From c044d733ed4af6c0843e9691c54b0b80b6ef882c Mon Sep 17 00:00:00 2001 From: Cong <chicong.v@gmail.com> Date: Tue, 4 May 2021 08:11:49 +0900 Subject: [PATCH] Fix warning #2 should_run_async > should_run_async will not call transform_cell --- docs/15-autogluon.html | 139 +++++++++++++++++++---------------------- docs/sidebar.json | 1 - kowaza-conda.yml | 6 +- nbs/15-autogluon.ipynb | 99 ++++++++++------------------- 4 files changed, 103 insertions(+), 142 deletions(-) diff --git a/docs/15-autogluon.html b/docs/15-autogluon.html index 7904142..4b17787 100755 --- a/docs/15-autogluon.html +++ b/docs/15-autogluon.html @@ -340,14 +340,6 @@ <h2 id="サンプルデータ">サӥ <div class="output_area"> -<div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -</pre> -</div> -</div> - -<div class="output_area"> - <div class="output_html rendered_html output_subarea output_execute_result"> <div> @@ -545,14 +537,6 @@ <h2 id="サンプルデータ">サӥ <div class="output_area"> -<div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -</pre> -</div> -</div> - -<div class="output_area"> - <div class="output_text output_subarea output_execute_result"> @@ -590,14 +574,6 @@ <h2 id="サンプルデータ">サӥ <div class="output_area"> -<div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -</pre> -</div> -</div> - -<div class="output_area"> - <div class="output_text output_subarea output_execute_result"> @@ -654,8 +630,7 @@ <h2 id="モデル学習">モデルण <div class="output_area"> <div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -Warning: path already exists! This predictor may overwrite an existing predictor! path="trained-model" +<pre>Warning: path already exists! This predictor may overwrite an existing predictor! path="trained-model" Beginning AutoGluon training ... Time limit = 30s AutoGluon will save models to "trained-model/" AutoGluon Version: 0.1.0 @@ -668,7 +643,7 @@ <h2 id="モデル学習">モデルण Selected class <--> label mapping: class 1 = True, class 0 = False Using Feature Generators to preprocess the data ... Fitting AutoMLPipelineFeatureGenerator... - Available Memory: 6431.88 MB + Available Memory: 6459.76 MB Train Data (Original) Memory Usage: 236.78 MB (3.7% of available memory) Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features. Stage 1 Generators: @@ -683,32 +658,34 @@ <h2 id="モデル学習">モデルण ('float', []) : 1212 | ['0', '1', '2', '3', '4', ...] Types of features in processed data (raw dtype, special dtypes): ('float', []) : 1212 | ['0', '1', '2', '3', '4', ...] - 5.1s = Fit runtime + 4.5s = Fit runtime 1212 features in original data used to generate 1212 features in processed data. - Train Data (Processed) Memory Usage: 236.78 MB (3.3% of available memory) -Data preprocessing and feature engineering runtime = 6.64s ... + Train Data (Processed) Memory Usage: 236.78 MB (3.4% of available memory) +Data preprocessing and feature engineering runtime = 5.39s ... AutoGluon will gauge predictive performance using evaluation metric: 'accuracy' To change this, specify the eval_metric argument of fit() Automatically generating train/validation split with holdout_frac=0.1, Train Rows: 21978, Val Rows: 2442 -Fitting model: LightGBM ... Training model for up to 23.36s of the 23.36s of remaining time. +Fitting model: LightGBM ... Training model for up to 24.61s of the 24.6s of remaining time. 0.8084 = Validation accuracy score - 4.32s = Training runtime - 0.06s = Validation runtime -Fitting model: CatBoost ... Training model for up to 18.97s of the 18.97s of remaining time. + 3.28s = Training runtime + 0.05s = Validation runtime +Fitting model: CatBoost ... Training model for up to 21.28s of the 21.27s of remaining time. 0.8157 = Validation accuracy score - 3.43s = Training runtime - 0.04s = Validation runtime -Fitting model: XGBoost ... Training model for up to 15.49s of the 15.48s of remaining time. + 1.74s = Training runtime + 0.02s = Validation runtime +Fitting model: XGBoost ... Training model for up to 19.51s of the 19.5s of remaining time. ntree_limit is deprecated, use `iteration_range` or model slicing instead. - 0.8206 = Validation accuracy score - 16.24s = Training runtime - 0.23s = Validation runtime -ntree_limit is deprecated, use `iteration_range` or model slicing instead. -Fitting model: WeightedEnsemble_L2 ... Training model for up to 23.36s of the -1.47s of remaining time. 0.8215 = Validation accuracy score - 0.41s = Training runtime - 0.01s = Validation runtime -AutoGluon training complete, total runtime = 32.81s ... + 16.77s = Training runtime + 0.24s = Validation runtime +Fitting model: NeuralNetMXNet ... Training model for up to 2.47s of the 2.46s of remaining time. + Time limit exceeded... Skipping NeuralNetMXNet. +ntree_limit is deprecated, use `iteration_range` or model slicing instead. +Fitting model: WeightedEnsemble_L2 ... Training model for up to 24.61s of the -5.42s of remaining time. + 0.8219 = Validation accuracy score + 0.35s = Training runtime + 0.0s = Validation runtime +AutoGluon training complete, total runtime = 36.23s ... TabularPredictor saved. To load, use: predictor = TabularPredictor.load("trained-model/") </pre> </div> @@ -776,20 +753,6 @@ <h2 id="Sklearnラッパー">Sklearnラッパ </div> </div> -<div class="output_wrapper"> -<div class="output"> - -<div class="output_area"> - -<div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -</pre> -</div> -</div> - -</div> -</div> - </div> {% endraw %} @@ -871,8 +834,8 @@ <h2 id="信頼性曲線">信頼性ੋ <div class="output_subarea output_stream output_stdout output_text"> <pre>AutoGluon: - AUC : 0.818 - Brier: 0.162 + AUC : 0.824 + Brier: 0.153 </pre> </div> @@ -883,7 +846,7 @@ <h2 id="信頼性曲線">信頼性ੋ <div class="output_png output_subarea "> -<img 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I033qBdu3b8+eefADRt2lRTKjymEWQREZEANerntbz761/0aR3NgNjqXscRP0pPT2fXrl2ULVuW2267jbJly9KgQQOvY0kWFWQREZEA9Nn8BIZ+s4JLG57Df7udp7vkBZnLLruMvXv38uuvv1KkSBF69erldSTxoYIsIiISYGau3M5Dk/6kdfXSvHJdI0JCVI6DQVpaGqGhoZgZffv2JT09Xf/wCVCa4CIiIhJAFmzcw53j5lOrXFFG3tiMAmG6S14w+Pvvv2nWrBmffvopAN27d+f6669XQQ5QKsgiIiIBYu2OJPqO/oMyRSMY3fd8ihYM9zqS+EnZsmWpWrUqRYvq+tV5gQqyiIhIANi27zA3vTePEDPG9m1B2aIFvY4kZ2nu3LlceumlHDx4kLCwML744gu6du3qdSzJBhVkERERjyUeSuXm9+ex92AKo29pTnSZwl5HEj84dOgQy5YtY/369V5HkdOkk/REREQ8dDg1ndvHxLF2RxLv9zmfBpWKex1JzsKPP/7Ihg0b6Nu3L7GxsaxcuZKIiAivY8lp0giyiIiIR9IzHPdOWMi8v3bz0rWNaFszyutIcpbeeust3njjDdLT0wFUjvMoFWQREREPOOf475QlfLt0K493O48rGlf0OpKcoa+//ppt27YB8O677/L7778TGqqrj+RlKsgiIiIeeOPHNYyfu5H+7apxa5uqXseRM/T3339zzTXX8OKLLwJQunRpChUq5HEqOVuagywiIpLLPpq7kVd/WMU1TSvxcJc6XseR0+ScY9GiRTRu3JgKFSowffp0WrRo4XUs8SMVZBERkRwU88x0dial/Gt5eKjx3DUNdKOIPOj999/ntttuY968eZx//vm0bdvW60jiZyrIIiIiOeh45RggNd0RHqqZjnmFc47ExERKlCjB9ddfz6FDh2jSpInXsSSH6DtTRERE5BRuuukmLrnkEtLT0ylSpAiDBg0iLEzjjMFK76yIiIjIcTjnADAzunXrxvbt2zUlJp/QCLKIiIjIMXbt2kX79u2ZOHEiANdffz133XUXISGqTvmB3mURERGRY5QoUYKIiIijN/yQ/EUFWUREJIeMm7PhhOvKFNEd1gLN8uXL6dmzJwcOHCA0NJRvv/2WXr16eR1LPKA5yCIiIjlg3l+7efLLpcTWjuK9m88nNERzVwPd9u3b+eGHH1i+fDkxMTGab5yPaQRZRETEzxL2HOTOcfFUKRXJ6z2aqBwHsAULFjBu3DgA2rVrx/r164mJifE4lXhNBVlERMSPDqWk029MPClpGbxzcwzFC4V7HUlOYujQofz3v/8lJSXzetWFCxf2OJEEAk2xEBER8RPnHA9OWsTyrft4/+bzqR5VxOtIchxz5syhatWqlCtXjmHDhhEWFkZEhOaEy//RCLKIiIifDJ+1lql/buGhznW4qE5Zr+PIcezatYsOHTowZMgQAKKioihZsqTHqSTQaARZRETED35cvo0Xv1vJZY0qcEe7al7HkWOsWbOGGjVqULp0aT7//HNatWrldSQJYBpBFhEROUtrtu/nngkLqVehGC9c01BXPwgwEydOpHbt2syePRuATp06UbRoUY9TSSBTQRYRETkLiYdSuX1MPAXDQxh5YwyFIkK9jiRZDh48CMCll17Kk08+SZMmTTxOJHmFCrKIiMgZSs9w3P3xAhL2HGR472ZULFHI60iS5b777qNDhw6kp6dTuHBhHn/8cSIjI72OJXmE5iCLiIicoRe+XcGsVTsYelUDzo8u5XUcIfNKImZGixYtKFKkCBkZGYSGalRfTo8KsoiIyBn4YsFmRv68jt4tq9CrRRWv4+R7+/bt49Zbb+Xqq6+mZ8+e9OjRw+tIkodpioWIiMhp+jNhL/9v8p80r1qKJy6r53UcIfMGH9u3b2fXrl1eR5EgoIIsIiJyGrbvP0z/sfGUKVKA4Tc0JTxUv0q9kpCQQL9+/Thw4AChoaHMmDGDQYMGeR1LgoC+q0VERLIpOS2dO8fNZ8/BFEbd1IzSRQp4HSlfW7duHR999BFxcXEAhISo1oh/BMT/SWZ2nZnNM7N4M3v5mHWhZva6mc3J2ma4menG9iIikqucc/z3i6XEb9jDS9c2ol6F4l5HypfWrVvHp59+CsCFF17Ixo0badeuncepJNh4XpDN7FzgaaAjEANUMrNrfDa5BKjonGvpnGsOlAOuzPWgIiKSr42ds4FP4jYx6KIadGtYwes4+dZjjz3GoEGDjl7juFQpXT1E/M/zggx0ASY75xKdcw4YyT8LcAIQZmYhZhYCpALLcj+miIjkV7+v3cWQr5Zxcd2yDO5Yy+s4+c6KFSvYunUrAK+++ipxcXG6prHkqEC4zFtpYKvP8y1A2SNPnHMLzGwW8FzWopnOuaXH7sTM+gH9AKpU0eV2RETEPzbtPsiA8fFULVOYV69vTEiIbiOdm/bv30+rVq244oorGD16NOXKlfM6kuQDgTCCvA2fQgyUz1oGgJndBEQ45x5yzj0EFDWzvsfuxDk3yjkX45yLiYqKyvHQIiIS/A4kp3H7mDjSMxzv3BRD0YI6BSa3bNmyBYCiRYvy4Ycf8vzzz3ucSPKTQCjI3wBXmVnRrOd9gSk+6+vxz5HuCKBmLmUTEZF8yjnHA58uYtW2/bzZqylVyxT2OlK+MW3aNKKjo/n5558BuPzyyzVyLLnK84LsnNsCDAV+NrO5wDbn3GQzm2lm5YGXgeZm9puZzQGaAi95GFlERPKBt35aw7QlW3mka13a1dJfJnNDamoqkHl1ikGDBlGvnm7CIt6wzPPigktMTIw7ck1EERGR0/X90q30GxvPVU0q8sp1jTDTvOOc9uyzz/LNN9/w888/Exoa6nUcySfMLN45F3Pscs9HkEVERALJqm37ue+ThTSsVJz/Xd1A5TiXVK9enQYNGpCcnOx1FBEVZBERkSP2Hkzh9jFxRBYIY9SNMRQM10hmTjl06BADBw7ko48+AqBHjx6MGDFCl2+TgBAIl3kTERHxXFp6Bnd9vIAtew/zcb+WlC9e0OtIQS0iIoKFCxdStmzZU28skss0giwiIgL8b9oKflm9k2eurE+zc0t6HSco7dmzhwcffJADBw4QGhrKzJkzeeKJJ7yOJfIvKsgiIpLvTYpP4L1f/6JP62iuO7+y13GC1tKlS3n99deZOXMmAOHhuq60BCYVZBERydcWbNzDfz5fTOvqpXn00rpexwk6O3bs4MsvvwSgTZs2/PXXX1x66aUepxI5ORVkERHJt7btO0z/sfGUK1aAt3s1JTxUvxb97f/9v//HjTfeSGJiIgAVK1b0OJHIqekngYiI5EuHU9PpPzaepOQ03rkphpKFI7yOFDQ2b97Mtm3bABg6dCi//fYbxYsX9ziVSPapIIuISL7jnOPRz5ewcNNeXrmuEXXKF/M6UtA4dOgQMTEx3HvvvQCUL19ed8STPEeXeRMRkXzng9nrmTw/gXs61KRL/XO8jhMU9u7dS4kSJShUqBCvvfYaTZs29TqSyBnTCLKIiOQrv67eybPfLKfTeeW4p0NNr+MEhV9++YUqVarw888/A3D99ddTs6a+tpJ3qSCLiEi+sWHXAQZ+NJ/qUYV55frGhIToNtJnIyMjA4BmzZpx3XXXER0d7W0gET9RQRYRkXwhKTmN28fEYQbv3nQ+RQpoluHZGD58OO3btyc9PZ3IyEjeffddqlSp4nUsEb9QQRYRkaCXkeEY/MlC1u44wNu9mlKldKTXkfK8kiVLUqpUKZKSkryOIuJ3KsgiIhL0Xv9xNd8v28ajl9TlghplvI6TJ6WmpjJkyBAmTJgAZM4znjx5si7fJkFJBVlERILatMVbeP3H1XRvVolbLoj2Ok6eFRISwnfffcfs2bMBMDPMNIdbgpMKsoiIBK3lW/Zx/6eLaFKlBM9eVV+F7jQdOnSIZ599lqSkJEJDQ/nhhx948803vY4lkuNUkEVEJCjtPpDC7WPiKFowjJG9m1EgLNTrSHnOwoULefzxx5k6dSoAkZGauy35gwqyiIgEndT0DAaOn8/2/cmMvDGGssUKeh0pz0hKSmL69OkAtGrVipUrV9KjRw+PU4nkLhVkEREJOs9+vZzf1+3if1c1oHHlEl7HyVMefvhhrrjiCnbs2AGgG35IvqSCLCIiQeWTPzYy+rf13NamKtc0q+R1nDxh7969Rwvx448/zvfff09UVJTHqUS8o6uki4hI0IjfsJvHvlhC25pleLhrHa/j5AmpqanExMTQqFEjJk+eTLly5ShXrpzXsUQ8pYIsIiJBYUviIfqPnU+FEoV4s2cTwkL1R9KTOXjwIJGRkYSHh/PEE09Qt25dryOJBAz99BARkTzvcGo6/cfGcygljXduiqFEZITXkQLa/PnzqVq1KjNnzgTgxhtvJCYmxttQIgFEBVlERPI05xyPfLaYPxMSea1HE2qVK+p1pIDlnAOgTp06tGvXjjJldFdBkeNRQRYRkTzt3V/+4vMFm7m/Yy06nqe5syfyySef0KVLF9LS0oiMjGTixInUr1/f61giAUkFWURE8qxZq3bwv2nLuaRBeQa1r+F1nIB38OBB9uzZ43UMkYBnR/7cEkxiYmJcXFyc1zFERCQH/bXzAFe89SsVShRi8p2tKVxA5537ysjIYOTIkZQqVYrrr78e5xzOOUJCNDYmcoSZxTvn/jUBX98lIiKS5+w/nMptH/5BaIjxzk0xKsfH4Zxj7NixfP755wCYmcqxSDbpO0VERPKUjAzHvRMWsn7XQYbd0IzKpSK9jhQw0tPTGT58OElJSYSGhvL111/z8ccfex1LJM9RQRYRkTzllemr+HHFdp647DxaVS/tdZyAsnDhQgYOHMj48eMBKFmyJGbmcSqRvEcFWURE8oypf/7NWzPW0OP8ytzY8lyv4wSE1NRUZs+eDUCzZs2Ii4ujX79+HqcSydtUkEVEJE9Y+nciD3y6iJhzS/LUFfU1Mprlscceo3379iQkJADQtGlTfW1EzpLOahARkYC3KymZfmPiKRkZwfDezYgIy9/jO4cPH+bgwYOUKlWK+++/nwsuuIBKlSp5HUskaOTvnzAiIhLwUtMzuHP8fHYmJTPyxmZEFS3gdSRPpaen07p1a/r27QtA2bJlufzyyz1OJRJcNIIsIiIBbchXS5n3125e79GYhpVKeB3HM6mpqYSHhxMaGsqgQYM0YiySgzSCLCIiAWv83A2Mm7OR/u2qcUXjil7H8cyKFSuoU6cOM2bMAKBv37506tTJ41QiwUsFWUREAtK8v3bzxJSltKsVxUOd63gdx1NVqlShVq1aFCiQv6eXiOQWFWQREQk4m/ce4s5x8VQuFckbPZsQGpL/rsrw/fffc9VVV5GWlkZkZCTTpk2jdevWXscSyRdUkEVEJKAcSkmn35g4UtIyeOemGIoXCvc6kif27t3L6tWr2bp1q9dRRPIdFWQREQkYzjkemvwny7bs4/WejalRtojXkXLVpEmT+PTTTwG49tprWbBggU7GE/GArmIhIiIBY8SsdXy16G8e6lKb9nXKeR0nV2VkZPDqq68SGRlJ9+7dMTPCw/Pn6LmI1zSCLCIiAWHGiu288N0KujU8hzvbVfc6Tq5wzjFhwgT2799PSEgIn3/+OdOmTdOd8EQ8phFkERHxRMwz09mZlPKv5XPW7co3BXHp0qX06tWLF198kfvvv5+yZct6HUlEUEEWERGPHK8cn2x5sMjIyGDRokU0adKE+vXrM2PGDNq0aeN1LBHxoSkWIiIiuWjo0KG0bNmStWvXAtCuXTtCQ0M9TiUivjSCLCIiksPS09NJSkqiePHi9OvXjwoVKlCtWjWvY4nICaggi4hIrluzfb/XEXKNc47OnTsTGRnJlClTKFu2LH379vU6loichAqyiIjkqpkrt3PXRwu8jpHjMjIyCAkJwcy49tprKVIkf13TWSQv0xxkERHJFc453vv1L/qO/oNKpSIpVTjiuNuVKXL85XnJhg0bOP/88/npp58A6N+/PzfccEO+uTqHSF6nEWQREclxKWkZ/HfKEib8sYnO9crxynWNKVwgeH8FRUVFUbhwYVJSgvuKHCLBSiPIIiKSo3YlJdP73blM+GMTgy6qwfAbmgVlOZ43bx69e/cmLS2NyMhIZs2aRZcuXbyOJSJnIPh+QomISMBYuXU/t374B9v3J/N6j8Zc0bii15FyzMaNG/n5559Zv349NWrU0HQKkTxMI8giIpIjfly+jauHzSY5LYOJ/VsFZTmeOXMmn3/+OQDdu3dnxYoV1KhRw+NUInK2NIIsIiJ+5ZzjnV/W8b9pK6hXoRjv3BTDOcULeR3L75xz/Pe//+Xw4cNceeWVmBmRkZFexxIRP1BBFhERv0lOS+c/ny1h8vwELm1wDi9d24hCEcF1l7jp06fTsmVLihYtyscff0zJkiU1nUIkyGiKhYiI+MXOpGR6vTOXyfMTuKdDTd7s2SToyvGaNWvo3Lkzr7zyCgAVK1bUqLFIENIIsoiInLXlW/Zx24dx7ExK5q1eTejWsILXkfxq9erV1KxZkxo1ajB16lQ6dOjgdSQRyUEaQRYRkbPy/dKtXDP8N9IyMvj0jlZBV47feOMN6tevz4oVKwC45JJLKFCggMepRCQnaQRZRETOiHOOYTPX8tL3K2lYsTijboqhXLGCXsfyC+cchw4dIjIykp49e3L48GGqV6/udSwRySUqyCIictoOp6bz8OQ/+WLh31zWqAIvdm9IwfDgmG/snKNHjx4cPHiQL7/8kqioKB566CGvY4lILlJBFhGR07J9/2H6jYln4aa93N+xFoPaB8dNMZxzmBlmRrt27UhOTj66TETyFxVkERHJtiWbE7l9TBx7D6YyondTutQ/x+tIfrFt2zZ69+7NI488Qvv27RkwYIDXkUTEQyrIIiKSLdMWb2HwxEWUjAxn0p2tqFehuNeR/KZYsWLs2bOH7du3ex1FRAKArmIhIiIn5ZzjjR9Xc+f4+dQ5pyhfDLogKMrxypUrueOOO0hLS6NQoULMmzePHj16eB1LRAKACrKIiJzQ4dR07p6wkFemr+KqJhX5+PaWlC0aHFeqWLx4MRMnTmT58uUAhIToV6KIZNIUCxEROa5t+w5z+5g4Fm9O5KEutbmzXfU8f8Lan3/+yaZNm7j00kvp3r07HTp0oGTJkl7HEpEAo4IsIiL/8mfCXm4fE8f+w2mM7N2MTvXKex3JL+677z7+/vtvunTpQmhoqMqxiByXCrKIiPzDV4v+5oFPF1GmSAEm39mauucU8zrSWYmLi6NWrVoUK1aMDz74gMKFCxMaGhzXbBaRnBEQE67M7Dozm2dm8Wb28nHWNzCz78zsJzObamaVvcgpIhLMMjIcr0xfxV0fL6BBxeJMGXRBni/HCQkJtG7dmqFDhwJQpUoVSpcu7XEqEQl0no8gm9m5wNNAc2AfMMHMrnHOTc5aHwq8BXR3zu0ws0rAXq/yiogEo4MpaTzw6SK+WbyV7s0q8exV9SkQlndHWTdv3kzFihWpVKkS48ePp1OnTl5HEpE8JBBGkLsAk51zic45B4wErvRZfz6wBRhqZr8CdwCHcj2liEiQ2pJ4iGtH/M60JVt59JK6vNi9YZ4ux2PGjKF69eosXboUgGuvvZbixfP+ZelEJPd4PoIMlAa2+jzfApT1eV4FaAW0ATYDo4Gbgfd9d2Jm/YB+kPknNBERObUFG/fQb2w8h1LSee/mGNrXKed1pDOWmppKeHg4Xbt25d577yU6OtrrSCKSRwXCCPI2/lmIy2ctO2IvMMs5t8k5lwF8CjQ7difOuVHOuRjnXExUVFRO5hURCQpTFm7m+lFzKBgewmcDWufpcnzXXXdx9dVX45wjKiqK5557jsKFC3sdS0TyqEAoyN8AV5lZ0aznfYEpPut/BxqaWZms552BhbkXT0QkuGRkOF78bgX3TFhI48olmDKwDbXKFT31CwNYrVq1qF+/Punp6V5HEZEg4PkUC+fcFjMbCvxsZinAL865yWY2E+jhnNtqZvcBn2edsLcU+MDDyCIiedaB5DQGT1zId0u30eP8yjx1RX0iwgJhrOT07N27lzvvvJNbb72Viy++mLvuusvrSCISRDwvyADOufHA+GOWxfo8ngG0zeVYIiJBJWHPQW4fE8/Krfv4b7fzuOWC6Dx7Z7wCBQqwdOlSVq9ezcUXX+x1HBEJMgFRkEVEJGfFb9hN/7HxJKdl8MEtzWlXK++dq/H333/zyiuv8L///Y9ChQoRHx9PeHi417FEJAjlvb+riYjIaZkcn0DPUXMpUiCMzwdckCfLMcCcOXN4++23mT9/PoDKsYjkGI0gi4gEqfQMxwvfrWDkrHW0rl6aYTc0pURkhNexTsuGDRtYsWIFnTt35uqrr2bt2rVUqFDB61giEuRUkEVEglBSchr3TljAD8u3c0OLKjx5eT3CQ/PeHw0HDBjA4sWLWbt2LeHh4SrHIpIrVJBFRILMpt0Hue3DONbsSOLpK+pxY6toryOdltWrV1OuXDmKFSvGW2+9RUhIiKZTiEiuynvDCSIickLz/trNFW/PZkviIT68pXmeK8c7duygSZMmPPHEEwBUrVqVc8891+NUIpLfaARZRCRITPxjE49+sZjKJSN59+YYqkUV8TpStu3Zs4eSJUsSFRXFsGHDdOk2EfGURpBFRPK49AzHM1OX8dDkP2lZrTSfD7ggT5XjL774gsqVK7NkyRIAbrrpJs01FhFPaQRZRCQP23c4lbs/XsDMlTvo0zqaxy6tS1geORkvIyODkJAQ2rRpQ+/evSlXrpzXkUREABVkEZE8a8OuA9z6YRzrdx5g6FUN6NWiiteRsu2pp55i/vz5fP7555QpU4YRI0Z4HUlE5CgVZBGRPOj3tbu4c3w8AGNubU7r6mU8TnR6ihcvTpkyZUhJSaFAgQJexxER+QcVZBGRPOajuRv575QlRJcpzLs3xRBdprDXkU7p4MGDPPLII3Tr1o2OHTty9913Y2ZexxIROS6/TVQzs/I+j8Oz/tvbX/sXEcnv0tIzePLLpfzn88W0qVmGzwa0zhPlGMDMmD59OvPmzTv6XEQkUPnzTI4xZnZJ1uOnzawtcJMf9y8ikm8lHkrlltF/MPq39dzWpirv3Xw+xQoG9s0zEhMTeeqpp0hNTaVQoULExcXx6KOPeh1LROSU/FmQDYg2s35ABeDXrGUiInIW1u1I4qphs5mzbhfPX9OAx7qdR2hI4P94nTVrFkOGDOGXX34BIDIy0uNEIiLZ4+85yJ8CFYGLgc6A8/P+RUTylV9X72TA+HjCQkMYd2sLWlQr7XWkk9q5cydLliwhNjaWyy+/nJUrV1KjRg2vY4mInBa/FGQzu4bM0eL2QEsgASgPlDWzqwGcc5/541giIvnF2N/X8+RXy6geVZj3bj6fyqUCfwS2f//+/PLLL2zYsIFChQqpHItInuSvEeQyQDSZI8eRQD3gABABRPnpGCIi+UJqegZDvlrKuDkb6VCnLK/1aEzRAJ5vvGXLFgoXLkyxYsV44YUXOHDgAIUKFfI6lojIGfNLQXbOjTSz7sDMrEVzyZyD3MI5N9IfxxARyQ/2Hkxh4Efzmb1mF/3bVeOhznUCer5xYmIiDRs25LrrruPtt9+mevXqXkcSETlr/pyD7IDFQDegkXPuDV3GR0Qk+9ZsT+K2D//g772HeenaRnRvVsnrSCd04MABChcuTPHixXnmmWeIjY31OpKIiN/4+yoWVwHvAF+Z2Q1+3LeISFCbtWoHVw2bTVJyGh/3axHQ5fiHH36gSpUqLF68GMicd1y7dm2PU4mI+I8/R5Bvcs5tATCz8WSWb38WcBGRoOOc44PZ63nm62XUKleUd2+OoVLJwDwZzzmHmdG4cWMuvvhiihYt6nUkEZEc4bcCe6QcZz12ZF4L+ZCZneuvY4iIBJOUtAz+8/linpq6jIvrlmPyna0DthwPGzaM6667DuccZcqU4ZNPPiE6OtrrWCIiOcKft5quYGYv+SwqSOY1kaf66xgiIsFiz4EUbnxvLh/P28TAi6ozonczChfw96Xp/SctLY3k5GQOHjzodRQRkRxnmYO9ftqZ2fvAGOfcTJ9lc5xzLf12kGyIiYlxcXFxuXlIEZFsW71tP7d+GMfWfYd54ZqGXNmkoteR/iU1NZUXXniB5s2b07FjR478rtDJ1yISTMws3jkXc+xyf88Rvg+495hl6X4+hohInjVjxXauGvYbh1LT+aRfy4AsxwDp6emMHTuWadOmAZnFWOVYRPKLs/57npkVAL7g/24rHWVm3wIZWc//OttjiIjkdc453v3lL4ZOW8555xTjnZtiqFAisG6mcfjwYUaOHMmAAQMoWLAgc+bMoUSJEl7HEhHJdWddkJ1zyUDXI8/N7HHn3NNZj/sAY8/2GCIieVlyWjqPfb6ET+MTuKRBeV66thGREYE333jGjBnce++9VK1alcsvv1zlWETyrZy4DNtFPo8PAB1z4BgiInnCrqRker87l0/jE7i7Q03e6tk0oMrxgQMHmDNnDgBdu3Zl/vz5XH755R6nEhHxll9+SpvZTUceAuf4PC8N1AO+9cdxRETykhVb93Hr6Dh2JiXzZs8mXNaogteR/uXOO+/kq6++YsOGDRQrVowmTZp4HUlExHP+GkFOz/pIA57xeb4dqGdmumGIiOQr05dt45phv5GWkcGnd7QKqHK8b98+9u3bB8ATTzzBF198QbFixTxOJSISOPwyguycG3+idWa2GyhE5nQLEZGg5pxjxKx1vPDdChpULM6oG2MoX7yg17GOOnjwIA0bNqRz586MHDmS6tWrU716da9jiYgEFL9PhDOzUKCkc24ngHNumr+PISISiA6npvOfzxfz2fzNXNaoAi92b0jB8FCvYwGZ1zUODw8nMjKS++67j5Ytc/Xy9CIieYpfC7KZDQLuAHaaWQVgPPCU8+fdSEREAkDMM9PZmZRy3HWDO9birvY1Aua6wXPnzuXaa69l6tSpNGzYkHvuucfrSCIiAc2ft5ruBNQFGjrnYsk8Oa8s8KC/jiEiEihOVI4B7u5QM2DKMUCNGjWoV68eoaGBMZotIhLo/Hny3C3A/c65DADnXCqZd9a7XifpiYjkrk8++YTevXvjnKN06dJMmzaNevXqeR1LRCRP8GdxLQcMNLOuZlYSwDmXAswAov14HBEROYXt27ezbt06EhMTvY4iIpLn+LMg7wFWA42BiWY2xcw6OOcecM6t8+NxRETkGM45Ro0axfTp0wEYOHAgv/zyi+6GJyJyBvxZkP8ADjjn/uec6wjcDdxmZjobREQkh6WkpPDqq68ybtw4AEJCQjTnWETkDPmzIL8BPGRm5wM45zYALwKd/XgMEZGAUCj8+D8+yxSJyLUM6enpfPjhh6SmplKgQAFmzJjB6NGjc+34IiLBym+XeXPOHTSz64EXzOw1IIXMO+n189cxREQCwdbEw6Q7uLZZJV68tpFnOWbNmkWfPn0ICwvjhhtuoHz58p5lEREJJn69DrJzbi8qxCIS5N6esQbnHHd3qJnrx05LS2Pp0qU0atSI9u3bM2vWLNq2bZvrOUREgplfCrKZVTnFJluzrmghIpKnbdp9kAl/bOT68ytTuVRkrh//nnvuYdy4caxbt47SpUtz4YUX5noGEZFg568R5LuAE90tz8i8skVHPx1LRMQzb/60GjNj0EW5N3qcnJxMamoqRYoUYfDgwbRv357SpUvn2vFFRPIbv5yk55x7EDhwnI8fstal+uM4IiJeWrcjicnzN3Njy3MpX7xgrhwzJSWF5s2bM3jwYACqV6/ONddckyvHFhHJr/w1xeIuYBJwHrCDzJPzAHZm/fdSfxxHRMRLr/+4mojQEO6MrZ7jx8rIyCAkJISIiAh69+6tu+CJiOQif13m7TLn3FLgQeBq4HngfqAqgHPuRNMvRETyhJVb9/Plor/pc0E0ZYoUyNFjLVmyhPr167No0SIAHnzwQS655JIcPaaIiPwffxXkBmb2CrAfeIbMu+qNB24xs/fNLGd/m4iI5LBXp6+iSEQY/S+sluPHqlChAiVLluTQoUM5fiwREfk3fxXkJWTeFGQY8CpQHljtnLsD+BT4yE/HERHJdUs2J/Lt0q3c2rYqJSJz5kYg06dP57bbbsM5R6lSpZg9ezYtW7bMkWOJiMjJnfUcZDNrDGwBmgDLgWeBWmSOKhcFNpA55UJEJE96ZfoqSkSG07dN1Rw7xsqVK5k9ezY7duygbNmyOXYcERE5tbMeQXbOLQT+H1CBzBHkX4ELgPOBa7M+upztcUREvBC/YQ8/rdhO/wurU6xguF/3/cUXX/Djjz8CMGDAABYsWKByLCISAPxyFQvn3BbgXeBdM2sDVHPOjQEws0bOuUX+OI6ISG57ZfpKyhSJ4ObW5/p1v6mpqfznP/+hRo0adOjQgZCQEAoWzJ1Lx4mIyMn5ZQ6ymY098tg59yuw2Wf1m/44hohIbvtt7U5mr9nFgNgaREac/XiCc44pU6aQkpJCeHg406ZNY/LkyX5IKiIi/uSvk/Sij3n+qM9j89MxRERyjXOOV75fRfliBenVoopf9jlnzhyuvPJKRo8eDcC5555LeLh/p22IiMjZ81dBPtl1jnUNZBHJc2at2kHchj0Mal+DguGhZ7wf5xyrVq0CoFWrVnz11Vfceuut/oopIiI5wC9zkAEzsxeOPAZqZD03/j26LCIS0JxzvDJ9FZVKFuK6mMpnta9HH32Ut99+m5UrV1K+fHm6devmp5QiIpJT/FWQAXwn0k3K+q8BF/vxGCIiOW76sm38mZDIi90bEhF2+n9oy8jIIDk5mUKFCnHbbbdRpUoVXZ1CRCQP8VdBds65uQBm5vvbxMi8u56ISJ6QkZE5elytTGGualLxtF+fnp5Ohw4dqFmzJu+88w7VqlXjjjvuyIGkIiKSU/w5goyZRQMf8H/zjg1o4M9jiIjkpK8Xb2HF1v280bMJYaHZHz12zmFmhIaG0rFjRypVqpSDKUVEJCf5qyD/BeCcWw9c5LvCzH7x0zFERHJUWnoGr/6witrlitKtwTnZft26devo3bs3w4YNo3Hjxjz66KOnfpGIiAQsv1zFwjl380lW3+WPY4iI5LQvFv7Nuh0HuK9jLUJCsn+FyhIlSnDgwAG2b9+eg+lERCS3+OsybyeUdStqEZGAlpKWwes/rqJ+xWJ0rlfulNvHxcVx991345yjVKlSLFy4kE6dOuVCUhERyWk5XpBFRPKCT+M3sWn3Ie7vVBuzU48ez507l88++4zNmzNvHJqd14iISN6ggiwi+d7h1HTe+mkNzc4tSWytqBNu9+uvvzJjxgwA7rzzTpYtW6aT8UREgpBfr2IhIpIXfTxvI1sSD/PydY1OOBKckZHBnXfeSalSpbjooosICQmhWLFiuZxURERyg0aQRSRfO5iSxtsz1tK6emlaVy/zr/U///wzKSkphISE8Pnnn/P11197kFJERHKTCrKI5Gtjft/AzqRk7u9U61/rFi1aRLt27Rg+fDgANWrUoEiRIrkdUUREcpkKsojkW/sPpzJi1lpia0fR7NxSR5cnJCQA0KhRIz766CP69evnVUQREfGACrKI5Fvv/7qevQdTub9j7aPLXnjhBc4777yjJblnz54UKlTIq4giIuIBnaQnIvnS3oMpvPvLOjrXK0f9isVISUkhIiKC7t27k5ycTNmyZb2OKCIiHgmIEWQzu87M5plZvJm9fJLt3jOz0bkYTUSC1Du/rCMpJY17L67Jddddx4ABAwCoVq0ajz/+OBERER4nFBERr3hekM3sXOBpoCMQA1Qys2uOs92VgH5jichZ25mUzAez13NZwwrUPac49erVo3bt2jjnvI4mIiIBIBCmWHQBJjvnEgHMbCRwCzD5yAZmVg54ALgNeNiLkCISPF7++k8OJqfSqWIaAE8++aS3gUREJKB4PoIMlAa2+jzfAhw7+W8kmQX58Il2Ymb9zCzOzOJ27Njh/5QiEhS2Jh7ms8U7sA1/cGjbeq/jiIhIAAqEEeRtQFWf5+WzlgFgZv2BZc65OWYWfaKdOOdGAaMAYmJi9HdSEfmHNWvW8O677xLW8gbSM+CnNx6galndCU9ERP4tEAryN8APZva8c24/0Bf4wmd9Z6CAmX0BRAJ1zOwl59wDuZ5URPKs6dOnM2r8JEqFtOX686uoHIuIyAl5XpCdc1vMbCjws5mlAL845yab2Uygh3Pu6iPbZo0gP6lyLCLZsXTpUnbv3k3btm3p378/y4o05buVuxnUvobX0UREJIB5XpABnHPjgfHHLIs9znbrgT65EkpE8jTnHDfeeCMA8fHxbNh9iG+W7+LmVtGcU1w3/hARkRMLiIIsIuIvf/75J3Xq1CEiIoLx48dTpkwZzIzXf1hFRGgId8ZW9zqiiIgEuEC4ioWIiF+sWrWKpk2b8uqrrwJQt25doqKiWLVtP1MW/U2fC6KJKlrA45QiIhLoVJBFJM/btWsXALVq1WLEiBH069fvH+tfnb6KwhFh9GtbzYt4IiKSx6ggi0ieNmrUKKpXr87GjRsBuO222yhZsuTR9Us2JzJtyVZubVOVkoV1M04RETk1FWQRyZMyMjIA6NixI3369PlHKfb1yvRVFC8Uzq1tqx53vYiIyLFUkEUkT3HOMWDAAG6//XYAqlatymuvvUbRokX/tW38hj38tGI7/dtVo1jB8NyOKiIieZSuYiEieYqZUbp0aZKTk3HOYWYn3PaV6SspUySCPq2jcy+giIjkeRpBFpGAt2fPHm6++WYWLFgAwNNPP80LL7xw0nL8+9pdzF6ziztjaxAZobEAERHJPhVkEckTZs6cSXx8fLa2dc7xyvSVlC9WkBtaVMnhZCIiEmxUkEUkIG3dupWnn34a5xwlS5ZkxYoV3Hbbbdl67c+rd/LH+j0MbF+DguGhOZxURESCjQqyiASkL7/8kmeffZbFixcDUKhQ9m4P7Zzj5e9XUrFEIa6PqZyTEUVEJEipIItIwNi0aRNz5swBMq9nvGzZMho2bHha+5i+bBt/JiRyz8U1iQjTjzgRETl9OnNFRAJGjx492LVrF8uWLSMkJIRq1U7vzncZGY5Xpq+iapnCXN2kYg6lFBGRYKeCLCKeWrduHRUrVqRAgQKMGDGCwoULExJyZiO/Xy/ewoqt+3m9R2PCQjV6LCIiZ0a/QUTEMxs3bqRBgwa88MILADRo0OC0R42PSEvP4NUfVlG7XFEua1jBnzFFRCSfUUEWkVx34MABAKpUqcLQoUO55ZZbznqfUxb+zbodB7ivYy1CQk58fWQREZFTUUEWkVw1ceJEoqOj2bhxIwD33HMPlSpVOqt9pqZn8NqPq6hfsRid65XzR0wREcnHVJBFJFc45wA4//zz6dq1KwULFvTbvj+NS2DT7kPc37H2Se+uJyIikh0qyCKS44YMGUL//v0BqFq1KmPGjKFs2bJ+2ffh1HTe/Gk1TauUILZ2lF/2KSIi+ZsKsojkuOTkZFJTU0lPT/f7vj+et5EtiYd5oJNGj0VExD9UkEXE7w4ePMgDDzzA/PnzAXj22Wf54IMPCA31722fD6Wk8/aMtbSqVprWNcr4dd8iIpJ/qSCLiN8lJyfz8ccf8+OPPwLk2MjumN/XszMpmfs71cqR/YuISP6kG4WIiF/s27eP999/n3vuuYeSJUuybNkyihcvnmPH2384lRGz1hJbO4qY6FI5dhwREcl/NIIsIn4xefJkBg8ezNy5cwFytBwDfDB7PXsOpjK4o0aPRUTEv1SQReSM7d69m/j4eABuvvlmFi5cSMuWLXP8uHsPpvDOz+vodF45GlYqkePHExGR/EVTLETkjPXo0YNVq1axevVqwsPDadiwYa4c951f1pGUksZgzT0WEZEcoIIsIqdl+/btFC9enAIFCvDCCy/gnCM8PDzXjr8zKZkPZq+nW8MK1ClfLNeOKyIi+YemWIhItm3bto3zzjuPoUOHAtC4cWOaNGmSqxlGzFzL4dR07r24Zq4eV0RE8g+NIIvIKaWkpBAREUG5cuW4//77ueKKKzzJsW3fYcbO2cDVTStRPaqIJxlERCT4aQRZRE5q2rRpVKtWjQ0bNgDwyCOPcN5553mS5e0Za0jPcNzTQaPHIiKSc1SQReSk6tatS+PGjXHOeZojYc9BPp63kevOr0zlUpGeZhERkeCmgiwi/zJs2DAGDhwIQHR0NFOnTiU6OtrTTG/+uAYz4672NTzNISIiwU8FWUT+5e+//+avv/4iJSXF6ygA/LXzAJPmJ3BDiyqcU7yQ13FERCTI6SQ9ESEtLY2XX36Ziy++mGbNmvHkk08SGhqKmXkdDYDXf1hFRGgId8ZW9zqKiIjkAyrIIkJSUhKvv/46e/bsoVmzZoSFBc6PhlXb9jNl0d/0v7A6ZYsW9DqOiIjkA4HzW1BEclVKSgrjxo3jlltuoUSJEsyfP5/y5ct7HetfXp2+isIRYfS/sJrXUUREJJ/QHGSRfGrSpEnceuutzJgxAyAgy/GSzYlMW7KVW9tUpWThCK/jiIhIPqERZJF85NChQ6xdu5b69evTs2dPqlSpQps2bbyOdUKvTl9F8ULh3Nq2qtdRREQkH9EIskg+csMNN9ClSxcOHz6MmQV0OZ6/cQ8/rthOvwurUaxguNdxREQkH9EIskiQ279/PxERERQoUIDHH3+cPXv2ULBg4J/s9sr3qyhdOII+raO9jiIiIvmMRpBFgtjevXtp0KABzzzzDABNmjShffv2Hqc6td/X7uLXNTu5M7Y6hQvo3/EiIpK7VJBFglBGRgYAJUqU4Oabb6Zr164eJ8o+5xyvTF9JuWIF6N3yXK/jiIhIPqSCLBJkfv31V+rWrcv69esBGDJkCK1bt/Y21Gn4efVO/li/h0Hta1IwPNTrOCIikg+pIIsEmcqVKxMVFcXBgwe9jnLanHO88v1KKpYoxPUxlb2OIyIi+ZQKskgQmDhxIoMHDwbg3HPP5ddff+W8887zONXp+2H5dhYlJHJPh5pEhOnHk4iIeEO/gUSCwOLFi5k9e3aeHDU+IiPD8fL3K4kuHcnVTSt6HUdERPIxFWSRPMg5x/vvv09cXBwAjz/+OLNnzyYyMtLjZGfumyVbWLF1P/d1rEVYqH40iYiId/RbSCQPSkpK4vHHH+edd94BICIigrCwvHs5tLT0DF6Zvopa5YrQrWEFr+OIiEg+p4IskkdkZGQwadIknHMULVqUX3/9leHDh3sdyy+mLPybdTsOMLhjLUJDzOs4IiKSz6kgi+QRU6ZM4dprr+Wrr74CoGrVqoSE5P1v4dT0DF7/cTX1KhSjc73yXscRERFRQRYJZGlpaaxevRqAK6+8kqlTp3LZZZd5nMq/JsUnsHH3QR7oVBszjR6LiIj3VJBFAtjtt99Ou3btSEpKwsy49NJLg6pEHk5N540fV9OkSglia0d5HUdERASAvHtWj0iQSklJwTlHgQIFGDRoEF26dKFw4cJex8oRE+ZtZEviYV66tlFQFX8REcnbNIIsEkAOHDhA8+bNefrppwFo1qwZ119/fVCWx0Mp6bw1Yy0tq5WidfXSXscRERE5SgVZJAA45wAoXLgwnTt3pkWLFh4nynljfl/PzqRk7tfcYxERCTB25BdzMImJiXFHbqAgEugWLVrErbfeyqRJk4iOjvY6To6KeWY6O5NS/rW8TJEI4h7r6EEiERHJz8ws3jkXc+xyjSCLeKxkyZKkpKSwfft2r6PkuOOV45MtFxER8YIKsogHfvzxRx555BEAqlSpwqJFi2jevLnHqURERARUkEU8MWvWLD777DMSExMBNAdXREQkgKggi+SSqVOnEh8fD8Bjjz3GwoULKV68uMepck8wnu8gIiLBSQVZJBccOnSIO+64gxdffBGAiIgIChUq5HGq3PXOL+u8jiAiIpItKsgiOcQ5x/Tp08nIyKBQoUJMnz6dMWPGeB3LE7PX7OS5aSuICDv+j5wyRSJyOZGIiMiJ6U56Ijnk+++/p0uXLnz88cf06NGDunXreh3JEwl7DjLoo/lUjyrC5wMvoEgB/dgREZHAphFkET9yzrFp0yYAOnXqxPjx4+nevbvHqbxzODWdO8bFk5buGHljM5VjERHJE1SQRfxo8ODBtGjRgr1792Jm9OrVi7Cw/FkKnXM8+vkSlmzex2s9GlMtqojXkURERLIlf/7mFvGjjIwM0tPTCQ8P58Ybb6R69eoUK1bM61ieGztnA5PnJ3BPh5p0qFvO6zgiIiLZpoIschaSk5Pp0qULrVq1YujQoTRt2pSmTZt6Hctzf6zfzVNfLaNDnbLc06Gm13FEREROi6ZYiJyFAgUK0LBhQ2rWVAk8Ytu+wwwYP5/KpSJ55frGhIToJigiIpK3qCCLnKY1a9Zw8cUXs379egBef/11brnlFm9DBYiUtAzuHBfPgeQ0Rt7YjOKFwr2OJCIictpUkEVOU0REBOvWrWPt2rVeRwk4Q75ayvyNe3mxeyNqlSvqdRwREZEzEhAF2cyuM7N5ZhZvZi8fZ/1dZjbHzH43s2FmFhC5Jf9YsGABQ4YMAaBKlSqsWrWKDh06eJwqsEz8YxPj526kf7tqXNrwHK/jiIiInDHPi6aZnQs8DXQEYoBKZnaNz/p6wGXABc65VkAU0M2LrJJ/ffHFF4wcOZIdO3YA5NtLt53Iok17eeyLJbSpUYYHO9X2Oo6IiMhZ8bwgA12Ayc65ROecA0YCVx5Z6ZxbClzunEvPWhQGHDp2J2bWz8zizCzuSIkRORtz5sxh/vz5ADz66KMsXbqUqKgoj1MFnp1JydwxLp6oogV4s2cTwkID4ceKiIjImQuE32Slga0+z7cAZX03cM4dNrMSZvYRsNA5N/3YnTjnRjnnYpxzMSoxcrZSU1O5/vrreeyxx4DMecclS5b0OFXgSUvPYNBH89l9IIWRNzajZOEIryOJiIictUD4O/E2oKrP8/JZy44ys/rAy8B/nXNzczGb5DN//PEHzZo1Izw8nC+//JJq1ap5HSmg/W/aCuas280r1zWifsXiXscRERHxi0AYQf4GuMrMjpzy3heYcmSlmUUBrwHXqRxLTvr1119p3rw5Y8eOBaBRo0YULaorMZzIlIWbee/Xv+jTOpqrm1byOo6IiIjfeF6QnXNbgKHAz2Y2F9jmnJtsZjPNrDxwPZkjzFOyls00s35eZpbgsnPnTgAuuOAChg8fzrXXXutxosC37O99/L/Jf9I8uhSPXlrX6zgiIiJ+ZZnnxQWXmJgYFxcX53UMyQOefvpphg0bxrJlyzTHOJv2Hkzhsrd+JSUtg6/uakPZogW9jiQiInJGzCzeORdz7PJAmIMskuvS09MJDQ2lW7dupKSkEBkZ6XWkPCE9w3H3hIVsTTzMJ/1bqRyLiEhQUkGWfCUtLY2ePXtSs2ZNhg4dSpMmTWjSpInXsfKMV6av5OdVOxh6VQOaVtGIu4iIBCfP5yCL5KawsDCioqI0neIMfLtkK2/PWEuP8yvTq0UVr+OIiIjkGBVkCXp///031157LX/99RcAw4YN48EHH/Q4Vd6yZvt+7p+4kEaVSzDkinpexxEREclRKsgS9NLT0/n1119ZuHCh11HypP2HU+k3Np5CEaGM6N2UAmGhXkcSERHJUSrIEpTWrVvHiy++CEDlypX566+/uOqqqzxOlfdkZDgGT1zEhl0HeatXU84pXsjrSCIiIjlOBVmC0rhx43jmmWfYvHkzAAUL6moLZ+LtGWuYvmwbj15Sl5bVSnsdR0REJFeoIEvQWL58+dFpFA8//DBLly6lYsWK3obKw2as3M4rP6ziysYVuOWCaK/jiIiI5Bpd5k2CQnp6OpdffjnnnHMOP//8MxEREVSqpNsfn6n1Ow9wz8cLqFu+GP+7uiFm5nUkERGRXKOCLHnaypUrqVmzJqGhoXz00UdUqaLLj52tgylp3DEunpAQY+SNzSgUoZPyREQkf9EUC8mzFixYQP369XnvvfcAOP/88ylXrpzHqfI25xwPTfqTVdv280aPJlQupTsMiohI/qOCLHlOUlISAI0bN2bo0KFcc801HicKHu/+8hdT/9zCA51rc2GtKK/jiIiIeEIFWfKUt956i9q1a7N7927MjAcffJBSpUp5HSso/LZmJ/+btpyu9ctzZ7vqXscRERHxjAqy5AnOOQDatGnD5ZdfTliYps/70+a9hxj08QKqRxXhxWsb6aQ8ERHJ11SQJaBlZGQwcOBAHn30USBzWsXw4cMpVqyYx8mCx+HUdO4YG09qWgYjb2xGkQL6x4eIiORvKsgS0EJCQkhNTSUtLe3oKLL4j3OOx75YwuLNibxyfWOqRRXxOpKIiIjnVJAl4OzZs4f+/fuzbt06AEaOHMkLL7ygP/vngHFzNjApPoG7O9Sk43m6AoiIiAioIEsASkpKYtKkSfzyyy8AKsY5JG79boZ8tYz2dcpyb4eaXscREREJGCrIEhC2b9/O22+/DUDlypVZt24dN998s8epgte2fYe5c/x8KpUsxKvXNyYkRP8IEREROUIFWQLCe++9x+DBg1m7di0AxYsX9zhR8EpJy2DA+PkcSE5j5I0xFC8U7nUkERGRgKKCLJ7ZvHkzS5YsAeD+++9n0aJFVK+u6+/mtKemLiV+wx5e6N6Q2uWLeh1HREQk4Oh6TuIJ5xxdu3alQIECzJs3j4iICOrUqeN1rKA3MW4T4+ZspP+F1ejWsILXcURERAKSCrLkqoSEBCpUqEBISAgjRoygbNmyOgkvl/yZsJfHvljCBTVK82Dn2l7HERERCViaYiG5ZsWKFdSpU4cRI0YA0Lp1a2rUqOFxqvxhZ1Iyd4yNJ6pIAd7s2ZSwUH3ri4iInIh+S0qOS05OBqB27drcf//9dOvWzeNE+UtaegaDPprPrgMpjLyxGaUKR3gdSUREJKCpIEuOGjduHHXq1GH37t2YGUOGDKFKlSpex8pXnpu2gjnrdjP0qgbUr6irg4iIiJyKCrLkqPr163P++eeTlpbmdZR8acrCzbz761/c3OpcrmlWyes4IiIieYJO0hO/cs7x1FNPkZaWxtNPP03jxo2ZOHGi17HypeVb9vH/Jv/J+dEleazbeV7HERERyTNUkMWvzIxNmzaRmpqKc05XqPDI3oMp9B8bT/FC4bx9Q1PCdVKeiIhItum3ppy1Q4cO8Z///OfoXfBGjBjBhx9+qHLskfQMxz0TFrIl8RDDbmhG2aIFvY4kIiKSp6ggy1nbtWsXw4YNY+rUqQCEhekPE156dfoqZq3awZOX16PZuSW9jiMiIpLnqMnIGUlKSmLSpEn06dOHSpUqsXLlSsqVK+d1rHzvu6VbeWvGGq6PqUyv5rpaiIiIyJnQCLKckVGjRtG3b1+WLFkCoHIcANZsT+L+iYtoVKk4Q66opykuIiIiZ0gFWbJt7969rFy5EoC77rqLOXPmUL9+fY9TCcD+w6n0GxtHgbAQhvduRsHwUK8jiYiI5FmaYiHZ4pyja9euHDhwgIULFxIeHk7z5s29jiVARobj/omL2LDrIONva0GFEoW8jiQiIpKnqSDLSe3atYuSJUsSEhLC888/T+HChQkJ0R8eAsmwmWv4ftk2Hu92Hi2rlfY6joiISJ6npiMntH79eurUqcOwYcMAuPDCC2nWrJnHqcTXjJXbeXn6Kq5oXIG+F0R7HUdERCQoqCDLv6SnpwNw7rnncvPNNxMbG+ttIDmuDbsOcM/HC6hTvhjPXd1QJ+WJiIj4iQqy/MNXX31F/fr12b17N2bGSy+9pBPxAtDBlDT6j43HzBjZuxmFInRSnoiIiL+oIMs/VKlShQoVKpCUlOR1FDkB5xwPTfqTldv280bPJlQpHel1JBERkaCik/SE4cOHs337dp544gkaNWrEjz/+6HUkOYl3f/mLqX9u4cHOtWlXK8rrOCIiIkFHBVmYP38+mzdvJj09ndBQ/ak+kP22Zif/m7acLvXKMyC2utdxREREgpKmWORD6enpvPLKK6xZswaAt956i6+//lrlOMBt3nuIQR8voFpUEV66rpFOyhMREckhKsj50Pbt2xkyZAjjx48HoECBAipbAe5wajp3jI0nNS2DkTc2o0gB/fFHREQkp+i3bD6RmprKl19+yTXXXMM555zDokWLOPfcc72OJdngnOOxL5aweHMi79wUQ/WoIl5HEhERCWoaQc4n3nnnHbp3784ff/wBQHR0tEaN84hxczYwKT6Bu9vXoON55byOIyIiEvQ0ghzEDh8+zN9//021atW4/fbbqVGjBueff77XseQUYp6Zzs6klH8t/2jeRgZ3qu1BIhERkfxFBTmIXXnllWzcuJE///yT8PBwOnXq5HUkyYbjleOTLRcRERH/UkEOMgcOHKBQoUKEhITw8MMPk5KSQliY3mYRERGR7NIc5CCydetWGjRowNtvvw1AbGysRo1FRERETpMKchBwzgFQrlw5unTpQuPGjb0NJCIiIpKHqSDncT///DMxMTHs2rULM2PYsGG0bdvW61giIiIieZYKch5XokQJnHPs2LHD6yjiJ2WKRJzWchEREfEvO/Ln+WASExPj4uLivI6RYyZNmsTq1at55JFHgMwpFrqmsYiIiMjpMbN451zMscs1gpwHff/993zxxRekpqYCqByLiIiI+JGu/5UHOOcYO3YsrVu3pkaNGrz22mtERETo8m0iIiJnITU1lYSEBA4fPux1FMlhBQsWpFKlSoSHh2drezWsPGDnzp3cfffd3HLLLbz66qtERkZ6HUlERCTPS0hIoGjRokRHR+uvsUHMOceuXbtISEigatWq2XqNplgEqIyMDL7//nsAoqKimD17Ni+99JLHqURERILH4cOHKV26tMpxkDMzSpcufVp/KVBBDlBjx46lc+fOzJo1C4B69eoRGhrqcSoREZHgonKcP5zu+6yCHEDS09NJSEgAoFevXkyYMIELL7zQ41QiIiKSW5577jm+/fbbE65PS0ujU6dOdO3aleTk5BNuN2TIEJYsWXLC9UuWLOHJJ5/8x7IePXqwceNGXnjhhaPLbrrpJtq0aXPcjxtuuCH7n1geo8u8BZAePXqwcOFCFi1aRIECBbyOIyIiEtSWL19O3bp1Pc1w4MABqlevTv369YH/uzvukRHPNWvWsH79+qPb33vvvXTs2JHixYvz0ksvMWbMGIoVK3Z