3707 lines
4.6 MiB
3707 lines
4.6 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "c093ea0c",
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"metadata": {},
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"source": [
|
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"# Seminar 2: Predicting Biodegradability of Chemical"
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||
]
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},
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||
{
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||
"cell_type": "markdown",
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"id": "7aa30d7d",
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"metadata": {},
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"source": [
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"## 1. Introduction\n",
|
||
"Chemicals are all around us. Studying their properties by the means of machine learning is an active\n",
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||
"research field; matching molecular patterns with their behavior can be a decisive factor in the creation of\n",
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||
"new materials, drugs, and more.\n",
|
||
"In this seminar assignment, your task is to explore the data and build machine-learning models that\n",
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||
"predict the biodegradability of chemicals."
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]
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},
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{
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||
"cell_type": "markdown",
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"id": "aeab08c8",
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"metadata": {},
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"source": [
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"## 2. Task\n",
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||
"You will work with the data set compiled by Mansouri et al. [data](https://www.openml.org/search?type=data&status=active&id=1494&sort=runs). There are 41 features and one target feature (biodegradability).\n",
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||
"The target variable is encoded as ready biodegradable (1) and not ready biodegradable (2). The data set\n",
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||
"consists of 1055 instances. Features can be either symbolic or numeric.\n",
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||
"IMPORTANT: Use the dataset provided on uˇcilnica and NOT the one posted on the link above. It is\n",
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"minimally modified and split into train in test sets.\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a4f197dd",
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"metadata": {},
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"source": [
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"### 2.1 Exploration\n",
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||
"Inspect the dataset. How balanced is the target variable? Are there any missing values present? If there\n",
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||
"are, choose a strategy that takes this into account.\n",
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||
"Most of your data is of the numeric type. Can you identify, by adopting exploratory analysis, whether\n",
|
||
"some features are directly related to the target? What about feature pairs? Produce at least three types of\n",
|
||
"visualizations of the feature space and be prepared to argue why these visualizations were useful for your\n",
|
||
"subsequent analysis."
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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": 129,
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||
"id": "5bcf6290",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
||
"# Needed imports\n",
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||
"import numpy as np\n",
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||
"import pandas as pd\n",
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||
"import matplotlib.pyplot as plt\n",
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||
"import sklearn\n",
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||
"import seaborn as sns\n",
|
||
"import scikitplot as skplt\n",
|
||
"import warnings\n",
|
||
"warnings.filterwarnings('ignore')\n"
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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": 130,
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||
"id": "18ff4f76",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"df_train = pd.read_csv('train.csv')\n",
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"df_test = pd.read_csv('test.csv')"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"id": "ea26bfdf",
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||
"metadata": {},
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"source": [
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||
"#### Lets inspect training and test data"
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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": 131,
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||
"id": "5933f4d7",
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||
"metadata": {},
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||
"outputs": [
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||
{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" .dataframe thead th {\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>V1</th>\n",
|
||
" <th>V2</th>\n",
|
||
" <th>V3</th>\n",
|
||
" <th>V4</th>\n",
|
||
" <th>V5</th>\n",
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||
" <th>V6</th>\n",
|
||
" <th>V7</th>\n",
|
||
" <th>V8</th>\n",
|
||
" <th>V9</th>\n",
|
||
" <th>V10</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>V33</th>\n",
|
||
" <th>V34</th>\n",
|
||
" <th>V35</th>\n",
|
||
" <th>V36</th>\n",
|
||
" <th>V37</th>\n",
|
||
" <th>V38</th>\n",
|
||
" <th>V39</th>\n",
|
||
" <th>V40</th>\n",
|
||
" <th>V41</th>\n",
|
||
" <th>Class</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>3.919</td>\n",
|
||
" <td>2.6909</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>31.4</td>\n",
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||
" <td>2</td>\n",
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||
" <td>0</td>\n",
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||
" <td>...</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2.949</td>\n",
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||
" <td>1.591</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>7.253</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>2</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>4.170</td>\n",
|
||
" <td>2.1144</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>30.8</td>\n",
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||
" <td>1</td>\n",
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||
" <td>1</td>\n",
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||
" <td>...</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3.315</td>\n",
|
||
" <td>1.967</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>7.257</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>2.7098</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>3.046</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.690</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>4.214</td>\n",
|
||
" <td>2.6272</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2.998</td>\n",
|
||
" <td>1.722</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.770</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>3.942</td>\n",
|
||
