diff --git a/doc/pub/week45/ipynb/week45.ipynb b/doc/pub/week45/ipynb/week45.ipynb index d4cdac36d..2f644ce7c 100644 --- a/doc/pub/week45/ipynb/week45.ipynb +++ b/doc/pub/week45/ipynb/week45.ipynb @@ -135,7 +135,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -459,38 +459,38 @@ "(143, 30)\n", "Test set accuracy with Logistic Regression: 0.95\n", "Test set accuracy with SVM: 0.63\n", - "Test set accuracy with Decision Trees: 0.87\n", + "Test set accuracy with Decision Trees: 0.88\n", "Test set accuracy Logistic Regression with scaled data: 0.96\n", "Test set accuracy SVM with scaled data: 0.96\n", - "Test set accuracy with Decision Trees and scaled data: 0.91\n" + "Test set accuracy with Decision Trees and scaled data: 0.89\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "/Users/hjensen/opt/anaconda3/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "[1. 0.73333333 0.93333333 1. 1. 0.92857143\n", - " 1. 0.92857143 0.92857143 0.92857143]\n", + "[1. 0.8 0.93333333 1. 1. 0.92857143\n", + " 1. 0.92857143 0.92857143 1. ]\n", "Test set accuracy with Random Forests and scaled data: 0.98\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1169,7 +1169,44 @@ "cell_type": "code", "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.ensemble import AdaBoostClassifier\n", "\n", @@ -1380,7 +1417,67 @@ "cell_type": "code", "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " return f(**kwargs)\n", + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " return f(**kwargs)\n", + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " return f(**kwargs)\n", + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " return f(**kwargs)\n", + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " return f(**kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Max depth: 1\n", + "Error: 0.47076308283548185\n", + "Bias^2: 0.2284124081315028\n", + "Var: 0.24235067470397903\n", + "0.47076308283548185 >= 0.2284124081315028 + 0.24235067470397903 = 0.47076308283548185\n", + "Max depth: 2\n", + "Error: 0.4849069065516361\n", + "Bias^2: 0.2282699480484213\n", + "Var: 0.2566369585032148\n", + "0.4849069065516361 >= 0.2282699480484213 + 0.2566369585032148 = 0.48490690655163604\n", + "Max depth: 3\n", + "Error: 0.4849031575754749\n", + "Bias^2: 0.2282697678967181\n", + "Var: 0.2566333896787568\n", + "0.4849031575754749 >= 0.2282697678967181 + 0.2566333896787568 = 0.4849031575754749\n", + "Max depth: 4\n", + "Error: 0.4849031575754749\n", + "Bias^2: 0.2282697678967181\n", + "Var: 0.2566333896787568\n", + "0.4849031575754749 >= 0.2282697678967181 + 0.2566333896787568 = 0.4849031575754749\n", + "Max depth: 5\n", + "Error: 0.4849031575754749\n", + "Bias^2: 0.2282697678967181\n", + "Var: 0.2566333896787568\n", + "0.4849031575754749 >= 0.2282697678967181 + 0.2566333896787568 = 0.4849031575754749\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1441,7 +1538,55 @@ "cell_type": "code", "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "[1. 0.86666667 0.93333333 1. 1. 0.92857143\n", + " 1. 0.92857143 0.92857143 0.92857143]\n", + "Test set accuracy with Random Forests and scaled data: 0.97\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1512,7 +1657,104 @@ "cell_type": "code", "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", + "Parameters: { colsaobjective } might not be used.\n", + "\n", + " This may not be accurate due to some parameters are only used in language bindings but\n", + " passed down to XGBoost core. Or some parameters are not used but slip through this\n", + " verification. Please open an issue if you find above cases.\n", + "\n", + "\n", + "Max depth: 0\n", + "Error: 0.2590898212261456\n", + "Bias^2: 0.2590898212261456\n", + "Var: 0.0\n", + "0.2590898212261456 >= 0.2590898212261456 + 0.0 = 0.2590898212261456\n", + "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", + "Parameters: { colsaobjective } might not be used.\n", + "\n", + " This may not be accurate due to some parameters are only used in language bindings but\n", + " passed down to XGBoost core. Or some parameters are not used but slip through this\n", + " verification. Please open an issue if you find above cases.\n", + "\n", + "\n", + "Max depth: 1\n", + "Error: 0.2852485068040357\n", + "Bias^2: 0.23664679710500547\n", + "Var: 0.04860170558094978\n", + "0.2852485068040357 >= 0.23664679710500547 + 0.04860170558094978 = 0.28524850268595525\n", + "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", + "Parameters: { colsaobjective } might not be used.\n", + "\n", + " This may not be accurate due to some parameters are only used in language bindings but\n", + " passed down to XGBoost core. Or some parameters are not used but slip through this\n", + " verification. Please open an issue if you find above cases.\n", + "\n", + "\n", + "Max depth: 2\n", + "Error: 0.2888800602333018\n", + "Bias^2: 0.23758947053969898\n", + "Var: 0.051290594041347504\n", + "0.2888800602333018 >= 0.23758947053969898 + 0.051290594041347504 = 0.2888800645810465\n", + "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", + "Parameters: { colsaobjective } might not be used.