3434 lines
1.2 MiB
Plaintext
3434 lines
1.2 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"tags": []
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},
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"source": [
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"# Feature Engineering\n",
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"# Klassifikation\n",
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"## Instanzbasierte Modelle\n",
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"## Regelbasierte Modelle"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Vorbereiten der Umgebung**"
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]
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},
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{
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"cell_type": "raw",
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"metadata": {
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"tags": []
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},
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"source": [
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"## for scikit-learn 1.4.2, to silence warnings regarding physical cores\n",
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"import os\n",
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"os.environ['LOKY_MAX_CPU_COUNT'] = '4' ## depending on the hardware used"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import sys\n",
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"sys.path.append('./')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"tags": []
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns; sns.set()\n",
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"%matplotlib inline\n",
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"\n",
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"datapath = '../3_data'\n",
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"from os import chdir; chdir(datapath)\n",
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"\n",
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"from bfh_cas_pml import prep_data, prep_demo_data\n",
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"X_train, X_test, y_train, y_test = prep_data(\n",
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" 'bank_data_prep.csv', 'y', seed = 1234)\n",
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"\n",
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"X_demo, y_demo = prep_demo_data('demo_data_class.csv', 'y')"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### DecisionTreeClassifier\n",
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"#### Theorie"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 400x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## plot scatterplot and areas for predictions\n",
|
|
"fig, ax = plt.subplots(figsize=(4,4))\n",
|
|
"sns.scatterplot(x='X1', y='X2', data=X_demo, hue=y_demo,\n",
|
|
" palette=['darkorange', 'steelblue'], legend='full')\n",
|
|
"plt.plot([3, 7], [1.68, 1.68], linewidth=1, color='black')\n",
|
|
"plt.plot([4.95, 4.95], [1, 1.68], linewidth=1, color='black');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-26T10:24:28.096828Z",
|
|
"start_time": "2020-02-26T10:24:28.086722Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Splitting Kriterien"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" 0 3.0 3.3 3.15\n",
|
|
" 1 3.3 3.5 3.40\n",
|
|
" 2 3.5 3.6 3.55\n",
|
|
" 3 3.6 3.7 3.65\n",
|
|
" 4 3.7 3.8 3.75\n",
|
|
" 5 3.8 3.9 3.85\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## potential first split positions\n",
|
|
"idx = np.unique(X_demo.X1)\n",
|
|
"for i in range(6):\n",
|
|
" ## for formatted output\n",
|
|
" print('%2i %4.1f %4.1f %5.2f' % (\n",
|
|
" i, idx[i], idx[i+1], (idx[i] + idx[i+1]) / 2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"y\n",
|
|
"A 5\n",
|
|
"B 34\n",
|
|
"Name: count, dtype: int64\n",
|
|
"y\n",
|
|
"A 40\n",
|
|
"B 2\n",
|
|
"Name: count, dtype: int64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## check split at X1 < 5\n",
|
|
"child_l = y_demo[X_demo.X1 < 5]\n",
|
|
"child_r = y_demo[X_demo.X1 >= 5]\n",
|
|
"print(pd.Series(child_l).value_counts(sort = False))\n",
|
|
"print(pd.Series(child_r).value_counts(sort = False))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-09-19T11:40:23.781232Z",
|
|
"start_time": "2020-09-19T11:40:23.770076Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"0.9135802469135802"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"## accuvacy score\n",
|
|
"pred = np.where(X_demo['X1'] < 5, 'B', 'A')\n",
|
|
"from sklearn.metrics import accuracy_score\n",
|
|
"accuracy_score(pred, y_demo)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-09-19T11:40:45.470483Z",
|
|
"start_time": "2020-09-19T11:40:44.422038Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"|--- X2 <= 1.75\n",
|
|
"| |--- X1 <= 5.35\n",
|
|
"| | |--- class: B\n",
|
|
"| |--- X1 > 5.35\n",
|
|
"| | |--- class: A\n",
|
|
"|--- X2 > 1.75\n",
|
|
"| |--- class: A\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## control: train model and show first rules\n",
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"model = DecisionTreeClassifier(\n",
|
|
" min_impurity_decrease=0.02, \n",
|
|
" random_state=1234)\n",
|
|
"model.fit(X_demo, y_demo)\n",
|
|
"\n",
|
|
"from sklearn.tree import export_text\n",
|
|
"print(export_text(\n",
|
|
" model, feature_names=list(X_demo.columns)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"## an alternative visualization\n",
|
|
"from sklearn import tree\n",
|
|
"tree.plot_tree(model)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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QRcnLwx11albD3aBQfPrtTyx++SVNrcaYabNYsL09PVCregAC7wbjyKlzvMx+cwKLfUFc3CT6+XGv50V4ZBRSM9y/AVVMu879M45D24VHROVr1vCHcxcgNj4BH771Osd+c8PGRv+ozCVOrdZq+DEk7H6O1ygb/KuFy+Dp7oaZb4yDWq3fVhDMIYIsCFbA1Zu38VGGGJMVOeaFoeyeTUtT45vFyznLN79Q4pGLsxO+eG8a+vd4lNclJCZhyvufsSB/u+R3PNW/J2xtHy5y1bBuLfz2/WcoTCiByoC3h4fJbTw93IzPKQ5sqSBTzHnPgaPo3LYlf+68qFq5Em7dCcLVG4EmX6dR8jcD7/Hz+ITEHK+//+X3SExK5utfwcuTY8mCkBsSQxYEK2DR8j+g1ek4W5dcu4bYqb29Hd6eOBqPdczqXraUyaNHGMXYYNVOfXUUP4+OjcOdoBBYE6kqlfE5fXZTONjbm9w+NyKiovHpdz/B1cUZs/83waJ9unVux4//7Nhr0gLm9eH3jZnhmfnzn204fOIMundpn+X6C0JuiCALQglDVvCBY/qkoGcG9zW5zQtPD3yoYxtEJTOUSW2ALGZrIr/Wug0y/Mp58MHXC9iKnfbqKFT2y9t1Tgzq3Q21awSwlUuxerKuqcQsLiGRBZcytSm0QCgzxbFJvL9e9Avc3Vzx/pTX8vV5hPKNuKwFoYQJDgtHSmoqP69fu6bJbRrXq/1Qx/bz8c6xztHhQfmNRqvDw0JNMyhBylKe7N8zT1exs5NTlhsVB4cH1rABVdqDEiNHC0qJ/t62B/sOHUeHVs0w9PE+Fp8vvfcPn76H197+kBO3qO44M2T9UgydxJcsb4Mb+70vvuMmJp/MeAM+Fbwsfj9BEEEWhBKGkowIGxsbrrU1hYuz/gc/PyhsbfPOQE5Px8NC1vXpC5ct3r5D6+Z5buOVKT5M18VU4lVsXMKD7fNoiELtKqntJdUSf5BRN5wfqlauiHVL5uGvbbtx6MQZJCYmoXIlP/Tt2pnLnr77eUWWG5/Vf2/F0VPnuKSKLGxByA8iyIJQwpBYGKyrpORkk+KblJICa6Ndy6ZZSrAKAz+fClySRHW7wWH3TQqyIZ7r6GCPij65Z0ofOn7G2K6yz3NjzW63cPkfvPhX9MOO1T9leY1i2cMG9eUlO5eu3eRHQ9OQbXv1rTj/PXKCe1abw3AulpSCCeUHEWRBKGGolpVKazQaDa7evINWJupvr928jfJC4wZ1cOTkWZy9eMXktThz8Qo/Nm1YL8+YcwVvz1xLs6hnNol/JT8fji37ZnIxX7l+C8fPXkTlij7o+UhHk601j5/Rl6O1b9WMH+vVqs610aagxK8LV67rP2P9OrC3s7OoFEwoP4ggC0IJQ7HKLu1acpxz/ZadJkWIapTLC326dmZBXr9lF0YMGZSlW5dGo8WGLbv4+aA+ebuEH2nfmhdzjJ76HpeAPdmvZw5L9eqt2+zuJrd1t07tcrj/f/nzb66FJve0od3ojMnmrXAqe6JJUcTc2W+hSuWKeZ6/UL6QLGtBsALGjXyGrT1KQKJOXQYriwSIRitu3rUf5YXHe3dFlUp+nEg187P5nNlM0OPMz+Yh8F4wi2T2gQ4U06a6YVqylyE9DN07t4e7qwv31f5iwVKo1Wrjd7Ji/Sb8+OtqHsQx6ZUXCvxegkCIhSwIVkDTBnXxv/Evs0U2d9Fy/PLHX9zwgoYoUHJT04Z1cf7ydU7UKutQFvgX772Jsf+bxTci/x4+wV277gWHsXuZYszfzZmZY9LT7v+OcOtPYvuqxQW2QKlmmxLB3vzgS6xYtwmbdu7nGwXqwEUNSUiMv/ngHTSoW6tA7yMIBsr+/25BKCWMGPI4fp77Ebq0a8VNQihu7OdbAe9PfQ3/G/+KxWU+ZYHmjetj7ZJ5eKJvdzg5OfC1INc+WcWrf/wadWtVL5bzoP7Tvy/4gkdT2trY8HmQEJMVv2bxNzn6gQtCQbBJp9ROQRCMqCMCAY1lHaCKi/2HT2DC9I9Qvao/Nv++sKRPRyjNKB1g52u63l0oWcRCFgQrgJKLnhk3jWtYcxsFSP2jBUEom4ggC4IVUKtGAA+D+HLB0ix9kym5a93mnVizcTs3DnlmcL8SPU9BEIoOcVkLghW4rGlO7/CJb3MSFyVuVavqDydHBxZnSuqiDOzJo4fjleefLtbzEsog4rK2WkSQBcFKYsjUaGLt5h3Yuuc/7lKVmJgMH28vtGzakC1jU/XJgpBvRJCtFhFkQSgFSV2CUGiIIFstEkMWBEEQBCtABFkQBEEQrAARZEEQCpXez4zhSUcbd+xDeYImPFF3sU6Pv4AWPZ9Gr2dG4/0vvsPd4FCLj3Ht1m3el/YTyh8iyIIgCAXk+2UrMf6dj3jcI2XJ164egJjYOB6QMXTMFJw4ezHPY8TExuN/H37FU7+E8okIsiAIQgE4ee4iFi1fzc+nvToK+zcsx7qf52H32mV4rGNbJCWncD9syqI3B/XHHj3tfdy8fa8Yz1ywNkSQBUEQCgBN6CJozONLzz5pnNHs4eaKz9+dChdnJ0RGx+DfjG5r2aEytyFjpuDqzcBiPW/B+pBpT4IgCAUgLCKSH+uZGHjh6uLM/ccvXbvJVnB2XpjwFs5evMrPez3akR93/nu4yM9ZsE5EkAWhiKEf4p9XrcPBY6f5x9vezo5HKz7avjVGDB0MH2/PHPuER0Rh5fpNOHzyLHfvSk5JhYuLM+rWrIZ+3R/BkIG9oVAojNsfO30eL095F22aN8HiL2dj2R8bsGnnPoSER/AYwc5tW+KNsSPgW8Ebt+8F4/ulK7lvdmJyMqpX8ccLTw/E0Mf7ZDmHmZ/Ox9/b9+C9Ka+iVdNGmL/kN5w6fxk6nQ41AqrwOTzZr0eW88iL+IRE/LZ2I3YfOIJ7nOxkgxoB/ujTtTOef2ognJ0cc+xzI/Auz4imz0gdzZwcHFA9wB/dOrfDC08NZNGzhB+WrcLC5X9YfK5Lv/kY7Vo2zXO7yn6+/Hj5xq0cr9EMZxobSdDoxuyQGFfy88HUcS+if49H+ZoL5RcRZEEoQu4EheCF8W9x+0sSm1rVArg/deDdYFy/dQcbd+7Dih++QOWK+h91gkRvwjsf8exfRwd7BPhXho2tDQszJQfRcvzMBXw163853i8lNRWjJs/AucvXUNW/Eqr6V+T3ImE9feEyZr85HhOmz+FzqFGtChAJ3Lh9Fx98vQBqtQbPPzUgxzGpx/ZXC39BqkrFYw9TU1W4cOU6LzSrmM7D3t4uz2tBwvrq2x8g7H4klAoFAqpU5serN2/j8vVbfC1+/GI2C1TmazH2zfeRqkqDu5srW6EkcmRx0vtv2f0vXz9LRJmuccsmlnc7oxsZS6Abmb+27uaELroRenHYYHZbJyYlc7Y0fY/VqlTmG4js0GjNwX2682hJQRBBFoQi5LufV7AY9+nWGR+9NcloAZLVPO6t2bh1JwiLf1+DWdPG83qNRosZn87jH3GyGme/OcEoDCSIdLzlf/6NbXsP4LVRz3I2b3bxJHH68cvZbBUTR06exZg3Z3H5zehps/Boh9aY885keLi7Qa1W480Pv8Lu/45g2eoNJgWZMoXJ7frtx9NRu0Y1Xnfw+GlMm/0F9hw8yvuNGzEs1+tACU0TZ85hMe7brQumTxqDCl56zwD1635nzjc4df4SH/P3Hz7nQRrEVwuWshjTrGiyIu3s7IzlQWPfnM1JUH/8tQWjXxiS53fxVP+evBQ2TRrUxTcfvoOPvlmIrxf9wqLs5+ONO0GhfIPUoVUzfPT2JOO5Z2bYoL6Ffj5C6UWSugShCLl6Q5+o07/7o1ncsWSt/W/8y3i0Q5ss1jEl9sTHJ7BlTCKd2UpzdHBgUaLXiJuBd02+54RRzxnFmOjQujmaNarHz12dnfDFe2+yGBMkEpSIZLhJiEtIzHE8pVKJ7z+ZaRRjgo4//fUx/JwEiIQ9N2hiFVn4LZo0wJfvv2kUY4Lc9yT2dE5nL13Fv0ceJD9dybh+ZEVmFrR6tWpg8pjh6N6lPTw93FHS0DnQORHRsXF83iTGZCn7+VYo6dMTSgkiyIJQhNDUJmLe4l+x79AxqFRpxtcoK3fBZ+9h7PChxnWN69fBoU0rceCf39lFmx1Vmtoopikq0/22qdQmO1UqVeTHlk0b5YjT0gALA0lJyTn27dKuJWpWq5pjff+e+psMcs3mVWe7+8BRfqT4t8H6zS5oXdq14uf7Dx83rifLnPjom0Uc8yYPgoEn+/XEtx/P4Fh2SUINUF6aPANHT5/HG2NGYO+6ZTi1Yy270mkgyD/b92LE6++YTOoShMyIy1oQipDxo57lZKTAe8GYOGMOHOzt0apZI3Rq0wJdO7U1KXQGa/jmnXu4fO0m7gaHISg0jGOw127dMTaOSNeZnguTOQZrwE6p/6/u5ZnTmqQ4rgFTs2aaNtBb16aOSedPbnKKlXds08LsdbgReIcfV23YjG17DpjcJvS+XrAC7wYZ100eMwKT3/2ELedXpr7HJUSUaKW/fu2yeBfyglzvG7bssnj7GZPHomHdWrluExefgDnzf4RWp8P0ia9wkpmB5o3r46evPsCLk/Qx/flLfsdnM6dY/P5C+UMEWRCKELJ41y75Bj/9vgZ7Dh7jLOPDJ87wQvFGcuHOnjYBdWo+cAefuXgFH85diGs3b+ewZPt07cTZ2hSXNgV1icotwcrWhHWaF+5u5pObnBz11naCCcs6M2RFE7fvhfBiybYE3bSsXPgllq5az65sarKx9+AxXj759id0ad8Ks6aON3kTkh2yUCmxzVISEpPy3IZi6XS+nu5ueP7JnPF3crOPHTEME2d8jJ37D+HTGW+Y9BAIAiGCLAhFDLldP35nMmc2X7hyA8fOnMeh46dx8twlnLlwBWPefB9bVvwIJ0e9VTx66nucyNSoXm0M6PkYGtSpiVrVq3LJEkE9ks0JclFgzjVOJCbpRcsrjzguCTclqpHFmJslbe6m5uvZbyEtTc03K3T9Dh47hfOXr+O/IycxYfrHfNOTl9BNeOk5XgoTgxuayrDMvX/tGvrEO1VaGqJi4kyWuQkCITFkQSgiyP1LGcRkDRNUr0tuzDEvDMGyeXPw+/efcdJPRFQMx0eJ39duZDEmAV6x4AsuoWnfqplRjCl5Kjomrlg/B7nKTUECSTXNmUXHHDWq6WPBN3JpDUllYFT+ZEgsoxuYu0Ghxvg0Wf7krp740vNYtfArzJ39ljERztw5FjVUG05ERsWY3cbwfZFgk8tdEMwhgiwIRUR8YhL6D3+NS46oZjY7zRrVN9bPUrMNIjgsnB8pNmuI+2Zm865/2dIiNNoHCU5Fyb6DxzhWmh2qbaabByrxadG4Qa7HMCSard20nYXcVFkU9XKmQQy/rf2H11H9dP/hr+KVKe9yQ5DsZLa0KYZbErRroW8cEhx2H4cybryys2GrPm7drGE99oIIgjlEkAWhiKBexlTzS7z/5fec+GRArdFw5yiKKVOmMmXjEtQBi6AmE+SeNW6vVmPtph2cQGSA6pKL68Zi8nufIiIq2riOMsa/XLCUn096ZXie7uLnnujPMXCqG6Zj3Y+MytKVbNK7nyAqJpZvUJ4d3J/XU1yd3PUktu98/HWWfag5CMXgCUrsystCLyrIk0F11cQ7c+ZyTDnzd7bo19X8vdH1oQQ/QcgNiSELQhHy/tTx7IalBK1BIyegSuWKLDpBoeEsxpSERd2aDLW0o4Y9gS27/uUY8fAJb3NbSWcnJ27qYUgeopg01bmSkBUHNQOq4MzFq+j1zBjulEXnTedPjBw6CE/065HnMahU67s5MzBhxsf47+hJ9Bo2GrVrVuNMccpAp8xxsh4XfPpelhjr5+9Nw4gJb+PIqXPo/exYBPhXgoO9He6FhHGCF9Vkz3lnkklvQnHx4f8msgV/4uwFjPvfbFT0rcAhhrtBIXwzQ9/xWxNfQeeMsi5BMIcIsiAUISQuFO+k5hkHjp3kmDKV9/h6e6Nbp3YYOWww6tfWN5QwNMlY9/N8tqyoXCokLAJKpYLriB/p0BojhwzCgWOn8O7n33K9LjUKKeqs3ZZNG2LO9Mk885eS0ChzuFPbFhgxZBDXUltK04b18Ney79glve/Qce7xrNFqOEO6Y+vm3KCEWkxmhjqRrV48l7OsKc4eHBrOn5dE7/HeXTHqmSdRtbK+xrqkcHZ2wpKvP8Rf23Zj4469uHbzDq7EBKKCp4f+Oxs6mBPTBCEvbNJNFR4KQjlGHREIaIrHHWzNGIZLULvJD996vaRPRygslA6w861Z0mchmEBiyIIgCIJgBYggC4IgCIIVIIIsCIIgCFaACLIgCIIgWAGS1CUI2ZCkLqFMI0ldVotYyIIgCIJgBYggC4IgCIIVIIIsCIIgCFaAdOoSBCuFOnW9POVdbr14ds8GlBdGTZ7JbSgzc2jjCri7uZrd54+/tuDjeT+iTfMm+GX+HJPbfLVwGX5Z/Veu7/39J+/yDObC4Nqt2/h55XocP3Me0bHx8PZ0R9sWTTB8yCA0bVDX7H7Uo5ymfm3fd5D7n9PgkVrVAzC4b3c8O7gfTw0z0KTr4Cz7UmvRrSsf9DsXShciyIIgWCU0NKKSrw8/V2YSoexQX+2vFy3P83hXb97mx7o1qxunbGXHw9286OcHGrk5fvpHUKs1PHKxTo0A3I+M5mld2/YcwPRJY/DsE/ohGpmhAR409YqGcNBnpqlf8YmJuHTtJi80/5luGqidKtGyiX4oSXRsXJbhJULpRARZEASrZMiA3hg3cliu21CRyHuff4uU1NQ8j0dzk4m5H7zFQldUkKhO++BLFuOhj/fBWxNe4cEZZOn+vm4jvvhhKT799ie0aNKQp1ll/ixTZ33BYkzr53003dinm6Zr/e/Dr7mP+coNm7g/NvHb95/x419bd3N/c6F0IzFkQRBKLSs3bMbxMxfynDNM05iiY+LgYG+fY4BFYbNp536eiFWvdg28+8Y447nZ2tqykNJADhopuX7zziz7bdt7AKcvXOaJXj999WGWoRldO7XDK88/xc/XZdtPKDuIhSwIQqmERlLOW/wrKvpUQL8ej+QaHzZYxzS/OHMMtiiguc99unVG+5bNTL5X3VrVeQRlSPj9LOv/2b6XH19+/il4eerHcWbmib49YAMbeHt5FOHZCyWJCLIg5IMflq3CwuV/oGnDujxW0RRk6bz5wZfw8/HGztVLjD/KNL945fpNOHzyLIJCwpCckgoXF2fUrVkN/bo/giEDe1skFnlNYTK4L80l+NAYwxXrN+HsxauIS0hki6x1s0Z4cdhgNGtU3+JrkV836cdvT7JodrIlPHBVq/DVrLdw5fqtXLc3CDKJYVFDYyFpMcfFqzf4keZaG9BqtZzER/R8pKPJ/WhMZV4ufKF0I4IsCPmAMl1pVvH5y9fZQjPl/ty0cx8/Pt6rq1FgT52/jAnvfISEpCQ4OtgjwL8ybGxtWJhPnL3IC7lev5r1vyI9/y8XLMXyP//m5yTE9WpVR9j9SM7o3bH/EKa9OgqjnnnComNV8PY0JhVZun1hQVnIJ89dYuF7rGObPAWZZhQTtapV5Rumf4+c4M/t5uqCNs0a48n+Pc0mehUW5DZf/NuffENE7/XckwOMr90JCoUqLc3oUo+MisGGbbtx/tI1pKhUPBf6qQE9Ua/Wg9nZQtlDBFkQ8gHF9Vo3a8xlOVt2/4tXRz6T5fXYuHgcOHaanw/uq7cGNRotZnw6j8W4T9fOmP3mBBYCQ4nLdz+vYJEkoXht1LP841sUUGkQvY+Xhzvem/IqenftzOsp2YjiknPmL+bSIHLrPtqhTZ7Ho1goLcUNZRPPX/Ibu4bfeX2MRfsYLOTFv69hz0Rmdv93BEtWrsO8j97J1w2GpazZuB2/rvkH90LCoNFoULtGAHsLMseIQzPc154ebth/+ASmz5mL+MSkLFnbqzZsxpRxL1p8wySUPiSpSxDyyZMZblcqYcnOtn0H+Ue3WcN6LGwGMYiPT2DLeNa08UYxJhwdHDB13Iv8GnEz8G6RnHNamhoLlv/Bzz+bOcUoxoZkI8oGHv3C00a3vLVCNw/vfvYtUlVpeH/qa/DIpTbZgFqtRuDdYH7u5uKCz9+dioP//I4T2//E0m8+RvNG9REVE4vxb3/EolnYnL10FYF3g/jvgoiKjsWu/45AnfFvIik5hR8TEpMwddbnCKhSGb9++ylO7VjLYY8RQx7nRDC6YaIbN6FsIoIsCPmk12Od4OzkyD+yVBtqyl09qG9347rG9evg0KaVOPDP7yabW6jS1PBwd+Pn5J4sCs5cvMJZxuSm7tyulcltBvXqZoxxksvUGiFLkzKR+/d4FN27tLdoHxJvsioH9HyMy4Toka433Qy1a9mURbl+7Zrswfh+6cpCP+cJo55j8d/55xLMnDwWGq0WP69ch2mzv3hwjmlp/EjWe+WKPlg2bw5aNWsEe3s7rsd+e+JoY/x97qLlfGMilD3EZS0I+YTEuPdjnfDXtj3YvGs/GtWrbWxQcebCFdjb2aF/90dy7EcCcPPOPVy+dhN3g8MQFBqGG4F3ce3WHaP1lK4rmuFr9D4EJUGNmPhOntsH3guGTwWvXLehTOHFv62x+BzGjhhaIBc33QCRe5+yjKdb6KomyCPxxpgRZl93cLDnkqK3Pvoa+w8f54QxGxsbFBYkqPzo58tx4+oBVTD2zVnYc+AoJ3LRTYGTw4OyrRFDBvHfWHZeG/kMJ9JRdva1m7fRoG6tQjtHwToQQRaEh+CJfj1ZkLfu+Y8Tocjta7COu3Vpl8MSJgv1w7kL+Yc0R4lM1044eOw0YuMTiux8yfojKHGILMy8SMzYPjfI9WrJsTJvX1BXNZ3/pzPeMFkWVBDqZzToSExKRlx8Ajw9Cvf4menUpgWaNKiLC1eucyIfCXLmMEaDOqaFtkrliizUZEXfCw0XQS6DiCALwkNAZUJV/StxljT9qLZv1Qybd+7n1wb3eeCuJsgqHj31PXadkjVNLlPqxEQxZt8K3rxNr2dG51uQzdnSprpWOTvqLS5KWjJ0dyoo5EItrDKmvAgNj+BYLDE1k6s3O5RsZ+jvvH3VYhYxAypVGlvDpsjsmVAqC/azGBMbj+CwcM6WNtd/m0qeSJAjo/Whgcydw9LUarPHphs/wq6A5yhYJ/KtCsJDQC7NwX26cQLUzn8PsYVDbl7fCl7o3LZljhIdEmMS4BULvsjxY0pJRxTftRSFQv+jnJYRd8zO/ajoHOtqVKtidPuStWn4Yc8MZXyfu3SNXaz+FX2LvIFGfqByoNwyoMMiIlm0qZyIelUb9iF+W/MP5v30G7u6KUHKFJczyqaoyUhBy58GvzSRv09K4KNkOVOER0Tq38+3gvGRFqpVP3/5Gg+hyA7F9cmCJwKqVCrQOQrWiQiyIDwkZAkv+OUPjgW6ODnxuoGZao8NkLVksIJMWTaUrU2uWIISfvKCypaIG4H3crxGDSb2HTyeY33rpo1YaMgK37RrPwb11idwZWbVhi34etEvPAxh95qlRV6Xmx8onp2bZf/jr3/iu6Ur2N2bfdoTuXbp+pJgUw0weTMyQ2Vpv639h5/37d6lwOfaqU1LDl9QuRM1e8kejybLmOrSicc6PpgsRZ6TpavWY/XfWznWnL0d6O/rNxn/joqqNE4oWSTLWhAeEv9Kfhz/oyk+f/y91aS7mqgRoLdODx0/w7HkzJbx2k07MGf+j1ms1Lxo2bSRsZyKaosNUNet97/4HtcD9U0wMuPs7ISXn9P3Qv5o7iJORqPkJYIeN+7Yh29//p3/TSP+rEmMC0qb5o3RvLG+A9mMT+ZliXuTe3naB19wtjxZ0K88ry/9yjwo4tadIG4CYymjn3+a3d50TOomZrBqCQpvvD5zDnspqKlJw0xx4JeffRLenh4IDruPSe9+wu9tgGref81o6DJ+1LMPeSUEa0csZEEoYOcusrqojpTKm+rUrJZjm1HDnsCWXf+ydTp8wtuoEeAPZycn/pGnH2sqRaKY4pUbgeyyzItHO7TmGDZ1qqIZwNTUgqxmckfThKEJLz1nspaYhILekzJ13/54Lk8dIvc0WY5Uh0v0fLQjJo0ejrIEWajUAW301Pe5qQhlmVep5MelT3TzQteMhPDHL2bzY2bmLf6N25T6V/TDjtU/WfR+9DdAtd4k/pT4R3XDdFNG3zVl4hM0c3n2tAlZ9qNEsh8+fRevvf0hNwLp/ewYtoTjE5KMfa/pporarAplE7GQBaEA9Hq0E7t4iScy1R5nt6TX/Tyf44kkvCFhEbh9L5jLYOgH9q9l32H404/ztoaym9yg+O+PX87G66+8gDo1qnG8MiQ8Ah1aN9fX2fZ4zOx+1CFqwWfvoVvndryOWk6Spd6meRN89PbrmDv7LauKHRcWdK3XLJ7LNxtkldL84Ft37qFq5Ur8Hfyz/Pss1mpB6dutC9Ys+Yb/Jkj4b9y+h4SkZP6OvnhvGr6bM9NkglnThvXwz68/4MVhT/BNAFnn5DWhvAT63qiJjFB2sUnP63+/IJQz1BGBgKZoGnQIeTNq8kzOln795ResYpgCtRtdt3kH/ln+A6yVvAaKZEHpADvfB3OYBetBLGRBEIRcoOYdkkQlFAciyIIgCGagrOfjZ85j7IiSt9SFso8kdQmCYJWs3bwDB46d4uc/fjGLM8WLG0pyowldmRuMWBOGNqgUExdKPyLIgiBYJZT9TYul9dlFgal519ZEflqXCtaPJHUJQjYkqUso00hSl9UiMWRBEARBsAJEkAVBEATBChBBFgRBEAQrQARZEMoZNJ6QllPnLpX0qVg9sXHxaNnrab5efZ8fl2cXNUEoCCLIgiAIZti8+1/udU3Q7OtDJ86U9CkJZRgRZEEQhFxaUhKPtG/NjzRSURCKChFkQRAEE1y9eRuXr9+CvZ0dxr/0HK/bd/BYlrGIglCYiCALgiCY4K+tu/ixfetmaNqgLmoGVOEGJeu36NcLQmEjnboEoQxwPzIKKzdswd6DR3m8I1GnZgAG9+nOYx8tHalIs53Xbd6Jc5euIjI6BpTD5OXpjlZNG2HEkMd5PKCpblG/rfkHp85f5iQoFxdnHsbQp1tnDB3YB/b2dlm2p22W/bEBew8dQ1BIOBQKW1Ty9eHRhCOHDeaJRZYOfXh5yruwlNdefJZnRVuCWqPB5l3/8vOej3Tkx77dH8HC5X9g3aadGPPCEB5nKQiFiQiyIJRyTpy9iCnvf4aYuHgolUrUqRGAlFQVzl++zsvxMxfw1az/wcbGJtfjfLlgGZb/+Rc/r+DliVrVAxCfmITQsPvYsvtfbN97APM/noGundoa99mx7yD+9+FX0Op08PbyQL3aNZCQmIRT5y/xsnP/Yfw890PjDQGJ8bOv/Y8TpBzs7bk1Jb12JygYq/7ago0792HZvDkWzSZ2c3VByyYNLb5OlSv6Wrztv4dPcH9oOzsl97Mm+vfQC3JI+H0cPH7aGFcWhMJCBFkQSjFxCYl484MvWYy7d26P2f+bAG9PD6MF+frMOdi+7yDatmiCZ5/ob/Y4x06fYzFW2NpizvTJGNDzMaOA3wkKwZRZn+Pazdv48bfVRkHW6XT49LufWIzffO0ljBw6yGg10ntPmP4xzzWm9+/f41FeT5YxiXHrZo3w7ccz4OHuxutjYuP5PWj7eYt/xY9fzs7zs5No//b9ZygK/tqWkczVrjU83Fz5ec1qVdGoXm1cunYTa/7ZLoIsFDricxGEUszajdvZtVy9qj9bwQYxJtq1bIqJLz3PzzdkZAub48Cx02wN9u7aGQN7dc1iTdOxRz//ND+/EXjPuD46Jg4RUTH8/Kn+PbO4cOm9x44Yit6PdYKd3QOX9ZUbgUY3sEGMCXKLvzPxFXRu2xK1a5Ts7OGomFj8d+QkPx/Q67Esrz3eqys/7j98HOERUSVyfkLZRSxkQSjF7Dt0nB8H9+2eI1ZLPD2gF8dm85paNHXci5gydqSx5jY7jg4O/JiqejB0w9PDHe6uLuzWfnvOXLw28hk0aVDXKMwUZ80OiTu5e39etZ5d3GRtuzg782sN6tayyDIuajbt3M/JWy7OTuja8YF7nujX/RF8tXAZewUo1j5+1LMldp5C2UMEWRBKMXeDQ/mxfm3T03tohnDdWtUtOhZZxdSJimLON+/cY9fy3aBQtmopbkpk7lSlVCowacwIfPzNIrYoafF0d+Os5M5tW7HYZrbYiVHPPIFt+w6wVf/2x3M55t28UT10bNMCj3Vsa1Hs2ACVJH0yf7HF2z/Zvydb8pbWHvd4pAMcHOyzvOZTwQvtWjXD4RNnsG7zDowbMdTihDlByAsRZEEoxcTFJ/Cjs5NjgY5DQvvzynVYsnIdEpOSjevJ2q1Tsxp6N+iEHfsP5djv2cH9UKOqP5b/+TeOnDqL2PgEbN97kBeKR/ft3gXvvvEqJ2AR/pX8sH7JfCz+fQ0fj4T55LlLvHy/dCXq1KiG96e+hlbNGuV5zpQ8lp95wOQpyIsLV67jeuAdfv7P9r28mINc1v8dPYmundpZfA6CkBsiyIJQinFydERCUhKSU1ILdJwFv/zBGcQkooP6dEP7Vs1Qt2Z1TmRycnTgpC9TgmwQOlroHE6eu8gWNmUp37h9l0uHaP13c2ZmsTJnTB6L6ZPG4OqNQBw7cx6HT57FkZNneZ9xb83Gxl8XoJKfT67nTHHqC/v+RmHy97Y9/EjxdG+PrNZ9ZqJi46DRaPDnP9tFkIVCQwRZEEox1QP82aq7EXgHj3Vsk+P1+IREvPrWB6hcyRezp00wWqrZa24N5U7jRz2HcSOH5dgmzEQCk1qtxt2QMCQlJaNZo/pspVPmMS0Uk6aM6q8X/YK9B48hOTmF3edUL337XjBvT3FpihvTMnLoYHaPP/vqNI5J7zlwFM8/NQDFSVqamntXE88/ORD/G/+S2W0pu3zFuk04cOwUQsMj8lVSJQjmkCxrQSjFdGnfypiIpNVqc7y+89/DOHf5Gs5evGpSjA21wQYLu17t6ibd2Ya4KqHR6N/n0ImzGPziRLz2zkcsZtmhuLABSoKi8xs6ZipenvIeW9DZqVa1Mru0DdsXN3sOHuUbGOKp/j1y3XbY432MpV8USxaEwkAEWRBKMc8O7s/lQxT3nPnZtxxXNUBu5q8XLjMmU5nDy8MD7hm1tr+v22QUJUOclJKvqK7YgCHTulPbFpwpTXHsdz//lmuiDdC6735ewc+bN67PNwOU/ETNNYjPf/iZ63kzi/7aTTu4fzTFran8qbgxuKubNayH2jWq5botvU7dywhqpWm4SRGEgiAua0Eoxfh4e+KbD97CpHc/xaad+7Dr30PcYYsEMThMnxk9oOejeP5J8+5fypZ+/eXnMWf+Ym6d2WPoK6gR4I9UVRruBoWwtdqmeROcuXiF46bhEZFwdakGO6USX896C2P/N4s7ee05cAQB/pUBG+BecCjvT1nX5Co38PorwzmBi8R42NipqFLJj8unQu9HcF0zMWn0cNSqXhXFCbnSDx0/bczGtoRhg/pwN7L7kdFcl0xZ2YJQEMRCFoRSTruWzbBh2bccc/XzqYAbgXe5cxdZcJ/NnILP352WZ9/l554cgMVffYAOrZpx/e31W3fYld26eWN8/PYkLP3mI7Ro3CBL7TNBHcBWLfiSm4l4e3ridlAwl0tVqVwRLz/3FP759YcsZVcUZ14272OOVVOJE50nWcVKhQJ9unbG8m8/MVm/XNRQNjXdeDg62HOtsSX0fqwz33AQf/6zrYjPUCgP2KRnLiwUBAHqiEBA86ABhiCUKZQOsPM1XbculCxiIQuCIAiCFSCCLAiCIAhWgAiyIAiCIFgBIsiCIAiCYAWIIAuCIAiCFSCCLAiCIAhWgAiyIAiCIFgBIsiCIAiCYAWIIAuCIAiCFSCCLAiCIAhWgAiyIAiCIFgBMu1JKBOsX78e06dPz/d+Tz75JD777LMs62yUDpAG70JZhf6+BetEBFkoE1SoUAGtWrXKsT40NJQXe3t7NGnSJMfrNWrUyPJvmrWi9PIv0nMVhJKGxmgqlfLzb23ItCehTPPdd9/h+++/R5UqVbBnj34AfXlj48aN+OWXX/Dtt9/ydRDyJigoCJMnT8ZLL72EgQMHFsl7nD9/Hu+//z4/X7RoESpWrIii5t1338XFixfZMzRy5Mgifz8hf0gMWRDKMMnJyfj0009Rv359EeN8ULVqVdSrVw+ffPIJX8OigI576dIlXtRqNYqDO3fu8PslJiYWy/sJ+UMEWRDKML///jvi4+Mxfvz4kj6VUseECRP42tE1FITiQARZKPeQe5IsyEcffRQhISHspmzWrBnat2+P2bNn8zYjRozgbRYsWGDWNU6vjxo1yuTr27dvxyuvvMLHpFh2165dOQnt5s2bRfa5EhISsGTJEgwbNowtPiF/0DUbOnQoX0O6ltYGRRt37NiBiRMn4rHHHkPTpk3RokUL9OrVi13T+fnbImud3ObkyqZj0N9/jx49+G/0ypUrZvc7fPgw37h07tyZ/667dOnCrv6zZ88W0qcsX4ggC0IGKpUKL7/8Mo4fP47atWtDp9MhICCgQMckV+SUKVMwadIkHDhwAHZ2duwKJZchZYYPHjwYmzdvRlGwbNkypKamYty4cUVy/PLAq6++yteQYvDWBP1t0t/V66+/jp07d8LGxob/rry8vHDv3j2sWbMGTz/9NC5cuJDnsdLS0vDiiy/im2++wbVr11C5cmXUqVMHMTEx/Dc6ZMgQ7N+/P8d+VJ1AN6C7du3iJDF6f61Wi23btuGZZ57B0qVLi+jTl10kzU4QMoiNjeXM002bNnH2Nf0Q0w9fQaAfuS1btrC1RfFIspANP4I//fQTJ1q9/fbbfAPQoEGDQvokQHR0NIvICy+8UCzJQmUVunZ0DenmZvjw4Sx41gAJ5datW+Hs7IwffvgBnTp1Mr5GSVuvvfYawsPD2bqfN29ersdat24dzp07h5o1a/LfTKVKlXh9UlISW9r090t5CGSFG1ixYgVfE7oe5EXq27cvr6f/L3Qz8NFHH+Hzzz/nv+vM+wm5IxayIGSCXNOGUihHR0f+wXtYIiMj8dtvv8HW1hY//vijUYwJKsMiV98TTzzBVrQ5V/jDQj/E5NIcM2ZMoR63PELXkK4l3UAVFeQeppCHuSW7hU6uYrp5pJuEzGJMNG7cmG8iiBs3buT53pcvX+bHRx55xCjGhIuLC2bOnMnHb9u2Ld+gGm4m6SaA+PLLL41iTNDfOlnHY8eO5X/TDadgOWIhC0ImWrduXWjH+vfff/nHi34gyQVoCnJZ//XXX/jvv/8KrTb0/v37bMGQ+93b27vAxyvv0DUkly5ZhOSi9fPzK/T3oPgr3aSZI7uX4+uvv8YXX3zBLmJT0M0kkZKSkud7G25AyVImi7Z3797GvxsfHx/+3Jk5ffo0oqKi4OnpySJu7u+aRJtc5hEREfD19c3zPAQRZEHIQmH+cFy/fp0fKab33HPPmY1bG5JqyMVYGKVJZI3TjzslpwmFA93c0E0OXdv33nuv0I8/f/78fCfeKRQKFlzKebh16xb/nQUGBrLFSyJIWNJmgmLEf/75J+87a9YsfPDBB2jUqBEnapG7uWXLlmz5Zv+7pvc293edGTquCLJliCALggnLojAwZOZS6cypU6cs3r4gBAcHY/Xq1Zzs4+7uXuDjCXroWlKWPDWZIXEu6Zpu8rzMnTsXK1euNN7UEZQ02LBhQ17IQ2PpZ1u7di275Cl/gqoOyLKlhW5A6LPOmDEDPXv2zPJ3Su9bXH/X5QURZEHIB+YsDlPNI5ycnPjx8ccfx1dffYXigGLR9ANLsUWh8PMLli9fztd4zpw5JXou1OFrw4YNcHBwwPPPP482bdpwWIQSs8g7Qu5nSwWZcHV15axtWsjaPnLkCC8USqGbPKoS+OOPP7gcyvB3Ta1qV61aVYSfsvwhSV2CYKF70GCZmIvbZod+HPNKrKHM7hMnTnD9c0G72N6+fZt/pCmhhhJyhMKFrimVkNE1pmtdUlBog/IOCMpmJjfzgAEDOPnLEIcOCwvLV0Y+/Q3SI1GrVi0WeUrI2r17N7vSKVZNWd2Z/65JuM1VIVAC2NGjR9mNbi7OLeREBFkQLMBQ7mKIn2WGykMo6zU71GiEhJxievSDZwr60aOMWLK+CirI1JyEknAsiesJD8ezzz7Lg0zoWpcUmW/eSISzQ65kcj0TlChoSRY5/Q3SjUZ2KLnLUI5nEFayxsmippvJf/75x+QxKd5OvbIpucuSxDJBjwiyIOQj+5oaJFAjhMyWMXUmoqzT7JBlQc0ZCENjEAP0Q/nzzz9zDJAYPXp0lsSZ/EINHajBCLXIJDemUHQ5BnSN6VrTNS8JqlevbvTYUHmboRyJIMudrHiyXonMr5lj0KBB/EhZ0YcOHcryGg1kMbi+6QbT4CkwlNNRAhgNLzHcINDj33//zfX3BFnaJN6CZUgMWRAsgFoKUk9jyhil+mH6UaQfZ/rhox9H6uhErQezQ3Wc5D6kHzVKCqIuSGRhUeIMWRgEWccFtWoNk5yeeuqpAh1HyBu6ySIhpGtOSV4lVYZFnbBIDOkmkTrKUfc3Gh5BUO0wiSslFFJ+Q2719JRvcPDgQT4OZeZTiRVlRVMdvcH1TbXF1BbTAIVF6L2oQcmbb77JXbvob5tGndJ+BJVPUUxasByxkAXBAsgqoOxlsmRJjMltSFZxnz592NWXuelHZki0KVOVkrqojITcd4bewFTDST/o1A2poGP8qH0iZVbnVssqFA50jal/NF1zS1pTFgVvvfUWW6FUkkQ3hGStk/BSmRJZulQ7TDdoZLHu27cv12PR/vR3SH2rqY81HYf+RqlhDfVcp+N9+OGHWfYhbw5171q8eDG6d+/O6yg0QzkW7dq14650VMplsOQFy5B5yIJQSiB3JFksHTp0yLKebhIoE5bihvIDWDxQPJXmJJPokbUsCIWBWMiCUEqgRBmySjJDyWJUmkIxahHj4oOuNXkk6NqbS9gThPwigiwIpQRKBMuc+EXOLRocQFmw5DoXihfq4UzXnlyz4mgUCgMRZEEoRW7SzIJMSTvUNvGNN94oUIa28HDQNacM+2PHjpksexOE/CL/iwWhlJB5+ITBOm7evDkn3gglQ7du3fg7oAQrsZKFgiKCLAilBOqKZLCEqT6UZthSWQkNpyeoKxJNI6KRj0LxQNeePBT0Xezdu7ekT0co5YggC0Ips5BJmCluSeUlhoxralRBs5WpvtlcCZZQNHTs2JG/C/JYmGslKQiWIIIsCKUshrxt2zZcvXqVLTOqa6b60alTp7Lrmnoc16tXr6RPtVxayfSd0HcjCA+LdOoShFImyNQhitoYUvcl6sxFwwaoUxJZyAb3tVD8rVXpO6HvhjpUGWL9gpAfxEIWhFIkyNSWkNp30qi9oUOH8ig8GrVHrT1FjEsWyrim74baWQrCwyCCLAilKIZM3bpoohP1MabG/dTOk8blCSVPkyZN2DqmSVDmxnQKQm6IIAtCKYEStuiHnhbqjz1jxgzpXW1lUMc06nNOXgtByC8iyIJQSvD09OSRjtSzWmqPrZO6detyj+sFCxZYNPpQEDIjwyUEQRAKERpL2K9fP57IRHXhmYmOjoabmxvs7OxK7PwE60UsZEEQhEKExnNS9juFFZKSkrK8NmTIEC5NEwRTiCALgiAUMuPHj0dCQkKOrmmJiYmIjY0tsfMSrBsRZEEQhELG398fzz77LH7++WfEx8dnGdtI5WuCYAoR5FKITsL+QimkvP3djhs3jjPiqUQtsyBT+ZogmELayZRCbG1sMPdIHILi5T+2UDqo6q7E1A4eKMts376dY8aGJi2+vr4YPnw4li9fjpEjR8Lb25sFWfpdC+YQQS6lkBjfihFBFgRrgeqPqYXp7t27MWfOHC5TGz16NFatWoWffvoJb7/9trishVwRl7UgCEIh8NJLL+GHH37A8ePHMXjwYH708vLi9StWrOCe4yLIQm6IIAuCIBQSPXv2xN9//42AgAB2U1MbTXJbOzo6YtGiRSLIQq6Iy1oQBKEQqVy5MseNFy5cyBbzkSNHMGzYMPzyyy+cfS1JXYI5xEIWBEEoZMgSnjhxItchBwcH8xAQspKpBlmSugRziCALgiAUEW3atOHOXO3bt+dGIXFxcdw+UxBMIS5rwSzU5vzer28i6eZx2Dq4oNaEX2DnWdHs9mkxoQhc+Ap0qYnw6ToKvt1fNrutLi0Vt34YBdjYoM4bq1AWCFw0FqkhV3Ldpv7MbbB1cLb4mAlXDyHmyDqkBF9GuiYNSndfuNXvDO8uz8LOzcfkPtFH1yN887xcj1txwGR4t3/a4vMQHh7KtqZY8u+//46PP/4YoaGhJX1KgpUigiyYhWopKz85HYE/jII2JR4h6z9BtZfm8frspGs1CF7zAYuxc/Xm8On6otnjput0CP37c6hjQmDnXQVlgXSdFqr7t/i5U7Wm5je0VVh8zIi9vyByr76phMLVG3aelZEWHYTow38i9sxWVBv+JZwCGuXYTxV2kx/p2ipdvU0eW2lGzIWigf7PjBgxAh06dGCBFgRTiCALuWLn7oNKg95E8Or3kXz7NKIP/YkKnZ/Jsd39nYuQGnQJCmcP+A95DzZmhEenVrEYx5/fjbJEWtQ9tmBJOGuM/qHAx0u8dgSR+5YBNraoPOhNeLYeyOu1qmSEbfwK8ed2IWj1e6j9xirYKrPORE4Nu8GPlQZMgWvddgU+F6FwxzMKgjkkhizkiXvjrvBo0ZefR+z+Car7gTncqiTUROUn3oGdh5/J46SEXMXtxeNYTIqL5LvnkRp6rcjfx2CVOlasVSjHizm2gWIG8Go72CjGhMLBGZUHvw1bJzdo4iOQePVQDu+D4ftxKKRzEQSheBBBFiyiYv/JsPOsxFZg8NqP2UVNqOPuI3TDp/zcq8PTcGvQ2eT+93cswu0fx0IVfgsOfjVR4dERRXauFJ+OObkJtxa8gjtLJiA1QyyLEsN7OPgVjgg6Vq4H13od4dGiT47XbO0cYO9dlZ+rY8OzvJYWHYx0dSoUTu7s3RAEofQgLmvBIhSOLvB/+l3cWToJqrDriNj3C3y7v4KQDZ9CmxwHh8p1UbH3eLP7pwRdgo2dIyp0egYVHh1eJC5rchvHHPsbsae3cCyboCQog3gRN+YOgzo2zKLj0Q1Inal6yz8vDG7iwrJKfXu8YvY1clvTZyXsKzz4bITKcB5+NVEW4vLmQh+CUBb/bkWQBYtxrt4MFbo8j6j/fkfUgZXQpSYh+dZJ2No7oeqw2bBR2pnd17PtYFSp2dJsktHDQi7axGuHEHPsL84GJzcvxV1d6rSHV9tBcK3fKct/DscqDVikLUHpVsHi81CFZyRSefgh+sg6JN8+A21KApTuPmzpujfuBhvbgjukUsNvIXzLt3zD4VCpLlzrdcj2eoalXrEmEq8fRcKl/UiLDoGtvSOcqjZi93dhfwdFBX1vMetnQxN5u6RPRRAsQulTA15PzX74/R96T6FcQqVMSTeOcVw25ug6Xldp4FTYVwjIdT+Ppj0K9Tw0SbGIPbkJsSf+MVq8lFDl2bIfPNsMgr1XZZP7VX3mQxQ22uR4jucSQatmQpeWkuX1+LM7EH1oNao+/4nZUqW8CP3nK77uhs9KIl/5ibdz3IkbLOS4M9v5JiUzFG+O+m8FezrcGj6C0gCJsTqs6HMABMEaEEEW8oWNQolKA6fg9k+v8b8dKtY2GecsSigDOeiPdzmeTTjXaMnWsFujx/j8ihuDVWq4Hr49RsOpakOOs5OVen/7AqQGX0HQ7++gxthFD3WOZP1ndrVTrJiOTTcgmaEYPWOr4Bslt0aPwtbRlddH7FmKpOtHEPTnLNR4+Ts4BTQuyMcWBKGQEUEW8k3UodVZXLVxZ3fAo3nvYnt/TVKMUYzdm/WCX5/XHtryLAwogcq741DoNGmo1G9SFte9R7OecKrSALcWvsJehdgz2+CVKWvaUqq9+A27v9UxoYg5/hdijm7gZDpyXdN7Gxq5UDZ8WkwIr3Pyr2/cn84hYPjnuPf7W0i6fhTh2xcUSnmWIAiFhwiykC9ijv+NhIv7AIWSf/BT7l1E2OZ53Awkty5ehQlZdq71OiHx+hHEn9uJ+It74dbgES4RcqnVKtd9g1a/D01ClMUxZEtc3I6VasOx3+tmX6fEKxLm2BMbkXj5wEMJsr23Pz86+FZHpf6TYWvvjKh/f2Or16NlPygcXbn5RG7d0eh1n8deZEFOuXeB3f5KF2lSIQjWggiykL+Eom3f83NK7vJqM4jbX5KVFrLuY1R7aX6hJC7lhYNPNQQM/4wtQbIUKas64eJeXux9qrEwk6WocHLL+RmCr+Qry7qwcKykbwihji2ctok+j7zAyXU6VRJSQ6/DpWZLy86jckZjivR0qOPCRZAFwYoQQRYsgjpshaz5AOlqFRz968O36yh9PLn/ZISsn4PkO2c589rn0eHFdk72Xv6o2HcCx2zjzu1EzNH1nNQUvvU73N/1E9yb9oBXuyeyuG4tLWPKL+QuhlZjNtM8PT1jwo8F8WPKHNckRHKNsXN10204qR82tb+kZDJNYnSO74pqlc0c3PjUxlb++wuCNSH/IwWLCN/6LXeAolpibo2ZISyU0JVw9SC7sSP2LoVLnbZZBLA4IPEhNzAtybfPIvrYeiRc/g9xpzbz4j90VqFneWcm6I/3kHDlADya9oT/0zNNbkNWLOHgWyPP46VF3cWt70by81qTVsDBJ2cGO4ku1X8Thvh5/KX93G8cOi3qvbOJS53MnQfdGNiXkT7ipYU3dsbh7H0NXm7mhBFNLR8wYoptN1Px+ZEk+LvaYsVgL5Q0IQla/HohBSdC0xCnSoeXoy3a+dthRBMnVHRRPNQN7pabKmy6kYrAWC0UNjao6anA43Ud0aeWmZvNMoB06hLyJP7iPo5/EhX7TWSXcWYqPT5NX7Or1SBk7UfcKaukcK7RHFWHfYA6U/7keCmVQhkSwIoKbgai0yLx2mGOy2aHLN34C3v4uXuT7nkez75CNSgz2o/GHs9aumSASpq4d7azhzFbmtzR1KWL1sdfMN14JeqgfrKWW/1OJgVbEPJLYKwG47bFYfstFdRaoLanAsnqdGy+ocIrm+NwPVrf1S8/fH0sCV8dTcKVKC0quypQwdkGFyM1+OxwIj49pG/6UxYRQRZyhUYqhv79BT93bdCF48bZUTp7cH9l3j7yLsK3l3z2LrWNpG5Xdaet5ZrdooRi1lRaRBOxgv94j2OzmePud397E+lpKXCu1ZoblWSGypdUEXegTog0rqM4PN1MGEYpRh9Zy25sgh4pse7+rh/53369XzV6K8iFbxB8cttTj3EDOlUyQjfOReKVg7Cxc4Bvz7FFek2EnEzv5IrlAz0xqF7Bb4S6BNjzsb7s7o6SRKNLx8z9CUhMS8eAOg5Y+5QXFvXzxJqnvNCjhj2S1OmY/V8Cb2cpm2+kspi7O9hgYV8PLBvoiV8f98I3Pd3hYmeDHYEq3qYsIi5rwSxURxuy9kNO2iJLs/Lgt8xuSx2jqBtX7PG/eSERJCuspCGxKurEJep8RdnYVBtNsfQb3zzLXgSKG6dF3DF2CKNtso+uvPvLFE4yoyQ0/6dmGNd7tXkcaZF3eGgHdeaK3PsL7Lz8OSmMXdWUMd39FXi2GpDDW6GOCUNK0EUErXiHu5IpXStAFXmHbwoo5FD12Y9zeDmEoudhXLfmcLW3hWvWIV8lws5AFUITdajiZospbV2gsNX/fTspbTC9oyuuRcfiXryORbR/7bxvRLS6dKy8qG+s81orZzSo8ECiWlS0w+S2LvjkUCJ+O5+C/rUdTI6CLc2IhSyYhUpqqKyJfvz9n5yRp7BV7DPB2Fs59K/PciQblWVcardBzfHL4NXuSc7OTosKgiY+Eo5VG/FgjhqjF5jM+s6Nin0nImDEl3Cp24G/g9TwG7BR2LEVTMfzNTFzmsqfqr/yHSoOmAynqo05C5vmNCtdvDjBrfbrv8pIRqHQIDc10aemg1GMDdC/DSK897ZlYaPzERqEJOrgqAB6VM8ZK+5e3Z6t5PBkHbuwyxpiIQtm8es1lhdLoZhk7ckrLdqWW1xm6zJV2qF2ndTFLD/klfXtWrc9L/n1Cni3f5oXoei4FKnGH5dScTlSjfi0dFR1U7DbdnBdR/Rcpb8Z3ftChVyTus6EqzFlVzya+CrZJbvmcip23VYhOEELpa0N6ldQYkh9R3Ssal+gpC7D+1jKi02dMKpZ7olnuvR0XInSi2JTP9PVBY199BJzPkLN1m920c7OxQj98ehz2ylybkv7k9V8MkyNs+EaNPE13z+/NCKCLAiCkE8o+/ebY0mg0KiHgw1qeigQlKDDdyeScSY8/5abWpuON3fHs2B7OtigmocC9+K1OBWm5mVaexcMrPPwsWeyKkn0LcXPJW/naWSyDiqt/jndGJiiUsZ62i4iWYdKrrm77YMT9Qf0dzO/XcWMcwtKyHjzMoQIsiAIQj64GaMxivGoZk4Y3tiJLbc0bTp+OpOMtVfyn3B0NVoLZ6UN3uvsiu419K7axDQdZv2XyIL885lkjpnaPmTMtK63Et/19kBhEpP6IFHL09G0ILvbP1hP5VCVXHM/ZmyqPnmRbkrMQcle+uM9qKkvK0gMWRAEIR/8ej6FxbhXDXu82NTZ6Ia1V9hgQmsXdKzycG7U0S2cjGJsSNwa11LvNo5VpbMFbk2otA8E2c6MktgrTG9vjlRNuvFamsMh4zXDtmUJEWRBEAQLISv4WKg+Qclc+dJT9R/OtdwpW5yYqO7+QNHIYrYm8ggH58CSzRX58ACUtQxrQlzWgiAIFhKWpENqRoi4tpfpn8963g/3s+rjlNM+clA+EB1tAfSYmnN8eyLJ4u371XbIs0yJSpsMqHVZrWEDaVrTn8XsMe1sjDc+5jBY2pSJXdYQQRYEQbCQ+Iy4pU02QcqeQPUw1mZeGcgFgRp0XMjIYLaE1pXydrt7OGSOD+vg65xTIeMzWfW5xYWzx4fjVeYF2fCah5m4dWlGBFkQBMFCHDNEmCSB2kM6mxBfWm9tUFONzCVYhYGPsy3ffJDYhyWaFmRaTzgo9NvnRfUMFz15IsxheI3KzMoaIshCsXBn6SQk3z4D3+6vwMdEQ4v8EHt6K0I3fAo77yqo84a+N3NJkhYdgsh9vyDp5nFokuO4CYdr3Q7weWxkocyITg2/icBFY+DRvA/8n9C3KDUF9RCPPrSa50NTS06y4+x9AuDRrBfXJJubRCVYTjV3BZS21DJSn21tqv72ZmzZK8cxh6Em+FKk6WthsMob+igtyhBvkNGZi+qbTdUt07orGQ1BGmXUOJclyp7NLwjFCE3AClw0GnFntiFdo4ZjxTrcNzr25EbcWvASUkOvFej4NKwi+M8PeHBHbmhTEnB7yXhE7PkZqvu3YUctM90q8DjK+9sX4M6yydCl6VsSCg8PZf+2q6wXHppGZIqy2mfZFI9VszdeCxLLzNC/t97SX4veNS2b0NTEV8mxdLK699zJ2d1r9+00JGvSue65aT7qqksLZe8TCVaJ/1MzoVOnQlEIfaXdGj4Cp6qNuI1kSff6vrfiHe717dn6cVQa8AZboSR8of98ifhzuxD0x/uoPel34wCI/EBTou6tnI60iNt5bksDPUh8qXd11ec/MY7ATL57HkGrZiLl3gXc3/kjn6NQMKjL1pEQ/XSj6h4KDG3gyJacoQ/zLgvbRJYFSGjpM9+N1/IkpmntXdmtTyVJXx1N5D7WlV1t0SubIFPGeHSKXsD93Wy5K5khc5pGNn5zPImT0Hydbdndbug2ZkhMez6j9rusIYIsFAuF4brN3K+ZlpIm7uwOqGNC2XVOLTMNomtr78S9v1NDrvH0q7iz23MMgciL+PO7EbbpG54glRdkmdP2RMW+E7LMo3au1hR+vV7l3uJkxVfs9zpsbMte7K04IbcqDT744WQyfjydjNWXUrgjFfVgpoQjep1crmVQL3JAmdPvdXHF/3Yn8I3I4eAYHjQRnKBjK5dizHMeczMKroED99K49SexarBnlg5eA+s64HS4GvvupnG7TwoTECT6hgzwAQXoWmbNiMtaEB4SEjjCs0XfHBYw/dsgwgaxtJTbP72G4DUfsBi7NXqMl9zQpMQhXa13nzpUrJ3jdZo0RZArnVzbQsEZ0sAJX/dwZ/c1eWpvxmjZ1TqlnQvGt9I383DMpblFWaKRjx1+6u+BvrUc4KTUXwtK4qLGKT/280BNz/zZfbY2epGndqF0c3M/WYuwJC3qeSt4otSb7V1QVhELWXgoaApU1IGVSAm6zMJBU57IbUsTha7M7sbbNPzw31yTupICT+PusslwqtYU1V+az6MG487t4IQkckc7+teHd8ehOcY45jepy/A+luLTdRR8u7+c6zY0lzgl+DI/d6rezOQ2TgFNjG7jdJ3WYsuUrq3Sw48tW49mPRGy/pNct6ckMhulPdI1aUgNvQ4H3+pZXidXNmHr4AyFc+G2TyzPtKpkx0t2DgfrXdbeTlkFeV4vj4fKfjb1et/ajrxYC9R7+u2Olnut8jp/Wxsb7t1dkP7dpRERZCHfxJzYiLCNX5Mq8Q+8g18tpEUHIXzLfCQHnsr38cjlenf5VBZsijE7+FSHKuoekm+d5KXSoP/xfOCHReHowqJfmO51TUKE0Sq19/bP9Ti0nSY+gscyWgLNNKb5yLZ2liXCkNB7thmEmCNrcX/HQs6sNritU0Ku8jrCu8PQMtndqLiZtjseSWk6jG3pYlKQj4WkGftHC0J+kL8YIV+kht1E2Ka5LMY+3V6Gz6PD2T2r06QhYuePiD68Jv/HDLnC1pv/0FnwaNqD12lTExH0x3ssyBG7f2L3r43tw0VYHCvXQ43RP6AwoexnAwpn04lqma1RKoeyVJC92g7O9/lU7DMe0Gn4Zun2j+Ng712F17O3QWkHn8dehE8eVr9gGZTIteGqGgtPJeGjR92M8U9K6tp2S4WN11XcOGRQ3fJl3QkFRwRZyBdUbwudFu7Ne8O32yjjelulPScMpUUFI/HaoXwf17fnGKMYE5S05df7VdxeNAbapFi2wB18qsFaSE97UNpC7mJTZF6fefuiwt6nOpc6aeLuIy3qnnG9rb0zbJ3cgPR0SmMt8vMo69B0p6PBabgRo8UL/8RygwpHpb5hBSV1Uf7SmBbOxuxgQbAUEWTBYsgKTrxxLFcrzqvD0w8lyG71u+RY5+Bb48F7pyTCqsivtV6EQkjlV1TalHjtMOx9qiFg+BdwrtEC6Vo1Eq4cQPi273F/2/dQhV3n8jOhYHg72WJJf0+eiUy1suFJWoQmpvN6SvIiy9hUkwxByAsRZMFi1LFhSM9oLuFYqY7JbTKX3OQHpbtPjnWZY6iUFPWwUHOOsM3zLd7es1X/PMuUyOo0npsmDTYm4r203oCp1wsz25vE2NbBBdVenAs7D7+MVxzh2bIfHCrWwu3FryLuzHZ4NO8Ll9qti+xcygs0BGFoQydeBKGwEEEWLEabHKd/YmPDtbamoFhwvrFVWJCB/PD9gbWpSUi5e97i7V1q5S1YmePDlGVua+dr/npxJnTBG6KYI/7iPn6km4gHYpz1JsmtQRckXNrPbTVFkAXBOhFBFizGKMLp6dCqkqEwIb7W2J7RpWbLLCVYhYGduw9sHV25S5c6JoxbVZryKBisY6VbztcLC8P72Puaj7GT+z8B+7n7lyAI1ok0BhEsxr5CAJDRAEMVdtNsFnZ5wclf33CD2lKaIuWufr1TlUYPnSFuCeSqJjQJUWa30STF6Ld1fAgPhiAIxYIIsmAxFNN1rdOOn8ee2mxyGxqqUF5wa9LVeC0osSoz9O/Y01v4uUeLPkXuATC08tRl1EZnhrpzJVzWewhcarYq0nMRSoZn/4pBtxVR2BloeuBFeeGva6l8Hd7Y+SBclBdRKToMWhPN9eUljQiykC+4y5aNLeLObEXUgVXGZCsSoMh9yxF/bifKCzQOkWqLqV91yIZPefwhQY8hGz7h9XZeleHRvHeW/ajGWhVxh5fsQv4wUDczcp+ro4O5dlsdH5l1QMWKd7h0zM7LnxuOCEJZJDRRix9P6/tjW4pKk46PDiQgIc06ZlhLDFnIF05VGvIAg/Ct33EHqKiDq1iUaMgCJTE5VmmIVGopWQ4GGJDHoMrQWbj76zS+EeGyI+8q3IyDYsskklWf/zRHn+uEy/9x60+i9pTVsPeqXKDzoNrjqs99gqA/ZiLp+hHcmDvU2D6TRJ/qxpUeFREw/HOLu38JQmkiPT0dXxxJRGo+7m/jVTp8cCARZ+8X/Ka4sBBBFh7KIqNSmqgDf7D4qsJvcXzZt8dobqN55+cJ5eaH3ymgMWq+thSR+5cj6cZxpIbd4AxsbpzSdRT3+C4OXGq2QK0JvyD64GokXj+CtKgg9mRQMheNq6TvTEHNQQShDLLhWirOhGvgqABSLaiQPBmahi+PJCE8WQdrwiadbi2EUsfUHVG4FWM9d3YGEq4eRtCKt1mIak9eWdKnI1gJtbyUmNs79yEKpohYPArqsGtFck5lLYYcnqTDjE6uOWYPl3WCE7QYvTkWrva26FHDHqsvp6K5n9LkMA+CXNTU0IVo5qdEDQ8F/rmu4r7kNMGrINhVqgffsb889P5iIQv54s4vU6BLTYJf73Em63XJZWroHy0IJQV1z1p1MQXHQ9WISNbBztaGZxa397fj0YnUVSs7EclabLiaipNhap5tnJIxz7eGpwI9qtMMXgcoMs31PROu5nm99OP/RXd3nou887aKhdHVzgZt/e25hWYFJ1vci9di2blknApTI1mdjipuCjxV3xGPZ+t3/dnhRGy/peIxg039lFhyJhnnIzQ84jHA3ZbnAPerlfU88iIxTYe1V1Lx3700hCRoQY22A9wU6FrdAU/Wd4STMuexAmM1+OMSWZ1qRKfq4KCw4ffvXNWe93Gxsyz96JdzyVh+3vJSyG96uuer5Si7qg8nslX8fnsX3IjO20i5GKmBu4MNRjV1wuB6jvg1H+dX1IggC/mCXKAxR9chfNsCBDw/xzgwgZK74k5vRcyJf7hxiGfbJ0r6VIVySlC8FhN2xHFfaZrPW81DAa1OP+D+VqyWM5G/7+OBii4P8hzO31dj+r4EJKnTeZavv6sCNs76RKFz9zW8nLmvxvtdcrr9UzXpeGNnPC5HaeDvaovKrgoWYBLWCxFqTGvnihn74/kcAtzpPXW4HafF3GNJ0OjS8WT9nE12rkZrsPB0ElQaoKanAiptOq5EaXElKglHgtP4POwtmLdMwvrO3gTcT9aBNqcbAXq8GavF9Zhk7AhU4cvubvB1znot/rcnHiot4GZvo39/DXAtmt4/Bbtup+GHPu4WibKfiy2a+FouMy52+Wsxu+5qKs5FaNCrpj06VrG3SJBJiLsE2LNFbW2IIAv5wuexEZy8RH2Rb8x7jpOYqGEINafgzlQ2tvDtOZZjmoJQEiw9l8xi3LWaPd7q6Gq0AMlqfntPAu7Ea7HiQgqmtnc1Tmkiy5TE+LFq9nizvYvxx5qycH8+m4w1V1Kx904aXmyqQXWPrD+bV6O1LCRfdHdD28r6gSJkZf9vdzyCE3R4c088Ovjb8bxgdwdbqLXp+OhgIlusqy+lmhTkLTdVqOpmi48ec0ONjPc7HpqGD/5LxMEgNf68nILhTXKvKScL/939ejHuVt0er7dxgZej/nOFJWrxyaFEtr5n/5eI73u7G0dzLjyVzGI8pIEjxrZwhl2G8FOIjIT6TpwWf19T4fnGebcN7V/bkZeiuvFaciYZ3o42eL21vhbfEqxpjnR2rO8WQbBqlK7eqDV+Kfz6TmS3NNW4qu4Hsii7N+uF6i9/B59HXijp0xTKMTcycit61HDI4o4li/i1Vs4sjmS5Pdhei/g0vWWcWYwJB6UNxrV05tcIsmxNMaqZk1GMidaV7NDIRy+kznY2eLeLG4sxQQL3TEO9KFBSUYIqZ2KR0haY09XdKMYEHX9iG70IkzuZhD03Nt9MZdd7Yx8l3uvsahRjgkZGkti729vgUqQGR0LUOa5fn5oORjE25AGMbuGMLlXt2OVbkujS0/H5kUS+cZjSzhVuGde2tCMWspBvqF91hU7DeBEEa4PGId6L12HxmSQehdimsp3Rvdu+ij0vmalfQYmNQ73ZGiYBzk6aDiymFIs2V1ZD7tLsVHSxxcVIoKmvMkecNnMMmyxzt2x5WDQ1qhq7t7PSs4YDvj2exPucu69G60w3Adk5cE+fuNS9hr3R+s2Mh4Mt2vnbsQua3OCGz0DXLzBOi2+OJ+GV5s4cIzfErPvVduSlpFl7JRUXIjToXt2e3c9lBRFkQRDKFC82dcbp8DgW5Zn7E2CvAJr52rEwd6xqb1LoCBLjO3EajpVS8hNZl4FxGgTGaqHJMGLNFaX4Oue00AzWJQmfKQs4NxpUMP3TrLS14fMnN/m9BB1a51LCTqJK/HVV7243xf0k/Qej+LoBSkR7998Etpype5Wz0gYtKinRppI9OlW1yxJ7z4stN1Ox9abl3cMmtXFBXe/cZYnOlcIIXo42vH1ZQgRZEIQyBVm8P/XzxIqLKTgYlMZdmE6EqXlZdDqZXbjT2rugpueDn7+LEWpOsqKkr8xQfJLiypStTXFpU5DxmFuCVT4Soo3klnDkmGFtJ+XRXcrwOgk3LZZsS9BNy4I+Hlh1KQVHQ9KQrEnHoSA1L9+dAFvVdP0yJ4KZgwSfLFlLSVKn5+2qPpyINC0wo5MLPDK54csCIsiCIJQ5qrorOImKErYoY/l0mAYnwtI4W5rKXig56fdBXixuZBWTJUjxyHreCo491/FSorqHgkuWiGc3xCC+ACNA8wtlVeclWp6OuSs9fTba9qvubrm6ts3d1Mx+xA1p2nS2lE+Hq3EsRI0rURocDdFnpP/Uz8OkKzwzo5o581JY3E/S8fkQlIwG0JIT6r5FPa2JVYM9OWZeGhBBFso0N+YO4wxw/6ffzdFTujwRfWwDwjd9A+caLVD95W/Nbhd/aT9iDq9Faug1lh9776rwbNkXXu2fsmBmdclDLmWqA6ZmESRCFPts5EMJVnZ4oYkTLkWq8fqOeESlpON0mJqtwXVXUlmMq7sr8EMfD3YLZ4aSp2JMJF4VJeQmNwUJJJVUEXTDkBtUYkUCSq5rc65tKosid3wlF1tOjKIbmLAkHSKTdWheUR97p7pgWl5qBuy/q2IhvBmj5QS3zF6G4sBeYZNrGVVEko4T5Sjrncq1DPuUFkSQBaGMkxYTgvs7FuW5XeT+XxGxewk/p05rNkp7qMJvcN/yhKuHUG3Elzn6clsbiWnpGLExlkVmUV8PtvQyQ8JMP9bkxjYYoaEZcVSqV84uxsTu2yp2kRJ5JDYXGoeC07jXsiEz2wDVNtPNg4+TDbvec6NjFTsW5E03VBhU1zGHMFFZFHkGYlLTMbKpE15q5szx2Zc3x7Gbfc2TXjkaqFD2uIHiuhaZofP5rrfpDlzEb+eTsfRcCup4Kcx26rJmypYDXhCEHBZj6IbPkZ6WezeipJsnWIxJhGkIBbU9pd7Y1Kdb6eGH5FsnEbHv4VsCFhdk5VFZE0HDBqhW1QA14aDOUSTG1DCEOmER+mYd+jpfiiVntow33UjF/ONJWZqAFNeNxXv/JvBoQAOHgtKw8JT+XCj7OS938RP1HDkGTnXD7/+bwFZv5q5klLhFYkw3KIMzOoaRxUtiRp3B5hxKzLIPfXaKwRMVnW255aRQuFj37a4gCAUi5uh6JN8+DRs7R6Sr9eMhTUGjM4kKj7wA13odjesdK9VGlSHv487PExF9eA0qdH4OCkfrzmylutTr0XGcoPXiplhUdrXlWuCwRB2LMVl/tI0h+3lYA0e2gilpa+KOeAS42cLRzgYhCTqOwVLNbVV3W65XptKn4oDaVFKslHpUk+uVBDo0Uf/e1LDDkuYWZF1//JgbZ5pT3PeZv2JYRClR/F6CPnOchjF82tUtiyX8bmdXvg7U5vO5v2O4axllqtP1oAQvqsmm+Lwpb4JQMMRCFoQyCo2BvL/zRyjdfeHVznwr07SYUCTfOcvPPVsNyPG6c/VmsPetwVZ24rVDsHZIXBb09cCwho5s/UYl63A7Vsui3KeWAxb388gygIESfpb098DAOg7cHYtiqGRZ+znb4tlGjlg2wBNP19cL4JFgtdnSp8Kkqa8d5vfS93Wmc6EsaCrb+qyrGybkoytVQx87LB3giRcaO7EYhyRqEZSg/2z0eZcM8ERTv6y9o6kT2Y99PfB4HQeupab2oeTK9nIiS9oBywZ6omUm17VQeIiFXM6ggfVRB1Yg8cZxaOLuw0Zpx/2oXet2gHenYdyJK8c+8RGIObIOSbdO6mf9pqVA4eACB7+acG/WE56tB2ZJ+EkKPI27yyZzAlHAyK8QfWAV4s7t5OQqmhHsWqcdfHuNhZ2bD1SR9xC552c+tk6VzLFLrw5Pw6vNoCznELL+E8Sd2YZKj0+DU7WmiNi1GMl3zwM6Hex9AuDZ+nF4tuqfr8Qj6jJGVh/NJ6bPRT246f3dG3eDd4enuftYdqgrWdSBlfwZNYnRsLVz5H3cGnSBV/unLbYeI/YsRWQ+XMDVXpoPl5otLd6eRCNkw6dsFVca9gFUoeYnJqXcu8iP9Hdg5+Fnchvnak2QFnEbybfPwKNZL5QGUX6tlQtea2XZ9lTCMy2jlaYpyCLNbpWSWO59wfwEq3c6uvJi7v1y29cQ7/6yu2XC98cTXmZf83S05Q5btFiKv5vC2Fq0NDGiqTMv+aGwM8ELgghyOSIt6h5u/zSee06T2NjTEHudFqrIuzzTOO7sDtQYsxB2nhWN+yTfOY97K96GLjURNnYOsPfy537V6pgQtqp4CTyNKsNm53g/XVoq7iydhNSgS7Dz8uclLfIuCyuJaeVB/8O9ldP5HGiesgaRLHhh/3yFdK0a3u2fznHMlOArCN++gIWGZi/r1KlIDb6CsOAr3GObzsNWmXeJB73P3d/+xzclsFVwT24Sc1XYTUSEXudrUW3kV1kEiq7F3V+nIl2tgq2TGxwN7x9yjc8h7twuvn6WiDJdY7qxsJT8uoljDq9Byp1z8GjeB271O+YqyHwzQudE36258/XQ/02kRQbl6zwEQbAcEeRyRMTun1mM3Zp0g/8T7xgtQLKa7/72JtIi7iDy399QedCbvD5dq0HI+jksxm6Nu6Hy4P9B4ai/a9apVYjY/ROiD/2J+At74NNtFE+CykxqyBXYOriwlUxWMZF08ySLmjo6GHeXT4VrvQ7wf3IGFM7uSNeoEbxmNlusUQf+MCnIcac2s0Va9blP4OCnf7/EG8cQvHoWEq8cQPTBP+Dz2MhcrwNZ4vdWTGcxdm/SHRX7T4bSVW9hkBUfvPZjpNw9x8esPmaBMXkmfPsPLMbeHYfCr9er7F3gzxl+E3eXT2MLMubYBvg8OjzP74Jcw6bcw4V143V/909QuHqjYv9JeW6vTYrhR6WLp9ltFM76jFVtcmwhnqkgCJmRGHI5IjXsBj96NO2ZxR1L1lrFPhM4mcdgCfH24TehTYlny5hE2iDGhK2dA/x6v8avEar7t02+p2+3l4xiTLjUbg2nqo30x3BwRpWhs1iMCRI4787P8XNNXDi7lHOgUKLqC58ZxZig4xuEJ+rAKhb23Ig9uYktfKeAJvAfOssoxvprUQlVn58DhZM7UoIuIvGafr4zf0bD9WvR1yjGhGPF2vDrORauDR8xCldJka7TIWTDZ3zjUPnxaVA45RwXmB2y8gnKsDaH4XumGzFBEIoGEeRyBDV5ICjRJ+HKwSw/rmSpUrkLjVc04ORfH/VnbEG9dzaZ/GFP16SxcGX+Uc+Oa/1OOdbZeeq7FDhXa5YjTqt0exDD1qmSch6vTjs4+FTLsZ7imnQs2seQoGSOhCsH+NG9aQ+TpSNKZw+41G3PzzMnMZFbmwjbOJdj3uRBMEDx64Dn5sCrzeMoSaIP/4mUu+fh3rQn3Bo+YtE+Njb5KF/Jo9RGEISHR1zW5Qif7i8h6fZpjuMGrZzOFhFl0LrUbgvXBp1NCp3BGlZF3OZYKcUbybpUhQci9f4twCBKZjJPqYY1O4bmEgoTLlIb2wd/kqayWZ2qNDT5PnRMe5/q7CZXRd2DS+02ucaPDSVB5G43hTounB/TIu4a1/n2GoegVTPZcr77yxS28J1rtuTr51a/c5bYe17EntqM2FNbLN6+0oDJPO4yNygXgGqJFS5eFrmqDRhuiugGyxxkcfO2GZayUDTklggmlH1EkMsRZPHWem0JIv/9na1EXUoCN4Sg5f6OhezCpTgxZU8bSL57AWEbv4Yq/GaWY1F80r1xVyTdOM5xaZPYKnJPsHoIa4uSqcy+Zq/PgtWl5rSsM6NNTTTGWkFLbtuqHvTKdavfCTXGLkLUfyuReP0Ix6ITrxzkJXzLfLjUac+ufXOZypmhuD1ZspaizeMzkas6dP2nLKqVnn4313iw+fhwvPn3z/iOFc6WH1cQhPwhglzOoGxm/yenI12n5cxgKt8hUSU3b8q9C5xoVXvyKhY3sorvLp/C1pGjf312gzpWrsPZ2VSyRFz/eiilWhXb+RsstdxEy5TlnRl2bacmotqLc3O1pM3d1FR95gPoNGlcLkQZ5onXjyI1+DKSrh/BvRXvoOZrP+fZRcm3+8u8FBZk0ZPlTgSvfh/6vOmcUNnS5fcf5ee1p6yGvVdlfbY93aDEhpo9flpsGD9SQp0gCEWDCHI5gdy/lCiVFhXEIkQlPk4BjXmhrOCUe5dwe8l4aBKikBR4iq3B6MNrWQDpB5vKebL3MabkKUOGbnGhIje5CUgg06L07mWHDIHJ7aaEBJRc1+YEOTX8Fh2U490UP6cbGHVMKDQJkVxfTZY/1QXTQsIaf3EfCyElftFxHSvWQnFC55NbGZU67j5//5T17pBxbgbvhVOVBuytoFCEJinWpHVNN2u8bUBjlFfOhKsxZVc8d/ra/XzuNcRliTd2xvH0pMxsHOqV64jIv67pW44291Na3FM6KkWHlzbF8jzkr3voc1MKE2qduvZKKnbcUnFzFJqGRe9FTV86VbXP8zP/+aSnRSMnC4IIcjmBLMIb85/nmG+NcYv1P8KZcApoBFtHF3ZjU10wQQJEUGzZ1FCBuPO7jHFHEqzigJLRyLVqyMw2nsuZbXzzoHTzYdd7blCiGQlyzImN8Gw7OIdbnVzR5CnQJkbDp+soFlyKu9/6/kV2w9d9c12OBipZhD29eCcDEUq3Cqgx+odcW2NG7PkZjpXr5pj2RC52ynwniz/2xD85ysaSb5/lkjgSc0sTxYSyB/Wv9nXRi7AiFw8Qdfb68XTuIZbsqDTp+OhAArc2LQpoitW7GS1E6YaqVkY7UmoPSsuIJk54ufmD5iC1PJU8PIP6mV+NLp7fNkKyrMsJZOUZehSH/vW5Pn6aAWULU+coEmNy5zpVb8br7TOSvBJvnuBYsnF7jZrFLGzTNw/W5dInubBvLCixSp0QmUWk72/Ti5FvzzF5uou92z3JMXCqG+ZjxUdm6Up2b9VMFmMSIEPLSYqrO1SqyzcrwWs/yrIPNUC5v30hP1d6VMxRj10aoBsPg3DHX9hrXJ8adhPB6z7i5zSCMXPpm1C+GFDHgSct0eJkZ2PWE0dDPVKzGpe5QlOtZuxPyGGRFibLz6ewGPu72mL5QE/81N8Tq57wwvtdqCc38NuFFJwMfZDUOKmtC39OmgldnIiFXI6gutTAkGucoHXzu5Fcc0stMCl2yJaxrYJbU1LZD1Gh8zOIP7+LE3ruLBnPrl4SbG6fqUriZCBlhQCowq5DHRdRLJ+BbhKSgy7ynGPqlKVNTTBa8t4dh8GzZb88j0HWdcDzn3BzkKTrR3Fj7lC9iKbrOEObvAg0jIHKwDJbwlWGvsedzmjy0Y1vhnHXMhulA9QxdD2SuVaX4vPWPqLQFK5128O787PcWCX4z1m4v3MRbO2d9SGC9HS4ULvTbi+V9GkKVs6Ga6k4E67hoRWpFhiWJIJfHkniGcZFRWKaDuuv6g2G/3VwRdWM6V5Et+oO3CucRjb+ej6FZ2iXJKXvl0N4aEhcao77kZtnUCISdaWiblXk7qSyHe9Oz/B0HwMk2DXH63suU/ISJQ5R7Jl7X9frwAJIXbJCN3zK9bp+vV/N0zotKBQnpc5e5H6luKaNwo7Ljqh7Fp2Txcep2gi1Ji7nXtaJVw/yzGASYjt3P25eUqHL88a6YwMk2jVfXaLvZX3rJF8/goY3eDTvzYLGrUVLKRX7jOfrQuVgqaHXoYmP5FIy+mwVOj1TKm80hOIjOEGLn04nw8fJFj1q2GP15dy9ZuSi3nNHb5U281Py8It/rhd+45kD99J4ahdZx9R/PDsD6zqyIJ+P0PBYyqKOE+eG/A8rh6Jcse8EXizBzt2Xe06bgyzS7FYpJTo1/PBfs/v4PzWDF5Pv5+GX676GeHe1F7+GJdSZ+qfZ1yh5ya/nGF4sxd7b39hatDTh0/VFXvKCStloKS3QfGNyRzaooMTCvqaTh/beUeHDA4nwcbLhIQyKjLGB9OO74WoqToapEZKoQ4paPxu4hqcCPao7sIvWsG1ufHY4EdtvqdC/tgNbYNnZdjMVnx9JYkFYMTjnEAiKYW64moKLkRqOobrb2/AEJppWRQMmLMXwPpbydgcXi8Y4WgK7qg8nslX8fnsX3IjO2/1Mn5dGW45q6oTB9RzZQi0K6H2I7FOtDHg52qKKmy2CE3Q4d1+DHjVEkAVBEPINjVOkH/IrURq20Kq45fwx3RWot7po5KJBYM/fV2P6vgS2nGi+L838tXHWJyTRjzItZ+6r8X6Xoo0hLjiZhDVX9JYkiRMlG91P0mH/3TT8ezcNr7ZyxrCGOaeOmROWJr6W/6TT9oXFuqupOBehQa+a9uhYxd4iQSYh7hJgn2u2dmFAfxcE3RCZo6KLggWZ3NcliQiyIAillsquCnZ3UkLQ7tsqjMw2ei9OpcOxUH1v8761HI0Zt2TVkhg/Vs0eb7Z3MYoCZfv+fDaZRXLvnTS82FTD84GLAioNovfxcLDBlHYueKxaRr/w9HRsvqHCtyeSsPBUMqq5K9ChSt6xzfZV7HkpbkjElpxJhrejDV7Px6zmwrLO8yI2VZ+57elgXpDJK0HEqYp+1nVuSJa1IAilmr619UK2+3bO1p/77qRBowMaVlCimofeer4Ro0V8mt4yzizGhIPSBuNaOvNrxO24orGY0rTp+PV8Mj+f0cnVKMaErY0NHq/riOcbOxnd8tYK3Tx8fiQRKi0wpZ0r3HIRvZJCRfVLFG7KxRNN3zuRmrFtSWF9V08QBCEfkJg5KYG78Vpcy+Yq3ZnhribXtoH6FZTYONQbfw/xNukuTdOR+1i/Pj/lO/nhUqQGManp7KZu52/aqu1dU3/OVAcbnVL8te2WQI02LkRo0L26PbufrRHbfOSZlvToFHFZC6WC3BLBhPKNk9KGRXnbLRXHi+t563/WKB5MCT12tuCsX1NW0Z04Da5FaxGSoOXErsA4DQJjtWxVmxtwUhgExuqVPlWTjtd35N16lm42vJ1yt5+OBqfh94uWJ0YNb+xUIBc3nRO5970cbTCpjeWu6pL4+yDScnF2UKgis6VcUoggC4JQ6ulbSy/IlFFNiVDk9jVYx52r5kwcuhihxtxjSbgVm/VXmuKgFFc+HqpGfBHGEyl+bRAJsjAt3T43YlJ1Fh0r8/YFclUfTuTzn9HJBR6FmCBW2Hiwt4PCFOY/L4UwCE8HEWRBEIQCQYldlEVLVi41pmhVyQ67bud0VxNkFU/bHc9xz3reCvSo4YA6XkpU91CgQoYV+uyGGMQjf4JsbusUExpJfZQJyoqmjlCFASVJFVeiFGWCk9udmP0fTUR7MBUtM5Rs121FFD9fNdgTlVyLv6SomocCJ8LUCEs0L8hhifobs6omsvSLExFkQRBKPdSQpnctB/xyLgX/3lXB1d4G9+J1qOBkg7aVs9afrruSymJc3V2BH/p4QJktyEj9i2NUlluPCpsHiVrmhiZkJyDjh5/cvmRtkkVvyo16OUoDP2dbVHSxtagmuriwV9jkWmIVkaTj7ltU113TU2HcpyRoUEGZpR45OxSfpxs5opFPyUqiCLJQYGiE491lk7n1ZsPZD/ogl3XuLJ3E4wwzU2/6Zu4bbo7oYxsQvukbnhiVfchDQaFJTVH/reDOYzRv2dbBGY6V6sKzzeNwb9It133jzu1C7MlNPK1Kl5YCpYcf3Bp0hs+jI7MM8jD1metMW2vRDOiipk9NByw/l4KDQWlwzui13LNGzuYeoUk6o+WUXYwJKp8yxBstSbqlsiVzGdlUYnUoKGf2dzM/OxYrcovvCkzjmwlTZVGLTifDWWmDP5/yhIsVCTLFs3Oz7H87n8zdr+p4KSye9lRUdKpqxxnW9P1Q/Xn2BiGbbqQavSwlYcFnxnod/4JQSqCBEtTSkxZqLWoOas95f8eiIjkHGnYRuPAVRB9azbOLaW4x9R1PunWCe1PTQAxTCUo0WCRo9SyErP0QyYGnYOvoCjtvf+4PHn3oTwQuGs2jGw3Q6Eb6nI7+WaeFWQP0Y9qiohKRKen4+5ppdzURkNHL+HhoGseSM1vG9ONMYwMNUNJVXjT11f/A34zRsogaSFDp8OXRJASaEGoazvBsI717+ZvjiZyMZvh+6JHi35QwRQyu5wAXykwTEJeqw904LS+WQteORiwScw4m4lbMA0t53x0VD5YgaOJTSSMWsiAUEK/WA/NsS0k/sqEbPkd6WtG0Bwz6411o4iN49GSVYbONFmvSrVM80Sr+3E5uOerd/uks+9GUr4SLe2Hr5Iaqz3wIl1qteb2KJ2G9y2MnwzZ/g4DnP+X1lQa8wY9pMaG4+c0zsDao+cfp8EQka9JR31uBmp45f+KGNXBkK5is04k74hHgZgtHOxuEJOg4eYpKkaq623K9coQFQw/aV7FDM18ld6oiMV91MYWtZnJHq3XAqGZO7ErPDtUZU3coSkabcygRC07ZsGs6PEnHJVHEIwH2eCXTWMDyzoZrqdwqldj7guUzqV9s6swua+rANmZrHPfNTtGkIzTDVf1SMye0KeHBEoTcdglCMUADG5Jvn+YpUoVNSvAVpAZdAhRKVHnmwyzuY5dareDz6Ah+Hnv8nyz7keUbdegPfl71mY+MYmwYpGHoYZ549RA0idEoDTxazZ5dvESfjM5cpizpJf09MLCOA6q62SIsSd8ykWK1ZLUuG+BptKiOBKvzLH2i+O8X3d3xSnMn/qGn7GUS1daV7PBdb3d2m5vb7+2Orvi0qxu7VYnr0XoRb+6nxFsdXDD7EVerih2XVhyUNviquzs3faHviNpp0vfU1FfJIxizd3grKcRCFoQihsZV3t/5I0+Fcm/ag0ccFibkdvZo2R+2dvawc/fJ8Tq5mQma1pWZ+HO7eMKVS90OLNzZobnYvj3GwNbROn6sLIGylzc/82Bkpjloos+09q75ylimSUHmrDL6wR/exJkXU+RmzVFbTEtaY5YmRjR15iU/jGrmzEte21C/708Omc7qzg07BYUJnHixVkSQyyjkiqSxiY5VGvLIRVPEX9iD4D9nQ+nmgzrT1hjjn+r4CMQcWccjBnn2cVoKz0128KsJ92Y94dl6YK6xUgMh6z9B3Jlt8Gg1AP5PvJ3j9djTW3l0o513FdR5Y1WO1+n9o4+uR8q9i9CmxEPh5A7n6s15FCC5Xy3F8D6WUvnJ6RbNVbYEsq5CNnyKdHUqKg37AKrQayhsnKs14cUcKSFX+dHeu2qW9Uk3T/Cje6NHzWYu+zymt64FwVo4E079xUs2+aqoEEEuo3i07IvI/cuRGnyZRTX7bF8i7uwO/bbNexsFNvnOedxb8TZ0qYmwsXPQz/e1sYU6JgTJd87ql8DTHKcsSsK3fc9JRYTC2QOOFWuzhUfxzoRL++DX+zVU6PysRcdSunhxIpKl0PaFRczhNUi5cw4ezfvArX7HIhFkc+jUKsSe3oKof3/jf1d4dHiW11Pv3+JHutGibSnOTCJN2dp2nhXh3rhbvmZMC0JRs+e2ihPvPnq0aKdwlRQiyGUUElKyJqlEhUpafLMlHWmS45B44xg/98iwBsn1GbJ+DouxW+NuqDz4f1A46t169IMdsfsnFkmyrH26jeI4Y1FApUH0PiTElR6fZpzPm67TIfbUJoRtnof72xfAwbc6XOt1zPN4JColISxpUfdwf/dPUNAM6v6Tiu19KaYc+vcXUBu8G07u8Bv0ZpY5xzpNGrQZcWGtKokztCmBKzNxp7fCrUk3+D81E7bKsuVSFfIPTaAyTM76ops7Z4oXNy0r2WFRXw/U8ipa6fr2eBKux2g48744kaSuMoxBaMnyyU7Chb0cP3Ss2oiFjUgNv8muYbKMKw960yjGhK2dA1ul9Bqhun+7SM6ZhCJy7y/83P/p97KIiI2tLbzaDILPI3pLL2LPMlgrdPMQsuEzpKtVqPz4tFxrkwsbypA21BMTOnUqkq4fgzoh0riNTvVgglDIuo+hTU2E/9BZqDdzG9dS040QJaDR30n41u+L7dwF64UafVBrTlq0RdTj25IZzkUtxsStWP3npMEexYlYyGUYErPwzfPY8qE4opN//Rzuas8WfY3r6PX6M7awNUwCnJ10TRpbWxp1BP/IFwUcL06KYevYtW47k9uQi53i46khV6BJiILSzfLyh+Ii+vCfSLl7Hu5Ne8Kt4SPF+t6uddqzqCI9Hcl3z7P7P/78LqQEXUTNV5fwzUG6Rl+nS+hSk1Dj1Z/gmJH8RXi1Hcw3X6HrP0HsiX9QodNQ2FcIKNbPIVgHJd3Yozx9ZhHkMgw1hnBr3JVdj1yHmiHI1KAi5d4F2CjtOes3x352DmxlpYZc4/gzxY9V4YH6mKM2o6i+iO6QVRlxTbLubi+ZkPf2kffyFOTEa0cQmRFHtQQqEyqIi1sVeRcRu5dA4eJVrK5qA0rXBzFw6rblVLUhbn3/or7Zx+E18O3+cpbyK7phyCzGBijuHblnKdSxYUi8ehjenUSQBaEoEUEu41C2MAvy+T3w6z2e3b5xZ/UubNcGnXO4UpPvXkDYxq+hCr+ZZT3FQcniTrpxHNrkvMfFPSxkrRmscbIw89xelXf5gyYpxqJjZd6+IK7q0PWf8vlXevpdKF08UdIoXb25LCr64Cpj20vKmqdkPaTr4FCpjtksa0r4IkGmRiCCIBQtIshlHKfqzWHnRa0QQ7gxBTV/MMSUM7urCbKK7y6fwnFPR//67G51rFwH9r7VYeemr2+9/vVQcnjn8yxMW9OGGGdmbDMsN8qKrjH6BxTWTUlhlTHlBWWCk2uYCF79PoLNbEfCePl9fblR7SmrYe9V+aHfk+LB1C6TPCLmjmPvo7duDQ0+bBRK2HlV5sSvdO2D9pE5sLU1bi8IQtEi/8vKOGTleLToi8i9S5FwaT/3KqaYMrl5XepkjdFGH17LYkwCXGPMwhw/wukaNcd3LSajlIqsRVNQ/Dc79j7V+JHOkaxNsuizQzHulKBLsPOoyOU5ltREFxeUjZxbiRV1x9LE0eAHF2PDjoJmMIf8/TknX9ENVJWh75vcRpPRj5pqzg04BTRmQaZraY60yHv8aKpsTrAcwwjCb3u55xhuIGQlTqXD0PUx3LGMRmr+PsiTf8fKAyLI5QBPqknetwwJlw/A1l7fCce92YPaYwMUYyQcfKqZtIjizu8yimu6Lu/sQ6Wzh9mMbNo/8cqBHOudqzdjsSK3OFnyHi36mGxDeX/HQp5mVGfaOigcXWAt0I1ObpZ95L7liNjzMxwr1y20aU+utduyICdcOcCZ1AZvhgHKoI49tZmfu9XvZFzv0bQn4s/u4NpjyrCnWu/MUFkcl0LZ2MK1QZdCOVdByIvdt1UsxgSNRaRZxm2toM90cSBlT+UAO89KcK7REpqESMQc/8so0uas08SbJziWnNkyjjmxEWGbvnmwzoIsa2q9SFAJDtUWG9CmJCD0r8+huh+YYx8S2QpdnufnoZvmIu7czixTcCg7nBKmCK+2T1iVGBcGJJ6qiDu8UF24Jbg368Xdzug7CVo5E2lRQcbXKIHv3u9v8+AJypL2bDvY+BolrjnXbAXotAhaMd3Y0YtIDb2O0L+/5Oc0vtFUS05BKAq23dRXALT313sSNl5/UBFQ1hELuZxAMVQar0fxRhqdR8k62anQ+RkujyHr9M6S8fwDTnFJbp+pSuJSJGWFAKjCrkMdF5Hne7rW7cCiTJ2qaAYwzeqlY7A7WquBT7eX2ZWe4zweeYHfM+70FoSs/Qjh237ggQnk7jU0s3Br9Ch8e45BWSPh8n/GNp+WxpYpKz7ghU9xd/k07sx287sR7GImDwgJOyVu0c1WwPAvcpSzUce1e7++idTQa7i9aAxvp9/vNmfSO9dsiYp9xhfZ5xWEzNyM0eB6jBY0bZL6Vh8NieN50lEpOlRwKvv2Y9n/hALj1ugxtj4NbTXNWdI1xy9li4jm6VKCEnWbIjGs0OU51JrwC7w7DuFtE68dynMKDsV/q438Gr49RvMNgDYpFprYcE4sq/HKD/Bo1tPsfv5PvoOA4Z9zJrjBYiN3uXONFqj8xDuoMuxDq4odlzTUNY2+uwqPDNd/d7FhvJBr3LfXONR89SfYe/vn2I+ywClfoGLfiXyjRpY03fg4Vq6PigPe4O+PbsoEoTjYdktvDbeqZIcGFZQIcLcFNcvaerNo+h5YG2IhlxNs7R1Rf+a2PLezc/c1jt2zNGPZpWZLNPzwX9Pva+cAn8dG8mIKc/sR1BbTktaYpQmam5zb7GS6tpTsRdaqIePcUihm79drLC/5wUZpB+9Ow3gRLCcyWcfzeQ8GpSE8SZ9TUcNDiT61HPB4HQeLxyaeClNj841UXI7SIDpFxzUJng62aOKrxJAGjmjokzMJ7EKEGmuvpOL8fTXiVOlwsbPhgQtdq9tjYB1H2CtsciRKrb6UgkNBaoQkakEv+7rY8ojIoQ2c4O9m2c3tmXA1puyKh6W82NQpzwlOBjS6dOwKVBnnQBPdqzvw/ONNN1Q8P5pGVpZlRJAFwcqg4R0KF09eBOvkbLgas/5LYDFU2pIQK5CqSceVKA0vJFyzurjmmR288FQS/ryst/68HPWimpiWzjOa99xJw767afj4UTd0rPogqWn/XRU+PJAIXbp+n9pe+n3OR2h4+fduGr7u4W68ISAxHr8tjhOk7BVAFTcFFLbgGdB/XVNhZ2AavunpjrreecsBCT/dKFiKn4vlTtgjwWrEqtLZXf2oQZBr6AWZ5ksfD1GjfRkbU5kdEWRBsCKoPpmS1qjDV3kp9ShtJKh0+PCAXow7V7XDm+1d4emoFx4S4pn7ErD/bhr+vq7CE/XMezlOh6lZjEk33+noip417I3fOYklCf6tWC1+vZBiFGRdejq+O5HEYvxaK2e2oA1WI7339H3xOHtfw+9PYkaQZUxi3MxXiY8ec4O7g/5c41J1/B60/U9nkvFFd/c8PzuJ9ne9i6at5NZb+huTdv52cMs4x2ruCtTzVuBatBYbb6SWeUGWGLIgFJCYk5u4zSctmYc2PAw0v7raqG94iIY1QpO26HMGr56F8gq5T6NT01HVzRbvd3EzijHRoqIdXmquj7lvyyPueSw0ja3BrtXs0aumQ5YbsKruCnbRErfjHmTbx6amIypFn7vRv7ZDFhcuvffwxs54rJo9W+0GbsTo3emPVLM3ijHh4WiLia1d0LayXYnPF45J1eFosL5BTc+MGwkDdG2Iw8FqRCQX77CH4kYsZEEoINTogxZL67Nzg2LuzvmY3VzcqMJv5asNaVnkULC+Fp9ixdljtcSA2o4cmyXXcG6Ma+mCsS2cjTW32XHIOLYqU/Wbh4MNXO1t2EX98cFEjGzqxMlPBmF+oUnOBLyqbgocD1Vj1cUUjk13qmoP54zRiXW8lRZZxkXNzkAVJ285K234/DJDceSFp5LZK7DlhgovWhiTLo2IIAvCQ1JYjT1KE+XxM2cnOEF/01XbzBhAmhNc09Oyn1a9VZzO7uY7cVqEJmoRlKBlq5bipkTmWgaKC49u7ox5x5NwNETNi7uDDVpVtENbfzt0qmKfxWInhjV0xL67eqt+zqFEtp4bVVCidWU7dKxib1Hs2MD1aA2+PaHvN28J/Wo7oH9tR4trj7sE2Oe4yfF2suXPRw1CNt9UYXgTJ4sT5kobIsiCIAj5IF6ll0gnZcFEgcoGV11KxcqLKUhSP5Bd0hpKEiPXM8WCszO4niO7tNdcTuEMbTofSv6ixdYmCd2q2+ONti5wtdcLcyVXBZb098TvF1I4IYyE+VyEhpdl51L4vaa2c7GopSedJ80JthTyFOTF1SgNAuP0Nzk7AlW8mCMiWcc3Idmt6LKCCLIgCEI+cFTasDClaAo2gpSyh2khAe5d04Frb2t6KjiRid6Dkr5MCbJB6GihczgXrsaZ+2rOUr4dp8Xu22m8fs5j7lmszEltXfB6G2fcjNHidLgaJ8PULOi0z1t74vHrIE/4OufuZqc49d4XCnf++LaMZC47W3LJm09rilXpoNFR565UEWRBKGwM046qv/I997AWshKxZyki9/1i8jWaZU1dz2gqF9Uu00xjoXigZhVXorS4HatFRxMzNxLTdHhrTwIquthiWvsHlmr2mts/L+unnY1q6oQRTZ1NWoPZUWvTuY6Ybgga+dixlU6Zx7SMa6nPqF50OpnrjVPU6ew+p3rpe/FaNPJRwkFpw3FjWoY2dGL3+6vb4jgmfeBeGp6sX7xNYNK06XwDQTxZ3xGvtTLfCpeyy9dfTcWxUDXXfVd0KXuNgSTLWhCsHJuMCVLGJaAJd+ai9qM0oCNo1UyE/v1FSZ9muaGdv/2DRCTKNMoGWbXU5ONSpMakGBNUMpWS4fmtZSIWTe5sg+VIGN6H4qijNsVh+t4EFrPsUFzYuE96Ou83dmsspu6Ox5GQnNY2JZ5VyqgVNnG4IoeaqiSkpRvjzbnxeF3963QpNt8om/2txUIWBCtH6eptdoJU4rXDCPrjPcSe3MRtRT2a9y728ytvDK7riL+upnLc8/PDiewKNggvuZnJQjUkU5nD08EGbvY2LEbrrqSguZ/SeAwq7Vl0Khmnwx/EalO16XCxteESJWoGEpOazu9NsWJDzW68SoelZ/Xv3djnwfF61HDgrl4/nExGZVeq61UaRZ+SpMiFTW7zdiUwUWl7RqvMhhWU3OUsN+j1pr5Kbn5CrTSpC1hZS+4SQRaEUgy1FvXuMARRB1Yi5thfIsjFAMVjZz/ihvf+TcDO22n4914a1/FSchV12CJ61LBnF6w5SEheaubMGcskvEM3xCDATQGVFpxlTVYgifTFSA3HTcl97eJhC6WtDdc+U8yXOnmRhenvqgAla5P7mfanrGtylRt4ubkzzt5X43q0FuO2xrFFTOVT95N1LOzEK82cUa2Ya5HJlU7lWJZYxwYer+uI8xGJiExJ57pkysouS4jLWhBKOcYxlzShSSgWWlayw9IBHiy6Ps62CIzVcotKsuBmdHLFu53d8uy7TPt+2d2Nk7mo/vZWxjFIiN/u4IK5Pd3Z0iUOB+mFy5BYtaCPB3rV0Jc4kYCHJGg5m/rZRo5YPtAzS9kVxZnn9fTgWHVdLwW/x81YfT9ryuSe38vdZP1yUUPZ1HTj4aCgFpmWCSudL91wEP9cL3sDJ8RCFgoVdXwkYo6uR8KVAzwtiqB4J02You5Tlk5oSrp1ErEnNyMl6CI0NHIxPZ17OztXa8YTp5yqNsqxT/Ld84g+vAbJd87xCEmFgwvsfWvAvUk3nmBlq8z6n16THIfoA6uQcPUg1DGhNGaKJ1vRNCrvTs+YnI5k8lwDT+PussmwFJ+uo+Db/WUUFoa5yTKVqXjxc1FgUhuyRPOeyW0uM7lNZXtezDGvl+k2lZSUNaOzm8XnSo1AqKGGNTXVoE5khm5klmKvsMHfQ7xRVhFBFgq1DzPFM0kMoVDCwbcm0tUpPKOXluTAMzx/N68ezTT/OPrQan6ucPVmQdemJLDA07zm+It7UfW5OXCr38m4T/zFfQhe8wGg00Lh4gXHSnWgTU1Eyt1zvCRc2s8tKQ03BCTGt38cB3VMCCdN0fxg2Cp43GTMsQ2IO7sD1V+eD8fK9fL83ApHF062shQ7z4ooTGgUJuFat32hHlcQhOJFBFkoFEgwg/6czWLs2qALKg9+i2ftGizIoJXTkXBxL2KOt4B3uyfNHifp1im9GNsq4P/kdLg362UUcBLLoD/ehyr8JiL3LTcKcrpOh/At81mM/fqMh3fHYTxT2fDe91a8wzcLJNoeTXvwerKMSYzJ3Rvw3CdQOOtrNjVJsQhe/T5vf3/nYlQb+VWen51E21zSVVGhU6ugib/PyVxxp7bwTYhPt5eK9RwEQShcRJCFQiHmxD/QJkbDvkJVtoIzu4dpXrJvt5cRvu17xJ3amrsg3zgKG4Ud3Bo9miNByb5CACo88gJC1n6YJV6qTYqBJiGKn3u2GmAUY8N7+zw6Aqmh12CjePDnnhp2gx/dGz5qFGOCbiIq9nsd93f+yJa5NaCODTPWbJtC6eaD6q98x7OsBUEovYggC4VC4lW929SjRb8csVrCs/VAONduo3cN54Jf79fg2+tVpGsfJLFkH75ApKsfJHRQgwxbR1foUhMRvPYj+HYdBccqDYzC7PPo8BzHoRuHpBvHEHlgJRSuXnCt3xkKB318zbFyXYss4+KCXOrUACQz6Zo09kaQWGsSInH31zdR5en34BSQM7YuCELpQARZKBTSooP50aFSHZOv2zo4w7FiLYuORS5qqpFMCjyDtIjbSIsJQVpUEFRhN1iAmPQHXQzI8vXrORZhm+Yi6foRXkiknWu1gmuddiy2Bve5gQqdn0X8hb1s1Yes/Yhj3pQo5lK7Ldzqd7QodmyArO+wzfMt3t6zVX+25AujDlkdH4HwLd9yjPzu8imoOX6ZxclogiBYFyLIQqHAiVyFkOlLQhz13wpedKpMU2VsbOHgVxNujbsi4eK+HPt5tXuCXdpRh/5A8q1TfD4JF/byQvFoyrSuNHAqFI6uvL2dZyXUGr8Ukf/+xrFlEuaUO+d4idzzM79XpcenWdTSU5ualK+RhJTFXViQm7rK0Fm4+d0IqKOD+bpVHvy/Qju+IAjFhwiyUCiQEJPLWJem78/7sETuXabv32yrgEeLPnCu1ZrF0cGnOmztHTnpy5QgEy61W/NC55B8+yySb59G4rUjUN0PRPy5Xbw+4PlPjdsr3Sqg0oA3ULH/ZLa+KQEs6eYJJN86yfuQG7j2pN+5FCo3KE7d8MN/UVKQh4AahMQcWYuUkCsldh6CIBQMaQwiFAoUkyVU92+ZzcIOXPwqgv6cxeVI5uppDeVOFAf2f2omPFv0hZN/fRZjQhMfkXM/jZqTvFLuXTLeHLjW68Dx6FoTl/MjkXjlIHSqZGO9NIk7ZSuTi5zixhU6DUO1EV/wPhSTpjh1wpX/UBqwscn4r1wC/YgFQSgcRJCFQsG1bgd+jD+7A+k6/WzTzFCMMzXoElLuXTS6jbOjSY41WtgOlWqbdGfHnt6SoyFG4s0TuPXdSNz7/S3oNDkb6LvUaZvpGDo+v8BFo3H3lze4F7Spmws7z8r6f+hyTtyxNujzJN44ys+dqjQo6dMRBOEhEUEWCgWK4Sqc3NnVG7Lh0yxWMFmi4dsXGJOpzKF09oStk777UPThtWxVZ05eouSr5MDTxnVk3RKuddpyHa42JR6hGz7Lsp82OR4Ru5bwc6eAxnwzQM1BDPXI4Vu/Q0rI1SyiH3NiI1ThNzhu7VKnHawZil+HbZyLtIg77Ob3am++pEwQBOtGYshCoUCZwFWe+ZBHAZKVTBYxd9jKKM0h3Jv1hFe7p3KNhfp2fwXhm+chOfAUrn89hK3VdLVKn8Wt0/JEo+R7FwCtht3X1CWL9qsy7APc+3Uad/IiN7O9lz/5cXk/2p+yrisNepDs5NtjNMeZKUP69qIxnOSlcPbkbmBU18zb9BwDB9/qKGmodejtJROyrkxP5xuStMg7XAJFYkzxcOpQJghC6UQEWSg0XGq1Qq2JvyDqwB9IvK5PpiJr1KlaM3i1HWTRJCLv9k/ps6UPrOT9VeG32KqlbGePFn3h0bwPu5qpkxb1oHbw0zfvcKnZAjXGLkLUodWcKU1lUiRS5HqmMibvzs9lKX2iOHO1l7/lmDX33Y4Kgjohkq10t8bd+DycazSHNUCCmyOL21bBn8HepzqcazSDV5vBxmtRllD6lL3PJJRdlAX8e7VJJx+dUOqYuiMKt2IezEsVBGumlpcSc3ubHrCQW2zc0mEkgmAtFOTvVmLIgiBYJSLGQnn7uxVBFgRBEAQrQARZEARBEKwAEWRBEARBsAJEkAVBEATBChBBFgRBEAQrQARZEARBEKwAEWRBEARBsAJEkAVBEATBChBBFgRBEAQrQARZEARBEKwAGS5RSqnqLl+dUHqQv1dByBsZLlEK0aWnw9bGpqRPQxDyhfzdCkLuiMu6FFKaf9QiIiIwdOhQrF27tqRPpdSwZs0avmZ07UozpfnvVhCKAxFkoViZP38+goKC0K9fv5I+lVIDXat79+7h22+/LelTEQShCBFBFoqN27dvY/369Rg3bhxcXFxK+nRKDa6urnzN1q1bhzt37pT06QiCUESIIAvFxnfffQcfHx8899xzJX0qpQ66ZhUqVMD3339f0qciCEIRIYIsFAvXrl3D5s2b8dprr8HBwaGkT6fU4ejoyNdu48aNuH79ekmfjiAIRYAIslAsUPyzSpUqePrpp0v6VEotQ4YMgb+/P3saBEEoe4ggC0XOhQsXsHPnTkycOBH29vYlfTqlFrp2dA23b9+OixcvlvTpCIJQyEgdslDkjB49GsHBwdi0aRMUCkVJn06pRqPRYODAgahWrRoWL15c0qcjCEIhIhayUKScOHEC//33H15//XUR40JAqVRi0qRJ2L9/P06dOlXSpyMIQiEiFrJQZNCf1siRIxEfH48NGzbA1lbu/woDnU6HJ554Ap6envj1119L+nQEQSgk5BdSKDIOHz6MY8eOYfLkySLGhQhdS7qmR48e5WssCELZQCxkoUigP6thw4bBxsYGq1ev5keh8JDrKwhlDzFbhCJh7969OHfuHN544w0RiyKArild27Nnz2Lfvn0lfTqCIBQCYiELRRbj9PDw4BinCHLRIDF6QShbyP9godDZtm0brl69KtZxEUPXlmLJV65c4dpkQRBKN2IhC0VSJxsQEICffvqppE+nXCB13oJQNhALWShUqNdyYGAgW25C8UDX+tatW3ztBUEovYggC4VGWloa91nu3bs3mjRpUtKnU25o2rQpevXqxdeevgNBEEonIshCoUHzekNCQriTlFC80DUntzXNmxYEoXQigiwUCqmpqViwYAHHj+vWrVvSp1PuqFevHgYMGMDfgUqlKunTEQThIRBBFgqFP/74A1FRUdyzWigZ6NpHRkZi1apVJX0qgiA8BCLIQoFJSkrCjz/+iKeeegrVq1cv6dMpt9SoUQNPPvkkfxf0nQiCULoQQRYKzG+//YaEhASMHz++pE+l3EPfAX0Xv//+e0mfiiAI+UQEWSgQ1CXq559/xrPPPgt/f/+SPp1yT5UqVfDMM89gyZIl/N0IglB6EEEWCsTSpUu51GbcuHElfSpCBvRd0HeybNmykj4VQRDygQiy8NBER0dj+fLlGD58OHx9fUv6dIQM/Pz88MILL+CXX37h70gQhNKBCLLw0CxevJj7KVPrRsG6oO+EvhtpXyoIpQcRZOGhCA8Px8qVK/HSSy/By8urpE9HyIa3tzdGjRqFFStW8HclCIL1I4IsPBQLFy6Eo6Mj/+gL1gndLNF3tGjRopI+FUEQLEAEWcg39+7dw9q1a9kt6ubmVtKnI5iBvhv6jtasWYOgoKCSPh1BEPJABFkwC7k6t27dmmM9tWf08PDgZC7BuqHvyN3dHT/88EOO1+i7FXe2IFgPIsiCWWi+7qxZs7KsozF/f/31F5fWODs7l9i5CZZB3xF9V/Sd0VjMzNB3u3nz5hI7N0EQsiKCLJhFo9Fwpm5maMQfldVQ8wmhdEBNW+g7o+8uM/Td0ncsCIJ1IIIsmEWr1UKpVBr/feXKFWzZsgUTJkyAg4NDiZ6bYDn0XVFLTbKG6Ts0oFAo+DsWBME6EEEWzEI/1ra2D/5E5s+fj2rVqvEAA6F0QYM/AgIC8O233xrX0XcrgiwI1oMIsmCRhXzu3Dns2bMHEydOhJ2dHa+jhKCxY8fi888/L+EzFbJD3wl9N4akLfrO6LvbvXs3f5cEfbciyIJgPYggC2ahH2tyaxLz5s1DnTp1MHDgQP733r17MWjQIFy+fBm9e/cu4TMVskPfCX03gwcPxr59+3jd448/jtq1a7OngxCXtSBYFyLIglko4Yd+tI8dO4aDBw9i0qRJ/AP+8ccf49VXX0XLli3x999/86NgXRi+mxYtWnCW9Zw5c/i7o+/wwIEDOH78OH+3ktQlCNbDg4wdQciGTqfjH22yjhs1asQW8rBhw3Djxg28++67XOOaPQtbsK72mdRRjeZVf/HFFyzCX3/9NRo2bMjfKX239B0LgmAdiIUsmIUsqtTUVJw8eRJt27bF008/zf+mzk8jRowQMS4F0Hc0cuRI/Pnnn0hJScGQIUPQrl07nDhxgr9LsZAFwXoQQRZyFeSIiAgeHkFjFvv374/169ezhSWULsjDQd9dv379+Lv09PREZGSkxJAFwYoQl7Vgljt37vCge3Jtzp07FwMGDCjpUxIKgIuLCz755BN06tQJM2fO5O/27t27JX1agiBkIBayYBYfHx/u8LRx40YR4zIEZcpTW1T6buk7FgTBOrBJT09PL+mTEARBEITyjljIgiAIgmAFiCALgiAIghUggiwIgiAIZUWQtToJQwulh8L+e03XSemQUHLI31/ZodCSuj49EIO7cdJkQLBuqnkoMb2LV6EfN2b9bGgibxf6cQUhN5Q+NeD11OySPg3B2uqQSYxvRIsgC+UTEmN12LWSPg1BEEoxEkMWBEEQBCtABFkQBEEQrAARZEEQBEGwAkSQBUEQBMEKEEEWBEEQBCtApj1lIvzXyVDdPQuPx16GxyMjC3SsxLNbEb3xcyi9/OE/YSVKGk1MCOL+W47UWyegTY6DwsULjnXaw6PLCCg9Khb4+Gn3byFsyVi4NOuNCgPfKpRzFoqON3bG4ex9DV5u5oQRTZ0LdKxtN1Px+ZEk+LvaYsXgwi8pyy8hCVr8eiEFJ0LTEKdKh5ejLdr522FEEydUdFHk+3hUGbrlpgqbbqQiMFYLhY0Nanoq8HhdR/Sp5VAkn0Eon4gglwPSIgIRvvx1pKcmwtbJHfYVa0MdHYSk05uQfGkvKo6YB/tKdR/6+NrkWESt/xDQSdmbULIExmowaWc8EtPS4W5vg9qeCgQl6LD5hgr77qThm57uqOudv5+9r48l8f5EDQ8FtOnpuBipwcXIRJwKU2N6J9ci+jRCeUMEORMVBs9AujoVts6eBT6Wc/1H4FClEWwUdihJ0rUaRKyewWLs0nIgvPtO5nPSpaUgevPXSL64C5FrZ6Hya7/CRpH/PwdNXDgi/pwBtTTFKFWQiKg0gIejTYGP1SXAHo187KAs4QCYRpeOmfsTWIwH1HHA5DYusFPYIEWTjq+PJmL37TTM/i8Byx/3hNLWss+9+UYqi7G7gw0+7+aOBhX0/0fOhKvx7v4E7AhUoZmfEgPqOBbxpxPKAxJDzgS5bu18qkPh7FHgY9k6uvKxyGVdkiSd3wltbCiUXlXg3e8N4w2Crb0TKgx+B8oKAdDEhiDp/I78H/viHoQtGQN1+M0iOHOhKCHXbTUPBTwcCv4T4Gpvy8fyd8u/O7gw2RmoQmiiDlXcbDGlrV6MCSelDaZ3dEWAuy1CEnUsopa2WF15MYWfv9bK2SjGRIuKdpjc1oWf/3Y+hd3aglBQRJDLOEnntvGjS7M+sLHNagHTv11bDODnyRf35Ou4Yb9MQNSGD6FLiYdTg0d5EYSSZPstvdD2qekARTYLmP7dv7beit17O82i452P0LCAOyqAHtVzxoq7V7eHi50NwpN17MIWhIJSpl3WqqCLiD/8B9JCLrNwKL2rwrXlQLi2Hox7n/Tgbaq9uy/XpK7U26dx//cpcKjaBH4j5iHh6BokXdgJTXQwoFDCvnJ9uLcfAqe6nQqU1GV4H0txf+RFeD72Uq7bpKfrkBZyhZ87BDQ1uY1D1cb8qLp3npvU29haZuWkBV2Ewt0Pnt3HwaVJD0T986nF5y4UPpci1fjjUiouR6oRn5aOqm4KdtsOruuInquieZu9L1TINamL3LBTdsWjia+SY61rLqdi120VghO07OKtX0GJIfUd0bGqfYGSugzvYykvNnXCqGa5J57p0tNxJUovik39TIeJGvvof+7OR6jZ+s0u2tm5GKE/Hn1ug7WdGdqfrOaTYWqcDdegiW/JhqeE0k+ZFeTEU5sQvXUujUKBrbMH7HxrciJTzPZvWfzyS7pWjfsrprFgU4xZ6VMdmqi7UN0+hYjbp+Dd/024thpYIBc3ib6lWJIZrY2PRLpGbzWQy9oUiozj0Hba+AgoPStZ9P5e/abCtXkf2Cgly7Skoezfb44lgYZYeTjYoKaHPpHpuxPJOBOef8tNrU3Hm7vjWbA9HWzYHX0vXssJTLRMa++CgQWImZJVSaJvKX4ueTvyIpN1UGUMPaIbA1NUylhP20Uk61DJNfebz+BE/QFzc8VXzDi3oASZuCQUnDIpyGnhN41i7PHoS3Dv8gK7Z9M1aYjdsxgJx9bm/5ihV2Fj74wKT74Hl8Z661qXmoiIte+zKMfuWwKXlv1hY/NwUQDKcq446nsUJrrkGONzhYvpuLit04P1upQ4wEJBdms9qBDOUCgoN2M0RjEe1cwJwxs7seWWpk3HT2eSsfZKar6PeTVaC2elDd7r7IruNfQ3XIlpOsz6T59V/POZZPSv7QBbm4dLCKMs5+96FzxPIzMxqQ9iuJ6Opv8Puts/WE/lUJXySI6OTdXpj+dg/nNSspf+ePptBaEglMkYMtXbkhg7N+kFj0dfNMZObZT28Oo9EY51Oz7UcT27jTaKscGq9erxKj/XJcdCEx0Ea0KnzpS8osjqZjRA18Tk9kKp4NfzKSzGvWrY48WmzkY3rL3CBhNau6BjlYdzo45u4WQUY0Pi1riWerdxrCqdLXBrQqV9IMh2Zn7V7BWmtzdHqibdeC3N4ZDxmmFbQSgIZU6QyQpOvXmMn7u1HmxyG7e2Tz/UsZ3qdc6xjlzXBshitiYe1loXSgdkBR8L1ScoDapn2oX8VP2Hcy13yhYnJqq7P1A0spitCQurmIxYsjk1ALH4eA/pLRCEMu2y1sSFcS0xYVextslt7CvXe6hjK9x8cqyztcsUQ9U9fBwpLew6YrbNt3h7lxb94dqif67b2Ng7PfiHNg0wEe+lGxgDtnZSS1maCEvSITUjRFzby/R/5Xr5bIJhwMcp582cg/KB6GgLoMfXozX49kSSxdv3q+1gzJA2B5U2GVDrslrDBtK0pj+L2WPa2RhvfMxhsLQpE1sQCkqZE2RdsiF704ZrbU1h6/AQrQJtbPPMQC5ILSJZ16qgCxZv71CzdZ7bUDKbAW1yPJTuvjnfl+LGxu0L3hBFKD7iM+KWNtkEKXsC1cNYm3llIBeEJHU6LmRkMFtC60p5u90z11NTPNfXOef/1fhMVn1uceHs8eF4lfn/14bXPMzErQWhXAuyjb3hTjodOlWySfFNV+mL/a0Jxxots5RgFQZKNx/YOLggXZUEbVyYSUHWxIbxI2VLK9xzegAE68UxQ4RJEpLV6XA2Ib603tqgphqZS7AKAx9nW775ILEPSzQtyLSecFDot88Lg4uePBHmMLxGZWaCUFDK3G2dXYUAICOJS33fdAepNDPryyIO/g2MNdnm6okJ+yoNJeZcyqjmrjC2q6Rsa1PcjC0/5TiGTlqXzDTpMFjlDX2UFmWIG45H9c1Ut5wdWncl470aZdQ4C0JBKHO/wGTpOdVux88Tz2wxuU3i6U0oLzg37Gq8FunZhj/QvxPP6q+RS9M+JXJ+wsND2b/tKuvduTSNyFwv5vLCY9Xsjdciu4DSv7fe0l+L3jUtq52nWmmKpZPVvedOzu5e1Bs7WZPOdc9N81FXLQjlRpAJd+qyZWOLpLPbuFMXdaAyCFDcf78i+cIulBecm/aGwqMSNzGJ+ucz6DIS3ugx6u/PoIm6B4VnZbg07ZUjpq2OvMMLDagQrBPqskXhXmob+celFKMQ0eNv55Oxy8I2kWUBEtpKLra4G6/FZ4cTjaVI9Pjp4UTci9ehsqstemUTZMoYvxun5YUGVGTOnKaRjQQloVGHMQP03JCY9nxG7bcgFBRlWXXTevYaj9gd3yN29yIWZepARTOBqYWmvX9DbqdJol3WoSxwnyffw/2V/+MbkZTrh2HnXQXq6GCOLVOM2XfYnByTnpKv/setPwn/iaug9KxcQp9AyMutSoMPfjiZjB9PJ2P1pRTuSEU9mCnhiF4nl2t50AvKnH6viyv+tzuBb0QOB8fwoIngBB1buRRjnvOYW45JTwfupXHrT2LVYM8sHbwG1nXA6XA19t1N43afFCYgSPQNGeAy6UkoLMqsIrm3GwK/F+bCkdzX1NM5/CYUbr7c8tGr13jexqaclPlQv+rKY5bApVlfzjyna2Fj58CNUyq98iPs/WqV9CkKBWBIAyd83cOd3ddk4N2M0bKrdUo7F4xvpU9qdMyluUVZgsZA/tTfA31rOcBJqb8WlMRFjVN+7OeBmp75s0Eo1kwiT+1C6ebmfrIWYUla1PNW8ESpN9vrJz4JQmFgk15Ic8Ne2xyBG9Glw7VJVmLE6uk8bMJ//O8lfTpCMVLHW4mFA3JmmxeUiMWjoA67BmvjcHAaZuxLQFU3W/w2KO/BD0Lpwq5SPfiO/aWkT0MoJMqkyzr896nsjqVJRI41W+V4PeXmUWP/aEEozUzbHY+kNB3GtnRBKxP1usdC0oz9owVBsG7KpMvazrcGD4OI2bXAWGdLUHJX4unNSDy1kdsp0BhGQSjNVPdQ8DCIhaeSEJYxnciQ1EUZ1huvq7hxyKC65SM8IwilmTJ52+zReThSrx+BOvwGQn54nl3TtvaOLM6U1EXJXJ7dx8CxeouSPlVBKBA03elocBpuxGjxwj+x3KDCUalvWEFJXZS/NKaFMzfjEATBuimTgqxw9UalsUvYGk6+uIf7W2tiQ3m9c+12PHTCIaBpSZ+mIBQYbydbLOnvyTORqVY2PEmL0MR0Xk9JXmQZN/UTMRaE0kCZFGTC1t4Z7u2H8iIIZRkagjC0oRMvgiCUXspkDFkQBEEQShsiyIIgCIJgBZRZl7U1EvzdM9DGhaPC4Blwadob5QHul33ibySd3w515F3qRwildwBcGneHW9unYKO0N7OfFokn/0bSOdrvDjd3UXr6w6nBo3Dv+OzDjdAUSpxn/4pBeJIOMzq55mhhWVahVg/UOWzbLRX3aqD+1272Nmjia4en6zuiuSTcCRmIIAtFKsYRq95BauAJLjOj9pskwDSFKzbsGout34h5UGSa28z7adWI+GN6xn6AwqMid1VTR92F+sCvSL689//tnQd4W/XZ9m/tZcl7ZO9JNmSRkEASCCSMQknYEEqB8hZK2bRsCu0L9CuFFtKXskqZYZeVkgQSEkIW2TvOThxvW5KtPb7reY4kL9lWsB3LzvO7rnPZls/ROZr3/9nIveY5TtIThGSGemM/ttyJFUeUPtipBhV6p2pQ4Axh+WEft+2kLPgrTpH4vyCCLLQh9qWvsKiqLenInvMEt/AkqKd4yQcPwV+0F+Vf/j9kX/p4neMcK9/h41R6M7Ln/AHGPqfy7f6SAyhZ8AAPxCj74hnkXPandnlcgpAob251sxhTH+17JlgwtachVif+9jY3Xt3sxksbXeifocHYLvG9RcLJg8SQhTaBrNyq9cqYy4xzb4+JMaFN74qMWXfz7+5dKxCsrqxzbPXmhfwzdfI1MTGONnzJmK0cR3XmwaryE/JYBOGnWscf7lKmq900yhwTY4KmQ9GkLuqxTSzYcfKMyRQaRwRZaBOoAYt52AwY+46FacDpDf6viw60CIcQdBTX+V/AUaLsk9tw6IW+66DIb2EE6h0nCMkENWup8imjAs7qFd/6ndRDuX13WceYAyB0Ypd1wF6kuCf3reEvYZVGx2MSTf3HwzpuTtwYIe1Xte4jePb/CH9FAcI+N9QGC3TZfWA+ZRpSRp8PlbpmfJrnwAYUv3kHDD1HIufKZ3gUY/XWRZxcpTKmwNR3LNLOugkaayb8ZYdhX/YqPAfWI+R18ZhC69ifI2XMBXWuoew/f+L4Z/p5d3CDEfu3L8N7eAvC4RB0mT2QMup8WEadV+c6miPkccKx+gO2GAMVR/k2bWYPmIecyclPNKWpPr6S/XCufBeegxvYWqQJTnR+08BJyjGGxCbRVC57DY7l/0r4WnOufhbG3qOb3EeTksmWcWNQa1NGrYEmLa/O/7S2HH4OfIX5MPUbX+d/5OZWUEGbmouODjXyeGebG2uP+VHiCkGnVvH4xPFddTzFiRp81KfEFcTHuzz4sdDPYxbdkdGCvdM0mN6LxgEa6sznpdm9NDpwZI4WT0+z8YjGRQe8nFyVolNhbFc9xzEzTWocdgTx2mYX1hf64fKH0c2qwSWDjLigXutNmjdMM5hp4tHwHC1e3ujClpIAT5vqYVPzSMLz+ta9juagucQf7PRwbLXAGaSXGD2sGpzZy4CLBxlh0ja8r/2VAby73cOPsdwTgkGj4vNP6q7nYyy6xGyO1ze78K8t7oSv9dkZtma7n9Hs5T9MsaLCE4LVEP86oqN9gq0y4kfo6LSbIPvLj6Dotf9hS0qlN0GX1RMIBTkT11+8D9VbFiF33gt1vnRJ9IrfvV+Z46s1sOuT2mAGKgvgPbRJ2Q5uRNYljzQ4X9jvQdG/b4fv6A7O1qWNkoRIWL2Ht7IrlCZAUXavLrMngFKOWVKMk9yvJHDxRKVy8XyE/V62+OgcvoKdKC/YCXf+D3wdjWUR17mfkv0oeec+xVJUa6BN78ZiTuJjL9wD15ZFyL7yaRaqOs/FW3cjHPBCbbTWnP/Ybr4G19YlyL3+hYREmZ5jQ/dhSBS1MQUtyTilBVj5l3/hv1PGXAiNyVZnn5TTfobKRS/A8f1bPNs6FkMuP8KvB2EefjY0lo49veiII4hff23nFpc0KrBnqgbBkDJrd19lEIv2e/H3manItdQs7LYU+/G7pU6e70tjBbumaKAyA8eqgthcHOBtY7EfD0+2NjifJxDGbxc5sKMsgK4panRJ0bAAk7BuLfHjrnEp+P0yB19DD577G8IBexB/WVPN7teLBzVcFO4qD2D+hmp4A0CfNA28wTB2lgWxs6waq476+Dr0CYx+JGG9/1snil0h0O60EKCfeyuD2FPhwtf7vXhmmhXZ5rrPxT3fOOANgrOW+fwBYHc5nd/Nmc0vzLQlJMo5FjWGZSf+dUgLoOZINagxOWIBN8ayQ8rwD0r0EgRteyb8sFtz6FnIOP/emAVIVnPxO/ciUHoQju/fRMasu2IZu2Wf/onFmKxGEtCoMIT8Xr4/5+oFcG3/Fv4p86DL6tVAPFUGC7KveAamfmP5NrKySdTIGit+6y6Y+k9AxoX3s0CQCJd+9Djcu5bD8cN7cQW5euOX3CebEpYovkm4965F6UePwr37ezhWvcdx0KYI+Vwofe8BFmN6LtJn/iYmNNR7u+zTJ1l8Sz98lBcoKpXyRUCDM0iMreMuRdr0m9m7wI+zeB+K374b/tIDcK77BKmTrmr2tUgZNYu3toRev6LXb+MWpiFXJS88rBPmIm3aTQ32pe5qYa8LjpVv8+uiSc3jXuTkweDrHXMh0s+5FR2dVze7WIzP7KnHvRNTYhYgWc33fePEQUcQb211487xKbFEILJMSYyn9tTzLN4UvSI23kAYr2xy4f2dHnx70IfrhgfQK7Xux5uGUJCQPD3NGksgIiv7niUOHHWGcPc3DkzoqsN9E1NgM6jhD4bxh++r2GJ9b7snriB/udfLox3/MNWK3pHzrT3mw2PLq/D9ET8W7HDj6mFNl6iRhf/gMkWMybV722kWpBuVx0UDM/64soqt70eXV+Hv59hin4H5610sxpcONnKMVhcR/n0VARbqg/YgPt3txZUJZDDP6mfk7URCXoioIJ/T9+QoAROSNIbsK8rnn+Rmru2OJWstfcb/wNh/AjS2GuuYrMWgx8GWccbsu+pYaWqdQRElrfKm9pfsj3vO1CnzYmJMkOWl7z6Uf1cZzMi8+KGYtUYCR/WuRNBRhJDb2fAO1VpkX/bHmBgTdP/p59zGv5N7nIS9KajfNln4+u7DkHnxw3WsPnLfZ815AmqTDb6j2+HJX1Xz/BUqz59lxMyYGBP6nL5IO/NGmAZNhsZUt5yoPQk6y+Ar2KGIMREKwlewi7d4UIlU1JUdtBeyt4KOofInytpupTHe7Up+hRI3nN7bUMcdSxbxLWPMLI5kudXsH4TDp1jGtcWYMGhVuHm0mf9HkGUbj3kjTHWyeU/N02FoliKkZp0KD062shgTJHCXDVFEqsgVgtMbanB/WjXw5Jm2mBgTdP+3nqaIMLmTSdib4ou9Hna9n5KlxUOTUmJiTOSlaFjsbXoVtpcGsKrA3+D5m9nHEBNjom+6Fr8cZcbk7jrYDIm7zE8kB+wBPLbCCXpm+qVrMKufCLLQjhYyWZZUvlL5zUukfjD1PTUmqBRDpq02+i6D0OPuz9kaJgGuTzjgY+EKOkt4n3iYBkxseB2pefAd2cax4PpxWo2lJoYd8lZDbarrBjT1Gxdxb9fFMmwGKv77HFvz3oObYOx7WqPPA8WM+ZhTpsVW/nWuwZwKY79xcG1dDPeeH2KPQZfRnRce5V89i7QzfwlDrxFQqZWXM2XUebwlE/TadL39A15IUUjCvvRVLm0qfvNO5Fz9lzpZ2OSWphGZ6pQMZF7yCD/P1FDEs28dKr5+gePdviNbkX35U1BpOm7lHk1mOuwI4aWN1TyV6bQuuph7d3w3PW+1GZSpxWdzMtgaJgGujy8EFlOKRXsayRGaWO8+iVyLGttKgeHZ2gZx2toxbLLMrfU+ejTAoie7t+syo7cBz6+t5mM2F/txahMlPVSLS0zrrY/7GSDX77iuOnZBkxs8+hjo+dtvD+LZtdW4YaSZY+TRmPV5/Yy8JSNRC568I7TQeHSyFdrjiLULnZd2+zZLmzIPRQc2sCiXLvg9x1oNPUaweJkGnh5X6AgSY+rcRLFScjUHKo5xDJa+5BGKfAuFG67kidox2CjRL3SNOa3hAZraXzQNV/n6roPjnofuk66f3OQU92xKkKPWvHPtxzyZKh7RbGKKeUeh8ZElCx5ky7n4rTu5ZpcSrfj5G3D6cSU8VW38kt3viZJ+7u3Q5w3A8UCLneiCx9BtKLKvfAbFb9wO7+HNvCjLvfa5WBiB51WrNci5/Kk65zEPnsILs2P/vIH3o/h/yujZ6KhcN9yMDUV2FuUHljmh1wAjsnUszBO76+MKHUFifNAe4FgpJT+RdbnfHsD+yiACkbd+Yx6EbHNDp1jUuiThi2cBN8XgzPhfISQwdP3kJj/sDOHULo3fB4kq8ckuxd0ej+Jq5YFRfD0KJaI9+J2TLee7ljhg1qowKk+L0/L0OL27rk7svTm+3OvBV3vjL+Tj8ZvTLBiQcfxfnxsK/Xh4uZOzr1P0Kjw1zYbujbzOwslHuwkyfbHm3fgyHCve5HgrZRmTxURb5ZJ/sAuXXNP67D6xY7xHtnEyEHV6qg1ZUhRXpmQhnnccD5W66QSrOCvz5qhvMde5O50xZlk3RfT/gfLDvCWyL0Gim/eL+Zyl7s5fhbDPxc8jbRULn4ex/3hkzLoz7iKkPhS39x7Z2ux+sevwVKGlkCVkm3QlSt7dzOemGDNZ+K4dS2OPL57o00KD4t3OVQt4344syGTx/vO8NLy1zY3vj/jg9IWxrtDP2z82uNiFe9d4C/qk1XxMt5X4OcmKkr5qk2FUcVyZsrXJ8ooHGWFNJVj9FCOtttu8PsaItV0dKf1pjOj/SbhpS2RfghYtL85MxTvb3Vhd4OOWlCuP+Hn72zqwVU3PX+1EsMYgwd9aknjpEVn+xwslz/15dRUvmuj1IjHun95xPTxC69Ou7wZyu2ZeeD9nNlNmsOfgRnj2rYX30GZ2SZa8dTe6/PotqKltYulBdm9SIpO+y0CYT5kBfW5/Tt6ikiXi6POXAY0JchtA2dXNiWf9tpDxhJtc2zlX/rlJS7qxRU3Wzx9ldz0tVvj527uGY7UUb6as8bxfvhzXDVibtKnX89aaUOychJ4yv+l1aixswYSCCLnsXCpFxxCNeUj4f1lKzD66b0eGrCNKoqKELcpY3lAYwLpCH2dLbytVXJtvXpjO4kZWMVmClMg0MEPDsWf6Qu+VquGSJeLyjyvgiOPNaSsoq7o50UozNv3+o8dG+/55mrVJ13Zji5pHz7DCFwyzpbyhyI81BX7sLAtgdYGSkf7P81Kb/QzMG2Hmra14c6sLr2xSyqp62TT437OsHB8XhHYXZHKnUR1wIOLOpRIfiiHSRlnB3qPbUfT6rQhWlcF7YD1bS841H7AYa7N6IXfeiw1ihyQAIVfFCX0c/uL4yWMkkOSKry0ejcGu7YId8JUeaFSQKXOaRIvi3WSV0wKGspUpUcrYayRb/uyuptrgqdez5UhZ2ZQIRy5xSvQ60ZAbvOKrZ6GxZqHrb96P+4UYjDQAgUYHdSQBLVqmRa99YwSrldc50TrrZIQ+A1QHfNQZZBGi2OfQLEqw0uGqYSZsL/Xjtq8dKHOH2c1J1uCHOz0sxvSF/sLM1AZxR0qeqoiTeNWWkJs8HiSQVFJF0IKhKajEigSUXNeNubapLIosyzyLmmt6aQFTWB1CqSvEwxnI8qe6YNquH0HlRF7Oyt5bEeQEt9pehhPNG1tceG2zIsYUp39yqrXRumTh5KZd3hVhTxUKXryay3O8BTsb/J9ijNEv23AoFCsBigpYvESe6q2LWQiZUPwvidbGted7BONY5BTbpMUDiZG+VrJSPKJJWtXrP6+5/nplUVT6U/jyjXCs+SAWSz5Gz9+bd8RtH2nsU0vYG4mntzXR2uGgs5Td6PFwrn6ff1LSVvQ1NfQaxT9duxu21IwuvFxbFynnaKY5STJDMcRrPqvE3d84sStOlyYS5mita9QIPRaJo1K9crwkoCUHvPAFT2yjiZVHfXDEWQSQe5YWD1kmFbvem2JiN6VK4PN8uv5w3LIo8gzc9JUdH0RaUVIs+er/VOLOJQ6Uuxuen7LHo7Rn042lB70xMaZmL3+ebhMxFhqlXd4ZZOWZBkzg38s/f4YTn6KEgwHuHEUxZWoYQtnP0a5VBLu0j2xr0DO5YuFzCbmSW3thUfr+Q2ypRnHtXsk1wkTqmTc06yqjJhgUA6e64ZL3H0LAWVqnKxklboWqK7iG2nrqRXw7xdV15AYOh1D6yRN1jgn5PahY8g/+ncrGmrPQ2zIcQWGFaNY0ZUjHrtHr4tvce1ZyZj09T1EsI86FJq0LP7cl790fqz0mgq5Krg2nEihqhkI12B0V+lKmsibi6VVV3CQkCjXhoM5RFFOmhiHUCYtQmnUodb4US65tGX+e78Fza6vrNAE5UQuLh75zoqyWKK484sP89cq1UPZzc5+Bnw00ckyV6oYf/s7JVm/trmSUuFXhUbqRXRTpGEYWb/90DXcGe3JlVZ1j6LFTDJ7INavbrekGdR6jeD/RN02Dx6ck1iRFOHlpNz9Oxnl3ovDYHk7QOjb/WmU0n8GCIDWO8Dg5CYv2icZgbePncukPJW0Vvf5rnqlLgk2Z1hSDpbIaikn6i/IRcEZcoW0MLRJocUBzjqlTFl03XT9hHT8HKSObLz2iuufsOU+iZMHv4dm7GgXPz+U2oCS2LEaU7KQzIvuyP9VpJZp18UMofP3X7NIv+Nvl3LWMXNc0SYkSvEjoKD7fnmVBGbPv5DI06qBG3hCNLQcaSxr8JQfZg0Cvd9bFD9dxqVMWPdV2U+cyyivg90ZWT2VsI9UiB/38WlN9dkcfv3jHuBTsKbdzgtZ1n1dyq0WqBS6sCrEYkxFM+0Szn+cONrIVTElbt37tQA+rGkadikf5UQyWam6729Rcr0ylTycCalNJsVuac0ydskigj1Up56aGHecmUHpEpVpPTLVypjnFfS/7pIJFlBLFDzuVzHGjBvjTmdY6ZVgPTkrh54EabFzxaQV3LaNMdXo+KMGLarIpPt9eJUVf5Hv5dYzG2snKbwzS6b+enTx9A4T2od2+renLlLOEV70LT/4aBOyFCDuK+XbLwNNhHT8X+tx+NRealoe8G1+BY/kb3LuZ9iexobgqNRGxjb8U7r1rUP7ZU1yvmzbt5mZX5i2FrPfMC38H+7LXOFOYGnTQMAWy3OrXUTd5P92GoMtNr3GcnKxGXmRQzNiWw65f68TLua92bSiZrcsNL8HxA40qXM8xZXq8Gms2jMPPgW3CZdCmN1FrcgJQ683IuZpqij9H9ZavOZ5N8V/KlDb2G69cY2rDLHDyAHSh13pNrd7e4VCkz/kEWOk4axY6OiQuL56bivd2UJawH0VVQRSHldtP767HnMFG9KuVhUtJQC/PSsUbW9zcu5liqFSWlGfRYHw3HeYMNmFNgQ9PraK2lX7cPDrc5p+B4dk63D/RwG5ZstqpFzeVbV06yNigjrophmTp8OrsNO5l/cNRHwqqgtzCM8esxpg8HS4fauJ2mrWhTmT/d24q3t3uxvoiP7cPpYdLpV1n5+lx2VATtwdtLzYV13gxqBMabY0hZcgCoQq3UsujW74oQX75yTGxJDpcwjJqFjLPv7e9L0c4DvpnaDF/dnar32/JS/PgL9yNk4XocAnqMHXPhJ/e21xoGbq8gci+6fX2vgyhlZDsAkEQBEFIAkSQBUEQBCEJEEEWBEEQhCRABFkQBEEQkgBppPoToMxq2gThZOX+iSm8CYLQeoiFLAiCIAhJgAiyIAiCICQBIsiCIAiCkAR0uhiy58AGHrpArTd7PvANThaK3ridW1TWpvvdn3HPZ4L6v1Dr0apNX3F7UeonTT3FDd2HcWcxmhrVmtAwEMfKt7h7Gg3AUBtTeGiI9bSLmxwzSR3KqjZEO3sd4IEbuvRuMA89izuWUWvNKNSylKaGxTjJXvPGoC5edyx2cPenJVcqo0lPBn67yI5NxXWbE302Jz02s5k+A4sP+LBwn5ebGFF7TatehWHZOvx8kJGnRrUm1JOcOo99vc+LI84gj5kckKHlc1EntuaufcHFaQnNchY6D51OkE92aKCE1hbpRKXWxAZ2lH70KLeh5JvNqdBl9+a+1+5dy/n2tGk3wnb6la1yDTQusuhft3GPceqprcvqyfOOaeoTbXSetGk3NTiOFgkl794P7+HNpK7KQJFQgGdh2797Da7d3yP3mmdjk8D0XQcjZM3m2dPUllMQogMlsi2KCGsirUNJHB9b7sSKI0o7y1SDivtlU9/r5Yd9WHHYhxtHmXHFKaZWuQYaD/lgpDc3LYz6Rvp8U99t2q4ZZsIvRtbMX+6bpuWpVDQoZFf5iZlWJyQfIsidjJTRs5F6xrV1brOv+DeLLg1zoFaf5iFT+fZwKADH92/DvuxVVH7zEnS5A2DqN7ZF56ehESXv/Z7F2DRwEjIuuI8HaBDV275B2adPwrHybRh6DOM517WhCVAkxprUXGTPfRJ6mmhFjfkPb0XJhw9za8rKpa8iY+ZtfHv2zx+r6xURBACz+xtwzfAasSPe3OpmMaaJUfdMsGBqT0NMON/e5sarm914aaML/TM0GNsl8R7cjfGvLUp/8q4pajx1lg3dI5O6vj3oxR9XVuHfW90YmaPlWdjEb8Yqi8zCqiCu+LTh2FHh5EBiyJ0cso6daz/k38kqjYoxoVJrWbzNw87mv52rF7T4fDTYI2gvhNqSjsyfPRATY8JyyjSkjD5fOdf6z+oc5z26Ha5tSwCNDjlXPhMTY4LEO33ar/j36s0L2a0tCIlC1vGHkTnKN40yx8SY0KhVLN5n91aEccEOZb+Wjl38KHI+6vMdFWPirF4GXDtMscJpSIgg1EYEuZPjK8rn2cKEZei0uPuYB01S9j22q8Xno1GR5mEzYD31ZzztqT40ppKoE/tlof0v/0wZNRu6zJ4NjjMNPgOpU65H2lk3clxZEBKFxlGSu5g4q1d863dSD+X23WUtH5BD7m8ah0nW8ag4cenzIzOdt5QEeN6zIJxQl3XlstfgWP4v6LsO4ZGL8aje/i3KPnoMGmsWut72HlSR+GfAUYKqdR/Bs/9H+HnWr5tjiDQz2ByxuKL7tmRCEyU70ehGmivc9ddvN/g/jTh0rvuI5x+H3E6ozTYYe4yAdcJcTlZKlOh5EoVcvonMVW4MmjOdNecPCFVXchJXXCLzvlrD8qTxiLQ1hq9AEX2aXV0bz751/NM8+Iy4x6n1JqROuQ4dldc3u9iNOThTi/nnxp97S+7Mx1dUIcukwrs/S2frjaAv7Y93efBjoR8FVSG4/WF2vfZO02B6LwO7aKP7tmRC08K9Hh7dSELy1kXpDf5Psc+Pd7mxrTTAc35tehWG5+gwd4gRQ7MST4iKnidR7ptgSWiucmPQnOk/TLGiwhOCNTJbuj7RmXcUx20p9PwQ9NzEI92oRjermscxbi4OYHpvSdwSTqAgp4w4l+cY+wp2wF9+tMFsX8K1ZRH/tAw/Oyaw3sNbUPzu/bHkIBJLyqQNVBZwRjFvBzci65JH2vT6Kxa9GHPnqk026HP7ImAvhmvHUrh2LEPajF/xbN9E0FgyOLM5UWj/lqAxp8I8KL7IRXHtXMY/aZHTVoQ8VXCu/YhdzlBr6zxfIb+H5zkr19Cb96XFk+fQJn7t6XW3DD+H5093VGb2NbCLcmdZAEedwQazfYnF+7388+w+NQK7pdiP3y11ssVl0ABdUzRQmcGzf+nLnLaNxX48PLmRxVYr8eKP1Xh/p+KGtRlUnKRUXB3CskM+fHfIh1+NMWPukMQSokiQhmUn/tVD+7eEVIMakyMWcGPQ4yAo0aul0OtL0MKmMXItGhbkIw6xkIUTLMja9C4w9BzBAkpxwvpJR0HKwN27hn+3jDg3lnBU9umf+AvZPORMZMy+m0tniJDfC/vSV1gkXdu/hX/KPOiyerXJtTvXfcLnoczkjPPu4Gvh6wuHUL3hC5QvfA6Vi+fz+ZuyDKOY+o/nLVkgy9+1fSn/TqLX2rh2r4T9238iUHGUXc0aWw4yZt0FQ/dTYvsEHcX0gsfKpUo/fARBZ2nNnez