" <td>2.7719</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>31.6</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>...</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3.542</td>\n",
|
||
" <td>1.739</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>8.127</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 42 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" V1 V2 V3 V4 V5 V6 V7 V8 V9 V10 ... V33 V34 V35 \\\n",
|
||
"1 3.919 2.6909 0 0 0 0 0 31.4 2 0 ... 0 0 0 \n",
|
||
"2 4.170 2.1144 0 0 0 0 0 30.8 1 1 ... 0 0 0 \n",
|
||
"4 3.000 2.7098 0 0 0 0 0 20.0 0 2 ... 0 0 1 \n",
|
||
"13 4.214 2.6272 0 0 0 0 0 30.0 3 0 ... 0 0 0 \n",
|
||
"16 3.942 2.7719 1 0 0 0 0 31.6 2 0 ... 0 0 0 \n",
|
||
"\n",
|
||
" V36 V37 V38 V39 V40 V41 Class \n",
|
||
"1 2.949 1.591 0 7.253 0 0 2 \n",
|
||
"2 3.315 1.967 0 7.257 0 0 2 \n",
|
||
"4 3.046 5.000 0 6.690 0 0 2 \n",
|
||
"13 2.998 1.722 0 6.770 0 0 2 \n",
|
||
"16 3.542 1.739 0 8.127 0 1 2 \n",
|
||
"\n",
|
||
"[5 rows x 42 columns]"
|
||
]
|
||
},
|
||
"execution_count": 131,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_test.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 132,
|
||
"id": "1743d191",
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||
"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>V1</th>\n",
|
||
" <th>V2</th>\n",
|
||
" <th>V3</th>\n",
|
||
" <th>V4</th>\n",
|
||
" <th>V5</th>\n",
|
||
" <th>V6</th>\n",
|
||
" <th>V7</th>\n",
|
||
" <th>V8</th>\n",
|
||
" <th>V9</th>\n",
|
||
" <th>V10</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>V33</th>\n",
|
||
" <th>V34</th>\n",
|
||
" <th>V35</th>\n",
|
||
" <th>V36</th>\n",
|
||
" <th>V37</th>\n",
|
||
" <th>V38</th>\n",
|
||
" <th>V39</th>\n",
|
||
" <th>V40</th>\n",
|
||
" <th>V41</th>\n",
|
||
" <th>Class</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>821.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>821.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" <td>846.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>4.790476</td>\n",
|
||
" <td>3.054551</td>\n",
|
||
" <td>0.739953</td>\n",
|
||
" <td>0.030451</td>\n",
|
||
" <td>0.946809</td>\n",
|
||
" <td>0.277778</td>\n",
|
||
" <td>1.669031</td>\n",
|
||
" <td>37.422813</td>\n",
|
||
" <td>1.342790</td>\n",
|
||
" <td>1.784870</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.903073</td>\n",
|
||
" <td>1.241135</td>\n",
|
||
" <td>0.926714</td>\n",
|
||
" <td>3.922100</td>\n",
|
||
" <td>2.549406</td>\n",
|
||
" <td>0.671395</td>\n",
|
||
" <td>8.643191</td>\n",
|
||
" <td>0.059102</td>\n",
|
||
" <td>0.706856</td>\n",
|
||
" <td>1.333333</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.531991</td>\n",
|
||
" <td>0.813983</td>\n",
|
||
" <td>1.504545</td>\n",
|
||
" <td>0.198281</td>\n",
|
||
" <td>2.318081</td>\n",
|
||
" <td>1.045544</td>\n",
|
||
" <td>2.220221</td>\n",
|
||
" <td>9.030008</td>\n",
|
||
" <td>2.018433</td>\n",
|
||
" <td>1.773856</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.526124</td>\n",
|
||
" <td>2.248684</td>\n",
|
||
" <td>1.239133</td>\n",
|
||
" <td>0.992636</td>\n",
|
||
" <td>0.625021</td>\n",
|
||
" <td>1.093633</td>\n",
|
||
" <td>1.223700</td>\n",
|
||
" <td>0.342364</td>\n",
|
||
" <td>2.145396</td>\n",
|
||
" <td>0.471683</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>0.803900</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>9.100000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2.279000</td>\n",
|
||
" <td>1.467000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>4.948000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>4.499000</td>\n",
|
||
" <td>2.510175</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>30.800000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>3.497000</td>\n",
|
||
" <td>2.101000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>8.009500</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>4.840000</td>\n",
|
||
" <td>3.052400</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>37.850000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>1.500000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>3.732500</td>\n",
|
||
" <td>2.461000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>8.508000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>5.119000</td>\n",
|
||
" <td>3.415725</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" <td>43.800000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>3.980000</td>\n",
|
||
" <td>2.861000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>9.019750</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>6.496000</td>\n",
|
||
" <td>7.918400</td>\n",
|
||
" <td>12.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>36.000000</td>\n",
|
||
" <td>13.000000</td>\n",
|
||
" <td>18.000000</td>\n",
|
||
" <td>60.700000</td>\n",
|
||
" <td>24.000000</td>\n",
|
||
" <td>12.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>12.000000</td>\n",
|
||
" <td>18.000000</td>\n",
|
||
" <td>7.000000</td>\n",
|
||
" <td>10.695000</td>\n",
|
||
" <td>5.750000</td>\n",
|
||
" <td>8.000000</td>\n",
|
||
" <td>14.700000</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" <td>27.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>8 rows × 42 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" V1 V2 V3 V4 V5 V6 \\\n",
|
||
"count 846.000000 846.000000 846.000000 821.000000 846.000000 846.000000 \n",
|
||
"mean 4.790476 3.054551 0.739953 0.030451 0.946809 0.277778 \n",
|
||
"std 0.531991 0.813983 1.504545 0.198281 2.318081 1.045544 \n",
|
||
"min 2.000000 0.803900 0.000000 0.000000 0.000000 0.000000 \n",
|
||
"25% 4.499000 2.510175 0.000000 0.000000 0.000000 0.000000 \n",
|
||
"50% 4.840000 3.052400 0.000000 0.000000 0.000000 0.000000 \n",
|
||
"75% 5.119000 3.415725 1.000000 0.000000 1.000000 0.000000 \n",
|
||
"max 6.496000 7.918400 12.000000 2.000000 36.000000 13.000000 \n",
|
||
"\n",
|
||
" V7 V8 V9 V10 ... V33 \\\n",
|
||
"count 846.000000 846.000000 846.000000 846.000000 ... 846.000000 \n",
|
||
"mean 1.669031 37.422813 1.342790 1.784870 ... 0.903073 \n",
|
||
"std 2.220221 9.030008 2.018433 1.773856 ... 1.526124 \n",
|
||
"min 0.000000 9.100000 0.000000 0.000000 ... 0.000000 \n",
|
||
"25% 0.000000 30.800000 0.000000 0.000000 ... 0.000000 \n",
|
||
"50% 1.000000 37.850000 1.000000 1.500000 ... 0.000000 \n",
|
||
"75% 3.000000 43.800000 2.000000 3.000000 ... 1.000000 \n",
|
||
"max 18.000000 60.700000 24.000000 12.000000 ... 12.000000 \n",
|
||
"\n",
|
||
" V34 V35 V36 V37 V38 V39 \\\n",
|
||
"count 846.000000 846.000000 846.000000 821.000000 846.000000 846.000000 \n",
|
||
"mean 1.241135 0.926714 3.922100 2.549406 0.671395 8.643191 \n",
|
||
"std 2.248684 1.239133 0.992636 0.625021 1.093633 1.223700 \n",
|
||
"min 0.000000 0.000000 2.279000 1.467000 0.000000 4.948000 \n",
|
||
"25% 0.000000 0.000000 3.497000 2.101000 0.000000 8.009500 \n",
|
||
"50% 0.000000 1.000000 3.732500 2.461000 0.000000 8.508000 \n",
|
||
"75% 2.000000 1.000000 3.980000 2.861000 1.000000 9.019750 \n",
|
||
"max 18.000000 7.000000 10.695000 5.750000 8.000000 14.700000 \n",
|
||
"\n",
|
||
" V40 V41 Class \n",
|
||
"count 846.000000 846.000000 846.000000 \n",
|
||
"mean 0.059102 0.706856 1.333333 \n",
|
||
"std 0.342364 2.145396 0.471683 \n",
|
||
"min 0.000000 0.000000 1.000000 \n",
|
||
"25% 0.000000 0.000000 1.000000 \n",
|
||
"50% 0.000000 0.000000 1.000000 \n",
|
||
"75% 0.000000 0.000000 2.000000 \n",
|
||
"max 4.000000 27.000000 2.000000 \n",
|
||
"\n",
|
||
"[8 rows x 42 columns]"
|
||
]
|
||
},
|
||
"execution_count": 132,
|
||
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|
||
"output_type": "execute_result"
|
||
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|
||
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|
||
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|
||
"df_train.describe()"
|
||
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|
||
