diff --git a/exercise.ipynb b/exercise.ipynb index 97be01d..86f1836 100644 --- a/exercise.ipynb +++ b/exercise.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" @@ -134,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" @@ -293,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" @@ -438,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 6, "metadata": { "scrolled": true }, @@ -508,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -528,8 +528,8 @@ " \n", " data = np.column_stack((x_data,y_data,distances))\n", " data = data[data[:,-1].argsort()]\n", - " nearest_x = data[0:k]\n", - " nearest_y = data[0:k,-2]\n", + " nearest_x = data[0:k,0:-2]\n", + " nearest_y = data[0:k,-2].astype(int)\n", " return nearest_x, nearest_y\n", "# point = np.array([x_data[i], y_data[i]])\n", "# dist = 0\n", @@ -572,9 +572,17 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 1.0\n" + ] + } + ], "source": [ "k = 5\n", "predictions = np.zeros(test_features.shape[0])\n", @@ -602,16 +610,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 51, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -661,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -677,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -734,7 +742,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -792,7 +800,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -861,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -926,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -986,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1009,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1061,7 +1069,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1072,7 +1080,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1085,7 +1093,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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" ] @@ -1151,7 +1159,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -1171,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1190,7 +1198,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1218,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1229,7 +1237,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1308,7 +1316,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1319,43 +1327,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best model complexity determined with hold-out method: 15\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_2022133/3315286042.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m predict_func=predict_forest)\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# Cross-validation method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m std_mse_val_cv_forest_fixed_n_samples = eval_k_fold_cross_validation(M=M_n_trees, k=k,\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mfit_func\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfit_forest_fixed_n_samples_leaf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m