{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Chap5.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyOXnkJScNxNB4436Ucxv1a2"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"LjqnUN-wT0iM"},"source":["# 5-1 결정 트리"]},{"cell_type":"code","metadata":{"id":"y1KgcOepwMAx","executionInfo":{"status":"ok","timestamp":1617302221340,"user_tz":-540,"elapsed":1774,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["import pandas as pd\n","wine = pd.read_csv('https://bit.ly/wine-date')"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":204},"id":"by46b0X7wtjW","executionInfo":{"status":"ok","timestamp":1617302221344,"user_tz":-540,"elapsed":1773,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"99b4b90a-5cbb-4871-b17f-423215e88aaa"},"source":["wine.head()"],"execution_count":3,"outputs":[{"output_type":"execute_result","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>alcohol</th>\n","      <th>sugar</th>\n","      <th>pH</th>\n","      <th>class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>9.4</td>\n","      <td>1.9</td>\n","      <td>3.51</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>9.8</td>\n","      <td>2.6</td>\n","      <td>3.20</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>9.8</td>\n","      <td>2.3</td>\n","      <td>3.26</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>9.8</td>\n","      <td>1.9</td>\n","      <td>3.16</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>9.4</td>\n","      <td>1.9</td>\n","      <td>3.51</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   alcohol  sugar    pH  class\n","0      9.4    1.9  3.51    0.0\n","1      9.8    2.6  3.20    0.0\n","2      9.8    2.3  3.26    0.0\n","3      9.8    1.9  3.16    0.0\n","4      9.4    1.9  3.51    0.0"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ubZ0GA96wveT","executionInfo":{"status":"ok","timestamp":1617302221347,"user_tz":-540,"elapsed":1769,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"b199b2f4-acc0-491e-d735-d944998fdf7b"},"source":["wine.info()"],"execution_count":4,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 6497 entries, 0 to 6496\n","Data columns (total 4 columns):\n"," #   Column   Non-Null Count  Dtype  \n","---  ------   --------------  -----  \n"," 0   alcohol  6497 non-null   float64\n"," 1   sugar    6497 non-null   float64\n"," 2   pH       6497 non-null   float64\n"," 3   class    6497 non-null   float64\n","dtypes: float64(4)\n","memory usage: 203.2 KB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":297},"id":"gRFnVSkDxYB7","executionInfo":{"status":"ok","timestamp":1617302221350,"user_tz":-540,"elapsed":1769,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"3441ac56-57a3-4439-e256-e5b4b0ea7f90"},"source":["wine.describe()"],"execution_count":5,"outputs":[{"output_type":"execute_result","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>alcohol</th>\n","      <th>sugar</th>\n","      <th>pH</th>\n","      <th>class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>count</th>\n","      <td>6497.000000</td>\n","      <td>6497.000000</td>\n","      <td>6497.000000</td>\n","      <td>6497.000000</td>\n","    </tr>\n","    <tr>\n","      <th>mean</th>\n","      <td>10.491801</td>\n","      <td>5.443235</td>\n","      <td>3.218501</td>\n","      <td>0.753886</td>\n","    </tr>\n","    <tr>\n","      <th>std</th>\n","      <td>1.192712</td>\n","      <td>4.757804</td>\n","      <td>0.160787</td>\n","      <td>0.430779</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>8.000000</td>\n","      <td>0.600000</td>\n","      <td>2.720000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>9.500000</td>\n","      <td>1.800000</td>\n","      <td>3.110000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>10.300000</td>\n","      <td>3.000000</td>\n","      <td>3.210000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>11.300000</td>\n","      <td>8.100000</td>\n","      <td>3.320000</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>14.900000</td>\n","      <td>65.800000</td>\n","      <td>4.010000</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           alcohol        sugar           pH        class\n","count  6497.000000  6497.000000  6497.000000  6497.000000\n","mean     10.491801     5.443235     3.218501     0.753886\n","std       1.192712     4.757804     0.160787     0.430779\n","min       8.000000     0.600000     2.720000     0.000000\n","25%       9.500000     1.800000     3.110000     1.000000\n","50%      10.300000     3.000000     3.210000     1.000000\n","75%      11.300000     8.100000     3.320000     1.000000\n","max      14.900000    65.800000     4.010000     1.000000"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"JECiaY6cxsvV","executionInfo":{"status":"ok","timestamp":1617302221353,"user_tz":-540,"elapsed":1769,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["data = wine[['alcohol', 'sugar', 'pH']].to_numpy()\n","target = wine['class'].to_numpy()"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"p4mOt4lPy4Bm","executionInfo":{"status":"ok","timestamp":1617302221355,"user_tz":-540,"elapsed":1769,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["from sklearn.model_selection import train_test_split\n","train_input, test_input, train_target, test_target = train_test_split(data, target, test_size=0.2, random_state=42)"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_CdZPpWH0tAV","executionInfo":{"status":"ok","timestamp":1617302221362,"user_tz":-540,"elapsed":1773,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"3293943b-5b57-4517-8f02-90793633dbf3"},"source":["print(train_input.shape, test_input.shape)"],"execution_count":8,"outputs":[{"output_type":"stream","text":["(5197, 3) (1300, 3)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"tMVZus_l0xxU","executionInfo":{"status":"ok","timestamp":1617302221369,"user_tz":-540,"elapsed":1777,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["from sklearn.preprocessing import StandardScaler\n","ss = StandardScaler()\n","ss.fit(train_input)\n","train_scaled = ss.transform(train_input)\n","test_scaled = ss.transform(test_input)"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HwfCNU2Q1CMa","executionInfo":{"status":"ok","timestamp":1617302221372,"user_tz":-540,"elapsed":1778,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"dfe79f4b-18fd-4586-87bd-6b4677c0e98f"},"source":["from sklearn.linear_model import LogisticRegression\n","lr = LogisticRegression()\n","lr.fit(train_scaled, train_target)\n","print(lr.score(train_scaled, train_target))\n","print(lr.score(test_scaled, test_target))"],"execution_count":10,"outputs":[{"output_type":"stream","text":["0.7808350971714451\n","0.7776923076923077\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LC_t-35q1b1d","executionInfo":{"status":"ok","timestamp":1617302221374,"user_tz":-540,"elapsed":1777,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"413a54f8-bcbe-403a-9e1f-7048a765e682"},"source":["print(lr.coef_, lr.intercept_)"],"execution_count":11,"outputs":[{"output_type":"stream","text":["[[ 0.51270274  1.6733911  -0.68767781]] [1.81777902]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"chQcxP-s1gJG","executionInfo":{"status":"ok","timestamp":1617302221376,"user_tz":-540,"elapsed":1765,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"fba18846-6066-44d6-c433-72aae3d09b6c"},"source":["from sklearn.tree import DecisionTreeClassifier\n","dt = DecisionTreeClassifier(random_state=42)\n","dt.fit(train_scaled, train_target)\n","print(dt.score(train_scaled, train_target))\n","print(dt.score(test_scaled, test_target))"],"execution_count":12,"outputs":[{"output_type":"stream","text":["0.996921300750433\n","0.8592307692307692\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":411},"id":"1ZWphiQ41xLJ","executionInfo":{"status":"ok","timestamp":1617302263595,"user_tz":-540,"elapsed":43982,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"fce2bcac-388b-496a-a57e-eae26214c5d9"},"source":["import matplotlib.pyplot as plt\n","from sklearn.tree import plot_tree\n","plt.figure(figsize=(10,7))\n","plot_tree(dt)\n","plt.show()"],"execution_count":13,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":411},"id":"49HFK1x519vi","executionInfo":{"status":"ok","timestamp":1617302263605,"user_tz":-540,"elapsed":43990,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"6fff46d8-14f6-4cd6-f643-a77d7c069a4f"},"source":["plt.figure(figsize=(10,7))\n","plot_tree(dt, max_depth=1, filled=True, feature_names=['alcohol','sugar','pH'])\n","plt.show()"],"execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WmFC9ANP34Bj","executionInfo":{"status":"ok","timestamp":1617302263608,"user_tz":-540,"elapsed":43990,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"d30de473-79a4-4e34-bf59-d9aba0665794"},"source":["dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n","dt.fit(train_scaled, train_target)\n","print(dt.score(train_scaled, train_target))\n","print(dt.score(test_scaled, test_target))"],"execution_count":15,"outputs":[{"output_type":"stream","text":["0.8454877814123533\n","0.8415384615384616\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":711},"id":"ysAqfgrNOX8l","executionInfo":{"status":"ok","timestamp":1617302264430,"user_tz":-540,"elapsed":44810,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"d26c46b2-db07-42ce-dd16-7ced267bca4b"},"source":["plt.figure(figsize=(20,15))\n","plot_tree(dt, filled=True, feature_names=['alcohol','sugar','pH'])\n","plt.show()"],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x1080 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hpbZ2nkqPkjv","executionInfo":{"status":"ok","timestamp":1617302264439,"user_tz":-540,"elapsed":44817,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"fc704b9c-3a66-4074-f154-364f80c2b1be"},"source":["dt = DecisionTreeClassifier(max_depth=3, random_state=42)\n","dt.fit(train_input, train_target)\n","print(dt.score(train_input, train_target))\n","print(dt.score(test_input, test_target))"],"execution_count":17,"outputs":[{"output_type":"stream","text":["0.8454877814123533\n","0.8415384615384616\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":711},"id":"ycdkbUIuTAZc","executionInfo":{"status":"ok","timestamp":1617302265498,"user_tz":-540,"elapsed":45874,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"0d7a30a4-326e-498c-ec5a-1df889276a9b"},"source":["plt.figure(figsize=(20,15))\n","plot_tree(dt, filled=True, feature_names=['alcohol','sugar','pH'])\n","plt.show()"],"execution_count":18,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABGoAAAM9CAYAAADEm5XHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdZ5iU5d2G8fMPS2/SkaIURQVREbGhIoIdOyIq9hJrsMceC7YoGo29JVZQNIqJDbFEBQsiNrAjRUAQRECkbLnfD0s28gIKCDyzu+fvOPbIzjxlrtkPMnPlLpFSQpIkSZIkSdmrkHUASZIkSZIkFbOokSRJkiRJyhEWNZIkSZIkSTnCokaSJEmSJClHWNRIkiRJkiTlCIsaSZIkSZKkHGFRI0mSJEmSlCMsaiRJkiRJknKERY0kSZIkSVKOsKiRJEmSJEnKERY1kiRJkiRJOcKiRpIkSZIkKUdY1EiSJEmSJOUIixpJkiRJkqQcYVEjSZIkSZKUIyxqJEmSJEmScoRFjSRJkiRJUo6wqJEkSZIkScoRFjWSJEmSJEk5wqJGkiRJkiQpR1jUSJIkSZIk5QiLGkmSJEmSpBxhUSNJkiRJkpQjLGokSZIkSZJyhEWNJEmSJElSjrCokSRJkiRJyhEWNZIkSZIkSTnCokaSJEmSJClHWNRIkiRJkiTlCIsaSZIkSZKkHGFRI0mSJEmSlCMsaiRJkiRJknKERY0kSZIkSVKOsKiRJEmSJEnKERY1kiRJkiRJOcKiRpIkSZIkKUdY1EiSJEmSJOUIixpJkiRJkqQcYVEjSZIkSZKUIyxqJEmSJEmScoRFjSRJkiRJUo6wqJEkSZIkScoRFjWSJEmSJEk5wqJGkiRJkiQpR1jUSJIkSZIk5QiLGkmSJEmSpBxhUSNJkiRJkpQjLGokSZIkSZJyhEWNJEmSJElSjrCokSRJkiRJyhEWNZIkSZIkSTnCokaSJEmSJClHWNRIkiRJkiTlCIsaSZIkSZKkHGFRI0mSJEmSlCMsaiRJkiRJknKERY0kSZIkSVKOsKiRJEmSJEnKERY1kiRJkiRJOcKiRpIkSZIkKUdY1EiSJEmSJOUIixpJkiRJkqQcYVEjSZIkSZKUIyxqJEmSJEmScoRFjSRJkiRJUo6wqJEkSZIkScoRFjWSJEmSJEk5wqJGkiRJkiQpR1jUSJIkSZIk5QiLGkmSJEmSpBxhUSNJkiRJkpQjLGokSZIkSZJyhEWNJEmSJElSjsjLOoAkSVo5lapU+65g0YLGWedQ6ZBXueq0/IXzm2SdQ5IkrZhIKWWdQZIkrYSISOcPm5l1DJUS1/aoT0opss4hSZJWjFOfJEmSJEmScoRFjSRJkiRJUo6wqJEkSZIkScoRFjWSJEmSJEk5wqJGkiRJkiQpR7g9tyRJ0i/8+y+n8snQQZxw/1vUX6/tMs955qoTmfDhm+QvmEeNuo3Z9pDT2XyvIwCYPHYkb/zjGr778kOiQkVadNiOHqdeTe2GzQD46MVHeX5AP/IqVyu530GXP0jLTjuv8fcmSZJyn0WNJEnKKUWFBVSouOIfUebP/oEqNWuv1DXLM+GDN5n93cTfPG+7w89ir3P/Rl7lKsyc+AWPnr0fDVu3o+nGnVjw02y22PsoWm3VjQp5lRh26wX865qTOfzGZ0quX7dtR468dejvzitJksoeixpJklTi7UE3M+rpe1j481xq1G3MbqdfR6utuvHvv5xKzbqN2PmEPwPw43cTubNvR855bjJ5lasye9q3PHv9qXz3xQc0WG8jWm7VjfHvvVpSRrx8x8V89voQFs6bQ73mbehxyjU033QbAN544Dqmj/uEytVq8tWI59nhqPPpfNBJv5qzqLCAr98dxscvDmT8qFc59bExVKle63e998L8RQy79Xz2vfhe7ju+y6+e27Dlxv97EAERzJr8DU037kSbrXsscW6nA07ggVN7kFIiIn5XRkmSVPZZ1EiSJABmTvqSUUPu5chbX6JWg3WZPW0SRQX5K3TtM1efQOMNOtD76sf44duvefyC3iVTfQCatN2c7Q87iyo1a/Pu4Nt4+spjOemh98mrXAWAr98eyr4X3UPP826jIH/hcl/n+28+5eOhAxkzbDC1GzVj010PYc8zbyopaca8/ARDbzl3udf36j+QFh22XeaxtwbdTKvO3ZcsYX7Fizefw8dDB1GwcD6N2nRgg213W+Z5kz4aQf312i5R0kz/Ziw3H7ghVWvVpX33Xmx/+FmrZUSQJEkq/fxEIEmSAKhQoSKF+YuYMeEzqq/TgDqNW6zQdbOnfcvksSPpffVj5FWuSqPW7emw+6FMeP/1knPadz+45PdtDvkjIx4ZwKwp35SUIutu1JGNd9oXgEpVqvH/jR/9Oq/dcxnzZn1P++4Hc9iAIctcP6Z99160795rpd43wA/ffs2YYY9zzJ2vrvA1u/e7gV1Pu47JY0cy8cM3yVtG7u+/+ZQ3HriW/S++r+S59Tpsz/H3DqdO4xZ8P/4zhvQ/jqhQgS59z1np3JIkqexx1ydJkgRA3Wat6X7yVQx/6AZu6bURT11xDHOmT/7N636aOZUqNWpTpUbtkudqN2q+xDlvP3YLdx+zDTft25K/7t+aRQt+Zv7smSXHa/1i9M2y/PzjDGZNGU+D9TemUZtNqb2CJdKKevHmc+h63CVUrlZzpa6rULEiLTpsy9wZUxn9r/uXODZr8jgev+BgdvnDFUssFLxO05ass+76RIUKNGrdji5HnMtnrz+DJEkSOKJGkiT9wn9HpCycN4eht5zLy3dezAGX/p3K1WqQv3B+yXnzfphW8nvN+uuycN4cFv48t2QK0pzp35Ycn/jRCN557G8cesOQ4hE0Edy0X0tSSiXn/NbaLe26HUjbLnvxxfDn+PjFgbx48zm07bI3m+7am/U236Hk+jEvD+aFm85e7n16X/MYLTpst9TzE0a/zozxn/HS3/5U8tzDZ/Zklz9cQYfd+vxqNiheM2fWlPElj2dPm8TAcw9g20PPYLM9Dv/VawPXrZEkSf9jUSNJkoDiNWrmzphK8/bbkFe5KnmVq1FYUABA4w02462Bf2X7Wd9TMa8SIx65seS6Oo2b02yTrXj9/qvoduLlzJo8jk+GDqJWg6YA5M+fR4WKeVRfpz5FhQWMePRG8hf8vNL58ipXpV23A2nX7UDmzpjKmGGPM/SW88ifP4/j73+LytVq0L77wUtMs1pRpz0+donHt/Zux4GXPUiTtpsvde5PP0xj0kdv0WabHuRVrsb4Ua/x6av/ZN8L7wZg7owpDDxnfzrtdzyd9jt+qeu/fncYTTbcjBp1GzFz4hcMf+QGNtpx35XOLEmSyiaLGkmSBBTvevSf+65k5oTPiYp5NGvXmT3OKC5k2nc/mAmj3+DuozpTo14jtjmkH1+/87/tpfe58G6eu/50bjloQxqsvzHte/Rm8tiRALTaahdab92Du4/emsrVatC516nUrNf4d2Wt1WBdtu3Tj2379GPKp+9RMa/S77rfsvJUr1OvZL2cF/5aPEpnjzMGEBGMGnIvL9x4BolEnUYt6H7yVWy4/Z4AfPjcw/w4dTxvPnQ9bz50fcn9jr9vBHUaN2fC6Nd59i+nkb9gHtXXaUj7Hgez/eFn/a78kiSp7IhfDjuWJEm5LyLS+cNm/vaJGXr1nsv4acZU9rngrqyjlHvX9qhPSsn5VZIklRIuJixJkn63qZ+9zw/ffk1KiW/HvMuHzz1M2x16Zh1LkiSp1HHqkyRJ+t1+mjWdp644hp9nz6RG3UZs2+ePFjWSJEmrwKJGkiT9bhtutwcbbrdH1jEkSZJKPac+SZIkSZIk5QiLGkmStNrNnvYtA3quR8GihSt0/oCe6/HDt1+t4VSSJEm5z12fJEkqZUrDrk+5oDB/ES/dej6fvvYUFfIq0XGfY9jp6AuWee70cWN59vrT+HHqeACabLg5PU69hoYtN/7FOWN4+Y6LmPLp++RVqcoWex1B1+MuAYqLpl8qWDSfjvscy26nX7dG3tvKcNcnSZJKF9eokSRJZdLwh65n+rgx/OHB91g0fx6DzjuQdZqsx2Z7HL7UubUbNuWAP/+DOo1bkIqKeP+Ze3n6imM44f63AJg/ZxaDzjuIbif+mYOvGkRKiVmTx5Vcf/a/J5b8vmj+T/zt4HZs3HW/Nf8mJUlSmWNRI0mSVsn0cWN4fkA/Zk78gmbtt6Fus9bMnz2T/S6+lx+/m8idfTtyznOTyatclUfO2pcWHbbl20/e4bsvRtOg5Sbsc8Gd1G3aCige9XHC/W9Rf722qy3fRy8+yp5n/ZXqdepTvU59tu51Ch+98Ogyi5qqtdahaq11AEgkokJFfpw6npQSEcHIJ26n5ZZd6bDboSXXNGrdfpmv+/kb/6L6Og1o0WG71fZeJElS+WFRI0mSVlphQT5PXtqXjj2PpnOvU5g85l2euPhQ2myz23Kv+eSlxzj4qkHUa7EB/7rmJP5z75Xsf+n9v/laL958DmNfeXK5x88c8s1Szy2Y+yM/zfyORm3+V6Y03qAD/7m//6++1k37tWLR/HmkVMQOR5xHRPGMocmfjqRBy014uN9ezJz0JY036ECPU6+hwfobLXWPj4cOYtNdDym5VpIkaWVY1EiSpJU2eexI8hfMZ5vepxMVKrDe5l3YYLs9SUWFy72mw+6H0bDVJgBsuushDLv9whV6rd373cDu/W5YqXyL5s8DoEqN2iXPValRm0U///Sr15055BsWzZ/HJ0MHUbtxi5Ln50yfwtTPR3PItU/QZMPNefuxW3jy0iM44f4RVKj4v49Ts6dNYtJHI9jr7FtWKq8kSdJ/ueuTJElaaT/N/I6a9ZsQFf73UaJ2o2a/ek3Neo1Kfq9UtTr5i8uUNaFytRoALJw3t+S5hfPmULl6zRW6tuM+x/Dv605h3qzvAahUtRobbr8nzdp1pmKlymx/2Fn8NHMqMyctuVPVJy89RvNNt2Wddddfje9GkiSVJ46okSRJK61m/Sb8NPM7UlFRSVkzZ/rkNfJaL/z1bMYMG7zc479cyPe/qtZah5r1mzB93BhqNVgXgOlff0LDlpus0GumVETBwvnMnTGVGnUb0rBVuxW67pOXHmfbPv1W6FxJkqRlsaiRJEkrrVm7zuRVrsK7g29jq4NOYsqn7/HV2y/QZutdV/tr7XHGAPY4Y8BKX9dh90MZ8cgA1t2oI/kLfubdJ+5gu0OXXaKMG/kKNeo1omHLTchfMI/X/341VWvVocH6xYsbb75nX5685HCmfj6axht04O3HbqFWw6bUb7FByT2+HfMuP82cysZd9121NypJkoRFjSRJWgUV8ypx0BUP8/yN/Xjzoetp3n5r2nU7iIJFC7KOVmKHI87jpdnnc9cRnaiQV4mO+xyzxI5PA3quR+9rHqNFh+1Y8NOPDLvtfObO+I68KlVputGW9L5mMHmVqwKw3uZd2OWkK3nqsqNYOG8OTTbagoMuf2iJ9Wk+GTqItjvsTZXqtdb6e5UkSWVHpJSyziBJklZCRKTzh83MOsZSnr7yOOo1a81Ox16UdRT9wrU96pNScgsqSZJKCRcTliRJq2TCB28yd8YUigoL+ertF/lyxHO03bFn1rEkSZJKNac+SZKkVTLr26955uoTWfTzXGo1bMruZwygyYabZx1LkiSpVHPqkyRJpUyuTn1SbnLqkyRJpYtTnyRJkiRJknKERY0kScoZbzxwHUP6H591DEmSpMy4Ro0kSdIyfPTiozw/oB95lauVPHfQ5Q/SstPOAIx6+h4+enEg338zlna7HETP825b4vpx777Mq/dezo9TxlO3WWt273c9zdp1BmDEozfy1qN/LTk3FRVSkL+QPz7xOdXr1F/zb06SJOUsixpJkqTlWLdtR468degyj9Ws34Qufc/mm5GvkL9owRLHZk35hqf7H8uBlz3IepvvwMdDBzL4okM56aFRVK1Zh+0PO4vtDzur5Pw3HriOSR+PsKSRJElOfZIkScXeHnQzt/XZlBv3XZ+7jtqab957FYCpn4/mwdN356b9WvG33u146dbzKSzIL7nu2h71GTXkXu46amsG9FyP1+69gtnTJvHwGXtz477r8+Slfclf8DNQvKX33w7ehLcH3czNB27I7YduxkcvPLLcTJPHjuShfnty0/6tue+EHflm1Kslxz4eOpA7+m7Jjfusx+2Hb8HHQwetob/Msm204z607bI31WrXW+rYuJEv03STrWi5ZVcqVKzI5nv2pUqNWnzx5r+XOjelxCcvPUaH3fqsjdiSJCnHOaJGkiQxc9KXjBpyL0fe+hK1GqzL7GmTKFpcxkSFinQ/uT/rbtSROdO+5bELelOveRs67X9CyfXj3n2Zo28fxtwZU/n7Sd2YPHYke51zCzXqNuThfnvx0YuP0mm/4rVnfp49k7kzpnLqoE+Y+vn7PH5Bb5q07Uij1u2WyDR3xhQGX9SHnn+6ndadezDxo+E8dfnRnHDfCCpXr8VLt57PUbcNo36LDZk3azo//7jsnbDGvPwEQ285d7nvvVf/gbTosO0yj03/Ziw3H7ghVWvVpX33Xmx/+FlUqLgCH59SKv5Z4qnE9HFjlzp10sdv8fOPM9hox31++76SJKnMs6iRJElUqFCRwvxFzJjwGdXXaUCdxi1KjjXZcLOS39dp2pIt9j6SiR+NWKKo2ab3aVSpUZsqNWrTqE171t9iR+o1bwNA6216MO2rj0vOTamInY65kLzKVWjRYTs23G5PPn3tn0sVNWOGDabVVruwwba7A9Cy4040b7c1X771Au27H0xEBb7/5lNqN2pOjbqNqFG30TLfW/vuvWjfvddK/03W67A9x987nDqNW/D9+M8Y0v84okIFuvQ95zevbdlpZ1679wrGjXyF9TvuyEcvPMKc6d9SsHD+Uud+MnQQG+20D5Wr1VzpjJIkqeyxqJEkSdRt1pruJ1/F8Idu4Okrj6Plll3pflJ/ajdqxsxJX/LKHZfw3Zcfkr/wZ4oKC2m6caclrq9Rt2HJ73mVqy31OH/+tyWP/1vo/Fftxs35aeZ3S2WaPW0SX7z5LDft16rkuaLCApps1JHK1Wqw/yX3887gW3l+QD+atetMtxMvp2GrTVbL3wOKS6n/atS6HV2OOJe3Bv51hYqa+i02ZJ8L7uTVey5j7veTabPNbrTcsiu1GjZd4rz8BT/z2etDOOiKh1dbbkmSVLpZ1EiSJOB/I08WzpvD0FvO5eU7L+aAS//OizefQ+M2Hdj34nuoUr0W7zx+K1+9vewFdlfEwnlzWPjzXKpUrwXAnOmTqdOkxVLn1W7YjHa7HMje5966zPu02qobrbbqRsGiBbzxwLU8e/1pHH37y0udN+blwbxw09nLzdP7msdo0WG738wdxG+e80ttu+xN2y57A8UF0x19O7JN79OWOOeL4c9StVZd1tt8h5W6tyRJKrssaiRJEjMnfcncGVNp3n4b8ipXJa9yNQoLCgDInz+PytVrUblaTWZM+JwPnn2AmvXXXeXXiqjAG/+4hp2P/zPfffEBX454jr43P7/Uee179OYfp3Tn63deotVWu1BUWMCUz0ZRp3EL8ipXYfLY92i5ZVcqValGpSrViQrL3iOhffeDad/94JXO+fW7w2iy4WbUqNuImRO/YPgjN7DRjvuWHC8qLCj+KSos3l570QKiQkUq5lUCihdhbrzBZiz6eS6v//0q6jRZn1adui3xGh8PHcSmux5CxMqVQJIkqeyyqJEkSRTmL+I/913JzAmfExXzaNauM3uccSMA3f5wBS/ceAbvDr6NxhtuxiZd92fSJ++s8mtVr1OfmvUac1ufTcmrUpUep15D4zabLnVe7UbN6HXlw7x6zxX869qTiAoVWXejjux22nWkoiJGPnkHz153CkTQsFU79jzrr6ucaVkmjH6dZ/9yGvkL5lF9nYa073Ew2x/+vy21hz88gOEP/aXk8Zhhg9l0tz70PO82AF65689M+/IDokJFNthudw687IEl7j93xhQmjH6D3f94/WrNLUmSSrdI/29HAkmSlNsiIp0/bNk7HOW6CR+8yTNXncDpgz/NOkq5cW2P+qSUHLIjSVIpsewxwpIkSZIkSVrrLGokSZIkSZJyhEWNJElaa9bfYgenPUmSJP0KixpJkiRJkqQcYVEjSVI5N+GDN/nbwZtkHWMJ1/aoz4CeLXj5zkuyjpLT/nN/fwb0bMG1PepTsGhB1nEkSdJq4PbckiQpJx19+8vUX69tyePnbzyTiR8OZ9aUcex1zi1stvthJce+ensobw/8K9+P/5S8ylVpvXUPup/cn6o16wDwxgPX8dajN1KxUpWSa4658xXqNd8AgOnjxvDSrecz/etPqFS1Gpt0O4huJ1xGhYoVfzPnmJcHM/yh65n3w3QqVq5C687d2fW0a6lSozYAP3z7NUP/dh5TP3ufKjVq0+WIc9l8z74ApKIiBp57AN+P/5TC/IXUabI+Ox51Pm277FVy/3cev5VRQ+5lwZwfaLH5Dux51k3UrNcYgK7HXszmex3JnX07ruqfWZIk5RhH1EiSpFKhUZv27N7veppsuNlSxxbOm8P2h5/NaY+N4YS/v83PP85g2O0XLnHORjvuw9n/nljy89+SBmBI/+Np1q4z/f75JUfe+hLj3n2JD559YIVyNd90O/re/DxnPjOekx4aRVFhIa/dewUARYUFPHnp4ay3eRf6/fNLDrzsAV658xImfji8+OIIepx6Nac/PpaznpnAHmcM4N/XnsTcGVOA4hJo9L/+zmE3DOGPT35BjXUa8MzVJ67Kn0+SJJUSFjWSJJUBbw+6mScuOXyJ5/5zf3/+de3JAHw8dCD3HLsdN+6zHnce0YkPnn1wufe6tkd9Zk78ouTxGw9cx5D+x5c8njx2JA/125Ob9m/NfSfsyDejXl3N72bZOu13PC237EpepapLHWvfvRett+5OparVqVqzDlvsfSSTx7y7wveePW0Sm+7amwoV86jdsBmtturOjPErtuhxncbNqV6nfsnjqFCBWVO+AWDmpK+Y/d0ktutzBhUq5tGk7Ra03WFvPnrhkeJzI2jUuj0VKuaVXFtYUMDsad8C8MXw59hsz8NZZ931yatclS5HnMvED97kxynjV/i9SZKk0sWpT5IklQGbdDuINx64jgVzf6RqrXUAGPvKP9m93w0AVK/TgF79H2WddVsy4YM3eOKiQ2m6SScatW6/Uq8zd8YUBl/Uh55/up3WnXsw8aPhPHX50Zxw3whq1m+y1PmDLzqUbz95e5n3qt2oOcfd88ZKvtMVM+njt2iw/kZLPDfu3WH89YA21KzXmI77HEOn/U8oOdb5oJP46IWBdD32In76YRrjRg6j24mXr8Trvc0TF/Vh4c9zqVS1Ogdc+o/iAykt/p9EQMnv08eNXeL6wRcdyvj3/0Nh/kJadtqZpht3+t/1i+/x32sBpn8zlnWatlzhfJIkqfSwqJEkqQyo07g5TTfpxGf/GcIWPY9i8tiRFCycT8stuwLQZptdS85t2XEn1u+4E5M+fmuli5oxwwbTaqtd2GDb3Uvu1bzd1nz51gt07Hn0UucffNXAVX9Tq2j86Nf58LmH6Hvz8yXPbbLzfmyx95HUqNuIKZ+N4qnLj6ZKjdpsuushALTu3IPnbjidkU/eQSoqpOM+x7Dhdnus8Gu26LAtZz4znrkzpvDBsw+xTtP1AajXYgNqNliXEY/eyHZ9+jHtq4/48s1nqVGv0RLXH3zVQAoL8hn//n+YOfGLkrVx2myzK8MfHsDGXfenVoN1efPB6yCCgoXzf++fSZIk5SiLGkmSyoj2u/RizCtPskXPoxjz8hNsvPP+JV/4v3p7KMMfvp5Zk8eRiorIXzifdTda+QVoZ0+bxBdvPstN+7Uqea6osIAmq3CvNWHKp+8xpP/x7H/J/TRsuXHJ8w3W/9/vzdtvzVYHnMhnrz/Dprsewvw5sxh8YW+6n3INHXY7hHmzpvP0lcfxzuO3sk3v01bq9Ws1aErrzrswpP8JHHPnq1TMq8RBVzzMsNvOZ9RTd1OvxQZsuvuhy5xWVTGvEm227sF7/7yLuk1bseH2e9Jh98OYO2Mqj51/MAUL57N1r1OoXK0GtRo2XfU/kiRJymkWNZIklREbd92PYbdfyI/fTeSz/wyhV//idVAKFi3k6SuOYe/zbqPtDntTMa8Sgy86tGQazf9XqWoN8n8xYmPeD9NKfq/dsBntdjmQvc+9dYUyPX5BbyZ9vOypT3UaN+f4+0as6Nv7Td99+RFPXHI4e551E6226var50ZEye8/Th0PwOZ7Fq/xU6tBU9p1O5Avhj+30kUNQFFhIT8uXqMGoGHLjTn0+qdLHg/pfzxNN9nqV64vYNbiNWgigi59z6FL33MAmDnxC9586Hoatsyt7dQlSdLq42LCkiSVEVVrrUOrrbrxwk1nUqVGrZJ1TgoLFlFYsIjq69SnQsU8vnp7KBNGv77c+zTeoAOfvPQ4RYWFTB47ks9ef6bkWPsevfn6nWF8/c5LFBUWUrBoIRM/GsHsaZOWea/e1zy+xE5Lv/xZ2ZKmMH8RBYsWkEgUFRRQsGgBRYWFAHz/zac8fkFvepx6DW277L3UtV8Mf44Fc38kpcSUz0bx3lN303aH4vPqtdiAqFCRj4cOIhUVMW/WdD599aklpoVd26M+Ez54c5m5Phn2OHOmTwaKRxy9/verWH/LnUqOTx83lvyF8ylYtICPXniE8aNfZ+uDTgFgxoTPGPfuyxQsWkBh/iI+eekxJn38Futtvj0AC+b+yA/ffk1KiR+njOf5G8+kc6+TS9YhkiRJZY8jaiRJKkPadz+Yp688li5HnFvyXJXqtehxytUM6X8ChfkL2bDLXrTZdrfl3qPHqdfw7PWncdN+rVi/445sumtv5v0wHYDajZrR68qHefWeK/jXtScRFSqy7kYd2e2069b4exv0p15M+qh4W+vJY97lhZvOZK9z/8Zmux/Gu0/cxs+zZ/D8gDN4fsAZJdec/e+JAHz62lM8d8MfKcxfRK2G67Jtnz+y2e6HAcV/nwMvf4jX7rmMYbeeT8XKVWmzTQ92OOpPAMyZPpnK1WvSqFW7Zeb6/hfFO8QAACAASURBVJuxvHbP5SycN4eqNevQeutd2fm4S0qOj33lCT549gEK8/Np0nYL+lz3JNXq1AMgFSXeeOAaZvb/kogK1Gvehv0uvpcmG24OwPy5s3jiksOYM30yVWvWYfO9jmCHI85bzX9ZSZKUS2J5w54lSVJuioh0/rCZWcdYo67fsyl5lSqzRc+j6XbiZZlm+WTY48wY/xk7H39ppjmW5fW/X82op+6mIH8RZw75hrzKVZY659oe9UkpxTIulyRJOciiRpKkUqY8FDVafSxqJEkqXVyjRpIkSZIkKUdY1EiSJEmSJOUIixpJkiRJkqQcYVEjSZIkSZKUIyxqJEmSJEmScoS7PkmSVMpUqlLtu4JFCxpnnUOlQ17lqtPyF85vknUOSZK0YixqJEkq5yKiEfAPoC5waEppfKaBypmIyAMuAU4EjkkpvZBxJEmSlCGnPkmSVI5FRHdgNPABsJMlzdqXUipIKf0Z6APcExHXR0TlrHNJkqRsOKJGkqRyKCIqAZcDRwFHpZSGZRxJQEQ0AO4H1qV4dNNXGUeSJElrmSNqJEkqZyKiJfA6sAXQ0ZImd6SUZgD7AQ8Cb0XE4RlHkiRJa5lFjSRJ5UhEHAy8CzwB9EwpTc84kv6fVOxvwK7AJRHxj4iomXUuSZK0dljUSJJUDkRE9Yi4G7gG2CulNCClVJR1Li1fSukDYCugCBgVEVtkHEmSJK0FFjWSJJVxEdEBGAlUB7ZMKb2XcSStoJTSTymlY4HLgKER8ceIiIxjSZKkNcjFhCVJKqMWf6E/CbgCOAd4MPkPf6kVEW2AQcBU4NjF69lIkqQyxhE1kiSVQRFRj+J1aE4AdkgpPWBJU7qllL4GugCfAaMjYudsE0mSpDXBokaSpDImInYARgOTgO1SSp9nHEmrSUppUUrpPOB4YGBEXBEReVnnkiRJq49TnyRJKiMioiJwAXAacHxK6d8ZR9IaFBFNKN7GuxpweEppYsaRJEnSauCIGkmSyoCIaAYMA7oDnSxpyr6U0nfAHsC/gJERcUDGkSRJ0mpgUSNJUikXET2BUcDLQI+U0uSMI2ktSSkVpZT+AuwLDIiI2yOiWta5JEnSqnPqkyRJpVREVAGuAw4ADkspDc84kjIUEXWAu4B2QJ+U0tiMI0mSpFXgiBpJkkqhiGgLvAW0ALawpFFKaTZwKHAz8J+IOGHxFu2SJKkUcUSNJEmlyOIv3kcCNwCXAHe57bb+v4jYBBgEfA6cmFL6MeNIkiRpBTmiRpKkUiIiagMPAecBu6SU7rSk0bKklD4FtgGmA6MjYruMI0mSpBVkUSNJUikQEVsB7wPzgM4ppY8zjqQcl1JakFI6DTgTeDoiLogIP/tJkpTjnPokSVIOW/zF+kzgT8CpKaXBGUdSKRQRLYBHgEXAESmlqRlHkiRJy+H/qyJJUo6KiEbAs8BBwNaWNFpVKaVJwC7Am8D7EbFnxpEkSdJyWNRIkpSDIqIHMHrxT9eU0vhsE6m0SykVpJQuA/oAd0fEgIionHEsSZL0/zj1SZKkHBIRlYArKN7Z6ciU0ssZR1IZFBH1gfuBZkCflNJXGUeSJEmLOaJGkqQcERGtgNeBzYGOljRaU1JKM4H9gX8Ab0VE32wTSZKk/7KokSQpB0REb+AdYDDQM6U0PeNIKuNSsVuBXYGLI+IfEVEz61ySJJV3FjWSJGUoIqpHxD3AVcBeKaUbU0pFWedS+ZFS+gDoBBQCoyKiY8aRJEkq1yxqJEnKSER0AN4DqgJbppTeyziSyqmU0ryU0nHAZcDQiOgXEZFxLEmSyiUXE5YkaS1b/AX4JIoXDT47pfRgxpGkEhHRBhgITAOOSSnNyDiSJEnliiNqJElaiyKiHvAkcALQxZJGuSal9DWwAzAWGB0R3TKOJElSuWJRI0nSWhIROwCjgQnAdimlLzKOJC1TSmlRSulPwPHAIxFxZUTkZZ1LkqTywKlPkiStYRFREbgIOAU4PqX074wjSSssIpoADwLVgcNTShMyjiRJUpnmiBpJktagiGgOvAzsTPGCwZY0KlVSSt8BewDPACMj4sCMI0mSVKZZ1EiStIZExD4U7+r0ErBrSmlKxpGkVZJSKkop/QXYB7ghIu6IiGpZ55IkqSxy6pMkSatZRFQFrgP2o3iqyPCMI0mrTUTUAe4ENgX6pJTGZBxJkqQyxRE1kiStRhGxEfAW0AzoaEmjsialNBs4DLgJeC0iTly85bwkSVoNHFEjSdJqsPiL6lHA9cAlwF3Jf2RVxkXEJsAg4HPgxJTSjxlHkiSp1HNEjSRJv1NE1AYeBs4FuqWU7rSkUXmQUvoU2AaYBoyOiO0yjiRJUqlnUSNJ0u8QEZ2B94GfgM4ppU8yjiStVSmlBSml04EzgKcj4sLFW9JLkqRV4NQnSZJWQURUAM4CzgNOTSkNzjiSlLmIaEHx6LJ84Eh3OpMkaeU5okaSpJUUEY2B54ADga0taaRiKaVJwC7AG8CoiNgr40iSJJU6FjWSJK2EiNiV4qlOo4CuKaXx2SaScktKqTCldDlwCHBnRAyIiMpZ55IkqbRw6pMkSSsgIioBVwJ9gaNSSi9nHEnKeRFRH7gPaA4cmlL6MuNIkiTlPEfUSJL0GyKiFcVTOToAHS1ppBWTUpoJHAD8HRgREX0zjiRJUs6zqJEk6VdExCHAO8BjwD4ppe8zjiSVKqnYbUAP4OKIeCAiamWdS5KkXGVRI0nSMkREjYi4F+gP7JlSuimlVJR1Lqm0Sil9CHQCCiheaHjLjCNJkpSTLGokSfp/ImIz4D2gMrBlSmlUxpGkMiGlNC+ldBxwKfBiRJwREZF1LkmScomLCUuStNjiL4ynAJcBZ6WUHso2kVR2RURrYCDwPXCM0wolSSrmiBpJkoCIqAf8EzgW2N6SRlqzUkrjgB2AMcDoiOiWcSRJknKCRY0kqdyLiB2BD4DxFJc0biEsrQUppfyU0p8oLkgfiYj+EZGXdS5JkrLk1CdJUrkVERWBi4GTgeNSSs9mHEkqtyKiMfAgUBM4LKU0IeNIkiRlwhE1kqRyKSKaAy8DXSleMNiSRspQSmkasCfwNDAyIg7KOJIkSZmwqJEklTsRsS/Fuzq9BOyaUpqScSRJQEqpKKV0PdAT+EtE3BkR1bLOJUnS2uTUJ0lSuRERVYG/APtSPLViRMaRJC1HRNQB7gA2Aw5JKY3JOJIkSWuFI2okSeVCRGwEvA00BTpa0ki5LaU0GzgcGAC8FhF/iIjIOJYkSWucI2okSWXa4i92R1M8kuZi4O7kP35SqRIRGwODgC+BE1NKszKOJEnSGuOIGklSmRURtYFHgLOBbimluyxppNInpfQZsC0wFRgdEdtnHEmSpDXGokaSVCZFxNbAaGAOsHVK6ZOMI0n6HVJKC1JKfwT6AU9FxEURUTHrXJIkrW5OfZIklSkRUYHiETTnAqeklJ7IOJKk1SwimlM8Wq4Q6OvObZKkssQRNZKkMiMiGgPPAfsDnS1ppLIppfQtsAvwGvB+ROydbSJJklYfixpJUpkQEbtRPNXpPaBrSmlCxpEkrUEppcKU0hVAb+COiLgxIqpknUuSpN/LqU+SpFItIioB/SnexvfIlNIrGUeStJZFRH3gPqAF0Cel9GXGkSRJWmWOqJEklVoR0Rp4E9gU6GhJI5VPKaWZwAHA/cCIiDgi40iSJK0yixpJUqkUEX2Ad4BBQM+U0vcZR5KUoVTsNqAHcGFEPBgRtbLOJUnSyrKokSSVKhFRIyLuA64E9kgp3ZScxytpsZTSh8BWwCJgVER0yjiSJEkrxaJGklRqRMTmFC8WXAnYMqU0KuNIknJQSmleSul44BLg+Yg4MyIi61ySJK0IFxOWJOW8xV+wTgX+DJyVUnoo40iSSonFa1k9CswEjnaapCQp1zmiRpKU0yKiHvAUcAywvSWNpJWRUhoH7Ah8DIyOiF0yjiRJ0q+yqJEk5ayI2An4ABhHcUnjlruSVlpKKT+ldD7Fhe/DEXFVRFTKOpckScvi1CdJUs6JiIrAxcDJwLEppecyjiSpjIiIxsADQG3gsJTS+GwTSZK0JEfUSJJySkQ0B14BdqJ4wWBLGkmrTUppGrAX8E/g3YjolXEkSZKWYFEjScoZEbEfMAp4EdgtpTQl40iSyqCUUlFK6QagJ3BdRNwVEdWzziVJEjj1SZKUAyKiKnA9sA/FUxFGZBxJUjkREbWBO4HNgD4ppU8yjiRJKuccUSNJylREbAy8DTQBtrCkkbQ2pZTmAIcDNwCvRsRJEREZx5IklWOOqJEkZWLxF6FjgOuAi4B7kv8oScrQ4uJ4EPAVcEJKaVbGkSRJ5ZAjaiRJa11E1AEeBc4Cdk4p3W1JIylrKaXPgG2BycDoiOiScSRJUjlkUSNJWqsiYmvgfeBHoHNKaUzGkSSpREppQUqpH/BH4J8RcVFEVMw6lySp/HDqkyRprYiICsA5i39OTik9mXEkSfpVEdEceBgoAvq6E50kaW1wRI0kaY2LiMbA88B+FI+isaSRlPNSSt8C3YHXgPcjYu9sE0mSygOLGknSGhURuwGjgZFA15TShIwjSdIKSykVppSuAA4G7oiImyKiSta5JElll1OfJElrRERUBvoDhwFHppReyTiSJP0uEVEPuA9YH+iTUvoi40iSpDLIETWSpNUuIloDbwDtgI6WNJLKgpTSD8CBwL3A8Ig4MuNIkqQyyKJGkrRaRcShwDsUb7+9T0rp+4wjSdJqk4rdTvHaNedHxEMRUSvrXJKkssOiRpK0WkREjYi4D7gc2D2ldHNyfq2kMiql9BHQGVhA8ULDnTKOJEkqIyxqJEm/W0RsAYwC8oBOKaX3M44kSWtcSmleSukE4GLg+Yg4KyL8fC1J+l1cTFiStMoiIoBTgT8DZ6aUHs44kiRlIiJaAQOBH4CjU0rTM44kSSqlbPwlSaskIuoDTwFHA9tb0kgqz1JK3wA7Ah8CoyOie8aRJEmllEWNJGmlRcROwGjga4pLmi8zjiRJmUsp5aeULqC4wH4oIq6OiEoZx5IklTJOfZIkrbCIyKN4LYY/AMellJ7LOJIk5aSIaAw8ANQBDk0pjc82kSSptHBEjSRphUREC+AVYAdgS0saSVq+lNI0YC/gCeDdiDg440iSpFLCokaS9JsiYj/gPeB5irfenppxJEnKeSmlopTSAGBv4JqIuDsiqmedS5KU25z6JElaroioCtxA8ZeMw1JKb2UcSZJKpYioDdwBbAEcklL6JONIkqQc5YgaSdIyRcQmwDtAI6CjJY0krbqU0hygL3A98GpEnBQRkXEsSVIOckSNJGkJi784HAtcC1wI3Jv8x0KSVpuI2AgYBIwDjk8pzco4kiQphziiRpJUIiLqAAOBM4CuKaV7LGkkafVKKX0ObAt8C4yOiC4ZR5Ik5RCLGkkSABGxDTAamAVsnVIam3EkSSqzUkoLU0r9gNOBJyPi4oiomHUuSVL2nPokSeVcRFQAzgXOBk5OKT2ZcSRJKlciohnwCJCAvimlyRlHkiRlyBE1klSORUQT4AVgH6CzJY0krX2Li5nuwCvAqIjomXEkSVKGLGokqZyKiN2B94G3gZ1TShMyjiRJ5VZKqTCldCXQC7gtIv4aEVWyziVJWvuc+iRJ5UxEVAb6A4cBR6SUXs04kiTpFyKiHnAv0BLok1L6IttEkqS1yRE1klSOREQb4E1gE2ALSxpJyj0ppR+Ag4B7gOERcVRERMaxJElriUWNJJUTEXEoxdOcHgH2TSnNyDiSJGk5UrE7gF2APwEPRUStjGNJktYCixpJKuMiokZE3A9cBuyWUro5Oe9VkkqFlNLHwFbAz8DoiNgq40iSpDXMokaSyrCI2AIYRfF/7zullEZnHEmStJJSSj+nlE4ELgSei4izI8LP8ZJURrmYsCSVQYvXMjgNuBQ4I6X0SMaRJEmrQUS0Ah4FfgSOSilNzziSJGk1s4mXpDImIuoDTwNHAdtZ0khS2ZFS+gbYCRhN8VSo7hlHkiStZhY1klSGRERX4APgS2D7lNJXGUeSJK1mKaX8lNKFFBfyD0bE1RFRKetckqTVw6lPklQGREQecAlwInBsSun5jCNJktaCiGgE/AOoCxyaUhqfaSBJ0u/miBpJKuUiogXwCtAF2NKSRpLKj8Vr1PQEngDejYiDM44kSfqdLGokqRSLiP2B94DnKN56e2rGkSRJa1lKqSilNADYC7gmIu6OiOpZ55IkrRqLGkkqhSKiakTcBtwE7JdSujalVJR1LklSdlJK7wFbAtWBkRHRIeNIkqRVYFEjSaVMRGwCvAs0BDqmlN7OOJIkKUeklOYARwB/AV6JiJMjIjKOJUlaCS4mLEmlxOIP2scB1wIXAPcm/yMuSVqOiNgIGAiMB45PKf2QbSJJ0opwRI0klQIRUYfiD9v9gJ1SSvdY0kiSfk1K6XNgO2AiMDoidsg4kiRpBVjUSFKOi4htgNHATGDrlNLYjCNJkkqJlNLClNIZwKnAExFxSURUzDqXJGn5nPokSTkqIioA5wJnA39IKT2VcSRJUikWEc2Ahxc/7JtSmpxlHknSsjmiRpJyUEQ0AV4E9gG2sqSRJP1ei4uZHsDLwKiI2CfjSJKkZbCokaQcExF7UDzV6S1g55TSxIwjSZLKiJRSYUqpP3AQcGtE3BwRVbLOJUn6H6c+SVKOiIjKwFVAH+CIlNJr2SaSJJVlEVEXuBdoDfRZvPiwJCljjqiRpBwQEW2AN4GNgY6WNJKkNS2lNAvoBdwFvBkRR0dEZBxLkso9ixpJylhEHAa8TfECj/umlGZkHEmSVE6kYncCu1C8gP3DEVE741iSVK5Z1EhSRiKiZkT8HfgzsFtK6ZbkfFRJUgZSSh8DnYGfgPcjYquMI0lSuWVRI0kZiIgtgPcWP+yUUhqdZR5JklJKP6eU/gBcADwXEWdHhN8XJGktczFhSVqLFs/9Px24BOiXUno040iSJC0lIloCjwKzgaNSStMzDSRJ5YgNuSStJRHRABgCHAFsa0kjScpVKaXxQFdgNDA6Inpkm0iSyg+LGklaCyJiZ4o/7H4OdEkpfZ1tIkmSfl1KKT+ldCFwJPBARFwTEZWyziVJZZ1TnyRpDYqIPOBS4ATgmJTSCxlHkiRppUVEI+AfQF3gsJTSN9kmkv6PvfuOjqra2zj+3ZPeQxIIBAgECJ1QIiBFmgKiIE25dFAvTQFRUUBAAUEFURARERugXlSkWEFEReldeu8tobf0ct4/gqN5EyRgYFKez1pZd+acvfd5TtaS/O6evc+I5F1aUSMicpsYY0KBX4E6QA1N0oiISG517Rk1LYG5wFpjTAcHRxIRybM0USMichsYY9oC64HvgOaWZZ1ycCQREZF/xbKsVMuy3gQeAMYZY943xng6OpeISF6jiRoRkX/BGONhjCn//96/A7wJtLYsa7xlWamOSygiIpK9LMvaANQA3IENxpgqf54zxngZY8o6LJyISB6giRoRkX9nONAPwBhTEVgLBAHVLcta48hgIiIit4tlWVcsy+oGvAb8Yox5whhjgDBgqTHG3bEJRURyLz1MWETkFl17sOIuoDrQjLRidQjwkaV/XEVEJJ+4toLmc+Aw8F/SHjq81LKsKQ6MJSKSa2miRkTkFhlj3gC8AX+gAtDRsqydjk0lIiJy5xlj3Ej7wKIdMAp4BShjWVaMI3OJiORGmqgREbkFxpiiwE7gEvA9MAMoA2y3LGuXI7OJiIjcScYYV+AR0lbUFAPeAs4Cn1iWNd6B0UREciVN1IiI3AJjzFKgCXAMKHTtf3cAUyzL+tWR2URERO4kY4wXaQ/RrwZUBK4AvoAbUNCyrIsOjCcikutookZE5BYYY4YA8cDvwG7LsuIcHElERMThjDE2oDgQAbQFBlqWddWxqUREchdN1IiIiIiIiIiI5BDOjg4gkpe5uXtEJSbEBzs6h+QOrm7u0QnxcYUdnUNERCQzTq7uUalJCapr8gmbi1t0SmK86hIRB9CKGpHbyBhj/XpIO2IkaxqHeWBZlnF0DhERkcwYY6xGs046OobcIct6hKguEXEQm6MDiIiIiIiIiIhIGk3UiIiIiIiIiIjkEJqoERERERERERHJITRRIyIiIiIiIiKSQ2iiRkREREREREQkh9BEjYjkKof27OC57q1oXb0ojcM8stTn609n0KVRJVpUDKRr48ps37gagJ2b1zK464M8VC2ENpHFebFfR86cOm7vt/irT7i3tBctKgXZfzau+OW23JeIiIjkD/Fnj7PtrUdZ3qcsK56oyK4ZT92wT+yp/fz23zB2TOtrPxZ35hjLeoTwe+8y9p9D81+/ndFF5A5xdnQAEcm9UpKTcXLO+j8jly6cw9vH76b6/H9Ozi40erA9rbv2ZmSfDjdsv/irT1j4yXuMefdzSpWvzJlTx7E5OQFw5dJFWnZ6jJoNmuLs4sLbo55l3NOPMfnzJfb+5SIimbbg91vOKyIiIjlTakoyNqes1yRJV8/j5OF7U30yXDM5iS0TOlKkYUcq9JmKzdmFmOO7b9hv76xh+IZVy/RcvanbcXJ1v+VMIpLzaKJGJJeaM30i82e9S+zVKwQEBTNw9CRqNriP1wb3IqBgML2HjAUg6vgROt1Tnh93X8DVzZ3oE0cZ/1xv9mzbRIky5bnrnvvYsHypfTLinbHP89sP84m5cpliYeH0f/F1qtxVF4CZk8dyYNdWPLx8WLX0O3oOGsHDjw34x5wpycmsXfYji+d9woblP/PVmoN4evvc8n2Hli5LaOmynDh84IZtU1NT+XjSGJ57bTqlK1QBoFBIcfv52o2ap2vftkc/+rWpj2VZGGNuOaOIiIj8s6PfT+X4Tx+TEncFV79ChHcbS0CVRux6fxCufgUp3WE4kLZqZO3g2tzz/kGcXN2JP3ec3e8/zZVDW/AsWpaAyg04v/13Il/8DoD9/xvFmfXfkhx7BY/CpQjvMga/srUAOLRgIjFHd+Lk7s3ZzT9Ssu1gijfv9Y85U1OSOb/1F6JWfMmF7b9RZ/JmbB7et3zfUSu+xMUngNAH+9uP+ZSMuGEfV98gPIqUJvbU/lu+tojkHpqoEcmFjh7Yy4LZ03l34XKCgkOIOn6ElOTkLPV9+akehFesymsfL+TYwX0MfbQ1BYsUs58vW7k6XZ8cgrePH19+MJkx/bvy2W+7cHVzA2D1L4sY+dYshk58n6TEhOte59CeHSz+6hN+Wvg5wSHFaNauC8++8o59kmbp158zeeSg6/Z/9cN5VKlZL0v3dD1no05w+uRxjuzfzcSh/bCwaNiiHf99boz9fv5u67oVhJYun26S5uDu7bSuUQxfvwLc16YjXZ8c8q9WBImIiOR3saf2c2Lpx0S+9D1uBQoTf/Y4qSlJWeq7c9oTeJeoTJVnPiEu6iBb3+iKW2CI/bxPyQhKPDQQJw9fji+ezo53+nL3xNXYXNL+7p/bspQK/aZRvtdkUpOvX8dcPb6bqOVfEL16Pu4BRQmu9zDlHp2A87VJmujV89k7+4Xr9q/y9Cz8y9bOcPzygY14FCrB1je7c3n/RjyLlKJ0p5fwK3NXpuMkXT3P4YWTqD5iISd//STTNmufqwvGUKBifUp3HImrb9B1c4lI7qD/tyGSCzk5OZGUmMjhvbvwDyhI4WIlstQv+sRRdm5ay/iPv8bVzZ3SFarQvH03Nq361d6maZtO9tcd+zzLJ1PHc+LIAcLKVgSgfEQkDR9oB4Cbe8ZnxGxatYz3XhvOhbPRNG3Ticmf/0ho6XIZ2t3XuiP3te54M7d9005fe97Mml8XM+P7NSQlJjCi1yPMmT6RHk8NT9f20J4dfDzpZV6a+qn9WESt+ny8ZBPBRUM5vHcnYwZ0wxgb3QcOu625RURE8jSbE6lJicSc2IOLTyDuQcVu3AeIP3ecywc2EjH4M5xc3fEOrUjhezpwYecKe5vguu3sr4s/8CRHvnmLuOjDeBVLq0V8wqpSqGZLAJxcM9YxF3au4MAXY0m6fIbgOu2pNvQrvELCM7QLrtOO4DrtMhy/kYRzJ7mwayWVB35I5YEfEr16Ptve7EHt11fi4uWfof2Bz1+mWLPHcfMPznDOxSeAGqMW4R1aieSrF9g7+wV2vvsE1YZ8edO5RCRn0cOERXKhoiVL8+TICcye8gpt7wpl1BOdOX3y2A37nTt9Ci8fP7x8fO3HChUtnq7NnOlv0P3eqrSMCKZV1SLEx8Zw6fw5+/m/r77JzMVzpzl55CAlwytSukIVgouG3uTdZR93D08AOvZ5Bl//AAILFeGRXk+x+pcf0rU7cfgAz/d8iH7DXyOyfhP78ZDQMIoUL4nNZqNU+cp0HziM3xYtuKP3ICIiktd4BodRpstojnw9iVUDItgxtTfx507csF/ChWicPXxx9vhrC7V7YNF0bY5+/w5rh97D8r7lWPFEBVISYkm6et5+3i0ghH+SePks8aeP4Fm0HF6hFbM8iZRVNjcP/MpEElS9GTZnF4rc8x9cfQO5vG9DhrYX96zl6pHtFL3v0UzHcnb3wjesKjYnZ1z9ChLebRwXd64gKeZitmYWkTtPK2pEcqk/V6TEXLnM5JFPMW3sEEZN+x8enl7Ex8Xa2507fcr+OrBQEWKuXCL26hX7FqTTJ/6a4NmydgWfz5jEpP8tpmTZihhjaBkRDFj2Njd6dkuTVh2o3+whViz5hsVffcqkEU9Rv/lDNGvbmWp3N7D3/2nhHN4cfv3n24z/eCERterf1O/k/ysWFo6Lq9s/Zo46foRnu7Sgc7/naPFI938eUM+tERERyRZ/rkhJjrvC3lnDODBnNJX6z8DJzZPUxDh7u8RL0fbXbgWCSY67THLcVfsWpL9P8FzcvYajP0xLWwVTtBwYw4q+5bCsv+qYG/0tD767DUE17ufspsVErfiSfbOGERR5P8H1Hsa/fF17TRG9aj57Zj5/3XEi3rJMRgAAIABJREFUnv0M/3IZtz55F6/AxV2r//mXc82FncuJO32YVYNqAJASHwOpqawffi81x/2cob293vn7/YpIrqSJGpFc6OiBvZyNPknlyDq4urnj5u5BcnLa3u4ylarxv3df58LZ0zi7uPDpOxPs/YKLhlKxei0+mPgSfYe9yonD+/lx/qcULJz2aVRc7FWcnJzxDwwiJTmZT98ZT3xszE3nc3Vzp0mrDjRp1YGz0Sf5acH/eOvFQcTFXmXmT3/g4elF0zad0m2zyirLskhKTCApKRGAxIR4+zX/P3cPT+5t/R++mDGJspWrk5yUyFcfvk3de9OWPJ+JOsGzXVrQpntf2nbvm6H/2mU/El6pGgEFgzl6YA+fvP0aDVu0venMIiIi8pfYU/tJuBCFX3hNbC5uOLm6k3ztGTU+JSpz5LuplHjoLMbJmSPfTLH3cw8shm/pGhya9xql/zOS2OhDRK2Yi1tAEQBSEmIwTs64+ARipSZz5Ju3SEmIzTTDP3FydSf47jYE392GhAtRRK/6in2zXyAlPoZar/2Ok5snwXXbpdtmlVXB9R7h2KLpnNv6KwGVGxK9egFJV8/jG57xGTXFW/QjpPFfHyIdW/QucacPU+7RiQBcPrAJZ09fPIJLkRx7kX2fjsCvfB1cvAvcdC4RyVk0USOSCyUlJvD+hJEc2b8bJydnKtWozTPj3gbSnjGzefUyujWpQkBQMB37PsuaXxbZ+454axbjn+tNm8hilAyvQLO2ndm+cQ0ANRs0pXbj5nRrEoGHpxcd/vsUAYUK/6usQcEhdOo7mE59B7Nz8zqcnV3+1XjRJ47S6Z7y9vfNy6cVI78eSvv07c9VOn/+Pga8OJFJIwbyn3rheHh60aRVBzr1fRaAH76Yycmjh5g15RVmTXnFPubMa8+l2bTyV8YP7k1c7FUKBBXivjad6PrkkH+VX0REJL9LTUrk4NxXiT25F2NzxrdMJGV7jgcguG57Luxaydrn6+HqV5DQB5/k/Jal9r4V+k5jzwdPs7J/ZTyLlqNw3fZc2p+2bSigSiMCI5qwbkh9nNy9KH5/H1wzebbLzXArUJjQB/sT+mB/Lh/YhPkXX80Nadu+KvZ7l/2fjSTxYjSeIWWpPGiW/fk0e2am1Rnleo7H2d0LZ3cve18ndy9sLm64+gYCEHf6CIe+eo3Ey2dx9vChQKUGVOz37r/KJyI5g7G0NE7ktjHGWH9OIORU7702nLNRJxk++WNHR8n3God5YFmW9leJiEiOZIyxGs066egY6Rz4YiwJF6Ko2Heqo6PkOct6hKguEXEQPUxYJJ/ZvWUDxw/tx7Istm9czQ9fzOSe+1s7OpaIiIjIDV0++AexUQexLItL+9Zz6rc5FLzrAUfHEhHJVtr6JJLPnD8TzagnOnPx/FkCCgbTsc8z3NNcEzUiIiKS8yVeOs2Oqb1IunIOV79ChD74BEGRLRwdS0QkW2nrk8htlBu2PknOoa1PIiKSk+XErU9y+2jrk4jjaOuTiIiIiIiIiEgOoYkakXwu+sRRWlQKIjEhIUvtW1QK4tjBfbc5lYiIiEhG8eeO83vvMqQmZa1u+b13GWKjDtzmVCIi2UsTNSL5XHDRUBbtOIurm1uW2i/acZbipcKzNUNSYiJvvNCflhGFaRNZnI/eHJOlfjMnj6VxmAfrfluSbqxJI5+i3V0laBlRmGe7PsDRA3vt5xfMepfererStKwvrw3ula33ISIiIreXe2AxGszYj80la3VLgxn78SxcOlszpCYnsufj51nerzwr+1fm0PwJ/9j+9LpvWTP4bn7vVZotEzqScP5UuvMXd69m46gH+L13GVYNrMbxnz6yn7t88A82vdyK5X3CWTukPmc3L/n/w4tIHqSJGhFxuNlTXuHg7m18tmw7079ewc/ffMGiubP/sc+xg/v4bdECAgsVTnf8q4/eZtv6lbz/wxoWbjxG6fJVePXZx+3nA4OL0H3AUB7o0PN23IqIiIjkcYcXTiLm2C5qT1hJjZcWEb16Iad+/zzTtjEn97Hnw2co++gE6r2zHc8ipdk5/Un7+dhT+9kxtTclWg+i/rRd1Bq/nAKV7gEgKeYS297sRkiTHtR/dzdlurzMzml9iY0+dEfuU0QcRxM1IvnAgV3b6Ne6Pg9ULsjzPR5iyktPM2ZANwCijh+hcZgHiQnxAAzq2IyP3hjN052a80DlgjzZriEnjhy0j9U4zIOjB/Zka77FX82m24Bh+AUEUbhYCTr89ykWfTnrH/tMGjGAfi+8hrOLa7rjUcePUKthMwILFcHZxYVm7bpweO9O+/kG97ehfrOH8PUPyNZ7EBERkexx9ehONo56gOV9wtkysTP7PhnOjml9AYg7c4xlPUJISUyrWza/2p5D8ybwx6sPs7xPOJvGtCIu+rB9rGU9Qog5mb1btqOWf0GJ1oNw9QnEo2Bxit/fh6jlmU/URK+aR0CVJgRUaoCTqwdh7Ydw+cAme8bDX0+mSKMuBFVvhs3ZBWcPH7xC0lYuX963HmdPPwrXexhjcyIwojG+pWoQvfKrbL0fEcl5NFEjksclJyUxovcjNGjRhm82n6Rzv+dYPO/Tf+yzZP5nDBz1Jt9sPkmhkOK8P2Fklq41aeRTtIwofN2fzFy5dIGz0acoXaGK/ViZihEc+tvkyv/347zP8PUPoFbDphnOPdChB9s3rOLMqeMkJiSwaO4sajVslqX8IiIi4lipyUlsf+tRCtZ8gHrv7KREywFErfjyH/tErZxLmW5jqffOTtwCQzg499UsXWvvrGEs71f+uj+ZSYq5SOLFKLyLV7Qf8y5RiZjjmX+IFXN8N96hf7V19vTFPagYMSd2A3B5/0aMzcb6EfexckAE26c8bt8aZWEB6b+h18Ii5tiuLN2fiORezo4OICK3145Na0mIi+M/vZ/BZrNR7e57qHvfg6SmpFy3z/2PdCesXCUAmrXrwtQxg7N0radffounX37rpvLFxVwFwNvHz37M29ef2Jgrmba/fPE8s94ay1tfLs30fNGSpQkuGkqHuuHYnJwoUrwkk+b8eFOZRERExDEu799ISmIcxVs8gbHZ8C9fh8DqzbBSr1+3FL7nP3gXS5tYKVzvEfZ99mKWrlW2x6uU7ZG1SZ0/pcTHAODk6Ws/5uzpR3L81czbJ8Ti5OGT7pizpx/JcWnjJJw/SdTyL4l4bg7uQcXY/+mL7HpvANWGfYVfmUiSrl7g1PIvCK7TjvPbl3F533r8K9S7qcwikvtoRY1IHnfu9EkCg4tgs/31n3twSPF/7BNQMNj+2sPTi7iYmNuWz8PLG4CYq5ftx2KuXMLTyyfT9u+9OpzWXXtTsHDRTM9PGvkU8bGxLNx0nMU7z3P/w90Z+mhbUlNTsz+8iIiIZKuEi1G4+Qdj/la3uAdk/jf/T65+heyvbW6epCTcvrrFyd0LgJS4vz5QSo69jLO7d+bt3TxJ+X+TOMlxl3H2SBvH5uZB4fod8AoJv7Y16nku7llNSkIsLt4BVB70MSd//YRVA6ty8pfZFKz1EG4BRW7T3YlITqEVNSJ5XGChEM5FnyI1NdU+WRN98thtudabwwfw08I51z2/aMfZDMd8/AoQFFyEA7u2ERQcAsD+nVsJK1sxQ1uAjSt/YdXP3/PF+2krdy6dP8PYp3rS4b9P0bX/EA7u3k7PQSPwKxAIQPueT/DhxJc4F32SgkWK/dtbFBERkdvIzb8wCRejsVJT7ZM18edP3JZr7Zk5hOhV8657vsGM/RmOuXj54+pfmKtHd+JWIG1b99WjO/AqVi7TMbyKlefq0R3298lxV4g/cwyvomkrgLyLVQCTsZ9lpW158i9bm8gXv7Mf3zSmFYUbdLzxzYlIrqaJGpE8rlKN2ri6ufHl+5N5+LEB7Ny8ltU//0DtRs2z/VrPjHubZ8a9fdP9mrfvxidTX6N8RCRxsTHM/WAKnZ94LtO2079eQerflj/3bV2fPkPHUffeBwGoUK0mPy34H5H1GuPh6c3CT6bjFxBEQKG0T59SkpNJSUkmNTWF1JQUEhPisdmccHZxuYU7FhERkezkWyYSm4sbxxZPp1izXlw+sIlzm38ioGqTbL9WuZ7jKddz/E33K3xPB458MxmfUlVJTYjj+OIZhLbsn2nb4Lrt2TT6QS7sXIFvmUgOzZuAb+kaeASXBKBIw84cmj+B4HqP4B4QwuEFb+BfoR7O11buXDmyDa+i5UhNTuLETx+SeOUches/csv3LCK5gyZqRPI4ZxcXxr4/l9eHPsGsKa9QObIOTVp1sH/LU07Q46nhXBp1ji6NKuHk7ELrLr1o8Uh3+/kWlYIY//FCImrVxz+wYLq+NpsTPn4F7Fuo+g57hamjB9OtSQRJiQmUDK/A2Blf4uTkBMAnU19j1lvj7P1/WjiH5u27MnTi+3fgTkVEROSf2JxdqPzUx+z5aDCHF76JX3hNCt3dhtSkBEdHsyvZ5hn2XTnP2ufqYpycKdqkB0X+tsrl995liHj2M/zL1cYrJJxyj7/Bno8Gk3jpNH7htajY9x1728L1HyH+3Ak2j22NlZKMf7m7qdB7iv388cUzOLt5CVip+JevS9XnP8fmnP4bL0Uk7zF/LqsTkexnjLF+PRTn6BgZjO7flWIly/D44FGOjiJ/0zjMA8uyMlkALSIi4njGGKvRrJN3/Lo73umDR3ApSj085I5fOz9b1iNEdYmIg+hhwiL5wB9rfudM1AlSUlJY/fMPrPzpW+65v7WjY4mIiIhkcGHXKhLOn8JKTeHsHz9xdtOPFLyrhaNjiYjcMdr6JJIPHDu4j5cH9iD26mUKFinGM+OmUrZydUfHEhEREckgLuogu959guS4K7gFhlC253h8SkY4OpaIyB2jrU8it1FO3fokOZO2PomISE7mqK1P4hja+iTiONr6JCIiIiIiIiKSQ2iiRkRuyczJYxkzoJujY4iIiIjc0KEFE9kxra+jY4iIZImeUSMiud7ieZ8yf+Y0Thzej6eXN41aPkzv58fi4pr29ZXnz0Tx1otP88ea33FydqFdj3507Z/2zREXzp5m6pjBbFm7nPi4WEqGV6DPsFeoclddAHZuXstHb4xh7/bN2JyciKhVjwEvTqRgkWIOu18RERHJvaJWfMnxJR8SF30IJ3dvCtV+iFIdXrB/7fb+OaM5t3kJiZdO4+ofTOgDT1CkYWcA4s8dZ92wRunGS02IpXTHFyneoi8Xdq1iy/hHsLl62M+Hdxlj7y8iuYMmakQk10uIi6X/yAmUr1qTK5fOM7zXw3w2bQI9B40A4JWnH6doydLMXXOQM6eO82yXFhQsUozm7bsQFxtDuYhInhgxngJBwSz+6hNeeLw9c5bvwtvXnyuXLtKy02PUbNAUZxcX3h71LOOefozJny9x8F2LiIhIbpSSEEeZLmPwLVWNpJiLbJ/ckyPfTiGs7WAAnNw8qTxoJp6FS3Pl8Fa2TuyMe6ESFKhQD/fAYjSYsd8+VtyZo6x9ri5Bdz1oP+biG0S9KVvu+H2JSPbR1ieRXGjO9Ik8Uqc0D1YpRLfGVVj/+1IA9mzdyJPtGtIyojDta4UxZdQzJCcl2fs1DvNgwezpdGtchRaVgnh/wkiijh9h4CP38mCVQozo/QjxcbFA2ld6t6tZkjnTJ9K6RjH+Uy+cRXNnXzfTzs1r6f9wY1pVLcLj99dkw/Kf7ecWz/uUzg0q8EDlgnSsX44f532Wrb+P1l17E1GrPq5ubgQWKkLTNp3ZvmE1AHExV9m06le6DRiKq5sbRUuWpkWHHvzw5UwAQkLD6PDfpwgsVASbzcYDHXpgjOHQ3p0A1G7UnEYPtsfLxxc3dw/a9ujHzs1r0YPYRUREsubo91NZNSiS5X3Ksvb5+pzftgyAy4e2sGlMK5b3K8+qgdXY9+kIUpP/qluW9QjhxNKPWft8fX7vXYaDX75C/NnjbB7XhuV9yrLtrUdJSUirWy7sWsXKgVU5+v1UVjxZidVP38Wp3z+/bqZL+zey6eWHWNGvAuuH38v57b/Zz0Wt+JI1g+9meZ9wVj9bi6gVc7P191H03h74l6uNzcUNN/9gguu25/K+9fbzYe2ewyskHGOz4VuqGv7l63B534ZMx4peMRf/cnfjUbB4tmYUEcfSihqRXObogb0smD2ddxcuJyg4hKjjR0hJTgbA5uTEEyPGUz7iLqJPHmNIj4f4Niyctj362fuv+20J079Zydnok/R68G62b1zD8xPeo0BQIQY80oRFc2fTtnvaHu5LF85yJuokc1cfYPeW9Qzp2ZpyVWpQqnzldJnORJ1g6KNtGfbGB9Rq1Jwta5fzUr9OzPxpE57evrw96hneXbiC0NJlOX8mmkvnz2Z6b0u//pzJIwdd995f/XAeVWrWu+HvaOu6FZQsWwEAy7LsP3+yLIuDu7dn2vfQnh3ExV6leFj4dccOLV0eY/QlCCIiIjcSe2o/J5Z+TORL3+NWoDDxZ4+TmpI2GWNsNkp3fgmfsGoknDvB1old8AguRbGmj9n7n9v6K5GjF5FwIYoNLzbj0v4NlHv8TVz9CrJ5bGuiln9B0fseBSDpynkSLkRRd/ImLh/8g60TO+MTVhXv4hXSZUo4f4ptb3ajfO+3CIxowsXdq9nxdi9qvroMZw8f9n0ygshRP+BZpAyJl86QeOVcpvcWvXo+e2e/cN17r/L0LPzL1r7h7+jinrV4Fi2X6bnUpAQuH/yD4HoPZzhnWRZRK7+iROv0tVPy1QusHFgVJxd3Aqs3I+zhoTi7e90wh4jkHJqoEcllnJycSEpM5PDeXfgHFKRwsRL2c+GVqtlfh4SG0bLTY2xZuzzdRM1/ej2Nl48vXj6+lK5QhRp1G1EsrAyQtnpk/46/lspaqak8/uwoXN3ciKhVn7pNW/LLt3MzTNQsXTiHmg3uo869DwBQo24jKkXezcql39O0TSeMsXFo7w6CixYnoGAwAQWDM723+1p35L7WHf/V7+fHeZ+xbcNqPvhhDQCe3j5E1KrPrLdeYcBLE4k+cZTFc2eTEB+boW/s1SuMe/oxujzxPP6BBTOcP7RnBx9PepmXpn76rzKKiIjkGzYnUpMSiTmxBxefQNyD/nrGm0+JKvbXHoVKUKRRFy7tWZNuoib0gX44e/jg7OGDd/GKFKhQD8/CpQAIiGjClSN/++DFSiWs/RBsLm74l6tNUI3mnF77dYaJmujV8wio3JCgak0BKFCxPr7hd3Fu8xKC67YHm42Y43twCyyKq19BXP0y1gQAwXXaEVyn3b/69UStmMulfeu4a8xPmZ7fO3sYnoVLEVS9eYZzl/auI/HyGQrWbGk/5lmkDHe9vBTPImWIP3ec3TOeYv9nIyn/+Jv/KqeI3FmaqBHJZYqWLM2TIycwe8orjO7flch6jXlixHgKhRTn6IG9TBs3hL3bNpMQH0tKcjIVqtVM1z+gYCH7azd3DwoEpX8fF3vV/t7Lxw8vH1/7+8JFQzl3+lSGTFEnjrH8x29oGVHYfiwlOYnyEZF4eHrx0tRP+fL9ybw+pB+VatSm77BXCCtXKVt+H3+38qfvmP7qMF6f/S0BBf/KMnzSR0wZ9Qwd65cjICiYZu278vPX6ZdDJ8TH8cJ/2xNeqSo9nhqeYewThw/wfM+H6Df8NSLrN8n27CIiInmRZ3AYZbqM5sjXk9j5Tl8KVLqH0p1ewj2wKLGn9rN/zmiuHN5KakIcVmoyvqVqpOvv4htkf21zdcflb5MmNld3UhJi7O+dPXxx9vCxv3cPLEbihagMmeLPnuDMpsUs71fefsxKTsInrCpObp5UemI6xxZNZ/dHz+JXOpJSHUfiXax8hnH+rbObfuTA52OIeG4Obv6FMpw/8MVYrh7eRtWhX2FsGZ9YEbXiSwre9WC61TJu/oXsY3kUDKXUf0aw9Y0umqgRyWU0USOSC/258iTmymUmj3yKaWOHMGra/5g8ciClK0bw4pTZeHr78MWMSaz+ZdEtXyfmyiVir17B0zut6Ik+eYzCRUtkaFeoSDHufagDQ16fkek4NRvcR80G95GYEM/Hk15m/PO9mf71ygztflo4hzeHD7hunvEfLySiVv1Mz637bQkThvTl1Q/nUaZi1fT5QoozdsZf+8tnjB9Bheq17O8TExIY0bsDAQWDeW789AzbmqKOH+HZLi3o3O85WjzS/br5REREJKM/V54kx11h76xhHJgzmkr9Z7B31jC8QytRsd+7OHt4c/SHdzm3ZektXyc57jLJcVdx9vAGIP78CdyDMj67xS0ghODarSnfa3Km4wRUaURAlUakJMZzeMFE9nzwNJGjMtZT0avms2fm89fNE/HsZ/iXy3zr07mtv7L7w2eo8vRsfEpUznD+0PzXOffHT1QbNh8XL78M51MS4ziz/jsqD/zwutcH0moaPVdPJNfRRI1ILnP0wF7ORp+kcmQdXN3ccXP3IPnag/fiYq7i5e2Lh5c3R/bv5ts5HxIUHHLL1zI2Gx+9OZreQ8axZ9tGVi75lre/+jVDu6ZtOtL3ofqs+XUxNRs0JSU5mV1/rCe4aHFc3dzZuXkdkfWb4ObugbuHJ8Zk/hzzpm060bRNp5vOuWnVMsYNepTR735OxeoZC6KjB/YQWKgIbu4erPttCd9/MZO356Y97Dg5KYlRT3TG1c2d4ZM+xvb/PrE6E3WCZ7u0oE33vvZn94iIiEjWxJ7aT8KFKPzCa2JzccPJ1Z3ka8+oSYmPwcnDGyd3L2JO7uPUsk9xLVD4BiP+A2Pj0PwJlO4wnCuHtnB242JqjPwmQ7Pguu3YOKoF57b8TECVRlgpyVw+sBn3oGLYXNy4fGAjBSo1wObijpOrB1ynbgmu247guje/9enCzhXsmt6fygM/wK9MZIbzR759m+jVC6g+fAGuvoGZjnF24yKcvfzwr5D+2X0Xdq3Eo2AJ3AKLknD+JAe/fIWgyBY3nVFEHEsTNSK5TFJiAu9PGMmR/btxcnKmUo3aPDPubQD6vvAabwx7gi/en0zZStVo/ODDbNuw6pav5VcgiMBChXmkTmnc3N3p/9IblKkYkaFdoZDijH1/LjPGj+CVpx/D5uRE+YhIBo6ehGWlMvfDKbw2+L+AoVS5Sgx+ddotZ8rMJ2+/ytUrlxj2eFv7seCiocxcsgmAjSt+YfbbrxIfG0OJ8PK8NPVTQkunPbRv+8Y1rP7lB9zcPWhZ9a/i8Jlxb9O0TSd++GImJ48eYtaUV5g15RX7+ZlLNhFcNDRb70NERCSvSU1K5ODcV4k9uRdjc8a3TCRle44HoHTHF9nz8WCOLZqOT4kqFKz1EJf2rbvla7n4BODmX4hVg2rg5OpOeNeX8Q7NuNXaPbAoVQbN5MCX49j13gCMzYZPWDXCu43DslI5tngGu2Y8BcbgXaw85R59/ZYzZebI15NJjrvM1je7/S1TMWq9ugyAQ1+9inF2Ze3zf03CBNdtT7lrvzdIe7ZN4boPZ1gFfPXIdnZNH0By7EVcvAsQFNmCsPZDszW/iNx+Rl8xK3L7GGOsXw/FOTrGLfljze+MGdCd+esPOzpKvtE4zAPLsvR1UiIikiMZY6xGs046OkamLuxaxc53+1FvypYbN5YsWdYjRHWJiINkvo5PRERERERERETuOE3UiIiIiIiIiIjkENr6JHIb5eatT3LnaeuTiIjkZDl565NkP219EnEcragREREREREREckhNFEjkov8seZ32tUs6egY6TQO86BFxUCmjR3i6Cg5Wsf65Wha1pcxA7rduLGIiEg+cGHXKlYOrOroGOks6xHC771Ks3/OaEdHue1WP1uL3x4rwY5pfR0dRUT+H03UiMi/9t63q3hixF9fGTlx2JN0a1yFJqU8WfzVJ+nanjt9iuH/fZj2tcJoHOZB1PEj6c4P6dmaFpWC7D9Ny/ry2P13ARB94mi6cy0qBdE4zIMv35+cpZy/fvcV/ds34v4KAQzq2CzduZsZe+bksTQO82Ddb0vSHbsv3Cdd/2MH99nPf75iD12eeD5LOUVERMRxIkcvpkynl+zvL+xaxYaX7md5n7KsfqYmR7+faj+XcDGabZN6sGpgNZb1CCHuzLEsXyfx8ll2TuvHqqeqs7xvOTa93IpLe//6evLU5ES2v92L1c/WYlmPEC7sWpWuf2pyEge+GMuqQZEs71uOXe8NIDk+JsN1UpMSWDv0ngyTYnXeWEdoqwFZzisid44makQk25WuUIVBY6cQXrl6hnPG2KjZsCljps/JtO/4mV+zaMdZ+0+lGnfT8IF2AAQXDU137qPFG7DZbDRo0TZLuXz9A2j/aH869Ruc4VxWxz52cB+/LVpAYKHCGcZocH+bdGMULxWepVwiIiKSM6UmJ7F9ymMUadCJ+u/uJmLw/zi26D3ObfkFSKtrAiIaU2ngBzc9dkp8DD6lqhE5ejH1p+2iSMPObJvUg6SYS/Y2fmVrUaHP27j6FcrQ/9gP07i4Zw13jfmROpM2kHTlPPs/HZGh3dHvpuLqE3TT+UTEcTRRI3KHzZk+keG9Hkl37IPXX+KVZx4HYPG8T+nZtDoPVC5Il4YV+W7OR9cdq3GYB0cP7LG/nzl5bLqtNTs3r6X/w41pVbUIj99fkw3Lf87mu8lc2+59iazXGFc3twznAgoG06ZbH8pH3HXDcaKOH2Hb+pU0b9cl0/NL5n9GRK36FC5WIku5Ius3oXHLhwkqVOSGba839qQRA+j3wms4u7hm6ZoiIiJ52dHvp7Jtcs90xw5+9Rq73hsIQNSKL1k3rCHL+4SzZnAdTi777LpjLesRQszJv1ajHlowMd22nEv7N7Lp5YdY0a8C64ffy/ntv2XvzWQiOeYiKbGXKVz/EYzNhldIOH7hNYk5sRsAV7+CFL23Jz5h1W56bI9CJSh+fx/c/IMxNhtFGnQCY4g9kVbb2ZxdKd68F/5la4PNKUP/s5sWU6zpY7j6BuHs4UNoy/6cXvP0s/ANAAAgAElEQVQ1KYl/fZFFbNQBTq/7htCWWjkjkps4OzqASH7TpFUHPp40liuXLuDjVwCAX779kkEvTwHAPyCIcR/MIyQ0jM2rf2PYY22pUK0mpStUuanrnIk6wdBH2zLsjQ+o1ag5W9Yu56V+nZj50yYCM5moGPZ4O7atX5XJSBAcUpwPF6+/yTv9936c/xlVatbLdCLGsiyWzP+MbgOGZft1rzf2j/M+w9c/gFoNm2bab91vS3ioWggBhQrTuksv2vbol+3ZREREcpJCd7fh0II3SIq5iIuXPwCn1yykbI/XAHDxCaTKoFm4FyrBxV0r2fZmd3xLVcc7tOJNXSfh/Cm2vdmN8r3fIjCiCRd3r2bH272o+eoy3PyDM7Tf+mZ3Lu1bl8lI4B5QlJrjsvbhlatfQQrVacup3/5H0fseJebEXi4f3EyJ1oNuKn9WXD2+m5T4GDwKl85Se8uywEr/PjUpnriog3iHVgJg76xhlP7PSGyu7tmeV0RuH03UiNxhwUVDqVCtJsu+n0+rzo+zY9Ma4uPiiKzfBIC7G99vb1ujbiNq1GvM1vUrb3qiZunCOdRscB917n3APlalyLtZufR7Hur83wztX/1w/r+4q9tjyfzP6NZ/aKbntq1fyfmzp2mYxW1PNyOzsS9fPM+st8by1pdLM+3T6MH2tOz0GAWCgtn1xzpe6tcZLx8/mrXrnO35REREcgr3wGL4lqrOmXXfEdK4K5f2byAlMY4Cle4BILDqvfa2BSrWx79ifS7tXXvTEzXRq+cRULkhQdWa2sfyDb+Lc5uXENI444P6I56Z/S/uKr1CtR5iz8zn0x4wnJpC2CPD8CkZkW3jAyTHXWXXe/0JbTUAV9/ALPUJrHovx5d8gH/Fethc3OzPzvlzRU3Uirk4u3sTWO2+DM+3EZGcTRM1Ig5wX+uO/PzNF7Tq/Dg/f/0FjVu2x8kpbUnr6l8WMXvKK5w4fIDU1FQS4mMpHxF509eIOnGM5T9+Q8uIv56lkpKcdEtjOcK29Ss5fyb6uhMxP877jAb3t8HDyzvbr53Z2O+9OpzWXXtTsHDRTPuUDK9gf105sg7tH32C3xYt0ESNiIjkecF12hG9ZgEhjbtyevUCCtV6CHNtq865P5Zy+OtJxEUfwrJSSU2Iwzfs5r/pKf7sCc5sWszyfuXtx6zkJHxuYaybEXNyHzun9aPSgA8IqNKQuNOH2fZmDzwKlaRQrVbZco2UxDi2Te6BT2hlSrZ5Nsv9QlsOIDnuCptGPwhA8RZ9ubBtGW4FipAUc5HDCyZS7YV52ZJRRO4sTdSIOECjB9sxdcxgoo4fYdn38xn3wVcAJCYkMOqJzgyd+D73NG+Ns4sLwx5vl7a0NRPunl7Ex8Xa3587HWV/XahIMe59qANDXp+RpUxDerZm6/qVmZ4LLhrKzCWbsnp72eLHeZ9xT/PWmU7EJMTH8dui+YyZ/kW2X/d6Y29c+Qurfv6eL95/C4BL588w9qmedPjvU3Ttn/GryY0x2Z5NREQkJypYqyX7P3uRuDPHOL3uW6oMmgWkfdvQjqm9Kd9rMkGRLbA5u7D1ze5YZF7X2Nw8Sf3b81USL562v3YLCCG4dmvK98raNz1undiFi3vXZnrOPbAYtV5dlqVxYk7swSO4JIFV01Y+exYuTWD1ppzftixbJmpSkxLY/tZjuPoVpNzjb95U/eDk6k54lzGEdxkDwLmtv+IWUAS3AkW4uGcNCRej2XhtEsdKTiI59jIrB1al+vCFeAaH/evsInL7aKJGxAF8/ApQs8F9vDHsSTx9fKhQrSYAyUmJJCcl4h9YECdnZ1b/sohNK3+lXJUamY4TXrEqPy34H6UrRLBn6wZ+X7TAvoWqaZuO9H2oPmt+XUzNBk1JSU5m1x/rCS5aPNNnvoyf+XW23V9SYiKWlYplWSQnJZGYEI+Ts4t91VBiQjwpKSnXXieQmBCPi6ubvThJiI9j2Q/zrjsRs/zHr/H29ad6nYbpjkcdP0Kne8ozZ/nuTO8xJSWFlOQkUlKSsVJTSUyIxxgbLq5/PRj4emNP/3oFqakp9vd9W9enz9Bx1L03rQBaseRbqtauj7evP7u3bGD+zGk8Pnj0zf7qREREch0XL38KVGnI3o+fw9nDB9/Sad/6mJqcRGpyIi6+gRgnZ879sZSLO1fgE5b5tiGfEpWJXjkP79BKXD74B2fWf0+BymlbqILrtmPjqBac2/IzAVUaYaUkc/nAZtyDiuEeVCzDWBGDr//Q4pvhE1qZuDNHOb/9NwpUakD8maOc++Mnit7b094mJTEerFQArOQEUhLjsbmk1TWnln/B4YVvUOeNjM/LSU1OYsfUXthc3KjQZyrGlvF7XlKTEuwf2FnJiWljO7tibDYSLkRhWam4FShCzLFdHJgzipJtB2NsNvzC7+Luv13z8v4N7J05hLvG/JTlrVUi4jiaqBFxkPtad2R0/650H/iC/Zintw/9X5zIywO6k5iYQP1mrajTpMV1xxgw6g1eG9yblhHB1KjbmKZtO3H+TDQAhUKKM/b9ucwYP4JXnn4Mm5MT5SMiGTh60m2/t+e6t2TL2uUA7Ni4hjdeeJIhr8/g/ofT9pA3L1/A3rbHfWlLlv8+ubJiyTd4+/hlmCz504/zPqNZ284ZPnU6ffIYwUVDCQoOybTfTwv+x/jnetvfNy9fgKq172Hy50tuOLZ/YMF07202J3z8CthX/Pz63VxeH9KXxMQEChYuSsc+z9rvV0REJK8LrtOOne/0oUTrp+3HnD28KdNlDDun9SM1OZGgGvcTWO2+645RpuvL7H7/aZb3LUeBivUJrteexEtpq2rcA4tSZdBMDnw5jl3vDcDYbPiEVSO827jbel8ewSWp0OstDswZTfzZYzi5+1Do7taE3NvT3mZ5r1L21+uGNgCg9sS1eBQsTsL5k/iF18x07Mv7N3Duj6XYXN1Z8bctXeV6TiC4bjsA1g69h4SzxwHYOjFtO3XVoV9RoEJd4s8cZdd7A0i8fAZXv0IUa9477ZujSPvGKDf/v77S29nLH2y2dMdEJOcy19tSISL/njHG+vVQ3I0b5mLNyvnj6uZGy06P03fYKw7N8snbr+EXGJTpw5IdrUvDipw/e5p7mrfmhTc/zLRN4zAPLMvSnikREcmRjDFWo1knHR3jtvrtv2HYnF0JadyV0v8Z+a/H2zKhI2W6voxXSHg2pMteawbXIfHyGQpGPkCFPlMynF/WI0R1iYiDaKJG5DbKDxM1kn00USMiIjlZfpiokb9ookbEcTJuhBQREREREREREYfQRI2IiIiIiIiISA6hiRoRERERERERkRxCEzUiIiIiIiIiIjmEJmpERERERERERHIIfeuTyG3k5u4RlZgQH+zoHJI7uLq5RyfExxV2dA4REZHMOLm6R6UmJaiuySdsLm7RKYnxqktEHEATNSKSjjFmGuBlWVYPR2e5FcaYhsAcIMKyrLOOziMiIiK3j+oWEcmLNFEjInbGmGbAB6QVCxcdnedWGWPeAIoD/7H0j5yIiEiepLpFRPIqPaNGRAAwxhQAPgQey83FzjXDgcpAR0cHERERkeynukVE8jKtqBERAIwxnwCXLMvq7+gs2cEYcxfwA1DdsqwTjs4jIiIi2Ud1i4jkZVpRIyIYY9oDtYEhjs6SXSzL2gBMAz4wxhhH5xEREZHsobpFRPI6ragRyeeMMcHAFqCtZVmrHZ0nOxljXIDVwPuWZb3n6DwiIiLy76huEZH8QBM1IvnYtU9sFgI7LMt6wdF5bgdjTEXgN+Buy7IOODqPiIiI3BrVLSKSX2jrk0j+1gMoCYx2cI7bxrKsncCrwExjjJOj84iIiMgtU90iIvmCVtSI5FPGmFBgI3CvZVlbHZ3ndjLG2IBfge8sy3rd0XlERETk5qhuEZH8RBM1IvnQtQLgJ2CpZVmvOjrPnWCMCQPWAY0ty9ru6DwiIiKSNapbVLeI5Dfa+iSSPz0JeAL55lMay7IOAS8As40xro7OIyIiIlmmukVE8hWtqBHJZ4wx5YCVQB3LsvY5Os+ddO0hhN8BGy3LetHReUREROSfqW5R3SKSH2miRiQfMcY4k1bszLYs6x1H53EEY0wR4A+glWVZ6xydR0RERDKnukV1i0h+pa1PIvnLEOAy8K6jgziKZVmngIGkLSX2cHQeERERuS7VLapbRPIlragRySeMMdWAJUCkZVnHHJ3H0YwxnwNRlmUNcnQWERERSU91S3qqW0TyF03UiOQDxhg3YAPwumVZsx2dJycwxgQCW4GulmX96ug8IiIikkZ1S0aqW0TyF219EskfxgD7gE8cHSSnsCzrHNAL+NgY4+voPCIiImKnuuX/Ud0ikr9oRY1IHmeMqQd8BURYlnXG0XlyGmPMDMDJsqzHHZ1FREQkv1Pd8s9Ut4jkD1pRI5KHGWO8gVlAPxU71/Us0NgY08rRQURERPIz1S1ZorpFJB/QihqRPMwYMw3wsiyrh6Oz5GTGmAbA56R9enfW0XlERETyI9UtWaO6RSTv00SNSB5ljGkGfEDaH/GLjs6T0xlj3gBCgQ6W/mEUERG5o1S33BzVLSJ5m7Y+ieRBxpgCwIfAYyp2smw4UAno5OggIiIi+YnqlluiukUkD9OKGpE8yBjzKXDBsqwBjs6SmxhjIoFFQHXLsk44Oo+IiEh+oLrl1qhuEcm7tKJGJI8xxrQHagFDHJ0lt7EsayPwDvChMcY4Oo+IiEhep7rl1qluEcm7NFEjkocYY4JJ+4Pd3bKsWEfnyaVeAYKAPo4OIiIikpepbskWqltE8iBtfRLJI659krIQ2GFZ1guOzpObGWMqAr8DtS3LOuDoPCIiInmN6pbso7pFJO/RihqRvKMHUBIY7eAcuZ5lWTtJ+4RqljHGydF5RERE8iDVLdlEdYtI3qMVNSJ5gDGmBLABuNeyrK2OzpMXGGNswC/A95Zlve7oPCIiInmF6pbsp7pFJG/RRI1ILnftD/NSYIllWa85Ok9eYowJA9YDjS3L2uboPCIiIrmd6pbbR3WLSN6hrU8iuV9/wB3QpyfZzLKsQ8BQYLYxxtXReURERPIA1S23ieoWkbxDK2pEcjFjTDlgJVDHsqx9js6TF1172OG3wGbLskY6Oo+IiEhupbrl9lPdIpI3aKJGJJcyxjiTVuzMtizrHUfnycuMMUWAP4BWlmWtc3QeERGR3EZ1y52jukUk99PWJ5HcayhwGXjX0UHyOsuyTgEDSVtK7OnoPCIiIrmQ6pY7RHWLSO6nFTUiuZAxpjrwIxBpWdYxR+fJL4wxc4DTlmU95egsIiIiuYXqFsdQ3SKSe2miRiSXMca4kfaVlhMsy/rE0XnyE2NMALAV6G5Z1i+OziMiIpLTqW5xHNUtIrmXtj6J5D5jgH3Ap44Okt9YlnUe6A18ZIzxc3QeERGRXEB1i4OobhHJvbSiRiQXMcbUA74CIizLOuPoPPmVMWYG4GxZ1mOOziIiIpJTqW7JGVS3iOQ+WlEjkksYY7yBWUA/FTsO9yzQyBjTytFBREREciLVLTmK6haRXEYrakRyCWPMu4CHZVk9HZ1FwBjTAPgcqKoCVEREJD3VLTmL6haR3EUTNSK5gDGmOTCDtKXDlxydR9IYYyYCJYFHLP1jKiIiAqhuyalUt4jkHtr6JJLDGWMKAB8Aj6nYyXFGABWAzo4OIiIikhOobsnRVLeI5BJaUSOSwxljPgUuWJY1wNFZJCNjTCSwCKhuWdYJR+cRERFxJNUtOZvqFpHcQStqRHIwY8zDQC1giKOzSOYsy9oIvAN8aIwxjs4jIiLiKKpbcj7VLSK5gyZqRHIoY0xhYCrQ3bKsWEfnkX/0ChAI9HF0EBEREUdQ3ZKrqG4RyeG09UkkB7r2CcfXwDbLsoY7Oo/cmDGmArAcuNuyrP2OziMiInKnqG7JfVS3iORsWlEjkjP1BEKB0Q7OIVlkWdYuYBww0xjj5Og8IiIid1BPVLfkKqpbRHI2ragRyWGMMSWADcC9lmVtdXQeyTpjjA34BfjBsqwJjs4jIiJyu6luyb1Ut4jkXJqoEclBrv3BXAossSzrNUfnkZtnjAkD1gONLcva5ug8IiIit4vqltxPdYtIzqStTyI5S3/AHXjd0UHk1liWdQgYCsw2xrg6Oo+IiMhtpLoll1PdIpIzaUWNSA5hjCkHrATqWJa1z9F55NZde6jit8AflmWNcHQeERGR7Ka6Je9Q3SKS82iiRiQHMMY4k1bszLIsa5qj88i/Z4wpAvwBPGRZ1lpH5xEREckuqlvyHtUtIjmLtj6J5AxDgUvAu44OItnDsqxTwADSlhJ7OjqPiIhINlLdkseobhHJWbSiRsTBjDHVgR+BGpZlHXd0Hslexpg5wGnLsp5ydBYREZF/S3VL3qa6RSRn0ESNiAMZY9xJe9L+BMuyPnF0Hsl+xpgAYCvQ3bKsXxydR0RE5Fapbsn7VLeI5AyaqBFxIGPMBKA08LCl/xjzLGNMC2A6EGFZ1iVH5xEREbkVqlvyB9UtIo6niRoRBzHG1AfmkvZH8Iyj88jtZYx5D3C1LOtRR2cRERG5Wapb8hfVLSL/x959x/d0/XEcf53snRCRCDFi7z1raylq1Cg6rLZaRYsOHbqp0mq1OmhLjS6jSktRHbbae28xQhAzO7m/P+L3JZUQJL4Z7+fjkccjuffc+/3cb5vjnfM951770s2ERezAGOMFTAaeVtjJNV4AGhlj2tq7EBERkVuh3JIrKbeI2JFm1IjYgTHmS8Ddsqye9q5F7h5jTANgGlBZQVdERLIL5ZbcSblFxH40UCNylxljWgBfoXW/uZIx5kOgKNBZ6/tFRCSrU27J3ZRbROxDS59E7iJjTB5gAtBbYSfXGgqUBR62dyEiIiI3otwiKLeI2IVm1IjcRcaY74EzlmU9a+9axH6MMdWABUA1y7KO2rseERGR1Ci3CCi3iNiDZtSI3CXGmE5ADeBle9ci9mVZ1gbgM2CCMcbYux4REZH/Um6R/1NuEbn7NFAjchcYY4JI/geuh2VZUfauR7KEEUBe4Gl7FyIiInIt5RZJhXKLyF2kpU8imezKJw9zgK2WZb1m73ok6zDGlAWWAXUsy9pn73pERESUWyQtyi0id49m1Ihkvl5AYeBtexciWYtlWTuBYcBkY4yjvesRERFBuUXSoNwicvdoRo1IJjLGFAXWAs0sy9pi32okKzLGOAB/AQssyxpp73pERCT3Um6Rm1FuEbk7NFAjkkn0D5mk1zXBuKllWVvtW42IiORGyi2SXsotIplPS59EMs8AwAX40N6FSNZmWdYhkp+qMdUY42LnckREJHdSbpF0UW4RyXyaUSOSCYwxZYDl6GZrkk5Xbt74G7DJsqyh9q5HRERyD+UWuVXKLSKZSwM1IhnMGOMErAQmWZb1hb3rkezDGFMA2AS0tSxrtb3rERGRnE+5RW6XcotI5tHSJ5GM9wpwDvjS3oVI9mJZ1gmgPzDFGONh73pERCRXUG6R26LcIpJ5NKNGJAMZY6oBC4BqlmUdtXc9kj0ZY34ATluW9ay9axERkZxLuUUygnKLSMbTjBqRDGKMcQOmAIMVduQO9Qc6GGOa2bsQERHJmZRbJAMpt4hkMM2oEckgxphRQHGgk6VfLLlDxpiWwDigkmVZ5+1dj4iI5CzKLZKRlFtEMpYGakQygDGmPjCD5H+cIuxdj+QMxpjxgItlWb3sXYuIiOQcyi2SGZRbRDKOlj6J3CFjjBcwGXhaYUcy2PNAQ2NMO3sXIiIiOYNyi2Qi5RaRDKIZNSJ3yBgzDnCzLKunvWuRnMcY0wCYjj71FBGRDKDcIplJuUUkY2igRuQOGGPuB8aj9biSiYwxHwCh6D4CIiJyB5Rb5G5QbhG5c1r6JHKbjDF5gG+AXgo7ksleB0oDj9i7EBERyZ6UW+QuUm4RuUOaUSNym4wx3wNnLMt61t61SM5njKkGLACq6TGqIiJyq5Rb5G5SbhG5M5pRI3IbjDGdgRrAy/auRXIHy7I2AGOBCcYYY+96REQk+1BukbtNuUXkzmhGjcgtMsYEAZuBdpZl/WvveiT3MMY4ASuBby3L+tLe9YiISNan3CL2otwicvs0UCNyC658IvArsNmyrKH2rkdyH2NMGWA5UMeyrH32rkdERLIu5RaxN+UWkdujpU8it6YXUAh4x96FSO5kWdYuYBgw2RjjaO96REQkS1NuEbtSbhG5PZpRI5JOxpiiwFqgqWVZW+1bjeRmxhgH4C9ggWVZI+1dj4iIZD3KLZJVKLeI3DoN1Iikw5V/YP4G5usfGMkKFMBFRCQtyi2S1Si3iNwaLX0SSZ9nAWfgQ3sXIgJgWdYhYAgw1RjjYudyREQka1FukSxFuUXk1mhGjchN6CZoklVdc5PILZZlvWbvekRExP6UWySrUm4RST8N1IjcgB4rKFmdHrsqIiL/p9wiWZ1yi0j6aOmTyI29AkQC4+xdiEhqLMsKB/qT/DQFD3vXIyIidqXcIlmacotI+mhGjUgajDHVgflANcuyjtq7HpEbMcZ8D5yxLOtZe9ciIiJ3n3KLZCfKLSI3phk1IqkwxrgBU4DBCjuSTfQHHjTGNLN3ISIicncpt0g2pNwicgOaUSOSCmPMB0Ao0MnSL4lkE8aY+4HxQCXLss7bux4REbk7lFskO1JuEUmbBmpE/sMY0wCYBlS2LCvC3vWI3ApjzDjAzbKsnvauRUREMp9yi2Rnyi0iqdPSJ5FrGGO8gUnA0wo7kk29ADQwxrSzdyEiIpK5lFskB1BuEUmFZtSIXMMYMx5wsSyrl71rEbldVz5dnU7yVGIFdxGRHEq5RXIC5RaR62mgRuQKY0xLkh9nqXWyku0ZY0YBxdH9CkREciTlFslJlFtEUtLSJxHAGJMX+BropbAjOcQbQGngEXsXIiIiGUu5RXIg5RaRa2hGjQhgjPkBOG1Z1rP2rkUkoxhjqgILgeqWZYXZux4REckYyi2SEym3iFylGTWS6xljOgPVgZftXYtIRrIsayMwFphgjDH2rkdERO6ccovkVMotIldpRo3kasaYAsAmoK1lWavtXY9IRjPGOAErgUmWZX1h73pEROT2KbdITqfcIpJMAzWSa10Zqf8N2GRZ1lB71yOSWYwxZYDlQB3LsvbZux4REbl1yi2SWyi3iGjpk+RuvYGCwDv2LkQkM1mWtQt4F5hsjHG0dz0iInJblFskV1BuEdGMGsmljDFFgbVAU8uyttq3GpHMZ4xxAP4EFlqWNdLe9YiISPopt0huo9wiuZ0GaiTXudLx/w38blnWKHvXI3K3GGOKAOuAZpZlbbF3PSIicnPKLZJbKbdIbqalT5IbPQs4AaPtXYjI3WRZ1mFgCDDFGONi73pERCRdlFskV1JukdxMM2okVzHGlAWWoZuTSS515WaUc4CtlmW9Zu96REQkbcotktspt0hupYEayTWMMc4kP+5vomVZX9q7HhF7McYEkfx41/aWZf1r73pEROR6yi0iyZRbJDfS0ifJTV4BzgLj7F2IiD1ZlhUO9Cd5KrGHvesREZFUKbeIoNwiuZNm1EiuYIypDswHqlmWddTe9YhkBcaY74GzlmUNsHctIiJylXKLyPWUWyQ30YwayfGMMW7AFGCQwo5ICv2BB40xzexdiIiIJFNuEUmTcovkGppRIzmeMeZDoCjQ2dL/8CIpGGNaAF8BlSzLOm/vekREcjvlFpG0KbdIbqGBGsnRjDENgZ+AypZlRdi7HpGsyBjzJeBuWVZPe9ciIpKbKbeI3Jxyi+QGWvokOZYxxhuYBDytsCNyQy8C9Y0x7exdiIhIbqXcIpJuyi2S42lGjeRYxpjxgItlWb3sXYtIVmeMqQ/MIPlT3FP2rkdEJLdRbhFJP+UWyek0UCM5kjGmJfAlyZ231q+KpIMxZhRQAuio+yKIiNw9yi0it065RXIyLX2SHMcYkxf4BuilsCNyS94ASgKP2rsQEZHcQrlF5LYpt0iOpRk1kuMYY34ETlmW9Zy9axHJbowxVYGFQHXLssLsXY+ISE6n3CJy+5RbJKfSjBrJUYwxDwHVgFfsXYtIdmRZ1kbgU2CCMcbYux4RkZxMuUXkzii3SE6lGTWSYxhjCgCbgLaWZa22dz0i2ZUxxglYAUy2LOsLe9cjIpITKbeIZAzlFsmJNFAjOcKVEfTfgE2WZQ21dz0i2Z0xpgywHKhrWdZee9cjIpKTKLeIZCzlFslptPRJcorHgYLAO/YuRCQnsCxrF8m/T5ONMY72rkdEJIdRbhHJQMotktNoRo1ke8aYYsBaoLFlWdvsXY9ITmGMcQD+BP6wLOt9e9cjIpITKLeIZA7lFslJNFAj2dqVDvlv4HfLskbZux6RnMYYUwRYBzSzLGuLvesREcnOlFtEMpdyi+QUWvok2d1zgBMw2t6FiORElmUdBl4CphhjXOxdj4hINqfcIpKJlFskp9CMGsm2jDHlgKVAHcuy9tm7HpGc6spNL+cAWy3Les3e9YiIZEfKLSJ3h3KL5ASaUSPZijFmmDEm0BjjDEwBhirsiGQuK3lEvw/wuDGmLoAx5p0rj5YVEZE0KLeI3H3KLZITaKBGspsnSZ4y/CpwGhhv33JEcgfLssKBfiQ/TcETqA7UtG9VIiJZnnKLiB0ot0h2p6VPkm0YY7yBk0BD4HegqmVZx+xblUjuYoz5DogELOCgZVkf27kkEZEsSblFxP6UWyS70owayU5CgUPAZOAFoLMx5pgxJp9dqxLJBYwx3xtjpgEfAu1J/vejuH2rEhHJ0pRbROxEuUWyOw3USHZSHHABLgBvAPcBzS3LOm3XqkRyhz7ANuAvYDXQFSht14pERLI25RYR+1FukWxNAzWSnTQjOfR4A09bltXasqztdq5JJFewLOuyZVnvAuWBs4AfUMu+VYmIZGnKLSJ2otwi2Z3uUSPZhjGmDxACvMeCTTAAACAASURBVGVZVqK96xHJzYwxNYEXLMvqYu9aRESyIuUWkaxDuUWyGw3UiIiIiIiIiIhkEVr6JCIiIiIiIiKSRTjZu4CcyNHFPTwpPibQ3nXI3eHg7HYyMS46yN51SM7j7uYWHhMbq75EAHBzdT0ZHROjvkYylTJMzqOcIvbi6OIWnhSvHJNbODi7nkyMU07JKFr6lAmMMVb7n8LtXYbcJbO7BmFZlrF3HZLzGGOsmIPr7V2GZBFuxaqrr5FMZ4yx2k9ThslJZndRThH7MMZY9Sces3cZcpcs711QfU0G0tInEREREREREZEsQgM1IiIiIiIiIiJZhAZqRERERERERESyCA3UiIiIiIiIiIhkERqoERHJwabM/JWGD/a44/O4FavO7v0Hb+vYUvUf4I8lK++4BhERERGR3ECP5xa7uxC2k21T3ybywGbiL0Vysydmrfu0LxE7VpAYG4Wrb35Ktu1H0aaPABC2/Gc2ff3i1caWRWJcNI3fW4hfaGV2zviAPbM/wcHJxdakyYhFeAUXz5RrExH72r57H0OGf8yGrTs5e+48/32K1sy5f/DZtz+yecdualSuwKKfvrrh+Zb+u56Bb47k4JGjVCxTknEj36BcqeT+46PxU/hu1lyOHDtBXj9fnni4Ay8909t27H1d+7Bm41acnBwByJ8vLzuX/JrBVyySvczuEkSzj5bhXbCkbduhv74nbPlMGrz5i11q2jrlTY7/+xvxURdw9vSlaLPHKN1hYKptwzcsYs/ssVwI24WjsyuBVZtRofvbuHj6AiTnjl/+kzvev5o7FvavQey50xiH5M9O85SoSv03fs7kKxTJ+Zb3Lki14UvwKFDCti186Q+cWjWLSkNm2qWmAz+9zem1v5EYfREnT1+CGj5CSJvnUm17+ehO9kwYREzEEQC8ilQk9OF38CxY+mqbsB0c+OktLh7YiIOzG0GNHqZox1cA2DKyExf3b8A4JmcOF58AaozUh2bZiQZqJIWkxAQcHNP/v0XcxbM4efjc0jH/ZRydCa7TlmLNe7L6w543bV/qweeo2ncMjs6uXDy2l+XvdMC3cFnylKhGSP2OhNTvaGt7ePFP7J71Mb7FKtm2BddqTc3nxt92vSJyd5yJPIevtxdOTrffvzg7OdGx9X089WhnOj/1/HX78/j50r9XN3YfOMTiletuWk/nPoMZ884QOrS8l7Hf/kCnPoPZ8ufPODk5YVkWE0a/TcUyJTkUdpzW3fsRlD8f3Tu1tZ3jwzee58lHOt329YjIjcWci8DNL+COzlG02aOUfeglnNw8iT57gpXDu+BVoBgF67a7rm181EVKdxiIf9k6JCXEs/6zfmyd/DrVn/nU1ia4VmtqDkw7d9R+YSKBVZreUc0ikrnizkfg4ntnfUtQo0co8uCLOLp6EBt5gu2jH8YtsBgBtdpe19Y1TwHK9vsaV/9CYCVx4q9J7PriKaoPXwxA/KVIto3uRtHOr1F+4BQsyyLmZMqZz6Hd3qJAk+53VLPYj5Y+ZSF75oxlwTNVmdurBIsG1uPU5sUArP/iWbb/MMzW7vKpI8zuGkRiXAwAUaePsvzdjsztVYIlQ1uxc/pIlgxtZWu/dcqbLHymGnN7lWDxq805s3uNbd/OGR+wenQv1n/en7m9SnJg4cSb1pmUmMCJ9X+w+qPH+WNATVsdt8s7uARFmz6Md6HSN28M+ISUwdHZNfkHY8AYLoUfSrVt2NLpFG7YGWPMHdUokpWNHjeZso3akq9CA6rc14m5i5ak2XbXvoM80L0fwVWbElLjXoaOGguAZVl8OG4SpRu0oWC1pnR5+gXCI06nOHbZ6o1UataB/JUa8tiAV4iOufq7P2Xmr1Rs2oGgyo1p+Whf9h44fFvXkpCQwLw/l9K174uUbtCG6JjY2zrP/5UqXpReXdrbZr38V7P6ten0QHMK5L95+Jq94G9KFitCt/atcHV1YXCf7kRHx7B09QYAnn+6B1UrlMXJyYkSxQrTrkUTVq3bfEf1i2R3C/vXYPcvn/DX842Y26sU68b2IyE2KkNfI/Z8BPvmjefvF5uydfLrd3w+74IlcXLztP1sjEOaOSOkfgcCqzTFydUDlyuzb87uXnvHNYjIja19sTZhcz9lw+tNWdWvLLu/GkBibHSGvkbchdMc++MrNrxxLwd+fPOOz+dRoASOrh5XNxgHYk4dSrWtk6cfbvlCkv+GsSxwcCQm4jCWZQFw/I+v8CvXgMB7HsLB2Q1HF3c8Q8rdcY2SdWhGTRZx8fg+Di78lkbD5uOeN4ioiDCSEhPSdey6T/viW7QCdYd8z6UTB1j1/sO4+wfb9vuFVqL0g8/h5OHDvrlfsnZMH+77dLVtsCN8wyJqDPiSan0/JSkh7T+KLoTt5MjiaYQt/xn3fAUp3KAzVZ/8AGd3LwDCls9i88SX0zy+7ktT8S9TO13XdDObJwzhyJLpJMZF41u0AkHV7ruuTVREGKd3/kvVpz9Osf3kpr+Z93gZ3PLkp9i9PQi9//EMqUnEXkKLFOKv6RMICvBn+m8L6THwNXYsnkNggH+KdhcvXabVo315pmdXZnw1Gsuy2LJzLwBTf/6Nb36YxdzJn1EoOJDBb31Aj+deY+EPVz8F/mX+n/wzcyKWZdGk0+NMmfErTz32EEv+XceQYR/z66SxVC5Xmg/GfUuHJwaxYeE0nJ2d03UN23fvY+rM3/hx9nxCgoN4pENrPn/vNby9kv9Y+mnOfJ57/f00j581YQz31Kx6q2/dLdmxZz8Vy15dnuHg4ED50iXYsWcfTe+plaKtZVmsWLuRru1aptj+1ugvePPDLygVWoQ3n+9Lk3opjxPJiY4um0ndV37Ayd2b1R/0ZNf0UVR47K07OmdSQjzhG//kyOJpnN6+gsCqzSj/yFDyV2pka7Nq5KOc2bUm1eM98hWk6Qf/pHn+PbPHsnvWxyTGRuEREEJIg45ptr3WmZ2rrvvg6eSmv5nX+0ruuO/63LHhi2exkpLwLVqB8o+8jl+xiul6LZHc7tSqWZQf9B1O7l7sGNubI7M/oFiXN+7onEkJ8URu+YuTK6ZzftdK8lRsSrHOr+FXvqGtzfYx3bmwN/UBWVf/glR75880zx827zPC5n5CUmwUrvlCCKh7475lVb+yJMZeBiuJwm0H2z58vrB/PR4Fy7DlvfZEhe/Dq3AFQh9+F4/gqznl8C+jODxrJO5BxSnS4SX8yta/lbdC7EwDNVmEcXAkMSGWi0d34+rjj0dASLqOizp9lLN711H35R9wdHHDt0g5CjfqQsS2ZbY21y4FKtm2P3t+GcPl8IP4hJQBIE9oFQrWaQOAo4v7da8RsW052394h9hzpynUoCP135iVYi351dfpQEj9Drd03ber8uMjqdTrPc7uWcfpHStxdHG7rs2RpTPwL1Mbz/xFbNsK1m1L0WaP4eYXwNm9G1jz8eM4efhQuGHnu1K3SGZ4sGUz2/dd27Vk1BffsmHrDlo2bZCi3fx/lpPHz4cXnu5p21anWvKywB9nz2dAr26UDE3+fXn/1YEUqNqUoydOUqhAIAAv9euNfx4/AB64tyEbt+1KPvaX33msUxtqVqkAwMv9Hmf8lBms2bTtpoMn/6xcw2vvf8rJ02fp1r4lf/w0ntLFi13Xrmu7ltcNetxtl6KiyePjnWKbn483Fy9dPzvgvbFfczkqmse7PWjbNnzIAMqWDMXF2ZnpcxfS8YlBrJn3IyWKFc702kXsqVjznrZcU7rDQDZ8OTDFQM2S11qCuTrJ20qIx69ElTTPt2PaSA7/NRWvAsUJafgQ1fuNxdnD+7p2dYd8d9s1l2o/gJLt+nP+0DZOrJ2Ps6ffTY+J2LacQ3//QMN3rt576rrc8VHK3FGj/xf4hVbEsiwO/P4NK9/ryr0fL8fFK89t1y6SWxRo2gO3fIUACHngOfZOHJxioGbzu61T9i2JcXgVSzuXHJ41ivCl3+MeGEr+ezpT6olPcHK/vm8pP3DKbdcc0ro/hVr14/KR7ZzZuAAnD98btq/7+U4SY6M4tWJ68jKoK2LPHufSwc2Uf/4HvIpU5Ojvn7NjbC+qD1uMcXSiWKdXcQ8uhYOTMxFr5rDjk55UffsP3ANDb7t2ubu09CmL8AoqRsXu77L754+Y/1QF1nz8BFGnj930uJjIkzh7+KQIKO75CqZos/fXz/hzcH3m9irJvMdLkxAbRdzFs1fbXzP7JjWxF05z+eRhvENK41ukPB4BhW7Y/m4xDo74l6lN9NkTHFw0+br9YctmULjRQym2+RQqjXveoORjS9ekeMsnOb567t0qWSRTTJn5KzVbdiWwUiMCKzVi9/5DnI48d127sGPhhBZO/ff3ePgpChcsYPvZ18ebPL7eHA8/ZdsWdM0MHQ8Pdy5HJU8xPn4ygsIFg2z7HB0dKRQcyPGTETetPeJMJAcOH6VcyVAqlS2VooasxsvDnQuXLqfYdv7iJby9PFJsGz91OpOmzeHXSWPxcL86+F2rakW8vTxxdXXhsY5tuKdmVX7/exkiOZ27/9Vc4h5QiJhzp2zT9wEaDZ/PA9/usX1V7DkstdPYXD6xn6SEeHyKlMe3SLlUB2kygjEGv2IVcXRxZ9eMD27Y9uzeDawd04daA7+yfRAGN88d/mVq4ejijpOrB6UefBYXrzyc3rEqU65HJKdxzXv1bxhX/4LEnU/Zt1R+fR51P99p+wp9+N0bni/65AGSEuLxLFwez5ByqQ7SZARjDF5FKuDg7MaROR/etL2jqwdBjbuz55vniLuQvCzd0cWdvFWb41O8Og5OLoQ88BxxkeFEhe8HwLt4NZzcvXBwdiXwnofwKVWbs5vTnukjWY9m1GQh/5+REh91kc0TX2bb1DepNegbnNw8SYy7uuYy9tzVP5zc8gQSH3WB+OhLtiVI0dcM8JzeuYq9v33BPa//jE+h0mAM83qXTNGJcZP7txSq154CNe7nxLoFHFkyjc0ThlCgZktCGnQiX7l7bFPwrnvi0n/UffkH8pWtc0vvSXpYiQlcPnkoxbYzu9cQExlOcO02Gf56IlnJ4aMn6PfqcBZ8P4461Srh6OhItRYPpfwdv6JQcCAHZ6c+ABwclJ8jx07Yfr5w8RKR5y8SHJT/pjUEBwZw5NjVp7UlJSVx9PhJggNvft+Xh9q0oG3zxvz6x2KmzvyNZ4eOoG2LJjz8YCsa1alh619+nP07/V97L83zzPl2LPVrZe7Sp3KlijNp2mzbz5ZlsW3XXgb1uXqjvknT5zDy84ks+unrmw466d5ZkltEn7na70SfPoabX/47+v+/5sCviDp9jLAl01n3WT+McSCkQSdCGnRMMSN55YhunNm5OtVzeAQUotnopel6vdRyxrXOHdzKv6Meo8pTo8lfufGNT3bTy1a/IJJesWePp/jexffO+pYyfccRe/YYJ1fMYPdX/THGgfx1OxJQt6Nt5g7A9o8e5fze1PsWN/9CVBuW9rLKa1lJCcScSuc9/awkkuJiiIsMx8UnHx6FyqbvuCuM+pZsRwM1WcTF4/uIORtO3tI1cXRxxdHFDSshHgDfohXZO+dTYh8ciHF0ZvcvY2zHeeQrRN4S1dk5bQTlH3mDy+EHOLJ0Ou55k/9ASIi5jHFwxNXHHyspgd2/jCEh5tZv4ufo4kaheu0pVK890WfDCVs2gy0TXyEhJopmo5fi5OZ53ROX0suyLJLiY0lKiAOw3Zw4teVMMedOcWbnKgKr3oujixuntizh6MpfqDFgXIp2R5ZMJ7hWa9vg1f+dWLcA/zJ1cPb05dz+jRxYMIGyXdK+r45IVhcVHY0xhoC8ydPkJ/70C7v3H0q1baumDRgy7CM+Gj+FZ3p2ISkpiS0791KnWiW6tmvJ+599Q4vG91CwQH5eGfEJ99Ssalv2dCNd27fk4WeG0KXt/VQsU5LR4yfj7e1JrStLoW7GzdWVh9q04KE2LTh+MoIffpnHwDdGcikqis2LfsbTw51u7VvRrX2rm5/sPyzLIjYujrj45P40JjbW9poAiYmJxCckkJiYSFJSEjGxsTgYB1xcrr+3Tvv7m/LqiE+Y9usC2rdoyueTfsLd3Y2GtasByYNJb37wOQt+GEfxoimXr567cJG1G7fSoE51nBwdmTH3D5av2cAHrw++5WsSyW4OLppMUI0WOLl5sXvWxxSsd/3Tk26VR76ClO44iNIdB3Fm1xqOLJnGP0PupXCjLlTs8Q4A9V758ZbPm5QQz5El0wiu0wZnd28i92/iwB/fUqr9s6m2v3BkJ6tGdKNSz+EE17x+eeaJtQvwL3tN7pg/gbJdk3NH1OmjRJ8+Tp4SVbCSkjiwYAJxF89k2P38RHK68H+mkLdKc5zcPAn77RPy1brzD2hd8xakcJuBFG4zkAt713JyxXQ2vtWcwHs6E9rtbQDKD771ZZVJCfGcWjGdfDUfwNHNm0sHN3Hi78mEtOqfavvIbYtx9gnAs1AZEmOjODxrFE4evngEJz9uPKhhN3Z82ouLBzfjVbg8R+d/gWveYDyCipMQdZ6LBzbiW7oOxsGJiDW/cn7PvxTr9tZtvy9y92mgJotIio9jx4/DuXhsD8bRibwlq1P5ieRptiENOnJ6+3IWDayHm19+Srbtx8mNV6euVR/wBRvHDWT+k+XwLlSakAadOLsn+QZXgZWbEFi1GX8OqoeTmyfFWz+NW56b/+F1I+55gyjVbgCl2g3g7N4NODil72ahaYmKCGPRs1dvqPlb96IAtP8p+RP6Td+8BECVJ0YBhgMLv2XjVy8AFh75ClGx+7sUqNHCdnxiXAzH/v2V2oMmXPdaR1fOZsO4QSTFx+LuH0zJtv0p0rjrHdUvYk9lS4by3BOP0rBDT5ycHHm0wwO2e8X8l7eXJ/OmfsEL745m1BcTcXF2pmeX9tSpVonHOj5A+KnTtHrsGS5djuKemlWY/MnwdNXQuG5Nhr/8LD2ee42IM2epUqEMs775ON03Er5WcGAALzzdkxee7smajVtxvoNHcwMcPnaCMg2uBje/MvUAiDm4HoDvf5lHnxffTrG/Qe3qLPrpKwCqNu/MS8/0olv7Vvjn8WP6V6MZ+MZInnrpHSqWKcHMrz6yPT78rdFfcubcOeq3vzrD5p6aVfl10lji4xN466Mv2b3/EI4ODpQuXpTp40enej8ekZymUP2OrBrxMNFnwwmqei9lH3opQ8/vX6YW/mVqUanXMC4e3XNnJzOG4//OZfv3w0hKiMMtbxDF738ixQ2Af+seSt1XkmcJ75s7jtgLZ9g4fjAbx18deG0z5QCQSu5odzV3JERfYvOEIVw+eQgHZzd8i5an7is/4OqT8kbwIpK6gDoPsuPjR4mNDCdv5WYUaZ/2zP7b4VOyJj4laxL68DtEH997R+cyxnB63TwOzXyPpIQ4XPwCCb63NwXu7W1rs7JvScoP+g7fUrVJuHyeA9+/Tuy5cByc3fAOrUL5wd/h4Jz8QbZv6boU6/IGuz5/goToi3gVrUTZARMxjk5YCQkcnjWK6BP7wMERjwLFKTtgIh4FStzRNcjdZVKbHi93xhhj/X+QwR62f/8u0ZHh1Oj/ud1qyE1mdw3CsizNJ5QMZ4yx/j+gIOJWrLr6Gsl0xhir/bSMyzAL+9egyhOjCKzSNMPOKbdmdhflFLEPY4xVf+LN77l5O9a+WJsS3d8nT8UmmXJ+uXXLexdUX5OBdDPhHCBy/0YunTiAZVmc2b2WQ//8QHCtW18iICIiIiIiIiL2paVPOUDMuQjWfPwEcRfO4uoXQKm2/ShQUwM1IiIiIiIiItmNBmpygALVm1OgenN7lyEiIiKSQovP1tm7BBHJgWp+kPpTl0RyCi19EhERERERERHJIjRQkwNFnT7Kbz1CSYyPTVf733qEcun4/kyuSkRymiPHTuBfvj6xsXHpau9fvj57DxzO5KpEJLuJOn2U37rfQm7prtwiIjcXc+YYK/uWJCmdfcvKviWJDlffIlmDnvqUCez91KesICkhji3fvsbRVXNwcHSi2H09KPvQkFTbxkSeZNM3LxK5fxOx505x36dr8MxfOMW5tk5+neNr5pEYH0ee0MpU6j0C7+CUj5iLvXCGv55vgGdgURoN+z1Tr+9aeuqTZBY99enm4uLiGfTWKGbO/QNnZyeefKQTbw7ue9Pj3h0znuGffMWvk8bSvFHyI7svXrrMS8M+4ve/lhEXH8/DD7Zi5GuDbI/ftjc99Unuhox+6lN2kZQQx5aJ1+SW5jfJLV9fk1vGppJbJv0ntzx+NbdcOnGAzRNfIXLfRpw9vCnd8XmKNn04065NT30Se8nMpz5lF0kJcRz4figRa37DODpRoEl3ijyY9mPET6/9jYMz3iP+QgQ+JWtSsvdHuOYpAMDBae9wZuNC4s9H4OIXSMGWzxDUsJvt2MthO9j//etcDtuBo4s7+Wq3o9hDQzEOjpl+naCnPmU0zaiRTLHr5484f2QH941ZRaPhCzi64hcOL/4x9cbGgfyVm1B78MRUd+///SvO7FpNk/f/otVX2/EpUo4Nnw+4rt3279/Bu2CpjLwMEcnihn/6Ndt27WX74tksnzOVab8uYPKMX294zN4Dh/ll/l8UyJ8vxfaXhn1ExJlItv3zCxsXzWDluk2M/CL1fklEcpZdM6/klk9W0ei9BRxd/guH/7lJbnk+jdwy70puGfkXrb5OmVuSEhP4d1QP8pWrR6tvdlD7+Ylsm/oWp3eszKxLExE7Cvv1Yy4f3UmN91dQ5Y3fiVg9m5PLpqXaNur4XvZOfJ6SPUZS+9OtuAcVZ/f4/rb9Dq4elHtuMnU+30WpPmM5NGMY53ausO3fNe4ZfErUoM6nW6n8+lwit/5N+JLvMv0aJXNooCabOn94B4tfu5+5PYuzckQ3Nn/7Kms/eQqAy6eOMLtrEIlxMQAse/tBdkwbyfJ3OjC3Z3GWvN6ay+GHbOea3TWIi8f2Zmh9Rxb/ROkOg3D18cczf2FKtH6aI//8lGpbN78AQpv3wq94lVT3Xz51hPxVmuKWJxAHJ2cKN3yIC0d3pWhzesdKLoUfpHDjLhl6HSK53dade6nfrjv5KjSgTY/+DHpzFI8NeAWAQ0eP41asOjGxyVOK7+vah7dGf0Hzbn3IV6EBjTr0ZP/hMNu53IpVZ/f+gxla39SZv/LKgCfIlzcPRQsFM/CJR5k8fc4Nj+k/9D1GvjoQZ2fnFNt/W7SY55/ugbeXJ0EB+XimZ1cmTbvxuUQkfc4f3sHiV+9nbo/irHyvG5snvsraMdfkli6p5Ja3OzC3R3GWDP1PbumSSbml4zW55YGnObL4BrmlxQ1yS0QquSUsObdcOr6PqIgwSrUbgIOjE36hlQmu2TLtQSERuaHLYTvY9G5rVvUtxbaPHmH/90PZNS55Zm3M6TCW9y5IUnxy37JlZCcOzxrF1lGdWNW3FJuHtyH61CHbuZb3LkjUiX0ZWt/J5dMJaTMQZ++8uOULoWCLPpxcnnrfcmrVz+Sp2AS/8g1xdHGnyIMvcfHABluNRdq/gEeBEhgHB7yLVcG3dF0u7rt6w/bYM2Hkr9sR4+iEa95g8lRoTNTR3Rl6PXL3aKAmG0pKiGf1hz0IrtWaVt/solS7AYQtSX1k9v/Clk2nUq/htPpmFx7+Bdn+0/B0vdbmCUOY27tUml+pibt0jpjIcHyLlLdt8y1a4brBlfQq0uRhzu5aQ/SZ4yTGx3L4nx8JrNzUtj95mdWrVO49AtBsO5GMEh8fT6c+g2nfsiknNv7Ni317MfXn3254zPez5vHxWy9xYuPfhAQH8caoz9L1Ws++PoLASo3S/EpN5PkLHD8ZQcWyV/uiSuVKs2NP2uvLv/t5Lv5+vtx3ZbnTtSzL4trlwJZlEXY8nPMXLqbrGkQkdUkJ8az+oAfBtVvTasIuSrVPR25ZeiW3TNiFR76CbP8xnbnlmyHM7VUqza/UpJlbwu4gt+y+Jrcs/pHAKldyi62PuaavweLCkZ239VoiuVlSQjw7xvYmX/VW1B67nZDW/Tm1fPoNjzm1aiahDw+j9tjtuOYtyOGZI9L1WvumvsKqfmXT/EpNwuVzxJ0LxzOknG2bZ0h5Lh9LffAk6tjuFG2dPHxw8y9EVCrtk+JjuXhwIx4FS9u2Bd/3JCdXTCMpIY6Y00eJ3PoPfhUbp+v6JOvJGgvv5Zac3buOxLhoSrbph3FwIF+5egRVb4GVlJjmMYUbdcUnJLkTCWnYma2TX0/Xa1V+fCSVHx95S/UlxFwGwNnDx7bN2dOHhOhLt3Se//MMKoZ7QCEW9quGcXDEI39h6r8xy7Z/z5yxBFRoiG+R8pw7uPW2XkNErvfvhq1ER8cwuE93HBwcaFinOq3vbUhSYlKax3Tv3JbypZPvw/BIh9Y8/86H6XqtT999hU/ffeWW6rt0OQoAX28v2zY/H28uXtn+X2fPnWfYJ1/x1/RvUt1/f5P6fPjlJCZ+/C6Xo6L5YlLyJ15RMTH4+njfUm0ictXZPbeRWxp3xafwNbllUjpzyxMjqfxEBuQWjzvMLfkKsfCZa3LLm8m5xSu4BO55g9g9awyl2g/g3MFtnFgzHze//Lf1WiK52cX960mKi6bg/X0xDg74lq5L3qrNb9i35L+nC56FyiR/X68TB358M12vVeKxEZR4LH2DOv+XGJvctzi5X+1bnDx8SYxJvW9JjL2M4zX9EIBjGu33T30V98BQ8lZpbtuWp2JT9k4cxLE/voakRIKadMf/mv2SvWhGTTYUE3kStzxBGIer//nc8xW84THXBgBHVw9bKMkMTm6eAMRHXf0UOj7qIk7uXmkdckNbJrxMYmwUrb7eQZspByncqCur3n8EKymJS+EHObJkGmU6p31TLhG5PSdORVAgMACHa/qakOCgGx4TFOBv+97Dw53Ll6MzrT4vTw8ALly62p+dv3gJ7yvb/+vVEZ/w1KOdKBiU+h9EH77xAnn85C+WdAAAIABJREFUfKhyb0ead+tDpwea4+zsRGA+/1Tbi0j65Nrc8s0O2kw9SOHGXVk1Ijm3ODg5U/vFSZzeuYoFT1dh25Q3Kdy4C27+BTLkWkRyk7hzJ3HxC0zRt7jmvXHf4uIbYPvewdWDxEzsWxxdk/uWhOirfUtC9AUc3VLvWxxdPUmMTjmLNzGV9gdnDOfSka2U7f+N7drjL0Wy4+NHKdR6APeMP0DN0eu4HLaDowvGZeQlyV2kGTXZkFueQGIiw7GSkmy/nNGnM+eO6pu+eYmwZTPT3N9m8oHrtrl4+eGWJ4gLh7fjnjf5j7rzh7bhc2X0+ladP7KDMp1fxMU7LwDFWz7BzmkjiIkM58yu1cSei+DPQcnLGBLjYkiMi2H+UxVp/tk6HJ1db+s1RQQK5A/gxMkIkpKSbIM1Yccz52kw/V97jx9np/20tjPbl1+3LY+vD8GBAWzduYfgwOTgtWXHbsqVKp7qOf5esYZ5fy1lzNfJN9aLOBtJj+de47knHuXl/o+Tx9eHCaPfsbX/+vuZVK9UPsVAlYjcuruaW76+SW6Zks7ccngbPiG3mVsO76DMQ//JLT8l5xZ3/2B8QspQ//WrNa4d8xR5S1a/rdcSyc1c/AKJO3cyRd8SezZz+pZ9U4ZwatWsNPfX+/L6+2Y5efrh4hfE5bAduOZJ7lsuH9mO5zXLla7lUbA0l8N22H5OiL5IzOmwFMubDs/+kLObFlFpyM84efjatsdEHAEgqEFXAFzzFCCgdnvObFhAofufvoUrlaxCAzXZUN6SNXBwdmXfvC8p3rIPZ/euJ3zDHwRWaZbhr1XliVFUeWLULR9XuFEXdv8yBr/iVUiMjWLfvPGUan/9k5r+LzEuxjZNMSkhjsS4GBycXTHGkKdENcKWzSSgQgOc3Dw5sHAiLt55ccsTSKF67a6u+waOrZzDkWUzqDvkOw3SiNyhOtUq4urqwpivv2NA726s3riN3/9axv2N78nw1/ps+Kt8NvzVWz7u0Y5tGPHZBKpXKsflqBg++eZ7XnymV6ptV8yZSuI106Hvaded915+ltbNGgJw4MhRvD098c/jy6r1mxkx9hu+uWbgRkRuT95SV3LL3C8p3iqTc8uTo6jy5G3klsZd2D3rP7ml3W3mlpLVCFuaem4BOH9kJ15BRQHD0RW/ELFtGZUfv7UlFSIC3sWr4+DsyrGF4wm+7wkuHtjA2U2LyFOp6c0PvkUluo+kRPdbW1YJkP+ezoTN/QTvYsl9y7E/viKkVep9S/66Hdk87AHO7VyOd/HqHP7lA7xDq+GevygAYfPGEvHvL1R6eRbOPiln+7oHFQcHR06umEH+uh2Jv3iG06vn4BWa+k3PJevTQE025ODkTO0XJrPpq8Hsmjka/9K1KFTvQRKv3NE8KyjT6Xm2fHuWRc/VwcHJmaL39qBI4262/b/1CKXuyz+Qr2yd5J+7F7Xt+2twfQDu+3QNnvkLU+HRN9gy6XX+HFSPpPg4fAqVpvYLkzEOjji6uOPo4m471snDGwdHJ631FskAzs7OzPz6I/q+/C7DP/2KutUr81CbFranPGUFQ5/rw6C3RlGucTucnZx48pFO9Ojc1rbfv3x95nw7lvq1qhLgnyfFsY4ODuTx9bEtodq8fTfPv/0BkecvUDSkIKOGDqbpPbXu6vWI5ETJy30ms2l8Fs8tF86y6NkrueW+HhRpck1u6R5K3VeuyS2PFbXt+2vQldwy9j+5ZeCV3BJSmtovJucWgKPLZ3Hoz6kkJcThV7wy9YZOt82+EZH0c3BypuyAiez79kWO/PoRPiVqElC7HUnxWSenFG43mAPfD2Xdy/Uwjk4UaNydwAZXn1K7sm9Jyg/6Dt9StfEILknJXh+y99sXib9wCp+StSj91NWHMhz++X2MkwvrXqlv25a/bgdKdB+Jk7sXZQdM4NCM4Rz44XUcnF3JU7Ephdu9cFevVzKOufYJF5IxjDFW+58yZ3lAWtaO6YNngVDKdXn5rr6uJD/e3LIsPW5KMpwxxoo5uN7eZaTwaP+XKV60MG+/8Iy9S8l13IpVV18jmc4YY7WflvkZZu2YPngGhVKuq3JLZpvdRTlF7MMYY9WfmDlLkdKy68uncQ8sRpEOQ+7q60ry483V12QcLbzPpiK2ryD67AmspETC1//BiXULCK7Vyt5liUgOs+TfdRwLP0ViYiK//7WUXxctpv39TexdlohkM9fllrXKLSJy587tWklsZHLfcnbTIs5sXIh/dfUtkv1p6VM2dfnEAdaN7UtC9EXc/QtS+YlR+BWrZO+yRCSH2XvgCD2efZULly5TqEAgnw1/laoVytq7LBHJZi6fOMC6T6/JLU+Owi9UuUVE7kxM+AF2j+9HYvRFXPMGU6L7+3gVqWjvskTumJY+ZQJ7LH0S+9HSJ8ksWXHpk9iPlj7J3XC3lj7J3aOlT2Iv9lj6JPajpU8ZS0ufRERERERERESyCA3UiM3OGR+w9pOn7F2GiOQw744Zz2MDXrF3GSKSw+2c8QFrxyjHiMidOTx7NLvG9bV3GZLL6R41kiVdCNvJtqlvE3lgM/GXIvnvUrKkhDi2fPsaR1fNwcHRiWL39aDsQ1fv7j67axCOru5A8uy74NoPUP2ZT697nfVfPEvY0uk0G70M74IlM/WaRMT+tu/ex5DhH7Nh607OnjvPf5eWRZ6/wHNvvM9fy/7FsqB+rap8OuwVggLy2dp89d0MxnzzHeGnTlMgMIBvPnybutUrAzDr9z95d8x4wo6HExjgz5B+veneqS0ikrscXvwTG8cNxtHFzbat9guTyF+pIYnxsWye8DIRW5cSf+kcHvmLULbLEArUaGFre3LT32z/fhiXTx7Cq0AolR9/n7ylatjjUkTEji4f3cXBae9w6dBmEi6f479LyTYMbULMmaO2n5PiY8lTsQnln5ucot25XSvZNqozhVr2o2jnV23b4y9FcvCntzizaRFYSXgVrUTFF6dn7kVJumigRrIk4+hMcJ22FGvek9Uf9rxu/66fP+L8kR3cN2YVCTGXWTn8ITzyF6ZI4262No3f++OGgy8R21cQFXEkM8oXkSzK2cmJjq3v46lHO9P5qeev2//mh58TcSaS7Yvn4OzkxNND3uGFtz/ku8/eB2DKzF8ZN3UG0778kAplSnD0xEkcHR0BOH4ygp6DhvLTF6No2bQBq9Zv5oHu/ahRqTzlShW/q9cpIvaXp3gVGg3//brtVmIC7v7B1H/zFzzyFeLU5n9Y8/GTNHl/EV7Bxbkcfoi1Y/pQ+/lvyVe+HocXT2PVyMe479N/cfH0tcOViIi9GEcn8tVsQ4GmPdg5tvd1+6sN+8f2vWVZrBtSl3w1HkjRJikhjgM/vIF3aNXrjt/5+ZN4FipLzVGrcHTz4tLhbRl/EXJbtPQpi9gzZywLnqnK3F4lWDSwHqc2LwYgcv8mlrzemrm9SzH/6UpsmfQaSQnxtuNmdw3iwMKJLBpYj996hLL9x+FERYSx7M12zO1Vgn8/7ElCbBSQPDAx/6mK7Jkzlt+fLMfCftU5vPjHNGs6u3c9S99ow7zHS/P3S004tWWJbd+RJdP449lazO1ZnIX9a3BkacaOvHoHl6Bo04fxLlQ61f1HFv9E6Q6DcPXxxzN/YUq0fpoj//yU7vMnJcSxddJrVO79fkaVLJIlfThuEsXrtiSgYkMqNHmQRUtXAbB+yw4adehJYKVGFK3VnMFvjSI+/mrf4lasOuOmTKdCkwfxL1+foaPGcvjoCZp2fpyAig3p3GcwUdHRQPIjvIvUbM6H4yZRsFpTStzTiskzfk2zptUbt9K4U2+CKjemxv1d+HPZv7Z9U3/+jTIN25KvQgNK1X+A736em6HvR6niRenVpX2aAyeHwo7TvkUT/Hy88fRw56E2Ldi+Zz8ASUlJvPPxOEYNHUzFsiUxxhASHERwYAAAR4+H4+vtRatmDTHGUK9GFUoWK8LOvQcy9BpEsqI9c8ayoG9V5vZMJccMbc3cXqWY/1Qltnz7nxzT5Zoc0z2U7T9ck2N6luDfD/6TY/pcyTFPlGPhM9U5/M8Ncsye9Sx9vQ3zepfm7xdTyTEDajG3x5Ucs+TufYLs5OZJ2c4v4pm/MMbBgcCqzfAqUJzI/ZsAOLn5b/KUrE5AxQYYB0eKNn0YZ3cvTqy5ftBHJKc5+vvnrHm+OqueKc26V+oTuS359/biwc1sHt6GVf3KsnpQVfZ//3qKvmR574Ic/2sS616pz8q+JTk0cwQxp4+yZcSDrHqmNDvG9iYxNjm3nNu1ktUDq3D098/599kKrH2hJieXTUuzpgv717P5vXas6l+ODW/cS+T2pbZ9J1dMZ+1LdVnVtxRrX6zNyRUzMvT98ChQgqCG3fAILnXTthf2/EvCxbPkq9E6xfaj8z4jb6VmuBcokWL7ue1LiT19hNBub+Hk4YtxcMS7WOUMrV9un2bUZAEXj+/j4MJvaTRsPu55g4iKCCMpMQEA4+BIxcfexq94FaJPH2PliG54BYUSev/jtuNPbvqbxu8tJCbyBP+8fB9n96yl6tMf4+obwLI323Bk8U+EtkgegY27eJaYyHBafLGRyH0bWfV+N/xCq+BbOOXjdqPPnmDV+49Q/ZlPCazajNM7VrHm48dp9uFSnNy92DLpNRoNX4B3cAlizkUQd/F0qtcWtnwWmye+nOa1131pKv5lat/S+xV36RwxkeH4Filv2+ZbtAI7po1I0W7FsE5YSUnkLVWDCo++hWdgEdu+PXPGkr9yE3xCytzSa4tkJ3v2H+LLKdNZNnsKwYEBHD56goSE5L7F0dGBkUMHU6NSOY4cD6dtjwGULFaEvj262I5fuGQFK3+dyvGTEdRu/TD/rt/CV6PeJH++vDTp3JspM37j6e4PAXA68hzHw09xYNUC1m7eTtue/alesSwVyqSc1XYs/BTtez3LhNFv06LxPSxdvZ5ufV9i46IZ+Hh5MfitD1gxewqlihflZMQZTp+NTPXafpozn+deT3ugddaEMdxT8/pPjm7m6cc68+WU6XR6oDkuzs78OPt3WjSqZ6v96PGT7N53kL4vv4uFRceW9/LOi/1xdXWheqVylC5ejDkL/6bNfY1ZvmYjx0+eom6NKrdch0h2Yssxw9PIMd3/k2MKpJFjzqaSY95IJcecDafFl1dyzIhu+BW/QY7pd02O+ehxmo2+kmO+fY1G712TYy7cIMdMuEGOGZJ2jrlwZCe/P1EOZy8/Qu7pQKkOA3FwvD56x144zcVje/EOufLhlGUlf13DwuLCkZ1p1iGSE0Sd2Mfxv76l8tB5uOYJIub0UazE5MEY4+BIsS5v4l2sCrFnjrHt40dwDwoluFkv2/GRW/+myhvziYsMZ+NbLbiwbx0le4/G2SeALe+15+TyaQQ36wlA/KWzxEaGU2v0ei4e3MT2jx7Bq1glPAul7EtiI0+wY0x3Sj0+hjyVmnJ+9yp2ft6H6sP+wdHdmwPfv07l1+fhUaAEcecjiL94JtVrO/XvL+yf+mqq+wDKPTcZ31K17uj9O7liBv41WuHo6mHbFh2+n4h/f6HKW3+w/7uU9wu8sH897kEl2DNhEJFb/sI1bzCFH3wR/yrN76gOyRgaqMkCjIMjiQmxXDy6G1cffzwCQmz7/IpVtH3vGViEos0e5fTOVSkCTsk2z+Ds4Y2zhze+hcsRUL4+XgVCAQis0ozzh65OYbOsJMo+9DKOzq7kK1uHAtXv59jK2dcFnLBlM8lfuTFB1ZN/UQMq1CdvqRqcWL+QkPodwThwIWwXHvkK4uYXgJtfQKrXFlK/AyH1O9z5m3SNhJjLADh7+Ni2OXv6kBB9yfZz/Td/IW/J6iTERrNz2vusGvkoTUf9jYOTM5dOHCBs2UyavP9nhtYlktU4OjoSFxfHjj37CcjrR5FCBWz7qpS/OkgZWrgQj3d7kGWr16cYqBn0ZHd8vL3w8faiUtmSNK5XkxLFCgNwf+P6bNq+y9Y2KSmJt55/BldXF+rXqsoD9zVi+m9/XDdQ8+Ps37m3YV1aNWsIQJN6tahTvRJz/1zKw+1b4WAM2/fsJ6RgEIEB/gQG+Kd6bV3btaRru5Z3/ib9R+XyZUhMTKJQ9XsxxlCtQlm++uAtAI6eOAnA/H+Ws3reD8TGxdH5yef5YNwkhj7XB0dHRx5+sBWPP/8m0TGxODgYvhr1pm3GjUhOZRwcSYy/hRyz4wY5psh/ckzVZpw/+J8c0+WaHFPjFnPMuoWENMj8HJOvbF2ajl6MR74QLhzdzboxfcDBgTIdB6dol5SYwPqx/SlYry1+RSsk11qpEdt/GMbJTf8QUKE+h//5kejTx2yzAURyKuPgiJUQR9TxPTh7++OWr5Btn1eRCrbv3fIXIajRo5zfvSrFQE2hln1xcvfGyd0bz5By+JW9B/fA5L4kT6WmXD5yzbIeK4kiHV7CwdkV31K18a/agojVc64bqIlYNQu/8o3IW+U+APzK1senRHXObPqD/HWT+5KoY7tx9S+Ii28ALr6p9yX56zxI/joP3vF7lJbE2GjOrJtH2We/TbF939RXKPrQ0Cv37kwp9uwJzm1fQvHHRlCy12jO71rBzs+eoOrbf9jeN7EfDdRkAV5BxajY/V12//wRaz/pQ0CFBlR47G088hXk4vF9bJv6JucObCExLhorMZE8JVJ+Sux6TYfg4OJ23c//H9iA5MENZw9v28/uAYWIiUx5o16A6NNHObF2PnN7X51mZyXG8z/27juwqerhw/hzO9MFpayy9957Cogg4kKGFBBx8Drwp6Ko4MCNIirDiYobBxsUFAG3DNlD9pC99+zuff9ICNS20Jbc5ib9fv6iTXJzgvXh5PTmnuiK9QlyRNB04EdsmTWWlR8OIqZKI2r3fY4CZWpkOI4VghwRACSfO53+z2GR7vsUqdECgJCgEOreOYxZd1Xm1O6NRFeow+pPhlCz19Pux4r4q0rly/DGs4/x6tvj6Pvgk7Rv1ZQRQwdRpmQsm7ftYPAro1j5z0bOJSSQkpJCk/q10z2+eNEY958dDgfFi1z8dShnz11401DQtaBzXtlSJdh/6HCGMe3au5/v5/xG8bpt3d9LTkmhUd1aRISH8dW7rzFm3HjuH/ISzRrWZfhTA6lVrXKG41jltv8NoVa1ykz68E8Mw+Dp4W9x+8NPMf2TtwgPc14UdNB9dxAT7bxOxMB7+jJm3HiGDryXeX8u4unhbzH7q7E0qluTlWs30v3/HqFC2dI0b1g3z16DSF6LjK1AnTtc85gxrnlMv4vmMV/mcB4TnYN5TJHSJBzLZB5z2DWPues/85hKrnnMI655zAeDiKnaiNq3PUeBsp6bx1x8Fm/BsjWo1v0xNs94O91CjZmWxvJ3HwSgwb1vur8fVbIyjR56n3Vfv0z80X3ENuxA0TptcBS+sNgu4o/CilegQu8X2f39aDbuvZ/omq2p2Ot5QmNKcW7/VrZPfJEzO/4hLSkeMy0lwzVXggukb0dwgQsbAQQEO0hNvNCSwLACBIVdaElo4dIknTiYYUwJR/dwdMVPLPrfhT6YqclElq9PYGg41Qd8wN45H7Dls8cpUKkR5XsOJaJ03p+xf3TFjwRFRFOwWgv39w4tmkpAsIPCDTpl+pjAEAchhUpQ4up+ABSq3Y6CVZtzfO2fWqixAS3U2MT539gknzvN6k+fZO3452n66Mes/mQIBcvVpvHDHxIcFsmWme9zYMW8XD9P8rlTJMefIdi1qBF/ZG+633ydF1a4FKVb3kLDAW9lepxi9dpRrF47UpMS2Dj5DVaMfYR2r87JcL/d86eyatwTWY6nxZPfUKRG8xy9hpDIaByFYjm1cx1hMbEAnNyxlgKXjKLh/tPhtX9xavdG1nx24fTDv17oQu3bX6Bsm545GouI3Z0/8+TU6TM8/OxrDBk2im/ef52Hnh1OvZrVGP/2cKIiIxj90Zf8+Ov8XD/PydNnOH3mLFGRzgXQ3fsOUK5UyQz3K12iOD1v7sQ411kq/9WxTQs6tmlBQmIiL4/+kHsHv8iC78ZnuN+3M37kwWdezXI83332Dq2b5vyjT/9s3MKoFwYTGeE8bfjevj1odmMfTNOkSoWyhIaEYBiZP3btxi20bFzfveDVqG5NWjSqz28LlmihRvxeunnMJ0+y9svnaTroY1Z/PISC5WvTeKCF85hil5jHPJCDeczwTOYxf11mHvNUNucx/+mGaZqs/OBREo4foMVT3xAQFJLu9pJNOlOyifOswbTUFOY91JQqNz1w+ecR8XHnzzxJiT/NtvFP8++EF6nxwEdsG/8UEWVrUe2+sQSFRbLnpw84tjr3Z8enxp8iJf6M+xe9icf2Elq4dIb7hcaUpGizLlTtPzrT4xSq3ZZCtduSlpzAzhkj2fLpIOo/l/F6UocWTWPrl0MyOYJTrUe/omDVnF0OIt3xF0ymWMseGBdNUk6s/4tTW5ay+BHnR7BT409DQABn926g1iPjCS9TE2PF7Fw/p1hLCzU2cHrfVhKOHSCmWhMCQ0IJDHFgui6OlZJwlqCwSIIcEZzeu5kdv4zHUSg2189lGAFsmDSCWn2GcuLf1exfNps2L2W8WGfp1t3545lOHFj5M8XrXU1aagrHt64gvEhpAoIdHN+6nKK1ryIwJIzA0DAMI/PrUpdp3d35UakcMk2TtORE0lKSAEhNSgBwb3NZtm0cm6aPIbpSfVITz7H1hw+pestDAJzavZG01BQKlq1BalIC6ye+hqNQLAVcn/2+7oM16Z7rp/vr0uyxz4iuqDdS4l82b9vB3oOHaNmoPo7QUMIcoe5r1Jw9G09UZASREeFs3Lqdj7+dRsnixXL9XAEBAbw4aiyvDHmY5f+sZ+bc3/l9ymcZ7tf7lutpdfPt/PTbfDq2aUFKSipLVq2lbKkSOEJDWLLyH9q3bkaYI5SwMAcBWayK9L7lenrfcn2Ox2maJolJSSS5LpyckJgIgCM0FIAm9Wvz+aQZ1KhSAcMw+OTbadSuVhnDMAgPCyOuy3WM/mg8DWvXICk5hXc++ZobXB/jalyvNm+M/ZyVazfQoHYN1qzfzF9LlnNbtxsyH4yIn8h0HpOayTxmz2Z2/DweR8wVzmMmjqDWbUM5se0S85iruvPH0/+Zx2xZQXhR1zxmy3KK1nHNY0LCMAKymMdc1d35UakcOrjyFwpWqIsjuiin925h09TRlGx+YSeW1R8P4fTeLbQcOomgi64ncd7xbauIrlCH5HOn2TDxNcKLlqXYRWciivijc/u3knTiAAUqNyEgOJSAi1qSmniOQEcUgY4Izu3bwoHfxxNS6ArOMjMC2DX9dcrf+gxndqzh6IqfqPv0dxnuVqxFN1a9dD3H1vxCodrtMFNTOP3vSkILlyYgOJTT/64guuZVBAQ7CAwJgyzeExVr0Y1iLXL+MUrTNDFTEt3vDdOSne+JAoId7vskHtvHiY0LqdQv/bX7KvZ+ifI9Lvxi+t9vniO4QBHKdnHuelmk4XXsmPQyB/78huKt4zi5cSGntiyh4m0v53ic4nlaqLGBtOQk1n/7Cqf3bsYIDCKmSiPq/d8bANTu+zyrPnqcrbPGEl2hLqVadOHoxsW5fq6QqBgc0cWY80ADAoMd1LnjlXQX5T0vvEgpmj3+Jeu+eZnl7z6IERBAoUr1qXvXcDDT2PrDByx/7yEwDAqWqUH9e0fmekyZOXd4N/MevnBBrZn9ygNwywTn6c3VezzGms+OMW9gcwKCginf4Q731tyJJ4+w+pMhxB/bR2BoODFVm9BiyFfu31Y5ojO+GQ2JinHGVcSPJCYl89zr77Jh63aCAgNp1rAu777i/Ad7+NOP8MBTwxgzbjz1a1Wnxw3XsnDZqlw/V5FC0cQWK0LFFtfhcDgY+fwT1K2ZcYeCMiVjmTJuFM+MeIe7Hn2WwMAAGtWtxegXB5NmpvHWJ1/T//HnMDCoVa0y7w9/NtdjyszOvfupftVN7q+jqzsvFJywfTkAH454nkEvvE6lFtdjmiYN69Tg8zGvuO8/8rnHeWjocCq3uoFI165Qj99/JwBXNWvIC48NoO9DT3Hw8FEKF4rm4f63cWNHvbkS/+aex+y5aB5zz3/mMTMvmsdsusJ5TKFizBnQgMAQB3XufIWC5bOYxzzhmse8c9E85u5M5jFlPT+PObz2L1aMHUhKwllCCxalzFXdqdb1EcA5x9nx85cEBIfy030XfklUtetAqnUdCMDar17k5L9rICCQ2EbX0vSxTzw6PhE7MlOS2DHlNeL3bYbAIApUakTlO5yLDxV6PsvWz59g75wPiCxXh6JNb+bklqW5fq7gyBhCoouz5LFGBAQ7qNjnZSLLZmxJaEwpaj70GdunvMrmcQ+DEUBUhfpUum0YmGnsnfMRmz8eCBhElK5OlTtfz/WYMpN4dA/LBl84a2/hfc5dK1t/utf9vUOLplKgUiPCipVP99ig8ALAhWt6BoQ4CAwJJziykPP2iGhqDvycbV89w7/fPIejaDmq3f8+YcUrePQ1SO4Y5n+uKi9XzjAM8/yCgp0cXreAZW/fT+cP//H2UPzKjF6xmKaZxYchRHLPMAzz/AKCnf3x9zL6PfQ0O5fO9fZQ/JqjQiO1RixnGIZ5y0T7zWHANY956346f6R5TE7MiNM8RbzDMAzz4gUFuzixcSGbPniAZmNy/wsqyWj+3aXUGg/K/NwsERERERERERHJc1qoERERERERERGxCS3U5CNFa7XSx55ExOPaNm+sjz2JiOWK1mqljz2JyBWLrt5SH3sS29NCjYiIiIiIiIiITWihxuYOr1vA7PvqeHsY6czoFcvMOyrwz/jnvT0US6UknGXmHRX57rbSrPtmmLeHI3LF/vh7GeWaXOvtYaTjqNCImJqtGDJslLeH4lUffzONwrVa46jQiE3btnt7OCIec3jdAmbfa7N5TFwsM/tV4J8vfX8eM+fBxnzXpwzJrM6BAAAgAElEQVRLx9zn7aGIWOrExoUsfqS+t4eRzvy7S7Hw/sr8O+FFbw/FUuf2bWHhgCrM71+G/b996e3h5Bvanltypd2rc4kqVcX99cqPHufI+oWcPbidBveNply7Xunuv/fv71n3zTASTx4mpmpTGg4YQ1hMCQCSzpxgzadPceifPzBNkyI1mlOv/4hMt9HOzJaZ7/PvnE9JPnOcwjVb0uDekZk+dv5L3TiyfiE3fbmDwBDHhbEtnsXGyW9w7vAuQqJiqNPvJUo2vYEgRwQ3ffEvy99/ODd/RSKSTYtmfkW1She2gnzgqWH8+fdytu3czYevP0e/Hjenu//UH+bxzIh3OHTkKC0a1eOjN16gVOyF/+f//Hs5Tw9/iw1b/yUqIpwh/+vPgDviAFi2eh2Pv/QmazdtpUSxorz29CPc0KFNtsZ5850PsWDpSvfXScnJVK1YjuU/TcrWsb+e9gOvvfsJ+w4eon6t6owdPpSqlcoD8H99uvF/fbrhqNAoZ395IpIr7Yann8fMiIslMDQMcG5YUrL5jTR64G337ecO72bN589yZN18jIAgYht1pNH/3snRcx5et4AFL3WnSpcHqdVnKACbpr/F5ulvue9jpqWRlpJI54/WElqgMFtmjmX73M9IOn2MIEcEpVp0odZtzxIQFAxAp3eXsWHyG5zZuzW3fxUicgXqP/8T4SUqAxB/YBvbJw3j1NZlmGmpRJWvS8XeLxFeqirgXGxa+0ZPAkLC3I+v2PslYtv0ztZzbfl8MCc3LSTh0A6q3DWS4q3j3LftnvU2u3+4qEmuljQbs4bgqBi2T3yJoyvnkHzyMCHRxSnV+YF0z7tz2uscXTmHc/u3UObGgZS75TH3beElq9By7BbWjOiRq78jyR0t1IhHFCxXk9IturDu25cz3HZ672ZWfvAoTR/7jMLVmrD265dZ9s4Arnp+BgAbJg4n8dQROoxZREBgECs/HMQ/nw+lySMfXfZ5d8+fyvZ5X9D6uak4oouz+tOnWPbOAFo/OzXd/Xb9MREzLS3D4w+vnc/aL56j8cNjianahKQzx0iJP5vLvwUR8YS6NarS48ZrGTri7Qy3bdy6nfuGvMTED96kZeN6PD38be4Y+Aw/TxwHwOZtO7jtwSF88NpzXNu2BfEJiew7eBiAE6dO07X/QF57+lF6dbmOX+YvJu7+x1k2eyKVype57Li+/zz9m7KOve6lXcvG2Tr2gqUreeLlkcz+eiw1q1Tktfc+pfs9g1g5dxJBQfqnWMQO/rt4c15aSjILXomj3NW9afzQewQEBXNq18YcHTstJYl/Ph9KocoN032/WteBVOs60P31hslvcHTD34QWKAxAySadKX/NbQSHFyDp9DGWjL6HbT98SJUuD+biFYqIlVLOnSKm/rVUuXskQWEF2D3rbda91Y/GIxZhGM5F4OCoIrm+Pk5EmZoUbXoTOya/muG2Mjc+TJkbL/xyeeeMkZza/DfBUTEABISGU3PgF4QVr8iZnWtYN+o2HEXLEl2jFQCO4uUpf+szHPh9fK7GJp6njz7lgc3fvcPfb9yR7nvrJwxn+XvOf2R3/TGRXx67ill3VmLuw83Y8ctXWR5rRq9YTu/d4v56w+Q3WPrWhdNdj21Zzp/P3cQP/avx6+CrObTmDw+/msxV7HQ3RetcRUCwI8Ntu/+aSrH67SlWpw2BIWHUjHuS41tWcPbADgDOHtpFiabXExJRkCBHBKVbdeXUnuxNgPYvnU25q/sQUawcgSEOqncfxJF1Czh7cKf7Pkmnj7Fp+hhq3fZchsdvmPw61boPonD1ZhgBAYQWKEJE8XK5+0sQyQNvfvA5Pe4ZlO57z73xHncPcv58j586k/ode1Ck9lXUaHszn3w7Lctj/fdjNi+P+ZDbH3rK/fXilf/QrsfdxNZrR+Pr4vj5r789/Goyd3+/nrRv1ZTQ0JAMt30z/Uc6tW3JNa2bEeZw8MJjA1iy6h+27dwNwKvvfMxdcV25oUMbgoODKRAVSfXKzrN1Fi1bRcGoKG7rdgOBgYFc27YlTerX5uvpP+R4jDv27GPB0pXc1u3GbB171rw/uOW69tSrWY3g4GCeerA/O/bsZf5FZ+iI2FWW85h3L5rHDLqKWXdkYx4Tl8k85qKP7RzbvJw/n72JH+6uxq9P5N085lJ2/TGJ0KjCVO3yEEGOCAKCQoiuWDdHx9g8/W2KN+hAZKnKWd7HNE12/zmZsm17ur8XEVue4PAC7q8NI4AzB3fk+DWI2MGeH99j/dt3pfvejqmvsWmcc4Hh4IJJLH+mHYsGVGXZkJYc+OPrLI81/+5SnNt/4UyynTNGsvGDAe6vT21bzupXu7DowZqseK4Dx9f96eFXk1FUxQbEtulNcGQMRmAQJa+9h8Qju0k6ccAjxy95zZ1E17yKgODQS97PNE0OLZxCsVa3ur9X7pbHCS9RGSMggKgK9SlYrQWnty5z3168VU9i6rYn0BHpkbHKldOv8fJA6VZd2TjlTZLOnCAkMhqAPQunU6//CABCChSm+RPjCS9ejiPrFrBoRF8KVW5IwXI1c/Q88cf2s+i122j0wNsUb3ANR9YvYsno/lzz5p84ChXPcP9FI/pydNOSTI8VXqQU7V//LYevNHOndm+kUOUG7q+DwwsQXrQMp/ZsJCK2PBWvvYt/535G6RZdMIJC2P3XFIrXa5+9g5smYF70pel6zg3uBZe1X79Epc73EFqwSPqHpqVyfOtKYht2ZN4jLUlNPEuxuu2oc8fL6SZFInbS86ZOvDz6Q46fPEWhgs6f00kz5/DOy08CUDSmEFM/Hk3FsqX5fdFSut79CE3r16FOjYy/Jb6UvQcOcctdD/PJyBfp1K4Vfy5eTu8Bg1k5bzIlihXNcP+u/QeycGnmvyEqUzKWZT9NzOErzdz6zdtoXK+W++uCBaIoV6ok6zdto1K5MixeuYYKZUvRpHMvDh4+SovG9Rj1wmBKxRbDNE3Mi3oBzoSs3bjlv09zWV9Pm0WrJg0oX7qk6ziXPrZpmu4+nf8anLe3a9Ekx88vkpdKt+rKxsn/mccs+M88ZvBF85jXrnAe87+L5jGj+nPNyEvMYzZeYh7zRs7mMQte7oGZlkZM1cbUvv0F9zzi2JZlhBcvx6IRfTm2eTlRJStR+/YXiKnaOFvHPbNvG3sWTKfdiHms/uTJLO93dMPfJJ48QslmN6b7/u7501j98WBS4s8QEhVDrb4Zf/Ek4guKNLuFnTNGknL2BEERzpYcXvwdlfsNByA4qjA1B36Oo2g5Tm5cwPoxdxBVsQERZXLWksTj+1k/ph9V+4+hUN32nNy0iA3v3UujYb8REp2xJevG9OPUlqWZHiu0cCkavvRzDl+p06lNfxMUEU1IwQvPmXL2OIsfqU9AiIOY+tdSvtsQAh0RuTp+ls+7eTHJp49QpNENmd6elpzI6e0rKdZSH2WyMy3U5IHwIqUpVLkB+/6eSfkOt3Ns8zJSE+MpVsd57YLYBh3c9y1auzVFa7fm6Ma/czzB2f3XFIrVa0dso2vdx4qp2pj9y+dQoUO/DPdvMSTr33h5UkrCWYLDotJ9Lzi8ACnxZwAoWKEOZloqP95bCzCIrliXhgPeyuRIGRVv2IFN00ZTqvnNOGJi2TjlTTAMUhPjATiyYRGndm2gwb2jOHdkT7rHJpw4jJmazN5F39H62SkEOiJY/t6D/PPFs9l+fpG8VrZUCZrUr83UH37m//p04+8Va4iPT6B962YAXHd1a/d9r27ZlKtbNWHB0pU5Xqj5dsaPdGjTguuvaeM+VvNGdZn185/c06d7hvtP/yRv/p85c+4cBaPS/7YnukAkp8+eA2DP/oOMnzqTWV+8R7nSJXjsxTe569GhzP32I5o1rMux4yf5csr39O7SmXl/LmLR8lW5Wij5etoPPPlgf/fXlzt2p6tb0XvAYP6vT3dqV6vMq+98TEpKKufiE67gb0Mkb2Q5j6mbxTymjofnMcvmUKGjtfOY1s9PJ6ZqI1IS49kw8TUWvdaX9m/8SkBQMPFH93Fk7XyaPv4ZzR77jN3zp7JoxO10fGuRe+HqUlZ9MoRatz1LUGj4Je+3689JlGx+I0H/edNWpnU3yrTuxpn9/7Lrz8mZLlqJ+AJH4VJEVWzAkaWziG3Xl1Nbl5GWFE90zasAiKl7jfu+0TVaU7BGK05uXpLjhZrDi6YRXastMfU7uo9VoHIjjq6aS4l2t2e4f61HPH+B3MTjB9g6/ikq9HwOI8D5IZbwEpVp8MI8wkpUJvHoHjZ/8gj/fvMcVe4e6dHnPrRgMkUa35DlAtC28U8TVrwiMfXttcGEpKeFmjxSplV3di+YRvkOt7N7wTRKteiCERAIwIEV89g0dRRnDmzHNNNITYynUKWcX9U8/sge9i+dzay7q7q/Z6YmE13Ru1dID3JEkOxalDkvOf40QWHON1tLR99DgbI1aPbZZwCs++Zllr51X7YmYGXb9iL