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Int64Index: 846 entries, 3 to 1055\n",
|
||
"Data columns (total 42 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 V1 846 non-null float64\n",
|
||
" 1 V2 846 non-null float64\n",
|
||
" 2 V3 846 non-null int64 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" 12 V13 846 non-null float64\n",
|
||
" 13 V14 846 non-null float64\n",
|
||
" 14 V15 846 non-null float64\n",
|
||
" 15 V16 846 non-null int64 \n",
|
||
" 16 V17 846 non-null float64\n",
|
||
" 17 V18 846 non-null float64\n",
|
||
" 18 V19 846 non-null int64 \n",
|
||
" 19 V20 846 non-null int64 \n",
|
||
" 20 V21 846 non-null int64 \n",
|
||
" 21 V22 830 non-null float64\n",
|
||
" 22 V23 846 non-null int64 \n",
|
||
" 23 V24 846 non-null int64 \n",
|
||
" 24 V25 846 non-null int64 \n",
|
||
" 25 V26 846 non-null int64 \n",
|
||
" 26 V27 838 non-null float64\n",
|
||
" 27 V28 846 non-null float64\n",
|
||
" 28 V29 838 non-null float64\n",
|
||
" 29 V30 846 non-null float64\n",
|
||
" 30 V31 846 non-null float64\n",
|
||
" 31 V32 846 non-null int64 \n",
|
||
" 32 V33 846 non-null int64 \n",
|
||
" 33 V34 846 non-null int64 \n",
|
||
" 34 V35 846 non-null int64 \n",
|
||
" 35 V36 846 non-null float64\n",
|
||
" 36 V37 821 non-null float64\n",
|
||
" 37 V38 846 non-null int64 \n",
|
||
" 38 V39 846 non-null float64\n",
|
||
" 39 V40 846 non-null int64 \n",
|
||
" 40 V41 846 non-null int64 \n",
|
||
" 41 Class 846 non-null int64 \n",
|
||
"dtypes: float64(19), int64(23)\n",
|
||
"memory usage: 284.2 KB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 134,
|
||
"id": "22003f33",
|
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|
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|
||
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|
||
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|
||
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|
||
" <th>V1</th>\n",
|
||
" <th>V2</th>\n",
|
||
" <th>V3</th>\n",
|
||
" <th>V4</th>\n",
|
||
" <th>V5</th>\n",
|
||
" <th>V6</th>\n",
|
||
" <th>V7</th>\n",
|
||
" <th>V8</th>\n",
|
||
" <th>V9</th>\n",
|
||
" <th>V10</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>V33</th>\n",
|
||
" <th>V34</th>\n",
|
||
" <th>V35</th>\n",
|
||
" <th>V36</th>\n",
|
||
" <th>V37</th>\n",
|
||
" <th>V38</th>\n",
|
||
" <th>V39</th>\n",
|
||
" <th>V40</th>\n",
|
||
" <th>V41</th>\n",
|
||
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|
||
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|
||
" </thead>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>3.919</td>\n",
|
||
" <td>2.6909</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <td>0</td>\n",
|
||
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|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2.949</td>\n",
|
||
" <td>1.591</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>7.253</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
" <th>2</th>\n",
|
||
" <td>4.170</td>\n",
|
||
" <td>2.1144</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>30.8</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3.315</td>\n",
|
||
" <td>1.967</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>7.257</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>2.7098</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>20.0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>3.046</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6.690</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>4.214</td>\n",
|
||
" <td>2.6272</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>0</td>\n",
|
||
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|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
" <th>16</th>\n",
|
||
" <td>3.942</td>\n",
|
||
" <td>2.7719</td>\n",
|
||
" <td>1</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
"text/plain": [
|
||
" V1 V2 V3 V4 V5 V6 V7 V8 V9 V10 ... V33 V34 V35 \\\n",
|
||
"1 3.919 2.6909 0 0 0 0 0 31.4 2 0 ... 0 0 0 \n",
|
||
"2 4.170 2.1144 0 0 0 0 0 30.8 1 1 ... 0 0 0 \n",
|
||
"4 3.000 2.7098 0 0 0 0 0 20.0 0 2 ... 0 0 1 \n",
|
||
"13 4.214 2.6272 0 0 0 0 0 30.0 3 0 ... 0 0 0 \n",
|
||
"16 3.942 2.7719 1 0 0 0 0 31.6 2 0 ... 0 0 0 \n",
|
||
"\n",
|
||
" V36 V37 V38 V39 V40 V41 Class \n",
|
||
"1 2.949 1.591 0 7.253 0 0 2 \n",
|
||
"2 3.315 1.967 0 7.257 0 0 2 \n",
|
||
"4 3.046 5.000 0 6.690 0 0 2 \n",
|
||
"13 2.998 1.722 0 6.770 0 0 2 \n",
|
||
"16 3.542 1.739 0 8.127 0 1 2 \n",
|
||
"\n",
|
||
"[5 rows x 42 columns]"
|
||
]
|
||
},
|
||
"execution_count": 134,
|
||
"metadata": {},
|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"cell_type": "code",
|
||
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|
||
"id": "d7235214",
|
||
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|
||
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|
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|
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" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>V1</th>\n",
|
||
" <th>V2</th>\n",
|
||
" <th>V3</th>\n",
|
||
" <th>V4</th>\n",
|
||
" <th>V5</th>\n",
|
||
" <th>V6</th>\n",
|
||
" <th>V7</th>\n",
|
||
" <th>V8</th>\n",
|
||
" <th>V9</th>\n",
|
||
" <th>V10</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>V33</th>\n",
|
||
" <th>V34</th>\n",
|
||
" <th>V35</th>\n",
|
||
" <th>V36</th>\n",
|
||
" <th>V37</th>\n",
|
||
" <th>V38</th>\n",
|
||
" <th>V39</th>\n",
|
||
" <th>V40</th>\n",
|
||
" <th>V41</th>\n",
|
||
" <th>Class</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.00000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" <td>209.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>4.750938</td>\n",
|
||
" <td>3.130050</td>\n",
|
||
" <td>0.62201</td>\n",
|
||
" <td>0.086124</td>\n",
|
||
" <td>1.114833</td>\n",
|
||
" <td>0.339713</td>\n",
|
||
" <td>1.555024</td>\n",
|
||
" <td>35.569378</td>\n",
|
||
" <td>1.511962</td>\n",
|
||
" <td>1.880383</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.803828</td>\n",
|
||
" <td>1.411483</td>\n",
|
||
" <td>1.100478</td>\n",
|
||
" <td>3.902612</td>\n",
|
||
" <td>2.629201</td>\n",
|
||
" <td>0.746411</td>\n",
|
||
" <td>8.574038</td>\n",
|
||
" <td>0.019139</td>\n",
|
||
" <td>0.789474</td>\n",
|
||
" <td>1.354067</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>0.603914</td>\n",
|
||
" <td>0.897556</td>\n",
|
||
" <td>1.27690</td>\n",
|
||
" <td>0.406969</td>\n",
|
||
" <td>2.393143</td>\n",
|
||
" <td>1.182566</td>\n",
|
||
" <td>2.246383</td>\n",
|
||
" <td>9.471334</td>\n",
|
||
" <td>1.721220</td>\n",
|
||
" <td>1.784023</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.498327</td>\n",
|
||
" <td>2.374355</td>\n",
|
||
" <td>1.320857</td>\n",
|
||
" <td>1.029605</td>\n",
|
||
" <td>0.714285</td>\n",
|
||
" <td>1.077657</td>\n",
|
||
" <td>1.315016</td>\n",
|
||
" <td>0.195176</td>\n",
|
||
" <td>2.589491</td>\n",
|
||
" <td>0.479378</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>1.134900</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2.267000</td>\n",
|
||
" <td>1.576000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>4.917000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>4.414000</td>\n",
|
||
" <td>2.494500</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>29.400000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>3.401000</td>\n",
|
||
" <td>2.146000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>7.872000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>4.807000</td>\n",
|
||
" <td>3.039300</td>\n",
|
||
" <td>0.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>34.200000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>3.694000</td>\n",
|
||
" <td>2.469000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>8.464000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>5.188000</td>\n",
|
||
" <td>3.555400</td>\n",
|
||
" <td>1.00000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" <td>41.200000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>3.991000</td>\n",
