYMcsyJEmSJEmSJElzbVGvT0zyVOCaqrooyeMO9PlVdQZwBsDq1aur1zqk2dq6dSs3XrWD8RvO7roU9dEtN+xkK9d3XYYkSZIkSdK81nODGfhl4GlJngIsBu4GbACWJFnUjmIeA743+zIlSZIkSZIkScOm5wZzVb0SeCVAO4L5T6rqeUnOBn4TeAdwMnDO7MuUBmfVqlVcy+Hc69gTuy5FfXTNl7ewatVY12VIkiRJkiTNa7Odg3kqrwBeluRSmjmZzxzANiRJkiRJkiRJHZvNFBk/UVXnA+e3v28DHtGP9UqSJEmSJEmShtcgRjBLkiRJkiRJkhYAG8ySJEmSJEmSpJ7YYJYkSZIkSZIk9cQGsyRJkiRJkiSpJzaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmSJEmSemKDWZIkSZIkSZLUk0VdFzBqNm7cyLZt2+Z0m9u3bwdg+fLlc7pdgJUrV7Ju3bo5364kSZIkSZKk4WeDeQTs3r276xIkSZIkSZIk6Q5sMB+gLkbzrl+/HoDTTz99zrctSZIkSZIkSdNxDmZJkiRJkiRJUk8cwSxJkvZp8+bNjI+Pd13GnJh4nRs2bOi4ksEbGxtjzZo1XZchSZIkacTZYJYkSfs0Pj7OJf/xMZYdfHDXpQzcoXtuAWDXeed3W8iA7bj1VnjCCV2XIUmSJGkesMEsSZL2a9nBB/PMww/vugz1ydnXX991CZIkSZLmCedgliRJkiRJkiT1xAazJEmSJEmSJKknNpglSZIkSZIkST2xwSxJkiRJkiRJ6okNZkmSJEmSJElSTxZ1XcBsbN68mfHx8a7LGLiJ17hhw4aOK5kbY2NjrFmzpusyJEmSJEmSJO3HSDeYx8fHueQ/Psaygw/uupSBOnTPLQDsOu/8bguZAztuvRWecELXZUiSJEmSJEmagZFuMAMsO/hgnnn44V2XoT45+/rruy5BkiRJkiRJ0gw5B7MkSZIkSZIkqSc2mCVJkiRJaiU5OMkXk/x7e/u+SS5IcmmSdyY5pOsaJUkaJjaYJUkaEe7wSpI0J04Ftk66/bfAP1TVzwLXAi/upCpJkobUyM/BLEnSAjKxw3u39vbEDu87kmyk2eH9566KkyRp1CUZA34NeA3wsiQBjgfWtg85C3g18yhvN27cyLZt2+Z0m9u3bwdg+fLlc7pdgJUrV7Ju3bo5364kzWc2mCVJGgFd7vBu3bqVnTffxI5dt/Z71erINbfuYenWrft/oCQtPG8A1gMTV5K/J7Crqva0t8eBo6d6YpJTgFMAVqxYMdgqR9zu3bu7LkGS1Ec2mCVJGg1vwB1eSZIGJslTgWuq6qIkjzvQ51fVGcAZAKtXr67+Vjc4XYzmXb9+PQCnn376nG9bktR/NpglSRpyXe/wrlq1il1XXc0zDz98/w/WSDj7+utZsmpV12VI0rD5ZeBpSZ4CLKaZkmoDsCTJovag7hjwvQ5rlCRp6HiRP0mSht/EDu93gXfQTI3xkx3e9jHu8EqSNAtV9cqqGquqY4DnAB+vqucB5wG/2T7sZOCcjkqUJGko2WCWJGnIucMrSVKnXkFz/YNLaaaoOrPjeiRJGipOkSFJ0uh6BfCOJH8FfBF3eCVJ6ouqOh84v/19G/CIudju5s2bGR8fn4tNdWriNW7YsKHjSubG2NgYa9as6boMSRoYG8ySJI2QrnZ4JUlzb+fOnfzN3/wNr3zlK1m6dGnX5WgOjI+Pc8l/fIxlBx/cdSkDdeieWwDYdd753RYyB3bceis84YSuy5CkgbLBLEmSJElDaNOmTVx88cVs2rSJl770pV2Xozmy7OCDvbDuPHL29dd3XYIkDZxzMEuSJEnSkNm5cycf/ehHqSq2bNnCzp07uy5JkiRpSjaYJUmSJGnIbNq0iT179gBwyy23sGnTpo4rkiRJmpoNZkmSJEkaMh//+MepKgCqio9//OMdVyRJkjQ1G8ySJEmSNGSWLVt2u9v3ute9OqpEkiRp32wwS5IkSdKQ2bFjx+1uX3PNNR1VIkmStG82mCVJkiRpyBx//PEkASAJxx9/fMcVSZIkTc0GsyRJkiQNmbVr17Jo0SIAFi1axNq1azuuSJIkaWqLui5gNrZu3crOm29ix65buy5FfXLNrXtYunVr12VIkiRJnVq6dClPfOIT+eAHP8gTn/hEli5d2nVJkiRJUxrpBrMkSZIkzVdr167lsssuc/SyJEkaaiPdYF61ahW7rrqaZx5+eNelqE/Ovv56lqxa1XUZkqS97Lj1Vs6+/vquyxi47+65BYBjFt2p40oGa8ett7Kk6yIk7dfSpUt53ete13UZmkOepTv/eJaupIVgpBvMkiRp8MbGxuAJJ3Rdxpy46YILAFjyyEd2XMlgLaH9d5UkSZKkWbLBLEmS9mnNmjVdlzBn1q9fD8Cpp57acSWSpIXIs3TnH8/SlbQQHNR1AZIkSZIkSZKk0WSDWZIkSZIkSZLUE6fIkCRJkiRpSCyEC+sulIvqghfWlbQw2GCWgJtv2MU1X97SdRkDt3vnlQAsXnpUx5UM3s037AK8gJUkSZJGx0K5sO5CuagueGFdSQvDyDeYPbo7v3RxdHdsbIzHzfE2u3LBBd8D4JGrFsIXnDG/yEmSJGmkLJQL63pRXUmaX3puMCe5N/BW4EiggDOqakOSpcA7gWOA7wLPqqprZ1/qHXl0d/5Zwtwf3V0oX+LAL3KSJEmSJEnqr9mMYN4D/I+q+kKSw4GLkmwBXgB8rKpem+Q04DTgFbMv9Y4WSmPQpqAkSZIkSZKkYXRQr0+sqiur6gvt79cDW4GjgZOAs9qHnQU8fZY1SpIkSZIkSZKGUM8N5smSHAM8FLgAOLKqrmzvuopmCg1JkiRJkiRJ0jwz64v8JbkrsBn4o6r6YZKf3FdVlaSmed4pwCkAK1asmG0ZkiRJkiTpAG3cuJFt27bN6TYntjcxHeRcWrlyJevWrZvz7UrSfDarEcxJ7kTTXH5bVb2nXXx1kqPa+48CrpnquVV1RlWtrqrVy5Ytm00ZkiRJkiRpRCxevJjFixd3XYYkqU96HsGcZqjymcDWqnr9pLvOBU4GXtv+PGdWFUqSJEmSpIFwNK8kabZmM0XGLwO/DXw1yZfaZX9K01h+V5IXA5cBz5pVhZIkSZLUsS6mEdi+fTsAy5cvn9PtOoWAJEk6ED03mKvqU0CmufuEXtcrSZIkSYLdu3d3XYIkSdJ+zfoifwuNF0CQJEmSFp4uvhNPfP8//fTT53zbkiRJM2WDeQR48QNJkiRJkiRJw8gG8wFyNK8kSZIkSZIkNQ7qugBJkiRJkiRJ0miywSxJkiRJkiRJ6okNZkmSJEmSJElST5yDWerIxo0b2bZt25xuc2J7E1cknysrV650/nJJkiRJkqR5yAaztIAsXry46xIkSZIkSZI0j9hgljriiF5JkiRJkiSNOudgliRpyCW5d5Lzknw9ycVJTm2XL02yJckl7c97dF2rJEmjyryVJKk3NpglSRp+e4D/UVUPBB4FvCTJA4HTgI9V1f2Bj7W3JUlSb8xbSZJ6YINZkqQhV1VXVtUX2t+vB7YCRwMnAWe1DzsLeHonBUqSNA+Yt5Ik9cYGsyRJIyTJMcBDgQuAI6vqyvauq4Ajp3nOKUkuTHLhjh075qZQSZJGmHkrSdLMeZE/SZJGRJK7ApuBP6qqHyb5yX1VVUlqqudV1RnAGQCrV6+e8jHDaOPGjWzbtm1OtzmxvfXr18/pdleuXOnFXyVpSCy0vJUkabYcwSxJ0ghIcieand23VdV72sVXJzmqvf8o4Jqu6psvFi9ezOLFi7suQ5LUEfNWkqQD5whmSZKGXJqhU2cCW6vq9ZPuOhc4GXht+/OcDsobGEf0SpLm0kLNW0mSZssGsyRJw++Xgd8GvprkS+2yP6XZ0X1XkhcDlwHP6qY8SZLmBfNWkqQe2GCWJGnIVdWngExz9wlzWYskdW3z5s2Mj493XcacmHidGzZs6LiSuTE2NsaaNWs62755K0lSb2wwS5IkSRoZ4+PjfOorn+LQJYd2XcrA/Tg/BuDzl3++40oG76ZdN3Ecx3VdhiRJ6oENZkmSJEkj5dAlh3Kf41d0XYb66LKPX951CZIkqUcHdV2AJEmSJEmSJGk02WCWJEmSJEmSJPXEBrMkSZIkSZIkqSc2mCVJkiRJkiRJPbHBLEmSJEmSJEnqiQ1mSZIkSZIkSVJPbDBLkiRJkiRJknqyqOsCJEmSJGmmtm7dynU7ruNb77mk61LUR7t37WbrjVu7LkOSJPXAEcySJEmSJEmSpJ44glmSJEnSyFi1ahU3HHYD9zl+RdelqI8u+/jlrFqxqusyJElSDxzBLEmSJEmSJEnqiQ1mSZIkSZIkSVJPbDBLkiRJkiRJknpig1mSJEmSJEmS1BMbzJIkSZIkSZKknthgliRJkiRJkiT1xAazJEmSJEmSJKkni7ouQJIkSZIOxE27buKyj1/edRkDd+NVNwJw2M8c1nElg3fTrptgRddVSJKkXthglqQRtnHjRrZt2zbn253Y5vr16+d0uytXrmTdunVzuk1J0nAZGxvjOI7ruow5ccGVFwDw8BUP77iSObCi+beVJEmjxwazJOmALV68uOsSJEkL1Jo1a7ouYc5MHMg99dRTO65EkiRpejaYJWmEOZpXkiRJkiR1yYv8SZIkSZIkSZJ6YoNZkiRJkiRJktQTG8ySJEmSJEmSpJ7YYJYkSZIkSZIk9cQGsyRJkiRJkiSpJzaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmSJEmSemKDWZIkSZIkSZLUExvMkiRJkiRJkqSe2GCWJEmSJEmSJPXEBrMkSZIkSZIkqSeLBrXiJE8CNgAHA2+qqtcOaluSJC1U5q0kzY2NGzeybdu2Od3mxPbWr18/p9tduXIl69atm9NtDjvzVpKk6Q1kBHOSg4F/Ap4MPBB4bpIHDmJbkiQtVOatJM1vixcvZvHixV2XseCZt5Ik7dugRjA/Ari0qrYBJHkHcBLw9QFtT5Kkhci8laQ54ojeBc28lSRpHwbVYD4auGLS7XHgkZMfkOQU4JT25g1JvjmgWuaLI4Dvd12E5gU/S+oXP0v7d58Br3+/eQtmbg/8bKsf/BypX/ws7Z95O5r8bKtf/CypH/wczcyUmTuwOZj3p6rOAM7oavujJsmFVbW66zo0+vwsqV/8LI0OM/fA+NlWP/g5Ur/4WRod5u2B8bOtfvGzpH7wczQ7A5mDGfgecO9Jt8faZZIkqX/MW0mSBs+8lSRpHwbVYP48cP8k901yCPAc4NwBbUuSpIXKvJUkafDMW0mS9mEgU2RU1Z4kLwU+AhwM/EtVXTyIbS0gnmqlfvGzpH7xs9Qx83Zg/GyrH/wcqV/8LHXMvB0YP9vqFz9L6gc/R7OQquq6BkmSJEmSJEnSCBrUFBmSJEmSJEmSpHnOBrMkSZIkSZIkqSc2mCVJkiRJkiRJPbHBLEmSJEmSJEnqyaKuC5A0WEkeDfwW8CvAUcCPga8BHwD+raqu67A8jYgkY8BzaD5Hy7n95+hDVXVbh+VJUufMW/WDeStJ+2beqh/M2/5LVXVdg6aR5Ejgr4HlVfXkJA8EHl1VZ3ZcmkZEkg8B24FzgAuBa4DFwM8Bjwd+HXh9VZ3bWZEaekneDBwN/DtTf47+G3BaVX2ysyKlWTBvNVvmrfrBvNV8Z95qtsxb9YN5Oxg2mIdY+8fzzcCfVdWxSRYBX6yqX+y4NI2IJEdU1fdn+xgtbEkeVFVf28f9hwArqurSOSxL6hvzVrNl3qofzFvNd+atZsu8VT+Yt4PhHMzD7YiqehdwG0BV7QFu7bYkjZKZBKvhq/2ZHL5JliZZutf9Nxu+GnHmrWbFvFU/mLdaAMxbzYp5q34wbwfDBvNwuzHJPYECSPIowPmEdECSPDvJyvb3Bye5NMn2JGu6rk2jIcmKJO9IsgO4APhckmvaZcd0XJ7UD+atZs281WyZt1oAzFvNmnmr2TJvB8MpMoZYkocB/xt4EM1k48uA36yqr3RamEZKkguBX66qm5KcA5wBfAH4SFU9uNvqNAqSfAZ4A/Duqrq1XXYw8Ezgj6rqUR2WJ82aeat+MG81W+at5jvzVv1g3mq2zNvBsME85Np5qR4ABPhmVd3ScUkaIUleBfwesBE4GHgpzZe6Al4EnAmc7+T12pckl1TV/Q/0PmmUmLeaDfNW/WDeaiEwbzUb5q36wbwdDBvMQyzJM6ZYfB3w1aq6Zq7r0WhKcj5N0C4D/ltVPa9d/umq+qUua9NoSPIOYCdwFnBFu/jewMk0c+k9q6vapH4wb9UP5q1my7zVfGfeqh/MW82WeTsYNpiHWJIPAI8GzmsXPQ64CLgv8JdV9a8dlaYRkmQV8GrgJuAVVXVlkgcCv1FVr+m0OI2E9iq6LwZOAo5uF38POBc4s6pu6qo2qR/MW/WDeavZMm8135m36gfzVrNl3g6GDeYhluQjwPOr6ur29pHAW4HnAp+sqgd1WZ9GR5LFVbV7r2VLq2pnVzVJ0rAwb9Uv5q0kTc+8Vb+Yt9LwOajrArRP954I39Y17bKdgHNV6UBsbuc7AyDJUcCWDuvRCEmyKMnvJflQkq+0/30oybokd+q6PqkPzFv1i3mrnpm3WgDMW/WLeauembeDsWj/D1GHzk/y78DZ7e017bLDgF2dVaVR9D7g7CS/STO30LnAn3RakUbJv9L8zfkLYLxdNkYzR9W/Ac/upiypb8xb9cv7MG/VO/NW8515q355H+atemfeDoBTZAyxJAGeARzXLroWOLKqXtJdVRpVSV4CPAk4Bvi9qvp0txVpVCT5VlX93IHeJ40K81b9ZN6qV+at5jvzVv1k3qpX5u1gOIJ5iFVVJdkGPAp4JvAdYHO3VWmUJHnZ5JvACuBLwKOSPKqqXt9JYRo1O5M8E9hcVbcBJDmI5u/StZ1WJvWBeavZMm/VJ+at5jXzVrNl3qpPzNsBsME8hJL8HM2FDp4LfB94J81o88d3WphG0eF73X7PNMulfXkO8LfAG5NMBO4SmiuAP6eroqTZMm/VR+at+sG81bxk3qqPzFv1g3k7AE6RMYSS3Ab8J/Diqrq0XbatqlZ2W5mkhS7JPQGq6gdd1yLNlnkraViZt5pPzFtJw8q87Z+Dui5AU3oGcCVwXpL/l+QEmtM/pAPSfn4eNM19hyV5UZLnzXVdGl1V9YPJ4ZvkxC7rkWbJvFVfmLfqN/NW84x5q74wb9Vv5m3/OIJ5iLVX0z2J5lSi44G3Au+tqo92WphGRpKHAH8K/CLwNWAHsBi4P3A34F+AjVV1U1c1arQlubyqVnRdhzQb5q1my7zVoJm3mg/MW82WeatBM297Z4N5RCS5B82E48+uqhO6rkejJcldgdXAUcCPga1V9c1uq9KoSHLudHcBx1fVYXNZjzRI5q1mw7zVbJi3WkjMW82GeavZMG8HwwazJGmf2gsf/BZww953Ae+sqiPnvipJkuYX81aSpMEzbwdjUdcFSJKG3meBH1XVJ/a+I4kjBSRJ6g/zVpKkwTNvB8ARzJIkSZIkSZKknhzUdQGS5k6Su3Rdg+aHJE/tugZJGlbmrfrFvJWk6Zm36hfzdvZsMEsLQJJfSvJ14Bvt7WOTvLHjsjTa/rLrAiRp2Ji3GgDzVpL2Yt5qAMzbWbLBLC0M/wD8KvADgKr6MvCYTivSqEvXBUjSEDJv1W/mrSTdkXmrfjNvZ8kGs7RAVNUVey26tZNCNF/8XtcFSNIwMm/VZ+atJE3BvFWfmbezZINZWhiuSPJLQCW5U5I/AbZ2XZRGV1V9DiDJiV3XIklDxLxVX5m3kjQl81Z9Zd7OXqqq6xokDViSI4ANwBNoTv34KHBqVf2g08I08pJcXlUruq5DkoaBeatBMW8l6afMWw2Keds7G8ySpH1Kcu50dwHHV9Vhc1mPJEnzkXkrSdLgmbeDsajrAiQNXpL7An8AHMOk/++r6mld1aSR8ivAbwE37LU8wCPmvhxJGk7mrWbJvJWkGTBvNUvm7QDYYJYWhvcBZwLvB27rthSNoM8CP6qqT+x9R5JvdlCPJA2r92HeqnfmrSTNzPswb9U783YAnCJDWgCSXFBVj+y6DkmS5jPzVpKkwTNvpeFjg1laAJKsBe5Pc/GDmyaWV9UXOitKIyNJaj9hMZPHSNJ8Z95qNsxbSZoZ81azYd4OhlNkSAvDLwK/DRzPT08hqva2tD/nJdkMnFNVl08sTHIIcBxwMnAe8JZuypOkoWHeajbMW0maGfNWs2HeDoAjmKUFIMmlwAOr6uaua9HoSbIYeBHwPOC+wC5gMXAwzaiBN1bVFzsrUJKGhHmr2TBvJWlmzFvNhnk7GDaYpQUgyfuAU6rqmq5r0WhLcifgCODHVbWr43IkaaiYt+oX81aSpmfeql/M2/5xigxpYVgCfCPJ57n9HFVP66wijaSqugW4sus6JGlILcG8VR+Yt5K0T0swb9UH5m3/2GCWFoZXdV2AJEkLgHkrSdLgmbfSkHGKDGmBSHIk8PD25uc8nUiSpP4zbyVJGjzzVhouB3VdgKTBS/Is4HPAM4FnARck+c1uq9IoSnKfJE9of79zksO7rkmShoV5q34xbyVpeuat+sW87R9HMEsLQJIvAydOHNVNsgz4j6o6ttvKNEqS/C5wCrC0qu6X5P7Axqo6oePSJGkomLfqB/NWkvbNvFU/mLf95QhmaWE4aK9Thn6A///rwL0E+GXghwBVdQlwr04rkqThYt6qH8xbSdo381b9YN72kRf5kxaGDyf5CPD29vazgQ91WI9G001VdXMSAJIsAjwNRpJ+yrxVP5i3krRv5q36wbztIxvM0gJQVS9P8gzguHbRGVX13i5r0kj6RJI/Be6c5ETg94H3d1yTJA0N81Z9Yt5K0j6Yt+oT87aPnINZWgCS3Be4sqp2t7fvDBxZVd/ttDCNlDSHdn8HeCIQ4CPAm8ogkSTAvFV/mLeStG/mrfrBvO0vG8zSApDkQuCXqurm9vYhwH9V1cO7rUyjIsnBwMVV9fNd1yJJw8q81WyZt5K0f+atZsu87T8nQZcWhkUT4QvQ/n5Ih/VoxFTVrcA3k6zouhZJGmLmrWbFvJWkGTFvNSvmbf85B7O0MOxI8rSqOhcgyUnA9zuuSaPnHsDFST4H3DixsKqe1l1JkjRUzFv1g3krSftm3qofzNs+cooMaQFIcj/gbcBymrmFrgCeX1WXdlqYRkqSx061vKo+Mde1SNIwMm/VD+atJO2beat+MG/7ywaztIAkuStAVd3QdS0aTUmOBCbmNvtcVV3TZT2SNIzMW82WeStJ+2fearbM2/6xwSwtAEkOBdYAxzBpapyq+suuatLoSfIs4HXA+TQjBX4FeHlVvbvLuiRpWJi36gfzVpL2zbxVP5i3/eUczNLCcA5wHXARcFPHtWh0/Rnw8ImjukmWAf8BGMCS1DBv1Q/mrSTtm3mrfjBv+8gGs7QwjFXVk7ouQiPvoL1OGfoBcFBXxUjSEDJv1Q/mrSTtm3mrfjBv+8gGs7QwfDrJL1bVV7suRCPtw0k+Ary9vf1s4EMd1iNJw8a8VT+Yt5K0b+at+sG87SPnYJYWgCRfB34W+A7NKUQBqqoe3GlhGjlJngEc1978z6p6b5f1SNIwMW/VL+atJE3PvFW/mLf9Y4NZWgCS3Geq5VV12VzXotGV5L7AlVW1u719Z+DIqvpup4VJ0pAwb9UP5q0k7Zt5q34wb/vLBrM0jyVZuq/7q2rnXNWi0ZfkQuCXqurm9vYhwH9V1cO7rUySumXeqp/MW0mamnmrfjJv+8s5mKX57SKgaE4Z2lsBK+e2HI24RRPhC1BVN7chLEkLnXmrfjJvJWlq5q36ybztIxvM0jxWVfftugbNKzuSPK2qzgVIchLw/Y5rkqTOmbfqM/NWkqZg3qrPzNs+cooMSdKMJLkf8DZgOc2ogSuA51fVpZ0WJknSPGLeSpI0eOZtf9lgliQdkCR3BaiqG7quRZKk+cq8lSRp8Mzb/jio6wIkScMtya/vdaXmlwH/leTc9sq7kiRplsxbSZIGz7wdDEcwS/OYV9lVPyT5CvCoqvpRkqcCrweeCzwUeGZV/WqnBUpSx8xb9YN5K0n7Zt6qH8zbwfAif9L85lV21Q9VVT9qf38GcGZVXQRclOT3O6xLkoaFeat+MG8lad/MW/WDeTsANpilecyr7KpP0s5L9SPgBOCNk+5b3E1JkjQ8zFv1iXkrSftg3qpPzNsBsMEsLRBJ7gHcn0l/MKvqk91VpBHyBuBLwA+BrVV1IUCShwJXdleWJA0f81az8AbMW0maEfNWs/AGzNu+cw5maQFI8jvAqcAYzR/SRwGfqarju6xLoyPJ0cC9gC9X1W3tsqOAO1XV5Z0WJ0lDwrzVbJm3krR/5q1my7ztPxvM0gKQ5KvAw4HPVtVDkvw88NdV9YyOS5Mkad4wbyVJGjzzVho+B3VdgKQ5sbuqdgMkObSqvgE8oOOaJEmab8xbSZIGz7yVhoxzMEsLw3iSJcD7gC1JrgUu67QiSZLmH/NWkqTBM2+lIeMUGdICk+SxwN2BD1fVzV3Xo9GRZOkUi6+vqlvmvBhJGnLmrXpl3krSzJm36pV52182mKUFIMmKqZY7eb0ORJLvAvcGrgUCLAGuAq4GfreqLuqsOEkaAuat+sG8laR9M2/VD+ZtfzlFhrQwfAAomj+ai4H7At8EfqHLojRytgDvrqqPACR5IrAGeDPwRuCRHdYmScPAvFU/mLeStG/mrfrBvO0jRzBLC1CShwG/X1W/03UtGh1JvlpVv7jXsq9U1YOTfKmqHtJRaZI0lMxb9cK8laQDY96qF+ZtfzmCWVqAquoLSTwapwN1ZZJXAO9obz8buDrJwcBt3ZUlScPJvFWPzFtJOgDmrXpk3vaRDWZpAUjyskk3DwIeBmzvqByNrrXAq2iu1gzwX+2yg4FndVSTJA0N81Z9Yt5K0j6Yt+oT87aPnCJDWgCSvGrSzT3Ad4HNVbW7m4okSZp/zFtJkgbPvJWGjw1mSdKMJPk54E+AY5h0BkxVHd9VTZIkzTfmrSRJg2fe9pcNZmkB8A+n+iHJl4GNwEXArRPLq+qizoqSpCFi3qofzFtJ2jfzVv1g3vaXDWZpAfAPp/ohyUVV9d+6rkOShpV5q34wbyVp38xb9YN52182mKUFwD+c6ockrwauAd4L3DSxvKp2dlWTJA0T81b9YN5K0r6Zt+oH87a/bDBLC4B/ONUPSb4zxeKqqpVzXowkDSHzVv1g3krSvpm36gfztr9sMEsLgH84JUkaPPNWkqTBM2+l4WODWZK0T0mOr6qPJ3nGVPdX1XvmuiZJkuYb81aSpMEzbwdj0f4fImk+SPJL3PEqu2/trCCNkscCHwd+fYr7CjCAJall3moWzFtJmiHzVrNg3g6AI5ilBSDJvwL3A77ET6+yW1X1h50VJUnSPGPeSpI0eOatNHxsMEsLQJKtwAPL/+HVgyQv29f9VfX6uapFkoaZeavZMG8laWbMW82GeTsYTpEhLQxfA34GuLLrQjSSDm9/PgB4OHBue/vXgc91UpEkDSfzVrNh3krSzJi3mg3zdgAcwSwtAEnOAx5C88fyponlVfW0rmrS6EnySeDXqur69vbhwAeq6jHdViZJw8G8VT+Yt5K0b+at+sG87S9HMEsLw6u7LkDzwpHAzZNu39wukyQ1Xt11AZoXzFtJ2rdXd12A5gXzto9sMEsLQFV9YvLtJMcBzwU+MfUzpCm9Ffhckve2t58OnNVdOZI0XMxb9Yl5K0n7YN6qT8zbPnKKDGmBSPJQYC3wTOA7wOaq+j/dVqVRk+S/Ace1Nz9ZVV/ssh5JGjbmrfrBvJWkfTNv1Q/mbf84glmax5L8HM2R3OcC3wfeSXNg6fGdFqZR9iWai2ksAkiyoqou77QiSeqYeasB+BLmrSTdjnmrAfgS5m1fOIJZmseS3Ab8J/Diqrq0XbatqlZ2W5lGUZI/AF4FXA3cCgSoqnpwp4VJUsfMW/WTeStJUzNv1U/mbX85glma354BPAc4L8mHgXfQ/NGUenEq8ICq+kHXhUjSkDFv1U/mrSRNzbxVP5m3fXRQ1wVIGpyqel9VPQf4eeA84I+AeyX55yRP7LQ4jaIrgOu6LkKSho15qz4zbyVpCuat+sy87SOnyJAWmCT3oLkQwrOr6oSu69HoSHIm8ADgA8BNE8ur6vWdFSVJQ8q8Va/MW0maOfNWvTJv+8sGsyRpRpK8aqrlVfUXc12LJEnzlXkrSdLgmbf9ZYNZknRAktylqn7UdR2SJM1n5q0kSYNn3vaHczBLkmYkyaOTfB34Rnv72CRv7LgsSZLmFfNWkqTBM2/7ywazJGmm3gD8KvADgKr6MvCYLguSJGkeegPmrSRJg/YGzNu+scEsSZqxqrpir0W3dlKIJEnzmHkrSdLgmbf9s6jrAiRJI+OKJL8EVJI7AacCWzuuSZKk+ca8lSRp8MzbPvIif5KkGUlyBLABeALNGTAfAU6tqh90WpgkSfOIeStJ0uCZt/1lg1mSJEmSJEmS1BPnYJYkzUiSlUnen2RHkmuSnJNkZdd1SZI0n5i3kiQNnnnbXzaYJUkztQl4F3AUsBw4G3h7pxVJkjT/mLeSJA2eedtHTpEhSZqRJF+pqgfvtezLVXVsVzVJkjTfmLeSJA2eedtfNpglSTOS5G+Ba4F3AAU8G7gH8DqAqtrZXXWSJM0P5q0kSYNn3vaXDWZJ0owk+c4+7q6qcr4qSZJmybyVJGnwzNv+ssEsSZIkSZIkSeqJF/mTJO1Tkocn+ZlJt5/fXmH3H5Ms7bI2SZLmC/NWkqTBM28HwwazJGl//i9wM0CSxwCvBd4KXAec0WFdkiTNJ+atJEmDZ94OwKKuC5AkDb2DJ13g4NnAGVW1Gdic5EvdlSVJ0rxi3kqSNHjm7QA4glmStD8HJ5k4IHkC8PFJ93mgUpKk/jBvJUkaPPN2AHzjJEn783bgE0m+D/wY+E+AJD9LcxqRJEmaPfNWkqTBM28HIFXVdQ2SpCGX5FHAUcBHq+rGdtnPAXetqi90WpwkSfOEeStJ0uCZt/1ng1mSJEmSJEmS1BPnYJYkSZIkSZIk9cQGsyRJkiRJkiSpJzaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmSJEmSemKDWZIkSZIkSZLUExvMkiRJkiRJkqSe2GCWJEmSJEmSJPXEBrOGUpJXJ/m3rusYRkmOSVJJFnVdy6jy8yVJDf8eTi/J45KMd13HMEvygiSf6roOSRp25u30zNv9M281CmwwqzNJ1ia5MMkNSa5M8qEkx/Vx/X1vxCY5Isl/JflBkl1JPpPklw/g+d9NcnOSI/Za/sW21mP6VetsJPm5JOck2ZFkZ5KPJHnAXo9ZmeTfk1yf5PtJTp/huh+X5Lb2333iv/cP5pV0K8kfJ7kqyQ+T/EuSQ7uuSdLCM4p5u9f6n9+u/3cO4DmV5JrJNSW5U7usBlFnr5KckOQbSX6U5Lwk95nh8ybe98l5+uVB1zvXkvxakk+137uuSvKmJIdPuv/vklzSfh/5RpLnd1mvpIVrVPO2XeeNk7LkTQf4XPN2Hkjy+CRfbfP2B0nem+TovR7zhCRfaD8v40me1VW9Gj42mNWJJC8D3gD8NXAksAJ4I3BSh2XdzjTBfQPwImAZcA/gb4H3H2DIfwd47qTt/CJwl1mUOghLgHOBB9D8+3wOOGfiziSHAFuAjwM/A4wBB3JEfntV3XXSf7/er8KHRZJfBU4DTgDuA6wE/qLToiQtOCOctxP33QP4U+DiHlZ9LfDkSbef3C4bGu0B5/cA/x+wFLgQeOcBrmbJpDw9tt81DoG7A38FLAdWAUcDr5t0/43Ar7ePOxnYkOSX5rpISQvbqOctcOykLJnxAd2WeTs/fB341apaQpO5lwD/PHFnkgcCm4A/o8ncY4GL5r5MDSsbzJpzSe4O/CXwkqp6T1XdWFW3VNX7q+rlUzz+DqfMpBkJ/IT290e0R4p/mOTqJK9vH/bJ9ueu9ijjo9vHvyjJ1iTXphmZe59J660kL0lyCc0f1Nupqt1V9c2qug0IcCtNo3npAbwF/wpMHl1zMvDWvV7fr6UZ1fzDJFckefV0K0ty9yRntkfJv5fkr5Ic3N73s0k+keS6NKOMZxSiVfW5qjqzqnZW1S3APwAPSHLP9iEvoGkSv77999tdVV+Z8Tsw/Wt5VJJPt0dNv5zkcZPuO799bZ9u/z3fn+SeSd7Wvk+fz6QR4Ek2tO/dD5NclORXetzuC5JsSzMy6jtJnjfDl3MycGZVXVxV1wL/i+Z9k6Q5Mcp5O8nfAP8IfL+Ht2DvvH0+d8zbF7Y1Xt/+rf+96VaWZHmSzWnO7vlOkj+cdN90783+PAO4uKrOrqrdwKuBY5P8/Exf5DS1/nySLWnOQvpmJo0wSvKWJG9MM7LuhjRnZv1Mkje0/1bfSPLQSY8/Lcm32/fo60l+o8ftPqV9/vXt95U/mclrqapNVfXhqvpRm6f/D/jlSfe/qqq+UVW3VdUFwH8Cjz6wd0ySejdP8nY2zNv5kbdXV9X2SYtuBX520u3/CfzfqvpQVe2pqh9U1bdnsm4tDDaY1YVHA4uB9/ZpfRuADVV1N+B+wLva5Y9pf04cafxMkpNoRkI9g2YU8n8Cb99rfU8HHgk8cLoNJvkKsJtmlO+bquqaA6j3s8DdkqxK0wh+Dncc/XsjTTAvAX4N+O9Jnj7N+t4C7KH54/9Q4InAxFHn/wV8lKYJPgb870mv4d+TnDbDmh8DXFVVP2hvPwr4bhuW30/T/P3FGa5rSmlOv/kAzSilpcCfAJuTLJv0sOcAv00zeul+wGeAN7eP3wq8atJjPw88pL1vE3B2ksUHst0kh9E0Np5cVYcDvwR8qX3eijQN6RXTvKRfACafOvVl4Mj8tEkvSYM20nmb5BHAamBjj/W+D3hMkiVpRkL/CpPOxmldAzwVuBvwQuAfkjxsiloOAt5P87f8aJqzU/4ozdkqMP17Q5KvJFk7TY23y4qquhH4dru8J212baHJvnvRZOcb04w8mvAsmh3FI4CbaPL0C+3tdwOTd9i/TfPe3Z3mTJx/S3JUD9s9E/i9Nk8fRHMW1MRzd2Xmp5E/hmlGtCe5M/Dw6e6XpAEZ6bxtfTLNNETvyYFP2/g+zNt5kbcT+7jAj2n2iydPg/mo9jFfTTO47d+SHMhAO81zNpjVhXsC36+qPX1a3y3AzyY5oqpuqKrP7uOx64C/qaqt7fb/GnhIbj//0t+0I3d/PN1KqurBNOG4Fuhlsv2Jo7wn0jRGv7fX+s+vqq+2o3G+QvMl4bF7ryTJkcBTgD9qj5RfQzPa+DntQ26hmZ5heTvK+Ce1VtVTq+q1+ys0yRjwT8DLJi0ea7fxjzSnz3wAOCfN1BkzsbwNt4n/ngX8FvDBqvpg+7q30Jy69JRJz3tzVX27qq4DPgR8u6r+o/23PJumwT7x+v6tPaq6p6r+HjiUZsqPve1vu7cBD0py56q6sqoubtd/eVUtqarLp3mNdwWum3R74vfDp3isJA3CyOZtewD2jcBL27OGerGbZif12e1/57bLfqKqPtDmSlXVJ2gOyk51xsvDgWVV9ZdVdXNVbaMZSTs5b6d8b6rqwVW1aZoa984K2tsHkhXfn5Snf0KzA//dqnpzm4FfBDYDz5z0nPdW1UXtKK73Arur6q1VdSvNKcOT8/TsqtreZuQ7aUbAPWKKOva33VuABya5W1VdW1VfmLSNJZO/o0wnyYk0Zwj9+TQP2UjTQPjI/tYlSX00snnbeixwDPDzwHbg33NgU0Cat/Mkbyf2cWka4P8T+Maku8doBnutAe4P3JlJA9gkG8zqwg+AIw4wtPblxcDPAd9IM03CU/fx2PvQzM23qz0