From 5a9032ad357c0b1fe6df086ae337475a415ce238 Mon Sep 17 00:00:00 2001 From: noah Date: Tue, 18 Apr 2023 14:53:43 -0500 Subject: [PATCH] Polynomial regression, additional EDA, SVR --- timing-analysis.ipynb | 9193 ++++++++++++++++++++++++++++++++++++++++- timing.csv | 13 + 2 files changed, 8987 insertions(+), 219 deletions(-) diff --git a/timing-analysis.ipynb b/timing-analysis.ipynb index 3896a99..da98704 100644 --- a/timing-analysis.ipynb +++ b/timing-analysis.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -22,12 +22,23 @@ "import seaborn as sns\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", - "from dmba import regressionSummary" + "from dmba import regressionSummary\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.datasets import make_regression\n", + "from sklearn.datasets import make_hastie_10_2\n", + "from sklearn.ensemble import GradientBoostingRegressor\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.svm import SVR\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.metrics import classification_report,confusion_matrix\n", + "from sklearn import preprocessing\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -48,162 +59,8241 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Compute mean, median, min, max, and standard deviation for quantitative variables" + "## Parallel Coordinates Plot" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1934/509936392.py:3: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_1934/509936392.py:4: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_1934/509936392.py:5: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_1934/509936392.py:6: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/tmp/ipykernel_1934/509936392.py:7: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + 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\"runtime\",\n", + " \"nodes\": \"nodes\", \"exploit\": \"exploit\",\n", + " \"appl\": \"appl\", \"load\": \"load\", },\n", + " color_continuous_scale=px.colors.diverging.Tealrose,\n", + " color_continuous_midpoint=2)\n", + "fig.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## VIF" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " feature VIF\n", + "0 nodes 4.016407\n", + "1 exploit 1.104364\n", + "2 appl 2.452438\n", + "3 load 5.360648\n" + ] + } + ], + "source": [ + "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", + "predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "X = timing_df[predictors]\n", + "\n", + "# VIF dataframe\n", + "vif_data = pd.DataFrame()\n", + "vif_data[\"feature\"] = X.columns\n", + " \n", + "# calculating VIF for each feature\n", + "vif_data[\"VIF\"] = [variance_inflation_factor(X.values, i)\n", + " for i in range(len(X.columns))]\n", + " \n", + "print(vif_data)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot raw features with outcome" + ] + }, + { + "cell_type": "code", + "execution_count": 67, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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", "text/plain": [ - " mean median min max sd\n", - "load 316.437553 395.000 1.0000 395.000 117.362235\n", - "exploit 2672.502974 96.000 6.0000 49152.000 7980.309163\n", - "appl 49.596432 50.000 0.0000 100.000 35.285320\n", - "nodes 5.343246 5.000 1.0000 12.000 3.801330\n", - "runtime 123485.810836 6939.100 534.1570 4172158.645 451077.472306\n", - "task0 0.000000 0.000 0.0000 0.000 0.000000\n", - "task1 44869.445570 2201.240 141.7060 1021260.000 152181.284667\n", - "task2 62773.283784 954.697 8.2555 2891390.000 289238.546817\n", - "task3 234.804263 288.196 20.4200 469.373 141.938703\n", - "task4 114.152247 0.000 0.0000 840.559 177.298509\n", - "task5 1.317881 0.000 0.0000 6.964 2.428805" + "
" ] }, - "execution_count": 4, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "pd.DataFrame({'mean': timing_df.mean(),\n", - "'median': timing_df.median(),\n", - "'min': timing_df.min(),\n", - "'max': timing_df.max(),\n", - "'sd': timing_df.std()\n", - "})" + "for feat in ['nodes', 'exploit', 'appl', 'load']:\n", + " plt.figure()\n", + " plt.plot(timing_df[feat], timing_df['runtime'])\n", + " plt.title(feat)\n", + " plt.ylabel('runtime')" ] }, { @@ -216,7 +8306,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -225,13 +8315,13 @@ "" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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", + "image/png": 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", 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", + "image/png": 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", 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" ] @@ -292,7 +8382,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -301,13 +8391,13 @@ "" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -337,7 +8427,301 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Indiv Vars" + "## Indiv Vars\n", + "### Linear Regression - Overall Runtime\n", + "#### Nodes" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intercept 303728.87235091545\n", + " Predictor coefficient\n", + "0 nodes -32534.157117\n", + "\n", + "Regression statistics\n", + "\n", + " Mean Error (ME) : -0.0000\n", + " Root Mean Squared Error (RMSE) : 442361.0172\n", + " Mean Absolute Error (MAE) : 198916.6752\n", + " Mean Percentage Error (MPE) : -3076.0279\n", + "Mean Absolute Percentage Error (MAPE) : 3664.0029\n" + ] + } + ], + "source": [ + "predictors = ['nodes']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "runtime_lm = LinearRegression()\n", + "runtime_lm.fit(train_X, train_y)\n", + "# print coefficients\n", + "print('intercept ', runtime_lm.intercept_)\n", + "print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n", + "# print performance measures\n", + "regressionSummary(train_y, runtime_lm.predict(train_X))" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intercept 0.06488133316235689\n", + " Predictor coefficient\n", + "0 nodes -0.085788\n", + "\n", + "Regression statistics\n", + "\n", + " Mean Error (ME) : 0.0000\n", + " Root Mean Squared Error (RMSE) : 0.1060\n", + " Mean Absolute Error (MAE) : 0.0477\n", + " Mean Percentage Error (MPE) : -32832.1198\n", + "Mean Absolute Percentage Error (MAPE) : 33548.5134\n" + ] + } + ], + "source": [ + "scaler = preprocessing.MinMaxScaler()\n", + "d = scaler.fit_transform(timing_df)\n", + "normalized_df = pd.DataFrame(d, columns=timing_df.columns)\n", + "\n", + "predictors = ['nodes']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = normalized_df[predictors]\n", + "overall_y = normalized_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "runtime_lm = LinearRegression()\n", + "runtime_lm.fit(train_X, train_y)\n", + "# print coefficients\n", + "print('intercept ', runtime_lm.intercept_)\n", + "print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n", + "# print performance measures\n", + "regressionSummary(train_y, runtime_lm.predict(train_X))\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Exploit" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intercept -8788.042556187662\n", + " Predictor coefficient\n", + "0 exploit 50.283347\n", + "\n", + "Regression statistics\n", + "\n", + " Mean Error (ME) : -0.0000\n", + " Root Mean Squared Error (RMSE) : 197437.6040\n", + " Mean Absolute Error (MAE) : 62749.3897\n", + " Mean Percentage Error (MPE) : 180.5994\n", + "Mean Absolute Percentage Error (MAPE) : 275.3917\n" + ] + } + ], + "source": [ + "predictors = ['exploit']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "runtime_lm = LinearRegression()\n", + "runtime_lm.fit(train_X, train_y)\n", + "# print coefficients\n", + "print('intercept ', runtime_lm.intercept_)\n", + "print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n", + "# print performance measures\n", + "regressionSummary(train_y, runtime_lm.predict(train_X))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Appl" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intercept 42450.91771345622\n", + " Predictor coefficient\n", + "0 appl 1748.317923\n", + "\n", + "Regression statistics\n", + "\n", + " Mean Error (ME) : -0.0000\n", + " Root Mean Squared Error (RMSE) : 454831.8590\n", + " Mean Absolute Error (MAE) : 186480.9214\n", + " Mean Percentage Error (MPE) : -2691.9685\n", + "Mean Absolute Percentage Error (MAPE) : 2705.9283\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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e1l32BwDMdW6N3lb6dfwJmh8KLAghhHyUIlLzseK0N0JT8sS2rx9pg+UfGMpgGAa/3gsVVR/9fkxHLOrTpsbX3nYnGAnZRTDTVcX6kTa1b3wzRoEFIYSQj85lr3isvugnsf3pmgFoo6/+3s8yDIMdd0NEuS1+HNsRC3rXPKh4HpaGs+5xAIBdU+yg/okMgZT5tH5aQgghH7XCEj42XwvCZe94se1muqp4vmYg5OSqruFRhmEYbLsTjIMv2QyZP43vhHk9LWp8/ZwiHtZdYodAFvSyqDZr58eMAgtCCCEfhZDkXHxxyhtR6QVi27dO6Iw5zq0/+HmGYbD1djAOv2KDip/Hd8LcWgQVALD11lsk5xbDQk8N/xtR/UqTjxkFFoQQQpo1hmFwziMOG64ESOx7vX4QTHRUa3SOn269xdHXMQBqHoxU9CQkBRe94sHhALum2kFN6dO8xX6aPzUhhJCPQl4xDxuvBuKmX6LY9s4mWri5sk+15csrYhgGW26+FSXN2jaxC2Y5mdeqHTmFPKy/zAY2i3u3gYOFbq0+/zGhwIIQQkizFJiQg89OeiEhu0hs++/T7TCxm2mNzsEwDH64EYQTLu8AADsmdcEMx9oFFQCw5WYQUvO4sNRXx5rhn+YQSBkKLAghhDQrDMPg+JsY/HjzrcQ+902DYaipUqPzCIUMvr8RiFOuseBwgF8n2WKag1mt2/MgKBlXfBIgxwF2T7ODimLVacE/FRRYEEIIaTZyCnn432U/3A9KEdveq60eTi9xqtHQB8AGFZuvB+K0W2lQMdkW03rUPqjIKijBxquBAICl/SzR3bxFrc/xsaHAghBCSLPgHZuFZSe8kJ7PFdu+b449RnRuVePzCIUMNl0LxFl3NqjYNcUOU+xrNnRS2Y83g5Cez4WVoQa+GdK+Tuf42FBgQQghRKYJhQwOvYrCtjshEvt8vx8KHTWlWp1r49UAnPOIA4cD7Jlqh0nd6xZU3AtMwnXfRMjLcbBnKg2BlKHAghBCiMzKLCjB6gu+eBqaJrZ9RKdW2Dune42HPgA2qFh/xR8XPOMhxwF+m9YVE7qZ1KldGflcbCodAlne3xJ2Zjp1Os/HiAILQgghMsktKgNLjnsij8sX235ikSP6tTeo1bkEQgbrLvvjkhcbVPw+vSvGd61bUAEA398IQkZBCaxbamLV4HZ1Ps/HiAILQgghMkUgZPDf0wjseRgmsS/gx2HQVFGs9fn+d8kfl73jIS/HwR/Tu2KsnXGd23fLPxG3/ZPYIZBpdlBWoCGQiiiwIIQQIjNS84rxzXlfvI7IENs+rYcpdk6xq/X5BEIGay/64YpPAuTlOPhzRleMsa17UJGWx8Xma+wQyIqBVuhsol3nc32sKLAghBAiE16Fp2PRMQ+UCIRi2y981hOObWqfyVIgZLD6gi+ulU6w/HtmN4zqYlTn9jEMg++uBSCrkIcORlpYOdCqzuf6mFFgQQghpEnxBUL8+Tgcfz+JkNgX/NMIqCrVfqiBLxBi9UU/XPdNhEJpUDGyHkEFANzwS8T9oBQolK4CUVKQq9f5PlYUWBBCCGkySTlF+OqsL9xjMsW2L+7TBpvHdKzTOfkCIb654IebfmxQ8c+s7rXKc1GV1NxifH89CACwanA7dDTWqtf5PmYUWBBCCGkST0NSsfCYh8T2Gyt7w9ZUp07n5AuE+Oq8L277J0FRnoN/Z3XHsE71CyoYhs19kVPEQ2cTLXw+oG29zvexo8CCEEJIo+IJhNh1PxQHXkSJbZeX4+DtT8PrvMqCJxDi63O+uB3ABhX/zbbH0I4t693eqz4JeBScCkV5DvZM7QpFeRoCeR8KLAghhDSauMxCrDzrA7+4bLHtXw1uh2+G1j0lNk8gxKqzPrgbmAwleTnsndMdgzvUP6hIzinGjzfYIZCvh7SHdSvNep/zY0eBBSGEEADsTf+aTwJWDrKqVUbLmroXmIzlp7wktj/4ph/at6z7DbuEL8SXZ71xPygFSvJy2De3OwbZ1D+oYBgGG674I7eYDztTbXzWz7Le5/wUUGBBCCEEANB351MAQHRGAX6b1lVq5+XyBdh+JwTH3sSIbddVV4L7xsFQqMfQQglfiJVnvPHgbQqUFOSwf649Blob1rPFrIte8XgamgYlBTnsnmpXr3Z+Sui3RAghBPufR4peX/FOgFDISOW8MekFmPDvG4mgYtOoDvDePLTeQcUXp8uDigNSDCoSs4vw8823AIDVQ9ujXT16VD411GNBCCEE2++KVw59Gppa7zkKN/wSseqsj8T2Z2sGwEJfvV7n5vIF+OKUNx6HpEJZQQ4H5/Wodf2Q6jAMW1ckj8tHN3MdLOlLQyC1QT0WhBDyiYtOL5DYduhldJ3PV8wTYMOVAImgoo2+OiK3jap3UFHME2D5SS9RUHFovvSCCgA45xGHl+HpUC4dApGXk/58k48ZBRaEEPKJG7j7mej1i7UDIS/HgUtUBgITcmp9rojUPIz+6yXOuseKbd82sQuerhlQ75t0MU+A5ae88DQ0DSqKcjiywAF920kvqIjPKsTWW+wQyNrh1mhroCG1c38qKLAghJBPGL9SXQ5zPTWMLk19feRV7XotLnnFY8hvLxCZJt4D8mb9IMxyMq9fQ8EGFctOeuFZWVAx3wG9rfTrfd4ywtIqqAUlAvRo3QILe7eR2rk/JRRYEELIJ2zWITfR67tf9QUALOnL3lBv+CUiOaf4g+co4PLx7QVfrLnoJ7bdzkwHUdtGwVhHtd7tLOYJsPSEJ16EpUFVUR5HFziilxSDCgA47R6LN5EZUFGUwy4aAqkzCiwIIeQT5h5dXqOjgxFb/8LWVAeOFrrgCxmccIl57+eDk3Ix4s8XuOKdILb9zxldcX1Fb8hJ4eZcVCLAkuOeeBmezgYVCx3Qs61evc9bUWxGIbbfCQYArBthgzb1nAfyKaPAghBCPlE3/RJFr1cMFK9/sbi01+K0WywKS/gSn2UYBqfd3mHkny8Rl1kkts9j0xCM72oilTYWlQiw5IQHXkWkQ01JHscWOsDZUrpBhVDIYO0lPxSWCODYRhfze1pI9fyfGgosCCHkE/VlhVUba4fbiO0b0qElWuupIaeIh8te8WL78op5+PKsDzZdDRTb3redPqK3j4KBprJU2ldYwseiYx54HZEBdSV5HF/kCCcpBxUAcMIlBm7RmVBTksfuKXZS6WX5lFFgQQghn6DUvPK5E4rykjdSeTkOFpVOXjz8KlqUMCsgPgeD9zzHLf8kseMPzLXHycVOUksFXhZUuESVBxUOFrpSOXdFMekF2HGPzeGxYaQNzPXUpH6NTw0lyCKEkE+Q4y+PRa89vxta5TFT7E2x50EoYjIK8Sg4BQnZRdhSmo2yIt/vh0JHTUlqbSvg8rHwmAfcozOhoayA44scYN9a+kGFQMhgzUU/FPOE6NVWD7OdWkv9Gp8iCiwIIeQTI6iUrltbVbHK49SVFTDLqTX2PY/EspOSxcNGdzHCP7O6SbVgWQGXj4VHPeAekwlNZQUcX+yI7uYtpHb+io6+jobnuyyoK8nj18m2NAQiJRRYEELIJ2bT1QDR62MLHd57rK2pdpXbTy12Qp920l3umc/lY+FRd3jEZEFTWQEnFjuiWwMFFZFp+dh1PxQAsGl0R5jp0hCItFBgQQghn5hzHnGi1wOqKdolFDI48DIKOyrVEAGAwC3DoaEs3dtHXjEPC456wOtdFjRVFHBysRO6mulI9RplyoZAuHwh+rbTx0xHswa5zqeKAgtCCPmEvIlMF70e1aVVlcdk5HPx7QU/PA9Lk9jnsmFQgwQV84+4wzs2G1oqCji1xAm2pjpSvUZFh15GwSc2G5rKCvh1sq1Uh3IIrQohhJBPyqyD5Zk2/57ZXWK/a1QGeu54IhFUlK0cOf7mnVTbk1vMw7zSoEJbVRGnlzg3aFARnpKHPQ/DAACbx3SUSlZQIo4CC0II+UTkFPLE3ldMWS0QMvjrcThmHHBFCV+8fkjwTyPw32x7AMAZt3co4EomzKpTe4p4mHvYHT6ioMIJXaqZ0yENfIEQay76oYQvxABrA0ztYdpg1/qUUWBBCCGfiEF7nolev/zfQNHr1LxizDnkht9Kn+TLLOtniZgdo6GqJI/BNoaw0FNDbjEflyolzKqLnCIe5h12g19cNnTU2KCis0nDBRUAsP9FFPzic6CpooAdk2gIpKFQYEEIIZ8AgZBBRkGJ6H3ZKoiX4Wlw/OUxXKIyxI6/9WUfbBzVQfReTo6DxX3YhFlHXkdLLFmtjZxCHuYedoNffA5aqCnizBLnBg8qQpJz8ccjNnD6cWwntNJWadDrfcoosCCEkE/AP08iRK9/ntAZfIEQu+6HYO5hd7HjlBTkELp1RJU3+sn2ptBWVcS70oRZdZFdWILZh13hH58DXXUlnFnqjI7GWnU6V03xSodAeAIGQzoYYlJ36dQxIVWjwIIQQj4Bvz8qH+YY0sEQ0w+44t+nkWLHfDu0PcK2joSygnyV51BTUsBsJ3MAwOGX0bVuQ3ZhCWYfckNgQm5pUOEkqqjakPY+i0RgQi60VRWxbWIXGgJpYBRYEELIRy4wIUfsfc/tT+D1Lkts28Nv+mHV4HYfPNf8XhZQlOfAPSYTfnHZNW5DVkEJZh10Q1BiLvTUlXB2qTNsWjV8UBGUmIO/HocDAH4a3wmGWjQE0tAosCCEkI/cmL9fVbvPQFMZ4b+MRLuWmjU6V0stFYy1NQbAFiericyCEsw65Ia3SbnQ11DC2WXOsG5Vs+vVRwlfiDUX/cEXMhjeqSXG2Rk3+DUJBRaEEPJRyy3mVbtv85iO8Ng0BIrytbsVLCqdxHk7IAmJ2UXvPTYjn4tZB10RnJQLfQ1lnF3qjPY1DGLq65+nEQhOykULNUVsnUBDII2lVt+mvXv3wtbWFlpaWtDS0kLPnj1x9+7dhmobIYSQerL98UGV25+vHSBa5VFbnU200dNSDwIhg+NvYqo9Lj2fi1kH3RCSnAcDTWWcW+Zc456R+gpMyMG/T9kJqz9P6AwDTeVGuS6pZWBhamqKHTt2wMvLC56enhg0aBDGjx+PoKCghmofIYSQOijmCbD5WqDEditDDURuG4XWeur1Ov+SvmxQcsY9FvlVJMxKL+2pCE3Jg2FpUGFlqFGva9YUly/A6gt+EAgZjO5ihDG2NATSmGoVWIwdOxajRo1Cu3bt0L59e/zyyy/Q0NCAq6trQ7WPEEJILUWnF2DcP69w0lU8/faOSV3w6Nv+Yhk362qgtSEs9dWRV8zHRc84sX1peVzMPOCKsJR8tNRig4q2Bo0TVADAX4/DEZqSBz11Jfw0vlOjXZew6jzHQiAQ4Ny5cygoKEDPnj2rPY7L5SI3N1fsP0IIIQ3jum8CBu5+hrCUfLHtr9cPwgxHc6ldR06OI5prUTFhVmpeMWYedEV4aj5aaang3LKesGzEoMIvLht7n7HLaLdO6Aw9DRoCaWy1DiwCAgKgoaEBZWVlLF++HFevXkXHjh2rPX779u3Q1tYW/WdmRuVpCSFE2opKBFh/2R9fnfOV2Ccvx4FJAxTbmtzdFDpqiojLLMLDt8lIzS3GzAOuiEjNh5G2Cs4tc0Yb/foNudRGMU+A1Rf9IGSAcXbGGNnFqNGuTcrVOrCwtraGr68v3Nzc8Pnnn2P+/Pl4+/Zttcdv2LABOTk5ov/i4uKqPZYQQkjthafkYcSfL3DOo+q/rxXrgkiTqpI85ji1BgD8cicYMw64IjKtAMalQYVFIwYVAJsELCI1H/oaytgyjoZAmopCbT+gpKQEKysrAIC9vT08PDzw559/Yv/+/VUer6ysDGVl6ooihBBpYxgGl7zisfaS/3uPa8jS4PN6tsY/TyMQl8kuOzXRUcXZpc4w11NrsGtWxetdFg6+iAIAbJvYGS3UlRr1+qRcrQOLyoRCIbhcrjTaQgghpIYKuHxsvhaIKz4JYtsHWhtAS1UR130TAQB/zezWoO0QMOLFyM4tcxYVOGssxTwB1pYOgUzqZoJhnVo16vWJuFoFFhs2bMDIkSNhbm6OvLw8nDlzBs+ePcP9+/cbqn2EEEIqeZuYi0XHPJCcWyy2/dC8HhhkYwjLjXdE2xoy22RidhFmHhRfFdgUOah23w9FVHoBDDWV8cNYGgJparUKLFJTUzFv3jwkJSVBW1sbtra2uH//PoYOHdpQ7SOEEFKKYRicdovFd1Xkp/D7fhi01RRxJyBJtG2gtUGDtSUhuwgzD7giNrMQpi1UoSDHQUxGIY6/icGm0dVP6Jc2j5hMHH7NphbfMbkLtNUUG+3apGq1CiwOHz7cUO0ghBDyHrnFPGy4HIDbFQIHABhrZ4y/ZnQVpav+4rS3aN/eOfYN0pb4rELMPOiKuMwimOmq4tyynghLzsPCYx445x6HVYPbQVOl4W/whSV8rL3oB4YBptqbYpBNywa/Jvmwes+xIIQQ0rD84rIx/6g7sgvF636cXuKE3lb6ovfR6QVi+1UUqy5/Xh9xmWxQEZ9VBHNdNZxb5gxjHVUYaamgrYE6ItMKcMEzvs7pwmtj571QxGQUwkhbBd+NabxeEvJ+VISMEEJkFMMwOPwqGuP/fS0RVARuGS4WVADAhH9fi17f+rKP1NsTl1mIGQfYoKK1nhrOf+YsWnEiJ8fB4j6WAICjr6PBFwilfv2KXKMycKy0TsmOybbQVqUhEFlBgQUhhMig7MISLD3hhZ9viecJmu1kjpgdo6GhLN7hnM/lI6eoPPjobKIt1faUBRUJ2UVoo6+O88t6wkhbfBnrpO4maKGmiPisIjx4myLV61dUwOVj7SU/AMBMRzP0b99wc0lI7VFgQQghMsbrXSactj3Go2Dxm/Plz3vhl4ldqvzMX4/DRa9XD20v1fbEZhRi+n4XJGQXwVJfHWeXOqOVtorEcSqK8pjrzCbMOvQySqptqGjH3RDEZRbBREcVG0d1aLDrkLqhwIIQQmSEUMhg77NITN7rAi5ffCgh+KcRsG/dotrPHXhRfiNfOchKam16l1GA6QdckJhTDEsDdZxdVnVQUWZOz9ZQkpeDd2w2vN5lSa0dZd5EpIuKq/062bZRJomS2qHAghBCZEB6Phfzj7rj13shYtuX92+LmB2joapU/UTM5+Fpotet9dREK0TqKya9ANP3uyIppxhtDdRxbqkzWmpVH1QAgKGmCsZ3ZXNnHHkVLZV2lMnn8kVZRuc4m6NPO/0PfII0BVoVQgghTcwlMkMi0RTATsCsyVyJhUc9RK8vLq++2nRtRKcXYMYBF6TkcmFlqIEzS51gqPn+oKLM4r5tcNErHncDkxCXWSi1TJzb7gQjIbsIpi1UsWEkDYHIKuqxIISQJiIQMvjjUZhEUKGuJI/QrSNqFFTEVFpiWtOb//tEpuVj+n42qGhnqIGzS51rdV6bVlro204fQgailRv19SIsDWfcYgEAu6bYQV2ZnotlFQUWhBDSBFJzizHzoCv+eBQutn3NsPYI+mkElBVqloPiy7M+otf759Y/IVZEaj5mHnBFah4X7Vtq4OwyZxho1r6QZFkei/Meccgt5n3g6PfLLeZh/WV2CGRBLwv0bKtXr/ORhkUhHyGENLIXYWmYd8RdYvujb/vBylCzxucp4PIRkJAjej+8nsW3IlLzMPOgG9LyuLBppYnTS5ygp1G36tT92xugnaEGwlPzccEjDkv6Wta5Xb/cCkZiTjFa66nhfyOs63we0jiox4IQQhoJXyDEznshEkGFkbYKwn8ZWaugAgCOu8SIXk/sZlKvtoWn5GHGAekEFQDA4XBEvRZHX8fUOWHW09BUnPeMA4fDDoGoKdHzsKyjwIIQQhpBYnYRJu9zwX/PIsW2/zi2I1w2DIaifO3+HDMMg533QkXvd0yuOr9FTYSl5GHmQVek53PRwUgLZ5Y61yuoKDOhmwn01JWQkF2Ee0HJtf58TmH5EMii3m3g2Ea33m0iDY8CC0IIaWCP3qag144n8IvLFtv+Yu1ALOhdt5oaryMyxN7XdE5GZaHJeZh5wBXp+SXoaKSFM0ucoKuuVKdzVaaiKI85pQmzDr6MBsMwtfr8T7feIiWXC0t9dawZRkMgzQUFFoQQ0kBK+EJsvfUWS054im23aaWJiF9Gwlyv7ssw5xx2E72+93XfOp0jJDkXMw+6IqOgBJ2MtXBmqRNaSCmoKDPHuTWUFOTgF5cN79iaJ8x69DYFl73jIccBdk21e28eDyJbKLAghJAGEJdZiHH/vMKhSkmidk62xb2v+0GhlkMfFcVmFIq9t2mlVetzvE3MxcwDrsgsKEEXE22cXuIEHTXpBhUAYKCpjIld2fkfh17WLGFWdmEJNlwNAAAs7WtZbcZRIpsosCCEECm7E5CEvjufIiQ5T2y7y4ZBmOZgVu/z/1ShMNl3o2ufKCooMQezD7kiq5AHO1NtnFrcMEFFmcV92eGe+0HJEkFRVX68EYS0PC7aGqjjGynXPSENjwILQgiRkmKeAJuvBeKL095i2x0tdBG1bZRENdC6KCzhixUnK1t5UVOBCTmYfciNDSrMdHBisRO01Rq23kb7lpro194AQgY4+ub9vRb3ApNxzTcRchxgz7SuUFGkIZDmhgILQgiRgqi0fIz686WoQFaZf2Z1w4XlPSEnJ536HZe84kWvu5rp1KouSFlQkV3IQ1czHZxc7Aht1cYp4rWkNAC64BEnVt69osyCEnx3jR0CWd6/Lbqa6TRK24h0UWBBCCH1dN03AYP2PEdUpfTant8NwRhbY6ldh2EYfH89SPT+yAKHGn82ID4Hsw66IqeIh+7mbFCh1YiVQfu200f7lhooKBHgvEdslcd8fz0Q6fklaN9SA18NaddobSPSRYEFIYTUUVGJAP+75IevzvmKbR/SwRDR20dBXwq5ICpyiRRfYlrTZaF+cdmYfcgVucV82LdugeOLHBu93DiHw8GSPmz2zWOvY8CrlDDrtn8SbvknQV6Ogz1Tu9Z5+SxpehRYEEJIHYSl5GHQnme44Bkvtv3Igh44NN9BaqXLK6q4bPX4IscafcY3LhtzDrsht5iPHk0UVJQZ19UY+hpKSMwpxt3A8oRZ6flcbL4eCABYMaAtuph+uPgakV0UWBBCSC0wDIMLHnEY9vsLJOUUi+3z+34YBtm0bJDrxmUWorBEIHrfv73BBz/jE5uFuYfckFfMh6OFLo4tcoRGE1YFVVGUx1xnCwDAoZdRYBgGDMNg87VAZBaUwKaVJlYOoiGQ5o6SrhNCSA3lc/nYdDUA130TxbZP6GqM36d3bZBeijL/PIkQvZ7tZP7B473eZWH+EXfkc/lwbKOLowscZKLU+Bxnc/z7LAL+8TnwfJeFpNLeCwU5DvZMs4OSAj3vNndN/y0jhJBmICgxB3NKl2lWdGaJE3pZ6TfotYtKBDjvGSd6/+O4Tu893utdJuYf8UA+lw9nS10cWeAgM8W79DSUMbm7Cc66x2H7nWDRhNeVg6zQyZiGQD4GFBoSQsh7MAyDk67vMPqvVxJBRcCPwxo8qACAa74JotfaqorvLVjmGZOJeYfZnoqelnoyFVSUWVRaH8U7NhvZhTx0NNLCioFWTdwqIi2y9W0jhDRrKbnFMNRUbtAhgcaUU8TDukv+EpU55/VsjS3jOjXKz8kwDDZcCRC9v/JFr2qPdY/OxIKj7igsEaBXWz0cnu8gkzU22rUULw+/Z5pdrau7EtlFgQUhpN6EQgY/3XqLY29i8O3Q9lg1uPlPwPOLy8b0Ay4o5okvi7zyRS90N2+82hWuUZli79saaFR5nFtUBhYe80BhiQB9rPRxcF4PmQwqADYArchYChlJieygEJEQUi8lfCG+Pu+LY29iALAZKJszhmFw6GUUxv/7WiKoCP5pRKMGFQCw6Vp5b8XPEzpXeYxrVAYWHGWDir7t9HFovuwGFZV7YADgbDUJs0jzRIEFIaTOCkv4WHrCEzf8yldJXKu0YqI5ySoowaJjHth6O1hs+xcD2iJmx+hGv1nHZxUiKq08m+dc59YSx7yJTMfCox4o4gnQr70BDs7rIdP1NS55xeNJSCqU5OWwrF/1CbNI80VDIYSQOskuZG/C3rHZUFGUk3i6b248YzIxZZ+LxPbbq/o02WqFo69jRK97tdWT2P8mIh2LjnugmCdE//YG2D/XXqaDiqScIvx0k63M+s3Q9ljUxwJXvBOQnFuMOwFJGF9aXp00b9RjQQipteScYkzb7wLv2Gxoqyri9BLnpm5SnQmFDP57FiERVGiqKCDk5xFNFlQU8wQ4/Kq8EujeOfZi+1+Fp2PhMTaoGGgt+0EFwzBYdzkAeVw+uprpYGnfNlBWkMf8nmwvzMHShFmk+aPAghBSK1Fp+Zi89w3CUvLRUksZF5f3hH3rxp13IC3p+VzMOeyGnfdCxbavHW6NgB+HN+mN+nqFJaYAxKqQvgxPw+LjHuDyhRhkY4h9Mh5UAMB5jzi8CEuDkoIcdk+1g0LpKpDZzq2hrCCHwIRcuEdnfuAspDmgwIIQUmMB8TmYus8FCdlFaKOvjkvLe6F9paWDAPA0NLUJWlc7byLT0WPrI7ypVNjr0bf9mzynQtnTfZkzS51Er5+HpWHxcU9w+UIM6WCIvXO6y3zBrvisQtG8lbXDrGFlWL6yRVddCZPtTQEAhyr00JDmiwILQkiNvIlMx8yDrsgoKEEnYy1cXN4TZrpqAIB/noSLHbvwqAcuVsgUKUsEQgZ/PArDrINuYttNW6gibOtIsZteU6n85N6rLZuE61loKpae8EQJX4ihHVviv9n2Mh9UsEGSP/K5bGXVRX3aSBxTljDrUXAKoiuVnifNDwUWhJAPuheYjAUVUkSfW+YsKgmez+Vj94Mwic+sveSPPx6FydS4eUpuMabue4M/HokHQlvGdcKrdYNkpk7Fnoflv8/FpTfipyGpWHbCCyV8IYZ1bIl/Z3WXmfa+z2m3WLyOyICKohx2TbGFvJxkUjErQw0MsjEEwwBHX1OvRXMn+99KQkiTOu8Riy9Oe6FEwN7Qji0UL7vtsPVRtZ/941E41l7yl4mlhM/D0uC07TG8Y7PFtr9YOxDze1k0SZuqkphdJNZjsXFUBzwOTsFnJ9n/ByM6tcK/s5tHUBGXWYhtd9ghkP8Nt4FlNcm9AGBJaQB10TMe2YUljdI+0jBk/5tJCGkSDMNg77NIrLscACEDTO9hhv9mdxebJPjobQqKeIL3nIXNW7DomAfyinnvPa6h8ARC/HovBPOPuItt72SshYhfRsJcT61J2lWdU67vRK+NtVXwNCQVy0+xQcXIzq3w96xuzSL9tVDIYO0lPxSWCOBooYsFHwjeerbVQwcjLRTxBDjjTgmzmjPZ/3YSQhodwzDYdicYv94LAQAs798WOyZ3Ec3kB4ACLh9LTnh+8FyqivJ4GZ6OqftckJRT1GBtrkpCdhHG//Mae59Fim3fNcUWt1f1Fft5ZEExT4D/KrR1cV9LfH7aCzwBg9FdjPDXzOYRVADASdd3cI3KhKqiPHZNtYVcFUMgFXE4HFGvxfE3MSjhN30vF6mb5vENJYQ0Gr5AiDUX/XHwJTvWvWlUB6wfaSNRcGv5KS/R6z6VKnz+NbOb6HXPtnow0FRGSHIeJv77Bm8Tcxuw9eUevk1B7x1P8DZJ/HouGwZhag+zRmlDbVXMYAoA2+8EgydgMMbWCH/O6NpsgoqY9ALsuMsGpRtG2aC1nnqNPjfWzhiGmspIyeXidkDzzeD6qWse31JCSKMo5gmw/JQ3LnvHQ16Og11TbLG0NO1yRW8i0vEyPF30/sgCB7H94+yMRa+fhKTi7FIntDPUQHIum1jrRVhag/0MJXwhfrr5Fksr9aY4W+oictsoGMlowauy1RMV8YUMxtoZ44/pXWWud6U6ZUMgRTwBelrqYY6TZBry6igpyInmuxx6GS1TE39JzTWPbyohpMHlFvMw74g7HgWnQElBDvvm2Ff5ZJ/P5WPWofKlmhtH2VQ5kfD+1/1Er9de8selz3vB2VIX+Vw+Fh3zwIUGWI4am1GIkX++wJFKKwv+ndUd55b1rHJFgqzwepeFyvfR8V2N8fs0u2YTVADA0Tcx8IjJgrqSPHZO+fAQSGWzHM2hoiiHoMRcicqupHloPt9WQkiDSc0rxvT9rnCPzoSmsgJOLnLE0I4tqzz259JaD2WW9Wtb5XHWrTRhrK0CAPCJzUZuEQ/HFzliQldj8IUM/nfJH789lN5y1Nv+Sei36yki08TzIHh+NwSjbY2kco2GtO95lNj7id1M8Nu05tNTAbBZWXeWzsvZOLqDKM9JbbRQV8KU0oRZh19FfeBoIouazzeWENIgYjMKMXWfC4KTcqGvoYRznznDyVKy4BUAvAhLw/kKPQ2XP+/53nPf/aq816LvzqdQVpDH79O7YmVpZsu/HodjzUX/ek3UK+YJsOlqAFac8RbbPqxjS0RtGyXKtyHLknKK8Cg4RfR+eKeW2D3VTqZ7WCoTCBmsuegHLl+IPlb6mOVoXudzLerdBhwO8Cg4FVFp+VJsJWkMFFgQ8gkLTsrF5H1v8C6jEGa6qri0vFe1Rbdyi3n4vMKETXk5Duxb6773/NpqiqKnT4BN8sThcLBmuDW2T+oCeTkOLnvHY+Exd+TWYTlqZFo+Bu95jtNu4ssTjy5wwIF5PWrdDd9UZhxwFXv/32z7ZhVUAGzvgndsNjSUFfDrFFuJyb61YWmggcE2bI9Z5WEtIvsosCDkE+URk4np+12QlseFTStNXF7eCxb61c/e/+VWMApKynNWuG8cXKPrbJvYRfR64TEPCITs0MdMR3Mcmt8D6kryeB2Rgal7XZCYXfPlqFd94jF4z3MkVPqM7/dDMdDGsMbnaWoXPOPwLqNQ9P7SctmeC1KViNQ8UfbVzWM6wESn/hNkl/Rll55e8opHVgElzGpOKLAg5BP0JCQFcw+7IbeYjx6tW+D8sp4w1FKp9vhnoaliQyBDO7aEXg2HGJQU5LB9Unlw8efj8nTaA60Ncf6znjDUVEZoSh4m/vcaQYk57z1fYQkfay764ZvzfmLbJ3c3RfT2UdBRU6pRu2TBVZ94/O+S+EqQHhbv7wWSNXyBEKtLh7P6tzfANCkt5XVqo4vOJloo5gkpYVYzQ4EFIZ+Yqz7xWHrCC8U8IQZaG+DkYidoqylWe3xOEQ/rK1TaBIC9s7vX6pozHMpvNn89Dhcb9uhsoo2rK3qjfUsNpORyMW2fC55Xsxw1LCUPfX59ikte8WLbzyx1wp5pdvXqfm9sl73i8e0F8eBoxcCqJ8LKsgMvo+AXlw1NFQXsmNxFav8P2IRZ7FLnY29iwOW/P8MrkR0UWBDyCTnyKhrfnPeDQMhgYjcTHJjXA6pK76+O+fOtt0jOLS5/P6FzrVcqcDgcXPmil+j90uPiOSZMdFRxcXkv9LTUQ0GJAIuOeeC8R/lTKsMwOO8Ri2G/v0BmpW7xgB+Hiap/NheXvOKx5pKfxPLS1UOtm6ZBdRSanIc/HrI9UD+M7ST1HCGjuhihlZYK0vK4uOWXJNVzk4ZDgQUhnwCGYbD7fih+usUuFV3Y2wJ7ptp9MJPj4+AUid6Buc41T3hUUXfzFtBVZ4cp3KIzEVlptr+2qiKOL3LEpG4mEAgZrLscgD0PQpFXzMOXZ32wrlKvyYJeFojePkqsIFpzcMEzDmurCCos9dWbzWRTgK3BsuaiH0oEQgy2McTk7iZSv4ZYwqxXlDCruaDAgpCPnEDIYNO1QPzzNAIAsGZYe3w/puMHb2I5hTxsuCJ+M7+xsne92nLryz6i14P3PJfYr6Qghz3T7PDlIHY56t9PItDlxwe45S/+tHr1i174cVynZjX0AbCVYtdd9gfDsEtKKzq1xKmJWlU3+55FIiAhB9qqitg2SXpDIJXNcjSHqqI8gpNy4RKZ0SDXINJFgQUhHzEuX4Avz3rjjFssOBzgl4mdsXJQuxrdBLbcDEJqHlf0XlNZAbamOvVqj7GOKkZ3KU9W9SAoWeIYDoeDb4e2RydjLYl9CnIcvP1pOLqZt6hXO5rCWfdYrLscAIYB5vdsDeuWmmL7jaWwkqKxvE3MxV9P2CGQLeM6oeV7Jv7Wl7aaIqb1YJcsH3pFS0+bAwosCPlIlaXOvhOQDEV5Dv6Z2R2za1i34UFQMq74JIhte7luoFTa9esUW9HrZSe9JJJj5RTxsOykF4KqKFb2/H8DoaakIJV2NKYzbrGi3p8FvSywcXQH/PUkQrS/YtE2WVfCZ4dAeAIGwzq2xPiuxh/+UD0tLE2Y9SQkFRGpeQ1+PVI/FFgQ8hHKLCjB7IOueB2RATUleRxd4FjjtNZZBSXYeDVQbNv4rsZSW8apoayAjaNsRO//flK+/NQ3Lht2Wx7g4duUqj6Kif++RmDC+5ejyppTru+w8SobVCzsbYEfxnbEnQDxoZ2KRdtk3b9PI/A2KRct1BTxy8SGGwKpyEJfHUM7sENHh1/FNPj1SP1QYEHIRyYhuwhT9r2BX3wOWqgp4uxSZ/RpV/NVEz/cCEJ6Plds22/Tukq1jYt6txG9/vtJBNLyuDj0MgoT/n0tdpyuuhJCfh6BN+sHwbqlJlLzuJi+3wVPQ1Ol2p6GctIlBt9dY4O0xX3a4PsxHcHhcPDf00jRMRWHhmRdYEIO/i2dq/PT+M4w0Gy8dOlL+rJLT694xyOj0veTyBYKLAj5iESk5mHK3jeISiuAkbYKLi7vBTsznRp//l5gEm74JYpt2zXFVuqZIBXk5XC0Qql1h18eYevtYLFj1o2wgffmoVBRlIexjiouft4Tva3Y5ahLjnvirIwnTTr+JgabrwcBAJb2bYPvRncAh8OBT2wWwlPLV8TsnmrXVE2sFS5fgDUX/cAXMhjVpRXGNHJhNweLFrA11QaXL5RI4U5kCwUWhHwkfOOyMXWfC5JyitHWQB2XP+8FK0ONGn8+I5+LTZWGQABUWTpdGt6XdvvRt/3x+QDxZFFaKoo4usARk7qzy1E3XAnArvshMrkE8ejraPxwgw0qPutniY2jOoiGDI6/iREdx+Hgg3lEZMXfjyMQkpwHPXUl/Dy+c6OvyOFwOFjch+3pOuESg2IeJcySVRRYEPIReBmehlkHXZFVyIOdmQ4uLu9V61UG398IQkal5FP3vu4rzWaKCIWMqEu9otZ6agjdOqLagEhJQQ57ptph1eB2AIB/n0bim/O+9aqOKm2HX0VjS2lp+eX922L9SBvRTTg1rxjXfMt7hG6s6FPlOWSNf3w29j5nh2+2Tuhc43Tu0jaqixGMtFWQnl8i0bNGZAcFFoQ0c7f8E7HomAcKSwTo204fZ5Y4iRJR1eYctyvlimippQybVpJLPusrLY+L6QdcsOt+qMS+b4e2h7LC+5/gy5aj7pxsCwU5Dq75JmL+EXfkFNW+Oqq0HXoZhZ9Lk5B9MaAt1o2wFnuyP1OpC7+LadWVZGUJly/A6gtsttaxdsYY2YRzQhTl5bCgNGHW4ZeUMEtWUWBBSDN20vUdvjzrA56AweguRmy1UOXaLcdMz+fi+9K5ABU9+ra/tJop8iYiHQ6/PIJHTFaV+78654uikpp1cU9zMMORBQ7QUFaAS1QGpux9g/iswg9/sIEcfBElmieycqAV1g4XDypK+EL88ah8Bczqoe0bvY118cejcISn5kNfQxk/jevU1M3BDEdzqCnJIzQlD68i0pu6OaQKFFgQ0gwxDIO/Hodj87VAMAww28kcf83s9sGn/arOs/laoET9jZmOZlJNlS0QMvjtQShmHXIT225rqo3wX0Zi5UAr0baK1U8/pF97A1z4rCdaaakgPDUfE/970yTLUfc/j8Qvd9igYtUgK6we1l5iDsLdQPEeoZWDrCDrfGKzsL90CGTbxM5oUcuesIagraooqqB66CUlzJJFFFgQ0swIhQy23HyL3x6GAWBvZFsndK7Tyo2b/km4G5gMhUqf/WVCl2o+UXspucWY8O9rsYRQALBnqh1urOwDRXk5rKgQWOx7HomE7KIan7+jsRaurugFm1aaSMvjYtp+FzwNabzlqHufRWL73RAAwFeD2+HbYdZVTmw8UiFrZAcjLZlPR17MY1eBCBlgYjcTDOvUqqmbJLKoNGHW87A0hKVQwixZQ4EFIc0ITyDEtxd8cax0ZcEPYztWeyP7kNS8Ynx/nV0FwheWj1X/PbOb1IphPQtNhdO2xwio1IvgsmEQJtubit6rKsnjt2nlyy7XVCon/iFG2qq4sLwn+ljpo7BEgCUnPCXmMzSEf59G4Nd7bFDx9ZB2+Kaa4Q2/uGz4xZf/Do4vcqjyOFny28MwRKYVwFBTGT+M7djUzRFjrqeG4R3ZQOcIpfmWORRYENJMFJUIsPSEJ675JkJBjoM/pnfFwgqJpmqDYRhsuhqI7EKexAqMsVLIAskTCLH9bjAWHPUQ297bSg+R20ZVWV57QlcTUc+JS1QG3KMza3VNLRVFHF3ogCn2phAIGWy8GoCd90IgFDbMBL9/noSLJqB+O7Q9vh5S/ZyJiktMAcBQs+Fqa0iD17tMHHwZBQDYPqmL1LKuStOSvux3/4pPgkRCN9K0KLAgpBnILizBnMNueBaaBhVFORyc1wMTutW9TPU13wQ8fJsCRXkOotMLRNsfr5bOhM2Rf77E/udRYtv+m90dp5c4VztkIyfHEavwOeewGwS1DAoU5eWwa4otvh7CLkf971kkvrngCy5fujkP/nocjt0P2KGoNcPai5a/ViUtjytWd2X/XHuptkXaikoEWHORrcA6xd4Ugzu0/PCHmoB96xawM9NBCV+IU67vmro5pAIKLAiRcSm5xZi+3xVe77KgpaKAU4ud3ptcqibn+/EGuyRyYjcT0c27jb462hrUPKHW+0RUyCwJAB6bhmBUDZYpOlvqoUdrtnJpCV+IC55xtb42h8PB10PaY9cUdjnqdd9EzDvsjpxC6SxH/eNRmGh+y9rh1lg5qPqgAoBEhtDhMjRXoSq77ociOr0ArbRUsHmMbA2BVMThcLCkNGHWSZd3lDCrVAN10NUKBRaEyLDo9AJM3vsGoSl5MNRUxoXlPdHDQrfO52MYBhuvBCCniIcuJtq44Bkv2nd7Vd2TNVXXIzCiUytEbRtVq5oSOytUP91Q2ta6mNrDDMcWOkJDWQFu0ZmYvO8N4jLrvhyVYRj89jBMtGR03QgbsUmnVeEJhNj3vLwuyKTude9lagxuURk4+oads7Bjchdoq0pvZVBDGNm5FUx0VJFRUILrvgkf/sAnRFqBdF1QYEGIjApMyMHUfW8Qn1UECz01XP68V70TVl32TsDjkFQoycthROfyJ+dFvdvUuRz5u4wCDNr9XGL70YUO2DfXvtYTQS0NNDDH2Vz0/o9HYXVqFwD0aaePi8vZ5agRpctRA+JrvxyVYRj8/jAMf5Uuhd0w0kYi5XhV7gYmo7BCXo7tk6S32kbaCkv4WHuJHQKZ4WCGAdZ17xVrLAoVEmYdooRZYsFEbVZWSRsFFoTIINeoDMw84Ir0/BJ0NNLCxeW9YKarVq9zJuUUYctNNhHWV0PaiWW+3DymQ53Oecs/Ef13PZP4I+azeSgG1uPGtHqotej10dcxiEzLf8/R79fBqHw5ano+uxz1SUjVZdmrwjAM9jwIEy2X3TSqAz7r/+GgAhCftKmqKF/rPCON6de7IYjNLISxtgo2ja7b96EpTHc0g7qSPMJT8/Ei/NNKmMUwDMJS8rD6gh8s1t+G3U8PRPuaMs09BRaEyJgHQcmYd8QdeVw+nNro4txnzvUuT80wDNZfDkBeMR92ZjpIyyufRX9wXo9aL1ct5gmw4Yo/Vp7xqXJ/fRMptVBXwqZR5Te3DVcC6nU+I21VXFzeE33b6aOIx1ZHrcmEP4ZhsOt+KP4prWvy3egOWNrPskbXDIjPgde78gyjV1f0qlvjG8GbyHQcd2F/Hzun2Ek1OVpD01JRxHQHtofr0MuoDxzd/BVw+Xj4NgWfn/JCmw13MOz3F7jsHS9xnJJC093ea3Xl7du3w8HBAZqamjA0NMSECRMQGiqZ758QUjcXPOOw/JQXSvhCDO3YEscXOUJLCn/kL3rG43lYGpQU5LB1fGdRHgwAGNqxdrP+I1Lz0XvHE5x1r/3EytqY16u16LV7dGa9k15pqijiyAIHTOthCiEDfHctEDvuVr8clWEY/HovFP89Y+dIfD+mI5b0rVlQAUDsdwygQequSEM+l4//XfIHwGZw7dNOv4lbVHsLe1tAjgO8DE9HaPLHlTCLYRhEpObj0MsoTNvvgk4/3MfSE564G5jc1E2rVq0Ci+fPn2PFihVwdXXFw4cPwePxMGzYMBQUFHz4w4SQ99r/PBL/u+QPIQNMtTfF3tndoaJY/67zhOwiUWGs1UPbY9W58l6GF2sH1upcV7zjMeS35xJVUP1/HFbvdlamrCCP/2Z3F71fcca73t27ivJy+HWyLb4tTWS173kkvjovuRyVYRjsuBsimnj549iOWNSn5jlD0vO5Yk+RFXtfZM32O8GIzyqCaQtVbJDhdr6Pma6aaM7Q4VfNv9eiqESAJyEp+P56IPrteoohvz3H1tvBVeZ20VZVxM4ptlCUl51MrrWarXXv3j2x98eOHYOhoSG8vLzQr18/qTaMkE9F2U1s/wv2D+Jn/SzFSm3X99zrL/sjj8tHN3MdDLIxFKWf7mikBXO9ms3bKCzhY9PVQFz1EZ95v7C3Bb4f07HB0lOP7NwKNq00EZKch8ISAU64xNSq16AqHA4Hqwa3g7GOKtZf9sdNv0Sk5BbjwFx76KgpgWEYbLsTjIOldSh+Gt8J83pa1Ooa5yotMS1L5iRrXoan4XRphtKdU2yhUcsCdrJkcR9L3AlIxjWfRKwdblPv4cPGFpNegKehqXgWmgaXqIwPBtHrR9pgSZ82EDLAhH9fgydgMKRDSzwKrvn8oYZSr29RTg47u1pXt/rlb1wuF1xu+Xhubm5ufS5JyEeFLxBi49UA0bLPDSNtajwxsCbOusfhZXg6lBXksHuqHQbvKV+9ceWLmo35hyTnYuK/b1BUKU/A1S96oZt5C6m1tSocDgfbJ3XBxP/eAAC23g7G+K4mUrlpTLE3hZG2Cpaf9IJ7dCYm732DYwsdcexNDA6Xpon+eXwnzK1lUMETCHHsTfn8je7mOjJZFySvmId1pUMg83u2Rq+2zW8IpCL71i3QzVwHPrHZOOn6TtQrJauKeQK4lQ7xPQ9LE0tUVx1nS138Nq0rjHXKM9f+9jAMb5Ny0UJNEdsmdcajX5pxYCEUCvH111+jd+/e6Ny5c7XHbd++HVu2bKnrZQj5aBXzBFh11gcP3qZAjgPsmGwrqtooDfFZhfjlNjsEsna4Nd4mlgf1KwdafXCYhWEYnPeIw/pKEyeVFOTgs3lorcuz11U38xYYY2uEW/5sddDd90Pxa4VcF/XR20ofFz/viYVHPRCZVoC+O5+K9m2d0BlznFu/59NVux+ULJZi+tB82awL8svtYCTmFMNcVw3rRto0dXOkYkkfS6w4441Tru/wxYC2UhlKlKa4zEI8C03F09A0vIlMRzGvZkN7++bYY1jHlhJLtwPic/Bv6cTinyd0lplU8XX+y7BixQoEBgbi1atX7z1uw4YN+Pbbb0Xvc3NzYWYmvT+ehDRHucU8LD3uCbfoTCgpyOHvmd2kmpFRKGTwv0v+KCgRoEfrFljQywJWm+6K9q8e9v6nubxiHv53yV9igtiqQVb4dph1NZ9qOOtH2ogCi/OecZjbszU6m2hL5dw2rbRw9YvecN7+WLRtSAfDOgUVgGRdEF0ZKDVe2bPQVJzziAOHA+yealfnHCayZninljDRUUVCdhGu+iRgpqP5hz/UgLh8ATyis0qDiVREptV8PuKCXhZYNbhdtd8fLl+A1Rd9IRAyGG1rhDG29a/xIy11+jatXLkSt27dwosXL2BqavreY5WVlaGs3LzGughpSGl5XCw46o6gxFxoKCvg4Lwe6NlWT6rXOO0eizeRGVBRlMOuqXbYXFrFFACOL3J8b9d8YEIOxvwt+cBwZ1VfdDRumpUNpi3UsLx/W9Fkys3XA3Hl815Sm4fy3zPxku5PQlJx0iWm1sMggQk58IgpX2J6bKHs9VbkFPGw/jLbC7WwVxs4tql7JldZoyAvh4W9LbD1djAOv4rG9B5mUqvUW1MJ2UV4VjpX4nVEuliCtA+xNFDHr5Nt0aN1iw9+t39/GI6wlHzoayjh5/HVjxo0hVoFFgzD4Msvv8TVq1fx7NkztGkjmxOSCJFVcZmFmHvYDTEZhdDXUMKxhY5Se/IuE5tRiO13ggGwaaf1NZTElob2b29Q5ecYhsEJl3f44UaQ2HYDTWW8/N/AJu9W/mJgeWDhE5uNm/5JGFfPSqxCIYPvbwTilGssOBx2+CMgPgfnPOKw+XoQ4rOKsG6ETY1vTpV7K2Qxe+XPt94iObcYbfTVsXZ44/c+NbTpDmb441E4IlLz8Tw8rV6J2mqCJxDCM6a8VyIsRTyZWws1drl41ntSbG8e0xFTe5jWeGm517ssHHjB/lvYNrGLzPWK1SqwWLFiBc6cOYPr169DU1MTyclsN6m2tjZUVSXLIBNCyoUm52HuYTek5nFh2kIVJxc7oY2+ulSvIRQyWHvJD4UlAji20cX8nhbouaO8i99lw6AqP5dTxMNX53zwLDRNbPv6kTZYLsXJpPWhpaKIn8d3wubrbOCz8UoAhnZoCVWlugU8QiGDzdcDcdqNDSp2TrbF1B5mYBwZmLZQxe4HYdj/Igrx2UXYM9Xug4FVZkEJLnqVLzGd5dS03fBVeRycgkte8eBwgF1TbOv8u5NlmiqKmOFghkOvonH4ZXSDBBbJOcV4HpaKpyFpeBWRjnwuX7RPjsPOCzLUVEZaHheeFZKkVTSiUyusHGRV6wcLtvqsH4QMMKmbCYbJYFG7WgUWe/fuBQAMGDBAbPvRo0exYMECabWJkI+O17tMLDzqgdxiPqxbauLEYke01JL+RKuTru/gFp0JNSV57J5ih7DUPKTkshMJHSxawEhb8gHAJzZLtOqiokff9oeVoXSqnUrLTEdz9mafVYR8Lh/7nkfimzrM/hcKGWy6Foiz7mxQsXuKHSbbs8O6HA4HKwexy1HXXfbHbf8kpOYW4+C8HtBRq/7JsHIV0y3jOtW6XQ0pu7BElMF0SZ829SpmJ+sW9LbAkdfReBWRjuCkXHQwqt8QHl8ghHdstmg5aHCS+OpGPXUl9Lc2QEcjLWQWlOCEyzuxrKtlNJQV8MPYjhhta1TneS0774cgOr0ALbWU8cNY2fqOlan1UAghpHaehqTi89NeKOYJYd+6BQ7Pf/8Nqq5i0guwozRHxfqRNjDXU4PF+tui/aeXOIsdLxQyOPwqGr+UDpuUsTRQx92v+spkXQsFeTn8NL4TFh3zBAD8+Tgc0xzMYKJT8x5ToZDBxqsBOOcRBzkOsGeaHSZ2k5wrNqm7KVppqeCzU17wiMnCpL1vcGyBY5W5P/gCIU5XSBHeQk0RivKyVTFhy823SM3jwtJAHaubYAJuYzJtoYaRXYxw2z8Jh19FY/dUu1qfIzWvGM9D0/AsNA0vwtOQV1zeK8HhAHamOhhobQhnS10k5RTjgmccrnhXXWF1QS8LzHYyR7uWmnX+mQC2htDR1zEAgF8n20JbTTZTr38cU4EJkVHXfBKw5qIf+EIGA6wN8N/s7g0yA79sCKSIJ0BPSz3McWqNi57l8yrWDrcWqx2QWVCCL057wTVKPJPfzxM6Y24dV0M0loHWhuhtpYfXERkA2MyR/8zq/oFPsYRCBuuv+OOCZzzkOMBv07piQrfqS5n3stLH5c97YcERd0SlFWDS3tc4PN8BdmY6Ysc9fJuCxJxi0ftLn8tWXZD7Qcm46pMAudJVIE09X6YxLOnTBrf9k3DdNwH/G24Nww/0EAqEDHzjsvAsNA1PQ1MRmCDeK9FCTRH92htgoLUh+rbTR2RaAa54x2P6Adcqz2drqo2lfS0xrFNLqQTpBVw+1l7yAyD71WcpsCCkgRx9HY0tN9k8EuO7GmP3VLsGe4o9+iYGHjFZUFeSx87SHA9rS5MfAcAXFUp8u0dnYtp+F4lzvFg7sMaZOJsSh8PBplEdMeqvlwCAW/5JmOucASfL96+sEQgZrLvsj0tebFDx+/SuGN+1+qCiTPuWmri6ojcWHfNAUGIuph9wwd8zu4vVWDlaadJmWwPZGULKLCjBpqvsEMiyfm3RvYGTmsmKbuYtYN+6BbzeZeGk67sqe2ky8rl4HlbeK5FdaYKlrak2BrQ3wAAbQ9iZ6iAhqwhXfOKx7U4wUisU8qto5UArTOthJvV/S9vuBCMuswgmOqoyX32WAgtCpIxhGPz+sLzM9oJebNrrhlr2FpWWj5332CGQjaM7wExXDV9VqAdybpkzOBwOhEJ2WeXuB2Fin+9qpoOLy3vKXNf9+3Q01sJUe1PRZMkfb77FrS/7QL6a37GgNK/HZe94yMtx8Mf0rhhbixUlLbVUcP6znlhx2hvPw9Lw2UlP/DiOTfX9NjFXrIbDzxNka+nfDzeCkJ5fgnaGGvh6SLumbk6jWtKnDbzeZZUmzLKCsoIc/BNy8DQkFc/C0uAfn42KI/xaKgro194AA6wN0b+9AQw0lZFbzMMd/yTsuBMC9xjJWh0AMMjGEDMdzTHQ2gAKDfDvqGLq9V1TbGW++iwFFoRIkUDI4PvSlQYA8O3Q9vhykFWDpXQWCBmsveQPLl+IPlb6mOVojpxCHq77JoqOcbbUQ1oeF0tOeMIvLlvs879Ns8Ok7u/PRSOr1gy3FgUWwUm5uOAZV2VCJIGQwdqLfrjikwB5OQ7+nNG1TsmENJQVcHh+D2y+Hoiz7nH4/noQ4jILJZ5yZWko6U5AEm76JUJejvPJDIFUNKxTK2gqKyCrkIcO39+DrroSMisV0OtopIWBNuwQR1czHSjIy4EvEOJVRDoueyfgpl9ilefW11DGgl6tMcXeDK20Gy7jZW5psjqgNPW6leynXqfAghAp4fIF+PaCH277J4HDAX4a3/DzFY68iobXuyxoKCvg1ym24HA46LPziWi/+6bBeB2RjtmH3CQ+67JhUJWrRJqLlloq+HpIO/zxKBwAsO12MEZ1MYK2avnTnEDIYPUFX1zzZW+uf8/shlFdjOp8TQV5OWyb2AWmLdSw636oqFBZmV5STnRWH+n5XHx3jU2M9nn/thLzQj5WQiGDoMRcUV6JvApLQTMLSqCprIC+7fUxoL0h+lsbiK3OCk3Ow2XveFz1SUBaNUMdo22NMMPBDL3b6jdK8q2fb75FUk4xLPSaT+p1CiwIkYICLh/LT3nhZXg6FOU5+H163Z6KayMiNR+7HoQCAL4b3QEmOqoIiM8RzV7vbaWHky7v8PcT8ayS/dob4Mj8Hg3SZdvYlvWzxEmXd8goKEEel4+/Hodj85iOANiVGqsv+uG6byIUSoOKkfUIKspwOBysGGgFEx1VfH3eV2zf3jn29T6/NDAMg83XApFZUAKbVpr4crBVUzepQeUU8vAygp0r8Sw0TaxWS0Wf9bPEmuHWYsN+GflcXPdNxBWfeIkJm2XaGqhjpqM5JnYzgZ5G42WSfhycgouleUeaU+r15tFKQmRYZkEJFh7zgF9cNtSU5LF/rj36tqs6u6W0lN00S/hC9GtvgOkObP2dsf+Up+JOzimWCCr2zu4ulZurrFBTUsC6kTairuLDr6Ix09EcFnpq+OaCH276sUHFP7O6Y0Rn6SYSGmNrJBFYZBeWiPWYNJVb/km4G5gMhdIhEFlcOlwfDMMgOCmvNK9EKrxjsyEQlk+WUFeSR28rfQy0YedKHHsTgwMvohCQkANFeTlw+QI8CU7FZe94PA1NE/tsGXk5DiZ0NcEMR7MapdiWtqyCElEBwOaWd4QCC0LqITG7CHMPuyEyrQA6aoo4usChwUuJA8DBl9Hwi8uGpooCfp3cBRwOBycr5FEAIFHwyH3TYJmpfihNk7ub4tjrGLwtTVq05WYQtFQVcds/CYryHPw7q3uDZCd8FJwqsW3Sf29waH6PRvkOVCc1r1hUG2bFwNpndpRVecU8vI5Ix9OQNDwLSxUlfivTzlADA6zZuRI9LHTFllfP72WBw6+i8SYyA5P+e43ItALkFFWdYruTsRZmOJpjnJ1xkwaJP9wIQloeF22bYd4RCiwIqaOI1HzMO+yGxJxiGGmr4ORiR1gZ1i8BTk2Ep+Th94fsyo7NYzrCSFsVAiHb9V2V0V2M8PfMbo1ejKmxyMtx8N3oDphVOo/kZXg6AEBRnoP/ZtuLLQuVpmNvxOdXdDbRQmBCLmYedMVfM7o1SaplhmGw6Wogsgt56GikhRUDm+8QCMMwCEvJF/VKeMZkgV+hZ0FVUR69rfTQ39oQA9obwEy36uWdidlFuOaTIOqV8I7NljhGQ1kB47saY4aDObqYNn0gdjcgCTf8EksTuHVtdpNuKbAgpA784rKx4Kg7sgp5sDRQx8nFTrXK/lhXoiEQgRADrQ0wtTQN9bh/JKuRAsDRhQ4NXoRJFvSy0ke/9gZ4EVZe6+Tvmd0aLKgISc4VSy62qHcbrB7WHivPeONpaBo+O+WFH8Z0xILejVuo8bpvIh6+TYGiPDsEUvGpvTko4PLZXonQNDwPTRVLOgYAlvrqGGBtiAHWBnBso1vtDbeAy8e9wGRc9o6HS1QGqksabd+6BWY4mNUrxba0pedzsals0u2AtujaDCfdysZvkpBm5FV4Oj476YmCEgFsTbVxdIFDo03o2v8iCv7xOdBSUcD2SewqkHPusQhKlJx05r15qMxVPWwoJXwhErOLxLbFZRZVc3T9HX8jPuy0aXQHyMtxcHBeD3x/Iwhn3GLx4823iM8qwsZRHRqltyglt1hUmXbVoHZNVuK+NhiGQWRavijbpXt0JniC8ihAWUEOPdvqYWBpMNFar/qifUIhA5eoDFz2jse9wOQPlit/8E0/tK9nim1pYxgG310tn3S7anDzzDtCgQUhtXAnIAlfn/NFiUCI3lZ62D+3BzSUG+efUUhyLv54xA6B/DiuE1qoK2LztUCJuRXTe5hhR+m8i09BCV+IlWe8EZEqXq76j0dhmNDNBAaa0g36sgtLcNWnvIqpsbaKKDGXgrwcfpnQGaYtVLHzXigOvYpGQnYRfp/esN3ZDMNg45UA5BTx0MVEG8sHyEZF2qoUlvDhEpkhCibis8QDQHNdNQy0ZrNd9rTU++DvLTItH1e843HVO0Gih6Oi3lZ6aKGmhFv+SdBRU4RpC9lban3DLxH3gthJt3umNd9JtxRYEFJDZ9xiselaABgGGNWlFX6f3rXR/uHzBEKsuegHnoDBkA4t0d28BXrveIL0fPFkP2eXOqOnDOVSaGglfCG+OO2NR8EpUFKQw6+Tu+C7q4EoKBGgoESAPQ9CsWOyrVSvecEzDsU8oej9uWU9xfZzOBx8MYBdjrr2oj/uBiYjNc8NB+f1aLAepMveCXgckgolebkGTR1fV9HpBaJsl65RGSjhl//+lOTl4GSpiwHWhhhobYA2+uofDIqzC0tw0z8Jl73i4Vsp6VtFhprKmNrDFNN7mMNcTw0CIQP/+BzEZhbisneCTCUzS8ktxvfXS3ucBrdDJ+Omn+tRVxRYEPIBDMPgv2eR2HWfzRkxy8kcP4/vXG366Iaw91kkAhNyoa2qiF5t9TBg9zOJY3w2D0WLT2ToA2ATkq047Y1HwalQVpDDwXk90K+9AVJyuaIqr+c84jDbqbXUJuQJhAxOuIj3EFVXE2J8VxO01FLBshOe8HqXhcl73+DYQof3dufXRVJOEbbcZG9IXw9tB+tWTd+9X8wTwDWqvFfiXUah2H4THVVRtsuebfVqNL+BJxDiWWgarnjH43FwKkoEwiqPk+OwhepmVJFiW16Og0W9LfDjzbc48ioasx3NZWJSM8Mw2FChx+lzGe5xqgkKLAh5D6GQwdbbwTjyml0BsHKgFVYPa9+owwxBiTn46zGbXbKoRICfbr2VOGbbxC6fXFDx+SlvPAlhg4pD83uIcocs6GWBky7vkFA652LLzSBcXN5TKv/PHgeniHXdlxV8q46zpR6ufNEL8494IDq9ABNLl6NKqxAYwzBYfzkAecV82JnpYFlfS6mcty5iMwrxLCwVT0NS4RKVIdaroyjPgYOFLgZaG2KgjQHaGmjU6P8Hw7BZNC97x+OGbyIyKqXjrsi0hSqm9zDD1B7vT7E9tYcZ9jwMQ3R6AZ6EpGJIA03wrY2LXvF4UtrjtGea7PU41RYFFoRUgycQ4n+X/HHVJwEAu7RzcZ/GneVfwhdizUV/0TK76p7SZjlJ1sj4WBXzBPj8lBeehqZBRVEOh+c7oHeF+gkqivJYN9IGq86yhdg832Xhpn8SxtWi6Fh1jrvEiL2f1sPsg5+xMtTE1RW9sPiYJwIScjDzgCv+nNFNKgm7LnjG4XlYGpQU5LBnqm2jZlPl8gVwj84U9UpEVcqbYqStIlrB0dtKv1ZzkVJzi3HVJwFXvBMQmpJX7XGK8hwM69gKMxxrnmJbXVkBs5zMsf95FA69imrywCIhuwg/l1ZB/nZYe5mbUFoXFFgQUoWiEgFWnGGfiOXlONg1xbZJinX98zQCwUlVpxkuc+vLPo3UmqZXzBPgs5NeeB7GBhVH5jtUWZRprK0RjryKFo2/b78TjKEdWkJVqe5zYsJS8vA6IkP0fpBNzZfxGmqq4NwyZ6w664PHIan4/LQXNo/uiEX1CFQTsovw861gAMCaYe0bJYdKfFZhadrsVLyJzBBbeaEgx4F96xYYaMMGE9YtNWvVS1TME+B+UDKueCfgZXgaqkiGKWJpoI6ZDuaY1L1uKbYX9LLA4ZfRcI3KRGBCTpMlEWMYBusu+SOPy0d3cx0sbcIeJ2miwILIBIZh0GbDHdiZ6eDq572adNwzp4iHxcc84PkuC8oKctg7pzsG2TT+U417dKZoCKSiWU7mOFNaPVVbVfGjyaz4IcU8AZae8MTL8HSoKsrjyAKHaieqcjgcbB7TAZP3ugAAknKKsfd5JL4d2r7O1z/+Jkbs/V8zu9Xq8+rKCtg/1x4/3gzCKddY/HSLXY5atlS1NspuSPmlN6TFfRrmhlTCF8IzJhPPwtLwNCQV4ZVW3hhqKouyXfZupw+tWpbzZhgGHjFZuOwVjzsBSWIFwypTUZTDqC5GmOloXu8U20baqhhta4Trvok4/Coav0/vWudz1ccpt1i8ikiHiiI76bYx5201JAosiExYdc4XAJt4ynLjHawdbo2p9qYw1GrcFNSpucWYd8QdIcl50FJRwOEFDnBoghz9AfE5mLbfRWL7nVV9Meqvl6L3L/43sDGb1WQqBxVHFzrA2fL9q1/sW+tidBcj3A5IAgDsfx6JaT1MYdqi6smW75NTyMMV7wSxbXVZZqwgL4efx3eGaQs17LgbgiOvo5GYXYQ/ZtRuOeoZd/aGpKwg3RtSUYkAz8NSkVXIw7PQVLwKT0dBhV4JOQ6bVKpsiKOjkVadbvCxGYW47B2PKz7xH8w30tFICzMdzTCuq4lUU2wv7tMG130TcdMvEetG2DRo6fOqxGYUYvsdtsfpf8NtYGmg0ajXb0gUWJAm9/BtCm76JYpt23U/FL8/DMOQDi0xy8kcfawavkRxTHoB5h5xQ1xmEQw0lXFikSM6GDVukiGGYXDOIw4bSosPlTHSVsGT1QPEltZN6i7dP7SyqqiEDSpeRaRDTUkeRxc4wOkDQUWZdSNs8OBtMngCBly+ENvvhuDfWd1r3YaLXnEo4pXfYC9/3vM9R78fh8PB8v5tYayjijUX/HAvKBkzD7ri0LweNerWj8ssxC+3S29II6RzQ0rILsKsg64SqzcAQF9DCf3bs4FEv3YG0Far23cut5iHO/5JuOKdAPeYzPceq6GsgHFdjTHTwRydTeoWvHyIrakOHNvowj06E8ddYrBuROOVJBcKGay55IfCEgGc2uhiQS+LRrt2Y6DAgjSpkORcfH3Op8p9fCGDe0HJuBeUDDNdVcxwMMfUHqYNUkgrKDEH8494ID2fi9Z6aji5yKnaZYQNJa+Yh2/O+0oUt9o4ygbL+rHLz2YedBVt3z3FrlHb1xSKSgRYfNwDbyIzoK4kj2OLHGvVg2Sup4YFvSxw8CW7que2fxLmOWfUODABql5iat+6/r1Y4+yM0VJTGctOesEnNrt0OaojLPTfn13yf5f8UVgigKOFLhbW44bEFwjxJCQVqy/4VTkEoSjPwZXPe6OTsVadg3q+QIhXEem47J2AB0HJ4PKrnnxcpru5DmY4mmNMI6XYXtKnDdyjM3Ha9R1WDrSCeiMluzv6Jgbu0ZlQU5LH7ql2MrHkVZoosCBNJiOfiyXH2dTY+hpKEsmeKorLLBL1Ygzr1BIzHc1rPAv8Q9yiMrDkuCfyuHx0MNLC8UUOjV4FNDAhB2P+lqz38ejb/rAyZJ9IK863+G3ax/fHqLLCEj4WH/OESxQbVBxf5Fin0tErB7XDJa94ZBWy1Sx/vPkWt77sU+Phg6chqYjNLH+S/0KKOQacLPVw+fNeWHDUHTEZhZj432scmu8A+9ZVL0c95fYOLlEZUFWUx84ptnX6DsRmFOK8Zyz+fRr53uN4AgaZhSV1ukZoch4ue8fjmk8CUvO47z1WR00Rk7qZYoajWaOviBjcoSUs9NQQUzo0M6+nRYNfMzItHzvvsXlWNo3uUG3xtOaseS+WJc1WCV+I5ae8EJ9VhNZ6ajXunuYLGdwJSMbcw+4YuOcZ9j6LRNoH/nC9z8O3KZh3xB15XD4cLXRxbplzowYVDMPg6OvoKoMK1w2DRUFFCV+I30ormgJokhUqjamwhI+FRz3gEpUBDWUFnFhct6ACYCe4flWh5kJwUi7Oe8TV+POVl5iukXIJaytDDVz9ojdsTbWRVcjDrIOuuFs6L6SidxkF2H6HvSGtH2nz3p6Nyrh8AW75J2LOITf02/X0g0FFmflH3BGXKTk8UpWMfC6OvIrG6L9eYvgfL3DgRdR7g4pebfXw18xucNs4GN+P7dgkyyzl5TiilTlHXkWLKqA2FIGQwZqLfuDyhejbTh+zHD/OZeIUWJBGxzAMvrsWAI+YLGgqK+Dw/B7QUWOTO+lrKOGbIZIz94d3agmFSk9O7zIK8eu9EPTa8RgrTnvjdUQ6hLX4w3DRMw7LT3mByxdiSAdDnFjs2KhzFnIKeZh9yA1bbkomvNo/115sMtmMA+UTOR98069R2tdUCrh8LDjiAbfoTGiWBhX1HXqY7dwalhVuxLsfhCKniPfBz0Wk5onKsANsdc2G6Cky0FTGuWXOGNLBEFy+EF+c8cbhV+Vl2YVCBmsv+qOIJ4CzpW6NU1FHpObjl9tv0XP7E6w844NXEeli+1tXGO4bWSGvRsV/B313PkUxr+qCXly+AHcDkrDkuAectj3GT7feVlkQr+LP+cWAtni+dgDOLHXGODvjJq+HMcXeFNqqiojJKMTj4JQGvdaBF1Hwic2GprICfp1s+9HW86HAgjS6w6+iccEzHnIc4O9Z3STW368abIWxlZIZvQpPx5sNg/C/EdZifwwBtsv2dkASZh9yw6A9z7DveSTS89/fi3HwRRTWXvKHQMhgcndT7Jtj36BFoirzjs2C3U8P8CYyQ2LfhK7GGN6p/I98YnYRvGOzAbAFrz6GBDrVyefyseCoO9xjyoMKaWSpVJSXw/qR5ZPzMgtKqlzKW1nlKqanljjVuy3VUVNSwP65PTDXuTUYBvj51lv8eCMIAiGDY29i4B7DjsnvmvL+YbBingBXvOMxbZ8Lhvz2HAdfRiOzUsZK65aa+G92dyiVJtTqbKKFPdPK5+x0NtHCrgpZRW023wNTWnucYRj4xGbhu2sBcPzlMT4vTavOFzJQVpBD5abJcdicHwfm2sNl/SD8b4SN1NOa14eakoIowdyhCsGctIUm5+H30l7H78d2hLGO7BVBkxaaY0Ea1dPQVGwrXWK1aXRHDLCWTDLE4bAJqWIzC+FXugqioESADZcDcHiBA5b3awuXqAycdY/F/aBksTLLMRmF2HE3BHsehGJ4p1aY5WSOnpZ6oicDhmHw671Q7HvOdgUv7dsGG0Y2TllrgH3yPPgyCttLa1lUZqCpjB/HdRLb1mvHE9Hrh9/2b9D2NaW8Yh4WHPWA17ssaKoo4ORiJ3Q105Ha+Yd2bAmnNrpwi2ZXJBx/E4OZjmbVJpbKLebhsne82LaGvhnIy3Hw0/hOMNNVxbY7ITj2JgZvItMRlsLmj9g4qvox+beJuTjnEYurPgnIK646H4S+hjJWD2uPSd1NsOyEF8JT89FSSxmH5jlITJac2sMMbtGZuOTF/g46/XAfKwZa4bJ3vFiWTU0VBSjKy6GEL0R+hUmgJjqqmO5ghqk9TGGkLds30fk9LXDwRRTcozPhH58NW1MdqZ6fJxDi2wtsVeTBNoaYYv9xD2VSYEEaTURqHlad8YGQAWY4mGFRb4tqj1VRlMfBefYY/dcr0RyKxyGp+OdJOFYOaofeVvrobaWPjHwuLnvH45x7HKLSy//Y8QQMbvkn4ZZ/Etroq2OmoxkmdjPF7vuhOO/Jjq+vG2GD5f0tG607MrOgBIuPe8CntPehzBxnc5x2iwXDANsndhENCwHAs9DyFSKzncwbbdZ6Y8sr5mH+EXd4x2ZDS0UBp5Y4Sf2PO5s0qyPG/vMKDMPO1/npVjCOL3So8jtw0TNeLLNkbRNi1aedy/q1hZG2Kr457ysKKjoYaWF2pdTt+Vw+bvol4px7LPzic0TbFeU5YgG3soIclva1xPIBbaGhrIAfbwSJspcemudQbQ6HLeM6iQKLwhKBqBCfqqI8WmmrgCcQIj2fKwpkFOU5GNqxJWY4NM4ScWlppa2CsXbGuOqTgMOvovHnDOn+v/73aQSCEtkigtsndfloh0DKfJx/pYjMySooweLSlReObXTx0/jOH/zHZaipguMLHcUSQu1+EAbrVloYWprfX09DGcv6tcXSvpZwi87EOfdY3AlMFivLHJ1egG13QrDtTnkvwY5JXTCjESdOuUVlYPoBV4ntT1b3x+LjnmAYYHJ3U7G6BQzDYMFRD9H7rRM6N0pbG1tuaVDhE5sNbVVFnFrsJLVqpJV1NtHGxG4momRXL8LYOheVM6sKhQxOVJq0KY1aI7Ux1s4YN/wS8fAtO+4fkZqH6PQCtNFXh198Ds65x+KmX6IogZWiPAe9rfSRW8RDYGIuADawmNjNBGuHW4t6W065vsOx0iyif0zvWuXv+nVEBr694It7gclVtk1PQwnRFQJ5SwN1zHAww6TuptCvQ4ptWbC4Txtc9UnAbf8krBthI7XeqcCEHPzzJAIA8NP4To2e9K8pUGBBGhxPIMTnp73wLqMQpi1UsW+OPZQUaja9p6OxFg7Mtceyk16ibUtPeOLBN/3E5hpwOBw4W+rB2VIPPxSU4IpPAs65x0qkIC5z4GUU8rl8TOpuCt0GrAoqEDL450kEfn8UJrZ9oLUBDs7rge13QxCdXoCWWsr4fmxHsWN2lj4dAsB/s7t/lE85OUU8zDviDr84Nqg4vcSpwVOUrx1ujTsBSaLqmz/fCkYfKwOx7+SzMPFS36O61L9gWG1FpObjeVia6D1PwGDQnucSx1nqq2OagxmEDIOjr2NEPXyOFrrYNLoD7CoMJ70KT8cPN9gS62uHW2NEZyPRvsg08X8rZcGXhZ4adNSUxJKzxWcVQVlBDqNtjTDDwRwOFvVLsS0LOptow9lSF65RbMKsDSM71PucXL4Aqy/4gS9kMLJzq0YPTpsKBRakQTEMgx9uBME1KhPqSvI4PN+h1jfyYZ1aYf1IG+yoMC9h2O8v4LN5aJWlwluoK2FxnzZY1NsC94NSsPyUl8QxUWkF2Ho7GDvvhWJkl1aY5WgOxza6Uv3jmJpXjHmH2fTgFe2b0x0jOhvBPTpTVI59xyRbsZn4xTwB9j4rXxI4qosRPjY5RTzMO+wGv/gc6KixPRWNUffESFsVS/ta4u/Sp8jo9AIcfxODpf3K620cqzRpc8/Urg3erorKliWW8IVQU5KHfesWYqtTALYnYoaDGXgCBltvvxV9z1rrqWHDSBsM79RK7PsckZqPz097QSBkMKmbCb4Y0BbZhSW46ZeIy94JYoEDAAzr2BIMgPCUPIl9APBs7QCZnztRW0v6WMI1KhNn3GKxalC7eg89/vkoHKEpedBTV8LWCR/upf1YUGBBGtQJl3c44xYLDocdo7ZuVbcVDZ/1s0REar5ovBcAuv38EOG/jIRiNaWiE7KL8GtpIhpFeQ4mdDVBQEKO2I2+RCDEdd9EXPdNRFsDdcx0NMcUe1OxeQ518So8HXMOu0lsd984GIZaKigs4WPtJT8wDDCthykGVqqUOeHf16LXT9cMqFdbZFFOIQ9zj7jBPz4HLdQUcXqJMzoaN1769M/6t8VZ9zjR6qG/HodjQjcTGGgqIzItHy8q9BRwOKhXVdS6+PVeiOhmXlgikAgqALYo1/4XUXgSws7D0VJRwKrB7TC3Z2uJJZxZpfN78or5sDPTweAOLfHFaW88Dk5FiYDtuZGX44jlcXgSwq70AMpTbGurKooC3p7bnyB6+6iP6mY5yMYQbfTVEZ1egIuecVjQu+7VZ31is0STxH+Z2LlOVVibKwosSIN5GZ6Gn26xORrWj7DB4A51rxDK4XDwy8TOiM0oFKsz0G7T3Sr/uIWl5GHuYTek5HJhoqOKk4sdYWmgAYZh4BuXjXPucbjhlyhW/yGyQi/GaFu2imJtu3j5AiH2PAwT620AgDG2RvhzRjdRtsed90LxLqMQRtoq+G6M+BBIbEahKPhpa6CONrVIhNQcZBeWYM5hNwQm5EJXXQmnlzg1ek0WDWUFrBnWHutLa7LkcfnYfT8Uv06xxYlKVUxvrGicsvRCIYPXken4+dZb0YRNAFBTksdYW2PMcDSDrakOvj7vi5t+iTjrzk5C5nDYVQ1fDW5XZQ9eWTK6sqEdv7hsrDjjLdrf0UgLPdvqoZgnwOnSqrkAO7m1u7kOZjiYY7StkejpvYQvFOXY6LH1Ebw2D5X+L6OJyJUmzNp8LRBHXsdgbk+LOhV4K+YJsPqiH4QMu3y84pDTp4ACC9IgotLyseK0tyhPxLJ+9S/rrKwgj31z7TH6r5dIyikWbR/+xws8+KZ8GabXuywsOuaBnCIe2hlq4ORiJ9Gsdw6Hg27mLdDNvAW+G9MB130TcdY9ViypT4lAiKs+Cbjqk4B2hhqY6WiOyd1NP1h8KSmnCNP3u4qlfwaAowsdMLDCslrXqAzR5Lkdk20lSk332/VU9Pr2qr41/O00D9mFJZh9yA1BiWxQcWapE2xaNW5QUWZqDzMcexMjCuIueMVhQjcTsV4xAA02kbRMSm4xLnrG4bxnnESlz20Tu2BcV2NoKCuAyxfg0MsoPAsRryXT1kAD60bYVNmrkpJbDKdtjyW262soY4ytEbRVFeEbl40jr6PBVMotd//rflX2MG4e0xFPQ1MRlVaAjIIS/O+SH3Z+RHVrJnc3wZ4HoYjNLMTDtykY0bn282t23w9FVFoBDDWVsWXcxznp+n0oQRaRupxCHpYc90RuMR/dzXWwbZL0xhZ11ZVwYpGj2LawlHxsuso+eT4LTcWcQ27IKeKhm7kOLi7vWe1SOk0VRcxxbo3bq/ri5so+mOloDvVKf5zDU/Px0623cPjlEb497wvPmExRoqCKnoSkoOf2JxJBhdd3Q8SCigIuOwQCADMdzdC/vYHY8feDymfhL+3bplGTdjW0rIISzDrIBhV66ko4u9S5yYIKgO363ziqfIIew7BF3iqWCV89VDILrDTwBUI8Dk7BkuOe6LXjCXY/CJMIKtw2DsYsJ/Y7eds/CUN+e47td0OQx+Wjk7EW5jq3hpKCHCJS8zHjoKtoWKeYJ8B13wTMO+IuEVSMsTXC92M6YkJXY9zyT8Sfj8PxPCwNDMOm2C7T20rvvcOWjyvkU7ngGS8RjDVnakoKomW9h19F1frz7tGZOFw6d+rXybZ1rgbbnFGPBZEqvkCIFWe8EZVeABMdVeyf20PqKXvbtdTEsYUOYksxT7vFIjq9AO7RmeALGfRvb4C9c7rXuEJiF1NtbDftgu9Gd2C7mT3iRMm5ALYX44pPAq74JKB9S7YXY1I3U6gpy2PbnWAcfR0jdr6Zjmb4ZUIXiXX8O+6GIC6zCCY6qmI3NYCd6PpZhdUvlfc3Z5kFbE9FcFIu9DWUcGaps0xkEO3X3gD92xuIrb6oaOUgK6leLz6rEBc84nDBMx7JueW9bg4WbC/agRfsjez36XZoqaUCn9gsbL0dDK93WQCAllrKWDvcBpO6mUBOjoPxXY2x5IQn/OKy0WPrIzha6CI4KVeiWqmFnhoW9WmD2/5JouFJgE3INtXeFNN6mMFCXx0W62/X6OfgcDgI+XkEbDbfAwCsueiHDkaa6GTc8JNvG8O8nhY48CIKHjFZ8I3LrnGitgIuH2suVj936lNBgQWRqq23g/EqIh2qivI4OK8HDDQbZsLSAGtD/DC2o1idjbL02OPsjLF7ql2Nl7RWpK6sgBmO5pjhaI6gxBycc4/DNZ8EsT/UYSn52HLzbZU1PgDg7FJn9GwrWZb7TUQ6Trqyqw1+nWwLzUpDIBXPd3h+j49mUlxGPhezD7khJDkP+hrKOLvUCe1kIKgos2l0B7wMT0PlMjMdjLSk8v+ghM/2Tpz1iMPL8DTRkEMLNUVM7s5W9Wytpy6asDu0Y0v0aK2LL8/64KZfIgA2IdVn/S2xrJ+lWLBsqKmCfu0McKP0uIrzjyrKLCjB99fZZaZyHPbfz3QHMwyyMax28vOHqCjK4+X/BqLvTnbobvRfr+D7/dB6T3yWBS212IRZV7zZhFl/1zA52o67IYjNLIRxFXOnPiUUWBCpOe1Wnnjn9+ldG3yW/4JeFghPzceZChPOAHZ9fl2Ciso6GWvj5wna2DDKBrf9k3DOI0705Fidl/8bWGXK5XwuH2sv+QNgM232aacvtr+whC/63QGo10RXWZKez8Xsg24ITcmDgaYyzi51FlVslRXtW2pihqO5xPfo+CKHep03Or0A5zxicdkrHun55bU6elvpYYaDOYZ1ainqzfvzUTiCEnOhIMeBtqoiBv/2HCV8ITgcYEp3U6wZbo2WpYmVcot5uOOfhMve8fCIef/3sUxuMV+UYnuKvanUkj+Z6arh+CJHzD/iDgDo+tNDRG0b1Wwybr7P4j5tcMU7AXcCkrB+pA1MPvA7e13hwWHnFDuJuVOfEgosiFS8iUzHD9crJt5p+IRCDAOJCWcAW43x7U/DazwM8iFqSgqY2sMMU3uYISA+B2P/kSxxXmbwnucY19UYs5zM0c1MR/TEu+1OMBKyi2DaQrXKxDsj/ijPLvpq3UCptLuppedzMeugK8JS8mGoqYyzy5zR1kC2gooyk7qZSAQWFbO31lQxT4B7gck46x4rqkkClA85THcwkyjAFZSYgz8eswnU+EJGNF+hV1s9bBrdAZ2MtcEXCPEsNBWXvRPwICgZ3NK2yXGA3lb6mGJvCi0VRSw85oHKRnVphemlKbbrssLhQ/q3N8A3Q9qLksC13XQH0dtHS/06ja2TsTZ6tdXDm8gMHH8T896hybxiHv73ngeHTw0FFqTeYtIL8MVpb/CFDMZ3NcYXA9o2+DVL+EKsvugn6iqurOP396X+5BSTXoDpFcqXV9kugRCXvNjJbDatNDHbyRx6Gsqim9bOKbYSSXciUvNFkz67mGjDtEXVRaaak7Q8NqgoK3J1dqkzLGU0qACA2wFJEtu23wnBv7O71+jzocl5OOvOFgArK8cux2FvujMczasdcijhCzH6L/FA1dJAHRtHdsDgDoYIS8nHtjvBuOaTgNS88oq97Qw1MNneFAOtDfEmMh17n0VKJGIDgNFdjPDXzG4NElBU9NWQdngZngbPd1lgGGDZCU8cmNejQa/ZGJb0bYM3kRk46xaLVYPbQaOahFlbb7EPDua6alLJ2NncUWBB6iW3mIclJzyRXciDnZkOfp1s2+BzAwpL+Fh+yhsvwtKgKM/Bnmld0cVEGwN3PxM7zub7ewjbOlIq17zhl4hVZ33EtmmqKODN+kFIyeXinHssLnvHI6uQJ9ofkpyHzaW9OABgZ6aDnpaScy+G/FaepvnS5z2l0t6mNvOgKyJS89FKSwVnlznLdC6OfC4fFz0lVzXcDkjC3KgMOFfx/wxgv4e3/JJw1iNWrLCciY4qpvVgq3q+b8ghJDlXrKcKYIt+jejcCrf9kzDm71diy6BbqClifFcTTOpuggKuAOc9YvHbw7Aqe1aGdGiJxyEpuB2QBC5fgL9mdpNaD151Ln3eSzT588HbFBx7HV2vBFOyYEB7Q1gaqCMqrQAXPOKwqI/kz/M0JBXnPePA4QC7qnhw+BTRb4DUmUDIYNVZH9EN5OBc+wZfHplVUIKFxzzgG5cNVUU2r0XZks0zS5ww61B5tssSvhDzjrhLLE+tjWKeAOsu++O6r3jPyNdD2uGrwe3A4XCgqaKI78Z0xNoR1rgflIJz7rGiiaQV+cVlY/RfrzDTyRwTuhpDU0VRNOkOAFYNbif1FTRNJSI1H0baKji71BkWMhxUAMAV73ixct8Vbbn5Fre+7CP2xB8Qn4OzHrG44Zso+pyCHAdDOrTEDEcz9G1n8N4egtS8Yvz+MEyU4AoADDXZcuYP36bg51tvRRkvFeU5GGRjiMndTdHFVBvXfRPx1TlfsQJgHYy0oKEsL5pv8evkLpjuYI47AUn4+rwvHgWnYsYBVxye79Bgk6nLhP8yEu023QUA/HjzLbqYasO+tW6DXrMhyclxsLhPG2y6Gogjr6Mxv5d4wqycQh7WX2GHQBb1bgOnaoLQTw0FFqTOtt8JxrNQtvTywXk9GrxqX1JOEeYddkd4aj501BRxZIEDupu3EO3vZaWPbRO7YGNpTguArV75+8MwfFOHfAQRqXkY8tsLie23V/WpclmdsoI8xtkZY5ydMaLTC/D5KS+J7um3SbnYfC0QP90MwqRupqIS7gDwzZB2tW6jrDLWZnsqKs8nkDVCISM2aRYAbFppiv6/BSfl4rxHHMbYGeG6L1uevGIvgoWeGqY7mGOyvQkMNd///S/mCXD4VTT+exohlisDALh8IdZdLv/e2pnpYHJ3E4zqYoSAhBycd48TDTcCgLqSPMZ1ZWuFCBlGVDl3WT9LTHdgczCM6mKEllrKWHLcE/7xOZj432scW+jYoJNnFeXl4L5xMBxL82dM3usC902DP/i7kWWTupli9/1QxGcV4UFQMkZWqNvz480gpORyYWmgjrXDrZuwlbKFAgtSJ+c9YnGoNK3vnqlVl16Wpsi0fMw77I6E7CK00lLBycWOVS5ZnOVkjojUfFFxLwD483E4Ohhp1WpC6UXPONEqjjImOqp4+G2/GnUp66orIbt0WMRIWwVWhhpi9R54AkYsqBjdxQgFJYJqx3BlXXKFTKgAcG5ZT5jryf5ckVcR6YhKK3/6V1WUx0/jO2Pa/vK5NBuvBogFq0rychjRuRVmOJrBuY3eB+fxCIUMbvglYue9ECRW+j2VySnioZWWCiZ2N8Hk7iZQVVLARc84jP/nNRKyyxNndTPXwcwKKbYTsosw/p/XKOELMaRDS6wbYSN2XvvWurjyRW8sOOqOdxmFmLz3DQ7O6wHHNg3Xi2CopYKLy3ti6j72d+j4y+P31vSRdapK8pjj3Bp/P4nAoVfRosDiflAyrvokQI4D7Jlq91Els6uv5vlXjDQp9+hMfHctEAA7JDDatmHz4AfE52D+UXdkFpTAUl8dJxY7vneC46bRHRCVno9noeVJj5af8sLdr/p+sCZFAZePb8774sHbFPFzjuogVv3yQ36+9RbJucWw0FPD3a/6QVVJHrEZhTjvGYsLnvGi0tZlbgck4cHbZEyxN8Usx9YNHqhJU1JOEWaWPjGXaQ5BBQAcr9RbcXVFL7Ss5um6naEGZjiaY1I3kyprclTFIyYTW2+9hV98TrXHTOpmgkndTeHQpgWehqRi6+1gUTZMANBWVcSk7iaY4WAulg2zgMvHkuOeSM/nwqaVJv6c0bXKIZg2+uq48nkvLDnhCZ/YbMw55IY90+wwtgFLeDtY6OL7MR1FybjabbqLmB3Nd6XI3J6tsf95FLzeZcE7NgutddVE2X4/698W3Sr0nBIKLEgtxWUWYvkpL/AEDEZ3McKqQQ3bff8mIh1LT3iioESALibaOLbQ4YNVAuXlOPh7ZjeM/+c1oiqMRY/88yW8Nw+ttmx7cFIuRv75UmL7o2/7wcqw5gmdHgen4JJXPDgcYPdUO1ENB3M9NawdboOvh7QXjUNXxBMwOOseh7Pucehioo2ZjuaiOhGyKjG7CDMPuooKXDUn7zIK8CRUvO7Gv08jcT8wucrj987pXuPvwbuMAmy7E4z7QSnvPS5wy3Ck5XFxziMWX5/3Ect30dNSDzMczTC8UyuJp2GBkMFX53xLM5kq4/ACh/dOGtTTYFfmfHXOB/eDUvDlWR8kZBfhs36WDTbZelGfNngTmY5HwezveNo+F1xY3jwnJxtqqmBcV2Nc8orH4ZfRYMAgPb8E1i018fVHNIQpLc2zb4o0ifzSJ6TMghJ0NtHC7ql2DZoI515gEhYc9UBBiQC92urhzFKnGpce1lRRxPFFjqj8N7P7zw8lZtEzDINTru8kggqbVpoI+XlErYKKnEIeNpRWzFzSpw16WEh2OUemlVeuNG2hilWD26FVpfkpAQk52Hg1AF23PMDGqwEITKj+ibepJGQXYcYBNqgwbSGdhEuN6YTLO4k8KDf9ElEiEKKziRaUKyVZ++lWcJV1YirKKeRh0TEP9N/1TCKoqLgyRktFAT+O7Yglxz0wcPcz7H8ehfT8EuhrKOPzAW3xbM0AnF3mjPFdTarsYv/1XggeBadASUEOB+fZfzB5E8Bmyvxvtj0Wla7U2HE3BJuvB4IvqH2+jpo6NL88yZh7TCb+fhzeYNdqaItLV4TcDkjCnYBkKMhxsGea3Ucz4VqaZPdRiMgUgZDB1+d8EJqSB0NNZRyc16PKaorSctY9FpuuBkDIACM6tcIfM7rWegzTTFcNFz4rH+st0/678lLrecU8fHHaW2z+AwD8MrEzZju1rnW7t9wMQmoeO5lr9bCqJ3NVXGL4dM0AKMrLYdUgKzwPS8NZ91jREx7AJkw64xaLM26xsDXVxixHc4y1M27yJW3xWYWYedAVcZlFMNNVxbllPdF7x5MmbVNNCYQM7gUmi0p/l9FQVsD4rsaY6WiOzibayC4sQf9dz0R5KV6EpeFJSGqVWVHT8riYccAFkRXma5SZ7WSOSd1NATCYvJf9LuYW8/FjaQr3muS7qOi8R6yopsjuqXa16oaXl+Pg+7EdYdJCFVtvv8Up11gkZRfj71kNtxw1ctsotN14BwCw52EY7Mx00K9S8b3moIORFqxbaiI0hZ3Yu2KgFTqbNJ8hy8ZEgQWpkV33Q/EoOBVKCnI4MK8HjLQb5gmVYYD/nkVg571QAMAMBzP8MrFLnRP8OFjoYs9UO6y+6Ce2feDuZ/h7Zvcqs2g+WzOgTkskHwQl40rpZK7d1UzmulBhwua6ETaim4iCvBwGd2iJwR1aIimnCBc943HeI05s4p5/fA784wOw6VogZjiYYZaTeZMUfYrLZIOK+Cw2IdC5Zc5SSxHdkBKzi3DBMw4XPePFfq9l3DcNFru56qgp4ctBVth6O1i07edbb9G3nQGUFOTAEwjxLDQNn5/yEq3WKKMgx8GfM7phcAdDCIQMLnrGiQKJMjXNd1GRa1QGNl1l5zd9NbgdxtVxnsTiPm1goqOCr8754nFIKqbvd8XhBQ2T0EpejgOfzUPR7eeHAIB5R9zxat3AZpcIjmEYsd7GBb0smq4xMo4CC/JBl73ise95JAA2AUxNK/3VRUZBiSio+GJAW6wdbl3vMeDJ9qaISMvH3meRom0xGYUSQYWjhS5OLnGsU9dmVkEJNpb+wV/az1JsGWwZoZARpf0FgM+ryVBqpM0Oj6wYaIWX4WwvRsVudYGQwWm3WJx2i4WdmQ5mO5pjjJ1RgydAAtigYsYBVyRkF6G1HhtUNFSQKQ08gRBPQlJxzj0Wz8MkC42V8d48tMrf37yeFjjp+k40hyQmoxBrLvpBT0NJoqItAFgZauD0EicYairDLz4HP94Iwk2/RLHlpb2t9LCsX9tap9iOSS/A8tIgZoytUb3H9kd0NsKZpSpYesITAQk5mPjvm3qd731aqCvh1pd9MOZv9t9cn1+fIuTnEc1qJcVl7wSxAPKydzyW9K35hO5PCQUW5L283mWJ5gysHGiF8V1NGuQ6vErjvN+N7iDVf7Rrh1kjMjVfYrVHmd+n22FiN9M6n/+HG0FIz+fCylAD3wypOmfGV+d9Ra8vfPbhSWzychwMsDbEAGtDpOYW46JXPM55xCIus/xp2y8uG35x2Vh/xR+znVpjlpP5B1e+1FXFoKKNvjrOLnVGK23ZzE/wLqMA5zzicMlLfAWOs6UuzHXVcKFSps3qJvQqKchhw0gbLD/lLdp2o4o08oNsDPHnjK4QCoGrPvE45xFXZYrt3VPtMMW+9t+znEIeFh33EGW43T3VTiqTLu1bt8CVz3thwVF3xDTwBNzOJtrYOcVWFFzbbL4nGpKUdUk5Rdhyk82ia66rhtjMQhx9HYMFvSyg0EyX0TYkCixItRKyi/DZSU+UCIQY3qklvq1DkqmaKOYJsPyUl+j9nql2mFyHP77vIyfHwbyeFlUGFnum1i+ouBeYhBt+iZCX41S7nj2nkCdW16S2eQQMtVSwYqAVPu/flq1d4B4rVt9CyAAnXd/hpOs7NteBoznG2hpLbR5MbEYhZhxwQWJOMSz11XFGBoMKLl9QZeZTfQ0lTLE3w3QHM7TRV8eS455inzu2sOoqpkUlAjx4m4zL3gnVXnO0rRHWj7BBQnYRNl8LxJ3AZNHkYGUFOQywNhD1Nk3vYVanoIInEGLFGW9EpRXAWFsFB+dJN8Othb46rnzRG0uOe8C7NDX56wjJzLHSMK2HGdyiMnHZmw3shv3+Ag+/7d8g15IWhmF7GvOK+ehqpoPTS5zQd+dTJGQX4X5QSoMvt2+OKLAgVSpfI1+CDkZa+G1a1wZZAZJTxMPS456Izyp/Cpd2UCEUMtj7PBK77odWuX/1RT84ttGtstz5h2Tkc0Vj3p/1s4RdNcNEvXY8Fr32/G5Ira9TRk6Ogz7t9NGnnT625HNx2SseZ9xjxZZ7+sRmwyc2G+sv+2Ouc2vMdDKHTau692K8yyjAjAOuSMophqUB21PRsoGzrNZGRGoezrrH4UqFWi0cDtCvnQFmOpphcIeWorkssRmFeBwiHlwOsDYUvWYYBh4xWbjsFY87AUnIqybVN8DOcVBVkse8I+5iKbZtWmlipqM5JnQ1EVX8NNZWwaYxtS9OxTAMfrwRhFcR6VBTkseh+Q4NksVSV10JZ5Y6w2bzPdG2vc8isby/9Jej7plmh0fBKcgp4iE8lS2y9r7KoU3trHscXoanQ1lBDnum2UFdWQFznFvjr8fhOPQqigKLKlBgQSQIhQy+vVC2Rl4Jh+b3aJBVCKl5xZh/xAPBSeUpkvU1apZ4qKYy8rmYfcitym7pivrufIqgLcNr/XN+fyMIGQUlaN9SA19VM+btH58tGmMfYG0A/Roumf0QfQ1lfNa/LZb1s4RrVCbOuseKddMLGeC4yzscd3mH7uY6mOXUGmNsjWr1tBuTzgYVybnFaFsaVDR06vaaKCoR4HZAEs65x8LzXZZou5G2Cqb2MMO0HqZVTg486RojtsR0lhOb/jo2oxCXveNxxSdebKjpff6ssHSSTbFtjBkO5rA11QaHw4FLZIYoXfiOybbQUlGs9c957E0MTrvFgsMB/pzRDR2NG2aYC4DE9+LXeyGIyyrET+M6Sb273/f7oWizgV0pcuBFFLqbt6hVZtzGEpdZiF9us5Nu1w63RtvSCr1znVtj37NI+MRmw+tdFuxbU4KsiiiwIBJ+fxSG+0EpUJKXw/65NVsjX1uxGYWYc9gNsZmF0NdQxnejO+DrCnMQpME1KgMzKmWEBAC3jYPhHp2JLytVK+30Q+1Krd/yT8Rt/6TSIZCu1U76HPfPa9Hrw/Or7navDw6Hg55t9dCzrR5+HNcJV7zjccYtViw5mHdsNrxjs7Hmoh8W9LLALCdztK8iJXpF0ekFmHHABSm57NyRM0udqnxa9ozJxJRKS3pXnfXBl4Osqky7Xh9BiTk45x6Ha74JyCtmexPk5dhCXTMdzdC/vWG1EyILS/g47xEntq2DkRam7nsjKuAFsMtOOxhpIjQ5D7nF1fdYlPl1cheMsRVfAlzA5WPtJXYl0kxH8zotr3wamoqfSzNXbhhpg6EdJZe5NiQOBzjjFouk7CL8M6u7VB8uOBwOArcMR+cf7gNgM+M+Xt1fdOOWBUIhg7WX/FBQIoCjha4o/wcAGGgqY0I3Y1zwjMfhV1Gwb23fhC2VPRRYEDHXfRPw95MIAMD2SV0apDJhcFIu5h1xR1oeF+a6aji52BHFPOkl6REIGfz5KAx/lf4cZcbZGeP36Wza47F2xohMy8cfj8QT9lhuvFOj1MPp+Vx8X1oSfcWAttWm4D7hEiN6/ePYjnVeNltTuupKWNLXEov7tIHnuyycdYvFFR/xOQLH3sTg2JsY2LdugVmObN2Jyk+rkWn5mHnAFal5XLQz1MCZpc4SlTEPvIjEtjshVbbjhl8ibvglYoC1AZb0sURvK706d6nnFfNwwy8R5z3i4F8hNbaZripmOJhjir1pjYZmrvokSAQKm0tT08txgN5W+hhsY4jgpDxc9o6XWEJalVZaKhhrZyyxomT73WDEZxXBREcVm0bXvps/LCUPX57xgZABpvUwxdJGXn3Q20oPc50t8NU5HzwNTcP0Ay44Mt9Bqr1VGsoKePRtP1Ghv8F7ntep17ChHHeJgWtUJlQV5bFrqq3EA8fiPpa44BmPe4HJiMssrNNQ6sdKNv4PEpngG5ctKrz1WX9Lqc91ANjaCYuOeSCvmA+bVpo4scgRhloqCP3AUEVNpeYWY+p+F4kU00cXOmBghbF0gB0jj0wrEJtUCQAzD7ji7DLnaq/BMAw2XwtEZkEJbFppYmU1ac0FQkYUfADAggpPPA2Nw+HAwUIXDha6+GFsJ1z1icdpt1iEp5avw/d6lwWvd1lYfdEPC3tbYJajOdq11EREaj5mHWSDivYt2aCibPiGLxBizmE3uEZl1qgdz0LT8Cw0DTatNLG4TxuM62pco+W8DMPAJy4b59xjccs/CYWlQ0mK8hwM79QKMxzM0avthwuAlQlJzhXNhamonaEGJtubYnQXI9wLTMZvD8Oq7aVwttTFWDtj7LgTIpp7kZxbjH3PIvFthWRor8LTcco1FgCwc4ptrVOyZ+RzseiYB/K5fDi10cXWCV2aZOXEiM6tcHaZM5Yc90RgQi4m/vcGxxY6SLUXyspQE//N7o4vTrOrbjr9cF8mVopEpeXj13ts0LxxlE2VVXqtW2mibzt9vAxPx9HXMfh+bMfGbqbMosCCAGCrUy474YkSvhCDbQzxv+E2H/5QLT0OTsEXp73B5QvhYNECh+Y7QFu19uPO1XkZnoa5h90ltnt+N6TKeQ0cDge7ptgiMjUfbyvM83CJysCu+yFYW83v4KZ/Eu4Glqf0VVKoevz5s5Plqw+ur+hd2x9HarTVFLGgdxvM72UBn7hsnHWLxUUv8eWWR1/H4OjrGLRQUxRNgLRppYnTS9g06un5XPTY+qjK83cz18G5Zc6w/q584l/ZkrwyIcl5WHvJH7/eC8X8nq0x27l1lUs8swtLcNUnAefc40QZDgGgrYE6ZjqyGSyrWxpaWXo+Fzd8E3HZO16s1HmZmyv7oLOJFu4GJmPKvjdIyeVKHKOvoYwp9qaiFSUAm8StrAgfAOx/EYWpPcxgpquGvGIe1l1mg/O5zq3R20q/Rm0tw+UL8NlJL8RnsXlC9s2xr/b71Ri6m7fA1S96YcFRD0SnF2Dy3jc4MK8H/s/eVYc3db7tO153dzcqUIVixd19DGdjMLYxxtyV/QbzAROcbdhguDu0QFsqUOruLmnTxs/3x0kOSeNtmX3c18VVGk+ac97nfZ5bBvrY9tlzTAxzxvLB3lQiccynl3tFcO4tJFICGw5ngi+SYrCfrVYH3pVDfXCzoBEHU8qxbox/j3g0/0U8KSyeAF1CCZ7Zm4r6dgECHc3x7YIBfd6yP3KvEq8duQ+JlMCoIAf88FRkn0khxRIp/ncuF7/cVLZoXhDrgU+nh2rd1RqxGNi9LAbDNl1VGsdsuVqEYGcLTA5Xdjasb+fjvePkorJ2pJ9G58umDgFlzc1h0jWqRf5K0Gg0RHpYI9LDGu9OCcHxjGr8dqdMidgqLyoAkn9wObdeydRLEevHBOCFkX5qd5dHVsdjxZ4UanQR62WD8uZO1HL5+PJiPn64WohZUW5YPtgbvvamuFvSjAPJ5SpyzUnhzlgQ64FoT2u9drECsQSXc+pxNK0S1/IaNI4zPp7WDxKCQPiHFyiuhiISAu0xP8YDo4JVLbbnx7hjT1Ip1f0RiKX4/GwutiyMxGdnclDVStqcvzHBsOKcIAi8eeQBUstaYG7ExI4lMXqnqD5OeNqa4sjqeDyzNxX3ylqwaMddbJ4T0aeeNu9NCcHVvHqUNPLQ2CHA63/cx/9mh/fZ4xuC7TeLkVbeCjMOE1/M1p6HNMzfDv4OZiio78DB5AqDEpD/y3hSWPw/B0EQ2PBHJh5UtcHGlFSA9HWa5vabxZQt8sxIV/xvVrjOPAR9Ud3ahak/JKKxQ3m3uf+ZgRjkq9+uysHCCEdWx2PSd8pOnGt/T4eXrSmVB0AQBN7+MwutnSKEOFvg+RF+Gh8z+tNHu/u7b43S9+38ZbAwYmHRQE88HeeBB1Vt+PBkNu4pqCsAkpPwZ7qqh8PvK+MQr2Mnbm9Opmk+/3saruU1ILWsGR9O7QcLYxZ+uVmMrCoulYHSHcHOFlgQ645p/V316mjJxyZH0ypxMrOGyvYAgAh3Kwz0tsFPsmwNOd5VGFHJYWXCwtJ4L8yNdtdqsc1k0PHWxGAs251CXXb6QQ08zuVifzJJDt00O8JgrsDWa0U4ml4FBp2GbQuj4OfwzyEy2piy8dvKOKw/lIEzD2rx0oEMVLZ0YU2Cb5+NLa68MpxSihxMrUCst81jGcdqQ0FdO768SEqE35scopO4TqPRsHKoN14/8gC7EkuwbPATwyzgSbrp/3t8d7kQp+/XgMWgYdvCyD4lIBEEgU3nc6miYsUQb2yeHdFnRcWV3DrEf35FqahgynIJ9C0q5OjnYomfFqkyuyd/f4t6/GMZVbiYXQcWgxyBaHofqaXNlKRxYpgTrEz+/l2nJtBoNHCYDJQ2qoZnqcPKId5w1NMYy5TDxC+LozEnyg1SglzMC+s78Oq4II2y4iWDPHH8+cFYPMhLZ1FR1dqFLVcLMeqr65i5NQm/3ilHW5cIThZGWJ3gi0vrh+k1ghrgYYXdy2Jw750xWDc6QK/cjoRAewz1Vy6u5JbxS+O9DB4VnMuqoXxWPpjaD0P8DRuh/BUwYjHww4JIPCvblW86n4e3/nzQZ+moNBoNuR+Pp35/5XAmHlb/dam+YokUrxzOhFAsxYhAe8yJ1q+omdbfFbambFS38XE2q/Yxv8p/B550LP4f4/T9GsrA55PpoYjrw7mpRErgnWNZ2J9M7khfHRfYZ7sboViKj049pAhycjwz1BtvTQzu8XOM6+eE18cHUaQtOaI/uYSbr43ABydI6d9Lo/y12mYrSi9/WBDZo9fyVyG3lquUtqoL22+VYPutEsR622BhnAfGhzppJWOyGHR8MTscNBpwKLWSUhzJYWnMQpdIQo0/9twuw9msWiyJJ8mk3UcBPIEYZ7NqcTStEreLm6gCzpjFwIRQJ8yMdMMgX1tqlFfbxlfpVsgxOdwZ70/pp6J20Qc0Gg1vTQzGxO9uqkSvvzZefaqtJjyobKOk1kvjvbBooOGpun8V6HTyfbtaGePDkw+xP7kCNW18/PBUZJ90Oo1YDNx8bQSGfnEVADDpu1vIfG8sLE0eP3dh27Ui3K9sg6UxC5/PCtf7PGLEYmDRIE98c6kA228WY3K4899OPv278aSw+H+KrKo2vHI4AwDZSZgX49Fnjy0QS7DuQAbOZtWCTgM+nRGGBbF98/gVzZ0Y980NSiUgx9E18WqDvwzFc8N9UFjfQVkOyyE/0YW5WuK54erDwwBSginH5zPDHotbaV/h97vleOvPB2qve3GUP14e7Y8ukQSn7tfgtztlyFSQeiaXNCO5hFSGPDvMB/Nj3FUeQyyR4mpeAw4kl+NqXr3K9UdWx1PGQq2dQvyeXI49SaWo4wqw6Xwevr9SgNlRblg22Bu1bXwcSSOlfYp/+0E+tpgZ6YoJYc7UwkYQBO4WN+FASoXaUc6KId54Z1LPC1A5gp0tMDfKHQdTlb0xRGIC0LNJVdvGx8q9KeCLpBgeYI93eiBN/TuwJN4LzpZGePFAOq7lNWDeT7exc2lMnziyutuYYNeyGCzbRY6aIj66gKLPJj5WqXZ2NRffXSGl5x9O7Wfw+3h6oCe2XitCZmUb7pW1INqr72X6/ybQCKJ7vf14weVyYWlpiba2NlhYPD4XuSfQjHouH1N/SEQtl4/hAfbYsSS6z+aCHQIxnt2biqSiJrAZdHw7vz8mhOm2vM2rbce4b27AzoyN1HfGqL3NuawapTAogJyL33htRJ+ysQViCeb+dAeZFa0q151fNwyBTurldmKJFH5vn6V+18cP468GQRDYlViKj05lq71+34pYDPVXb+aUW8vFgeQKyk1SG9aO8MPhexVKSotYbxvYm3GojJMIN0vsWBqjpNgRiqU4db8a22+WKCl1FOFtZ4qZA1wxI9JVyV2zUWZxfjClQskcTBF7l8f2yKxKEwrq2jHm6xtKly0f7K2X9LBLKMHcn27jQVUb/B3McGRN/N+uKvB64zQA0sfit5WaJddyZFS0YsXuFDTxhHC1MsauZTE6jdf0xdcX8yl3UwadhqLPJvbJ43aHUCzF1B9uIbe2HeP6OeLHp6N6VHS+ceQ+DqRUYHw/J/yoZqz6V0H+N9y9LEbJrr4voO/6/YRj8f8MfJEEz+y7R1k0f//UgD4rKpo6BHjqlztIKmqCKZtUW+hTVOgCXyTBK4cyVYqKdaP9kf7umD4/GXOYDOzUQGKVx8erw+Kdj6SuZ14c2qevqbcQSaRYsjMZ3m+eUVtUJL0xEqWfT9JYVABAkJMFPpjaD7kfj8dXcyMwwMNK421/uFqIOq4ANqZsPDvMB5dfGY5DqwZhy8JIHF0TD2sTFjIr2zBrW5ISv6NTKAZPIAZLi8TyxVF+WDXcF27WJpBICVzPb8DqX+9h4GeXsfFsrsaiAkCfFhXAI16FIvbeLkVhvXZfFrltvpw0vXNpzN9eVPQE/d2t8OeawfCxM0VVaxdmbUtCUlFjnzz2y2MCqO+YREooybf7Et9dLkBubTtsTNn4dEbPPUOWDyF9as5n16KsST/O0n8VT0Yh/49AEAReP3IfmRWtsDJhYceSvjuZVbV2YdGOuyhu4MHGlI3dy2IQ7mbV68ctaeRhxOZrKpefemEIpdZ4HLA14+DomniM7bYb/TO9CuFulljWzeyqnsunEjWtTViPNdPBEDR1CBClwX8CAJLfHmVwqJURi4GZkW6YGemG8w9rsWrfPY239bI1QbibJdwVOguRHtY4sjoeS3Ylo6ypE1N/uIUl8V4oqOvAldx6CGVkQAadhoQAewzwsEJpUydO3a8GXyTFywcz8fLBTBizGGDSaVqDwhSxvI8Nyi48rFVxNQUAsZTAhyezsXd5rMZF6suLeTibVUvZ5v+bXRs9bE1wZHU8nt2XipTSFizZmYwvZof3KjFYjqOr4ymlyPmHddiTVIol8V69flw5MitasU22WfhkemivcnwCHM0xPMAe1/MbsCuxFB9M7ddXL/Nfhycdi/9H2HqtCMczqsGk07B1YSS87FTd5HqCgrp2zNqahOIGHlytjHH4uUF9UlQcz6hSKSrcbYzx8MNxj7WokCNDFiHdHR+ezEZiofKuLPazR+mlN14b8Thfll5IL2+B1xunNRYV/d2t8OCDsT1KyuSLJPgzvRJzf7qttagAyIyStb+nI+Cds/j8bC61k/O2M8VH00IBAFy+GN9fKcS5h7UQSqQIcbbAu5NDcOfNUdixNAZrR/pj85wI3HhtBMIVrNO7RBK1RUW4myW+mdcf3UfyPbHW1oQWnhBvyVNth/tg85wIpetvFjTiSq4qrwQAjqZVYstVcjHbODMMMf+Beby1KRv7VsRhUrgzRBICLx/MxA9XCtDbSTuNRkP+JxOo398/8RD3yvRzfdUFvkiCVw5nQiIlMCXCBRP7oLu6cihZvB5KrVCSPf9/w5OOxf8TnH9YqyRni/ftGzlbenkLlu1OQWunCH4OZti3IhbOlr0LLesSSvDKYVIvr4i3JwZj5VDvv4RxXdXaRQVAOVsaoaaNr3T9wu13cf3VBHjamiJJociYHeUG87+ppU0QBPYkleKDk+r5E3JEeVpj97IYg19nTg0XB5LLlTI36DRgRKAD5sd64Jm9j1rVq4b5qKgxfrxepHWUBADLBnvh/SnKO73SRh4Oplbgj3uVaGhXdcdUhNwU7YvzeVD0xnKxNOpT8t/7Jx6isYMMZ3t5dADYDDp2JZYoOXx+fCobQ/3tlZwzU0ub8cYRkjC7JsH3L/dpeJwwYjHw/fwBcLMyxk83irH5Qj4qW7rw8fTQXknM2Uw67r41CnGy4n3Wtts96rR1x1cX81FY3wF7cw4+6qPuwhA/OwQ6miOvrh0HksuxSgvR+7+MJx2L/wfIrubiZZmcbckgTzzdR3K2G/kNWLj9Llo7RejvboXDqwb1uqho7BAi+L1zKkXFhZeH4ZlhPn9JUUEQBN44ch/tAjEGeFjh1usjqXhtRQzfdA3tfBGe2n6XumzT3+AWKJJIsXx3CrzfPKO2qNjyVCTMjcg9RLSnNfYsj9W7qOAJxDiQXI5pWxIx4dub2HO7DFy+GK5Wxlg/JgCJb4zEjqUxKsmbb04MRv4nE7DlqUidrqPvTg7BtP6kw+muxFJ8e6kAfJEExzOqsODnO0jYfA3brhWhoV0AOzMOJoU5I0SD3Hd/cjkmfHtTpYA58Owgvd6vPjj7oAYnMqtlqbYRMGIxQKfTVDoipU2d2JX4yA22orkTq/bdg1Aixfh+Ttgw1jBZ6r8BdDoNb04MxsfT+oFOAw6kVGDFnlR06Dmu0gRHCyMcVMjvif30MkS98M9ILW3GLzfJwnfjjLA+czil0WhYIeta7E4q7dVr/DfjScfiP46GdgGe2ZuKTqEEQ/zs8O7kvgnKOZlZjfWHMiCSEBjqb4cfn47qVSohAfUt034uFvjjufg+s//WB/uTK3CzoBEcJh2b50SAQafhw6n9UFDXrhSvDQBhH1yg/v/NvP5/qX5dW36Hv4MZTqwdgtxaLhbvSEa7QIxYLxvsXBaj02+AIAjcr2zDgZRynMioBk8m72TSaRgT4oj5sR4Y6menVUpLEAQyKlpxI78BxQrBZ+rw8alsxHnbwNfeFEUNPHx9KZ/yVwHI+O7hAfaYGOaMnBoufrtTDqFECjoNmBfjjpfHBIDbJcKOW6U4mlaplDEih4dt33AYmjoEVE7Ic8N9lIqmeF87jA52xKWcOuqy768UYkakK4xZDKzYQ6onQl0t8NU87VbR/3YsGuQFZ0tjvLA/HTfyGzD3x9vYtax3ctQ4H1u8MymYMtzzf/tsjwLLOoVibDicCYIgO4yj+ziOflp/F3xxLg81bXyceVDTp9bn/xY8KSz+wxCIJXju13uoau2Ct50ptjwV2ScKkH23S/HeiYcgCNJk6Ku5/XsVlMQTiCnNuiI+nRGqNQDocaCypROfniZ3/a+OC4SvPWmrzGLQ8cviaAzfdE3j7HT6gL/mBJJR0YrpWxLVXrdqmA9eHx8EOp2Ge2Ukka5DIEastw12LY3RWvy1dYlwPKMK+5MrkKMg9fS2M8X8GHfMinLTm9w2bNNVVDR3Ub+7WRtjZqQbpkY4o7Ceh313SpFY2ERdf7dE/dx81TAfLIzzxLX8emw8k0NlmQz1t8Pbk4IR5ER2LhzMjbBxZhg2jA1Qyyv54MRDLB/s3esC473jD9HEEyLQ0RwvjlJNtX1zYhCu5dVTGSUdAjE+P5uLZp4Q+XUdcLTgYPviGJWY9f8iRoc44sCzA7FiTwqya7iYsSURu5bFapRr64OVQ32QWNiIq3kNAID5P9/BwVWGdaO+OJeH0qZOOFsaPZZEUg6TgSWDPPHlxXzsuFWCqREuj23DQRAEBGIp2rpEuF/ZhtTSvuGf9BYGf7tv3LiBTZs24d69e6ipqcGff/6J6dOnP4aX9gS9AUEQeOtoFu6VtcDCiIntS6J77V5HEAS+u1xI7SYXDfTEB1P79Wp2nV3NxcTvVJ0fr25IoNIk/ypIpQRe++M+eEIJYrysVZQfViZs/LkmHiO/vK5yX+vH7AxIEAT23i7D+ydUMy4AYPviaKWd172yZizZSUZvD/Sxwc6l6hczgiCQWtaC/cnlOPOghgpiYzPpmBjqhPmxHojzttF6YuTyRThzv0bpsormLphxmJgY5oRZkW6I8bKhduh+DuYY188RZ7NqqbhsTfjpRjF+Ty6ngsL8HMzw9qRgJATYq31NRQ3qZX67k0qx93YpxvVzwsqh3oj00C/UTBGn7lfj9IMacgQyN0Kt46ivvRkWxnlgz+0y6rKjaaRyxIhFx/bFMXDS0xL9v4AImRx1ya5kFDfwMHtbEn5aFKUza0Ybdi2Lpbwa7pY044crBVg7UrXIU4ekokbKh+V/s8Ifm8R34UBP/HC1EPcr25BS2oJYbxtIpQS6RBLwhGJ0CmQ/hRLwBN1+Kl6v5nY1bV1o7BDqfA1cNeF6fxUMLix4PB4iIiKwfPlyzJw583G8pifoA/xysxhH0irBoNOwZWEktfPuKaRSAh+efEidMF8a5Y91o/17XIkTBIF9d8rwnpowqLxPxmu1iX5c+C25HElFTTBi0bFpdoTagsnH3gy/rYzDQgVeBUCmgm48m4M3J/Stc6JQLMXa39NwIbtO7fVyAqkiUkubsWRnMnhCCQb52GLH0miVoqKZJ8TRtEocSKlAocKoItDRHPNj3TFjgKvWjBOxRIpbhY04klaFCw9rIRArz5K/nd8fY0OcVEZYbZ0iHMuowoEU5a6INsiLiueG+2LD2ACtXbfdScoJtyMC7bF8iDe23yzB9fwGnM2qxdmsWvR3t8LKod4Y389Jry5eQ7sA78pGIM+P8NOqSnppdACOpleppKZ+Nbc/wtwev5rpnwZ3GxMcXR2PZ/feQ3JpM5bsSsb/ZoVjZmTPiauFn06gzOg2X8hHhLuVVg8WgOweyZN6n4rz0OppIpZI0SmSqFngxeAJJMo/hRJ0CmQ/FS6XHxNzf7oNEzZDxS34cYP/Fz+fIgwuLCZMmIAJEybovuET/G24nFOHjWfJvIt3JwXrPOB0QSiWYsPhTJzIrAZAWt72RkvO5YuwYneKCl8BAOzM2H9LUVHe1ImNZ8jZ7evjg7RKcQdr2G39dL0YIc4WfTJT1caf8LYzxakXhqgdaySXNGPprmR0CiWI97XFjiUx1OIulRJIKmrC/pRyXHhYC5GEbNcbsxiYEuGM+bEeGOBupbVYzK3l4mgamXqqqNCQR0fLofgZEASB5JJmHEypwOkHNdQJV11XRNuY58frRcioaMHywd4YGeSgUhBUt3bh/EPlAux7WYbFUH975Ne1Y8fNEvyZUYWMClIG62pljGWDvTA3xl3j7pUgCLxz7AFaOkUIdrbAWi2ptgCZBLp2hB91DMrx/5XIB5Ddvr0rYvHqH/dl/KxMVLZ04YWRfj3anDAZdKS9OwaRH18EACzakYxDqwbB2oSlcaGXczMAslB8VsY9U9cZ6F4o9xaKRQWNBpiymTBhM2DKIX8y6DRUtXShiae7E6Ev/s64ksc+6BMIBBAIHp2AuFz9dilP0DPk1bbjxf3pIAiyKu+tmUynUIzVv6bhen4DmLIWcG8WzsyKVkxTs3DsWBKNFXsej7OeLkilBF79IxOdQglivW2wZJCX1tury72Q46UDGfC2M+2xj4emzwcgDZ7emRSskfR3t7gJy3anUETdXxZHw5jNQD2Xj8Myq+vy5k7q9mGulpgf646pES5aVSKNHQKcyKjGkbRKJTmltQkL0/q7YlakG0JdLSgjI8X7qbPYDnIyx/wYd8wY4EaN5zqFYvxyo0RJzWHOYYJOpylxWu4UN+NOMTlHfnGkH+bFelDR1r/dLYNEqkwCViSqBjia43+zw7FhXCB+vVOGX++Uoaq1C5+czsE3lwowL8YdS+O9VMyqTmRW4/zDOvL7PydCLz7RsAB7lcJi45lcjAlx/H/Br1AHDpOO/80KgzGLjkOplfjqYj5OZFbjrYlBEIqlOjsA6q5XxNyfbmt4ZlVc1NAB7A4GnQZThQKA+slmwoTDhCmbARM2E6acbj/ZDJhwmHjh9zRw+WIkBNpj0+wImHIY4AkkyKnhIqeGi+waLrKruShu5Kl8dw3FO5OCsTTeSylW4O/CY/+Gb9y4ER9++OHjfponANneXrk3BTyhBAN9bPDh1H69Ig21dgqxfHcK0spbYcSi48eno3rsPU8QBH6+Uaxysh0d7IhtT0eiWMNs/K/AvjtluFvSDBM2A5tna2frEwShRDSN97WlHDflmPpDIpLfGgUHPRnwBEHg17vlVKu9O358OgrjQ520Psad4iYs25WCLpGEUuncLm7E/uQKXMmtp05a5hwmpg9wxbwYd63tfIFYgss59TiaVolreQ0UGZHFoGFUkCNmRroiIdBB4yK7+td7uJhdR93PhM3A1AgXzI/1QISbJfW9lEoJHE2vwubzeajlkl4hkR5WeGdyCBUqV9TQgVFqeC3fXSnEd1cKMdDHBosGemGfAq8BAI6sVk/qszfn4OUxAVid4Itj6VXYfqsEhfUd2HGrBLsSSzAh1BkrZDyMei6fGte9OMpfL0fVFp4Qq39VNg5jM+mo5fLx47UirP8XyEylUnJ0IF/A1c//1Sz+3YqC7qOE7mtnYX0Hlu/u2w2Fq5Wx0kIvlhBK5OCXRvkrXW/KZmooHBhgM+g9PodKpAReHReId48/xLW8BjyzNxXVrV2o1+HFYig+nh6KedHuvSLQ9zUee2Hx5ptvYv369dTvXC4X7u6qSYhP0DsIxVI89+s9VDR3wcPGBNsWRvXKlKa2jY/FO+8iv64DlsYs7FwaQyVRGorWTiEWbr+rtNsFgB+fjsT40N673fUGpY08fC4rdt6YEKRTNfC5QqT6j09HIt7PDiM3X1MhU8V+dlknV0QxBVYdrrwyHD56cGOSihqxYncqukQS+DmYIcTFAqO/uq5k6hXtaY35sR6YFOasUbpLEATSK1pxNK0SJzNrlDoFEe5WmBXpiinhLmo1/zVtXUq/y99ThLsVFsS4Y3KEi4rM9XZREz49k42sKvJ74WZtjDcmBGFSmHLstK+9GfI/mYBX/8jE8YxqledW7GIoIspTu