/EVXrP+PyrLSzfw1VJHO2I9ElRYMROVoubVlywItr6yUd2b0hrDmmZACf29cYSzgiq5bEeGpPPe4eb4mV8HgDYbyyycUi+e1BH64bHkCv1Lb5OH+y28PnoczkO8bVJESFwmF8ke/F8+uqMX+9Cz1tGkzo1nxC1Phuet6SBbL8o4J8Tt+a+PJPpdKjmNlpjVjjBHkXCLu3VcbRC52EExZDtkTcrtVbFzf4H1maVN6i7zYkJqz+or0IehxsGWfMvismxnzROgPSpt/M/+N926jkhQTEvvxf/HvmRQ/ExJhQqdRIGXMBbJOu4r/ty15DR4PqfKkcinzWutx+SBk1q/XPUbiHX59o3DfkcXLpE5U4Ran5XYWSBb/n1zX78v9F9/v+i26//QipZ/6SPSPONR/A+cO76Kic2095vy450DAGvvSgD4EQMCRTi54RK41inw6fYhnXFmPCoFXh5tFm/h9xwN42lpYvGMYbW5TX5/enp9RJiFKrVLhggBFXRkqFyC3f0ThgD+CxFU6O2vRL17A7v6V4I35vfRPGNr1+hKc1fORCp+GECTJl96r0JgTKDsF3bHed/1VH3dUR65jQdxmEHnd/jm53/SfW3KI29AVP7uOoxdwWcLy4uoLPY+o3Lu4+5GKPJkQFq8rQUeBa4bfuRMjt4MeX9fPHoNK0voVlGT0b3e/9koWVFjX0Hqha/x8uUyIvCFGTpBXmYF7utc+zt4EWXpqUDKROvhqpZyjxY/uKN9il3REhMTNpgUOOIHaX100eWhRxV5NrO8qgTC0+m5OBTy/NqCPGUXwhch8rt3tanosUl+2lAVR4wuymHtc1vlV7Th/lmql+ttyteDo6AvsqArhrsQMOrxIPf3SyFdoEYvHNcTx30fF8PUKnqEOmpBzz4KkcQyQrWd9lIN8eqDgG35GtXO5CZTENjtMZuDEEiTi5PXn/kv3wF+9jq5qJuDtbm6jlHfZ7UPT6rc3vX3YYmpSmOyO581fDseLfCV+DbfI1re7iprrdkg8e4uxrlTEF2Vc8DV29JKvWQmvNUn7Rm3nxosvrj8KXb+IFDC3EKGGtdvctqqPWWBs+h9Slizp/UVKf5+CGZuPiyYhJq2JRpk5RFC8emKF8/CgeTIlAOjUwPVJ+U9+aOmgPYHd5EAXOICd27bcHsL8yyFZ1tAtVW7C/UvmMeQJh3Pa1vdn9abGRYWp6nb/6qA9vbku85OfqU0yt7uLeUOjHw8udnH2dolfhqWk1tcKt8ToTviacFhRyqG0pC8IJbwxCbmsSZNf2bzgRity+1VsV69g8aHIDS5gs1PIv/wJ/8d46t6tTMth97Nm3hi28toI6QEUtOC8tGhLcvymC1eUJ3Vft/VuTqs3/Rfnnz/Bihp7HnCuerlPz29boKTt+4CQOU1BCHgmyylATjtA1ci0k2pTcRW52WpR1VM7tqwgyZVRTIhS5faPW8aTu+gaW8LYSP/6yphr7Kut+u2cYSdz1WHvMzxZeW0Hx66i4bC0JJLx/U1C2cyL3VXv/1oQyzf+8uooXM/Q8khj3T2+9r0JKIgMo3ND4dVMogkgziCAL7STIlNilTeuqZEkf2AhjnzExQbaMmFlnX7KKi9+8kzs/kTVtPmUGCwfFmKMW1NHnLwOOV5Ab+b4gKzheTS1fd/dhyJ33d7QGJEAtKWNqCdSxi5LhCG1WL+Rc/hS0aXmteg5yJ1PGNLmaG/MWREueqMc1/52WB5VWzwufcEBJbIqLSrFg2sK1fqKgxC7KviUrd2NRAGPydFh8oKG7miCr+K4lDniDwMAMDab3NrBw9ErVIDNihV7+cQUcjb2pG6Gxvd1xNJL6LxOUFf23c+KXax0vVMLUkjKmlvDmVhde2aRY571sGvzvWVbkpbRu2RHlAKwr9KOwqnFBpo5cRPc42fbCycsJ/Waj7FgSXu5LvPM7TtQKRNy8xr51WzZSAg+JMQlH7rwXG3wJh4N+hFwViZ882te5kaYSQWfD+G+0QYW/7BBnVZNFXx+KX/uOboc2NZdbPiZSE90e2Je/wS0yCSofyp77x8brkltA8dv3cHmb7fSruD92PIKOEv6psSo9t+k5o5wBKnOjYzGyJpcgCtVIU8iC0KY3LJvrKNBngDJ5X9/sxneHvOwuPewIIdOkwtgudetWP9zpYTEm4XhhZmqD+Cb1Pa7wJm49alQ1iVrxKIsT/+0REQxyRVNWNVn08dyvO8oCyDGrkWtRJ1QT3R5QctprmxUxHp6txZNTrY3WJbcEqjWvXY9cH4qz04KMGJrVcReXQifo1KVYwiq4d6+Aa8e3fJu5Vu1xFCp/iYpiPIuI4tAxcU2goQXV4xL+0v1xv+wp87c+hp7Duf8zucVdWxpmhxNV6z7mBKVj//xlXCs7GaCypqgYG/tPQM5Vf24TMeb7j0xyqt7yX64vrk/AXhSrezYNnBi7nbp78XFbF8dNjqve+CU/vxTzNvYejY7MzD4GTub5/ogPSw8q1vGM3g2bexyrDsUsrnjJRlQ+FY1TJpKsS2VLjWVkU4nVyiMNF6sjcnTchITc4ov3+xoti6LpUjd+aU/arGF6nqNiPL6rDn+ebmsTMSZO767jDGt6nqmOvD6f53ti3pLWts6Fjs0JF2RyTxp6j+Y6U+e6T+O6q3k/mvTDHZzWciy5tmVctf5zVCx8rua2BLKso00lqJyKaoujUNet8s+fjls6Ra0fbROv4N/Lv/qLsgiIJM/QTxoRWBlxAVtPuyg2hSiZIBcyDW0gdDn9kH3pY7FyseYIuio5dEBboljHXsK5APT6ln74aB1x9RXtZQuahNXQcyRMAyfH/kdufPKGUN05NYPxlx+pUytd8c3/8e+pp1/J7u2ODH0Jj8rVotQdxqe747uriR6RJKO1x3wcS65tGdOX+nNra3IWKOmqOYZnKxb43oogi2gUpzeEZ1ZXY38coTbpVLh8qOJefnZtFSej1f4MUPyb6qGJiwYaYKHMtCSDektTHJ6ghiaPT7FCH3UXNIPdE8Ihe5C3RKHngEYsEk9+X8XZ3LUXBjRYgqCJT4JQm3bxl1DnLu+B9Qj7XOyqpESf+tjGz+X5vWSdFr3+a2gzeihlU9RgwlvNpToUi6TZvgGn4gJtCrIMDT1G8DShioV/5YlD1OwjUHqIRZ76JJMrvcF1TLqSz1m96SuUffIEKha9wO5psvSoJIowDZ6i1MomITRbmGp/CRLC4jfvanxntQa519YsdJxrP+aWp0TPB5XmIc2hsaQja84TKHn/AXjyV+Ho3y6HLrMHP8cUniD03YYiixYGtdyfJLI04an4rbu5dvnY/Gs5X4CGYwTKlePMp0yHNcGOaMkONf/YUFTFM3kHZWjQJ63hR3HuYCNbwWSd3vq1Az2sahh1Kh4ZSMlTVIrU3abmeuUSV/Ou6/HddBiRrcXmkgCL+Tvb3Gw1kzvaHwLmjTCxK70+VGdMXaUoGe3JlVV4cb2KXdNF1SEuiSLO6KHHDbXGCSYT1LyEWn1Ga4QpLt8YpNN/PbsmVv7xbg+3PCW+vSrx2dLXDTezy5o6qd34lZ07gLkDYRyLuKqvH2HCaa0wVUroXLSLIJuGTIFq4V9ZkC1x4oVRSzrvxle45SaVuQTshey61qbmsbjaxl/K3b2oLzRNGEqbdnOTHZwo/pt95TNKd69tS7iFJwmUsc+psE2+mgU+niDTcZkX3Md11NQtiqYS+Qr38OKArDyqnbaMnBk3vpwMUPvJKErZmBKHjUsrPQZjr5HocuOrcPzwDjz5q7kcjASXkuMoPEEDJOKFIaj0qsvNr8K56n3OwqZ5zXxcjxHchCVa890ZmNJTj+fWqliQZ0Y6c8WzpF+elcotNzcW+VFYHYJWDeRZNCyucwabsKbAx32hVx314+bR4SY/AxT/fXqaDe/vdHNzEmrx6AmocGqeDlcNM3F2cDxBpuPum0hNQfT4LN+DHaUB7CkPsvVMIwTJuqctXnw5GdhUy21MCwvaGqO1wt9UzvTnaTaeMkVeBHqu6emh2PXFg4w89UkQ6qMKt1IB4y1flCC/XrMD4cRR9Mbt3Jo0deovGrQmbQmUfFf2yZPocb8yjSkZic1DVqnR84Fvmty3f4YW82cryWStSclL83hes9B+/HaRnVuT/mKEqcE85JZAyXc0w3jh5YlbyD+V2vOQF1ychmxz0zFmXd5AZN/0eptfl3BiSE6zTkgqsdNlt02fcEHoCFB5GpWaCUJbI4IsNEr1tiUcg06dekN7X4ogtAvfHPByAt0vRiRnfFzoXEgRXCejasMX8EQmZ2Vf+TRniv9UjL3HIO+G/4M+py+SkZIPH0HIWZZQhzTh5IGSuKKTs54+y8ax7p/K6Dwd/nFuKvq2YieveDy/thp7KgKcQS+cvIggdzKCjiLeEq3Pbi5jmrZkxVewE0F75LEKQoQiV4g3IsgpMj9dkGkWc0vnMSfCvsrAcbUTFTonIsidhNrlSicL3W57r70vQUgiapcrdTQ68rULrYfEkAVBEAQhCRBBFgRBEIQkQARZEARBEJIAiSFHOPTEmfwz59rnYew5or0vJ+moXPZarI1mAzQ6aMxpPCaTOq+ZB51xoi9POA7OekvpL/782TYMz6k7YUqoi90bwpyPKri1KI3NfPPCtCa7oQlCSxBBFo4PjQ6GLoNif1IOK03dCjpLeGIWbZZRs5F5/j3tepmC0BpQL3ESY4JGJtKc47HSg1poI0SQheNCk5KB3Hl/j/s/d/4qlH7wMKo3fgFjr1Gdqve0cHKycK83NrJxdYEfn+3xiiALbYbEkIVWw9R/Aqzjfs6/O39URmsKQkdlb0UAeyqCoImS8yKdumhmdJm7+clagvBTEEEWWpXY3Ok486UFoSNB4yaJMXk6DM7UoodNDWqk9dXemlnSgtCadGqXdcBZiqq1H3Nck8Y3ErrsPrCMmMnj/FTqxBrGe/avR9XGL3j0YqiqnCOnanMai4913KUwdBvS4Bjv4a1wrHkf3sNbEHLZoTZYeL6veehZSBl9Po8VrE3QZYdz1btw7V6pjB1Ua6CxZSvjIcfPhTa96/FNPkoQ2xnXIW3q9WgtwkGlO1hLWnYKx0+pK8Sze78/4kNRtfIa9E5VRiNe0N8ATYJzBdcX+vEFjVgsC6DcHeIcgTSDGsOytbh0sBFDshomgW0t8eODnR5sKfbD7g3DolPxMIYze+lxfn8j9DRkuF6i1Hvb3Vh5xI+CqiDPIM62qHkMJI2U7GpN7HNJIynvWNz4bOP6XDfcFLN0myMQCmPxfm9s1jMxrZeBZyN/nu/lGdHJOm5S6Lh0WkH2HNyE0g8fZjGEWgtddm+ef+wr2MGb9+BGZF7ySLMZkxWLX4Rz1QL+XW1J58lHIXcVCzzNVXZt/xbZc5+AacDpsWNolm/pR48D4RAfo8/th5CnisWZNteOZci5+i+xBQGJcdGrtyBQqcz/1WV0A9QaBMqOoGrdJ6jesgi51/wV+rwBzT5utTGF5w4nijY1F60JzaYmjP3Gter9Co2zqciPR5Y7WQxpXnLvVA08gTB2lgV4I+F6ZHJKs+/1+eursWCHYv2lGxVRrfKFeQ7zNwd9WHrIhyemWDGxe81ictkhLx5fUYVQWDmmX7pyzJaSAG/fHfLh/023xRYEJMb/s9DOCVJ6DdDNqoFGDRxxBPHJbi8W7ffh2Rk2DMho/quJhJ8WComSY0ncIUjzpSu9YXZXT4kKcm9FkIuqQ1hb4Mf4bhJLFlqXTinIIbcTpR8/xmJsGjgJGbPvgcaSFrMgSxY8wKJp+HEUrKf9rNH7oX1ZjFVqZF74O5iHzYh9qfnLj6D0g0fgL94L+/J/xwQ5HA6h4r9/YzFOm3ELrOPnQKVS15z7vd/x3GI6v+WU6Xw7WcYkxoYeI5A19wloTDa+Peiq5HPQ/pXfvIScK59p9rGTaDeWdNVWhANeBBwlPNiietOXvAhJnTLvhF7DyYrTG8LjKxQxntRdh7vHpyAt0nuZhPiBpU4sO+TDp3u8+NlAY6P3s6HQz2JMunn/xBTM6K2PvddJLEnw91UG8cZWd0yQQ+Ew/raumsX4ljFmtqCjViOd+3dLHTyfmM5PYkaQZUxiPCJbiz9MtcJmUK7V7gnxOWj/f2504elpymegKUi0/3ZO27Sc/GqfsjAZ11UHa+Qae9o0GJihwe7yID7L94ggC61OpxTkqg2fsWtZm9EdWWQF13IPG3uPRurU61G56AVUb/qqSUF209QkjY7rautnDOsyusN2+pUo++QPdeKloeoKBKuUOs+UUbNiYhw9t23yNfAV7oZKU+P68xXm80/T4DNiYkxQbW/6ObeyGJOFnwzQMIdozXY8NNYs5FzzHLS27BN6XScr5D4t94TR3arGw5OtddzDo3J1uH6kCS/86MLCvZ4mBXnNMR9bg+SePbuPIp5Ruts07KJ94vsqHLDXDECo9IRR5lamE83qZ6jjwqVzX32KmScYkdUeJb9Ccaef0VMfE2Mi1ajGrada8NJGV7vPHq7whLD6qDItakZkIRGFnpvd5S78cNSPElcQ2WaZkyy0Hp1SkN27V/JPy4hzG8RqiZTRszk2y67hJkiffjPSpt0EBJUPZ31UOuXDGvYrsSZCbU6FypiCsKcKpZ88idQzroW+6+CYMKdOuqrB/dDCAfvWwvHDOzxdiaxttcEcs3gTsYzbqw6ZCAd9CLocCNoLEXSWouSde5H5swdg6Da03S7zZGHlUR//pFhx/VgtMbufkWOz5BpuiptHW3DTKHOs5rY+hsh9e2sNJEo1qJCiV7GLmsT62uEmTn6KCvNVw0wN7qe7VYO1x/x4Z5ubY9Ond9fDHBmP2D9Dm5Bl3NYs2u/l5C2zVsXXVxuKI89f72KvwJf5Xlwnc5KFVqRTCrK/4ij/pNhtPCjhKNEZv+S2CyMMz8GN8Jce5ISrQPkR+Irya43+q5lhqlJrkXbWjaj46ll48lfxpjbZeAFg7DuWxTbqPo9im3AZu7DJqi/75AmOeZOYGfueBtOAiQnFjqP4CvegYmHik58so2axJd8adcjktq74+m9w7/wOxW/dhS43vpJwMprw0zjqVCzOfo3M66VZwH3SEvuYKy7qMLubD9qDOFYVxBFnkK1aipsStaf1Ulz4lyPN+Ovaaq7Rpc1mUGFMrg5ju+pwejd9zH0eZe4QI5YeUqz6J1dWsfU8NFOLU7voMLGbPqHYcZQ95QE8vy7xWdjn9TNgVr/GvQT1a48n99A3WORkmNT8+KhByBd7vbh6mCnhhDlBOCkFOeRWMi9V+oYr9OMhHA7DsfJt3sLeWh98lZqztfVDBsO9Y1mD46ynXsQubceqBfAcWM/XQ8lftNGx5qHTkHHebzkBi9Cm5aHLjS/DvuJNuHYuY2H2Ht7Mm33Zq+yuTj/vzoRaenLy2JGtCT9GQ59T0VqQmzrrkodxbP51CFQchX3l28icfXer3b/QEIdXkUiTVtXi9/o72z14e5sb1f4a2SWtoSSxqT31HAuuz0UDjezSfn+HmzO06Xoo+Ys2taoaZ/XS47djLUjRK8Kcl6LBy7PS8OZWNyeEkTBvLgnw9tpmN5/rznGWhFp60nUezwxh8hQ0x66yAPbblUXO1/u9vDVGiSvEi5D6VrQg/FQ6pSCrdEYW0LDP3aL7sX/3utK/WaWGZfhMGPqMgT67D7RZPaHWGTlJK54gE2wR9zkVIZ8b3kOb2cL25P8Af8kBuLYtRtjvRvbcJ2P7a1IykXHu7Uif+Rv4i/KV/ff/yBsdQ27gLre8Aa0tp8lrpjh1zweXor0gD4FpwAQ413wI37Fd7XYdJwtGrYqFyR2obbseP5Q9TBsJ8Dl9DFx72ydNw4lMdA5K+oonyFGho42uYXORHxuL/ZylfMAexJIDPr79yam2Olbmb8ZacNtpZuytCGJDkR8/FvpZ0OmYe79x4I0L05qNz1Kc+turMtGaLIwkc1E8PbVWjLs+ld4QAiHgsz0eEWSh1eiUgqzL7AFfwU5OtiKXb31CHieK37kX2tQ8ZMy6K2ap1iYcDMC5Wil3ooxhigXXJ+goiXOcn93aIW81u53VehNM/cfzhuk3w/HDu6hc8g+ujQ75XOw+p3rpQNlh6Gl/nYFd1LTZxs/hbO7CV3/FMWn3rhWwjr0ESU80kS3cMpEQmoeaVewsC+JAZRAT46REVPlCuPcbJ3Itatw1vsZSrV9zu2CHsnidN9yEa4ab41qD9fEHw1xHTAuCoVk6ttIp85i2m0crGdX/2ODiemO3P8zuc6qXPuwIYmiWFgatiuPGtM0ZYmL3+68W2jkmveKwDxcPapmH63jxBcO8gCAuHmTELWMsje5L2eUf7fJgzTE/133nWiS5S2g5nbJTl7HfeP5J9bvhkOJ+qo1rx3fwHd0B75FtccWYoJKpqIWtixOLJhdf1aavav4OKa4zz751OPaP61Dy7v08dKHBtfU9rdZJQnx9hS/fyM08yIKuD7m+aeGgnDP5W/bR4+HsdIrhdx3c3pfT6RnXVV+TiESZRvUgq5aafGwvDcQVY4JKptwRz2/fOLFoeq9HLUcieh6Ko8773I7ffetkMasPxYVjx4TDfNxNX1XiziUOrCpo+NmgxLO8SK1wnLtrc6ipitMXjsWbm+KCAcr/6an4Ir9xt7Yg4GQXZIrhUiIVWchl//lfjqtGITdzxZL5sWSqxlBbUqE2Wvl3cr+SVV07eYmSr7wHN8Rui2ZaU+IW1eFS3Ljss6e4JjpK0O1A5dJX+Hd991N4MUDNQaL1yBVfvwDfsd11RX/95/AX7WWr09R3LJIZ8gqUf/UsAqUH+XqbKikTWoeLBhhh06s47vnUD1VsEUchNzNZqNFkqsZIM6hg1Ssx6A93uuvcB5X2UAb1hqKaWK0nopZju+i4GYjDF+ZzU010FIc3hFc3Kec+JUvLiwFKfpoeKSOiUqzd5YE67/XP8z3swia3+bh2GODw30irzCGZWu5y1hT0/+GRpiTUSjPeYkgQjpdO6bKmTOCsnz+GkvcfhGvrIs76pQ5b0dIcwnzKDKSMvbjJWGjqmb/gjGXvgfU4+twcaDN7sPBSljU1/jD0HMlWNkIBdl+rsy1QabRc+1z89j3cyYvczJxprFIhUH6Um2jQYoFc5VFSz7wBnkOb4S/cjcJXboImNQ8acyoCjmKua1b2+SW33mxvglXlKHr91jq38QhGv4ez0LlETKVG+rm3Q5/bv92u82SB4rGPnmHFQ985seiAD98d9nEdLyVXUYctYnpvPbtgG4OE8voRZs5YJuGd83EFelg18AbBWdakNSNztNhWGuC4KbmvLalqaNUqrn2mmC918iILs2uKht7q7H6m4ynrmlzlUX4x0oxNxX7sKQ/i5q/sbBFT+VSxK4QKjyJqN4wwo+cJrkUmVzqVYyViHUe5YIARW0qqUOoOc10yZWULQkvolIIcTW7qctNrcKx6F5781fAV72expP7TKWMuTGg0oPW0i6HN6MFZ1v7SA/AX71NaU/YcCcuIc7gndvG/7+BOWu49K2PNO2j0YN71L3KWNWVKUxyYLGFtWhcYB0xky7x26RPFmak1JsWsXdR3u/wI1/PSPuYhZyJl7CUJZVifEIL+hlncKjVntNOCgZ4b65gLkqaRycnA6DwdXp2dind3eLCmwIf9lUEuJyILjkSjfqOPeJBgUzyaMq0PVAa4KxfVGJMQU5LXOX0NuHOx0nnrhyP+mAVJiVUvzkzlGDRlSpOAU6UQZVNP7KbDZUNMdUqfKM781xmpnJVNAk77l7oVK50yuS8ZZMSIBDKsWxvKpqaFh0FDLTITE1a63r//qOLFz3/2eESQhRajCpOvqBW45YsS5NdyQQlCMkIJRPNnt34XsZKX5rGHQxBOJLq8gci+6fX2vgyhleiUMWRBEARB6GiIIAuCIAhCEiCCLAiCIAhJgAiyIAiCICQBIsiCIAiCkASIIAuCIAhCEiCCLAiCIAhJgAiyIAiCICQBIsiCIAiCkASIIAuCIAhCEiCCLAiCIAidabhEz2bGlQlCMtBW71NtlgzTEE488r7rXLTKcAmaBUoj3AShI9Da79dwKMjTvAShPZD3X+eh1aY9CYIgCILw05EYsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgpAEiCALgiAIQhIggiwIgiAISYAIsiAIgiAkASLIgiAIgoD25/8DRd7iNga2QqIAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 600x700 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## viszalize tree\n",
|
|
"from sklearn.tree import plot_tree\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"plt.figure(figsize=(6, 7))\n",
|
|
"\n",
|
|
"plot_tree(model,\n",
|
|
" feature_names=X_demo.columns,\n",
|
|
" class_names=model.classes_,\n",
|
|
" filled=True); # Adds color accoding to class"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"## the same with entropy\n",
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"model = DecisionTreeClassifier(\n",
|
|
" min_impurity_decrease=0.02, \n",
|
|
" criterion='entropy',\n",
|
|
" random_state=1234)\n",
|
|
"model.fit(X_demo, y_demo)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6, 6))\n",
|
|
"plot_tree(model,\n",
|
|
" feature_names=X_demo.columns,\n",
|
|
" class_names=model.classes_,\n",
|
|
" rounded=True, # Rounded node edges\n",
|
|
" filled=True, # Adds color accoding to class\n",
|
|
" proportion=True); # Displays the proportions of class samples instead of the whole number of samples"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:51.270343Z",
|
|
"start_time": "2020-03-17T11:41:51.153874Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>#sk-container-id-1 {\n",
|
|
" /* Definition of color scheme common for light and dark mode */\n",
|
|
" --sklearn-color-text: #000;\n",
|
|
" --sklearn-color-text-muted: #666;\n",
|
|
" --sklearn-color-line: gray;\n",
|
|
" /* Definition of color scheme for unfitted estimators */\n",
|
|
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
|
|
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
|
|
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
|
|
" --sklearn-color-unfitted-level-3: chocolate;\n",
|
|
" /* Definition of color scheme for fitted estimators */\n",
|
|
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
|
|
" --sklearn-color-fitted-level-1: #d4ebff;\n",
|
|
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
|
|
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
|
|
"\n",
|
|
" /* Specific color for light theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-icon: #696969;\n",
|
|
"\n",
|
|
" @media (prefers-color-scheme: dark) {\n",
|
|
" /* Redefinition of color scheme for dark theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-icon: #878787;\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 pre {\n",
|
|
" padding: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 input.sk-hidden--visually {\n",
|
|
" border: 0;\n",
|
|
" clip: rect(1px 1px 1px 1px);\n",
|
|
" clip: rect(1px, 1px, 1px, 1px);\n",
|
|
" height: 1px;\n",
|
|
" margin: -1px;\n",
|
|
" overflow: hidden;\n",
|
|
" padding: 0;\n",
|
|
" position: absolute;\n",
|
|
" width: 1px;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-dashed-wrapped {\n",
|
|
" border: 1px dashed var(--sklearn-color-line);\n",
|
|
" margin: 0 0.4em 0.5em 0.4em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" padding-bottom: 0.4em;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-container {\n",
|
|
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
|
|
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
|
|
" so we also need the `!important` here to be able to override the\n",
|
|
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
|
|
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
|
|
" display: inline-block !important;\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-text-repr-fallback {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-parallel-item,\n",
|
|
"div.sk-serial,\n",
|
|
"div.sk-item {\n",
|
|
" /* draw centered vertical line to link estimators */\n",
|
|
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
|
|
" background-size: 2px 100%;\n",
|
|
" background-repeat: no-repeat;\n",
|
|
" background-position: center center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Parallel-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item::after {\n",
|
|
" content: \"\";\n",
|
|
" width: 100%;\n",
|
|
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
|
|
" flex-grow: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel {\n",
|
|
" display: flex;\n",
|
|
" align-items: stretch;\n",
|
|
" justify-content: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
|
|
" align-self: flex-end;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
|
|
" align-self: flex-start;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
|
|
" width: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Serial-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-serial {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
" align-items: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" padding-right: 1em;\n",
|
|
" padding-left: 1em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
|
|
"clickable and can be expanded/collapsed.\n",
|
|
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
|
|
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
|
|
"*/\n",
|
|
"\n",
|
|
"/* Pipeline and ColumnTransformer style (default) */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable {\n",
|
|
" /* Default theme specific background. It is overwritten whether we have a\n",
|
|
" specific estimator or a Pipeline/ColumnTransformer */\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable label */\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label {\n",
|
|
" cursor: pointer;\n",
|
|
" display: flex;\n",
|
|
" width: 100%;\n",
|
|
" margin-bottom: 0;\n",
|
|
" padding: 0.5em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" text-align: center;\n",
|
|
" align-items: start;\n",
|
|
" justify-content: space-between;\n",
|
|
" gap: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label .caption {\n",
|
|
" font-size: 0.6rem;\n",
|
|
" font-weight: lighter;\n",
|
|
" color: var(--sklearn-color-text-muted);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
|
|
" /* Arrow on the left of the label */\n",
|
|
" content: \"▸\";\n",
|
|
" float: left;\n",
|
|
" margin-right: 0.25em;\n",
|
|
" color: var(--sklearn-color-icon);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable content - dropdown */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content {\n",
|
|
" max-height: 0;\n",
|
|
" max-width: 0;\n",
|
|
" overflow: hidden;\n",
|
|
" text-align: left;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
|
|
" margin: 0.2em;\n",
|
|
" border-radius: 0.25em;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
|
|
" /* Expand drop-down */\n",
|
|
" max-height: 200px;\n",
|
|
" max-width: 100%;\n",
|
|
" overflow: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
|
|
" content: \"▾\";\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Pipeline/ColumnTransformer-specific style */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific style */\n",
|
|
"\n",
|
|
"/* Colorize estimator box */\n",
|
|
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
|
|
"#sk-container-id-1 div.sk-label label {\n",
|
|
" /* The background is the default theme color */\n",
|
|
" color: var(--sklearn-color-text-on-default-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover, darken the color of the background */\n",
|
|
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Label box, darken color on hover, fitted */\n",
|
|
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator label */\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label label {\n",
|
|
" font-family: monospace;\n",
|
|
" font-weight: bold;\n",
|
|
" display: inline-block;\n",
|
|
" line-height: 1.2em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-label-container {\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific */\n",
|
|
"#sk-container-id-1 div.sk-estimator {\n",
|
|
" font-family: monospace;\n",
|
|
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
|
" border-radius: 0.25em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" margin-bottom: 0.5em;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-estimator.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* on hover */\n",
|
|
"#sk-container-id-1 div.sk-estimator:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
|
"\n",
|
|
"/* Common style for \"i\" and \"?\" */\n",
|
|
"\n",
|
|
".sk-estimator-doc-link,\n",
|
|
"a:link.sk-estimator-doc-link,\n",
|
|
"a:visited.sk-estimator-doc-link {\n",
|
|
" float: right;\n",
|
|
" font-size: smaller;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1em;\n",
|
|
" height: 1em;\n",
|
|
" width: 1em;\n",
|
|
" text-decoration: none !important;\n",
|
|
" margin-left: 0.5em;\n",
|
|
" text-align: center;\n",
|
|
" /* unfitted */\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted,\n",
|
|
"a:link.sk-estimator-doc-link.fitted,\n",
|
|
"a:visited.sk-estimator-doc-link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Span, style for the box shown on hovering the info icon */\n",
|
|
".sk-estimator-doc-link span {\n",
|
|
" display: none;\n",
|
|
" z-index: 9999;\n",
|
|
" position: relative;\n",
|
|
" font-weight: normal;\n",
|
|
" right: .2ex;\n",
|
|
" padding: .5ex;\n",
|
|
" margin: .5ex;\n",
|
|
" width: min-content;\n",
|
|
" min-width: 20ex;\n",
|
|
" max-width: 50ex;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" box-shadow: 2pt 2pt 4pt #999;\n",
|
|
" /* unfitted */\n",
|
|
" background: var(--sklearn-color-unfitted-level-0);\n",
|
|
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted span {\n",
|
|
" /* fitted */\n",
|
|
" background: var(--sklearn-color-fitted-level-0);\n",
|
|
" border: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link:hover span {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
|
"\n",
|
|
"#sk-container-id-1 a.estimator_doc_link {\n",
|
|
" float: right;\n",
|
|
" font-size: 1rem;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1rem;\n",
|
|
" height: 1rem;\n",
|
|
" width: 1rem;\n",
|
|
" text-decoration: none;\n",
|
|
" /* unfitted */\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(random_state=1234)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>DecisionTreeClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier(random_state=1234)</pre></div> </div></div></div></div>"
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],
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"text/plain": [
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"DecisionTreeClassifier(random_state=1234)"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"## define, parameterize and train the model\n",
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"from sklearn.tree import DecisionTreeClassifier\n",
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"model = DecisionTreeClassifier(random_state=1234) ## the one parameter (optional)\n",
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"model.fit(X_train, y_train) "
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]
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},
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{
|
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"cell_type": "code",
|
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"execution_count": 10,
|
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"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:51.285982Z",
|
|
"start_time": "2020-03-17T11:41:51.273843Z"
|
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}
|
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},
|
|
"outputs": [],
|
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"source": [
|
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"## apply the model on the train data\n",
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"y_pred = model.predict(X_test)"
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]
|
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},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 11,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:51.387997Z",
|
|
"start_time": "2020-03-17T11:41:51.358557Z"
|
|
}
|
|
},
|
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"outputs": [
|
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{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
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"text": [
|
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"0.8296318831761484\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## evaluate with model intern scorer (accuracy)\n",
|
|
"print(model.score(X_test, y_test))"
|
|
]
|
|
},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:51.435691Z",
|
|
"start_time": "2020-03-17T11:41:51.391061Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"depth: 28\n",
|
|
"n_leaves: 777\n",
|
|
"score on train: 1.0\n",
|
|
"score on test: 0.8296318831761484\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## some more information about the trained model\n",