yt5NmqovJk9dfMZONtg3btwOnJTnQOZj+laY5/QL2On0IIMkj01x4YEeS62i+OByx9+NoXs+dgCsnvab/S3MkE2A9zev7XJKLk7zoQIpsRw9/FHhj+1on/Bj4VDWnx9wM/B3NF6tVM1z19jbcJv57V/tanjm58QwcB0w+anv1XjXsffuuk2r/kzSnYV3XruvuTP8eTrndao5sP5vm/b8yyQcy89OobqA5CDFh4vfrZ/h8SZqtUc7b3we+sp+d6pl4K80B3TucrguQ5MlJPpvmFNNdNAcXp8uK5XtlxZ/SzLMJB/beTLZ3VtDePpCsOGJSnv5dW+sj96r1eTTXTJhwIHn6/CRfmrSuBzH9e7Sv7a6heX8vSzN91wFNY5HkUTSjtX6zqr41xf2va2t7VlUN1YWlJM17o5y3VNUn22buLuBU4L7MfL9ugnk7T/IWoKp2AmfRDCKb+Fz/mGbA17eq6gaagxlPmW4dWngGcrVvaT8+Q3N6yNNpTgvZnxuZdBG8dlTTT6ZNqKpLgOemOZ3mGcC700xDMNXOxRXAa6rqbfvY3oHulNyJ5gJuM76SbFVdluQ7NH+QXzzFQzYB/4dmaobdSd7A1OFyBc17ecRUR8yr6irgdwHSnArzH0k+WVWX7q/GNKc3fRQ4t6pes9fdX2HS/Id9cgXwr1X1u7NdUZr5ltfTnFJ1cVXdluRami9bB7TdqvoI8JE0p93+Fc0R9Gnnc57kYpoLH0yctnUscHX9dJoRSRq0Uc7bE4DHJpnYcVkKPDTJQ6rqpTN4LRP+k+ZAZdGccXS/iTuSHEoz4uf5wDlVdUuS9zF9Vnynqu4/5QuZ5r1pD1Tuy8U0I3InajqsrXE2UzxcAXyiqk6cxTom6rkPTe6dAHymqm5N8iWmf4+m3W5VfR44KcmdgJfS5OO9Z1jHQ2lGxL2oqj42xf1/QXNRqcdW1Q9nsk5J6qNRztvpHj/V3/l9MW9nYVjydi+LaAau3Y3mwMVXuP1nyYO5uh1HMGvOVTO9wZ8D/5Tk6UnukuRO7VHN06d4yreAxWkufHcnmlM1Dp24M8lvJVlWzSm0u9rFtwE72p8rJ61rI/DKJL/QPvfuSSafwrJPaS4Gd1ySQ5LcOckraI6mXtDe/7gkM/1D+2Lg+GnC8HBgZ9tcfgTNaOc7qKoraZrAf5/kbkkOSnK/JI9t63lmmikuoLmSb9G8J/t7nXejOb30v6pqqnma/w14VJIntF+I/ojmAkxb2+e/Jclb9redKdb560l+NcnBSRa37+fYfp95R4fTzEu9A1iU5M+54xHr/W43yZFJTmq/gNxEc+R7pqdqvxV4cZIHJllC87l9Sw+vRZJ6Msp5S3OGzyqaufQfQjN10V/QXLmcNBdg/e7+VtKOZP114GlTjGo9pH19O4A9SZ5Mcx2DqXwOuD7JK9r8PzjJg5I8vK1nuvdmf95LMw3TmjTXCfhzmpHb32jX++ok589gPZP9O/BzSX67/fe+U5KHJznQ0WgAh9F8d9jR1vNCmhFVB7Td9nvT85LcvZqLB/+QGeZpkgcBHwb+oKreP8X9r6T5nvQED+JK6sIo522SX0jykDbX7gr8Pc30jRP7debt9OZb3j4jyQPansIymvmhv9iOZobm2kcvTLIyyV2A09paJMAGszpSzZy4L6MJ0x00R+FeSnOBgL0fex3NqbJvogm7G4HJV919EnBxkhtoJv1/TlX9uKp+BLwG+K80p448qqreC/wt8I4kPwS+RjPiZaYOpZmP+AdtLU8Bfq1+erXVewOfnsmKqpmD6sJp7v594C+TXE8Tfu+a5nHQHAk+BPg6TRP53fx0WomHAxe07825wKnVzGNFmgv0/ek06/yN9rkvTHPF24n/VrS1f5Nm7uKN7TZPovkycXP7/HsD/7Xvd+D2quqKdj1/yk8/Ey+nt79TH6HZGf0WcBnNHGBTnhq2n+0eRPM53U5z1PaxwH+Hn1wA4SfvyRTr/TDNRRHOAy5v63jVVI+VpEEZ1bytql1VddXEf8DNwA/bGuEAcqaqLq52/vy9ll8P/CFNxl5L06Q8d5p13Eoz5+FDgO/QHFR9E830SzDNewOQZoqq502z3h00p7K+pq3hkfx0nskDep17va4ntuvZDlxF829x6L6eN826vk7TbPgMzWm9vzhdPTPY7m/TXCD4hzRTT/3kPWnzdLqzg/4Hzci+Myd9H5n87/nXwArg0kn3T/f9RpIGYlTzlmaw1DtpGpHbaOZifmrbnATzdlrzMG+PptmHvh74Kk1j+jcmbfdfaAZRXUCzb3sTzb+rBEDueHBJUq+SvAk4u51WYUFKc6G/LwMPnvTFRJKkvknyUZqDplu7rmWQ0pwee4IjcyVJXTBvJc2UDWZJkiRJkiRJUk+cIkOSJEmSJEmS1BMbzJIkSZIkSZKknthgliRJkiRJkiT1ZFHXBQAcccQRdcwxx3RdhiRJfXXRRRd9v6qWdV3HZGauJGm+MW8lSZob02XuUDSYjznmGC688MKuy5Akqa+SXNZ1DXszcyVJ8415K0nS3Jguc50iQ5IkSZK04CV5QJIvTfrvh0n+KMnSJFuSXNL+vEfXtUqSNExsMEuSJEmSFryq+mZVPaSqHgL8N+BHwHuB04CPVdX9gY+1tyVJUssGsyRJkiRJt3cC8O2qugw4CTirXX4W8PSuipIkaRjZYJYkSZIk6faeA7y9/f3Iqrqy/f0q4MipnpDklCQXJrlwx44dc1GjJElDwQazJEmSJEmtJIcATwPO3vu+qiqgpnpeVZ1RVauravWyZcsGXKUkScPDBrMkSZIkST/1ZOALVXV1e/vqJEcBtD+v6awySZKGkA1mSZIkSZJ+6rn8dHoMgHOBk9vfTwbOmfOKJEkaYjaYJUkaEkn+Jck1Sb42adnrknwjyVeSvDfJkkn3vTLJpUm+meRXOylakqR5JMlhwInAeyYtfi1wYpJLgCe0tyVJUssGsyRJw+MtwJP2WrYFeFBVPRj4FvBKgCQPpLkA0S+0z3ljkoPnrlRJkuafqrqxqu5ZVddNWvaDqjqhqu5fVU+oqp1d1ihJ0rBZ1HUBkiSpUVWfTHLMXss+OunmZ4HfbH8/CXhHVd0EfCfJpcAjgM/MRa3SqNi4cSPbtm2b021u374dgOXLl8/pdgFWrlzJunXr5ny7kiRJWrgcwSxJ0uh4EfCh9vejgSsm3TfeLruDJKckuTDJhTt27BhwiZJ2797N7t27uy5DkiRJmhOOYJYkaQQk+TNgD/C2A31uVZ0BnAGwevXq6nNp0lDrYjTv+vXrATj99NPnfNuSdKA800OSNFs2mKWOLKQvcn6Jk2YnyQuApwInVNVEg/h7wL0nPWysXSZJkjTUPMtDkuYXG8zSAuIXOWn0JHkSsB54bFX9aNJd5wKbkrweWA7cH/hcByVKkqQR5pkekqTZ6rnBnOQBwDsnLVoJ/Dnw1nb5McB3gWdV1bW9lyjNT36Rk7S3JG8HHgcckWQceBXwSuBQYEsSgM9W1bqqujjJu4Cv00yd8ZKqurWbyiVJkiRJC1XPDeaq+ibwEIAkB9Oclvte4DTgY1X12iSntbdfMftSJUma36rquVMsPnMfj38N8JrBVSRJkiRJ0r71a4qME4BvV9VlSU6iGX0FcBZwPvOowbyQ5s0F586VJEmSJEn71kWvBLzOkDQs+tVgfg7w9vb3I6vqyvb3q4Ajp3pCklOAUwBWrFjRpzLmJ+fNlSRJkiRJuj37JdJwmHWDOckhwNNo5oi8naqqJHXHZ0FVnQGcAbB69eopHzOMnDdXkiRJkiTpp7oazWu/RBoOB/VhHU8GvlBVV7e3r05yFED785o+bEOSJEmSJEmSNGT60WB+Lj+dHgPgXODk9veTgXP6sA1JkiRJkiRJ0pCZVYM5yWHAicB7Ji1+LXBikkuAJ7S3JUmSJEmSJEnzzKzmYK6qG4F77rXsB8AJs1mvJEmSJEmSJGn49WOKDEmSJEmSJEnSAmSDWZIkSZIkSZLUExvMkiRJkiRJkqSe2GCWJEmSJEmSJPXEBrMkSZIkSZIkqSc2mCVJkiRJkiRJPbHBLEmSJEmSJEnqyaKuC5iNzZs3Mz4+3nUZAzfxGjds2NBxJXNjbGyMNWvWdF2GJEmSJEmSpP0Y6Qbz+Pg4l/zHx1h28MFdlzJQh+65BYBd553fbSFzYMett8ITTui6DEmSJEmSJEkzMNINZoBlBx/MMw8/vOsy1CdnX3991yVIkiRJkiRJmiHnYJYkSZIkSZIk9cQGsyRJkiRJkiSpJzaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmSJEmSemKDWZIkSZIkSZLUExvMkiRJkiRJkqSe2GCWJEmSJEmSJPXEBrMkSZIkSZIkqSc2mCVJkiRJkiRJPbHBLEmSJEmSJEnqiQ1mSZIkSZIkSVJPbDBLkiRJkgQkWZLk3Um+kWRrkkcnWZpkS5JL2p/36LpOSZKGiQ1mSZIkSZIaG4APV9XPA8cCW4HTgI9V1f2Bj7W3JUlSywazJEmSJGnBS3J34DHAmQBVdXNV7QJOAs5qH3YW8PQu6pMkaVjZYJYkSZIkCe4L7ADenOSLSd6U5DDgyKq6sn3MVcCRUz05ySlJLkxy4Y4dO+aoZEmSumeDWZIkSZIkWAQ8DPjnqnoocCN7TYdRVQXUVE+uqjOqanVVrV62bNnAi5UkaVjYYJYkSZIkCcaB8aq6oL39bpqG89VJjgJof17TUX2SJA2lRV0XIHVt8+bNjI+Pd13GnJh4nRs2bOi4krkxNjbGmjVrui5DkiRJI6CqrkpyRZIHVNU3gROAr7f/nQy8tv15TodlStK8tnHjRrZt2zan29y+fTsAy5cvn9PtAqxcuZJ169bN+Xb7zQazFrzx8XHO//zXOOSuS7ouZeB272lOWvj01vnfUL/5hl08rusiJEmSNGr+AHhbkkOAbcALac78fVeSFwOXAc/qsD5JUp/t3r276xJGng1mCTjkrku417Endl2G+uiaL2/pugRJkiSNmKr6ErB6irtOmONSJGlB6mI07/r16wE4/fTT53zb84VzMEuSJEmSJEmSeuIIZkmSJEmSpHnC6wzNT15jSMNsVg3mJEuANwEPAgp4EfBN4J3AMcB3gWdV1bWz2Y4kSZIkSZL2z+sMzT9eY0jDbrYjmDcAH66q32wvgnAX4E+Bj1XVa5OcBpwGvGKW25EkSZIkSdIMeJ2h+cVrDGnY9TwHc5K7A48BzgSoqpurahdwEnBW+7CzgKfPrkRJkhaGJP+S5JokX5u0bGmSLUkuaX/eo12eJP+Y5NIkX0nysO4qlyRJkiQtVLMZwXxfYAfw5iTHAhcBpwJHVtWV7WOuAo6cXYmSpOls3LiRbdu2zfl2t2/fDsDy5cvndLsrV67s5KrCc+gtwP8B3jpp2WlMfWbQk4H7t/89Evjn9qckSZIkSXOm5xHMNM3phwH/XFUPBW6k2en9iaoqmrmZ7yDJKUkuTHLhjh07ZlGGJGmu7d69m927d3ddxrxTVZ8Edu61eLozg04C3lqNzwJLkhw1J4VKkiRJktSazQjmcWC8qi5ob7+bpsF8dZKjqurKdkf3mqmeXFVnAGcArF69esomtCRp37oazbt+/XoATj/99E62v8BMd2bQ0cAVkx433i67kr0kOQU4BWDFihWDq1SSJEmStOD0PIK5qq4CrkjygHbRCcDXgXOBk9tlJwPnzKpCSZIE7PvMoP0874yqWl1Vq5ctWzaAyiRJkiRJC9VsRjAD/AHwtiSHANuAF9I0rd+V5MXAZcCzZrmNaW3dupWdN9/Ejl23DmoTmmPX3LqHpVu3dl2GJA2T6c4M+h5w70mPG2uXSZIkSZI0Z2bVYK6qLwGrp7jrhNmsV5Ik/cTEmUGv5fZnBp0LvDTJO2gu7nfdpKk0JEmSJEmaE7MdwdypVatWseuqq3nm4Yd3XYr65Ozrr2fJqlVdlyFJnUjyduBxwBFJxoFX0TSWpzoz6IPAU4BLgR/RnEUkSZIkSdKcGukGsyRJ80lVPXeau+5wZlA7H/NLBluRJEmaS5s3b2Z8fLzrMgZu4jVu2LCh40rmxtjYGGvWrOm6DEkaGBvMkiRJkiQNgfHxcS75j4+x7OCDuy5loA7dcwsAu847v9tC5sCOW2+FJziLqKT5zQazJEmSJElDYtnBBzsN5Dxy9vXXd12CJA3cQV0XIEmSJEmSJEkaTTaYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk+8yJ8kSZIk7cfGjRvZtm3bnG5z+/btACxfvnxOt7ty5UrWrVs3p9uUJEmjywazJEmS5sTmzZsZHx/vuoyBm3iNGzZs6LiSuTE2NsaaNWu6LmNe2r17d9clSJIk7ZcNZkmSJM2J8fFxzv/81zjkrku6LmWgdu9pZqH79Nb530y/+YZdPK7rIuZIFyN6169fD8Dpp58+59uWJEmaKRvMkiRJmjOH3HUJ9zr2xK7LUJ9c8+UtXZcgSZKkjnmRP0mSJEmSJElST2wwS5IkSZIkSZJ6YoNZkiRJkiRJktQTG8ySJEmSJEmSpJ7YYJYkSZIkSZIk9cQGsyRJkiRJkiSpJ4u6LkCSJEmSJEnScNm8eTPj4+NdlzFwE69xw4YNHVcyN8bGxlizZk1f12mDWZIkSZIkSdLtjI+P86mvfIpDlxzadSkD9eP8GIDPX/75jisZvJt23cRxHNf39dpgliRJkiRJknQHhy45lPscv6LrMtQnl3388oGs1zmYJUmSJEmSJEk9scEsSZIkSZIkSeqJDWZJkiRJkiRJUk9sMEuSJEmS/n/2/j3e8rusD74/VzLAaAgOA0NMsgnJFMRB5WCHk0QLCbEeqHA7gBCrqdKm89TWsbQOaO/7gXpXHw6tkt6tTnMbNbRGIARMqkWMkHisA+F8GJU4kDAhIQNhMAkkIcn1/LHW6GaYmcysvdb+rb33+/16zWuv32Gt32ftvbKvrGt/1/cLADARi/wBAABAkqr6VJLbk9yX5N7u3lpVG5O8OcmZST6V5MXd/YWhMgLAvDGCGQAAAP7Oc7r7yd29dbz9yiTv6u7HJXnXeBsAGDOCGQAAWDGuuOKK7Nu3b+gYy+Lg87zooosGTrI8FhYWsm3btqFjHM7zkzx7fPvSJNcmecVQYQBg3qz4BvP+++7L5bffPnSMmfrUvV9Jkpy57kEDJ5m9/ffdlw1DhwAAYG7t27cvf/LhP8lDNjxk6Cgz9+X6cpLkvTe+d+Aks3f3gbtzds4eOkaSdJLfr6pO8t+6++Ikp3T3zePjtyQ55XB3rKoLk1yYJGecccZyZAWAubCiG8wLCwvJc88dOsbM3b17d5Jkw9OfPnCS2duQ8c8VAACO4CEbHpLHnKOBt5rc8O4bh45w0NndfVNVPSrJ1VX1F4sPdnePm89fY9yMvjhJtm7dethzAGA1WtEN5jn9+NTU7dy5M0myY8eOgZMAAACsXt190/jrrVX19iRPS/LZqjq1u2+uqlOT3Dqr6+/Zsye33XN39h+4b1aXYJndet+92bhnz9AxAGZqRTeYYRr27NmTO2/Zn313XD50FKboK3fclj1Z3dPnAAAwPVV1UpITuvv28e3vTvJzSa5KckGS14y/XjlcSgCYPxrMAAAAMJpb+e1VlYzeK1/W3b9XVe9N8paqelmSG5K8eFYBtmzZkgO3fDYvOvnkWV2CZXb57bdnw5YtQ8cAmCkNZta8LVu25As5OY960nlDR2GKbv3Q1dmyZXnn87aq/eo0xyvaAwBT1N17kzzpMPs/n2T1L/4DABPSYAaYEqvarz5ztKI9AAAAzKUlNZir6lNJbk9yX5J7u3trVW1M8uYkZyb5VJIXd/cXlhYTYGWwqv3qMkcr2gMAAMBcOmEKj/Gc7n5yd28db78yybu6+3FJ3jXeBgAAAABglZnFFBnPT/Ls8e1Lk1yb5BUzuA4AAAAAi+zZsyd33rI/++64fOgoTMlX7rgte3L70DHgiJY6grmT/H5Vva+qLhzvO6W7bx7fviWjlXi/RlVdWFXXVdV1+/fvX2IMAAAAAACW21JHMJ/d3TdV1aOSXF1Vf7H4YHd3VfXh7tjdFye5OEm2bt162HMAAAAAOHZbtmzJF3JyHvWk84aOwpTc+qGrs2XLwtAx4IiWNIK5u28af701yduTPC3JZ6vq1CQZf711qSEBAAAAAJg/EzeYq+qkqjr54O0k353ko0muSnLB+LQLkly51JAAAAAAAMyfpUyRcUqSt1fVwce5rLt/r6rem+QtVfWyJDckefHSYwIAAAAAMG8mbjB3994kTzrM/s8nOXcpoQAAAAAAmH9LmoMZAAAAAIC1aylTZAAAy6Sq/nWSf5qkk3wkyY8lOTXJm5I8Isn7kvxId98zWEiAZbBnz558cf8X81dv+8TQUZiiuw7clT137hk6BgAwAQ1mAJhzVXV6kp9M8oTu/nJVvSXJS5J8X5Jf6u43VdWuJC9L8isDRgUAlmj/fffl8ttvHzrGTH3q3q8kSc5c96CBk8ze/vvuy4ahQwDMmAYzAKwM65J8XVV9JcnXJ7k5yTlJzh8fvzTJq6PBDKxyW7ZsyR0n3ZHHnHPG0FGYohvefWO2nLFl6BiDW1hYSJ67+pc0unv37iTJhqc/feAks7ch458rwCqmwQwAc667b6qq/5jkxiRfTvL7GU2JcaC77x2fti/J6Ye7f1VdmOTCJDnjDA0ZAJhX27ZtGzrCsti5c2eSZMeOHQMnAY7GtFSrz6ympLLIHwDMuap6eJLnJzkryWlJTkryPcd6/+6+uLu3dvfWTZs2zSglAAAAa5ERzMdp165d2bt377Je8+D1Dv6Vdzlt3rw527dvX/brAvBVnpvkk929P0mq6m1JnpVkQ1WtG49iXkhy04AZAQCAVcS0VKvPrKak0mBeAdavXz90BACGdWOSZ1TV12c0Rca5Sa5Lck2SFyZ5U5ILklw5WEI4Bnv27Mmdt+zPvjsuHzoKU/KVO27LnqzuxcgAADg6DebjZDQvAMutu3dX1VuTvD/JvUk+kOTiJL+b5E1V9R/G+y4ZLiUAAABrkQYzAKwA3f2qJK86ZPfeJE8bIA5MZMuWLflCTs6jnnTe0FGYkls/dHW2bFkYOgYAAAOyyB8AAAAAABMxghlgSvbs2ZMv7v9i/uptnxg6ClNy14G7sufOPUPHAAAAgLllBDMAAAAAABMxghlgSrZs2ZI7TrojjznnjKGjMCU3vPvGbDljy9AxYFW5544DufVDVw8dY6buuu3mJMn6jacOnGT27rnjQBJzMAMArGUazAAALIuFhYU8e+gQy2D37puSJE9fE4vfLWRhYS08TwAAjkSDGQCAZbFt27ahIyyLnTt3Jkl27NgxcBIAAJg9czADAAAAADARDWYAAAAAACZiigwAAGBFufvA3bnh3TcOHWPm7rzlziTJSd940sBJZu/uA3cn1kkGgBVJgxkAAFgxFhYWcnbOHjrGsth98+4kyVPPeOrASZbBGbFgJACsUBrMAADAirFWFotMLBgJAKwM5mAGAAAAAGAiGswAAAAAAExEgxkAAAAAgImYgxmS3HPHgdz6oauHjjFzd912c5Jk/cZTB04ye/fccSCJhWIAAAAAZkmDmTVvYWEhzx46xDLZvfumJMnTt6yFxuuClcgBAAAAZkyDmTXPSuQAAAAAMBlzMAMAAMBYVZ1YVR+oqt8Zb59VVbur6vqqenNVPXjojAAwTzSYAQAA4O/sSLJn0fZrk/xSdz82yReSvGyQVAAwpzSYAQAAIElVLST5/iS/Ot6uJOckeev4lEuTvGCQcAAwpzSYAQAAYOQNSXYmuX+8/YgkB7r73vH2viSnH+6OVXVhVV1XVdft379/5kEBYF5oMAMAALDmVdXzktza3e+b5P7dfXF3b+3urZs2bZpyOgCYX+uGDgAAALOya9eu7N27d1mvefB6O3fuXNbrJsnmzZuzffv2Zb8urBLPSvIDVfV9SdYneViSi5JsqKp141HMC0luGjAjAMwdI5gBAGCK1q9fn/Xr1w8dAzhO3f0z3b3Q3WcmeUmSd3f3Dye5JskLx6ddkOTKgSICwFwyghkAgFXLaF5gCl6R5E1V9R+SfCDJJQPnAYC5suQGc1WdmOS6JDd19/Oq6qwkb8poMYT3JfmR7r5nqdcBAACA5dDd1ya5dnx7b5KnDZkHAObZNKbI2JFkz6Lt1yb5pe5+bJIvJHnZFK4BAAAAAMCcWVKDuaoWknx/kl8db1eSc5K8dXzKpUlesJRrAAAAAAAwn5Y6gvkNSXYmuX+8/YgkB8ar6ybJviSnH+6OVXVhVV1XVdft379/iTEAAAAAAFhuE8/BXFXPS3Jrd7+vqp59vPfv7ouTXJwkW7du7UlzAAAAAPB37rnjQG790NVDx5i5u267OUmyfuOpAyeZrXvuOJBkYegYcERLWeTvWUl+oKq+L8n6JA9LclGSDVW1bjyKeSHJTUuPCQAAAMADWVhYyLOHDrFMdu8etZyevmW1N18XsrCw2p8jK9nEDebu/pkkP5Mk4xHM/7a7f7iqLk/ywiRvSnJBkiuXHhMAAACAB7Jt27ahIyybnTt3Jkl27NgxcBJY25Y6B/PhvCLJy6vq+ozmZL5kBtcAAAAAAGBgS5ki429197VJrh3f3pvkadN4XAAAAAAA5tcsRjADAAAAALAGaDADAAAAADARDWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmMi6oQMArCZ3H7g7N7z7xqFjzNydt9yZJDnpG08aOMls3X3g7uSMoVMAAADA/NJgBpiShYWFnJ2zh46xLHbfvDtJ8tQznjpwkhk7Y/RzBQAAAA5PgxlgSrZt2zZ0hGWzc+fOJMmOHTsGTgIAAAAMSYMZAAAA1qhdu3Zl7969y3rNg9c7OGhhOW3evDnbt29f9usCrGYW+QOAFaCqNlTVW6vqL6pqT1U9s6o2VtXVVfWJ8deHD50TAOCBrF+/PuvXrx86BgBTYgQzAKwMFyX5ve5+YVU9OMnXJ/nZJO/q7tdU1SuTvDLJK4YMCQCsLEbzArBURjADwJyrqm9I8l1JLkmS7r6nuw8keX6SS8enXZrkBUPkAwAAYO3SYAaA+XdWkv1Jfr2qPlBVv1pVJyU5pbtvHp9zS5JTDnfnqrqwqq6rquv279+/TJEBAABYCzSYAWD+rUvy7Ul+pbufkuTOjKbD+Fvd3Un6cHfu7ou7e2t3b920adPMwwIAALB2aDADwPzbl2Rfd+8eb781o4bzZ6vq1CQZf711oHwAAACsURrMADDnuvuWJJ+uqsePd52b5ONJrkpywXjfBUmuHCAeAAAAa9i6oQMAAMfkXyX5zap6cJK9SX4soz8Uv6WqXpbkhiQvHjAfAAAAa5AGMwCsAN39wSRbD3Po3GWOArAm7dq1K3v37l3Wax683s6dO5f1ups3b8727duX9ZoAwMqlwQwAADCH1q9fP3QEAIAHpMEMAADwAIzoBQA4PIv8AQAAAAAwEQ1mAAAAAAAmosEMAAAAAMBEzMEMAAAAAHyNuw/cnRvefePQMWbqzlvuTJKc9I0nDZxk9u4+cHdyxvQfV4MZAAAAAPgqCwsLOTtnDx1j5nbfvDtJ8tQznjpwkmVwxujnOm0azAAAAADAV9m2bdvQEZbFzp07kyQ7duwYOMnKZQ5mAAAAAAAmosEMAAAAAMBENJgBAAAAAJiIBjMAAABrXlWtr6r3VNWHqupjVfXvx/vPqqrdVXV9Vb25qh48dFYAmCcazAAAAJDcneSc7n5Skicn+Z6qekaS1yb5pe5+bJIvJHnZcBEBYP5oMAMAALDm9cgd480Hjf91knOSvHW8/9IkL1j+dAAwvzSYAQAAIElVnVhVH0xya5Krk/x1kgPdfe/4lH1JTj/CfS+squuq6rr9+/cvS14AmAcazAAAAJCku+/r7icnWUjytCTffBz3vbi7t3b31k2bNs0qIgDMHQ1mAAAAWKS7DyS5Jskzk2yoqnXjQwtJbhoqFwDMo4kbzFbYBQAAYLWoqk1VtWF8++uSnJdkT0aN5heOT7sgyZWDBASAObWUEcxW2AUAAGC1ODXJNVX14STvTXJ1d/9OklckeXlVXZ/kEUkuGTAjAMyddQ98yuF1dyc50gq754/3X5rk1Ul+ZfKIAAAAMFvd/eEkTznM/r0ZzccMABzGkuZgtsIuAAAAAMDataQGsxV2AQAAAADWriU1mA+ywi4AAAAAwNoz8RzMVbUpyVe6+8CiFXZfm79bYfdNscIuwEzt2rUre/fuXfbrHrzmzp07l/W6mzdvzvbt25f1mgAAAMCRTdxgzmiF3Uur6sSMRkK/pbt/p6o+nuRNVfUfknwgVtgFWHXWr18/dAQAAABgDkzcYLbCLsDwjOYFAAAAhjSVOZgBAAAAAFh7NJgBAAAAAJiIBjMAAAAAABPRYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAAAAAMBENJgBAAAAAJiIBjMAAAAAABPRYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAAAAAMBENJgBYIWoqhOr6gNV9Tvj7bOqandVXV9Vb66qBw+dEQAAgLVFgxkAVo4dSfYs2n5tkl/q7scm+UKSlw2SCgAAgDVr3dABAIAHVlULSb4/yc8neXlVVZJzkpw/PuXSJK9O8iuDBJyBXbt2Ze/evct6zc985jNJktNOO21Zr7t58+Zs3759Wa8JAAAwDUYwA8DK8IYkO5PcP95+RJID3X3veHtfktMPd8equrCqrquq6/bv3z/zoCvZXXfdlbvuumvoGAAAACuGEcwAMOeq6nlJbu3u91XVs4/3/t19cZKLk2Tr1q093XSzM8SI3p07dyZJXve61y37tQEAAFYiDWYAmH/PSvIDVfV9SdYneViSi5JsqKp141HMC0luGjAjAAAAa5ApMgBgznX3z3T3QnefmeQlSd7d3T+c5JokLxyfdkGSKweKCAAAwBqlwQwAK9crMlrw7/qM5mS+ZOA8AAAArDGmyACAFaS7r01y7fj23iRPGzIPAAAAa5sRzAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAADAmldVj66qa6rq41X1saraMd6/saqurqpPjL8+fOisADBPNJgBAAAguTfJv+nuJyR5RpKfqKonJHllknd19+OSvGu8DQCMaTADAACw5nX3zd39/vHt25PsSXJ6kucnuXR82qVJXjBIQACYU+uGDgAAzLcrrrgi+/btGzrGsjj4PC+66KKBk8zewsJCtm3bNnQMgLlUVWcmeUqS3UlO6e6bx4duSXLKEe5zYZILk+SMM85YhpQAMB8mbjBX1aOTvDGj4tpJLu7ui6pqY5I3JzkzyaeSvLi7v7D0qADAEPbt25dP/MG7sunEE4eOMnMPufcrSZID11w7bJAZ23/ffclzzx06BsBcqqqHJrkiyU91999U1d8e6+6uqj7c/br74iQXJ8nWrVsPew4ArEZLGcF8cH6q91fVyUneV1VXJ/knGc1P9ZqqemVG81O9YulRAYChbDrxxLzo5JOHjsGUXH777UNHAJhLVfWgjJrLv9ndbxvv/mxVndrdN1fVqUluHS4hAMyfiedgNj8VAAAAq0WNhipfkmRPd//iokNXJblgfPuCJFcudzYAmGdTWeRv0vmpquq6qrpu//7904gBAAAAk3pWkh9Jck5VfXD87/uSvCbJeVX1iSTPHW8DAGNLXuTP/FQAAACsdN39J0nqCIdNXA8AR7CkEcxHm59qfNz8VAAAAAAAq9TEI5iPYX6q18T8VACw4u3Zsye33XN39h+4b+goTMmt992bjXv2DB0DAABYBZYyRcbB+ak+UlUfHO/72Yway2+pqpcluSHJi5eUEFapXbt2Ze/evct6zYPX27lz57Jed/Pmzdm+ffuyXhMAAACA2Zu4wWx+Klh51q9fP3QEYAXasmVLDtzy2bzo5JOHjsKUXH777dmwZcvQMQCAVWKIAVSJQVQwL5a8yB8wGcUIAAAAJmcQFcwHDWYAAAAAJmYAFaxtJwwdAAAAAACAlckIZgDgAe2/775cfvvtQ8eYuU/d+5UkyZnrHjRwktnaf9992TB0CAAAYFXQYAYAjmphYSF57tpYv/fu3buTJBue/vSBk8zWhox/rgAAAEukwQwAHNW2bduGjrBsDq5AvmPHjoGTAAAArAzmYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEYv8AQBzadeuXdm7d++yXvPg9Q4u9rdcNm/enO3bty/rNQEAAKZBgxkAYGz9+vVDRwAAAFhRNJgBgLlkRC8AAMD8MwczAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMANw3G677bb89E//dG677bahowAAAAAD0mAG4Lhddtll+djHPpbLLrts6CgAAADAgDSYATgut912W66++up0d66++mqjmAEAAGAN02AG4Lhcdtlluf/++5Mk999/v1HMAAAAsIZpMANwXK655prce++9SZJ7770311xzzcCJAAAAgKFoMANwXJ7znOdk3bp1SZJ169blOc95zsCJAAAAgKFoMANwXM4///yccMKofJxwwgk5//zzB04EAAAADEWDGYDjsnHjxpx33nmpqpx33nnZuHHj0JEAAACAgawbOgAAK8/555+fG264wehlAAAAWOOMYAbguG3cuDGvf/3rjV5eJlX16Kq6pqo+XlUfq6od4/0bq+rqqvrE+OvDh84KAADA2qLBDADz794k/6a7n5DkGUl+oqqekOSVSd7V3Y9L8q7xNgAAACwbDWYAmHPdfXN3v398+/Yke5KcnuT5SS4dn3ZpkhcMEhAAAIA1S4MZAFaQqjozyVOS7E5ySnffPD50S5JThsoFAADA2qTBDMBxu+222/LTP/3Tue2224aOsqZU1UOTXJHkp7r7bxYf6+5O0ke434VVdV1VXbd///5lSAoAAMBaocEMwHG77LLL8rGPfSyXXXbZ0FHWjKp6UEbN5d/s7reNd3+2qk4dHz81ya2Hu293X9zdW7t766ZNm5YnMAAAAGuCBjMAx+W2227L1Vdfne7O1VdfbRTzMqiqSnJJkj3d/YuLDl2V5ILx7QuSXLnc2QAAAFjbNJgBOC6XXXZZ7r///iTJ/fffbxTz8nhWkh9Jck5VfXD87/uSvCbJeVX1iSTPHW8DABOoql+rqlur6qOL9m2sqqur6hPjrw8fMiMAzCMNZgCOyzXXXJN77703SXLvvffmmmuuGTjR6tfdf9Ld1d1P7O4nj//9r+7+fHef292P6+7ndrfh5AAwud9I8j2H7Htlknd19+OSvGu8DQAssqQGs7/wAqw9z3nOc7Ju3bokybp16/Kc5zxn4EQAAEvX3X+U5NA/1j4/yaXj25cmecFyZgKAlWCpI5h/I/7CC7CmnH/++TnhhFH5OOGEE3L++ecPnAgAYGZO6e6bx7dvSXLKkU6sqgur6rqqum7//v3Lkw4A5sCSGsz+wguw9mzcuDHnnXdeqirnnXdeNm7cOHQkAICZ6+5O0kc5fnF3b+3urZs2bVrGZAAwrFnMwXxMf+H1112Alev888/Pt3zLtxi9DACsdp+tqlOTZPz11oHzAMDcmekif0f7C6+/7gKsXBs3bszrX/96o5cBgNXuqiQXjG9fkOTKAbMAwFyaRYPZX3gBAABYUarqt5L87ySPr6p9VfWyJK9Jcl5VfSLJc8fbAMAi62bwmAf/wvua+AsvAAAAK0B3v/QIh85d1iAAsMIsaQSzv/ACAAAAAKxdSxrB7C+8AAAAAABr10wX+QMAAAAAYPXSYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAAAAAMBENJgBAAAAAJiIBjMAAAAAABPRYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmsm7oAAAAAAAAu3btyt69e5f1mgevt3PnzmW9bpJs3rw527dvX/brTpsGMwAAAACwJq1fv37oCCueBjMAx+2v//qvs3Pnzrz+9a/P5s2bh44DAADAKrAaRvOuReZgBuC4ve51r8uXvvSlvO51rxs6CgAAADAgDWYAjstf//Vf58Ybb0yS3HDDDcs+PxYAAAAwPzSYATguh45aNooZAAAA1i4NZgCOy8HRywfdcMMNAyUBAAAAhqbBDMBxOeOMM75q+zGPecxASQAAAIChaTADcFx27tx51G0AAABg7dBgBuC4PPzhD/+q7Q0bNgwTBAAAABicBjMAx+Wyyy7LCSeMyscJJ5yQyy67bOBEAAAAwFA0mAE4Ltdcc03uv//+JMn999+fa665ZuBEAAAAwFA0mAE4Ls95znOybt26JMm6devynOc8Z+BEAAAAwFA0mAE4Lueff/5XTZFx/vnnD5wIAAAAGIoGMwDHZePGjTnvvPNSVTnvvPOycePGoSMBAAAAA1k3dAAAVp7zzz8/N9xwg9HLAAAAsMZpMANw3DZu3JjXv/71Q8cAAAAABmaKDAAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAATmVmDuaq+p6r+sqqur6pXzuo6ALCWqbcAMHvqLQAc2UwazFV1YpL/muR7kzwhyUur6gmzuBYArFXqLQDMnnoLAEc3qxHMT0tyfXfv7e57krwpyfNndC0AWKvUWwCYPfUWAI5i3Ywe9/Qkn160vS/J0xefUFUXJrlwvHlHVf3ljLKsFo9M8rmhQ7AqeC0xLV5LD+wxM378B6y3iZo7Aa9tpsHriGnxWnpg6u3K5LXNtHgtMQ1eR8fmsDV3Vg3mB9TdFye5eKjrrzRVdV13bx06Byuf1xLT4rW0cqi5x8drm2nwOmJavJZWDvX2+HhtMy1eS0yD19HSzGqKjJuSPHrR9sJ4HwAwPeotAMyeegsARzGrBvN7kzyuqs6qqgcneUmSq2Z0LQBYq9RbAJg99RYAjmImU2R0971V9S+TvDPJiUl+rbs/NotrrSE+asW0eC0xLV5LA1NvZ8Zrm2nwOmJavJYGpt7OjNc20+K1xDR4HS1BdffQGQAAAAAAWIFmNUUGAAAAAACrnAYzAAAAAAAT0WAGAAAAAGAiM1nkD5gfVfXMJP84yXcmOTXJl5N8NMnvJvkf3f3FAeOxQlTVQkYrpn9nktPy1a+jd3T3/QPGAxicess0qLcAR6feMg3q7fRZ5G+OVdUpSX4hyWnd/b1V9YQkz+zuSwaOxgpRVe9I8pkkVya5LsmtSdYn+aYkz0nyj5L8YndfNVhI5l5V/XqS05P8Tg7/Ovr7SV7Z3X80WEhYAvWWpVJvmQb1ltVOvWWp1FumQb2dDQ3mOTb+5fnrSf5ddz+pqtYl+UB3f9vA0VghquqR3f25pZ7D2lZV39rdHz3K8QcnOaO7r1/GWDA16i1Lpd4yDeotq516y1Kpt0yDejsb5mCeb4/s7rckuT9JuvveJPcNG4mV5FgKq+LLA1lcfKtqY1VtPOT4PYovK5x6y5Kot0yDessaoN6yJOot06DezoYG83y7s6oekaSTpKqekcR8QhyXqvqhqto8vv3Eqrq+qj5TVduGzsbKUFVnVNWbqmp/kt1J3lNVt473nTlwPJgG9ZYlU29ZKvWWNUC9ZcnUW5ZKvZ0NU2TMsar69iT/T5JvzWiy8U1JXtjdHx40GCtKVV2X5FndfXdVXZnk4iTvT/LO7n7isOlYCarqfyd5Q5K3dvd9430nJnlRkp/q7mcMGA+WTL1lGtRblkq9ZbVTb5kG9ZalUm9nQ4N5zo3npXp8kkryl939lYEjsYJU1auS/PMku5KcmORfZvQ/dZ3kx5NckuRak9dzNFX1ie5+3PEeg5VEvWUp1FumQb1lLVBvWQr1lmlQb2dDg3mOVdUPHmb3F5N8pLtvXe48rExVdW1GhXZTkr/f3T883v9n3f0dQ2ZjZaiqNyW5LcmlST493v3oJBdkNJfei4fKBtOg3jIN6i1Lpd6y2qm3TIN6y1Kpt7OhwTzHqup3kzwzyTXjXc9O8r4kZyX5ue7+7wNFYwWpqi1JXp3k7iSv6O6bq+oJSf6P7v75QcOxIoxX0X1ZkucnOX28+6YkVyW5pLvvHiobTIN6yzSotyyVestqp94yDeotS6XezoYG8xyrqncm+dHu/ux4+5Qkb0zy0iR/1N3fOmQ+Vo6qWt/ddx2yb2N33zZUJoB5od4yLeotwJGpt0yLegvz54ShA3BUjz5YfMduHe+7LYm5qjgeV4znO0uSVNWpSa4eMA8rSFWtq6p/XlXvqKoPj/+9o6q2V9WDhs4HU6DeMi3qLRNTb1kD1FumRb1lYurtbKx74FMY0LVV9TtJLh9vbxvvOynJgcFSsRL9dpLLq+qFGc0tdFWSfztoIlaS/57R75x/n2TfeN9CRnNU/Y8kPzRMLJga9ZZp+e2ot0xOvWW1U2+Zlt+Oesvk1NsZMEXGHKuqSvKDSc4e7/pCklO6+yeGS8VKVVU/keR7kpyZ5J93958Nm4iVoqr+qru/6XiPwUqh3jJN6i2TUm9Z7dRbpkm9ZVLq7WwYwTzHururam+SZyR5UZJPJrli2FSsJFX18sWbSc5I8sEkz6iqZ3T3Lw4SjJXmtqp6UZIruvv+JKmqEzL6vfSFQZPBFKi3LJV6y5Sot6xq6i1Lpd4yJertDGgwz6Gq+qaMFjp4aZLPJXlzRqPNnzNoMFaikw/ZftsR9sPRvCTJa5P8clUdLLgbMloB/CVDhYKlUm+ZIvWWaVBvWZXUW6ZIvWUa1NsZMEXGHKqq+5P8cZKXdff14317u3vzsMmAta6qHpEk3f35obPAUqm3wLxSb1lN1FtgXqm303PC0AE4rB9McnOSa6rq/62qczP6+Accl/Hr51uPcOykqvrxqvrh5c7FytXdn19cfKvqvCHzwBKpt0yFesu0qbesMuotU6HeMm3q7fQYwTzHxqvpPj+jjxKdk+SNSd7e3b8/aDBWjKp6cpKfTfJtST6aZH+S9Ukel+RhSX4tya7uvnuojKxsVXVjd58xdA5YCvWWpVJvmTX1ltVAvWWp1FtmTb2dnAbzClFVD89owvEf6u5zh87DylJVD02yNcmpSb6cZE93/+WwqVgpquqqIx1Kck53n7SceWCW1FuWQr1lKdRb1hL1lqVQb1kK9XY2NJgBOKrxwgf/OMkdhx5K8ubuPmX5UwHA6qLeAsDsqbezsW7oAADMvT9P8qXu/sNDD1SVkQIAMB3qLQDMnno7A0YwAwAAAAAwkROGDgAsn6r6+qEzsDpU1fOGzgAwr9RbpkW9BTgy9ZZpUW+XToMZ1oCq+o6q+niSvxhvP6mqfnngWKxsPzd0AIB5o94yA+otwCHUW2ZAvV0iDWZYG34pyT9M8vkk6e4PJfmuQROx0tXQAQDmkHrLtKm3AF9LvWXa1Nsl0mCGNaK7P33IrvsGCcJq8c+HDgAwj9Rbpky9BTgM9ZYpU2+XSIMZ1oZPV9V3JOmqelBV/dske4YOxcrV3e9Jkqo6b+gsAHNEvWWq1FuAw1JvmSr1dumqu4fOAMxYVT0yyUVJnpvRRz9+P8mO7v78oMFY8arqxu4+Y+gcAPNAvWVW1FuAv6PeMivq7eQ0mAE4qqq66kiHkpzT3SctZx4AWI3UWwCYPfV2NtYNHQCYvao6K8m/SnJmFv13390/MFQmVpTvTPKPk9xxyP5K8rTljwMwn9Rblki9BTgG6i1LpN7OgAYzrA2/neSSJP8zyf3DRmEF+vMkX+ruPzz0QFX95QB5AObVb0e9ZXLqLcCx+e2ot0xOvZ0BU2TAGlBVu7v76UPnAIDVTL0FgNlTb2H+aDDDGlBV5yd5XEaLH9x9cH93v3+wUKwYVVX9AMXiWM4BWO3UW5ZCvQU4NuotS6HezoYpMmBt+LYkP5LknPzdR4h6vA0P5JqquiLJld1948GdVfXgJGcnuSDJNUl+Y5h4AHNDvWUp1FuAY6PeshTq7QwYwQxrQFVdn+QJ3X3P0FlYeapqfZIfT/LDSc5KciDJ+iQnZjRq4Je7+wODBQSYE+otS6HeAhwb9ZalUG9nQ4MZ1oCq+u0kF3b3rUNnYWWrqgcleWSSL3f3gYHjAMwV9ZZpUW8Bjky9ZVrU2+kxRQasDRuS/EVVvTdfPUfVDwyWiBWpu7+S5OahcwDMqQ1Rb5kC9RbgqDZEvWUK1Nvp0WCGteFVQwcAgDVAvQWA2VNvYc6YIgPWiKo6JclTx5vv8XEiAJg+9RYAZk+9hflywtABgNmrqhcneU+SFyV5cZLdVfXCYVOxElXVY6rquePbX1dVJw+dCWBeqLdMi3oLcGTqLdOi3k6PEcywBlTVh5Kcd/CvulW1KckfdPeThk3GSlJV/yzJhUk2dvffq6rHJdnV3ecOHA1gLqi3TIN6C3B06i3ToN5OlxHMsDaccMhHhj4f//1z/H4iybOS/E2SdPcnkjxq0EQA80W9ZRrUW4CjU2+ZBvV2iizyB2vD71XVO5P81nj7h5K8Y8A8rEx3d/c9VZUkqap1SXwMBuDvqLdMg3oLcHTqLdOg3k6RBjOsAd3901X1g0nOHu+6uLvfPmQmVqQ/rKqfTfJ1VXVekn+R5H8OnAlgbqi3TIl6C3AU6i1Tot5OkTmYYQ2oqrOS3Nzdd423vy7JKd39qUGDsaLU6E+7/zTJdyepJO9M8qutkAAkUW+ZDvUW4OjUW6ZBvZ0uDWZYA6rquiTf0d33jLcfnORPu/upwyZjpaiqE5N8rLu/eegsAPNKvWWp1FuAB6beslTq7fSZBB3WhnUHi2+SjG8/eMA8rDDdfV+Sv6yqM4bOAjDH1FuWRL0FOCbqLUui3k6fOZhhbdhfVT/Q3VclSVU9P8nnBs7EyvPwJB+rqvckufPgzu7+geEiAcwV9ZZpUG8Bjk69ZRrU2ykyRQasAVX195L8ZpLTMppb6NNJfrS7rx80GCtKVf2Dw+3v7j9c7iwA80i9ZRrUW4CjU2+ZBvV2ujSYYQ2pqocmSXffMXQWVqaqOiXJwbnN3tPdtw6ZB2AeqbcslXoL8MDUW5ZKvZ0eDWZYA6rqIUm2JTkzi6bG6e6fGyoTK09VvTjJ65Ncm9FIge9M8tPd/dYhcwHMC/WWaVBvAY5OvWUa1NvpMgczrA1XJvlikvcluXvgLKxc/y7JUw/+VbeqNiX5gyQKMMCIess0qLcAR6feMg3q7RRpMMPasNDd3zN0CFa8Ew75yNDnk5wwVBiAOaTeMg3qLcDRqbdMg3o7RRrMsDb8WVV9W3d/ZOggrGi/V1XvTPJb4+0fSvKOAfMAzBv1lmlQbwGOTr1lGtTbKTIHM6wBVfXxJI9N8smMPkJUSbq7nzhoMFacqvrBJGePN/+4u98+ZB6AeaLeMi3qLcCRqbdMi3o7PRrMsAZU1WMOt7+7b1juLKxcVXVWkpu7+67x9tclOaW7PzVoMIA5od4yDeotwNGpt0yDejtdGsywilXVxqMd7+7blisLK19VXZfkO7r7nvH2g5P8aXc/ddhkAMNSb5km9Rbg8NRbpkm9nS5zMMPq9r4kndFHhg7VSTYvbxxWuHUHi2+SdPc94yIMsNapt0yTegtweOot06TeTpEGM6xi3X3W0BlYVfZX1Q9091VJUlXPT/K5gTMBDE69ZcrUW4DDUG+ZMvV2ikyRAcAxqaq/l+Q3k5yW0aiBTyf50e6+ftBgALCKqLcAMHvq7XRpMANwXKrqoUnS3XcMnQUAViv1FgBmT72djhOGDgDAfKuqf3TISs0vT/KnVXXVeOVdAGCJ1FsAmD31djaMYIZVzCq7TENVfTjJM7r7S1X1vCS/mOSlSZ6S5EXd/Q8HDQgwMPWWaVBvAY5OvWUa1NvZsMgfrG5W2WUauru/NL79g0ku6e73JXlfVf2LAXMBzAv1lmlQbwGOTr1lGtTbGdBghlXMKrtMSY3npfpSknOT/PKiY+uHiQQwP9RbpkS9BTgK9ZYpUW9nQIMZ1oiqeniSx2XRL8zu/qPhErGCvCHJB5P8TZI93X1dklTVU5LcPFwsgPmj3rIEb4h6C3BM1FuW4A1Rb6fOHMywBlTVP02yI8lCRr9In5Hkf3f3OUPmYuWoqtOTPCrJh7r7/vG+U5M8qLtvHDQcwJxQb1kq9Rbggam3LJV6O30azLAGVNVHkjw1yZ9395Or6puT/EJ3/+DA0QBg1VBvAWD21FuYPycMHQBYFnd1911JUlUP6e6/SPL4gTMBwGqj3gLA7Km3MGfMwQxrw76q2pDkt5NcXVVfSHLDoIkAYPVRbwFg9tRbmDOmyIA1pqr+QZJvSPJ73X3P0HlYOapq42F2397dX1n2MABzTr1lUuotwLFTb5mUejtdGsywBlTVGYfbb/J6jkdVfSrJo5N8IUkl2ZDkliSfTfLPuvt9g4UDmAPqLdOg3gIcnXrLNKi302WKDFgbfjdJZ/RLc32Ss5L8ZZJvGTIUK87VSd7a3e9Mkqr67iTbkvx6kl9O8vQBswHMA/WWaVBvAY5OvWUa1NspMoIZ1qCq+vYk/6K7/+nQWVg5quoj3f1th+z7cHc/sao+2N1PHigawFxSb5mEegtwfNRbJqHeTpcRzLAGdff7q8pf4zheN1fVK5K8abz9Q0k+W1UnJrl/uFgA80m9ZULqLcBxUG+ZkHo7RRrMsAZU1csXbZ6Q5NuTfGagOKxc5yd5VUarNSfJn473nZjkxQNlApgb6i1Tot4CHIV6y5Sot1NkigxYA6rqVYs2703yqSRXdPddwyQCgNVHvQWA2VNvYf5oMANwTKrqm5L82yRnZtEnYLr7nKEyAcBqo94CwOypt9OlwQxrgF+cTENVfSjJriTvS3Lfwf3d/b7BQgHMEfWWaVBvAY5OvWUa1Nvp0mCGNcAvTqahqt7X3X9/6BwA80q9ZRrUW4CjU2+ZBvV2ujSYYQ3wi5NpqKpXJ7k1yduT3H1wf3ffNlQmgHmi3jIN6i3A0am3TIN6O10azLAG+MXJNFTVJw+zu7t787KHAZhD6i3ToN4CHJ16yzSot9OlwQxrgF+cADB76i0AzJ56C/NHgxmAo6qqc7r73VX1g4c73t1vW+5MALDaqLcAMHvq7Wyse+BTgNWgqr4jX7vK7hsHC8RK8g+SvDvJPzrMsU6iAAOMqbcsgXoLcIzUW5ZAvZ0BI5hhDaiq/57k7yX5YP5uld3u7p8cLBQArDLqLQDMnnoL80eDGdaAqtqT5AntP3gmUFUvP9rx7v7F5coCMM/UW5ZCvQU4NuotS6HezoYpMmBt+GiSb0xy89BBWJFOHn99fJKnJrlqvP2PkrxnkEQA80m9ZSnUW4Bjo96yFOrtDBjBDGtAVV2T5MkZ/bK8++D+7v6BoTKx8lTVHyX5/u6+fbx9cpLf7e7vGjYZwHxQb5kG9Rbg6NRbpkG9nS4jmGFtePXQAVgVTklyz6Lte8b7ABh59dABWBXUW4Cje/XQAVgV1Nsp0mCGNaC7/3DxdlWdneSlSf7w8PeAw3pjkvdU1dvH2y9IculwcQDmi3rLlKi3AEeh3jIl6u0UmSID1oiqekqS85O8KMknk1zR3f9l2FSsNFX195OcPd78o+7+wJB5AOaNess0qLcAR6feMg3q7fQYwQyrWFV9U0Z/yX1pks8leXNGf1h6zqDBWMk+mNFiGuuSpKrO6O4bB00EMDD1lhn4YNRbgK+i3jIDH4x6OxVGMMMqVlX3J/njJC/r7uvH+/Z29+Zhk7ESVdW/SvKqJJ9Ncl+SStLd/cRBgwEMTL1lmtRbgMNTb5km9Xa6jGCG1e0Hk7wkyTVV9XtJ3pTRL02YxI4kj+/uzw8dBGDOqLdMk3oLcHjqLdOk3k7RCUMHAGanu3+7u1+S5JuTXJPkp5I8qqp+paq+e9BwrESfTvLFoUMAzBv1lilTbwEOQ71lytTbKTJFBqwxVfXwjBZC+KHuPnfoPKwcVXVJkscn+d0kdx/c392/OFgogDml3jIp9Rbg2Km3TEq9nS4NZgCOSVW96nD7u/vfL3cWAFit1FsAmD31dro0mAE4LlX19d39paFzAMBqpt4CwOypt9NhDmYAjklVPbOqPp7kL8bbT6qqXx44FgCsKuotAMyeejtdGswAHKs3JPmHST6fJN39oSTfNWQgAFiF3hD1FgBm7Q1Rb6dGgxmAY9bdnz5k132DBAGAVUy9BYDZU2+nZ93QAQBYMT5dVd+RpKvqQUl2JNkzcCYAWG3UWwCYPfV2iizyB8AxqapHJrkoyXMz+gTMO5Ps6O7PDxoMAFYR9RYAZk+9nS4NZgAAAAAAJmIOZgCOSVVtrqr/WVX7q+rWqrqyqjYPnQsAVhP1FgBmT72dLg1mAI7VZUnekuTUJKcluTzJbw2aCABWH/UWAGZPvZ0iU2QAcEyq6sPd/cRD9n2ou580VCYAWG3UWwCYPfV2ujSYATgmVfXaJF9I8qYkneSHkjw8yeuTpLtvGy4dAKwO6i0AzJ56O10azAAck6r65FEOd3ebrwoAlki9BYDZU2+nS4MZAAAAAICJWOQPgKOqqqdW1Tcu2v7R8Qq7/7mqNg6ZDQBWC/UWAGZPvZ0NDWYAHsh/S3JPklTVdyV5TZI3JvlikosHzAUAq4l6CwCzp97OwLqhAwAw905ctMDBDyW5uLuvSHJFVX1wuFgAsKqotwAwe+rtDBjBDMADObGqDv5B8twk7150zB8qAWA61FsAmD31dgZ84wB4IL+V5A+r6nNJvpzkj5Okqh6b0ceIAIClU28BYPbU2xmo7h46AwBzrqqekeTUJL/f3XeO931Tkod29/sHDQcAq4R6CwCzp95OnwYzAAAAAAATMQczAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WBmLlXVq6vqfwydYx5V1ZlV1VW1bugs86qqnl1V+4bOATDv1NsjU2+Xrqp+o6r+w9A5AACYLQ1mBlNV51fVdVV1R1XdXFXvqKqzp/j4M3ljWFUnVtV/qKrPVNXtVfWBqtpwjPf9VFXdU1WPPGT/B8ZZz5xm1qWoqidX1fuq6kvjr08+jvt2Vd05/tneUVUHZpd0GFX1jKq6uqpuq6r9VXV5VZ266HhV1Wur6vPjf6+tqhoyM7A2rcR6W1XfuaiGHPzXVbXtGO+/IuptVX1TVV05riO3VdU7q+rxi47/k6q675Dvw7OP8bEPd9//MqvnMhT1FgBgeBrMDKKqXp7kDUl+IckpSc5I8stJnj9grK9ylDfK/z7JdyR5ZpKHJfmRJHcdx0N/MslLF13n25J8/YQxZ6KqHpzkyiT/I8nDk1ya5Mrx/mP1pO5+6PjfhhnEHNrDk1yc5Mwkj0lye5JfX3T8wiQvSPKkJE9M8o+S/PNlTQiseSu13nb3Hy+qIQ9N8rwkdyT5veN46Lmvt0k2JLkqyeMz+vm8J6P6u9j/Xvy96O5rj+PxD73vv5xK6vmi3gIADEyDmWVXVd+Q5OeS/ER3v6277+zur3T3/+zunz7M+V8z3cF4ZNJzx7efNh6Z9TdV9dmq+sXxaX80/npgPGrnmePzf7yq9lTVF8YjhR6z6HG7qn6iqj6R5BOHyfLwJD+V5J919w098tHuPp4G839P8qOLti9I8sZDrvP941FWf1NVn66qVx/pwarqG6rqkvGotJvGo6tPHB97bFX9YVV9sao+V1VvPsaMz06yLskbuvvu7v7PSSrJOcf+NA+b9bSqumI8UuuTVfWTi469ejwK+H/UaGT4R8Yju36mqm4dfx++e9H5Pzb+Od5eVXur6ohvJh/gukd6/RxVd7+juy/v7r/p7i8l+S9JnrXolAuS/Kfu3tfdNyX5T0n+yTF/swCWaCXX28O4IMlbu/vO4/gWzH297e73dPcl3X1bd38lyS8leXxVPeI4nudxq6rnVdUHq+pAVf1ZVT1x0bFPVdVPV9WHa/RppEuq6pQajXy/var+YPz/QwfPv7yqbhk/9z+qqm+Z8LqvGH9fb6+qv6yqc4/x6ai3AAAD02BmCM9Msj7J26f0eBcluai7H5bk7yV5y3j/d42/bhiP2vnfVfX8JD+b5AeTbEryx0l+65DHe0GSpyd5wmGu9W1J7k3ywvGbqb+qqp84zrx/nuRhVbVl/Mb0JRmNFF7szozeFG9I8v1J/j9V9YIjPN5vjDM9NslTknx3kn86PvZ/J/n9jEbbLiT5fw7eqap+p6peeYTH/JYkH+7uXrTvw+P9E6mqE5L8zyQfSnJ6knOT/FRV/cNFp/2jjBoCD0/ygSTvzOj31OkZNUn+26Jzb81oRNvDkvxYkl+qqm+f4LpHev1k/Ob6/GN8it+V5GOLtr9lfM2DPpQlfP8AJrCS6+3fqqqTkrwwo0/THI+VUG8P9V1Jbunuzy/a95Rx0/qvqur/qiVORVJVT0nyaxmN8n1ERrX1qqp6yKLTtiU5L8k3ZVSb35HRz3NTRnX5Jxed+44kj0vyqCTvT/Kbx3vdGk0L8i+TPLW7T07yD5N8any/s+voU22ptwAAA9NgZgiPSPK57r53So/3lSSPrapHdvcd3f3nRzl3e5L/X3fvGV//F5I8efGoqvHx27r7y4e5/0KSb8joDddZGb3hfXVVnXecmQ+OqjovyZ4kNy0+2N3XdvdHuvv+7v5wRm/K/8GhD1JVpyT5viQ/NR6ZdmtGo59eMj7lKxlN33Bad9/V3X+y6BrP6+7XHCHfQ5N88ZB9X0xy8nE8x/ePRygdqKr/nOSpSTZ198919z3dvTfJ/7soa5L8cXe/c/yzuTyjN7KvGY/qelOSM2s833V3/253//V4FPkfZvTG/jsPk+OBrnvE1093P7G7L3ugJzoegfX/TbJ4ROCh38MvJnlolXkhgWWzkuvtYj+Y5HNJ/nCCzPNebxdfYyHJf03y8kW7/yjJt2bUvN2W0ZQfXzP6/CiesagWH6iqZ2Q0pcR/6+7d3X1fd1+a5O4kz1h0v/+nuz87HhH8x0l2d/cHxp/YentGDfaDz+/Xuvv27r47yauTPGk8ev5QR7vufUkekuQJVfWg7v5Ud//1+PH/5AGm2lJvAQAGpsHMED6f5JFLHYGzyMsyavj+RVW9t6qed5RzH5PkooNvtJLcltHUD6cvOufTR7n/wTfBP9fdXx6/GX1TRm86j8d/T3J+Rh/hfOOhB6vq6VV1TY2mdPhiRm/UH3noeePn86AkNy96Tv8tozeiSbIzo+f3nqr6WFX9+DHmuyOjkcGLPSyjeYaP1bd394bxv58cZz1t8RvdjEZDnbLoPp9ddPvLGTVG7lu0nYzeSKaqvreq/rxGiyIdyOhncKTv0dGuezyvn69RVY/NaPTWju7+40WHDv0ePizJHYeMCgeYpZVcbxe7IMkbJ/z9Oe/19mCOTRn9ofSXu/tvR3p3997u/uS4Af6RjD7N88LjeOg/X1SLN4z/KPCYJP/mkLr46CSnLbrfofX40O2DtfjEqnpNVf11Vf1NxqOOc+Tv4WGv293XZzQF2auT3FpVb6qq0w7zGIej3gIADEyDmSH874xGrLzgGM+/M4sW5Rl/zHXTwe3u/kR3vzSjN3mvTfLW8cdpD/fG4tNJ/vkhb7a+rrv/bNE5R3tD8uHDnHPcb2C6+4aMFh/6viRvO8wpl2W06M+ju/sbkuzK6I3roT6d0ffykYuez8O6+1vG17mlu/9Zd5+W0UdSf3ncEH0gH0vyxENG/zwxXz0FxPH6dJJPHvK9P7m7j7c5n/HHeK9I8h+TnDIe2fS/cuTv0RGve5TXz7HkeEySP0jyf3f3fz/k8McyWnDooCdlad8/gOO1kuvtwQyPzmhdgK9pDh+LFVBvD67v8PtJrurun3+gp3SEfMfj00l+/pCfzdcvbmwfh/MzWjDyuRl9wuvM8f4jfQ+PeN3uvqy7z86oEd0ZvcaOhXoLADAwDWaWXXd/MaPpBP5rVb2gqr6+qh40HpH6usPc5a+SrK/RQjwPSvJ/ZvQxyiRJVf3jqtrU3fcnOTDefX+S/eOvmxc91q4kP1PjBWhqtGDPi44j+19n9FHRfzeeM3BLRh+P/Z3x4z27qo614fyyJOf04RcsOjnJbd19V1U9LaM3cIfLc3NGb0r/U1U9rKpOqKq/V1X/YJznReOP3CbJFzJ6w3b/MWS7NqOPq/7k+HkeXHX+3ePH/SdV9aljepZ/5z1Jbq/RIj5fNx719K1V9dTjfJwkeXBGr4H9Se6tqu/NaC7M477uUV4/R1VVp2f0/fgv3b3rMKe8McnLq+r08Sisf5PR/J0Ay2Il19tFfiTJnx2cLmFRllVRb6vqYRmtN/Cn3f018zSPf1anjG9/c5L/K8mVi45fW0dZmPAI/t8k28ejt6uqThr/zI9nGqyDTs6o8f75jP448QuTXLeqHl9V54z/gHxXRqOkj+X/VxL1FgBgcBrMDKK7/1NGcwz+nxm9Mf10Rou7/PZhzv1ikn+R5FczmjvxziSLV7n/niQfq6o7MlqA6CXj6Su+lOTnk/zp+KOYz+jut2c0IuZN449yfjTJ9x5n/JdmNLrm80l+N8n/1d3vGh97dJI/O9IdD3lef93d1x3h8L9I8nNVdXtGzYG3HOG8ZDS35IOTfDyjN7VvTXLq+NhTk+wef2+uymgah71JUqPV4H/2CNnuyWjE249m1ET48SQvGO9PRs/zT4/haS5+zPsyWpTvyRmNJvtcRj/Tw83T+ECPdXtGCwy9JaPnfH5Gz2+S6x729ZMk4485//ARYvzTjJopr66qOw7+W3T8v2W0uOBHMnqd/W6+epFCgJlb4fU2GdWhwy3utyrqbZL/Y3zfH1tcS6rqjPHxc5N8uKruzOiTOm/LVzdxJ6nH1yX5Z0n+y/h5XJ/RFCKTeGOSGzJ6vXw8o4UVJ7nuQ5K8JqMafUtGo+R/Jkmq6jsPqa+HUm8BAAZWpieD6amqX01yeXe/c+gss1RVv5/Rm+c9Q2cBYO1ZK/X2aMYjpt/S3d8xdBYAANY2DWYAAAAAACZiigwAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmMi6oQMkySMf+cg+88wzh44BAFP1vve973PdvWnoHIupuQCsNvNYbwFgLZmLBvOZZ56Z6667bugYADBVVXXD0BkOpeYCsNrMY70FgLXEFBkAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMJF1QwcAAACYd7t27crevXuX9Zqf+cxnkiSnnXbasl538+bN2b59+7JeEwBYuTSYYSDepAAAcDR33XXX0BEAAB6QBjOsId6kAABMZog/lu/cuTNJ8rrXvW7Zrw0AcKw0mGEg3qQAAAAAsNJZ5A8AAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMJEHbDBX1a9V1a1V9dFF+15fVX9RVR+uqrdX1YZFx36mqq6vqr+sqn84o9wAAAAAAAzsWEYw/0aS7zlk39VJvrW7n5jkr5L8TJJU1ROSvCTJt4zv88tVdeLU0gIAAAAAMDcesMHc3X+U5LZD9v1+d9873vzzJAvj289P8qbuvru7P5nk+iRPm2JeAAAAAADmxDTmYP7xJO8Y3z49yacXHds33vc1qurCqrquqq7bv3//FGIAAAAAALCcltRgrqp/l+TeJL95vPft7ou7e2t3b920adNSYgAAAAAAMIB1k96xqv5JkuclObe7e7z7piSPXnTawngfAAAAAACrzEQjmKvqe5LsTPID3f2lRYeuSvKSqnpIVZ2V5HFJ3rP0mAAAAAAAzJsHHMFcVb+V5NlJHllV+5K8KsnPJHlIkqurKkn+vLu3d/fHquotST6e0dQZP9Hd980qPAAAAAAAw3nABnN3v/Qwuy85yvk/n+TnlxIKAAAAAID5t6RF/gAAAAAAWLs0mAEAAAAAmIgGMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIgGMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAWAGq6l9X1ceq6qNV9VtVtb6qzqqq3VV1fVW9uaoePHROAAAA1hYNZgCYc1V1epKfTLK1u781yYlJXpLktUl+qbsfm+QLSV42XEoAAADWIg1mAFgZ1iX5uqpal+Trk9yc5Jwkbx0fvzTJC4aJBgAAwFqlwQwAc667b0ryH5PcmFFj+YtJ3pfkQHffOz5tX5LTD3f/qrqwqq6rquv279+/HJEBAABYIzSYAWDOVdXDkzw/yVlJTktyUpLvOdb7d/fF3b21u7du2rRpRikBAABYizSYAWD+PTfJJ7t7f3d/JcnbkjwryYbxlBlJspDkpqECAgAAsDZpMAPA/LsxyTOq6uurqpKcm+TjSa5J8sLxORckuXKgfAAAAKxRGswAMOe6e3dGi/m9P8lHMqrfFyd5RZKXV9X1SR6R5JLBQgIAALAmrXvgUwCAoXX3q5K86pDde5M8bYA4AAAAkMQIZgAAAAAAJqTBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMJEHbDBX1a9V1a1V9dFF+zZW1dVV9Ynx14eP91dV/eequr6qPlxV3z7L8AAAAAAADGfdMZzzG0n+S5I3Ltr3yiTv6u7XVNUrx9uvSPK9SR43/vf0JL8y/goAALBkV1xxRfbt2zd0jGVx8HledNFFAydZHgsLC9m2bdvQMQCA4/SADebu/qOqOvOQ3c9P8uzx7UuTXJtRg/n5Sd7Y3Z3kz6tqQ1Wd2t03Ty0xAACwZu3bty9/8uE/yUM2PGToKDP35fpykuS9N7534CSzd/eBu3N2zh46BgAwgWMZwXw4pyxqGt+S5JTx7dOTfHrRefvG+76mwVxVFya5MEnOOOOMCWPA0hkFs3oZBQMAq9NDNjwkjznHe4jV5IZ33zh0BABgQpM2mP9Wd3dV9QT3uzjJxUmydevW474/TMu+ffty7Xs/mgc/dMPQUWburntH067/2Z7V31C/544Df/sxCwAAAABmY9IG82cPTn1RVacmuXW8/6Ykj1503sJ4H8y1Bz90Qx71pPOGjsEU3fqhq4eOAAAAALDqnTDh/a5KcsH49gVJrly0/0dr5BlJvmj+ZQAAAACA1ekBRzBX1W9ltKDfI6tqX5JXJXlNkrdU1cuS3JDkxePT/1eS70tyfZIvJfmxGWQGAAAAAGAOPGCDubtfeoRD5x7m3E7yE0sNBQAAAADA/Jt0igwAAAAAANY4DWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIgGMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmMi6oQMAAMCs7Nq1K3v37l3Wa37mM59Jkpx22mnLet0k2bx5c7Zv377s1wUAYO3SYAYAgCm66667ho4AAADLRoMZAIBVa4jRvDt37kySvO51r1v2awMAwHIzBzMAAAAAABPRYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAAAAAMBENJgBAAAAAJiIBjMAAAAAABPRYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAAAAAMBENJgBAAAAAJiIBjMAAAAAABPRYAYAAAAAYCIazAAAAAAATESDGQBWgKraUFVvraq/qKo9VfXMqtpYVVdX1SfGXx8+dE4AAADWFg1mAFgZLkrye939zUmelGRPklcmeVd3Py7Ju8bbAAAAsGw0mAFgzlXVNyT5riSXJEl339PdB5I8P8ml49MuTfKCIfIBAACwdmkwA8D8OyvJ/iS/XlUfqKpfraqTkpzS3TePz7klySmHu3NVXVhV11XVdfv371+myAAAAKwFGswAMP/WJfn2JL/S3U9JcmcOmQ6juztJH+7O3X1xd2/t7q2bNm2aeVgAAADWDg1mAJh/+5Ls6+7d4+23ZtRw/mxVnZok46+3DpQPAACANWpJDeaq+tdV9bGq+mhV/VZVra+qs6pqd1VdX1VvrqoHTyssAKxF3X1Lkk9X1ePHu85N8vEkVyW5YLzvgiRXDhAPAACANWziBnNVnZ7kJ5Ns7e5vTXJikpckeW2SX+ruxyb5QpKXTSMoAKxx/yrJb1bVh5M8OckvJHlNkvOq6hNJnjveBgAAgGWzbgr3/7qq+kqSr09yc5Jzkpw/Pn5pklcn+ZUlXgcA1rTu/mCSrYc5dO4yRwEAAIC/NfEI5u6+Kcl/THJjRo3lLyZ5X5ID3X3v+LR9SU4/3P2taA8AAAAAsLItZYqMhyd5fpKzkpyW5KQk33Os97eiPQAAAADAyraURf6em+ST3b2/u7+S5G1JnpVkQ1UdnHpjIclNS8wIAAAAAMAcWsoczDcmeUZVfX2SL2c0B+R1Sa5J8sIkb4oV7VkB9uzZkztv2Z99d1w+dBSm6Ct33JY9uX3oGAAAAACr2lLmYN6d5K1J3p/kI+PHujjJK5K8vKquT/KIJJdMIScAAAAAAHNmKSOY092vSvKqQ3bvTfK0pTwuLKctW7bkCzk5j3rSeUNHYYpu/dDV2bJlYegYAAAAAKvaUuZgBgAAAABgDVvSCGYAAIDltGfPnnxx/xfzV2/7xNBRmKK7DtyVPXfuGToGADABI5gBAAAAAJiIEcwAAMCKsWXLltxx0h15zDlnDB2FKbrh3Tdmyxlbho4BAEzACGYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIg5mCHJPXccyK0funroGDN31203J0nWbzx14CSzd88dB5IsDB0DgEWuuOKK7Nu3b+gYM3fwOV500UUDJ1keCwsL2bZt29AxAAAYiAYza97CwkKePXSIZbJ7901JkqdvWQuN14UsLKyF5wmwcuzbty/XvvejefBDNwwdZabuunf0IcE/27P6m+n33HFgzfx/FAAAh6fBzJq3lkbc7Ny5M0myY8eOgZMAsFY9+KEb8qgnnTd0DKZkLXwCDACAozMHMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIgGMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAAAAAACaybugAAAAAx+PuA3fnhnffOHSMmbvzljuTJCd940kDJ5m9uw/cnZwxdAoAYBIazAAAwIqxsLCQs3P20DGWxe6bdydJnnrGUwdOsgzOGP1sAYCVR4MZAABYMbZt2zZ0hGWzc+fOJMmOHTsGTgIAcGTmYAYAAAAAYCIazAAAAAAATESDGQAAAACAiWgwAwAAAAAwEQ1mAAAAAAAmosEMAAAAAMBE1g0dANaqXbt2Ze/evct6zYPX27lz57Jed/Pmzdm+ffuyXhMAAACA2dNghjVk/fr1Q0cAAAAAYBXRYIaBGNELAAAAwEpnDmYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIgGMwAAAAAAE1lSg7mqNlTVW6vqL6pqT1U9s6o2VtXVVfWJ8deHTyssAAAAAADzY6kjmC9K8nvd/c1JnpRkT5JXJnlXdz8uybvG2wAAAAAArDITN5ir6huSfFeSS5Kku+/p7gNJnp/k0vFplyZ5wdIiAgAAAAAwj5YygvmsJPuT/HpVfaCqfrWqTkpySnffPD7nliSnLDUkAAAAAADzZykN5nVJvj3Jr3T3U5LcmUOmw+juTtKHu3NVXVhV11XVdfv3719CDAAAAAAAhrCUBvO+JPu6e/d4+60ZNZw/W1WnJsn4662Hu3N3X9zdW7t766ZNm5YQAwAAAACAIUzcYO7uW5J8uqoeP951bpKPJ7kqyQXjfRckuXJJCQEAAAAAmEvrlnj/f5XkN6vqwUn2JvmxjJrWb6mqlyW5IcmLl3gNAAAAAADm0JIazN39wSRbD3Po3KU8LgAAq8+ePXty5y37s++Oy4eOwpR85Y7bsie3Dx0DAIABLWUOZgAAAAAA1rClTpGx5uzatSt79+5d1mt+5jOfSZKcdtppy3rdJNm8eXO2b9++7NcFAFafLVu25As5OY960nlDR2FKbv3Q1dmyZWHoGAAADEiDeQW46667ho4AAAAAAPA1NJiP0xCjeXfu3Jkked3rXrfs1wZgflTViUmuS3JTdz+vqs5K8qYkj0jyviQ/0t33DJkRAACAtcUczACwcuxIsmfR9muT/FJ3PzbJF5K8bJBUAAAArFkazACwAlTVQpLvT/Kr4+1Kck6St45PuTTJCwYJBwAAwJpligwAWBnekGRnkpPH249IcqC77x1v70ty+gC5ZmYtLaxrUV0AAGClMoIZAOZcVT0vya3d/b4J739hVV1XVdft379/yulWl7vuusviugAAAMfBCGYAmH/PSvIDVfV9SdYneViSi5JsqKp141HMC0luOtydu/viJBcnydatW3t5Ii+dhXUBAADmnxHMADDnuvtnunuhu89M8pIk7+7uH05yTZIXjk+7IMmVA0UEAABgjdJgBoCV6xVJXl5V12c0J/MlA+cBAABgjTFFBgCsIN19bZJrx7f3JnnakHkAAABY24xgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIgGMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADAAAAADARDWYAAAAAACaiwQwAAAAAwETWDR1gKa644ors27dv6Bgzd/A5XnTRRQMnWR4LCwvZtm3b0DEAAAAAgAewohvM+/btyyf+4F3ZdOKJQ0eZqYfc+5UkyYFrrh02yDLYf999yXPPHToGAAAAAHAMVnSDOUk2nXhiXnTyyUPHYEouv/32oSMAAAAAAMfIHMwAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAATWTd0AABgvl1xxRXZt2/f0DGWxcHnedFFFw2cZPYWFhaybdu2oWMAAAArnAYzAHBU+/btyyf+4F3ZdOKJQ0eZuYfc+5UkyYFrrh02yIztv+++5LnnDh0DAABYBTSYAVawXbt2Ze/evct+3c985jNJktNOO21Zr7t58+Zs3759Wa/JyKYTT8yLTj556BhMyeW33z50BAAAYJXQYAbguN11111DRwAAAADmwIpuMO/Zsye33XN39h+4b+goTMmt992bjXv2DB0DVoyhRvPu3LkzSfK6171ukOsDAAAA8+GEpT5AVZ1YVR+oqt8Zb59VVbur6vqqenNVPXjpMQEAAAAAmDfTGMG8I8meJA8bb782yS9195uqaleSlyX5lSlc52ts2bIlB275rDkhV5HLb789G7ZsGToGAAAAAHAMljSCuaoWknx/kl8db1eSc5K8dXzKpUlesJRrAAAAAAAwn5Y6RcYbkuxMcv94+xFJDnT3vePtfUlOP9wdq+rCqrquqq7bv3//EmMAAAAAALDcJm4wV9Xzktza3e+b5P7dfXF3b+3urZs2bZo0BgAAAAAAA1nKHMzPSvIDVfV9SdZnNAfzRUk2VNW68SjmhSQ3LT0mAAAAAADzZuIRzN39M9290N1nJnlJknd39w8nuSbJC8enXZDkyiWnBAAAAABg7ix1DubDeUWSl1fV9RnNyXzJDK4BAAAAAMDAljJFxt/q7muTXDu+vTfJ06bxuAAAAAAAzK9ZjGAGAAAAAGAN0GAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIlMZZG/Ie2/775cfvvtQ8eYqU/d+5UkyZnrHjRwktnbf9992TB0CAAAAADgmKzoBvPCwkLy3HOHjjFzd+/enSTZ8PSnD5xk9jZk/HMFAAAAAObeim4wb9u2begIy2Lnzp1Jkh07dgycBAAAAADg76zoBjPAPLniiiuyb9++oWMsi4PP86KLLho4yewtLCysmT9oAgAAwPHSYAaYkn379uVPPvwneciGhwwdZea+XF9Okrz3xvcOnGS27j5wd87O2UPHAAAAgLmlwQwwRQ/Z8JA85pwzho7BlNzw7huHjgAAAABzTYMZADiqPXv25LZ77s7+A/cNHYUpufW+e7Nxz55Brn3PHQdy64euHuTay+Wu225OkqzfeOrASWbvnjsOJLFAMwDAWqbBDADAslhYWMizhw6xDHbvvilJ8vQta6HxupCFhbXwPAEAOBINZgDgqLZs2ZIDt3w2Lzr55KGjMCWX3357NmzZsuzXXSsLZu7cuTNJsmPHjoGTAADA7J0wdAAAAAAAAFYmDWYAAAAAACaiwQwAAAAAwEQ0mAEAAAAAmIgGMwAAAAAAE9FgBgAAAABgIhrMAAAAAABMRIMZAAAAAICJaDADwJyrqkdX1TVV9fGq+lhV7Rjv31hVV1fVJ8ZfHz50VgAAANYWDWYAmH/3Jvk33f2EJM9I8hNV9YQkr0zyru5+XJJ3jbcBAABg2WgwA8Cc6+6bu/v949u3J9mT5PQkz09y6fi0S5O8YJCAAAAArFkazACwglTVmUmekmR3klO6++bxoVuSnHKE+1xYVddV1XX79+9fnqAAAACsCRrMALBCVNVDk1yR5Ke6+28WH+vuTtKHu193X9zdW7t766ZNm5YhKQAAAGuFBjMArABV9aCMmsu/2d1vG+/+bFWdOj5+apJbh8oHAADA2rRu6AAAwNFVVSW5JMme7v7FRYeuSnJBkteMv145qwz777svl99++6wefm586t6vJEnOXPeggZPM1v777suGoUMAAACrggYzwJTs2bMnX9z/xfzV2z4xdBSm5K4Dd2XPnXuGjpEkz0ryI0k+UlUfHO/72Yway2+pqpcluSHJi2dx8YWFheS5587ioefO3bt3J0k2PP3pAyeZrQ0Z/1wBAACWSIMZAOZcd/9JkjrC4Zl3frdt2zbrS8yNnTt3Jkl27NgxcBIAAICVQYMZYEq2bNmSO066I48554yhozAlN7z7xmw5Y8vQMdasXbt2Ze/evct6zYPXO9hoXi6bN2/O9u3bl/WaAAAA06DBDAAwtn79+qEjAAAArCgazADAXDKiFwAAYP6dMHQAAAAAAABWJg1mAAAAAAAmYoqM47SWFhxKLDoEAAAAAByZBvMKYMEhAAAAAGAeaTAfJ6N5AQAAAABGzMEMAAAAAMBENJgBAAAAAJjIxFNkVNWjk7wxySlJOsnF3X1RVW1M8uYkZyb5VJIXd/cXlh4VAACOjwWaAQBgtpYygvneJP+mu5+Q5BlJfqKqnpDklUne1d2PS/Ku8TYAAKwJ69evt0gzAABrxsQjmLv75iQ3j2/fXlV7kpye5PlJnj0+7dIk1yZ5xZJSAgDABIzmBQCA2ZrKHMxVdWaSpyTZneSUcfM5SW7JaAqNw93nwqq6rqqu279//zRiAAAAAACwjJbcYK6qhya5IslPdfffLD7W3Z3R/Mxfo7sv7u6t3b1106ZNS40BAAAAAMAyW1KDuaoelFFz+Te7+23j3Z+tqlPHx09NcuvSIgIAAAAAMI8mbjBXVSW5JMme7v7FRYeuSnLB+PYFSa6cPB4AAAAAAPNq4kX+kjwryY8k+UhVfXC872eTvCbJW6rqZUluSPLiJSUEAAAY2K5du7J3795lvebB6+3cuXNZr7t582YLZAIAx2ziBnN3/0mSOsLhcyd9XAAAAJL169cPHQEA4AEtZQQzAADAmmBELwDA4WkwA0zR3Qfuzg3vvnHoGDN35y13JklO+saTBk4yW3cfuDs5Y+gUAAAAML80mAGmZGFhIWfn7KFjLIvdN+9Okjz1jKcOnGTGzhj9XAEAAIDD02AGmJJt27YNHWHZHFxsaMeOHQMnAQAAAIZ0wtABAAAAAABYmTSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYiAYzAAAAAAAT0WAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYyLqhAwAwuV27dmXv3r3Lft2D19y5c+eyXnfz5s3Zvn37sl4TAAAAODINZgCO2/r164eOAAAAAMwBDWaAFcxoXgAAAGBI5mAGAAAAAGAiGswAAAAAAExEgxkAAAAAgIloMAMAAAAAMBENZgAAAAAAJqLBDAAAAADARDSYAQAAAACYyMwazFX1PVX1l1V1fVW9clbXAYC1TL0FAABgSDNpMFfViUn+a5LvTfKEJC+tqifM4loAsFaptwAAAAxtViOYn5bk+u7e2933JHlTkufP6FoAsFaptwAAAAxq3Ywe9/Qkn160vS/J0xefUFUXJrlwvHlHVf3ljLKsFo9M8rmhQ7AqeC0xLV5LD+wxM378B6y3iZo7Aa9tpsHriGnxWnpgs663AMBRzKrB/IC6++IkFw91/ZWmqq7r7q1D52Dl81piWryWVg419/h4bTMNXkdMi9cSADDvZjVFxk1JHr1oe2G8DwCYHvUWAACAQc2qwfzeJI+rqrOq6sFJXpLkqhldCwDWKvUWAACAQc1kiozuvreq/mWSdyY5McmvdffHZnGtNcRHm5kWryWmxWtpYOrtzHhtMw1eR0yL1xIAMNequ4fOAAAAAADACjSrKTIAAAAAAFjlNJgBAAAAAJiIBjMAAAAAABPRYAYAAAAAYCLrhg7AkVXVKUl+Iclp3f29VfWEJM/s7ksGjsYKUlXPTPKPk3xnklOTfDnJR5P8bpL/0d1fHDAeK0RVLSR5SUavo9Py1a+jd3T3/QPGgyVRb5kG9ZZpUG8BgJWounvoDBxBVb0jya8n+Xfd/aSqWpfkA939bQNH+/+3d/fBm5V1Hcffn2VFfCoglFBDHgSMEiEiCUkTfGhK0cFgfcpmfMjJMoyxqak/MP9ocpohrIbMJFPHwJKEVSYwRwQHH5BV8AlIJgxMEljQUmTX4Nsf973jr3Vdlt999ned6z7v1wzD71xnmfn8sTsfznevcx11Yv576OvAxcA1wO3AXsDhwDOB5wNnV9XGZiE1ekneCTwO+BA7/n10LPAHVXVls5DSAuxbLcq+1RDsW0mS1CsHzCOW5DNVdVySz1XVMfO1a6vq6MbR1Ikk+1XVnYv+Gk1bkp+uqi/u5P6ewIFVddMaxpIGY99qUfathmDfSpKkXnlExrh9J8mPAQWQ5HjA1yu1y3blQdaHXT2QlQ+7Sfadr9214v5WwIdd9cy+1ULsWw3BvpUkSb3yI3/jdiawETg0yVXAu4HXt42k3iTZkOSQ+c9HJbkpydeTvKh1NvUhyYFJLkhyB/Bp4Ookt8/XDmocTxqCfauF2bdalH0rSZJ65REZIzc/B/IIIMCNVfW9xpHUmSTXAE+rqi1JLgbeDnwWuKyqjmqbTj1I8kngHOD9VXXffG0P4DTgDVV1fMN40iDsWy3KvtWi7FtJktQrB8wjluTUHSx/C/hCVd2+1nnUnyRnAa8F3gbsAfw28JfMXgN/JXAe8DE/FqOdSfKVqjrswd6TemHfalH2rYZg30qSpF45YB6xJJcAPw9cPl/6RWATcDDw5qp6T6No6kiSjzF7sH00cGxVvWy+/omqOqFlNvUhyQXAXcC7gFvnyz8B/DqwX1Wd3iqbNAT7VkOwb7Uo+1aSJPXKj/yN23rgJ6vqGwBJ9md2LuRTgSsBH3i1K34TeBOwBXgjQJIjgUsaZlJfXgG8Cvhj4HHztf9kdmbtea1CSQOybzUE+1aLsm8lSVKX3ME8Ykm+XFVHrrgO8KWqOjLJ56rqmIbx1JEke1XVvdut