784 lines
588 KiB
Plaintext
784 lines
588 KiB
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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"# Regression\n",
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"## Einleitung\n",
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"## Klassische Methoden \n",
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"## ML Methoden"
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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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"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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"ExecuteTime": {
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"end_time": "2020-04-08T10:06:24.890328Z",
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"start_time": "2020-04-08T10:06:23.220148Z"
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}
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},
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"outputs": [],
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"source": [
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"## prepare environment and data\n",
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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('melb_data_prep.csv', 'Price', seed = 1234)\n",
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"\n",
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"X_demo, y_demo = prep_demo_data('demo_data_regr.csv', 'y')"
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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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"ExecuteTime": {
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"end_time": "2020-04-08T10:06:30.905375Z",
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"start_time": "2020-04-08T10:06:30.895381Z"
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}
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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 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## preparation for theoretical part\n",
|
|
"\n",
|
|
"## create a synthetic dataset\n",
|
|
"X_synth = np.linspace(X_demo.min(), X_demo.max(), 100).reshape(-1,1)\n",
|
|
"\n",
|
|
"## function for testing different regressors with synthetic dataset (from module bfh_cas_pml)\n",
|
|
"from bfh_cas_pml import show_pred_on_synth\n",
|
|
"\n",
|
|
"## test call\n",
|
|
"from sklearn.neighbors import KNeighborsRegressor\n",
|
|
"show_pred_on_synth(KNeighborsRegressor(n_neighbors=3), X_demo, y_demo, X_synth, 'n_neighbors=3')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:31.570739Z",
|
|
"start_time": "2020-04-08T10:06:30.942345Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R2 = 0.5601\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"## preparations for praxis part\n",
|
|
"## function for testing different regressors (in module bfh_cas_pml)\n",
|
|
"from bfh_cas_pml import test_regression_model\n",
|
|
"from sklearn.linear_model import LinearRegression\n",
|
|
"this_model = test_regression_model(\n",
|
|
" LinearRegression(), \n",
|
|
" X_train, y_train, X_test, y_test,\n",
|
|
" show_plot=False)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### KNeighborsRegressor\n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.neighbors import KNeighborsRegressor\n",
|
|
"show_pred_on_synth(KNeighborsRegressor(n_neighbors=3), X_demo, y_demo, X_synth, 'n_neighbors=3')\n",
|
|
"show_pred_on_synth(KNeighborsRegressor(n_neighbors=10), X_demo, y_demo, X_synth, 'n_neighbors=10')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:34.140272Z",
|
|
"start_time": "2020-04-08T10:06:33.440292Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R2 = 0.4497\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## melb dataset (already prepared) using the function testRegressionModel\n",
|
|
"from sklearn.neighbors import KNeighborsRegressor\n",
|
|
"this_model = test_regression_model(\n",
|
|
" KNeighborsRegressor(), \n",
|
|
" X_train, y_train, X_test, y_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:34.156159Z",
|
|
"start_time": "2020-04-08T10:06:34.143974Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'algorithm': 'auto', 'leaf_size': 30, 'metric': 'minkowski', 'metric_params': None, 'n_jobs': None, 'n_neighbors': 5, 'p': 2, 'weights': 'uniform'}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(this_model.get_params())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### DecisionTreeRegressor\n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#from bfh_cas_pml import show_pred_on_synth\n",
|
|
"from sklearn.tree import DecisionTreeRegressor\n",
|
|
"show_pred_on_synth(DecisionTreeRegressor(max_depth=2), X_demo, y_demo, X_synth, 'max_depth=2')\n",
|
|
"show_pred_on_synth(DecisionTreeRegressor(max_depth=None), X_demo, y_demo, X_synth, 'max_depth=None')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:37.508426Z",
|
|
"start_time": "2020-04-08T10:06:36.903570Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R2 = 0.5502\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.tree import DecisionTreeRegressor\n",
|
|
"this_model = test_regression_model(DecisionTreeRegressor(random_state=1234), \n",
|
|
" X_test, y_test, X_train, y_train)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Methoden"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:37.523894Z",
|
|
"start_time": "2020-04-08T10:06:37.511885Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"get_depth() : 33\n",
|
|
"get_n_leaves() : 5947\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print('get_depth() : ', this_model.get_depth())\n",
|
|
"print('get_n_leaves() : ', this_model.get_n_leaves())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:38.454832Z",
|
|
"start_time": "2020-04-08T10:06:37.526892Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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O5eFDzuPSYhPabwDCpQVnwECuFk4+icGODwkODlbdUjk52fX+FhMTA61Wi59//lGN6TEYivHee/OQn58Ps9l13XVEdOKp4pIDp3jZHzBu23J8mQatVnVNSQtO6MDB0AYzgzH5NgY7PmT69Bl49NGHcPnll6jAp6YOHWLxz38+gnnzXscXXyxEdHQMRo8ei5kz/6bG8RCR+5DlGiTAKVm1EpbS49mMZXBx+MhRCB88FNqwMJeWkcid+Nk4wAIWixUFBQ2vtCutGvn5mYiJSVR5ZDyZrCpcVWV1dTHa5TGVukZFhaKwsMwt6tyWWFffqG+loQQlq1ejePkfalaVgzYyEhGjx0I/ZiwC4hPgqXzpufWlurZlfaOjQ6HVNi01Alt2iIjcOB9O0eYtOPLtDyrhn81stv9Bq0XYwEGIGDseIX3TmQuH6C8w2CEicjPm/HwYViyDYfkfMOflOY8HJHdExNhxqqtKF653aRmJPAmDHSIiN1l4s3TDehhksPGO7c7BxtrQEOhHjET46HEI7NKVSzYQtQCDHSIiF6o4lAHDst9hWLUKVuPxsYPBvfsgevwp6HT6eBiMVT4xtoOorTDYISJqZ5bSUhhWr1StODVz4uiio6EfM04NOPaPjVUDO7WSF8fIrOREJ4PBThNx0lrr4WNJvjrYWLqnpBVHuqskR44j6V/YoMHQy2DjPmkcbEzUBhjs/AVJtCdMpkoEBDDzaGuQx1JotXz5kfcz5eTAsOIPGJYvr7X4ZmDnLtCPHQf98JHMiUPUxvht8xc0Gi2Cg8NQWlqorkvA46kDBK1WP1gsNtcuSmiqVI+lPKYa/oIlL2WtrETp+rUq8V/5rp3O45qQUOhHjlStOEGdu7i0jES+hMFOE+j10erSEfB4KgkuZMFPV5NAx/GYEnkLCeYr9u9T08VlfSprRYX9D35+CEnrq3LihA4cyMU3iVyAwU4TSEtOREQMwsOjYLF45kBBrVbqEILiYqNLW3ek64otOuRNqoqLYFi5Qg02ltXGHWSAsQw21o8eA//oGJeWkcjXMdhpBvmS1mg881eZzOoICgpCebmFU1iJTpIMLi7bslkt3VC2eZP0EavjfgEBCB8yTI3FCe7Rk4ONidwEgx0ioiaqPHpUdVNJS46lxOA8HpTaHRFjxiFs2HCuME7khhjsEBGdgMVoRMma1SrIqdi/33lcq9dDP2qM6qoKTEpyaRmJ6MQY7BARNZATp3z3LhRLTpz162Azmex/0GoR2n+AasUJTe+ncuQQkfvjO5WIqJq5sNC+dMPyZTDn5TqPByQl2QcbjxwNXUSES8tIRM3HYIeIfJ4pOwsF3y+GYcVywGJRxzTBwQgfPkIFOUEp3Tw2vxYRMdghIh9WefgwCr77BiVr/nSuMi6zqCLGT0DY4CHQyLpUROTxGOwQkc8p37sHBYu/sU8bryZjcaLPmoLgHj1cWjYian0MdojIZzIcG7dvQ8G3/6cGHyt+fggfOgxRZ53D5RuIvBiDHSLy+plVssq4tORUZhy0H9Rq1bTx6MlnIyAhwdVFJKI2xmCHiLw2y7GsUVXw3bcwZR5zZjiW8ThRkybDP5rrsxH5CgY7RORVrCaTmj5e8MN3qMrPd86sipx4OiInngFduN7VRSSidsZgh4i8gqW8HMW//ozCJT84l3LQhusRNelMREw4jcs4EPkwBjtE5NEsJSUo/GkJin7+CVajUR3TxcQg+syzoB87HpoAz1y8l4haD4MdIvJI5oICFC75HsW//+pcziEgIRHRZ09RyQC5lAMROfDTgIg8SvmxYzj20SIULV/mzHYc2KWrCnLCBg2Gn0bj6iISkZthsENEHtOSk/31FyiWJR2sVnUsuGcvRJ8zFSFpfbmcAxE1isEOEbk1a0U5Cr5bjMIff3B2V4UNGICoycx2TERNw2CHiNw2T07xH78j/+svnbOrJLjpcfVVqIpLRlWVvXWHiOivMNghIrdb1qFs00bkLvoE5qwsdcw/Ph4dLrgIkcOGIjw6DIWFZa4uJhF5EAY7ROQ2Kg7sR+7CT5xrV2nDwhF97nmIHD9Bza7iuBwiagkGO0Tkcua8XOR9/hlK/lylrvv5+yPy9EmIPuscaENCXF08IvJwDHaIyGUsZWVqFfKin5eqMTqyCrl+5GjEnD8d/tExri4eEXkJBjtE1O6sZjOKf/kZ+d98DavRPv4mpE8aOlw4E0Gdu7i6eETkZRjsEFG7Dj4uXbsGeZ8vhDk3Vx0LSEpG7IUzEZLej2NyiKhNMNghonZRvmc3chd+jIr9+9V1bUQEOpw3HfoxY+Gn1bq6eETkxRjsEFGbMmVlIe+zhSjdsE5d9wsMVIt0Rk2aDE1QkKuLR0Q+gMEOEbWJqhIDCv7vKxT99qt9DSs/P0SMOwUx506DLjLS1cUjIh/CYIeIWpXVZELR0iUo+O5bWMvL1bHQ/gNUUsDA5GRXF4+IfBCDHSJqvcHHG9Yj9+