|
|
"print('depth:', model.get_depth())\n",
|
|
"print('n_leaves:', model.get_n_leaves())\n",
|
|
"print('score on train:', model.score(X_train, y_train))\n",
|
|
"print('score on test:', model.score(X_test, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"## viszalize tree: long runner!\n",
|
|
"from sklearn.tree import plot_tree\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"plt.figure(figsize=(12, 6))\n",
|
|
"\n",
|
|
"plot_tree(model,\n",
|
|
" feature_names=X_train.columns,\n",
|
|
" class_names=model.classes_,\n",
|
|
" filled=True,\n",
|
|
" proportion=True);"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Abbruchkriterien (early stop)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 3\n",
|
|
"leaves : 8\n",
|
|
"score : 0.8647497337593184\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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CTHPPeXl5wd41QbgqRJCFsIJCWUiIP/roIzbtUI9YhFjwCTMleiFhpgUtbrvtNhZmCocThHBABFkICyi+mIamP/74Y14liEJdKHEEhTkJQm/IZU3CTJnYaNUuilGmoeyCgoJg75ogfCUiyEJIc+bMGRbiTz75hBcfICGmRBFarTbYuyaEOBTqRMlCKCFMc3Mzli1bxsJMmb0EIRQRQRZCktOnT+Ovf/0rJ4UgISYX7T333CNCLFyTMFP8MrnwKS6ZhJkSj4gwC6GGCLIQUlRUVPiFmHIYU4+YhJhWYhKE64HSZ1LqVOoxU05zSiRDwjxkyJBg75ogMCLIQkhQXl7OQvz5559zzmLqEVNGJhFiYSCE+f333+cec319PW699VYWZsqJLQjBRARZCCqlpaUsxOvXr0dmZiYLMSV6ECEWAiHMlEiGXPuUI5uEmXJgk2/hv//7v6FUKoO9i8INhgiyEBRKSkr8Qkw5hslsQ/GjIsRCMIR5zZo1LMyUA52gLG+0mIUgBBIRZCEgUA+EhqKpR/zss89iw4YNnIPYJ8RqtTrYuyjc4FBs+89+9jP/c1o9TDK+CYFEBDnE6eruhiIqCuG8z9QLptWWpk+fjr179yI3N5cTNlDiBhFiIVRwuVwoKiriHjMt5zlv3rw+73d3dyEqKnJXrI304wsHRJDDgD/vN6HG7EE4kBWrxNNT4/3PaS1aihv2eDycWYsWlKcesUolK38K4Yft5BZ0Wb1rLkcSCn0CokcuCPZu3PBIrRgGkBhXtrv5saOtDra6ciSMnHPZz7cc/BSaxEzEDprwld9LbTFnez20xow+r7cd2QhHaw106YP4d+wNlTCV7II2MQseuxluqxnxw2ei7dhmRKk0SJ19PxTqS8cHHz9+HAqFgof+SJDJOCNiLIQrJMZdlpav/Extswll1Y2YN37oZT+zdtdxZCXHY/Kw3K8to3UtHchMvtDIJdbtP4XqpnYMyUrm3zl+phYHS8+jICMRpecaodWocOdNY7H1cAUSDNGYN15Cu8IBqRnDiOZ9a+AyNUEZE4/2k9vhbKuHUmeAu7MNakMiHK11LMLmioPQ54xAt8sBe2MVVAYjrDWlUBsSEDd8FqLTB8NUshv2hjNIGDUXzfvWstAaBk1ETM5IGIZMRqxiGtqPbebfpe9LnfMQmnatRpfLgdSbVqJ593ssxvR5W10FYnJHXXKfaeUlugnCjcB7XxxBY5uFRXDbkXLUNncgVq9Fq9mKpDg9appNLML7T53FqPwMOFxuVNa1IDE2BqfO1sMYq8eccYMxJCsFO4+fRkVNMxZMKMT724/CbLXztqMLMjB1eC5mjMrHhgMl/LuHy6uhUSuRHG/ATtMZZCbFQ6tW8X4AMggaLsiEQRjR3dWFpKm3QRUd632hq4vvkiavgEKjh0ofxz1eEmPC0VLN4umxW6BJSEPCuEVwttb6vo1mLIAoBaJUahbXKIU3zEOpiWbxTZy01PtRhQJRNCccFcUC3HLgYyi0MVDHJsJSddS/nSDc6HR1deOuOWMRF+MdMerq9pbRO2aPgV6rQXxMNOpaTCzGxPnGdjy8aArMNjvSk+Jw69QRqG4y8Xu+yUSFIgoalRIalQoqpbfK1us0eGtTEW6bNYafd1jtePDmSThQcg7fuW0Wpo3Mw5GKGhRmpwTjbxCuEekhhxEKlQqtRZ9Bm5QNS0URPDYz92ZJKEl8WV9dahZdTUI6NCnZaNr9HveQXWbvMFt3T2s5fvgsxBXOYAFP8glvD3Ub/8ECbak8ws8N+ePQsO01aJNz+Te7PW7EFU7jXrZCo0N0hgyHCQKhVinx8e4TyEk1Yt+pszBbHZg2Io9Njuca27hhS5+paW5HRlIcclMS8c6WQ0iM1aPZ1NnzLd4yetPYwZg1ehBqW0xYMXN0n995ds1OaNVKHCo7z8I9dXge3tx0EDmpCVi19TD/3soFE2FzuILwLwjXipi6woCfb271zyGHOgUJKvzy5sRg74YgDAidBz/42jnkcERhSELM5LuCvRs3PNJDjjDMZw73MXNd/NyH29LGc9LquGQkTVnBPejG7W9BoYlGTN4YWM+fhDo+leeWqUecMGYBtImZAT4aQYg8Dpae62Pmuvi5jzazleekUxIMuGP2WH7tdG0zNh0sxbdvm4XP9p6EXqfmOWvqXd80dhDGDJIyGs6IIEcAZMpyW1qhTkjj+WLTyR1+Axc5skmQO0r3wlZfwU7phDHzYT5ziIWYnNIECXHGom+icecqRGcWssGrafdqFm6am6b3BUG4NsiU1drRifTEOB7G/uJIhd/AVXa+iQV514kzKK9uQnZKAhZOGsbzweSUXt9j3HK5PThRWYdYvY4d1naniwV54aRCtFtsqKpvDfZhCteJmLoigG6PC0nT7vA//7KBC4hSqrzGLZU3EYc/AUBPAg+lVo+241sQO3QKC3DDtteRNHk5UmevZNMYibwgCNcGiendc8b5n19s4CJUSq9xi+aYfWYuIorMIRRCeKYWLaZOHCo/z/PTje1mnKxq4Pc2HyrD/AmXD7MSwgPpIUcA5HJu2bcGmsSMPiLrM3ARsRTKRAawHmLyx6F57we8jeXMYXZbm05sg7tgHDqrjsFjNXG4E5m+ul1O7lULgnBtKBVReO+Lo8hKie8jsr1Dksj8RTcfE4Zm491thzmEqajsPEblp2NiYQ67q0ncffHOv129Fflpidx7liHr8EYEOQLgWGSbGfqsEdClXijQFyf86A2FLGUseqrPa4aCCy14QRD6Dxpm7rA6WFTz05P8r1+c8KM3SXEx+M5ts7/0+oMLJ/m3pdtXJSARwgsR5AjAOH5RsHdBEISvgIanBeHrkDnkG4DGXauv6vNk5Dr3/i/5ccMXb6B2/XOwN53j+9bD69BRugf1W15F+4kvBmiPBeHGgYagr5b/99p6ztz13Ee78OyaHahv7cAr6/bhB39+H3tPVuHZD3fwMLcQXkgPOQxp3PE2upx2zqTVcvATNnVR0o4uh5VTZVJe6bhhM9B57gQPTRMkpO5OEzuoLWcOQaFSI23eo/xew/Y3OS1Q/Mg50KXkwm01ee9tZjhaangYnNJjJk1ehrajm6GKMXK6TigKgvxPCELo8fqGA+yApmQea3ceh8vjQV5aIjrtTpypa4FOrcKsMYPYpEXD0sSne4vZKT0sJxVFpefZ2PXE0un83qvr93NOaxqazk9PZDd2mtGbrc/ucvNvUYrMRZOHsYubUnFSuk61UjLohRvSQw5DNMZMFmGFStOTy9rr1DSOXwxtSi506YPhcVoRP2I2utzehCLW6hIWapepkV3Y9DrFFxMKlbYndab3ctCl5gNKFb9PYqyJT+MY5PbjW+CxdbB7O3vFj+Bsrg7ivyAIoQktGuF0eziXtEGvZaEllkwbwearodkpsDmcmDtuCLuviZNV9fx5iilOS4xjEXd7vGk36XVyX5MxjCDz1tmGVpw824DMpDgsnzGKX9tx7AzmjhvMwvzoLVNxoPRcEP8F4VqQHnIYwr3TKAX3hqlXTDfmonWTW4+s5xSahD5rONy2Du5J22pK0O2ys+BSOFTKzHsu+TtqgxEeeyds1gros0fwb+pzRnH6P+qlq3u+WxCEC9BCEpS6knrDVrsTnTYnv37xuuaf7S3m8CdiRF46OjrtyE83sDjbnW64PR7OXU0pMHvz7RWzOD3nyLw0TirSdOQ0Vi6YgJJzjYjWarDz+BnUt5qRl2YM4FEL/YGkzozQ1JmUoYt6z/rMwDowJXWmEMn0V+pMElJyXtMQdSggqTNDA+khRyhftxayIAjB4+vWQRZuTESQw9g5nTrrviv+fEvRZ1DHJsFcvo+fZy59GvWbX2Ijl7O1htdWJsNX7OALw2MdZfvY1JUy4y5YKo9yGk5aaYrMYjR8rdTo0OVxI3H8YjTtfR9ZS743IMcqCKHukvbFBl8JNNycHB/DQ8w0LE3rG9MccKoxlo1YtBIUzS/vLq7kdY7/3xPLEBejw+qth9HUbsG3Vsz0Z/Oi7f/7zY348T3zeA6Ztl00eTivxex0eXgpyFfX7ed45QdungSny41X1u1HTLQGKfEGXkNZ4phDBxHkMKBi89uwp47kx5STmgxdKkOiX5TpvtvlQJfbhZTpd/Jyi21HN3nXRs4cxukwCRJcPa1nvH8tuhydbO4iKKQpff6jHMrUW5BJwO1NZ9lt7TI3o7u7C3HDpvNSj+TwpqUdjWNv9rq542TdVSHyeePznRibncCPdx0/w+arxNgYvyjTvcPlhtPtxn3zJnC+aspFTWsgD89Nw/SR+bwtiTDlrKYc1zRsTT3mtzYXobHNzItJpBoNuHfeBOg0ahZjgn6LlmQsPd/I2xPtFjtyU71zxcVVdbwtOazJbU2Q38PqcPnNY2XVTbwPxytr+Tso05cQOojLOgxQaqPRea4YWmNmH1e1n64uWGtK+XMkwkSUUs3OaXJL+yADF6XFjE4fwt+jSczi12lt48Yd77ALuze+dY4tp4vg6mhiMxj/nNPGua91yTkwlezi1J2CcCNApqljp2vZSd3bQe2jq7sLp87VQ6/V8DrGhFqpYJc0GbR8kEgaorUsoHT/0ud7cfusMSzAd8weg21HKrDj2GnMGTvYv42yJwqiN9TT9oVO+balVaB8UAjVo7d4G+S9jWUXUncKoYQIchiQOnwq3OZWuCytfVzVmrgUb0yyy8Hi2eVy+p3PCaPncu+591wy9aKbdq1m8aZtfLg721mMY/JGw1x+4Eu/nzB6Hi8yEZ01nFeToh444XFY0e12wTD4yofrBCGcmT56CFo6OvnW20FNPVpv/LEbhdmp3EvO6OmlLphYyL3n3vPGFMJEiTwsNgdWbzvMwr7/1FkWesp5PXZQJi+pSEPN1GuuqGni4ek9Jys5FpmGuC/Gt+2s0QU4W9/Kua4Lc1LwyZ5iXqiCEoXkphlZ6H0LVwihhbisI9Rlfak5ZBJw3/D15bDWll+1M9tpakLz7neRueS74rIWIpr+cFnTHDL1jH3D11cLDT+fb2zDoMzk69qPTUWl3GunOWRxWYcGIsg3iCAHChFkIZLpr7CnUEMEOTSQIesIg+KPqZcrCELoQnHIZM4ShN6IyzpCaDu2GS5TExu3YnJHoW7Ti+zGjs4ohLO9DnFDp3E+a8rcRZm5aP6X1kMmEicuYUd14/a3oEnKhsqQgM7KI1DFJgNdbrjMbZzHWh13fUNkgnCjs+FACRrbzVAplRgzKIMXhyD3NDmta1s6MGNkPue1zkiK5wxdlP+a1kQmls8YzSau363awu7tOeMGs4ObDFrfuW2WzAtHANJDjhBohabUm1ZCm+R1Tvvc2NrkHHTZreju8kAdm8wi7YPzV5MTO6rnMlCq2E3defY4lLpYTtGpScxGt9uBrl7bCYJw7Wk1H140hUOeCJ9TO5cWn7A54enq4vllX5gSSSw5tOnm01tKt0nLOW45VM7xykOykmHq7Ov2FsIT6SFHCMpoAxq2vYYolRZ6jd7vxnaZGtgVTUJL4Updbq+7msKWLk4sQj1rW00ZDAXjYa4ogiY+leOPFZpoeDrbAaM39lEQhGuDYoRf+mwvtBoVYnTpfqc2LZ+YGKdHY7sFVruL45gJvU7zpaQjvpClrJR4bD96mpN7LJ4yPCjHI/QvYuoKAwJl6mrY9jon/KDh62tFTF1CJCOmLmEgkR5yGJAVG5jEGwV3PB42+yoIwUCh9w41RxqRelzhhvSQQ5yu7u4vLdsW6oTjPgvC10GpY6N8fosIJNKPLxyQfz/E6S1sLpcL//Vf/4X77rsPhw4dCto+ORwO/OIXv8D999+PY8eOfel9EWMhErkSsTp69CiXCyofTqc3i1cwKCoq4nqC6guqN64EEePgI2cgTKDC/f3vfx/vvPMOnn76aUyc2HfR8kCi1Wrx85//HAaDAQ8//DB2794dtH0RhFBh165deOSRRxAbG8vlQ6PRBG1fJk2a1Ke+CGbjQLhyRJDDAOqRUuHas2cP/va3v+Gmm24K9i6xKP/1r3/F1KlT8Z3vfIcrI0G4Udm5cyeXg+nTp+PZZ5/l8hFs5syZw/UFNZhFlMMDEeQwEOPvfe972Lt3Lxeu2bNnI1SgSocqH6qEqDLasWNHsHdJEAIOXff/9E//hJkzZ+Ivf/lLSIixD6ovqN6gxjzVI1SfCKGLCHIYiPH+/fvx97//HbNmzUKoQZUPVUJUGX33u9/F9u3bg71LghAwvvjiC77uqWz++c9/Duow9eWgfaP6Y9++fSLKIY4Icohit9u5oB84cADPPfccC16oQpUQVUZU8KnAUyUlCJEOXed0vVMv9JlnnglJMfZB9QfVI1SfUL0iohyaiCCHsBgfPHiQW7YzZsxAqEOVEVVKIsrCjcC2bdv4Oqd52j/96U8hLcY+qB6h+oTqFapfqJ4RQgsR5BDDZrPxfBSFNf3jH/8ICzG+WJSpkqLKauvWrcHeJUHod+i6JpPl3Llz8cc//jEsxNgH1SdUr1BYFNUzVN8IoYMkBgkhqHCQOYpiGanQkIM5HCE3549//GPuJZNAL1iwINi7JAj9wpYtW/CDH/wA8+bNwx/+8Aeo1WqEI+RL+da3voXx48ez6Ss6OjrYuyRIDzl0sFqt+Pa3v82JNp5//vmwFWOCegzUc6BKiyqvzZs3B3uXBOG62bRpE1/P1MAMZzEmqH6heoYa/9QJkJ5yaCCCHEJifPz4cS4kU6ZMQbhDlRVVWlR5/fCHP+TKTBDCFbp+6Tqm6/l3v/tdWIuxD6pnqL6hTgDVP1QPCcFFBDnIdHZ28tDRiRMnuHBMnjwZkQJVWlR5+UR548aNwd4lQbhq6Lql63fhwoURI8Y+qL6heoc6AyLKwUcEOQTEuLi4GC+88EJEifHFokyV2Y9+9CNs2LAh2LskCFfM+vXr+bpdvHhxxImxD6p3qP6hTgHVR1QvCcFBBDlIWCwWfPOb38SpU6fw4osvcu7ZSMUnylSpkdmLKjlBCHXWrVvH1+stt9yC3/zmN1CpIne1Wqp/qB46efKkiHIQEUEOohiXlpbipZdeCupCEYGCKjOq1Khyo0ru888/D/YuCcJloevzn//5n7FkyRL8+te/jmgx9kH1EIkydRKofqJ6SggsIsgBhi7yp556CmVlZSzGFHZwo0CVGlVuVMn95Cc/wWeffRbsXRKEL0HXJV2fS5cuxa9+9asbQox9TJgwgesl6iyIKAceEeQgiHFFRQVefvlljBs3DjcaVLlRJUeV3U9/+lMRZSGk+PTTT/m6XLZs2Q0nxj6ok0CiTJ0Gqq9ElAOHCHKAMJvNePLJJ1mM6WIfO3YsblR8orx8+XLuiXzyySfB3iVBwMcff8xiTNflL3/5SyiVStyoUGeBOg1UX4koBw4R5ACK8ZkzZ/giv5HF2AdVdv/zP/+D2267DT/72c+4MhSEYPHRRx/hX/7lX3D77bfzdXkji7EPqqeovjp9+jTXX1SPCQOLpM4cQEpKSthRTIuXnz17lnvGo0ePDvZuhRQejwf/5//8H6xZs4ZNNLQKDeUJFoRAQEuHUmY5SmJzxx134D//8z9FjC+CwqEef/xx5Ofn88pWZMwcPnx4sHcrIhFBHkBoRRUSYxqivVHnjK9UlEmMqfFClyPNKw8ePDjYuyVEODQcS3PFBBkNf//730OhkEHDS0EpNkmUqaySKD/77LPB3qWIRK6+AYLi+CgRPfX46LFWqw32LoUs1COhgu5rG0phFwJB7+vM7XaLGH8FVH9RPUZLNlJueolTHhhuPAthgOjq6kJ6ejovRfjwww+jsLAw2LsU0lA4FC1rRyvPJCUlBXt3hBuA5ORkDB06lJchnD9/frB3J6ShIWryebzxxhvYvn07129C/yND1oIgCIIQAsgYjSAIgiCEACLIgiAIghAChLUgh8toe7jsZzDpCsP/KBz3OVB0h+EcYzjucyAJt+u9K8z2NyLmkD2mRnR7nKipq0dJWQVunjv7sp/94OPPkZ2VgakTvzp/NP0ltfUNyMpI7/O61WbDv/3P7/Gb//jf/PxUWQXWbdqG/NxsuD0emDo6MG/2DKz5dD1cLjee/tZjiI0zQhmf2k9HG9n8do8J1R1ufmxtqYO5pgxpY+de9vPn93wCfXImkoZO/NrzaWuthz4po8/rtQc3wNpcg9jMQfw7Taf2or3qJHQJqVBqtOhsOIuMSYtwfvdaaGMTMWjhw/5ts+NU+OmM+Os+5kjGtOHP8LTVXPP2LWY7yuracbbZgpUzh3zpnNa3W5FhjPnSdi9vK8GsYekozEjA/opGFFU2YdqQNEwsSL7sbymNWYhf/PQ17+uNwhvHzGjo9PBjc1MtWs6VI3/S5ctoyfaPEJeShcwRX72aHZ1PS3MdYlMy+7xesWc9OhqrkZg9hH+nvvwY6koPwdJcj5RBI+GwmJBSMAI1Jw9CqdZi7K0PQqXRIi1GiYfHxiLcCHuXNYnxqvc+RH1TM4zxcdi8ZRtq6hsQazCgta0dSYkJqKlrwNQJY7Fn/0GMGVEIh7UTp6vOIcloxInSMiQlJGDerGkoHFyAL3bvR9mZKiyeOwur318Dk9mCaRPHYezIYWhpasSg3CzA7eTfVqELHR0muJ0paG1vx+Mr78Yb732EJ+6/E5t37IG90wJDzJcrDOHSkBifbnOj/cBauDsaodTHo96yFa72Oih0sfB0tkFpMMLVVgd9wUSYTuyHLms4atqscDRWQWVIhL22BMoYIwzDZkKbNhiWsj1wNpyGYeRcWIveR5fdjOiCiYjOHgl32gREZUxG9YnNsOS44TYMhnLyONTvfReJsx9E86k/wmNVwhabCxuA0nMNUMWKA/xKITF2N1Ve8r3n99RBq4pCVzegiAIy4rRo7nQhz6jF9jMmJOnVmJIbi1O1nWjqdOJPH9Zjxagk5Bp12F1pwpkWO+YOScD7R8ww2z2YmG3AyPQYnGqwQu20wNPmgVvVhtOVTYjp6obC3A13k2Saul5IjGvMHpzd+SHs7Y3QxCSgxbaFG7yqaAOcljZuvFpbapE0dBLOHd2PhLyRaDDZYKmvhCYuEaZzJdAajEgdMxtxmYPRcGIXzLWnkTF+Po4ffB8uaweSCycjIX8kFHkTYSyYipqijVCbPUD6KLiqa5A+6mY0lx2EubERqrwJ6OxWw5g5kpMxGQvCN/lSWA9Z+/B0deHe25YgLtbAz32W/LtX3IoYvR7xcbEs0iTGxNnqWjy28m50WCzITEvDskXzUV1b72+pRUUBUYooXsdXq1FD1ZO5JyczAzH6aP/vnjhVhp8//W2YLZ0YO3I43v14HQwxepyrqYNWo0FyojEI/0YE0OVB/KTboIiO7TOUGD9xORQaPZTRcSzSJMaEs6UaibNWwmM3Qx2fjrgxC+Fqq/V+Fw8A8QlFlErjvSm851OhiUbbntWIm7CUnyv1cWjZ8TriJy7j7RPnPQZr5SF0Oaxw1Ff4txOun1idEouGGTEoSQedWgGT3Y0HJqairsOJgkQdJucYYNAokZ+oRVa8FneNTcbZNgdvy2c0yivkamUUNKooKOkJJbCotaDO5ERJIzWhgPlDE/DgxFQcqhYx7k+oTObOvB1qva+MenvNOTNug1Krh1ofB1trHYsx0dl0HoNufhBuqwXRxnRkTl7Mo1M+orjSjYJCpeaeblRPnavS6lG59R3kzFju/yyPdiVnosvtwsg7f4DW8sPQxiWhteKIf7twJex7yIRapcKazzYiNzsTe4qOoMNsxozJE6GIisLZ6hpEIQoatZpFNzM9FXnZWXjjvbVIMiagqaWVv8M3ck895TkzprCA37l00WV/c8e+g8jOTMerqz6AMSEeHWYL3G4P98T/8/fPYsaUiWhqbkVKet9hb+EKUKrRceRzqBOz0HnmILpsZugHT+EC62qp5vtul5p7yqr4NGhSctC29z2oDEa4zS3e7+iZiKGecvfQ6XC11yN+wpI+P9O8+XkWaNvZoyzcjsZKeKwmWM8chKfTBLelBXHjboG5eBvUSdlQxiQE4c+ITHr000+sVon3jjYh16hFVaudX3N1daO8ycbi3buMziqIx4z8ONR3OLF0RN8Ri5UTUnG42gyDVol9ZzvQ6fSgwexCjlEXqEO7IVAoVaje9xn0KdloLj0Il82M5GFTWFitTee5jHpcTlhbaliAY9LyULltNfeeHR2+Muo9n2mjZyF15AwW8Jzp3sxpPko/fg4KtQatFYf546kjp7NoE1EKBc5seRvxOcO4h63U6hCXNRThTNjPIbtbq/1DyCGJSgNVYnaw9yIs+NH6Fh6yDgcGG1X44y0yfP1VtK76+WWHrEMNVUoBEu//ZbB3I+T53Z52HrIOdbJilfjJjPBrQEfEkLUgCIIghDsRMWR9Jew/fIyHky/33AcZwd5Z8ylSk5Nwz4pb+bWKyrNYt2U7Zk2dhH2HjmJoQR6sNjvO19Zhyc1zUZArPeBgYK08DH3BhMs+9+HubIfpwBqoYpMRP8k7F2Uq+gTKmHgoYxJhqzwMTUoeD1l32S1ImHoH1Ma+bk9h4KGh5gnZsZd97qPN5saa481IjlGz0aul04W3DjUiWq3AmIwYnGywItWgxsyCeDy3uxY/vzk3wEciEC3lh/pEQFz83IfD3IZzOz+ENj4ZuTNvg7PThHO71kKh0mDQgpUoX/cyUkfPQsPR7Tx8nTvrDmhi4hCJRLQgr177GZpb25CRlgqzxYLNO3b7HdUl5adZkHfsPYCSikrkZmXglvk3seDeu2IJPtv8BX+H0+XCsZMlbBg7WnwKTzxwN156+30W7pTkJCTEhZ+1PpwhBza5rWnumBzTlpIdfle1o76cBbmzfC+bsNSJ2YgdNQ+2yiIWYvPxLf7vITGmeWbb2WM8j6yMTUJ8zmg46krhsZmhFj9eQFh7ohmtVjfSYtWwODzYccaEhGg1ZhXEobzZxoK8t6oDFc02ZCVoMX9IAg6dN7MQby5r4+8gIf7m9AysOtKIwpRodlyvPtIEk83NrmwhcJzduQZOcyt0xjS4bRbUH9vud1R3VJezIDcW70FHTTliUrKRMWEBWsqKkDPzNtQWbeLv0MTEI2X4VDSe3IP2syeh1HjPod3UBH1SJpu+IpWIHrJ2uVy4/44LJoGLHdUELY1ITmpyVBO+FV/I9EccKy5Bc0sbDh45jsXzZuPV1Wt4ZRidTot7lt/C4U1C4Oj2uBE/+Xb/8y+5qgmFyuumVva0N6N6nJe9jETaNG9cq8fWgYQZ98J25hD3jp3N56DLHBagoxFcnm7cMfrCXHxarAaLhiWgtuOCL0Sl8Dqp1T1OMEXPva+M6jVKbKlow5ScWMTpVHj9YAOWj0xCfqIOqoiu4UKPLo8LubPv8D+/lKOaDGEkqr3NWXwf5T2hDnMrm8Doc62nj8LaXMuhUoXLvonk4VPQevoIIpWI7iErlEqsWvMpsnsSfPgKcG8f24zJE/jmY9K40Xj7g495mwOHj2HMyGGYPH4MXlv9IVra2qHXaTF86CDUNTRi1drPsHDOzMAf2A0MFV4aflYnZvYV2V7WxJjBk/nmIzpvLNr3fwi1MQPWqiPQZY3o89m23augTspC42d/QHTeODibzvIQtjDwKKOisOZ4CzLiNZcto5NzY/nmY1xmDD441oyMOA0O11i4V7GtwoRxmW4cq+2EyebBwfNm3FwowxyBJipKgbM7PuSwJO9z/wn1f4ZElW4+EgePR9WO9zlxT0v5Ye45l3/+ErRxiRi04AEe6qYY56rt7/H358+9F5FKRLusP9m4lTN4LZo7G4PychAUxGXdry7rjmMbOdwpduTcoIqmuKz7x2W9sbQNdR0OzB2cgLzE4A0vi8u6f1zWNZT9rqUWGePmwZCej2CRFaYu64juIS9fJGucRhpxYy8fGy6EH5QcRIgcsiYvDvYuhDU3/AwLDUVfDWTm+r+//AM/ttnt+F//9Vs4nU78v98/i7+/+vYA7aVwJVDWrauB3Nf1a7y9osbPn0Hrjjd4Drnh49/BUrIT5lPb0fLFa+y+FgLP6iONV/X5TWVteHFvHc612Xke+eX99ThwzsxOaxrafu1APZ7dWYNakzfjlxB4KreuuqrPO8xtOPrmf/Pj4vf/iIoNr7E5rOSjv3FSEEq7eXrTmzzXHAlEXA/55bffg83uwJ1LF+P9T9bxIg+0+IPVakVF1TnotFrOxHXkxCl/asuP1m1Gm6kDIwoHY/+ho5zV61uPruT3XnzzXV41hOaKKbyJPleQ6x3+/nTjNhQOyueJL7vdwY5sof9o3fU2ul0OxE1YAlPRp+j2uKBJzuVUls6mSkSpdYgZOh3288VQGhJ5m46j6znLljZjKIdBRanUSJrziPf7dr5FOf5gGDGHv8djbYcm2Tvs7bG0QRWXAkdTFefQhkIJd3MtEuc8gva970GbWhDU/yISePtQI+zuLiwdkYhPils4Exdl5rI6uzg7l1alwIy8OJyo70Si3mv4WVfSym5pck8fqrZArVTg0Slp/N6bRQ08NTlncDy7qRcWGvGHL6r5e8iNTQ5u+t5YnYoNYeTMLm20wewI/cQW4cLpzW+hy2lH9vRlOL/7YzZ1xaTmwu2wwlJXyYu0pI6cibaqE5yli6je/zmcFhPicwrRUnaIzV1DbvmG9/s2vcFpOdPHzYUhLY9DoOiecHa08sIvOmMqG7zos5Tly1xTAYXSe72EOxHXQ87OzGB3NTmnaYEJElBi2eIFLKi0gITVasOC2TPgcnvnK0+UlEGn1aChsZlDpOh1SoNJaLUa/i6f+3pwfi5UKiWnyqw6V43Dx0/i6IlTWLF4PodA+b5TuH4oFrjb7UKUSgulzsBpLX3D1iSotHhEt9MGw/DZgMfbGLLXlCBKrYW7ownq+FQWcXJmE75c1pTXmtCm5HPuW8rDm7LkB1AnpHOe7KQFT8JRV86iLPQfmXEadlVrVApObUlCSyweZmRhHpysg9XlwexB8XD35C8vabCywDZaXOzAptfdtCIFnT+Vgt3XlCKXoJ7vY1PTOXQqRqvkOGUSa18uaxLic+12DEvVB/FfiCwoDMnjdnLMsHdxiXZ+PWvyLSyksZlDWJzTxtyErp5yaDp3ioXa1t4IXWIai7jvPQWFIFIu656yF5uez25rKqMj7/kR9InpLNJV21Yjc+JCdmAPXvwoWioOIxKIuB4yDSmTE5dWc+q0WvlG+Aqtj4/Xb0ZGundZxFHDh8LUYeaedHFJOfewXW4XC+/D91wIsekNxSX/9HtP8ZD30EH5eP6NVdBHR3NebaF/8HS28+iDs6kKXU4ruhyd3jcuOpfUK1YleHtNFLJEoUyq5BzYa0q5h02CTCFQxun3XPa3aLhaodZBP2QKWre/BpUhCQptNNp2vomYYbMG9kBvECihB0UsUa/V6urinvElTifWl7QiPdbruh6eqkeHg+KJtbxghN3dDbenm0Oh7hmX0me7vWc70NLp5t7xmwcboNcoUFzfiS3l7ZzL+o9f1GBcVgzOttqDaiCLJGh1J3I+W+qr4HFY4bZb+7qre6g5sI5DoIj4nBG8ohP1pCmcyeP0llEoVSiYd99lf+v0hteh0Gi5B22qLoNKp+eFLGoOrmendiQQ0S7ry0FZumINMRgxdDAGHHFZD2guaxqWVugM0GUENqm8uKwHJpe1b2GIoSmB7cWKy3rgcln7wpbis72r7QWCLHFZhw+XSpkphCeXSpUphC+XSpUphDeXSpcp3KCCTEPKj9535xV//sPPNiIlKRE79x3kNY1/8M1H8bdX3sLNc2b26VG//eEnPOdMmcAo3rno6HHcfutCNoTRZ4X+c04bZ1x+GOtiTIc/hyrW23OlpRr1gyahs3wfFFq9d0k4awd0WcOgL7hQSfjyWhuG34SOoxt4nWRd7hg0b/w70u/4OZo2/I3nouMnLGP3ddI8rwFFuHb39H3jvdNFV8Jnp1qQpFdj3znvmsZ3j01mUxgNO1NikRqTg9dVrjY54fZ0YfmoJL8pjDhaY+E0nPE6lf+z7TYPP15UaMTOShOeWiamvetxThfMv/+KP39+76fQxSfBdL6Mh6pJsDtqKjgRiK2tAR6nHRnj5/vjmGkQt/yzF5E2bg4tds/O6sGLHsGpD5/hdZAT8kexOSxlxDSc27UGEx77BcKViBLkV1d9iAmjvVmYtu89wA7rpMQEvyjTvcPhZDf0A3cuR6IxAZ9t2oaa+kaMGjYEM6d4K+mxI4dh0/Zd6EY37A4nG70uprikjOecExPisWTBHGSkpWDsyOGcI1u4Nmghcltyz4LmZXtZBGmNY58o0323y4kujxMJU++CKiYBHcc3w91eB23mMMTQmsk0j5w1Am5TA889U/IQV0cTnM1noVBp4TY3QaHp26v25bV2ttaiy2VnQe7twDbOegCWUzugNBh5Xlm4clYdbsTojBh+TDmpyVmdqFf5RZnuHe5uuDxduHNsCozRKg5forWOyXw1pSdDF7msR6brsfZ4Cxu9lo1MwubyNtw2KgnT8mKxuaydxZiyc5EbmxzXhNnuRnOniyMlJucY/J9dOjKRHdlZCRqeaxaujGPr34YicxQ/birew4Ysck/7RJnuPS4HutxO5N10N7SxRtQWbYS1pQ7xucM5RzWRkDcK+uRsnN35IRKHjIe1zZvOuMvl5FAnmhv24XHa2PxFkNlLHW3gOWoS7i63C5b6Sqj1sVCoVEjI89Yf4UpEXYnR0VocKT6F7Mz0Pg5rH11dXSguLYc+Woea+gZ+jXJYk4uaclr7sNpsmDhmFN/aTR3Iycr40m+RmE+fNB6Hjhdj2+597NoWrg9KIm8/f4Ld1b1d1T7IzGGvK2XBJBEmyKzF7mlF37alNt2bq5qyelEvudtpZ4FPueX7nD6zz2d78lrbKg+xO9teW+J3YPN3tFbzKjOqntAq4cqhhR/IWJUZr+3jrPZBZurSRiui1UoWYYJClMg93TsPtUoZxWkxhyRHY2peLBu1Ouwe3o4WkiCBJePWrkoTlD25romiaguaOl1sCOv9WVoh6vbRyTjV4DUhCVeGWqtDe+UJdlf3dlX7IDe06XwJC6qt1VdG1d7c1b7c8uT9cdig0sVAF5+CzsbzyJ5yK+e7pu8ceuvjaC494P+sSqtHTHIWP47L9npFrK11yJpyKy9EkT5uHgYvfAjNZUUIdyJKkGdOnsirO9Gtt8M6LSWZ45OptztsyCA4nC5kpntbXIvmzuLec+95ZRp2Lqk4w73dlKQLmYR2Hzjkf2yMj8PWnXsxbHABh0iRyAvXR/LwqXBbWuGxtPRxVaviUr0xyW4Hi2e32wlVvNexSSk0qfd8ublkj92Clq0veWOLoxSct5oMYJ2nLxR4H7QiVPyEpdBlDve/1uVyoHnjc3C118Ntbh6wY49UJufEorXTjdZOVx9ndYpBw3HJDk8Xi6zT04X0WO8w89whCdx77j2f7HB1s5iWNln5O0hzR6Xr8Y+9dRwGdaTGAqvTw2FVk7INnBCEmDckASsnpGJ4anSfz24qa8cXFe0YlCQjHldD1qhpcHS08AIQvV3VuoQUjkmm3nFc1lAuN9GJ3jKaMX4e9557zyVzJMzG1+G2W2BtqUH5+legT8nm76Rh54S8EWgq2X/Z/SAhptWgXDYz2ipP8G8bUsN/mc0b0mX9dXPIaSlJ/uHr3pwqP/2Vzuz1W3dApVT2nUMWl/WAuqwvOYccl+wfvr4c9rryq3Zm06IT5uJtPIcsLuuBcVlfbg45JUbjH76+EsqbrFfk1KYQqK0V7Xhq2QxxWQ+Qy/qSc8gJKf7h68thqi67Kmc2SdmR136BCd/497B1Wd9QghzQcCcfIsgDIsjBCnfyIYL89UjY040tyMEId/IRroIcUaauy/H55i/Q0NTMSTvGjhqOv7z4Ohu+KFVmTV0DZk2bxOkzs9JT8dA9t/NQ91sffMLb3rFkIbuu/+eZvyMpIQHzZk3j7yPH7tNPPuLP4CUEBvOJzXCZmnheKjpnJJq3vMRzwyTMNKwcM2QqOo6sgyohA8bpd3Oazfb9H/C2ceOXsAO7defbvNyiKsbI88mq2GR2e3o6WxE/cRk/FwLL5rI2NFlcPFc8Kj2Gc1KTAYzMXHUdTkzLjeM0mulxGk4IQsPTtAQjsWREIpJi1HhmezUSotWYVRCHzeXtvDLnk9PTv5QUSBhYaos2wd7eyGlrjfmjUPbpC2z+issu5HnllOHTOH1mdFIGCubeC7e9E1Xb3+dtKQWnLi6J81PTMoyaWCNayw9DG+8tozRUnjNjBXTxkVlGbwg1oexdj62822/O8hm+8nKyYLFa4fF4kJqc2CsXdRQbvXqnzMxMS8OyRfOxaftuzJ89g3NYk+FLCCxuSzsSZ630r4fsM3+pk3J4zplMJUoW2AujJhenzCSzFpm3bOeOe7fvbIMmKYsd3JSqUwhOFq+VE1ORFa/l5z4DWE6CN9e1p7ubU2HSHLEPMn55U2d6n1NqzUXDErD9tAmzC+I4vMlkl7zVgcZhacOgmx/0G7F85q+Y1BwWXyqjJKjkkGaiotj0paSUmT2NJzKA2dub0HbmWM/2bd45ZnZwR24ZvSF6yCTA/3jtHWi1WsTo9X7DV11DE5KNCWhoaoHVZueQKCJGH/2l2GVfIzs7Ix1bd+1l49eSm+cG43BuaJTRBrRsf51DmCi22Gf+ojAnZUwiCy3lt6awC4I+c3Ecsy5nNBy1pdDlj4f19EHOeU2GLV+4k9r4ZVe9MLCQAL92oAFaVRT0ar3fANZgdsGoV3Hv2ebqYhMYodcovxTL7CujGfEa7KrsgFoZxWFQQmChsKSK9a9CodYiQav3m7/sbQ3QxCbCbmpil7WvjJKL+uI45oSC0ZxWM3HIBHZcRyekwWFq5s+yOCdFZhm9oeaQg4LMIQfU1HUltG5/g1eQ8iUQuRZkDjlwpq5AIHPIgTN1XQkVG17zD19fCzKHLAhhQuKch4O9C4IgfAVDFj+KG5GwF+QopYaSLIX0/glXRnZc+FyO4bSvwUJp9M4hhgPhtK/BJC0mPJYkTQuT/YyoIWva9YuX+QpFwmU/gwmlNgw3N2w47nOgoKxqlPwhnAjHfQ4k4Xa9d4XZ/hJhffVdjcgdOnQId955J4qKrj29mslkwgMPPIA333zzqrYTMf56rrbg+M7Fa6+9dl0NpX/5l3/Bz3/+c358tYRbYQ8kVyts9P/TefjXf/3XazoXPl599VW+Ljo6rj4CQsS4f6/3N954g88FldVrpaioiOvtI0f6pruN1PJ5Q1yBVMB/9atfcd7qiROvfSmw+Ph4TJo0Cb/97W/R1tbWr/soXB0vvPACSkpKsHz58mv+DmooLVu2DB9++CF27drVr/snXB07d+7k80Dn43oasCtWrODrgq4PIXi0trbid7/7HdeXVG9eKxMnTuR6+5e//OV1NdTChRtCkHfs2MEtrO9///vX3Vt94okn+P7ll1/up70TrqWwU+v7kUceQWLi9S34MGfOHIwbNw5/+ctfbogCH4rQ//7nP/8Z48ePx0033XRd30XXw8MPP4zXX3+drxMhOLz00kt96strJYoSMD39NA4fPsyNtkgn4gW5Pws7IQU+dAr7448/ft3fdaMV+FBk+/btOHr0aL80mHtfF77rRAgsVC/StB7Vk9fbYCZmz57N9TfV45HeaFbcCIX92LFjXOn211yur9UnBT54hf3RRx+F0dg/SR+owE+YMOGGKPCh2mCm/5/OQ39AIkCjJ3SdSKM58PimC663d3xxo5kabVSfRzKKSC/szzzzDBf2WbNm9dv3khCQIEiBD05hpwLaH73jG7HAhxr0fx8/frxfG8wEXR/0fTKXHFhaWlrw1ltv9WuDmaD6+0ZoNEe0IG/btg0nTpzAD37wg353OkuBD25hT0jo3yw8M2fOvCEKfCg2mMm4Q/9/f0JiQL1kul7ouhECA9WHlP//scce69fvjYqK4nqcGm+R3GhWRPpQGLn8ZsyY0e/fT4JAwiAFPrCFXalU9nthv7jAf/HFF/3+/UJgG8y+RjNdL9JoDgzNzc0D0jv2QfU41efUiIvURnPECvLWrVtRXFzc70NhvSFhkAIfGJqamgasd3xxgZdecuAazJMnT8b06dMH5Dd6N5pJLISBhepBlUo1IA3m3lNL1IijxlwkoojUwk5hLANZ2Akp8IEt7BSPOFCF/eICTw06YeDYsmULN5j7y1l9Oeh6IZGQRvPAN5jffvvtAW0wE1SfU70eqY3miBTkzZs3D3jvuHeBJ6GQAj/whf0b3/jGdSUZuNICP2XKFIlLDkCDmf7ngWwwE3S90HVD1w9dR8LA8Pzzzw94g7l3o5nqd2rURRqKSC3sU6dOHfDCTkiBD0xh12g0/D8PNJFe4EOlwXzy5MmANJh7N5rpOhL6n8bGRrzzzjsBaTATVK9T/R6JjeaIE+RNmzbh1KlTXNgDBV2IUuAHtrBTpRoXFxeQ35w2bVrEFvhQajDT/xwI6Lqh64euI7qehPBtMPug+p0addS4iyQiSpC7urp4bsFXoQYKKfADxz/+8Q9otdqAFvZILvCh0mAmZ3UgoblNuo6k0dy/NDQ0BLzBTPgadJHWaFZEWmEvLS0NaO/YBwkGFXgSEKH/CvuqVau4sMfGxgb0t30Fnhp41NAT+q/B7JunDyQkFlRGSTzouhL6B2rg6HS6gDeYCarnqXFH9X6kEDGCHMzCTpBgkHCQgEiB7x+ocRMdHR2Uwk5QL45WDoqkAh9MNm7cGLQGM0HXEYmH9JL7t8FM8d6BbjATPlNgJDWaI0aQN2zYgLKysqAVdl+BJwGRXvL1U19f7y/sBoMhKPtA4RUUmxxJBT5Y0P9Hw4v0f9L/GgxINOh6kkZz//Dcc89xfUfTAcHi6aef5kYeNfYiAUWkFPZnn32W0+8Fq7ATJBy+Ak+CIlxfYY+JieH0h8GE4mSpoUcNPuHaWb9+fdAbzASJh16v5+tLuHbq6uqwevXqoDaYCarvqd6nxl4kNJojQpDXrVsXEoWdIAEhIZFe8vUV9nfffTfohb13gacGXyQU+GA2mGmBAMqEFkx8jWYSE7rOhPBuMPduNFOjL9wJe0H2eDxc2GnpNkpSH2ykwPdfYaf1VEMBauhFSoEPVoO5vLw8JBrMBF1X0mi+dqhee++993h5xWA3mAlq5FFjLxIazWEvyFRJVlRUhExh713gZVjs6qmtreXC/uSTT4ZEYSeooUcNvkgo8MFsMNNqWqEAXVckJjQKI43mq+fvf/87128PPfQQQoWnn36aG33U+AtnwlqQH3jgAfz617/mwj5+/HiECr0L/M033ywGkiuEziUVLCrsDz74IEKJ733ve1zg77zzzogxkAw09D/ddddd3GCmYcVQgq4vmkum/aLrTvh6qB6j+iyUesc+fGve/+Y3v2FdCFfCWpBpQXlq4e7fvx8dHR0IJcgERAHr1dXV3OsTvp4jR47wwg5WqxVFRUUIJShBCDlKydFJAiN8PdSAof+L/rdQCx07dOgQbDYbX29UjwhfT01NDddnVK+Fmsmxo6MDBw4c4Lo2nM+nItyHw4gf/ehHAc0ScyX88z//M6eTI0wmU7B3JyzwNVyoFR7ITGtXwsqVK5Gens6V0ZkzZ4K9O2EB/U/0f9H/Rv9fKEHX14IFC/ixNJivDF+nh+o1qt9Cibi4OPzwhz/sowvhiAphzLJly3DLLbfwLdSg4ZM1a9bgF7/4RcjMnYU69913H+x2O3784x8HZNGBqyEnJwdr167FT3/6U9xxxx3B3p2wgP4nh8OB3/72t5zFLpSgXvsf//hH/P73v+eha+HroWlBijj4t3/7N+Tn5yPUeOqpp7ichrP5Mqo7khKBCoIgCEKYEtZD1oIgCIIQKYggC4IgCEIkC3J3iMRr9ud+hOPo/vXsc1eIH29/7F+oH+O17ms4XqvXeyzdXeFn5rmefQ6Xc3y9+9kVJsfZH/s5oHPIpvV/grutGsFCZcxG/C1e511/UWd2w+kJjwtEo4xCRuz1+fbePmFBY2foVXSpMUo8MLp/4iB/vasd50xuhDK58Sr8y6yEq9rmdJsLdnd4XKuXQ6eKwmCj+oo/3/7JL+FuOY9wQJWUg4TlP7+u7zjR6ITVFRqdn0uhVyswOtUbbXI9PHvAhFpz6NVDPjJjlfjelPjQdlmTGLubKr/0+uFqCyZkGy773Ee7zY01x1uQHKPG8lGJaOl04e1DTYjWKHHz0HjsrOxAVrwWVqcHHXYPhqVGY+Ilvqc/ITF2XOF1cfzQfoyZOPWyz32Y2lrx2YerkJicgltuu4dfO3umAju3rMPEabNw7OB+5A4aghlzb8Yz//P/4Ynv/xSG2CsJ87r+ypjEuOYKCkJz2SEkF0687HMfDnMbqnZ8AF18CvJm3QanxYSqXWugVGug0hngsLQhbcR0NJzaC7etE8OXfxMK5cAGA5AYn267MkG2VR1GdP6Eyz734elsR8fBNVDGJiNu4nJ+rePwp1Dq4xGl1MBRcxLKuBR+vcvWAW3GMEQX9G/qVxJjq+varoGTRw5g5Pgpl33uo6O9FZvXrkZCcgrmL7ubX6uurMC+besx+aabsXfreqRn51E3CeaOdgwaNgojJwxcSBuJsbvhyuPED9fZMCEj+rLPfbTbPFhTYkayXonlw7xLDX5aaka8TolBRjXeP9mBp6cnocXqxutHTfjRjCQEAhJjs/Prz3HZ0QMoHDflss99mNtbsePTdxGfmIJZS+7i12qrKnBoxwaMmDQT5ceK0NpYh9yhI2A1d2DMtDnIyBv8Fb/cP42FWrMHVe1fX0Y7zhxG3KAJl33uw2VpQ9O+NVDHJSNlygq4zC2o/+ItKLTRyFr0FFoOr4dCE41utxOWc8XQZwxB8uRliJiwp7UnWtBmdSMtVgOzw4MdlR0wRqswMz8O5c12FuS9Z82oaLYhO16LeUPiUVRtYSHeUu6N441WK/DU9HSsOtKMA+cteGhiCt492sKtsKZOFyaoYxBsPl+zGu2tLUhJy0CnxYy927cg3piIqbPn4Ux5KQvywT07UFleiszsXMxasBjHivaxEG/f9Dl/h8vlQtnJYzDExqPk+FHc9dDj+ODNl6HWaJCSmo5QoWrHh3CYWxFtTIfLZkbdsS+gNRiRPmY2TNVlLMgNxXtgqimHITkbmRMXoLmsCHmzbkdNkTfblcYQj9QR09BQvBsum5WFucvjgrWpBob0/AEX4yuho+gjeCytUMWnoctuQWfpTij1CYgpnAlnfQULsrV8L5wNp6FKzIJh5DzYqg4hduIKWIo3+7+HxJiESZsxFNEFE2Da+y4U0XFwm5svKeqBZvNH76KjrQVJaRmwWjpQtHML4hISMXHmXJyrKGFBPrpvB86eLkN6Vg6mzl2Mk4f2Y97yu7F3izdlodvlwulTxxETGweFUolOcwe6PG4gKgptzY3QDaAYXykflZjRavMgLUYJi7MLO89akaBTYmauHhUtThbkveetON3qRFacGvMKYnCozo4VwwzYfKbT/z0kxjTAaHN3I83gvU7pu7Kuc1Sqv9jx6Xswt7fAmJIOW6cZR/dsRWxCIsZMm4vqM6UsyMUHdqL6TBlSMnMw8aZFKD16ALNuvQsHv7hwPqtKT0BviMPgkePR2lCLyfNuxYGtn2Hh3d/AtrVvfY0gDzxN+9bCZWmFJiENHpsF7cU7oDYkIH7ELNhqy1mQTaV7Ya2rgDYpC4lj5sN85hCSp6xA6zFv+STxzVz8TTTsXAVHay26XA5+LXHcQjja6pE08dbIMnW5Pd24ffSFVmN6rAYLCxNQ2+H0v6ZSREGjVECl9MagKi+KRdVrlNhaYcKUXAMUUVTGve+7urrx/dkZOFJ7obAEC7qAl9xxn/95Snom5i5ehvqaC0P3KpUKGq0WKrV3KE6hUPK973hKTxxFW0szThw+gFnzF2PNO6/B7XGhrPgYqs9VoaKkGKEAVbT5N93pf65PTEf2lFvQ2Xwh0UKUUgmlSoMolfdYo6J8l5z3WEnQDWl5UCjVyJ99O4YsfAgNxXtZjPXGNFgagz/82O1xIW7y7f7nJMyGMQvhau+VB1mpQhQdp7JneLXnOKN6jpPQpHkrLhLhth1vIHbCMv7upMXfg+1s8LMLedwuLLjtXv/z5LRMzFy4FI21Nf7XlCo1J4age0Kh7DnOnsOsOHkU7a3NOHW0CKdPHsfD3/8XbphSuXjouz9DydGDCDYuqouGe3u5BInpwsExPB3Vty6KgpoqGjrOnuPrXSMNTvT+B4MTNfz6uXYXmq0eHKl3cKcj2LjdLty07ML5TEzNwJR5S9Bcf6EuUipV3NBX+c6nwnc+vUdaWXIMHW3NKD9ehC6PBy0NdUhOz0LBsDHYte4D6PTBT5/Z5XEhZdqF3AAaYxoSxy9iYfURpVRBodJwPXOp8qnU6tF2fAvihk5Bx+kiOE2NsNaUosvt5G2jeurogSZgTTmFIgprTrQgM+7i+YQLwy2Tcwx88zE2U48Pj7ciI1aNIzUWvki2VZgwLisG03INeP1gI3IStDDZ3Vh1uBmFKV8eago0JK6ff7gKaZnZfS7s3lP146fM4JuPkeMn4tP330F6RhaOHz6AwpFjMHrCZKxd9Tra21qgi47GoMLhmDR9NjZ9ugZDho9CKBClUKBy+4eISc70vdJzf+FYU4dP5ZuPxCHjUbn9PeiTMtFcfggxKdmo+OxFaOOSUH9sB1z2TiQPncA9aZO1A+ljb0LQiVKg4+BaqIwZ3qe+4+x1TvWDJgN060GXOxYdBz6E2pgBW9URaLNG+N8z7XsPXTYTbJVF3EAx7VkFbXohQuF8bv5oNVIzfNeu9/XuXudz9KTpfPMxbMwkbFzzDlIysnDqyEEMHjEaw8dNxrr3XkdaVi4+X/0a4hKMvCjHZ6tfRf7QC/9DsCBxXXvK7PdX+K/aXudzclY033yMTdfhw5MdvM2ROjtGpHx5XjQ3QY0nJxnx7gkTYrWBqcC/ChLX7Z+sRnL65eui4ROn883HkNET8cXHq5CcnomyYweRP2w0ho6ZhC0fvsEjHmq197hpBIUacCMnz0SwiYpSomnvGmgTL18+44ZM5puP2PxxaNz7AbTGDJjPHOYy3nZ8GwwF45Ax9yE42upgrS2HvekcD1cH7FgG0tTV8s7P/HPIG0vbUWd2Yu7gOOQZdQgEqpQCJK38Tb9+59l211fOIW/b8Ckaaqsxc94i5OQPQjChOiEv4coNMZfiT/tMl51Drj6wHp0tdcgcPw+x6YHN3JMVq8QPp12/iYL4/mfNXzmHbDm+Ea72esSMmANNch6CwWCjCn9ZmnxV2xQ3keHnyov37k2foqm+BlPmLEJmbgFCAb06CqMuIX6Xo/nV733tHPLG0xbUm92Yk69HXsL1G46uFVXaECR/49nr+o79NfbLziHTsHJzfQ0mzF6I9JzgnM9YTRSmZl1/ff+/t7Redg655chGFlDjqLmITg1O+cxPUOG/FiSGTw950bCrc4iGK/MWD/zEf6hAw9M3AoYxi3AjMHPhjXHtLhoc/GHWQDBl/lLcCCSNj5zyGXKJQVYfab6qz28ua8dL+xpQ3e5gF/Yfvwj9RPE0FH01kAv7mf/+vzzU9OYLf8GZshJ+fdXLz/kfhyKnt7xzVZ8nB/bhN/6LH5/6+DmUrnsFHpcDHbVnUPLJ8whFyJh1NZD7uumjX/Hj9j2r0LLxb3C1VKPp09+hs3QXzMc2oO2LV+BsPodQhIair5bnf/Nv6LR04O2//x6v/+VXsHZa8Nf//Dl2bvgYoQYNN18NNIz9wsE2FDfa8WJRG14/0s5O67/sbeXnJxrseONoO3636+rqtUBBQ9FXyxt/+AUPWa9f9RLWvvwMWpvq8e7ff40ta95EKNKwc/VVfZ4c2FXv/5IfN+75ANXrn4PH3okz7/wHWg6tQ/PBT1G37Q0e0u5vBryHTGFKDncXloww4tOTbWyoyDV6Q5UqWx0cZzg9Pw7F9Z1I1HuHV9eXtMFk92Bosg6HazqhVkbhkcmp/N5bh5o4AHvOoHj+npsLE1iE6TMUBpUZH/ghqA/eehkOux0Ll92BDR+/zwaWrNwC2KydOFdZAa02GpNn3oSSE0dhTPQOO275/CN0mNoxuHA4jh3az3Mz933jW/ze+2+8xHNuFOaUnVeADlMb39ttNnZvE2Unj0OrC8zQv4+KTW/C47Qjd8ZynN31EZspDKl5cDusMNedgVKjQ+qoGWirPMFzwsT5fZ/D2dmO+OxhPC+sUKlReOtj/F75xjfQ3d2FjHFzEZuWB2eniQ1ehEKtRWL+KLRVnURnUzXU+gsmnIGkffc76HbZETt+KToOf0JOJ6iTctDltMLZVAWFSovoodPhqC6G0uAdojIfWw+P1QRt+lAOgyJjl/GmR7zft+stnsvSD78JmuRceKztUCfn8nuxYxejdeuLcDadYdc2GUcctaegMiRDqQ/M6mWfrnoFTrsdc5bcgW2fvg+3242MnHzYrZ2orjoNjVaH8dNvQnnxUSQkes8pCanZ1I68ocNx6vB+qNQa3P7wN/m9T95+icvn5NkLeNibXNlJPZEBy1Y+xs7t2rNn/C7sgead4yYO/1o61IBPysxwe4CceBUP5Ve1O6FVKjA9JxrFjQ4kRnv3Z325BSaHB0OTNDhcZ2dj1yPjvSN8bx0zccP4prwYnjMmBzbVVedMLjaBjUzVoqbDjacmJ2D18Q6MTtOhzuLGzYMCEwGy8b1X4XLYMX3x7di97gO4XW6kZefBbrOi7qz3fI6eMhtnTh1DXM/53LfpE1g62pAzeDjKjh3g83nryqf4vQ3vvozurm6Mn7kAaTn57Mo2pqTxe81155GeM4gNYQ6bDR6XKyDHWL/9bXS57EietBRNBz5hY6QuJRcehxX2hiquO+KHz4Dl7AmoY71llITUZTVBn1kI8+lDXA9lzH+U36v74k0uo8ZRc/h73FYT3xNUxyUMnwVbYxWU0bGAQgVnax2i1Br+nbDrIZNAkghrVQoYtEo2YPmGsElQBydHw+byYHZBHH+OKGm0QauK4lCm1Fg1v+7u8r5HFz05sX2uR3JpPzY1lUOmmiwuHK3thNkeWIdjemY2XE4nNBotYgxx6Ghv59fn3bIc2XmDkD+kEDarFdNums/OR6L81AleAae5sYFFlkTc4/b+N+R6JBe2r8LKyR/MrtZovR4ZWTn82smjh1BfW43ykhMBO059chYbOcitqNYbOIaYyJ6ymIU0LnMIPA4b0sfOQVfPcbadPcUXrq29EdGJaezM5jAYuvhU5NbV+J3Xsb3CnHRxiWipOMKPHR0taK44HJBMTGpjJhdwckwrdAYWUN+wtSYpl53S3U4b9MNmo7vnOBy1JSzU7o4mdmDT691d3vfYeU23HveqJiUfUQoVHwvFOEYPmgRlTCKM856Ao74cUSodYicuQ2fJTgQCMnC5XE6+5ii0xWxq8w9fZ+bmI3dwIVfmk2bN58qdOFNSzNdna1MDklIz+Jr29PwXao2WXdi+a7fi1HHUnatCZelJNNSc5/czcvPxwHf+GU11A580KDNWxfUH1RsGjQLtPXXDoiExyI1Xs1Pa5urC7Dy9v44paXZAq6T6h0KjVPx63/onCj2nk9lWZcVNeXoW9KP1dn5/65lOTMn2msIaLG42pgYCMnDx+VRrEB0Ti84O7/mcumAp0nPykVUwFHa7FWNnzPML6NmyYqi1Og5LM6b01EW+86nW8rUR1eOmryw5jobqKpw6tIfF2JiajuN7v8Cie72N7ECgTczk+oXKlTLawAJKJI1fzEIanTGYxTlh5IUy2lldwvWQy9TI4VFUB/neo7JLdZHPeR2d6i2jRG93dc7S78LRVovkqSuQftMDaCv+Ivx6yJTcg8x9Va127hV3Or2B4hcvr7e+tB1pPRctJfigRB85CWqUNtq4h01hUxSKcM+4vsaWvVVmtFhduGWYkQWehrxjdYF1ONKQMjkaz1Wd5l6x1Wq55DFuXfcxUtO9juShI0bB3NHBPemKkhNwOOxwuV1QqlS47b6Hv/Y373jgG5xohBoAgYJClOiYzPWVcNut7IjuG8rkpXrf54hO9PaKEvKGw9XZAV1aHtrPnuIeNhUGEt7B8y+Eh10Mfb9SG43EQWPYdU3D34EIPfB0tnHBpN5wt8OKLofV+8ZF59JybAOLL0FJPbpsZu5JO+pKuYdNhZ0Kdfw0b6KXi6FjMR34kP87EuT2Ha9zj5tilTsOfsQGskBAiT2osVBTdYZ7xbbOnnPqa/H2sHPjxxwGRRQMG4lOs4l70mdKi7mHTZU4hdDccvdDfba7+7HvYvu6tcguGIK//OJnGD15Bs5VlOHYgV0c4zzQtNk83Hivandxr9iX1erixT03VFj8scTDkrUctpQTr0Rps5N72CTIXP+M6lventnbirx4NU42Ofi7dSoFe9K/qLKizd6FESlaf+hUIDCbWqGIUqDu3Bk4bFauj/h4L7p+92/+BIk95zO3cCSsZhPSsvNxrqwYToedxZrO5/w7Huyz3fJH/gl7NqzFiIkzeLi787QJE+csxt5NHyEmtn9Mll+Hq7ONy429sYrLp8d+6TJKyT20Cd56SJ89HB5rB49OWWtKuIdN9RAdY9qsS5dRgsqxqXw/ksYtRO2WV6CKSYDp1C647RbE5I5G2LqsvwrK1EW956H9HLYUDJf15fCJJ4UvRYrL+lJQhi51tAHxOYUR47K+GBqWpt4zDVFHksv6clCWrhhDLPKGBO7aHUiX9cVQdi7qPQ9N0kaUy/pyUJauaEMsD1FHgsv6UlCGLsr8p88MTBkNO5f1V3GptJmRxqVSZkYil0qXGWmEQlatQHKplJmRxKVSZUYyl0qZGWnEXSJdZjgQFEGmYeX7xl95a//zU21I0qtQ1mTjoSNKq+nLYz1/yIVekt3Vhd9tq8FDk1LwxWkTnlxaEDDX9O33e008VwIl90hMSuFUmUOGj8Std9yLv/76P/DE0z/jHNWXym1NUPKQlqZ63PHAY1i/9l2ej7tj5aM8f/3e6y8gOsaApOQUNmWQIWwgoSHkwQtWXvHnz+35FLr4JMRlDUXZ+lcwaN59OL35bTaBZfRK/tF+rgT1x3dh+LIn2V1de2gzUkdOQ1NpEeIyB6Hx5D6MvP2fgNiEgDio46dfyHT0dZiPfA6lIQm2MwegjDFCP2wWrBX7oNDGIG7ChZAiR20prOV7EDtpBUy73kaUJhr6odO5501xzjRv7WqtgWH0QljLdsE45xv97pS+9Z4rv15pyDmhx4xI88CT59zM5q2U9CyeY64qP8W951ETp6Gm6jSKdm9DWmYOps1b7P8OcljTXPPdj38PrY31nOu6cMxEnDy8H2OnzMKI8ZP7bHvy8D7c980fQm+M7zf39L2jr/y7Pi8zc52zv9rGz5cNM2D3OSvKW5z49wWpeO1wO2bkRuNgjZ3rpGXDYv2mMBp0fPlwO88rt1g9bBijUWtK8UvD3xMydNh1zoqnV2BAoKHkBXd+/bSXDxqCptzVRFPtOYyfdTObuZLSs5CSkcO5rAeNHMcJQghTazM2vvsKtNF6jJ+1AEVfbEBadi5PXdB7lGjk4LZ1ePAH/wcD7Z5Om335aa+LaS76DOpYr5HN0VLDWbkoVWZ84XTOzEX5rOOHz4Qh15t4iYal6za9DG1SNmIHjUf7qV2cehNdHtgaz/L27Sd3IGfp98JHkEl8R6fr+TEZr8hgYdSr/KJM9053Fy/acNfYJCREqziUiZKIDEuJxpRcr7t2RLqeDWJrT7T2yWPdm01l7RiUpEN+og77z3nncfub999+DUNHjefHB/ds57kzqqx8okz3NAdDIrns7gc4j/X2jZ+hoa6WxXfCVG9mm8JRY7Bl3Uc8Z2w2mZCZcyGxxsW5rX3QXDPNOet00fw9lBObOFNews9Lio+hcNTYfg+FOr3lbRgLxvLjxuLd7DzUxib6RZnuKTyJjBYFc+6GNtaI6oMbYW2tQ0LOcKSO8I4OGPNHobpoI2KSs9iVTXmsfWlDe8+tqqNj+LvaqorZXd165gSn1CSXN33HQNC+dzV02d45IWvFXnZXk6j6RJnuu9wOdLtdiJ9yJ5QxCbCc2Ax3ez00GYXQD/b2OihPtbujkeezaFhbkzoIrotDmBRKFmnKlWtc8BRMe1bDfu6Y16RiSEL04KloWfcnqBOzoNB4y8618vm7r2PoqHH8mBzP5KKma9InynTvdDjYCLTojpU8r7tny+doqq9FQeFIjJnszSg3eOQYNNfXofbcGZ6jJKMXCezZilIsve8b/DskyMcP7sGKB57Auvf6htP4HNYuh8Of65oEmO59KWR7bzt4hPd6uxZWnzBhdKp3mHRvtZWd1cZohV+U6d7h6ea66M4RcUiIVmIzJQuxuFGYrMWUngxd5LKmjFyU+5oMYOY0HUal6nCqycGmU4LEeMGgGByuteHmnvhmzm0d461ap+fo2XW9ZKiBF6Bos3uQHqviRSr6A/rfs4Z5z2/xgR1svIszJvpFme7p/LpdTsxdcT/nsiaxbGmo5QUiaC6YyB8+mheNqD9/hj0FPtd0VclxaPV6xPc0yAgS4tu+8T1s/uANnoPlrF0eD88lW0xtqD9fxQay/qRs89twpozkx5SXmoyXakOiX5Tpnson1Rup0++E2mBE69FNnIdanzUM8UO95TMmZySc7Q2wN56FraESKn0Cl0fjmPlwd7ZzZi4f9Jjd2ueK0VFxEOlzH0LDrtVIn30/zn30B2gT0qDpWSAmbFzWZHI4UW9lMe3tsvZBIRKlTTZeOKKuJ6815bLmnNa9zBDkhKTtUwxq3umLTQpkwjjX7uDfqu+VH7vfj0cXzeFL5Kzu7aj2H4/Hg4qSk9Dp9Wio8+YApgqHc1erLrR/qJB85yf/m00Xhrh4f0jJpXJb+4g3JmHc5GnYt3Mrh0FdLv9sf6PURKOt8jinyOztru695nT7uVKotNEswrxPKjU7qHsvDmFuOAd7exM7pklYhy//Ftqry/oeY7Z3zqe18oTfXZ05YT5Ob33H74ocCBRqHYcykcu6t7vaf4zdXXDWlbGI+nJYU3iTN391r3atUuUNkaovh6ejCdEFk9jk1RttujcVH4ltZ/FWRA+ewqaw+Gn38qIUtJAFLUzhqDl13cel1UVzfunUzOw+LmofFF5XWXYSumg9izCh8uer7ttezxsyjO/PV5Zj+crHvYfb46b2XXrkrqbr8OJL0eewrjtf6c91PXXuIv4e6g1/1bbXUudQXDA5rHs7q/3H3A2UNTu9dY6lx03c455W9aoR6fGxBgfnqlYqonCswY7xGTocq7dz3msyfOXEq7nnTO/7oJ5wZtyF/87m7oJeo+B9eWx8AopqvL3u/kAbHY3KU0c5v3RvV7X/WLu6cL7iFIsoiTBBERvknCYx7U32IO/5ra0s97umyW1Ni0gc2bXF/zm6Voq20+pP03G27ATu/c7PYLOY+b3DOzdxr7m/UWmi0XmumB3WvZ3Vvcsn5Z6musrZVu8vn4qLyyedn55UmNQTzlz0JKx13njithPbkDDqgpkyJrMQndWn4GyvZxMZX5uI4hzZGQseY5HubwZckCfnGtBqdaOl093HZZ1qUPfEKHdjSLKOe8i04AQxd3A89557zy3T9f5GURMsDg/GZ8VwHmv6jgPnvBcC5Y797qwMjMuMQfqX8mX3HxOnzeCFH9pam/s4qpNT0jgemYS2YOgwuBxOv6Oa0mhS77n3PDIVCErsQfHL6p4eAlG0dyfntqYh65gYAw7v3+1/Ly4hAft2bsOwkWPx9kt/Y4Gn3NeZOXnYv2vbgAlyyvCpsHe0skD2dldHJ6R6Y5NdDsRnD4HH5eQFJghKp0m9595zyrFpuRix4ttIHjKBF40oW/cKdLGJaDy1/0u/Sc5qilemz9KSjFQgjQX972r0ET1oCtyWVngsLX3c1bREojc22eENeXI7oe5xbpITmnrPfeaUu8GfVSdmc8u7bdtLvJiE9fSBL/0mhUt1nvoCdlrCsWASTHtXc6/YcmITOk9thybt+lOvjp48nVcfo6HE3i7qxJQ0bwyyw4HcwcN4RCe5J8Z9ypyF3Hu+3Nwxbbtj/UfcEMzILeAc1dkFQ3F0/04MHzsJa994Hokp6dzjJZxOB1b9449obqjjmFiKWR4xbhLKThzhfSC39sXbXg9TsnS8mlOLzdPHWZ0So+K4ZKpzSGSd7m6k9zir5+THcO+593wyfe7dEx0s3hTp4XNL3z8mHnML9BiWrEGnqwsuDzAxU4cDlxBaWk3K2BP1YXN1Y22JGcNT+s88RnnFaYUuuvV2VSckp/XEJDuQVVAIt9OJpB5X9YTZN3Pv+XJzyQkpaeyapp5y9uDh3MvOKxzFoU6+MCkSXsp1nZSejc0fvM4msXf/9mserqdedX+TNmIqr+hEt97OanV8Sk9csgPR6UN4MQiN0Xv9GEfP5d7z5eaT7c3nUbf1Ne5Nn//4T1x2O8+fhKncW1Z9oVGG3NGc45o+q0lI5R564+73YMgbE5ku6yuZQ06OUfmHr3tT3mT7kjv7bJudF6F4cun0kHFZXzyHnJSS6h++/ipo+PlqnNk7t6znli/NIQfDZf2Vc8gJKf7h696YzpddsSv76KrfYOSK7yA/LSFoLuuvnEOOTfYPX/eGYoyv1pXtbD6LzpPbeA45mC5rmkM2Jqf6h6+vlLMVJdfszH7lj/+Fe596GinG+AF3WV9uDpnrnF4LTHwd5S2OK3JqN3W68V5xB55eMTUoLutLzSEnJKf6h68vx/nTJVfkzLZ1WrDmpT/hgaf/d9Bc1pedQ45L8Q9fXw7KwHUl7mynqQkNu99FzpLv9pvLOmiCPFChTqEU9hSMUKfeBEqQAxXqFOywp2CEO/kIpCAHM8zpYiTsqX8EOZChTr0JtCB3BDjcKezDnjaXt3NGLRr+GZmu5zzUZK4YmqJDvdmFqbkGrCtp58w2d49L5mHuD457zVtLhhuRFKPGMztqYYxWYWZ+HLaUt3OU/5PT0qAYoCHbq2XHps85AxfNHQ8bNZbzT5P5a1DhCDTW1WLitJnY8vnHSM3IxIp7H4K1sxOfvv82b0vpN41JyfjgzZeQkZ3LBpwThw8iMTmVM3nR8OOiFXexAzvY1BRtgq2tkeeLjQWjON80Gb7iswthba1H6ohpnDpTn5SBQfPu5aHuyu3v87a505ax65rSZ9ISjGQEayk/DF18Crq63HB0tCJv5gro4q9OhAYCS/EWzsJFc1HarJFo3fYSm7406UPY1EUmLMux9VAlpCN+6t08pEZLLxKG8bdCZUhC++63eThaqTfCdvYIVLHJnM3LY2njdZFVPe7PYLJ3yzq0NjfwHPLgkWPx/svPsgmMhJlWDRozZRanzaQ1vhff9SAPj9LSi8ScW29nc+Mn77zMyy7GJyTi1NGD3LOm7G4UOTB36Z0wJgX/uvWx5Uwn91bJq0IpL1861MYGsCFJGjZ4Tc2KxvoKCw9r3z0qDlZnFz481cHb3jrUwC7sP+9tQYJOiZm5ev4+qoGemJQQMnXRwS/Wo725geeNC4aPwSev/5WNXzlDhvGc8shJMzl1JiUJmX/7AzytQcsvEtMX3cZmLnJUp2TmIjbByOsikyOb5pbNba2YecsdiA+Bc9p6bDP3WKmMGnJGoWbji2z8olSZtBJUfOE0Tp9Jw9lpM+/hTF6Up5pInrSE3df1299iRzUl/7BUHoE6LpmHrCm3dfLkZdDEJUfe4hLtVjdWTkjx55z2Gb1oXeNOpweeLvBQEc0p+yCDlzddpvcip7nmhYUJ2H7GhFmD4thZTZm9QoX2tlbc+eBj/jSXPvNXVk4+J9YnRyIJKjlbCZr7JdMX3XzzwFSAWpoacerYEd6eKjQSaM7o1bNdsKHFIIYsfJBd04TP8GVIzYXb3snpIUlQaV6HIEOE0pcu07fwu1LFRq/WM8fZUU3zxSTQPtd2KEDZuxJm3A+10XucPtMX57imueYuDw9VkwObieqVMtO3ELpCBXdHM+znj3u372zj7+sm57YnNM4nZe0ix3Rqpve69ZnAMnLyWHzJsGi8+LqlNK+UWrHnuiVfA6VgLDtxGHpDLM9tkkBT5AE5fUMJyuJF88FZPQYsnwGMc107u+Dp7mY3tKsnbSadV3/qzJ7jpexeCwfHYEeVldNvDkrUoMPunbMOBcztrVh496NI6Vnj2mf8Ss3Kg73Te05JUP3nJiqK/S1085lFydzX3tKI0yeP8PaUDYwE2ukMnXPqsrQh/aaV0CZ6y6jP+KVL9pZRqotYYHvVKWT46p0yk8qoy9QEy9njUOpi+TtJoGl+msQ9EAS8h0wCTIYsym2t1yj9Rq8GiwuJ0SrOX02OajJcEPSZy8UsZ8ZpsKuygwvIzUNDZ3lHGu5b/eo/OJH7UH2M3/zV1FDHbmoSWgobIbMLQTmqL45jHj56HLu1R0+YjCMH9iAlLR2tzY38WRLntAzvhRdMaJiajFlKjRYJOr3f8GVta+CwKFt7E9wOG4cjECqd/kuxy8aCMTCdL0HSkAloKj2AaGMq7O3N7NgmcabedbAhAW3b8Tqi1FpoNcP8pi+3qRFKgxFuczPntybDF39eo/9S/LI2exSn1dTljYetsgiquBS4LS0cg0wrQKkTgn+cJKBkqqLrlqIEfCYwMmORw596z3TdkgHM57a9OJ55yMhx7NoePm4yig/tZYNWW3MTf7ajvY1jl0MFEmBanYlCmIapFX4DWKPFA2O0Es2dHjZi+ToH5J6+OJbZ1w/OiFVh11kru7UpDCpU0MfEYt07L7DDXaeP8Ru/2hrrEWtMQntzI7/W+5xeHMNcMGIczpWfxNAxk1FyeC+MKekwtTRCq9Nzg43ilYONSmdg0xWVUaVW7zd+UYiTymBkoe3qVRfRZy6OYY7JHQVrTRliC8aj43QRNPGpcHU0cwpft6UdWuPAl9GwMHWF6xzy9fDua89j4TIa4rv2YZJQMnVdjrL1ryJ3+nIevg6X1JnXQtvONxA7fgkPX18LwTR1XQ0fvfkCrxzlSyQSDnPIwSJYqTOvlnXvvIgZi2/vE4t8pYSSqevrqNv2Oq8g5UseckPMIQtXxr2Pepezi3QKb+nfLFShinH2lWdOCmdue8i7bJ8QOdy68kncCGTMu/LsdQPFgAqyyuidtwgWA/H7NDzOAWthgHdfr4/UmMCunBWM/cqND/126bXsI601Hu5c7TGokrzz3+FAf+wrDaMDoTNnfen9u34yY0OzHurv/RuwIWvK3uRbAzaY9Od+0F81UMk3Borr2WfKohYqbtGB2r9QP8Zr3ddwvFav91jIuBOIJTr7k+vZ53A5x9e7n11hUkb7Yz8HdA5ZEARBEIQrI/hdWEEQBEEQRJAFQRAEIRQQQRYEQRCEEEAEWRAEQRBCABFkQRAEQQgBRJAFQRAEIQQQQRYEQRCEEEAEWRAEQRBCABFkQRAEQQgBRJAFQRAEIQQQQRYEQRCEEEAEWRAEQRBCABFkQRAEQQgBRJAFQRAEIQQQQRYEQRCEEEAEWRAEQRBCABFkQRAEQQgBRJAFQRAEIQQQQRYEQRCEEEAEWRAEQRBCABFkQRAEQQgBRJAFQRAEIQQQQRYEQRCEEEAEWRAEQRAQfP5/9VL9LetdDHEAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 600x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## import from module\n",
|
|
"from bfh_cas_pml import inspect_decision_tree_model\n",
|
|
"\n",
|
|
"## test call\n",
|
|
"inspect_decision_tree_model (\n",
|
|
" DecisionTreeClassifier(max_depth = 3), X_train, y_train, figsize = (6, 3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-02-28T09:45:54.512050Z",
|
|
"start_time": "2020-02-28T09:45:54.406Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"##### max_depth"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:48:28.746132Z",
|
|
"start_time": "2020-03-17T11:48:28.726906Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 1\n",
|
|
"leaves : 2\n",
|
|
"score : 0.9506172839506173\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo data\n",
|
|
"## produce trees with depths of 1, 2, 3 for presentation\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(max_depth=1), X_demo, y_demo, figsize = (6, 4))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:48:28.746132Z",
|
|
"start_time": "2020-03-17T11:48:28.726906Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 2\n",
|
|
"leaves : 3\n",
|
|
"score : 0.9753086419753086\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"inspect_decision_tree_model (\n",
|
|
" DecisionTreeClassifier(max_depth = 2), X_demo, y_demo, figsize = (6, 6))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:48:28.746132Z",
|
|
"start_time": "2020-03-17T11:48:28.726906Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 3\n",
|
|
"leaves : 4\n",
|
|
"score : 0.9753086419753086\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"inspect_decision_tree_model (\n",
|
|
" DecisionTreeClassifier(max_depth = 3), X_demo, y_demo, figsize = (6, 6))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:53.173732Z",
|
|
"start_time": "2020-03-17T11:41:51.835909Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 3\n",
|
|
"leaves : 8\n",
|
|
"score : 0.8647497337593184\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x200 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## bank customer dataset with depth = 5\n",
|
|
"inspect_decision_tree_model (\n",
|
|
" DecisionTreeClassifier(max_depth = 3), X_train, y_train, figsize = (6, 2))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"##### min_samples_split"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:53.509406Z",
|
|
"start_time": "2020-03-17T11:41:53.175368Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 1\n",
|
|
"leaves : 2\n",
|
|
"score : 0.9506172839506173\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo dataset\n",
|
|
"inspect_decision_tree_model (\n",
|
|
" DecisionTreeClassifier(min_samples_split = 41), X_demo, y_demo, figsize = (6, 4))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:53.509406Z",
|
|
"start_time": "2020-03-17T11:41:53.175368Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 2\n",
|
|
"leaves : 3\n",
|
|
"score : 0.9753086419753086\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_samples_split = 40), X_demo, y_demo, figsize = (6, 6))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:54.929989Z",
|
|
"start_time": "2020-03-17T11:41:53.514321Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"## bank customer dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_samples_split = 500), X_train, y_train, figsize = (8, 8))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"##### min_samples_leaf"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:55.307640Z",
|
|
"start_time": "2020-03-17T11:41:54.932500Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 2\n",
|
|
"leaves : 3\n",
|
|
"score : 0.9506172839506173\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_samples_leaf = 10), X_demo, y_demo, figsize = (6, 8))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:55.307640Z",
|
|
"start_time": "2020-03-17T11:41:54.932500Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 3\n",
|
|
"leaves : 4\n",
|
|
"score : 0.9629629629629629\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_samples_leaf = 5), X_demo, y_demo, figsize = (6, 8))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:57.377051Z",
|
|
"start_time": "2020-03-17T11:41:55.314132Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"source": [
|
|
"## bank customer dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_samples_leaf = 100), X_train, y_train, figsize = (8, 4))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"##### max_leaf_nodes"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:57.743987Z",
|
|
"start_time": "2020-03-17T11:41:57.380854Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 4\n",
|
|
"leaves : 5\n",
|
|
"score : 0.9876543209876543\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(max_leaf_nodes = 5), X_demo, y_demo)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.304581Z",
|
|
"start_time": "2020-03-17T11:41:57.748764Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"## bank customer dataset with max_leaf_nodes = 30\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(max_leaf_nodes = 30), X_train, y_train, figsize = (8, 8))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"##### min_impurity_decrease"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.319715Z",
|
|
"start_time": "2020-03-17T11:41:59.308362Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 2\n",
|
|
"leaves : 3\n",
|
|
"score : 0.9753086419753086\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x750 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## demo dataset\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_impurity_decrease = 0.042), X_demo, y_demo, figsize = (6, 7.5))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.319715Z",
|
|
"start_time": "2020-03-17T11:41:59.308362Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"TREE DIAGNOSTICS:\n",
|
|
"depth : 1\n",
|
|
"leaves : 2\n",
|
|
"score : 0.9506172839506173\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"inspect_decision_tree_model (\n",
|
|
" DecisionTreeClassifier(min_impurity_decrease = 0.043), X_demo, y_demo)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.845712Z",
|
|
"start_time": "2020-03-17T11:41:59.322984Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"## bank customer dataset, an arbitrary value\n",
|
|
"inspect_decision_tree_model(\n",
|
|
" DecisionTreeClassifier(min_impurity_decrease=0.01), X_train, y_train)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Parameter Tuning"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.861430Z",
|
|
"start_time": "2020-03-17T11:41:59.849469Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.7064192272588987\n",
|
|
"0.8436264070581077\n",
|
|
"0.8594463036203225\n",
|
|
"0.8615759050806207\n",
|
|
"0.8646181928810466\n",
|
|
"0.8673562519014298\n",
|
|
"0.8670520231213873\n",
|
|
"0.8579251597201095\n",
|
|
"0.8588378460602373\n",
|
|
"0.8570124733799818\n",
|
|
"0.8530574992394281\n",
|
|
"0.8491025250988744\n",
|
|
"0.8411925768177669\n",
|
|
"0.8424094919379373\n",
|
|
"0.8378460602372985\n",
|
|
"0.8399756616975966\n",
|
|
"0.838150289017341\n",
|
|
"0.8323699421965318\n",
|
|
"0.8302403407362337\n",
|
|
"0.8308487982963189\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## max_depth in 1:20, incl. visualization\n",
|
|
"## prepare loop\n",
|
|
"model = DecisionTreeClassifier()\n",
|
|
"scores = [] ## empty list for collect iteration scorers\n",
|
|
"params = range(1, 21) ## define range\n",
|
|
"\n",
|
|
"## iteration over params\n",
|
|
"for param in params:\n",
|
|
" model.set_params(max_depth = param)\n",
|
|
" model.fit(X_train, y_train) \n",
|
|
" score = model.score(X_test, y_test)\n",
|
|
" scores.append(score) ## add score to list\n",
|
|
" print(score) ## optional: progress display"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.861430Z",
|
|
"start_time": "2020-03-17T11:41:59.849469Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig = sns.lineplot(x=params, y=scores)\n",
|
|
"plt.scatter(x=params[scores.index(max(scores))], y=max(scores), color=\"black\")\n",
|
|
"plt.xlabel('max_depth')\n",
|
|
"plt.ylabel('accuracy');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:41:59.861430Z",
|
|
"start_time": "2020-03-17T11:41:59.849469Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"best_param : 6\n",
|
|
"best_score : 0.8673562519014298\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## show best parameter value and best score\n",
|
|
"print('best_param :', params[scores.index(max(scores))])\n",
|
|
"print('best_score :', max(scores))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"## get best score over a range of two parameters using nested loops\n",
|
|
"## outlook GridSearch, cap. 4.5.2\n",
|
|
"\n",
|
|
"## prepare list for iter results\n",
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"model = DecisionTreeClassifier()\n",
|
|
"\n",
|
|
"## define parameter ranges\n",
|
|
"params_1 = [0.0001, 0.0002, 0.0003, 0.0004]\n",
|
|
"params_2 = [2, 4, 6, 8]\n",
|
|
"scores_list = []\n",
|
|
"params_1_list = []\n",
|
|
"params_2_list = []\n",
|
|
"\n",
|
|
"## nested loops\n",
|
|
"for param_1 in params_1:\n",
|
|
" for param_2 in params_2:\n",
|
|
" model.set_params(\n",
|
|
" min_impurity_decrease = param_1,\n",
|
|
" min_samples_leaf = param_2\n",
|
|
" )\n",
|
|
" model.fit(X_train, y_train)\n",
|
|
" ## pick iteration results\n",
|
|
" scores_list.append(model.score(X_test, y_test))\n",
|
|
" params_1_list.append(param_1)\n",
|
|
" params_2_list.append(param_2)\n",
|
|
"\n",
|
|
"## show best parameter values\n",
|
|
"print('best_score :', scores_list.index(max(scores_list)))\n",
|
|
"print('best_mid :', params_1_list[scores_list.index(max(scores_list))])\n",
|
|
"print('best_msl :', params_2_list[scores_list.index(max(scores_list))])\n",
|
|
"\n",
|
|
"## prepare pivot data frame for heatmap\n",
|
|
"res_data = pd.DataFrame({\n",
|
|
" 'scores': scores_list,\n",
|
|
" 'mids' : params_1_list,\n",
|
|
" 'msls' : params_2_list\n",
|
|
"})\n",
|
|
"\n",
|
|
"scores_pvt = res_data.pivot(index='mids', columns='msls', values='scores')\n",
|
|
"#scores_pvt\n",
|
|
"\n",
|
|
"plt.figure(figsize=(6,5))\n",
|
|
"sns.heatmap(scores_pvt);"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Overfitting, ein Ausblick"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:04.857553Z",
|
|
"start_time": "2020-03-17T11:42:02.131589Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## compare tran and test errors\n",
|
|
"model = DecisionTreeClassifier()\n",
|
|
"\n",
|
|
"scores_test = []\n",
|
|
"scores_train = []\n",
|
|
"params = range(1, 21)\n",
|
|
"\n",
|
|
"for param in params:\n",
|
|
" model.set_params(max_depth=param)\n",
|
|
" model.fit(X_train, y_train) \n",
|
|
" scores_test.append(model.score(X_test, y_test))\n",
|
|
" scores_train.append(model.score(X_train, y_train))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:04.857553Z",
|
|
"start_time": "2020-03-17T11:42:02.131589Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots()\n",
|
|
"sns.lineplot(x=params, y=scores_test, ax=ax, label='test', color='b')\n",
|
|
"sns.lineplot(x=params, y=scores_train, ax=ax, label='train', color='r')\n",
|
|
"plt.scatter(x=params[scores_test.index(max(scores_test))], y=max(scores_test), color=\"black\")\n",
|
|
"ax.set(xlabel='max. depth', ylabel='accuracy');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Feature Importance"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:05.018390Z",
|
|
"start_time": "2020-03-17T11:42:04.861957Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>#sk-container-id-2 {\n",