\n", + "\n", + " This may not be accurate due to some parameters are only used in language bindings but\n", + " passed down to XGBoost core. Or some parameters are not used but slip through this\n", + " verification. Please open an issue if you find above cases.\n", + "\n", + "\n", + "Max depth: 3\n", + "Error: 0.28893355318305924\n", + "Bias^2: 0.2376139295544739\n", + "Var: 0.05131961777806282\n", + "0.28893355318305924 >= 0.2376139295544739 + 0.05131961777806282 = 0.28893354733253673\n", + "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", + "Parameters: { colsaobjective } might not be used.\n", + "\n", + " This may not be accurate due to some parameters are only used in language bindings but\n", + " passed down to XGBoost core. Or some parameters are not used but slip through this\n", + " verification. Please open an issue if you find above cases.\n", + "\n", + "\n", + "Max depth: 4\n", + "Error: 0.2889074158890977\n", + "Bias^2: 0.23760426014520428\n", + "Var: 0.05130314826965332\n", + "0.2889074158890977 >= 0.23760426014520428 + 0.05130314826965332 = 0.2889074084148576\n", + "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", + "Parameters: { colsaobjective } might not be used.\n", + "\n", + " This may not be accurate due to some parameters are only used in language bindings but\n", + " passed down to XGBoost core. Or some parameters are not used but slip through this\n", + " verification. Please open an issue if you find above cases.\n", + "\n", + "\n", + "Max depth: 5\n", + "Error: 0.2889074158890977\n", + "Bias^2: 0.23760426014520428\n", + "Var: 0.05130314826965332\n", + "0.2889074158890977 >= 0.23760426014520428 + 0.05130314826965332 = 0.2889074084148576\n" + ] + }, + { + "data": { + "image/png": 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//ONDVV4uHBBmZsAFF1zAo48+yu7du4HClwe9/vrr3HvvvcnLe0+fPp2WlhbOOOMM7r//fi699FIeeOABAFpaWjjllFOYNWsWV1xxBRGFr7Rpbm5mxYoVnHrqqRx33HH84he/AAoBc9VVVzF79mzmzJnDt771LQDWr1/PmWeeycknn8w555zDH//4x+EcEn+S2sxGnq+t+xovvf1SVfv88KQPs+LUFb0+PnnyZE499VSeeOIJFixYwJo1a7jwwgu5+uqrD7q895w5cwCoq6vrudrrE0880dPXlVdeybXXXgvAxRdfzKOPPsr5558PFL5vYt26dTz22GPccMMNPPXUU6xatYqXX36Z3/zmN9TW1vL222/T2dnJF7/4RX784x/T2NjID3/4Q77yla9w5513VnVc+uI9CDOzotLDTN2Hl1KX9+524YUXJvv56U9/ymmnncbs2bN5+umnaWvb//U5n/rUpwA4+eST2bx5MwBPPfUUX/jCF6itLbxmnzRpEhs3buT3v/89n/jEJ5g3bx433XQTW7ZsGYrV7pX3IMxsxOnrlf5QWrhwIV/+8pf59a9/zXvvvcfEiROTl/fuVl9ff1Afu3btYvny5bS2tnLUUUdx/fXXH7DMuHHjAKipqWHv3r0ARMRBlxmPCGbOnMnatWuHYlUz8R6EmVnR+PHjaW5u5rLLLmPx4sXJy3tX0h0GRx55JB0dHT3nJfpy9tln893vfrcnMN5++22OP/542tvbewKis7PzgD2R4eCAMDMrsXjxYjZs2MBFF110wOW9L7vssp7Le/fliCOO4HOf+xyzZ89m4cKFnHJK5a/Bufzyy5k2bRpz5sxh7ty53HvvvRxyyCE88MADrFixgrlz5zJv3jx++ctfVmMVM1P32fWRrKmpKbq/MNzM/jL94Q9/4IQTTsi7jFErNX6S1kdE00D79B6EmZklOSDMzCzJAWFmI8ZoOOQ9Eg3VuDkgzGxEqKurY9u2bQ6JfooItm3bRl1dXdX79ucgzGxEmDp1Klu2bKG9vT3vUkaduro6pk6dWvV+HRBmNiKMHTuWo48+Ou8yrIQPMZmZWVKmgJA0SdJDknZKekXSkl7azZL0pKStkg46kJi1HzMzy1/WPYjbgD3AFGApcLukmYl2ncB9wGcH2Y+ZmeWsYkBIqgcWAddEREdEPAs8DFxc3jYiNkbEHcBBFwzpTz9mZpa/LHsQxwFdEbGpZN4GoL+v/KvVj5mZDYMsATEe2F42bzswoZ/P1a9+JF0hqVVSq9/2ZmY2/LIERAfQUDavAdjRz+fqVz8RsSoimiKiqbGxsZ9PZWZmg5UlIDYBtZJmlMybS+I8wzD1Y2Zmw6BiQETETuBBoEVSvaT5wALgnvK2KqgDDilO10ka199+zMwsf1nf5rocOBR4C1gNLIuINknTJHVImlZs90HgPfbvFbwHbKzUzyDXwczMhkCmS21ExNvAwsT8VymcfO6e3gyovF2lfszMbOTxpTbMzCzJAWFmZkkOCDMzS3JAmJlZkgPCzMySHBBmZpbkgDAzsyQHhJmZJTkgzMwsyQFhZmZJDggzM0tyQJiZWZIDwszMkhwQZmaW5IAwM7MkB4SZmSU5IMzMLMkBYWZmSQ4IMzNLckCYmVmSA8LMzJIcEGZmluSAMDOzJAeEmZklZQoISZMkPSRpp6RXJC3po+2XJL0habukOyWNK3nsGUm7JHUUbxursRJmZlZ9WfcgbgP2AFOApcDtkmaWN5J0DrASOAuYDhwD3FDW7MqIGF+8HT/Qws3MbGjVVmogqR5YBMyKiA7gWUkPAxdTCINSlwB3RERbcdkbgR8k2v3F2Rf72LtvL3v37aVzXyed+zoL97s6D5zel54ubds9/6DH93XS2dXJ3th7wM/e2va2TEQMal2DwS1f7CT3GqqyHjkQ+st9vuFdNaugYkAAxwFdEbGpZN4G4MxE25nAj8vaTZE0OSK2FefdLOkWYCPwlYh4plIBe/ft5bWO1wobuNRGs7eNYl+P99I2U/+JjXJXdGUYyoERYuyYsdSOqWVszdj998cceL/752G1h+1/vObAx2tVyxgN/tSTNPj/5OHe0CVrqMJ6DKfBhvtINloDeyRby9pBLZ8lIMYD28vmbQcmZGjbfX8CsA1YAbxI4XDVRcAjkuZFxL+WdyTpCuAKgLrpdZz7v8/NUGpltSpsZHt+Jja0pfcPHXsoYzX2gGUqbaB7a5t8rgy11Iypqcq6m9n7y9VcPajlswREB9BQNq8B2JGhbff9HQAR8auSx+6WtBg4D/hWeUcRsQpYBXDsrGPjxvk39r0xL9sol7fpnh5trxjNzPKSJSA2AbWSZkTEvxTnzQXaEm3bio/dV9LuzZLDS+WCDEcdJ9ZNZOGHFmYo1czMqqXiweiI2Ak8CLRIqpc0H1gA3JNo/s/AZyWdKGki8A/AXQCSjpB0jqQ6SbWSlgIfBZ6s0rqYmVkVZT1buRw4FHgLWA0si4g2SdOKn2eYBhARTwBfB34KvFK8XVfsYyxwE9AObAW+CCyMCH8WwsxsBNJoeFdEU1NTtLa25l2GmdmoIml9RDQNdHlfasPMzJIcEGZmluSAMDOzJAeEmZklOSDMzCzJAWFmZkkOCDMzS3JAmJlZkgPCzMySHBBmZpbkgDAzsyQHhJmZJTkgzMwsyQFhZmZJDggzM0tyQJiZWZIDwszMkhwQZmaW5IAwM7MkB4SZmSU5IMzMLMkBYWZmSQ4IMzNLckCYmVlSpoCQNEnSQ5J2SnpF0pI+2n5J0huStku6U9K4gfRjZmb5yroHcRuwB5gCLAVulzSzvJGkc4CVwFnAdOAY4Ib+9mNmZvmrGBCS6oFFwDUR0RERzwIPAxcnml8C3BERbRHxJ+BG4NIB9GNmZjnLsgdxHNAVEZtK5m0AUq/8ZxYfK203RdLkfvZjZmY5yxIQ44HtZfO2AxMytO2+P6Gf/SDpCkmtklrb29szlGlmZtWUJSA6gIayeQ3Ajgxtu+/v6Gc/RMSqiGiKiKbGxsYMZZqZWTVlCYhNQK2kGSXz5gJtibZtxcdK270ZEdv62Y+ZmeWsYkBExE7gQaBFUr2k+cAC4J5E838GPivpREkTgX8A7hpAP2ZmlrOsb3NdDhwKvAWsBpZFRJukaZI6JE0DiIgngK8DPwVeKd6uq9RPVdbEzMyqShGRdw0VNTU1RWtra95lmJmNKpLWR0TTQJf3pTbMzCzJAWFmZkkOCDMzS3JAmJlZ0qg4SS1pB7Ax7zoyOBLYmncRGYyGOkdDjeA6q811VtfxEZG8WkUWtdWsZAhtHMyZ+OEiqdV1VsdoqBFcZ7W5zuqSNKi3f/oQk5mZJTkgzMwsabQExKq8C8jIdVbPaKgRXGe1uc7qGlSdo+IktZmZDb/RsgdhZmbDzAFhZmZJIyIgJF1Z/Pa43ZLuqtD2S5LekLRd0p2Sxg1TmZnrlHSppK7ilW67b83DVOM4SXdIekXSDkm/kfTJPtrnMp79qTPP8Sw+//cl/VHSO5I2Sbq8j7Z5jWemGvMey5I6ZkjaJen7fbTJ7X+9pIY+68x7PCU9U6yv+7l7/bzYQMZzRAQE8DpwE3BnX40knQOsBM4CpgPHADcMdXElMtVZtDYixpfcnhna0nrUAv8OnAkcDlwD3CdpennDnMczc51FeY0nwM3A9IhoAP4LcJOkk8sb5TyemWosynMsu90GPN/bgyPgf71bn3UW5T2eV5Y89/GpBgMdzxEREBHxYET8CNhWoeklwB0R0RYRfwJuBC4d6vq69aPO3ETEzoi4PiI2R8S+iHgUeBlIbSxyG89+1pmr4vjs7p4s3o5NNM1zPLPWmDtJFwF/Bn7SR7Nc/9chc52jxYDGc0QERD/MBDaUTG8ApkianFM9fTlJ0tbi7v41knL51LqkKcBxpL/adcSMZ4U6IefxlPQdSe8CLwF/BB5LNMt1PDPWCDmOpaQGoAX47xWa5j2WWeuE/P/Xby4+/3N9HN4a0HiOtoAYD2wvme6+P+BrjQyRnwOzgL8CFgGLgf8x3EVIGgv8ALg7Il5KNBkR45mhztzHMyKWUxiX/0Thq3N3J5rlOp4Za8x7LG+k8Er23yu0y/tvM2udeY/nCgqHi/6GwmceHpGU2nMc0HiOtoDoABpKprvv78ihll5FxL9FxMvFQycvUHglcsFw1iBpDIXv+94DXNlLs9zHM0udI2E8i3V0RcSzwFRgWaJJ7uNZqcY8x1LSPODjwDcyNM9tLPtTZ95/mxHxq4jYERG7I+Ju4DngvETTAY3naAuINmBuyfRc4M2IGLHnBIoC0HA9mSQBdwBTgEUR0dlL01zHsx91lhvW8UyoJX18fyT9ffZWY7nhHMtmCidIX5X0BnAVsEjSrxNt8xzLZrLXWS7vv83enn9g4xkRud8o/DHXUXgnxj3F+7WJducCbwAnAhOBp4FbRmCdnwSmFO9/GPg9cN0w1vld4P8C4yu0y3s8s9aZ23hSOHRwEYVd9BrgHGAnsGCkjGc/a8xzLA8D/rrkdivwANA4UsZyAHXmOZ5HFH/XdcVt09Li7/34ao3nkK9ExhW9nv3vvOi+XQ9Mo7BrNK2k7ZeBN4F3gP8FjBtpdRb/oN4s/rL+jcJu59hhqvGDxbp2FWvqvi0dSePZnzpzHs9G4GcU3s3yDvAC8LniYyNiPPtTY55jmaj7euD7I2ks+1vnCPjbfJ7CYaI/U3ix9YlqjqevxWRmZkmj7RyEmZkNEweEmZklOSDMzCzJAWFmZkkOCDMzS3JAmJlZkgPCzMySHBBmZpbkgDAzs6T/D/FaopBF3LmCAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1575,7 +1817,86 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Random Forests and scaled data: 1.00\n" + ] + }, + { + "data": { + "image/png": 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\n", 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D5YZJlR06cZFSqsD78ccfGTJkCMePH8cYw/bt22nSpIm9w7onOFwJj+BaJ7U3odQ95NSpU3Tp0oUOHTpw/Phx/Pz82Lx5syaJPORwiUIpde+YNWsWnp6e/Pe//6VEiRJ89NFH7Ny5U+sz5TG99KSUyrcuXrxIdHQ0nTt3Ztq0abi5ud3+QyrXOdxgtqlnRA47VsxKqey5evUqhw4dsvYY4uLiWL9+PUFBQXaOzPHdzWC2XnpSStmdiLBkyRI8PT3p2LEjly9fBsDZ2VmTRD6giUIpZVdhYWEEBQXRs2dPzp07h7u7O5GRkfYOS6XgcImi/LUSsHCfvcNQSt2luLg43nnnHby9vfn1118pW7Ys8+bN488//6RmzZr2Dk+lkO3BbGNMCRG5bstgsqP6xXLw2gadvEgpB9e9e3e+//57AHr37s3kyZO1NlM+ddsehTGmuTHmAHAwednPGDPL5pEppQq0V155BQ8PD37//Xe+/PJLTRL5WHZ6FFOxlANfBSAiIcaYR2walVKqQElKSuLzzz/n4MGDfPjhhwC0bNmSffv24eTkZOfo1O1k69KTiJxMU1Ml0Tbh3F5EyWjolXZGVaVUfrV3714GDhzI5s2bActlJj8/PwBNEg4iO4PZJ40xzQExxhQ1xowg+TKUPYS7XoGPWtlr90qpbLp+/TojR46kYcOGbN68mQceeIAlS5bg6+tr79DUHcpOj2IgMA3LNKangF+BwbYMSinl2FavXs2QIUMIDw/HGMPLL7/Me++9R+nSpe0dmsqB7CSKeiLybMoVxpgHgU22CUkp5ehWrlxJeHg4DRs2ZM6cOQQEBNg7JHUXblvCwxizS0T8b7cur2gJD6Xyn4SEBE6fPk316tUBS42mJUuWMHDgQAoX1pJy+YFN5qMwxjQDmgOuxphXU7xVCsuMdUopxdatWxk4cCBxcXGEhIRQtGhRypcvz5AhOh1AQZHVYHZR4H4syaRkitc1oKvtQ1NK5WdXrlxh0KBBNG/enJCQEGJjYzl+/Li9w1I2kJ1LT9VF5EQexXNb9Us8IAeaToN13e0dilL3JBHhm2++Yfjw4Vy4cIHChQvz+uuv85///IfixYvbOzyVCVtPhRpjjJkMeAHFbq0UEbvco1r8ZlHYE2GPXSulgGeffZZvvvkGgIcffphPP/0ULy8vO0elbCk7z1EsBg4BNYG3gePADhvGpJTKx4KCgnBxceHzzz9nw4YNmiTuAdlJFC4i8hkQLyJ/iMgLgM5DqNQ9Yu3atcyZM8e63KtXL0JDQ+nbty+FCjlcAWqVA9n5W45P/vOsMaa9MaYhUNWGMWXpYJVzsLabvXav1D3j/PnzPPvss7Rt25Z//etf/P333wAYYyhXrpydo1N5KTtjFO8aY0oDrwHTsdwe+4pNo8pCjHM8+GmVSaVsJSkpiblz5/LGG28QGRlJsWLFGDt2rM5XfQ+7baIQkR+Sf4wEHgXrk9lKqQImJCSEAQMGsG3bNgAef/xxZsyYQa1atewcmbKnrB64cwK6Yanx9LOI7DPGdABGA/cBDfMmRKVUXhk5ciTbtm2jcuXKTJs2jS5dupCmcrS6B2X6HIUxZgHgBmwHmgAngGbAGyKyMq8CTBeXlvBQKteICDExMZQoUQKAw4cPM3v2bN5++21KlSpl5+hUbrqb5yiyShT7AF8RSTLGFAMuAnVE5FzOQ717miiUyh0nTpxg6NChXL9+nbVr12rPoYC7m0SR1V1PN0UkCUBEYoFQeycJgOJxRSDkgr3DUMphxcfHM2nSJOrXr8/q1avZsWMHR44csXdYKh/LKlF4GGP2JL/2pljea4zZk1cBpuV5+gFo8629dq+UQ9u0aRP+/v6MGjWKmJgYunfvzqFDh6hbt669Q1P5WFZ3PXnmWRRKKZsbOnQoM2bMAKBWrVrMnDmToKAgO0elHEGmiSI/FQJUSt09V1dXihQpwqhRoxg9ejT33XefvUNSDsKmz98bY4KMMYeNMWHGmDcyadPSGLPbGLPfGPPH7bYZU/Qm+LrmfrBKFTCHDh3i119/tS6PGjWKPXv28M4772iSUHfktmXGc7xhy3MYoUBbLHNt7wB6isiBFG3KAJuBIBEJN8ZUEJEsR6r1rielsnbjxg3ef/99Jk6cSJkyZTh06JCW3FA2LzOOMeY+oJqIHL6DbQcCYSJyNHkbS4BOwIEUbf4P+K+IhAPcLkkopbL266+/MnjwYGtdpo4dO+ptr+qu3fbSkzHmSWA38HPycgNjzKpsbLsKcDLF8qnkdSnVBcoaYzYYY4KNMb2zF7ZSKqWzZ8/So0cP2rVrx99//42Xlxd//vkn8+fPp2zZsvYOTzm47PQoxmHpHWwAEJHdxpga2fhcRqcxaa8ZFQYaAa2xlAXZYozZKiKhqTZkTH+gP2BJLUqpVJ5++mm2bt3Kfffdx7hx4xg+fDhFihSxd1iqgMjOYHaCiETmYNunsJQAuaUqcCaDNj+LyHURuQhsBPzSbkhE5opI45xeX1OqIEo5vvjBBx/QoUMHDhw4wMiRIzVJqFyVnUSxzxjzf4CTMcbdGDMdywD07ewA3I0xNY0xRYEeQNpLVt8DDxtjChtjimOpKXXwDuJX6p4TFRXF8OHDGTBggHVdixYtWL16NTVq1LBfYKrAyk6iGIplvuw44Gss5cZvOx+FiCQAQ4BfsPzy/1ZE9htjBhpjBia3OYhl7GMPluKD80VkX1bbrRZRFl79PRthK1WwiAjfffcdnp6efPzxx3zxxRccP37c3mGpe8Btb481xjQUkf/lUTy31bhINdlZZiREDLF3KErlmWPHjjFkyBDWrFkDQGBgILNnz6ZhQ632r7LHVkUBb/nIGHPIGPOOMUZnUVcqD4kIEydOxMvLizVr1lC6dGlmzZrF5s2bNUmoPHPbRCEijwItgQhgbnJRwP/YOjCllGV+6tDQUG7cuEHPnj05dOgQgwYNwsnJyd6hqXvIHT2ZbYzxAUYC3UWkqM2iyoJrpfslYuJW6O1tj90rZXMXL17k3LlzeHt7W5f/97//0bZtWztHphyZTSYuSrFxT6A70BW4BCwBvrPXU9RawkMVVCLCl19+yYgRI3B1dSUkJISiRe1yPqYKIFuX8PgC+AZ4TETSPgehlMoFBw8eZODAgWzcuBEAPz8/rly5QsWKFe0cmVLZSBQi0jQvAlHqXhQTE8N7773H5MmTiY+Px9XVlY8++ohnn31WazSpfCPTRGGM+VZEuiXPbpfyWo8BRER8bR6dUgWYiNCqVSu2bdsGwIABA5gwYYLWZlL5TlY9in8l/9khLwJR6l5jjGHw4MHExMQwZ84cmjVrZu+QlMpQdgazJ4rIqNutyys6mK0cVWJiIrNmzSI+Pp5XX30VsPQqEhIStDaTsjlbP3CX0T15j+dkZ7mh0VE3cJ1hr90rlSM7d+6kSZMmDBs2jNGjR3PmjOW+EGOMJgmV72WaKIwxg5LHJ+oZY/akeB3DUptJKXUbkZGRDB06lMDAQIKDg3Fzc2Pp0qVUrlzZ3qEplW1ZjVF8DfwETABSzncdJSKXbRqVUg5ORFi2bBmvvPIKZ8+excnJieHDh/PWW29x//332zs8pe5IVolCROS4MebltG8YY8ppslAqa3PmzOHs2bM0bdqU2bNn4+eXbqoVpRxCpoPZxpgfRKRD8qUmIfWMdSIitfIiwHRx6WC2yqfi4uK4evWq9SG5w4cPs2HDBvr160ehQtkZDlTKdmxawiO/0USh8qM//viDgQMHUrlyZdauXasPy6l8x6Z3PRljHjTGlEj++TljzEfGmGo52ZlSBU1ERATPP/88LVu25NChQ5w8eZLz58/bOyylclV2+sOfAjHGGD8slWNPAF/ZNCql8rmkpCQ+++wzPDw8+PLLL3F2dubtt99mz549PPDAA/YOT6lclZ2igAkiIsaYTsA0EfnMGNPH1oEplV+JCO3atWPt2rUAtGnThlmzZuHu7m7nyJSyjez0KKKMMf8GegE/GmOcAH1CSN2zjDE8/PDDVKxYka+//ppff/1Vk4Qq0LJTwuMB4P+AHSLyZ/L4REsRWZgXAaalExcpe/jxxx+Jj4/nqaeeAix3ON24cYMyZcrYOTKlssemg9kicg5YDJQ2xnQAYu2VJACqXywHr22w1+7VPebUqVN06dKFDh060K9fPy5ftjw+5OzsrElC3TOyc9dTN2A78AzQDdhmjOlq68CUsqeEhASmTp2Kp6cn//3vfylRogSjR4+mVKlS9g5NqTyXncHsN4GAW1OfGmNcgbXAclsGppS9bN++nQEDBrB7924AOnfuzLRp03Bzc7NzZErZR3YSRaE082NfInuD4DYRUTIaetW31+5VAZeUlETfvn05cOAA1apVY8aMGTz55JP2Dkspu8rOYPZkwBfLvNkA3YE9Oh+FKihEhLi4OIoVKwbAhg0b+Omnnxg7diwlSpSwc3RK5Q6bl/AwxjwNPISl3tNGEVmRk53lBk0UKjeFhYUxePBg3Nzc+Oyzz+wdjlI2Y5NEYYxxB6YAtYG9wAgROZ3jKHOJJgqVG+Li4pg4cSLvv/8+cXFxlCtXjtDQUFxcXOwdmlI2YavbYz8HfgC6AMHA9JzsQKn85vfff8fX15e33nqLuLg4+vTpw6FDhzRJKJWJrAazS4rIvOSfDxtjduVFQErZSmJiIn379uWrryylyurVq8fs2bNp2bKlfQNTKp/LKlEUM8Y05J95KO5LuSwimjiUQ3FycqJw4cIUK1aM//znP4wYMQJnZ2d7h6VUvpfVGMX6LD4nItLKNiFlrX6JB+RA02mwrrs9dq8czN69e4mNjSUgIACAS5cucfXqVWrXrm3nyJTKW3czRpFpj0JEHs15SLZT/GZR2BNh7zBUPnf9+nXGjRvH1KlTcXd3JyQkhKJFi+Li4qJjEUrdoew8cKeUQ1m1ahVDhw4lPDwcYwxt2rQhPj6eokWL2js0pRySTZ+wNsYEGWMOG2PCjDFvZNEuwBiTqDWk1N0IDw/nqaeeolOnToSHh+Pv78/27duZPn26Pjin1F2wWY8ied6KmUBb4BSwwxizSkQOZNBuIvBLdrZ7sMo5+L5bboerHFxiYiItW7bk2LFjlCxZknfffZfBgwdTuLB2mpW6W9mpHmuS58oem7xczRgTmI1tBwJhInJURG4CS4BOGbQbCnwHXMjgvXRinOPBr0J2mqp7wK2bMZycnBg3bhxdu3bl4MGDDBs2TJOEUrkkO5eeZgHNgJ7Jy1FYegq3UwU4mWL5VPI6K2NMFaAzMDurDRlj+htjdhpjdmZjv+oecOXKFQYOHMj7779vXderVy+WLVtGlSpVsvikUupOZSdRNBGRl4FYABG5AmRnVNBksC7tvbgfA6NEJDGrDYnIXBFpnNNbu1TBISIsXrwYDw8P5syZw8SJE4mMjAQsU5QqpXJfdvrm8cnjCALW+SiSsvG5U0DKAv5VgTNp2jQGliT/By8PPGGMSRCRldnYvrrHhIaGMnjwYNatWwfAww8/zKeffkrp0qXtHJlSBVt2ehSfACuACsaY94C/gPez/ggAOwB3Y0xNY0xRoAewKmUDEakpIjVEpAaWiZAGa5JQaSUkJDBu3Dh8fHxYt24dLi4ufP755/zxxx94eXnZOzylCrzb9ihEZLExJhhojeVy0lMicjAbn0swxgzBcjeTE/C5iOw3xgxMfj/LcYnMFI8rAiEXdED7HuLk5MSff/7JzZs3eeGFF5g4cSLly5e3d1hK3TOyM3FRtYzWi0i4TSK6jcZFqsnOMiMhYog9dq/yyPnz54mNjaV69eoAHDlyhLNnz/LII4/YOTKlHJOtyozf8iOWcuM/AuuAo8BPOdmZUreTlJTE7NmzqVevHi+++KL19ld3d3dNEkrZSXYuPfmkXDbG+AMDbBaRumft3r2bgQMHsm3bNgCKFi1KdHQ0JUuWtHNkSt3b7riER3J58QAbxJItMUVvgq+rvXavbCAqKopXX32VRo0asW3bNipXrsyyZcv48ccfNUkolQ9kZ4zi1RSLhQB/wEVE2tkysEzj0alQC5SbN2/i5eVFWFgYhQoVYujQoYwfP55SpUrZOzSlChSblBlPIeUpXQKWsYrvcrIzpdIqWrQovS//36UAACAASURBVHr1YvXq1cyePZtGjRrZOySlVBpZ9iiSH7T7QERez7uQsqY9CscWHx/P1KlTqVatGj169AAsvQonJyecnJzsHJ1SBZdNehTGmMLJz0L45zw0pf6xadMmBg4cyL59+3B1daVDhw7cf//9Ok+EUvlcVpeetmMZj9htjFkFLAOu33pTRP5r49hUAXH58mVGjRrF/PnzAahVqxazZs3i/vvvt3NkSqnsyM4YRTngEtAKS70nk/ynJgqVJRHhq6++4rXXXuPixYsUKVKEUaNGMXr0aO677z57h6eUyqZMxyiMMaeAj/gnMaQszSki8pHtw0uverlycuL55fBRK3vs/p4THx/PqVOniI2NvePPighnz54lPj4eZ2dnXFxcKFKkiA2iVErdUqxYMapWrZru/5qt7npyAu4ne+XC84xr1P3w1QFNFHnk1KlTlCxZkho1amSrjHdSUhJJSUnWSYPc3NyIi4vDxcVFy4ArZWMiwqVLlzh16hQ1a9bMte1mlSjOisj4XNuTckixsbHZThKRkZGEh4dbEwtAyZIl9aE5pfKIMQYXFxciIiJydbtZJQo9/VPA7ScEunnzJidPnuTKlSsAFCpUiMTERL3dVSk7sEXPPatE0TrX95YLTpS/DBNb2jsMhaWbGxERwenTp0lMTKRQoUJUrlyZChUqUKjQHVeHUUrlU5n+bxaRy3kZSHZdLHUdenvbO4x7XlJSEocOHSI8PJzExERKly6Nl5cXDzzwQK4nCScnJxo0aIC3tzdPPvkkV69etb63f/9+WrVqRd26dXF3d+edd94h5Q0aP/30E40bN8bT0xMPDw9GjBiRq7HZUs+ePfH19WXq1KnZam+r241FhGHDhlGnTh18fX3ZtWtXpu1atWrFtWvXbBJHbggKCqJMmTJ06NAh0zZxcXF0796dOnXq0KRJE44fP25978svv8Td3R13d3e+/PJL6/oePXpw5MgRW4ZuXyLiUC/qIirvHDhwINP3jh07JiEhIXL58mVJSkqyWQwlSpSw/ty7d2959913RUQkJiZGatWqJb/88ouIiFy/fl2CgoJkxowZIiKyd+9eqVWrlhw8eFBEROLj42XmzJm5Glt8fHyubu+Ws2fPSrVq1e7oMym/p9z0448/SlBQkCQlJcmWLVskMDAww3Y//PCDvPLKK3e07YSEhNwIMdvWrl0rq1atkvbt22faZubMmTJgwAAREfnmm2+kW7duIiJy6dIlqVmzply6dEkuX74sNWvWlMuXL4uIyIYNG+Sll16y/QFkU0b/b4GdktPfuzn9oL1emijy1q1/cElJSYLlbrdcf91Oyl+An376qQwaNEhERObPny+9evVK1TYsLEyqVq0qIiK9evWSzz777Lbbj4qKkueff168vb3Fx8dHli9fnm6/y5Ytkz59+oiISJ8+fWT48OHSsmVLeeWVV6R69epy5coVa9vatWvLuXPn5MKFC/L0009L48aNpXHjxvLXX3+l2/eNGzes+27QoIH8/vvvIiLi4+MjxYoVEz8/P9m4cWOqz5w7d06eeuop8fX1FV9fX9m0aVOqeKOioqRVq1bSsGFD8fb2lpUrV4qISHR0tDzxxBPi6+srXl5esmTJEhERGTVqlHh6eoqPj4+89tpr6WLs37+/fP3119blunXrypkzZ9K169mzp6xfv9663KlTJ/H395f69evLnDlzrOtLlCghY8aMkcDAQPnzzz/lq6++koCAAPHz85P+/ftbk8fAgQOlUaNGUr9+fRk7dmy6/eXU+vXrs0wUjz32mGzevFlELCcCLi4ukpSUJF9//bX079/f2i7l95KYmCg1atSw2YnDncrtRJGdB+7UPS4uLo7wcLtMaJhKYmIi69at48UXXwQsl53SFhGsXbs20dHRXLt2jX379vHaa6/ddrvvvPMOpUuXZu/evQDWQfmshIaGsnbtWpycnEhKSmLFihX07duXbdu2UaNGDSpWrMj//d//MXz4cB566CHCw8Np164dBw+mnkV45syZAOzdu5dDhw7x2GOPERoayqpVq+jQoQO7d+9Ot+9hw4bRokULVqxYQWJiItHR0aneL1asGCtWrKBUqVJcvHiRpk2b0rFjR37++WcqV67Mjz/+CFjuUrt8+TIrVqzg0KFDGGNSXda75fTp07i5uVmXq1atyunTp6lUqVKqdps2bWLOnDnW5c8//5xy5cpx48YNAgIC6NKlCy4uLly/fh1vb2/Gjx/PwYMHmThxIps2baJIkSIMHjyYxYsX07t3b9577z3KlStHYmIirVu3Zs+ePfj6+qba5+TJk1m8eHG6mB955BE++eSTDP/ubifl8RYuXJjSpUtz6dKlTL8HsNzAUadOHUJCQgpkYUtNFCpTN2/eJDIykv3795OUlMSuXbuoUqUKrq6uefpMxI0bN2jQoAHHjx+nUaNGtG3bFrD0hjOL407iW7t2LUuWLLEuly1b9rafeeaZZ6x3dXXv3p3x48fTt29flixZQvfu3a3bPXDggPUz165dIyoqKtXtwn/99RdDhw4FwMPDg+rVqxMaGpplmfXff/+dhQsXApbxm9KlS6d6X0QYPXo0GzdupFChQpw+fZrz