7bvyy+SSNFX2rYZi30qSJGmK3ME8bh9L8iHgn+bXL5qvPQL4ZrNU6tGFSV5QVf8LkOQA4EPAsW1jqQfzj5+9Cngh/39H1cXAeX4MTUvAvtVQ7Futmn0rSZJ65Q7mEZvvoDoVOHG+dDewf1X9VrtU6lGS1wC/DPwqs7P8NgJvrKoPNw2mLiQ5n9mQ7V3A1+bLj2d2JuS+VbWhUTRpEPathmLfahH2rSRJ6pU7mEesqirJvwPHA6cBNwMXtk2lHlXV3ybZE7gIOAh4bVV9omko9eTYqjp8u7WvAZ9K8m8tAklDsm81FPtWC7JvJUlSlxwwj1CSw4GXzP+5E3gfs93mz2waTN1JcubKS+BA4Frg+CTHV9XZTYKpN3clOQ24sKruB0iyjtkg7u6myaQF2Lcain2rgdi3kiSpSw6Yx+kG4OPA86rqJoAkv9s2kjr1qO2u//mHrEs782LgLcC5SbY94O4NXD6/J/XKvtVQ7FsNwb6VJEld8gzmEUryQmb/E/k04FLgAuAdVXVwy1ySlOTHAKpqc+ss0qLsW0ljZd9KkqSerGsdQD+oqi6qqhcDT2K2Y+ENwGOS/HWS5zQNp64k+dskP/1D7j0iySuTvGytc6lfVbV55cNukme3zCMtwr7VUOxbDc2+lSRJPXEHcyeS7MPs/LUNVXVy6zzqQ5KjgT8Engx8EbgD2As4DPgR4O+At1XVllYZ1bckt1TVga1zSEOxb7Ua9q12N/tWkiSNmQNmaQKSPBL4WeAA4LvA9VV1Y9tU6kWSjT/sFnBSVT1iLfNI0ljZt1qEfStJknrlgFmStFPzDw29HPj29reA91XV/mufSpKk5WLfSpKkXq1vHUCSNHqfAu6pqiu2v5HEnXmSJA3DvpUkSV1yB7MkSZIkSZIkaVXWtQ4gae0keXjrDFoOSZ7XOoMkjZV9q6HYt5IkqQcOmKUJSHJCki8DN8yvn5Lk3Max1Lc3tw4gSWNj32o3sG8lSdLoOWCWpuHPgecCmwGq6jrg6U0TqXdpHUCSRsi+1dDsW0mSNHoOmKWJqKpbt1u6r0kQLYvXtg4gSWNk32pg9q0kSRo9B8zSNNya5ASgkjwkyRuB61uHUr+q6mqAJM9unUWSRsS+1aDsW0mS1INUVesMknazJPsBbwWexexVyw8DZ1TV5qbB1L0kt1TVga1zSNIY2LfaXexbSZI0Zg6YJUk7lWTjD7sFnFRVj1jLPJIkLSP7VpIk9Wp96wCSdr8kBwOvBw5ixZ/7qjqlVSZ15ReAlwPf3m49wM+tfRxJGif7VguybyVJUpccMEvTcBFwHvBB4P62UdShTwH3VNUV299IcmODPJI0Vhdh32r17FtJktQlj8iQJiDJp6vqqa1zSJK0zOxbSZIkTZEDZmkCkrwUOIzZx4a2bFuvqs82C6VuJEk9QFnsyq+RpGVn32oR9q0kSeqVR2RI0/Bk4NeAk/j+K7s1v5YeyOVJLgQurqpbti0m2RM4Efh14HLg79vEk6TRsG+1CPtWkiR1yR3M0gQkuQk4sqq2ts6i/iTZC3gl8DLgYOCbwF7AHsx26Z1bVZ9rFlCSRsK+1SLsW0mS1CsHzNIEJLkI+I2qur11FvUtyUOA/YDvVtU3G8eRpFGxbzUU+1aSJPXEIzKkadgbuCHJZ/j/Z0Ke0iyRulRV3wNua51DkkZqb+xbDcC+lSRJPXHALE3DWa0DSJI0AfatJEmSJscjMqSJSLI/cNz88mpf35UkaXj2rSRJkqZmXesAkna/JKcDVwOnAacDn07yq21TqUdJnpDkWfOfH5bkUa0zSdJY2Lcain0rSZJ64g5maQKSXAc8e9suqiSPBj5SVU9pm0w9SfIa4DeAfavq0CSHAW+rqpMbR5OkUbBvNQT7VpIk9cYdzNI0rNvuFd3N+OdfD95vAU8D/hugqr4CPKZpIkkaF/tWQ7BvJUlSV/zInzQNlya5DDh/fr0B+JeGedSnLVW1NQkASdYDvgYjSd9n32oI9q0kSeqKA2ZpAqrq95KcCpw4X3p7VX2gZSZ16Yokfwg8LMmzgdcBH2ycSZJGw77VQOxbSZLUFc9gliYgycHAbVV17/z6YcD+VfXVpsHUlcy2Ur0aeA4Q4DLgHWWRSBJg32oY9q0kSeqNA2ZpApJcA5xQVVvn13sCV1XVcW2TqRdJ9gC+VFVPap1FksbKvtWi7FtJktQjPzoiTcP6bQ+7APOf92yYR52pqvuAG5Mc2DqLJI2YfauF2LeSJKlHnsEsTcMdSU6pqo0ASV4A3Nk4k/qzD/ClJFcD39m2WFWntIskSaNi32oI9q0kSeqKR2RIE5DkUOC9wGOZneV3K/CKqrqpaTB1JckzdrReVVesdRZJGiP7VkOwbyVJUm8cMEsTkuSRAFX17dZZ1Kck+wPbzhK9uqpub5lHksbIvtWi7FtJktQTB8zSBCR5KPAi4CBWHI1TVW9ulUn9SXI68GfAx5jtzPsF4Peq6v0tc0nSWNi3GoJ9K0mSeuMZzNI0XAx8C9gEbGmcRf36I+C4bbuokjwa+AjgA68kzdi3GoJ9K0mSuuKAWZqGx1fVL7UOoe6t2+4V3c3AulZhJGmE7FsNwb6VJEldccAsTcMnkjy5qr7QOoi6dmmSy4Dz59cbgH9pmEeSxsa+1RDsW0mS1BXPYJYmIMmXgScCNzN7ZTdAVdVRTYOpO0lOBU6cX368qj7QMo8kjYl9q6HYt5IkqScOmKUJSPKEHa1X1X+sdRb1K8nBwG1Vde/8+mHA/lX11abBJGkk7FsNwb6VJEm9ccAsLbEk++7sflXdtVZZ1L8k1wAnVNXW+fWewFVVdVzbZJLUln2rIdm3kiSpN57BLC23TUAxe0V3ewUcsrZx1Ln12x52Aapq6/yhV5Kmzr7VkOxbSZLUFQfM0hKrqoNbZ9BSuSPJKVW1ESDJC4A7G2eSpObsWw3MvpUkSV3xiAxJ0i5JcijwXuCxzHbp3Qq8oqpuahpMkqQlYt9KkqTeOGCWJD0oSR4JUFXfbp1FkqRlZd9KkqRerGsdQJI0bkmen+QJK5bOBK5KsnH+pXtJkrQg+1aSJPXKHczSEvOr9hpCks8Dx1fVPUmeB5wNvAQ4Bjitqp7bNKAkNWbfagj2rSRJ6pUf+ZOWm1+11xCqqu6Z/3wqcF5VbQI2JXldw1ySNBb2rYZg30qSpC45YJaWmF+110AyPwfyHuBk4NwV9/ZqE0mSxsO+1UDsW0mS1CUHzNJEJNkHOIwVDyhVdWW7ROrIOcC1wH8D11fVNQBJjgFuaxdLksbHvtUCzsG+lSRJHfIMZmkCkrwaOAN4PLMHl+OBT1bVSS1zqR9JHgc8Briuqu6frx0APKSqbmkaTpJGwr7VouxbSZLUIwfM0gQk+QJwHPCpqjo6yZOAP6mqUxtHkyRpadi3kiRJmqJ1rQNIWhP3VtW9AEkeWlU3AEc0ziRJ0rKxbyVJkjQ5nsEsTcPXkuwNXAT8a5K7gf9omkiSpOVj30qSJGlyPCJDmpgkzwB+FLi0qra2zqN+JNl3B8v/U1XfW/MwkjRy9q1Wy76VJEm9ccAsTUCSA3e07sdi9GAk+SrwE8DdQIC9gf8CvgG8pqo2NQsnSSNg32oI9q0kSeqNR2RI03AJUMweUvYCDgZuBH6qZSh151+B91fVZQBJngO8CHgncC7w1IbZJGkM7FsNwb6VJEldcQezNEFJfgZ4XVW9unUW9SPJF6rqydutfb6qjkpybVUd3SiaJI2SfavVsG8lSVJv3MEsTVBVfTaJu1/0YN2W5PeBC+bXG4BvJNkDuL9dLEkaJ/tWq2TfSpKkrjhgliYgyZkrLtcBPwN8vVEc9eulwFnARfPrq+ZrewCnN8okSaNh32og9q0kSeqKR2RIE5DkrBWX/wt8Fbiwqu5tk0iSpOVj30qSJGmKHDBLknZJksOBNwIHseINmKo6qVUmSZKWjX0rSZJ644BZmgAfVDSEJNcBbwM2AfdtW6+qTc1CSdKI2Lcagn0rSZJ644BZmgAfVDSEJJuq6tjWOSRprOxbDcG+lSRJvXHALE2ADyoaQpI3AbcDHwC2bFuvqrtaZZKkMbFvNQT7VpIk9cYBszQBPqhoCElu3sFyVdUhax5GkkbIvtUQ7FtJktQbB8zSBPigIknS7mffSpIkaYocMEuSdirJSVX10SSn7uh+Vf3zWmeSJGnZ2LeSJKlX6x/4l0haBklO4Ae/av/uZoHUk2cAHwWev4N7BfjAK0lz9q0WYN9KkqQuuYNZmoAk7wEOBa7l+1+1r6r6nWahJElaMvatJEmSpsgBszQBSa4Hjiz/wGsVkpy5s/tVdfZaZZGkMbNvtQj7VpIk9cojMqRp+CLw48BtrYOoS4+a//sI4Dhg4/z6+cDVTRJJ0jjZt1qEfStJkrrkDmZpApJcDhzN7OFky7b1qjqlVSb1J8mVwK9U1f/Mrx8FXFJVT2+bTJLGwb7VEOxbSZLUG3cwS9PwptYBtBT2B7auuN46X5MkzbypdQAtBftWkiR1xQGzNAFVdcXK6yQnAi8BrtjxfyHt0LuBq5N8YH79QuBd7eJI0rjYtxqIfStJkrriERnSRCQ5BngpcBpwM3BhVf1V21TqTZJjgRPnl1dW1eda5pGksbFvNQT7VpIk9cQdzNISS3I4s51TLwHuBN7H7C+Wntk0mHp2LbOPV60HSHJgVd3SNJEkNWbfaje4FvtWkiR1wh3M0hJLcj/wceBVVXXTfO3fq+qQtsnUoySvB84CvgHcBwSoqjqqaTBJasy+1ZDsW0mS1Bt3MEvL7VTgxcDlSS4FLmD2kCKtxhnAEVW1uXUQSRoZ+1ZDsm8lSVJX1rUOIGn3qaqLqurFwJOAy4E3AI9J8tdJntM0nHp0K/Ct1iEkaWzsWw3MvpUkSV3xiAxpYpLsw+zDQxuq6uTWedSPJOcBRwCXAFu2rVfV2c1CSdJI2bdaLftWkiT1xgGzJGmXJDlrR+tV9cdrnUWSpGVl30qSpN44YJYkPShJHl5V97TOIUnSMrNvJUlSLzyDWZK0S5L8fJIvAzfMr5+S5NzGsSRJWir2rSRJ6o0DZknSrjoHeC6wGaCqrgOe3jKQJElL6BzsW0mS1BEHzJKkXVZVt263dF+TIJIkLTH7VpIk9WR96wCSpG7cmuQEoJI8BDgDuL5xJkmSlo19K0mSuuJH/iRJuyTJfsBbgWcxewPmMuCMqtrcNJgkSUvEvpUkSb1xwCxJkiRJkiRJWhXPYJYk7ZIkhyT5YJI7ktye5OIkh7TOJUnSMrFvJUlSbxwwS5J21T8A/wgcADwW+Cfg/KaJJElaPvatJEnqikdkSJJ2SZLPV9VR261dV1VPaZVJkqRlY99KkqTeOGCWJO2SJG8B7gYuAArYAOwD/BlAVd3VLp0kScvBvpUkSb1xwCxJ2iVJbt7J7aoqz4eUJGlB9q0kSeqNA2ZJkiRJkiRJ0qr4kT9J0k4lOS7Jj6+4fsX8i/Z/kWTfltkkSVoW9q0kSeqVA2ZJ0gP5G2ArQJKnA38KvBv4FvD2hrkkSVom9q0kSerS+tYBJEmjt8eKDwptAN5eVRcCFya5tl0sSZKWin0rSZK65A5mSdID2SPJtr+QPBn46Ip7/kWlJEnDsG8lSVKX/B8VSdIDOR+4IsmdwHeBjwMkeSKz13YlSdLi7FtJktSlVFXrDJKkkUtyPHAA8OGq+s587XDgkVX12abhJElaEvatJEnqkQNmSZIkSZIkSdKqeAazJEmSJEmSJGlVHDBLkiRJkiRJklbFAbMkSZIkSZIkaVUcMEuSJEmSJEmSVuX/ABWHByVLl884AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1440x1440 with 8 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["plt.figure(figsize = (20,20), tight_layout = True)\n","\n","for i in X['labels'].unique(): \n","\n","    plt.subplot(3,3,i+1)\n","    sns.boxplot(data = X.loc[X['labels'] == i, ['Age', 'Annual Income (k$)', 'Spending Score (1-100)']], palette = 'Set1', boxprops=dict(alpha=0.8))\n","    \n","    males = len(X.loc[(X['labels'] == i) & (X['Gender'] == 0)]['Gender'])\n","    females = len(X.loc[(X['labels'] == i)  &  (X['Gender'] == 1)]['Gender'])\n","\n","    plt.xticks( rotation = 90)\n","    plt.title(f'Cluster {i}, Males: {males}, Females: {females}')\n","    plt.ylim(ymin=0)"]},{"cell_type":"markdown","id":"3519118e","metadata":{"papermill":{"duration":0.016454,"end_time":"2022-09-10T15:31:39.546593","exception":false,"start_time":"2022-09-10T15:31:39.530139","status":"completed"},"tags":[]},"source":["## 3. Conclusion\n","#### - <i><font size = 3.5>The four clusters with highest spending scores are males and females with mid to high income between 25 and 35 years old</font></i>\n","#### - <i><font size = 3.5>Second according to spending are people above 50 years old with relatively hight income</font></i>\n","#### - <i><font size = 3.5>There are 2 groups around 40 years old (males and females) with very high income and very low spending scores</font></i>"]},{"cell_type":"code","execution_count":null,"id":"efc9fe56","metadata":{"papermill":{"duration":0.015527,"end_time":"2022-09-10T15:31:39.578929","exception":false,"start_time":"2022-09-10T15:31:39.563402","status":"completed"},"tags":[]},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"id":"20b87025","metadata":{"papermill":{"duration":0.01526,"end_time":"2022-09-10T15:31:39.609906","exception":false,"start_time":"2022-09-10T15:31:39.594646","status":"completed"},"tags":[]},"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":"3.7.12"},"papermill":{"default_parameters":{},"duration":24.61526,"end_time":"2022-09-10T15:31:40.649293","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-09-10T15:31:16.034033","version":"2.3.4"}},"nbformat":4,"nbformat_minor":5}