MPUVVQoI4Fdu5iH3zcJ83VxSMiH8Zgh4hOmjk/DzkffoCyzZvUdV10DDqcfwHCR4yEn0bj6uIRkY9zi2DHarXi5ZdfxsKFC1FSUoJhw4bhoYceQqdOnRo8Pz8/H0888QSWL1+ufk2OHj0a9913H+Lj49u97ES+TBIBFi5dohbrVCuSa7WInnw2os+ZCk1AgKuLR0SkuMVPrrlz52LBggV47LHH8PHHH6vgZ/bs2TDJh2cDbrvtNhw7dgzvvPOO2mT/xhtvbPdyE/my8r17kPHYv5G36FMV6AT37IUuDz+mWnQY6BCRO3F5y44ENPPmzcNdd92FCRMmqGPPP/88xo0bhyVLlmDKlCm1zjcYDPjzzz/x6quvok+fPurYNddcgxtuuAFFRUWI5CwPojZlKS1F3ueLUPz7r+q6JixMjcvRjx7LpIBE5JZcHuzs3LkTZWVlGDVqlPOYXq9HWloa1qxZUy/YCQoKQmhoKL788ksMHz5cHfvqq6+QkpKibkdEbUO6jEtWrUTupx/BUlKijunHjEPsjIugDQ93dfGIiNw32MnKylKXiYmJtY7HxcU5/1ZTQEAAnnrqKTWmZ+jQoeqXpJw7f/58aE5iIKRO5xY9em1Gq9XUuvR2vlTf9qhrZVYmst5/D2Xbt6vrAUlJSLz8CoT26o325EvPq6/Vl3X1Xlo3qK/Lg53y6jwcEsTUFBgYiOLi4gZ/Xe7YsQODBg1S43osFovq9pJurI8++ghhYWHNLoNG44eoqFD4Ar0+GL7El+rbFnWVnDlHPv8SRxZ+pgYjy1icjhfNQPK0c6Hx94er+NLz6mv1ZV29l96F9XV5sCPdUo6xO459UVlZieDg+g/Md999p1pxfvnlF2dg89prr+HUU0/FokWLcMUVVzS7DFarDQaDEd5MImp5oRkM5bBYrPB2vlTftqqrtOJkvv+uWu5BhKb3Q+JllyEgLh7FpTJ5oOEJBG3Jl55XX6sv6+q9tG1UX7nPprYWuTzYcXRf5eTkoHPnzs7jcr1Xr171zl+7dq0an1OzBSciIkIdy8jIaHE5qqq8/wUn5IXmK3X1tfq2Vl2rDAY1LkfG5zgW7Iy7+O8IGzpMdRu7w+PpS8+rr9WXdfVeFhfW1+Udhr1791aBy+rVq2vNuNq+fbvKt1NXQkKCCmqk5cfBaDTiyJEj6Nq1a7uVm8jb2KxWtY7VwQfvswc6spbVqRPR9bEnET5sOGdaEZHHcnnLjozVmTVrFp599llER0cjOTkZzzzzjApqJk2apMbkFBQUIDw8XHVzTZs2DW+//bbKtXPrrbeq+3jhhRfUGJ/p06e7ujpEHqnyyGFkf/AeKvbtVdcDO3VG3KVXILhbN1cXjYjI84Mdccstt6CqqgoPPvggKioqVIuOBDT+/v6qxWbixIl48sknVTAjM68kAaEERJdffrmagSWzsuSYBERE1HTWykqV/bjwxx9k8Br8AoPQYdr5iDztdPhpta4uHhFRq/CzyfQmHyf9iAUFZfBmMrVeZpwVFpb5RB+xL9W3pXUt3bQROQs+QFV+vroeNngIYi/+O/yjo+GufOl59bX6sq7eS9dG9Y2ODvWcAcpE1L7MBQVqZfLS9euci3bG/f1ShA0Y6OqiERG1CQY7RD6WAVlac6yS30qjQdQZZyLm3GnQBAa6unhERG2GwQ6RD7CUlSFn/nsoWfOnuh7UrRviL70SgZ06ubpoRERtjsEOkZcz7tiOrHlvoqqwULXmxEw9D9FnT+EAZCLyGQx2iLyU1WxG/hefoXDJ9+q6f3w8Ev5xLaeTE5HPYbBD5KV5czLffB2mo0fU9YhTJiD2oks4NoeIfBKDHSJvy4K89Efkfb5QLdypDQ9H/OVXIWzgIFcXjYjIZRjsEHnRlPKjb76hxuiI0P4DVKCji4hwddGIiFyKwQ6RF8hbthz75r4Oa1kZ/AICEDvzEkSMn8D1rIiIGOwQeTaL0Yjsjz9E8Yrl6npg1xQkzr4GAQmJri4aEZHbYLBD5KGMu3ch6+037Ms9aDToMGUqos6eCj8d39ZERDXxU5HIw8jAY1m8s+C7byUtMvxjY9H7zttgSejkE+vsEBE1F4MdIg9iyjymppRXHspQ1/VjxiFx1izokzqoRfaIiKg+BjtEHrKuVfGvPyN34SewmUzQhIYi/rIrET5kKLS6pq36S0TkqxjsELm5quIiZL0zD8atm9X1kL7pSLjyH9BFRrm6aEREHoHBDpEbK92wHtnvvQNLaQn8/P3RYcZFiDx1Ivw0bM0hImoqBjtEbshaUYGcTxbA8Mfv6npgp85ImH0tApOTXV00IiKPw2CHyM2U79uLrLffhDknG/DzQ9SZZyHmvPOh8fd3ddGIiDwSgx0id5pS/s1XKPj2GzWlXBcdg4R/XI2QXr1dXTQiIo/GYIfIDVQePaoSBDqmlIePGIW4v8+CNiTU1UUjIvJ4DHaIXLxKeeGPPyD/i89Uy44mLAzxsy5H+NBhri4aEZHXYLBD5CLmvFxkzXsL5bt31Vil/EroIiJdXTQiIq/CYIfIBQkCDcv/QM5HC2CrrIBfYBDiZl4C/bjxXKWciKgNMNghakdVxcXI/uBdlG3coK4H9+iJ+KtmIyA2ztVFIyLyWgx2iNpJyfp1yHn/XXuCQJ0OMdOmI2rSZCYIJCJqYwx2iNqYxWhE7kcfwrByuboe2KkTEv5xDQI7dnJ10YiIfAKDHaI2ZNyxHVnvvIWqggKVIDD6rHMQc+401bJDRETtg5+4RG3AajIh7/OFKFr6o7ruHxevEgQGp3Z3ddGIiHwOgx2iVlZxYL9a7sGUlamuR0w4DbEXzoQmMNDVRSMi8kkMdohac7mHb/8PBd/+H2C1QhsRiYQrr0Joen9XF42IyKcx2CFqBabMY8h8+01UHjygrocPH4G4v10KbViYq4tGROTzGOwQneRyD0U/L0XeZwthM5uhCQlF3KxLoR8+0tVFIyKiagx2iFrInJ+vZlqV79yhroek90PCFVdBFxnl6qIREVENDHaIWrDcQ8nKFcj5aD6s5eXwCwhA7EUXI+KUU7ncAxGRG2KwQ9TMKeWy3IMEOyIotTsSrroaAfHxri4aERE1gsEOUROZ8/Nw7JWXUHkoA9BoEHPe+YiefDb8tFpXF42IiE6AwQ5RExh37kDma3PVulbasHAkXncDQnr3cXWxiIioCRjsEP3F+JyipUuQu/ATlTsnsHMXJN14C/xjYlxdNCIiaiIGO0QnGp/z/jsoWbVSXQ8fNRrxl14BTUCAq4tGRETNwGCHqAnjc2IvugSRE0/nbCsiIg/EYIeogZXKj70+F9bSUo7PISLyAgx2iGqOz/lxCXIXcXxOc5irrDBWmFFWUQWjbJVVSIgJQVxksKuLRkSkMNghkvE5lZXIfv9dlKy2j8/RjxqDuEsv95nxOXUDlrIKc53Lho7ZL01V1gbvU4Kdvt2ikd41Gr27RCE4kB83ROQa/PQhn2fOy8WxuS977fgci9WKnMJyHMsrw9G8MnVZWFLZpIClqeSRCgnSqS3QX4vMfCNyisqRs/4ofll/FFqNH1KT9OjbLQbpKdHoEh8OjcY7Hl8icn8Mdsin1RqfEy7jc25ESK/e8ERWqw3ZhUYcyz0e1MilBB5VFmuzApaQIH+E1rrUITTI33kZWuu6DkGBOmhqBIfllVXYeagQ2w4UYOuBAhVs7T5SrLYvft+PsGB/pHWNQt+UaPTtGo1ofVAbPzpE5MsY7JAPj8/5wZ4/x2ZDYJeuSLrhZo8Yn2O12ZBfXOEMaGTLKizH4ewS1R3VkAB/DRJjQpHcwb51iAz+y4DlZEiX1aAesWoT0sojgY9sOzIKUFpuxp87ctQmkjqEqhYfCX56dopUrUNERK2FwQ756Picd1CyepVbj8+RgKzAUImjeaX2wCb3eEtNpdnS4G38dRLUhKiARgKI5A5hSIoNRYeIoFYLZFpCxu/EDUrGqYOSVSvTgUwDtu4vwLaDBWrfEbQtWXMYOq0GPTtFID0lRgU/HWNDvaZLkYhcg8EO+d74HMmfc/iQfXzOzEsQeZprx+dIa4y0fGTlG5FVUIasAqMKaOTLv8LUcFCj0/ohIToUybGh6BQXhp5dYxAZokN0WKDbj4WRYKZHx0i1nT++m2rl2ZEhXV75qstLArztBwvVhl+AiNAAe3dXSjQGdO+AqKhQV1eBiDwMgx3yGa4cnyOtNIYykzOQkUu15RuRW1wuPWkNkoG9CdEhKqixt9TYL+OigqHVaNQ5Op1GBQCFhWWoOsmBxq4g43eG9Y5TmzxO8rg4Wn1k3E9xmQkrtmapTXROCIe/1k+yA6jz1UNnk/9s6nG0P5b24/br9gfXWn3Acb50B6rd6gPq75IpO9gfo9MTMKZ/ourmIyLPx2CHfG98TtcUJN1wE/yjW398jslsQXZheXUgY2+lcWzllQ230oigAK0KaqQLSi4TYuxBTXxUsGoJ8RXSwiZji2Q7Y1gn1eq190iRavGR8T6HckpxKKukTcsgM9UO/bwXn/++H8P7xOPUwclISdS36b9JRG2LwQ55/ficrLffRsmf1eNzRo9B3KyTH59TVFppHxhc3TrjCGhk4HAjjTSQnjIZOyNf5CqgcWwxIaqrhuNSGh6D1KdrtNouPBVqqnxOiQkGQzls0ojlZ59FJo+dPHzqEfSrvl49w0z+4OjZO36eX73bVp+Kg5kl+Hn9URzJLcWyLZlq65oQrsYbDU+L5+BpIg/EYIe8VkV2Ng48/pR9fI5Wax+fc+rEkwoqiksr8cnPe7Fqe3aj54QE6mq00BwPauKiQtSXN7VcRFggunaKbtMuu64JepwyMAn7jhrw84YjWLszBwezSvDOdzvVcz+mXyImDEpSQSsReQYGO+SVSrdtxe7X5qKqpHp8zvU3IaRnr5PKYfPbxqNY9Nt+lUNGwiUZN+NspakR1ISH+LOVxsPJ89e9Y4TaLp7YA8s3Z+KXDUeRV1yBH9ceVlufLlGqtWdgjw4+1dVI5IkY7JB3rm+18GM1PicoJUUFOiczPicjqwTv/7BLTZEWXRLCcdmZvTiOw0foQwJw1sguOHNEZzVw+pf1R7B5X76aQSZbZFgAxg9IwikDkxEVHujq4hJRAxjskNewmk3Ief89GFYuV9fjTpuA6Itnwapp2ctcWnC+/OMAlq47rGbsyCDiC05JVb/m3X16N7U+yVPUPzVGbXlF5fht0zH8sekYikpN+Hr5QXyzIgODenRQA5ql1Yete0ReFuxUVlYiIIADLMl1zIWFyJz7EioO7Ff5c+Iv+RtSL5yGoiIjrM0c2yGtQ+t25eKjn/aomTlieJ84zDytB3+5kyIZqCXwPW9sinqtSGuPLIWxbneu2uKjQ3DqwKR2m74u3aylspBruVkNoNaHBrBrjag1gp39+/djzpw5WLFiBUpLS7Fw4UIsWrQI3bp1w6WXXtrSuyVqtvJ9e9VCnpbiImhCQ5F03Y3Q90tvUfCdW1SOD3/crbopHJl/Z03qifRu7r+MBLU/CShGpMWrTWZv/brhqMoHlF1gxMcnOX290mRRwXaOZNHOMqh9ydVkMJpQYjSr/RKjyX5Zbq6Xq0mWAJGgR7rh1GX1FlF9LDzUHxHVfwvgDDPyci0Kdnbs2IG///3viImJwdSpU7FgwQJ1XKvV4oknnkBYWBjOP//81i4rUT3Fy/5Azvz3YKuqQkByRyTddAsCYuOafT+yhMEPfx5S3RGS20WS+Z09sgvOGdWFXwTUJB1jwzBrUi/V4rN6e3aj09e7JurtQYoELWVmdWkPXGrvN7YkyF+tSSZBkiRMLFOr2lepJJZ/RbponcFQneBIAiMJkCQ4igwL5NR78p1g57///S/S09Mxb948df3DDz9Ulw8++KDq0nr//fcZ7FCbslksahBy0dIf1fWwQUOQ8I+roQlq/urZuw4VqgHIji+F3p0jcemZvTi1mFpEAo4Jg5Ibnb7eHP5aDSL1gQgL8lez/BwtMqq1puZ+aIDKRC0tTSrQKbe3/MhWrAKo49cdAZXjsspiU8uSVJjK1er0fzVuaURaHM4e1VVl8yby6mBn48aN+N///gedTgeLpfavj7PPPhvffPNNa5WPqB5LaSmOvfYKynfuUNdjzp2G6Cnnwq96+YSmkg/7hb/sxfIt9mUI9CH+mDmxB0amxXP8GbXJ9PXfN2eqQMTeYuKvLsNV4OKPcEeXkwpeJLgJQFiIP6Kjw5qVV0gCErmtbMn2RedPOD5NBuLLkhz2AMgeFBXX6CJzXJf3i8lsxcpt2Wob3DNWtXxyViJ5bbATGBiIioqKBv9WVFSkBisTtYXKI4dx7OU5akFPv8BAJPzjGoQPHtKs+5Bfvss2Z6pAR5r5xYSBSbhgQirXQqI2nb4uW3O0ddAt9x8S5K+2prRkSvqFxSsz1CDs9dWbLNA6ZVQX9OwUyR8J5F3BzpgxY9Tg5MGDByM21v7TQV7kZWVlqmtr9OjRrV1OIpSsX4est9+ArbIS/h1i1ficwI6dmnUfR3JK8f6SXdh7pNg5zuKyyb3QPTmijUpN5D2kFefG6f1wNK8M363KwKpt2WrNMtnkPSQtPTI1n0EPuRs/m2NJ4GbIzMzEzJkzYTAY0Lt3b2zatAnDhg3DgQMHVLPoRx99hE6dmvcl5EoWixUFBWXwZp68MrbNakXBN18j/+sv1fWQPmlIvPYGaMPCmlxfGbT59fIDWLLmMCxWmxpkOW1cCk4f2tG5erin8uTntrl8qa6eUF/JN/Td6kP4Y3OmGuQvOsWFqaBnaK+4ZuWjcve6tiZfqmtb1jc6OhTaJqZYaFGwIwoLC/Huu+9i1apVqusqPDxcBTxXXnkl4uKaPxvGlRjsuC9rRTmy3n4LpRvWqeuRp09C7IUz4afVNrm+a3ZkY8GPu5FvsOfMGdIzFpec3gPR+uYPZnZHnvrctoQv1dWT6isL48oPCVlSQ35YiPioYDWjcVR6QpNy/nhKXVuDL9XVo4OduXPn4swzz0Rqaiq8AYMd92TKzVHjc0xHj8BPp0PcpZcjYsy4JtfXDD+88ulGNa5AxOiD8PdJPTGwewd4E098blvKl+rqifUtLTfjp3VHsHTtYed4OEnEOXlEZ7WkxommrXtaXU+GL9XVXYKdFo3Zef3119G3b1+vCXbI/Rh3bFczrqxlZdBGRCLphpsQnNq9yQOQZTyBJHSTX5mSM2fS8E44d3QKAgOYI4Sorcj0d8kqPWlYJ/y28ZjKXSXJED9augffrDiojp86qCNCgrhSEbWvFr3iunfvrsbnnHLKKa1fIvJpaiHPn35E7qcfSw58BKV0Q9KNN0MXGdWk28u4gXnf7sCq7dnquswQkQzIMhCZiNov15C05kwckoxlW7LUjw9ZMf6z3/Zj8apD6vjpQzupWWpEbhvsnHrqqSrPzh9//IFevXohJCSk1t9lJP6NN97YWmUkH2E1m5HzwXswrFimrutHj1FdVxr/pn0gGiuq8MoXW9RK1NKac835/TCidyyslhYNSyOik+Sv06qs0eMHJOLP7Tn4dlUGjuWVqUVTl/x5GOMHJmHy8M5eM36O3FeLxuzIDKwT3qmfn1pSwlNwzI7rVRUV4Zgs5Ll/n7yAEHvRxWowclOnsEpT+fOfblLp+aWr6pYL+mP80M5uW19fem5bky/V1RvrK13MG/fkqS4tySgt5IfJmH4JmDomBb1TY72mrr70vHrtmJ2dO5uX8vxErFYrXn75ZbWQaElJiZrR9dBDDzU6dd1sNqscP19++aU6X5at+Oc//4k+ffq0WpmofZXv349jc+fAUlQETUgoEq+7AaFpfZt8e/ml+PynG9VsK8lIe/uFA5DakXlziNyNZHeWzMuDenTA9oOF+HblQew8VITfN2Wq6evD0xKQmhSOrgl6dIkPUy1DRK3hpEeJ7du3TwUd0dHR6Ny5M1oys0sWEn3qqaeQkJCAZ555BrNnz8b//d//NZiJ+d///jd+/fVXdX5SUhJefPFFXH311fjuu+/U9HfyLIYVy5H9/jv2hTyTkpF0060IaEbqgt2Hi/DSZ5vVzI/46BDccdEAxEYGt2mZiejkSIutZF6WTRJ8frPyIDbvy8fqbVlqc7T4dI4PR2qyHqlJEUhN0iMmIogJC6l9gx1Z/0oWBM3Ly3Me69ChA+68805MmzatSfdhMplUxuW77roLEyZMUMeef/55jBs3DkuWLMGUKVNqnX/48GF89tlneO2119Q54vHHH1f/3tatWzFq1KiWVodcsZDnok9R9OMP6nrooMFIVAt5Nj1QWbcrB69/vV0NSpYPwltm9FfrARGR55C1w267cAAyC4zYdaQYW/bmYt+RYrVOlyxPIdtSHFHnyurr3ZL0SE22Bz/SAsQZltRmwc7PP/+Mu+++GyNHjsQdd9yhgpycnBx8/fXXuP/++xEZGekMXv6qO0yWmKgZpOj1eqSlpWHNmjX1gp3ly5er1pvx48fXOl/