58/j4+PDiBEjGDVqFB06dODhhx8mISGBYsWK8dJLL9G+ffsMr91LBg/lZvT9Xr58OdWxffLJJ6xYsQKAkydPcuTIEVxcXHBycqJLly4ArFu3juDgYAICLFPc3LhxgwoVKgDw7bffMnfuXBISEjh79iwHDhxIlyhef/11Xn89d2uWZna8t/seKlSowJkzZwpkotBbU1SG/vzzTxo2bMjVq1dJSkqiXLlyeHt7U6FChTx/cO6+++5j9+7dnDhxgps3b1rPwr28vNi5c2eqtkePHuX++++nZMmSeHl5ERwcfNvtZ5ZwUq5L+2R6iRIlrD83a9aMsLAwIiIiWLlyJU8//TRgGfDfsmULu3fvZvfu3Zw+fTrdMyUZ/fK5W4sXLyYiIoLg4GB2795NxYoViY2NpW7dugQHB+Pj48O///1vxo8fT+HChdm+fTtdunRh5cqVBAUFpdte1apVOXnypHX51KlTVK5cOV27woULk5SUBMCGDRtYu3YtW7ZsISQkhIYNG1q/w2LFilmTrIjQp08f63d0+PBhxo0bx7Fjx5gyZQrr1q1jz549tG/fPsPqAJMnT6ZBgwbpXsOGDcvx95fyeBMSEoiMjKRcuXK3/R5iY2MLbGkah0sUjY66gesMe4dRoN24cYOuXbty4MABChcuTN26dalVq5bdy2+ULl2aTz75hClTphAfH8+zzz7LX3/9xdq1a61xDxs2jJEjRwKWs83333+f0NBQwPKL+6OP0leeeeyxx5gx459/U7cuPVWsWJGDBw9aLy1lxhhD586defXVV/H09MTFxSXD7WZ0GemRRx6xXjoJDQ0lPDycevXqZfk9tG7dmk8//RSwXI5Le5dRZGQkFSpUoEiRIqxfv54TJ04AcObMGYoXL85zzz3HiBEj2LVrF9HR0URGRvLEE0/w8ccfZxhjx44dWbhwISLC1q1bKV26dLrLTgD16tXj6NGj1hjKli1L8eLFOXToEFu3bs30WJYvX86FCxcAS6/kxIkTXLt2jRIlSlC6dGnOnz/PTz/9lOHnX3/9dWuSSfnK6WWnW8d7646m5cuX06pVK4wxtGvXjl9//ZUrV65w5coVfv31V9q1+2f+ttDQULy8vHK833wtp4Mb9no1KuwmUn76nY7tqNtISkpKNRC3aNEiGTt2rOzfv9+OUVmkvZunQ4cOsnDhQhER2bNnj7Ro0ULq1q0rtWvXlnHjxqW6A2v16tXi7+8vHh4e4unpKSNGjEi3/aioKOndu7d4eXmJr6+vfPfddyJiGcCuVauWtGjRQl5++eVUg9nLli1LtY0dO3YIIAsWLLCui4iIkG7duomPj494enpa76RJ6caNG9KnT590g9nHjh0TLy+vDL+Pc+fOSceOHcXb21v8/PysA6+3vqeIiAhp2rSpNGrUSF588UXx8PCQY8eOyc8//yw+Pj7i5+cnjRs3lh07dsiZM2ckICBAfHx8xNvbO1X8tyQlJcngwYOlVq1a4u3tLTt27MgwrvHjx8u8efNERCQ2NlaCgoLEx8dHunbtKi1atLAOdKf9+1yyZIn4+fmJj4+P+Pv7y5YtW6zfs4eHhzzxxBPSuXNn+eKLLzLc75146KGHpHz58lKsWDGpUqWK/PzzzyIiMmbMGPn+++9FxPJ30rVrV6ldu7YEBATI33//bf38Z599JrVr15batWvL559/bl1/7tw5CQgIuOv4cktuD2bfdirU/KZxkWqys8xIiBhi71AKjAMHDjBw4EDatm3LmDFjUr138OBBPD097RSZciRnz56ld+/e/Pbbb/YOJc9NnTqVUqVKWW+0sLeM/t/eTVFAh7v0pHJPTEwMo0ePxs/Pjz///JP58+cTFxdn77CUg6pUqRL9+vXL1w/c2UqZMmXo06ePvcOwGYdLFMG1TmpvIhf89NNPeHt7M2HCBBISEhgwYAC7d+/G2dnZ3qEpB9atW7cs79gqqPr27WutmFwQFdwjUxm6fv06zz//PMuXLwfA19eX2bNn06xZMztHppTKrxyuR6HuTvHixbl8+TIlSpRgypQpBAcHa5JQSmVJexT3gJ07d1KmTBnq1KmDMYb58+fj5OREtWrV7B2aUsoBaI+iAIuMjGTo0KEEBgYycOBA68NdNWvW1CShlMo2TRQFkIiwdOlSPDw8mDFjBoUKFcLf35+EhAR7h5YjWmbcvmXGDx06RLNmzXB2dmbKlCmZthPRMuMFVk4fwLDXq/wDJUS+3JuDR1DuDWFhYdKuXTtrZdZmzZpJSEhIjreXVZnxvKJlxrPHVmXGz58/L9u3b5fRo0fL5MmTM22nZca1zHi+eemT2Zm7du2alClTRgApU6aMzJkzRxITE+9qmyn/wbEWm7xuR8uM27fM+C1vvfVWlolCy4xrmfEcMcYEAdMAJ2C+iHyQ5v1ngVHJi9HAIBEJsWVMBVnJkiUZPnw4YWFhTJkyxVqFs6DQMuMWeV1mPLu0zLiWGb9jxhgnYCbQFjgF7DDGrBKRAymaHQNaiMgVY8zjwFygia1iKmgiIiJ4/fXXad26Nb169QJgzJgxNqvuKq3tU+5Fy4ynltdlxrNLy4xrmfGcCATCROSoiNwElgCdUjYQkc0icuv0bStQ9XYbjSgZDb3q53qwjiQpKYn58+dTr149vvzyS958803i4+OBO/sF6Si0zPidye0y49mlZca1zHhOVAFOplg+lbwuMy8CGdYSNsb0N8bsNMbsDHe9Ah+1ysUwHcu+fft45JFH6NevH1euXKFNmzasW7fO7iXA84KWGbfI6zLj2aVlxrXM+J2PksMzWMYlbi33AqZn0vZR4CDgctvt3qNzZsfExMjIkSOlcOHCAkjFihXl66+/TlVS2xby211PIlpmPK/LjJ89e1aqVKkiJUuWlNKlS0uVKlUkMjIyXTstM65lxu+YMaYZME5E2iUv/zs5MU1I084XWAE8LiKht91uPSNy2LFKo+eGuLg4GjRowOHDhxk0aBDvvfceZcqUsfl+tcy4yi4tM15wy4zb8q6nHYC7MaYmcBroAfxfygbGmGrAf4Fe2UkS95pTp05RvHhxypUrh7OzMwsWLACgSRMd71f5T8oy4/daBdkyZcpYbygpiGw2RiEiCcAQ4Bcsl5W+FZH9xpiBxpiByc3GAi7ALGPMbmPMzkw2d09JSEhg6tSpeHp6prqjo0mTJpokVL6mZcYLJpsemYisAdakWTc7xc8vAS/ZMgZHs23bNgYMGEBIiOVxksjISBISEgr0P0KlVP7mcLWePE9VhNZL7R1Grrt69SqDBw+mWbNmhISEUL16dVavXs3y5cs1SSil7MrhfgMVv1kU9kTYO4xcdeXKFerXr8+5c+coXLgwr732GmPGjEl1r75SStmLwyWKgqhs2bI8/vjjhIaG8umnn+Lj42PvkJRSysrhLj0VBHFxcYwfP54//vjDum7GjBls3LhRk0QOrVq1ig8++OD2DQu4BQsW4OrqSoMGDfDw8EhXonzu3Ll4eHjg4eFBYGAgf/31l/W9+Ph43njjDdzd3fH29iYwMDDTB93s6ZVXXmHjxo32DiNTb775Jm5ubrct+z5hwgTq1KlDvXr1+OWXX6zrbz09X6dOHYYNG2Z9en/GjBl88cUXNo09Uzl9AMNer+LVi4jsPn9HD5/kJ+vWrZO6desKIJ6ennleZvlOpXtwp/z01K/MfLk3dbvh62wb6B1ISkq666q6d8OWFUa/+OILefnll0VE5OLFi+Li4iLh4eEi8s/DhxERESIiEhwcLG5ubnL27FkRsVSR7d27t8TGxoqI5SGypUuX5mp8d/vv/dKlS9KkSZM7+kxeV3TdsmWLnDlzJsuy7/v37xdfX1+JjY2Vo0ePSq1atazfTUBAgGzevFmSkpIkKChI1qxZIyKWMvoNGjTIVgy5/cCdw/UoYpzjwc/xqqJeuHCBXr160bp1a0JDQ/Hw8GDWrFnWmjcqY8ePH8fDw4OXXnoJb29vnn32WdauXcuDDz6Iu7s727dvByxn0kOGDAHg/PnzdO7cGT8/P/z8/Ni8eTPHjx/H09OTwYMH4+/vz8mTJ3n99dfx9vbGx8eHpUszvkFi+/btNG/enIYNG9K8eXMOHz4MWG5V3r9/v7Vdy5YtCQ4O5vr167zwwgsEBATQsGFDvv/+e2t8zzzzDE8++SSPPfYY0dHRtG7dGn9/f3x8fKztwFLN1sPDg7Zt29KzZ0/rZEF///03QUFBNGrUiIcffphDhw5l+d25uLhQp04dzp49C8DEiROZPHky5cuXB8Df358+ffowc+ZMYmJimDdvHtOnT8fZ2RmwlDDp1q1buu3u2LGD5s2b4+fnR2BgIFFRUam+f4AOHTqwYcMGwDKh0tixY2nSpAnvv/9+qm1u2LCBJ598EoBff/2VZs2a4e/vzzPPPJOuKi5YSmqkrEc1fvx4AgIC8Pb2pn///taz75YtWzJ69GhatGjBtGnTCA4OpkWLFjRq1Ih27dpZv5N58+YREBCAn58fXbp0ISYmJsvvNDuaNm1KpUqVsmzz/fff06NHD5ydnalZsyZ16tRh+/btnD17lmvXrtGsWTOMMfTu3ZuVK1cClvnua9SoYf03n6dymmHs9XK0Eh6JiYkyZ84c6zwRxYoVk3fffVfi4uLsHVq22LtHcezYMXFycpI9e/ZIYmKi+Pv7S9++fSUpKUlWrlwpnTp1EpHUZ9LdunWTqVOniojlDPbq1aty7NgxMcZYy0MsX75c2rRpIwkJCXLu3Dlxc3OTM2fOpNt/ZGSk9Yz0t99+k6efflpERD766CPrHAlnzpwRd3d3ERH597//LV999ZWIiFy5ckXc3d0lOjpavvjiC6lSpYpcunRJRCxnubfKYEREREjt2rUlKSlJduzYIX5+fhITEyPXrl2TOnXqWOeAaNWqlYSGhoqIyNatW+XRRx9NF2/K7+HEiRPi5+cnN27cEBGRsmXLytWrV1O1X7lypXTu3FlCQkKydbYaFxcnNWvWlO3bt6f6flLuV0Skffv21pIdgLVnEh8fL25ubhIdHS0iljknvvrqK4mIiJCHH37Yuv6DDz6Qt99+O93+e/fuLatWrbIu3/o+RUSee+4563stWrSwzlty8+ZNadasmVy4cEFELCVD+vbtKyKWXtctb775pnzyySfp9vn777+Ln59fulezZs2y/K6y6lG8/PLL1n8nIiIvvPCCLFu