6OlEYuB+bEemBvtjhsFDdhxqwQ3Cxpx+kENTj+owQAPK6TL3FdDXS2wOkG32ZFQLMXq3+6htKkTrlbGYDJoKGvqhBGTDqFYip9uFGNOtHufWniLJVK9dve6CgGegtfE7eImhL5/vs9eY3cYsxjoEil3HAIczeBjZwZTjurOX+mnmg7B238+wCkZgdiUw8CFl4dTj7v+UAZQQo4Qz7w49LFI13kCMXJruciuaUd2NdmJyKvlUmRogFRz9RWsTVh4foQfnh7oCSPWXz861oXHXlhwOBxwOD33X38C3SAIAu8dz0JySTPMOUzsWBLdK8OXkkYent5+F1WtXXC04GDfirgeJxbeK2vGrG2qLcrbb47stZlWbyEfgXSJSJLj0zqkrXyRBD9df+QmKS+Kjq4ejGGbrqrcPvCdc2p19g3tAgzaeJnazSvCzdoYZ18aqreBVVJhIxbvTKYeq7C+gyJjWpuwMDPSDfNj3OGv5e9X1dqFP9MqcTStSmlk4WRhhBmRrpgV6Qo/B9X7iyRSXMmtx4HkclzPb1C6bmm8F+bFuCNYjZFVcUMHNp7NpdrR5hwmnh/ph6XxXhpPkmwmHV/P7Q9nS2Od7p1yXM6pQ0Kgg07VEp1OQ0KgAxICHZBby8WOmyU4nlFNFRUA0M/ZEnyRRGuxThAE3j2WhTvFzTDjMLFzaQw6BGLM2paEdoEYViYstHaK8Nof97FpTrhORQBPW0GgUBgI+5gPoPTZyPkAnEe7eJUFX80IQOk+sk6A/DpjFoP6m9yvbMXy3alo7BCgnS/GujH+lITYEPzwVCSu551Hu0CM/LoOfHYmB29NDMbF7DocTasCnQZsnhPe66KCIAjUcvnkGENWQOTUtKO0iYe/Iifc3IiJVcN8sGywd698gx43ehWbTqPRDJabPolN73vsvFWCj05lg04DdiyNwYheROVmVbVhyc5kNPGE8LYzxd7lsT3aXUmlBL6/UqhkdAQA0/u7YPOcCBXinT6x6X2NHbdK8PGpbJiyGTi3bpjO9zn26+vIryMX7e5qjOSSZrUzXjszDlLfGQ1AO3+iJ9Ld3+6W4e0/Vccn8b62mB/rgXH9HDV2THgCMc5m1eJoWiVuFzdRJ0VjFgMTQp0wM9INg3xt1b6esiYeDqRot9hWFxnf2inEt5cLsO92GcRSAgw6DU/FemDdaH/YGhD+RNqWkz4qo4MdEeBohq1qUkblWDfaH/Ni3A0qZB9UtmHKD7dULg90NMecaDdYmbBVFvqdicqKlHA3S/AEYo0S2L4Gk05TWsB1zf/VXS/fBAQ5mePPNYNhxOr5KEBfVDR3YumuZBQ18GDOYWLb01EY4m+4HFUiJeD71iOez8aZYfjyQj4aOwRYNdzHYMWWSCJFYX1HtyKCS3mpdAeNBoOKiyF+dnhY3abx8RRhwmZg+WBvPDPUR6dtgFyKu2l2OOZE9+10QN/12+CSp6OjA4WFhdTvJSUlyMjIgI2NDTw8VG2Pn+Dx4lpePT6RGTq9NTG4V0XF7aImPLOXtN/t52KBPctje5T219ghwOxtSSht6lS6fNey3hU9fYnihg58IRtrvDUpWGdRUdbEo4oKfwczFYlnrLcNNs+JwIbDmUqXN3YIqANdHX54agAmh7vo/br5IgnOP6zFSwcylC63NGbhqTgPzIt216hokUoJ3C5uwpG0SpzLqlViqg/yscWsKDeMD3VS68wpf94DyRW4XfyIU2JnxsasKDfMi3ZX6+8BkOOBvbdL8d3lAkpbPzLIAW9NDFLbCdGFJfFecDDn4KWDGbiUU6fkdKkO31wqwDeXCgAAwc4WiPa0Bl8k0agI4KkhBsqRV9eupC7QhvuVbVqvtzRmwdxI/e5e3bxffr0Zh6l2PNCXM3ZbM/Zf5nZLylEH45l9qZSq6fNZ4ZhtYI4Kg07D/Q/GIlzmhvvmUTKTxV+W56INbV0ilQKioK6DStrt/jx+9mawNmWhniugunz6FhVPxXng97vluFWoPl7enMOkwvXYTDoWD/TE6gRfg4rvvxsGFxapqakYMeJReqOcP7FkyRLs3r27z17YE+hGYX0HXvg9HVICmBvthhVDeh4Lff5hLV7Ynw6hWIqBPjb4ZXF0j8K0bhc1YcEvd1Qu74vQoL6CRErg1T/uQyCWYoifHZ6K1V0QD990jfr/yReGqL3N7Cg3FNZ36NWqv/jyMK3jie7Ir2vHflkAWGu3Hc73CwZgfKiTxjZ9UUMHjtyrxLH0KlQr8C687UwxK9IV0we4ws1afWGl7nlpNGCYvz0WxLpjVLCjxuclCALnH9bi87O5VJEpD+0a4GGFTqEYmRWtmg2DtBgF8YTiHo0A5Gx8Q2DCZsCYxdBbCvj5zLBuPAEmvr1cgEs5dWAz6aDTAL5IilfHBfZZbs+/HZYmLOxbEYtXD9/HicxqbDiciaqWLrw4yjA5qoURC+fXDcO4b25Ql300LZQasREEgcqWLjxUKCCyq7moau1S+3jmHCaCnS0Q4mIBS2MW6rh8XMyuU2sbrwhjFgNrR/phXD9HmHFY2JlYgp9loXy/3y1Xui2bQcezw3xwv6oNN/Ib0C4Qg0mnYX6sO9aO8P9XGqoZXFgkJCT0Ogr3CXqP1k4hVu5JQbtAjBgva3w8PbTHLctDKRV44+h9SAlgbIgjvlswwGBCkERKYNP5PJVFdWGcBz6aFtqnyZK9xc5bJbhX1gIzDhP/mx2u83M7l/XIVXLVMB+tn83ywV5aC4vM98fC0li/gq1TKMap+zU4kFyONDUR7qGuFji6erDanWprpxAnM6vxR1oVMhVIYxZGTEyJcMHMSDdEeqj3rOgUinEqswa7k0qR3W0Rjva0xqRwZ1iZsNDYIcSuxBJ0CEgegCLC3j+vNtK8sL4Dz/+u3W2zt3CyMKJ2+CKJFLm12heBudFkp8bciORAyFNaXxzlj3Wj/FVUQg+r27DjVglOZlZTXiByZL43Vm2r+su5EUjYdBUtshTgwvoOfHkhD1PCXXrtiPtfAYfJwDfz+sPN2hhbrxXh60v5qGjpxMaZYQYR0W268csW/HIHiwZ6Iq+2HTk1XLXfS4BUk4S4WCDE2QLBzhawMGYir7YdW64WIVmHVba5ERMvjPTDmBAneNmaoF0gxrkHtZixJUnj8706LhCx3jbYk1SKH66SUwA6DZgZ6YaXRvn3KcH3r8Y/l/3xBBohkkix5rc0inn+49NRPTaV+vF6EaWKmBftjk9nhBqcJ1LP5WPS97dU5u2/PxPXZ/HsfYXC+g5sukDGx78zKZjyQNAEgiDw3K+PFsI3JgSpvZ02/oQimjoEOguLrKo27E8mA8DkJyUGnQYmnUYZ94wNccQPT0WCzaRDKiXAF0vQ1iXC6fs12HenDGXdxlAA6Vsx0McGYimBQykV2JVYotQBkKsztCG1rAWpZarGZt2h6WQqB5tBV2rvaycCqr+eSaep/cw3zQlXMYUjCAJp5S3YnVSGk5nKypJDqZU4lFqJ9WMCcFqmLBjgYYWX1BQVANDPxRJfze2PdaMCVEi7Q764gqfiPLA03kuJ02FpzMK60QF4/8RDNLQL4GxphJo2Pr65nK8SE///GXQ6Da+ND4KrtTHePZaFP+5Voo7Lx9aFkTq9VuTdh+6SdoCUlMvBZtDh72iGEFknItjZAsFOFuDyRTj/sBY/XC1U6Qp2h60pG8+P8MPoYEe42xiDRqNBIJbgam4D1h/KUCL+qsO+FbE4kVGNLy/kURLcyeHOWDc6AH4OvXNJ/ifgSWHxL8RHJ7ORVNQEUzYDO5ZG92j2RhAENp7Npdpzzw33xevjAw3uetzIb8DinclKl7GZdNx5c5TKzuHvhlgixSuHMyEUSzEswB7zYnQTmxSzOXYti1H6fKRSAvtTytUSKDVh5JfXkfjGSDBoNKUWfx2Xj/3J5WplkwDZEVI00HlYzcXg/12hxgb64EFVGx5UaZ/7q4MRi66ZByC7nCCA37q1eM2NmPhgSj/4OZgpjQWM2Yw+4QMcuVep9vJlu1LwxWxly2gajYYoTxtEedrgk+mhOJFRhY9OZSt1HL66+IhoPC3CBdqOBIIgqAKVzaRj0UBPXMmtR0kjDz9dL8aOmyWYFO6MlUN8KBvvp+I8sOd2KYobePCwMUFNGx97b5fhqVgPg8Zi/x+wMM4TLpbGeP73NNwsaMQcWTqqg7kRSpt4yK5WNpjSxxuCzaDjxAuD4WtvBiadhvLmTpzLqsVKPWLdHS04eH6EH0YGOSiNDeW8pQPJFZQzcXdEeljhpdEBGOxrixlbk/Cgqg2Ldjw6Z44OdsD6MYF6eaT8W/CfKSxyari4W9wEdxsT+Nibwc3auFc+Dv9U7Ltdin13ykCjAd/MH9AjaZZYIsUbRx/gD9mJ+e2JwXhmmI/Bj/HJ6Rwq0EcOxXTNfxp+uVmCzIpWmBsx8b9ZYTqLqLYuEfYqmC5Zm7CRVNiIJp4QL+xP13g/T1sTeNiYILGwUcUQCAAGf36lx+9BDk0zYUWEOFuoKALMOOTCnl3NVZGIAoCvvSlWDPHByCAH6j7axlgSKYHDqRXYfEFZ/XNi7eAeu4/qA4IgVL57o4MdYMJm4oTMMrqWy8fq4b4qf2dLYxYWDfLC0wM9kVnZht2JJTjWzR/jg5PZ+OBkNjaMDcDcGHcVftC3lwtwMrMaTDoNe5bFYpCvLd6eGIwrufXYfqsYd4qbcTyjGsczqhHrbYOVQ7wxKtgRb00Ixsq9qcira0ewswVyarj46FQ29i6Pfezqi38bYr1t8Pr4ILx/4iFya9sxaKPm44ZGA4yYj7wxIj2ssHVhFBzMOfCRKUWEsk5vZUuXTn6Om7Ux1iSQhUR3jgNBEMiu4eJYehV+uVmi9v7mHCbenhSMieHOsDBioalDgP+dy1Uq7MNcLfHRtH4Y4NEzf6B/Mv4zhcWEb5UTMpl0GjxsTOBtZwofe1N425lR/3cw5/wrD+LEwkZ8cJJUgLw2LghjFNIs9QVfJMHa39NxKacODDoNn88MM1iSVN3ahdFfXVfZKR9ZHd9jE63eQB4drEj66673z6xopQLU6DQavrtcoDNMqPv8XFOGRXeUNXWqHUXoiyF+dnCzNoYJm4mkokYljsDoYEe1KohRQQ5YONADw/ztNY6ymjoEOCILHlN0OtU3eKw7bhY04NPTOWo5DI+zqACAtPJWle7L9wsiwWHS4WRphJ9vFOOLc3mobePj/SnqZbw0Gg393a3w1dz+KGnkIVONimPzhXxsvpCPWC8bvDDKD4N97XD6QQ2lMvlkeigG+doCINv4o0McMTrEEVlVj3gYySXNSC5phpetCZYN9kZ/dytkVLSCzaSDzaDjZkEjLufUK6XT/n8CQRCo4wqQXdOGHAWDKW3eEP3dragxRoizBQKdzPH8b2T0QISbJQ6uGoTy5k58d0W5i6bJ4dfbzhSrE3yREGCv0TG3orkTJzKr8c2lfJVzgxwvjvLH7Eg3ymivrUuELy/kYeetEhWl0fhQp/9kUQH8hwqL7hBLCRQ38lDcyMPlbiM3UzYD3orFhqzg8LIzfWwxur1FSSMPa35Lg0RKYOYAVzw33LAOA0CGf63cQ0q62Ew6tjwVaXBxcim7Div3Klvw2pmxcfmVBL1JidrQ2CHE7sSSXlsFa0Nblwj7kyt6/VrlmBftDgtjpgbPACZ+vlmMG2q6AwA5Zpgc7oL5Me6I8lSO8j7/sBZ7b5dSvxuzGEpFRbSnNWZFuWFimLPGz14qJXCrsBEHUspxMbuOOiGasBmYEu6C+bHu6K8jeKw7Cura8dmZHFzNI9+TpTELL47yx8ensvV+jN5iT7duBY0GSh751sRgOFkY4ePT2dh7uwx1XD6+na+ZkPxbcjkyK9tgxKLj3EvD0CEQY2diCRV3DgDJpc1K7WsAeGaoN+ZrUBSFulri63n98fr4IOy5XYrf7pShtKlTabSWWdGKgT42uFPcjE9OZ2NogN3fEsAnR6fw0ThA0XW1LyGSSFHU0N0boh3NGhQ3DuYchLhYwNXKmBq10WjkWGmuwoZov4JJW2ZlG/x15GXYm3Pw5oQgDAuw1yqpb+YJcfpBDfbdLqXk5t0xM9IVC2I9EK1w/PIEYuxOKsVP14soiXWYqyVeGRuAZp4Q6w9lYk9SKZ4Z6vOPsuLuK/TKIKsneFwGWdq8AgyBnRmHKjS87UypLoe7jcnfdtC3dYkwY2siiht4GOBhhf3PDDRYtdHQLsCSncnIruHCnMPE9iXRiPOx1fv+QrEU7xx7gEOpynPtl0cHGCwJ647ypk5M+v6mSsx0T2DMYlCLupwLcE+BbDgmxBE+9qYauQLy3IDRX6n3ZJBj02xSZ6/rfTe0C3D4XgW+OJen9vo5UW7YNCdC5fKfbxThszOqJDQ3a2PMjHTDrEhXFS8NRdS0deFwKhkApjg2iXC3wvwYd0xRY7GtC40dAnxzKR/7kysgkRJg0mlYPMgLL47yg5UJW+kYVGeQ1Veo4/Ix+PMrSs6lJ9cOUYkkP3W/GusPZkIokSLa0xrbl0SrdGTKmzox/tsb6BRK8MGUECwd/EiyzROIcep+NT44ka1iPw2Q7fb1YwIR72urc/THE4hxJK0SO26VaOxmvTkhCKuG67YN70tUtnTiSm49frtTriKh/GJ2OGZHuvV4rNnWJUKuAg8ip5aL/FrN3hC+9qZUB0LejVBc9AViCV774z5l6z4xzAnu1ib46UaxyuN1R4izBQIczZRGXoWfTlDb3esSSnAhuxZH0qo0bgiiPK2xNN4LY0Iclc7FfJEEv94pw7ZrRZQ8OcDRDOvHBGJcP0fQaDQIxVIM/eIK6rgCfDU3olfx8erwrzTI+qfCwZyD+nYBJoU54/SDGt130IDGDgEaOwQq8iI6jTRyoYoNO1P42JMdDycLo8fGKRBLpFj7exqKG3hwsTTCT4uiDC4qKpo7sWjHXZQ2dcLOjI09y2PRz0VzAJW6+w/9QtWy+tQLQ7QGWekCXyTBtmtF2Ha9SOfMc1iAPcYEO8DGlKOXVbAcubVcTPn+FkQSQq+DuEsoQb/3z2m8Xp/3LJESuFnQgAPJFbiUU6fWuluOw/cqMVBmTsXli3Dmfg3ekBn7yCGPNZ8V6YYYLxuN3zWRRIqrufU4kFKBa3n1VBfHwoiJGQNcMT/WQ63Fti7wRRLsSizF1quFlNpjbIgj3pgQpFeWSV/jt7vlKp9p96ICACaHu8DOjINn9qYitawFs3+8jd3LYijynWKqbZy3DRZ3S7U15TAxL8YD82I81FrTp5W34ukddwGQ0sF5Me4ad7+mHCYWD/LCwjhPXM6pwyenc5SSZgFg49lcTB/gCkc9w+t6AomUQEZFC07dr8GuxFKtt33tj/t47Y/7OP3iEK3nC7k3RHY3g6nKFvU8IDMOUybpNJfJOy3h72im9bwmlRIobuDB1vTR53vmgfqMHQCIcLPEquG+GOxrpyTndbM2oaSdQe+eQ+FnEwGQ59lbhY04nlGNP9Or1D6mtQkLaxL8MK2/i8q4RCiW4lBqBX64UkiF6XnamuDl0QGYEuGidF5iM+lYEu+FL87lYfvNEswY4PqvHM1rw3+mYxH76SXUtwtw5sWhcLDg4MsLeTiQUkHN6GxM2Rrbbb2FEYsOL1tT+MoKDW87U3jbm8LXzqzXGvUPTz7ErsRSGLMYOPzcIIMX8txaLhbvSEZ9uwDuNsbYtzxOozOjOpy+X6PiO+Bla4JTLw41eMeriEvZdfjw1ENUNJMnH3tzDiVXlWcqdIcRi44hfnYYFeyIkUEOOk/AIokUM7YmIquKi9HBjvhlcZTGA7iOy8eYr65TbUtFWJuwcGn9cJ3qm5q2LhxKqcShVOUuwQAPKyyI8UCstw0SNl9Te18PGxPUcfmUnFSOr+ZGYEKo5uAwgHQFPZhSgcPdLLbjvG0wP9YdE0KdexRURBAETt2vwednc6n3E+pqgXcmhWCgmm7XX9GxEIglGPz5VTR2PHqfr4wJwAuj/DXeJ6+2HUt3JaOmjQ8Hcw52L4tFiIsFdieW4IOT2TBhM3DupWEaA+gkUgKr9t3DpZw6mHGYeHaYD36+UaxWSRDlaY1XxgRgoI/uLsayXcnUOEkRn0wPxaxItz5zvuTyRbie14AtVwt1enpowrh+jvhidgQ4TDoK6zuoAkJeRGjqNrpaGVMGUyGyboSbtbHOz0YqJZBTy8XBlAolArU2vD0xGPNj3XUa+0394RbliupkYYTxoU4qRGBFLB/sjVlRrghxtlA5f0ikBP5Mr8K3l/Opc5mLpRFeHOWPWVFuGgUErZ1CDNp4BV0iSZ/L8v8JHYv/ZGEhl+1kVbXho1PZSJZF5rpYGuGNicGYEu6MDoEYv90tpzwcDIEJm4EINyvUcfkob+7UuiO1MWU/KjbsTOEr43Z42proPNnvTy6nbGl7kgSaWtqM5btTwOWLEeRkjr3LY/WO8uaLJHjlcCal65fjnUnBWDHEu8cVdnlTJz48+RCXc+sBAM6WRnhnUgh8HUwx/pubsDNj4+LLw7HpQh72J5drtckNc7XEyCAHjA52RD8XC5WT1XeXC/DVxXxYmbBw4eVhap0/MypaNZIyHcw5SHxjpFZ1kVgexNWtS2BpzMKMAeTsNdDpkZQwq6oNk79XzaDojsF+tti7PE6jIoMvkuBCdh0OJJcrxbYrWmz3pptwr6wFn5zOpvT4ThZGeHVcIGYMcNW4KPwVhcWf6ZV4+aCybbq6oLfuqGnrwtKdKcira4cZh4k3Jwbh41PZ4Iuk+Hh6KBZpccDceCYHP90oBptJx4FnB1Jx7vl17diVWKKRr/Pa+EDMi3bXWJDyBGIkbL6mNm/FyoSFp+M8sXiQp97HrCJKG3nYn1KuFJqnC952pihpVE9u1AUWgwZ/B3Mlg6kQZwu9N1YSKYGcGi5+u1uO/cnlOm8/0McGHCZDSdmU9MZIuOjwpQFIJ9pRGuzn5ZgY5oRZkW4YFmCv9viXSgmcyarB1xfzqSwYOzMO1o7wxYI4D73G5u8dz8Le22UYFeSAHUtjdN5eXzwpLB5zYQGQu66zWbX49HQOteuK9rTGe1NCVJjrrZ1C7EosxbeXCwx+/snhzghyMkd1Gx8lDTwUN3agjqtZW02jAS6WxvCxJ8cqZJfDDD52pnCxMkZKaTOe3n4XYimhc0emDldy67DmtzTwReR8eceSGL0P8uKGDrW5D+fXDVNaJA1B97EHi0HDiiE+eGGkH0w5TLUhZA8q2/DeiSxqcWPQaYj2tIZALEVmZatS0eFgzsGoYAeMDHLEED87FDd2YNoPiRBLCXw7vz+m9XelbiuVEjiYWkEVbZqgbXEsb+rEgZRy/HGvUklDH+dtgwWxHhgf6qRSODZ2CHAioxof6SA5zop0wxezw9UWFfl17TiQXIGj6ZUqFtvzY0iL7d6QwSqaO/G/c7lUBLUJm4HnhvvimaE+OnfQf0VhMW1LopKTaLCzBc6+NFSv+7Z1ifDs3lTcLXk05hzsZ4t9y+M0FkuHUirw2pH7AKDyPZKDL5LgXFYt3j2epXbnHulhhQ3jAjHIx1alADqYUo7XjzyAhRETQU4WKiNYFoOGqRGuWDHEW6vPgUgiRWJhIz4/m9ujrsT2xdHgi0nFmD6wMWVj5gBXigvha29m0PdOIiWQVdWGfXfKKNm7Ngz1t8OKId6I87aFMZsBiZTA/J9vI6X0EX/K0YKDnUtj1I5t6rl8nMisxrGMKo1GcOFulpgb7a7VDZUgCFzJrcfmC/mUNbyVCQvPDffFkkFeBnWZShp5GPnlNRAEcPmV4fDto7Hik8LiLygs5OCLJPjlRjG2XitCl0gCGg2YHemGV8cHas2waGgX4OcbRRr1yppgY8rG2xOD4W1viqqWLpQ08lDc0CH7ydPpTKiIL2aFU2RSG1O2zt3Zn+mV2HD4PiRSAiMC7bF1YZTeX/ijaZVYf0h5RxjmaomDqwbChN2z0Uf3sccQPzt8MLWfksOcpnRTqZTAkbRK/O9cLho7yFHWhFAnPDfcF3l17biSU4+bBQ1KUi46DVTnIMLNEseeHwwajYZOoRjvHMtSYvtrQvJbo1R2igKxBBce1uFASjkSCx91CWxN2Zgd5YZ5MapdAoFYgss59TiaVolreQ1au1tyFH02Uamo0GTt7WxphLnR7pgT7aYx60NfcPkibLlaiF23SiGUSEGjAXOj3PHK2AC9d8yPu7BIL2/BjK1JSpcZmkEjEEsQ+M4jDs3iQZ74cGo/tcfUneImqrh/cZQ/1o/RHmQFkLvhnbdKVMzC5HhtfCDmx3hQ5nESKYFJ391Ebm07JoY54VpeAzqFEozv54TGDoGSy+lgP1usHOKD4QH2oNNpaOEJ8dONYp3ZNC6WRjBiMzRKLY1ZDLXkVIAce7rbmOBmgWpgVpSnNXYti9FLSSeWSPGgqg17kkpVPEPUYWSQA1YM8UaUp7Xazu72m8X45HQOTNkM7Fwag3eOZaGgvgOmbAa2Ph2F4QH2aOeLcC6rFsczqjUGfilC3TEvB0EQSCpqwuYLedRGx4zDxMqh3lg+xLvHasJn9qbiYnYdFsZ54NMZYT16jO54Ulj8hYWFHLVtfPzvXC5F0DFlM7B2pD+WD/HSW/VR09aF768UqoTJ6IKbtTE+mR6KwX52aOsSobiBh5LGDhQ38lDSwENJIw8F9eolTXJYGDHhI+tsyLkc8jGLCZtJRagDwIwBrvhidrheRmFdQgme/z0NV2QjCjk+nRGKhXE9C0pSN/Z4d3IIJoQ6qZzIdcWmt3WJ8M2lfOy9XQaJlIARi461I/ywcqgPaDTgbnEzruTW41JOnQppTBu/xozDxNUNCWhoF2Did6QXyiAfW+x/diB1m8L6DhxILsfR9CrqcWg0YKi/PRao6RIQBIH0ilYcTavEycwaJelehLsVZkW6Ykq4C949nkV1BhRhacxCxntj8KCqDQdSKnAio5qa5zPpNIwKdsD8GA8MC7DvdQaLWCLF/uRyfH2pgHpvg/1s8fbEEIOdAB93YbHuQLrKomTo8xQ1dGDCNzeVlAlL473w7uQQpc+ytJGH6VsT0dopwqRwZ3w/f4BBBG15Efru8Sy1fKH+7lZ4Y0IQ4rxtkFjYhKd33CUtyvu74khaJRwtOLjySgLy69qx41YJzmbVKjmv6sL0/i6I9LTGxew6tUVBdxix6Ah0sqC6QUYsOlLfGaPEo9IUJf/+lBAsjfdSOqZFEinuV7ZiZ2KpyjhVHcaGOGL5EG8M8LDSeR4urG/HxO9uQSiWYuPMMCyI9UBblwjP7bunlLyrDbOj3DAr0g1SgsDC7Xepy/M+Ga/y/PfKmrHpfB7limvEomNpvDdWDfOBdS/dhe8WN2Hez3dgxKIj6Y2+cSt+Ulj8DYWFHGnlLfjwZDZ1IHnYmODtScEYG+LYI/5ARXMnvr6Yj6MaGMWaEOBoho+mhSLGywYAsGx3CiVxem64L3gCMUoayaJDH7dFRexYEg1fmQuptvyP/Lp2jP36hsrlV14Z3qM5vbqxx8qhPlg7ghx7qIOuwkKO3Fou3jv+kOLNeNqa4P0pIRgZRPpx6MthYNBpuPfOaEp+qLgoFn46ASIJgTMPanAgpVyp3epkYYS50W6YE+2uEhJU1dqFP9MqcTStiopSlt9nRqQrZkW6KsWEH0guV1GAaIKXrQnmxXhgVpRrn6TEEgSBa3kN+PRMDgplxayvvSnenhSMEYEOPToGHmdhUd9OSkwVjYl+WhSFcf2c9H4MiZTA7B+TkF7eiqH+dhjmb49Pz5AR6BPDnPDV3P4wYjHQ1iXCzK2JKGrgIcLdCgefNVzerYjSRh52JZZQBm3d8dr4QFx4WIeMilYMD7BHUUMHKlu68MJIP6wa7ostVwux7ZruxNwgJ3M4WxqhSyTRaA0vx/AAeyWDKW87UzDoNOpvONjPFr+tHKj2vvJuQXd8MCUESUVNuJCtPcYeACaFOWPZYC9EuFsZ5JAslkgxa1sSMivbMDzAHruXxYAgSJ+Rw6mVOJKmeawy1N8OMyNdMa6fk1L39afrRUr5InLOTlZVGzZfyMM1GcGWzaDjqTgPrBnh22dJzQRBYOoPiXhQ1YYNYwOwdqRhI291eFJY/I2FBUC22Y9lVOHzs7nUnDze1xbvTQnpkVV2dxTWd+CLc7l6HWjd8fG0flgY56m0S+oSSlDaxKMKDXnHo6C+Q6sHBItBI63O7cyU/TnsTHExp04l62KQjy12LYvp0clU3djjw2n9dM4P9S0sAPJgPJFZjc/O5FA8llFBDnhjQhDW/Jams+sjB5tBx0BfWzS2C6gUzxkDXGFuxMSf6VXUZ8qg0zAi0AELYt0xPEDZ2ZInEONsVi2O3KvEnZImivdhzGJgQqgTZka6YZCvrUpn4Y97lXj1j0yt5FQAmNbfBfNi3DHQW7fKQF/k1HDx6ekcqj1sY8rGutH+WBDr0Ssb/MdZWHxzKZ9yu+zpc8gXEHMOE+dfHgYXK2OcyKzGK4cyIJIQiPW2wbaFkVh3MAM3CxrhbGmE488P7hF5Uh2EYiku59Th7WNZWhVqcqvvvsazw3zwzFAf2JtrVjfpU1gAQIdAjND3z+v93NP7u2BJvBfCXC0NDjlUxJarhdh0Pg/mRkx8t2AA7hQ34WRGNarb+Brvs35MAOZEuymFwnXHoh13qc6OjSkbcd42OJtFylkZdBrmRrth7Uh/naGFPcHxjCq8dCAD9uYc3Hp9RK/9kv4JhcV/xseiJ6DTaZgZ6YZx/Zyw7VoRfr5ZjKSiJkz89iaeivPA+jGBvWpN+TmY4efF0UqXkel7OTrbk+8ef4h3jz9y6RvsZ4t3JoUgyMlcyYtAIJbg5YMZlKY70sMKA31sqeKjpJEHgViK4gayEIHqRkMJCYH2eGVMIEQSqUGFRVkTDx+ezKZGKdrGHr0FjUa2jEcFO+L7KwXYeasEl3PrqZGLOvzx3CCEu1khpbQZl3PqcTm3DmVNnSoGOIoadncbY8yLdsecaHclaas8eOhIWiXOZdUqWZsPknlSjA910ijHPZRagdeP3NdZVABkYdFXUrR6Lh9fXsjHoXukDJvNoGPZYC+sGeHXJ66pjwtCsVSFszBzgCqJUhsK6trxpSxk7N0pIZR6YGqEC+zM2Fi19x6SS5oR9cklACRpdfuS6D4rKgDSv2BCmDMmhDmjorkTOxNL1HpJ9GVRwaDT8Mb4ICyJ9+oVqVcgliClpAU/3SjSa7QCkHkx/Vwsez2ukyOnhotN50mjuXa+GMt2pai9nYURE0KJFHwROe66U9yEJfFeWh977/JYeL9JZoo084Q4m1ULGo0Mo1s3OsAgib6hmBjmjI1nclHL5eNkZg1mR/WtYdbfgf/XhYUcphwmNsgMbjaezcGZB7X49Q4ZW71udAAWDfLss0CzEBcL7FsRR/1OEAR23CpR21pURGJhk0oeSryvLUobeahu44PFoOGbeQMwKVxZkiqVEqhu61Lqcpx+UKNW4gYA1/IaqNafgzlHIWuFlMn62JvC3dqEOknxRRJsvVaEHw0Ye/QVzGSmQ5okdRwmHTdeG6FUFAz2s8NgPzu8OzkYR9KqsOFwptr7AkC0pw287cxgIiO+FjV04Mi9ShxLr1LaIXnbmWJWpCumD3DVSaJUlBDrg+W7U3Fp/TClEYqh6BJKsP1mMbZdL6KKoEnhznhjfJDKOOefiLNZqt/XjbP0J7qJJVJskKXajgi0x5xuJ+54Xzscem6Q0vG1erivQSZyhkAoJm2t7+oYV2iC3Bsi2NkcFc2dWsmQ1zYk9OhvLBBJcS2vHj9eL9I5VgFIr5eWblySqT8k9kl+UAtPiOMZVVROkiaMDXHErCg3jAh0AJtJx/X8Bqz59R6Sipow58ck7FoWq7bjUN3ahe+vqCoB354YjJVDDY9OMBQsBh1LB3vh87O52H6zGLMi//2GWU8KCwW425hg68Io3Cluwocns6nkwd/uluHdySFICHTo8+esbOmi5qcTQp2w5alI0GjAneJmfHjyoVbpmKJ/gUhC4Pnf03Ax2wUbxgVSCxydToObtQncrE0wxM8OOxNL1RYV68cEoLKlkypAGjuEqG8XoL5doCTPA8hdkJu1sYo1sZ+DGX58OkpJ7fG4cK+sBbO2JWm9Tay3Ddr5YjgqdOzaOkX4M50M4ur+2Ya6WsDKmI37la3g8sX4M71KowufhRETUyJcMDPSDZEeurM2atq6MHvbbRWeTISbJebHemBKhAsOplSozdsY/dUNZL431mCzNfmob9P5PNTICqH+7lZ4d3IwojxtDHqsvxPdzYuMWHSD2sU/3ShGZmUbLIyY2DgzXO3fqo6r3Er/+UYxorys+6RbRBAEShp5OHyvUi+uhCYMC7DHJ9NC4W5jjMs59fj6Uj4eVmvvbkzfkohFgzzx9EBPrZkYfJEEiQrKidSyFizV0BEASDXNwjhPBDiaUZ+nWCLFa0fuK6mu5Mdo5vtjDeqKdQkluJRTh+MZVVrVVOFulpgV6YYpES4q3eXhAfY49NwgLNuVgvy6DszYkoidS2Mok8H6dj62Xi3C73fLKTJvqKsFJUf95HQOxvVz+kuK7wUxHvjucgFya9uRVNSEwX59Z5j1d+D/NcdCGyRSAgdTKvDlhTzK831kkAPenhTcZ3pjnkCMWduSkFvbjn4uFjj83CCNkk6plMD1/Aa8dyKL4i/oi6fiPLB8sDfWHUxX0XBvWxiJCWGqxlttXSJZkdEh8+WQczp4GqVpAMktkKtVfKisFdKRVNuJRR+OhURK4JAO/4mkN0biQHI5frxRDKFYCiadhuVDvDHIxxYnMqtx5kGNirslANx7ZzRlZMQXSbD5fB6239IsMV4a74WJYc6I9LDSODOWm2cdTKlQGdMsHuSJ+TEeKp4rGw7f10hA05RtoA53i5vwyekcKgHU1coYr08IwpRw58e2G3ocHIvMilZM62ZgdvaloXpbk+tj6Z5f145ZW5PQLhBjXD9HtPBESC5tBptBx5dzIzAlwsXg193CE+K3u2UqcfLa4GtvikG+tvj1jmFqMzksjJh4dVwgpkS44HBqJXYlllCdNTaTjpkDSD8Mf0dzdAkluFHQgK1XC9WmunbH8sHeeCrOA772pjq/P40dAkTLRkqKWBDrjs9mhGm8v1giRVJRE45lVOF8Vq1KGqgcThZGmD6AJEP7O+ru5FW1dmHZrmTk15Fy1M9mhiGnph17kkqpc9lAHxtsGBuIaC8bpJW3YKaCrDn7o3E9ltobgg9OPMTupFKMCLTHrmWxPX6cfwLH4klhoQNcvgjfXy7ArsRSiGXBS0vjvfDCKP9ezaWlUgKrfr2Hi9l1sDPj4MTawXq5xhXWt2PRDtKe2NGCg0UDPbE7qZTyeDAEujIAuqNLKMHWa4X4/kqh0uUDfWxQxxWgvLlTqyTOVuZC2j3G3sPGBGVNnRoLi3a+CB+fylYJQOsORZVAWRMP6w5mUJpzRQQ5maOfiyW1gI8KcsD2JdF4WM3FH/cqcSKzWolcZ8pmwMqEDVMO6QWguHuyMmEhIcAeI4MdMTzAHpbGLJQ18XAotQKHU5XNswCyZZz0xiiNviIiiRSTvrupMUlR14Jd0sjD52dzcP4hSRg24zCxZoQvlg/27pWyQR88jsJi/cEMFaWVvo+tj6V7U4cA07cmoqK5C7HeNvh1RRykBIH1hx7xlt6ZpL0l3ikU42E1F7/fLdfY4VKHQT62WBLviXA3KzhbGlGvTU7mM2UzMDHMGYf1MJBaEOuODWMDlVw+xRIpzmbVYvvNYr2Kh+64tiEBnrYmPS5Ek0uaMfen2yqX71oWgxGy7i9BELhf2YZjGVU4mVmjZNWuDvtWxCLe185g3kZblwiLd9xV+Rz6u1vh1XFkkJzi+/z1ThneOfaI1F782cTHlgclR1kTDwmbScOs3ow//wmFxZNRiA5YGLHw9qQQzI/1wKenc3Altx7bb5XgaHoVNowleRk9ISdtvpCHi9l1YDPp+GVxlF5FRUZFK5btSkZLpwi+9qbYtyIOLlbGShIlkUSKU/er8fafWUqkQnWY9J2yLPPFUf5YOVTV7IUgCFzMrsNHp7Ipj4ih/qTJlWL3RiSRory5k/LkKFYwBatvF6CJJ0QTT6hk+gOQnhDy8raxQ4g9SaXwsTcFi0HHSwfS1TqY0mnApfXD8czeVBQ18DC9vwvG9XOCVEogsagRB5IrkFWlejLlMOn4el5/pXl6tJcNxn1zQ2kxtzPjYMYActShuDtu6xLhZkEDLufU42pePVo7RTiWUa2X6c+KId54Z1Kw1hM1i0HHoVWD0P+ji2qvH//NDZxbN0zl8tZOIb67XIh9d0ohkhCg04AFsR54eUyA1hb4PxkN7QIVn4+3Jgbpff9t14qQVcWFlQkLn80MVfncBWIJVu27h4rmLnjYmODHp6Mo7tD3CyLhYJ6N3Uml+OR0Dmra+Hh7YjAaOwR4KAvbOv+wlsqc0AdD/Ozw9qRgnd2WKeEu2HmrBJmVbUgp1Y+HkVHRhtKmTspAjycQ43JuPb6/XKCXSmrtCD/Mi3GnwgYH+9n2mrAY622D4s8m4pvLBfhOwc1YTrp8eqAHEgub9LIRN2YxkPjGyB6R6buEEuxPLqest+UIdrbA0dXxaguGpwd64k5xE/X9G//tDVx4ebjBz20IPG1NMTbEEecf1mHHrVJsnNk3hll/B550LAzE9fwGfHwqm9L+Bztb4L3JIRjkq38EuWLewTfz+mO6Hgz3WwWNeHZfKjqFEkS4W2HX0hitB1kLT4iZ25J67P0vx1NxHiiq76B4Fi4ytcd4A9UeHQIxSrsVG3IyqbowJ234bWUcgp0t8OP1Ivx8oxj25hz8uiIOF7NrcTC1QmlUFOFmiZmRbqjl8rErsYRiiqsDm0mnCGBD/ex0jh3k47K3/tRNxlw22AvvTQ7R+zPTlmewaKAnPp4eCoAkAv56pwzfXi6gjLgSAu3x1sRgBOjRJu5L9HXHQp71ogh9ckEA4GF1m0ZLd4Asll85nImjaVWkvHhNvNIOUSyRoqiB7Hr1VKXhZWuCtyYGY1iAvcHdop9vFOGzM4bnGPUEdmYcGWfCg1LF6JKbGoq2ThFiPr2kNjK9O7ztTDFzgCs8bE3w8sEMSAng50VRGGuAZwlAFo7775bjh6tFVCfEx94UNIAqMmYMcMX/ZoWrVcwQBIHQ989TI5mVQ7zxzuQQg16DoUgpbcacH2+Dw6Qj6Y2ROoMP1eFJx+JfiOEB9oh/aSh+vVOGry+SfvELfrmDCaFOeGtisE6iT1p5C14/Qi5EaxJ89SoqTt+vwbqD6RBJCAz1t8OPT0dpVVykljZj9o+qLUhFy9ouoQS/3imjDII0obu7aHUbH408IQRiw+SoZhwmQl0tVdJZCYJAQ4cAp+/X4EMdrG85FJ3yAHJnO+6bRwZfbAYd82PdlTgMBEEg0NEc6w5mqDxelKc1Zke5YWKYs17jLbnF9sGUCtzr1n2xMGLC1oyjUtD9IUseHRXsgIQAB52Ofb72Zvh1RRwVy62IfXfKEOZqCUsTFjaeyUGpjEQb6GiOtyYFY3iAvc738E+HSCLFb3eVDaX6u+smyQJksbXh8H2IpQTG93PCVDUciW3Xi3A0rQoMOg1fzApHM0+E3YklyKlpR3YNF3l17RCq4eLowvwYd6wc6qMXF0Ed7le24quL+ZQySx2Wxnth5VBvJBY2UucSbWAz6XhplD9mR7lRCqm2LhEOJJdjd1Ipatr4+OpiPrZcLdTxSIajQyDG+axaHMuogliq/fN8Ks4Ds2RkaL5Iionf3YSUIKXFhhQVIokUR9Mq8d3lQoos7WZtjHWjAzC9vwuYDDoOyTYEf6ZXobaNjx8XRakc+zQaDRnvj4X/22cBANtvlSDK01otJ62vEO1pjQg3S2RWtuG3u+V40cCMqH8KnnQseoFmnhBfX8zHb3fLICXIA/iZod5Yk6Bealnd2oWpPySisUOAMSGO+OnpKJ1zu1/vlOHd41kgCNKt7qt5ERoZ8VIpga8u5uOHbieIpwd64MOpoTpHNu18EXbeKsXXl/QnnAHkQr5xZhimRLgYrJXn8kX47HQODqSoT4j8ZHooXK2NKTOwkkaeUk6HJrhYGsHH3gx0Og0Z5S1q49Dl6O9uhY+m9VMJpeuOB5Vt2J9SrmSxzaDTMCrIAQtiH1ls77hVoqTusDVlUwRggBzjRHlaY1SwI0YFOcDPwUzjItR91qsOdmZsvDI2EHOi3HplPmQoxBIpcmvbkV7egrTyViV+wVNxHvB3MIO/gzkCHM1gb84xaKE9mVmNF/YrB2KlvTtGr1b4Vxfz8d3lAtiYsnHh5WHUKIggCFS1duHriwVaHRoNgTGLgQ+n9sPEcGeNviX64GF1G76+WIBLOSQ3hkGnGWThrQuvjQ/E0wM9VcacIokUZx7UYPvNEoroK8fvK+MwyFc1OE0XhGIpbuQ34FhGFS7l1GntEnaHPIzrw5MPsSuxFI4WHFxYN1wvRZRESuDU/Wp8fTGfKrYdLTh4YaQ/5ka7q5ybbuQ3YPWv98ATSuDvYIZdy2LUysVbeEIM+PjRaPLiy8P0Io32FCcyq/Hi/nTYmbFx6/WRBne7/gkdiyeFRR8gt5aLj09lUwuegzkHr48PUoqY7hSKMefH23hYzUWQkzmOrI7X2nUgCAI/XCmkTH0Wxnngo2mai4PGDgEmfntThSz4+8o4xOspXSpt5OHDkw9xVbZbcrE0wguj/FHayMNPN/SPXwZIUuPGGWEYE+KodrErb+rEgl/uaLQpv/naCKXuj1AsxaWcOuxPLldr0BPhZgkajYbihg6tRYQiFMPKAJIA9+q4IKXFi8sX4Xh6FQ6kVChJ+zxtTTAvxh2zo9yU7H0V7Y7XJPji1XGBkBJAZmUrLufU4XJOvYrM1cPGhIp/j/W2UTkBvvXnA425NDMjXfHRtNBeLWr6opknRFpZC9LKyX/3K9t08njksDBiwt/RnCw2qJ9mcLIwUrtwzdqWpNIN0me8klXVhmlbEiGREliT4AtvO1NkyzgROTVcvb8b+qA3ab9y5Ne14+uL+ZTLI51GFrplTZ1Kxag2WJuw8OIof0yVSS7vljTj1T8y1arH/B3MsGlOBHW8yEEQBFJKW1TIlsHOFlg5xFvnpkEqJZBa1oLjGVU4/aBGbT6KHCHOFpgV5YbRwQ7YcDhTyTK/O3Yvi9Ep8ycIAucf1uGri3kUT8rWlI3VCb54eqCn1oX5YXUblu9OQR1XAHtzDnYpyFEVkV3NpbKEAMPls4ZAJJFi+BdXUd3GxxezwzHXwOLgSWHxHyksgEcEx09O56C8mayWI9yt8P6UEPR3s8Lzv6fhbFYtbE3ZOL52sFYjJamUwMensylXvhdH+uHlMQEadw5JRY146hfllrkJm4Gbr43Qa0bXJZRg27VC/Hi9GEIJaXL1zFAfrB3pp1Zm1dAuwPdXCrBXQ/aBJjhbGmFmpCu2XNWs5TdhM5D90Xjq9+KGDhxMqcCRtEoV5cvsKDd8OiMUHCYDYokUNwsbceRepdpgL0MR72uL1NIWpZkwm0HH+FAnzI9Vb7H9y41iarS0doQfXhmr/m9W2dKJq7n1uJRTj9tFTUrPYcZhYliAHUYGOWJEoD1szTjg8kUI/+CCxtea89F4g+Ka9YFYIkVeXTvSyluRLismSrv5lgCAOYeJ/h5WiPSwxrcKBL21I/yQX9eOwvoOlDbxoGnzbc5hws/RjOpu+DuagS+S4rlf7yndTtsC08ITIruGi4yKVsqZsa/xyhjSKK9DIMaSnckoauDBwoiJXxZHI85Hf36VHEUNHfjmUgFO3a/Wy4G1O1ytjHH6xSFU1o06tPCE2JVUqkScVMSr4wKxeJAnzBW6GIo8GcXUUwdzDpbEe+GpWA+lMV5ebTuOZVThREa11iwjTWRogIw+GP2Vej6RNk4NQZAS/C8v5FPdFgsjJlYN98XSeC+9DfqqW7uwfHcKcmvbYcJmYMtTkRgRpPpdU+TGAYbJvw2FnGMT6GiOc+uGGtQ1elJY/IcKCzkEYgl2JZbi+8sFKjpsFoOG/c8MRLSXZnMikUSK1/64T7WV358SgmWDvdXeViIl8OnpHOxMVPZbWDXMB6+PD9I5ZpEXQx+ezKZOCurUHvqgpq0Lm8/n96jFLLcrn/DtTar9dy6rFvuTy5XMucw5TCpufm60G76YHYHcWi6OppFGVorGX/4OZpgV5Ybp/V3hZGmkxDuxNGZh/ZgAlDTyUCQjknZPRFWHICdzDPCwhq9C3oq7jQlYDLpSkJGuQlARPIEYiYWNMpvxep1yO03Ql9SoCS08IdIrWnCvrAVpZa3IrGxV243wczBDpKyQiPS0hp9s3ARoJm/yRRIqubewrh0F9R3Ir2tHaZN2ebIidi4lA/UkUgK5te3IruYiu4bsQtRoyImwNGYhxNkCViYsVLZ0qbT6tcHfwQzvTQlRK21s7RRi5Z5UpJa1gM0gVUbdHW81obSRh++uFCiZSOkLDpOOtyYG4/0TD2HKZuDqqwl6hWERBIF7ZS145XCmiqkdQPpnfD2vP8LdrJSyQrY8FYnfk8uxJ6mUUmYZsegY7GsHOzMOMitbtRr4GUKGluf/vHQgQ+W6g88OVCne7hQ34csLeVS3w5TNwPIh3lg51KdHnQQuX4Q1v6bhVmEjGHQaPp4WiqfiPFRup9g9tDfnIOXt0QY/lz5o6xIhfuNl8IQS7FsRi6H++vOmnhQW/8HCQo76dj42n89T8l7wtDXB+XXDNLbmuoQSrPntHq7mNYBJp2HznAiN5M46Lh8jNl9TOfkfWT1IL1fF0kYePjj5kCKJuVga4b0pIRjXr++yPTTFLBsCOg1ICHTA/Bh33CxoxL47ZWAz6ViT4IuL2XVK4wlrExam9XfFrEg3hLpaKL0PxUVPcRGWy1P3JJXiUo7mrBFNYNJpSr4W9uYcfDu/P3ztzeBgIK9AKiXwoKoNl3PrNe4yNcGYxUDOx+N13xBkQZpf106ONMpakV7eopTGKocZh4n+7lZkIeFpjQHu1lpn3YaqQoRiKUqbeCio66C6G3dLmnrkyaKISWHOGORri8L6DtwsaFCRGWrCglgPrBvtr2QBrwl8kQQvHUjH+Yd1oNGA9yZr3gAApFR8ejejL23YPCeCypsRiqUY+/V1lDZ14vkRvrhV2ITMilbMiXLDpjkRej8mQKozdifp5lEpqkKEYil+v1um01JbjmhPa8wygAwtx82CBizakazx+uS3R6GqpQtfXcynxqEcJh2LB3niueG+PVJQKEIoluLNow+ozdHzI3yxYWygyjE8+PMr1EasJ38DfSHnmQwPsMee5fobZj0pLP7DhQVAMryn/qB8MnG1MsZbE4MxMUx5AW/rFGH5nhTcK2uBEYuObQuj1LbjAOBaXr2K3a6DOQcXXh6mtTUKPDK5+klh7PHsMB88P0L92KMnKG3kYcmuZLW7I4DkFMjHRb0Fi0HDqCBHzIx0RYIsI6A7frxehM9l3QT5zLK2jY/DqRU4mFqh1K0Id7PE2BBH5NS04/SDRyOVKREuGOpnh4qWTjLQTeZKqo2YZsJmKCXJyh1Ive1NVUh0chTWd2DjmRwVp87ufBB10OTY19opRHp5K8WNyKxoUyvx9bE3JTsRHtaI9LSCv4O5QR4tPZGbEgSBBlm6bHYNF1+cezyjDHUwZTPw0bRQTO3v0qMsIImUwAcnHmLfHXIkqNgprOfy8evdcoMKxFXDffDy6AC1G49zWbV47td7lA/Lmt/SAADHnx+MCHcrg187QRDIqGjFK4cy1RaVAHD4uUGo5wpwLKMK1/LqlSLr1WFNgi/mxbjD09Zw/wsuX4RxX99ATRsfSwZ5YuVQH8pTQx1YDBrmxbhj7Qh/OFn2XVAcQRD49nIBlaQ7rb8LvpgdrkSYF0uk8JMpRQD0iAehD8qbOpGw+SqkBHDh5WF6y8efFBb/4cKito2PaVtuoY4rwIhAe0zr74r/ncul2raxXjZ4b0oIQl0tUcflY/GOZOTVtcPCiImdS2PUjktEEineO56F/cnKCor1YwLwwkg/rbtjgiBwIbsOH3Ube3w4tR98+sCinCAI3C1pxvyf76i9PtbLBjuXxcCMwwRBkDvz/ckVOJlZbbCPhSL+XBOPAR6aQ466nwR+WRyNA8nluJpXTy3U5kZMzBjginkx7kpOpOnlLXj/xEPKBCnQ0RwfTO1HeZZ8f7mAItc6mHMwOdyFUq5UtHRpbfPbmbHhY/eo0LAyZuFEZjWV/8Kk0/D0QE+8NMof1qZsdAklSCpqxOXceo1EToAMYnp5TIBSIVGsZsduymZQ3IhID2sM8LDSWZTqgq7CQiyRoqSRR5Ep5aMMXR2KVcN9EOJsgQBHczDpNBQ18HCrsKHH1tc/Ph2FUcEOfRIsSBAEtl0v6lVBNK6fI96ZFKJVqk4QBOb9dAfJpc1UsuvR9CoM8LDC0dXxveoytvNF2JNUapD9uDo4WjziYRj6XXr1cCYO36uEl60Jzrw0lNrkKG4KFPHKmACs1XHO6w0Oy6IDxFICcd42+HlRtFK3rjvv6cTawTpVZT3B6l/v4WxWLebHuOPzWeF63edJYfEfLSz4Ignm/nQb9yvb4O9ghqNr4mFuxEKXUIKfbpBJoHyRFDQaEOdtg8yKNnSJJHAw52DvilgEOam+/qrWLgz+/IrK5fp8oR/n2EMoluJIWqXG/I61I/ywfkwA6HQapbDYn1yBbAXTIS9bE0R6WONoehXszNg4vnYI3v7zgVYtvyZMiXDBmxOCKCfT+T/f1pjOGOtlg/mx7pgY5qxxPCWVEjiYWoEvzuVS6Y1TIlxgbsSkFvgNYwOU3E8B8nMpb+6k8lYedTl4GpNlFeFhY4JRwQ6yvBUzeNubwtnCCHQ6jVxkfr6D5BL170sdfOxMMUDWiYj0sEaAo2HdCH2gWFg8+GAsxYXIkXUj8mrb1ea00GmkKZI6zoVcftgllCC5tBk38xtws6AReXWaZ/v6gMWgwcfOTIk4GuBoBk9bU70k01WtXdidWIJfbmrOk1HEiiHemBjmjE9PZyNNZjPvY2eK96f209t3RLED+sviaLx0IB2dQoneJnuaQBAEsqq4OJZRhR1a8nHkGBZgj1mRrhgb4gS+SILfZX4Y8u+1MYuBOdFuWD7YWy/3zss5dVixJxU0GnB41SBEe9mgorkT314uwNG0Sq2dOkNyYwzFzYIGrP41DR0CMfwczLBraYxS8deddJr6zug+d7m9V9aMWdtugy0zzNLn8Z8UFv/BwoIgCLx4IAMnM6thbcLC8eeHwMNWeSdS3dqFz8/m4kSmsg20/CTaHecf1mLVPmWWvI+9KY49P1hjSx14vGOP1k4hvjifp3H3LM/tkBPH9idX4PSDamp0wGbSMSHUCfNjPDDQxwbpFa1U8I+ixbciVg33wfmsWrXqBH1ha8rGrCg3zItxN4ig2topxJcXHnmWyLFutD/WjQ4w6DW080UobuBhy9VCXMiu0/t+bCYdEilhsL9BpIcVZke5Y1Swg178AUNAEASq2/jIrubimb2pOm9vymYgyNkCIc4WCHGxQLCzBQIdzWHMZmDOj0kq0sM3JwThZkEjkkub9TasCnA0w7PDfPHp6Wy0dIrAYtDw8pgAFNXzUFBPcjk0yWSZdBq87EwR4GgGP4dHslgWg459t8tUkla1wdGCg6/m9keIswU2XcjD/uRyEAQ5IntxlD+WD/Y22Pfl5YMZ+DO9CrHeNhgeYI9N5/PgaMHBlVcS9FZByFHWxMOx9Gocz6xS29XShlfGBGD5EG/qOQViCU5l1uCXm8UUoZNGA8YEO2LFEG/Eetuo3cS08IQY+80NNLQL8MxQknz5/ZUCHEypoEYvo4Md8crYANiYsjFw42WVc0Octw22LozsNcdCHXJquFi2KwW1XD7szEg5apjbo65m93Nz3ifjDUre1QWCIDBjaxIyKlr1Ptc8KSz+g4WFvD3OpNPw68o4DNQgRbtT3KQyNvCyNcE7k0IwKtgBNBpN5iCYqVKAvD0xGCuHemuVYT2usUdxQwdW7EnVaBUuD89p4QlxJK0SB1MqlLIKAhzNMD/GAzMGuMLSmIXbxU04cq9SJWhqkI8txoc64ZtL+WjpFOHpgR74ZLqyd75USuBSTh3ePpalVxdAEcsHe+OlUf4GRZETBIFn9t6jTIwAw3edADli+eR0DuXT4GjBwYaxgZgZ6YamDgHV2cisaMXRtCq9bJD1RairBUYFOWJUsANCXSwNClYSiqUoqJd3IdqRXdOGnJp2ykq8O5wtjZQKiBBnC3jYmKh9zofVbSrZNYZgcrgzPpoWChtTNtr5IszaloT8ug61qcFSKYHqti4U1HegoK4dBXUdpGKlvqNXY7nucLIwwvhQJxzLqKJ8Hab1d8GbE4J7zAuobu3CiM3XIBBL8f2CAfjifC4qmruwdoQfNowL1Hn/xg4BTmWS2TYZFa1ab2tjysbUCBeEOFvgl5vFajNH3G2MsW1hFOX9QBAEbhc1YfutElxR4AmFuVpi5VCya6M4gnpxfzpOZFbDxpSNSWHOOJRaQXW1hvrb4ZWxgejfjUNyI78Bi3eqkjw3jA3As8N8DS7WdKGmrQvLdpFyVGMWA1sWDsDIIEfq+o1nc/DTddLnh8WgIf+TCX06ojl1vxprf0+HrSkbiW/oNsx6Ulj8xwqLsw9qsFpGqto4MwwLYlXlSgBw4WEt1u5Ph1AsRayXDcaHOmHrtUd+9kP97bA03gsr9qjuAHW1/koaefjgxENczyfHCK5Wxnh3cnCvxh7yk8VT21XtpQHS0GfviliYsZm4U9yE/SkVOJ9VSy2IxiwGJoc7Y36sByI9rFDcyMORe5U4ll5FxTor4tbrI+BmbUJJu9ysjXF+3TCNO7JOoRin79fggBqLbUPwwkg/PDfcV+3zEASBry/m4ztZsmuQkzkaO4TU32xsiCPenax9Tl7Z0okvzuVRhaIxi4FVw33w7DAfGDEZKGrooJQaaeUtKGzo6JHHgb6wM2NjdLAjRgU7YrCfrdLi28ITUiMMOSeiqKFDLYGPSafBz8FMSXqY/u4YnbblfJEEqaUtuFnQYLABmyJ2Lo2mTvQSKYGVe1JwNa8BDuYcHF87GM6W2gP+CIJAUQMPP98o0pmgqwuTwp0xOcyZOg/IEeRkjg+n9uuR50V3bDqfiy1Xi+BtZ0ryq/ang82k4/L64Wq/fzyBGBeya3EsvRq3Chv17ngVfDpBqQjoFIqx73YZJavujvVjArByqDf1PSqs78DOxBIcuVdJFQvOlkZYGu+F+bEeSCpsVPmcAFJVsmFcoMZNGUDydT47k6sitQfI78OIQIc+Xdzb+SKs+S0NNwsaQacBH08PxcI4T+r6id/epMa7Y0Ic8cvi6D57brFEiuGbrqGqtQv/mxWGeTHq1xU5nhQW/6HCIquqDXN+vI0ukQTLBnvh/Sn91N7uUGoF3jhyH1KC/AJ+v2AAjFgMtPNF2HK1CDtvlajdoUa4WeL3ZwZqXFy7hBJsuVqIn2+QYw82g45nhnn3auwhFEvxx71KjSFbzw7zwRvjg9DIE+BwaiUOpVYoKUFCXS0wP8YD0/q7QCIlcDKzGn+kVSFTYadkYcTElAgXhLla4o2jD6jYdMVdyf5nBqoNecuqasP+ZNJiu13BYntkkAMuKowYCj6dgD/uaeaBaMPr44OwbLAXfrhSSFmlvz0xGM8M8wGXL8J3lwqwK6kUEikBDpOONQl+WDXcR2lX0c4XYeu1Iuy4VQKhmOTWjO/nhFHBjqhq6UJaeQvSNdiOe8r4J5EeVhjgYY0gJ3MVP4CkwkaNRV9fw8KIiRAXC4Q4WyLY2RwhLhbwczADh8nQSd4kCAL5daQE9EZBI+4WN6nlXGjCyCAHvDOJ3O1P/PYmSps6VeR+H53Mxs7EEhixyJRYdfwjgiBQUN+BH68VqXTK1GF4gD1mR7nBwpiFB5WtPSI5jgxywLrR/vC1NzN4ZNEdHQIxEjZdRWOHEO9NDsGlnDokFTVhQqgTtj0dBYAket/Ib8DxjGpczK6jjK40ob+7FWZFueFdmX28rhCy3Fou1h3IUOtj4WpljJ8WPepiNPOE+O1OGfbcLtPq0xLmaolXxgZgeIC93kVBU4cAo7+6TvGf5HCxNMLeFbE9jh5XB5FEireOPqBi7Fcn+OLVsYGgy+zXfd86Q932vckhWD5Es/zYUMgdff0dzHDh5WFaP58nhcV/pLCob+dj2g+JqGnjY1iAPXYuiVZrBqNoojQnyg0bZ4Yp3Y4vkmDqD7eU4rsBUo1w+sUhah9Tbmf78alHY49hAfb4YEpIj8cezTwhvryQh9808Cd+eGoAJoQ640Z+A/Ynl+Nybj21CzLnMDFtgAvmx3gg0Mkc1/IacOReJS7n1lG7XQadhoQAe8yKcsPIIAcYsRjIq23HuG9uwM6MjSsbEjD+6xuolknPPpwWSj03ly/C8YxqHEguV/Kw8LAhLbbnRLnh9+RySi723YIBakOoBGIJfrtTjo9O6afNV8SHU/thQawH1XLNr2vH+8cf4nYxqehwtzHGe5P7YUSgPQ6kVOCri/lo7mbPrI5HYsSiI9yNJFdGeZJKDX3JYMczqpTMhXztTZX8G76YFY7sGi7OZdWilqveUEoTGHQapoQ7Y1K4C+J9bTUujOoKi6YOAW4VNuJmQSNuFjRQRkv64rXxgVg+2FupUPvgxEPsTiqFs6URzq0bRnkl/Ha3DG//SS6MWxdGYqIsLIogCOTUtGPb9SKc7DZWVIfRwY5YneCLAe5W1NimSyjBvjul+PF6MfW39LU3xcI4TwQ4miO3lktZueuCm7UxZW3u52CGANlPQ2zZf79bjrf+fAArExZ+XhSN+T/fhpQgxwG1XD5O369RWWy7w8XSCDMiXTFjgBv8HMhzhaJBlj7ppnwRGWao6b2/PDoAzw7zgTGbAb5IgsOpFXj3+EOV2z0z1BtvTQzucZfhbnET5qlRpM2LdsebE4N6rXiSgyAIfH+lkErdnRLhgs1zSDkqTyBGv/fPU7dVZ+zVU3D5IsRvvIIOgVinzfmTwuI/UFjwRRIs+OUO0stb4WNvij/XDFYxhSEIAp+fy6XmcKuG+eCNCUFKB5G2mGyA5Ca8OzlEyYFN/dgjBOP6OfboAC2s78Bzv96jIuG749y6oTA3YuFQSgUOp1YojTGiPK0xP8Ydk8KdUdzAwx/3KnEis1ppQZVnBEyNcIG9ufKCqVhYjApyxMHUCnjYmODcuqEwZjHUE0AZdIwLdcKCGHcM9CEttoViKQLeeSQvNSS+u0sowc7EEoNtoZl0GjbODAObScfGM7l6L9zuNsaPfCM8rBHkbN4rCeTnZ3Px43XNdun6eGHoAycLI9KbQ+ZASv40w4jN16jbrE7wxc2CBmRV9SxyXJOTqCI3ac/yWIrbkljYiMU7kyGREnhlTAASAh2w5Wohzj2s1flcE0KdsDrBF2GulirPyRdJsD+5HFuvFVE8Hi9bE7w02h9TI1zBoNOQWNiID048pDgIEW6WeHGUP0zYTOTWcvVO7XWxNIKfozkCZIRRP5nFuTqCtlhCpn/m13UgIdBebwWVCZuB8aFOmB3pRh0zijC0sFBEQV07XtifrraLYWfGwdh+jricU6exuIxwt8LKId6YEOrUI6tsqZTA5gt52HpN9Rj4cGo/LIzz6DML7j/uVeKNI2SCbqy3DX5eFAUrEzYqmjuV/DeS3hhJKdR6i49PZWPHrRIM9bfDvhVxGm/3pLD4lxcWBEFg/aFM/JleBUtjFo49Pxje3eRVYokUb/35gJrdvjkhCKuG+yrd5lBqBV77477SZYP9bPHzomgcTa/CVxfyqN2HnCF9+n6N0thDrvYwNDOCIAgkFjapjecGgH4uFtizPBappS04kFKO6/kN1E7byoSFmQPcMD/WnXz/6VU4klap1HGxN+dgen/1GQGKkBcWctBowLaFUahs6cSBlAqlYsffwQzzYz0wc4Cryhx/6g+3KN8JTSobfUAQBD4/m9ur2X93xHrZYIBM7jnAw0ovO2ZdUPSGeFjNxc86Xq+tKVs2yrCgfnrbmSqdcGvaurA7qRTbb5b0acKmvvj9mTjE+6oG5/EEYoz/9gYqmruwINYdG2eSun5tWRPqMDXCBc8N90Wws7nGAlwgluBQaiW2XCmkCkU3a2O8OMofMwe4gsmgo6q1C5+dzqGM1GxM2Xh9fCDmRLkrLdgEQWDL1UJqhOJqZYyVQ71R1tSJgvp25Nd1aCUfO1kYyQoNsrvh72AGcyMWPj6VjVuFqoF83UGjkWToWZFuGB/qpHUU05vCQg59u4EvjvLH5HBn7LxVgqPpVZTqx9XKGEvjvTAv1l2r6k0T2rpEmPjtTbXZJYbaY2tDYmEjntt3D+0CMXztTbF7WSzcbUxUyKXZH43rE/PBiuZODN9EGmadWzdUrS0B8KSw6NPCQv5hvj8lBAmBDnC04PSZk6QmbLtWhP+dywWDTsPe5bEY3C1FlC+S4MX96biQXQc6Dfh8lrJDW6dQjOW7U1R8Fr6aG4GZkW7U722dInxzOR97b5epnOiHBdjjw6n9VAoaXRCIJfjjXiXVOu6OpfFeWDzIE4fvVeKPe5VKJ75BPraYH+uOhAAHXMuvx5G0KtwqaKB2w4ZkBMjRvbAASIa1fHzSnQCqbkFQ9PrwsDHBjddG6PVZdAdBEPjsTA7lUfDRtH5YPMgLALm4Xc9voJwPDcWuZTFIMGCGrIgOgRi5CmTKnBoucjV4Q2iCoe1ZkUSKlJJmXM6tx+Wcul5JfRUxMsgBa0f64d1jWUojLUBzl+ndY1nYd6cMLpZG+HRmGHYnllLdOm2YOcAVzyX4wl9LPL0cIokUR+5V4vsrhdTC5GJphLUj/TE7yg1sJh18kQTbbxZjy9UidIkkoNOARQM9sX5MoFaVR1X2EAAAN8xJREFU0eHUCrxx9AEkUgJD/Oyw7elIKgCstVOIwvoOKkelsL4DBXUdBo+tFOFjZ0rm5Qxwhaueu+a+KCwAsntwJqsGL+xP10hAtjVlY++KWPRzsURjhwC/3inDvttlVKqrKZuBeTEeWDbYSyspWhPSy1swQyZhV8QQPzt8PD3U4HOmOuTWknLUmjY+7MzY2Lk0BuFuVthytVCp81n82USDFFia8PxvaTj9oEarlfiTwuIxFBaKMDdiwtHCCI4WHDiaG8FB/n8LI+pye3NOj3THF7Pr8Oy+VBAE8PG0flgkW3jkaOeL8MzeVNwpbgabScf3CwZgXD8n6vr8unaM/foGuuPahgS1pjIljTw8vf2uShX++cwwzIl219vsqKlDgK8v5Wt0LfzfrDAYs5k4kFxOuUACZCtztsz/oZ7Lx9E0Mh5ZUZ7X04wAgNSLT/j2psrl4W6WmBfjjqkRLkopjOqg+B3oaeInQRD45HQOZRS0Yog3QpwtZC6Wrcir5fbJOEEOH3tTfDYjDHEKOn+5N0SOgjtldg1Xo0W6CZuBYGcLkkzpbAlbM7aStn51gi+2KbSH5aobfSEUS5Fe3oIbBQ3Ym1RGEWUfF35ZHA1vO1N42JiAzaRDKiXwzaVHihxdmBftjlXDfQziGIklUhzLqMZ3lwsou3kHcw7WjvTDvBh36hxxJZcM7ZP/LWK8rPHh1FC9u6TX8uqx5rc0dAolCHG2wO5lMXDQ4i3S0C7AzzeK9DbiUsSigZ6P/DgczQwyV+ppYUEQBC7n1OPLi/nIkakkrExYWDnEG3+mV2nMbXlxlD/WJJCd3OMZVdh+s4QaLdFpwPhQJ6wY4oMoT80uu5pezw9XCimHXEU8M9QbL4zy71FXRBG1bXws252CnBoujFkMfL9gAEaHOGLBz3co3lWstw0OrRrUq+cBgLTyFszcmgQ2g45bb4xQ2/V8Ulg85sJCX9iYsuFgznlUhFCFx6PfbU3Z1M47p4aLWduS0CmUYNFAT3w8PVTp8Ro7BFiyMxkPq7kw45DRynJVA0EQ2HenDO91IzCN6+eI7xYMUClyOoVibLlaiF9ulFBjDz8HM7R0Cil78H4uFnh/Sj/EemsOH8uva8fa39NUiKFyfDOvP+5XtuFoeiWluafRgGH+9lgQ6w4/B3OczKzG0fRKVDQ/Km7crI0xM9INsyJde5QRIId8N6oOI4McMMzfDt72ZvCxM4WLlbFKIXU1tx7LdpP5KUvjvfDBVPWqHG3gCcSYtS1Ja2IjQLZq+3tYobK5E5mVjxIzI9ws8c7kEMTI7Ni7t8r7As6WRpQnhNwfwlONN0RWVRsmf//IF2LD2AAlNYO29ixBECht6iTVG/mNuF3UqJLUqy9eHh0gy8XBI/fRBtKnI7lUf+dQXfhlcTTGhDjqvmE3SKQETt2vxreXCqjMDDszNlYn+GFhnAdFGi1r4uGjk9lUhouDOQdvTwrG1AgXg7tP9ytbsXx3Cho7hHC1Msae5bEUeVL+mu4WN+FYRhXOZtWiXY1aqCewMWXDz0HuNCojjTqawd7sUVheTwsL+Uh184U8yh/DnMPEyqE+WD7EC1y+GOO+voEOgRgLYj2QVdWmNm3WzoyDPctjEOJsgRsFjdh+s5gKHAOAAR5WeGaoD8aGOBrEl+AJxJjywy21RmCfzQjDvBj9N2fq0M4X4fnf03EjvwF0GvDhtFAsjPWAj4JSpCdmeoqQSglw+SKM/PI6mnlChLpaYPlgb7R0itDaKcTDaq6Sd8jjyDD5f1dYyDkWp18cAicLIxQ38lBU34HiRh6KG0hL5bJm/WOau4NOI7/0LNlsVY5PpofC1doYjuZkEdIplGDRjrsobeqEnRkbu5fFUrKrDoEYC36+o3JAKTLY5SDVHrX4+FSOktpDPvYQiqXYe7sU314uoE48k8Kd8eaEIGo3ShAEbhY0qjWTAciiYPEgT5x/WKfk/+BsaYQ50e6YGOaE9PJWHE2rVHJENOMwMTHMCbMi3RDjZdMnLT65Nl8fsJl0eNmayAK+yGLjtSOPOCr6RIgTBIGypk4qT+NeWSu1w+r+XGGulkpR4eXNnfjkVDZVVLhYGuH1CUGYEu6i9bPovtgbigPPDtSq