+6H4WDu9FamI8lW+8nyBHBI6YEqSlJLP6kydpeP9odyAv5rxoIFS49m7CCjt/K16t66P8/XrfK3q9Ilbr1aUzE7//if/r042J3/1Ejxs7Ehjo7MnsX//i1bfHsXXHbtLS0jiXkECjurUuc8SMdu3dz/dzfqN43bbu7yWnpOTqWJ4UGR7OqTPpryN18vQZoiKcb4DCHQ76drvR/XGn5wcNoHyzTpw9F0/hQtFMGTeKp14dw5Bho2nWsA49brg2049YXcqCpSs5ePgo3TpfeHN6uWNf3bIpw4Y8zF2PDuXo8RP07XYjNapUpFSs3nCJbyjT+qJ5zPxplGqZyTxm/0XzmFzMPeIPu+Yxd/1nHpOLOVFOFanZAoCQoBDq3jmMWXdW5tTujURXqENgSBgxVRtTwrWAVK5dL7Z89x7HNi8ltmHHSx53919TCAxxUKLJdZe8X0riOfb9PZNmj3+e5X0iS1SkQOlqrP74SZo9/mnOXqCITRRr3pVDi2cQ264vhxfPoEjTm90tObb6Z3Z9P4aEQ9udF9ZOiieqQs7//084uoejK35i0f9quL9npiYTWT5v3hMlnz7GupG9KX5Vb4pfdeGCvyEFixFS0Ln5gaNoWcrf+gzrRvX16EJNamI8R5bNosZDmTdi++RXOLPrH+oMnpzp+yOxDy3U5JGSzW9izRfPcvbQLvb9/T3Nn3Cu3KYmJ7Jk9D00euAtSjS5noCgYBaN6JvuFPmLBYaGk5oU7/468cQh95/DCpeidMtbsn02yMLhvTm6cXGmt4UXLc01b3rms5wFylTn1M517q+Tz53m3KFdFChdHYCTu9ZT965X3L9BqtDxDn57siOmabovvJUVwzCo3n0Q1bs7r9lxeu8WNk4ZSYEy1Yk/tp8z+7a6P1dvpqUCMPehJjR+eCxFa7UmrHApLvMUIrbT/YYOPP7Sm+zYs4+pP8xj6sejAUhMTKL3A0P4+M0X6NLpaoKDg+naf2CWPYkID0t3RseBQ0fcfy5dojg9b+7EuDdeyNaY/rsj0sXKlirByrmTs/nqLq1m1Ur8s2Gz++tTp8+wY88+alarBEDt6lUy7cb5v4NWTRrw5/Qv3N9v2+1O+t16c4b7X8pXU2fRpVN7IiPS/3b8csc+v7MTwPGTp/j422k0qefdhS+R7CrZ/CbWfH7RPGbwRfOYUffQ6H//mcdwiXlM4kXzmOOZzGMeyME8ZsMl5jEjr2Qec6EjBcvV4Mi6Rbk6yqF//uToxiXuLcqTz53GCAjg1K4NtHjywvU39i+ZTXBkNEVqtbrk8cy0FM7qGjXiw4o0uZF/v32ehCO7ObJ0JjUf/hxwfhxn4/v3UaX/aAo37ExAUDDrxvTLcg4TEBpO2kXviZJPHnT/OTSmJEWbdaFq/9HZGtO6UX05uSXzljgKl6bhsOx/jDLl7AnWjuxFobrt0+2clBkDA7JoZW4dXTGboIhoClZvmeG2nTPe5NiqedQdMpWg8IIefV7xPC3U5JGQyGiK1WvHqnFPEBQW5b7qf1pKMmkpSYQUKIwRGMSBFfM4vHY+0RXrZXqc6PJ12P3nFAqWq8XxbavYu3iW+yNUpVt3549nOnFg5c8Ur3c1aakpHN+6gvAipQkvmnFHk5ZPfeux15eWkuTcVck0MVNTSE1KICAoGCMgkDJXdeePoddzeO18Yqo2YsOkERSq0pCI2PIAFKrckJ2/fUNU6aqAwY5fvqJAmRruN1t/vdiVIjVbUuPWJzI8b9KZEySdPkZEbAXOHdrFqo8ep/IN9xESGU1weBSd3r/wxjH+6F7+eKYzbYf96D5tuFz7Pvw75zOKN+hAYGg4m2e8RWyjTh77exGxQqGCBejYpjn/e2oYUVERNKlfG3BuF52UnEyRwoUICgpi9q9/8duCpTSsk/kpw/VqVuOb6T9St0ZVlq1Zz/TZv3CN6yNUvW+5nlY3385Pv82nY5sWpKSksmTVWsqWKkG50iUyHOu/OyJdiaSkZNLMNEwTkpNTSEhMJDgoiMDAQPp0vZ6rut7BbwuX0LxhXV4cNZam9etQqZyzcXfF3cKLo8bSt9uNlC5RnGFvfUjbFo3diyqr1m2kZpVKJCUn897nEzh87Di3d7/J/dyOCo2Y8+2HtG2e+bUn4hMSmPrjPCZ+8GaG2y517MTEJDb/u5Na1Spx6OgxHnluBF06tXdvzy1id5edx0RdNI/55xLzmAp12P3XFAqWr8Xxrf+Zx1zVnT+e/s88ZssKwotaO485tXsjaakpFCxbg9SkBNZPeA1HTCwFylQDoEybnmyd+QEHV/1Ksbrt2LNgGkmnjxJT1fnRxg2T3+DI+oVc9fz0DMeue+cw91bcAP98PpSQAkWo0TP9nGbXn5Mo2+bWDAvNO375ihJNriO0QBFO7dnE5hlvU6ze1R553SLeEBQRTXTttmz9YjCBjkiiKjqvY3m+JcGulhxb/TMnNywgsnzmLYksW5tDC6cQUaYmp7ev4siyH4iu5WxJsRbdWPXS9Rxb8wuFarfDTE3h9L8rCS1cGkeR0hmOVWuQZz5GmRJ/mrWjbqNApcZU6PlshttPbFiAo2g5QguXIun4PnZMfZXCDS+cbbdzxkhOblpE3SFTMj1+WkoSmGmYON9vpSUnYAQGu89IAji0cDLFWvbI0JLdP7zD4b+nU/fJaQS7dpVLf+xkMFPBTIM017EDgjACtVzgLfqbz0NlWndj6Zh7qdb9wo4twWGR1L3jZZa9fT+pyUmUaHwdsQ07ZHmMOncOY8XYgcy6qwpFa19Fmat6uM+qCS9SimaPf8m6b15m+bsPYgQEUKhSfereNdzy17bglTiObnD+tunY5qWsGvc4De4fQ7l2vYgqVZUG941i5UeDSDxxmJhqTWn80Fj3YxveP5o1nz/DTw80BNMkumI9Gj/0nvv2+KP7KFytaabPm3zmBH+/0Y/4I3sJjihIufZ9qN79cQCMgEAc0cXc901Ncp45EFqwKAFBzo8jVL1lIEmnj/HLY20wAgOJbdCBOv1e8uxfjogFenXpzG0PPsnTD9/j/l5UZAQjn3ucfg89TWJSEjdd247r27fO8hijXniCex5/gWJ123J1y6b06Xo9Bw8fBZwXAJ4ybhTPjHiHux59lsDAABrVrcXoFwdb/tpu6Pc//lq8HIC/l6/mf0+/wkdvPE+/HjdTvXIFPnjtWQY8OYyDh4/QsnF9vnjrFfdj+3a/kd37DnB1j7tJTknhqmYN+XTUy+7b3/r4a3745Q/S0kzaNm/MD+PfJyQkGIDd+w4QFRlB7WpZ78ry/dzfKRgVlel1bS517KTkZPo/9hzbdu4mzBHKrTd24tWnHs5wDBE7y3Iec+dF85gm2ZjHvD+QWXdWoWidTOYxT7jmMe9cNI+529p5TOLJI6z+eAjxx/YRGBpOTNUmtBjylXuuEBlbgcYDP+Cfz58l4fgBokpXpfng8e7r01xqnhIcXiDdBgUBIQ6CHOGERBZyfy/+2H6OrJ1Pvf6vZXj8kQ1/s37CcFITzxFSoDClmt9EjZ5DPPnyRfJcseZd2Tj2fsrc/Kj7e0FhkVTs8xKbPnyAtOQkCjfsRKF612R5jIp9XmbzJ4+w6H/Via7RmmItupN06jAAoTGlqPnQZ2yf8iqbxz0MhnOno0q3DbP0dR1dMZsz21dxbu8mDi68cCZxrUe/omDVZpzdtZbN4x4m5dwJgiIKUbhhZ8p1u/D/c9KxfRSonPVFyteO7MOpTc73W6e3LmPrF4Opcvcoird2frwq8fh+TmxYQKW+Gbfv3jn1NYygEJY9dWFeWKxFNyr3c14UfusXT3BowYUx7571NmVuHnTZs4LEOkZWp5NJ7hmGYd4ywTPbsNnR97eXIyAohPIdbqd2Jltee1L80X0sHXMvbV6eZenzZCYl4Sw/PdAAMzWZStffT824zCdGM3rFYpqmPkAlHmcYhpmwfbm3h2GpgtVaEBoazP/17s6rTw306li+mf4j67dsY9jgh/L8uT/5dhpPD3+LhMQkls2eQJWK5TLcx1GhkVojljMMw7xlov/OYQC+73vRPMYDOyj9OvgaWj87mZCoGA+MLmfmPtyMxBOHKdn0eho9+G6m95kRp3mKeIdhGGbrT/d6exiWWXBvRQKCQ4ht25cKPYde/gGXsfL5jtR+YiLBkXnfkks5t28Lq1+5GTM1iYp9Xia2TZ9M7zf/7lJqjQdpocYC/r5QI+lpoUaskh8WaiT7tFAjeSE/LNTkN1qoEW/x94UaSU8LNZ6lSz2LiIiIiIiIiNiEFmpERERERERERGxCCzUiIiIiIiIiIjahhRoREREREREREZvQQo2IiIiIiIiIiE1o1ycLBIaEHUhLTiju7XFI3ggIdhxMTYqP9fY4xP+EORwHEhIT1RIBwBEaejA+IUGtEUtpDuN/NE8RbwkMcRxIS9Y8Jr8ICA49mJqkeYqnaKFGMjAMwwHsA2qZprnfouf4DphimuZ4K44vIvajtoiIFdQWEbGC2iLepI8+SWauA1ZbFSSXiUAvC48vIvajtoiIFdQWEbGC2iJeo4UayUwvYILFz/E90NowjMIWP4+I2IfaIiJWUFtExApqi3iNFmokHcMwIoDOwFQrn8c0zTPAXKCrlc8jIvagtoiIFdQWEbGC2iLepoUa+a8bgUWmaR7Jg+eagE71E8kv1BYRsYLaIiJWUFvEq7RQI/8Vh/Wn+J33I9DIMAxdDV7E/6ktImIFtUVErKC2iFdpoUbcDMMoCFwDzMiL5zNNMx74AeiRF88nIt6htoiIFdQWEbGC2iJ2oIUauVgX4HfTNE/k4XPqVD8R/6e2iIgV1BYRsYLaIl6nhRq5WBzOLeLy0lygpmEYpfP4eUUk76gtImIFtUVErKC2iNdpoUYAcG0J1xrnFnF5xjTNJJynFfbMy+cVkbyhtoiIFdQWEbGC2iJ2oYUaOa8rMMe1RVxem4Bz5VpE/I/aIiJWUFtExApqi9iCFmrkvF7k/Sl+5/0GVDAMo6KXnl9ErKO2iIgV1BYRsYLaIraghRrBtRVcY5xbw+U50zRTgCloBVnEr6gtImIFtUVErKC2iJ1ooUbAuRXcLNfWcN4yEUVJxN+oLSJiBbVFRKygtohtaKFGwHmK3wQvj2E+UNQwjOpeHoeIeI7aIiJWUFtExApqi9iGFmryOdcWcDVxbgnnNaZppgKT0AqyiF9QW0TECmqLiFhBbRG70UKN9ARmuLaE87aJQC/DMAxvD0RErpjaIiJWUFtExApqi9iKFmrEDqf4nbcYCAPqensgInLF1BYRsYLaIiJWUFvEVrRQk4+5tn4rj3MrOK8zTdNEF9AS8Xlqi4hYQW0RESuoLWJHWqjJ3+KAKa6t4OxiAjrVT8TXqS0iYgW1RUSsoLaI7WihJn+Lw7laayergBSgsbcHIiK5praIiBXUFhGxgtoitqOFmnzKteVbUZxbwNmG61S/CTg/JyoiPkZtERErqC0iYgW1RexKCzX5VxwwybUFnN1MAHoahqGfTxHfo7aIiBXUFhGxgtoitqT/6PmQ67OOvbDfKX4AmKa5HjgBtPT2WEQk+9QWEbGC2iIiVlBbxM60UJM/1cW55dtibw/kEnSqn4jvUVtExApqi4hYQW0R29JCTf4UB0x0ffbRriYCPQzDCPL2QEQk29QWEbGC2iIiVlBbxLa0UJPPXHSK3wRvj+VSTNPcCuwB2np7LCJyeWqLiFhBbRERK6gtYndaqMl/GgPJOLd8s7sJOFe6RcT+1BYRsYLaIiJWUFvE1rRQk//0wv6n+J03CehmGEaItwciIpeltoiIFdQWEbGC2iK2poWafMS1tVscNj/F7zzTNHcBm4AO3h6LiGRNbRERK6gtImIFtUV8gRZq8peWwHHXVm++YiI61U/E7tQWEbGC2iIiVlBbxPa0UJO/2P6CWZmYDNxsGIbD2wMRkSypLSJiBbVFRKygtojtaaEmn3Bt6dYD52qszzBNcz+wErjO22MRkYzUFhGxgtoiIlZQW8RXaKEm/2gL7HFt8eZrJuJc+RYR+1FbRMQKaouIWEFtEZ+ghZr8wxdP8TtvKtDZMIwIbw9ERDJQW0TECmqLiFhBbRGfoIWafMC1lVtXnFu7+RzTNI8Ai4AbvT0WEblAbRERK6gtImIFtUV8iRZq8ocOwCbX1m6+agI61U/EbtQWEbGC2iIiVlBbxGdooSZ/iMN3T/E7bwbQ3jCMgt4eiIi4qS0iYgW1RUSsoLaIz9BCjZ9zbeF2MzDF22O5EqZpngB+B7p4eSgigtoiItZQW0TECmqL+Bot1Pi/zsBK15Zuvk6n+onYh9oiIlZQW0TECmqL+BQt1Pi/OJxbufmDmUArwzAKe3sgIqK2iIgl1BYRsYLaIj5FCzV+zLV1W2ecW7n5PNM0zwBzgG7eHotIfqa2iIgV1BYRsYLaIr5ICzX+7UZgoWsrN38xAeeKuIh4j9oiIlZQW0TECmqL+BFM39AAACAASURBVBwt1Pi3XvjPKX7nzQYaGYYR6+2BiORjaouIWEFtERErqC3ic7RQ46dcW7a1x7mFm98wTTMemAX08PZYRPIjtUVErKC2iIgV1BbxVVqo8V9dgN9dW7j5m4noVD8Rb1FbRMQKaouIWEFtEZ+khRr/1QvnZxf90VygpmEYZbw9EJF8SG0RESuoLSJiBbVFfJIWavyQa6u2lji3bvM7pmkmAdOBW709FpH8RG0RESuoLSJiBbVFfJkWavxTN2Cua+s2fzUR5wq5iOQdtUVErKC2iIgV1BbxWVqo8U/+fIrfeb8B5QzDqOTtgYjkI2qLiFhBbRERK6gt4rO0UONnXFu0NcS5ZZvfMk0zBZgK9PT2WETyA7VFRKygtoiIFdQW8XVaqPE/PYBZri3b/N0EdKqfSF5RW0TECmqLiFhBbRGfpoUa/xOH/5/id958oIhhGDW8PRCRfEBtERErqC0iYgW1RXyaFmr8iGtrtprAPG+PJS+YppkGTEIryCKWUltExApqi4hYQW0Rf6CFGv/SE5ju2qotv5gAxBmGYXh7ICJ+TG0RESuoLSJiBbVFfJ4WavxLHM4t2vKTJUAoUNfbAxHxY2qLiFhBbRERK6gt4vO0UOMnXFuylcO5RVu+YZqmiTPEOtVPxAJqi9oiYgW1RW0RsYLaorb4Cy3U+I+ewFTXFm35zUR0qp+IVdQWtUXECmqL2iJiBbVFbfELWqjxH73IP1c2/69VQDLQxNsDEfFDaovaImIFtUVtEbGC2qK2+AUt1PgB11ZsRXBuzZbvuE71m4BO9RPxKLVFbRGxgtqitohYQW1RW/yJFmr8QxwwybU1W341EehpGIZ+pkU8R21RW0SsoLaoLSJWUFvUFr+h/4A+zvUZxPx8ih8ApmmuB44Brbw9FhF/oLY4qS0inqW2OKktIp6ltjipLf5DCzW+ry7OrdiWeHsgNjAR50q6iFw5teUCtUXEc9SWC9QWEc9RWy5QW/yAFmp8Xy9gouszifndROBWwzCCvD0QET+gtlygtoh4jtpygdoi4jlqywVqix/QQo0Pc53iF0c+P8XvPNM0twK7gHZeHoqIT1Nb0lNbRDxDbUlPbRHxDLUlPbXFP2ihxrc1wbkF22pvD8RGdKqfyJVTWzJSW0SunNqSkdoicuXUlozUFh+nhRrf1guYoFP80pkEdDUMI8TbAxHxYWpLRmqLyJVTWzJSW0SunNqSkdri47RQ46NcW671xLlaKi6mae4CNgEdvD0WEV+ktmRObRG5MmpL5tQWkSujtmRObfF9WqjxXa2AY64t2CS9CThX1kUk59SWrKktIrmntmRNbRHJPbUla2qLD9NCje/SBbOyNhm4yTAMh7cHIuKD1JasqS0iuae2ZE1tEck9tSVraosP00KND3JttXYrOsUvU6ZpHgBWAp29PRYRX6K2XJraIpI7asulqS0iuaO2XJra4tu0UOOb2gG7TNPc5u2B2JhO9RPJuXaoLZejtojkXDvUlstRW0Ryrh1qy+WoLT5KCzW+KQ6tHF/ONOA6wzAivD0QER+itlye2iKSc2rL5aktIjmntlye2uKjtFDjY1xbrHXFueWaZME0zSPAQuAmb49FxBeoLdmjtojkjNqSPWqLSM6oLdmjtvguLdT4ng7AJteWa3JpE9GpfiLZpbZkn9oikn1qS/apLSLZp7Zkn9rig7RQ43t6oSubZ9cM4GrDMAp6eyAiPkBtyT61RST71JbsU1tEsk9tyT61xQdpocaHuLZWuwnnVmtyGaZpngB+A27x9lhE7ExtyRm1RSR71JacUVtEskdtyRm1xTdpoca3dAZWurZak+yZiPNCYyKSNbUl59QWkctTW3JObRG5PLUl59QWH6OFGt+iU/xybibQyjCMwt4eiIiNqS05p7aIXJ7aknNqi8jlqS05p7b4GC3U+AjXlmrX4dxiTbLJNM0zwBygm7fHImJHakvuqC0il6a25I7aInJpakvuqC2+Rws1vuMmYKFrizXJmQnoSuciWVFbck9tEcma2pJ7aotI1tSW3FNbfIgWanxHHDrFL7dmAw0Nw4j19kBEbEhtyT21RSRrakvuqS0iWVNbck9t8SFaqPEBrq3U2uPcWk1yyDTNeGAW0MPbYxGxE7XlyqgtIplTW66M2iKSObXlyqgtvkULNb7hFuA30zRPensgPkyn+olkpLZcObVFJCO15cqpLSIZqS1XTm3xEVqo8Q1xOLdUk9ybB9QwDKOMtwciYiNqy5VTW0QyUluunNoikpHacuXUFh+hhRqbc22h1grnlmqSS6ZpJgHTgZ7eHouIHagtnqG2iKSntniG2iKSntriGWqL79BCjf11A+a4tlSTKzMRneoncp7a4jlqi8gFaovnqC0iF6gtnqO2+AAt1NhfL3Rlc0/5DShrGEYlbw9ExAbUFs9RW0QuUFs8R20RuUBt8Ry1xQdoocbGXFunNcS5lZpcIdM0U4ApOD/fKpJvqS2epbaIOKktnqW2iDipLZ6ltvgGLdTYWw9glmsrNfGMiShKImqL56ktImqLFdQWEbXFCmqLzWmhxt50ip/nzQeKGIZR09sDEfEitcXz1BYRtcUKaouI2mIFtcXmtFBjU64t02rg3EJNPMQ0zTRgElpBlnxKbbGG2iL5ndpiDbVF8ju1xRpqi/1poca+egLTXVuoiWdNAOIMwzC8PRARL1BbrKO2SH6mtlhHbZH8TG2xjtpiY1qosa84dIqfVZYAoUA9bw9ExAvUFuuoLZKfqS3WUVskP1NbrKO22JgWamzItVVaOeB3Lw/FL5mmaaILaEk+pLZYS22R/EptsZbaIvmV2mIttcXetFBjT3HAFNfWaWKNCUAvneon+YzaYj21RfIjtcV6aovkR2qL9dQWm9JCjT3F4VzdFOusBpKApt4eiEgeUlusp7ZIfqS2WE9tkfxIbbGe2mJTWqixGcMwagBFcG6ZJhZxneo3AZ3qJ/mE2pI31BbJb9SWvKG2SH6jtuQNtcW+tFBjP3HARNeWaWKtiUBPwzD0/4HkB2pL3lFbJD9RW/KO2iL5idqSd9QWG9J/DBtxfTawFzrFL0+YprkeOAa08vZYRKyktuQttUXyC7Ulb6ktkl+oLXlLbbEnLdTYSz2cW6Qt8fZA8pEJOP8hEPFnakveU1skP1Bb8p7aIvmB2pL31Bab0UKNvZw/xc/09kDykYlAD8Mwgrw9EBELqS15T22R/EBtyXtqi+QHakveU1tsRgs1NnHRKX4TvD2W/MQ0zW3ALqCdl4ciYgm1xTvUFvF3aot3qC3i79QW71Bb7EcLNfbRBOfWaKu9PZB8aCI61U/8l9riPWqL+DO1xXvUFvFnaov3qC02ooUa++gFTNApfl4xCehqGEaItwciYgG1xXvUFvFnaov3qC3iz9QW71FbbEQLNTbg2gqtJ7qyuVeYprkL2AB09PZYRDxJbfEutUX8ldriXWqL+Cu1xbvUFnvRQo09tAKOubZGE+/QqX7ij9QW71NbxB+pLd6ntog/Ulu8T22xCS3U2IMumOV9k4EbDcMI8/ZARDxIbfE+tUX8kdrifWqL+CO1xfvUFpvQQo2XubZA64FO8fMq0zQPACuBzt4ei4gnqC32oLaIv1Fb7EFtEX+jttiD2mIfWqjxvnbALteWaOJdE4A4bw9CxEPaobbYhdoi/qQdaotdqC3iT9qhttiF2mIDWqjxvjh0ip9dTAOuMwwj0tsDEfEAtcU+1BbxJ2qLfagt4k/UFvtQW2xACzVe5Nr6rBvOrdDEy0zTPAIsBG7y9lhEroTaYi9qi/gLtcVe1BbxF2qLvagt9qCFGu/qCGwwTXO3twcibjrVT/yB2mI/aov4A7XFftQW8Qdqi/2oLV6mhRrvikMXzLKbGUB7wzCivT0QkSugttiP2iL+QG2xH7VF/IHaYj9qi5dpocZLDMNw4DydbLK3xyIXmKZ5EvgV6OLtsYjkhtpiT2qL+Dq1xZ7UFvF1aos9qS3ep4Ua7+kMrHRtgSb2MhHo5e1BiOSS2mJfaov4MrXFvtQW8WVqi32pLV6khRrv6YWubG5XM4GWhmEU8fZARHJBbbEvtUV8mdpiX2qL+DK1xb7UFi/SQo0XGIYRAXTCufWZ2IxpmmeAn3BefV7EZ6gt9qa2iK9SW+xNbRFfpbbYm9riXVqo8Y6bgEWurc/EnnSqn/gitcX+1BbxRWqL/akt4ovUFvtTW7xECzXeoVP87G820MAwjBLeHohIDqgt9qe2iC9SW+xPbRFfpLbYn9riJVqoyWOGYRQErsa55ZnYlGma8cAsoIe3xyKSHWqLb1BbxNeoLb5BbRFfo7b4BrXFe7RQk/duAX5zbXkm9jYBneonvkNt8R1qi/gStcV3qC3iS9QW36G2eIEWavJeHDrFz1fMA6obhlHW2wMRyQa1xXeoLeJL1BbfobaIL1FbfIfa4gVaqMlDrq3NWuE8fUxszjTNJGA60NPbYxG5FLXFt6gt4ivUFt+itoivUFt8i9riHVqoyVvdgJ9cW52Jb5iAc8VfxM7UFt+jtogvUFt8j9oivkBt8T1qSx7TQk3eisO5xZn4jt+BsoZhVPb2QEQuQW3xPb+jtoj9qS2+53fUFrE/tcX3/I7akqe0UJNHDMOIBRri3OJMfIRpminAFLSCLDaltvgmtUXsTm3xTWqL2J3a4pvUlrynhZq80wOY6driTHyLTvUTO1NbfJfaInamtvgutUXsTG3xXWpLHtJCTd7phU7x81ULgBjDMGp6eyAimVBbfJfaInamtvgutUXsTG3xXWpLHtJCTR4wDKMMUAPn1mbiY0zTTAMmoRVksRm1xbepLWJXaotvU1vErtQW36a25C0t1OSNnsB019Zm4psmAr0MwzC8PRCRi6gtvk9tETtSW3yf2iJ2pLb4PrUlj2ihJm/0wvmZPvFdS4AQoL63ByJyEbXF96ktYkdqi+9TW8SO1Bbfp7bkES3UWMwwjEpAWZxbmomPMk3TxLmCrFP9xBbUFv+gtojdqC3+QW0Ru1Fb/IPakne0UGMBwzBCDMP4xPVlHDDFtaWZ+LYJQJzh1NswjOu9PSDJX9QWv6W2iFepLX5LbRGvUlv8ltqSB7RQY40U4DbDMMJxRmmCYRhRhmEU8PK4JJcMwygJrAYSgabADUBRrw5K8iO1xc+oLWITaoufUVvEJtQWP6O25B0t1FjAdUXsHUAHoDDwL7AUuM6Lw5JcMgwjBFgG9MZ1AS2gIs7/riJ5Rm3xL2qL2IXa4l/UFrELtcW/qC15Sws11tmG84f4R+A34AvTNCd5d0iSG64r03cE3gTicV6xvhLO/8YieU1t8RNqi9iM2uIn1BaxGbXFT6gtectwXg9IPM0wjLeBvsBZ4G3TNN/w8pDkChmGUQOYBxg4fysQZup/IMljaov/UVvEDtQW/6O2iB2oLf5HbckbOqPGOglAIWCUguQfTNPcALQHIoFzCpJ4idriZ9QWsQm1xc+oLWITaoufUVvyRpC3B+DHZgCppmmO9vZAxHNM09xsGEYHoIe3xyL5ltrih9QWsQG1xQ+pLWIDaosfUlusp48+iYiIiIiIiIjYhD76JCIiIiIiIiJiE1qoERERERERERGxCUuvURMY4jiQlpxY3MrnEM8JCA49mJqUEJsXzxUUGnYgNSlBPxt+JDDEcTAlMd4jPz9hocEHEpJS9PORTzhCgg7GJybn6mcn1BF2IClRLclPQkIdBxMTPNMazVP8i5XzGM1b/I8n5y1qSf7iydboZ8f/eOrnw9Jr1BiGYbb+bK9lxxfPmn9XKUzTNPLiuQzDMB/44XBePJXkkfdvKOqxnx/DMMwTs0d54lDiA6I7D8r1z45hGOb0DWc8PSSxsa41Ij3amg5f7vPEocQGfu5X0rJ5jGEY5gDNW/zKWA/PW1p9qvc8+cWCuz33nskwDPO6r/Z74lBiEz/1LeGRnw999ElERERERERExCa0UCMiIiIiIiIiYhNaqBERERERERERsQmfX6hJOLqXhfdXIS05MVv3X3h/FeIPbLN4VGJHpw/t4aPu5UjN5s/KR93LcWKvflYEdh86TqmuT5KYlJKt+5fq+iRb9xyyeFRiF4f37aZ3o+IkJ2WvLb0bFWfv9i0Wj0rsKuHIHn67p3K25y2/3VOZs/v1b1F+dPrQHsblYN4yTvOWfC3x6F4WDcj+e6JFA/SeSJzij+xhXv9K2f7Zmde/kv5dygO6mLAHpKUk8e9XQzm8ZCZGYBAl2vejXNcnsrz/kaUz2T75VZJPHqZAlSZU6T+K0EIlANjz0wfs//ULUk4fI9ARQZGmN1H+1qEEBAWTdOoI/37zHKc2/U1q4jnCS1alQtyzFKjSxCOvQxcTtl5qchJ/ffAUW/+aQUBgMLWvv5Omtz+Z6X2P7ljPr6Me4tSBnQAUrVyP1ve9Qky56gDsXT2fpd++weGta3BEFeL2z1ake/zpQ3v48/3BHNiwlIDAIMo2voY2A14jOCzSktemiwlbKyk5hcFjpzHtz1UEBwZy9w0teaZf58s+bvhXPzHi67lMefkeOjSuAcDbU37l25+XsfvQcQpFhXPX9S0YFNfB6peQJV1M+MolJyXx8SuPMX/2NIKCgujU6//o8/Czl33chHdfYeJ7w3n2o+k0vKqj+/s7Nq3l09eGsGXNMkJCHXS89S76PvoC4FyY+vClR9m0ajEBgYE0atOJe4aOJCzCmrb8ly4mfOXSUpLYNH4oBxd/jxEYROn2/ajUfXCW9z+4ZCZbJ75C4snDRFdtQs3/G40jxjlvSTxxiE3jn+H4+oUYQUGU6Xg3FW4e6H7s6V3r2TR+KGd2rycgJIzY5rdQpddQjIBAj78uXUzY81KTk5h/0byl1hXOW5ZdNG/p+595y3nxJ48y4f6WFChRge6jfrLmhaGLCVshLSWJf78eyhHXe6LYqy//nmjH5FdJPuV8T1T57gvviY4s+Z598z7m7O51RFZoQJ0hU9I99vT2VWz/5jnO7tlISHRxKsQ9S0z9ay19fefpYsKel5aSxPovnuGA69+lstfcQZUemf+7lHD8IOs+Hcypf1eRePIQbUYvIbxoGfft+xZMZev00SSdPERAcAhF6ranZr9XCAqPypPXoosJ28ju70Zzds8GGo9YQP3nf+Tw3zM4+NfETO97bt8Wtnz6GFXuGEGzd/4hLLYSmz580H174YbX0eCFObQYu4kGL//M2V3r2Td3HABpCWeJqlCP+s/Ppvm76ynepg/rxtxByrmTefI65cot+/ZNju5Yz23jltBjzFw2/zGVDfO+yfS+EYVL0umZz7h74hbu+nYT5Zt3Ys7w/u7bgxzh1Lj2Nlr2fzHTx//x3uOERkZzx5dr6P3hQk4f3MWyb7X44ate/2Yu67bvZ+UnT/Pr248y5fcVfDV3ySUfs3XPIb6fv4bYmALpvm+aMPbxPuyYPIwZr97P57P/5ut5lz6W2Nuk94ezY9M6xs5ZzRuT/+SvHybzy7Txl3zM3u1bWDhnBoWKpt9B8vSJY7zQ/ybadenDFwt38tGvG2l9fQ/37R+8MJDIAtF8/Ptm3v1hBQf37GDy2BGWvC6xxr8zRnNm1wZavrGApi/M5sCiGez7c0Km9z27dwvrPx5E9btep+37awmPrcTasf9z377uw4cIjirMVW+voPHQGez97Sv2zZ/svn3t+wOIrtKYNu+tpekLP3Bk9S/s/e0ry1+jeMb5eUufcUvoPmYuW/6YysYs5i2Rmcxb5v5n3lL9EvOW8xZ9+gKFylT16OuQvLH7+9Gc27OBRq8toN5zP3Jk8eXfE1W+YwRN33a+J9p80XuioIhoSnb8P0pd/2CGx6acO8mGMf2Ivbofzd/bQMU+L7HpgwHEH9xu2WsTa22dPorTuzfQZuRCWrz0E/sXTmfPH5n/u2QEBFC07tXUf+STTG8vVK0ZzZ//jg7jNtNm1GLMtBQ2TXzFyuFbwicWas7uXs+ql25g0YCqrB15G9u+GsrGsQMASDiym/l3lSItOQGANa/1YOe01/lnRA8WDajK6mE3EX9oh/tY8+8qxbn9Wz06voPzJ1HmpkcIjorBUaQMpTrdy8G/Mv/BOrRoKoXqXE10rTYEhoRRrttgTm9b4R5jWLHyBIVf9KYqIMB9m6NYOUp1uo+Q6OIYAQHEtumFYRic27vZo6/Hlx3Zvo4pj17LuB7lmflsT/4a+yRzR9wDwKmDu3j/hqKkJDl/VmY82YXF44cz48lbGNejPFMf68zJ/RcC//4NRTm+27MfT9j487c07jWIsIKFKVC8LPW7PpDlhMcRFU2B4mUxDAMwMQICObl/B+fPgiterSHV2vekQGy5TB9/6sAuqrTtSlBoGI6oQlRoeQNHd27w6OvxJ2u376P9wNGU7vYU3Yd+yBPvT+Pu4V8CsPPgMaI7DyIhKRmAGwa/x7AvZ3PjkPco3e0pOj76Ftv3HXEfK7rzIDbvPujR8X09bwlP9O5I4YKRlCsew4Pd2vH13MWXfMyj705h2D03ExyU/jfXA29tT/3KpQkKDKRSqaLc2LIOi9drcnMpOzat5YmebendKJaX7rmFccMeY+SgOwA4tHcnXWtEkpTobMvQftfx/+yddXRURx+Gn93NSjauxD0hBgQnBOcrRSp4Ke4UbaFAS4sXinspKcWKu7SlUKRQ3J0QB6IQiBFPdrPfHxsiZIM1EGSfc+Bk78y9d2YzufO+c+c3s3HRVCb0asXnNa34pksz4qMiC6/VzkufmMiQci3fP7vW03nwNxiamGNp68invYdzeOfap54TOOVL+nwzAx2xpMTx39csoZp/U5q17YZEKkMq08Wpsm9h+v3YOzRs0wmpTBcDY1PqffAJUWFB5Vqft520qCDOTW7NkYHuXJ7TleC133N96RcAZD2I5lBPG5QFfdGFHzsQsX02F2d05MhAd85P+ZjM+3cKr3Wopw0ZceXbF8Uf34Jz26+QGJiha2GPY6tBZQ7UxJ/agVnVZpj5qnWLW8dvSI24ROb9OyiyM0gKOoHLp18hFEuRV3LGplEX4v7dVHh+1sNorAI6IhTpIDO1waxqU9Jjgsu1Pm8zibdvsmNkC1Z0dOLPAt1ysJhuWVZMt+z59lPOrZvBnm/bsqKjEzuf0C3LXoFuCTm0iZrFdEu1dkPKfMEkfUK3CF9QtwDEXT9Jalwknh98Xq71eFfIiA7i6g9qT3RzfjciN4wnJLDIE53sW+SJrs8q8ESz1Z7o2vSSnuhk3/L3RAkntmJXzBPZfDiQhBOany0PnvBEDu3GkhZZ5ImMfRphXucTJMaVSp37KOw8IrkhlvU7IhCKMKnSFH2X6jw4vaNc6/MukRYVxOmJrTjY340Lsz4n6LfvufKTul/KfBDN/u7Whf3S2WntCds2i3PTO3CwvxunJ39Uol/a392a9HLul2KPbcGt7UgkBmbILexxav0FscX6kuJIjSxw+KA3Ri5+GtN1ze2QGJgVfhYIRWS+hYN4OhVdgGeRr8gjaHFfrJv0wObDgaSFXyBoUS9MqjYv85yEU9vx/mqtemR2+XDubp+B55Bfnnmv8LXjeHBmd5np/j+XNrmKjBRyU+6h5+BdeEzPwYc7OzS/XcyMCcGgWKPSkRsiM7cjMyYEXUsndflP7yJi7bcos9PR0TfBubPm6esZMcEoszPQreTyzLq9DygVeez7oSc+rXpRrd1g7t06x19TuuFY+4Myzwk5vJU2kzdibOfGobmDObNmGh+O0zw6W5x/l44l7N+yO4P+W0vHbWanpZCReA8z5yLDY+7iy9nfnj7Cu6KzK3lZGahU+dTuOqZAAD2bam0HEXp0JzZV6qPIySLy5B+4NWz7XOe+b+QplHSdsoq+rf0Z2r4JZ4Nu02XySlrU9irznM2HL7B1Sn/c7SwZOGcDU9bsZc13vZ55r69/2s62o5qnewNEbf+x1LGUtEziEx/h62JTeKyKqy1Tf/urzOtsOnQeUwM9mtf0fGp5VCoVp29E0qlpjWeW/X1FkZfHjKGf8eFn/fhkw3CCL59h+uBO1Gr8YZnnHN2zie8Dt2Pr7MHCsf1Yv2ASYxY8fYYLwC9TvuLY3m1lpm84V3pqfXpqMkkJ8Th5Vik85uRZlfULy35rfWT3RgyMTaneoHTIW8jVczi4ezOu2wfERobg4lWNft/Pwd5V3ZY+7jmUY3u34lO7ATnZmZw+sJsGrTo8s27vC/mKPK4u7INdsx44tBxEavgFrszviXm1snVL/Mlt+H29DrmVKzcDhxG+bQZVhz1btwSvGce9M7vKTG8SWHpAJC8jhZzke+jbF+kWfQcf0rfN1HiN9JhgjFyrF37WkRuia25HekwwpobmoFJRPIxepVKRHl2klxw+HEj8sc24dvqWnJQEEq/9g3uXZ4flvQ8U1y1V2w3m/nPqltYFuuXw3MGcXTONFs+hW449Q7f006Bbcl5St6wspltqvYBuUeblcnzZOJqP/pmHEdef65z3iXxFHreW9MWqSQ+qjBtIWsQFghb2wvQpz5YHp7fj9WWBJ/r1+T1RxLqne6J6S5/iiYo9W/TsfbhblieKDUHfuaQnkprZkRlb5InKRKVS/ytxDDKitS8kNZGvyOPSgt7YN+tJ3VaDSAk7z8V5PbHwKzvsPfbENmqOXo+etSvXlg0jdMuP+I1Y/sx73Vz9LfGny+6X/re89Iuqx/2SQTE/beDoQ+jWGc+8X1kkh5zl4tweKLLSEEl18Rux4qWvVVG88QM1aREXyc/NwrbVYARCIUae/pj6tUCVryzzHMsGn6FnpxaUlgEdidw46bnu5dZzBm49X6xBKLMzANDRLZoFoyM3Qpmtec0EZU4GIt2SYQiiJ/Jb+rfD0r8dWfciSTi1HYmxZanrKLLSCV0+HLuPhiM2NCuV/j5yP/g8ipwsqncYhkAoxLZKAE51Wz61rXh+8DlmTmozXrlZZ04s//65PRZfFwAAIABJREFU7tV46GwaD539QuXLK2grUr2i+EiJnhG5WU9fX6P/1gjysjMIObQFfUu7576ftXddgvavY0UnV1T5ShzrtMCndZ8XKvP7wrlbd8jKyWVEx6YIhUIaVHWjVV0flPn5ZZ7T7YPaeDup46i7NK/Ft4Fld0rFmTesI/OGdXx2xmKkZ6sXdzPU0y08ZqSnS3qm5kXfktMymLnhb/bNKT1d+ElmbzxAZnYuvVv5v1CZ3idCrpwlJzuTtv2+QigU4lunIXWatSZfWfazpVn77jh6+ADQ5NOurJxR9vofxRk0aSGDJi18ofJlZ6qfLXL9or5Fz9CIrIw0jfnTUpLYsvRHpq8/oDH9YXws4dcvMWnFHly8/di1Yj4zhnZhyZ8XEOno4FXDn4Pb1tCtjg35SiW1mrTiwy4DXqjM7zKp4Wrd4th6CAKhEBNPfyyqP123WDf8DP0C3WLdoBMh6yc+1708e8/As/dL6pZis3fFT9UtmejolozrV+ucDHR09TGuXI/bu+fj0X0q2Q9jiD++BWVuVmFe86pNubliFFF//4oqX4lds15YVH8960i86TzWLX4FusXmFeqWRkNn06gcdItUz4i8Z+iWfsV0i8EL6JbL2xZj59cIcxdf7UCNBgo9UcsCT1TZH9PqLeBpniigmCeq35Hbm57PE7n2mIFrjxd8tuS8uCcqEUXwjPzFMXCriSIjhfsntmBRrz0pN46SFn4eI8+AFyrz+0JK+AWUOVk4t1H3S6Ze9bGs0QLVU3SubaMuGNir245Ng04Er3u+AXafPjPx6aN54L8sFBr7JcPnagtlYVK5Lv/7NZTspHiij2xAbln2TL43lTc+9Ck35X5hqM9jpKa2Tz1HYmRR+LNQKi8UJa8CkUwPAEVWkSBWZD1CJNO8qKJIqocyu6R4VmZqzq9r5YLctjIRa78rmT83i6BFvdFz9MXh01H/tQrvDBmJ99EzLdlW9C2e3lbkJkWDYGKZHnlZr66tiAvaSm5m0UMnN/MRkudY3Fcs08OndW8Ozx9GZsqzFzPMVyr5Y+JnONX9kIE779J3cyhCkZgTy7975rnvI/cSH2FlaoSwWNuxszR+6jmVTIo6E7lMQkZ27isrn75MCkBaZnbhsUcZWejLpRrzT1z5J/3bBGBj/vQ6rPjzJOsOnGP7tIHIZZKn5n2fSUqIx9TSukT7MLe2f8oZYGxeNFVbJpeTnfnqFjyWydXPluIDM5lpj9DV07xo3tq5E2j5+QDMKtloTJfq6lKnWRsq+9VBLJHQ8YuxJCXEEXs7FKVSydSB7ajdtBWbLyWw9nQUIh0dVv5Y9mKR7xs5KfdK6RaZ2dP7ImmxFzJCqbzQ8LwKHusW5XPrFjmKJ4y5Or/6Or5fLCH30UNOjKzD9aVfYN2gU+FCw3npyVye1x2nj4bRdOVtGiy8SFr0Te7+texVVO2t47/qFp0K0C05mY+ea1OCF9UtqXGRBB/aTO3u37x8gd9xXsYTiYt5ItGr9kTS0p5I+QxPVDzvs/IXR6xvitfw1dw7uo7zI/24d3Qt5rU/QVKwELGWkuQk30dqYvWC/VLJtqN4hf2SjkY/nfZcbeFZyEytsajWlKsFYV5vE2/8jBqJcSVyU+6jys8vbFw5Sa9mVfXw374h4fTOMtPrB5aOxdPRM0ZibEVGdBBSE/WCjBlRN9GzrazxGnK7ymREFcXyK7LSyH4YjdxOc36VUkHWgzuFn/Pzcri1uB8SIwvc+8x77umk7wN6ZpXISCrZVtIfvJq2cvSn0YQeKTs8YeCOu6WOyQyM0TOz4uHtG+iZqdvKw8gbmDo9PTTlMSpVPoqcLDIS45EXe3hqIic9hYyHcVT5qB8isRSRWIpXi67P/ebtfcPKzJB7Sank5+cXmvGYhJRXcq+RS7ax9Z+LZabH7ir9FsLYQI61mSE3IuOwNjMC4HpkHN6OVqXyAhy9HMq+MzdZsvMoAA9T0+k/az3D2jdh9OfqKfXr/j7LvM0H2Tt7KPaWJv+xVu82ppbWJCXEl2gfD+OjX8m9lk0ewbE/NC+8CLDpYum1j/SNTDC1tOZ28HVMLdUi9XbwNRzcNYfuXT19hHNH9rJn9SIAHiU9ZMGYvnzSezidvhiLk4evxvMAMh4lk3gvllZdByGWSBFLpDRv35NVM7Xm6jFSY6tSuiU78dX0RbdWf8O9U2WHszT9tfT6E2I9Y6QmVqRFFemWtKib6JehQ/TtPEmPuln4WZGVRtaD6MIZQDIzW6p9tbowPWzLdIxc1aGUWQlRANg2Vq83IjO1xqpeWx5c3I9j68EvUtV3ktepW/59hm4ZoEG3SDXolsRXpFvib54lKyWBjQPqAqDMzUaRm82abt70WHMZkVjzi4n3idfqidZ+w4OneCL/ZWV7osxinij9aZ7ItjIZ0Ro8URn5n8TQow7Vxv9Z+Pna9I+xbNDluc5935CaVCIn+d5r6ZdurhpL3Mmy+6UPVpYOsyzql24iK2g7j+7ewKCMfulFUSkVZCaUfsa96bzxAzUGrjURiqXE/v0LNh/0Jy3yEklXDmJStVm538ut1yzcer34zhWWDToR/cciDJz9UOZkEvv3cuzbDNec178DV3/4iJSgExi41eTuzjkYuNYojMW89+8GzKq3RGxoRmZsKDF7f8LYtzFQEJu6dCBCsZTKA5eUGBXVApU8ayMSS7my62eqfjqI+8EXuHP2bxxrl/+2w02GzaXJsLkvfF7l5l24uHk+lu7VUeRkcnXXMmp0/lJj3qiL/yA3scTU0QtFTiZn1/6IVN+