predict_func=predict_forest)\n", - "\u001b[0;32m/tmp/ipykernel_2022133/3179527778.py\u001b[0m in \u001b[0;36meval_k_fold_cross_validation\u001b[0;34m(M, k, fit_func, predict_func)\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mm\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mM\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 21\u001b[0;31m mse_train_k_cv, mse_val_k_cv = k_fold_cross_validation(\n\u001b[0m\u001b[1;32m 22\u001b[0m c_x_samples, c_y_samples, m + 1, k, fit_func, predict_func)\n\u001b[1;32m 23\u001b[0m \u001b[0;31m# Average MSEs over splits\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/tmp/ipykernel_2022133/1174502977.py\u001b[0m in \u001b[0;36mk_fold_cross_validation\u001b[0;34m(data_in, data_out, m, k, fit_func, predict_func)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;31m# 2: Fit model on training set\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfit_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi_training_split\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi_validation_split\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/tmp/ipykernel_2022133/4263306774.py\u001b[0m in \u001b[0;36mfit_forest_fixed_n_samples_leaf\u001b[0;34m(train_in, train_out, n_trees)\u001b[0m\n\u001b[1;32m 8\u001b[0m \"\"\"\n\u001b[1;32m 9\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRandomForestRegressor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_estimators\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_trees\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmin_samples_leaf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_in\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_out\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/sklearn/ensemble/_forest.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m 385\u001b[0m \u001b[0;31m# parallel_backend contexts set at a higher level,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;31m# since correctness does not rely on using threads.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 387\u001b[0;31m trees = Parallel(n_jobs=self.n_jobs, verbose=self.verbose,\n\u001b[0m\u001b[1;32m 388\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0m_joblib_parallel_args\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprefer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'threads'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 389\u001b[0m delayed(_parallel_build_trees)(\n", - "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/joblib/parallel.