KQ55DWnGOvTIHZVs2q+vRU89DzNTzmrWQp+TykESBMuBM8uZce17fE+bwICL3JpmX+/eKx+mDk2E2W9TsrX1Hi7HvmAH7jxXjUHapWpB0w548tTm6xTrGhqrgxxEESTJDtv5QqwQ7r776KiZPnqxaYWq64IILcPvtt6s8PE0JdrKy7M2ViYmJtY5LBmbH32qS6e4ylkdafd544w1kZ2erwOi+++476Zw/MoDKmzkGcTV1MFdbylywQAU6fgEBSL76WuiHDWvWAEdZwPPbFRnq+qmDk9XaVnWXfHCn+rY11tV7+VJ969Y1sUOo2sYOSFLXTWaLGtQsAdBeCYKOFKOgpBKHckrVJtmbRWiwP7pL11dyhFqvq1tShNvl9fGl59Vd6tuiV8Du3btx8803N/i3888/H7feemuT7qe8vFxd1h2bI6uqFxfbF2qsqbS0FBkZGWqczz333KNadSTw+tvf/obFixcjJiamJdVR67fISHFfoNe7djxL5rffoVBa4vz80PvuOxA9vOmBjrnKijmfbsCv6+xN2rPO6o2LJvY84a84V9e3PbGu3suX6nuiusbH6TGif3Kttbl2ZRRiZ0aButx7pAhl5WZs2puvNiEfD53iw9GrcxQSYkIRFKhFcIAOQYE6lQ8oKEBba18uAwN0asyQK+vqjfQurG+Lgp2oqKgGgxEh62Q1NLC4IUFBQc6xO459UVlZieDg+g+KTqdTAY+0KDlacmRfkht+8cUXamBzS1itNhgMRngziajlhWYwlKup9q5QunUrDr01T+3HXXgR/HqkqamITVFeWYU5izar1ZWl6fofU/pg3IAkFBUZ3ba+7YV19V6+VN+W1FU6rtM6R6gN41LU+L1D2SXVLT8GdZlbVI5DWSVqa44AnUaNBwqSwChAa9/3r75U16sDJecxHSLDA9SyNJI3KDRI1+gPMV96XtuyvnKfbTr1XMbYyHRxmSYuM6hqrob+yiuvYMyYMU26H0f3lYz3qTmTS65LssK65N+SgKdml5UESdK1deSI/dd+S/lCrgMhLzRX1NWUlYUjc19WWZH1o8Yg4ozJTS6HLDL4wqebVFO1jMu54fx09OsW06Tbu6q+rsC6ei9fqu/J1rVzXLjaThtkvy7jfGTMz/5jBhjKTKg0W1BhsqilZCrM9kvHsQpTFRyZ50xVVrWVGM0tKkeAvwbR4RL4BKpLWSNM7euDEBsVjNQAnU89r8KV9W1RsCODkmV8zqRJkzBo0CA1QFlmZW3YsAERERFqRlZTkxOGhYVh9erVzmDHYDBg+/btmDVrVr3zJbiqqqrCli1b0K9fP3WsoqJCzdI655xzWlIVageWsjIcfekFWI1GBKV2R9xllzd5AGFmfhn+98km5BsqoA/xx60XDkBKor7Ny0xE3kFmcA3qIbl9Yv/yXMmxK61DdYMhZ1BU85ipSgVJjmPlFVUoLK1EgaFSLYhqMluRVWBUW2OCA7X2QKg6IJJgyB4UBSG6+pITL1wY7MTGxqpuI5k2LrOmZNq3BDmXXnoprrzyShX8NIV0d0lQ8+yzz6o8PcnJySrPjrTgSCBlsVhQUFCgZmBJC87QoUMxevRo3HvvvXj00UfVrC9JMKjVanHeeee1pCrUDlPMM1+bC3N2FnTRMUi64eYmL/8g+TdeXLTJnkMnKhi3zxyIOObQIaI2Ij/CJJGhbOG1V0FqFnOVRQ2elsCnwFCh9gurL+W6ZHyXz7XySguOVpbhaF7j3fnSHSZBT2RYoBpoLWOKgqvHFtk3+xikmtdlDFJIoA46HxkA3RQtHqIu43amTp2qpqCL3Nxc1SIjAUhz3HLLLaq15sEHH1StNNJ68/bbb8Pf3191TU2cOBFPPvkkpk+frs5/6aWXVHB00003qfMHDx6M999/XwVL5H5yP1kA445t9plXN98KXUTTMhuv352L17/epgYlS0vOrRf256KBROQRJFiKjwpRW2Ozf4NCArH/UAFyC8udAZEzMKrelxYmCYrKKkpxOKe02eWQYCdEgqFAnTMAknFG6rJmsBSog79WowZzCz84d45f1Plb3cZ5R2t93TZ7OSz1HVljYLnHrI0lU75lMLDMplq6dKk69ttvv+Haa6/FwIEDVdK/5gY9rsS1sdpG0a8/I2f++2o/8YabET54SJNu98v6I5gvOXRswIDUGFx3XnqzE4f50tozrKv38qX6sq4NL25cUFKhWoiKSytRbrKoyRrOre716mPSteZuhqXF4+bp/Txrbaynn35azaCSFhYHmRH1+eefq/E8zz33HB577LGW3DV5CePOHcj56EO1H3P+BU0KdCTu/vz3/fh2pT2HzvgBSbj0zJ71cugQEfkC6bYKCQpDx9iwZs8wljFFxsoqVFRa7JfV16XrrKKy/t+kFd3Z8lHdBuK4XrdJpG4bieNqY7eX9C6nDm54vcv20qJgZ8WKFWrMjLTi1CQJ/iTHzn/+85/WKh95IFN2No7JzCuLBeEjRiL67NqZsBsigwLf/W4nVmy1J5OcNjYFU8d0ZSZUIqJmkuAiJMhfbe7WkuVRwY606sig4IZIfhxZAoJ8k8VoxDE186oMQSndEH/5VX8ZsEjT69wvtzpz6EhGZGnVISIiag0t6h8YMGAA3nnnHZjNtfMPyEBjGSzcv3//VikceeDMqzdehSkrE7qoaCTdeAs0f5FgUvqhn16wQQU6kpfilhn9GOgQEZHrW3ZkBpVMM5eZUrIopyzTIFPEZaHO/Px8fPDBB61bSvIIuQs/gXHrFjXzKummW6D7i0HqkkPn+U83qQX/wkP81crHzKFDRERuEezIWJ1PPvlEzbr69ddf1RIRkgtH8uDccMMN6NOnT6sXlNxb8e+/oWjpErWfcNXVCOrS9YTny2J+Ly7arJJvSe6c22cOaHSaJhERkUvy7MhgZEnoR2TcvQvZH9qnmMecdz7Ch554cc9tBwvw0mebVYbRrgnhqkVHH8ocOkRE5GbBjizRIAOVZZ2qkpISvPDCCzh69CgmT56MadOmtW4pyW2ZcnNwbO5L9plXw4Yjesq5Jzx/w+5cvPrVVlRZbEhPiVbrXMkCekRERG41QFkSCJ511llYtGiRuv7QQw/h448/VskG77//fixcuLC1y0luyFJebp95VVqKwK4piL/iHyecebVqexZe+cIe6AzpGYubL+jPQIeIiNwz2Hn11VcxduxY3HjjjWrhzh9//BHXXHONWi9LLmVGFnk3m9WKrDdfg+nYMWgjIu0zrwIDGz3/903H8ObX22G12TCqbwKum9YX/jomCyQiorbXom+bnTt34vLLL1crlv/+++9qwc4zzzxT/W3MmDHIyLBnwCXvlffZpyjbvAl+/v5IvukW+EdFNXrukjWHVcJAyaY5YVAy/jGlD7MiExFRu2lRH0JgYKDKqSOWLVumpp737t1bXc/Ly4Nez+nD3qx4+R8o/OF7tR9/5T9U8sCGSErxb1Zm4Ivf96vrk4d3xoWnpjIrMhERuX+wIyuNz5s3T3Vh/fDDDzj//PPV8a1bt+Lll19WfyfvVL5nD7Lff1fty2Bk/fCRjQY6i37bh+9WHVLXufwDERG5Sov6Eh544AFkZWXhzjvvRHJyMq6//np1XFY9lxlad911V2uXk9yAOS8Xx+bOUTOvwoYMRcy5Dc+6k3E5H/642xnoXHRqd5w7NoWBDhEReU7LTqdOnbB48WKVLblDhw7O46+88orKvxNQY4mANWvWoG/fvggJYcI4T2atKMfRl16EpaQEgZ27qMSBfg2Mu7FY7Qt6Lt+SBQltLp3cCxMGJrukzERERKLFo0TlV3rNQMeRWblmoCMDly+77DIcOHCAj7aHz7zKfOsNmI4egVavV0tBNDTzSlYuf/2rbSrQkQU9Z09NY6BDREQu1+ZJTmTsBnm2vC8+Q9nGDfDT6ZB0063wj46pd47JbFErl2/elw+d1g/XnpuOIb1iXVJeIiKimpjRjU7IsHI5Cr/7Vu3HX3EVgrul1junvLJKLf+w81ARAnQa3DS9H9K71Q+IiIiIXIHBDjWqfN9eZL/3jtqPPnsK9CNH1zunrMKMFz7dhH3HDAgK0OLWGf3Rq3PjOXeIiIjaG4MdapA5Px/HXpkDW1UVQgcOQsy06fXOMRhN+N/HG3EopxShQTrcMXMgUhKZY4mIiNwLgx1qUM5H82ExGBDQsRMSZ19bb+ZVYUklnv14AzLzjWrF8rtmDkTHuDCXlZeIiKgxDHaonqqiQpRt2qj2E6+5DpqgoFp/zy0qxzMfbUBecQWi9YG46+JBSIhmagEiInJPDHaoHsOK5TKNDsE9eiIwqfbU8cz8Mjz78UbVshMXGYy7LhmIDhHBLisrERHRX2GwQ/VSBRQv+0Pt68eMq/W3Q9kleO6TjSgxmpHUIRR3XTwQkWGNr3RORETkDto02NFqtXjyySfRsWPHtvxnqBWV79kNc042/AKDED50mPP4vqPFeP7TTTBWVqFLfDjumDkA4SHHE0gSERF5RQblr7/+GlOnTlWZki+88EIsXbq03jmbNm1Cnz59nNdlkdCIiIjWKS21OcOy39Vl+LDhzrE6OzMKVdeVBDrdkyNw9yWDGOgQEZH3BTuyFtY999yDhIQEzJw5U614fvPNN+O5555r2xJSu7GUl6Nk7Rq1HzFuvLrcvC8Pzy/chEqzBX26ROHOmQMREsTeTyIi8hxN/tZ66623VJDzyCOPqOt33303nn76abz55pvquqyATp6tZM1q2EwmBCQkIqhbKtbuzMHrX2+DxWrDwO4dcP20vvDXaV1dTCIiorYJdmQxTwlwnDfU6fDAAw+oSwmE4uPjMWvWrOb96+SWXVj6ceOxblcuXv1qq0zKwvA+cZg9JQ06bYvXjSUiInL/YCcqKgo5OTn1jkvXVlZWlhqILAFPXFxca5eR2kHl0aOo2L9fRpUjfOQoLPpohwp0xvZLxBVn9YZG4+fqIhIREbVIk3+qjx49GnPmzMG2bdvq/e2pp55C//79cccdd+CLL75oWUnILVp1QvsPwAEDkFNUjsAALf5+Rk8GOkRE5BvBzm233YawsDDMmDHDOW7HISAgQI3dkYDn448/botyUhuS9a8MK1eo/Yix47F8S6baH9YrTgU8REREPhHsdOjQAQsXLsSLL76IFStWqCnmNUkg9P777+P+++/HkCFD2qKs1EZKN22EpbQE2ohI6HqmYc1Oe3flmH4Jri4aERHRSWvWiFNpwZk0aZIao1NWVtZgEsHLL78c8+fPP/mSUfsPTB49Bhv2FaDCZEFsZBB6dIp0ddGIiIhOWoum1wwaNAirV68++X+dXM5cWIiyrVvUfsSYcVhW3YU1Jj0RGj+O1SEiIs/XouxwvXr1wttvv43vv/8evXv3RkhI7RWv/fz88MQTT7RWGakNGVYscy76aQiOwI6M7er4aHZhERGRLwc7P/74o5pibjabsWWLvVWgbrBD7s9mtcLgWPRz7Hj8tjVL7UumZK5kTkREPh3s/Pzzz61fEnLNop+5OWoNrLAhQ7H83fXqOAcmExGRN2FKXB9W7Fj0c/gI7MutQG5RhZpqPqQnE0MSEZH3YLDjoyxGI0rXrVX7+hoDk4f1Zm4dIiLyLgx2fH3Rz6Qk+HXs6sytI8tDEBEReRMGOz6q+I/q3DpjxmHd7lxUmiyIiwxGj44Rri4aERFRq2Kw44MqjxxG5cEDatFP/agxzuUhZGAyZ9IREZG3YbDjg4qrp5uHDRiIIqs/dh4qgoQ4o9PZhUVERN6HwY4vLvq5yr7op37sOKyozq3Tu0sUYiKCXFw6IiKi1sdgx8eUbFgPa2kptJGRCE5Ld87C4sBkIiLyVgx2fExR9cDkiNFjsfdYCfKKKxAUoMXgnrGuLhoREVGbYLDjQyrz8lFavbwHc+sQEZGvYLDjQ3J+/sW+6GfPXrBGxWDtzlx1fAy7sIiIyIsx2PGhRT9zfrKvaRYxdjzW7cpFpdmCuCjm1iEiIu/GYMdHGHftREVW9vFFP525dRKZW4eIiLwagx0fUfR7dcbkkaOQX249nlunL1c4JyIi78ZgxwdYjGUwrF2j9qPGj3fm1unTlbl1iIjI+zHY8QElf66GzWxGSOdOCOiaUqsLi4iIyNsx2PGh5SHiTp+I3YeKmFuHiIh8CoMdL1d5+Piin3ETxuOPzfZWneF94hDoz9w6RETk/RjseLni5faByeGDBqMqKBRrduSo62P7Jbm4ZERERO2DwY4Xs5rNMKy0L/oZOX48lm86pnLrxEcFIzVZ7+riERERtQsGO16sbNMGWMvKoIuKQlh6P/y09pA6ztw6RETkSxjseLHi6kU/9aPHIre4Alv35dtz66Qztw4REfkOBjteypyfD+P2bccX/awemNw3JRrReubWISIi38Fgx0sZViyzL/rZqzd0sbHOYGfsAA5MJiIi38Jgx0sX/Sxebs+tEzF2HHZV59YJCdJhSC/m1iEiIt/CYMcLle/aiaq8PGiCgxE2+Piin+MGJjO3DhER+RwGO16oeFl1bp3hI1EJLdbusufWOX1YZxeXjIiIqP0x2PEylrIylK5b6+zCkkDHZLYiIToEvbpEubp4RERE7Y7Bjpcp+XMVbFVVCEjuiEC16Kd9hfNxA5hbh4iIfBODHS/NrSOtOrlF5dh9uEjl1uEK50RE5KsY7HiRikMZqDyUoRb91I8c7WzVSWNuHSIi8mFuEexYrVbMmTMH48aNw8CBA3H11Vfj8OHDTbrt119/jV69euHIkSPwdYZl9unmYQMHwS8sDCu22mdhjenHjMlEROS73CLYmTt3LhYsWIDHHnsMH3/8sQp+Zs+eDZPJdMLbHT16FI8++mi7ldOdWc0mGFatVPsR48ZjV0Yh8g2VCA7UYXAP5tYhIiLf5fJgRwKaefPm4ZZbbsGECRPQu3dvPP/888jKysKSJUsavZ0ERHfffTf69u3bruV1V2UbNsBqlEU/oxGSlo5l1V1YI/rEIYC5dYiIyIe5PNjZuXMnysrKMGrUKOcxvV6PtLQ0rFmzptHbvfbaazCbzbj22mvbqaSekVtHP2YMKsxWrKvOrcOByURE5Ot0ri6AtOCIxMTaX8pxcXHOv9W1efNm1Rq0aNEiZGdnt0o5dDqXx30tZsrLg3HHdrUfPf4UrNyTC1OVFYkxIejZOVJNOddq7fVzXHo7X6ov6+q9fKm+rKv30rpBfV0e7JSXl6vLgICAWscDAwNRXFxc73yj0Yi77rpLbV27dm2VYEej8UNUVCg81aEfvlWLfkb0S0d8rxSsWrpMHT9jRBdER4fVOlevD4Yv8aX6sq7ey5fqy7p6L70L6+vyYCcoKMg5dsexLyorKxEcXP+Befzxx5GSkoKLL7641cpgtdpgMBjhqYt+Zi35Se2HjRqLnftysW1/PiR/4ODuMSgsLHNG1PJCMxjKYbFY4e18qb6sq/fypfqyrt5L20b1lftsamuRy4MdR/dVTk4OOnc+vnaTXJcp5XV99tlnqhVo0KBB6rrFYlGXU6ZMwXXXXae2lqiq8swXXNn2bTDn2xf9DB44GD+ssk/B79s1GvqQgHr1kheap9a1JXypvqyr9/Kl+rKu3sviwvq6PNiR2VdhYWFYvXq1M9gxGAzYvn07Zs2aVe/8ujO0Nm3apGZlvfHGG+jZsyd8NbdO+IhRgL+/M7fO2P4cmExEROQWwY600khQ8+yzzyI6OhrJycl45plnkJCQgEmTJqmWm4KCAoSHh6turi5dutS6vWMQc1JSEiIjI+Fzi36udyz6OR47MwpRUJ1bZ1CPDq4uHhERkVtwi6HgkmNnxowZePDBB3HJJZdAq9Xi7bffhr+/PzIzMzF27FgsXrzY1cV0O4bVK+2LfnbshMAuXbB8i71VZ0RaPPx1zK1DRETkFi07QoIb6YqSra6OHTti165djd52xIgRJ/y7L3RhSatOhcmCdbty1XUuD0FERORmLTvU8kU//XQ66EeOwpqdOc7cOt0S9a4uHhERkdtgsOOhSv5crS5DBwyENiwMy6q7sCRjsiQRJCIiIjsGOx6qbMtmdRk2eAiyC4zYe6RY5dYZ1ZddWERERDUx2PFA5vx8mI4egUQ3oX37YXn1dPP0lBhEhQe6unhERERuhcGOByrbskldBnVLhV9IKJZXr3DOgclERET1MdjxQGWb7cFOaP8B2HGoEIUllQhhbh0iIqIGMdjxMFaTCcadO9R+WP8BzK1DRET0FxjseJjyXTthM5mgi4pGVYfEGrl1uDwEERFRQxjseJhSRxdWv/5YuysH5urcOimJ4a4uGhERkVtisONBbDabc3CyjNdxDEwey9w6REREjWKw40FMmZmoystTWZNL4rtg79Hq3DrpnIVFRETUGAY7HsTRqhPcqzfW7Ct25taJDGNuHSIiosYw2PHEKef9BmDD3jy1P6RXrItLRURE5N4Y7HgIi9GI8r177PupfZCRVQIZpTOgO3PrEBERnQiDHQ9h