ocCcEVX4+SkUu+co8VCoVitxsBAIBIrFUveiflRM3/lpD9Y7DUeRkEXxoE2ZOPv+p3u8qdbyckErE/LTzKIPbNuZ88F32n73JB09Zo+ZlWTC8EwuGd3rh87r+rw5zNx+khoc9Gdm5LN31LyM7a45LP7JoZImwrWZfLmRKv49oWVf9+9/6z0V++O0vfp8xGBebp4tnLVDZry4SiYw9qxfzcc+hhF49x/kj+6jZqPzDNwZPXszgyYtf+Lym7bqxPXA27lVqkJ2Zye9rfqLDwK815p2z7V/ylUXtY0znRvQa/QO1mrQGoHmHnswY+hnhNy7h7FmVXSsXYG5li62zByIdHSrZO/P3lpW06zeSnOxMjuxeXxjmpQWM3NS65e6+QBw+HEBqxCUeXD6IebXy1y1efWbh1efFdYt1g87c/n0hhi7VUOZkEbVvOU4faw6VtK7fgXNT2pAUdAIjt5pE7JiNkWsN5JWcAMiIC0NqYoVQLCPx+hHi/t1IrfHqtS3k1q4IhCLiTmzDun4HctMSuXdmD0Yu1TXe633jdeqWxsPm0vgldcull9Qt58rQLUoNusWtUVscahb9jYQf3124jqB2kEaNJk+U/Ko8Uc9ZuPV8CU8U0InoPxehX+CJ4g4sx661Zk9k4d+Ba9M+IuXWCQxcaxK1aw4GLkWeSJWvRKXMQ6VUgCpfvUiyQIhQRz0DOP3uDeS2HqgUecQdWkleWhKWAS+ur94HjN1qIRRLufNXII4tB5ASfpGESwex8Ct7faOXxafvbHz6vliYJYBtw85E7F6EkYu67dzZtxyXjzW3HVAP5j4O3crPy0GZm41QLEUgEBB3YjsmXv7omtmS9TCa0G0zMfNp8NJ1qije+IEaoY4YrxGrCF89hqg98zF0q41F3U/Jz9O8NkNF4PDpKCLTxnPhm/oIRDpYN+1JpYafFaaf+sIdn1HrMfKoi9zGHfe+cwlbM4a81AQM3etQedBPhXlTQ85wd8cslDmZiA3MMK/9EY7t1VPK08IvkHz1EEKJjNNDiwykW69ZWPq3f30VfkMR6YhpPWEtRxaP5PzGOVh718G9cXuUednPPvk1UbvrGI4HJrGhf22EOmJ8WvfG64OuhenLOzjy0ZTN2Pj6k5OeyolfviM9MR4diS6WHtX5aOoWdCQyAOJunGbPuKLFgZe3s8fA0p4eq9UL1bYcv4aTy8dzdefPCEQibHz9aTT4xWJG3xfEOiI2TuzLiEVbmLXhAHW9nenQpDrZuYqKLloh33RrQeKydKr3/REdHRF929Sne4s6hem27b5l2w8Dqe/rgrlxyamiQqEAY31d9HXVYnfa2n0kPcqg+VdFa6H4+7qw/YeBr6cybxk6YjHjlm5h6YShbP15Bp7V69GwTUdyc96cfuizId+xIvlrBreoikhHh5Zd+tO8fY/C9M9rVmLCLzvxrhWAkWnJwTmhUISeoQm6eup241unIb3H/sisEV3JTHuEq291vv1pMyIdtWT4dskmVs4Yy57VixEKhfjUbsDACfNfX2XfcIQ6Yqp9tZqglaO5vXs+Ru61sfJvS37um9NeXNqNImRdEidH10co0sGuWS9sGhW9iT4ywA2/0RswqVwXPVt3vPvP49bK0eSkJmDsUQffwUsL8ybdPE7k7gUoczLRt/WgyrBf0LNxB0BHV5+qX64ifMs0QtaNRySWYlatGS7tR7/2Or+JiHTEtJqwlqOLR3KhmG5RvEG6pVbXMZwITGJjMd3iWUy3/NrBkTZP6JaMp+iW34vpll8LdEv31ZfQkeqiIy1ah00iN0SoI0ZuWnrHn/cVoY4Yz+FqTxT9u9oTmb9hnsj+01HkbRjPxW/VnsiqSUlPdHqwO94jizyRW5+5hK8eQ94jtSfyKOaJEk5tJ3xV0RIPpwe5YljZnyrfbAcg7sAvJF05iCo/HyOv+vh8valwEEdLSYQ6YmqMWsONFV8Tvmsexh61sfZv+0a1Hbf2XxP02/ccG+WPQKSDQ/Ne2DUu6pcO9nOl5pgNmHrWU3/u61yYdmJsQwAaLTiH3MKetJhgQrZMR5GZio7cGAu/Znh0fvuWfxConlwxuzwvLhCoGqwu/2lVwT9/gW4lZxw7aKdalycn+tiiUqleSyyVQCBQDdn77Jjl/8rfM/tjbONC3Z5v3x/n28bPbSzKrf0IBAJVyr6KNX59ZqzF1cac8b1aV2g53geMW4166bYjEAhUu269uvVfymLuyJ5YO7rS7avnW5hRS/nRzku/XJ81/1sbVx6XeirXfxqErpULbh21uuVVcqinzSvTMQKBQDX4NeiWAzP7Y6TVLa+FZeWsWwJWvZpQkqcRvKzAE7XXPlteJyf7lp9nEggEqpbr48vjUi/ElSWDkFs549Hp29d+73ed/d2ty6V9vBWxMynBp8hJjkeVryTpykESL/+NWU2tedJSmthrJ0l/GE++Usmdcwe4fXofLvXbVHSxtLwFHL8WTtzDFJTKfPafvcneU9f5KKBqRRdLyxvCjXPHSLwfh1Kp5PyRfZw9/Cf1Pvi0ooul5Q0l6dYpspPUuuXB5YMkXPoby1qtKrpYWt5AtLpFy4uQ+oQnStJ6Ii3PSWJQUb+UcPkg9y/up1Itbdt5k3njQ58Asu9FEhI4FGVWGlJTG9x6zUTfqUpFF0vLG0hKbAQHZw8kNzMdfQsbmgybi4VbtYoulpa3gIiYB/SfuY60zBxsLYxZMKITfm7Pv62olnebuDvhzP+6D5kZaZhb2TJ4ymJcffwqulha3lAy70Vy4+chKLLSkJnZ4NVnFoZO2oFfLaVJjY3gUDHd0lirW7Q8hax7kYT8UuSJXHvORN9R64m0PJvMexFcWzoYRXYaMlMbfPrOxshZ2y+9ybyVoU9aXg3vYuiTltfHuxb6pOX18TaGPmmpON7G0Cctr4d3IfRJy+vjXQh90lIxvAuhT1peHe9V6JMWLVq0aNGiRYsWLVq0aNGiRcv7gHagBri7ex7BywZXdDG0vCWc2zCbA7MGVHQxtLyBzFi/n74z1lZ0MbS8pWz+aTrzRvWq6GJoeQuI2DmX60u/qOhiaHlLOL9hNge1ukWLBqJ2zyMkUOuBtLwcYTvmcuUnbV/0qngr1qh5n7h/Ygthq0YjLNjKEMB7+EqMfRoBcG1mR9IiLiEQiQCQGFpQa/YpALIfRnNhTD2EUnnhubYfDsKxnXYbzPeBw/OHEXJ4C58HnsLEXr01ambSfY4FfkvstZMIRTpU+bg/tboUbXV4P/QyJ375nqS7QeiZWlG/3xSc6n5YUVXQUo4E3Yln/K+/czksmuS0TJ4MJdt17ArLdh/jemQsNTwc2Dt7qMbrhMUk0GDIXNr4+7JqXE8AcvMU9J+1nsth0UQnJPPHrCE0rOr2yuuk5fWxbPIIjv2xpfCzIi8PHbGETRfvkZebwy9TRnLt9BHSUpOxsnfi8xETqNNMvQBq0IWT/DCofYnrZWdmMHbRevxbtEXLu0XSzeOEbJhETlIcAoEIY8+6VO4xHZmpNQChm6bw4NIBclMTkBpXwrHNEGwbF23vnBp5hdD1E0iPCUZqXAn3zydiUb1FRVVHyysm+NBmrv/+K6lxkUjk+rg2bEu93hMQidXbKivzcjkROI7w47sRitTbgdfpUbQrTeKdWxxdPJKkO0EYWDnSaMhsbHz9K6o6WsqRjJhg7myZSvqdqygyUtAUSpYacpo7W6eRGReKSKaP/UcjsG7eB4CcpFjCV4/mUdh5JEaWOHUeX7jQckbMLcJWjiT7QRQA+o5VcOk6Fblt5ddXQS2vlLToYII3TubR7WvkpSdTVjhZfl4OJ79rTl7mI5otvVZ4/OrSISQFnUSRk4nU2BLnNkOwb9rtdRVfI9qBmjcQA+dqVJvwZ5npLl0nY920Z5np9ZZcRyiWlZmu5d0j9tpJ0u5HlTp+aN5QjGyc6b3uOukPYtnzXQf0LWzxbP4ZOemp/DW5K/X7T8G9cQdiLh9l/499+OynoxjZuFRALbSUJ2IdEW0bVaPfRwF0m7qqVLqJgZzBbRsRGn2fY1fDy7zOqJ+2U6OyQ6nj9XycGdy2Eb1//K1cy63lzWDw5MUMnry48PPicYMQCNWTcJUKBebWtkxbtx9za3sunzjE3JE9mLv9BLbO7njXCmDTxfuF5944d4zpgztTvcEHr70eWl49eraVqTFmI1ITK/LzcojYMZtbq8ZQffR6AERSOX4j1yC3cuXRnWtcntMVXQtHTL0DyMtI5cq8Hnh0nYSVfzsSbxzj2uJ+1Jt+GHkl5wqumZZXgSIni4CB06hUuQbZacnsm9qDS1sXUrvbWAAubJpL4p0guv56jrzsDP74vgOGVg54ftAVpSKPfVO749OqF21n7SHixB/s/6En3VacR2pgXME10/JfEYh0MK/9MVbNehG8pG+p9Mz4cEJ+HoRbn7kY+zYlPy+b3OR7hekhgUPRd/TFc/gq0sLOE7x0AHLbyuhauSI1scZz6K9IzexAlU/84TUE/zyIGtOPvsYaanmVCEQ6WNf9BIf/9ebygj5l5ov84yckhubkZT4qcdzl0y+pMnABQrGU9Lgwzk3vgIGDN8au1V910cukwgdqYvYuJe7wKpRZ6YiNLHDtPh0T38ak3b5K5IbxZMaFI5TIMK/9Ec6fTUSoIwbUC9+6dJ9O3MEV5Kbcx6Z5X6ya9iB0+XAyooMw8gqg8qCliKS6pASfImTZEGxbDCBm/zJEEl0c2o6mUsPPNJbpUcRFbm+eSmZcGFJTG5y7TMSkYEbL/RNbifp9AYq0RHT0THBoN5pKAZ1e2/f1vnNp22Ku/7GC3Mw05CaWNBw8E4caTUkIu8LxwHEkR4eiI5Hh2uAT6vefiqigvfzcxoKGg2dybc9yMpLuUeXj/vi27s2huYN5GHkTu2oN+d+YQMQyObHXTnJg1gCqtf2CKzuXoiPVpXa3sXh90FVjme4FX+DUiokkR4WiZ2FLQP8p2FdvAqjfHF3YOJesRw+RGZhSu/s3eDbX3O5eFmVeLscDx9Him+VsHtKw8HheVjoxV4/RfNRPiMRSjGxc8GrRleADG/Bs/hnxQWeR6BlSuVlnABxqNcfSowYh/2yjTvdvyrWMr4OFWw+z/PcTpGVmY2lqyJzB7WlWszKXQ6MZu2wnIdH30ZWI+bRhNaYP+BSxjnpWmnGrUcwZ0p7APce5l5jKwE8a0Kd1fQbN2cCNyDga+rmzYmx35DIJx6+F02/mOoa0bcTiHUeRS8V8270l3VvU0Vim87fuMH7F7wRH3cfW3JjpAz6haQ3125uNB88za+PfJKZmYGIg57seLfn8f7XL7ftwt7PE3c6SyDjNi182qe4BwNr9Z8q8xsaD57E0NsDNzoKw6ITC4xKxDkPaNQZAJHw3Imh3/jqfvzYEkpmehrF5JQZOmIdfQHPCb1zi12mjiYkMQSqVUb9lO3qPnYGOWP1saeelz4Dx8/hz3TKSH8TTutsXfPhZPxZ+0487wTeoUq8xo+asQqor58a5Y8z7ujcf9xzG7lULkerK6TLse5q376GxTCFXzrFm9ndERwRjbmVL77Ez8AtoBsA/uzewdekMUpMeYmBsyufDx9O0reZn1H8lOzOD0wf28P2ybQDI5Hp0GfZ9YXrNRi2wcXQj/MYlbJ3dS51/ZPdG6n/YFplc75WU73Vz58+fiD64GkVWGlIjSyr3nIZZlSY8irxKyLrxZMSHIRTLqFTnI9w/n1SoWw71tKFyz+lE/72SnJR72H/QF9tmPbkZOIy0qCBMvQPwHbwUkVRO0q1T3Ph5MA4fDuDuX8sQSnRxbT8am0ZdNJYpNfwioZumkBEbhszMBvfPJ2Lmq/4bjTu+ldu755OblohY3wSX9mOwaVB+ukVqbFnis0AoIuv+ncLPru3HFP5s5OKHiac/qeEXMPUOIDXsPGK5EdYBHQEwr9oUI9caxJ/cXuK8t5nLGnSLfYFuOfGEbvEvpluWadAtPgW6JTHyJrZP6JaDGnSL51N0y+kVE0mKCkXfwpb6GnRLdjHdUrkcdYtvmyIDpWdqhUezTtw9e6DwWMihTTQePh9dIzN0jcyo1m4Itw5uxPODrsRdP4kiJwu/DsMQCIV4NO3I9d9/JfLUn3h92L3cyvi6iPlrKfHFPJBLtyIPdHtjMQ9U6yOcinmgk31tcek2nbhDag9k3bwvVk16EPZrkQfyGKj2QKnBpwgJHIJNiwHE7lc/Sxw+LdsDpUVc5PaWYh7os4mFs/oTTm4las8C8gqeJQ5tR2NZjh5Ibu2G3NqNrPu3NX9ffyyiUqOumPqpZ9wJdcTo6BoAkHU/kvTbV/D+6jdEEl2MfRphXKUpCad24Nh+LDp6xujoqQfzVPkqBEIR2Q/uolKpEAheyz4q5U7kHz9x98AqdV9kbIl3r+mYV2lCauQVgtaOJyMuDJFYRqW6H+PZtagv2t/dGq9eP3L37xXkJN/DoUVfHJr35NrPw3gUFYSZTwDVhvyMSConMegUV5d+gVPLgdze+zMiqS5u7cdg11hzX5QSfpHgDVNIjw1FZmaDZ9dJmFdR90Wxx7YSvmteYV/k3mEMtg07l9v3oW/jhr6NGxn3NLcfgIz4COLP7MGz2ySuLx9ZIs3ArvjsKgECBGTev/3+DtRkxocTd3g11SbsRWpiRfbDGFTKPEDd0Tt3mYSBsx85ibHcmN8N3Uou2Pyv6AGffP0f/CbtIzf5HpcnfcijiAu4952H2MiCa9Pbcv/EFmya9wYgLz2JnJR71Jl/kbTbV7g5rxv6TlXRs/cqUaac5HiCFvTEo/9CTKo2IzX4NLeWDqTm9COIdA2I3DCBahP3Ird2Izf1AXlpiRrrlnB6FxHrviuz7t5f/YaRh2ZzlxFzizPDfdHRM8ayXnvsPx6BQFT0q7q7czZ3d8xC18oVx/ZjMfZuUOL8C2MDQADGXg1w+mwCEkPzMsvxNpEcE871P1fSccEB9MysSEuIJl/xuL0ICeg/FUuP6qQlxPDnxM8wtnWlysf9C8+PunCYTosOkf4wnm0jmnH/1nmafrkIuYklO0e3IfjQJqp81A+A7EdJZCTG02vtNe6HXOLPiV2wdPfDzMm7RJnSH8azd9LnNP96KQ41mxN34xR/T+9Dl8ATSOQGHA8cR8eFBzGxcyMzOYGsVM3tJfToDo79PLbMureZtAFrn3oa0y5tW4xDzWaYOnqWOK5Sqf8rvrObSqUi8XZQ8VxPXE1F4p0g3jbCYhL49Y+THF70FdZmRkTdT0KhVAIgFAqYPvBTanjYE5OQQocJy3GzPcXAT4oGtQ5dCObIopHEJ6bSaNg8zgbd4aeRXbAwNqDl6MVsOHiOAR+r/84SUzOIS0zl1rpJXAyNouP45VR3t8PH2aZEmeIeptBp4q8Eju7KB7W8OHE9gp7T13D2l28wkEv5ZtlO/lk8Enc7SxKS03iYqnnnom1HLvL10h1l1n3L5P74+5b/DKikRxnM3niA/fOGs/qvU+V+/TeJ2Nuh/LXxF2Zv/RdTS2sSYqNQFjxbhEIRfb6ZgXuVmjyIj2bqgHbYOLnRultRTPal4weZu/0Yiffj+Lp9AMGXzzBs2jKMzS0Z1/V/HN65jtbdBgHwKDmRpIQ4Vv4bRti1C0wd2A433+o4eviWKFPi/TimfdGBETOWU6NRC26eP87sL7uz+I8LyPUNWDFtNHO2/YutswcpD++TmvRQY92O/bmVX6aO1JgG8P2ybXjXrP/U7+f0gT0YmZrjU7uBxvTUpAfERIbg4OZVKi07M4NTf+/m+2Vbn3qPt4WM+HCiD62mzmS1bskqplsQCnHvOglDFz+yE2O5MqcbcisX7D8oejOcePUIdabuIyfpHmcntiAl7ALe/ecjMbLg/A+fEnd8C/YFOicvLYmc5Hs0XHSJ1MgrXJ7TFUPnaug/oVuyk+K5PK8HPgMXYV6tGcnBp7m2eAD+M4+io2tAyLrx1JnyF3rWbuQ8RbfcO7WT4LVl6xa/kb9hXLmuxrTshzGcGf8/FFlpCIQiPHvP1JgvPy+HR5FXsG6gHphRqVSonuiHVCoV6dG3yizH28Rj3dKhDN1Sv0C3pBfoFiMNuqXjokNkFOiWe8V0y67RbQg5tAnfJ3RLzwLdsndiFyzK0C1/TfqcZmXolhOB4+jwnLrl+FN0S+un6JbixN84jYldCsbFAAAgAElEQVSj2iDlpKWQkXgPM+ei56G5iy9nf5sOQNKdYMycvAtn9z1OT7ob/Mz7vGlkxocTf3g1Vcdr9kBOnxV5oJsLuqFr5VIY4gNqD1RtotoDXZn8IWnhF3DrOw+xoQXXf2xLwoktWDfvDag9UG7yPWrPU3ugoPnd0Heuip6dBg+0sCfu/Qo8UMhpgpcOpMa0Ig9UdcKzPdCDM8/wQF/+hmEZHuhppEVcRGrhwOWJ/yPv0QMM3Grj0u0HpCbWZMaEIDWzRUduVJhf38GHtMgrJa5xZqgXypwMUOVj/8mot3aQJj0unKiDq/Gf+hcyEyuyHkaTr1AA6vbj2W0yRgV90YXZXYm2csGxRVFf9PDqP9Sfup/s5HhOjVf3Rb4DFyA1tODM1E+IObYFxw+K+qLs5Hs0XXKZlIjLXJzTFSOXahho6IsuzulOlS8WY1GtGUm3TnN5UX8azPoXHV0DgtZ+j//UfejbqPui3Eea20/cqZ0ErRlXZt1rfr0WkzL6omdxc/W3VP58IkKxbpnpsce3kJ+bjYGjL5Z+FTsTuEIHagRCESpFLplxoYgNzJCZ2xWm6TsWPaRllo5YNe5OasjpEgM1di0Ho6NrgI6uAXoO3hh7BqBrpTYsJlWbkXH3RtHNVPk4th+LUCzFyKMuZtU/5MG5PaUGah6c2omxb2NMC34xxt4NMHSrSeLlA1jW7wACIZmx6oeBxMgCiZGFxrpZ+rfD0r/dC38nRh71qDHtCFIzOzJjQwgOHAxCAQ6fqIW2c6fv0LXxQKgj5sHZPQQt6k31KQfQtXJBrG9KtYl/oe/gQ156MhHrvyMkcAhVxr4bAlkoFJKfl0tSVDAyIzMMLO0L0yxcqxb+bGTthHfLnsRdP1VC8Ph1GIpEboCpgwFmzj7YVmuIsa0rAI61/sfDiOuFeVWqfOr2/A6RWIqNrz/O9VoS9u+uUoIn9Mg27Gs0xamOenTfrlpDKnnV5s7Zv/Fo2hGBUEjS3VsYWNgiN7FEblLyzeNjPJp0wKNJhxf+TlJiIwg9spXOi/8plSaR62Pj68+FjXNoMGg6aQkxBB/cRF5OFgBWnrXIfpRM8MFNuDftSPSlI9wLOodtNc1m7E1GJBSQk6cg+O49zI30cahkWphWza3oueJkbUbvlvU4eT2yxEDN8A5NMNSTYagnw9fFhkZ+7rjaqv+2P6jlxbWIojjpfJWK8T1bI5XoUN/Xhdb+Puz890qpgZqt/1ykeU1PWtb1AaCxnzt1vZzYd+YGnZvVRCAUEHQnHjsLYyxNDLA0MdBYt05Na9Kpac3//iW9IBNW/MGgTxtiZWr42u/9uhEKReTl5hAVdgtDE3MsbYtCvVy8qxX+bGXvTIvOfbhx/kSJgZq2fb9Erm+IXN8QJ88qVK3XGBsn9Zo9NRt9yO1bRTHQqvx8un45EbFEinetAOo0a8Pxv7aXGqj59/fN+AU0p3bTVgBUrdcET7+6nD+yl8Yfd0EgFBIVFoS5tT3G5pUwNq+ksW6NPupMo4/+2xurI3s20OTTzzUKWqVCwcKx/Qlo1QFnr6ql0s8c/B1DEzN8ajcslfY2IhCKyM/LJT02BLGBGbrFdIuhU5XCn+WWjtg27UZy8JkSAzWObQp0i60B+vbemHoHIC/QLebVmpFWTLeoVPm4dvwGoViKSeW6WNT4kHtn9uD2hG65d2oHZlUaY1FdrVtMvRtg5F6LB5cOYB3QAYFQSHpMCDIzW6RGFkjL0C1W9dtjVb+9xrRnITO3o0lgMHnpycQe3YB+Ges+BP82DrmVCxbV1WuhGbnVJC89mbjjW7Dyb0/i9aOkhp3HxCvgpcrxpiEUClE+h24xfIZukWjQLQ61/seDJ3RLnWK6xaleS8I16JYwDbrF6jXqluKEHN5C/M2zdF5yBIC87AwApHpF/aFUz4i8rPTCdIleyb5SomdEdlrSfypHRfDYA2W9gAcqPlBj26qYB7L3xsgrAN1KRR4oPaqkB3Io5oFMq3/Iw7N7Sg3UPDi9E2OfYh7IS+2Bkq4cwML/+T2QRb12WNR7cQ/0LHKS4kg4uRWfURuRmttxe+MkQn8dTpWx21HmZCDSLalXRHJDlNklX4LVW3oLZU4mCSe3qsOg3lIEQhH5ihzSY0KQGJiha170bHmyL7Jv2p2k4NMlBmqc2wxGR26AvtwAAwdvzLwboFfQF1n4NSftTsm+yKOgLzL1rIdljZbEn95daqAm7uQOzKo0wbKgLzLzaYCJey0SLv2NTUDHgr4oGF3zp/dFNvXbY/OSfdHTiD2+FR1dfSyr/4/EIM0vIH36zMS713RSwi6QdOtUiTVjK4IKHajRreSM8+dTiN6zgODYLzD2boBLl0lIzWzJjA/n9uYppN+5Tn5uFqp8BQYuJaceiYv9goViGWKjopkjQolMPWJagEjXsHB6HIDUzI7clKIY+sdkJ8aQeHE/p4cUNT6VMg99Zz9EUjmeQwKJ3R9I2KrRGLrVxKnzePTsPEtd52WRWToW/qxn74XDJyOJ3rukcKDGwLVGYXqlBp15cHYPSVcPYWs1EJFMDwNntamQFISRnfuqOoqMlMLpfm8zRjYuBAycxoVNc0ma0R87v0bUH/ADBha2JMeEc/LXCTwIv4oiJwtVvhJLjxolzpcXm56tI5Wha1zUfkRSGXkPitqLVG6IRF7UXvQt7chMKoqDfUxaQgy3T//Fis6uhcfyFQosPaojlunR4tsVXNn5M0cWfYWVZy38+07GzKn0W+eX5djSsdTrNR6xrr7G9Oajl3EicBzr+tRA18QSz+afEXpUPTtDZmhK64nrOLVyMidXTKSSZy1cG7YtXNDvbcLFxoIZgz5l9sYD9J6xliZ+Hkwf+Al2FiaExSTw/fI9XAmPISs7F0V+PjWfWHOl+CCJTCLG0rjYZ6mYjIScws+PB3QeY29pQnxSaqkyRSck8+ep6zh0LHqrpFDkU93DHj2ZlDXjerFkxxGGL9xCHS8npvb7GG8n63L5Pv4rp25Eci0ilsVflt+U1DcZa0dX+o2bzdZlM5g7qidV/ZvQ95uZmFvbEXs7lNUzxxERdJmcrCyUSgUeVWuVON/YvOjZIpHKMDIr9lkmIzuzSCjKDYyQ6xeJSQsbB5ITSj9bHsRFcfbQH3SrY1t4TKnIw61KDWRyPcYsWMvuVYv4afxQKvvVodfoaTh6+JTL91GyHNHcPHecIVN/KpWWn5/Pwm/UpnLwlCUazz+yu+xBnrcReSVnKnebwu3dC7ge8wWmPg3x6DoJmZktGfHhhG6cQtqdayhz1LrFyLVkP1R8hqtQIithdIRiGcrson5I5wndomtuR05K6baS/TCWBxf3c/SLIi2Sr8jD0LkaIqmcKkMDubsvkFsrv8bIrSbuXSagX466pThifROsG3Tm7Pj/0WDRJYTFZgOHbZnGozvXqTlue+GMCImBKX5frSZ08w+EbpyCkVtNKtX9BKHO29cPaUKTbgkY8AP6Bbrl1DN0i+4TukVeTLfoSGUoiukWyRO6xcDSjoyn6JaVz9AtRxd9RaVXoFsec/vMfk6tnMzHP2xFbqoeaBbL1OGRuZnphbomJ/NR4c9imR65mSWNd27mIyRlaKA3mUIP9PsCMgo8kHOXSUhN1R7ozpaSHkj/SQ9kWOzZIZEhLv5sEcvIfwkPlJMYQ+Kl/ZwZ+oQHclJ7oMqDA4n7O5Dw1aMxcC1/D/QshBJdLOt3Qm6jDrF1aDeG86Oqo8zJRCTVQ5mdViK/MjMNkax02xBJ5Vg16cm5L6tQffq/b2XkgZ6VM57dpxKxaz5XlgzCzLchnt0mo2tmS3pcOCEbJpNarC8yfrIveqLvkRiVbD+KnCf6omLPFpm5LTnJpdtP1sMYEi7u49DAooF6lTIPQxc/dGRy/Ib/wu29y7ix4muM3WpS+fOJGNi/nvaTl5FC+M651Pl+5zPzCoQiTCrXJe7kDqIO/4bTh/2fec6rosLXqHk880SRlUbE2u+I3DwFr6HLiVg7Dj0HHyp/sQwdXX1i9gWSdPXQS99HmfUIRVY6Oo8f/EmxSM1Lj6RKTW2wqPcpHv0WaLyOiW9jTHwbk5+Xzd1d8whbOQq/SX+Vypdweifhv5W9zofPqPUYebzctK3iPF38qtOKh7687Tx+g5Obmca/S8dy6tcJfPjdKo4tHYO5iy8tvvkViVyfyzuWcvf8gWdfsAxyMh+Rm5mORK5uL+kPYku8CXuMvoUN7o3b0WykZpPiUKMpDjWaosjN5vz62fyzcASdFh4slS/0yHaO/vR1meX5aMpmjbsaxFw9RuLdWxxbVrQjwq6xH1O//xQ8m3+GgYUtrSYUbRd9evVUKnkWzc6w9qlHh/n7Cz/v+LpVmWvxvOk8nnnyKCOb0Uu38/3y3/nt+16M+mk7VVxsWfltDwzkMpZsP8L+cy8f3vUoI5u0zGwM5OrBmpiElBIzeB5ja2FMhybV+XnU5xqv06xmZZrVrEx2bh4z1u1n6PzNHFlcOkRl6z8XGblkW5nl2fbDQOqXc+jTv1dCuR3/EK8eUwDIyMpBmZ9P/cFzOLXs3Vg34kkezzzJTH/EL1NHsmrWt4xduJ7AKV/h7FmVr+evQVfPgN2rFnHh6L6Xvk9mWipZGWnoFrwVfhgfjYVt6cWaza3taNimE8N/DNR4Hb+A5vgFNCc3J5vNS6bz0/eDmbPtWKl8//6xhcDJI8osz4RfduJdq+zZC0d/34Rn9XpY2Zdc2FWlUrF0/BCSEuKZuHwXYklpY/0wPoYb54/zxZTFpdLeZh7PPFFkpRH82zhCN06h6vDlBK8Zh4GDD1WGqHXL3b+W8eDKy+sWxRO6JTsxFpl56X5IamZDpXqf4jNgocbrmFVpglmVJihzs4ncNZegX0dSZ0rpNhx/aifBq8sOZfEbveG5ppur8hXkPnqIMisNob4JABE75/Dw8kFqfrcTsZ5RifzGletSZ1LRBgrnp3xc5lo8byPFdcuxpWM5+YRu+aBAt1z5j7ol9wV0i9tTdIt9jabYF9MtRxaOoGMZuuXfp+iWNmXoFlCHdB1d9CWtJm3A3LXo7b/UwBg9Myse3r6BnpkVAImRNzB1Ups5UydPruxYgio/v3Cw72HkDbzfwvVpoGjmiSIrjch133F78xQ8hywncp3aA3kMUj9LYveXvweSaZhNIjW1waLup7g/hweK2j2P8FWjqDZRsweKWFu2B/Ie+XIeSM/eCzT5HpUKuV1lch7GoMh8hI5c/TIkI/pm2bs6qfLJz1UvRvw2DtRA0cwTRWYaN9d8S/CGyVQf8StBa77FwMGHasMC0dHV5/beZSRcLv03/Lxo6ot0NfRFMjMbrOu1pcogzX2ReZUmmBf0ReE753J9+VfU/2F/qXxxJ3dwc1XZfVHNMRsw9Xx2WGVxHt0NIjv5PqcnqXcBUynyyMt8xD9Dq1J3wh70rEovXq9SKkust1YRVPgaNbnJ9zB0r41QLEUokRXGZypzMhHpGiCS6ZEZF8a9o+uQmPyHt80CIVG7ZuPU6XvS71wj8dJ+qn6/p1Q2S//2XJnamqSrhzGp0gSVUkFa5GWkZnYIxVLSIi5h7NMQoViGSKILZSykaenfHkv/F5+2lXTtH/QdqyAxsiAzPpzoPxZhVku95akiM5W0iMsYedZDINThwbnfSQ05g/PnkwFIi7iESG6IbiUXFJkpRG6YgGFlf8QFQultJzkmnIzEeKy96yASS9GRysgtaC952RmI5QaIdfVIigolaP9v6Jm9fHsRCIScWz8D/z4TSQi7wu3T+2g/d2+pfB5NO7H9qw+4e/4g9jWaocpXcD/kIgaW9ojEUu4HX8SueiN0JLroyHQRCDS3F4+mHfFo2vGFy9l73Y0Sn9f08KXV+DVYuKlnViVHh6FnZoVIIiP64j/cOrCBdrOLBPGDiGuYOniSr8jl2u+/kpX6sFwXDXxdhMUkEPcwlXrezsgkOsikYvKU+YB6kMFALkVfV0pI1H1W7zuNtZnRM65YNkKBgOlr9zGl78dcDotm7+kb/D1/eKl8nZvVpOmIBRw4F0Tzmp4olPlcCLmLvaUJMomY88F3aVLdHV2JGF2ZBKFQ86Br52Y16dzsxUOfVCoVOXkKcvPUa/Vk56r/VmQS9WJySmU+eUolCmU++SoV2bl5CAUCJGIdhndoSt/WReuWLNlxlMj4hyweUTTDJidXUbi2RF6ekuzcPCQ6IoRv4eLCsbdDSbwfh1cNf8QSGRKpLso89feVnZmBXN8AmVyf6IhgDmxZhWml//BsEQrZuOgHeo7+gfAblzh7+E9mbDxcKl/jj7swulNDLv77N34N/ke+UkHo1fNY2DggkUoJuXqeav5Nkch0kerqllizoeR1PqPxxy//N310zyba9S89gBg45UtiIkKYvOp3pLpyzef+vglPv7pYO7w7u8hlxIeTk3wP48e6RSxDpXisWzIQ6eojkumRERtGzJH1SE2sXvpeAoGQiB2zcf/sex7dvkrCxf3Unvh7qXzW9dtzblIrHl49jFmBbkmNuIzMXK1bUsMvYubbqEi3lNEPWddvj/VLTDe/f34vBvZe6FZyJi8tkdANkzFw9C3UHrf/WMK9U7uoNX4XEkOzUuc/unMdfbvK5CvyiD6wkty0RKwbvhubNGjSLfkFukWRnYGkQLckvyLd0u4N1C0xV49zaO5gWn6/GivPWqXSKzfvwqXN87F0r44iJ5Oru5ZRo/OXANhUCUAkkXFl189U/WQAkSf3khobgXP9Ni9cjoomMz6c3JR7GLoVeaD84h5I9uo8UNKl/VT9rrQHsvBvz9WprUm6dhgTXw0eKPISxt5qDyR8yrPkZT2QSqVCpcgpfKbm52UDFO5kW6nh50TtnoNl/Y5ITW2I3jMPI8/6iGR66Mpc0HeuRtTuuTh2HEdaxEWSrx+h2oTRACTfOIrE0AK5nSfKnEyids5GJDdCbuP2wuV8E0iPU/dFJh61EUqkiCQyVEr1GjXK7Ax0Cjx0emwo0f+s+899Udj2WVTuMp7Ugr6o7sQ/SuWzCejA6QkteXDlMOZV1e0nJeISuuZ2CMUyUsIvYubTCJFE3ReVpVtsAjpgE/DiYZUqlYr8vBxUylwAlLnq9iOSyDDxqEWThecL8yaHnSdo9TcETD+ExNCMnJQEkoLPYOHXHJFExsPr/xJ/ZhfVhix74XKUJxU6UKNS5HJnx0yy4kJBqIOha03ceqkXoHP+bALha8YQuz8QfccqWNT5hNSw88+4YtmI9U2RGFXi3KiaCMUyXLr9gL5D6WniUjNbvEes5va2Hwn9dQQIhBg4++HafRqo8ok9sJzQFV8CAvTsPHHvPfuly6SJ1KAThK0ciTI7A7GRBZb+7bH/SP02VKVQcHfnbLLuhYNAhNzaFa8Rq5Bbqx8y2Q+iuLNjJnmPHiLSNcDYpyGeg38u1/JVJMq8HM6smUZydAhCoQ6VvGrReNg8AOr3m8zRxaO4snMpFq5VcWvYlvigsy99L5mhKXKTSvzWsyoiiYwGg6Zj7uJbKp+BhS2tJ6zj9JqpHJo7BIFQhKWHHw2/mIlQJ5+ru5dxeP5QEAgwc/KiyYj5L10mTTyeLlyy7GboSNWLZMVc+ZcLm+aRl52JiYMHLb5dgYl90a4sV3cFcufsflSqfGyrNOCTadvfytCnnDwFU9fsJSTqPiKRkDqejiwYoRb6P/T/hC8XbeWnHUep6mZH+0Z+nL5Z9orwz8LMSA8rU0O8ekxBVyJm5uC2VHGxLZXPzsKETZP6MWnVnwycswGRUEgND3vmDOlAvkrF0p1HGTx3IwjAx8maReUcZhSVkEy13tMKP1t9qn67lbJP3QY3/3OBofM3l0gPqOLK3tlD0ddVD2w9Rk9Xgkysg7lx0RTiWgNmEJ2QDED78b8A8MesITSs+vaJnrzcXNYvmEx0eDAiHR0qV6vD4IJZIL3HTOfnicPZs3oxLl7VCGjVnluXTr/0vQxNzDCxsKJfY3ckMl36fzcHZ88qpfKZW9vx3dKtrJ03gYXf9EcoFOLmW5MBE+aRn6/i9zVLWPztQBAIcPTw1hia9F8JvnyWxPuxBLQsudZAQmwUB7asQiyR0rdR0e+7w8DRdBxUNOPq6J6NtO37VbmXqyLJz8slfOsMMuJCEQh1MHKriVefWQC4d5nIrVWjidoXiIFTFSrV/YSU0HMvfS+xgSlSY0uOf1kDoURG5R4/YKBBt8jMbKk2cg1hW6ZzI3A4AqEQQ2c/KvecDqp8ovYv5+byLxEIBOjbeeLVd85Ll0kTOYlxhG2aSu6jh+joGmDiWY+qX64qTI/YNgOBjoRTY4pmblnV71D4vUXtX86DywdAlY+JV31qfLP5nQl9ys/L4WyBbhEIdbAqplv8n9Atrg3bcu8/6hY9k0qsfYZu0bewpdWEdZxZM5XDT+gWVYFu+adAt5i+At1ycdM8cjMesXdy0exdA0t7uiw7AUCtrmM4EZjExv61EeqI8Wndu3D3KpGOmFYT13F00UjOr5+FoZUjLSf8hszg7XshqVLkcnf7TDLjQhGI1B7ItcADOXUu8EB/qz2QeZ1PePRfPZBxJc5/XeCBuv6AniYPZGqL1/DV3Nn+I2HFPJBLN7UHivt7OWHFPJBbOXugnMQYLo4tmilxepA6PC9glXqdQMuATuQkxXJ9RltUSgWGHvVw7180Y7PyFz8Ttuprzo3wRWxoiVufeehaqa+hyEglcsMEclPuIRTLMHDxw2fU+sJBoLcNlSKX0K0/kh6r7ouM3Wvi01f9+6jcdSI3Vozhzl/LMHSqglW9T0gO+a99USWODK+OSKKLV49pGDqWbj+6ZrbUGPUbIZuncW3ZMBAKMXLxw7vXj6jy87mz7xeuB44AgQADO098+8196TJpIuthDMdGFi1SfbCvepZMy/XxCHUkJXYoFOuZgEBYdEwgIOrgKm6uHI1KpULX3A7P7lOxrPlhuZbxRRG8yrAYgUCgarA69tkZXzGPt+euu+jKszO/x5zoY4tKpXotCwkIBALVkL2atw2uaB5vz91nw9u3+1FF8nMbi3JrPwKBQPV4QOFN4vH23KEbp1R0Ud4pjFuNeum2IxAIVLtuad4x603j8fbcq49HVnRR3mraeemX67Pmf2vjyuNS5crj7bkbLbla0UV5qzjU0+aV6RiBQKAa/AbrloOzBtBbq1teiGXlrFseDyi8STzenrvOQq0HKk9O9i0/zyQQCFQt18eXx6XKncfbczdbeu3ZmbUUsr+7dbm0j7dvjroWLVq0aNGiRYsWLVq0aNGiRcs7inagRosWLVq0aNGiRYsWLVq0aNGi5Q3hvRioMfasrw170vLc2FYN0IY9adFIw6pu2rAnLS+Nb51G2rAnLc+FqVd9bdiTlufGtmqANuxJi0aMPOtrw560vDRm3vW1YU8VyHsxUKNFixYtWrRo0aJFixYtWrRo0fI28NYM1KQEn+Lsl34VXYwSnOhjy6lBbkRufvPfsN/ZMZNTg9w40ce2cLu7d4nYaydZ3c27ootRgp/bWLC8vSMnV0ys6KL8Z9b1qUHgpzYcmDWgoovyUhy/Fo5H10kVXYwSGLca9f/27jsqirNtA/i1S++9g3QVEEXAgqJib4m9i8QWNRoTjS2xR0WNPYk1xlhi7z32DljAroCoWBCUDkpfdr8/liwgi4KuuG++63dOznFndp6ZWSYz93PPU2Dd5UdMWVt2isz/kqzcPNh0/RGmX4zHzL8Ov3+Dz+zu1QsY1ES5ppPu6qaLPt7mWP/LT5/7UD6p54+i0NfHAt099HFs+5+f+3A+SGpkKC6MrvO5D6OUU0HWODPU+T/RGjA8uCvODHHE1Z+/+NyH8tFe3A7BBiWLW1Z1NMPabvYI/Q/ELacXjcQfXe2U7jeuqIyoUFwdo1z1npDBNggb4YLY/4F6z8fIjo9B2DeuCBlih4Szmz734VRayv1QnBlV+3MfRinHAq1wcogTorbM/NyH8tGuzO6CE4McEDaj4yff12ednvu/wGvmMdn02ACQducsYncFIzfxKbQsHOE8YC70XXwrVNaDP8cg6fJ+CFTVZMsa/n4XQjWNUt9LjwrF3V96wrbDKDj0nCxbXvAmDbHbZiLl5klAIoauQ214TtwJAHDo/iMsm/VH+ISGoKrT89dTpabDfhZ+GmEbZiMjIRaG1k5oOnIBLN3qydbf2LMCdw+vQ+7rVFh7Nkbz0UvkTsH9LmlxD7Hz2wA4+rVHm0lrZctf3AnBxVU/IvPlU5g4uKP598tgbF9Ttv7Kprm4989GiAtFcG3WDf7D50Kl6FocsP46rm5ZgPS4mA/9KUiOc7+PRXU76d839O5j9Jz2R6n1Wbn52DjlK3T2r4MCUSHmbDyKXWev401OHto19MCSb3vIptFOf52N8Sv34Mz1B5BIJGhUywlLvu0BC2P99x7Hvdh4jFyyHU9epgAAvFxsMX9EV7jZW5b57heTVuDS7Ud4eeAXaKpLr48paw9g/4VbyMzKgYGeNga2a4jxfVsDAHQ0NfBi33x8s3jbh/9QhEW7L8LWqQYA4EVsDDYumoroG5dRWFgIF4+6GDJ5Aexc3AAAu9csxJ4/iqe9FBcWoiA/DxtCYqFvZIqQf/bg0KaViI26DVdPH8zZdOyDjmn78mDsWDEP0/7YB+8mrWXLdq9ZCDX14ufWot2XYONYfB88tm0tDmz4HWlJL2FsZoXv5q9BzboNYedcE9siXmFqULsPOh4qX4NZx6BjXfw3iPxrAtIiw5CdGAv3oUtg3aS3bF3swd/w5FDxlLcSsRhiUR6aLr8NdT2Td+5HIhbj+i+98CYuCuKCfGiZVYNTt/Ew95H+TfPSXyFy/URkPr6F/IxENF58BVpmdrLtnxxZiYRLu5CbEgc1XSPYNB8Axy9Hy9b7TtmH+Is7EHfm74/+TUi+HiXiFolYjIOTuyH1aRQKC/Kgb2mPev0nwdGvvez7NyZrbKIAACAASURBVN+KWwIqEbdc/XseYsP+QdrzB/Dp8wPq9Z9Yar0oPxeX18/Cwwv7IcrLgYG1EzrPPwB1bV2kPIlE2LrpSIy5hbzXaXh7Rq6W41eiZpv+OPk/+oJJWdWZUbre83DDRGREhyI38QlcBi2GhX/xvSQjKhR3F/aCUF1Ltsyp7yxYNO1boX19TNmirHQ82jwF6ffOAxIJ9Ks3hHPQPKgbSKdjznp+H4+3TEPW8/sQqmvBrEFnOPSaCoFQBdrWrvBbFYM7v/T4sB+J5PKbfRy6JZ5Dd9eNR2pkGLJfxaLW10th27R3qe+/vHII0dvnID8zCYau9eA5bBk0ja0qtK93lf36eSTurPke2YnPAAAGjrVRc8Bs6NlKY6z4kD14uG8p8jMSIVRTh2ntFnAPCoaqth4AoMG0/Yi7sAPPT3/6JB4TNQqUk/gEUStHwG30nzCo2QivLu3E/WVfwXdBKFS1DSpUhk3bYaWSL28Ti/LxeMt06DnVLbMucvnX0LFzQ72FYVDR1MWbp3c/+FxI8TISYnF8/lC0n7oR1p6NEXVqG4783B+Bf16Dhq4BHpzdjXtHN6DzvH3QNrbAhZWTcHLhCHSet69S+7mwYgLMq5e+PnIzU/HP7CA0/eYXOPt/iVv71+Do7AHotyYMQhVV3D/+N2Iu7EOPZSehpqmDo7MCEbF9CeoHTlLkT0Dv0KiWE17smy/7fPH2Q/SduQ6tfKXJtF93nUHInUc4v/wHaKipYfD8TZi0ah9W/NAHADB741Ekpb/B9XWToaYqxOilO/Djmv1Y/1PQe/dtY2qITVMHopq5EcRiCdYevoSBwRtx5Y/Sf/+tJ6+hUCwps/1X7Rpi8oB20NHUQHxyOrpNWQNnGzN0bapcbwP/K7JeZ6B+8w74ds5K6OgZYPeaBZgzogdWn7wLgUCAHsMnoMfwCbLvb18ejHvhIdA3MgUA6BoY48ugkYh7/AB3rpz/oGN4ERuD0OP7YWRWNpnn17ozxi3ZKHe7M/s24+jWPzDpt62wr+6BlJcvIFRR+aBjoA+nW80dFg06IWZHcJl1jp2+g2On72SfH+1dhPToK+9N0gAABAJU7z8