0fXp6OgBt2rThf//7HyVKlKB27dqsXbv26DFmzpzJI488wrZt2+jZsyeJiYlA5lWyOnXqhHOOSy+9lEsuueQfWefMmcOkSZPy7JTP473fJ7rMm07S81hqaiqhoaGEhIRw++23s3XrViIidEMIERGR/MA5R8uWLXn++ec5dOjQP9YVK1aMvn37ApnzpQcPHkzr1q259NJLj762a9euPPbYY3Tt2hXI/Av02rVrOXz4MD///DOXXHIJSUlJDBgwgPvuu4+rrrqK2NhYfv/9d5566im6d+/O0qVLSUxMZN68eTRu3BiADh06HM3x119/ZfvktmChKRYe2r17N82bN+ftt98GMv9nvOGGGzQfSkRExAOxsbGMHj0ayBzAio2NZdy4cQAcPHiQ2NhYPvnkEwASExOJjY3ls88+AzKvOBUbG8tXX30FwNatW7N1zMKFCzN69GiWLl1KXFzcPz5Wr17NZ599Rnx8PNdeey1ly5Zl9OjR1K1blwYNGjBkyBB69OjBlClTmDJlCgCffPIJHTp04LXXXuO///0vMTExjB07lq+//poxY8YcLeGbN29m8+bNLFu2jPHjx9OyZUvKlStHy5YtmTVrFvv37z+a8ZZbbiEtLe3sv8B5iEaQPVSyZEkaN25MlSpVvI4iIiIiHli0aBH33nvvSbf58MMP+eKLL46erD9ixAhKlChBjx49/rXtxo0bmT17Ns8///zRZd988w2DBw/m888/BzLL/g033MD69etp2rQpGzZsYNCgQSxfvpxBgwaxZs2aE2b55JNPODKN9dFHH6Vjx46n+ynnCZqDnMsWLFjA4MGD+fTTTylTpozXcURERPKtQJiD7OvWW2/l6aef5ptvvqFEiRJ079796LpFixZx//33A5mjv2FhYZQrVw6AF198kSZNmpCenk67du147rnnaNasGQ8//DAbN25k4cKFzJs3j6ioKCDzSlkZGRn8+OOPmBnJyclMmDCB3r17M27cOO69914ee+yxoz0lNjaWH374gbi4uHwzB1lTLHJZWFgYmzZtYuPGjV5HERERkQCyfv36o6X3iGXLlrF3714aNWrEDz/8wA8//MA999zDo48+evR5kyZNAAgNDeWJJ56gTZs2vPHGG7Ru3ZpRo0YRGRlJ69atGTZsGAA33ngjF1xwARUqVODDDz9k5cqVxMbGMn36dGJjY5k0aVKuf+6BRgU5F8ycOZOXX34ZgAYNGrBy5UqaNm3qcSoREREJFF988QW1a9c+Oo3iyF/4x40bx/Lly7O9nyNTHkJCQggLC8M5R5EiRZg9ezZz584lIyPjX6+pXbs2M2fOpGPHjsycOfPoyPWCBQto06YNCxYsIDY2lv79+zNhwoR/XOptwYIFZ/upByTNQc4FEyZMYMaMGQwYMIBChQrphh8iIiICQFJSEjfccAPly5fnzTffBKBGjRrceeedPP/886SkpHDHHXdw8cUX/+u177777tHHH3zwAZUrVz76fNCgQTz66KN88MEHPPXUU5QtW5YPP/zwpFnq1q3LhAkT+PPPPylWrBhNmjTh119/9dNnmrdoDnIO+fbbb6levTo1a9YkKSmJkJAQIiMjPc0kIiIi/ydQ5iBv376dsmXLeh0j6OW5Ochmdp2ZzTOzeDN7+Tjr785av9DMHvAi4+lITEykZ8+ePPfccwAUKVJE5VhERESOS+U48HhekM3sXOBpoCMQA1Qys2t81l8A9ATaAM2BK83sX00/EMyZMweA4sWL88MPPxydDC8iIiIieYfnBRnoAkx2ziW6zPkeI4ErfdZ3Az5wzqU451KA94Ercj/myU2ePJlWrVodvX96s2bNdLtoERERkTwoEApyacD3djNbgLKnsR4AM+tnZnFmFrdjx44cCXoyl19+OSNGjPjHrRlFREREJO8JhIK8jX8W3vJZy7K7HgDn3CjnXIxzLubIhbBzU3h4OP379yc8PDzXjy0iIiISSNavX09uXwgiMTGR3bt3+2VfgVCQvwGuMrOiWc/7AlN81k8BbjKzcDMLBW4GvszljCIiIpKPxTwzneiHv/7XR8wz0/2y/9GjR9OpU6dTbrdu3Tr+/vvvU26XkJBAjx49uOiii2jVqhW9e/dm165dAPTp0+folNCcsH37dl5++WXMjI0bN9KlSxdat25NbGwsGzZs+Nf2f/zxBwMHDqRMmTKsWLHi6PK0tDTKlClDbGzs0Y+UlBQAXnjhBVq3bk2TJk3o27cvKSkphISE8OCDD/rlc/C8IDvntgBDgZ/NbC6wzTk32cxmmll551wcmYV4HjAH+CprmYiIiEiu2JmUclrLT9fHH39MkSJFWLt27Um3e+qpp1i1atVJt0lOTuayyy5j4MCBzJgxg99//51LLrmEr776yi9ZT+W5555j4MCBQObtswcOHMhvv/3GQw89xKBBg/61fUREBPfddx/169f/x/JNmzbRqVMnZs6cefQjIiKCnTt3kpiYyOzZs1mwYAEHDx5kypQpFC1alGbNmvnl8wyIG4U458YD449ZFuvz+CUgb974W0RERALekK+WsuzvfWf02utH/n7c5edVKMYTl9U75esXLlzIOeecw5VXXsk777zDc889R3R0NCtWrKBgwYK8++67JCQk0LlzZ7799lsWLlxIjx49eOihh3jggQeYO3cu6enp9OvXj759+/L111/TvHlz2rZte/QYvXr1Ou6xy5cvz9atmad6PfbYY9SoUYM+ffrw3XffMWTIEMLDw6lYsSKjRo2iSJEi1KlTh169ejFz5kwSExOZMmUKlSpV+sc+Fy9eTJ06dTh48CArVqzgsssuA+CSSy5h4MCBpKSkEBERcXT7Ro0aHTfb+vXr2b59O127diUpKYmBAwfSo0cPypQpw7PPPgtk3mhl3759R8v11VdfzQMPPHD0mGfK8xFkERERkfxsxIgR3H777XTr1o1p06aRmpp63O1atWpFly5deO2113j44YcZPXo0+/btY/bs2cyaNYvhw4ezdOlS1q5dS506dY6+7rnnniM2NpY2bdpkK09iYiKDBg3iyy+/ZNasWTRp0oRnnnkGyBydbtCgAT/99BNXXnkln3766T9eu2fPHooVKwbA3r17Ofa8sLJlyx6d6nEqkZGRxMbGMnXqVKZOncqLL77IsmXLjq6/4YYbqFq1KhdddNHRz7d8+fJs2bIlW/s/mYAYQRYRERHx0qlGeqMf/vqE6z7p3+qMj7t//36mTp3K3r17efPNN0lJSeHzzz/P1mvnz59P165dAShQoACxsbEsWLCA6OhoZsyYcXS7hx9+mIcffpjo6Ohs7Xf16tXUqVOHMmXKAJkjv/fccw8AzrmjxzznnHNISEj4x2uTk5OPXua2TJky/yrDO3bsOLrfU2nRogUtWrQAMu8x0aFDB+Lj4znvvPMAGD9+PAcPHuTGG2/kww8/pE+fPgBkZGRka/8noxFkEREREY+MHz+eAQMGMGHCBCZMmMCkSZMYOXIkxYsXZ9u2bTjn+PLL/7s2gZkdPVGtcePG/PjjjwCkpKQwa9YsGjZsSLdu3fjtt9/+UZJ/+eUXihQp8q/jmxmHDh0iOTn56Il7NWrUYOXKlezduxeAb7/9lsaNG2fr8/EtxRERETRo0ODofn/44Qfq1auX7St+zZ49mwkTJgCZxXvmzJk0adKEhQsX8uGHHwKZo8y1atU6mjU5OZmCBQtma/8noxFkERERkVMoUyTiuCfklSkScZyts2/UqFH/GDGuV68ee/fupVevXlx22WVUrFiR2rVrH11/4YUXcs8993DnnXcyaNAgFi9eTNu2bUlNTeW2226jYcOGAHz99dc88MADPPHEE6SkpBAdHf2Pon3EQw89ROvWralcufLRucAlSpTgtdde49JLLyU8PJzy5cvzzjvvZOvzCQsLo3Dhwhw8eJDIyEjefvtt+vTpw9NPP02BAgX44IMPgMxpH+XLlz866ns8devW5fXXX+fll18mLCyMfv36Ub9+fQ4dOsTw4cN58803KVSoEJUqVeKxxx4DMkt1u3btspX1ZCy3r1GXG2JiYlxcnC50ISIiIie2fPly6tat63WMoPPTTz+xbNmy416xIqf16dOHV199lZIlS/5r3fHebzOLd87FHLutpliIiIiIiN+0b9+eQoUK5fqNQjZv3sx111133HJ8ujTFQkRERET86tZbb831Y1asWJGKFSv6ZV8aQRYREZF8Kxinmsq/ne77rIIsIiIi+VLBggXZtWuXSnKQc86xa9eu07q6haZYiIiISL5UqVIlEhIS2LFjh9dRJIcVLFjwX3f8OxkVZBEREcmXwsPDqVq1qtcxJABpioWIiIiIiA8VZBERERERHyrIIiIiIiI+gvJOema2A9jgwaHLADs9OK7kLL2vwUvvbfDSexuc9L4GL6/e23Odc1HHLgzKguwVM4s73u0KJW/T+xq89N4GL723wUnva/AKtPdWUyxERERERHyoIIuIiIiI+FBB9q9RXgeQHKH3NXjpvQ1eem+Dk97X4BVQ763mIIuIiIiI+NAIsoiIiIiIDxVkEREREREfKshnwMyuM7N5ZhZvZi8fZ/3dWesXmtkDXmSU05eN9/UuM5tjZr+b2TAz0/dPHnGq99Znu/fMbHQuRpOzlI3v2wZm9p2Z/WRmU82sshc55fSc7H01s1Azez3r5/E8MxtuZuFeZZXsM7PuZjbRzDaeYH22flbnBv2CP01mdi7wNNARiAEqmdk1PusvAHoCbYDmwJVmFjDX9ZPjy8b7Wg+4DLjAOdcKiAK6eZFVTs+p3luf7a4EInI3nZyNbHzfhgJvAb2dc+2BO4A9XmSV7MvG9+wlQEXnXEvnXHOgHHBlrgeVM7EDGMBxftZm92d1blFBPn1dgMnOuUSXeYbjSP75jdkN+MA5l+KcSwHeB67I/Zhymk76vjrnlgKXO+fSsxaFAYdyPaWciVN9z2Jm5YAHgGdzP56chVO9t+cDW4ChZvYrmQVZ37eB71TvawIQZmYhWX/JSwWW5X5MOV3OuVnOuRPdLe+UP6tzkwry6SsNbPV5vgUoexrrJTCd8n1zzh02sxJm9hGw0Dk3PTcDyhnLzvfkSDIL8uHcCiV+car3tgrQCngKuDDr+c25lk7O1EnfV+fcAmAW8FzWx8ysQQzJ2wKqP6kgn75t/PMNK5+1LLvrJTCd8n0zs/rAJ8DrzrkhuZhNzs5J31sz6w8sc87Nye1gctZO9X27F5jlnNvknMsAPgWa5V48OUOn+p69CYhwzj3knHsIKGpmfXM5o/hfQPUnFeTT9w1wlZkVzXreF5jis34KcJOZhWfNf7sZ+DKXM8rpO+n7amZRwGvAdc65ubkfT87Cqb5nOwONzOwLMi9U397MXsrdiHKGTvXe/g40NLMyWc87AwtzL56coVO9r/XInOZ2RARQM5eySc451fueq1SQT5NzbgswFPjZzOYC25xzk81sppmVd87FkVmI5wFzgK+ylkkAO9X7ClwPVAWmZC2baWb9vMws2ZON79mrnXOXOueuBPoBPznndPWZPCAb7+1+4D7gczP7DSgAfOBhZMmGbPw8fhlobma/mdkcoCmgf9TmUWY2wcwan+h99yyX7qQnIiIiIvJ/NIIsIiIiIuJDBVlERERExIcKsoiIiIiIDxVkEREREREfKsgiIiIiIj5UkEVEREREfKggi4iIiIj4UEEWEREREfGhgiwiIiIi4kMFWURERETEhwqyiIiIiIiPMK8D5IQyZcq46Ohor2OIiIiISACLj4/f6ZyLOnZ5UBbk6Oho4uLivI4hIiIiIgHMzDYcb7mmWIiIiIiI+FBBFhERERHxoYIsIiIiIuIjKOcgi4jkhtTUVBISEjh8+LDXUYJKwYIFqVSpEuHh4V5HEZF8SgVZROQMJSQkULRoUaKjozEzr+MEBeccu3btIiEhgapVq3odR0TyKU2xEBE5Q4cPH6Z06dIqx35kZpQuXVqj8iLiKY0gi4ichSPlOPrhr3Nk/+ufuzRH9hvI9A8OEfFajhVkM+sOXAe0dM5VyVo2DSiUtUk4UM85V8LMwoCtwBKfXXRyzqWY2XXAA0AoMNM5d39OZRbJ73Kq5AWy/FhARUTk5HJyBHkHMACf0uuc63rksZkNBiZmPa0MfO+c6+W7AzM7F3gaaA7sAyaY2TXOuck5mFtE5Iz5q3Cf7j9WRo8ezUcffcT3339/0u3WrVtHwYIFqVChwkm3S0hI4IEHHmDbtm0cPnyY6tWr8/rrr1O6dGn69OlDjx496NKly2llFBHJK3KsIDvnZsHx/1RmZiWBnkCrrEXRQNmsEeYiwNvOuQlAF2Cycy4x63UjgVsAFWSRHJQfRlWDbbT8448/pkiRIqxdu5bq1aufcLunnnqKPn36nLQgJycnc9lll/HGG2/Qtm1bAD766CO++uor+vTp4+/oIiIBx6uT9AYDw5xzaVnPDwIzgW5ZHw+a2XlAaTKnXhyxBSh7vB2aWT8zizOzuB07duRYcBGRQLNw4ULOOeccbrrpJt555x0AoqOjj57o9u677/Lkk0/y+++/8+2333Lvvffy3HPPkZGRweDBg7ngggto2bIl77//PgBff/01zZs3P1qOAXr16nXccly+fPmjjx977DFGjx4NwHfffUfr1q1p164dvXr1IikpCYA6derw1FNP0b59e5o1a0ZCQkJOfElERM5KrhdkMytE5ujxR0eWOefmOueecc6lZ40W/wg0A7bxz0JcPmvZvzjnRjnnYpxzMVFRUTn3CYiIBJgRI0Zw++23061bN6ZNm0Zqaupxt2vVqhVdunThtdde4+GHH2b06NHs27eP2bNnM2vWLIYPH87SpUtZu3YtderUOfq65557jtjYWNq0aZOtPImJiQwaNIgvv/ySWbNm0aRJE5555hkgc3S6QYMG/PTTT1x55ZV8+umnZ/8FEBHxMy9GkK8jc75x8pEFZnaBmfXIelwAiAUWAN8AV5lZ0axN+wJTcjeuiEjg2r9/P1OnTuXNN9+kd+/epKSk8Pnnn2frtfPnz6dr18xTQwoUKEBsbCwLFiwgOjqa1atXH93u4YcfZubMmdke7V29ejV16tShTJkyAFxyySXExcUBmdc5PnLMc845h8TExGx/riIiucWLy7xdC4w4Ztly4B4zux9IA0Y555YAmNlQ4GczSwF+0Ql6IhLIcntu8/jx4xkwYAD/+c9/AFi6dCl33303xYsXZ9u2bVSpUoUvv/ySpk2bApnnhaSkpADQuHFjfvzxR6655hpSUlKYNWsWN954IzVr1uTZZ59lxowZXHTRRQD88ssvFClS5F/HNzMOHTpESEgI3377LYMGDaJGjRqsXLmSvXv3UqJECb799lsaN26cO18QERE/yPGC7Jwrf8zzbsfZZjeZI8vHe/14YHzOpBMRydtGjRr1jxHjevXqsXfvXnr16sVll11GxYoVqV279tH1F154Iffccw933nkngwYNYvHixbRt25bU1FRuu+02GjZsCGTOQ37ggQd44oknSElJITo6mi+//PJfx3/ooYdo3bo1lStXplGjRgCUKFGC1157jUsvvZTw8HDKly9/dG60iEheYM45rzP4XUxMjDvy5zwRyb4jo5/56SoWZ/O5Ll++nLp16/orkvjQ11ZEcoOZxTvnYo5drltNi4iIiIj4UEEWEREREfGhgiwichaCcZqa1/Q1FRGvqSCLiJyhggULsmvXLhU6P3LOsWvXLgoWLOh1FBHJx7y4zJuISFCoVKkSCQkJ6O6d/lWwYEEqVarkdQwRycdUkEVEzlB4eDhVq1b1OoaIiPiZpliIiIiIiPhQQRYRERER8aGCLCIiIiLiQwVZRERERMSHCrKIiIiIiA8VZBERERERH7rMm8hJRD/8tdcRREREJJdpBFlERERExIdGkEWyYf1zl3odQURERHKJRpBFRERERHyoIIuIiIiI+FBBFhERERHxkWMF2cy6m9lEM9vosyzWzNab2cysj2FZy83M/mdmc81soZnd4POa68xsnpnFm9nLOZVXRERERARy9iS9HcAAYInPsqrAUOfcqGO27QXUBFoCRYE5ZvYTEAE8DTQH9gETzOwa59zkHMwtIiIiIvlYjo0gO+dmOed2HrM4Gog1sxlm9q2ZNc5a3g0Y5TLtAyYBlwBdgMnOuUTnnANGAlfmVGYRERERkdy+zNt6YKlzbqKZ1QW+MLPzgNLAVp/ttgBlATvB8n8xs35AP4AqVar4P7mIiIiI5Au5WpCdcx/4PF5uZolABWAb/yy+5YENZBbkqscs33aCfY8CRgHExMQ4/yYXERERkfwiV69iYWa3m1nDrMfnAiXIHBWeAtyatTwSuBqYBnwDXGVmRbN20TdrWxERERGRHJHbUyzmAW+bWQiQAdzknEszs8lAKzOLAxzwnHNuC4CZDQV+NrMU4BedoCciIiIiOSnHC7JzrrzP40VA2+Ns44D7T/D68cD4HAsoIiIiIuJDNwoREREREfGhgiwiIiIi4kMFWURERETEhwqyiIiIiIgPFWQRERERER8qyCIiIiIiPlSQRURERER8qCCLiIiIiPhQQRYRERER8aGCLCIiIiLiQwVZRERERMSHCrKIiIiIiA8VZBERERERHyrIIiIiIiI+VJBFRERERHyoIIuIiIiI+FBBFhERERHxoYIsIiIiIuJDBVlERERExEeOFWQz625mE81so8+ySmb2nZnNNLPfzKxl1vIwM9uZtfzIR0TWuuvMbJ6ZxZvZyzmVV0REREQEICwH970DGAAs8Vn2CvCsc+5nM6sHjAWaApWB751zvXx3YGbnAk8DzYF9wAQzu8Y5NzkHc4uIiIhIPpZjI8jOuVnOuZ3HLL7JOfdz1uMw4FDW42igrJlNM7NfzKxH1vIuwGTnXKJzzgEjgStzKrOIiIiISE6OIP+Lc+4wgJldDjwA9MladRCYCfwPKAL8ZGZ/AqWBrT672AKUPd6+zawf0A+gSpUq/g8vIiIiIvlCrhZkMzPgeSAD6HSkMDvn5gJzszZLNLMfgWbANqCqzy7KZy37F+fcKGAUQExMjMuRT0BEREREgl5uX8XiMWCVc+7hI+UYwMwuODKtwswKALHAAuAb4CozK5q1aV9gSu5GFhEREZH8JFdHkIFBwHIz6+2zrBOwHLjHzO4H0oBRzrklAGY2FPjZzFKAX3SCnoiIiIjkpBwvyM658j6Py51gs93AdSd4/XhgfA5EExERERH5F90oRERERETEhwqyiIiIiIgPFWQRERERER8qyCIiIiIiPlSQRURERER8qCCLiIiIiPhQQRYRERER8XHKgmxm55hZ3eMsjzKzdjkTS0RERETEG9kZQW4KvG1m/cysBYCZRQAfAgVzMpyIiIiISG7L7hSLBcBfQCszGwvMAkY4577LsWQiIiIiIh446a2mzewDIArYASQDpYAUYDTQy8y+d84dzumQIiIiIiK55aQFGbgVqAl0Bx4G/gZed879aWZrgNeAO3I0oYiIiIhILjpVQb4LWA10AD4DpgLfmFl3wAFf5mw8EREREZHcdao5yOuARkAZ4CKgEJAK9AQ+AH7O0XQiIiIiIrnsVAW5LJlzjquQWYxvIfPKFfHAeuCqnAwnIiIiIpLbTlWQiwCFybyKxUJgInAIuAy4GuiWk+FERERERHLbSecgO+deBzCzpWTON24NPO+c+zhr+X05nlBEREREJBed6iQ9AJxzkwHMbLtzbpbP8r9zKpiIiIiIiBeye6MQzKwI8KaZ6bJuIiIiIhK0sl2QnXNJQBeghZnddartzay7mU00s40+y6qY2bdm9puZzTSzc7OWR5jZe1nL55vZxT6vudvM5pnZQjN74PQ+PRERERGR05PtggzgnEsD+gHdzazRKTbfAQwAInyWvQe87ZxrDbwAvJW1/EFgb9byy4DhZlbAzC4g85JybYDmwJVmFnM6mUVERERETsepbjUdAzxB5k1BfEUC/wMuOdFrj8xVNrMj+4oE6jjnvspa/42ZvW1mEWReDePmrOWbzex3MkvxxcAHzrmUrH28D1wBxJ3epykiIiIikj2nOklvCTDoBOv2nOaxSpA5quxrO1A662Orz/ItZF6DuTTw+zHLWxxv52bWj8zRbapUqXKa0UREREREMp3qMm+HzSyWzDvoJQF/A/HOucQzONZOMguvr6is5dvILMT7spaXz1p2ZDnHLD9e1lHAKICYmJhjR7xFRERERLIlO3OQDwBpZJbbLsAPZvZy1tSIbMuaJrHYzLoAZJ2It9Q5lwpMAW7LWl4OaAnMzlp+k5mFm1komdMwvjyd44qIiIiInI5TXgfZOTfp2GVmNoDMu+pdeZrHGwiMNrPHgWQyb10N8AbwnpnNBQwY6JxLBuLM7EtgHpklfYJzTvOPRURERCTHZOtGIcdyzg0zs1+yuW15n8cbgIuOs00KcOMJXv8S8NKZ5BQREREROV0nnGJhZr3M7Fkzq3G89c65xTkXS0RERETEGyebg9wdmEbmfGARERERkXzhZAX5DjJPzLvRzH4ys/+aWfmTbC8iIiIikuedsCA757Y756YAJYHrgA3A12Z2f26FExERERHJbdm5zJtzzu10zn0IXADUMrMhOZxLRERERMQT2SnIduSBc+4wmVMvmppZhxxLJSIiIiLikewU5AwzO7qdc84B9wAaRRYRERGRoJOdgpzOMddLds6tA17OkUQiIiIiIh7KTkF+l8yS/A/Ouc/9H0dERERExFvZudX0B7kRREREREQkEGRnBFlEREREJN/IVkE2s2fM7IKcDiMiIiIi4rXsjiCPAR41s+FmZqfcWkREREQkj8pWQXbOrXLOXQLsBT7K0UQiIiIiIh46rTnIzrlHgN1mNiCH8oiIiIiIeCq7c5Dr+Dx9BLjLzErnTCQREREREe+csiCb2YXAZ2ZWAMA5tw8YDVyXs9FERERERHJfdkaQXwd6OOeSfZZ9DXTNmUgiIiIiIt455Y1CgMudc5t8FzjnlpjZTTmUSURERETEM9m5k96mrEu7lXPObfVZvvdMDmhm7YAhPosqA18BC4GHgSPH+Mk595SZRQDDgbpAQeAh59wPZ3JsEREREZFTyc4IMkAx4BWg19ke0Dk3C4gFMLMQYBbwItAPuNs59/0xL3kQ2Ouca21mFYGZZlb/mCkfIiIiIiJ+kd3LvLkcOv7NwA/Ouc1ANNDDzGaa2edmVjVrm27ASICs7X4H2hy7IzPrZ2ZxZha3Y8eOHIorIiIiIsHupCPIZvYHmeU4DKhiZvOADOAX4H/Oud1nemAzCwPuIWs0GVgGzHXOzTSzWGA80Boozf9NuwDYApQ9dn/OuVHAKICYmJicKvQiIiIiEuROWpCdc+cDmFkJYLhzrqeZhQJXAd+Z2eXOuS1neOzuwOwjc5mdc8/7HHemmUVnzX3eRmYh3pe1unzWMhERERERv8vuFIsMsqZZOOfSnXOTgEHAu2dx7P7Ah0eemNn/M7PKWY9jgE3OOQdMAW7LWl4OaAnMPovjioiIiIic0KmmWIQCbwERQIyZDQNwzg1wzs01s8fP5KBmVhaoA/zhs/gPYLKZJQMpwI1Zy98A3jOzuYABA3WCnoiIiIjklFNNsUg3s3eBIkBF4L1j1s8/k4M657YD5xyz7Ceg+XG29S3LIiIiIiI5KjvXQY43s+LAHudcfC5kEhERERHxTHbnICcBT+VkEBERERGRQJCtG4U459KB5TmcRURERETEc9kdQRYRERERyRdUkEVEREREfKggi4iIiIj4UEEWEREREfGhgiwiIiIi4kMFWURERETEhwqyiIiIiIgPFWQRERERER8qyCIiIiIiPlSQRURERER8qCCLiIiIiPhQQRYRERER8aGCLCIiIiLiQwVZRERERMSHCrKIiIiIiA8VZBERERERH2FeHNTMRgN1gMNZi14BFgKjgGJACnCzc26DmUUAw4G6QEHgIefcD7mdWURERETyB08KMlAFiHXOHSnImNl04A3n3FdmdgnwFnAZ8CCw1znX2swqAjPNrL5zLtmT5CISVKIf/trrCLlm/XOXeh1BRCRP8GqKRQlghJn9bGZvmVkkUMc59xWAc+4boH7W6HE3YGTW8s3A70CbY3doZv3MLM7M4nbs2JFbn4eIiIiIBBmvRpDjgKedc5vM7AngbeDYVrsdKJ31sdVn+Rag7LE7dM6NInOKBjExMS4nQotI8MhPo6n5aZRcRMQfPBlBds71c85tynr6KRBNZhH2FQXsBLbxz0JcPmuZiIiIiIjf5XpBNrNCZvZ01vQJgK5kjigvNrMuWdtcDCx1zqUCU4DbspaXA1oCs3M7t4iIiIjkD7k+xcI5d8jMdgLzzCwR2Az0B0oBo83scSAZuCXrJW8A75nZXMCAgTpBT0RERERyiidzkJ1zrwOvH7N4P3DRcbZNAW7MjVwiIiIiIrpRiIiIiIiIDxVkEREREREfKsgiIiIiIj5UkEVEREREfKggi4iIiIj4UEEWEREREfGhgiwiIiIi4kMFWURERETEhwqyiIiIiIgPFWQRERERER8qyCIiIiIiPlSQRURERER8qCCLiIiIiPhQQRYRERER8aGCLCIiIiLiQwVZRERERMSHCrKIiIiIiA8VZBERERERHyrIIiIiIiI+PCnIZv+/vfuPtbuu7zj+fM22MBwqYIFYHSVx06Vsc1oIP7qta+qclmnVBqYRRLPVZQKThSLRRXGbBIdkK1mmxYF1ixuCyFDc4jCkTAeFFNbNjYho5mQGocioG5Yfw/f++H4rX6739px7237PuafPR3KT8/39vved77nv+7mf73nntCS3JflSkmuSHJLkrCRfTbKl/Xpfu++iJFcmuTXJXUlWjyJmSZIkHRgW9H3BJIcDFwC/WFW7klwK/CZwBHBuVf3DlEM2AI9U1clJlgBbkhxXVY/3G7kkSZIOBL2PIFfVw8CKqtrVrloA7AKWAr/Rjh5fn+TYdvupwKb22G8DtwErpp43yfok25Js27Fjx/7+NiRJkjShRjLFoqoeS3Jwko3AjwNXAXcDf1lVK4GNwCfb3Y8AvtM5/H7gyGnOeUVVLa+q5YsXL96v8UuSJGly9T7FAiDJC4GPAZdX1d+3qz+0e3tVbUmyNEmAB2gK4u+1m49u10mSdEBbeuHnRx1C7755yZpRh6ADQO8jyEkOBjYD6zvFMUneneRF7evlwH1VVcANNHOUSXIUcCLwT33HLUmSpAPDKEaQVwM/A/xVM0AMwM3Al4HrkjwOPAGc0W67HLgyye1AgHf6gJ4kSU87EEZVD8TRco1O7wVyVd0ILJlh8wnT7N8tliVJkqT9ykYhkiRJUocFsiRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktRhgSxJkiR1WCBLkiRJHRbIkiRJUocFsiRJktSxYNQBSJK0Ly298POjDkHSPOcIsiRJktThCLIkaSJ985I1ow5B0jzlCLIkSZLU4QiyJB0gnJsrScOZFyPISU5LckeSO5NcNup4JEmSNLnGfgQ5yTHAHwInAN8Drk7yxqq6brSR/ShHZySNI+fiapL4u3Yyjdv7VKpq1DHsUZJ3AMdU1Xva5VXA26rqjCn7rQfWt4svAe7pNdDG84GHRnBd7V/mdXKZ28llbieTeZ1co8rtMVW1eOrKsR9BBo4AvtNZvh84cupOVXUFcEVfQU0nybaqWj7KGLTvmdfJZW4nl7mdTOZ1co1bbufDHOQHeGZBfHS7TpIkSdrn5kOB/HfA65Mc2i6/HbhhhPFIkiRpgo39FIuquj/JxcA/JnkC+NI4PqDXGukUD+035nVymdvJZW4nk3mdXGOV27F/SE+SJEnq03yYYiFJkiT1xgJZkiRJ6rBAnoNBnf2SnNtu357k/FHEqNkbIq/nJNma5LYkf57E+2eeGLYbZ5Irk2zuMTTtpSHu259N8oUkNye5McmLRhGnZmdPeU3yrCQb2/fjO5J8JMnCUcWq4SVZl+SaJN+aYfvYdE72F/wsdTr7vRJYDrwwyRs7208B3gSsoOn+tzbJ2Hyun6Y3RF6XAb8OnFJVJwGLgVNHEatmZ1BuO/utBRb1G532xhD37bOAPwPeUlWrgN8G/nsUsWp4Q9yzrwGWVNWJVXUCcBSwtvdANRc7gN9hmvfaYd+r+2KBPHu/BlxXVTurecJxE8+8MU8FPl5VT1TVE8BVwOv6D1OztMe8VtW/A6+tqqfaVQuAXb1HqbkYdM+S5CjgfOCD/YenvTAot8fTNJe6OMmXaQpk79vxNyiv/wUsSPJj7X/yngTu7j9MzVZV3VJVM3XLG/he3ScL5Nkb1NlvqM5/GjsD81ZVjyV5XpK/BrZX1U19Bqg5G+ae3ERTID/WV1DaJwbl9ieBk4A/AH6pXX5rb9FprvaY16r6Z+AW4JL2a0s7iKH5bazqJwvk2RvU2c/Of/PTwLwlOQ74FLCxqj7QY2zaO3vMbZJ3AHdX1da+A9NeG3TfPgLcUlX3VdUPgGuBV/QXnuZo0D17JrCoqi6oqguAQ5O8vecYte+NVf1kgTx7gzr73QCcmWRhO//trcBne45Rs7fHvCZZDPwpcFpV3d5/eNoLg+7ZVwE/n+RvaT6oflWSD/cbouZoUG5vA34uyfPb5VcB2/sLT3M0KK/LeGajs0XAT/UUm/afseqcbIE8S1V1P7C7s9/twANVdV2SLUmOrqptNAXxHcBW4HPtOo2xQXkFTgeOBW5o121Jsn6UMWs4Q9yzb6iqNVW1FlgP3FxVfvrMPDBEbv8HOA+4PsmtwEHAx0cYsoYwxPvxZcAJSW5NshV4OeAftfNUkquTvGymvI8sLjvpSZIkSU9zBFmSJEnqsECWJEmSOiyQJUmSpA4LZEmSJKnDAlmSJkCSk5Ms6Cz/6ghiOKLva0rS/rBg8C6SpH0tybH86EeOHQYcDrwU+D5Nq/oP0XwG98HAS6vq6Pb4i4BPV9W/tcdeBPxWksPa5d9P8mD7+qtVNXSXwCRb9rS9qla2+70YeFdVnZ1kGbABOGvY60jSuLJAlqQRqKr/AFYmeT9N29xDgDXAB6rqUYAkG4Bfoekm9U7go0mWAmcD/7v7XG2heg/w08BLaIrpg4AV7S7fom2jneTZwLnA8TQF+YPAVVX1hU54a4AlVfW1JGcDD1XV1Ul+GfjKDN/SmcDJSb7YWffmqnpwhv0laWw5xUKSRutPgHU0o8QX7i4ok7wcWFlV19IUsn9E0xBhOm8G7qqqm4A7gTcBP0HT4GZRVT3cnvMw4HpgG/AJms5VbwNel+SczvkOYfqGGpcCT7XnegVwPnBSkotputQtq6rVVbWapihfOOufhiSNAUeQJaln7YjvX0xZfRDwuSTQjPaeDrw/yTeAR4FP04wQTz3XYTTd4s5L8l7gdpr2rJ8BXgCs6uz+x8D7qmprkvcA/1JV32+L439N8tGqerKqdiT5WpITO9c5BfhKVe0EqKo7k+wE3gX8J3AtcFMb/wU0v1+emvMPSZJGyAJZknpWVV8HVu5eTrIaWFFVFyV5PXBqVe1Msq6qnkyyEHgx8JxpTvcGmuIZ4BdoCuQj2/2PnLLvsqra2r5eBWxq43kqyUM8PeUCmpavjwLL2+WdwAdn+H42tS9/uL2N+fEZfwiSNMYskCVpTCRZAfwuzRxggBckWUczEvsQ7TziKTYD3wWe11n3SuA4mrnIWzrrn2yvcwywq6q+2y4vBJYAO5KcxTMftFvSHrd76gfA5qra3G5/TpINVXVpO7/5DJqpFYfQPGgoSfOOBbIkjY9vA6fvfkgPeAtwF/AIzSdb3EkzkruFdmS3Hf3tnuMR4LPAN4Bn04wC7/ZgO3d4A3A5QJJFNPOfP1lVRVNwb959QPchve5FkiwBzmnjuDrJJ4CX0Uwd+Rjw2qpyBFnSvGSBLEmjF/jhJ1s0K5rCdS3NvOG/Ad4LbASeW1U3Jlk+zXkOBz7cvj6+c64Hqup64PeAK4CbgC8muYxmqsWnaB7Am43FwFbgvKr6QZJ7q+re9nqhmVMtSfOSBbIkjUg71eEzwHNpPqWiaxlwDc0I7der6p4k59NMu7iKpkC9fMoxD1fVupmuV1X3Aa/uXP8jwLur6v9mG3tVbQe2d5bvTXIozeh2eHpetCTNO2n+oyZJGldJFsyliJUkzY0FsiRJktRhoxBJkiSpwwJZkiRJ6rBAliRJkjoskCVJkqQOC2RJkiSp4/8B0PWEEfPKTYQAAAAASUVORK5CYII= " > </div> @@ -927,8 +890,7 @@ <h2 id="確率補正の実施">確஍ <div class="output_area"> <div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -ntree_limit is deprecated, use `iteration_range` or model slicing instead. +<pre>ntree_limit is deprecated, use `iteration_range` or model slicing instead. </pre> </div> </div> @@ -938,7 +900,7 @@ <h2 id="確率補正の実施">確஍ <div class="output_text output_subarea output_execute_result"> -<pre>CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fa40a7d3b50>, +<pre>CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fbb9497d7c0>, cv='prefit')</pre> </div> @@ -971,8 +933,7 @@ <h2 id="確率補正の実施">確஍ <div class="output_area"> <div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -ntree_limit is deprecated, use `iteration_range` or model slicing instead. +<pre>ntree_limit is deprecated, use `iteration_range` or model slicing instead. </pre> </div> </div> @@ -982,7 +943,7 @@ <h2 id="確率補正の実施">確஍ <div class="output_text output_subarea output_execute_result"> -<pre>CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fa40a7d3b50>, +<pre>CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fbb9497d7c0>, cv='prefit', method='isotonic')</pre> </div> @@ -1029,8 +990,7 @@ <h2 id="確率補正の実施">確஍ <div class="output_area"> <div class="output_subarea output_stream output_stderr output_text"> -<pre>`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above. -ntree_limit is deprecated, use `iteration_range` or model slicing instead. +<pre>ntree_limit is deprecated, use `iteration_range` or model slicing instead. </pre> </div> </div> @@ -1039,8 +999,8 @@ <h2 id="確率補正の実施">確஍ <div class="output_subarea output_stream output_stdout output_text"> <pre>AutoGluon: - AUC : 0.818 - Brier: 0.162 + AUC : 0.824 + Brier: 0.153 </pre> </div> @@ -1058,13 +1018,44 @@ <h2 id="確率補正の実施">確஍ <div class="output_subarea output_stream output_stdout output_text"> <pre>Sigmoid: - AUC : 0.818 - Brier: 0.134 + AUC : 0.824 + Brier: 0.131 + +</pre> +</div> +</div> + +<div class="output_area"> + +<div class="output_subarea output_stream output_stderr output_text"> +<pre>ntree_limit is deprecated, use `iteration_range` or model slicing instead. +</pre> +</div> +</div> + +<div class="output_area"> + +<div class="output_subarea output_stream output_stdout output_text"> +<pre>Isotonic: + AUC : 0.824 + Brier: 0.131 </pre> </div> </div> +<div class="output_area"> + + + +<div class="output_png output_subarea "> +<img 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 +" +> +</div> + +</div> + </div> </div> diff --git a/docs/sidebar.json b/docs/sidebar.json index d738b23..464513c 100755 --- a/docs/sidebar.json +++ b/docs/sidebar.json @@ -4,7 +4,6 @@ "nbdev": "core.html", "SHAP": "shap.html", "Japan prefectures": "jpinfo.html", - "Python calls Julia": "python-call-julia.html", "Probability calibration": "10-proba-calib.html", "AutoGluon and probability calibration": "15-autogluon.html" } diff --git a/kowaza-conda.yml b/kowaza-conda.yml index ebaa9ac..e0c0168 100644 --- a/kowaza-conda.yml +++ b/kowaza-conda.yml @@ -8,8 +8,8 @@ channels: dependencies: - python>=3.8.6 - nbdev - - ipython==7.10 # https://github.com/ipython/ipykernel/issues/540 - - ipykernel>=5.5.3 + # - ipython==7.10 # https://github.com/ipython/ipykernel/issues/540 + # - ipykernel>=5.5.3 - jupyterlab - jupyterlab_code_formatter - jupyter_contrib_nbextensions @@ -29,3 +29,5 @@ dependencies: - pip - pip: - jupyterlab_vim + - ipykernel>=6.0.0a5 + - ipython==7.21.0 # https://github.com/ipython/ipykernel/issues/540 diff --git a/nbs/15-autogluon.ipynb b/nbs/15-autogluon.ipynb index 649ab9f..ca7d0be 100644 --- a/nbs/15-autogluon.ipynb +++ b/nbs/15-autogluon.ipynb @@ -125,13 +125,6 @@ "execution_count": null, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n" - ] - }, { "data": { "text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>0</th>\n <th>1</th>\n <th>2</th>\n <th>3</th>\n <th>4</th>\n <th>5</th>\n <th>6</th>\n <th>7</th>\n <th>8</th>\n <th>9</th>\n <th>...</th>\n <th>1203</th>\n <th>1204</th>\n <th>1205</th>\n <th>1206</th>\n <th>1207</th>\n <th>1208</th>\n <th>1209</th>\n <th>1210</th>\n <th>1211</th>\n <th>y</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>62.255383</td>\n <td>5.831143</td>\n <td>12.638373</td>\n <td>-4.375959</td>\n <td>11.950415</td>\n <td>2.638438</td>\n <td>-2.181352</td>\n <td>-1.075052</td>\n <td>-1.040339</td>\n <td>-4.046030</td>\n <td>...</td>\n <td>0.627686</td>\n <td>-1.381202</td>\n <td>0.235047</td>\n <td>0.781438</td>\n <td>0.352366</td>\n <td>0.583754</td>\n <td>1.224902</td>\n <td>0.350085</td>\n <td>0.407340</td>\n <td>False</td>\n </tr>\n <tr>\n <th>1</th>\n <td>42.304418</td>\n <td>1.507765</td>\n <td>9.225236</td>\n <td>7.568787</td>\n <td>15.296958</td>\n <td>4.998232</td>\n <td>3.006109</td>\n <td>0.383081</td>\n <td>5.057561</td>\n <td>3.583399</td>\n <td>...</td>\n <td>-1.687568</td>\n <td>0.528663</td>\n <td>-1.178646</td>\n <td>1.333547</td>\n <td>-0.557322</td>\n <td>0.489001</td>\n <td>0.372340</td>\n <td>0.810345</td>\n <td>-0.431861</td>\n <td>False</td>\n </tr>\n <tr>\n <th>2</th>\n <td>25.362705</td>\n <td>0.099063</td>\n <td>4.370707</td>\n <td>17.376790</td>\n <td>9.849307</td>\n <td>0.636375</td>\n <td>7.183748</td>\n <td>-0.959921</td>\n <td>0.136696</td>\n <td>4.054935</td>\n <td>...