From 68cff5192fada856ebee77b8091325c57718b0d5 Mon Sep 17 00:00:00 2001 From: JacobMarquardt <89659339+JacobMarquardt@users.noreply.github.com> Date: Thu, 13 Apr 2023 19:01:14 -0500 Subject: [PATCH] Update AUS_Regression_PCA.ipynb updated PCA regression --- regression/AUS_Regression_PCA.ipynb | 364 +++++++++++++++++++++++++--- 1 file changed, 336 insertions(+), 28 deletions(-) diff --git a/regression/AUS_Regression_PCA.ipynb b/regression/AUS_Regression_PCA.ipynb index a18fdbc..0e54bdf 100644 --- a/regression/AUS_Regression_PCA.ipynb +++ b/regression/AUS_Regression_PCA.ipynb @@ -16,7 +16,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 26, "metadata": { "id": "4PPgYM1rNgJK" }, @@ -27,6 +27,7 @@ "import numpy as np\n", "import math\n", "from sklearn.linear_model import LinearRegression, Lasso, Ridge \n", + "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.neural_network import MLPRegressor\n", "from sklearn.metrics import mean_squared_error, r2_score, log_loss, accuracy_score, roc_auc_score\n", @@ -43,7 +44,7 @@ "metadata": { "id": "SDdFkXzBnZKV" }, - "execution_count": 4, + "execution_count": 27, "outputs": [] }, { @@ -52,11 +53,17 @@ "y_test = X_test.loc[:, 'DEP_DELAY']\n", "y_train = X_train.loc[:, 'DEP_DELAY']\n", "X_test = X_test.drop(X_test.columns[0], axis = 1)\n", + "X_test = X_test.drop(X_test.columns[22], axis = 1)\n", + "X_test = X_test.drop(X_test.columns[21], axis = 1)\n", + "X_test = X_test.drop(X_test.columns[20], axis = 1)\n", "X_test_temp = X_test.drop(\"DEP_DEL15\", axis = 1)\n", "X_test = X_test_temp.drop(\"DEP_DELAY\", axis = 1)\n", "X_train = X_train.drop(\"DEP_DELAY\", axis = 1)\n", "X_train = X_train.drop(\"DEP_DEL15\", axis = 1)\n", "X_train = X_train.drop(X_train.columns[0], axis = 1)\n", + "X_train = X_train.drop(X_train.columns[22], axis = 1)\n", + "X_train = X_train.drop(X_train.columns[21], axis = 1)\n", + "X_train = X_train.drop(X_train.columns[20], axis = 1)\n", "X_train.info()\n", "X_test.info()\n", "y_train.info()\n", @@ -67,9 +74,9 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "dccd0e07-1bef-43f9-9b96-89e21484c556" + "outputId": "142af1ab-6d7d-4062-85f2-00dec245e7f0" }, - "execution_count": 5, + "execution_count": 28, "outputs": [ { "output_type": "stream", @@ -77,7 +84,7 @@ "text": [ "\n", "RangeIndex: 65149 entries, 0 to 65148\n", - "Data columns (total 23 columns):\n", + "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 0 65149 non-null float64\n", @@ -100,14 +107,11 @@ " 17 17 65149 non-null float64\n", " 18 18 65149 non-null float64\n", " 19 19 65149 non-null float64\n", - " 20 20 65149 non-null float64\n", - " 21 21 65149 non-null float64\n", - " 22 22 65149 non-null float64\n", - "dtypes: float64(23)\n", - "memory usage: 11.4 MB\n", + "dtypes: float64(20)\n", + "memory usage: 9.9 MB\n", "\n", "RangeIndex: 21717 entries, 0 to 21716\n", - "Data columns (total 23 columns):\n", + "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 0 21717 non-null float64\n", @@ -130,11 +134,8 @@ " 17 17 21717 non-null float64\n", " 18 18 21717 non-null float64\n", " 19 19 21717 non-null float64\n", - " 20 20 21717 non-null float64\n", - " 21 21 21717 non-null float64\n", - " 22 22 21717 non-null float64\n", - "dtypes: float64(23)\n", - "memory usage: 3.8 MB\n", + "dtypes: float64(20)\n", + "memory usage: 3.3 MB\n", "\n", "RangeIndex: 65149 entries, 0 to 65148\n", "Series name: DEP_DELAY\n", @@ -222,7 +223,7 @@ "metadata": { "id": "u5sVBG7A-jql" }, - "execution_count": 6, + "execution_count": 36, "outputs": [] }, { @@ -240,7 +241,7 @@ "base_uri": "https://localhost:8080/", "height": 1000 }, - "outputId": "c04952d6-425f-4e58-b84e-d1e8bf2aa129" + "outputId": "1213712a-9c99-43a5-b1b8-7cf72d746cbe" }, "execution_count": 7, "outputs": [ @@ -277,13 +278,6 @@ }, "metadata": {} }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "(23,)\n" - ] - }, { "output_type": "display_data", "data": { @@ -315,7 +309,7 @@ }, "outputId": "8b08a70e-2b12-45fc-946e-bff15f4a734a" }, - "execution_count": 8, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -440,7 +434,7 @@ }, "outputId": "d66b2136-2e68-4866-f508-9504b6e1d79f" }, - "execution_count": 9, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -521,7 +515,7 @@ "id": "kKdXLoMRql7w", "outputId": "8e777ac5-1b88-499e-e25f-880ba552840a" }, - "execution_count": 10, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -582,6 +576,320 @@ "metadata": {} } ] + }, + { + "cell_type": "code", + "source": [ + "poly_params = {\n", + " 'degree': [1, 2, 3, 5, 10, 20],\n", + " 'interaction_only': [True, False],\n", + " 'include_bias': [True, False]\n", + "}\n", + "poly_reg = PolynomialFeatures();\n", + "grid_search = GridSearchCV(poly_reg, poly_params, cv=3, n_jobs=-1, scoring='r2')\n", + "grid_search.fit(X_train, y_train)\n", + "print(f\"Best parameters for Polynomial Regression: {grid_search.best_params_}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QVtpgG8W7CnZ", + "outputId": "07abdca0-8d42-4d15-cace-eddd6654d652" + }, + "execution_count": 34, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best parameters for Polynomial Regression: {'degree': 1, 'include_bias': True, 'interaction_only': True}\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.9/dist-packages/sklearn/model_selection/_search.py:952: UserWarning: One or more of the test scores are non-finite: [nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", + " nan nan nan nan nan nan]\n", + " warnings.warn(\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "## Linear Regression with 20 Components\n", + "linReg_params = {\n", + " 'fit_intercept': [True, False]\n", + "}\n", + "linReg = LinearRegression()\n", + "linReg_gs = grid_search(linReg, linReg_params, \"Linear Regression\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "StyO3tOoBFGP", + "outputId": "a3d8bd2f-559f-4b5d-a109-9e436be89c8e" + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best parameters for Linear Regression: {'fit_intercept': True}\n", + "Training set performance:\n", + " Mean squared error: 3022.09\n", + " R-squared: 0.02\n", + "Testing set performance:\n", + " Mean squared error: 3610.72\n", + " R-squared: 0.02\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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o0SO4uLgAAFxcXHD16lU8f/5c0+bgwYOwtrZG1apVNW3ef4/0NunvQURExCtqRERE/8/X1xcbN27Erl27YGVlpbmnzMbGBubm5rCxsUHfvn0xYsQI2NnZwdraGkOGDIGLiwu+/vprAIBSqUTVqlXRvXt3zJo1C5GRkRg/fjx8fX01V8QGDhyIhQsX4pdffkGfPn1w5MgRbN26Ffv27ZPtuxMRkW5RCOnLRlGmVCoVbGxsEBcXxxu2iYgkJmUfnNmN4WvWrEGvXr0AvNvweuTIkdi0aROSkpLg5uaGxYsXa6Y1AsDDhw8xaNAgHDt2DJaWlujZsydmzJgBI6P/nR89duwYhg8fjhs3buCzzz7DhAkTNJ+RHRybiIjkIVX/y0ItGzgYEhHJh32wOP5ciIjkIVX/y3vUiIiIiIiIdAwLNSIiIiIiIh3DQo2IiIiIiEjHsFAjIiIiIiLSMSzUiIiIiIiIdAwLNSIiIiIiIh3DQo2IiPLF6tWr8fr1a7nTICIiAgC8efMGK1euREHZnYyFGhER5bm5c+eib9++aNasGV68eCF3OkREpOdSUlLQqVMn9OvXDz/++CPS0tLkTilLLNSIiChPBQQEYOTIkQCAf//9Fw0bNsTDhw9lzoqIiPTZTz/9hH379gEAli5dCh8fHyQlJcmc1cexUCMiojzVtGlTNGrUSPP8v//+g6urK65fvy5jVkREpM/69esHBwcHzfN//vkHnp6eOj1Fn4UaERHlKVtbWwQFBaF169aaY0+fPsW1a9dkzIqIiPRZ7dq1cerUKZQvX15z7PLly4iMjJQxq49joUZERHnO3NwcO3bsQK9evQAA8+fPx/fffy9vUkREpNcqVKiAkydPolatWrC0tMSBAwfwxRdfyJ1WpozkToCIiAonIyMjrF69Gj4+PnBzc5M7HSIiIpQsWRLHjx/HjRs38NVXX8mdzkfxihoREeUbhULBIo2IiHSKjY0NXFxc5E4jSyzUiIiIiIiIdAwLNSIiyrGkpCQsXrwYarVa7lSIiIgAAPfv30dAQIDcaeQZFmpERJQjaWlp6NatG3x9fdG9e3ckJyfLnRIREem5yMhIKJVKtG/fHsuWLZM7nTzBQo2IiLJNEAT4+vrin3/+AQBs3LgRbdq0QUJCgsyZERGRvoqLi4O7uzvu3bsHQRAwcOBA/PbbbxAEQe7UPgkLNSIiyrZJkyZlOFMZGBiIFi1aICYmRqasiIhIXyUmJsLb2xuXL1/WOj5hwgQMGzasQE/RZ6FGRETZ8tdff2HatGmisVu3biEiIkLijIiISJ+lpqaic+fOCAkJEY2fOXMGiYmJEmeVd1ioERFRljZt2oShQ4eKxszMzLB3715Uq1ZN4qyIiEhfpU9xzGzxkMqVK2P//v2wsLCQNrE8xEKNiIg+KigoCD169BCNGRoaYtu2bXB1dZU4KyIi0mfjxo3DqlWrRGOlSpVCcHAwihcvLnFWeUvWQs3Pzw9fffUVrKysYG9vj7Zt2+L27dtabRITE+Hr64tixYqhSJEi6NChA6KiorTaPHr0CF5eXrCwsIC9vT1GjRqF1NRUrTbHjh1D3bp1YWpqiooVK2Lt2rX5/fWIiAq8s2fPon379hn61HSrV69Gq1atJM6KiIj02bx58+Dn5ycaK1q0KIKDg/H5559LnFXek7VQO378OHx9fXHmzBkcPHgQKSkpUCqVWquHDR8+HHv27MG2bdtw/PhxPHv2DO3bt9fE09LS4OXlheTkZJw+fRrr1q3D2rVrMXHiRE2b8PBweHl54dtvv0VYWBh++ukn/PDDDwgKCpL0+xIRFSQ3b96Ep6cn3rx5IxqfM2dOplfaiIiI8sPff/+NESNGiMYsLCywf/9+VK1aVeKs8odC0KF1K1+8eAF7e3scP34cjRs3RlxcHEqUKIGNGzeiY8eOAN7dsF6lShWEhobi66+/xoEDB9CqVSs8e/YMDg4OAIClS5di9OjRePHiBUxMTDB69Gjs27cP165d03yWj48PYmNjERgYmGVeKpUKNjY2iIuLg7W1df58eSIiHfL48WN88803ePLkiWh89OjRmDFjhiS5sA8Wx58LEembffv2oU2bNkhLS8sQMzIywp49e+Du7p7veUjV/+rUPWpxcXEAADs7OwDAhQsXkJKSghYtWmjafPnll/j8888RGhoKAAgNDUWNGjU0RRoAuLm5QaVS4fr165o2779Hepv09/hQUlISVCqV1oOISF9ER0dDqVRmWqT16dMn0yknRERE+eH06dP47rvvRIs0AFi3bp0kRZqUdKZQU6vV+Omnn+Dq6orq1asDeLfDuImJCWxtbbXaOjg4IDIyUtPm/SItPZ4e+1gblUqFt2/fZsjFz88PNjY2mkfp0qXz5DsSEem6+Ph4eHp64tatW6Jxb29vLFu2DAqFQuLMiIhIX127dg1eXl6iv7cDwPz589GlSxeJs8p/OlOo+fr64tq1a9i8ebPcqWDs2LGIi4vTPB4/fix3SkRE+S45ORkdOnTAuXPnROONGzfG5s2bYWRkJHFmRESkrx48eAA3NzfExsaKxseNG5fp9jEFnU6MtoMHD8bevXsREhKCzz77THPc0dERycnJiI2N1bqqFhUVBUdHR02bD3+pSF8V8v02H64UGRUVBWtra5ibm2fIx9TUFKampnny3YiICgK1Wo2ePXsiODhYNF6rVi3s3r1btM8kIiLKD8+fP4dSqcSzZ89E4/3798e0adMkzko6sl5REwQBgwcPxs6dO3HkyBGUK1dOK+7s7AxjY2McPnxYc+z27dt49OgRXFxcAAAuLi64evUqnj9/rmlz8OBBWFtba1Z8cXFx0XqP9Dbp70FEpM8EQcCwYcMyndFQvnx5BAYGwsbGRuLMiIhIX71+/Rqenp64c+eOaLx9+/ZYvHhxoZ6KL+sVNV9fX2zcuBG7du2ClZWV5p4yGxsbmJubw8bGBn379sWIESNgZ2cHa2trDBkyBC4uLvj6668BAEqlElWrVkX37t0xa9YsREZGYvz48fD19dVcFRs4cCAWLlyIX375BX369MGRI0ewdetW7Nu3T7bvTkSkK06ePImFCxeKxhwcHBAcHKyZoUBERCSF2bNn48KFC6Kxb7/9Fv7+/jA0NJQ4K2nJekVtyZIliIuLQ9OmTVGyZEnNY8uWLZo28+bNQ6tWrdChQwc0btwYjo6O2LFjhyZuaGiIvXv3wtDQEC4uLujWrRt69OiBqVOnatqUK1cO+/btw8GDB1GrVi388ccfWLlyJdzc3CT9vkREuqhRo0ZYsmRJhrOS1tbWOHDgACpUqCBTZkREpK/Gjx+Pzp07Zzhep04dBAQEwMzMTIaspKVT+6jpKu5VQ0T64J9//kHXrl2RnJwMU1NTBAUFoUmTJnKnxT44E/y5EFFhl74q/F9//QUAqFixIk6ePJlhNXep6eU+akREJJ+OHTti//79sLW1xebNm3WiSCMiIv1lYGCA+fPn47fffkPJkiURHBwse5EmJRZqRESk0bx5c4SHh6Nt27ZypyKbkJAQtG7dGk5OTlAoFAgICNCKKxQK0cfs2bM1bcqWLZshPmPGDK33uXLlCho1agQzMzOULl0as2bNkuLrEREVKAqFAuPGjcONGzcyLDxY2LFQIyIiLe9vh6KPEhISUKtWLSxatEg0HhERofVYvXo1FAoFOnTooNVu6tSpWu2GDBmiialUKiiVSpQpUwYXLlzA7NmzMXnyZCxfvjxfvxsRUUGlj2OTTuyjRkREpCs8PDzg4eGRafzDFTB37dqFb7/9FuXLl9c6bmVllelqmf7+/khOTsbq1athYmKCatWqISwsDHPnzkX//v0//UsQEVGBxytqRER6ICYmBm3atMG9e/fkTqVQiYqKwr59+9C3b98MsRkzZqBYsWKoU6cOZs+ejdTUVE0sNDQUjRs3homJieaYm5sbbt++jVevXol+VlJSElQqldaDiKggO3v2LLp06YK3b9/KnYpO4hU1IqJC7s2bN2jdujVOnz6Ns2fPIjAwELVr15Y7rUJh3bp1sLKyQvv27bWODx06FHXr1oWdnR1Onz6NsWPHIiIiAnPnzgUAREZGZrjXIv0G+cjISBQtWjTDZ/n5+WHKlCn59E2IiKR18+ZNeHl5ITo6Gk+ePMHu3bv1cnrjx/CKGhFRIZaSkoLvvvsOp0+fBvDuClCTJk1w/PhxmTMrHFavXo2uXbtm2M9nxIgRaNq0KWrWrImBAwfijz/+wF9//YWkpKRcf9bYsWMRFxeneTx+/PhT0yciksXjx4/h5uaG6OhoAMCJEyfQpEkTREREyJyZbmGhRkRUSKnVavTp0wf79+/XOq5SqeDm5obg4GCZMiscTpw4gdu3b+OHH37Ism2DBg2QmpqKBw8eAHh3n1tUVJRWm/Tnmd3XZmpqCmtra60HEVFBEx0dDTc3twwnm65cuQJXV1c8e/ZMpsx0Dws1IqJCSBAE/Pzzz9iwYYNo3NHREdWqVZM4q8Jl1apVcHZ2Rq1atbJsGxYWBgMDA9jb2wMAXFxcEBISgpSUFE2bgwcPonLlyqLTHomICoP4+Hh4eXnh5s2bovEaNWpo+klioUZEVCjNnDkT8+bNE40VL14cwcHBKFWqlMRZFQzx8fEICwtDWFgYACA8PBxhYWF49OiRpo1KpcK2bdtEr6aFhobizz//xOXLl3H//n34+/tj+PDh6Natm6YI69KlC0xMTNC3b19cv34dW7Zswfz58zFixAhJviMRkdSSk5PRsWNHnD17VjTeqFEjbN68GUZGXEIjHX8SRESFzMqVKzF27FjRWJEiRXDgwAFUqlRJ4qwKjn///Rfffvut5nl68dSzZ0+sXbsWALB582YIgoDOnTtneL2pqSk2b96MyZMnIykpCeXKlcPw4cO1ijAbGxsEBwfD19cXzs7OKF68OCZOnMil+YmoUFKr1ejVqxeCgoJE4zVr1sTu3bthbm4ucWa6TSEIgiB3ErpOpVLBxsYGcXFxvCeAiHRaQEAAOnToALVanSFmYmKC/fv3o3nz5jJklnvsg8Xx50JEBYEgCBg2bBj++usv0Xi5cuVw6tQplCxZUuLMck+q/pdTH4mIColjx47Bx8dHtEhTKBTw9/cvcEUaEREVbL///numRZqDgwOCg4MLVJEmJRZqRESFwKVLl+Dt7Z3p8u+LFy9Gx44dJc6KiIj02bJlyzBhwgTRmLW1NQ4cOICKFStKnFXBwUKNiKiAu3v3Ltzd3fH69WvR+NSpUzFw4ECJsyIiIn32zz//YNCgQaIxU1NT7Nq1C3Xq1JE4q4KFhRoRUQEWEREBNzc3PH/+XDQ+ePBgjB8/XuKsiIhInx05cgRdu3aF2FIYBgYG2LRpE5o2bSp9YgUMCzUiogIqNjYW7u7uuH//vmjcx8cH8+fPh0KhkDgzIiLSVxcuXECbNm2QnJwsGl+2bBnatWsncVYFEws1IqIC6O3bt/D29saVK1dE40qlEuvWrYOBAbt5IiKSxn///QcPDw/Ex8eLxqdPny66/ySJ4whORFTApKamwsfHBydOnBCN169fH9u3b4eJiYnEmRERkb569uwZlEolXrx4IRofPnw4xowZI3FWBRsLNSKiAubp06f4999/RWNffvkl9u3bhyJFikicFRER6bN///0XT58+FY1169YNc+bM4VT8HGKhRkRUwJQpUwanT59GpUqVtI5/9tlnCAoKQvHixWXKjIiI9JW3tzf27NkDCwsLreMeHh5YvXo1p+LnAn9iREQFUJkyZXDy5EnUq1cPAGBnZ4fg4GB8/vnnMmdGRET6yt3dHYcOHULRokUBAC4uLti2bRuMjY1lzqxgYqFGRFRAlShRAkeOHEGbNm2wf/9+VKlSRe6UiIhIz7m4uODEiRNwc3PD3r17YWlpKXdKBZaR3AkQEVHuWVlZISAgQO40iIiINKpVq4bAwEC50yjweEWNiIiIiIhIx7BQIyLSUa9fv5Y7BSIiIi0cm6TDQo2ISAeFh4ejSpUqWLBggdypEBERAQACAgJQoUIFhIaGyp2KXmChRkSkY54/fw6lUomnT59i2LBhmDBhAgRBkDstIiLSY8ePH4ePjw9evHiB5s2b48CBA3KnVOixUCMi0iEqlQoeHh64e/eu5thvv/2GgQMHIi0tTcbMiIhIX4WFhcHb2xtJSUkAgLdv38Lb2xsbNmyQObPCjYUaEZGOSExMRNu2bXHx4sUMseXLl2PGjBkyZEVERPrs3r17cHd3h0ql0jqempqK7t2748yZMzJlVvixUCMi0gFpaWno2rUrjh49Khp3dnbG0KFDJc6KiIj0WUREBJRKJaKiokTjgwcPRoMGDSTOSn+wUCMikpkgCPjxxx+xY8cO0XilSpVw4MABWFlZSZwZERHpq9jYWHh4eOD+/fuicR8fH8yfPx8KhULizPQHCzUiIplNnDgRy5cvF405OTkhKCgIJUqUkDgrIiLSV2/fvkWbNm1w+fJl0bhSqcS6detgYMBSIj/xp0tEJKMFCxbgt99+E43Z2toiKCgIZcuWlTYpIiLSW6mpqfDx8UFISIhovH79+ti+fTtMTEwkzkz/sFAjIpKJv78/hg0bJhozNzfH3r17Ub16dYmzIiIifSUIAvr374/du3eLxr/88kvs27cPRYoUkTgz/cRCjYhIBoGBgejVq5dozNDQENu2bYOrq6u0SRERkV4bO3Ys1qxZIxr77LPPEBQUhOLFi0uclf5ioUZEJLEzZ86gQ4cOSE1NFY2vWbMGXl5eEmdFRET67I8//sDMmTNFY3Z2dggKCsLnn38ucVb6jYUaEZGEbty4AS8vL7x580Y0PnfuXHTv3l3irIiISJ+tX78eP//8s2jMwsIC+/btQ9WqVSXOilioERFJ5NGjR1AqlYiJiRGNjxkzBsOHD5c4KyIi0md79+5Fnz59RGNGRkbYsWMHvv76a4mzIoCFGhGRJF6+fAmlUomnT5+Kxvv27Yvp06dLnBUREemzkydP4rvvvkNaWppofP369XBzc5M4K0rHQo2IKJ8lJCTA09MTt2/fFo23bdsWS5cu5aahREQkmWvXrqF169ZITEwUjS9YsACdO3eWOCt6Hws1IqJ8ZmpqimrVqonGmjRpgk2bNsHIyEjirIiISJ8VK1YMZcqUEY1NmDABQ4YMkTgj+hALNSKifGZkZITVq1dj1KhRWsdr1aqFXbt2wczMTKbMiIhIX5UsWRLHjh1Do0aNtI4PGDAAU6ZMkSkreh8LNSIiCSgUCsyaNQuzZs0CAFSoUAGBgYGwsbGROTMiItJXtra2CAoKgre3NwCgY8eOWLRoEafi6wjOtSEiktCoUaPg5OQEFxcXODo6yp0OERHpOXNzc2zfvh0LFiyAr68vDA0N5U6J/h8LNSIiiXXt2lXuFIiIiDSMjIwwYsQIudOgD3DqIxERERERkY5hoUZElEfOnz+PhIQEudOgTxQSEoLWrVvDyckJCoUCAQEBWvFevXpBoVBoPdzd3bXaxMTEoGvXrrC2toatrS369u2L+Ph4rTZXrlxBo0aNYGZmhtKlS2vuXyQiykvHjh2DIAhyp0G5wEKNiCgPnD9/Ht9++y2aN2+O6OhoudOhT5CQkIBatWph0aJFmbZxd3dHRESE5rFp0yateNeuXXH9+nUcPHgQe/fuRUhICPr376+Jq1QqKJVKlClTBhcuXMDs2bMxefJkLF++PN++FxHpnwULFuDbb7/FsGHDoFar5U6Hcoj3qBERfaLbt2/D09MTCQkJOHv2LBo1aoSgoCCULl1a7tQoFzw8PODh4fHRNqamppkuBnPz5k0EBgbi/PnzqFevHgDgr7/+gqenJ+bMmQMnJyf4+/sjOTkZq1evhomJCapVq4awsDDMnTtXq6B7X1JSEpKSkjTPVSpVLr8hEemDjRs3YtiwYQDe9UEvX77E2rVrYWJiInNmlF28okZE9AmePn0KpVKJly9fao7dvHkTrq6uuHXrloyZUX46duwY7O3tUblyZQwaNEjrKmpoaChsbW01RRoAtGjRAgYGBjh79qymTePGjbV+YXJzc8Pt27fx6tUr0c/08/ODjY2N5sETAUSUmcDAQPTs2VPr2KZNm+Dt7c0p+gUICzUiolyKiYmBUqnEo0ePMsQeP36MxYsXy5AV5Td3d3esX78ehw8fxsyZM3H8+HF4eHggLS0NABAZGQl7e3ut1xgZGcHOzg6RkZGaNg4ODlpt0p+nt/nQ2LFjERcXp3k8fvw4r78aERUCZ86cQYcOHZCampohFhQUhCNHjsiQFeUGpz4SEeVCQkICWrVqhRs3bojGvby88Mcff0icFUnBx8dH8+caNWqgZs2aqFChAo4dO4bmzZvn2+eamprC1NQ0396fiAq+GzduwMvLC2/evBGN//HHH2jdurXEWVFu8YoaEVEOpaSk4LvvvkNoaKho3NXVFVu3boWxsbHEmZEcypcvj+LFi+Pu3bsAAEdHRzx//lyrTWpqKmJiYjT3tTk6OiIqKkqrTfpzboRORLnx6NEjuLm5ISYmRjQ+ZswY7pVWwLBQIyLKAbVajT59+uDAgQOi8erVq2PPnj2wsLCQODOSy5MnTxAdHY2SJUsCAFxcXBAbG4sLFy5o2hw5cgRqtRoNGjTQtAkJCUFKSoqmzcGDB1G5cmUULVpU2i9ARAXey5cv4ebmhidPnojG+/Tpg+nTp0ucFX0qFmpERNkkCAJGjhyJDRs2iMbLlCmDoKAg/qJdwMXHxyMsLAxhYWEAgPDwcISFheHRo0eIj4/HqFGjcObMGTx48ACHDx9GmzZtULFiRbi5uQEAqlSpAnd3d/Tr1w/nzp3DqVOnMHjwYPj4+MDJyQkA0KVLF5iYmKBv3764fv06tmzZgvnz5/NsNxHlWHx8PLy8vDJdwKpNmzZYtmwZFAqFxJnRp2KhRkSUTTNmzMCff/4pGitRogSCg4M1v4hTwfXvv/+iTp06qFOnDgBgxIgRqFOnDiZOnAhDQ0NcuXIF3t7eqFSpEvr27QtnZ2ecOHFC6/4xf39/fPnll2jevDk8PT3RsGFDrT3SbGxsEBwcjPDwcDg7O2PkyJGYOHFipkvzExGJSU5ORvv27XHu3DnReOPGjbFp0yYYGXFZioJIIXCr8iypVCrY2NggLi4O1tbWcqdDRDJYuXIl+vXrJxqzsrLC0aNH4ezsLHFW+oF9sDj+XIj0m1qtRpcuXbBlyxbReK1atXD8+HHY2NhInFnhJ1X/yytqRERZ2LlzJwYMGCAaMzExQUBAAIs0IiKSjCAIGDZsWKZFWvny5REYGMgirYBjoUZE9BHHjh1D586doVarM8QUCgU2btyIZs2ayZAZERHpq2nTpmHhwoWiMQcHBwQHB3MF2UKAhRoRUSYuXboEb29vJCUlicaXLFmCDh06SJwVERHpsyVLlmDSpEmiMWtrawQGBqJChQoSZ0X5gYUaEZGIu3fvwt3dHa9fvxaNT5s2LdPpkERERPlh27Zt8PX1FY2Zmppi9+7dqF27trRJUb5hoUZE9IHU1FS0bt06w6bF6YYOHYpx48ZJnBUREemz27dvo2vXrhBbB9DAwABbtmxBkyZNZMiM8gsLNSKiDxgZGWHhwoUoUqRIhljnzp0xb9487kdDRESSqlSpUqZTHlesWIE2bdpInBHlNxZqREQimjdvjmPHjqFEiRKaY25ubli7di0MDNh1EhGRtBQKBcaNG4dly5ZpjUMzZsxAnz59ZMyM8gt/2yAiyoSzszNOnjyJMmXKoEGDBti+fTtMTEzkTouIiPRY//79sXXrVpiYmGDEiBH45Zdf5E6J8gm3KSci+ohKlSrh1KlTMDMzg6WlpdzpEBERoUOHDrhw4QKqVq3KqfiFGAs1IqIslCpVSu4UiIiItFSvXl3uFCifceojERERERGRjmGhRkR66++//8bx48flToOIiAgAoFarMWnSJERERMidCukAFmpEpJd2796N3r17w83NDbt27ZI7HSIi0nOCIGDkyJGYOnUqXF1dcffuXblTIpnJWqiFhISgdevWcHJygkKhQEBAgFa8V69eUCgUWg93d3etNjExMejatSusra1ha2uLvn37Ij4+XqvNlStX0KhRI5iZmaF06dKYNWtWfn81ItJhJ06cwPfff4+0tDQkJSWhffv2WL16tdxpERGRHps5cyb+/PNPAEB4eDhcXV1x6dIleZMiWclaqCUkJKBWrVpYtGhRpm3c3d0RERGheWzatEkr3rVrV1y/fh0HDx7E3r17ERISgv79+2viKpUKSqUSZcqUwYULFzB79mxMnjwZy5cvz7fvRUS668qVK2jdujUSExM1x9RqNfr27YsZM2bImBkREemrlStXYuzYsVrHnj9/jiZNmuDYsWPyJEWyk3XVRw8PD3h4eHy0jampKRwdHUVjN2/eRGBgIM6fP4969eoBAP766y94enpizpw5cHJygr+/P5KTk7F69WqYmJigWrVqCAsLw9y5c7UKOiIq/O7fvw83NzfExcWJxt++fStxRkREpO927tyJAQMGiMaSkpKgVqslzoh0hc7fo3bs2DHY29ujcuXKGDRoEKKjozWx0NBQ2Nraaoo0AGjRogUMDAxw9uxZTZvGjRtrbVLr5uaG27dv49WrV6KfmZSUBJVKpfUgooItKioKSqUSkZGRovGBAwdi8uTJ0iZFRER67dixY+jcubNoMaZQKODv749mzZrJkBnpAp0u1Nzd3bF+/XocPnwYM2fOxPHjx+Hh4YG0tDQAQGRkJOzt7bVeY2RkBDs7O80vY5GRkXBwcNBqk/48s1/Y/Pz8YGNjo3mULl06r78aEUkoLi4O7u7uuHfvnmj8u+++w8KFC7lpKBERSebSpUvw9vZGUlKSaHzJkiXo2LGjxFmRLtHpDa99fHw0f65RowZq1qyJChUq4NixY2jevHm+fe7YsWMxYsQIzXOVSsVijaiASkxMRNu2bREWFiYab968Of7++28YGhpKmxgREemtu3fvwt3dHa9fvxaNT5s2LdPpkKQ/dPqK2ofKly+P4sWLa5YrdXR0xPPnz7XapKamIiYmRnNfm6OjI6KiorTapD/P7N43U1NTWFtbaz2IqOBJTU1Fly5dMr0Ru169eti5cydMTU2lTYyIiPRWREQElEplht9h0w0ZMgTjxo2TOCvSRQWqUHvy5Amio6NRsmRJAICLiwtiY2Nx4cIFTZsjR45ArVajQYMGmjYhISFISUnRtDl48CAqV66MokWLSvsFiEgygiBg0KBB2Llzp2i8UqVK2L9/P6ysrCTOjIiI9FVsbCzc3d0RHh4uGu/cuTP+/PNPTsUnADIXavHx8QgLC9NMSQoPD0dYWBgePXqE+Ph4jBo1CmfOnMGDBw9w+PBhtGnTBhUrVoSbmxsAoEqVKnB3d0e/fv1w7tw5nDp1CoMHD4aPjw+cnJwAAF26dIGJiQn69u2L69evY8uWLZg/f77W1EYiKnzGjx+PlStXisacnJwQHByMEiVKSJwVERHpq7dv38Lb2xtXrlwRjbu5uWHt2rUwMChQ11EoH8n6L+Hff/9FnTp1UKdOHQDAiBEjUKdOHUycOBGGhoa4cuUKvL29UalSJfTt2xfOzs44ceKE1jQlf39/fPnll2jevDk8PT3RsGFDrT3SbGxsEBwcjPDwcDg7O2PkyJGYOHEil+YnKsT+/PNPTJ8+XTRWtGhRBAcHo0yZMhJnRURE+io1NRXff/89Tpw4IRpv0KABtm/frrVKOZFCEARB7iR0nUqlgo2NDeLi4ni/GpGO27BhA7p37y4aMzc3x6FDh/DNN99InBV9CvbB4vhzISoYBEFAnz59sHbtWtF4lSpVcOLECRQrVkzaxCjXpOp/eW2ViAqN/fv3o3fv3qIxIyMjbN++nUUaERFJavTo0ZkWaZ999hmCgoJYpJEoFmpEVCiEhoaiY8eOSE1NFY2vWbMGHh4eEmdFRET6bPbs2Zg9e7ZorFixYggODuYWUJQpFmpEVChMnjwZb9++FY3NmzcP3bp1kzgjIiLSZ9HR0ZgxY4ZozNLSEvv370eVKlUkzooKEhZqRFQo/PPPP2jevHmG47/++it++ukn6RMiIiK9VqxYMYSEhKBUqVJax42NjbFjxw7Ur19fpsyooGChRkSFgpWVFfbt24eOHTtqjv3www/47bffZMyKiIj0WbVq1XD69GlUrlwZAKBQKLBu3ToolUqZM6OCwEjuBIiI8oqpqSk2b96MwYMHIyoqCkuWLOGmoUREJKvPP/8cJ0+ehKenJ3r06IHOnTvLnRIVECzUiKhQMTQ0xOLFi5GamgojI3ZxREQkv+LFi+PkyZPcJ41yhFMfiajQUSgUMDY2ljsNIiIiDRZplFMs1IiowBAEAYIgyJ0GERGRBsclyi8s1IiowJgyZQoGDhyItLQ0uVMhIiJCYmIi3Nzc4O/vL3cqVAixUCOiAmHRokWYMmUKli9fjk6dOiExMVHulKiQCgkJQevWreHk5ASFQoGAgABNLCUlBaNHj0aNGjVgaWkJJycn9OjRA8+ePdN6j7Jly0KhUGg9PtxP6cqVK2jUqBHMzMxQunRpzJo1S4qvR0R5JC0tDV26dMHBgwfRrVs3zJ8/X+6UqJBhoUZEOm/Lli0YMmSI5vmOHTvg6ekJlUolY1ZUWCUkJKBWrVpYtGhRhtibN29w8eJFTJgwARcvXsSOHTtw+/ZteHt7Z2g7depUREREaB7v/xtWqVRQKpUoU6YMLly4gNmzZ2Py5MlYvnx5vn43IsobgiBg0KBB2Llzp+bYTz/9hHHjxnEqJOUZLolGRDrt4MGD6N69e4aB7+jRo2jRogVCQ0NhaGgoU3ZUGHl4eMDDw0M0ZmNjg4MHD2odW7hwIerXr49Hjx7h888/1xy3srKCo6Oj6Pv4+/sjOTkZq1evhomJCapVq4awsDDMnTsX/fv3z7svQ0T5YsKECVixYkWG49OnT4cgCJg+fboMWVFhwytqRKSzzp8/j3bt2iElJUU0/uOPP7JII9nFxcVBoVDA1tZW6/iMGTNQrFgx1KlTB7Nnz0ZqaqomFhoaisaNG2utAufm5obbt2/j1atXop+TlJQElUql9SAi6c2fPx+///67aKxo0aLo2rWrxBlRYcUrakSkk27dugUPDw8kJCSIxmfNmoVevXpJmxTRBxITEzF69Gh07twZ1tbWmuNDhw5F3bp1YWdnh9OnT2Ps2LGIiIjA3LlzAQCRkZEoV66c1ns5ODhoYkWLFs3wWX5+fpgyZUo+fhsiyoq/vz9++ukn0Zi5uTn27t2LatWqSZsUFVos1IhI5zx58gRKpRLR0dGi8Z9//hmjRo2SOCsibSkpKejUqRMEQcCSJUu0YiNGjND8uWbNmjAxMcGAAQPg5+cHU1PTXH3e2LFjtd5XpVKhdOnSuUueiHLswIEDmZ4gNDQ0xD///INvvvlG2qSoUGOhRkQ6JTo6GkqlEo8fPxaN9+zZk6vjkezSi7SHDx/iyJEjWlfTxDRo0ACpqal48OABKleuDEdHR0RFRWm1SX+e2X1tpqamuS7yiOjThIaGokOHDlpTmN+3du1aeHp6SpwVFXa8R42IdEZCQgJatWqFmzdvisZbtWqFlStXQqFQSJwZ0f+kF2l37tzBoUOHUKxYsSxfExYWBgMDA9jb2wMAXFxcEBISonX/5cGDB1G5cmXRaY9EJJ/r16/Dy8sLb9++FY3PmzcP3bp1kzgr0ge8okZEOiElJQUdO3bEmTNnROMNGzbEli1bYGTEbovyV3x8PO7evat5Hh4ejrCwMNjZ2aFkyZLo2LEjLl68iL179yItLQ2RkZEAADs7O5iYmCA0NBRnz57Ft99+CysrK4SGhmL48OHo1q2bpgjr0qULpkyZgr59+2L06NG4du0a5s+fj3nz5snynYlI3KNHj+Dm5pbpIj9jx47N9J41ok+lELjZQ5ZUKhVsbGwQFxeX5fQWIso5tVqNHj16wN/fXzReo0YNHD9+nFca9JTUffCxY8fw7bffZjjes2dPTJ48OcMiIOmOHj2Kpk2b4uLFi/jxxx9x69YtJCUloVy5cujevTtGjBihNXXxypUr8PX1xfnz51G8eHEMGTIEo0ePznaeHJuI8tfLly/RsGFD3L59WzTet29frFixgrM89JBU/S8LtWzgYEiUfwRBwPDhwzF//nzReNmyZXHq1Ck4OTlJnBnpCvbB4vhzIco/r1+/RvPmzXH+/HnReNu2bbFt2zbO8tBTUvW/vEeNiGTl5+eXaZFmb2+P4OBgFmlERCSZpKQktG/fPtMirUmTJti0aROLNMp3LNSISDYrVqzAuHHjRGNWVlY4cOAAvvjiC4mzIiIifZWWloaePXvi0KFDovHatWtj165dMDMzkzgz0kcs1IhIFjt27MDAgQNFYyYmJti1axfq1q0rcVZERKSvBEHAsGHDsGXLFtF4hQoVEBgYCBsbG4kzI33FQo2IZPHw4UOo1eoMxw0MDLBp0ybRxRyIiIjyS2pqaqZ7eDo6OiI4OBgODg4SZ0X6jIUaEcli+PDhWL16NQwNDbWOL1myBO3bt5cpKyIi0lfGxsbYvn07evXqpXXc2toagYGBKF++vDyJkd5ioUZEsunduzd27Nihmev/22+/oX///jJnRURE+srIyAirV6/GL7/8AgAwNTXFnj17UKtWLZkzI33E5WqISFbe3t4IDg5GYGAgfv31V7nTISIiPadQKDBz5kzY29ujYsWKaNy4sdwpkZ7iPmrZwL1qiIjkwz5YHH8uRETy4D5qREREREREeoqFGhHlm9TUVERGRsqdBhERkUZUVBSSk5PlToMoSyzUiChfqNVq/PDDD6hfvz5u3boldzpERESIjo5Gs2bN0Lp1a8THx8udDtFHsVAjonwxevRorFu3Do8fP0bDhg1x7tw5uVMiIiI9lpCQgFatWuHGjRsIDg5G8+bN8fLlS7nTIsoUCzUiynOzZ8/GnDlzNM/Tz2AePHhQxqyIiEhfpaSkoGPHjjhz5ozm2Llz59CoUaNMN7kmkhsLNSLKU2vWrNHsP/O+hIQEfP/991CpVDJkRURE+kqtVqN3794IDAzMELt16xYGDhwoQ1ZEWWOhRkR5Zvfu3ejXr59ozNjYGFu2bOEy4kREJBlBEDBixAj4+/uLxsuWLYsVK1ZInBVR9rBQI6I8ERISgu+//x5paWkZYgqFAhs2bEDLli1lyIyIiPSVn58f5s+fLxorUaIEgoOD4eTkJHFWRNnDQo2IPtnly5fh7e2NxMRE0fjChQvRqVMnibMiIiJ9tmLFCowbN040ZmVlhcDAQHzxxRcSZ0WUfSzUiOiT3L9/H+7u7oiLixONT5o0CT/++KPEWRERkT7bsWNHpveemZiYYNeuXahbt67EWRHlDAs1Isq1yMhIKJXKTDe1/vHHHzFp0iSJsyIiIn