LOjbVIVRRRcbDCFxf0Af68y9IA2yBECaezeHwxWiEz+4kpwAJPIb/Cl07d+QmPcP1BX2hYWheKpFEVUgggP/wYBhVqwGhiipeRoXj8NQe6LM6DLqmVrK4pVNR3HKxknGLvpUjGg6ejvtH5d8vLiwfj4LcbPT6/Sy0DM2Q+jQSKmrSFwRCVTU4+3eGR4fBODbn/c85+jR07NxhWv9LPNk1V+56NT3TDx4j52PKfrr3FxRkJsNnfggEKmp4uH4cHm+djprfrAYARK8eCeO6bVFrwg7kZyTi3uK+0LRwgFXzrz7oWKny9Kp5wKpBZ0TvmFNm3ZsXD3Bn7VjUHfMXjKrXQ/S2Obi1ciQaTK3YveVdZWsaW8Hr+3XQMrUFJGI8PbkeN3/7Gk0WXAAAGNVogIYzDkBdzwSi3Czc+2sConcEw2PQ/DJlfWpV2vUp7sgK3P91UKllT/bMR/RaaUDw6tJOREwJQNg31RE+sRFent9SblmXBtkgO+Gh7PPT/YsRteob2efMRxG4FdwZYaPccX1aK6Tdu6Dgsykr7c456Dl7w9C9CQRCFVg27QsVLT2kRHzY20p54g4vh3HtltAqkc0GgPR7F5CX/AxOfWdCVdsAAqEK9ByVq/n1+1zf9RuOzhpQatnljcE4tXgUACDq1HZsG9EYa3s4YPOQerh/rPw3ais7miHteXHrj6tbFpTqtvMyKhx7x3fAul4u2D6qGZ7fOKfYk5HjWcQZWNT0ha1XUwhVVODeNhDq2np4HHYEABAbdhRubfpB39IequqaqNdvPF7cvoSMhCcV3kfUqe3QMjSDTZ0mpZY/Dj0CQxtnVG/eAypqGqjb/VuI8nIQfydUut3JbfDq8g30LapBy8AEvn3HIfLkVkWdukIs23kafX9eV2rZ7A1HMXyR9Di3nryGBsN+gW23n+A1KBgb/wkrtyzD9j/gwfNXss/zNh/D4HnFmfFrkU/QdtxvsO85BY2+WYiz16MVfDbvt+3UNXTyrw0dTWnLhCNhdzG8cxOYGepBX0cTY3q2wJ7z15GTlw8AePoqFV82rg1DXS3oaGqge4A3Ip8kVGhfhnrasLcwhkAggAQSqAiFiE1IhkRSnJRJzczCou0nMXvIl2W2r25nITtOABAKBXgcn/wxp/9R9q5dgrmjSlfsNi+biV8nSe8BZ/ZvwegvfNDXxxIj2njixM715ZbV1U0XcY+L//7blwdj8Q/FgVz0zav4qV8rBDawxZjODXAz5IyCz6as6rV90arHV9A3MoGKqiq+/OpbJL54itTEsn9viUSCcwe2oXmX/rJldRo1R+P23WFsXrE3U/Ks/vl7DJo0D6pq6hXeRiwWY9vvczD4x1/gUKMWBAIBTK1sP+o4PoUnh5fj5tKBpZY93DUfd9dIY5X4izsR9mMznB3mipDxfnhxtvxY5VSQNbLii59Fj/Yuwp0VI2SfMx5G4NrsTjg3wg2Xp7REyt0PS5xVll2rQTD2aFKmxe7bJBIJXobshpV/zwqVKxAIoFfNHUKVoveAAiEkhSLkpsQBADQMzGDXaiD0neQncR06joK+Q20IVVShbekEc5/2SH9wreInVsVu7PoN/7wVt1zZGIzTJeKW7SMa488eDtjynrhl1Vtxy7UtC0q1BnkZFY59RXHLjiqKWwQCAUwcPWR/T4FACLFIhDeJzwFI45aaJeIW337jEX/7EjITnlSo/Jqt+sDetxXUtHTLrEuLe4jHoYcR8N1SaBtbQCAUwsTRAypF16yRrQvc2gbC2L6GQs71U4g7ugKRv5Wu9zzdMx8Piuo9iSE7cb2o3hMx6d31npDBpes9z/YvRvTq4nrP60cRuD23My5/644b01shvQrqPQBg1XIgDN3ffy+p6rJzk57DxKc9VLUNoKKhDdMGXZD9ovhZnpfyHOZ+3SFQUYWGsTUMawUgO67qY73yPD60HNeXDCy17MHOebi9WtrC8MWFnbg4sSlODnXB+R8a4vnZzeWWdSzQCm9KPIdi9izCzeXFz6H0hxG4/HMnnBpWE5d+aoHkO1XzHLJvPQgmteT/feND9sCsdguY1moKFXUtuPachPSH15H96slHl62mYwhtMztpzCuRQCBUQXbiU1nMq2VqW+rFhECoguxXsR92kh+pSlvUmDbsgqf7F0OUlQ5VHUMAQNKVA3AZMA8AoKZnAvfvN0DTzB4ZkSG4v+wr6DnVhY5d5fqX5qUl4P7SIFQfugxGtVsgIyoMkSuGwSf4LNQNyzbHvLcsCJnlBAIaJjbwnn2qYjuWSKT/vbUsK67iI/G/PL8FL89vgYaJLWw7joJZ/eI3TjkvHyHpyj54zTyBR3+XHqsg81EEtCxd8GDdWKTdOg0NY2tU6zYBJl5tKrzvz821WTdc27IAua/ToaknvT4ent+HpqMWAAC0DEzQYcZm6Fs64MXtSzgysx/Ma3jD1NGjUvt5k5yAIzP6ouW4Fajm0xLxd0NxPHgQ+qy+BB3jsm+Hj8zsh4T7V+SWpWtmiz4rKnhDK+f6SImVXh8SSEpVjP/9d+qTSBhYOby3+NzMVIRvW4yuCw/h3j+lm+OlPI2ESYnfSSAUwsTBDSlPI2Hr1RSpT6Ng4lS83tSpFrKS45GXlQkNnfd3nakK3QO8MW/zcaS/zoahnjYAYPf561jyrbRpqqmBDrbPHAIHKxNcuPUQvWeshU9Ne9RytK7UfuKT09Fz+lqsHt8PrX3dcOnOIwQFb8CVNZNgKacbUe8ZfyLsnvyZfGzNjBC6aoLcde+SlZuHg5duY9vMIbJl0usDJT4DufkiPHyRBE8nGwz9ojHWHrqEbk29oKaqgp1nItDK161S+63WYzKycvIhlkgwqX8bCAQC2bppfx7CN12awsxIT+62S3eexqJtJ5GVm49qFsbo1cKnUvtWpCYde2L78mC8yUiDroERAODSkd0YPmMZAMDAyBSTV+6CpZ0j7lw5j+ARPVC9Tj041KhVqf2kvIrHnBHd8d28P+DdtA3uXbuIBd8H4rdD4TA2L3svmTOiByKvy08gmlnZYtkB+feZ97l3LQS6BsZyW7fcDw9BRmoS/Fp3/qCy5Tm7fyv0DI1R17+V3PXXL57EgIZ2MDK1QLu+Q9GhvzQgTH0Vj+SEOMQ9jsLKaaMggQSN2nZF4NiZpbpKfW6WDbvg8b7FKMhKh1pRrPLq8n7U/Er6Nk1d3wR1xm6Elrk90iJDcHNxEPSd60KvWuVildzUBNxYPAAew36FaZ0WSIsKw+3fvobf/HPQkBOr3FwchPSYq3LL0jSxQcPg05U80/dLj76C/MxkmNerXF/8m4uDkHr/IsQFeTCu1RQGzt6V3rdEIkH6gyuw9OtW6W2riktR3JL3Oh0aRXFLzFtxS/sSccvRmf1gUcO71PO4It4kJ+DojL5oUcG45eh74pbeFY1bSpQXd/MCCgvyYFs3AOY1/r2/l45r/o1bUp5EQr8Cccu7JD64Dj3zaojYvhjRp3dCU98YXt1Gwq1t4EeVW5XMGnTBMzn1Hucgab1HVc8Ebv/We6JCEPkx9Z5lQXAdUlTviQ5D1Iph8J4jv95zf1kQMmPKr/fUnVXBek8FiLLScHWMF4TqmjD2agP7bpOgoqnzycu2avEVEs5sgGn9ThCoqCMpbA+MPJvLtrVu/TVeheyAfbdJyE9PRPqds3DoNVUhx6UIVn5d8HDvolLPoYSw/XAfVPwc8hm3CVrm9ki9H4KIRQNg6Oz9Qc+hiIWB8BzxG8zqtEBqZBhu/DoU/r+ch6ZR2WsnYtEApD0o/znkP08xL6vexEXDwLk4oa+mrQ8tUzu8jouCtoWDQvZxalgNFOZmQSIRw6XruFIxb1r0FUQsGgBRzmuoaGjB67vPM25elSZqNE1soOdcF8nXDsMyIBCZD8MhzsuBoYf07b9xnZay7xq6+8PAvTEyHlyt9A0rKXQvDGs1g7FXa1lZ+i4+SLlxAlbNB5T5vscYxfQxM/Rogie7gpF25xwM3Brj1cXtyEt9AXFeToW2t241BI59pkNVSx9pd88jatUIqBuYw6CGdFyZh5t+gkPPqVDR0CqzbV5qAtLvnYdz0Dy4DlqMjMgQRC4firo/n4CWpXINjFkePXNbWNTwxqNLB+HRPggvI6+hIC8btl7NAAD29VrLvmtbpwls6zRBwr3LlU7UPDi7C3bezeFQv42sLAu3enhy5Tg82pdt8thxpmJaltjWDUDY+tl4FnEGNnWaIOrkVrxOioOo6Pqwr9caEduWwKVJZ+iYWOHalgWAQCBb/z6hf82EZ6ehcoO2gpwsaOgallqmrmOAgpw30vW5WVDXLk5CaOgYFG33RmkSNXbmRvCpUQ37L97CwA5+uBr5BDl5BQjwqg4AaFO/+D7RzMsVzbyqI+zu40onanaeiUBLn5po18BDVlYDNwf8c/kuBnVoVOb7O34e+hFnJd+hkDsw1teBv6ezbFmbeu5YfeACmnq5QlNNFct2SitlOXkFAIDazjYoFEvg3Gc6BALpODP/douqqGe75yIrNw/bToXDztxItjzkziPcf5KA38f0wvOkdLnbju3VEmN6tsDtRy9wJOwuDHXL3qeqipm1HVxr+yL0+D606TUYUTeuIC83G7X9pEGaT7O2su/WbhgAz4YBuB8eUulEzfmD2+HVuCXqNW8vK6umVwNcO3sEbXsPKfP9qat3f8RZyZeamIA1s8Zg4MRgCIVlG8me3b8Vfm26QEun7BvrD/E6PRU7VsxF8OYTctc3btcNbXoNhoGJOWJuX8OC7/pDW9cAAZ37IvmltFVFxPnjWLw3BAX5+Zj3bW/sXbsYvUeV3+W3qmma2kLfqS5eXT0M2+aBSI8JR2F+DoxrSWMV0xKxirG7P4zd/ZH+4EqlA+SXoXtg4tkMZnVby8oycPVF0vUTsG1RNlbxGlf1g1omXNoJ83pfQLWSFSuvcZsgFhUg9d5FZMXHQCCsfPe22ANLUZiXDZvm/d//5c9Ez9wW5kVxi3tR3CKqQNxS2URNjJy4xfIdcUsHBcUtJcsrFBUg7uZ5pD+PkXVXtK/XGuHblsC5KG4Jr2Tc8i5vkl4g9WkkHBq0RdCmW0h5EonDU3vCwNoR1p6NP7r8qqBhYgM9p7fqPfk5MHQvqvfULlHvcfOHgVtjZH5IvSdsLww9StR73KT1ntSbJ2AZUPZe4q6ges/7aFm5wGvmSWhZuSAvJQ4x68bg8dbpcB28+JOXrWNfCxJxIa5+XxuAALoOteE6eKlseyPPFoj5ayziT6wFxIWwbB4EYyV6ua1lagsD57p4eeUQ7FoMQFrRc8i0VlMAgJlX8bVj4uEPEw9/pEZX/jkUH7IHJp4BMC96Dpl4+MPI1ReJ14+jWsuyXQp9xlfN+GCi3CyoapWuf6jp6KOwqN6iCK3+iIYoNxvxF3dC09S21DqjGg3Qau0D5KYm4PnZLdA2t1fYfiujyseoMW/YFYmX98MyIBBJl/dLM51FD/DUW6fw7OAy5L6KlQ5el58DPYfKj3GQmxKHlIhjCBtZ/DZZUlgAXcdPO16CtpULagxfjthdc5CfmgCjOi1h6N4E6hUc+EjXwVP2b+M6LWHu1w3J4UdhUKMhEkP3QKiuCRPvtnK3VVHXhLqRFayaS/+nMvIMgEGNhki7d+F/JlEDAK4BPRBzfg882gch5tweuDTtIgsInlw9gfBti5ER/xgSiRiivJwyY7FUxOvEOMSGHcWfvYorwWKR6IPKqgwjWxe0mrAKYetn4U3SC9jXbwNbr2bQNZUmEmq26ous5AQcntYbBXnZ8Oo2EmqaOtAxff/1E383DMmP7iBg9FK569W0dFCQ/brUsvysTFlzYzVNHeSXWJ+flVm0nWIqd4rSq7kPdp27joEd/LDr7HV0beoFFRVp5fT41ftYsPUEHr1IglgiQU5eAepWt3tPiWU9T0zD4dA7qNajuOIoEok/qKwPte3UNfRp6Vsqu/9D75bIzMpBqzHSViHfdg/A6YhoWJtKk2oD526Cu4MlNu+ZC4EAmLHuMIbM/7vSiSQdTQ0M7uAH5z7TcfWPSTDU1cb4FXuwfGxvuYmAkgQCAeq42OLM9WjM23wcc4cprhVHZTX7sjcuHN6JNr0G4+KRnWjcvjtUiu4l4eeOYeeq+Uh4+ghisRj5udlw9az8G/+k+Ge4cuoQ+te3kS0rFBXA5QPK+hCZacmYOfhLtOoehJbdygbjeTnZCD2+Dz+t2K6wfW5aNA3t+n4NEwv5CdB/BzQGgJp1G6Jj0EiEntiPgM59oaEpbQnXdcgY6BkaAwA6DxyNA+t/U6pEDQBYNuqGl2H7YNs8EC/D9sGiQXGsknzzFB7vXyptCi0RozAvB/pOle9qnJv8AkkRx3BuRPGg7mJRAfSVpNtyYV42Xl09jDpjyu8a+C5CVTWY1mmB5yf+hLaFA8zKiV/keX5qA+LPb4PvlH1Q0dD+oP1XlepFcYu7nLjlqZy4xewj4pZ1VRy3lKSiqgZ731a4c+AP6Fs5wrFhO9Ro1RdviuIWUV426lQibnkfVQ0tCIQq8O03ASpq6jB39YJz0y54cvXk/0yiBgDMGnZF0hVpvSf5Stl6z/ODy5CbWFzv+ZC6Sl5KHFKuH8PlUW/Vez6gDqVI6gbmssF7Nc2qwaHnFNxbEqiQRM37yo5eORzatjXh9m00IBDgyc45iF79DdzHbELBmzTcWxoIp36zYN6oB/IzkxC9agReHFsNm3Yj3rXbKmXdqBviQ/fBrsUAJITug1WJ51DijVN4tH8Jsl/GQlL0HDIop0vpu+QkxyEx4h+cGlbchVBSWFBu99SqoqqpA1FO6XqLKDsTKgqul6hqasOuZRDOjKwF/18uQMPAtNR6TWMrmNVpjlvLR6BR8EmF7rtCx1fVOzSt9wUeb52B3OTnSL52CO7fbwAAiAvyELViOFyHLoWJd3sIVdVwb1kQJCg7cCUACDW0S7VUKUgvHm9Cw9gaZg07o/oQ+ZXWt91bEoiMB/KbiGqa2MI7+GwFzw4w8W4HE2/p7AaSQhGuTWgIm/bfvGercpSopKXfv4jMB9dkU5QX5rwGhEJkxUXCY+zf0LZ1hyDinw/bjxJx9u+ES39MQearZ3h46SA6TJf2uSwsyMPxeUPQ8off4ejXESqqajgys1+prkIlqWpqQ5SXLfucnVp8feiaWcO1WVe0GPt7hY7p8PTeiL93We46PXM79F11qaKnBye/DnDy6wAAEBeK8PdgH9TtLu3LLhAI4Nt3HHz7jgMApD2PwbWtC2Fs//7uK3G3LiIjIRYbg6TJvoLcLEjEYmwf1Qx9VpyHib0b7h8v7r8qkUiQ8uQ+6nb/FgBgbF8TKbH3YOVeHwCQ/PgudEytlaY1zb+6NKmDH9fsw9NXqdh/8Sa2F3UNyssX4avgDVg1rh++aOQJNVUV9J7xZ7nXh46mOrKLWqIAwKvUTNm/bcwM0T2gLlb+ULFZCXpM+wNhd+V3fbIzN8LlNZUbkDkuKQ2Xbj/CstGlx4TQVFfD/BFdMX9EVwDAqfBI2JgawtpEmqi5FxuPBd90lc0CNbhjIzT9drG0/22Je0lFSBNd+YhPzkB2XgEePE9E35//AgAUFooBALUHzsGfkwLRtI5rme1FhWLEJny+MWoAoFHbrlg3dyISXzxFyLG9mLxyFwCgID8PC8cE4rt5a9CgVSeoqqlhzoge5V4rmto6yMspftakJb2U/dvUyhZNOvbE6LmrK3RMs4Z1RWREqNx1ZlZ2+O1weEVPD28y0jBzSCd4N2uLPt9Okfudy6cOQdfACLXqN61wue9zK+wsrp49ggPrfwUAZKYmY+mEweg0cDR6jphY5vsCFF971g4u0i5OlbwePweL+l/gwebpyEl6jsSrh1BnrHSwU3FBHm7/Pgwew5bBzEcaq9xcHFTu9aOioY3C/OLrJz8jUfZvDRNrWDTsDI+vl1XomG4s6o/06HJiFVNb+M07V8Gzq5jEiGNQ0zWEkVvZloSVISkUITvxaYW//+L8Njw59Bt8Ju8p85ZTGZWMWx5dOoj2b8UtLUrELUdn9ivbBbrI++IWl0rGLQnviFv6VCJueZu4sFA2Bo28uCV860KYVCBueZ/KtjpSVqb1vkDstuJ6j9t3GwBI7yXRK4fDdchSGBfVe+4vCyr3+hBqaENc6l7yVr2nQWe4VqLekxkj/16iYWIL7zkVr/dUjgAop16n6LKz4iLh1H+OrCuUZfMg3Pq5LSQSCXKTpLP9WDSRtjrWMLKCWYMuSLl+TKkSNZYNvkTk39ORnfQcL68chHdRq0pxQR5u/vY1PIf/Cgtf6bUTsWjAu59DJerMeSXqzJom1rBq2AWewyv2HApf0A9p5TyHtExt4f+LYsa30bWtgdfPiocOEWW/RnbSc+jZ1nzHVh/m30RXXlpCmUQNUPlnmCJVeaJGVccQhrWa4eGGiVDR1JXNXiQWFUAsyoeangkEKqpIvXUKGfdDoOsg/82SbrVaSAzbDZ1q7ngdexPJ4Udg6CENRs39uuHmrA5IvXUaRp4BkBSK8PrxDWiY2Mp96Hv8UP4ATJX1OvYWdO1roTDnNZ7uXQBNs2owKjqu3OTnCJ/QEL4LL0PTtOzb+eRrh2Hk2RxCdS2k37+IpLC9cBstrRw59ZtVajaox1umQ03fFNW6SB+Opj7t8GTnbLw8vxUWTXojIyoUmTFX4dR/tsLOrSpo6hmimndznPt9HNS1dWFRQ/pmurBAen1o6ZtCqKKKJ1dPIO7WRZi5ys/4mjl7IvrMLpg41kJizA08CjkEu7rSpsjVm/fE7jGt8fTaSdh5t4BELMKr6AjomdtBz7zs3+WLWTsUdn6JMTdh6uSJ/OzXuPr3XOhbVINd3QAAQO7rdORmpsDA2gmZL5/i3O9j4dXlG9l4PVEnt+Ha1oUYsP56mXLrdhuJWiWaP9/YuxKZCbEI+G4JAMCpUUeE/jUTMef2wqlxR9w+uBaqGlqw9pQG4DVb9cWNPcthX68VVDW0Eb59Mdxa91PYeSuKoZ42WvjUxJhfd0JPWxM+NaRNEfNFIuSLCmFioANVFSGOX72P8zcfwMtVfpBf29kGO06Hw9PRGtcfPMOBS7fRvK60C1WvFj5o/t1SnLh6Hy19akJUKEZ49FPYmRuhmoVxmbJ2zx6m0HPccToC9d0d4Ghd+mGRkJIBsVgCa1MD3HuSgCl/HMSPgW1lrVx8atjj7+NXUKOaBQQCATb8EwZ3BytZkqbjxBXwr+2MnwLLTn18OiIK5kZ6cLe3QlZuPuZsOgpDXW3UqGYBNRUV3P97uuy7L5LS0WLMMpxa+j0sjfVRICrE1pNX0bmJF/S1NXD9wXP8eegSxvZuWWY/VUnXwAhe/q2wcvpoaOvoo3ptXwCAqCAfooJ86BubQkVVFeHnjuHO5XNwqSX/zbSjW22cP7gNDjU98fBOBEKPH4BXI2kXqmZf9sH4nk0Qcf44vPxbQVwowoNb12BmXQ3mNtXKlDX9j8rN4Fae7DeZ+PnrLqjh1QADJ5SdtedfZ/dvQUDnvmUSdYWFhSgUFaCwUASJWIz8vFwIBEKoqUsHBp4a1A616jeRmwBauOs8xEXJOgCY0Kspvho/G74B0gT0ldOH4eHbGDr6hoi5E4Ejm1eh/5gZAAANLW00+aIX9v/1K5w96kJUkI9DG1egXvMOH/2bKJqajiFMPJshcv0EqGjpwcBZfqySfPMUUu9fgp5jbbnl6NnXQkLIHuhV80Dm45tIvHpE1oXKqlE3XJ3RHsm3TsOkKFbJeHQDmqa20tko3lJ3fPkDjVaWWJQPiVgMQAKJSITC/FwIVdVKdVFKuLQTVo17lLl+Hu1dhLSoMPhO3lOm3DcvHiA35QWMavpBIBTiFiuSOAAADqpJREFU1ZWDSIu+Apc+xWM/FObnAhJx0XHkSfetpgGBQICE0L14tHs+vH/cBW0LR4Wd76ekoWcIO+/mOP+euOXpe+IWU2dPPFCyuCX1WTTeJMbBunZjCARCPLy4Hwn3wuA3WPpMyHudjpyiuOV1UdxSp8s3svF6ok5uQ/jWhQiUE7cA0haIEnEhJBIxxIUiiPJzIVRRhVBFFda1/KBvaY+IHUvh23ccUp9E4tHFA2g3dQMA6QunwoI8FIqkL11E+bkAAFV1TYWcu6L8W+95tFF+vUe1ZL0n8j31ntDd0LFzx5vYm0gpUe8x8+uGW7M6IPX2aRjVqtp6j1iUX/T/swSSQhHEBbkQqEjvJemRIdA0s4eGiQ3y0+LxZM9c2ctsQDogckZ0GDwnye8W/DFl6znVxauL26Bl7QqBQIBX57dA26YmBAIBtCydIRCqIDFkF8z8uqPgdQqSrhyA3mduRfI2NR1DmNZuhnvrxkNVSw+Gbz2H1PWl107ijVNIuXep3NaY+va1EB+yG/r2Hsh4fBOvrh2BSVEXKuvG3RE2rR2Sbp6GaW3ptZP+6Dq0TG2hJaeu6jtRcd0qZc8hibQVT8nnkHXj7gib0REp9y7B0NUHMbt/gaGLt2x8mpg9i5AaGYoGU/dWuuyk22ehYWAOPbuaKMzNxoPdv0BNxwA6RVOHx1/aDSM3P2iZ2CAn+Tke7JoPEw9/hZ13ZXyW6bnN/boiauUI2HUaW3wgWrpw6jcL0atHQlyQDxPvtjCqU36g79R/Nh6sG4OwkTVh6OYP80bdkZ+RBEDaJ9T9u/WI3TVXOrK6QAg9Ry84B5adokvRYnfMRtbT24BABcZereD2bfHgQ3mp8dAwsYW6YdkxRAAg/uQ6xKwfD0gk0DCzg8vAhTB0l14Yqtr6AIpbNwjVNaGioQ01Xek4Eqo6hnD/fgMebZ6Cx1unQ9PMHjVGrITW/0igU5JrQHecmD8Uvn3Hy5apa+vCf1gwTiwYhsKCPDg2bA+HEn2/3+Y/fC7OLP0Of/Zygm2dpqjRoiey06RvMvXMbNBh2t8I2zALpxaNhECoAvPqXmgy4tNPuxa6bgaSHt6CQKgCh/pt0W7KBtm6vDdpODorEG+SXkBD1wBubQJRr1/xQLRvkuNhWdTi5W1qWrqluimpaelARV0DWkWZYU19Y7SfugkXVk3CmV+/h4mDOzpM+1s2k4Nb20BkvnqGXd+3glhUAJdm3eDT54dP8At8vF7NvTFw7iZM7Ffcl1hPWxPzh3fBkPl/I69AhI5+nmhbv/y3cfNHdMXIJdtQrcdkNPVyRe8WPkhMkzaxtDUzwrYZQzDjr8MYtnALVIRCeFe3w8KR3T/5uQHA9tPhGN0joMzypy9TMWzhFiSlv4a5kR5GdW2GAW0byNYvH9sbE1ftg/uAWZBIJKjraoe1E4sHXXyRlI6G7vLvB+mvczBp1T4kpGRAU10NPjWqYfecYdBUl06DalFiEOXcAhEAwNxID+pqqhAVFuLApduY8ddhFIgKYWligOGdm2B4pyZy91WVmn7RC4vGBqHXyB9ly7R09DBk8gIsHjcQBfn5aNDyC/gElE1e/Wvo5EX4ffJwBNa3hmfDAAR06oP0ZOnbKFMrW0xesRObFk/DsklDIRQK4VLLB19P+/hm3e9y+dQhPLwTgecPI3HuQHHQNG3NXrj7SrsEpLyKx50r5zF8etk3rOcPbsPvk4vfGvb2MoVHPX/M2SSdoTD55QvUrOsnd98GxmalPguFKtDRN5KNgXPp6G4snzISooI8mFhYo+vQsWjRtfg6HDp5AVb/PAZfN68JTW0dNOnYE12HKue9xrJRN9xZPhyOXUrHKjUCZ+Huym8gFuXDzLsdTL3kD6oMANUDZ+P+2rE4N7wGjNz9Ydm4u6xVjaaJDeqM3YCYHcG4u3o0BEIh9B29UCOo/OSbolxf0BfpUdKBrTNiwhG5fgLcv14qmwY7NzUBafdDUPOreWW2zUuNh6FrPfkFS8R4vHchsuIfQiAUQtvSCZ6jVkPfoTiRdXZocXfssEnSykLjxVegZWaHR7t/QcGbNFybWZy8M6zRQKFJqk+helHc4vNW3NJ4WDBOlohb7N8Tt5xd+h3WFcUt1Vv0RE5R3KJrZoP20/7G5Q2zcLoK4xaJWIxrW35B2vwYCIRCGNo4o/WktTBzkVYIc9+k4Z8ScUvNSsQtAHD+t7GIPl2cVLq+Yyl8+01Avf4TIVRRRfvpm3Hu97G4tXcldEws0GjITFjXkr5gep34HFsGFw9av7artFL5zZEkhf4GimDWsCuiV8mv9zxYU7F6j2O/2YhZNwaXR0nrPWZ+3VGQWVTvMbaB2+j1eLJ7LmJK1Huc+n/6es+9xf2QGS29l7x+GI5HGyfCZfASWPj3Rtazu4hZ+x1E2elQ1TGCiXd7VOtW3Mo4LzUe+i6+n6Rsl0FL8HjrVISPk5av61Ab1YctByD97d1Gr8OTXcF4vHUahGoaMPJsAbvO48sexGdm3ag7bv4+DM5di5+Tqlq6cBswG7eWj4BYlA9zn3Ywq1v+c8gtaA7u/DEGp76uDhOPJrBu3B15RXVmLRMbeP+wEdHb5+D2qm8BoRAGTl5w/0r+lOiKdG1+H6QVPYfSY67h3roJqDVsGWyb9oauTXV4fr0Ed/8ch7yMRBhVr486I1fKts1NjYdR9XKeQ+8pW5SVgchN05CXlgChuiYMnerCd+JWqBQleV/HRSF6RzBE2RlQ1TaEmVcLVO/1ebpnC8prJqWQwgUCif/6F5+s/M8t5GsnCNXUYRkQCMcKjBT+7OAyqOmZyB3Q+FN7uncB4k/9BXFBPvxWRsqdruzSIBtIJJIqaZMuEAgkI5XwYapIa7rYQkVNHe7tv0KjwTM+uryDU3vCf1gwjKtVV8DRVc7mIfWQnZ4Ip0ZfoNW4FXK/s7KjmcKuH4FAIEn/Z4kiilJaFp0mQkNNFQM7+GGWnCmvFelFUjoGzduEE0u++6T7kScrNw9ugT9DJBJjZLdmmBrUvsx3DNv/8MHXjkAgkOyLVNzgcsqoVx0TqKlroE2vwfhqwqcNvJNfvsCisUGYv03xMwi9z/NHUfixb0uICvIxdPJCtO45UO73urrpKvRe02pTvCKKUlpnhjhCoKoO2+aBcO0z7aPLuzy1Fbwn7YS6XtkWhp9axLweyIy9BT17T/hOKfsm9VSQ9SeLYwQCgUQZkwCK9EeJuMVPAXHLoaK4xegzxC2nl4xCbOhRaOoZlduiZ5WC45bGf/136zwAEDqsqN7TLFAhMyTdnNEaHhN2QE236u8l75IdH4PbwZ0gKcyHY7/ZsGxatoV5yGDF1ZkEAoGk3eYERRSltE4McoBQVR12LQagRt+Pfw6FTG6Fej99nufQ1eDuyIi9BX0HTzSYKr+l9LFAK4VcH0zUkAwTNfQxmKihD8VEDVUGEzVUHiZqqDKYqKEPxUQNvYuiEjXvnsKDiIiIiIiIiIiqDBM1RERERERERERKgokaIiIiIiIiIiIlwUQNEREREREREZGSYKKGiIiIiIiIiEhJfNJZn1TUNV+KC/IsPtkOSKGEahqvCvNzLatiX6oaWi8L83N5bfyHqKhrvhLl5Sjk+tHSUHuZmy/i9fH/hKa66qucvIIPunY0NLVe5ufxXvL/ibqG5qu8XMXcaxin/Ld8yjiGcct/jyLjFt5L/n9R5L2G185/j6Kuj0+aqCEiIiIiIiIioopj1yciIiIiIiIiIiXBRA0RERERERERkZJgooaIiIiIiIiISEkwUUNEREREREREpCSYqCEiIiIiIiIiUhJM1BARERERERERKQkmaoiIiIiIiIiIlAQTNURERERERERESoKJGiIiIiIiIiIiJcFEDRERERERERGRkmCihoiIiIiIiIhISTBRQ0RERERERESkJJioISIiIiIiIiJSEkzUEBEREREREREpCSZqiIiIiIiIiIiUBBM1RERERERERERKgokaIiIiIiIiIiIlwUQNEREREREREZGSYKKGiIiIiIiIiEhJMFFDRERERERERKQkmKghIiIiIiIiIlISTNQQERERERERESkJJmqIiIiIiIiIiJQEEzVEREREREREREqCiRoiIiIiIiIiIiXBRA0RERERERERkZJgooaIiIiIiIiISEkwUUNEREREREREpCSYqCEiIiIiIiIiUhJM1BARERERERERKQkmaoiIiIiIiIiIlAQTNURERERERERESoKJGiIiIiIiIiIiJcFEDRERERERERGRkmCihoiIiIiIiIhISTBRQ0RERERERESkJJioISIiIiIiIiJSEkzUEBEREREREREpCSZqiIiIiIiIiIiUBBM1RERERERERERKgokaIiIiIiIiIiIlwUQNEREREREREZGSYKKGiIiIiIiIiEhJMFFDRERERERERKQkmKghIiIiIiIiIlISTNQQERERERERESkJJmqIiIiIiIiIiJQEEzVEREREREREREqCiRoiIiIiIiIiIiXBRA0RERERERERkZJgooaIiIiIiIiISEkwUUNEREREREREpCSYqCEiIiIiIiIiUhJM1BARERERERERKQkmaoiIiIiIiIiIlAQTNURERERERERESoKJGiIiIiIiIiIiJcFEDRERERERERGRkmCihoiIiIiIiIhISTBRQ0RERERERESkJJioISIiIiIiIiJSEkzUEBEREREREREpCSZqiIiIiIiIiIiUBBM1RERERERERERKgokaIiIiIiIiIiIlwUQNEREREREREZGSYKKGiIiIiIiIiEhJMFFDRERERERERKQkmKghIiIiIiIiIlISTNQQERERERERESkJJmqIiIiIiIiIiJQEEzVEREREREREREqCiRoiIiIiIiIiIiXBRA0RERERERERkZJgooaIiIiIiIiISEkwUUNEREREREREpCSYqCEiIiIiIiIiUhJM1BARERERERERKQkmaoiIiIiIiIiIlAQTNURERERERERESoKJGiIiIiIiIiIiJfF/6vf7bNLSdEkAAAAASUVORK5CYII=\n","text/plain":["<Figure size 1440x1080 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9oYmEBg0TNkp","executionInfo":{"status":"ok","timestamp":1617302265501,"user_tz":-540,"elapsed":45875,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"bc13c591-9b18-4dee-cec7-40fe7649e558"},"source":["print(dt.feature_importances_)"],"execution_count":19,"outputs":[{"output_type":"stream","text":["[0.12345626 0.86862934 0.0079144 ]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"b6h5MN8qT7nq"},"source":["# 5-2 교차 검증과 그리드 서치"]},{"cell_type":"code","metadata":{"id":"9sZ9prU2TvjJ","executionInfo":{"status":"ok","timestamp":1617302265505,"user_tz":-540,"elapsed":45876,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["import pandas as pd\n","wine = pd.read_csv('https://bit.ly/wine-date')"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"id":"oQjK3HgNUYY3","executionInfo":{"status":"ok","timestamp":1617302265507,"user_tz":-540,"elapsed":45874,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["data = wine[['alcohol','sugar','pH']].to_numpy()\n","target = wine['class'].to_numpy()"],"execution_count":21,"outputs":[]},{"cell_type":"code","metadata":{"id":"GtdVGle2Uf_n","executionInfo":{"status":"ok","timestamp":1617302265508,"user_tz":-540,"elapsed":45873,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["from sklearn.model_selection import train_test_split\n","train_input, test_input, train_target, test_target = train_test_split(data, target, test_size=0.2, random_state=42)"],"execution_count":22,"outputs":[]},{"cell_type":"code","metadata":{"id":"hqQUrsSAUrKJ","executionInfo":{"status":"ok","timestamp":1617302265509,"user_tz":-540,"elapsed":45872,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["sub_input, val_input, sub_target, val_target = train_test_split(train_input, train_target, test_size=0.2, random_state=42)"],"execution_count":23,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bIp3JbeOU2NZ","executionInfo":{"status":"ok","timestamp":1617302265510,"user_tz":-540,"elapsed":45871,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"edfdebad-5ae5-47af-aecc-edcacf4f7816"},"source":["print(sub_input.shape, val_input.shape)"],"execution_count":24,"outputs":[{"output_type":"stream","text":["(4157, 3) (1040, 3)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4SPqnwJaVDvD","executionInfo":{"status":"ok","timestamp":1617302265512,"user_tz":-540,"elapsed":45871,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"b517ff1a-d10c-4455-ce0c-35dde015275e"},"source":["from sklearn.tree import DecisionTreeClassifier\n","dt = DecisionTreeClassifier(random_state=42)\n","dt.fit(sub_input, sub_target)\n","print(dt.score(sub_input, sub_target))\n","print(dt.score(val_input, val_target))"],"execution_count":25,"outputs":[{"output_type":"stream","text":["0.9971133028626413\n","0.864423076923077\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qvHJdFnjVYox","executionInfo":{"status":"ok","timestamp":1617302265516,"user_tz":-540,"elapsed":45872,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"816b341c-39bb-4a3f-ae07-f6bb58d642d8"},"source":["from sklearn.model_selection import cross_validate\n","scores = cross_validate(dt, train_input, train_target)\n","print(scores)"],"execution_count":26,"outputs":[{"output_type":"stream","text":["{'fit_time': array([0.01003933, 0.00719929, 0.00753617, 0.00756168, 0.00744987]), 'score_time': array([0.00089979, 0.00073004, 0.00101781, 0.0007782 , 0.00079918]), 'test_score': array([0.86923077, 0.84615385, 0.87680462, 0.84889317, 0.83541867])}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lPFBKeGaW0Nt","executionInfo":{"status":"ok","timestamp":1617302265519,"user_tz":-540,"elapsed":45873,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"78f183f3-b398-4b6c-ec50-72f2fff92abc"},"source":["import numpy as np\n","print(np.mean(scores['test_score']))"],"execution_count":27,"outputs":[{"output_type":"stream","text":["0.855300214703487\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6b5LfxhHXYwe","executionInfo":{"status":"ok","timestamp":1617302265872,"user_tz":-540,"elapsed":46223,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"e04d876f-5bcc-4d75-9e1b-b7bba8fed332"},"source":["from sklearn.model_selection import StratifiedKFold\n","scores = cross_validate(dt, train_input, train_target, cv=StratifiedKFold())\n","print(np.mean(scores['test_score']))"],"execution_count":28,"outputs":[{"output_type":"stream","text":["0.855300214703487\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QaJWaa-tXr3W","executionInfo":{"status":"ok","timestamp":1617302265874,"user_tz":-540,"elapsed":46222,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"65f82ae9-e3a9-4490-e321-1d723cc61d4f"},"source":["splitter = StratifiedKFold(n_splits=10, shuffle=True, random_state=42)\n","scores = cross_validate(dt, train_input, train_target, cv=splitter)\n","print(np.mean(scores['test_score']))"],"execution_count":29,"outputs":[{"output_type":"stream","text":["0.8574181117533719\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"QgiwEwIXX52k","executionInfo":{"status":"ok","timestamp":1617302265875,"user_tz":-540,"elapsed":46221,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["from sklearn.model_selection import GridSearchCV\n","params = {'min_impurity_decrease': [0.0001, 