|
|
" /* Definition of color scheme common for light and dark mode */\n",
|
|
" --sklearn-color-text: #000;\n",
|
|
" --sklearn-color-text-muted: #666;\n",
|
|
" --sklearn-color-line: gray;\n",
|
|
" /* Definition of color scheme for unfitted estimators */\n",
|
|
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
|
|
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
|
|
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
|
|
" --sklearn-color-unfitted-level-3: chocolate;\n",
|
|
" /* Definition of color scheme for fitted estimators */\n",
|
|
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
|
|
" --sklearn-color-fitted-level-1: #d4ebff;\n",
|
|
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
|
|
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
|
|
"\n",
|
|
" /* Specific color for light theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-icon: #696969;\n",
|
|
"\n",
|
|
" @media (prefers-color-scheme: dark) {\n",
|
|
" /* Redefinition of color scheme for dark theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-icon: #878787;\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 pre {\n",
|
|
" padding: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 input.sk-hidden--visually {\n",
|
|
" border: 0;\n",
|
|
" clip: rect(1px 1px 1px 1px);\n",
|
|
" clip: rect(1px, 1px, 1px, 1px);\n",
|
|
" height: 1px;\n",
|
|
" margin: -1px;\n",
|
|
" overflow: hidden;\n",
|
|
" padding: 0;\n",
|
|
" position: absolute;\n",
|
|
" width: 1px;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-dashed-wrapped {\n",
|
|
" border: 1px dashed var(--sklearn-color-line);\n",
|
|
" margin: 0 0.4em 0.5em 0.4em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" padding-bottom: 0.4em;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-container {\n",
|
|
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
|
|
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
|
|
" so we also need the `!important` here to be able to override the\n",
|
|
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
|
|
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
|
|
" display: inline-block !important;\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-text-repr-fallback {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-parallel-item,\n",
|
|
"div.sk-serial,\n",
|
|
"div.sk-item {\n",
|
|
" /* draw centered vertical line to link estimators */\n",
|
|
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
|
|
" background-size: 2px 100%;\n",
|
|
" background-repeat: no-repeat;\n",
|
|
" background-position: center center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Parallel-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-parallel-item::after {\n",
|
|
" content: \"\";\n",
|
|
" width: 100%;\n",
|
|
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
|
|
" flex-grow: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-parallel {\n",
|
|
" display: flex;\n",
|
|
" align-items: stretch;\n",
|
|
" justify-content: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-parallel-item {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
|
|
" align-self: flex-end;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
|
|
" align-self: flex-start;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
|
|
" width: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Serial-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-serial {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
" align-items: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" padding-right: 1em;\n",
|
|
" padding-left: 1em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
|
|
"clickable and can be expanded/collapsed.\n",
|
|
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
|
|
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
|
|
"*/\n",
|
|
"\n",
|
|
"/* Pipeline and ColumnTransformer style (default) */\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-toggleable {\n",
|
|
" /* Default theme specific background. It is overwritten whether we have a\n",
|
|
" specific estimator or a Pipeline/ColumnTransformer */\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable label */\n",
|
|
"#sk-container-id-2 label.sk-toggleable__label {\n",
|
|
" cursor: pointer;\n",
|
|
" display: flex;\n",
|
|
" width: 100%;\n",
|
|
" margin-bottom: 0;\n",
|
|
" padding: 0.5em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" text-align: center;\n",
|
|
" align-items: start;\n",
|
|
" justify-content: space-between;\n",
|
|
" gap: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 label.sk-toggleable__label .caption {\n",
|
|
" font-size: 0.6rem;\n",
|
|
" font-weight: lighter;\n",
|
|
" color: var(--sklearn-color-text-muted);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
|
|
" /* Arrow on the left of the label */\n",
|
|
" content: \"▸\";\n",
|
|
" float: left;\n",
|
|
" margin-right: 0.25em;\n",
|
|
" color: var(--sklearn-color-icon);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable content - dropdown */\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-toggleable__content {\n",
|
|
" max-height: 0;\n",
|
|
" max-width: 0;\n",
|
|
" overflow: hidden;\n",
|
|
" text-align: left;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-toggleable__content pre {\n",
|
|
" margin: 0.2em;\n",
|
|
" border-radius: 0.25em;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
|
|
" /* Expand drop-down */\n",
|
|
" max-height: 200px;\n",
|
|
" max-width: 100%;\n",
|
|
" overflow: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
|
|
" content: \"▾\";\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Pipeline/ColumnTransformer-specific style */\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific style */\n",
|
|
"\n",
|
|
"/* Colorize estimator box */\n",
|
|
"#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
|
|
"#sk-container-id-2 div.sk-label label {\n",
|
|
" /* The background is the default theme color */\n",
|
|
" color: var(--sklearn-color-text-on-default-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover, darken the color of the background */\n",
|
|
"#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Label box, darken color on hover, fitted */\n",
|
|
"#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator label */\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-label label {\n",
|
|
" font-family: monospace;\n",
|
|
" font-weight: bold;\n",
|
|
" display: inline-block;\n",
|
|
" line-height: 1.2em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-label-container {\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific */\n",
|
|
"#sk-container-id-2 div.sk-estimator {\n",
|
|
" font-family: monospace;\n",
|
|
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
|
" border-radius: 0.25em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" margin-bottom: 0.5em;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-estimator.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* on hover */\n",
|
|
"#sk-container-id-2 div.sk-estimator:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
|
"\n",
|
|
"/* Common style for \"i\" and \"?\" */\n",
|
|
"\n",
|
|
".sk-estimator-doc-link,\n",
|
|
"a:link.sk-estimator-doc-link,\n",
|
|
"a:visited.sk-estimator-doc-link {\n",
|
|
" float: right;\n",
|
|
" font-size: smaller;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1em;\n",
|
|
" height: 1em;\n",
|
|
" width: 1em;\n",
|
|
" text-decoration: none !important;\n",
|
|
" margin-left: 0.5em;\n",
|
|
" text-align: center;\n",
|
|
" /* unfitted */\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted,\n",
|
|
"a:link.sk-estimator-doc-link.fitted,\n",
|
|
"a:visited.sk-estimator-doc-link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Span, style for the box shown on hovering the info icon */\n",
|
|
".sk-estimator-doc-link span {\n",
|
|
" display: none;\n",
|
|
" z-index: 9999;\n",
|
|
" position: relative;\n",
|
|
" font-weight: normal;\n",
|
|
" right: .2ex;\n",
|
|
" padding: .5ex;\n",
|
|
" margin: .5ex;\n",
|
|
" width: min-content;\n",
|
|
" min-width: 20ex;\n",
|
|
" max-width: 50ex;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" box-shadow: 2pt 2pt 4pt #999;\n",
|
|
" /* unfitted */\n",
|
|
" background: var(--sklearn-color-unfitted-level-0);\n",
|
|
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted span {\n",
|
|
" /* fitted */\n",
|
|
" background: var(--sklearn-color-fitted-level-0);\n",
|
|
" border: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link:hover span {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
|
"\n",
|
|
"#sk-container-id-2 a.estimator_doc_link {\n",
|
|
" float: right;\n",
|
|
" font-size: 1rem;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1rem;\n",
|
|
" height: 1rem;\n",
|
|
" width: 1rem;\n",
|
|
" text-decoration: none;\n",
|
|
" /* unfitted */\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 a.estimator_doc_link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"#sk-container-id-2 a.estimator_doc_link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>DecisionTreeClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>DecisionTreeClassifier()</pre></div> </div></div></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"DecisionTreeClassifier()"
|
|
]
|
|
},
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"## train model\n",
|
|
"model = DecisionTreeClassifier()\n",
|
|
"model.fit(X_train, y_train) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:05.018390Z",
|
|
"start_time": "2020-03-17T11:42:04.861957Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Index(['age', 'education', 'housing', 'contact_cellular', 'month',\n",
|
|
" 'day_of_week', 'duration', 'campaign', 'pdays', 'previous',\n",
|
|
" 'emp_var_rate', 'cons_price_idx', 'cons_conf_idx', 'euribor3m',\n",
|
|
" 'nr_employed', 'job_blue_collar', 'job_entrepreneur', 'job_housemaid',\n",
|
|
" 'job_management', 'job_retired', 'job_self_employed', 'job_services',\n",
|
|
" 'job_student', 'job_technician', 'job_unemployed', 'marital_married',\n",
|
|
" 'marital_single', 'loan_unknown', 'loan_yes'],\n",
|
|
" dtype='object')\n",
|
|
"[0.05632095 0.01934081 0.00996029 0.00709172 0.07161174 0.02696073\n",
|
|
" 0.39938506 0.02068018 0.00733212 0.00699619 0.00848252 0.01526156\n",
|
|
" 0.00957123 0.05411539 0.23217809 0.00356645 0.00402297 0.00239168\n",
|
|
" 0.00294215 0.0068819 0.00181951 0.00607934 0.00330137 0.00545768\n",
|
|
" 0.00230988 0.00526976 0.00338348 0.00098482 0.00630042]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## output of feature_importances_\n",
|
|
"print(X_train.columns)\n",
|
|
"print(model.feature_importances_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:05.970267Z",
|
|
"start_time": "2020-03-17T11:42:05.037227Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## visualization\n",
|
|
"## collect values in another data frame\n",
|
|
"best = pd.DataFrame({\n",
|
|
" 'feature': X_train.columns,\n",
|
|
" 'importance': model.feature_importances_\n",
|
|
"})\n",
|
|
"\n",
|
|
"## sort in descending order\n",
|
|
"best = best.sort_values(by=['importance'], ascending=False)\n",
|
|
"\n",
|
|
"## plot\n",
|
|
"fig, ax = plt.subplots(figsize=(6, 6))\n",
|
|
"sns.barplot(x='importance', y='feature', data=best, color='steelblue');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
|
"Index: 6573 entries, 2751 to 8915\n",
|
|
"Data columns (total 10 columns):\n",
|
|
" # Column Non-Null Count Dtype \n",
|
|
"--- ------ -------------- ----- \n",
|
|
" 0 duration 6573 non-null float64\n",
|
|
" 1 nr_employed 6573 non-null float64\n",
|
|
" 2 month 6573 non-null int64 \n",
|
|
" 3 age 6573 non-null float64\n",
|
|
" 4 euribor3m 6573 non-null float64\n",
|
|
" 5 day_of_week 6573 non-null int64 \n",
|
|
" 6 campaign 6573 non-null float64\n",
|
|
" 7 education 6573 non-null int64 \n",
|
|
" 8 cons_price_idx 6573 non-null float64\n",
|
|
" 9 housing 6573 non-null int64 \n",
|
|
"dtypes: float64(6), int64(4)\n",
|
|
"memory usage: 564.9 KB\n",
|
|
"None\n",
|
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
|
"Index: 3287 entries, 2809 to 9060\n",
|
|
"Data columns (total 10 columns):\n",
|
|
" # Column Non-Null Count Dtype \n",
|
|
"--- ------ -------------- ----- \n",
|
|
" 0 duration 3287 non-null float64\n",
|
|
" 1 nr_employed 3287 non-null float64\n",
|
|
" 2 month 3287 non-null int64 \n",
|
|
" 3 age 3287 non-null float64\n",
|
|
" 4 euribor3m 3287 non-null float64\n",
|
|
" 5 day_of_week 3287 non-null int64 \n",
|
|
" 6 campaign 3287 non-null float64\n",
|
|
" 7 education 3287 non-null int64 \n",
|
|
" 8 cons_price_idx 3287 non-null float64\n",
|
|
" 9 housing 3287 non-null int64 \n",
|
|
"dtypes: float64(6), int64(4)\n",
|
|
"memory usage: 282.5 KB\n",
|
|
"None\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## create Series of names for 10 best feaures\n",
|
|
"sel_vars = best.head(10).feature\n",
|
|
"\n",
|
|
"## filter\n",
|
|
"X_train_new = X_train[sel_vars]\n",
|
|
"X_test_new = X_test[sel_vars]\n",
|
|
"\n",
|
|
"## check\n",
|
|
"print(X_train_new.info())\n",
|
|
"print(X_test_new.info())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### RandomForestClassifier \n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"kein Code zu diesem Kapitel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"## prepare env\n",
|
|
"## (already done)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:06.019223Z",
|
|
"start_time": "2020-03-17T11:42:05.972731Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## import trainer class\n",
|
|
"from sklearn.ensemble import RandomForestClassifier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:07.447816Z",
|
|
"start_time": "2020-03-17T11:42:06.023351Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<style>#sk-container-id-3 {\n",
|
|
" /* Definition of color scheme common for light and dark mode */\n",
|
|
" --sklearn-color-text: #000;\n",
|
|
" --sklearn-color-text-muted: #666;\n",
|
|
" --sklearn-color-line: gray;\n",
|
|
" /* Definition of color scheme for unfitted estimators */\n",
|
|
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
|
|
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
|
|
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
|
|
" --sklearn-color-unfitted-level-3: chocolate;\n",
|
|
" /* Definition of color scheme for fitted estimators */\n",
|
|
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
|
|
" --sklearn-color-fitted-level-1: #d4ebff;\n",
|
|
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
|
|
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
|
|
"\n",
|
|
" /* Specific color for light theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
|
" --sklearn-color-icon: #696969;\n",
|
|
"\n",
|
|
" @media (prefers-color-scheme: dark) {\n",
|
|
" /* Redefinition of color scheme for dark theme */\n",
|
|
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
|
|
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
|
" --sklearn-color-icon: #878787;\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 pre {\n",
|
|
" padding: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 input.sk-hidden--visually {\n",
|
|
" border: 0;\n",
|
|
" clip: rect(1px 1px 1px 1px);\n",
|
|
" clip: rect(1px, 1px, 1px, 1px);\n",
|
|
" height: 1px;\n",
|
|
" margin: -1px;\n",
|
|
" overflow: hidden;\n",
|
|
" padding: 0;\n",
|
|
" position: absolute;\n",
|
|
" width: 1px;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-dashed-wrapped {\n",
|
|
" border: 1px dashed var(--sklearn-color-line);\n",
|
|
" margin: 0 0.4em 0.5em 0.4em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" padding-bottom: 0.4em;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-container {\n",
|
|
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
|
|
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
|
|
" so we also need the `!important` here to be able to override the\n",
|
|
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
|
|
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
|
|
" display: inline-block !important;\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-text-repr-fallback {\n",
|
|
" display: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-parallel-item,\n",
|
|
"div.sk-serial,\n",
|
|
"div.sk-item {\n",
|
|
" /* draw centered vertical line to link estimators */\n",
|
|
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
|
|
" background-size: 2px 100%;\n",
|
|
" background-repeat: no-repeat;\n",
|
|
" background-position: center center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Parallel-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-parallel-item::after {\n",
|
|
" content: \"\";\n",
|
|
" width: 100%;\n",
|
|
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
|
|
" flex-grow: 1;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-parallel {\n",
|
|
" display: flex;\n",
|
|
" align-items: stretch;\n",
|
|
" justify-content: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" position: relative;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-parallel-item {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
|
|
" align-self: flex-end;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
|
|
" align-self: flex-start;\n",
|
|
" width: 50%;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
|
|
" width: 0;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Serial-specific style estimator block */\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-serial {\n",
|
|
" display: flex;\n",
|
|
" flex-direction: column;\n",
|
|
" align-items: center;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" padding-right: 1em;\n",
|
|
" padding-left: 1em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"\n",
|
|
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
|
|
"clickable and can be expanded/collapsed.\n",
|
|
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
|
|
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
|
|
"*/\n",
|
|
"\n",
|
|
"/* Pipeline and ColumnTransformer style (default) */\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-toggleable {\n",
|
|
" /* Default theme specific background. It is overwritten whether we have a\n",
|
|
" specific estimator or a Pipeline/ColumnTransformer */\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable label */\n",
|
|
"#sk-container-id-3 label.sk-toggleable__label {\n",
|
|
" cursor: pointer;\n",
|
|
" display: flex;\n",
|
|
" width: 100%;\n",
|
|
" margin-bottom: 0;\n",
|
|
" padding: 0.5em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" text-align: center;\n",
|
|
" align-items: start;\n",
|
|
" justify-content: space-between;\n",
|
|
" gap: 0.5em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 label.sk-toggleable__label .caption {\n",
|
|
" font-size: 0.6rem;\n",
|
|
" font-weight: lighter;\n",
|
|
" color: var(--sklearn-color-text-muted);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
|
|
" /* Arrow on the left of the label */\n",
|
|
" content: \"▸\";\n",
|
|
" float: left;\n",
|
|
" margin-right: 0.25em;\n",
|
|
" color: var(--sklearn-color-icon);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Toggleable content - dropdown */\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-toggleable__content {\n",
|
|
" max-height: 0;\n",
|
|
" max-width: 0;\n",
|
|
" overflow: hidden;\n",
|
|
" text-align: left;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-toggleable__content pre {\n",
|
|
" margin: 0.2em;\n",
|
|
" border-radius: 0.25em;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
|
|
" /* Expand drop-down */\n",
|
|
" max-height: 200px;\n",
|
|
" max-width: 100%;\n",
|
|
" overflow: auto;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
|
|
" content: \"▾\";\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Pipeline/ColumnTransformer-specific style */\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific style */\n",
|
|
"\n",
|
|
"/* Colorize estimator box */\n",
|
|
"#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
|
|
"#sk-container-id-3 div.sk-label label {\n",
|
|
" /* The background is the default theme color */\n",
|
|
" color: var(--sklearn-color-text-on-default-background);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover, darken the color of the background */\n",
|
|
"#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Label box, darken color on hover, fitted */\n",
|
|
"#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator label */\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-label label {\n",
|
|
" font-family: monospace;\n",
|
|
" font-weight: bold;\n",
|
|
" display: inline-block;\n",
|
|
" line-height: 1.2em;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-label-container {\n",
|
|
" text-align: center;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Estimator-specific */\n",
|
|
"#sk-container-id-3 div.sk-estimator {\n",
|
|
" font-family: monospace;\n",
|
|
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
|
" border-radius: 0.25em;\n",
|
|
" box-sizing: border-box;\n",
|
|
" margin-bottom: 0.5em;\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-estimator.fitted {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* on hover */\n",
|
|
"#sk-container-id-3 div.sk-estimator:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
|
"\n",
|
|
"/* Common style for \"i\" and \"?\" */\n",
|
|
"\n",
|
|
".sk-estimator-doc-link,\n",
|
|
"a:link.sk-estimator-doc-link,\n",
|
|
"a:visited.sk-estimator-doc-link {\n",
|
|
" float: right;\n",
|
|
" font-size: smaller;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1em;\n",
|
|
" height: 1em;\n",
|
|
" width: 1em;\n",
|
|
" text-decoration: none !important;\n",
|
|
" margin-left: 0.5em;\n",
|
|
" text-align: center;\n",
|
|
" /* unfitted */\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted,\n",
|
|
"a:link.sk-estimator-doc-link.fitted,\n",
|
|
"a:visited.sk-estimator-doc-link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
|
".sk-estimator-doc-link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover,\n",
|
|
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
|
".sk-estimator-doc-link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* Span, style for the box shown on hovering the info icon */\n",
|
|
".sk-estimator-doc-link span {\n",
|
|
" display: none;\n",
|
|
" z-index: 9999;\n",
|
|
" position: relative;\n",
|
|
" font-weight: normal;\n",
|
|
" right: .2ex;\n",
|
|
" padding: .5ex;\n",
|
|
" margin: .5ex;\n",
|
|
" width: min-content;\n",
|
|
" min-width: 20ex;\n",
|
|
" max-width: 50ex;\n",
|
|
" color: var(--sklearn-color-text);\n",
|
|
" box-shadow: 2pt 2pt 4pt #999;\n",
|
|
" /* unfitted */\n",
|
|
" background: var(--sklearn-color-unfitted-level-0);\n",
|
|
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link.fitted span {\n",
|
|
" /* fitted */\n",
|
|
" background: var(--sklearn-color-fitted-level-0);\n",
|
|
" border: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"\n",
|
|
".sk-estimator-doc-link:hover span {\n",
|
|
" display: block;\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