129OhRdO7cGWq1OkPMwMAAmzZtwrfffitDZkQ5Y5TdhjlZqY2LBRAVfnFxcfDw8MC9e/dE4506dcKCBQugUCgkzoz0CccmInrfxYsX0aZNGyQnJ4vGlyxZgvbt20ucFVHuZLtQs7W1zfYvXGKLCRBR4ZGYmIg2bdogLCxMNN6iRQusX78ehoaG0iZGeodjExGlu3PnDtzd3fH69WvR+G+//Yb+/ftLnBVR7mW7UDt69Kjmzw8ePMCYMWPQq1cvuLi4AABCQ0Oxbt06+Pn55X2WRKQzUlNT0blzZxw/flw0Xq9ePezYsQOmpqYSZ0b6iGMTEQHAs2fPoFQq8eLFC9H40KFD8euvv0qcFdGnUQiCIOT0Rc2bN8cPP/yAzp07ax3fuHEjli9fjmPHjuVVfjpBpVLBxsYGcXFxnDpDek0QBPTr1w+rVq0SjVeqVAknT55EiRIlJM6MCrPs9sEcm4j006tXr9CkSRNcvXpVNN65c2ds2LABBgZcmoHyhlT9b67+xYaGhqJevXoZjterVw/nzp375KSISDeNGzcu0yKtVKlSCA4OZpFGsuHYRKR/3rx5g9atW2dapLm5uWHt2rUs0qhAytW/2tKlS4vu4r5y5UqULl36k5MiIt2zePHiTKePFS1aFEFBQShTpozEWRH9D8cmIv0iCAK6dOmCU6dOicYbNGiA7du3w8TEROLMiPJGtu9Re9+8efPQoUMHHDhwAA0aNAAAnDt3Dnfu3MH27dvzNEEi0g3NmzfH559/jkePHmkdNzc3x759+1CtWjWZMiN6h2MTkX5RKBTo1q0bDhw4kGGVxypVqmDfvn2wtLSUKTuiT5erK2qenp7477//0Lp1a8TExCAmJgatW7fGf//9B09Pz7zOkYh0QOXKlXH69GmtgszIyAjbt2/XLNxAJCeOTUT6p2PHjti/fz+KFCmiOVa6dGkEBQWhWLFiMmZG9OlytZiIvuEN20T/ExMTg1atWiE0NBR///03unXrJndKVMixDxbHnwvR/1y4cAEeHh5Qq9U4efIkvvzyS7lTokJMpxcTAYATJ06gW7du+Oabb/D06VMAwN9//42TJ0/mWXJEpHvs7Oxw6NAh7Ny5k0Ua6RyOTUT6ydnZGSdPnsSBAwdYpFGhkatCbfv27XBzc4O5uTkuXryIpKQkAEBcXBymT5+epwkSke6xsLBA27Zt5U6DSAvHJiL9VqlSJXz11Vdyp0GUZ3JVqP32229YunQpVqxYAWNjY81xV1dXXLx4Mc+SIyIiyi6OTUREVJjkqlC7ffs2GjdunOG4jY0NYmNjPzUnIpLJ69evsWPHDrnTIMoVjk1EhdOVK1dw6dIludMgklyuCjVHR0fcvXs3w/GTJ0+ifPnyn5wUEUkvKSkJ7dq1Q4cOHTBz5kxwnSEqaDg2ERU+9+/fh5ubG5o2bYpjx47JnQ6RpHJVqPXr1w/Dhg3D2bNnoVAo8OzZM/j7++Pnn3/GoEGD8jpHIspnaWlp6NatGw4fPgwAGDNmDEaNGgW1Wi1zZkTZx7GJqHCJjIyEUqlEZGQkVCoV3N3dERAQIHdaRJLJVaE2ZswYdOnSBc2bN0d8fDwaN26MH374AQMGDMCQIUPyOkciykeCIMDX1xf//POP1vE//vgDvXv3RkpKikyZEeVMXo1NISEhaN26NZycnKBQKDL8YigIAiZOnIiSJUvC3NwcLVq0wJ07d7TaxMTEoGvXrrC2toatrS369u2L+Ph4rTZXrlxBo0aNYGZmhtKlS2PWrFm5/u5EhU1cXBw8PDxw7949zbGkpCR06NABq1atkjEzIunkqlBTKBQYN24cYmJicO3aNZw5cwYvXrzAtGnT8jo/IspnkydPxrJly0RjwcHBiIqKkjgjotzJq7EpISEBtWrVwqJFi0Tjs2bNwoIFC7B06VKcPXsWlpaWcHNzQ2JioqZN165dcf36dRw8eBB79+5FSEgI+vfvr4mrVCoolUqUKVMGFy5cwOzZszF58mQsX748d1+eqBBJTExEmzZtEBYWliGmVquxefNmzvgg/SDkQu/evQWVSpXheHx8vNC7d+/cvKVOi4uLEwAIcXFxcqdClKf++usvAYDow8bGRrh8+bLcKRJluw/Oj7EJgLBz507Nc7VaLTg6OgqzZ8/WHIuNjRVMTU2FTZs2CYIgCDdu3BAACOfPn9e0OXDggKBQKISnT58KgiAIixcvFooWLSokJSVp2owePVqoXLlytnPj2ESFUUpKitC2bdtMxyZnZ2fR/+dEUpKq/83VFbV169bh7du3GY6/ffsW69evz81bEpHENm/ejKFDh4rGzMzMsGfPHtSsWVPirIhyT4qxKTw8HJGRkWjRooXmmI2NDRo0aIDQ0FAAQGhoKGxtbVGvXj1NmxYtWsDAwABnz57VtGncuDFMTEw0bdzc3HD79m28evVK9LOTkpKgUqm0HkSFiSAIGDRoUKb3oVWqVAkHDhyAlZWVtIkRycQoJ41VKhUEQYAgCHj9+jXMzMw0sbS0NOzfvx/29vZ5niQR5a3g4GD06NFDdGVHQ0NDbN26FY0aNZIhM6Kck3JsioyMBAA4ODhoHXdwcNDEIiMjM3yekZER7OzstNqUK1cuw3ukx4oWLZrhs/38/DBlypQ8+R5EumjcuHFYuXKlaMzJyQnBwcEoUaKExFkRySdHhZqtrS0UCgUUCgUqVaqUIa5QKDiIEOm4s2fPon379pkuErJq1Sq0bt1a4qyIck9fxqaxY8dixIgRmucqlQqlS5eWMSOivDNv3jz4+fmJxooWLYrg4GCUKVNG4qyI5JWjQu3o0aMQBAHNmjXD9u3bYWdnp4mZmJigTJkycHJyyvMkiShv3Lx5E15eXkhISBCNz549Gz179pQ4K6JPI+XY5OjoCACIiopCyZIlNcejoqJQu3ZtTZvnz59rvS41NRUxMTGa1zs6OmZYqCf9eXqbD5mamsLU1DRPvgeRLtmwYYPWSYj3mZubY+/evahWrZrEWRHJL0eFWpMmTQC8m6P/+eefQ6FQ5EtSRJT3Hj9+DDc3N0RHR4vGR40ahZ9//lnirIg+nZRjU7ly5eDo6IjDhw9rCjOVSoWzZ89q9mpzcXFBbGwsLly4AGdnZwDAkSNHoFar0aBBA02bcePGISUlBcbGxgCAgwcPonLlyqLTHokKq/3796N3796iMSMjI2zfvh3ffPONxFkR6YZcLSZy5MiRDHsuAcC2bduwbt26T06KiPJWdHQ03Nzc8PjxY9F4r169MHPmTImzIspbeTU2xcfHIywsTLM0eHh4OMLCwvDo0SMoFAr89NNP+O2337B7925cvXoVPXr0gJOTE9q2bQsAqFKlCtzd3dGvXz+cO3cOp06dwuDBg+Hj46O5stelSxeYmJigb9++uH79OrZs2YL58+dnelWBqDAKDQ1Fx44dkZqaKhpfs2YNPDw8JM6KSIfkZqnIL774Qjhy5EiG48eOHRMqVaqU6yUodRWXQKaCLD4+XmjQoEGmSx17e3sLKSkpcqdJlKns9sF5NTYdPXpU9P9Kz549BUF4t0T/hAkTBAcHB8HU1FRo3ry5cPv2ba33iI6OFjp37iwUKVJEsLa2Fnr37i28fv1aq83ly5eFhg0bCqampkKpUqWEGTNmZDtHQeDYRAXbtWvXhKJFi2Y6Ns2bN0/uFIkyJVX/qxAEkWXfsmBmZoZbt26hbNmyWscfPHiAKlWqiC6PXJCpVCrY2NggLi4O1tbWcqdDlG3Jycnw9vZGUFCQaLxhw4YIDg6Gubm5xJkRZV92+2COTUQFw8OHD+Hq6oqnT5+KxseOHYvp06dLnBVR9knV/+Zq6qO9vT2uXLmS4fjly5dRrFixT06KiD6dWq1Gr169Mi3SatSogT179rBIo0KDYxOR7nvx4gWUSmWmRdoPP/yA33//XeKsiHRTrgq1zp07Y+jQoTh69CjS0tKQlpaGI0eOYNiwYfDx8cnrHIkoF9avX49NmzaJxsqVK4egoCDY2tpKmxRRPuLYRKT7hg0bhv/++0801q5dOyxZsoSL1RH9vxyt+phu2rRpePDgAZo3bw4jo3dvoVar0aNHD16qJtIR3bt3x9mzZ7F06VKt4/b29ggODtZaWpyoMODYRKT75s+fjzt37uDff//VOt60aVNs3LhR83+XiIBc3aOW7r///sPly5dhbm6OGjVqFNqNCHkfABVUgiBg8uTJmDp1KgDAysoKx48fR506dWTOjCj7ctoHc2wi0m2vX79Gu3btcPjwYQBAnTp1cOzYMf47pgJDqv73kwo1fcHBkAq6hQsX4pdffsH+/fvRtGlTudMhyhH2weL4c6GCLCkpCd27d8fFixdx6tQpODg4yJ0SUbbpXKE2YsQITJs2DZaWllnu8zJ37txsfXhISAhmz56NCxcuICIiAjt37tTsQwO8uxowadIkrFixArGxsXB1dcWSJUvwxRdfaNrExMRgyJAh2LNnDwwMDNChQwfMnz8fRYoU0bS5cuUKfH19cf78eZQoUQJDhgzBL7/8kq0cAQ6GVDg8e/ZMs4cTUUHysT44P8amgoJjExV0aWlpePnyJYs0KnCk6n+zPRH40qVLSElJ0fw5Mzm5ATQhIQG1atVCnz590L59+wzxWbNmYcGCBVi3bh3KlSuHCRMmwM3NDTdu3ICZmRkAoGvXroiIiMDBgweRkpKC3r17o3///ti4cSOAdz9IpVKJFi1aYOnSpbh69Sr69OkDW1tb9O/fP9u5EhV0LNKoMMqPsYmIpGFoaMgijegjdGbqo0Kh0LqiJggCnJycMHLkSPz8888AgLi4ODg4OGDt2rXw8fHBzZs3UbVqVZw/fx716tUDAAQGBsLT0xNPnjyBk5MTlixZgnHjxiEyMhImJiYAgDFjxiAgIAC3bt3KVm48a0lEJB/2weL4cyEikodO76MmhfDwcERGRqJFixaaYzY2NmjQoAFCQ0MBAKGhobC1tdUUaQDQokULGBgY4OzZs5o2jRs31hRpAODm5obbt2/j1atXop+dlJQElUql9SDSRc+ePUOvXr34b5SIiHTGwYMHMXHiROjItQCiAivbUx/FpiZmZseOHblK5n2RkZEAkOGSuIODgyYWGRkJe3t7rbiRkRHs7Oy02pQrVy7De6THihYtmuGz/fz8MGXKlE/+DkT56dWrV3Bzc8O1a9dw9epVHDhwIMP/B6LCTuqxiYg+7ty5c2jXrh0SEhIQGRmJJUuWwNDQUO60iAqkbF9Rs7Gx0Tysra1x+PBhrT0wLly4gMOHD8PGxiZfEpXS2LFjERcXp3k8fvxY7pSItLx58watW7fGtWvXAAAXL16Eq6srwsPDZc6MSFr6NDYR6bpbt27B09MTCQkJAIAVK1agU6dOSExMlDkzooIp21fU1qxZo/nz6NGj0alTJyxdulRzliQtLQ0//vhjns3TdHR0BABERUVpbcwbFRWF2rVra9o8f/5c63WpqamIiYnRvN7R0RFRUVFabdKfp7f5kKmpKUxNTfPkexDltZSUFHTq1AmnTp3SOn737l24urri8OHDqFKlikzZEUlL6rGJiMQ9efIESqUS0dHRWsd37NgBDw8P7Nu3DxYWFjJlR1Qw5eoetdWrV+Pnn3/WupRtaGiIESNGYPXq1XmSWLly5eDo6KjZDBF4d+Pe2bNn4eLiAgBwcXFBbGwsLly4oGlz5MgRqNVqNGjQQNMmJCREsyoY8G7udOXKlUWnPRLpMrVajR9++AH79u0TjRctWpQraJHekmJsIqKMoqOjoVQqM52BVLZsWZibm0ucFVHBl6tCLTU1VXTFxFu3bkGtVmf7feLj4xEWFoawsDAA7xYQCQsLw6NHj6BQKPDTTz/ht99+w+7du3H16lX06NEDTk5OmpUhq1SpAnd3d/Tr1w/nzp3DqVOnMHjwYPj4+GiWIu/SpQtMTEzQt29fXL9+HVu2bMH8+fOz3G+HSNcIgoBRo0Zh/fr1ovHPP/8cQUFBsLOzkzgzIt2QV2MTEWVfQkICWrVqhZs3b4rGW7VqhRUrVnCLDKJcyPbUx/f17t0bffv2xb1791C/fn0AwNmzZzFjxgz07t072+/z77//4ttvv9U8Ty+eevbsibVr1+KXX35BQkIC+vfvj9jYWDRs2BCBgYGaPdQAwN/fH4MHD0bz5s01G14vWLBAE7exsUFwcDB8fX3h7OyM4sWLY+LEidxDjQqc2bNnZ7phb/HixREcHIzPPvtM4qyIdEdejU1ElD3Jycno0KEDzpw5Ixpv2LAhtmzZAiOjXP26SaT3crWPmlqtxpw5czB//nxEREQAAEqWLIlhw4Zh5MiRhW51H+5VQ3JbvXo1+vbtKxqztLTE0aNH8dVXX0mcFZE0stsHc2wiko5arUb37t2xceNG0XiNGjUQEhICW1tbaRMjkoBU/e8nb3idvn9TYR4kOBiSnAICAtChQwfRqVvGxsbYv3+/1n6DRIVNbvpgjk1E+UcQBPz0009aM5jeV7ZsWZw+fVprMTiiwkTnN7xOTU3FoUOHsGnTJs2842fPniE+Pj7PkiPSdyEhIfDx8REt0hQKBTZs2MAijeg9HJuI8t/06dMzLdLs7e0RHBzMIo0oD+Rq0vDDhw/h7u6OR48eISkpCS1btoSVlRVmzpyJpKQkLF26NK/zJNI7ly9fRuvWrZGUlCQaX7RoETp16iRxVkS6i2MTUf5bvnw5xo8fLxqzsrLCgQMH8MUXX0icFVHhlKsrasOGDUO9evXw6tUrreVW27Vrp7WcPhHlzr179+Dm5qaZvvWhyZMnY9CgQRJnRaTbODYR5a/t27dnOvaYmJhg165dqFu3rsRZERVeubqiduLECZw+fRomJiZax8uWLYunT5/mSWJE+ioyMhJKpTLDRu3pfH19MXHiRImzItJ9HJuI8s/Ro0fRpUsX0an4BgYG2LRpk9ZK3kT06XJ1RU2tViMtLS3D8SdPnsDKyuqTkyLSV3FxcXB3d8f9+/dF499//z0WLFjA/WiIRHBsIsofFy9eRJs2bZCcnCwaX7p0Kdq3by9xVkSFX64KNaVSiT///FPzXKFQID4+HpMmTYKnp2de5UakV96+fQtvb29cvnxZNN6yZUusX78eBga5XgOIqFDj2ESU9+7cuQN3d3e8fv1aNP7777+jX79+EmdFpB9yNfVxzpw5cHd3R9WqVZGYmIguXbrgzp07KF68ODZt2pTXORLphbCwMJw7d0409tVXX2HHjh0ZpnQR0f9wbCLKewEBAXjx4oVobNiwYRg7dqzEGRHpj1zvo5aamootW7bg8uXLiI+PR926ddG1a1etG7gLC+5VQ1I5ceIEWrdujbi4OM2xypUr4+TJkyhevLiMmRHJJyd9MMcmorw3Z84cjBo1SutY165dOcuD9JbObnidkpKCL7/8Env37kWVKlXyKy+dwsGQpHTlyhW4ubkhMjISpUqVwunTp/H555/LnRaRbLLTB3Ns4thE+WvdunXo27cv0tLS4OHhgV27dsHY2FjutIhkobMbXhsbGyMxMTE/ciEiADVr1sTp06fRoEEDBAcHs0gjygaOTUT5q2fPnggICECzZs2wbds2FmlEEsjV9WpfX1/MnDkTqampeZ0PEQEoV64cQkNDUbVqVblTISowODYR5a9WrVrh0KFDsLS0lDsVIr2Qq8VEzp8/j8OHDyM4OBg1atTI8B92x44deZIckT7jEvxEOcOxiSj/cWwikk6uCjVbW1t06NAhr3Mh0gtJSUkwNTWVOw2iQodjE1HucWwi0j05KtTUajVmz56N//77D8nJyWjWrBkmT55cKFfTIsoP165dg6enJ1atWoWWLVvKnQ5RocCxiejTrFmzBnPmzEFgYCBKly4tdzpE9P9ydI/a77//jl9//RVFihRBqVKlsGDBAvj6+uZXbkSFyoMHD+Dm5obHjx/Dy8sLW7dulTslokKBYxNR7u3evRv9+vXDjRs38M033+DmzZtyp0RE/y9Hhdr69euxePFiBAUFISAgAHv27IG/vz/UanV+5UdUKDx//hxKpRLPnj0D8G4pcR8fHyxevFjmzIgKPo5NRLkTEhKC77//HmlpaQCAJ0+eoFGjRjh37pzMmRERkMNC7dGjR/D09NQ8b9GiBRQKheaXTyLKSKVSwcPDA3fu3NE6LggCfH19eWWN6BNxbCLKucuXL8Pb2zvDthbR0dFo1qwZnjx5IlNmRJQuR4VaamoqzMzMtI4ZGxsjJSUlT5MiKiySkpLQrl07XLx4UTT+7bffwtvbW+KsiAoXqcemsmXLQqFQZHikT7ds2rRphtjAgQO13uPRo0fw8vKChYUF7O3tMWrUKG4rQJK5f/8+3N3dERcXJxofNWoUPvvsM4mzIqIP5WgxEUEQ0KtXL61VgRITEzFw4ECtZZC5BDIRkJaWhq5du+LIkSOi8Tp16iAgICDDL5hElDNSj03nz5/XTBUD3i0S1LJlS3z33XeaY/369cPUqVM1zy0sLDR/TktLg5eXFxwdHXH69GlERESgR48eMDY2xvTp0/MkR6LMREZGQqlUIjIyUjT+448/YuLEiRJnRURiclSo9ezZM8Oxbt265VkyRIVF+rTG7du3i8YrVqyIAwcOwNraWuLMiAofqcemEiVKaD2fMWMGKlSogCZNmmiOWVhYwNHRUfT1wcHBuHHjBg4dOgQHBwfUrl0b06ZNw+jRozF58mSYmJjkW+6k3+Li4uDh4YF79+6Jxjt16oQFCxZwrzQiHZGjQm3NmjX5lQdRoTJp0iQsW7ZMNFayZEkEBwfDwcFB4qyICic5x6bk5GRs2LABI0aM0Prl1t/fHxs2bICjoyNat26NCRMmaK6qhYaGokaNGlp9gJubGwYNGoTr16+jTp06op+VlJSEpKQkzXOVSpVP34oKo8TERLRp0wZhYWGi8RYtWmD9+vUwNDSUNjEiylSuNrwmosz99ddfmDZtmmjM1tYWQUFBKFeunMRZEVF+CAgIQGxsLHr16qU51qVLF5QpUwZOTk64cuUKRo8ejdu3b2umXkZGRmY4UZP+PLPpaADg5+eHKVOm5P2XoEIvNTUVnTt3xvHjx0XjX331FXbs2MENr4l0DAs1ojy0adMmDB06VDRmZmaGPXv2oEaNGhJnRUT5ZdWqVfDw8ICTk5PmWP/+/TV/rlGjBkqWLInmzZvj3r17qFChQq4/a+zYsRgxYoTmuUql4ubElCVBEDBw4EAEBASIxitXrox9+/bByspK2sSIKEss1IjySFBQEHr06CEaMzQ0xLZt29CwYUOJsyKi/PLw4UMcOnQoy0VKGjRoAAC4e/cuKlSoAEdHxwz7VEVFRQFApve1AYCpqSmveFCOjRs3DqtWrRKNlSpVCkFBQRnuuyQi3ZCj5fmJSNzZs2fRvn37TJfXXr16NVq1aiVxVkSUn9asWQN7e3t4eXl9tF36PUElS5YEALi4uODq1at4/vy5ps3BgwdhbW2NqlWr5lu+pH/mzZsHPz8/0VjRokURFBSEMmXKSJwVEWUXr6gRfaKbN2/C09MTb968EY3PmTMn0yttRFQwqdVqrFmzBj179oSR0f+G0nv37mHjxo3w9PREsWLFcOXKFQwfPhyNGzdGzZo1AQBKpRJVq1ZF9+7dMWvWLERGRmL8+PHw9fXlFTPKM3///bfWVNn3WVhYYN++fahWrZrEWRFRTrBQI/oEjx8/hlKpRExMjGj8l19+wciRIyXOiojy26FDh/Do0SP06dNH67iJiQkOHTqEP//8EwkJCShdujQ6dOiA8ePHa9oYGhpi7969GDRoEFxcXGBpaYmePXtq7btG9Cn27duH3r17i8aMjIzwzz//wMXFReKsiCinFIIgCHInoetUKhVsbGwQFxfHfa9I4+XLl2jUqBFu3bolGu/Tpw9WrlzJ/WiIPhH7YHH8uZCYU6dOoWXLlnj79q1ofMOGDejatavEWREVLlL1v7xHjSiXDAwMULRoUdGYt7c3li1bxiKNiIgkZWZmhiJFiojG/vzzTxZpRAUICzWiXLKzs8OhQ4fg6empdbxx48bYvHmz1n0rREREUnB2dsbJkyczLBIybtw4DBs2TKasiCg3WKgRfQILCwsEBASgW7duAIBatWph9+7dMDc3lzkzIiLSV5UqVcLp06dRvXp1AEC/fv0wbdo0mbMiopziKX+iT2RsbIx169ahSpUq6N27N2xsbOROiYiI9JyTkxNCQkIwf/58TJgwgVPxiQogLiaSDbxhm4hIPuyDxfHnQkQkDy4mQkREREREpKdYqBFlISwsDGq1Wu40iIiIAACCIODSpUtyp0FE+YyFGtFHHD58GA0aNEDv3r2RkpIidzpERESYPHky6tWrh1WrVsmdChHlIxZqRJn4999/0bZtWyQnJ2P9+vVo164d3rx5I3daRESkx/766y9MnToVarUaP/zwA2bMmAEuN0BUOLFQIxLx33//wcPDA/Hx8Zpj+/btg1KpxKtXr2TMjIiI9NWmTZswdOhQrWNjx47Fzz//zCn6RIUQCzWiDzx9+hRKpRIvX77MEDt16hSnmhARkeSCgoLQo0cP0dj8+fN5zxpRIcRCjeg9MTExcHNzw8OHD0Xj3bt3x4gRIyTOioiI9NnZs2fRoUMHpKamisZXr14NZ2dnibMiovzGQo3o/7158watW7fG9evXReOenp5YtWoVDAz434aIiKRx8+ZNeHl5ISEhQTQ+Z86cTK+0EVHBxt84iQCkpKTgu+++w+nTp0Xj33zzDbZt2wZjY2OJMyMiIn31+PFjKJVKREdHi8Z/+eUXjBw5UuKsiEgqLNRI76nVavTp0wf79+8XjVerVg179uyBhYWFxJkREZG+io6OhlKpxJMnT0TjvXv3xowZMyTOioikxEKN9JogCPj555+xYcMG0XiZMmUQFBQEOzs7iTMjIiJ9FR8fDy8vL9y6dUs07u3tjeXLl0OhUEicGRFJiYUa6bVZs2Zh3rx5orHixYsjODgYpUqVkjgrIiLSV8nJyejYsSPOnj0rGm/UqBE2b94MIyMjiTMjIqmxUCO9tWrVKowZM0Y0VqRIERw4cACVKlWSOCsiItJXarUavXr1QlBQkGi8Zs2a2L17N8zNzSXOjIjkwEKN9FJAQAD69+8vGjMxMUFAQADq1asncVZERKSvBEHAsGHDsGnTJtF4+fLlERgYCFtbW2kTIyLZsFAjvXP8+HH4+PhArVZniCkUCvj7+6N58+YyZEZERPrq999/x8KFC0VjDg4OCA4ORsmSJSXOiojkxEKN9EpYWBi8vb2RlJQkGl+8eDE6duwocVZERKTPli1bhgkTJojGrK2tceDAAVSoUEHirIhIbizUSG/ExsbC3d0dKpVKND516lQMHDhQ4qyIiEifHT16FIMGDRKNmZqaYteuXahTp47EWRGRLmChRnrD1tYW48ePF13OePDgwRg/frwMWRERkT775ptv8N1332U4bmBggE2bNqFp06bSJ0VEOoGFGumVwYMHY+PGjTA2NtYc8/Hxwfz587kfDRERSc7U1BQbN27McFVt2bJlaNeunUxZEZEuYKFGesfHxwd79+6FpaUllEol1q1bBwMD/lcgIiJ5GBoaYtGiRZg0aRIAwM/PDz/88IPMWRGR3LhbIuklpVKJkydPomLFijAxMZE7HSIi0nMKhQKTJ09GixYt4OrqKnc6RKQDWKiR3qpdu7bcKRAREWlp2LCh3CkQkY7gfC8iIiIiIiIdw0KNCp3Vq1cjPDxc7jSIiIgAACkpKZg5cyYSExPlToWIChAWalSorF+/Hn379oWrqyuuXr0qdzpERKTn1Go1+vbtizFjxsDDwyPTvTyJiD7EQo0Kjb1796JPnz4AgIiICDRu3BgnT56UOSsiItJXgiBg1KhR+PvvvwEAx44dQ9OmTREVFSVzZkRUELBQo0Lh5MmT+O6775CWlqY5Fhsbi5YtW2LPnj0yZkZERPpq1qxZmDt3rtaxS5cuwdXVFffv35cpKyIqKFioUYF39epVtG7dWnTuf2JiIh48eCB9UkREpNdWrVqFMWPGiMaioqIQExMjcUZEVNCwUKMCLTw8HG5uboiNjRWNT5gwAUOGDJE2KSIi0msBAQHo37+/aMzExAQBAQGoV6+exFkRUUHDQo0KrOfPn0OpVCIiIkI0PmDAAEyZMkXirIiosJs8eTIUCoXW48svv9TEExMT4evri2LFiqFIkSLo0KFDhnuSHj16BC8vL1hYWMDe3h6jRo1Camqq1F+F8sHx48fh4+MDtVqdIaZQKLBhwwY0b95chsyIqKDhhtdUIKlUKnh4eODu3bui8Q4dOmDRokVQKBQSZ0ZE+qBatWo4dOiQ5rmR0f+G0+HDh2Pfvn3Ytm0bbGxsMHjwYLRv3x6nTp0CAKSlpcHLywuOjo44ffo0IiIi0KNHDxgbG2P69OmSfxfKO2FhYfD29kZSUpJofNGiRfjuu+8kzoqICioWalTgJCYmom3btrh48aJovFmzZvD394ehoaHEmRGRvjAyMoKjo2OG43FxcVi1ahU2btyIZs2aAQDWrFmDKlWq4MyZM/j6668RHByMGzdu4NChQ3BwcEDt2rUxbdo0jB49GpMnT4aJiYnUX4fywL179+Du7p7p8vtTpkzBoEGDJM6KiAoyTn2kAiUtLQ1du3bF0aNHRePOzs4ICAiAqampxJkRkT65c+cOnJycUL58eXTt2hWPHj0CAFy4cAEpKSlo0aKFpu2XX36Jzz//HKGhoQCA0NBQ1KhRAw4ODpo2bm5uUKlUuH79eqafmZSUBJVKpfUg3RAREQGlUpnpsvuDBw/GhAkTJM6KiAo6FmpUYAiCgB9//BE7duwQjX/xxRfYv38/rKysJM6MiPRJgwYNsHbtWgQGBmLJkiUIDw9Ho0aN8Pr1a0RGRsLExAS2trZar3FwcEBkZCQAIDIyUqtIS4+nxzLj5+cHGxsbzaN06dJ5+8UoV2JjY+Hh4ZHpcvs+Pj6YP38+p+ITUY5x6iMVGBMnTsTy5ctFYyVLlkRwcDDs7e0lzoqI9I2Hh4fmzzVr1kSDBg1QpkwZbN26Febm5vn2uWPHjsWIESM0z1UqFYs1mb19+xZt2rTB5cuXReNKpRLr1q2DgQHPixNRzrHnoAJhwYIF+O2330Rjtra2CAoKQtmyZaVNiogI7/qgSpUq4e7du3B0dERycnKGLUOioqI097Q5OjpmmCKX/lzsvrd0pqamsLa21nqQfFJTU+Hj44OQkBDReP369bF9+3bec0hEuabThRqXQCYA8Pf3x7Bhw0Rj5ubm2Lt3L2rUqCFxVkRE78THx+PevXsoWbIknJ2dYWxsjMOHD2vit2/fxqNHj+Di4gIAcHFxwdWrV/H8+XNNm4MHD8La2hpVq1aVPH/KOUEQ0L9/f+zevVs0/uWXX2Lfvn0oUqSIxJkRUWGi81MfuQSyfgsMDESvXr1EY4aGhti2bRtcXV2lTYqI9NrPP/+M1q1bo0yZMnj27BkmTZoEQ0NDdO7cGTY2Nujbty9GjBgBOzs7WFtbY8iQIXBxccHXX38N4N10uKpVq6J79+6YNWsWIiMjMX78ePj6+nIhpAJi7NixWLNmjWjss88+Q1BQEIoXLy5xVkRU6Ag6bNKkSUKtWrVEY7GxsYKxsbGwbds2zbGbN28KAITQ0FBBEARh//79goGBgRAZGalps2TJEsHa2lpISkrKdh5xcXECACEuLi53X4RyJTk5WahYsaIAQPSxbt06uVMkIgnoWh/8/fffCyVLlhRMTEyEUqVKCd9//71w9+5dTfzt27fCjz/+KBQtWlSwsLAQ2rVrJ0RERGi9x4MHDwQPDw/B3NxcKF68uDBy5EghJSUlR3no2s9FX1y/fl0wNDQUHZfs7OyE69evy50iEeUzqfpfnZ76CHAJZH1mbGyM4OBgVKxYMUPsjz/+QI8ePWTIioj03ebNm/Hs2TMkJSXhyZMn2Lx5MypUqKCJm5mZYdGiRYiJiUFCQgJ27NiR4d6zMmXKYP/+/Xjz5g1evHiBOXPmaM0YId1VtWpVBAQEwMzMTOu4hYUF9u3bx+mrRJRndLpQ4xLIVK5cOZw8eRJ16tTRHBs9erTWymdERERSatWqFQ4ePKj5HcTIyAjbt2/XTG8lIsoLOn36jksgE/CuuD527Bjatm2LcuXKwc/PT+6UiIhIzzVs2BAhISHw8PDA7Nmz4e7uLndKRFTI6HSh9qH3l0Bu2bKlZgnk96+qfbgE8rlz57TeI7tLIPOGbt1ibW2N/fv3w8jIiJuGEhGRTqhRowZu374NS0tLuVMhokJIp6c+fohLIOs3MzMz3sNBREQ6hUUaEeUXnf6tl0sgExERERGRPtLpK2pPnjxB586dUblyZXTq1AnFihXDmTNnUKJECQDAvHnz0KpVK3To0AGNGzeGo6MjduzYoXm9oaEh9u7dC0NDQ7i4uKBbt27o0aMHpk6dKtdXog8IgoChQ4di8eLFcqdCREQE4N296W5ubhlunyAikpJCEARB7iR0nUqlgo2NDeLi4mBtbS13OoXK1KlTMWnSJADApEmTMGnSJN6DRkRa2AeL488lfyQmJsLT0xNHjx6FpaUlduzYAaVSKXdaRKRDpOp/dfqKGhVuS5Ys0RRpADBlyhQMHjwYaWlpMmZFRET6Ki0tDd26dcPRo0cBAAkJCWjVqhU2b94sc2ZEpI9YqJEstm7dCl9f3wzHFy9ejL59+8qQERER6TNBEPDjjz9i+/btWsdTUlLQpUsXrF+/XqbMiEhfsVAjyR06dAjdunWD2KxbAwMDtGvXToasiIhIn02cOBHLly8XjTk6OqJx48YSZ0RE+o6FGknq/PnzaNu2LVJSUkTjK1asQJs2bSTOioiI9NmCBQvw22+/icZsbW0RFBSEsmXLSpsUEek9Fmokmdu3b8PT0xMJCQmi8ZkzZ6JPnz4SZ0VERPps48aNGDZsmGjMzMwMe/fuRY0aNSTOioiIhRpJ5MmTJ1AqlXj58qVofOTIkRg1apTEWRERkT4LDAxEz549RWOGhobYtm0bXF1dJc6KiOgdFmqU72JiYuDm5oZHjx6Jxnv06IFZs2ZxWX4iIpLMmTNn0KFDB6SmporGV69ejVatWkmcFRHR/7BQo3yVvrTxjRs3RONeXl5YuXIlDAz4T5GIiKRx48YNeHl54c2bN6LxP/74Az169JA4KyIibfztmPJNSkoKvvvuO4SGhorGXV1dsXXrVhgbG0ucGRER6atHjx7Bzc0NMTExovHRo0djxIgREmdFRJQRCzXKF2q1Gr1798aBAwdE49WrV8eePXtgYWEhcWZERKSvXr58CaVSiSdPnojG+/TpAz8/P4mzIiISx0KN8pwgCBgxYgT8/f1F42XKlEFQUBCKFi0qcWZERKSv4uPj4enpidu3b4vG27Rpg2XLlvF+aSLSGSzUKM/NmDED8+fPF42VKFECwcHBcHJykjgrIiLSV8nJyWjfvj3Onz8vGm/cuDE2bdoEIyMjiTMjIsocCzXKUytXrsSvv/4qGitSpAgOHDiASpUqSZwVERHpK7VajR49euDgwYOi8Vq1amH37t0wNzeXODMioo9joUZ5RhAEnDp1SjRmYmKCXbt2wdnZWeKsiIhIn8XGxuL69euisfLlyyMwMBA2NjYSZ0VElDUWapRnFAoFVq1aheHDh2c47u/vj2bNmsmUGRER6Ss7OzuEhITgm2++0Tru4OCA4OBgODo6ypQZEdHHsVCjPGVgYIA//vhDa9WsJUuWoGPHjjJmRURE+qxo0aI4ePAgvLy8AADW1tYIDAxEhQoVZM6MiChzvGuW8pxCocCYMWNQvHhxREVFYcCAAXKnREREes7CwgI7d+7Ejz/+iG7duqF27dpyp0RE9FEs1Cjf/PDDD3KnQEREpGFsbIwVK1bInQYRUbZw6iMREREREZGOYaFGOfb27Vu8efNG7jSIiIg0oqOjIQiC3GkQEeUZFmqUI6mpqfj+++/RsmVLvHr1Su50iIiI8PTpU9StWxcjR46EWq2WOx0iojzBQo2yTRAE9OvXD3v27MHp06fRuHFjPH36VO60iIhIj8XExMDNzQ2PHj3CvHnz0LNnT6SkpMidFhHRJ2OhRtk2ZswYrF27VvP82rVrcHV1xX///SdfUkREpLfevHmDVq1aaW1ovWHDBrRt25ZT9ImowGOhRtkyZ84czJo1K8Pxhw8fom3btkhLS5MhKyIi0lcpKSn47rvvEBoamiG2f/9+jBkzRoasiIjyDgs1ytLatWsxatQo0ZilpSXWrl0LQ0NDibMiIiJ9pVar0adPH+zfv180Xr16dUyZMkXirIiI8hYLNfqoPXv2ZLofmrGxMXbs2IH69etLnBUREekrQRAwcuRIbNiwQTRepkwZBAYGomjRohJnRkSUt1ioUaZOnjyJTp06iU5rVCgU+Pvvv6FUKmXIjIiI9NXMmTPx559/isZKlCiB4OBglCpVStqkiIjyAQs1EnXlyhW0atUKiYmJovEFCxbg+++/lzgrIiL5+fn54auvvoKVlRXs7e3Rtm1b3L59W6tN06ZNoVAotB4DBw7UavPo0SN4eXnBwsIC9vb2GDVqFFJTU6X8KgXOypUrMXbsWNFYkSJFcODAAVSqVEnirIiI8oeR3AmQ7gkPD4ebmxvi4uJE4xMnTsTgwYMlzoqISDccP34cvr6++Oqrr5Camopff/0VSqUSN27cgKWlpaZdv379MHXqVM1zCwsLzZ/T0tLg5eUFR0dHnD59GhEREejRoweMjY0xffp0Sb9PQREQEIABAwaIxkxMTLBr1y44OztLnBURUf5hoUZaoqKioFQqERkZKRofOHAgJk+eLG1SREQ6JDAwUOv52rVrYW9vjwsXLqBx48aa4xYWFnB0dBR9j+DgYNy4cQOHDh2Cg4MDateujWnTpmH06NGYPHkyTExM8vU7FDTHjx+Hj4+P6GbWCoUC/v7+aNasmQyZERHlH059JA2VSgUPDw/cvXtXNN6xY0csXLgQCoVC4syIiHRX+uwDOzs7reP+/v4oXrw4qlevjrFjx2rt6xUaGooaNWrAwcFBc8zNzQ0qlUprT7D3JSUlQaVSaT30waVLl+Dt7Y2kpCTR+OLFi9GxY0eJsyIiyn+8okYAgMTERLRp0waXLl0SjTdv3hwbNmzgMvxERO9Rq9X46aef4OrqiurVq2uOd+nSBWXKlIGTkxOuXLmC0aNH4/bt29ixYwcAIDIyUqtIA6B5ntmMBj8/P71bcv7u3btwd3fPtCidOnVqhnv/iIgKCxZqhLS0NHTp0gXHjh0TjTs7O2Pnzp0wNTWVNjEiIh3n6+uLa9eu4eTJk1rH+/fvr/lzjRo1ULJkSTRv3hz37t1DhQoVcvVZY8eOxYgRIzTPVSoVSpcunbvEC4CIiAi4ubnh+fPnovEhQ4Zg/PjxEmdFRCQdTn3Uc4IgYNCgQdi5c6dovFKlSjhw4ACsrKwkzoyISLcNHjwYe/fuxdGjR/HZZ599tG2DBg0AQDO13NHREVFRUVpt0p9ndl+bqakprK2ttR6FVWxsLDw8PHD//n3ReOfOnfHnn39yKj4RFWos1PTcpEmTsGLFCtGYk5MTgoKCUKJECYmzIiLSXYIgYPDgwdi5cyeOHDmCcuXKZfmasLAwAEDJkiUBAC4uLrh69arW1aKDBw/C2toaVatWzZe8C4rk5GS0adMGly9fFo0rlUqsXbsWBgb8FYaICjf2cnrO1dVVa8nodLa2tggKCkLZsmWlT4qISIf5+vpiw4YN2LhxI6ysrBAZGYnIyEi8ffsWAHDv3j1MmzYNFy5cwIMHD7B792706NEDjRs3Rs2aNQG8KzaqVq2K7t274/LlywgKCsL48ePh6+ur99PMjY2N8e2334rG6tevj+3bt3NVTCLSCwpBEAS5k9B1KpUKNjY2iIuLK5RTTc6ePQtPT0/ExMQAAMzNzXHo0CF88803MmdGRKR7fXBm0+3WrFmDXr164fHjx+jWrRuuXbuGhIQElC5dGu3atcP48eO18n/48CEGDRqEY8eOwdLSEj179sSMGTNgZJS928d17eeS1xYtWoQhQ4Yg/deUL7/8EidOnEDx4sVlzoyI9J1U/S8LtWwo7IMhANy8eRNKpRIRERHYvXs3PD095U6JiAiAfvTBuaEPP5fNmzejR48ecHBwwOnTpwv14ilEVHBI1f9y1UcCAFSpUgWnT5/Gv//+yyKNiIh0go+PD4oVK4bPPvuMRRoR6R0WaqRRunRpDoRERKRTWrZsKXcKRESy4GIiREREREREOoaFmh548eIFzpw5I3caREREGufOncuwlxwREf0PC7VC7vXr1/D09MS3336LPXv2yJ0OERERrly5AqVSCVdX10w3tSYi0ncs1AqxpKQktGvXDv/++y8SExPRrl07rFu3Tu60iIhIj4WHh8Pd3R1xcXG4d+8eXF1dceXKFbnTIiLSOSzUCqm0tDR0794dhw8f1jrWq1cvzJkzR8bMiIioMEpTCwi9F41dYU8Rei8aaeqMu/88f/5csxVMusjISDRu3BgnTpyQJAciooKCqz4WQoIgYOjQodi2bZtofOnSpRgwYACsrKwkzoyIiAqjwGsRmLLnBiLiEjXHStqYYVLrqnCvXhLAu32H3N3dcffu3Qyvj4uLw/Lly9GoUaN8zYGIqCDhFTUdI3Y2MCdnCNPUAvoM+QWLFy8WjTs6OiI4OJhFWiHHs8pEJJXAaxEYtOGiVoEEAJFxiRi04SICr0UgMTERbdu2xaVLl0Tfo1mzZli5cmW+5kBEVNDwipoOETsbaGthDACIfZOiOZbZGcLAaxHoNeo3RAWKF2k2NjYIDAxE+fLl8yF70hU8q0xEeSVNLeBceAyev06EvZUZ6pezg6GBQnM8Mu4tpu27CbFTQQIABYDJu67C6cIyHD16VPQznJ2dERAQAFNT01znOGXPjY/mMGXPDbSs6ghDA0WuPoOISA4s1HRAmlrAwiN3MO/QnQyx9wu0dOlnCJd0q6v5xTvwWgS6j/sTLwOXiH6GwsgEnX79C7Vq1crb5EmnpJ9V/vAXFrF/M0REYtKLsEM3IrEz7CliErRPFHrXKondlyMyXL0SoxYEXN82D2cvB4rGK1WqhAMHDnzSLI9z4TEfzUUAEBGXiHPhMXCpUCzXn0NEJDUWajJJUws4cy8aG84+QMidl0hISsv2az88Q5imFjB41lq83Dv3/6MfUBiguPdoHIyxQ3KqGiZGnPH6vszOGBc0PKtMRJ9K7Ir8+yLiErEsJDzb7xd7YgPiMynSnJycEBQUhBIlSuQq13TPX2ddMOakHRGRrmChJoPAaxEYs+Oq6NWy7Eo/Q7jwyF0s/icI9zdPBdSpom2LuQ+BxRcNIAD4dccVzOlUO9efW9gUpmmCPKtMRJ8isyvyuaX6dxdUoVtEY7a2tggKCkLZsmU/+XPsrczytB0Rka7gpRWJBV6LwMANFz+pSHvfrC2HcXf9OAgp4r+g2zbthSI1W2qe/3PxKW+q/n+F7eZznlUmotz62BX53Ii/fhSvDq8QjZmbm2Pv3r2oXr16nnxW/XJ2KGljhszmCSjw7gRc/XJ2efJ5RERSYaEmoTS1gMm7r+fZ+6WqXiJqy0So36pE49b128OmQccMx6fsuZGrVQAL00qCWU0TBHL/c5ILzyoTUW5ldUU+J97ev4Do/X+KxgwNDbFt2za4urrmyWcBgKGBApNaVwWADMVa+vNJratyyjcRFTic+iihc+ExiFQl5cl7pb1V4fnWCUh7/UI0blm9OWyb9hKNRcQl4vTdl/gv6jUexrxBGTsLdHcp+9F71wrTFEGgcE4TTD+rHBmXKFqAKgA48qwyEYnIqyvtSU9v4kXAdEAtft/1mjVr4OXlleF4VqtLZnUPsXv1kljSrW6GccqxAI9TlD2F5T5zIjEs1CSUVwOhOjkRz/+ZgpTox6Jx8wpfoZj7ECgUmRde3Vef03r++/6b6NeoHMZ6Vs3Q6b1KSILvxksfXUmwZVVHnLkfjdB70QAEuJQvjq8rFNPZzrIwThNMP6s8aMNFKKC9rAzPKhORmPSFrY7eev7J75X84iFebJ8CIUX8hOTcuXPRvXv3DMczOxEotrrkx04QulcviZZVHflLux4pbCeRiT6kEASh4MztkolKpYKNjQ3i4uJgbW2d6/eZd/A25h+++0m5CGmpeL59GhLDL4jGTT+rCvtOU2FgnLvpbS2r2uPaU5VWp2egADKbAagAYCOy1xvwbg+4Ge1r6GRnGXovGp1XnMmy3aZ+XxeYK2rpOHBRYZNXfXBh86k/l7xY2Cpdmuo5Iv4ehbT4aNH4mDFj4OfnJ5pDThYwSS+5uNUIZfZvh/9GSApSjUu8oiYRv/03crSkcWbiTm/JtEgzLlEWJTpMzHWRBgAHb2Q8q/qx27QEiO/1hv8/PnDDRSzVwc6yME8T5FllIspK+sJWeUEQBMTsmZ1pkdanTx9Mnz49w2wN5zJFc7yACbcaIYDb0ZD+YKEmgf1XIvKkSAMA6/ptkfj4KpIeX9M6bmjjAPvvpsDQrEiefE5emrz7us51loV9mqChgaLAXQkkImnk9cJWCoUCNi1/RNK2SUiLj9GKtWnTBsuWLUPQ9cgMV/rtLI21NtPOrpzcQ8z7lwqnwnifOZEYrvqYz9LUAn7deSXP3s/A1BIOnabC/Iuv/3fMwgYOnabCyEo3O6NIVRLOhcdk3VBi6TefO9poX4F0tDHjlAkiKrTycmGrdCb25eDQdRaMiv6v32zcuDE2bdqEQ7deiG6Fkpsi7X1Z3UMceC0CDWceQecVZzBscxg6rziDhjOPFLitVyijwnifOZEYXlHLZ+fCYxD7Vnwj6txSGJmgRNuxiAlahIRbJ2D/3RQY25XK08/Ia7raWXKaIBHpm/zqj41tHeHYdTaeb5sEQ4WAflOX4OKTBEzenXf7s73vY1uNZHb/0vuLYPFkXMHF7WhIX7BQy2f5NSAqDAxh5z4E1l93hHFRp3z5jLyky50lpwkSkT7Jz/7Y0NIWDp39IKQmYfyBcAB5M+3/fVndQyzX/UucZimdwnyfOdH7WKjls+JFTPPtvRUKhaxFmqO1KRJT1VmuGOZobZqjzpKDHRFR/qld2jZf39/A1AIwtciX987OPcRy3L/E1XalVdjvMydKx3vU8lsB2fxAgXdL8yvwv04uKxNbVcOM9jWybDfZu1q2O0veU0BElL82nn0odwrZ0uzLEiiZi3uIpb5/KX2a5YfFYfo0S45f+YP3mZM+4BW1fPYyIec3bKfEPEX81UOwbdQNCgPDfMgqI3NjBdrV/gzVnWyx5lQ4Yt9+/CqZAsCEXdcw3qsKhreohDWnwz95H7XCek9Bbq8Q8soiEeWHhzFvcvW6hFsnAUENyyqN8zgjcf0aVUD9cnYZlvS/8PAVdoU9zbRflPL+JS4TLy/eZ07pCuvvTCzU8llOB4LU19GI2joRaXFRSI2NRHGvEVAYGedTdv/zJkXAjxuzv6eOACA6IRnDt14GANgXMUHjL4rj1ZtkWJsZo3+j8mhYqQQMDRRITlXj79AHeBjzBmXsLNDdpSxMjLQv5hbWwS6302HEXmdnaYIeX5dBuRKW76bUCu9OBBSmDomI8l/pojmflvj2QRhe7pkDqNOgfquCVd1W+ZCZttB7L6EWBLyMf9fPvUpIRpPZR0X70/d/