7e+Oc1k1eO7XRyOb50f4Kn3Giu3Ztk4RkooacUOm3tAnRt4Q+NqbYnSwI0YGOSDK0xrtfDEGbrxs0BhHE+QnWDLszUwv0zOplMDZrFp8cymf2hlbm7CwargvFg/ypIquTqEYW68WUXwmJp2GFUPIna4hKo7uKG/qxOKd5HnCyoSFHUuiwWEycDyjCicyq/VSz4S5WmJmpCvife0wc2sieEIJPp8Zhm8vF1CbjpFBDiis70BFS6fGkYSlMYtSqexPJjuZvvamuLR+uF5FU2ppMzadz8NdmcW8EYuOpfHeWDXMB9ambBAEgUU7knGrsBGRHlY4/Fw8GHQaRBIpDqRUUBLX7lg7wg9rR/qhtImHnbdKcCy9mpLiu1kbY9lgb8yNdtPZyVSEJiM2bzuyc6hO1q4vRBIp3vkzCwdTySynVcN98NIof4S890gpsmtpDBIC7dEplKClU4jWThFaO0Wy/wtl/ycLhZZOIVq7Hl3f1iUyyNfm4+mhWDTQU/cNDcD/28JCG3lTnt9Q3NCBogZZwdHIQ1FDB7VL70sEOZljoI8tHCw4aGwXqjVzUdeWLm7owAcns3FDD7VHU4cAX17Mp+yCOUw6lsZ7wc6Mg0/PqJeARbhbIcTZAqcylf0fRgU5YE60O+g04FhGNS48rKVO/HQaMMT/UUZAT8YM2rD5fB7lE3H7zZGY8O3NHv9NItwsHxUdMuWCk6URCus7lKLCm3iaw6/enRyCSA8rhLhYUF2ksiYePj+bi7NZpNLAlM3AmhF+WDFEWQ4plRKoaOlUysnIruaqNQPrDUYGOeD9KSFaO0VfXcxXSticGemKo2mPvBteGuWPGwUNyKxo7dGIZ/EgTzw7zAdu1iZKXcNrGxIoXkZySbNStLw5h9mjcYopmwFH2aZBG2xM2bKMFTLgTZ4s62FjAg6TjgvZdfj6Yj7VmbIwYuLZYT5YOtibKhYIgiw8PjmVTf3dhvrb4f0p/ZS6C71BU4cAY7++ofV72B0O5hzMGOCKmZFuCHR65NEgd/x1tTLGrmUxmPzdLQglUqqT0yWUoKihAwX1j5xGC+raUd7cqfHvbm7EpHJU/B3JwsPfwQzOlkag0Wh4UNmGLy/mUYoUNoOOp+I8sGaEr1KLft+dMrx7LAtGLDrOvDhU7YiqorkTa/enK3ncyCHnYtibc/Dr7TL8erecUpuZc5iYH+uOJfFeeo/3CILALzeL8dkZVaOv8f2c8NbEYJUYBk0QiqVo7ZIVBDwhWjpF+PRMtlJXN8jJXGcX9HHgySikD9BbVUgzT0h1NorkhUdjB8qbOpVOin0JVytjstthYQRHcw4sjFn4416lUqT42hF+eqk9squ5ePFAukapKEAWFFIpodQxkfs/hLtZ4kZ+A45lVCsRNf0dzEgCWH/XPo0n7g7FwkKRvCcQS/DVhfw+VWcowsKIqWRM9cWscMyNUT4Y2zpF+P5KAfbcLoVIQoBOA+bFeGD9mACYGzGRV9v+iAtRTRIqNVlDu9sYI8SZNJVKKmpCuiyQik4Dnh7oiVdkBMD08ha8ezzLYLnm5HBnvD0pmHKbJAgCi3cmK7WTewNLYxbenxKC8aFOKqMUTQZZLTwh3j2ehVP39RsJrU7wxfLB3uCw6FSUtny8lVPDxbQtiRCKpXC04GDlEB+UNJGbhJJGnsE+GZEeVvhkehgCnR6FshXUteODkw+RWEjOx3sr4+6Opg4BTj+owbH0KiqQTBuMWHSM6+eEmZFuGOJnp7Zl3yWUYMTma6jl8vH6+CBw+SJsu1YET1sTXHh5mEYeGV8kQXEDjyo45MegoRjqb4fPZ4WrkETLmzox/tsb6BRK8P6UECwbrN00SiyR4mBqhUZS+fMjfPHsMF+ceVCD7TeLKc4Gg07DhFAnrBzqo2IBrgl8kQQztiap7VQGO1vgqTgPCMVStHWSBQPVYegSooVHdhV6OiIEyG6otQkLVsZsWJmwYG3ChrUpC5bGbFjLfpcQBDadz1PxwVGHH54agMnhLk84Fv+kwkITRBKyy/HW0QdUqw8g26a6DGj6AnICqpOFERzk/A8ZH0RORm3hifDqH5laq2JjFoNy32Mz6BjbzxFj+zmhnsvHn+lVSsx8eUbArEg3hLpaPLZoYkVoKiwUQRAEruU3YNmulMf2OlYMkbfUTeFuY4KL2XX47kqBUvdk5gBXiKUEsmu4KG7oULvjYzPpCHQ0R4icVOliiSBncxWiWHVrFz47k0MtujambLw2LhBzo1Uli7eLm/DOn1k6d+x9jdHBjnhhpB/CXLVniygWFt/O749vLxcYHG7lbWeKkUEOGBXkgD9kGTKetiY4+9JQ8AQSTN+SiKrWLsT72mLP8lgV348OgRiljY+4HMWNHTieodsUi82kw96Mo0KOXjTQE29NDO51h65TKMbF7DocS6/CjQJlW21NoXux3jaYHemGCWFOerX7j6ZVYv2hTJhxmDjz4lDM/jEJ9e0CvD4+CKsTfHXeH3j0N4zxssbH00OVuhuXcurUWrrLYcJmwM/hkSzW194M7x3PQk0bHwN9bPD7yoEGjU2rWruw9vc0qvhWhLUJC/tWxKGhXYDtt4qpIhB45JcT42UNbpeYLAQ6RWiVdRSoDoOsUNCUe6Qv6DSy4LY2eVQgWJqwkFvTrpTi3L1zUfjpBBWeiERK4HhGFdYfytT7+XctjcGIoEeGWU8Ki39BYQGQxMAVe1IgJZStWlt4Qnx9iZSByuFiaYT6doHWLoeVCQtmHCbMOEw0tAvUtkIVC4G+ghmHidUJvrA0ZuFaXj2u5TVQr5PFoGFUkCNmRroiIdChz4N8dEGfwgIgF9hKmQ32tmtFerUYrUxY2LMsFlKCkMWYk12pMw90myfpA7k3hCKp0qebN4QuJBU14v3jyiZLH00LRYSW3RdBELiaV483jz4weKeuC6+ND8SsSDe90lCFYilOZlbjlcO6T4aKEmJFDPW3w53iJrXXLYj1wEuj/LH6t3ukEZ2dzIhOB5ciqagRX1/MV+IHDfCwwpgQR7R1kQmzJY08lDbytB6vlsYsqtiUm4F5y0Yt2goOkUSKWwWNOJZRhQsPlW21zY2YkEoJiCSEWgv/WG8b/LYyziDDNKmUwLQtiXhQ1YanB3pggLs1XjmcCVM2A1c3JGhVn8ihjrxZ1dqF7y8X4PC9SqWCaFI4yQsrqGtHSSNPa9FhaczCyCAHJS8OdxsTrYRJ+ZihmSfEzzeKlUZ4fzUG+9liVJAjrE1ZsDJhw0pWSFibsGFuxNRYMOXVtmPZrmRUy+SobAadGq0FOJrhwsvDUdzQgbf/zKIUJNrw06IojAl2BJ1Ow6ens/HLzRIVou2TwuJfUFgU1LVjxtYkGZvZHZ/NCKN28LsTS/CBzFVvWn8XbJ4TASadhs0X8tQSES2NWRqTIOXwtjNFiIsFfO1M4WBhBDMOE6YcJtr5ItRxBShv5mF/ckWfvT+AJL+tHOKDQCdzOFoYwdqE9Zd0KRShqbDgiyR4UNWGtLIWSvKpzkzIjMPUK5nS2dIIB58dhK3XCnEghfwcRweThVRPCg03a2PEedvCRzbL97Y3hZetqc4EQnUQSaTYe7sM31zMR7tADBqNlE6+Oi5QYyR0ZUsnZZedWNik8/ulC/qEhwnEEvyZVqVEEtQEYxYDL432x8I4D5gbsZBby8X4b5RlxSODHLBzaQw6BGLcKmjA0bQqrXHyPy+KwpgQzWOJ1NJmfHkhnzpRs5l0PB3niecSfFTkeVlVbXj3eJbSrtjdxhieNqYoaeSpNVlShIulEbxlPB6y4DBBW5cIqaUtOJdVq7RpsDJhgUmnQSwllDpg5hwmJkc4Y1akGwrrO/D2sSxIpASGBdhj68JIg0iicmdSBp2Gsy8Nxat/3EdmRStmR7lh85wIiCRS1LbxUdnSharWLlS1dKGqtRNVrV2obuUr7d5DnC2UdtwAMCLQHq+MDaQI6XKIJFKUNXWiUGb4df5hrYo/iT4wZTNgYcxCO1/cp0mzAJn5EuxsQY4fTMgCgSwOWLCUjSQAYN7Pt9V2SaZEuOCNCUF6e4LIUcflY9muFGTXcGHEolPOwfpgfD8nfDw9VMWpGCCP/eGbrkEiJZTWvSeFxT+8sGjmCTF9SyLKmzsR522DfSviwGbSyaTLSwUUKW5pvBfemxyCti4Rxn1zA/XdFr5fV8RhiD9pntXaKSTlowbq0hmyoJu/AmwGHfbmHDhZkqMWB3OjblJcDhwsjGDOYfZZAaJYWHy3YADSyshgrofVXJXdpPzkLMe0/i74Zl5/JR+IvhqZhLtZwt6MAyM2A2wGHbVt5MlXm3ERjQa4WBpTxFH5Px87M7haq0plu6O+nY/Pz+ZSOzQLIyY2jAvEU7EeEIiluFPchJsFjbiR36AyFrEwYsLOnANul1hr4JO+eHVcIJ4e6IkTmaQkU9/HfPjhOLUOj28efUApD+TI+nCc0uK5/lAG9d5XDPGmPEUU4W5jTMW/x3nbgs2kI728BV9dzKf4JCwGDQtiPbAmwU+FH9TaKcTmC3n4/W45pARZAL0wiiTiKvIRuoQSlDbxlDpdJY08FDfwelXEMeg0DPO3w8xIN4wJcVQqRK/k1uH539LRJZIg1NUCO5fG6O3S2ikUY/J3t6jvRbyvrZIfTW9t3a1MWLA3I/1/7M05sDfjwM6cA7FESvEQmjqEehmXGYowV0vYm3NgZcKCpTELV3LrNXq7LB7kCW87U+y7XUZ9Fgw6DZPCnLFyqLfacDpFlDbykKBgUa+IF0f547nhPnobMBIEgRsFjViiQZ3XHT8tisLIIAe9ulVrf0/Dqfs1mBXphi/nkoZZTwqLf3BhIRRLsWjHXdwtaYa7jTGOPz8ENqZsSKQE3j+RRRlMrR8TgBdG+iGltAVzf7qt9BhmHCaubkigqs3ihg68f+IhdeJztTLGe1NCMDbEERIpgYqWLplihSSRFjf0TOsf6WEFsYykKf/rshl0jamp1qZs1HEFqOfyDWKom8hY+t09QBxknBB5UaKpXcwXSZBV1Ya08ha1DG057M05SnLPMFdLBL17jrq+++hEKJaiqKED2TKDqau59QbxEsJcLbF1YaRWtz+eQEwtNvJ/cmmzNt8BNoMOD5lUVq5c8LEnW+t2ZmylQi21tBnvHMvSOu5h0GkIcDQHgw6UNXZqVVtYm7Dw+vggFNZ3YLuaxbonsDVl48VR/pgb7Y7g9zT/TQCSBBu38ZLKjk3xthez6/DM3lTQacDh5+JR09aFtb+nAyA7a3ZmHCQVNVH2z+rApNMwJ9oda0f6qewuJVICB1MqsOl8LsWRmhLhgrcmBumMV++O3Fouvr1UQKmEDIGzpRFivW2ootPX3gxedqZUgZVRQXpdNPOEcLcxxp5lsfC2M0VrpwhVrV1qOw5VLV1/Ce+rpzBlM8gugSkLFkYsdAjEaGwXoKFDoHWMIgeLQYO3nSn8HcjQNn9HcqxiwmZg/cFMtedKUzYDzw7zxZ3iJqVRQ6yXDVYM9cboYEethf7BlHK8fkQ1FdnZ0givjw/CtP7qfUwM3UD+vCgKYxUMFPVFRkUrpm9JBItBQ+LrI+FgYfSksPinFhYEQeCtP7OwP7kcZhwmjq6JR4CjOYRiKdYfysCp+zWg0YCPZCYon5/LVcloWDXcB6+PCwKdTkOnUIwfrhTil5vFEEkIsBl0rBrugzUJ6tUeUik5O1+xJ7VX70MOIxYdzyf4IczNEs6WxjiRSTrbCcRS0GnA/FgPvDImALZmHAjFUjR0CFDH5aOujU/+bCd/r+fKLufy1UZ8a4KFjIAqIQhUt3bpbAWGu1lSeRqRHtZwszZWOnjfOfaAKuy+WzAA9mYcJZvrgvp2vU5U2uBiaYSDqwYZbCVMEASaeUKFQoOHkkZyl1va1Kl1QTTnMOFtT45RqmQLhyYEOJrB0pilxB9QhzEhjlga74UYLxuKN0MQBJ7Zew+Xcuqo52UyaD1elOg04POZ4UpeIuoKi59vFKkUkEdWD0KUJ2ko1sITYuw3N9DQLsCqYT6YEOaMeT/dhkAsxcoh3nhncggAcld+q6ARW64VqZUn2plxsGywF0YGOSDI6VEeSFp5C94//pBSRQU6muODqf0M8i7g8kU496AWxzKqcLu4iSrcmXQadd5p6RQqyQ0VoYmoqQgWgwY2g94rxcE/Cf1cLBDjZYMQZwtKtqppvCOVEqhq7aJUKvl1HSisb0dBfQc6NXweDDoNXrYm8HMwQ1YVV+NxE+9rCxtTNs5l1VIdTy9bEywf4o3ZUW4aOxASKYGF2++oRC8A5Cbu/Sn9EOZqiQvZdfjw5EOd40FNSHt3DGx0jCHVYfa2JKSWtWDtCD9sGBf4pLD4pxYWcu4EjQbsWBKNkUGO4AnEeO7Xe7hZ0AgWg4av5/VHnLcthm+6qvKFP/zcIMR42YAgCJzLqsXHClr4hEB7vD9FfbZHp1CMP+5VqrhyqoOFERNhbpaobeNrtMnVBA6TDjaDrrK7XTfaH2sS/PQibnYKxY8KjXay20EWHQLUcvmobO7ssW/DiEB7JdWLo7kR7M05EEmkKG3qxAY9SILmRkyKTBnkZI5diaXIq2sHg07D/Bh3pJe3qsyPteHHp6N6LTeUSMnCqnuXI7u6DY0d+neKdGH9mABMDHOGr72p2tfbzhdhx60SKlpeG2xN2WAx6AZnVphzmNg4KwyTwpxBo5FjvOGbrqoYbykWIC8dSMfxjGr42pti+5IYzPnxNho7BBgV5ICfF0cryUG/uVSg4miqjmfjamWMcDdLpJa1UNwccw4TL48JwKJBnnq1mwViCa7mNuB4RhUu59YrFYdhrpYwkUWCP6hqe5SXw6BjTIgjZkW5Is7bFjyhGI3tQtyvbMW5h7V6p5H+nfh4eihFUrQyYcHalCQtmrAZSt+r1k4hCuo7kFPD1evcBZB/F5LI+cgfQ1fBUd3WhYL6DhTWdVDhbYX1HT3iYgwLsEdmRSs1zrI0ZuGpOA8sGeSlUVbfPbnUEMyNdsOywd5UoXssvQqv/pGpsgHK+2S8wRETciM8KxMWbr8xiuocPiks+gB9VVjcyG/A0l3JkBLAWxOD8OwwX7TwhFi2OwUZFa0wYTPw06Io0EBTSQR1tjTCmReHwtqUrXbs8f6UELWks9o2Pn64WqAxv0MRgY7mMDNigicQK7XILYyYmBLhgllRbhjgbgUuX6xsBCbz5yhr6lQ7EumOhXEe8LEnDaZ89eAG1LR1Ia2slXKyfFjF1fk8dmYccJh01Lfze91hAMjdQ0KgA0YEOqCfiwXoMl7KK4cycEyN5NDciIkXRvphSbwXOEwGqlu78PT2uzrHJosGeuLtScE9ImgC5Ekyu4ZLkS5TS1v0+pvowswBrhjgYUUZgzlZGIFOp6GtU4RdSSX49nKBQc59csJfd7R1ifDtpQK1hm+GYE2CL14bHwTg0cmRTiM5SR+fzkFODRdBTub4Y3U8zDhMFDd04LvLBTieWU29j0nhznh5tD/8HEizqNo2Pq7k1uNKbh2u5zeo/V69Oi4Qc6LdtPIWpFICd0qacCKjGicyqzXulv/tCHO1xLLBXpgU7gwOk6HRi0QffHMpH99cKoClMQsXXx4GNpNOhaoVKBQD2pJcXa2Mya6GrNAIcCTHHpoKDoIgUMvly7ob7UpBbj2xQmfSaZgS4YIVQ7xVCKoCsQSHUirwrh7FE5NOw6Y54UgIcNBIhk4qasSqffeUXqe9OQfJb40yaAMjkRJI2HwVFc1d+GR6KN6ROZk+KSz6AH1RWBQ1dGD6lkS088WYHeWGTbPDUcvlY9GOZBTWd1DWu0fTqvDbXeUiQM616BJJVMYezw33wWo1Y4+sqja8fuS+Tva0hRGTshMvbuygTpYMOg0JAfaYFeWGkUEOei10YokUVa1dFI+jqIGHwvp2nS11NpMOb1tSbuduYwK+SCIzixGhoK5dbfvP1pSNAR7WiJRFhYe7Waq0Gxs7BMiqasPSPvamYDPosDVja2xLDvGzw2czwuBuY6z2IBaKpfjiXK5OLoKrlTEOPDtQ58iknssnCZcFDbhV0KjCZXG1Mka8ry1MZbvuP+5V6niHfYPuRNjfV8bhqe2PCmbFZFdtaOoQIOqTSwY/v7edKV4dF4h3j2WhiSfEc8N9UdTQgYvZdbAzY+PY84MhlQLfXSnA0bRKqiMwrp8j1o0OQLCz+mM9qagRbxx5oGQ2pw5mHCZivKzhZm0CLl+Eu8XNvUoU7UtYGrPgaWsCd2sTgAac1tNgTB9cWj9crYNoTwuLrKo2TN+SCLGUwLfz+2Naf1eNt5V3OOQFR34dOerQp+CQFxpyyaqmCHiCIFDfLlAqaO6WNBnsq5IQaI+mDqHaXBNNcLY0wjuTQmQZOdoLhPy6dizblaI0vlEkYuqLXYkl+PBkNnzsTKmN0ZPCog/Q28KitVOIGVuTUNLIQ7SnNX57Jg6VLV1YvCMZVa1dcLY0wqbZESpdCgA4/vxghLtZqh17fDCln1JaqURK4HJOHZ5VSJ9UBxoNsDZhg8WgoVMoUapq5QYwUyNc1MqQeoqq1i68fDADySWGE0YVMa2/C2ZHuSHe95FLoERKekgoOlRm13A1nkxsTNkKQVtkaqdirPq2hZFo4gllIxhy/FLH5aO+XaCXS50ccgKqYvjcIzLqo8sTCxv14rzIRyYCsRTJJc24WdCAmwWNKgRMUzYDg3xtEeRkAQlBIKO8VauO3daUjTUj/DA62IGy8G7rFOGNo/d7RB60MGLC18EMPnZmqGrtVJofn183TOmz/n1lHOL97HQ+ZvdFqaatC5+dycXJTN0GVerww1MDkFjYiIMpFVRB4WRhhBVDvOFuQxYC3C7ZP74Y3C4R8uraeyRzfNywM2MjzNUSXnamlMRRLne0kskfrU3YKmMGOSRSAjfyG6igvb6Au40xfGSeHHIF06Idj5QL+hYWArEEU79PRF5dOyaGOWHLU5E9Ghm28MiC4xG/giwItCmRFAsOeZdDV8HR0CHA1xfz+0S2/+JIP42pu7HeNnhvcohK56P766njCrBw+x2lkfbSeC+MCHJAXRsftVw+Sht5KGzoQEFdh97+RupchHuLJ4WFARBJ/q+9e49q6s72AP49eYeEJBAg4Q0iLeKrIMUitp2pTLXal3o7Ha/toHW1Y6trdLy3M057tTPTZXXduePqtNer01kVZ+44tfUua1vbaccBtaWjgIhvHj5QUCC8jAlvSH73j4QjgYAET0gT92ctFnDOMfyyhZOdc36/ve1YlleMby+2IFqnxCers1Fn7sSyPMes7AnhKizPThzSLGdihBr7XpmFJms3fnWb2x7t3X3Ye7yWr3sxEplEBImIc7n8Gh4sx9P3RWFResyw79KE0NNnxxdn6rH2w5Ne+xkDcRyQqFe53H4oem0OIoLlLien/WXX+TH9+6P3YPUjycM+ZkdPn0vjn34GjRwTI9QwOeeGeHKpVKuU8kmGzc5clvCNBscB06K1mDUxDFqlFOaOXuR9Wz1iE66cSQYsTo/G7OQwl8qLJksX/nDk8qhvRWRP1CMuVIWrzmWTo5lcZtDIXYpu7Vp+P7KS9BA550v0v6ibO3rR2t6DKpPVpXvq1h9Od5YoluF3f68UrKT4d5GIA1KjHPN5IrVK6IKkCFZIwQGwMwYGAAxgYGDMsdyz/2vHPubY5jyWMeDajU7877ErHt0i7J8/pFfJwABYu/pwqantjmMvE4uQEBaEBL0KuiCpc6yO5wAG7Cu7Vbhq9sQw6IKkzufhfI6Dni+/Hbeec//zd4YDDAx2u+OzuaMXVSbrHS2TBRznZYVUNOD/w3GlzZOJ6P5kSWYsNi+aJuhj3rWJxaers5Fi1PC/yACcf8zM5ReZsVu/4Bs/Pce/q/rzC5lobe/hX8RCVTKEqWVD2o0/90AclmTG4d38i/jy3K13jPMmG/Hy95Igl4rAmGPuwX8XXBxVTwB39CoZFqVHI3tiGEQcN+g5DPzDdXxvd/7V3Nrm+tz749H/h9to7Uaps/jUaN/p52bF85f+q0xWHDhdf0f3oOUSkcsL7EsPTXA5+dgZQ963V/j9P86KdzynAc+x/zmXXGl1O5nV0d4aLo/Z0d3HX+3w5CrHeEgMU4GDY6zXzZ0jria5HY1C4nIybe/p82iuBSHE/3zv3nDsWp4p6GPedYnFwMuwhBDibf0rQjgO4MBBJHJ87r/QxnEcRBzAOb92fAaqTG23nfvhzrzJRqgVEnAARByHk7VmVJpu3WJ7MDkMCXqVczzOn+kc28CrWz/MiMFHxx1zeIIVEjz/QDw4zvGY7w64rD+4QZ8nEvRBmBCuRlK4CjEhjtLdfJw48F/DGavuXhs6e23o7LGjs9eGrl4bOnuc2wZ9f7Ozd8jqIjJUepwO+17JFvQxR/v6PfpasWREWqUUdsbGNBN5IImIQ7w+yOVE1H+yctnmPBFwcGzo3y4a8HVLW4/HDasmhKsQppKjosEyppNKpFaB1EgN9GqZ67j5kx3Q3m3jl1uOtXqhSiZGUoQaRo3CbfnneH0QlmTG8SfhgSd7l1j1n9uc20WDxnqxsQ2FF1vcdkDsFxuqRHpcCOrNXWMqaEbG15LMOERpFTh1zTykX84jKRFYlB6D7zv75TS3deNwZRMKKkz4uqrZZWljpcmKWUl6zEmJwCOTDG5LPVu7erH/ZB3yCqtH/bf4bEYslmUnuNTgGM7lpjbk5hWjtrUT5+ss+LdH70WKMRi1rR3O2imO+inROiU/QbA/qXCMrw//c3ho+wEAeCYjFpFaBaJ0Shi1CiilYjRZu1Feb8HZOsuIc2eutHTgSksHCoave0e8rM7su0nIdMVilF6bn4LW9l68X+hc7SERYeVDjtUeNsbwUUktfnPg9vMnBlLLJVgwNRKL0qNxf0KoR53/Buu12VFRb+WXe56oueG2SI9WKeWrWKbFhSBUJUNNa4fLpMrhCsy4K6SkUUiw4fFULE6PuaPxDyzpvWv5/Y7Ko81to1qCO9iCaZFYMTsRSWHq2zaqGqy1vQeFF5vxTZVj0uXgFQIRwXI8mByOB5PDEKlVoORKK/aU1NI7qACwMC0aEyPUCFXJEKqSQa+SQa+WI1Qlg0YhQa+Nobi6Ff8oNyG/wjTk7+teQzBCVFLUto5c3GygiRFqzEmJQGqUBnXmLlxtcSQDV1s6xlxoiRDAcb4+8+u5gj7mXXsrJHuiHn9anok6cxfKam8gv7wRhyoaRyx17KnvO4tcSSUibD980aMXPxEHzE4Ox+L0aDyaahxzO+bmtm5nYy5H7YjT18xDKlpyHHBPRDDS43VIjdIiWC5BZ68NFfUWlNdbUV5vGTYuMSFKl26dqZEavgImYwz/KG/Eps/P44qzVv+0GC02Pp6KjITQMT0fd03IztdZMP8dR8Oq6bE6vPnUZFxuakfeP6+4rbjojl4lQ5KzHseEcJXzazViQ5SQiEXo7rPh66pmfHaqDp+fqR+xH8ud9lnwF+6a5T2SEoGCikb++6nRWry1cKpjoh5zVJt8atu3/P6cSQa+sued0KtkeDA5DOHBcuwuquHn8kRpFfiPx1ORER+CvaXXsLOw2qNy9J4KtGqYJLCEqWVYMXsCHp8WyRfxClZIcOZXlFjcEXftft3p6OnDnN8dGfd3A8kRaiyeEYOn74setrLbcPpsdlQ0OK9GOJMJd/doNQoJ0uJCkKAPgkIqhkwiQq3zasSlpna3L5oysQj3GNWYZNTwrb8nRWqgVd7+nX53nw27vr2Cdwsu8peIn3R2AIzysAOgu8Ri4FWoS2/Nx6WmNmz6vJxvcBQkE7tMGp0QpoJKLvFozTkZKkwth0EjH7Js88HksCErDDzt1ujO9BgtMhNDUd3cgepmx/yDsRZM+/694fhBqhE3Onqw/fAlwTtkEvJdFiyX8G8WfZlY3HVzLH739yo+qRi8pM4b5k814uWHJ2JKtGbUa7tb2rpRVnOriuWp2ptD1i5zHJAUrkZokAxyqQhKqRhdfXaU11uG7SwYEiTlrz70JxFJ4epRlTV2Ry4R4ycPJ2FRegz+66tKfFRai09P1eHv5xuw8uEk/OShpDFdkfnnpWbsHFSYKum1L4YcN3gliqfzSQJBgj4I02J0mBajRYpRg7BgR20ErVLKF0xjjMHS2QeT1VHr44PimhFbxDe3dbutHeBu2eKdJhX/OjMOL2QnosnajQZLJ640d+BSUxsKLza7tBYfrUOVTTjkB+WyCbmdBH0QunrtHhVsG3gFuleAar5jdVddsRiuU91IMhNCkRIZjD8fvXrHYwQcE/0eudcx2Ss9TgelVIxKkxUnaswocy77vOKmFbBExEEpFUMhE0MhFUEqFqHe3OW2WArHAQl61ZACUwaNfNTJzVicvX4Tv/7sHF/FM0qrwPr5k/DEtMjb/txlecV+0T9hvETrlJgarUXdzU6cvnb7KzA7nkvHD1KNLmXX+xOKa+YOvqlZ/+fLTe0uKwoIISMLd7aHb++x3dHybyHNTAyFSi6BVMxBLOIg4jgccFZopVshArhdYlF0uQXPvV/k0SXW8GD5iGVmvwsUUhFSBtzG6G+6NVzlOW9jjOHzM/XY/EUFP4EtIz7E0QEwZvgKdHfLcmGZWISYUCViQ4IQy38O4r/XKqXDJmFXW9rx453FuOom8RwsSqsYcxM4Qoj/U0rFKH9znqCPSbdCBqht7cDLu094fN/2dklFpFaBhWnRWJQezTdBGqir14avzjXg7X9cQLVAl+mTwlV4dLKRvxqRoFeN2BxsvHEch8enRSFnkgHvfX0Z2w9fwvGrN/DktkL8S3oMXp1374jNnwJdvD4IGQmhmBqtRUyIEkqZGIwBtTc6UHixGTWtjv4t5fWWO1q6TEkFIXe30Zb+9oaATyysXb1Y8acSwSorKqViPDbFiMUzYvDABL3Li7q5o2fI3AihJ49damrH9gHrzrVKqXMdfYSznK77Tnq+8MOMWEyN1mL9vtMwWbqxt/Qa9jqba+lVMq/O4v+uuuDsvviBrwdCCCFeEtCJhc3OsHbPySHluMcia4Iei2fEYN4UI9RyCWx2hguNVpdW4Z52zgMctSxSI53zIKI0/FyIslozCsobkV/ROGITnpudvdhXdt2lXn+/xDAVHkmJwJxJEZgRHwK5xPOJlH02O2529uJGRy/MHT2ou9mFq83tqHautb/a0o7mNs8ThLsxqSCEkLtBQCcW//lVBfIHrL33VGKYCovTo/F0WjSC5VKcqL2B945cwokaM07Wmj2+GhGtU7rMheivDeGusNTcyUbMnWx02cYYQ/3NLhypakJ+eSMKKkwj1lWobm7H+4XVeH+Y1t8SEYekcDVkEhGutrQHbDMeQggh4ydgE4v/K72GPxy57PG/0ygkWDAtCvfFasEYcKLmBnJ3FrttbDUcqZjDPYZglwJTk4waj6tADsZxHKJ0SixMi8ZD94RjxexEZ6U+xxK9g25KW4+kz85oZQAhhBBBBdyqEEIIIYTcKjYolNG+fo+tMhIhhBBCiBtjSiy2bduGhIQEKBQKzJw5E8XFxUKPixBCCCF+yOPE4sMPP8S6devwxhtv4MSJE5g+fTrmzp2LxsaxT5IkhBBCSGDwOLHYunUrXnzxRSxfvhypqanYsWMHgoKCsHPnTm+MjxBCCCF+xKPEoqenB6WlpcjJybn1ACIRcnJycPToUbf/pru7GxaLxeWDEEIIIYHJo8SiubkZNpsNBoPBZbvBYEBDg/tuiZs3b4ZWq+U/YmNjxz5aQgghhNyW0CtCPOH1Oha//OUvsW7dOv57i8XileTCl0EkhBBCiINHiUVYWBjEYjFMJtdCTCaTCUaj0e2/kcvlkMvlYx8hIYQQQvyGR7dCZDIZZsyYgfz8fH6b3W5Hfn4+srKyBB8cIYQQQvyLx7dC1q1bh9zcXGRkZCAzMxNvv/022tvbsXz5cm+MjxBCCCF+xOPE4tlnn0VTUxM2btyIhoYG3Hffffjyyy+HTOgkhBBCyN0nYHqFEEIIIcR7qFcIIYQQQsYdJRaEEEIIEQwlFoQQQggRDCUWhBBCCBEMJRaEEEIIEQwlFoQQQggRDCUWhBBCCBEMJRaEEEIIEYzXu5sO1l+Py2KxjPePJoQQQsgY9b9u366u5rgnFlarFQC80jqdEEIIId5ltVqh1WqH3T/uJb3tdjvq6uoQHBwMjuMEe1yLxYLY2FjU1tZSqXAvojiPH4r1+KA4jw+K8/jwZpwZY7BarYiKioJINPxMinG/YiESiRATE+O1x9doNPRLOw4ozuOHYj0+KM7jg+I8PrwV55GuVPSjyZuEEEIIEQwlFoQQQggRTMAkFnK5HG+88QbkcrmvhxLQKM7jh2I9PijO44PiPD6+C3Ee98mbhBBCCAlcAXPFghBCCCG+R4kFIYQQQgRDiQUhhBBCBEOJBSGEEEIEEzCJxbZt25CQkACFQoGZM2eiuLjY10Pya5s3b8b999+P4OBgRERE4Omnn0ZlZaXLMV1dXVi1ahX0ej3UajUWL14Mk8nkoxH7vy1btoDjOKxdu5bfRjEWzvXr1/Hcc89Br9dDqVRi6tSpOH78OL+fMYaNGzciMjISSqUSOTk5uHDhgg9H7H9sNhs2bNiAxMREKJVKJCUl4c0333TpLUFx9tzXX3+NJ554AlFRUeA4Dvv373fZP5qYtra2YunSpdBoNNDpdFixYgXa2tq8M2AWAPbs2cNkMhnbuXMnO3fuHHvxxReZTqdjJpPJ10PzW3PnzmV5eXns7Nmz7OTJk2z+/PksLi6OtbW18cesXLmSxcbGsvz8fHb8+HH2wAMPsFmzZvlw1P6ruLiYJSQksGnTprE1a9bw2ynGwmhtbWXx8fFs2bJlrKioiF2+fJl99dVX7OLFi/wxW7ZsYVqtlu3fv5+dOnWKPfnkkywxMZF1dnb6cOT+ZdOmTUyv17MDBw6w6upqtnfvXqZWq9nvf/97/hiKs+e++OIL9vrrr7N9+/YxAOzjjz922T+amM6bN49Nnz6dHTt2jH3zzTds4sSJbMmSJV4Zb0AkFpmZmWzVqlX89zabjUVFRbHNmzf7cFSBpbGxkQFgR44cYYwxZjabmVQqZXv37uWPKS8vZwDY0aNHfTVMv2S1WllycjI7ePAge/jhh/nEgmIsnF/84hds9uzZw+632+3MaDSy3/72t/w2s9nM5HI5++CDD8ZjiAFhwYIF7IUXXnDZtmjRIrZ06VLGGMVZCIMTi9HE9Pz58wwAKykp4Y/529/+xjiOY9evXxd8jH5/K6SnpwelpaXIycnht4lEIuTk5ODo0aM+HFlguXnzJgAgNDQUAFBaWore3l6XuKekpCAuLo7i7qFVq1ZhwYIFLrEEKMZC+vTTT5GRkYFnnnkGERERSEtLwx//+Ed+f3V1NRoaGlxirdVqMXPmTIq1B2bNmoX8/HxUVVUBAE6dOoXCwkI89thjACjO3jCamB49ehQ6nQ4ZGRn8MTk5ORCJRCgqKhJ8TOPehExozc3NsNlsMBgMLtsNBgMqKip8NKrAYrfbsXbtWmRnZ2PKlCkAgIaGBshkMuh0OpdjDQYDGhoafDBK/7Rnzx6cOHECJSUlQ/ZRjIVz+fJlbN++HevWrcNrr72GkpIS/PSnP4VMJkNubi4fT3fnEYr16K1fvx4WiwUpKSkQi8Ww2WzYtGkTli5dCgAUZy8YTUwbGhoQERHhsl8ikSA0NNQrcff7xIJ436pVq3D27FkUFhb6eigBpba2FmvWrMHBgwehUCh8PZyAZrfbkZGRgbfeegsAkJaWhrNnz2LHjh3Izc318egCx0cffYTdu3fjr3/9KyZPnoyTJ09i7dq1iIqKojjfRfz+VkhYWBjEYvGQmfImkwlGo9FHowocq1evxoEDB3Do0CGXdvdGoxE9PT0wm80ux1PcR6+0tBSNjY1IT0+HRCKBRCLBkSNH8M4770AikcBgMFCMBRIZGYnU1FSXbZMmTUJNTQ0A8PGk88idefXVV7F+/Xr86Ec/wtSpU/H888/jZz/7GTZv3gyA4uwNo4mp0WhEY2Ojy/6+vj60trZ6Je5+n1jIZDLMmDED+fn5/Da73Y78/HxkZWX5cGT+jTGG1atX4+OPP0ZBQQESExNd9s+YMQNSqdQl7pWVlaipqaG4j9KcOXNw5swZnDx5kv/IyMjA0qVL+a8pxsLIzs4esly6qqoK8fHxAIDExEQYjUaXWFssFhQVFVGsPdDR0QGRyPVlRSwWw263A6A4e8NoYpqVlQWz2YzS0lL+mIKCAtjtdsycOVP4QQk+HdQH9uzZw+RyOdu1axc7f/48e+mll5hOp2MNDQ2+Hprfevnll5lWq2WHDx9m9fX1/EdHRwd/zMqVK1lcXBwrKChgx48fZ1lZWSwrK8uHo/Z/A1eFMEYxFkpxcTGTSCRs06ZN7MKFC2z37t0sKCiI/eUvf+GP2bJlC9PpdOyTTz5hp0+fZk899RQtg/RQbm4ui46O5peb7tu3j4WFhbGf//zn/DEUZ89ZrVZWVlbGysrKGAC2detWVlZWxq5evcoYG11M582bx9LS0lhRURErLCxkycnJtNz0dt59910WFxfHZDIZy8zMZMeOHfP1kPwaALcfeXl5/DGdnZ3slVdeYSEhISwoKIgtXLiQ1dfX+27QAWBwYkExFs5nn33GpkyZwuRyOUtJSWHvvfeey3673c42bNjADAYDk8vlbM6cOayystJHo/VPFouFrVmzhsXFxTGFQsEmTJjAXn/9ddbd3c0fQ3H23KFDh9yej3Nzcxljo4tpS0sLW7JkCVOr1Uyj0bDly5czq9XqlfFS23RCCCGECMbv51gQQggh5LuDEgtCCCGECIYSC0IIIYQIhhILQgghhAiGEgtCCCGECIYSC0IIIYQIhhILQgghhAiGEgtCCCGECIYSC0IIIYQIhhILQgghhAiGEgtCCCGECIYSC0IIIYQI5v8B5Ka5TMj/4r4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predictors = ['appl']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "runtime_lm = LinearRegression()\n", + "runtime_lm.fit(train_X, train_y)\n", + "# print coefficients\n", + "print('intercept ', runtime_lm.intercept_)\n", + "print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n", + "# print performance measures\n", + "regressionSummary(train_y, runtime_lm.predict(train_X))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intercept 0.010048066606673962\n", + " Predictor coefficient\n", + "0 appl 0.04191\n", + "\n", + "Regression statistics\n", + "\n", + " Mean Error (ME) : 0.0000\n", + " Root Mean Squared Error (RMSE) : 0.1090\n", + " Mean Absolute Error (MAE) : 0.0447\n", + " Mean Percentage Error (MPE) : -17606.2312\n", + "Mean Absolute Percentage Error (MAPE) : 17620.2063\n" + ] + } + ], + "source": [ + "scaler = preprocessing.MinMaxScaler()\n", + "d = scaler.fit_transform(timing_df)\n", + "normalized_df = pd.DataFrame(d, columns=timing_df.columns)\n", + "\n", + "predictors = ['appl']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = normalized_df[predictors]\n", + "overall_y = normalized_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "runtime_lm = LinearRegression()\n", + "runtime_lm.fit(train_X, train_y)\n", + "# print coefficients\n", + "print('intercept ', runtime_lm.intercept_)\n", + "print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n", + "# print performance measures\n", + "regressionSummary(train_y, runtime_lm.predict(train_X))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Load" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "intercept 445536.13965568773\n", + " Predictor coefficient\n", + "0 load -1015.396933\n", + "\n", + "Regression statistics\n", + "\n", + " Mean Error (ME) : -0.0000\n", + " Root Mean Squared Error (RMSE) : 442633.9662\n", + " Mean Absolute Error (MAE) : 186136.1892\n", + " Mean Percentage Error (MPE) : -3308.5538\n", + "Mean Absolute Percentage Error (MAPE) : 3331.5614\n" + ] + } + ], + "source": [ + "predictors = ['load']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "runtime_lm = LinearRegression()\n", + "runtime_lm.fit(train_X, train_y)\n", + "# print coefficients\n", + "print('intercept ', runtime_lm.intercept_)\n", + "print(pd.DataFrame({'Predictor': X.columns, 'coefficient': runtime_lm.coef_}))\n", + "# print performance measures\n", + "regressionSummary(train_y, runtime_lm.predict(train_X))" ] }, { @@ -358,27 +8742,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept -121736.6271124178\n", + "intercept -58054.89252320345\n", " Predictor coefficient\n", - "0 nodes -1679.735263\n", - "1 exploit 52.744604\n", - "2 appl 1830.947327\n", - "3 load 82.707386\n", + "0 nodes -872.584718\n", + "1 exploit 49.805953\n", + "2 appl 1575.244214\n", + "3 load -68.075156\n", "\n", "Regression statistics\n", "\n", " Mean Error (ME) : 0.0000\n", - " Root Mean Squared Error (RMSE) : 207583.0527\n", - " Mean Absolute Error (MAE) : 92386.4892\n", - " Mean Percentage Error (MPE) : 575.6888\n", - "Mean Absolute Percentage Error (MAPE) : 1325.9592\n" + " Root Mean Squared Error (RMSE) : 189043.5348\n", + " Mean Absolute Error (MAE) : 82436.8687\n", + " Mean Percentage Error (MPE) : 334.3634\n", + "Mean Absolute Percentage Error (MAPE) : 1191.8060\n" ] } ], @@ -409,7 +8793,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -458,27 +8842,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept -11885.738854304313\n", + "intercept -8930.11863104882\n", " Predictor coefficient\n", - "0 nodes -191.295808\n", - "1 exploit 18.988550\n", - "2 appl 168.021933\n", - "3 load -3.516380\n", + "0 nodes -232.287083\n", + "1 exploit 18.859014\n", + "2 appl 151.902207\n", + "3 load -7.775745\n", "\n", "Regression statistics\n", "\n", " Mean Error (ME) : -0.0000\n", - " Root Mean Squared Error (RMSE) : 20302.8215\n", - " Mean Absolute Error (MAE) : 12528.3260\n", - " Mean Percentage Error (MPE) : 813.6684\n", - "Mean Absolute Percentage Error (MAPE) : 955.8818\n" + " Root Mean Squared Error (RMSE) : 19547.1452\n", + " Mean Absolute Error (MAE) : 11878.2487\n", + " Mean Percentage Error (MPE) : 766.9344\n", + "Mean Absolute Percentage Error (MAPE) : 912.9252\n" ] } ], @@ -509,27 +8893,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept -87124.78314049005\n", + "intercept -33033.61791812297\n", " Predictor coefficient\n", - "0 nodes -626.010138\n", - "1 exploit 30.801199\n", - "2 appl 1384.702778\n", - "3 load 17.010740\n", + "0 nodes 98.141525\n", + "1 exploit 28.211256\n", + "2 appl 1191.485769\n", + "3 load -114.265223\n", "\n", "Regression statistics\n", "\n", " Mean Error (ME) : 0.0000\n", - " Root Mean Squared Error (RMSE) : 180975.0953\n", - " Mean Absolute Error (MAE) : 76437.9774\n", - " Mean Percentage Error (MPE) : 15760.8385\n", - "Mean Absolute Percentage Error (MAPE) : 46261.7955\n" + " Root Mean Squared Error (RMSE) : 164019.5175\n", + " Mean Absolute Error (MAE) : 67768.4301\n", + " Mean Percentage Error (MPE) : 14109.3156\n", + "Mean Absolute Percentage Error (MAPE) : 40718.5528\n" ] } ], @@ -560,27 +8944,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept 59.578798554050366\n", + "intercept 64.74568294128446\n", " Predictor coefficient\n", - "0 nodes 20.955291\n", - "1 exploit -0.002769\n", - "2 appl -0.019094\n", - "3 load 0.233217\n", + "0 nodes 20.863592\n", + "1 exploit -0.002906\n", + "2 appl -0.027356\n", + "3 load 0.227492\n", "\n", "Regression statistics\n", "\n", " Mean Error (ME) : -0.0000\n", - " Root Mean Squared Error (RMSE) : 95.4037\n", - " Mean Absolute Error (MAE) : 79.9728\n", - " Mean Percentage Error (MPE) : -50.0297\n", - "Mean Absolute Percentage Error (MAPE) : 78.9078\n" + " Root Mean Squared Error (RMSE) : 95.9494\n", + " Mean Absolute Error (MAE) : 80.7147\n", + " Mean Percentage Error (MPE) : -48.7684\n", + "Mean Absolute Percentage Error (MAPE) : 77.1556\n" ] } ], @@ -611,25 +8995,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept 346.34017133766497\n", + "intercept 346.4317371043873\n", " Predictor coefficient\n", - "0 nodes -3.956753\n", - "1 exploit 0.001025\n", - "2 appl 0.022288\n", - "3 load -0.679112\n", + "0 nodes -2.648924\n", + "1 exploit 0.000311\n", + "2 appl 0.000503\n", + "3 load -0.696739\n", "\n", "Regression statistics\n", "\n", " Mean Error (ME) : 0.0000\n", - "Root Mean Squared Error (RMSE) : 153.7768\n", - " Mean Absolute Error (MAE) : 115.1342\n" + "Root Mean Squared Error (RMSE) : 150.2358\n", + " Mean Absolute Error (MAE) : 111.7243\n" ] } ], @@ -660,25 +9044,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept 3.3756590690238775\n", + "intercept 3.2276550472205336\n", " Predictor coefficient\n", - "0 nodes -0.347252\n", - "1 exploit 0.000053\n", - "2 appl 0.000413\n", - "3 load -0.001227\n", + "0 nodes -0.344255\n", + "1 exploit 0.000049\n", + "2 appl 0.001636\n", + "3 load -0.001017\n", "\n", "Regression statistics\n", "\n", - " Mean Error (ME) : -0.0000\n", - "Root Mean Squared Error (RMSE) : 1.8589\n", - " Mean Absolute Error (MAE) : 1.4836\n" + " Mean Error (ME) : 0.0000\n", + "Root Mean Squared Error (RMSE) : 1.8391\n", + " Mean Absolute Error (MAE) : 1.4637\n" ] } ], @@ -716,12 +9100,357 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "attachments": {}, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "# Random Forest" + "### Nodes" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Random Forest\n", + "#predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "predictors = ['nodes']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n", + "regressor.fit(train_X, train_y)\n", + "\n", + "X_grid = np.arange(0, 12, 1)\n", + "X_grid = X_grid.reshape((len(X_grid),1))\n", + "plt.scatter(X, overall_y, color = 'red')\n", + "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", + "plt.title('Random Forest Regression')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exploit" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Random Forest\n", + "#predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "predictors = ['exploit']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n", + "regressor.fit(train_X, train_y)\n", + "\n", + "X_grid = np.arange(0, 49152, 10)\n", + "X_grid = X_grid.reshape((len(X_grid),1))\n", + "plt.scatter(X, overall_y, color = 'red')\n", + "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", + "plt.title('Random Forest Regression')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Applicable" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Random Forest\n", + "#predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "predictors = ['appl']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n", + "regressor.fit(train_X, train_y)\n", + "\n", + "X_grid = np.arange(0, 100, 10)\n", + "X_grid = X_grid.reshape((len(X_grid),1))\n", + "plt.scatter(X, overall_y, color = 'red')\n", + "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", + "plt.title('Random Forest Regression')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/noah/.local/lib/python3.10/site-packages/sklearn/base.py:420: UserWarning: X does not have valid feature names, but RandomForestRegressor was fitted with feature names\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Random Forest\n", + "#predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "predictors = ['load']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "regressor = RandomForestRegressor(n_estimators = 10, random_state = 0)\n", + "regressor.fit(train_X, train_y)\n", + "\n", + "X_grid = np.arange(0, 400, 10)\n", + "X_grid = X_grid.reshape((len(X_grid),1))\n", + "plt.scatter(X, overall_y, color = 'red')\n", + "plt.plot(X_grid, regressor.predict(X_grid), color = 'blue')\n", + "plt.title('Random Forest Regression')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Gradient Boosting Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The mean squared error (MSE) on test set: 359835092.9070\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "params = {\n", + " \"n_estimators\": 500,\n", + " \"max_depth\": 4,\n", + " \"min_samples_split\": 5,\n", + " \"learning_rate\": 0.01,\n", + " \"loss\": \"squared_error\",\n", + "}\n", + "\n", + "reg = GradientBoostingRegressor(**params)\n", + "reg.fit(train_X, train_y)\n", + "\n", + "mse = mean_squared_error(valid_y, reg.predict(valid_X))\n", + "print(\"The mean squared error (MSE) on test set: {:.4f}\".format(mse))\n", + "\n", + "\n", + "test_score = np.zeros((params[\"n_estimators\"],), dtype=np.float64)\n", + "for i, y_pred in enumerate(reg.staged_predict(valid_X)):\n", + " test_score[i] = mean_squared_error(valid_y, y_pred)\n", + "\n", + "fig = plt.figure(figsize=(6, 6))\n", + "plt.subplot(1, 1, 1)\n", + "plt.title(\"Deviance\")\n", + "plt.plot(\n", + " np.arange(params[\"n_estimators\"]) + 1,\n", + " reg.train_score_,\n", + " \"b-\",\n", + " label=\"Training Set Deviance\",\n", + ")\n", + "plt.plot(\n", + " np.arange(params[\"n_estimators\"]) + 1, test_score, \"r-\", label=\"Test Set Deviance\"\n", + ")\n", + "plt.legend(loc=\"upper right\")\n", + "plt.xlabel(\"Boosting Iterations\")\n", + "plt.ylabel(\"Deviance\")\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Polynomial Regressionwhat is considered high VIF" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "plt_mean_squared_error = []\n", + "deg_range = range(1,21)\n", + "for degree in deg_range:\n", + " poly = PolynomialFeatures(degree = degree)\n", + " X_poly = poly.fit_transform(train_X)\n", + " poly.fit(X_poly, train_y)\n", + "\n", + " regression_model = LinearRegression()\n", + " regression_model.fit(X_poly, train_y)\n", + " y_pred = regression_model.predict(X_poly)\n", + " plt_mean_squared_error.append(mean_squared_error(train_y, y_pred, squared=False))\n", + "\n", + "\n", + "plt.scatter(deg_range,plt_mean_squared_error, color=\"green\")\n", + "plt.plot(deg_range,plt_mean_squared_error, color=\"red\")" ] }, { @@ -734,11 +9463,37 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "439524.8341302504" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# SVR" + "# SVR\n", + "predictors = ['nodes', 'exploit', 'appl', 'load']\n", + "overall_outcome = 'runtime'\n", + "\n", + "# partition data\n", + "X = timing_df[predictors]\n", + "overall_y = timing_df[overall_outcome]\n", + "train_X, valid_X, train_y, valid_y = train_test_split(X, overall_y, test_size=0.4, random_state=1)\n", + "\n", + "param_grid = {'C': [0.1,1, 10, 100, 1000], 'gamma': [1,0.1,0.01,0.001,0.0001], 'kernel': ['rbf']}\n", + "grid = GridSearchCV(SVR(),param_grid,refit=True,verbose=0)\n", + "grid.fit(train_X,train_y)\n", + "\n", + "grid_predictions = grid.predict(valid_X)\n", + "\n", + "mean_squared_error(valid_y, grid_predictions, squared=False)" ] } ], diff --git a/timing.csv b/timing.csv index bb797d5..f660d6c 100644 --- a/timing.csv +++ b/timing.csv @@ -826,6 +826,19 @@ load,exploit,appl,nodes,runtime,task0,task1,task2,task3,task4,task5 296,192,75,7,23490.471000,0,6303.6,4233.38,462.256,193.123,0 296,192,75,11,10048.356000,0,3927.12,2566.14,448.038,187.57,0 296,192,75,12,6367.721000,0,2259.08,2165.39,379.227,184.58,0 +296,192,100,4,27985.090000,0,7315.56,5648.59,400.992,201.941,0 +296,192,100,5,28102.298000,0,7283.72,5656.43,463.276,198.647,0 +296,192,100,6,30251.226000,0,7450.48,6465.63,477.498,250.285,0 +296,192,100,7,31718.292000,0,8636.27,5732.31,393.129,299.022,0 +296,192,100,10,10155.169000,0,3491.69,3354.44,454.262,205.671,0 +296,192,100,11,11954.256000,0,4611.84,3241.29,429.406,207.792,0 +296,192,100,12,7929.457000,0,2934.86,2693.78,382.558,221.012,0 +296,384,0,4,8951.850000,0,3522.83,20.054,380.025,251.68,0 +296,384,0,5,9022.542000,0,3560.87,20.1415,380.215,191.771,0 +296,384,0,6,9659.159000,0,3662.09,20.336,446.857,186.781,0 +296,384,0,7,5730.417000,0,2475.98,20.2225,371.225,212.417,0 +296,384,0,9,4908.263000,0,2097.58,288.186,380.105,240.339,0 +296,384,0,10,4901.544000,0,1814.81,476,438.053,247.114,0 395,6,0,1,549.759000,0,198.494,179.04,44.75,0,5.646 395,6,25,1,539.196000,0,192.308,174.378,44.006,0,5.7 395,6,50,1,545.386000,0,194.225,175.032,44.278,0,5.927