3L4VsFjgn5CArcX2wcgpSXpEhAa4umhERERujcGOhyjbXL3wZ78B2LTH3oXFVh0iIqK/xmDHA9isVucq5/5p6dieUaj2BzLYISIi+ksMdjxAZcZBWEoM0AQF4YB/B5VIMEYfhI6xoa4uGhERkdtjsONBWZND0vpi04EiZ6sOEwkSERH9NQY7HsDRhRXSrz827c1X+wN6xLi4VERERJ6BwY6bqyouRuXBA2q/ID4VxWUmBAZo0atTlKuLRkRE5BEY7Li5sq32Vp3ALl2xMcuk9tNTouGv41NHRETUFPzG9JisydKFZZ9yzllYRERETcdgx43Zqqpg3L5N7Vd164PDOaVq4c/+qRyvQ0RE1FQMdtyYLA9hLS+HNjwc2832aeapyREID2HWZCIioqZisOMJXVjp/bFxX4HaZxcWERFR8zDYcWPOrMl90rGzOmsyl4ggIiJqHgY7bsqcmwtT5jFAo8HB0CRUWWyIiwxGUkyIq4tGRETkURjsuKnSLfYurODuPbDxSJmzVYdZk4mIiJqHwY6bj9cJSe+PzfvsWZMHducsLCIiouZisOOGrJWVKN+5Q+0XJKSixGhGcKAOPTpFurpoREREHofBjhsy7tiucuzoYmKwqVinjvXrFg2dlk8XERFRc/Hb041nYYX2H4BNzi4szsIiIiJqCQY7bsZms6GsenCyJaU3juaVQePnh37MmkxERNQiDHbcjOnoEVQVFMDP3x/b/ewBTo+OEQgN8nd10YiIiDwSgx13nYXVuw82HDSofSYSJCIiajkGO26bNbkfdh8uUvsDezDYISIiaikGO27EUlqqFv8UGRGdYLHakBAdojYiIiJqGQY7bqRs+1YZoYyApGRszLGoY5yFRUREdHIY7Lhl1uR+zqzJA5g1mYiI6KQw2HETNqsVZVu3qP3ChFSUVVQhNEiH7h0jXF00IiIij8Zgx01UHNgPa2kpNMHB2GTSq2OSW0er4VNERER0MvhN6m5dWH37YeP+QrXP8TpEREQnj8GOmwU7ltTeyCowQqvxQ3oKx+sQERGdLAY7bsBcWIjKw4cAPz/sDEhQx3p2ikRIkH0RUCIiImo5BjtuwFidSDCoawrWH6lQ++zCIiIiah0MdtxAafXCn/5p6dhzpFjtD2DWZCIiolbBYMfFrGYzjNu3qf0jEZ1htdmQ3CEUcZHBri4aERGRV2Cw42Llu3fBVlkJbUQE1hkC1TEu/ElERNR6GOy4ycKfkjV5ywFOOSciImptDHZcrKx6vE5RYneUV1YhLNgf3ZLsSQWJiIjo5DHYcSFTdhbM2dmAVovNNntrzoDUGGg0fq4uGhERkddgsOMGiQSDe/TEhowStT+Qs7CIiIhaFYMdFyrbbB+vY0ntg5yicui0fuibEu3qYhEREXkVBjsuYq0oh3H3TrW/NzhZXfbuHIWgAGZNJiIiak0MdlzEuGM7YLHAPzYOf+ba1DFOOSciImp9DHZcpHTz8azJ+44Z1D6nnBMREbU+BjsuYLPZnPl1jkV1gc0GdIoLQ0xEkKuLRkRE5HUY7LiArHBuKSqCX0AA1lfYc+qwC4uIiKhtMNhx5ZTz3mnYfIhdWERERG2JwY4Lgx1DcndUmCyICA1A18RwVxeLiIjIKzHYaWeWkhJUHNiv9rdqE9TlgO4x0PgxazIREVFbYLDTzsq2bpERygjo2AlrjpnUMY7XISIiajsMdly08Kc1tQ/yDRXw12mQ1pVZk4mIiNoKg512ZLNY7C07APaHdVSXfbpEIdBf6+KSEREReS8GO+2ofN9eWI1GaEJDsdpgz6nDWVhERERti8GOC2ZhBfTui/2ZpWqf43WIiIjaFoOdduTImpwd0xWyGlaXhHBEhQe6ulhERERejcFOOzHn58N09Ajg54d1lhh1jF1YREREPhLsWK1WzJkzB+PGjcPAgQNx9dVX4/Dhw42ev2fPHlxzzTUYMWIERo0ahVtuuQXHjh2DJ8zCCkxJxcZj5WqfwQ4REZGPBDtz587FggUL8Nhjj+Hjjz9Wwc/s2bNhMtnz0NRUWFiIK6+8EkFBQfjggw/w5ptvoqCgQJ1fWVkJdx+vU9qpB0xmq+q+6hwf5upiEREReT2XBzsS0MybN0+1zkyYMAG9e/fG888/j6ysLCxZsqTe+UuXLoXRaMTTTz+Nnj17Ij09Hc888wz27duH9evXwx1ZTSYYd+5Q+zsCEp0Dk/2YNZmIiMj7g52dO3eirKxMdUc56PV6pKWlYc2aNfXOl/OkJUhadhw0Gns1DAb7oprupnzXTthMJuiiorAy117Wgd3t43aIiIiobengYtKCIxIT7S0eDnFxcc6/1dSxY0e11fTGG2+o4GfYsGEtLodO13Zxn3GrfRYWeqShsMCEAH8N0lNj2vTfrEur1dS69Ha+VF/W1Xv5Un1ZV++ldYP6ujzYKS+3D9YNCAiodTwwMBDFxcV/eXsZtzN//nw8+OCDiI5u2bILGo0foqJC0RZsNhv2VQc7mTEpQAEwqGcc4mP1cAW9Phi+xJfqy7p6L1+qL+vqvfQurK/Lgx1Hd5SM3anZNSWDjYODg08YRLz44ot49dVXcf311+PSSy9tcRmsVhsMBiPaQuWxo6jMzoGfToffiqU+lUjvGoXCwjK0J4mo5YVmMJTDYrHC2/lSfVlX7+VL9WVdvZe2jeor99nU1iKXBzuO7qucnBx07tzZeVyu9+rVq8HbmM1m3H///fjmm2/U5RVXXHHS5aiqapsXXPGGjepSl9oTe3MqIUOS07vFtNm/91fkheaqf9sVfKm+rKv38qX6sq7ey+LC+rq8w1BmX4WFhWH16tXOYzLQePv27Y2Owbnnnnvw/fff47nnnmuVQKc9ppznxaWoy5QkPSJCa3fZERERUdtxecuOjNWZNWsWnn32WTXmJjk5WU0lT0hIwKRJk2CxWFQenfDwcNXN9fnnn2Px4sUq4Bk+fDhyc3Od9+U4x11YjEaU792j9jciTo5wLSwiIiJfa9kRkmNnxowZapDxJZdcAq1Wi7fffhv+/v7IzMzE2LFjVYAjpOtKSJ4dOV5zc5zjLozbt0m7HXTxCVibK6thMWsyERGRz7XsCAlu7r77brXVJdPMd+3a5bwuCQg9haMLq7xTD5iLrIjRB6JjbNvM+iIiIiI3btnxRjar1bnK+e7gJHU5sHsssyYTERG1MwY7bcRSWgpLiQGa4GAsKwpRxwb0YNZkIiIin+zG8kba8HDEX3EV8vxCUPiHAYEBWvTqFOXqYhEREfkctuy0Eemuihg7Hpss9qzO6SnR8G/H5SGIiIjIjt++bWzT3jx1yVlYRERErsFgpw3lF1fgcE4pZExyv1SO1yEiInIFBjttaNM+e6tOanIE9CHMmkxEROQKDHba0EZ2YREREbkcg502UmmyYGdGodrnEhFERESuw6nnbcRqs0Gn1aBTXAiSYux5doiIiKj9MdhpI8GBOjx13SgE6rTMmkxERORCDHbaEAclExERuR7H7BAREZFXY7BDREREXo3BDhEREXk1BjtERETk1RjsEBERkVdjsENERERejcEOEREReTUGO0REROTVGOwQERGRV2OwQ0RERF6NwQ4RERF5NQY7RERE5NUY7BAREZFX87PZbDb4OHkIrFbvfxi0Wg0sFit8hS/Vl3X1Xr5UX9bVe2nboL4ajR/8/PyadC6DHSIiIvJq7MYiIiIir8Zgh4iIiLwagx0iIiLyagx2iIiIyKsx2CEiIiKvxmCHiIiIvBqDHSIiIvJqDHaIiIjIqzHYISIiIq/GYIeIiIi8GoMdIiIi8moMdoiIiMirMdghIiIir8Zgx0sUFRXhoYcewvjx4zF48GBccsklWLt2baPnv/rqq+jVq1e9zVNkZ2c3WP7PP/+8wfMLCwtx5513YtiwYRg+fDgeeeQRlJeXw92tXr26wXrKNnHixAZvs27dugbPl/tyZ6+//jouvfTSWsd27NiBWbNmYeDAgTjttNPw/vvv/+X9fPfddzj77LPRv39/TJs2DStXroSn1Pfnn3/GBRdcgEGDBqn6/ve//0VFRUWj92GxWFQ96z7XL730Ety9rg8++GC9ckudPf25rVtX2W/sPfzll182ej9XXnllvfPrPobu+F2zcuVKTJ8+HQMGDMDkyZPx7bff/uV9fvjhh+rzTJ7Xv/3tb9i+fXvrF9xGXuHKK6+0TZkyxbZmzRrb/v37bY888oitf//+tn379jV4/q233mq7++67bTk5ObU2T/Hrr7/a+vXrZ8vOzq5V/vLy8gbPnzVrlu2CCy6wbd261bZixQrbqaeearvnnnts7q6ysrLec7RkyRJbr169bIsWLWrwNh9++KHt9NNPr3c7uS93NX/+fFvv3r3V8+RQUFBgGzFihO3++++37d27V9VXnvPG6i1Wrlxp69u3r+29995Tt3nqqads6enpat/d6yvv3T59+theffVV24EDB9RrfPz48bb77ruv0fuRevXs2dO2Y8eOWs91aWmpzZ3rKmbMmGH73//+V6vc+fn5Hv3cNlTXwsLCWnWUz6y//e1vtnPOOeeEz9OoUaNsCxYsqHVbuS93/q7Zu3eveo/K8yr7b731li0tLU195jbm888/V7f/6quvbHv27FHfS8OHDz/ha6ElGOx4gYMHD6oPvLVr1zqPWa1W9YX3wgsvNHibs846y/bOO+/YPNUbb7xhmzp1apPOXb9+vXp8an4o/vHHHypgyMrKsnmSsrIyFaid6Avw4Ycftl133XU2TyCP/7XXXmsbOHCgbfLkybW+JF577TXb2LFjbWaz2Xnsueees02aNKnR+7vqqqtUIF/TzJkzbf/6179s7l7fO++803bFFVfUOv+LL75QX/CNBarffvutbfDgwTZ3dKK6yueTHJfAvanc+bk9UV3r+uCDD1SQ1tgPUZGXl6c+s7Zt22bzpO+af/3rXyqIremOO+5Qz11j5P389NNPO6/L+/2UU05R7//WxG4sLxAVFYU33ngD/fr1cx7z8/NTm8FgqHe+yWTCwYMH0a1bN3iqXbt2ITU1tUnnShNrbGxsrfOlK0seH+ny8SSvvfaa6n679957W+WxcbVt27bB398fX3/9tWr2rvu8yfOk0+mcx0aOHKleu3l5efXuy2q1Yv369Rg1alSt4yNGjMCaNWvg7vW96qqr6j2vGo0GZrMZpaWlHvdcn6iuhw4dgtFobPJnkLs/tyeqa00FBQV44YUXcP3115+w7vK8yudTSkoKPOm7Zu3atfWeI3nPyuesNK7UlZ+fr97PNW8j7/ehQ4e2+vN6/FOEPJZer8cpp5xS69gPP/yAjIwMPPDAA/XO37t3r+rrl3P+85//oLKyUo1lufvuuxEXFwdPsHv3bvXG+/vf/44DBw6gS5cu6gNE+pEbGt+TmJhY61hAQAAiIyORmZkJTyEflO+++64aeyRlb8yePXvUYyP95lL3nj174vbbb1f94e5Gxmg0Nk4jKytLlb0mx+tTnrcOHTrU+pt82MoXaEJCQr3byH25e33T0tJqXZcgR57v9PR0REdHN/o+qKqqwj/+8Q/s3LkT8fHxuPzyy3HeeefBnesq5RYffPABfv/9dxXUyXtXXqfh4eH1znf35/ZEda3pzTffRFBQkHq+TkQeH3kcHn30USxfvhwhISFq/MsNN9ygPrvc9bvmiy++aPA5kh9oMm6y7uvY8dzV/XyW28jruTWxZccLyS+g+++/H5MmTcKECRMa/aAJDg7Giy++qAKe/fv347LLLjvhYEh3IR/uUt7i4mLcfPPN6peGDGC95pprGhywKG+0hj4gAgMDVaDnKRYsWKA+AGfOnNnoORIElJSUqC8GGQA6d+5cFRTIIF8Jcj2JvBbrPm/ynImGnjfHa7eh23jS8+x4jd9zzz0qcH344YcbPU/+LgNGZeDq22+/jTPPPFO99xctWgR3Jp9BEuDIl5q0Vt53331YtmyZ+jKXVhxvfG6lde7TTz9VgY7jdXyix0fqJT9Q3nrrLfVDbuHCheo97c7fNRUNvGcd16VHoS7HJJH2eF7ZsuNlli5dirvuukuNkn/22WcbPEdmMcivqJpRdo8ePdQxmQ0isx3cmTRzyswirVarfiUJ+fUrH/zygV+3GVXOaeiNJm8m+cXkKWTmhjx3jjo3RH4hSfOvBLLSrC6kyVlmN8ivaJmF5ikaet4cH4ANPW+OL5CGbiOPh6eQL8XbbrsNf/75J15++eUTtsh98803qpU2NDRUXe/duzeOHTum3gczZsyAu5Ivb5l1Iy2QQlrwpKv5oosuwpYtW+p1BXnDcyufzVJ+mW33V6RFR7o0IyIinI+PvJ+l5UuC4Lqtmu7yXRMYGFjvOXJcb+h5cnyWtcfzypYdLzJ//nzV0nHqqaeqX0sn+vVQtzlRfmFJ14g7NAk3hXy41/3Sl4BNum3qkmbVnJycWsfkzSW/iD2l206adA8fPoypU6c2qanZEegI+QUt4zoaemzcWUPPm+O6dNfUJa9fCYIauk1D57sjKat0zW7cuFEFLHW7DOqS94Aj0HGQL0Z3fx/La9IR6NR8/4qGyu4Nz60EB/J8yvuzKT/oHIFOUx4fd/muSUxMbPA5kueuoe5JR/dVezyvDHa8hHRxPPbYY+qD8n//+98J+3Wff/551dxdc8DYkSNHVJ9q9+7d4e6kBUd+TdTNG7N169YGyy/jkeQDQvqVHeRXsxgyZAg8gQz8i4mJUb/cT0TGP0iOFgmManaJSLDkCc9t3edNBjZKy4XDqlWr1KBNeSzqkkGS8rpwPLcO8jqRAY/uTrplZbyNjM2SvCNS/xORcSwygLtubilpGXF8MboraZ244oor6pVbNPQ69fTnVjQ0eLcx0i0p3UN1Hx/5EdO1a1e463fN0KFD6z1H8p6V504C3LrkfSzv55qf5fJ5JY/VX73+m4vBjheQAbpPPPEEzjjjDFx77bVqpkpubq7aZPyGtGLIvqOpUM47evQo/v3vf6vbSreHROnyghw3bhzcnbRSyEwGaeqVN8W+ffvw5JNPql/D0jwuX45SX0c/vzSJS92kCXjz5s3qzSdJsaRLyFN+FUo3VGNJH6WuZWVlal/qKb+YpQlcgj+Z1SH70opV98vF3Ulzv3Tp/POf/1TjjeRLXQbsymvcQV7fEhzUTMQmSczeeecd9bp4+umnVWJCCSLcnbyGJUh95plnVMur4z0smyPgk+dRNiEtBDLTRX68/Pbbb2pWi4xfkxlB8n52Z/JjS8bXSTedzMyS8ssA1ylTpjhnl3nTcytj6eTHZGM/VuT9K89zzcfnq6++wkcffaReE4sXL1b1lfE+YWFhcNfvmksvvVR9xkq3ljxH8+bNw/fff4/Zs2c776Pma9gxC1GeUxncLO9zeR3IZ3erd8O26kR2cglJQia5Dxra7r33XtuqVavUvlw6SJInyVEheSEkgZMkbisqKrJ5itzcXJVrZsyYMSqJldRFklyJw4cPq/p+9tlntfJW3Hzzzaq+kqhOctFUVFTYPMXs2bNtt912W4N/k7rOmTPHeT0jI0PVVZ7XAQMGqBwXu3btsrk7ea3WzU+yadMm20UXXaTykkh+IclRUvc2crxubpozzjhDvS7OP//8EyY0c5f6VlVVqfI29j6W17SQ82s+RiUlJbYnnnhC5SWRx+i8886z/fjjjzZPeG4XL15smzZtmkooJ+9jSRJY8z3pqc9tY6/jurm+apL3r/y9boJCyYfmeO3L57zFYrG583eN+O2331TSQSm35BySXFA11X0NC0k+KAk05bUgCRe3b99ua21+8r/WDZ+IiIiI3Ae7sYiIiMirMdghIiIir8Zgh4iIiLwagx0iIiLyagx2iIiIyKsx2CEiIiKvxmCHiIiIvBqDHSKiVsb0ZUTuhcEOEfmcl156qdHlN07W3Llz1SKe7fFvEVHTMNghImpFL774IsrLy11dDCKqgcEOEREReTUGO0R0Uk477TS1erWshjxixAgMGjQId955p1rJWVbhHj9+PIYMGaJW4paVn4Wsavzcc89h0qRJSE9PV6u1y6rWsoq1Y5VouY2souxQWVmJs88+G+ecc47abyo5V1YUHzNmjCrb/fff3+Dt165di1mzZmHAgAEYPny4Wi2+5qrbsuq6dEdt2rQJ559/Pvr374+pU6eqVZ0dHN1V8njU7br69ddfce6556Jfv35qVesvv/yyWY8zEbUcgx0iOmnz5s1TAcrzzz+P66+/Ht988w0uuOACLFu2DI899hjuuOMO/PTTT5gzZ446/5577sFnn32Ga665Rt1WApA9e/aoIEkG9yYmJuK+++7Dn3/+qc4TEhwdOnRIXQYGBja5bHfffTc+/fRTXHvttXjhhRdQXFyMd999t9Y5a9aswRVXXIGgoCB1zgMPPKD+7csuu0wFZjXJ/UycOFEFNCkpKbjtttvw22+/qb998skn6nLGjBnOfYeHHnpI/RuvvvoqEhISVP127tzZwkeciJql1ddRJyKfcuqpp9rGjRtnM5vNzmOTJ0+2DRo0yGYwGJzHrr32Wtu5555rq6ystF111VW2b7/9ttb9zJs3z9azZ09bTk6O89js2bNtw4cPty1dutTWq1cv21tvvdWssu3evVvd54IFC5zHLBaL7eyzz1bHHWbOnGmbMmWKraqqynls//79tj59+tjmz5+vrn/22WfqNi+//LLzHKvVajvvvPNsF154ofOYnDNnzhznddmXY7/99pvzWEZGhjr23nvvNas+RNQybNkhopMmXTo6nc55vUOHDqrVIzw83HksMjISJSUlCAgIULOVpEsqOzsbq1atwscff4xffvlFnWcymZy3efzxx2G1WnHTTTeprqWrrrqqWeWSrilHV5uDRqNR3UgOMphYuqZOOeUU1apUVVWltk6dOiE1NRXLly+vdZ/SheXg5+eHM844A5s3b67XAlTX0KFDnfsdO3ZUlwaDoVn1IaKWOf7pRETUQmFhYfWOhYSENHr+H3/8ocb47N+/H6Ghoejdu7fz/Jo5auLj4zFq1Cj88MMPmDBhggoumkO6rERUVFSt47Gxsc59CTgkoHrzzTfVVlfdLrO4uLha12NiYlSZ5X6kG6wxNR8PCbgE8/EQtQ8GO0TUrmTczY033ojTTz8dr7/+umpBkSDmww8/VEFQTTLmRwKdPn36qHw10ooi5zeVI8jJy8tDUlKS83hRUZFzX4It+fdlPI0Mfq4rODi41nW5rbRcOch9a7Va1XJFRO6J3VhE1K62bt2qZkPJ4OTOnTs7W2scgY6jtUO6vB588EGMHj0a8+fPh16vVwOHm9MaMnLkSHVZc8aUcHSZOVql0tLSVCuTzJRybD169FAB1urVq2vddunSpc59KcuSJUvUzDHpnqvZakNE7oMtO0TUrvr27avG9zzzzDNqDI6M0ZFp3TI1WxiNRnUp3VwyVf39999XAcm//vUv1SIkgU/NKekn0qVLF8ycOVPNEpNxONJC9NVXX2HXrl21zpPZYhJ8yWwwmR5usVjULDEZy3PDDTfUOvfpp59WwZqMSVq4cCH27duH9957z/l3CcrWr1+vZnjVHKdDRK7DnyBE1K4kAJHp4zI4Waapy5Rs8cEHH6hWHhlULFO5JQCS3DzS+iOk20vy8shtMzIymvzvPfzww7j66qtVkCQDnWUg8XXXXVfrnLFjx6pB01lZWbjlllvU1HjpmnrnnXcwcODAWuf++9//VlPZ5b5yc3NVUFQzqJH7ltYr+TdlOj4RuZ6fTMlydSGIiNydBF+SD0jyBTlmUxGRZ2A3FhF5HJk9JdtfqTkdnoh8Fz8JiMjjyEDlL7744i/Pqzs2h4h8E7uxiMjjHDlyxLnO1onIrCoiIgY7RERE5NU4G4uIiIi8GoMdIiIi8moMdoiIiMirMdghIiIir8Zgh4iIiLwagx0iIiLyagx2iIiICN7s/wGzq3rUC+F+YgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## tuning max depth\n",
|
|
"err_train = []\n",
|
|
"err_test = []\n",
|
|
"\n",
|
|
"params = range(1, 21)\n",
|
|
"\n",
|
|
"for param in params:\n",
|
|
" model = DecisionTreeRegressor(max_depth = param)\n",
|
|
" model.fit(X_train ,y_train)\n",
|
|
" err_train.append(model.score(X_train, y_train))\n",
|
|
" err_test.append(model.score(X_test, y_test))\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots()\n",
|
|
"sns.lineplot(x=params, y=err_test, ax=ax, label='test', color='b')\n",
|
|
"sns.lineplot(x=params, y=err_train, ax=ax, label='train', color='r')\n",
|
|
"ax.set(xlabel='max_depth', ylabel='r2_score');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:41.717988Z",
|
|
"start_time": "2020-04-08T10:06:39.888792Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## outlook on grid search and cross validation (capter 4)\n",
|
|
"from sklearn.model_selection import GridSearchCV\n",
|
|
"parameters = {'min_samples_leaf': range(1,11)}\n",
|
|
"model = DecisionTreeRegressor(random_state=1234)\n",
|
|
"clf = GridSearchCV(model, parameters) ## cv=5\n",
|
|
"\n",
|
|
"clf.fit(X_train, y_train)\n",
|
|
"cv_df = pd.DataFrame(clf.cv_results_)\n",
|
|
"\n",
|
|
"plt.errorbar(\n",
|
|
" 'param_min_samples_leaf', \n",
|
|
" 'mean_test_score', \n",
|
|
" 'std_test_score', data = cv_df, linestyle='None', marker='^');"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### RandomForestRegressor\n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:42.582117Z",
|
|
"start_time": "2020-04-08T10:06:41.723973Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import RandomForestRegressor\n",
|
|
"show_pred_on_synth(RandomForestRegressor(), X_demo, y_demo, X_synth, 'default')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:44.252929Z",
|
|
"start_time": "2020-04-08T10:06:42.588132Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R2 = 0.7778\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import RandomForestRegressor\n",
|
|
"this_model = test_regression_model(\n",
|
|
" RandomForestRegressor(n_estimators=100, random_state=1234), \n",
|
|
" X_train, y_train, X_test, y_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"source": [
|
|
"#### Weitere Ensemble Regressoren"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"vgl. `extra_3.3.4_weitere_ensemble_regressoren.ipynb`"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### SVR\n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:49.202718Z",
|
|
"start_time": "2020-04-08T10:06:48.548734Z"
|
|
},
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.svm import SVR\n",
|
|
"show_pred_on_synth(SVR(), X_demo, y_demo, X_synth, 'default')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:49.986941Z",
|
|
"start_time": "2020-04-08T10:06:49.206282Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R2 = -0.0773\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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ShiABAPCaENGsWQPZvPlb6dKlo5kjgaRjaAMAYHvnz5+Xpk3ry4EDf0jOnLlk6tSZnCU6mdAjAQCwNV05uWnTeiZE5Mr1gKxatUEKFy5idVm2QY8EAMD2IeLgwQMmRKxcud6c0RPJhyABALCtDz5434SIBx7ILatWrZcCBQpZXZLtECQAALY1bNgouXr1qgwcOIQQkUIIEgAAW7l+/bqkS5fOXA4MzCSzZy+wuiRbY7IlAMA2zpw5LTVqPCuTJo23uhSvQZAAANjC6dP/SaNGdeTPP4/I9OmT5erVIKtL8goECQCAx/vvv3+lceO68tdff5pzZ+jRGRkzBlpdlldgjgQAwKP9++8pEyKOHTsqDz+cV1asWCf58uW3uiyvQZAAAHh0iNDhjOPHj5kQoT0RefPms7osr8LQBgDAY3377dcmRGh40BUrCRH3Hz0SAACP1bZte4mMjJTq1WuauRG4/wgSAACPcurUPxIYGBg1mfLll1+xuiSvxtAGAMBj/P33CWnY8AV58cXGHN7pJuiRAAB4TIjQozNOnvxb/Pz85Nq1axzi6QbokQAAuL0TJ46bozM0RBQoUNBMrMydO4/VZYEgAQBwd3pUhoaIf/45KQULFiJEuBmCBADAbekiUzqcoRMsCxUqbNaJ0FOCw30QJAAAbuvmzZsSGhoqhQsXIUS4KSZbAgDcVpEiRU2AyJw5i+TKlcvqchAHeiQAAG7l6NE/Zfv2bVE/Fy1ajBDhxggSAAC38ddfR6RhwzrSunUz+emnH60uBwlAkAAAuIU//zwijRrVlTNnTkv+/I+YIzTg/pgjAQCw3JEjh83RGWfPnpHixUvI8uVrJXv27FaXhQSgRwIAYKnDhw9FhYhHH32MEOFh6JEAAFi+7PW5c2elRImSsmzZGsmWLZvVZSERCBIAAMvoCpVPPlnRrF65bNlqyZqVEOFpCBIAAMsEBATI1KkzJTj4mlkrAp6HORIAgPtq//4/ZMiQ9yUyMjIqTBAiPBc9EgCA++aPP36XZs3qy4ULFyRLlqzSq9cbVpeEJKJHAgBwX/z++2/StGk9EyLKlCkr7dq1t7okJAOCBAAgxf3226+mJ+LixYtStmw5Wbp0NcMZNkGQAACkqN9+2xcVIsqVKy9LlqySTJkyW10WkglBAgCQYoKDg6Vly6Zy6dIlKV++AiHChggSAIAUkz59ehk5crQ89dTTsnjxSgkMzGR1SbBjkFi1apXUqVNHSpYsKXXr1pWNGzdaXRIAIAkcDkfU5fr1G8qqVRsIETZleZBYvXq1vPfee9KmTRtZv3691KtXT/r06SO//PKL1aUBAFzwyy8/S40az8k//5yMus7X1/L/bpBCfK1OrJ999pm0a9fOBIm8efNK165d5emnn5adO3daWRoAwAU//7xbmjdvZCZYDhs2xOpyYPcFqY4dOyanTp2S+vXrx7h+xowZltUEAHDNjh07pEmTBnL1apA5f8bHH4+xuiTYvUdCg4S6fv26dOzYUSpWrCjNmzeX7777zsqyAACJtGvXTqlVq5YJERUrVpIvvlguGTJktLos2L1H4tq1a+b722+/LT169JC+ffvKpk2bpFu3bjJr1iwTLFzl7+9aRvLz843x3W5on2ezc/vs3Da7t2/nzh1mOOPq1avyzDPPysKFSyVDhgxiJ3bef9Hb5eMjnhUk9EQtSnsjGjdubC4XL15c9u/fn6Qg4evrI1mypE9SbYGBacXOaJ9ns3P77Nw2O7ZP57oNGTLAhIgqVarIunXrzCGfdmW3/RebK5NiLQ0SuXLlMt+LFCkS4/pChQrJli1bXN5uZKRDgoKuu5zK9IUSFBQiERG3zkxnJ7TPs9m5fXZum93bN2vWfBk5cphMmDBOIiJ85dKlYLEbO++/6O3TM7ImNkxYGiRKlChhkuu+ffukQoUKUdcfPnzYHMGRFOHhSdvR+kJJ6jbcGe3zbHZun53bZqf26Ym3smXLZi5nzZpDPv10nPk81xBhh/bZff/dTbTlPxLM0sGeNGnSSKdOnWTixImmO+zvv/+WyZMny/bt26VDhw5WlgYAuIuffvo/efzxUvLFF/OtLgVuwNIeCaUTK9OmTStjxoyRM2fOSMGCBWX8+PHy5JNPWl0aACCWH3/cLq1aNZPr14Nl9eoV0rJlG/FxZYYebMPyIKG094EeCABwb9u3b5M2bZqbQ/arVq0us2YtIETA+iWyAQDu74cftsYIEXPmfGF6kwGCBAAgXtu2fR8VIqpXr2lChM5xAxRBAgBwzyGNkJAQqVGjlhnOIETA7eZIAADc19tvvyf58z8ijRs3k9SpU1tdDtwMPRIAgDv8/PMu0wuhdEKlHp1BiEBcCBIAgBi+++4badSojrz8cquoMAHcDUECABDlu+++NgEiNDRU0qZNJ35+flaXBDdHkAAAGN9++5W8/HJrEyLq1Kkv06fPllSpUlldFtwcQQIAIF9//SUhAi4hSACAl9MQ0b59GwkLC5N69RqaEBEQEGB1WfAQHP4JAF4uW7bskiZNWnnhhXoyefLnhAgkCkECALxcuXIV5Msvv5NHHikg/v78t4DEYWgDALzQxo3r5Zdffo76uXDhIoQIuIRXDQB4mXXr1kjnzu0lXbr0smnTd1KwYGGrS4IHo0cCALzI2rWrTYgIDw83587Il+8Rq0uCh6NHAgC8LERERERI06YvyoQJU1lwCklGjwQAeIE1a1ZGhYjmzVsSIpBsCBIAYHNbt26R1157xYSIF19sJePGTSZEINkwtAEANvf4409KpUrPSZ48eWTMmAmECCQrggQA2FzatGll/vzFZslrX186opG8eEUBgA0tW7ZYhg0bIg6Hw/ycJk0aQgRSBD0SAGAzS5cukp49u0hkZKSUKVNO6tatb3VJsDHiKQDYyOLFC6VHj9dMiGjbtr288EJdq0uCzREkAMAmFi1aIL16dTXDGe3avSIffzyW4QykOF5hAGCTENG7dzcTItq37ygfffQpIQL3Ba8yAPBwR4/+JW+80cOEiA4dOsmoUYQI3D9MtgQAD1egQEH55JPP5I8/fpNhwz4SHx8fq0uCFyFIAICHCgsLM2tDqDZt2lldDrwUfV8A4IHmzp0lNWtWlnPnzlldCrwcQQIAPMzs2TOkb9/ecuDAH+ZwT8BKBAkA8CAzZ06Xt956w1zu0qWHdO/ey+qS4OUIEgDgIWbMmCb9+79pLnft2lOGDBnGxEpYjsmWAOABZsyYKu+8089c7t69twwc+AEhAm6BIAEAbi44OFgmT55oLvfo8bq8//4QQgTcBkECANxc+vTpZcWKtbJ69Urp0aM3IQJuhTkSAOCmjh07GnU5b9580rPn64QIuB2CBAC4oUmTxkulShVk/fq1VpcCxIsgAQBuZsKEz2Tw4PckPDxc9u//3epygHgxRwIA3Mj48WNl6NCB5vKbb74tffv2t7okIF4ECQBwE+PGjZEPPxxkLvfr9475AtwdQQIA3MBnn42WYcOGmMtvvfUuPRHwGAQJALCYw+GQv/8+YS737z9A+vR5y+qSgAQjSACAxfSQzo8/HisvvFBXatR43upygEThqA0AsMjatavk5s2b5rKvry8hAh7JLYLEmTNnpGjRond8rVixwurSACBFfPTRcOnYsZ106/aqREZGWl0O4NlDGwcPHpTUqVPLN998E2PVtowZM1paFwCkxHyIUaOGyejRo8zPpUuXNb0RgKdyiyBx+PBhyZ8/v+TMmdPqUgAgRUPEiBEfRoWIwYOHSbduPa0uC/D8IHHo0CEpWLCg1WUAQIqGiPfff18++eRWiPjgg+HSpUsPq8sC7NMjkSVLFmnTpo0cO3ZM8uXLJ127dpXnnnvO5W36+7vWVejn5xvju93QPs9m5/bZuW3OOREjRw43l4cNGyVdu3YXO7H7/vOW9vm4cE44H4fGZAvpWvJlypSRQoUKSf/+/SVDhgyyfv16mTVrlvmqWLFiorepTeIMeQDcic4Ba9CggYwYMUJ69+5tdTlAsrE8SKjg4GDx8/OTNGnSRF3XqVMn8/3zzz9P9PYiIiIlKCjE5VQWGJjW3F+3Yze0z7PZuX12bpuzfUFBFyQwMJtt22f3/ecN7YuMjEz05F+3GNpInz79HdcVLlxYfvjhB5e3GR6etB2tL5SkbsOd0T7PZuf22aVt+jfamDEfS716DaVIkaLmuoceekguXQq2Rfvsvv+8tX0OF7oWLB/sOXLkiJQrV0527NgR4/rff//dDHcAgCeGiMGDB8jIkR9K06b15erVIKtLAlKM5T0SerRGgQIF5IMPPpAhQ4aYSZdLliyRvXv3yvLly60uDwASHSIGDnxXpk6daH7W82ZkzBhodVmAfYOEjsVMmTJFRo8eLa+//roEBQXJo48+aiZaFilSxOryACCRh3j2l2nTJpufP/pojLRv39HqsgB7BwmVPXt2M5MZADw5RAwY8LZMnz7F/Kwn4Xr55VesLgvwjiABAJ5u2rRJUSFi9Ohx0rZte6tLAu4LyydbAoAdtGr1kpQv/7iMGTOBEAGvQo8EALgo+uJ3gYGZZO3aTeLvz8cqvAs9EgDgAl245623+sikSeOjriNEwBvxqgcAF0PE3LkzzZFn1avXlKJFi1ldFmAJggQAJDJE9Ov3usybN9sMa4wbN5kQAa9GkACARISIvn17y/z5c0xPxPjxU6R585ZWlwVYiiABAAkMEX369JSFC+eZEDFx4jRp2vRFq8sCLEeQAIAE2LLl26gQMWnSdGnSpLnVJQFugSABAAlQrVpNGTToQ8mTJ480btzM6nIAt0GQAIC7iIiIkJCQ65IhQ0bzc/fuvawuCXA7rCMBAHcJET17dpHmzRtKUNAVq8sB3BZBAgDiCBE9erwmy5Ytln379sqePT9bXRLgtggSABBNeHi4dO/eWZYvX2JWqpw2bbZUqVLN6rIAt8UcCQCIESJelZUrl5sQMX36HKlbt77VZQFujSABALdDRLdunWTVqhUSEBAgn38+V154oa7VZQFujyABACLy33//yvbtP5gQMWPGPKldu47VJQEegSABACLy8MN5ZcWKdfL338elZs3aVpcDeAwmWwLwWjdv3pTfftsX9bOefIsQASQOQQKAVwoLC5POnTtIvXq1ZNu2760uB/BYBAkAXhkiXn21vaxfv8acjCssLNTqkgCPxRwJAF4XIjp1elm+/HK9pE6dWubMWWjOowHANQQJAF4jNDRUOnVqJ5s2bbwdIr6QatVqWF0W4NEIEgC8JkR07NhWvvrqS0mTJo0JEVWrVre6LMDjESQAeAVfX19JnTqNCRHz5i2WypWrWl0SYAsECQBeQReamjJlhhw8uF9KlixtdTmAbXDUBgDbunHjhsyYMdUcmeEME4QIIHnRIwHAlkJCQqR9+9ayefO3cuzYUfnww1FWlwTYEkECgC1DRLt2LeX77zdLunTppE4dzuAJpBSGNgDYyvXr16VtW2eISC8LFy6Tp59+xuqyANuiRwKA7ULEtm1bTIhYtGi5PPXU01aXBdgaPRIAbMHhcMgrr7xkQkT69Blk0aIVhAjgPiBIALAFHx8fadPmZcmcOfPtEFHR6pIAr8DQBgDbqF+/oVSuXEUCAzNZXQrgNRIUJKpVq2bSfkJ9++23SakJABLk2rVr8vbbfaR//wHy8MN5zXWECMANg8QTTzwRFSR0YZf169dLxowZpXLlypIjRw65fPmybN++XS5evCgtWrRI6ZoBwISI1q2byU8//Z8cOLBfvvlmq1kGG4AbBomRI0dGXf7kk0+kVKlSMmPGDEmbNm3U9Tdv3pSuXbuaWdMAkJKuXbsqrVo1kx07fjQ9EJ98MpYQAVgk0e+8pUuXyquvvhojRDiXnm3btq1s2LAhOesDgDtCRMuWTaNCxJIlK6VcuQpWlwV4LZcmW165ciXO6//9919JnTp1UmsCgDhdvRpkQsSuXTskU6bMsnTpKilTppzVZQFeLdE9EjrxUoc3dE5E9OO3v/76axk7dqzUqVMnuWsEAGPAgP4mROghnsuWrSZEAJ7YI/HOO+/In3/+KR07dpRUqVJJpkyZ5NKlSxIRESGVKlWSfv36pUylALzegAFDbp+Aa6SUKlXG6nIAuBIkAgMDZcmSJfL999/L7t27JSgoSLJkySJPPfWUVKzIAjAAkld4eLj4+9/6qNKjxFav3piow9EBuOEcCX0TV6lSxXyFhoaaiZbMmAaQ3K5cuSwtWzaRtm07SOvWbc11hAjAvbj0v//Ro0fl9ddfN+tLlC1bVg4cOCBDhgyRefPmJamYY8eOme2tWLEiSdsB4PkuX74kzZs3lJ9/3i0ffjhIgoLinuQNwMOChIaGZs2ayR9//CH16tUzEy2Vn5+fDB8+XFauXOlSIboORd++fVmHAoAJES++2Ej27v1FsmXLJkuXrmHFSsAuQxujRo2Sxx57TGbOnGl+Xrhwofk+YMAAM8wxd+5cady4caILGT9+vGTIkCHR9wNgL5cuXZRmzRrKr7/uNSFi+fJ18uijJawuC0By9Ujs3btX2rdvbyY/xR6r1EM/jx8/nthNyq5du2Tx4sUxVtAE4H10mf3GjeubEJE9e3ZZsWI9IQKwW4+ELjh148aNOH+n59zQQ0ITQ4/6eOutt0yPRu7cuRNbDgAb0R7OX3/dJ9mz55AVK9ZJsWLFrS4JQHIHCV0rYty4cVKuXDlzKJbSnong4GAz3PH0008nanuDBw82Eyzr168vycnf37WjSPz8fGN8txva59ns3D5tU/fu3eXMmfNSp04924UIO+87Rfs8m7NdrhwU5eNwzpZMoP/++8+c4VN7EooVKyb79u2Txx9/3BxxoZv64osv5OGHH07QtlatWiWffvqprF271ixspYoWLSojRoyQJk2aiKu0Dg4RAzzDhQsXJF26dHecvweAZ0h0kFC6kuXs2bPlp59+MsMZekpxDRMdOnSQnDlzJng7epKvPXv2xBgO0aM29Ocnn3xSPv/8c3FFRESkBAWFuJzKAgPTmvvrduyG9nk2u7Xv/Plz0qhRPcmZM5csWrRUcuXKapu22X3fxUb77NG+yMjIRK8LleihjUmTJsnzzz8vb7zxhiSVnrMj9nyLWrVqSa9evaRBgwZJ2nZ4eNJ2tL5QkroNd0b7PJsd2nfu3Dlp1qy+HDiw3/RK6En/NEjYoW3xoX2eze7tcyS6a8GFIDF16lQpUaKEFCxYUJIqV65ccV6vh3zd7XcAPJ+GiKZN68nBgwfkgQdyy8qV6yR//kesLguACxI9a6RQoUJmPgQAuOLs2bMxQsSqVeulYMHCVpcFwEWJ7pGoWrWqmSC5bds2MzFSJ0lFp5Mcdea1qw4dOuTyfQG4tzNnzpgQcfjwIcmdO4/piShQoJDVZQG4n0FiwoQJ5vv27dvNV2xJDRIA7OvMmf/k9OnTkifPg2adiAIFkj5ECsDDgsTBgwdTphIAtleqVBlZunSVZMqUmRABePNpxJ10OewrV66YyZEPPfRQ8lUFwDZOn/5Pzpw5LaVLlzU/ly1b3uqSAFgdJBYtWmQOA9WZ10558uSRN99805xvAwDUf//9K40b15Xz58/LsmWrpUyZclaXBMDqIKErVw4ZMkSqV69u1nzQ3gj9kPjyyy9NkNDFpGrUqJHcdQLwMP/+e8qEiGPHjsrDD+eVrFmzWV0SAHcIErqiZevWrWXgwIExrm/UqJG5buLEiQQJwMtpiGjUSM8GfEzy5s1nJlbqdwD2k+h1JHTGtfZGxEVXvDx69Ghy1AXAQ5069U+0EJFfVq5cT4gAbCzRQaJkyZJmDYm4/PLLL2ZtCQDeOyfCGSLy5ctvFpvSYQ0A9pXooY2uXbtKnz59zGnDGzZsaJay1pN4ffvttzJr1ix59913ZdeuXVG315N5AfAOmTNnkXz5bi11vWrVBnnwQY7mAuwu0Wf/1FOHR9052qm6nZtxXuc8lfeBAwfEipOqXLwY7NJ9/f19JUuW9HLpUrAtT8xC+zybJ7RPz+AbFHTFLH9tt7YlBe3zbN7SvoiISHMm0ETdN7EPNnfu3MTeBYCN/f33CVm9eqX06NHb/PGgy+bHXjofgH0lOkg88cQTCbqdntO8ffv28sEHH0j+/PldqQ2Amztx4rg5xPOff06Kv7+/dO3aw+qSALj7ZMuE0qGNnTt3mrkUAOxHJ1Q6Q0TBgoWkceOmVpcEwE5BAoB96SJTzhBRqFBhM7EysXMiANgDQQKASyFC14soXLiIWSciV64HrC4LgEUIEgASTIcqmzSpZ1auLFKkqKxYQYgAvB1BAkCCpU+fXvr1e0eKFSt+O0TksrokABYjSABIlNat28o332yTnDlzWl0KADdAkAAQrz//PCLNmzeUc+fORV2nZ/kFAJeCRGhoKM8c4CWOHDlszp3x/feb5b33+lldDgA7BIlKlSrJoEGD5Ndff433drrCXZ48efjLBfBQhw8fMiHi7NkzUrx4CRk+/BOrSwJghyDxyiuvyE8//SQtWrSQOnXqyOeffx6jyzNqw76+8t1330nhwoWTq1YA98mhQwfNIZ7nzp2VRx99TFasWCfZs2e3uiwAdggS3bp1k02bNsmCBQukfPnyMnXqVKlatap07tzZXH/z5s2UqRTAfXHw4IGoEFGiRElZsWKtZMuWzeqyANhtsmW5cuVk6NChsn37dvnss88kJCREXn/9dXnmmWdk1KhRcurUqeStFECK06Xt33iju5w/f04ee6yULF++RrJmJUQASKGjNv777z+ZOXOmjBs3Tnbt2mVOztWkSRPZunWrGfbYsGFDUjYP4D7TuU1Tp86SOnXqEyIAJIiPQ/8ESYRr166ZIYxVq1bJzz//LGnSpJHatWtLs2bNTC+F02uvvSZ//PGH/PDDD3K/6fnUL1507WRh3nLOedrnmVKqfbpipZ76W4OEVdh3no322aN9+v+nn59vyp5GXI/aCAsLk9KlS5tThGvPg34AxVayZEnZv39/YjcP4D77/fffpGXLJjJq1KdSt259q8sB4GESHSTatGljeh8KFCgQ7+06dOggXbt2TUptAFLYb7/9Ks2a1ZdLly7JpEnj5IUX6pojrgAgxYLEW2+9leA1+QG4r99+2yfNmjUwIaJcufKycOFSQgSARONTA/BCv/66V5o2vdUTUb58BVm8eKVkypTZ6rIAeCCCBOBl9u37xfREXL58WcqXf5wQASBJCBKAl1mxYpkJERUqPCFLlqyUwMBMVpcEwJvmSADwbIMGDZWcOXNJu3btJWPGQKvLAeDh6JEAvICexdO5fL1OqOzevRchAkCyIEgANvfzz7ukdu1q0qVLR86FAyDZESQAG9u9e6e8+GJjuXo1yJw/QxeTA4DkRJAAbGrXrh1RIeLpp5+RhQuXsb4LgGRHkABsaOfOHdKiRRO5du2qVKr0rCxYsJQQASBFECQAm9mx4ydp0aKxCRHPPPOczJ+/hBABIMUQJACbCQsLlYiIcHn22cqECAApjnUkAJvRALFq1QYpVuzROM/MCwDJiR4JwAZ+/HG7HDp0MOrncuUqECIA3BcECcDDbd++TVq1aipNmtSTY8eOWl0OAC9DkAA82LZt30vr1s3k+vXr8thjJSV37jxWlwTAy7hFkLhw4YL069dPnnrqKSlbtqx07txZ/vrrL6vLAtza1q1b5KWXXpSQkBCpXr2mzJnzhaRJk8bqsgB4GbcIEt27d5cTJ07ItGnTZNmyZebDsH379uYDEsCdtmzZHBUiatSoJbNmLSBEAPDOIHHlyhV58MEH5cMPP5RSpUpJwYIFpVu3bnL27Fk5cuSI1eUBbmf79u3SunVzuXHjhtSs+TwhAoB3H/6ZKVMmGT16dNTPFy9elNmzZ8sDDzwghQoVsrQ2wB099thjUqJEScmePbt8/vlcSZ06tdUlAfBilgeJ6N5//31ZsmSJpEqVSiZPnpykw9f8/V3rbPHz843x3W5on2fTdgUGZpJVq9ZKQEAq816xC2/Yd9G/2w3t82zOdvn4JP6+Pg6HwyFu4s8//zTdtQsWLJANGzbIwoULpUSJEonejjbJx5VnA3BTGzdulAMHDkifPn2sLgUA3DdIOEVGRkq9evWkdOnSMmLEiETfPyIiUoKCQpLwF19ac3/djt3QPs/z9debpG3bVuYU4AsWLJLWrVvYqn123nfR0T7P5i3ti4yMFF9fX88a2tA5ET/++KM8//zz4u9/qxxthM6P0AmXrgoPT9qO1hdKUrfhzmifZ/j66y+lQ4eXTIioW7eB1KjxvK3aFxc7t03RPs9m9/Y5XOhasHyw5/z586a7VsOE082bN2X//v3mCA7AW3311caoEFGvXkOZNm2WBAQEWF0WALhXkChSpIg899xz5vDPXbt2yeHDh6V///4SFBRk1pIAvNGmTf8LEQ0aNJapU2cSIgC4JcuDhPr000+lYsWK8sYbb0jz5s3l8uXLZsJlnjws9wvvc/z4MXnllZdMz1yjRk1kypQZhAgAbsvyORIqY8aMMnjwYPMFeLv8+R+Rd98dJPv27ZFJkz6PmjsEAO6ITyjATUSfLd29ey8OYwbgEdxiaAPwduvWrZGGDV+QoKArUdcRIgB4AoIEYLG1a1fJq6++LDt2/Ciffz7V6nIAIFEIEoCF1qxZKZ07d5CIiAhp1qyF9O79ptUlAUCiECQAi6xatVxee+0VEyJefLGVjB8/Rfz8/KwuCwAShSABWGDlymXSpUtHEyJatmwjn302iRABwCMRJID77Pr16zJ48ABzlEarVi/J2LETCREAPBaHfwL3Wbp06WTJklWycOE8GTRoaKJPkAMA7oRPMOA+nlfGqWjRYjJkyDBCBACPx6cYcB8sXrxQKlQoKVu3brG6FABIVgQJIIUtWrRAevXqKtevB5szegKAnRAkgBQOEb17dzPLXb/8ckf54IMRVpcEAMmKIAGkEJ1M6QwRHTp0ko8++pQ5EQBsh081IAUsWDBX3nijhwkRHTt2lpEjR3PuDAC2RJAAkpmGh++//85879TpNRk+/GNCBADbYh0JIJlpaJg4cbpUq1ZTWrRoTYgAYGv0SADJZPv2bWa1ShUQEGCWviZEALA7ggSQDGbOnC6NG9eVfv3eiAoTAOANCBJAMoSI/v1vnf47Q4YM9EIA8CoECSAJZsyYGhUiunfvLYMHf0iQAOBVCBKAi6ZPnyzvvNPPXO7Z8w0ZOPADQgQAr8NRG4CLIeK99942l3v3flPefXcgIQKAVyJIAC7Ik+ch8ff3l549X5f+/d8nRADwWgQJwAV169aX777bbk4HTogA4M2YIwEk0Ny5s+Tkyb+jfi5WrDghAoDXI0gACTB+/Fjp27e3WSviypXLVpcDAG6DIAHcw7hxn8rQoQPNZV3yOlOmzFaXBABugzkSQDzGjv1Ehg//wFx+6613pW/f/laXBABuhSAB3MWYMR/LiBFDzeX+/QdInz5vWV0SALgdggQQhzlzZkaFCF0j4vXX+1pdEgC4JeZIAHGoU6e+OSrjvfcGESIAIB70SABxyJEjh3z55WZJly6d1aUAgFujRwIQEYfDIR99NFwWLpwXdR0hAgDujR4JeD0NEaNGDZNPP/3ILDBVrlwFM6wBALg3ggTE20PEyJFDZcyYT8zPgwcPI0QAQCIQJODVIUKPzNC1ItQHHwyXLl16WF0WAHgUggS8NkQMGzbErFqpPvxwpHTu3M3qsgDA4xAk4JU2b/4mKkQMH/6RdOrUxeqSAMAjESTglapWrSG9evWR3LlzS8eOr1ldDgB4LIIEvGo44+bNm5IqVSpzdMaAAYOtLgkAPB7rSMBrQsTAge9K69bNJSQkxOpyAMA2CBLwkhDxjkydOlG2bt0sW7dusbokALANhjZg+xAxYMDbMn36FPPzJ598Js8//4LVZQGAbRAkYOsQ8d57b8nnn081P3/66Xh56aWXrS4LAGzF8qGNy5cvy8CBA+W5556TcuXKSatWrWT37t1WlwUbhIh33ulrQoROrBw7diIhAgDsGCT69Okjv/zyi3z66aeyfPlyKV68uHTs2FGOHj1qdWnwYH//fUKWLVsSFSJat25rdUkAYEuWBokTJ07I9u3bZfDgwVKhQgV55JFH5P3335ecOXPK2rVrrSwNHi5fvvyydOkqGT9+irRq9ZLV5QCAbVk6RyJLliwybdo0KVmyZNR1+hekfgUFBVlZGjxQZGSkHDt2XLJkufV6Klu2vPkCANg0SAQGBkrlypVjXLdp0ybTU/Huu+8madv+/q51tvj5+cb4bjd2bZ+GiL59X5fVq1fK119/LUWLPiZ2ZNf9Z/e2Kdrn2bylfT4+Hn7Uxp49e+Sdd96RWrVqSZUqVVzejq+vj2TJkj5JtQQGphU7s1P7NES89tprMnfubPH19ZUjR47I448/LnZmp/3nTW1TtM+z2b19vr6+nhskvvnmG+nbt685cuOTT26d1tlVkZEOCQq67nIq0xdKUFCIREREit3YrX0aInr37iELFsw1b4CpUz+X1q1b26Z9dt9/3tI2Rfs8m7e0LzIyMtFhwi2CxPz582XYsGFSu3ZtGTVqlDkXQlKFhydtR+sLJanbcGd2aF9ERIS88UYPWbRogXnhT5o0XZo2fdE27YuPndtn57Yp2ufZ7N4+hyPx97F8sGfhwoUydOhQadOmjTkENDlCBOxPQ8Trr3c3IcLPz0+mTJkhTZo0t7osAPA6lvZIHDt2TIYPHy41a9Y0Y9znz5+P+l2aNGkkY8aMVpYHN6Zn8Txz5nRUiGjYsInVJQGAV7I0SOgRGvofgs6y16/oGjduLCNHjrSsNrg3DZpz5nwhu3fvlGefjXnkDwDAS4JEly5dzBeQ0OGMtWtXmd4HXWskbdq0hAgAsJjlcySAhAgPD5fu3TtL584dZOTIoVaXAwBwp6M2gHuHiFdl5crl4u/vL6VKlbW6JADAbQQJuH2I6Natk6xatUICAgJk+vQ5UqdOPavLAgDcRpCAW4eIrl07yerVt0LEjBnzpHbtOlaXBQCIhiABt+RwOExPhDNEzJw5X55//gWrywIAxMJkS7glPSqjSpXq5jDPWbMIEQDgruiRgNtq3bqtVK1aXXLnzmN1KQCAu6BHAm4jLCxMBg58V86dOxd1HSECANwbQQJuEyI6dXpZpkyZIK1bNzNnoAMAuD+GNuAmIaKdfPnlBkmdOrW88877iT6NLQDAGnxaw1KhoaHSsWNbEyJ0YuXcuYukWrUaVpcFAEggeiRgaYh45ZWX5OuvN5kQMW/eYqlcuarVZQEAEoEeCVjmvffeNiFCT741f/4SQgQAeCCCBCzTu3cfKVq0mAkRzz1XxepyAAAuYGgD933FSl1sSj38cF7ZsuVH8fPzs7osAICL6JHAfRMSEiJt2jSXdevWRF1HiAAAz0aPBO6L69evS7t2rWTr1s2ya9dOefbZ5yRTpsxWlwUASCKCBO5LiGjbtqVs27ZF0qVLL/PmLSJEAIBNMLSB+xAiWpgQkT59Blm0aIU89dTTVpcFAEgm9EggxQQHB5sQ8cMPW6NCxJNPPmV1WQCAZESPBFLMggVzTIjIkCGjLF68khABADZEjwRSTKdOXeTkyZPSoEEjefzxJ60uBwCQAggSSPbhjFSpUklAQIA58dbQoSOsLgkAkIIY2kCyuXbtqrRs2US6dOkoN2/etLocAMB9QI8EkjFENJWdO3+SwMBMcvz4MSlcuIjVZQEAUhg9Ekiyq1eDpEWLJiZE6PoQy5atJkQAgJegRwJJEhR0xYSIn3/eFRUiSpcua3VZAID7hB4JJDFENDYhInNmQgQAeCN6JOCyw4cPyf79f0iWLFlk2bI1UrJkaatLAgDcZwQJuKxChSdk/vwlpjeCEAEA3okggUS5cuWynDt3TgoVKmx+fvbZylaXBACwEHMkkGCXL1+S5s0bSoMGteXQoYNWlwMAcAMECSTIpUsXpVmzhrJ37y/icERKRESE1SUBANwAQxtIcIj47bd9kj17dlm+fJ0UL/6o1WUBANwAPRKI18WLFwgRAIC7okcC9wwRv//+q2TPnkNWrFgnxYoVt7osAIAboUcCd+Xv7y+pU6eSHDlyysqV6wkRAIA70COBu9KTby1evFLOnTsrBQveOtwTAIDo6JFADOfPn5eFC+fFCBOECADA3dAjgSi60FTTpvXk4MEDEhoaKh06dLK6JACAm6NHAsbZs2elSZO6JkQ88EBuqVy5itUlAQA8AEECcubMGRMidLXK3LnzyKpV66VAgUJWlwUA8AAMbXg5Z4g4cuSw5MnzoDnEs0CBglaXBQDwEG7XIzF16lRp27at1WV4hevXr0eFiAcffMgc4kmIAAB4bJBYsGCBjB071uoyvEa6dOmkdet28tBDD5sQ8cgjBawuCQDgYdxiaEO71wcNGiQ7duyQ/PnzW12OV+nevZe0a9deMmYMtLoUAIAHcoseiT/++EMCAgJkzZo1Urp0aavLsbV///1XWrduLUFBV6KuI0QAADy6R6JatWrmKzn5+7uWkfz8fGN8t5NTp05Jw4Z15OjRv+TGjTCZMWOO2I2d95/d22fntina59m8pX0+Ph4aJJKbr6+PZMmSPknbCAxMK3Zy8uRJadToVoh45JFHZMyY0Ul+jtyZ3fafN7XPzm1TtM+z2b19vr6JD0q2DBKRkQ4JCrrucirTF0pQUIhERESKHfzzz0lp0KCOHD9+TPLnf0S2bNkimTPnkEuXgsVu7Lj/vKV9dm6bon2ezVvaFxkZmegwYcsgocLDk7aj9YWS1G24g5Mn/5bGjevJ338fl3z58suaNRslb968JkTYoX1233/e2D47t03RPs9m9/Y5HIm/j22DRHJx+PhIyM0IuX4jXNKm8ZcAPz8Jj4wQXx8f8ffzlRthERIadlMyZ0wrIaHhEnIjXNKl8Rc/fx9zW70uOOSmZEgbIKkC/MTPR+RGeKTZWQ6Hw/w+TSp/SZ3KV/x9fW9tIzRcMqZPJRGRkVqAREa7XdrUfhKq9YSES/q0AeLv5yNBwaESmD613IyINI8fmD6V3IxwyLXrYdKp8ysmROTPX0CWr9koGbLlkv1HL5gadTDMRxy36/KRG+ERIpHmn6k5bWp/SZfaTyIdIjfCwiU0LOL24zgf318C/P0kLDxCgkPCo24f4RAJDQuXG6ERUTVeuRYq6dIEmNtHREaIw6EDcfqK9REfX4ek8vf/33OVLkBS+fuZN2ukOKK2nTrg1nMkPiLXb99Wt6/Pi8MRKVevh5n6jv175fZ2UkmAn695flLrcxzgJwF+PhIaESEREbee/xuhur903/hKSJjuvwizr/SxwiMixcfHxzzfIaERkiGdbiNmnWlT+cuNm+Fy7Xr47fvp8xVpnrOwmxHmOUiX1l9baer28/WRq8Fhkk7rDvAzj6mvrfRpYu9LbXeYZEib6n/PX9oACXD4yOnjF0wd+pyEhYfL1eBbry/9OTzSITfDwyXAz//2fnE+R36mPTrsp9+jv670sf38fMzrJWO6W6+dkBs3zfPi728ql9CbkXIjVF/nacxr3vmavlVDhOgmr4fclDRmP/mJr49DwnT/OcQ8ht5Oawi7GSnXb9x6belz6+PjkLT+fuaVEHQjQs6euGj2p3+M/eZr9qOPvh+ivS91P/r63Hr9ab2ZMtx63kJCb0pguluv0+Drt9qfTh/P4ZDrt9/L6ZzP9/Uwsw+dY8P62Pqc6v7U90jaAD9zv+ifA9Gvv9dnht42XcD/2vffsQu33u8BvpLKz1duRkaa59P5Xkkb4Jvg7cZXgyv3cWX790NK1eWu7fXE2gkS8Yjw8ZFJy3+VXw6fi7ru8eK5pEODR80H8cRlv8rpC9dkSOenZcLSfbLvyK3b5cqaVj6IdZ0qWzSHtKhexPwnuHrr0Zi/K5JDmlcvIh/N2yU9XywrS789IrUr5pc122LerkzhHFL/2QLy8fzd5gNI79ep4WMyY80f8ttf5+WtthVk4VeHZO/tmgMfaysPX74hi5culg07L8qO/QeitlW6cA5p8GwB2fTjcWlfv4T4+ojM3rBfduw/E6Pm5tX+V9eCTYdMPfqfgj7W2m1Ho54fvW5gx6dkybeHox4/+uMMmv6TFM2XVTo3ekwWbjoo1R/PK9/u+lta1y4W47nS7Qzq9JQs+eZwjOdet9OiRhFT5+DPfzLtd17fpUlJyZgutdkn0Z8v52MPnPajeeyWNYtItsA0MnV13LdzPq9PlsglL9ctIVNW/BbV3n4vVbhjf0S/nxrc6Snzn+fibw7fsX91v238v+NSp9Ijci3k5h2vAX1tvVzvUZl8+zHv9vyZ9sz/UYrlyxr1WlD63K/fflRaP19MJq+4s32vNS4pQddCJfhGhKz6/q87fv9qo1uvo10H7tz/ny3eI+93fOqO59f5+w9mxNwf+lhzNxyQnfvPxPvcNapc0Pw+rn0dfb/pfs+ROY34ORzmfTln/X5p+XwxmbryVzl04qLZ/sKvDkddXvDloQTVaR5j6q3H0Mtf/njc7IPhs3fK5Wth5nXQscFjMjnW54Bur1uTUqae+D4zEvtaTuh247utK/dxZfv3Q0rV5a7t9dTafRz6Z5kb6d+/vzm6YN68/53K2pWup4sXg10+2kMnIZ6/GCzjlu6LsbPUizWKSJki2WXx10fMB9Xo15+TuesPxPjQius6p+7NSsv2X/+N8R9t9A8X/Y9B/3Mumi+LHDpxKc5t6O309/rh5PxPqnDeLOby4b8vyZ6Dp8XX1y/q9rqLyxTJGeM+sbelj9WiZmHZe/h8nLdx1uWsR58Hfazo7dDrElJz9O3F3u7dth19O8+UziPnLofEqFOf1//79d879lfsxy5TJIdUKpVHJi7bF+/tYrclIW1TOTKnlR/2/Rvn7fSxi+TNYm4T12sgMc9f7MtK7xvX8xl9G7qPT50Nvmf7Y1/frm7xu76m47pffM9lYt4P0dup+11f61p73Wf+187o20/ocxjf8+p8Hj+cuSPe7emHd48mpaL+EtS/EifE+oB35bWckO3e7bZOibmPK9uP77MzuYZNk6uu5NpucrfPnZ6T6O3T/z8Te2SK2x3HMnLkyCSFiOQSHBoR584qli+LpE0dEPXBol2usT9k4rrOKVumNHF+qCi9j/5ev+vj3G0bzt87aZ36s35t3/mbbJ3bW87//b//KLQLOfZ9Ym9Lv2u77nYbZ13Rn4fY7UhozdG3F3u7d9t27Fpi16nXxbW/Yj+2bldve6/bxW5LQtqmX3G1x0kf23mbuNqXmOcv9mXnfeN7fOc+Tkj7Y18f32s6rvvF91wm5v0Q+zWjvXm6n6O3M/r2E/O+iesxoj+P99reL4fOme5lJ70c+zXoyms5Idu9221duY8r278fUqoud22vJ9fudkHCXeg4blxujfGGR/2sY8WxxXVd9PvH/7jhCbpd7N/rz8eOHZMflw6Qaxf/kf1b55h5Awl5bOf1Or/ibreJ3ua7bSsxNetjxbXdhG4nrvYn9LHju63zd65sP666ElJ7Yh7jbpedP8f1fEYX3z6Or4b4XtN3u9/dnsuEPF5cv9fLOl8mdjsTum/vVWf0y87XZ0Lfr7EvJ6aeuG5zr+3e7bau3MeV7d8PKVWXu7bXk2tnjsRd6GSsuOikPDNR8TadIBVbXNdFv3/8j+ufoNvF/v3Z//6Wnp2ayY2r5yVD1ofkiUYDxMcn5m3utk3n9TqZVCdVxldXfNtKTM36WHFtN7HbceU+8d3W+bvYt3GlpsTeztU2RL8c1/MZXXz7OL4a4ntN3+1+d3suE/J4cf1eL+sE39jtTOi+vVed0S87X58Jfb/GvpyUehKy3bvd1pX7uLL9+yGl6nLX9npy7fRI3EX61H5mzCm2gycumVnhOr6p9EgJ52WnuK5zunDlhhkrj4veR3+v3/Vx7rYN5++d8mUOlY4vNZKzp/+V7A/kl6eaD5U0GbLGe5/Y1+t3bdfdbuOsK/rzELsdCa05+vZib/du245dS+w69bq49lfsx9bt6m3vdbvYbUlI2/QrrvY46WM7bxNX+xLz/MW+7LxvfI/v3McJaX/s6+N7Tcd1v/iey8S8H2K/ZvToC93P0dsZffuJed/E9RjRn8d7bU/r0NnyTno59mvQlddyQrZ7t9u6ch9Xtn8/pFRd7tpeT66dIHEXepimzoKNvdOOnboimTOmNrPS9YPgo7m7pGvTUuZoCie9rlvTUnd8AOm2Hs6ZwcwOv+N3RW7N4p6w5Bfze32cuG6nj6PXr9n6l/k5b6YbsmzS63LpwhkJzP6wzFu8RiqWLRLjPs5Z9Cf+u3LH9bqt46eumN9nyZj6jtuYI02i1eWsRx9ff47+/Oh1elttS1yPo7/Xy3rUxne7/jbX6Xc9WiD68xe1nVjPvXOmuz6HzvY7r3+sYDbp0vjO5zz2Y+v9SxfKHu/tlD4Pzn0cvb3x3U+/tDbzGHHsX+d+zZ45bZzb0t/pc3GvNjgvR38tOJ+zLbv/Ns9vXNvQ9vj7+pjHj+v3+thaQ1z7X1/TcdXm/H3s/WFeb/9euedzp7XcbV/H3m9lCmcX38hI877c8vOt143+Lvr27/ZYd6sz9vPq3Af6ene+Dro3u/NzwDlLPvrENr0c+zMjsa/lhG73brd15T6ubP9+SKm63LW9nly72x21kRyS46gN58zcGOtIpL61bkLsdSTCwsIlU8Y0UetImPUm/PX3t9aR0DUXdC2B1NHWkdADy/+3PoSf+Z1uL/51JPxMDaHRjoUfPKCvzJk5XYoULSbzl6yRDIFZJfD2WgC3juv3i1onwsfXJ0aN2gaHOG7XFXMdCed99S/Au60joW3S9R70OH792Xn7qHUkwiJurR2hx+tfC5M0afwltb+f3IzURRxuPbauUqBrCaS6vT6DWZ8inX+MdSSc2zbPUYx1JG6tZRF7HQl9XLM2g667ELUegd5f1wG5tf6AlhB5ex2JtGlurRuhazrcuBFxe42H+NeRcK6joftD15EI1nUHbq8NEdc6Er66Ysdd1pG4tT9uPU/6O933t9aRuLUGgvP5S6vrdvj5SdD1UPNc6MRJs+ZB8K19kS6OdSSc+ym+dSScayrEXkfC1GTWkbj1HISG6uv89vMb8r/HjLmOxK3n+dY6Eo6o51ivN2s03F5HQteb8I21jkSIrlURFh5rHYlb+/1e60jc0PVTMqS6cx0JrTONv6SPtY6E8/nWdST08W6t8+Ewa0qk1DoS2r5gbfvtNtltHYmUOqrBXdaRcIejNlLyOUnKURsECTd+sSTEzZs3ZcSIodK1a0/JkSPuLi9Pbl9i0T7PZee2Kdrn2bylfRF2OPwT9/bff/+a9dCVnn594MAPEhQiAABIbgQJD3P48CGpWbOy9O3bOypMAABgFYKEBzl06KA0blxXzp49I3v2/CzXrl21uiQAgJcjSHhYiDh37qw89lgpWbFirQQGZrK6LACAlyNIeIADB/ZL48Z15Pz5c1KyZGlZtmy1ZM2azeqyAAAgSHhCiGjatJ6cP39eSpUqQ4gAALgVgoSbO3HiuFy+fFlKly4rS5eukixZYq5YCQCAldx3UXEYtWvXkQULlkrZsuUkc+Y7z8wIAICVCBJu6Pfff5PAwEDJmzef+blq1epWlwQAQJwY2nAzv/22z8yJaNKknpw69Y/V5QAAEC+ChBv59de90rRpfbl06ZJZqTJjxoxWlwQAQLwIEm5i375fpFmzBmZiZfnyj8vixStZJwIA4PYIEm5g79490qxZQxMiKlR4QpYsIUQAADwDQcIN5kQ0b95Irly5LE888ZQsXrxCMmYMtLosAAAShKM2LPbAA3kkd+7cUqxYcfnii2WSIQPzIgAAnoMgYTGdVLl8+TpJmzatZMiQwepyAABIFIY2LLBr1w5ZtGhBjDBBiAAAeCJ6JO6znTt3SMuWTSQ4+JpkzZpVatV6weqSAABwGT0S99GOHT9JixaN5dq1q/L0089IpUrPWV0SAABJQpC4T3766ceonohnnnnOnD8jffr0VpcFAECSECTug59++j9p1aqpCRHPPltZ5s9fIunSpbO6LAAAkowgcR9OA96y5a0Q8dxzVWXevMWECACAbTDZMoXpGTw7dXrNLIE9d+4ic5gnAAB2QZBIYT4+PvLee4Pk5s2bkipVKqvLAQAgWTG0kQJ++GGrtGvXSkJCQqLCBCECAGBHBIlktm3b99KmTXP58sv1Mn78GKvLAQAgRREkktH33282IUJ7ImrUqCW9evWxuiQAAFIUQSKZbNnynbRt20Ju3LghNWs+L7NmLZA0adJYXRYAACmKIJEMNm/+Vtq1a2lCRK1atWXmzPmSOnVqq8sCACDFESSSSIcxevbsYkLE88+/IDNmzCNEAAC8BkEiiXRdiHnzFsmLL7YiRAAAvA5BwkXBwcFRl8uWLS8TJkzlEE8AgNchSLjg66+/lMcfLyV79uy2uhQAACxFkEikr77aKO3bt5Hz58/JnDkzrS4HAABLESQSYdOmjdKhw0tmuev69RvJJ598ZnVJAABYiiCRQBs3rpdXXrkVIho2bCJTpsyQgIAAq8sCAMBSBIkE2LBhnXTq1M6EiMaNm8rkyZ8TIgAAIEjcm8PhkAUL5pgQ0aRJM5k4cbr4+3PSVAAA3CZIREZGyrhx4+TZZ5+VMmXKyKuvvionT54Ud6Bn7vz887kycOBQmTBhGiECAAB3CxKTJk2ShQsXytChQ2XRokUmWHTq1EnCwsLEXRad6tGjNyECAAB3CxIaFmbOnCm9evWSKlWqSLFixWTMmDFy+vRp+eqrr6wuDwAAuHOQOHjwoFklsmLFilHXBQYGyqOPPiq7du2ytDYAABA/y/vqtedB5c6dO8b1OXPmjPqdK/z9XctIfn6+Mb7bDe3zbHZun53bpmifZ/OW9vn4eGCQ0LNnqtjnqdCTX125csWlbfr6+kiWLOmTVFdgYFqxM9rn2ezcPju3TdE+z2b39vn6+npekEiTJk3UXAnnZRUaGmomOboiMtIhQUHXXU5l+kIJCgqRiIhIsRva59ns3D47t03RPs/mLe2LjIxMdJiwPEg4hzTOnj0refPmjbpefy5atKjL2w0PT9qO1hdKUrfhzmifZ7Nz++zcNkX7PJvd2+dwJP4+lg/26FEaGTJkkB07dkRdFxQUJPv375fHH3/c0toAAICb90jo3IiXXnpJPvnkE8maNas8+OCD8vHHH8sDDzwgtWrVsro8AADgzkFC6RoS4eHhMmDAALlx44bpiZgxg5NiAQDg7twiSPj5+Um/fv3MFwAA8ByWz5EAAACeiyABAABcRpAAAAAuI0gAAACXESQAAIDLCBIAAMBlBAkAAOAyggQAAHCZj8Phyik63Js2Sc8AmpSzoNnx7G5OtM+z2bl9dm6bon2ezRva53A4xMfHJ1H3s2WQAAAA9wdDGwAAwGUECQAA4DKCBAAAcBlBAgAAuIwgAQAAXEaQAAAALiNIAAAAlxEkAACAywgSAADAZQQJAADgMoIEAABwGUECAAC4jCABAABcRpC4LTIyUsaNGyfPPvuslClTRl599VU5efKk2NHUqVOlbdu2YieXL1+WgQMHynPPPSflypWTVq1aye7du8UuLly4IP369ZOnnnpKypYtK507d5a//vpL7ObYsWOmfStWrBA7OXPmjBQtWvSOLzu1c9WqVVKnTh0pWbKk1K1bVzZu3Ch2sGPHjjj3nX5Vr15dPF14eLh89tlnUrVqVfPea9OmjezduzdxG9HTiMPhGD9+vOPJJ590bN682XHgwAHHK6+84qhVq5YjNDTUYSfz5893FCtWzPHSSy857KRDhw6OevXqOXbt2uU4evSoY8iQIY5SpUo5/vrrL4cdtGjRwtG8eXPHvn37HH/++aejZ8+ejmeeecZx/fp1h12EhYU5mjRp4ihSpIhj+fLlDjvZsmWLo2TJko4zZ844zp49G/UVEhLisINVq1Y5Hn30UfP5cuLECcekSZPM58yePXscnk7/D4i+z/Trq6++chQtWtSxbNkyh6cbN26co1KlSo5t27Y5jh8/7njvvfcc5cuXN6/VhCJI3H6hlC1b1rFgwYKo665cuWL+I1q7dq3DDk6fPu147bXXHGXKlHHUrl3bVkFCX/z6n8/u3bujrouMjHTUqFHDMXbsWIenu3z5sqNPnz6OQ4cORV2nYVfbrMHCLkaPHu1o166dLYPEtGnTHPXr13fYkb7Xqlat6hg5cmSM6/WPsSlTpjjsJjg42LS3f//+Djto0KCBY8SIEVE/X7161bwHN23alOBtMLQhIgcPHpTg4GCpWLFi1HWBgYHy6KOPyq5du8QO/vjjDwkICJA1a9ZI6dKlxU6yZMki06ZNM12qTj4+PuYrKChIPF2mTJlk9OjRUqRIEfPzxYsXZfbs2fLAAw9IoUKFxA70fbZ48WIZOXKk2NGhQ4ekYMGCVpeRYsNRp06dkvr168e4fsaMGfLaa6+J3UyZMkVCQkLk7bffFjvIli2bbN68Wf755x+JiIgw78NUqVJJsWLFErwN/xSt0EOcPn3afM+dO3eM63PmzBn1O09XrVo182VHGvoqV64c47pNmzbJiRMn5N133xU7ef/992XJkiXmjT558mRJly6deDoNe2+99ZYMGDDgjvegXRw+fNgEXh1/1v948+XLJ127djVzejydtkddv35dOnbsKPv375eHHnrItM9unznOEP/mm29K5syZxQ7ee+896d27t5nv4efnJ76+vjJ+/HjJmzdvgrdBj4SISZdKP5yjS506tYSGhlpUFVy1Z88eeeedd6RWrVpSpUoVsZOXX35Zli9fLvXq1ZPu3bubniZPN3jwYDPJK/ZftHahk9mOHj0qV65ckZ49e5reM53QrRNmf/zxR/F0165dM9/1L3R9Xc6cOVMqVaok3bp1s0X7olu4cKFkzJhRWrRoIXbx559/mjZNnDjR9EY0adJE+vbtKwcOHEjwNuiREJE0adKY72FhYVGXlYaItGnTWlgZEuubb74xbwI9cuOTTz4Ru3EOZQwbNkz27dsn8+fPlxEjRognz/TXo2vWrl0rduXv729m/utfe87Pl8cee0yOHDliuv+jD6l6Ih0yVdob0bhxY3O5ePHipmdi1qxZHt++2K/XRo0axfh/wpP9999/pndFe1kqVKhgrtMhYg0X2isxadKkBG2HHoloQxpnz56Ncb3+nCtXLouqQmLpf6r6F58exqTjmNqjZJfu1PXr15u/bJ20+1FDRezXrKfR3hU9tFV7jrRXQr/UoEGDpFOnTmIX6dOnv+M/n8KFC5vDQj2d8zPSOYfHSV+fOu5up7l0uiSAnXrO9u3bJzdv3owxv0zpPDodGk4ogoSImVSSIUMG81dD9HFbTdSPP/64pbUh4V2OQ4cONWPQn3766R3DVJ7s/Pnz0qdPnxjdxPrm19enp0/g016jDRs2mL/0nF+qV69eptfFDrTnQXvIon++qN9//90Wk2VLlChhgpL+pxR7Xkhixtndnfac6cTExExCdHc6Yds5GTj2vsufP3+Ct8PQxu25ES+99JL5UMuaNas8+OCD8vHHH5snWcfZ4f6TvYYPHy41a9Y0s8T1P14n/StQx/88mf6lp5PyPvzwQ/OlR3HoomIadtu3by+e7G49fvqBbZfeQA17BQoUkA8++ECGDBliJl3qhFld9Ed7ZDydvse090jH2HWflSpVyvSgbd++3XSZ24UGd12Eyk5KlSol5cuXN/NbtBdQ/8/TMK9/tHzxxRcJ3g5B4jb9C0i7jnXm+I0bN0xPhI5fOsf/4L70CA39C/3rr782X9HpmK0dDinUXhY9BPSNN96Qq1evmvHMBQsWSJ48eawuDfegw1A61Kb77/XXXzcBUA8t1/kDsYcDPJVOrNT5ZGPGjDHDNRqedIz9ySefFLs4d+6cbY7UiP7a1KO/xo4dayao64RgfU1qAEzMMgE+uphEgm8NAAAQDXMkAACAywgSAADAZQQJAADgMoIEAABwGUECAAC4jCABAABcRpAAkOJS6ihzjl6Ht5s6daq0bds20ffThafq1KljlseuW7eubNy40eUaCBIAUoyeCE9XHU2Jk3LpCYV00TjAWy1YsMAsJpVYq1evNqcP11MK6CqketZWXYb/l19+cakOggSAFKMnFZszZ06ME44ll88++0xCQkKSfbuAuztz5ox06dLFnNYhMefEcPbi6XunXbt2Jkjo+VC6du0qTz/9tOzcudOleggSAAB4kD/++MOcvmHNmjVxLmW9efNmadKkiTmXhp6DSHsttHfQeW6iU6dO3XEWU+3d03MVuYIgASBOo0aNMh9Eem6P2EMKeqKfe/UG6Cmkq1evbi7rOv7VqlWLcSZFPVGefgg+8cQT5qRBerp0p8jISHPeBr3PY489Zr7ruSr0nCrKefKkCRMm2O5ESsC96PtBz2Xy8MMP3/G7rVu3mnO6vPjii7Ju3TpzMi6d/9CvX7+oIKGuX78uHTt2lIoVK0rz5s3lu+++E1cRJADEqVmzZhIaGipffvnlHeOrOklLT9IUn5w5c5r/6JV2nTov79q1y5y1VM8aqX8pvfvuu6ZLVbta9YR5avr06ebsg927d5eZM2dKq1atzF9MeoIhtXjx4qganZcBiDlBnIaIli1bmmGLZ555xpx1Vt/HGu6vXbtmbqfhXedG6PurUqVK5sRretZPV3D2TwBx0jM4li1b1gQH/YtF7dmzR44fP56gM6qmSpVKihcvbi7rB5qe8VJpz8IjjzxiZpv7+fmZ67RnQmeO62m1ddxWg4X2RDRt2tT8XnstNLg4TwlfpkwZ811Pe+y8DEDM6c5//fVXWbZs2R1HN/31119RZ7TW3gg9O7LS96neT89Iqz0UiUWQAHBX+h/5+++/b8ZUH3zwQVm5cqUJARowXKHDIfv27TMfYvrh5pyEqV20Gly2b99ugoSefloDR+vWrU03bpUqVcxQCID46bBgp06dokJCdDly5JADBw6Yy7FPYV+oUCHZsmWLuIKhDQB35RzC0F4JHebQsVadxOWqoKAg80GnQxclSpSI8XX48GFzlIfSD8KBAweaoQ6dma69FdoN+9NPPyVj6wD7KVy4sJkHkS9fvqiv06dPy0cffSTBwcHmvZY+fXoT6KPT95/2HLqCHgkAd6UfOLVr1zYBQv+C0QlaDRs2TNL2fHx8zBwJDQexOedd+Pr6mp4J/bpw4YJ8//33Zuy3Z8+eptdCh00A3OnVV181ky11TpK+xzRE6JoRDz30kOmRcAb1iRMnSq5cucyEal1LQt9Xs2fPFlcQJADESyc0rlixwqwHocea64dPQjnnQDhlyJDBzJU4evSoWVHPSXseevXqJZUrVzZdrDpRTOdIDBgwQLJly2Z6QfToEV3cSieLZc2a1YQNADFp8NcjnnQOkobvzJkzm+HBvn37Rt1GJ1ZqaNfb6ZoUOqyoR4HokKIrfBysMQsgAR9O2l2qHzw63JFQ+p++HiraoEGDqMM9f/jhB+ncubO88MIL5vqIiAgzc1y7WufNm2cmT+r8CL1OeyB0PoZ+2H366admLoXeRumHnoYS/VCsUKGC6ekAcP8RJADckx6lob0SGgISO6yg99VDNHW2uHaf6nc9zEy7Xn///Xfzs47bamjQQKB0EqYe6qkL7mjXrB6toX9Vvfnmm5IlSxZzG51hrmta6NoSGzZskDx58qRI2wHEjyABIF76EaFjrXo8uq75AADRMUcCwF2HJXTy1W+//SYnT56McYZBHY64198gOtQQe44EAPshSACIk648uWjRInO4pk5yjL4cr67fr2tLxEcXkXLOZwBgXwxtAEi0Q4cORZ0EKL5DPQsUKHDfagJgDYIEAABwGQdiAwAAlxEkAACAywgSAADAZQQJAADgMoIEAABwGUECAAC4jCABAABcRpAAAADiqv8HIVmLUhoJqxEAAAAASUVORK5CYII=",
|
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"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"## baseline\n",
|
|
"from sklearn.svm import SVR\n",
|
|
"this_model = test_regression_model(\n",
|
|
" SVR(),\n",
|
|
" X_train, y_train, X_test, y_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"* for variants of preprocessing, see `extra_3.3.5.2_variants_of_SVR.ipynb`"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Skalieren und Trainieren in einer Pipeline (Ausblick)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "raw",
|
|
"metadata": {},
|
|
"source": [
|
|
"from sklearn.preprocessing import StandardScaler\n",
|
|
"from sklearn.pipeline import Pipeline \n",
|
|
"pipe = Pipeline([\n",
|
|
" ('scaler', StandardScaler()),\n",
|
|
" ('svr', SVR())])\n",
|
|
"pipe.fit(X_train, y_train)\n",
|
|
"#print('score = %0.4f' % (pipe.score(X_test, y_test)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### MLPRegressor\n",
|
|
"#### Theorie"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:51.606812Z",
|
|
"start_time": "2020-04-08T10:06:50.945074Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.neural_network import MLPRegressor\n",
|
|
"show_pred_on_synth(MLPRegressor(), X_demo, y_demo, X_synth, 'default')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### Praxis"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2020-04-08T10:06:55.106474Z",
|
|
"start_time": "2020-04-08T10:06:51.610795Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R2 = 0.0258\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages/sklearn/neural_network/_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n",
|
|
" warnings.warn(\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.neural_network import MLPRegressor\n",
|
|
"this_model = test_regression_model(\n",
|
|
" MLPRegressor(random_state=1234),\n",
|
|
" X_train, y_train, X_test, y_test,\n",
|
|
" show_plot=False)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"* for variants of preprocessing, see `extra_3.3.6.2_variants_of_MLPRegressor.ipynb`"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "teaching",
|
|
"language": "python",
|
|
"name": "teaching"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.13.0"
|
|
},
|
|
"toc": {
|
|
"base_numbering": "3.3",
|
|
"nav_menu": {},
|
|
"number_sections": true,
|
|
"sideBar": true,
|
|
"skip_h1_title": false,
|
|
"title_cell": "3.3 Regression - ML Methoden",
|
|
"title_sidebar": "Contents",
|
|
"toc_cell": true,
|
|
"toc_position": {
|
|
"height": "calc(100% - 180px)",
|
|
"left": "10px",
|
|
"top": "150px",
|
|
"width": "186.867px"
|
|
},
|
|
"toc_section_display": true,
|
|
"toc_window_display": true
|
|
},
|
|
"toc-autonumbering": true,
|
|
"varInspector": {
|
|
"cols": {
|
|
"lenName": 16,
|
|
"lenType": 16,
|
|
"lenVar": 40
|
|
},
|
|
"kernels_config": {
|
|
"python": {
|
|
"delete_cmd_postfix": "",
|
|
"delete_cmd_prefix": "del ",
|
|
"library": "var_list.py",
|
|
"varRefreshCmd": "print(var_dic_list())"
|
|
},
|
|
"r": {
|
|
"delete_cmd_postfix": ") ",
|
|
"delete_cmd_prefix": "rm(",
|
|
"library": "var_list.r",
|
|
"varRefreshCmd": "cat(var_dic_list()) "
|
|
}
|
|
},
|
|
"position": {
|
|
"height": "321.85px",
|
|
"left": "787px",
|
|
"right": "20px",
|
|
"top": "115px",
|
|
"width": "350px"
|
|
},
|
|
"types_to_exclude": [
|
|
"module",
|
|
"function",
|
|
"builtin_function_or_method",
|
|
"instance",
|
|
"_Feature"
|
|
],
|
|
"window_display": false
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|