WS9exBSO1qaIUiXl+/1LXCZefrzPnArz1GMWavnMuUzRbLdVJ8bj+bZJSIuLAgC8uXUCz9++Ron242BgYp5fKeaJ5/HJeH7npeZ56P1o9GtUDgCw4kS41qbZv++/ib4Ny6HZlw6aMx9qtZCng52cZ1bSP/vQjUisOvUgQzyrK4T7r0SIFs0xCcn48/Ad0c+0szTGb22qw7OmU7a+e2E980REWatkn7P9NpMi/sOLHb8B6ncrGMccXIq0N3Gwce0ChSL/+o0FR+4CR+5+tE1kXCIGbrgIWwtjrVkdthbGmpN8HxZrAgCfr0rnSY5cJp5IXoV1NlY6Fmr5bOGR/7LVTp2ShOfbpyLlxQOt44kPwxC1+dd3m1mbW+dDhvlDLSDTTb7VwrvibcWJ/8VtzbN31fDDwU6s4Dh4I+PGqiVtzDDBqwqKWprm6xREsbM6H0rvTEZuuwxLEyM0KF8MFx6+QmTcW5y48wI7Lj3L+gfxgZiEFPy48RLqnryP8JcJePXmf1tCfHhWSVfPPLF4JJLGuYfZ39cyJfoJnm+bDCFFu0+LO7UJaW/iYNdyIBQK+W53T+9PP5x6n/48s9vE5x26gzWnHqC3a1kMbvZFln1NZv0Tl4nPnvSfX6QqETHxSbCzNIGjjflH+3mOCZSVwjob630s1PJR4LUILDhyL8t2gjoNL3fPRNKTG5m0MIDC0CRvk9MxWd0Tl6645f9W0RQrOD48q5ouIi4RP268pHXsU6Ygvrt6VTJDW7GzOplJSEpD99Xnstk6ey4+istwLOL/zzgv6FQLx+++wPaLGQvBCJEzT9kdJNPUAs7cj0bovWgAAlzKF8fXFYpp2n74Pun3mGSnuJa7eCQqjB48V2WrXarqJaK2ToD6rXh7AyNTZH/5Kd0T+zYF8w7dwZLj99C/UXlUsC8i2td97ORWy6qO+bpMvBzFSl5/5sdOYNpZGmNq62ooZmWm82NCYS8cC+L304epxwpBEArIuoTyUalUsLGxQVxcHKyts3dVK00toOHMIx/9BwQAgiAgev+fSLh2WDRuXKw0HLrOLFBX0/KTpYkBypcogtg3KXj86m2evOfiLnUzFF1A1oVXq5ol0bKqA+ytzFC7tC1cZx5BTEJynuQkF0drU/zRqTYO34xCQNgzre/z/iCZ3qEfvBGJrf8+QXyS9qbuRUwNMatDTRgYKDIMtgYKaE2FLWJqlOH17xveohIGN6vIs656LDd9sD7I7c+l7Jh9WbZJe/saUf6jkRL9SDRuWb0Zinn+JOvVtPxiaWKIHxqVw9DmlRB0LSLDST7gf+Xpkm51AUB0rHi/zfv9Znb7quzMfpCiqPqUAimnJzABwNTIAEmp6gzHP/x5fqqP/ew+jL2MT8Kk3dczHRNz8xmfmiuAPPu719WZNlnZFfYUwzaHZdluvk9ttKldKk8/W6pxiYVaNuTmLyP0XjQ6rziTZbtXR1dDdW6HaMzQqgQcu82GkXXxHOVLOaMAML9TLXjX/QxpagGn777EPxce48C1SCSnZe+/h9h9EIVNevffv3E57L4ckeVJiLzkaG2Kyd7VMgwYWQ0uWQ2SmcV1pfjTlTw+RXYWE8oKCzVxufm5TNl9HWtOP/hoG3VyIp5vGY+kZ7dE4+YVvkKJduOgMCzck3IyKxjeZ2KowNfl7RD2KBaqpDStWFELY/j9/8rHmfVVE7yqwMbCRDMjoUHZYjAwVODQjUisOZ1xG4UPC8QP39PR2gyd63+OssUtctxnZFZU5bZAyu4J65yyszTGhFbV4Gid+z7xY2MHkPHnmhkFMv+55Kb4ye7tHLYW724XeX8GUW4Lq7z+e5dSdn/X3tTv6zy/osZCTYfk5i9j+7+PMfKfKx9tE3d2O2KPrRGNGZhbw7HrTBgXy5sbnilr5UtYICI2EW9TPj4wkzw+HBCzGlzECsr3B7LMBlHvWiU/+jqpFNQznO/z238jw2JCBgqgX6NyGOtZNdvvw0JNXE5/LsmpalQaf+CjbYS0VDzfMQ2J9y+Ixk1LVYX991NhYKzf91xlV8e6pfAyPgnH/nuZdeMcsLUwRtyblCxPEGb3ClyaWoDzbwdFbx3QfKa5MRZ1rYuvyxfLVnGU3V+iP0Vu+sSPjR25+YXY0tQQVya5ZZgum9PiJye3c4jJ7L2zunL4sWI6feruydHNdPIkYXr+WU09zo/8Wajlg0WLFmH27NmIjIxErVq18Ndff6F+/fpZvi43fxkTAq7i7zPiU0YAIP7qIUTv/1M0pjA2g4PP7zB1qpytzyLSB+93uABydab2/SJueUh4tgdlqc8sFuQznOn89t/IdEEhABjQOPvFGgs1cTn9uaw6cR/T9t3MNC4IakTvnYuEG8dE48bFy7ybim+Ws1UjST5ZXYFLL3RuR77GvEPiqwp/KLvFUXanpX2KnPaJ+XWVr3VNR/zVxTlbnyFWPORmimh23jurE37ZLaYHf1sBrhVL6OSsjvSfHaBdaH/s30ZezFaRalwqfJPLM7FlyxaMGDECkyZNwsWLF1GrVi24ubnh+fPn+fJ5D6Mz31D0zZ2ziD6wQDxoYIQS7caxSCP6wPs3BWd1A/HH3gN4t+poTgbE9LZT9txAmjp/z21ltYqVVHl8iuRUtdaqrmJWnAhHchbTyvTFokWLULZsWZiZmaFBgwY4dy5vFxlK9yA6IdOYIAh4dXhlpkWaobU97DtNZZFWwKT3EmN3XMXADRcz9JvpS5gvC7mf7fdMf03gtYiPtpNipcuc9om5HTuysvdKpKY/y8kCF8DH+/ycev+90wuYzP7OA69FZHvbiIVH76HzijNoOPNIln/vUnOvXhJLutWFo432vzdHG7NMr1w2nHkEnVecwbDNYTr7vdLpTaE2d+5c9OvXD71790bVqlWxdOlSWFhYYPXq1Xn+WWlqAecfiC9/nPj4Gl7ungkIYr+gKFC81QiYl6uT5zkRFRbPXyd+0p5EArQXM8nJ694fXPNLTgd5XfR36IMsf8Zq4V07fSflScTUj9xzqzqzDa8v7BaNGVjYwOH7aTCyKpirpuk7AcCrTKbPCf//eJOcJhrP7DVA1sVR/XJ2sLPM/xWrc9In5td+dgL+15/ldG+9/CgeI1WJ2TrhV7yIqUiLj7xvNot0qblXL4mTo5thU7+vMd+nNjb1+xonRzcTLdKyKl51jV4UasnJybhw4QJatGihOWZgYIAWLVogNDQ0Q/ukpCSoVCqtR06cC48Rvc8p+Xk4nm+fBiFVfGVAu5YDYVmlcY4+i0jf2FuZybonUX5vXFsYNtB9GJP5jILctCvMpDyJ+DCTK2qvLwchNmS9aExhYg7776bA2C5vV0yjgi07xZGhgQJtaztJllN2+sT8HDvS+7Oc7q2XH315THxStk74QXg3FTK7k/50eVaHoYECLhWKoU3tUnCpkPE+yoI6W0UvCrWXL18iLS0NDg4OWscdHBwQGRmZob2fnx9sbGw0j9Klc7agh9h/upTYSDzfOhFCkvhAaePaGVZ1vXL0OUT6RIF3A0r9cnaoX84uR4NLXsrvIrEwbKBbxs4iT9sVVlKfRHwtsg3Gm9unERO0SPwFhkYo0X48TB0r5uhzSH9kVWS0rOooUSbZ6xPzc+xI78+y+oz3xzIgb/vy9PfO7pXMlwlJmpUuc1Ks6fqsDjEFdbaKXhRqOTV27FjExcVpHo8fP87R6z/8T5eW8ArPt0xAWsIr0fZF6njCxrVLrvMl+lSKbPTQjtamGNC4HBTI2Ra36csIf4r0z5vUuioMDRQwNFDkeHB5/71ycy/0h4NrfsnpIK+LuruUzfJnbKB4106fSX0SseZnNlrPEx9ewYs9szKfit96FMzL1MrRZ5A0bC2Mc9wX54esioz0/iw/5aRP/NjYocjkz9nxfn+Wnc9IH8uAvCse339vRxvzbL3G3sos03u8sqLLszrEFNTZKnpRqBUvXhyGhoaIiorSOh4VFQVHx4xne0xNTWFtba31yIn3OyZ1UgKitk5Caqz4vFeLLxvBrsUAKLLzmzIVKJYmhrA0NcyX9y5maYJvK5eAlZn2+5e0McPSbnWxtFtdOFprd7oOViboULcUlFUd0LaWE8Z6VMa879/N5V7Uue5HP294i0o4NaY5xnpWFe3QLU0MYPrB3ljpuVwY31Jr3vhCn9qws9Qu3j78pf7D52I3BWc2uJS0Mcu0oEx/3q9RzgpOscE1v+R0kNdFJkYG6Neo3Efb9GtULsf7qem7Tz2JON6rmubPyVH38HzHNCBNfLN5OzdfWFZ2/aR8KX8oAMxoXyNbv1yn93PphV1mbYr+/wm1nPSJ2SmO0vuzj/W3C31qY3iLSrA0ER8vi1oYZ9mn56RP/NjiE5rx84NYVu/8YX+WkwUustPnf3jC09bCOMOx9987pyf83r/Ha/C32buCrsuzOsQU1NkqhXu3yv9nYmICZ2dnHD58GG3btgUAqNVqHD58GIMHD87zz0v/Tzdow0W8vXceKc/FV1MyK1Mbxb1GQGGQP7/Mk3QcrEzgU//z/5/b/G6e9Nfli+HgjUjRZWM/JLZ5pbWZEep8bovGX5RAlwZlEPY4NkcbM7es6pij5WeXGtTF5N03EKn6+L5d7tVLir43gEw/78ONJj1qOmm1dS5TFBcevsr0eWa5Z5aLoYECdT4vmnEz2Pe+j1g8s33UHEV+DvkpfZD/WP66Ln3p/bzYR62wys1JRFPTnN38/z5zE0M0+aIYjt+JhurfPRCS34q2s23UHVa13XP9OfRxzb4sgX6NKuBVQjJG/XMZCTlYyOPDPvn9/u/BywRsOvcIkaokTfv0PgMABm24mGGvsPRe1a99DQDZ2+g5p8VRZv3Zh99lcLOKOHM/GqfvvsTT2LdwsjWHa8Ximn3bsurTc+JjYweQcfx0LlMUI7aGYd+VCK2f38f6s6w+Izs/o/Tvl9Mx9/3fQzP7O//w7y/9Hq/65eyw/eKTLPcm0+VZHWLSi9eC9r30Zh+1LVu2oGfPnli2bBnq16+PP//8E1u3bsWtW7cyTDv5UG73Skjfv+K/kF3v7gF4b3qJieMXcPD5HQamheseDQMFYG9lqjVQ5IWiFsZoWqkEHr96g7Q0NWLfpuLJqzfIam/qohbG6OFSBlefxuH/2rv3oKjrfg/g711gl0XYXXCBBbl5ISxNyAtIZTlBitrNY8+ARz3UeGwyzanULk+nNM/0aDb1WN6mzqA+NWe0OketvJ0xFEkPihpYaMPRQinlolxkCRR293P+8GGfNi9c/LH7A96vGWZgf9/fb7/fz+7v+9nP/pbv7i+9iPae7REmf/xpVBTKa5vw29VWhBsN0Gg0+K/jv7gtEBNh8kfWmBjEWQLaLYJu9D0mVqMe05NjEGfp16FJ11OU+G4RNWlvPLf68lc1xEEt/bgdLXYnPi04i3O1TYgNCcCs1LhOX0nrzd+jlpKSguTkZKxevRrAtTcRY2JiMH/+fLz66qu33LercRny2k602u2o2f0Bfju5321b0KhHEZz2TJ/7lEdwgB8E6PCXC/+ejxYI0vuhvvkf+/bT+aCp1eGWc270ot7hFKzOPY3/OPgzfrv6j4LNbPBD+p3hSB3cH/VNLQjpp4PVZGh3DrjVnNHed2rdaP+631rw7ztvvU9HKTGfeXtOVGI+uxWlx9eRx/xm+3X2u8l6AiXHxS+87gZr1qxxfeF1UlISPvzwQ6SkpLS73+08GG0n3by/rEfR35YBjlb4hgyAdcZK+ASY2j+AQvr5anDXgCAYfP1QUtEAu8OBfjotgoMMMOl90dTqwIX6K9D7afHPyTF4+r5BKCyrwcf5P+F8/RUE+GlgCtCjn94XoYF6NF1tRbNdMCrWjLsiTKhtanGbVG40Ofj5aHCXNRCPJEZh5thrV4gqLzfjUuNV1De3QgMNUgaGQKvVoNp2FbWNV2+ZnNpiW9lwxdU2zOgPyLV/kP3jJPf7CTY6OABDw4Nw6berqP2tBSGBeliNN58Ub3fy9HZyIerJenOh5o03EQEg/s870eJwom7/BtiObgcABNz5ICyPLoRG47mPpJp0Gvj6+qK51QGHUxCg0yDOEojMMTGob2pFXmk1SqsaIU4nAIFWq0GQ3g8RJgOu2B24UN+MxqsOaLXA8IggjE+wItxsQFigHnanE9uKzuOX2ib4+2kxIioY9w7uD61Gg+rG63MMgN9dnWrCxkNlbsXX7/XT++CB+FDMHBuLsYP6u+3bNsc7nNLhF/WeyhFduR/mr56tq49fV4s8tVNqXCzUVESpB+N/9ubiT/8yG8YnlsDXFOa6Pcbsh/gIM8YO7I/pybHYXHgOR8/WoZ/OB/80Mgr3DrEA6NjVFjVNqGrqCxH1XL25UAO88yYiAGTnHEbe/11Cw5H/xpXyHxA27d+g8enc4j96LRBp0qNVNPD31ULnp4VOq0F9sx2B/n5Iijbj9SnXPmL1t/8tuy63qTknOJyCwz/VoODnSxAAZoMOlsCOXdki6g166+s4JcbFQk1FlHwwHA4HfHz4P2lERB3V2wu1rlIiLs0tDvx5azG2fXce+Pv/Sw+P7If//Nf7YFJgxVYiot7IU3mpTywmoiYs0oiISC0MOh/8NWsU/po1yttdISKiP+DayERERERERCrDQo2IiIiIiEhlWKgRERERERGpDAs1IiIiIiIilWGhRkREREREpDIs1IiIiIiIiFSGhRoREREREZHKsFAjIiIiIiJSGRZqREREREREKsNCjYiIiIiISGVYqBEREREREakMCzUiIiIiIiKVYaFGRERERESkMr7e7kBPICIAgIaGBi/3hIio72mbe9vmYrqGuYmIyDs8lZdYqHWAzWYDAERHR3u5J0REfZfNZoPJZPJ2N1SDuYmIyLu6Oy9phG9RtsvpdOLChQsICgqCRqNR5JgNDQ2Ijo7GL7/8AqPRqMgxeyvGquMYq45jrDpGDXESEdhsNkRGRkKr5Sf22yidm9TwWPcGjKNyGEvlMJbKaItjeXk5NBpNt+clXlHrAK1Wi6ioqG45ttFo5AnTQYxVxzFWHcdYdYy348Qradfrrtzk7ce6t2AclcNYKoexVIbJZPJIHPnWJBERERERkcqwUCMiIiIiIlIZFmpeotfrsWTJEuj1em93RfUYq45jrDqOseoYxqnv4GOtDMZROYylchhLZXg6jlxMhIiIiIiISGV4RY2IiIiIiEhlWKgRERERERGpDAs1IiIiIiIilWGhRkREREREpDIs1Lxk7