2THbs2CGtW7e2rt+4cWOquTPeffddmTJlSpb7FXGw+SiU5TmIN998k6tXr9KuXTtmzpxJ7dq17R2WQ6lZs6Z17MbLy4vWrVtjjMHHxyfVNJW3ZFSG+8qVK1SvXp2mTZsClvLePXv2xMnJiYoVK9KiRQt27NhBx44dU20rMjKSPn36cOTIEYwx1iq93bp1o23btrz99tt8++23PPPMM4DlrHjVqlXWXkBsbCzh4eEAtG3blnLlygGZlwL/66+/6NSpk7UK6a2z7ejoaDZv3mzdD1jGujKydOlS1q9fz+HDh5k3bx7FihXL9LsVybxUe0YOHz5MpUqVrGXBs/NwXcqy4oULFyYoKIjVq1fTtWtXfvzxRyZNmsQff/zBgQMHePDBBwG4efMmzZo1S7ets2fP4urqal1ev349kyZNIiYmhsuXL+Pl5WX9zm6Vez98+DD79u2zlqdPTEy0nvHv27eP//znP1y9epXo6OhURf5uefTRR++qWGJGJIPSSdktZX67nqQtaKKwgevXr1O4cGGcnZ0pW7Yss2fPJjExkWeeecbxy4BHDLl9G4De3pZXLrh1KQQsE8TcWi5UqNAdzQOe8nbjjP5DgmUioXnz5gGwZs0axowZw6OPPsqKFSs4fvw4LVu2BKBKlSq4uLiwZ88eli5dap2wR0T47rvv0lWA3bZtW6r9pywFXqRIEWrUqEFsbGymcSUlJVGmTJls/cLq3r07M2bMYMuWLbRv357HH3+cBx54gPr16xMcHEyrVv9UX961axf169enTp06hIeHp5svI63MEkvKEuOQuix7yrLit+KbOXMm5cqVIyAggJIlSyIitG3blm+++SbLY7vvvvus246NjWXw4MHs3LkTNzc3xo0bl2q/t75vEcHLy4stW7ak297zzz/PypUr8fPzY8GCBdbLZSmtX7+e4cOHp1tfvHhxNm/enGW8mcmsZHnVqlU5depUuvW32KuUucONUeR3q1aton79+kyaNMm6rkuXLnTr1s3xk4SDuF0ZbrCU9166dCmJiYlERESwceNGAgMDefnll62lqitXrkxkZCRVqliq49+qtXVLjx49mDRpEpGRkdYeT7t27Zg+fbr1F/7//ve/DGPMrBT4Qw89xOrVq4mNjSU6Oto6G12pUqWoWbMmy5YtAyy//G49vZ+ZZs2a0atXL6ZNmwbAyJEjGTVqFJcuXQIsZc8XLFjA4MGDKV68OC+++CLDhg3j5s2bgOXsfdGiRam26eHhwZkzZ9ixYwcAUVFRJCQkUKNGDXbv3k1SUhInT57M8jp6y5Yt2bVrF/PmzbOe9Tdt2pRNmzYRFhYGQExMjLU8fEqenp7WNreSQvny5YmOjmb58uUZ7q9evXpERERYE0V8fLx1fCkqKopKlSoRHx+f4Ux58E+PIu0rp0kCLKXMlyxZQlxcHMeOHePIkSMEBgZSqVIlSpYsydatWxERFi5cSKdO/0zjExoaird37pyA3QmHSxTF44pAyAV7h5FOeHg4Tz31FJ06dSI8PJxffvkl1RmWyjvTpk1j/fr1+Pj40KhRo1SDzrd07twZX19f/Pz8aNWqFZMmTeKBBx5I127kyJH8+9//5sEHHyQxMTHVe127dmXJkiWpBmfHjBlDfHw8vr6+eHt7M2bMmAxjfPbZZ9m5cyeNGzdm8eLFeHh4ABAQEEDHjh3x8/Pj6aefpnHjxtYZ7BYvXsxnn32Gn58fXl5eqQbAMzNq1Ci++OILoqKi6NixIy+88ALNmzfHw8ODfv36sWjRIutlmHfffRdXV1fq16+Pt7c3Tz31VKrLPABFixZl6dKlDB06FD8/P9q2bUtsbCwPPvig9RLhiBEj8Pf3zzQmJycnOnTowE8//WSdUc/V1ZUFCxbQs2dPfH19adq0aYaXWNq3b2896y9Tpgz9+vXDx8eHp556yno5LK2iRYuyfPlyRo0ahZ+fHw0aNLD+kn/nnXdo0qQJbdu2tf4d3K2RI0dStWpVYmJiqFq1KuPGjQMsJ5Fjx44FLJdQu3XrRv369QkKCmLmzJnWXtenn37KSy+9RJ06dahduzaPP/64ddubNm2iTZs2uRLnHcnp4Ia9Xo0Ku2U9iJrHbt68KZMnT5bixYsLICVLlpRp06bl+9tesys/zEdxr4mKihIRy+2QjRo1kuDgYDtHlL88+OCDcuXKFXuHked27dolzz33XLba6mB2PnLx4kXrpO9gmUd56tSp1ksVSuVE//79OXDgALGxsfTp0yfLs/N70Ycffkh4eHiezMeSn1y8eJF33nnHLvvWRHEXXFxcKF++PDVr1mTGjBk88cQT9g5JFQBff/21vUPI1+7VUvu37tqyB4dLFDFFb4Kv6+0b2oCIsHjxYgIDA6lbty7GGBYtWkTp0qUpXry4XWJSSilbc7jB7INVz8O67nm+38OHD9OmTRt69erF4MGDrXe1VKpUSZOEUqpAc7hEkddiY2N566238PX15ffff8fFxYXnnnvO3mEppVSecbhLT3lp7dq1DBo0yHrf9gsvvMCkSZNwcXGxc2RKKZV3tEeRifPnz9OhQwfCwsKoX78+Gzdu5LPPPtMkoRzG8ePHue+++2jQoAH169end+/e1hIkYCljEhgYaC07Pnfu3FSfX7hwId7e3nh5eVG/fn1rWZL8ZOXKlYwfP97eYWRq2bJleHl5UahQIXbu3Jlpu59//pl69epRp06dVOXyL1++TNu2bXF3d6dt27ZcuXIFgL179/L888/bOvx/5PS+Wnu9bFkUMDExUZKSkqzLEydOlAkTJjhMAT9bSHs/NoxL9crMnDk7U7Xr129Vpm3tzZ7PvNiy5PmxY8fEy8tLRCzH+Oijj8qiRYtEROTs2bPi5uZmfUYjIiJC/P395YcffhARkTVr1kjDhg3l9OnTIiJy48YNmTt3bq7Glxvlv5s1a2Ytm55X+7wTBw4ckEOHDkmLFi1kx44dGbZJSEiQWrVqyd9//y1xcXHi6+sr+/fvFxGR119/XSZMmCAiIhMmTJCRI0daP9e6dWs5ceJEpvtNi3upzLit7N69m+bNm6cqWTBy5EjeeOMNihYtasfI7m3ZLTOeWTnwxMRERowYgY+PD76+vkyfPh2AGjVqMH78eB566CGWLVvGN998MQ5tNQAAEdxJREFUg4+PD97e3owaNSrDWDIrDT5q1ChmzZplbTdu3Dg+/PBDACZPnkxAQAC+vr689dZb1mNKW/J80KBBNG7cGC8vL2s7sNSb8vDw4KGHHmLYsGHWJ5kzK2eeGScnJwIDAzl9+jRgqWn1/PPPW5/RKF++PJMmTbKezU6YMIEpU6ZY6wwVK1aMfv36pdtuZiXdU5aZmDJlivXp5JTlv9977z1q1KhhrWAQExODm5sb8fHx2SqpHhoairOzs7Vs+urVq2nSpAkNGzakTZs2nD9/3vr30b9/fx577DF69+5NREQEXbp0ISAggICAADZt2gRk/m/obnh6eqar+5XW9u3bqVOnDrVq1aJo0aL06NHD+vf5/fff06dPHwD69OljLTkOloKRS5YsuesYsyWnGcZer2ply+bqJDjXrl2T4cOHS6FChQSQBg0apOpV3Ovs3aPIbpnxzMqBz5o1S55++mnre7fKUlevXl0mTpwoIiKnT58WNzc3uXDhgsTHx8ujjz4qK1asSBdLZqXBd+3aJY888oi1naenp5w4cUJ++eUX6devn7XX0L59e/njjz/SlTxPGVdCQoK0aNFCQkJC5MaNG1K1alU5evSoiIj06NHDWnI6s3Lmab+7Wz2KGzduSMuWLSUkJERE5P/bO//gKMo0j38eIAoLGFIiVCSbFT3cQEpCgBP1RGGXiyxihDKK6LGFiIiygZPb44duLZZ3t2QXpG5jShA4irisREVlXe9cDacQVNCAoCKgIHhuJBiTrCQSFSHP/dE9nUmYmTQhM5mE51PVNd3Tb7/v08/09NPvj/6+OnHiRN24cWOj9F999ZUmJSWpamhJ8lCEk3QPlKuqumTJEl20aJGqNpb/VlXNzs7W1157TVUd+e+7775bVf1Jqq9Zs0bnzp3rbVdXV3v/3VWrVnn7Fi1apEOHDtW6ujpVVZ08ebJu3bpVVR0p9rS0NFUNfw0FU1NTE1JyPCMjw6sFhCJSjeLZZ5/1zltV9cknn/Qk2xMTExul7dWrl7f+xhtv6Pjx40Pmec6/mX1RbQ/4w15Y9pPmE0dAVdm4cSOzZ8+mrKyMTp06MWfOHB555BET74sz/MiMh5MD37RpEzNnzqRLF+dSD8h8Q4MMdWlpKaNGjfJ0je68805KSkqYMGFCIztUQ0uDZ2ZmUlFRwZEjR/jyyy9JSkoiNTWV/Px8Xn31VTIzMwGnRnLgwAFSU1MbSZ4DPPPMM6xcuZKTJ09SXl7O3r17qa+v59JLL6V///4ATJ482etHCCdnPnDgwEY2f/LJJwwZMoQDBw6Qk5PD4MGDvXMJdZ2f6bUfTtI9EgG/B9affvppRo8eTVFREffff79vSfWmkuNlZWVMmjSJ8vJyTpw44fkNHBG+gOrqpk2b2Lt3r7evpqaG2trasNdQMD179oyZ5Hhz9OnThyNHjrSqLeFod4GiNaisrOSuu+7ipZdeAmD48OE88cQTJpXgA9VFzScCZswYxowZw1qlTD8y4+HkwMPdEKGxDHUo3n77be69917AmUmturo6pDQ4OAKBGzZs4OjRo9x+++1evgsXLvTyCPDpp582khw/fPgwS5cupbS0lKSkJKZOnRpRcjyQdyg586Zcdtll7N69m/LyckaNGsWLL75IdnY26enp7Nixo9H8Gzt37mTQoEGAE5CbSpL7JZLkODSWe8/OzmbhwoVUV1d75R0/ftyXpHq3bt04duyYt52bm8vcuXPJzs5m8+bNXnNX0zLr6+vZtm3baXLdubm5Ia+hYGpraxk5cmRIe5566inPf2dCOMlxcGYZLC8vJzk5mfLycvr0aZjdM5aS4+dkH0XPnj05ePAgF1xwAQUFBWzfvt2CRDsnnBx4VlYWK1as8AJKdXX1aceOGDGCLVu2UFlZyalTp1i/fj3XX389I0aM8CSls7Ozw0qDgyM5XlRUxIYNG8jJyQEcyfE1a9Z4U3p+/vnnVFScrnxcU1ND9+7dSUxM5IsvvuDll18GHEnvQ4cOebWm4Ola/cqZB0hOTiYvL4/FixcDMGvWLNauXevdjKuqqpg/fz7z5s0DYOHChcybN4+jR48CzhN9fn7+afmGknTv27cvFRUVVFVV8d1333kPZKHo0aMHV155JXPmzGH8+PF07tzZt6R6sOQ4NL4GCgsLw5aZlZVFQUGBtx3wQSRJ+QCBGkWopSVBAhzF4AMHDnD48GFOnDhBUVGRF8Czs7O9cyksLGwzyfF2Fyj+r3c1PDrqjI978803PR3+888/n6KiIvbv38+sWbNs3uoOQDg58OnTp5OamupJiofSUUpOTmbx4sWMHj2ajIwMhg4d2ugPGSCcNDg4T+C1tbX069fPk+3Oysrijjvu4Oqrr+aKK64gJyeH2tra0/LNyMggMzOT9PR0pk2b5s3y1q1bNx5//HHGjh3LtddeS9++fT3Jcb9y5sFMmDCBuro6tm7dSnJyMuvWreOee+4hLS2Na665hmnTpnmzw40bN45Zs2YxZswY0tPTGTZsWMhJokJJuickJHhzZI8fP75Z+e5Jkyaxbt26Rk1SfiTVr7vuOnbt2uUFy4cffphbb72VkSNHeh3cocjPz2fHjh0MHjyYQYMGsWLFCiCypHxLeeGFF0hJSfEmkQrMoHfkyBFPG65Lly4UFBRwww03MHDgQG677TbS09MBWLBgAcXFxQwYMIDi4mIWLFjg5f36669z4403toqdzdLSzo22Ws50eGxlZaVOnz5dgUYdRoY/TGa8bQlIjtfX1+t9992ny5Yta2OL4ovZs2drcXFxW5sRc7799lsdMWJE2OG+NjzWJ6pKYWEhaWlprF69moSEBC6++OKI7b6GEW+sWrWKIUOGkJ6ezrFjx07r7zjXefDBB6mrq2trM2LOZ599Rl5enjdII9pIe7txyo9F9aPINu/fv5+ZM2eyZcsWwBm7vXz58labwepcYt++faeNpDEMI74J9b8VkZ2qOrwl+XW4UU9lZWVkZGRw4sQJevfuzaOPPsqUKVNsyOtZoBFGDhmGEV9E4+G/wwWKlJQUpkyZQqdOncjLy2s0bt44c7p27UpVVRUXXnihBQvDiHNUlaqqKrp27dqq+bb7pqfy8nIeeOABZs6c6Y17rq+vp1OnDtv9ElO+//57ysrKThsLbxhGfNK1a1dSUlJISEho9P051fQ07NAP4aICTh29j+XLl/PQQw9RU1PDwYMHKS0tRUQsSLQiCQkJjd5wNQzj3COqd1QRGSsiH4nIQRFZEGK/iEi+u/99EfH11tu7J//KVVddRW5uLjU1Ndx0000899xz1jRiGIYRBaLW9CQinYGPgX8EyoBSYLKq7g1KMw7IBcYBI4Dfq2rEmdP7duqplXqcepSUlBQee+wxbr75ZgsShmEYETibpqdo1iiuBA6q6iFVPQEUAU1fd70ZeNJ9H2Q70EtEkiNlWq11CMLcuXPZt28fEyZMsCBhGIYRRaLZR9EP+GvQdhlOraG5NP2A8uBEIjIDmOFufgfsWbZsGcuWLWtVg9shvYHKtjYiTjBfNGC+aMB80UBkBckIRDNQhHrMb9rO5ScNqroSWAkgIjtaWn3qaJgvGjBfNGC+aMB80YCIhJ+LtRmi2fRUBvwwaDsFaCqe7ieNYRiG0YZEM1CUAgNEpL+InAfcDrzYJM2LwM/d0U9XAcdUtbxpRoZhGEbbEbWmJ1U9KSK/AF4BOgNrVPVDEZnp7l8B/A/OiKeDQB1wl4+sV0bJ5PaI+aIB80UD5osGzBcNtNgX7e7NbMMwDCO22CvMhmEYRkQsUBiGYRgRidtAES35j/aID1/c6frgfRF5S0Qy2sLOWNCcL4LS/b2InBKRnFjaF0v8+EJERonIbhH5UES2xNrGWOHjP5IoIn8WkfdcX/jpD213iMgaEakQkT1h9rfsvtnSqfGiueB0fn8CXAqcB7wHDGqSZhzwMs67GFcBb7e13W3oi2uAJHf9Z+eyL4LSvYYzWCKnre1uw+uiF7AXSHW3+7S13W3oiweB37rrFwHVwHltbXsUfHEdMBTYE2Z/i+6b8VqjiIr8RzulWV+o6luq+jd3czvO+ygdET/XBTj6Yc8BFbE0Lsb48cUdwPOq+hmAqnZUf/jxhQI9xdH76YETKE7G1szoo6olOOcWjhbdN+M1UIST9jjTNB2BMz3Pu3GeGDoizfpCRPoBE4EVMbSrLfBzXVwOJInIZhHZKSI/j5l1scWPLwqAgTgv9H4AzFHV+tiYF1e06L4Zr/NRtJr8RwfA93mKyGicQHFtVC1qO/z44j+B+ap6qoOLRfrxRRdgGPBToBuwTUS2q+rH0TYuxvjxxQ3AbuAnwGVAsYhsVdWaaBsXZ7TovhmvgcLkPxrwdZ4iMhhYDfxMVatiZFus8eOL4UCRGyR6A+NE5KSqboyNiTHD73+kUlWPA8dFpATIwJH/70j48cVdQJ46DfUHReQwkAa8ExsT44YW3TfjtenJ5D8aaNYXIpIKPA9M6YBPi8E06wtV7a+ql6jqJcAG4P4OGCTA33/kT8BIEekiIj/AUW/eF2M7Y4EfX3yGU7NCRPriKKkeiqmV8UGL7ptxWaPQ6Ml/tDt8+uLXwIXA4+6T9EntgIqZPn1xTuDHF6q6T0T+ArwP1AOrVTXksMn2jM/r4t+AtSLyAU7zy3xV7XDy4yKyHhgF9BaRMmARkABnd980CQ/DMAwjIvHa9GQYhmHECRYoDMMwjIhYoDAMwzAiYoHCMAzDiIgFCsMwDCMiFiiMuMRVft0dtFwSIe3XrVDeWhE57Jb1rohc3YI8VovIIHf9wSb73jpbG918An7Z46qh9mom/RARGdcaZRvnLjY81ohLRORrVe3R2mkj5LEWeElVN4hIFrBUVQefRX5nbVNz+YpIIfCxqv5HhPRTgeGq+ovWtsU4d7AahdEuEJEeIvK/7tP+ByJymmqsiCSLSEnQE/dI9/ssEdnmHvusiDR3Ay8B/s49dq6b1x4R+Wf3u+4i8t/u3AZ7RGSS+/1mERkuInlAN9eOP7r7vnY/nw5+wndrMreISGcRWSIipeLME3CvD7dswxV0E5ErxZmLZJf7+WP3LeVHgEmuLZNc29e45ewK5UfDOI221k+3xZZQC3AKR8RtN/ACjorABe6+3jhvlgZqxF+7n/8CPOSudwZ6umlLgO7u9/OBX4coby3u3BXArcDbOIJ6HwDdcaSpPwQygVuAVUHHJrqfm3Ge3j2bgtIEbJwIFLrr5+EoeXYDZgC/cr8/H9gB9A9h59dB5/csMNbdvgDo4q6PAZ5z16cCBUHH/wb4J3e9F47uU/e2/r1tie8lLiU8DAP4RlWHBDZEJAH4jYhchyNH0Q/oCxwNOqYUWOOm3aiqu0XkemAQ8KYrb3IezpN4KJaIyK+AL3FUeH8KvKCOqB4i8jwwEvgLsFREfovTXLX1DM7rZSBfRM4HxgIlqvqN29w1WBpm5EsEBgCHmxzfTUR2A5cAO4HioPSFIjIARw00IUz5WUC2iPzS3e4KpNIxNaCMVsIChdFeuBNnZrJhqvq9iHyKc5PzUNUSN5DcCPxBRJYAfwOKVXWyjzL+VVU3BDZEZEyoRKr6sYgMw9HMWSwir6rqI35OQlW/FZHNOLLXk4D1geKAXFV9pZksvlHVISKSCLwEzALycbSMXlfViW7H/+Ywxwtwi6p+5MdewwDrozDaD4lAhRskRgM/appARH7kplkF/BfOlJDbgX8QkUCfww9E5HKfZZYAE9xjuuM0G20VkYuBOlVdByx1y2nK927NJhRFOGJsI3GE7HA/7wscIyKXu2WGRFWPAbOBX7rHJAKfu7unBiWtxWmCC/AKkCtu9UpEMsOVYRgBLFAY7YU/AsNFZAdO7WJ/iDSjgN0isgunH+H3qvolzo1zvYi8jxM40vwUqKrv4vRdvIPTZ7FaVXcBVwDvuE1ADwH/HuLwlcD7gc7sJryKM7fxJnWm7gRnLpG9wLsisgd4gmZq/K4t7+HIav8Op3bzJk7/RYDXgUGBzmycmkeCa9sed9swImLDYw3DMIyIWI3CMAzDiIgFCsMwDCMiFigMwzCMiFigMAzDMCJigcIwDMOIiAUKwzAMIyIWKAzDMIyI/D/D1/spD7pHdwAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "ExecutableNotFound", + "evalue": "failed to execute ['dot', '-Tpng'], make sure the Graphviz executables are on your systems' PATH", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/graphviz/backend.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(cmd, input, capture_output, check, encoding, quiet, **kwargs)\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 164\u001b[0;31m \u001b[0mproc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msubprocess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstartupinfo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_startupinfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 165\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\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/python3.6/subprocess.