|
||
" <td>2.967000</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>9.017000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>6.253000</td>\n",
|
||
" <td>9.177500</td>\n",
|
||
" <td>8.00000</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" <td>16.000000</td>\n",
|
||
" <td>12.000000</td>\n",
|
||
" <td>14.000000</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>9.000000</td>\n",
|
||
" <td>11.000000</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>12.000000</td>\n",
|
||
" <td>18.000000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>10.355000</td>\n",
|
||
" <td>5.825000</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" <td>14.030000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" <td>27.000000</td>\n",
|
||
" <td>2.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>8 rows × 42 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" V1 V2 V3 V4 V5 V6 \\\n",
|
||
"count 209.000000 209.000000 209.00000 209.000000 209.000000 209.000000 \n",
|
||
"mean 4.750938 3.130050 0.62201 0.086124 1.114833 0.339713 \n",
|
||
"std 0.603914 0.897556 1.27690 0.406969 2.393143 1.182566 \n",
|
||
"min 2.000000 1.134900 0.00000 0.000000 0.000000 0.000000 \n",
|
||
"25% 4.414000 2.494500 0.00000 0.000000 0.000000 0.000000 \n",
|
||
"50% 4.807000 3.039300 0.00000 0.000000 0.000000 0.000000 \n",
|
||
"75% 5.188000 3.555400 1.00000 0.000000 1.000000 0.000000 \n",
|
||
"max 6.253000 9.177500 8.00000 3.000000 16.000000 12.000000 \n",
|
||
"\n",
|
||
" V7 V8 V9 V10 ... V33 \\\n",
|
||
"count 209.000000 209.000000 209.000000 209.000000 ... 209.000000 \n",
|
||
"mean 1.555024 35.569378 1.511962 1.880383 ... 0.803828 \n",
|
||
"std 2.246383 9.471334 1.721220 1.784023 ... 1.498327 \n",
|
||
"min 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n",
|
||
"25% 0.000000 29.400000 0.000000 0.000000 ... 0.000000 \n",
|
||
"50% 0.000000 34.200000 1.000000 2.000000 ... 0.000000 \n",
|
||
"75% 3.000000 41.200000 2.000000 3.000000 ... 1.000000 \n",
|
||
"max 14.000000 60.000000 9.000000 11.000000 ... 12.000000 \n",
|
||
"\n",
|
||
" V34 V35 V36 V37 V38 V39 \\\n",
|
||
"count 209.000000 209.000000 209.000000 209.000000 209.000000 209.000000 \n",
|
||
"mean 1.411483 1.100478 3.902612 2.629201 0.746411 8.574038 \n",
|
||
"std 2.374355 1.320857 1.029605 0.714285 1.077657 1.315016 \n",
|
||
"min 0.000000 0.000000 2.267000 1.576000 0.000000 4.917000 \n",
|
||
"25% 0.000000 0.000000 3.401000 2.146000 0.000000 7.872000 \n",
|
||
"50% 0.000000 1.000000 3.694000 2.469000 0.000000 8.464000 \n",
|
||
"75% 2.000000 2.000000 3.991000 2.967000 1.000000 9.017000 \n",
|
||
"max 18.000000 6.000000 10.355000 5.825000 6.000000 14.030000 \n",
|
||
"\n",
|
||
" V40 V41 Class \n",
|
||
"count 209.000000 209.000000 209.000000 \n",
|
||
"mean 0.019139 0.789474 1.354067 \n",
|
||
"std 0.195176 2.589491 0.479378 \n",
|
||
"min 0.000000 0.000000 1.000000 \n",
|
||
"25% 0.000000 0.000000 1.000000 \n",
|
||
"50% 0.000000 0.000000 1.000000 \n",
|
||
"75% 0.000000 0.000000 2.000000 \n",
|
||
"max 2.000000 27.000000 2.000000 \n",
|
||
"\n",
|
||
"[8 rows x 42 columns]"
|
||
]
|
||
},
|
||
"execution_count": 135,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_test.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 136,
|
||
"id": "9598495e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Int64Index: 209 entries, 1 to 1051\n",
|
||
"Data columns (total 42 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 V1 209 non-null float64\n",
|
||
" 1 V2 209 non-null float64\n",
|
||
" 2 V3 209 non-null int64 \n",
|
||
" 3 V4 209 non-null int64 \n",
|
||
" 4 V5 209 non-null int64 \n",
|
||
" 5 V6 209 non-null int64 \n",
|
||
" 6 V7 209 non-null int64 \n",
|
||
" 7 V8 209 non-null float64\n",
|
||
" 8 V9 209 non-null int64 \n",
|
||
" 9 V10 209 non-null int64 \n",
|
||
" 10 V11 209 non-null int64 \n",
|
||
" 11 V12 209 non-null float64\n",
|
||
" 12 V13 209 non-null float64\n",
|
||
" 13 V14 209 non-null float64\n",
|
||
" 14 V15 209 non-null float64\n",
|
||
" 15 V16 209 non-null int64 \n",
|
||
" 16 V17 209 non-null float64\n",
|
||
" 17 V18 209 non-null float64\n",
|
||
" 18 V19 209 non-null int64 \n",
|
||
" 19 V20 209 non-null int64 \n",
|
||
" 20 V21 209 non-null int64 \n",
|
||
" 21 V22 209 non-null float64\n",
|
||
" 22 V23 209 non-null int64 \n",
|
||
" 23 V24 209 non-null int64 \n",
|
||
" 24 V25 209 non-null int64 \n",
|
||
" 25 V26 209 non-null int64 \n",
|
||
" 26 V27 209 non-null float64\n",
|
||
" 27 V28 209 non-null float64\n",
|
||
" 28 V29 209 non-null int64 \n",
|
||
" 29 V30 209 non-null float64\n",
|
||
" 30 V31 209 non-null float64\n",
|
||
" 31 V32 209 non-null int64 \n",
|
||
" 32 V33 209 non-null int64 \n",
|
||
" 33 V34 209 non-null int64 \n",
|
||
" 34 V35 209 non-null int64 \n",
|
||
" 35 V36 209 non-null float64\n",
|
||
" 36 V37 209 non-null float64\n",
|
||
" 37 V38 209 non-null int64 \n",
|
||
" 38 V39 209 non-null float64\n",
|
||
" 39 V40 209 non-null int64 \n",
|
||
" 40 V41 209 non-null int64 \n",
|
||
" 41 Class 209 non-null int64 \n",
|
||
"dtypes: float64(17), int64(25)\n",
|
||
"memory usage: 70.2 KB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"df_test.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "84e0c414",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Display distributions of target variable **Class** in training and validation set."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 137,
|
||
"id": "5ca239ec",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_, _, bars = plt.hist(df_train['Class'], bins=10)\n",
|
||
"plt.xlabel('Class')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Distribution of the target variable in the training set')\n",
|
||
"plt.bar_label(bars, fmt='%1.0f')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 138,
|
||
"id": "c74f9fb5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_, _, bars = plt.hist(df_test['Class'], bins=10)\n",
|
||
"plt.xlabel('Class')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Distribution of the target variable in the test set')\n",
|
||
"plt.bar_label(bars, fmt='%1.0f')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "82afd315",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Display relationship between features in the training set using the correlation matrix"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 139,
|
||
"id": "e8cf8eb1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(42.5, -0.5)"
|
||
]
|
||
},
|
||
"execution_count": 139,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 2500x2500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"correlation_matrix = df_train.corr()\n",
|
||
"fig, ax = plt.subplots(figsize=(25, 25))\n",
|
||
"\n",
|
||
"ax = sns.heatmap(\n",
|
||
" correlation_matrix,\n",
|
||
" annot=True,\n",
|
||
" linewidths=0.5,\n",
|
||
" fmt=\".2f\",\n",
|
||
" cmap=\"YlGnBu\"\n",
|
||
")\n",
|
||
"\n",
|
||
"# Jupyter notebook specific\n",
|
||
"bottom_side, top_side = ax.get_ylim()\n",
|
||
"ax.set_ylim(bottom_side + 0.5, top_side - 0.5)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c2b4a57c",
|
||
"metadata": {},
|
||
"source": [
|
||
"We can see that there is the highest positive correlation in **V14** atribute and the highest negative value in the attributes **V1, V27** So lets see the distribution of those values in comparrison to class."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f1918d5b",
|
||
"metadata": {},
|
||
"source": [
|
||
"**V1 vs V27**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 140,
|
||
"id": "8d4ce9a6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x7ff7d9f164a0>"
|
||
]
|
||
},
|
||
"execution_count": 140,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"plt.figure(figsize=(15, 10))\n",
|
||
"\n",
|
||
"# Scatter with 1 values of target class\n",
|
||
"plt.scatter(\n",
|
||
" df_train['V1'][df_train['Class'] == 1],\n",
|
||