dq1iIuLg7+/P1JSUlBYWOjtLnnU0qVLodFo3H6GDh3q2n7lyhXMmzcP/fv3R2BgIKZNm4aqqiq3Y5SXl2PKlCkICAhAWFgYFi9eDLvd7umhKC4/Px+PPvooIiMjodFosH37drftIoI333wTERERMBgMSE9Px+nTp93a1NbWYsaMGTAajTCbzZg9ezYaGxvd2nz//fcYN24c/P39ER0djZUrV3b30BTXXqyeeuqp655nGRkZbm36QqyWL1+OMWPGICgoCGFhYXjiiSdQWlrq1kapcy4vLw8jR46EXq/HkCFDsGnTpu4eHimgr+ek9jBndR1zmnKY85TRo3KikMdt2bJFdDqdbNiwQU6ePClz5swRs9ksVVVV3u6axyxZskSGDRsmFRUVrp+LFy+6tj/77LMSHR0tubm5cuzYMRk7dqzce++9ru12u12GDx8u6enpUlRUJLt27RKLxSKvvfaaN4ajqF27dsnrr78uW7duFQCybds2t+0rVqwQk8kk27dvlxMnTshjjz0mAwcOlObmZlebjIwMSUxMlMOHD8u3334rQ4YMkenTp7u2X758WcLDw2XGjBlSUlIimzdvFoPBIB999JGnhqmI9mKVnZ0tGRkZbs+z2tpatzZ9IVYTJ06UjRs3SklJiRQXF8vkyZMlJiZGGhsbXW2UOOd+/vlnCQgIkJdeeklOnTolq1evFh8fH9mzZ49Hx0udw5zUPuasrmNOUw5znjJ6Uk5koeYFycnJMm/ePNffDodDIiMjZfny5V7slWctWbJEEhMTb7itvr5e/Pz85IsvvnDd9uOPPwoAKSgoEJFrk5VWq5XKykpXm/Xr14vRaJSrV692a9896Y8TsdPpFKvVKu+++67rtvr6etHr9bJ582YRETl16pQAkKNHj7ra7N69WzQajZw/f15ERNatWyfBwcFusXrllVckISGhm0fUfW6WtB5//PGb7tNXY1VdXS0A5MCBAyKi3Dn38ssvy7Bhw9zuKzMzUyZOnNjdQ6LbwJzUPuYsZTCnKYc5Tzlqzon86KOHtbS04Pjx40hPT3fdptVqkZ6ejoKCAi/2zPNOnz6NyMhIDBo0CDNmzEB5eTkA4Pjx42htbXWL0dChQxETE+OKUUFBAe6++26Eh4e72kycOBENDQ04efKkZwfiQWVlZaisrHSLjclkQkpKiltszGYzRo8e7WqTnp4OrVaLI0eOuNo88MAD0Ol0rjYTJ05EaWkp6urqPDQaz8jLy0NYWBgSEhIwd+5c1NTUuLb11VhdvnwZABASEgJAuXOuoKDA7Rhtbfra3NaTMCd1HHOW8pjTlMec13lqzoks1Dzs0qVLcDgcbg8sAISHh6OystJLvfK8lJQUbNq0CXv27MH69etRVlaGcePGwWazobKyEjqdDmaz2W2f38eosrLyhjFs29ZbtY3tVs+fyspKhIWFuW339fVFSEhIn4tfRkYGPvnkE+Tm5uKdd97BgQMHMGnSJDgcDgB9M1ZOpxMvvPAC7rvvPgwfPhwAFDvnbtamoaEBzc3N3TEcuk3MSR3DnNU9mNOUxZzXeWrPib6dHhGRAiZNmuT6fcSIEUhJSUFsbCw+//xzGAwGL/aMepOsrCzX73fffTdGjBiBwYMHIy8vD2lpaV7smffMmzcPJSUlOHjwoLe7QtRjMGdRT8Cc13lqz4m8ouZhFosFPj4+160cU1VVBavV6qVeeZ/ZbMYdd9yBM2fOwGq1oqWlBfX19W5tfh8jq9V6wxi2beut2sZ2q+eP1WpFdXW123a73Y7a2to+H79BgwbBYrHgzJkzAPperObPn48dO3Zg//79iIqKct2u1Dl3szZGo5EvZlWKOalrmLOUwZzWvfp6zmtPT8iJLNQ8TKfTYdSoUcjNzXXd5nQ6kZubi9TUVC/2zLsaGxvx008/ISIiAqNGjYKfn59bjEpLS1FeXu6KUWpqKn744Qe3CWfv3r0wGo246667PN5/Txk4cCCsVqtbbBoaGnDkyBG32NTX1+P48eOuNvv27YPT6URKSoqrTX5+PlpbW11t9u7di4SEBAQHB3toNJ7366+/oqamBhEREQD6TqxEBPPnz8e2bduwb98+DBw40G27Uudcamqq2zHa2vTluU3tmJO6hjlLGcxp3auv5rz29Kic2MUFUug2bNmyRfR6vWzatElOnTolzzzzjJjNZreVY3q7hQsXSl5enpSVlcmhQ4ckPT1dLBaLVFdXi8i1ZVFjYmJk3759cuzYMUlNTZXU1FTX/m3Lok6YMEGKi4tlz549Ehoa2iuWOrbZbFJUVCRFRUUCQN5//30pKiqSc+fOici1pYzNZrN8+eWX8v3338vjjz9+w6WM77nnHjly5IgcPHhQ4uPj3Zbfra+vl/DwcJk1a5aUlJTIli1bJCAgoMctv3urWNlsNlm0aJEUFBRIWVmZfPPNNzJy5EiJj4+XK1euuI7RF2I1d+5cMZlMkpeX57Zsc1NTk6uNEudc21LEixcvlh9//FHWrl3L5fl7AOak9jFndR1zmnKY85TRk3IiCzUvWb16tcTExIhOp5Pk5GQ5fPiwt7vkUZmZmRIRESE6nU4GDBggmZmZcubMGdf25uZmee655yQ4OFgCAgJk6tSpUlFR4XaMs2fPyqRJk8RgMIjFYpGFCxdKa2urp4eiuP379wuA636ys7NF5Npyxm+88YaEh4eLXq+XtLQ0KS0tdTtGTU2NTJ8+XQIDA8VoNMrTTz8tNpvNrc2JEyfk/vvvF71eLwMGDJAVK1Z4aoiKuVWsmpqaZMKECRIaGip+fn4SGxsrc+bMue7FZ1+I1Y1iBEA2btzoaqPUObd//35JSkoSnU4ngwYNcrsPUq++npPaw5zVdcxpymHOU0ZPyomav3eYiIiIiIiIVIL/o0ZERERERKQyLNSIiIiIiIhUhoUaERERERGRyrBQIyIiIiIiUhkWakRERERERCrDQo2IiIiIiEhlWKgRERERERGpDAs1IiIiIiIilWGhRkSdotFosH37dm93g4iIyIW5iXojFmpEKlZQUAAfHx9MmTKlU/vFxcVh1apV3dMpIiLq05ibiDyDhRqRiuXk5OD5559Hfn4+Lly44O3uEBERMTcReQgLNSKVamxsxGeffYa5c+diypQp2LRpk9v2r7/+GmPGjIG/vz8sFgumTp0KABg/fjzOnTuHF198ERqNBhqNBgCwdOlSJCUluR1j1apViIuLc/199OhRPPzww7BYLDCZTHjwwQfx3XffdecwiYioB2FuIvIcFmpEKvX5559j6NChSEhIwMyZM7FhwwaICABg586dmDp1KiZPnoyioiLk5uYiOTkZALB161ZERUVh2bJlqKioQEVFRYfv02azITs7GwcPHsThw4cRHx+PyZMnw2azdcsYiYioZ2FuIvIcX293gIhuLCcnBzNnzgQAZGRk4PLlyzhw4ADGjx+Pt99+G1lZWXjrrbdc7RMTEwEAISEh8PHxQVBQEKxWa6fu86GHHnL7++OPP4bZbMaBAwfwyCOP3OaIiIiop2NuIvIcXlEjUqHS0lIUFhZi+vTpAABfX19kZmYiJycHAFBcXIy0tDTF77eqqgpz5sxBfHw8TCYTjEYjGhsbUV5ervh9ERFRz8LcRORZvKJGpEI5OTmw2+2IjIx03SYi0Ov1WLNmDQwGQ6ePqdVqXR9PadPa2ur2d3Z2NmpqavDBBx8gNjYWer0eqampaGlp6dpAiIio12BuIvIsXlEjUhm73Y5PPvkE7733HoqLi10/J06cQGRkJDZv3owRI0YgNzf3psfQ6XRwOBxut4WGhqKystItIRYXF7u1OXToEBYsWIDJkydj2LBh0Ov1uHTpkqLjIyKinoe5icjzeEWNSGV27NiBuro6zJ49GyaTyW3btGnTkJOTg3fffRdpaWkYPHgwsrKyYLfbsWvXLrzyyisArn1XTX5+PrKysqDX62GxWDB+/HhcvHgRK1euxJNPPok9e/Zg9+7dMBqNruPHx8fj008/xejRo9HQ0IDFixd36R1SIiLqXZibiDyPV9SIVCYnJwfp6enXJULgWjI8duwYQkJC8MUXX+Crr75CUlISHnroIRQWFrraLVu2DGfPnsXgwYMRGhoKALjzzjuxbt06rF27FomJiSgsLMSiRYuuu++6ujqMHDkSs2bNwoIFCxAWFta9AyYiItVjbiLyPI388YPBRERERERE5FW8okZERERERKQyLNSIiIiIiIhUhoUaERERERGRyrBQIyIiIiIiUhkWakRERERERCrDQo2IiIiIiEhlWKgRERERERGpDAs1IiIiIiIilWGhRkREREREpDIs1IiIiIiIiFSGhRoREREREZHK/D8/8PpNW9FwEAAAAABJRU5ErkJggg==\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Lasso Regression with 20 Components\n", + "lasso_params = {\n", + " 'alpha': [0.01],\n", + " 'max_iter': [100],\n", + " 'tol': [0.0001]}\n", + "lasso = Lasso()\n", + "lasso_gs = grid_search(lasso, lasso_params, \"Lasso Regression\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "cu-LjXObBfDr", + "outputId": "31e972da-e907-4e20-a7d4-b0c20dd29c7c" + }, + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best parameters for Lasso Regression: {'alpha': 0.01, 'max_iter': 100, 'tol': 0.0001}\n", + "Training set performance:\n", + " Mean squared error: 3022.10\n", + " R-squared: 0.02\n", + "Testing set performance:\n", + " Mean squared error: 3610.88\n", + " R-squared: 0.02\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "## Ridge Regression with 20 Components\n", + "ridge_params = {'alpha': [10],\n", + " 'fit_intercept': [True],\n", + " 'solver': ['sag'],\n", + " 'max_iter': [1000],\n", + " 'tol': [0.1]\n", + " }\n", + "ridge = Ridge()\n", + "ridge_gs = grid_search(ridge, ridge_params, \"Ridge Regression\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "1Rg2XMBLB7UK", + "outputId": "496aa0d6-8d9a-412d-d749-51f0cb72525f" + }, + "execution_count": 33, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best parameters for Ridge Regression: {'alpha': 10, 'fit_intercept': True, 'max_iter': 1000, 'solver': 'sag', 'tol': 0.1}\n", + "Training set performance:\n", + " Mean squared error: 3022.42\n", + " R-squared: 0.02\n", + "Testing set performance:\n", + " Mean squared error: 3611.29\n", + " R-squared: 0.02\n" + ] + }, + { + "output_type": 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\n" 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\n" 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "## MLP Regression with 20 Components\n", + "mlp_params_shortlist = mlp_params = {\n", + " 'hidden_layer_sizes': [(50,)],\n", + " 'activation': ['relu'],\n", + " 'alpha': [0.001],\n", + "}\n", + "mlp = MLPRegressor()\n", + "mlp_gs = grid_search(mlp, mlp_params_shortlist, \"MLP Regression\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "lb9dMeAJCe4J", + "outputId": "0dfa2b4d-40fc-46ff-c7d3-edd3d464ae87" + }, + "execution_count": 37, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.9/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best parameters for MLP Regression: {'activation': 'relu', 'alpha': 0.001, 'hidden_layer_sizes': (50,)}\n", + "Training set performance:\n", + " Mean squared error: 2904.00\n", + " R-squared: 0.06\n", + "Testing set performance:\n", + " Mean squared error: 3538.42\n", + " R-squared: 0.04\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" 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\n" 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\n" 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