|
"\n",
|
|
"#sk-container-id-3 a.estimator_doc_link {\n",
|
|
" float: right;\n",
|
|
" font-size: 1rem;\n",
|
|
" line-height: 1em;\n",
|
|
" font-family: monospace;\n",
|
|
" background-color: var(--sklearn-color-background);\n",
|
|
" border-radius: 1rem;\n",
|
|
" height: 1rem;\n",
|
|
" width: 1rem;\n",
|
|
" text-decoration: none;\n",
|
|
" /* unfitted */\n",
|
|
" color: var(--sklearn-color-unfitted-level-1);\n",
|
|
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 a.estimator_doc_link.fitted {\n",
|
|
" /* fitted */\n",
|
|
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
|
" color: var(--sklearn-color-fitted-level-1);\n",
|
|
"}\n",
|
|
"\n",
|
|
"/* On hover */\n",
|
|
"#sk-container-id-3 a.estimator_doc_link:hover {\n",
|
|
" /* unfitted */\n",
|
|
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
|
" color: var(--sklearn-color-background);\n",
|
|
" text-decoration: none;\n",
|
|
"}\n",
|
|
"\n",
|
|
"#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
|
|
" /* fitted */\n",
|
|
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
|
"}\n",
|
|
"</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(random_state=1234)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>RandomForestClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.ensemble.RandomForestClassifier.html\">?<span>Documentation for RandomForestClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestClassifier(random_state=1234)</pre></div> </div></div></div></div>"
|
|
],
|
|
"text/plain": [
|
|
"RandomForestClassifier(random_state=1234)"
|
|
]
|
|
},
|
|
"execution_count": 36,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"## define and train model\n",
|
|
"model = RandomForestClassifier(random_state = 1234)\n",
|
|
"model.fit(X_train, y_train) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'bootstrap': True, 'ccp_alpha': 0.0, 'class_weight': None, 'criterion': 'gini', 'max_depth': None, 'max_features': 'sqrt', 'max_leaf_nodes': None, 'max_samples': None, 'min_impurity_decrease': 0.0, 'min_samples_leaf': 1, 'min_samples_split': 2, 'min_weight_fraction_leaf': 0.0, 'monotonic_cst': None, 'n_estimators': 100, 'n_jobs': None, 'oob_score': False, 'random_state': 1234, 'verbose': 0, 'warm_start': False}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## effective parameters\n",
|
|
"print(model.get_params())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:07.622666Z",
|
|
"start_time": "2020-03-17T11:42:07.451133Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.8734408275022817\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## score with model intern scorer\n",
|
|
"print(model.score(X_test, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"model.n_classes_ : 2\n",
|
|
"model.classes_ : ['no' 'yes']\n",
|
|
"model.n_features_in_ : 29\n",
|
|
"model.n_outputs_ : 1\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## additional information\n",
|
|
"print('model.n_classes_ :', model.n_classes_)\n",
|
|
"print('model.classes_ :', model.classes_)\n",
|
|
"print('model.n_features_in_ :', model.n_features_in_)\n",
|
|
"print('model.n_outputs_ :', model.n_outputs_)\n",
|
|
"\n",
|
|
"## this later\n",
|
|
"## print(model.feature_importances_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:09.365225Z",
|
|
"start_time": "2020-03-17T11:42:07.658057Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"model.oob_score_: 0.8858968507530808\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## oob_score_\n",
|
|
"model = RandomForestClassifier(random_state = 1234, oob_score = True)\n",
|
|
"model.fit(X_train, y_train) \n",
|
|
"print('model.oob_score_:', model.oob_score_)\n",
|
|
"#print('model.oob_decision_function_', model.oob_decision_function_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Parameter tuning\n",
|
|
"\n",
|
|
"kein Code zu diesem Kapitel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Feature importance"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:29.695762Z",
|
|
"start_time": "2020-03-17T11:42:26.244882Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## full model with the found parameter values\n",
|
|
"model = RandomForestClassifier(\n",
|
|
" n_estimators = 200, \n",
|
|
" max_depth = 7)\n",
|
|
"model.fit(X_train, y_train)\n",
|
|
"\n",
|
|
"## visualization\n",
|
|
"## collect values in data frame\n",
|
|
"best = pd.DataFrame({\n",
|
|
" 'feature': X_train.columns,\n",
|
|
" 'importance': model.feature_importances_\n",
|
|
"})\n",
|
|
"## sort in descending order\n",
|
|
"best = best.sort_values(by=['importance'], ascending=False)\n",
|
|
"## plot\n",
|
|
"fig, ax = plt.subplots(figsize=(6, 6))\n",
|
|
"sns.barplot(x='importance', y='feature', data=best, color='steelblue');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:32.911970Z",
|
|
"start_time": "2020-03-17T11:42:29.696759Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"## modell without duration\n",
|
|
"X2 = X_train.drop('duration', axis=1)\n",
|
|
"model = RandomForestClassifier(\n",
|
|
" n_estimators = 200, \n",
|
|
" max_depth = 7)\n",
|
|
"model.fit(X2, y_train)\n",
|
|
"\n",
|
|
"## viszalization\n",
|
|
"best = pd.DataFrame({\n",
|
|
" 'feature': X2.columns,\n",
|
|
" 'importance': model.feature_importances_\n",
|
|
"})\n",
|
|
"best = best.sort_values(by=['importance'], ascending=False)\n",
|
|
"fig, ax = plt.subplots(figsize=(6, 6))\n",
|
|
"sns.barplot(x='importance', y='feature', data=best, color='steelblue');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Parallelisiete Ausführung mit n_jobs"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"None 0.3224680423736572\n",
|
|
"1 0.31882715225219727\n",
|
|
"-1 0.10985803604125977\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import RandomForestClassifier\n",
|
|
"import time\n",
|
|
"\n",
|
|
"jobs = [None, 1, -1]\n",
|
|
"\n",
|
|
"for j in jobs:\n",
|
|
" start_time = time.time()\n",
|
|
" model = RandomForestClassifier(n_jobs = j, random_state=1234)\n",
|
|
" model.fit(X_train, y_train)\n",
|
|
" pred = model.predict(X_test)\n",
|
|
" t = time.time() - start_time ## used time\n",
|
|
" print(j, t)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"jobs = range(1, 9)\n",
|
|
"\n",
|
|
"times = []\n",
|
|
"for j in jobs:\n",
|
|
" #print(j)\n",
|
|
" start_time = time.time()\n",
|
|
" model = RandomForestClassifier(n_jobs=j, random_state=1234)\n",
|
|
" model.fit(X_train, y_train)\n",
|
|
" pred = model.predict(X_test)\n",
|
|
" t = time.time() - start_time ## used time\n",
|
|
" times.append(t)\n",
|
|
" #print(j, t)\n",
|
|
"\n",
|
|
"fig = sns.lineplot(x=jobs, y=times)\n",
|
|
"plt.xlabel('n_jobs')\n",
|
|
"plt.ylabel('time');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### AdaBoostClassifier\n",
|
|
"#### Theorie\n",
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:35.682224Z",
|
|
"start_time": "2020-03-17T11:42:34.379063Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages/sklearn/ensemble/_weight_boosting.py:519: FutureWarning: The parameter 'algorithm' is deprecated in 1.6 and has no effect. It will be removed in version 1.8.\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.8539701855795558\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import AdaBoostClassifier\n",
|
|
"from sklearn.metrics import accuracy_score\n",
|
|
"model = AdaBoostClassifier(algorithm='SAMME')\n",
|
|
"model.fit(X_train, y_train) \n",
|
|
"print(model.score(X_test, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'algorithm': 'SAMME', 'estimator': None, 'learning_rate': 1.0, 'n_estimators': 50, 'random_state': None}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(model.get_params())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:35.728930Z",
|
|
"start_time": "2020-03-17T11:42:35.702761Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"DecisionTreeClassifier(max_depth=1)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## weitere Informationen zum modell\n",
|
|
"print(model.estimator_)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### GradientBoostingClassifier\n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"kein Code für dieses Kapitel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:38.199710Z",
|
|
"start_time": "2020-03-17T11:42:36.014097Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.8767873440827503\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import GradientBoostingClassifier\n",
|
|
"model = GradientBoostingClassifier()\n",
|
|
"model.fit(X_train, y_train) \n",
|
|
"print(model.score(X_test, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### HistGradientBoostingClassifier"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0.8819592333434743\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import HistGradientBoostingClassifier\n",
|
|
"model = HistGradientBoostingClassifier()\n",
|
|
"model.fit(X_train, y_train) \n",
|
|
"print(model.score(X_test, y_test))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"jp-MarkdownHeadingCollapsed": true
|
|
},
|
|
"source": [
|
|
"### Weitere Methoden\n",
|
|
"kein Code für dieses Kapitel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Modellvergleiche (zum ersten)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"install optional further classifiers\n",
|
|
"* catboost, ref: https://catboost.ai/docs/concepts/about.html\n",
|
|
" \n",
|
|
" !pip install catboost\n",
|
|
"\n",
|
|
"\n",
|
|
"* LGBMClassifier, ref: https://lightgbm.readthedocs.io/en/latest/Installation-Guide.html\n",
|
|
" \n",
|
|
" !pip install lightgbm\n",
|
|
"\n",
|
|
" \n",
|
|
"* XGBoost, ref: https://xgboost.readthedocs.io/en/stable/index.html\n",
|
|
"\n",
|
|
" !pip install xgboost"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Requirement already satisfied: catboost in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (1.2.8)\n",
|
|
"Requirement already satisfied: graphviz in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (0.21)\n",
|
|
"Requirement already satisfied: matplotlib in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (3.10.3)\n",
|
|
"Requirement already satisfied: numpy<3.0,>=1.16.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (2.2.6)\n",
|
|
"Requirement already satisfied: pandas>=0.24 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (2.2.3)\n",
|
|
"Requirement already satisfied: scipy in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (1.15.3)\n",
|
|
"Requirement already satisfied: plotly in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (6.1.2)\n",
|
|
"Requirement already satisfied: six in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from catboost) (1.17.0)\n",
|
|
"Requirement already satisfied: python-dateutil>=2.8.2 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from pandas>=0.24->catboost) (2.9.0.post0)\n",
|
|
"Requirement already satisfied: pytz>=2020.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from pandas>=0.24->catboost) (2025.2)\n",
|
|
"Requirement already satisfied: tzdata>=2022.7 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from pandas>=0.24->catboost) (2025.2)\n",
|
|
"Requirement already satisfied: contourpy>=1.0.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (1.3.2)\n",
|
|
"Requirement already satisfied: cycler>=0.10 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (0.12.1)\n",
|
|
"Requirement already satisfied: fonttools>=4.22.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (4.58.1)\n",
|
|
"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (1.4.8)\n",
|
|
"Requirement already satisfied: packaging>=20.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (25.0)\n",
|
|
"Requirement already satisfied: pillow>=8 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (11.2.1)\n",
|
|
"Requirement already satisfied: pyparsing>=2.3.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib->catboost) (3.2.3)\n",
|
|
"Requirement already satisfied: narwhals>=1.15.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from plotly->catboost) (1.43.1)\n",
|
|
"Requirement already satisfied: lightgbm in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (4.6.0)\n",
|
|
"Requirement already satisfied: numpy>=1.17.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from lightgbm) (2.2.6)\n",
|
|
"Requirement already satisfied: scipy in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from lightgbm) (1.15.3)\n",
|
|
"Requirement already satisfied: xgboost in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (3.0.2)\n",
|
|
"Requirement already satisfied: numpy in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from xgboost) (2.2.6)\n",
|
|
"Requirement already satisfied: scipy in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from xgboost) (1.15.3)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!pip install catboost\n",
|
|
"!pip install lightgbm\n",
|
|
"!pip install xgboost"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:47.611765Z",
|
|
"start_time": "2020-03-17T11:42:47.600917Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## import trainer classes\n",
|
|
"from sklearn.neighbors import KNeighborsClassifier\n",
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"from sklearn.ensemble import RandomForestClassifier\n",
|
|
"from sklearn.ensemble import AdaBoostClassifier\n",
|
|
"from sklearn.ensemble import GradientBoostingClassifier\n",
|
|
"from sklearn.ensemble import HistGradientBoostingClassifier\n",
|
|
"from catboost import CatBoostClassifier\n",
|
|
"from lightgbm.sklearn import LGBMClassifier\n",
|
|
"\n",
|
|
"import time ## for timekeeping"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 50,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:47.643779Z",
|
|
"start_time": "2020-03-17T11:42:47.616845Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## define models\n",
|
|
"models = [\n",
|
|
" KNeighborsClassifier(n_neighbors=5),\n",
|
|
" DecisionTreeClassifier(min_impurity_decrease=0.002),\n",
|
|
" RandomForestClassifier(n_estimators=200),\n",
|
|
" AdaBoostClassifier(algorithm='SAMME'),\n",
|
|
" GradientBoostingClassifier(),\n",
|
|
" HistGradientBoostingClassifier(), \n",
|
|
" CatBoostClassifier(logging_level='Silent'), ## optional\n",
|
|
" LGBMClassifier() ## optional\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:56.340806Z",
|
|
"start_time": "2020-03-17T11:42:47.663806Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"## to collect the results\n",
|
|
"scores = []\n",
|
|
"used_times = []\n",
|
|
"model_names = []"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-03-17T11:42:56.340806Z",
|
|
"start_time": "2020-03-17T11:42:47.663806Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Classifier Score Time\n",
|
|
"==================================================\n",
|
|
"KNeighborsClassifier 0.7493 0.075\n",
|
|
"DecisionTreeClassifier 0.8588 0.012\n",
|
|
"RandomForestClassifier 0.8795 0.656\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages/sklearn/ensemble/_weight_boosting.py:519: FutureWarning: The parameter 'algorithm' is deprecated in 1.6 and has no effect. It will be removed in version 1.8.\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AdaBoostClassifier 0.8540 0.234\n",
|
|
"GradientBoostingClassifier 0.8768 0.504\n",
|
|
"HistGradientBoostingClassifier 0.8820 0.371\n",
|
|
"CatBoostClassifier 0.8829 1.504\n",
|
|
"[LightGBM] [Info] Number of positive: 3087, number of negative: 3486\n",
|
|
"[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000475 seconds.\n",
|
|
"You can set `force_row_wise=true` to remove the overhead.\n",
|
|
"And if memory is not enough, you can set `force_col_wise=true`.\n",
|
|
"[LightGBM] [Info] Total Bins 701\n",
|
|
"[LightGBM] [Info] Number of data points in the train set: 6573, number of used features: 29\n",
|
|
"[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.469649 -> initscore=-0.121555\n",
|
|
"[LightGBM] [Info] Start training from score -0.121555\n",
|
|
"LGBMClassifier 0.8850 0.366\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## report titel\n",
|
|
"print('Classifier Score Time')\n",
|
|
"print('==================================================')\n",
|
|
"\n",
|
|
"## iteration over models\n",
|
|
"for model in models:\n",
|
|
" start_time = time.time() ## start timer\n",
|
|
" model.fit(X_train, y_train) ## train\n",
|
|
" name = model.__class__.__name__ ## pick model name (for output only)\n",
|
|
" score = model.score(X_test, y_test) ## calculate score\n",
|
|
" t = time.time() - start_time ## calculate used time\n",
|
|
"\n",
|
|
" ## collect iteration results\n",
|
|
" scores.append(score)\n",
|
|
" used_times.append(t)\n",
|
|
" model_names.append(name)\n",
|
|
" print('%-32s %6.4f %6.3f' % (name, score, t)) ## console output"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"best_model : LGBMClassifier\n",
|
|
"best_score : 0.8850015211439002\n",
|
|
"used_time : 0.36551785469055176\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## final evaluation\n",
|
|
"print('best_model :', model_names[scores.index(max(scores))])\n",
|
|
"print('best_score :', max(scores))\n",
|
|
"print('used_time :', used_times[scores.index(max(scores))])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"text/plain": [
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"<Figure size 1000x400 with 2 Axes>"
|
|
]
|
|
},
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|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## vizualisation, ordered by decreasing accuracy\n",
|
|
"\n",
|
|
"results = pd.DataFrame({\n",
|
|
" 'models' : model_names,\n",
|
|
" 'scores' : scores,\n",
|
|
" 'used_times' : used_times}\n",
|
|
").sort_values(by='scores', ascending=False)\n",
|
|
"#print(results)\n",
|
|
"\n",
|
|
"order = results.sort_values('scores', ascending=False).models\n",
|
|
"\n",
|
|
"sns.set(font_scale=1.5) \n",
|
|
"f, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 4), sharex=False)\n",
|
|
"\n",
|
|
"ax = sns.barplot(data=results, x=scores, y=model_names, color='lightblue', order=order, ax=axes[0])\n",
|
|
"ax.set_xlabel('accuracy')\n",
|
|
"ax.set(xlim=(0.5, 1))\n",
|
|
"\n",
|
|
"ax = sns.barplot(x=used_times, y=model_names, color='darksalmon', order=order, ax=axes[1])\n",
|
|
"ax.set_xlabel('time')\n",
|
|
"ax.set_yticklabels('')\n",
|
|
"ax.set_ylabel('');"
|
|
]
|
|
}
|
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],
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"metadata": {
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"kernelspec": {
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"display_name": "teaching",
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"language": "python",
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"name": "teaching"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.13.0"
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},
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"toc": {
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"base_numbering": "2.2",
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"nav_menu": {},
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"number_sections": true,
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"sideBar": true,
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"skip_h1_title": false,
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"title_cell": "2.2 Klassifikation - Regelbasierte Modelle",
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"title_sidebar": "Contents",
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"toc_cell": true,
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"toc_position": {
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"height": "370.667px",
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"left": "25px",
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"top": "110.233px",
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"width": "221.333px"
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},
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"toc_section_display": true,
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"toc_window_display": true
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},
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"toc-autonumbering": true,
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"toc-showtags": false,
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"varInspector": {
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"cols": {
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"lenName": 16,
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"lenType": 16,
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"lenVar": 40
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},
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"kernels_config": {
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"python": {
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"delete_cmd_postfix": "",
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"delete_cmd_prefix": "del ",
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"library": "var_list.py",
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"varRefreshCmd": "print(var_dic_list())"
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},
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"r": {
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"delete_cmd_postfix": ") ",
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"delete_cmd_prefix": "rm(",
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"library": "var_list.r",
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"varRefreshCmd": "cat(var_dic_list()) "
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}
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},
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"position": {
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"height": "234.85px",
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"left": "911px",
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"right": "20px",
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"top": "120px",
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"width": "350px"
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"types_to_exclude": [
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"module",
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"function",
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"builtin_function_or_method",
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"instance",
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"_Feature"
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],
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"window_display": false
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},
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"nbformat": 4,
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"nbformat_minor": 4
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}
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