" df_train['V27'][df_train['Class'] == 1],\n",
|
||
")\n",
|
||
"\n",
|
||
"# Scatter with 2 values of target class\n",
|
||
"plt.scatter(\n",
|
||
" df_train['V1'][df_train['Class'] == 2],\n",
|
||
" df_train['V27'][df_train['Class'] == 2],\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.title('Target value in function of V1 and V27')\n",
|
||
"\n",
|
||
"plt.xlabel('V1')\n",
|
||
"plt.ylabel('V27')\n",
|
||
"plt.legend(['Biodegradable', 'Non-biodegradable'])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8791293c",
|
||
"metadata": {},
|
||
"source": [
|
||
"**V14 vs V1**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 141,
|
||
"id": "88a4ed44",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 1.0, 'Target value in function of V14 and V1')"
|
||
]
|
||
},
|
||
"execution_count": 141,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# V14 vs V1 \n",
|
||
"plt.figure(figsize=(15, 10))\n",
|
||
"\n",
|
||
"# Scatter with 1 values of target class\n",
|
||
"plt.scatter(\n",
|
||
" df_train['V14'][df_train['Class'] == 1],\n",
|
||
" df_train['V1'][df_train['Class'] == 1],\n",
|
||
")\n",
|
||
"\n",
|
||
"# Scatter with 2 values of target class\n",
|
||
"plt.scatter(\n",
|
||
" df_train['V14'][df_train['Class'] == 2],\n",
|
||
" df_train['V1'][df_train['Class'] == 2],\n",
|
||
")\n",
|
||
"\n",
|
||
"\n",
|
||
"plt.title('Target value in function of V14 and V1')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "50c8da26",
|
||
"metadata": {},
|
||
"source": [
|
||
"**V36 vs V1**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 142,
|
||
"id": "ecc43aab",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 1.0, 'Target value in function of V36 and V1')"
|
||
]
|
||
},
|
||
"execution_count": 142,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# V36 vs v1\n",
|
||
"plt.figure(figsize=(15, 10))\n",
|
||
"\n",
|
||
"# Scatter with 1 values of target class\n",
|
||
"plt.scatter(\n",
|
||
" df_train['V36'][df_train['Class'] == 1],\n",
|
||
" df_train['V1'][df_train['Class'] == 1],\n",
|
||
")\n",
|
||
"\n",
|
||
"# Scatter with 2 values of target class\n",
|
||
"plt.scatter(\n",
|
||
" df_train['V36'][df_train['Class'] == 2],\n",
|
||
" df_train['V1'][df_train['Class'] == 2],\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.title('Target value in function of V36 and V1')\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 143,
|
||
"id": "d50d1f44",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Spliting the data into features and labels\n",
|
||
"X_train = df_train.drop('Class', axis=1)\n",
|
||
"y_train = df_train['Class']\n",
|
||
"X_test = df_test.drop('Class', axis=1)\n",
|
||
"y_test = df_test['Class']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 144,
|
||
"id": "f0aa7c9d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.linear_model import LogisticRegression\n",
|
||
"from sklearn.neighbors import KNeighborsClassifier\n",
|
||
"from sklearn.ensemble import RandomForestClassifier\n",
|
||
"\n",
|
||
"# Put models in a dictionary\n",
|
||
"models = {\n",
|
||
" \"Logistic Regression\": LogisticRegression(),\n",
|
||
" \"KNN\": KNeighborsClassifier(),\n",
|
||
" \"Random Forest\": RandomForestClassifier()\n",
|
||
"}\n",
|
||
"\n",
|
||
"# Create a function to fit and score models\n",
|
||
"def fit_and_score(models, X_train, X_test, y_train, y_test):\n",
|
||
" \"\"\"\n",
|
||
" Fits and evaluates given machine learning models.\n",
|
||
" models: dict of different Scikit-Learn machine learning models\n",
|
||
" X_train: training data (no labels)\n",
|
||
" x_test: testing data (no labels)\n",
|
||
" y_train: training labels\n",
|
||
" y_test: trest labels\n",
|
||
" \"\"\"\n",
|
||
"\n",
|
||
" # Set random seed\n",
|
||
" np.random.seed(42)\n",
|
||
"\n",
|
||
" # Make a dictioanry to keep model scores\n",
|
||
" model_scores = {}\n",
|
||
"\n",
|
||
" # Loop through models\n",
|
||
" for name, model in models.items():\n",
|
||
" # Fit the model to the data\n",
|
||
" model.fit(X_train, y_train)\n",
|
||
" # Evaluate the model and append its score to model_scores\n",
|
||
" model_scores[name] = model.score(X_test, y_test)\n",
|
||
"\n",
|
||
" return model_scores"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "10387356",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Check if there are any missing values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 145,
|
||
"id": "87e277e6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"V4 25\n",
|
||
"V22 16\n",
|
||
"V27 8\n",
|
||
"V29 8\n",
|
||
"V37 25\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 145,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"na_counts = df_train.isna().sum()\n",
|
||
"na_counts[na_counts > 0]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cb57434a",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### We can see that there are five atributes that have missing values. Lets inspect them."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9dbd2c02",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### V4"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 146,
|
||
"id": "ca1e544a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 821.000000\n",
|
||
"mean 0.030451\n",
|
||
"std 0.198281\n",
|
||
"min 0.000000\n",
|
||
"25% 0.000000\n",
|
||
"50% 0.000000\n",
|
||
"75% 0.000000\n",
|
||
"max 2.000000\n",
|
||
"Name: V4, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 146,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V4'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 147,
|
||
"id": "9e4d7d1d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.0 800\n",
|
||
"1.0 17\n",
|
||
"2.0 4\n",
|
||
"Name: V4, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 147,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V4'].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3a3191c9",
|
||
"metadata": {},
|
||
"source": [
|
||
"We can see that the majority of entires in that particular atribute are zeros. So I think that it would be best if I set all the `Nan` values to zeros."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 148,
|
||
"id": "d8489bd4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df_train['V4'].fillna(0, inplace=True)\n",
|
||
"df_test['V4'].fillna(0, inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3e84e48b",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### V22"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 149,
|
||
"id": "a711431d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 830.000000\n",
|
||
"mean 1.243898\n",
|
||
"std 0.094109\n",
|
||
"min 0.898000\n",
|
||
"25% 1.187500\n",
|
||
"50% 1.248500\n",
|
||
"75% 1.298750\n",
|
||
"max 1.641000\n",
|
||
"Name: V22, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 149,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V22'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 150,
|
||
"id": "f0325325",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1.299 9\n",
|
||
"1.280 9\n",
|
||
"1.296 8\n",
|
||
"1.254 8\n",
|
||
"1.264 8\n",
|
||
" ..\n",
|
||
"1.449 1\n",
|
||
"1.159 1\n",
|
||
"1.363 1\n",
|
||
"1.331 1\n",
|
||
"1.410 1\n",
|
||
"Name: V22, Length: 321, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 150,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V22'].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 151,
|
||
"id": "25a74baf",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_, _, bars = plt.hist(df_test['V22'], bins=20)\n",
|
||
"plt.xlabel('V22')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Distribution of the V22 atribute in the train set')\n",
|
||
"plt.bar_label(bars, fmt='%1.0f')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "6d6b63fd",
|
||
"metadata": {},
|
||
"source": [
|
||
"The distribution of the target variable **V22** is normal, so i could try to fill the missing values with `mean()`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 152,