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, encoding, errors)\u001b[0m\n\u001b[1;32m 728\u001b[0m \u001b[0merrread\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrwrite\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 729\u001b[0;31m restore_signals, start_new_session)\n\u001b[0m\u001b[1;32m 730\u001b[0m \u001b[0;32mexcept\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/python3.6/subprocess.py\u001b[0m in \u001b[0;36m_execute_child\u001b[0;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, start_new_session)\u001b[0m\n\u001b[1;32m 1363\u001b[0m \u001b[0merr_msg\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;34m': '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mrepr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr_filename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1364\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mchild_exception_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrno_num\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_msg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_filename\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 1365\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mchild_exception_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr_msg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'dot': 'dot'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mExecutableNotFound\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 43\u001b[0;31m \u001b[0mxgb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_tree\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxg_clf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnum_trees\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\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 44\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'figure.figsize'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0msave_fig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"xgtree\"\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/python3.6/site-packages/xgboost/plotting.py\u001b[0m in \u001b[0;36mplot_tree\u001b[0;34m(booster, fmap, num_trees, rankdir, ax, **kwargs)\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 247\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\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--> 248\u001b[0;31m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpipe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'png'\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 249\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseek\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\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/python3.6/site-packages/graphviz/files.py\u001b[0m in \u001b[0;36mpipe\u001b[0;34m(self, format, renderer, formatter, quiet)\u001b[0m\n\u001b[1;32m 136\u001b[0m out = backend.pipe(self._engine, format, data,\n\u001b[1;32m 137\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mformatter\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 138\u001b[0;31m quiet=quiet)\n\u001b[0m\u001b[1;32m 139\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 140\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/graphviz/backend.py\u001b[0m in \u001b[0;36mpipe\u001b[0;34m(engine, format, data, renderer, formatter, quiet)\u001b[0m\n\u001b[1;32m 242\u001b[0m \"\"\"\n\u001b[1;32m 243\u001b[0m \u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcommand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 244\u001b[0;31m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcapture_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcheck\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mquiet\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mquiet\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 245\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/graphviz/backend.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(cmd, input, capture_output, check, encoding, quiet, **kwargs)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrno\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0merrno\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mENOENT\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mExecutableNotFound\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\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 168\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[1;32m 169\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mExecutableNotFound\u001b[0m: failed to execute ['dot', '-Tpng'], make sure the Graphviz executables are on your systems' PATH" + ] + }, + { + "data": { + "image/png": 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OYuaCJNcAnwfeXlU/WIH+VlLXuVjLYPXzYJLDwPdmx59IctXyt7kiFvO++D6DcyDnqsXMxVbgwap6oqqer6rdwCXA5uVv84xzevvOFTqB8RXgAQYneLYxWJ5sGVF3DYNjvJsZ/CL30uEE6dn0WMRcvIXBbTfevNo9r+ZcAGFwtcvJxxsZ7AB/B3jxav8Mq/C+eA3wP8BbgfMZHPL4j0bn4g5gH4Orhc5j8D+pOgb81mr/DD3OxRiD1c1fMzgZfgEjLoA43X3nSv0Q64Cvzv5yDgHXz45vZLB02ThU+2HgSeBXwN8DL1ntX8JqzAXwLeD52bGTj0dXu//Vel8MbfMqzrGrgBY7F8CfAT+e/Rt5bNTO8Wx+LOJv5AIGl4z+fHYu/gW4ZrX773kuPjb7fh9+fKyvfaf3ApKkRnkrCElqlAEgSY0yACSpUQaAJDXKAJCkRhkAktQoA0CSGmUASFKj/hd6Se0A3uQH/AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "\n", "import matplotlib.pyplot as plt\n", @@ -1630,6 +1951,13 @@ "save_fig(\"xgparams\")\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1648,7 +1976,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.6.8" } }, "nbformat": 4,