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, iterable)\u001b[0m\n\u001b[1;32m 1042\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_iterating\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_original_iterator\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1043\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1044\u001b[0;31m \u001b[0;32mwhile\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdispatch_one_batch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1045\u001b[0m \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1046\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/joblib/parallel.py\u001b[0m in \u001b[0;36mdispatch_one_batch\u001b[0;34m(self, iterator)\u001b[0m\n\u001b[1;32m 857\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 858\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 859\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dispatch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtasks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 860\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 861\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/joblib/parallel.py\u001b[0m in \u001b[0;36m_dispatch\u001b[0;34m(self, batch)\u001b[0m\n\u001b[1;32m 775\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lock\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 776\u001b[0m \u001b[0mjob_idx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jobs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 777\u001b[0;31m \u001b[0mjob\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_async\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcallback\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 778\u001b[0m \u001b[0;31m# A job can complete so quickly than its callback is\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 779\u001b[0m \u001b[0;31m# called before we get here, causing self._jobs to\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/joblib/_parallel_backends.py\u001b[0m in \u001b[0;36mapply_async\u001b[0;34m(self, func, callback)\u001b[0m\n\u001b[1;32m 206\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mapply_async\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcallback\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 207\u001b[0m \u001b[0;34m\"\"\"Schedule a func to be run\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 208\u001b[0;31m \u001b[0mresult\u001b[0m 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572\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 573\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 574\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/joblib/parallel.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 260\u001b[0m \u001b[0;31m# change the default number of processes to -1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 261\u001b[0m \u001b[0;32mwith\u001b[0m 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"\u001b[0;32m~/anaconda3/lib/python3.8/contextlib.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(*args, **kwds)\u001b[0m\n\u001b[1;32m 73\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_recreate_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 75\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 76\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0minner\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "Best model complexity determined with hold-out method: 15\n", + "Best model complexity determined with cross-validation method: 18\n" ] }, { @@ -1369,6 +1349,30 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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fCZwEHF+o5MkCYLOa96PzMjMz6yNFaiwHAVtGxGtldhwRT0p6XNKWEfEAsBcpOL1J0vbAdNIVX48AF0v6VkR8vWA2dwBvz81pC4DJwMfLlNPMzKpVJLA8DAwGSgWW7ARSsFgj76dj89TawEcj4iEASYeTO/trSboEmASMktQGnBQRP4mIpZKOB35Dutz4/IiY141yWhluOzezBooEln8AcyT9jprgEhGf7yphRMwBJjZY/8cO75cA59bZbkqDffwK+FVXZTEzs95RJLBcnR9mZmZd6jKwRMSM3JT1jrzogVyzMDOzVcUqNDNskavCJgEzgEcBAZtJOqLA5cZmZjYAFWkK+z7wwXxlF5LeAVwC7NjMgpmZWWsqMh/L4PagAhARfyFdJWZmZraSIjWWOyWdB1yU3x8G3Nm8IpmZDVD95FL+IoHlWOBzQPvlxTeT5joxMzNbSZGrwl4DTs8PMzOzhjoNLJIui4iPSrqPNDbYCiJi26aWzMysL6xCl+22qkY1lhPz8369URAzM+sfOr0qLCL+nl8eFxGP1T6A43qneGZm1mqKXG5cb+KtfeosMzMza9jHciypZvI2SffWrBoG/LF+KjMzG+ga9bH8DPg18B1WnKDrpYh4rqmlMjOzltVpYImIRcAiYAqApA2BIcBQSUMj4m+9U0Qz6zZf4WR9oMs+Fkn7S/oraYbHP5AGo/x1k8tlZmYtqkjn/beAnYG/RMRY0hTDtza1VGZm1rKKBJYlEbEQGCRpUETcQINZIc3MbGArMlbYC5KGAjeR5q9/Gni5ucUyM7NWVaTGciDwCvAF4FrgIWD/ZhaqN+S+o+mLFi3q66KYmfUrXQaWiHg5It6IiKURMSMizshNYy0tImZFxGdGjBjR10UxM+tXGt0geUtE7CrpJVYchFJARMTwppfOzMxaTqP7WHbNz8N6rzhmZtbqitzHcoakXXqjMGZm1vqKXBU2G/g3SVsCVwIzI8JTE5tZ83jEgJZWpPN+RkTsC7wbeAA4Nd+Jb2ZmtpIilxu3Gwe8E9gcuL85xTEzs1ZXpI/ltFxD+SZwHzAxIlr+PhYzM2uOIn0sDwG7RMSzzS6MmZm1viJNYecCe0v6BoCkt0raqbnFMjOzVlUksJwN7EKelwV4KS8zMzNbSZGmsPdExA6S7gaIiOclrdHkcpmZWYsqNGy+pNXIw7pI2gBY1tRSmZlZyyoSWM4g3Ri5oaRvA7cA/9HUUpmZWcvqsiksIi6WNJs0c6SAgyJiftNLZmZmLanR6Mbr17x9Grikdl1EPNfMgpmZWWtqVGOZTepXEfBW4Pn8el3gb8DYZhfOzMxaT6d9LBExNiLeBlwP7B8RoyJiJLAfcF1vFdDMzFpLkc77nSPiV+1vIuLXwHubVyQzM2tlRe5jeULS14GL8vvDgCeaVyQzM2tlRWosU4ANSJcc/yK/ntIwhZmZDVhFLjd+DjixF8piZmb9QJn5WMzMzLrkwGJmZpVyYDEzs0o1uvP+TPLAk/VExOebUiIzM2tpjWosd5Luvh8C7AD8NT8mAKv0sPmS1pE0Q9K5kg7r6/KYmQ0kje68nxERM4BtgUkRcWZEnEkajHJC0QwkrSbpbknXdLeQks6X9LSkuXXW7S3pAUkPSpqWFx8CXBERxwAHdDdfMzMrr0gfy3rA8Jr3Q/Oyok4E6o6GLGlDScM6LBtXZ9MLgL3rpF+NNJvlPsB4YIqk8cBo4PG82RslympmZj1UJLB8F7hb0gWSZgB3UXA+FkmjgQ8B53WyyR7AVZLWzNsfA5zZcaOIuAmoN5ryTsCDEfFwRLwOzAQOBNpIwQU6OUZJ+0uavmjRoiKHYmZmBTUMLJIGAQ8A72H5nfe75CayIn4AfJlOZpyMiMuB3wCX5r6Qo4FDC+4bYFOW10wgBZRNczk/LOkcYFYnec+KiM+MGDGiRHZmZtaVhnfeR8QySWdHxPbAL8vsWNJ+wNMRMVvSpAZ5nCZpJnAOsEVELC6TTyf7fBk4qqf7MTOz8oo0hf1O0oclqeS+3wccIOlRUhPVnpIu6riRpN2ArUk1opNK5rEA2Kzm/ei8zMzM+kiRwPLPwOXAa5JelPSSpBe7ShQRX42I0RExBpgM/D4iPlG7jaTtgemkfpGjgJGSvlWi/HcAb5c0VtIaOZ+rS6Q3M7OKdRlYImJYRAyKiDUiYnh+P7yrdAWtDXw0Ih6KiGXA4cBjHTeSdAnwJ2BLSW2SPpXLthQ4ntRPMx+4LCLmVVQ2MzPrhiLzsSBpPeDtpJslgTev1CokIm4Ebqyz/I8d3i8Bzq2zXafD9OdJyH7V2XozM+tdXQYWSZ8m3YsyGpgD7EyqPezZ1JKZmVlLKlJjORF4N3BrRPyTpHdS8D4Wa+zkGyeV274ppTAzq1aRzvtXI+JVAElrRsT9wJbNLZaZmbWqIjWWNknrAlcBv5X0PHU62M3MzKDY1MQH55cnS7oBGAFc29RSmZlZy2o0H8v6dRbfl5+HUn/sLjMzG+Aa1Vhmkyb6EvBW4Pn8el3gb8DYZhfOzMxaT6P5WMZGxNuA64H9I2JURIwE9gOu660CmplZaylyVdjO+SZEACLi18B7m1ckMzNrZUWuCntC0teB9gEkDwOeaF6RzMyslRWpsUwBNiCNPnwlsGFeZmZmtpIilxs/R7r73szMrEtFxgp7B/AlYEzt9hHhscLMzGwlRfpYLgd+RJq3/o3mFsfMzFpdkcCyNCLOaXpJzMysXygSWGZJOo7Ucf9a+8Lc92J9xCMjm9mqqkhgOSI//0vNsgDeVn1xzMys1RW5KsxDt5iZWWFFpybeGhjPilMT/7RZhTIzs9ZV5HLjk4BJpMDyK2Af4BbAgcXMzFZS5M77jwB7AU9GxFHAdqQ5WczMzFZSJLC8EhHLgKWShgNPA5s1t1hmZtaqivSx3JmnJj6XNEfLYuBPzSyUmZm1riJXhR2XX/5I0rXA8Ii4t7nFMjOzVtVlU5ik37W/johHI+Le2mVmZma1Gs15PwRYGxglaT3StMQAw4FNe6FsZmbWgho1hf0zMBXYhNS30h5YXgTOam6xrJnKDgcDHhLGzIrrNLBExA+BH0o6ISLO7MUymZlZC+u0j0XSuyW9pT2oSDpc0i8lnSFp/d4ropmZtZJGnfc/Bl4HkLQ78F3S3faLgOnNL1r3SVpH0gxJ50o6rK/LY2Y2kDQKLKvVDI3/MWB6RPw8Iv4NGNfVjiUNkXS7pHskzZN0SncLKel8SU9Lmltn3d6SHpD0oKRpefEhwBURcQxwQHfzNTOz8hoGFkntfTB7Ab+vWVfkxsrXgD0jYjtgArC3pJ1rN5C0oaRhHZbVC1oXAHt3XChpNeBs0vhl44EpksYDo4HH82ae9dLMrBc1CiyXAH+Q9EvgFeBmePPEv6irHUeyOL8dnB/RYbM9gKskrZn3fQyw0oUCEXETUG9isZ2AByPi4Yh4HZgJHAi0kYJLV8doZmYVa3RV2LfzjZAbA9dFRHtQGAScUGTnuUYxm9R0dnZE3NYhj8sljQUulXQ5cDTwgRLl35TlNRNIAeU9wBnAWZI+BMzqpGz7A/uPG9dlq56ZmZXQsEkrIm6ts+wvRXceEW8AE/JYY1dK2joi5nbY5jRJM4FzgC1qajndFhEvA0d1sc0sYNbEiROP6Wl+Zma2XK80E0XEC8AN1O8n2Q3YGrgSOKnkrhew4kjLo/MyMzPrI00LLJI2yDUVJK1FauK6v8M225MuXT6QVMMYKelbJbK5A3i7pLGS1gAmA1dXUHwzM+umZtZYNgZukHQvKQD8NiKu6bDN2sBHI+KhPOfL4cBjHXck6RLSUP1bSmqT9CmAiFgKHA/8BpgPXBYR85p2RGZm1qVCc953Rx5af/sutvljh/dLSPO+dNxuSoN9/Io0ZbKZma0CfCmumZlVyoHFzMwq5cBiZmaValofi9mqpuw8NCc3pRRm/Z8Di5XmE7SZNeKmMDMzq5QDi5mZVcqBxczMKuXAYmZmlXJgMTOzSjmwmJlZpRxYzMysUg4sZmZWKQcWMzOrlAOLmZlVyoHFzMwq5cBiZmaVcmAxM7NKeXRjswLKjugMHtXZBi7XWMzMrFKusViv8lwuZv2fA4tZL3BAtYHETWFmZlYpBxYzM6uUA4uZmVXKfSxmtsrx5d2tzTUWMzOrlAOLmZlVyoHFzMwq5cBiZmaVcmAxM7NK+aowM7MKeZQFBxazfs2X7VpfcFOYmZlVyjUWM2sKNwkNXK6xmJlZpRxYzMysUm4KM7NOuTmrd/WXz9uBxcyshq+k6zk3hZmZWaVcYzFbxfWX5hEbOBxYzMz6gVWpCc+Bxcz6Hdfy+pb7WMzMrFIOLGZmVik3hVlLcROH2aqvXwYWSesA/w28DtwYERf3cZHMzAaMpjWFSdpM0g2S/ixpnqQTe7Cv8yU9LWlunXV7S3pA0oOSpuXFhwBXRMQxwAHdzdfMzMprZh/LUuCLETEe2Bn4nKTxtRtI2lDSsA7LxtXZ1wXA3h0XSloNOBvYBxgPTMl5jAYez5u90cPjMDOzEpoWWCLi7xFxV379EjAf2LTDZnsAV0laE0DSMcCZdfZ1E/BcnWx2Ah6MiIcj4nVgJnAg0EYKLtDJMUraX9L0RYsWlT42MzPrXK9cFSZpDLA9cFvt8oi4HPgNcKmkw4CjgUNL7HpTltdMIAWUTYFfAB+WdA4wq17CiJgVEZ8ZMWJEiezMzKwrTe+8lzQU+DkwNSJe7Lg+Ik6TNBM4B9giIhb3NM+IeBk4qqf7MTOz8ppaY5E0mBRULo6IX3SyzW7A1sCVwEkls1gAbFbzfnReZmZmfaSZV4UJ+AkwPyJO72Sb7YHppH6Ro4CRkr5VIps7gLdLGitpDWAycHXPSm5mZj3RzBrL+4BPAntKmpMf+3bYZm3goxHxUEQsAw4HHuu4I0mXAH8CtpTUJulTABGxFDie1E8zH7gsIuY175DMzKwrioi+LkOfkvQMdYJZD40Cnu2j9K2at8s9cPJ2uVsr785sHhEb1F0TEX5U/ADu7Kv0rZq3yz1w8na5Wyvv7jw8CKWZmVXKgcXMzCrlwNIc0/swfavm7XIPnLxd7tbKu7QB33lvZmbVco3FzMwq5cBiZmaVcmCpUKN5Ywqk7dH8NZKGSLpd0j05/SndKMNqku6WdE030j4q6b58I+ydJdOuK+kKSfdLmi9pl4Lptqy5+XaOpBclTS2Z9xfy5zVX0iWShpRIe2JON69IvvW+H5LWl/RbSX/Nz+uVSHtoznuZpIkl8/1e/rzvlXSlpHVLpv/3nHaOpOskbVI0bc26L0oKSaNK5HuypAUNbrruMm9JJ+RjnyfptBJ5X1qT76OS5pTJW9IESbe2/49I2qlE2u0k/Sn/j82SNLyTtHXPI0W/Z5XpzWub+/sD2B3YAZjbjbQbAzvk18OAvwDjS6QXMDS/HkwaSXrnkmX4v8DPgGu6Uf5HgVHd/NxmAJ/Or9cA1u3GPlYDniTdtFU0zabAI8Ba+f1lwJEF024NzCWNHrE6cD0wruz3AzgNmJZfTwNOLZH2XcCWwI3AxJL5fhBYPb8+tbN8G6QfXvP688CPiqbNyzcjjZjxWGffm07yPRn4UsG/Ub30/5T/Vmvm9xuWKXfN+u8D3yiZ93XAPvn1vqTZbYumvQPYI78+Gvj3TtLWPY8U/Z5V9XCNpULR+bwxRdIWmb+mUfqI5SNDD86PwldmSBoNfAg4r3ChKyBpBOkf6ScAEfF6RLzQjV3tBTwUEWVHUVgdWEvS6qQg8UTBdO8CbouIf0QaWugPpJlLO9XJ9+NAUmAlPx9UNG1EzI+IB7oqaCdpr8vlBriV5fMXFU1fO1L5OnTyXWvwP/FfwJc7S9dF2kI6SX8s8N2IeC1v83TZvCUJ+ChwScm8A2ivaYygk+9aJ2nfAdyUX/8W+HAnaTs7jxT6nlXFgWUVpE7mrymQbrVcPX8a+G1ElEn/A9I/+rIyedYI4DpJsyV9pkS6scAzwP/kZrjzJK3Tjfwn0+AfvZ6IWAD8J/A34O/Aooi4rmDyucBukkZKWpv0C3SzLtLUs1FE/D2/fhLYqBv76KmjgV+XTSTp25IeBw4DvlEi3YHAgoi4p2ye2fG5Ge78bjTpvIP0d7tN0h8kvbsb+e8GPBURfy2ZbirwvfyZ/Sfw1RJp55GCA6Q5q7r8rnU4j/Tq98yBZRWjLuavaSQi3oiICaRfnztJ2rpgnvsBT0fE7LLlrbFrROxAmib6c5J2L5hudVK1/5yI2B54mVRVL0xpZOsDgMtLpluP9M86FtgEWEfSJ4qkjYj5pCak64BrgTn0cBrsSO0UvXr9v6SvkaYRv7hs2oj4WkRsltMeXzC/tYF/pUQg6uAcYAtgAunHwPdLpl8dWJ80Xfq/AJflGkgZUyj5IyY7FvhC/sy+QK6lF3Q0cJyk2aQmrtcbbdzoPNIb3zMHllWICsxfU0RuSroB2LtgkvcBB0h6lDS9856SLiqZ54L8/DRpbp26HZN1tAFtNbWrK0iBpox9gLsi4qmS6d4PPBIRz0TEEtLMo+8tmjgifhIRO0bE7sDzpPbssp6StDFAfq7bNNMMko4E9gMOyyeb7rqYTppm6tiCFMjvyd+30cBdkt5SJHFEPJV/QC0DzqX496xdG/CL3HR8O6mGXvfigXpyk+khwKUl8wU4gvQdg/QjqHDZI+L+iPhgROxICmoPNShjvfNIr37PHFhWEflXU8P5a7pIv0H7lT2S1gI+ANxfJG1EfDUiRkfEGFKT0u8jotAv95zfOpKGtb8mdQwXujIuIp4EHpe0ZV60F/Dnonln3f0F+TdgZ0lr589/L1KbdCGSNszPbyWdbH7WjTJcTTrhkJ9/2Y19lCZpb1LT5wER8Y9upH97zdsDKf5duy8iNoyIMfn71kbqbH6yYL4b17w9mILfsxpXkTrwkfQO0sUiZUb9fT9wf0S0lcwXUp/KHvn1nkDhprSa79og4OvAjzrZrrPzSO9+z5p5ZcBAe5BObn8HlpD+YT5VIu2upOrpvaRmlTnAviXSbwvcndPPpcEVK13sZxIlrwoD3gbckx/zgK+VTD8BuDOX/SpgvRJp1wEWAiO6ebynkE6Kc4ELyVcLFUx7MykI3gPs1Z3vBzAS+B3pJHM9sH6JtAfn168BTwG/KZH2QeDxmu9a3au6GqT/ef7M7gVmAZt253+CBlcTdpLvhcB9Od+rgY1LlnsN4KJc9ruAPcuUG7gA+Gw3/9a7ArPz9+U2YMcSaU8k1Yj/AnyXPGpKnbR1zyNFv2dVPTyki5mZVcpNYWZmVikHFjMzq5QDi5mZVcqBxczMKuXAYmZmlXJgsQEnj6h7Uc371SU9o5KjOucRbhveXFdkm2ZTGhH4S91Me56k8fn1v1ZbMuuvHFhsIHoZ2DrfSArpZtIFfVieVVZEfDoi2m9YdWCxQhxYbKD6FWk0Z+hw536eu+KqPNDhrZK2zctHKs09Mk/SeaSpCtrTfEJpPpw5kn4sabVGmUvaW9JdSvPn/K6LfE+WNEPSzZIek3SIpNOU5ua4Ng/h0V47al9+u6RxdfLdIqeZnff3zlxju0PSpLzNdyR9O7++UdJESd8ljQI9R9LFkr6pmjlolAakLDWHkPVfDiw2UM0EJitN7LUtK44kfQpwd0RsS/qV/tO8/CTglojYijQe2lsBJL0L+BjwvkiDgL5BGvG3LkkbkMa5+nBEbEcarbZRvpDG2NqTNNjmRcANEbEN8ArLAySkEZq3Ac4ijVjd0XTghEhjTn0J+O9Iw+cfCZwj6f2kMeZWmCguIqYBr0TEhIg4DDgfODwfzyDSUEClxpez/mv1vi6AWV+IiHvzsOJTSLWXWruSB1WMiN/nmspw0rwxh+Tl/0/S83n7vYAdgTvyQLlr0XiQv52BmyLikbyv9rk3OssX4NcRsUTSfaRJza7Ny+8DxtTs+5Ka5/+qzTSPePte4PKaAX3XzPnNk3QhcA2wS0Q0HD03Ih6VtFDS9qQh2O+OiIWN0tjA4cBiA9nVpHkxJpHGUuouATMiosz8GmW1T0y1TNKSWD4W0zJW/D+OTl5DaqF4Ideq6tkGeAHYsGCZziPVdN5CqsGYAW4Ks4HtfOCUiLivw/KbyU1Zud/h2UhzWtwEfDwv3wdon2Tqd8BHakagXV/S5g3yvRXYXdLY9u27yLeMj9U8/6l2Rd7XI5IOzXlI0nb59SGkeUp2B85sHym7gyXt/TnZlaRms3eTphk2A1xjsQEs0tDnZ9RZdTJwvqR7gX+wfLjxU4BLJM0D/pc07D4R8WdJXyfNoDmINCrt50jzudfL9xmlWTZ/kbd/mnRlWmf5lrFeTv8aqZmvo8NIfSlfJ01fPVPSAtKIuXtFxOOSzgJ+WCf/6cC9ku6KiMMi4nVJN5BqQT2a5Mz6F49ubNZPKE2cNTEiyswv0pP8BpGGnj80yk/Ta/2Ym8LMrLR80+SDwO8cVKwj11jMzKxSrrGYmVmlHFjMzKxSDixmZlYpBxYzM6uUA4uZmVXq/wMsXrlzIGnflQAAAABJRU5ErkJggg==", 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