|
||
"id": "2b2b6e2d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df_train['V22'].fillna(df_train['V22'].mean(), inplace=True)\n",
|
||
"df_test['V22'].fillna(df_test['V22'].mean(), inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4164f62c",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### V27"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 153,
|
||
"id": "9a8b64ac",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 838.000000\n",
|
||
"mean 2.218153\n",
|
||
"std 0.221545\n",
|
||
"min 1.000000\n",
|
||
"25% 2.107000\n",
|
||
"50% 2.251000\n",
|
||
"75% 2.359750\n",
|
||
"max 2.859000\n",
|
||
"Name: V27, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 153,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V27'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 154,
|
||
"id": "1bddfb76",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"2.000 36\n",
|
||
"2.236 31\n",
|
||
"2.194 24\n",
|
||
"1.848 22\n",
|
||
"2.175 21\n",
|
||
" ..\n",
|
||
"2.294 1\n",
|
||
"2.466 1\n",
|
||
"2.488 1\n",
|
||
"2.372 1\n",
|
||
"2.622 1\n",
|
||
"Name: V27, Length: 290, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 154,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V27'].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 155,
|
||
"id": "f1787f2e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_, _, bars = plt.hist(df_test['V27'], bins=20)\n",
|
||
"plt.xlabel('V27')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Distribution of the V27 atribute in the train set')\n",
|
||
"plt.bar_label(bars, fmt='%1.0f')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "53b79865",
|
||
"metadata": {},
|
||
"source": [
|
||
"The distribution of the target variable **V27** is normal, so i could try to fill the missing values with `mean()`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 156,
|
||
"id": "8974127e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Set the nan values to the mean of the column\n",
|
||
"df_train['V27'].fillna(df_train['V27'].mean(), inplace=True)\n",
|
||
"df_test['V27'].fillna(df_test['V27'].mean(), inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3afb5a2f",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### V29"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 157,
|
||
"id": "f410439d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 838.00000\n",
|
||
"mean 0.02506\n",
|
||
"std 0.15640\n",
|
||
"min 0.00000\n",
|
||
"25% 0.00000\n",
|
||
"50% 0.00000\n",
|
||
"75% 0.00000\n",
|
||
"max 1.00000\n",
|
||
"Name: V29, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 157,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V29'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 158,
|
||
"id": "2d33e7c4",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.0 817\n",
|
||
"1.0 21\n",
|
||
"Name: V29, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 158,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V29'].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "515e9e80",
|
||
"metadata": {},
|
||
"source": [
|
||
"We can see that the majority of entires in that particular atribute are zeros. So I think that it would be best if I set all the `Nan` values to zeros."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 159,
|
||
"id": "48e8ba49",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Set nan values to 0\n",
|
||
"df_train['V29'].fillna(0, inplace=True)\n",
|
||
"df_test['V29'].fillna(0, inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f659f8bc",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### V37"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 160,
|
||
"id": "8515f06b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 821.000000\n",
|
||
"mean 2.549406\n",
|
||
"std 0.625021\n",
|
||
"min 1.467000\n",
|
||
"25% 2.101000\n",
|
||
"50% 2.461000\n",
|
||
"75% 2.861000\n",
|
||
"max 5.750000\n",
|
||
"Name: V37, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 160,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V37'].describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 161,
|
||
"id": "36bc89b5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"2.167 9\n",
|
||
"2.500 9\n",
|
||
"2.833 8\n",
|
||
"2.667 8\n",
|
||
"1.833 7\n",
|
||
" ..\n",
|
||
"2.029 1\n",
|
||
"1.886 1\n",
|
||
"2.089 1\n",
|
||
"2.197 1\n",
|
||
"2.206 1\n",
|
||
"Name: V37, Length: 535, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 161,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_train['V37'].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 162,
|
||
"id": "02c38a9f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"_, _, bars = plt.hist(df_test['V37'], bins=20)\n",
|
||
"plt.xlabel('V37')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"plt.title('Distribution of the V37 atribute in the train set')\n",
|
||
"plt.bar_label(bars, fmt='%1.0f')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "15f862dd",
|
||
"metadata": {},
|
||
"source": [
|
||
"The distribution of the target variable **V37** is normal, so i could try to fill the missing values with `mean()`."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 163,
|
||
"id": "e1058d9a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df_train['V37'].fillna(df_train['V37'].mean(), inplace=True)\n",
|
||
"df_test['V37'].fillna(df_test['V37'].mean(), inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "44ca71d0",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.2 Modeling\n",
|
||
"Besides the baselines (majority classifier, random classifier), use at least three machine learning algorithms\n",
|
||
"to model the target class. Be ready to argue why did you select specific algorithms and how did you find\n",
|
||
"the best hyperparameters for them. Consider the following points when creating your models:\n",
|
||
"- Create your models using all features and subsets of them using various feature selection techniques.\n",
|
||
"- Certain models assume that data follows a particular distribution or may work better with other\n",
|
||
"types of variables (e.g., categorical instead of numeric). Explore whether you can come up with feature\n",
|
||
"transformations that are more appropriate for your models. Try to construct new features from existing\n",
|
||
"ones. Try to explain the results and performance of different models."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 164,
|
||
"id": "42e83cd5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Spliting the data into features and labels\n",
|
||
"X_train = df_train.drop('Class', axis=1).reset_index(drop=True)\n",
|
||
"y_train = df_train['Class'].reset_index(drop=True)\n",
|
||
"X_test = df_test.drop('Class', axis=1).reset_index(drop=True)\n",
|
||
"y_test = df_test['Class'].reset_index(drop=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9544c1ec",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Using majority classifier and random classifier"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a07a61d4",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### Majority classifier"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 165,
|
||
"id": "2f41cf22",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"1 0.666667\n",
|
||
"2 0.333333\n",
|
||
"Name: Class, dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 165,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Get the reatio between thhe class we are trying to predict\n",
|
||
"y_train.value_counts(normalize=True)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c3ddae4d",
|
||
"metadata": {},
|
||
"source": [
|
||
"If we were to predict using the majority classifier then we would always predict Ready non-biodegradable."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 166,
|
||
"id": "abef9e0c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"0.645933014354067"
|
||
]
|
||
},
|
||