</td>\n <td>-0.892634</td>\n <td>0.120163</td>\n <td>0.872914</td>\n <td>0.651086</td>\n <td>0.625578</td>\n <td>-1.243911</td>\n <td>0.635322</td>\n <td>1.444986</td>\n <td>0.077606</td>\n <td>False</td>\n </tr>\n <tr>\n <th>3</th>\n <td>10.007130</td>\n <td>12.341750</td>\n <td>4.399064</td>\n <td>-1.052642</td>\n <td>10.981154</td>\n <td>-1.703968</td>\n <td>3.493526</td>\n <td>-0.566090</td>\n <td>-1.110927</td>\n <td>7.241747</td>\n <td>...</td>\n <td>-1.264475</td>\n <td>-2.235201</td>\n <td>0.915248</td>\n <td>1.041231</td>\n <td>0.544913</td>\n <td>1.468259</td>\n <td>-1.761762</td>\n <td>3.205364</td>\n <td>0.742915</td>\n <td>False</td>\n </tr>\n <tr>\n <th>4</th>\n <td>25.622787</td>\n <td>4.829471</td>\n <td>7.509705</td>\n <td>3.995892</td>\n <td>5.798364</td>\n <td>2.085136</td>\n <td>0.069773</td>\n <td>-0.438765</td>\n <td>-4.660486</td>\n <td>1.304545</td>\n <td>...</td>\n <td>0.425200</td>\n <td>1.008140</td>\n <td>0.618921</td>\n <td>1.234493</td>\n <td>-0.278199</td>\n <td>0.851198</td>\n <td>0.133332</td>\n <td>-0.467102</td>\n <td>1.612342</td>\n <td>False</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 1213 columns</p>\n</div>", @@ -153,13 +146,6 @@ "execution_count": null, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n" - ] - }, { "data": { "text/plain": "count 24420\nunique 2\ntop False\nfreq 18577\nName: y, dtype: object" @@ -178,13 +164,6 @@ "execution_count": null, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n" - ] - }, { "data": { "text/plain": "count 4141\nunique 2\ntop False\nfreq 3098\nName: y, dtype: object" @@ -221,7 +200,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", "Warning: path already exists! This predictor may overwrite an existing predictor! path=\"trained-model\"\n", "Beginning AutoGluon training ... Time limit = 30s\n", "AutoGluon will save models to \"trained-model/\"\n", @@ -235,7 +213,7 @@ "Selected class <--> label mapping: class 1 = True, class 0 = False\n", "Using Feature Generators to preprocess the data ...\n", "Fitting AutoMLPipelineFeatureGenerator...\n", - "\tAvailable Memory: 6431.88 MB\n", + "\tAvailable Memory: 6459.76 MB\n", "\tTrain Data (Original) Memory Usage: 236.78 MB (3.7% of available memory)\n", "\tInferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.\n", "\tStage 1 Generators:\n", @@ -250,32 +228,34 @@ "\t\t('float', []) : 1212 | ['0', '1', '2', '3', '4', ...]\n", "\tTypes of features in processed data (raw dtype, special dtypes):\n", "\t\t('float', []) : 1212 | ['0', '1', '2', '3', '4', ...]\n", - "\t5.1s = Fit runtime\n", + "\t4.5s = Fit runtime\n", "\t1212 features in original data used to generate 1212 features in processed data.\n", - "\tTrain Data (Processed) Memory Usage: 236.78 MB (3.3% of available memory)\n", - "Data preprocessing and feature engineering runtime = 6.64s ...\n", + "\tTrain Data (Processed) Memory Usage: 236.78 MB (3.4% of available memory)\n", + "Data preprocessing and feature engineering runtime = 5.39s ...\n", "AutoGluon will gauge predictive performance using evaluation metric: 'accuracy'\n", "\tTo change this, specify the eval_metric argument of fit()\n", "Automatically generating train/validation split with holdout_frac=0.1, Train Rows: 21978, Val Rows: 2442\n", - "Fitting model: LightGBM ... Training model for up to 23.36s of the 23.36s of remaining time.\n", + "Fitting model: LightGBM ... Training model for up to 24.61s of the 24.6s of remaining time.\n", "\t0.8084\t = Validation accuracy score\n", - "\t4.32s\t = Training runtime\n", - "\t0.06s\t = Validation runtime\n", - "Fitting model: CatBoost ... Training model for up to 18.97s of the 18.97s of remaining time.\n", + "\t3.28s\t = Training runtime\n", + "\t0.05s\t = Validation runtime\n", + "Fitting model: CatBoost ... Training model for up to 21.28s of the 21.27s of remaining time.\n", "\t0.8157\t = Validation accuracy score\n", - "\t3.43s\t = Training runtime\n", - "\t0.04s\t = Validation runtime\n", - "Fitting model: XGBoost ... Training model for up to 15.49s of the 15.48s of remaining time.\n", - "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n", - "\t0.8206\t = Validation accuracy score\n", - "\t16.24s\t = Training runtime\n", - "\t0.23s\t = Validation runtime\n", + "\t1.74s\t = Training runtime\n", + "\t0.02s\t = Validation runtime\n", + "Fitting model: XGBoost ... Training model for up to 19.51s of the 19.5s of remaining time.\n", "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n", - "Fitting model: WeightedEnsemble_L2 ... Training model for up to 23.36s of the -1.47s of remaining time.\n", "\t0.8215\t = Validation accuracy score\n", - "\t0.41s\t = Training runtime\n", - "\t0.01s\t = Validation runtime\n", - "AutoGluon training complete, total runtime = 32.81s ...\n", + "\t16.77s\t = Training runtime\n", + "\t0.24s\t = Validation runtime\n", + "Fitting model: NeuralNetMXNet ... Training model for up to 2.47s of the 2.46s of remaining time.\n", + "\tTime limit exceeded... Skipping NeuralNetMXNet.\n", + "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n", + "Fitting model: WeightedEnsemble_L2 ... Training model for up to 24.61s of the -5.42s of remaining time.\n", + "\t0.8219\t = Validation accuracy score\n", + "\t0.35s\t = Training runtime\n", + "\t0.0s\t = Validation runtime\n", + "AutoGluon training complete, total runtime = 36.23s ...\n", "TabularPredictor saved. To load, use: predictor = TabularPredictor.load(\"trained-model/\")\n" ] } @@ -309,15 +289,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n" - ] - } - ], + "outputs": [], "source": [ "from fastcore.basics import store_attr\n", "\n", @@ -401,14 +373,14 @@ "output_type": "stream", "text": [ "AutoGluon:\n", - "\tAUC : 0.818\n", - "\tBrier: 0.162\n", + "\tAUC : 0.824\n", + "\tBrier: 0.153\n", "\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": "<Figure size 720x720 with 2 Axes>" }, "metadata": { @@ -441,13 +413,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n" ] }, { "data": { - "text/plain": "CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fa40a7d3b50>,\n cv='prefit')" + "text/plain": "CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fbb9497d7c0>,\n cv='prefit')" }, "execution_count": null, "metadata": {}, @@ -470,13 +441,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n" ] }, { "data": { - "text/plain": "CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fa40a7d3b50>,\n cv='prefit', method='isotonic')" + "text/plain": "CalibratedClassifierCV(base_estimator=<__main__.AutoGluonWrapper object at 0x7fbb9497d7c0>,\n cv='prefit', method='isotonic')" }, "execution_count": null, "metadata": {}, @@ -504,7 +474,6 @@ "name": "stderr", "output_type": "stream", "text": [ - "`should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n" ] }, @@ -513,8 +482,8 @@ "output_type": "stream", "text": [ "AutoGluon:\n", - "\tAUC : 0.818\n", - "\tBrier: 0.162\n", + "\tAUC : 0.824\n", + "\tBrier: 0.153\n", "\n" ] }, @@ -530,8 +499,8 @@ "output_type": "stream", "text": [ "Sigmoid:\n", - "\tAUC : 0.818\n", - "\tBrier: 0.134\n", + "\tAUC : 0.824\n", + "\tBrier: 0.131\n", "\n" ] }, @@ -547,14 +516,14 @@ "output_type": "stream", "text": [ "Isotonic:\n", - "\tAUC : 0.818\n", - "\tBrier: 0.133\n", + "\tAUC : 0.824\n", + "\tBrier: 0.131\n", "\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": "<Figure size 720x720 with 2 Axes>" }, "metadata": {