0.0002, 0.0003, 0.0004, 0.0005]}"],"execution_count":30,"outputs":[]},{"cell_type":"code","metadata":{"id":"g50Zp2ZHYUAw","executionInfo":{"status":"ok","timestamp":1617302265876,"user_tz":-540,"elapsed":46220,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["gs = GridSearchCV(DecisionTreeClassifier(random_state=42), params, n_jobs=-1)"],"execution_count":31,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rcfedEp3bCdN","executionInfo":{"status":"ok","timestamp":1617302266585,"user_tz":-540,"elapsed":46927,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"16c59b9f-c968-4be4-b01b-f8cafacaa030"},"source":["gs.fit(train_input, train_target)"],"execution_count":32,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=None, error_score=nan,\n","             estimator=DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None,\n","                                              criterion='gini', max_depth=None,\n","                                              max_features=None,\n","                                              max_leaf_nodes=None,\n","                                              min_impurity_decrease=0.0,\n","                                              min_impurity_split=None,\n","                                              min_samples_leaf=1,\n","                                              min_samples_split=2,\n","                                              min_weight_fraction_leaf=0.0,\n","                                              presort='deprecated',\n","                                              random_state=42,\n","                                              splitter='best'),\n","             iid='deprecated', n_jobs=-1,\n","             param_grid={'min_impurity_decrease': [0.0001, 0.0002, 0.0003,\n","                                                   0.0004, 0.0005]},\n","             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n","             scoring=None, verbose=0)"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VT5ur2XZbK0-","executionInfo":{"status":"ok","timestamp":1617302266587,"user_tz":-540,"elapsed":46927,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"f4383d25-cc3d-4c5d-87c5-3d17c6ab251a"},"source":["dt = gs.best_estimator_\n","print(dt.score(train_input, train_target))"],"execution_count":33,"outputs":[{"output_type":"stream","text":["0.9615162593804117\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XNwH1a1lbRaF","executionInfo":{"status":"ok","timestamp":1617302266588,"user_tz":-540,"elapsed":46926,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"378bbf83-f38d-4a7f-b77a-7d507e01f66d"},"source":["print(gs.best_params_)"],"execution_count":34,"outputs":[{"output_type":"stream","text":["{'min_impurity_decrease': 0.0001}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wxLPCS0zbWio","executionInfo":{"status":"ok","timestamp":1617302266589,"user_tz":-540,"elapsed":46924,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"7e8064c1-d374-47aa-88c6-aca3d3d36915"},"source":["print(gs.cv_results_['mean_test_score'])"],"execution_count":35,"outputs":[{"output_type":"stream","text":["[0.86819297 0.86453617 0.86492226 0.86780891 0.86761605]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CBW3ccIYbbqC","executionInfo":{"status":"ok","timestamp":1617302266590,"user_tz":-540,"elapsed":46923,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"7cc7ecf8-7ca5-4aa2-a1da-69d370d2eeb6"},"source":["best_index = np.argmax(gs.cv_results_['mean_test_score'])\n","print(gs.cv_results_['params'][best_index])"],"execution_count":36,"outputs":[{"output_type":"stream","text":["{'min_impurity_decrease': 0.0001}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"4gMlN9JvbluH","executionInfo":{"status":"ok","timestamp":1617302266591,"user_tz":-540,"elapsed":46922,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["params = {'min_impurity_decrease': np.arange(0.0001, 0.001, 0.0001),\n","          'max_depth': range(5, 20, 1),\n","          'min_samples_split': range(2,100,10)\n","          }"],"execution_count":37,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gv5C57z8b8JC","executionInfo":{"status":"ok","timestamp":1617302295923,"user_tz":-540,"elapsed":76250,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"c8406b0d-e046-4997-ad89-d4c96fd6fd9f"},"source":["gs = GridSearchCV(DecisionTreeClassifier(random_state=42), params, n_jobs=-1)\n","gs.fit(train_input, train_target)"],"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=None, error_score=nan,\n","             estimator=DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None,\n","                                              criterion='gini', max_depth=None,\n","                                              max_features=None,\n","                                              max_leaf_nodes=None,\n","                                              min_impurity_decrease=0.0,\n","                                              min_impurity_split=None,\n","                                              min_samples_leaf=1,\n","                                              min_samples_split=2,\n","                                              min_weight_fraction_leaf=0.0,\n","                                              presort='deprecated',\n","                                              random_state=42,\n","                                              splitter='best'),\n","             iid='deprecated', n_jobs=-1,\n","             param_grid={'max_depth': range(5, 20),\n","                         'min_impurity_decrease': array([0.0001, 0.0002, 0.0003, 0.0004, 0.0005, 0.0006, 0.0007, 0.0008,\n","       0.0009]),\n","                         'min_samples_split': range(2, 100, 10)},\n","             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n","             scoring=None, verbose=0)"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gr02ti01eMk3","executionInfo":{"status":"ok","timestamp":1617302295924,"user_tz":-540,"elapsed":76249,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"93913439-46ae-4b46-f1e1-bebe69749359"},"source":["print(gs.best_params_)"],"execution_count":39,"outputs":[{"output_type":"stream","text":["{'max_depth': 14, 'min_impurity_decrease': 0.0004, 'min_samples_split': 12}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bP7xn4Rcei2_","executionInfo":{"status":"ok","timestamp":1617302295924,"user_tz":-540,"elapsed":76247,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"d5200d8f-3f82-4d37-af65-ac1fdd6f807c"},"source":["from scipy.stats import uniform, randint\n","rgen = randint(0, 10)\n","rgen.rvs(10)"],"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([8, 2, 6, 3, 8, 0, 0, 5, 5, 4])"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dHl5C3oSe8nB","executionInfo":{"status":"ok","timestamp":1617302295925,"user_tz":-540,"elapsed":76246,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"e7162bdb-1be8-475c-dc3d-c353f1f63f7e"},"source":["np.unique(rgen.rvs(1000), return_counts=True)"],"execution_count":41,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),\n"," array([ 92, 117, 114, 100,  97,  94, 108,  82,  97,  99]))"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KjucSn-TfHRm","executionInfo":{"status":"ok","timestamp":1617302295926,"user_tz":-540,"elapsed":76244,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"3dc2e307-001e-489e-ad18-be084406aeed"},"source":["ugen = uniform(0,1)\n","ugen.rvs(10)"],"execution_count":42,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0.9425586 , 0.68656028, 0.22158382, 0.39148851, 0.27750516,\n","       0.52937593, 0.61470153, 0.75303205, 0.83885683, 0.44213645])"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"code","metadata":{"id":"AT-ptmnqfNkT","executionInfo":{"status":"ok","timestamp":1617302295926,"user_tz":-540,"elapsed":76242,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["params = {'min_impurity_decrease': uniform(0.0001, 0.001),\n","          'max_depth': randint(20, 50),\n","          'min_samples_split': randint(2,25),\n","          'min_samples_leaf': randint(1,25),\n","          }"],"execution_count":43,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"a9y2-bkTfk65","executionInfo":{"status":"ok","timestamp":1617302298449,"user_tz":-540,"elapsed":78763,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"74c2b52c-4aae-4abe-e1e5-e8ed84faf835"},"source":["from sklearn.model_selection import RandomizedSearchCV\n","gs = RandomizedSearchCV(DecisionTreeClassifier(random_state=42), params, n_iter=100, n_jobs=-1, random_state=42)\n","gs.fit(train_input, train_target)"],"execution_count":44,"outputs":[{"output_type":"execute_result","data":{"text/plain":["RandomizedSearchCV(cv=None, error_score=nan,\n","                   estimator=DecisionTreeClassifier(ccp_alpha=0.0,\n","                                                    class_weight=None,\n","                                                    criterion='gini',\n","                                                    max_depth=None,\n","                                                    max_features=None,\n","                                                    max_leaf_nodes=None,\n","                                                    min_impurity_decrease=0.0,\n","                                                    min_impurity_split=None,\n","                                                    min_samples_leaf=1,\n","                                                    min_samples_split=2,\n","                                                    min_weight_fraction_leaf=0.0,\n","                                                    presort='deprecated',\n","                                                    random_state=42,\n","                                                    splitter='best'),...\n","                                        'min_impurity_decrease': <scipy.stats._distn_infrastructure.rv_frozen object at 0x7f8d3c3ae3d0>,\n","                                        'min_samples_leaf': <scipy.stats._distn_infrastructure.rv_frozen object at 0x7f8d3bd0b1d0>,\n","                                        'min_samples_split': <scipy.stats._distn_infrastructure.rv_frozen object at 0x7f8d3bceb7d0>},\n","                   pre_dispatch='2*n_jobs', random_state=42, refit=True,\n","                   return_train_score=False, scoring=None, verbose=0)"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wrGwRyQjgE_W","executionInfo":{"status":"ok","timestamp":1617302298460,"user_tz":-540,"elapsed":78772,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"1b4fd588-2925-4f0b-b633-56b7edd0ee3e"},"source":["print(gs.best_params_)"],"execution_count":45,"outputs":[{"output_type":"stream","text":["{'max_depth': 39, 'min_impurity_decrease': 0.00034102546602601173, 'min_samples_leaf': 7, 'min_samples_split': 13}\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2sYOZp3sgKYZ","executionInfo":{"status":"ok","timestamp":1617302298462,"user_tz":-540,"elapsed":78772,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"6cacbc6c-e9d8-4465-d45e-34822a4577fe"},"source":["print(np.max(gs.cv_results_['mean_test_score']))"],"execution_count":46,"outputs":[{"output_type":"stream","text":["0.8695428296438884\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jZ7ayelfgP5a","executionInfo":{"status":"ok","timestamp":1617302298463,"user_tz":-540,"elapsed":78771,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"8b6ee3ae-cbbc-47e3-fc14-2819fb77251f"},"source":["dt = gs.best_estimator_\n","print(dt.score(test_input, test_target))"],"execution_count":47,"outputs":[{"output_type":"stream","text":["0.86\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"OA-wg3u3gbQP"},"source":["# 5-3 트리의 앙상블"]},{"cell_type":"code","metadata":{"id":"_YdIdCa7gfKS","executionInfo":{"status":"ok","timestamp":1617302298706,"user_tz":-540,"elapsed":79013,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":["import numpy as np\n","import pandas as pd\n","from sklearn.model_selection import train_test_split\n","wine = pd.read_csv('https://bit.ly/wine-date')\n","data = wine[['alcohol','sugar','pH']].to_numpy()\n","target = wine['class'].to_numpy()\n","train_input, test_input, train_target, test_target = train_test_split(data, target, test_size=0.2, random_state=42)"],"execution_count":48,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"h2WBZ4Q0wLQY","executionInfo":{"status":"ok","timestamp":1617302301084,"user_tz":-540,"elapsed":81388,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"11e395f8-bc91-4232-e554-35bc2245435c"},"source":["from sklearn.model_selection import cross_validate\n","from sklearn.ensemble import RandomForestClassifier\n","rf = RandomForestClassifier(n_jobs=-1, random_state=42)\n","scores = cross_validate(rf, train_input, train_target, return_train_score=True, n_jobs=-1)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":49,"outputs":[{"output_type":"stream","text":["0.9973541965122431 0.8905151032797809\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7dlftRwWw6n1","executionInfo":{"status":"ok","timestamp":1617302301417,"user_tz":-540,"elapsed":81718,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"146331a0-357e-4f48-8544-7b534dd05bd1"},"source":["rf.fit(train_input, train_target)\n","print(rf.feature_importances_)"],"execution_count":50,"outputs":[{"output_type":"stream","text":["[0.23167441 0.50039841 0.26792718]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QFTppNztzaMJ","executionInfo":{"status":"ok","timestamp":1617302302168,"user_tz":-540,"elapsed":82467,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"0437aa6a-656f-41d2-a781-25612a6cb8f1"},"source":["rf = RandomForestClassifier(oob_score=True, n_jobs=-1, random_state=42)\n","rf.fit(train_input, train_target)\n","print(rf.oob_score_)"],"execution_count":51,"outputs":[{"output_type":"stream","text":["0.8934000384837406\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DwfH6OW00le3","executionInfo":{"status":"ok","timestamp":1617302304528,"user_tz":-540,"elapsed":84825,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"771b52b6-0bb5-44ca-82a2-a63de68d3446"},"source":["from sklearn.ensemble import ExtraTreesClassifier\n","et = ExtraTreesClassifier(n_jobs=-1, random_state=42)\n","scores = cross_validate(et, train_input, train_target, return_train_score=True, n_jobs=-1)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":52,"outputs":[{"output_type":"stream","text":["0.9974503966084433 0.8887848893166506\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zc0yGC-O3QWI","executionInfo":{"status":"ok","timestamp":1617302305014,"user_tz":-540,"elapsed":85309,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"8563710d-2e71-4b71-a24b-780a5b6becd8"},"source":["et.fit(train_input, train_target)\n","print(et.feature_importances_)"],"execution_count":53,"outputs":[{"output_type":"stream","text":["[0.20183568 0.52242907 0.27573525]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T7Ni9nRn4PY0","executionInfo":{"status":"ok","timestamp":1617302306444,"user_tz":-540,"elapsed":86738,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"bd83cbaa-7849-4e1d-a698-cbe0cd23076f"},"source":["from sklearn.ensemble import GradientBoostingClassifier\n","gb = GradientBoostingClassifier(random_state=42)\n","scores = cross_validate(gb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":54,"outputs":[{"output_type":"stream","text":["0.8881086892152563 0.8720430147331015\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"whPsNi6-436G","executionInfo":{"status":"ok","timestamp":1617302313321,"user_tz":-540,"elapsed":93612,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"7776eaa1-3124-4112-8156-a4d7bf7186ce"},"source":["gb = GradientBoostingClassifier(n_estimators=500, learning_rate=0.2, random_state=42)\n","scores = cross_validate(gb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":55,"outputs":[{"output_type":"stream","text":["0.9464595437171814 0.8780082549788999\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hiOhFlL76CXC","executionInfo":{"status":"ok","timestamp":1617302315272,"user_tz":-540,"elapsed":95559,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"ced13510-25ba-42bb-ef52-f01a928b16f2"},"source":["gb.fit(train_input, train_target)\n","print(gb.feature_importances_)"],"execution_count":56,"outputs":[{"output_type":"stream","text":["[0.15872278 0.68010884 0.16116839]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"L8ZJ2Tsa6Hz4","executionInfo":{"status":"ok","timestamp":1617302317599,"user_tz":-540,"elapsed":97882,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"3047d0f0-447f-4966-cd2b-344ca8d38690"},"source":["from sklearn.experimental import enable_hist_gradient_boosting\n","from sklearn.ensemble import HistGradientBoostingClassifier\n","hgb = HistGradientBoostingClassifier(random_state=42)\n","scores = cross_validate(hgb, train_input, train_target, return_train_score=True)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":57,"outputs":[{"output_type":"stream","text":["0.9321723946453317 0.8801241948619236\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OobRofd27Pes","executionInfo":{"status":"ok","timestamp":1617302319232,"user_tz":-540,"elapsed":99513,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"626c0b70-4ce7-4f57-e729-afc3555d7a72"},"source":["from sklearn.inspection import permutation_importance\n","\n","hgb.fit(train_input, train_target)\n","result = permutation_importance(hgb, train_input, train_target, n_repeats=10, random_state=42, n_jobs=-1)\n","print(result.importances_mean)"],"execution_count":58,"outputs":[{"output_type":"stream","text":["[0.08876275 0.23438522 0.08027708]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"U8L0kfFA70et","executionInfo":{"status":"ok","timestamp":1617302319610,"user_tz":-540,"elapsed":99888,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"6efe31a5-d95e-44fe-ffb0-200caebd5519"},"source":["result = permutation_importance(hgb, test_input, test_target, n_repeats=10, random_state=42, n_jobs=-1)\n","print(result.importances_mean)"],"execution_count":59,"outputs":[{"output_type":"stream","text":["[0.05969231 0.20238462 0.049     ]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F6_qabcR8vVe","executionInfo":{"status":"ok","timestamp":1617302319614,"user_tz":-540,"elapsed":99890,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"c9a54ef1-4a32-4f15-e2b6-5119600fa0fb"},"source":["hgb.score(test_input, test_target)"],"execution_count":60,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.8723076923076923"]},"metadata":{"tags":[]},"execution_count":60}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dCyZ5Gz-8yr0","executionInfo":{"status":"ok","timestamp":1617302320344,"user_tz":-540,"elapsed":100618,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"f450fd99-b4f5-4f4e-f5ca-3123615cbec9"},"source":["from xgboost import XGBClassifier\n","xgb = XGBClassifier(tree_method='hist', random_state=42)\n","scores = cross_validate(xgb, train_input, train_target, return_train_score=True)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":61,"outputs":[{"output_type":"stream","text":["0.8824322471423747 0.8726214185237284\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iKndVyo-9Gtn","executionInfo":{"status":"ok","timestamp":1617302321720,"user_tz":-540,"elapsed":101991,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}},"outputId":"7ed9f7a9-27a0-4f94-f38f-93bf31fc74d9"},"source":["from lightgbm import LGBMClassifier\n","lgb = LGBMClassifier(random_state=42)\n","scores = cross_validate(lgb, train_input, train_target, return_train_score=True, n_jobs=-1)\n","print(np.mean(scores['train_score']), np.mean(scores['test_score']))"],"execution_count":62,"outputs":[{"output_type":"stream","text":["0.9338079582727165 0.8789710890649293\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"jTN0ujZ09Y1k","executionInfo":{"status":"ok","timestamp":1617302321723,"user_tz":-540,"elapsed":101992,"user":{"displayName":"SEUNG YEON LEE","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghcz3BDPGQIX3vkRR6NuBhhzk_PhJo9sL5nEZ_B=s64","userId":"04141835817993570337"}}},"source":[""],"execution_count":62,"outputs":[]}]}