"execution_count": 166,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"y_test[y_test == 1].shape[0] / y_test.shape[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b136180f",
|
||
"metadata": {},
|
||
"source": [
|
||
"We would get the accuracy of 0.645933014354067 if we predicted all the values to be 1."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bff2a7d3",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Random classifier"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a9a5ac3b",
|
||
"metadata": {},
|
||
"source": [
|
||
"We have two classes to predict, so probability of predicting the right class is 50%."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5779375e",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Lets firstly write a simple function that will score all our generated models"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 167,
|
||
"id": "3d716f7b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.metrics import precision_score\n",
|
||
"from sklearn.metrics import recall_score\n",
|
||
"from sklearn.metrics import f1_score\n",
|
||
"from sklearn.metrics import roc_auc_score\n",
|
||
"from sklearn.metrics import RocCurveDisplay\n",
|
||
"from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
|
||
"from sklearn.model_selection import KFold, RepeatedKFold\n",
|
||
"all_scores = []\n",
|
||
"\n",
|
||
"def score_the_model(model, model_name, random_seed, X_train, X_test, y_train, y_test, plot=False):\n",
|
||
" \"\"\"\n",
|
||
" Fits and evaluates given machine learning models.\n",
|
||
" models: dict of different Scikit-Learn machine learning models\n",
|
||
" X_train: training data (no labels)\n",
|
||
" x_test: testing data (no labels)\n",
|
||
" y_train: training labels\n",
|
||
" y_test: trest labels\n",
|
||
" \"\"\"\n",
|
||
"\n",
|
||
" # Set random seed\n",
|
||
" np.random.seed(random_seed)\n",
|
||
"\n",
|
||
" # Fit the model to the data\n",
|
||
" model.fit(X_train, y_train)\n",
|
||
"\n",
|
||
" model_score = model.score(X_test, y_test) # Mean accuracy of ``self.predict(X)`` wrt. `y`.\n",
|
||
" # Predict the labels\n",
|
||
" y_pred = model.predict(X_test)\n",
|
||
"\n",
|
||
" # Compute scores\n",
|
||
" f1 = f1_score(y_test, y_pred)\n",
|
||
" precision = precision_score(y_test, y_pred)\n",
|
||
" recall = recall_score(y_test, y_pred)\n",
|
||
" auc = roc_auc_score(y_test, y_pred)\n",
|
||
" # Plot scores\n",
|
||
" normal_scores = {\n",
|
||
" 'Accuracy': model_score,\n",
|
||
" 'F1': f1,\n",
|
||
" 'Precision': precision,\n",
|
||
" 'Recall': recall,\n",
|
||
" 'AUC': auc\n",
|
||
" }\n",
|
||
"\n",
|
||
" def normal_cv(model, X_train, y_train, random_seed):\n",
|
||
" # Perform normal cross-validation\n",
|
||
" X_train = X_train.copy()\n",
|
||
" y_train = y_train.copy()\n",
|
||
" kfold = KFold(n_splits=5, shuffle=True, random_state=random_seed)\n",
|
||
" scores = []\n",
|
||
"\n",
|
||
" for train_ix, test_ix in kfold.split(X_train):\n",
|
||
" # Split the data\n",
|
||
" X_train_cv, X_test_cv = X_train.iloc[train_ix], X_train.iloc[test_ix]\n",
|
||
" y_train_cv, y_test_cv = y_train.iloc[train_ix], y_train.iloc[test_ix]\n",
|
||
"\n",
|
||
" # Fit the model\n",
|
||
" model.fit(X_train_cv, y_train_cv)\n",
|
||
"\n",
|
||
" # Evaluate the model\n",
|
||
" y_pred = model.predict(X_test_cv)\n",
|
||
" scrs = {\n",
|
||
" 'Accuracy': model.score(X_test_cv, y_test_cv),\n",
|
||
" 'F1': f1_score(y_test_cv, y_pred),\n",
|
||
" 'Precision': precision_score(y_test_cv, y_pred),\n",
|
||
" 'Recall': recall_score(y_test_cv, y_pred),\n",
|
||
" 'AUC': roc_auc_score(y_test_cv, y_pred)\n",
|
||
" }\n",
|
||
" scores.append(scrs)\n",
|
||
" \n",
|
||
" # Plot all the scores\n",
|
||
" scores = pd.DataFrame(scores)\n",
|
||
" scores.plot(kind='bar', figsize=(10, 8))\n",
|
||
" # Plot also the values at the top of the bars\n",
|
||
" plt.title(f'Cross-validated scores for {model_name}')\n",
|
||
" plt.xlabel('Fold')\n",
|
||
" plt.ylabel('Score')\n",
|
||
" plt.legend(loc='lower right')\n",
|
||
" plt.show()\n",
|
||
" return scores\n",
|
||
" if type(X_train) == pd.core.frame.DataFrame:\n",
|
||
" scores_cv = normal_cv(model, X_train, y_train, random_seed)\n",
|
||
"\n",
|
||
" def repeated_cv(model, X_train, y_train, random_seed):\n",
|
||
" # Perform another cv with 10 folds\n",
|
||
" scores_k_fold = []\n",
|
||
" rkf = RepeatedKFold(n_splits=10, n_repeats=10, random_state=random_seed)\n",
|
||
" for train_index, test_index in rkf.split(X_train):\n",
|
||
" model.fit(X_train.iloc[train_index], y_train.iloc[train_index])\n",
|
||
" y_pred = model.predict(X_train.iloc[test_index])\n",
|
||
" scrs = {\n",
|
||
" 'Accuracy': model.score(X_train.iloc[test_index], y_train.iloc[test_index]),\n",
|
||
" 'F1': f1_score(y_train.iloc[test_index], y_pred),\n",
|
||
" 'Precision': precision_score(y_train.iloc[test_index], y_pred),\n",
|
||
" 'Recall': recall_score(y_train.iloc[test_index], y_pred),\n",
|
||
" 'AUC': roc_auc_score(y_train.iloc[test_index], y_pred)\n",
|
||
" }\n",
|
||
"\n",
|
||
" scores_k_fold.append(scrs)\n",
|
||
" return scores_k_fold\n",
|
||
"\n",
|
||
" k_fold_scores_mean = {}\n",
|
||
" k_fold_scores_std = {}\n",
|
||
"\n",
|
||
" if type(X_train) == pd.core.frame.DataFrame:\n",
|
||
" scores_k_fold = repeated_cv(model, X_train, y_train, random_seed)\n",
|
||
" k_fold_scores_mean['acccuracy_mean'] = np.mean([score['Accuracy'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_std['accuracy_std'] = np.std([score['Accuracy'] for score in scores_k_fold]) \n",
|
||
" k_fold_scores_mean['f1_mean'] = np.mean([score['F1'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_std['f1_std'] = np.std([score['F1'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_mean['precision_mean'] = np.mean([score['Precision'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_std['precision_std'] = np.std([score['Precision'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_mean['recall_mean'] = np.mean([score['Recall'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_std['recall_std'] = np.std([score['Recall'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_mean['auc_mean'] = np.mean([score['AUC'] for score in scores_k_fold])\n",
|
||
" k_fold_scores_std['auc_std'] = np.std([score['AUC'] for score in scores_k_fold])\n",
|
||
"\n",
|
||
" if plot:\n",
|
||
" # Plot scores\n",
|
||
" fig, ax = plt.subplots(nrows=3, ncols=2, figsize=(15,15))\n",
|
||
"\n",
|
||
" # Plot the bar chart of Normal cv scores in the first subplot \n",
|
||
" ax[0, 0].bar(normal_scores.keys(), normal_scores.values())\n",
|
||
" # Display values of the bars\n",
|
||
" for i, v in enumerate(normal_scores.values()):\n",
|
||
" ax[0, 0].text(i-0.1, v+0.01, str(round(v, 2)))\n",
|
||
" ax[0, 0].set_title(f'Default scoring of {model_name}')\n",
|
||
" ax[0, 0].set_ylabel('Score')\n",
|
||
"\n",
|
||
" # Plot the k-fold cv scores in the third subplot\n",
|
||
" ax[0, 1].bar(k_fold_scores_mean.keys(), k_fold_scores_mean.values())\n",
|
||
" # Display values of the bars\n",
|
||
" for i, v in enumerate(k_fold_scores_mean.values()):\n",
|
||
" ax[0, 1].text(i-0.1, v+0.01, str(round(v, 2)))\n",
|
||
" ax[0, 1].set_title(f'10-fold cross-validated scoring of {model_name} (mean)')\n",
|
||
"\n",
|
||
" # Plot the k-fold cv scores in the third subplot\n",
|
||
" ax[1, 0].bar(k_fold_scores_std.keys(), k_fold_scores_std.values())\n",
|
||
" ax[1, 0].set_title(f'10-fold cross-validated scoring of {model_name} (std)')\n",
|
||
"\n",
|
||
" \n",
|
||
" # Plot the ROC curve in the second subplot\n",
|
||
" f = RocCurveDisplay.from_estimator(model, X_test, y_test).plot(ax=ax[1, 1])\n",
|
||
" \n",
|
||
" # Plot the confusion matrix in the third subplot\n",
|
||
" cm = confusion_matrix(y_test, y_pred, labels=model.classes_)\n",
|
||
" cm_plt = ConfusionMatrixDisplay(cm, display_labels=model.classes_).plot(ax=ax[2, 0])\n",
|
||
"\n",
|
||
" most_important_features = []\n",
|
||
" if hasattr(model, 'feature_importances_'):\n",
|
||
" # Plot feature importance in the fourth subplot\n",
|
||
" feature_dict = dict(zip(X_train.columns, model.feature_importances_))\n",
|
||
"\n",
|
||
" # Sort the features by their importance\n",
|
||
" feature_dict = {k: v for k, v in sorted(feature_dict.items(), key=lambda item: item[1], reverse=True)}\n",
|
||
"\n",
|
||
" # Plot the feature importance\n",
|
||
" ax[2, 1].bar(feature_dict.keys(), feature_dict.values())\n",
|
||
" ax[2, 1].set_title(f'Feature importance of {model_name}')\n",
|
||
" ax[2, 1].set_ylabel('Importance')\n",
|
||
" ax[2, 1].set_xticklabels(feature_dict.keys(), rotation=90)\n",
|
||
"\n",
|
||
" most_important_features = [k for k, v in feature_dict.items() if v > 0.01]\n",
|
||
" print(f'Most important features: {most_important_features}')\n",
|
||
" else:\n",
|
||
" ax[2, 1].set_visible(False)\n",
|
||
" \n",
|
||
" if not hasattr(model, 'feature_importances_'):\n",
|
||
" most_important_features = None\n",
|
||
" \n",
|
||
"\n",
|
||
" scores = []\n",
|
||
" scores.append(normal_scores)\n",
|
||
" normal_scores['model_name'] = model_name\n",
|
||
" all_scores.append(normal_scores)\n",
|
||
" return scores, model, most_important_features"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d144deb1",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Decision tree model"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 168,
|
||
"id": "63fe4438",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V14', 'V27', 'V34', 'V12', 'V30', 'V38', 'V17', 'V31', 'V16', 'V8', 'V2', 'V37', 'V18', 'V39', 'V28', 'V3', 'V13', 'V15']\n",
|
||
"[{'Accuracy': 0.8038277511961722, 'F1': 0.844106463878327, 'Precision': 0.8671875, 'Recall': 0.8222222222222222, 'AUC': 0.7962462462462462, 'model_name': 'Decision Tree'}]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.tree import DecisionTreeClassifier\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_dec_tree, model_dec_tree, most_importatn_features_dec_tree = score_the_model(\n",
|
||
" model=DecisionTreeClassifier(),\n",
|
||
" model_name='Decision Tree',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")\n",
|
||
"\n",
|
||
"print(score_dec_tree)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 169,
|
||
"id": "60a23b91",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V34', 'V27', 'V12', 'V14', 'V30', 'V37', 'V18', 'V38', 'V31', 'V16', 'V8', 'V17', 'V15', 'V3', 'V2', 'V39']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# How is the model performing using subset of best features?\n",
|
||
"score_dec_tree, model_dec_tree, most_importatn_features_dec_tree = score_the_model(\n",
|
||
" model=DecisionTreeClassifier(),\n",
|
||
" model_name='Decision Tree',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train[most_importatn_features_dec_tree],\n",
|
||
" X_test=X_test[most_importatn_features_dec_tree],\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a72e54f6",
|
||
"metadata": {},
|
||
"source": [
|
||
"Now lets plot the decision tree"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "c4fe47bd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "NameError",
|
||
"evalue": "name 'plt' is not defined",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
||
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
||
"Cell \u001b[0;32mIn[1], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtree\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m plot_tree\n\u001b[0;32m----> 3\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m40\u001b[39m, \u001b[38;5;241m40\u001b[39m), dpi\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m200\u001b[39m)\n\u001b[1;32m 4\u001b[0m plot_tree(model_dec_tree, filled\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, rounded\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, class_names\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mReady biodegradable\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mReday non-biodegradable\u001b[39m\u001b[38;5;124m'\u001b[39m], feature_names\u001b[38;5;241m=\u001b[39mX_train\u001b[38;5;241m.\u001b[39mcolumns)\n",
|
||
"\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.tree import plot_tree\n",
|
||
"\n",
|
||
"plt.figure(figsize=(40, 40), dpi=150)\n",
|
||
"plot_tree(model_dec_tree, filled=True, rounded=True, class_names=['Ready biodegradable', 'Reday non-biodegradable'], feature_names=X_train.columns)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b55c97cd",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Random Forrest Classifier"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 171,
|
||
"id": "c9d5676b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V39', 'V22', 'V27', 'V1', 'V12', 'V15', 'V13', 'V18', 'V34', 'V14', 'V37', 'V30', 'V2', 'V17', 'V31', 'V8', 'V16', 'V3', 'V38', 'V10', 'V28', 'V9', 'V11', 'V5', 'V7', 'V6', 'V41']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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 RandomForestClassifier\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_rf, model_rf, most_important_features_rf = score_the_model(\n",
|
||
" model=RandomForestClassifier(),\n",
|
||
" model_name='Random Forest',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 172,
|
||
"id": "f0c126a4",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V39', 'V27', 'V22', 'V12', 'V18', 'V13', 'V30', 'V15', 'V14', 'V37', 'V8', 'V17', 'V34', 'V2', 'V16', 'V38', 'V10', 'V31', 'V3', 'V28', 'V7', 'V11', 'V5', 'V9', 'V41']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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JCSxwCogQAjP/vgkAKO9UBDJe4oaIiAqAwScUS3Hs2DHMmTMHP//8My5fvow///wTe/bswaxZs3JcRqlUwsbGRutBBeP/zt3H/pvRMDORYWH3GpCxuiEiogKg08iNvb29zl9MsbGxOvVzcHCAiYkJoqOjtdqjo6Ph7Oyc7TJTp05Fv3798OWXXwIAqlWrhqSkJAwZMgSTJ0+GXF6oajWjdutxAmbtCQIAjG9dEdWL2xk2EBERfTB0Km6WLFmi9w0rFArUrl0bhw8fRufOnQEAarUahw8fxsiRI7NdJjk5OUsBY2JiAuDVIRB6PySnZWDk75eRlqFGi4qOGPRJKUNHIiKiD4hOxY2Pj0++bNzX1xc+Pj6oU6cO6tWrhyVLliApKQkDBw4EAPTv3x9ubm6YO3cuAKBDhw5YvHgxatasifr16+Pu3buYOnUqOnTooClyyPCm/XUToU+T4GSjxAIejiIiogKWpwnF9+7dw4YNG3Dv3j0sXboUjo6O2LdvH0qUKIEqVarovJ6ePXvi6dOnmDZtGqKiouDp6YmAgADNJOOIiAitkZopU6ZAJpNhypQpePToEYoVK4YOHTpg9uzZeXkblA92XnmIHZceQi4DlvaqiaJWCkNHIiKiD4xMSDyec/z4cbRp0waNGjXCiRMnEBQUhNKlS2PevHm4ePEiduzYkV9Z9ULKLdNJmrCYJLRfdhJJaSp87VUOX3uVN3QkIiIyElK+vyXPwJ0wYQK+//57HDx4EArFf3+VN2/eHOfOnZOeloxCaoYKo36/jKQ0FeqXKopRzcsZOhIREX2gJBc3169fR5cuXbK0Ozo6IiYmRi+hqPCZt+82bjxKgL2lGZb2qgkTOefZEBGRYUgubuzs7BAZGZml/cqVK3Bzc9NLKCpcDt6KxobT4QCART1qwNnW3LCBiIjogya5uOnVqxfGjx+PqKgoyGQyqNVqnD59GuPGjctyvykyfpHxKfh2x1UAwKBPSqF5Rae3LEFERJS/JBc3c+bMQcWKFeHu7o7ExERUrlwZTZo0QcOGDTFlypT8yEjvqQyVGmN+D0RccjqqudlifOuKho5EREQk/WypTBEREbhx4wYSExNRs2ZNlCtXOCaQ8mwp/Vl8MATLDt9BEaUp9oz+BCU/sjJ0JCIiMlJSvr/zdJ0bAChRooTmBpS8SNuHJzE1Az8fvQsAmN2lKgsbIiJ6b+TpZkzr1q1D1apVYW5uDnNzc1StWhVr167VdzZ6jyWnZiBDLWAil6GTJyeSExHR+0PyyM20adOwePFijBo1Cg0aNAAAnD17FmPHjkVERARmzpyp95BEREREupJc3KxcuRJr1qzB559/rmnr2LEjqlevjlGjRrG4ISIiIoOSfFgqPT0dderUydJeu3ZtZGRk6CUUERERUV5JLm769euHlStXZmlfvXo1+vTpo5dQRERERHml02EpX19fzb9lMhnWrl2LAwcO4OOPPwYAnD9/HhEREbyIHxERERmcTsXNlStXtJ7Xrl0bAHDv3j0AgIODAxwcHHDz5k09xyMiIiKSRqfi5ujRo/mdgwoBtVrgbOgzJKVmIC4l3dBxiIiIspXni/jRh2fxwRAs/9+F+zKZ8AKORET0nslTcXPx4kVs27YNERERSEtL03rtzz//1Eswer+cuhODFcdeFTY13O1g8r+aplUVZwOmIiIiykpycePv74/+/fvD29sbBw4cQKtWrRASEoLo6Gh06dIlPzKSgT19kYqvtwZCCODzeiUwt2s1Q0ciIiLKUZ7uCv7jjz/i77//hkKhwNKlS3H79m306NEDJUqUyI+MZEBqtYDvtkDEJKaigpM1/DpUNnQkIiKiXEkubu7du4d27doBABQKBZKSkiCTyTB27FisXr1a7wHJsDacCcfJOzEwN5Pjp941YW5mYuhIREREuZJc3Njb2+PFixcAADc3N9y4cQMAEBcXh+TkZP2mI4Pbdz0SADCuVQWUd7I2cBoiIqK3kzznpkmTJjh48CCqVauG7t27Y8yYMThy5AgOHjyIFi1a5EdGMiCVEACAkh9ZGTgJERGRbiQXN8uXL8fLly8BAJMnT4aZmRnOnDmDzz77DFOmTNF7QCIiIiIpJBc3RYsW1fxbLpdjwoQJeg1EBU8IgeDoF0hKzXrj0+zaiIiI3mc6FTcJCQk6r9DGxibPYajgRSe8xPg/ruFY8NNc+/FSfUREVFjoVNzY2dlB9pYr0QohIJPJoFKp9BKM8pcQAruvPsa0v24iPiUdChM5XO3Ms+3rbGuOuqWKZvsaERHR+4b3lvoAPUtMxZRdN7DvRhQAoHpxWyzqXgPleDYUEREZAZ2Km6ZNm+Z3Diog+29GYdKf1/EsKQ2mchlGtyiHYZ+WgZmJ5KsCEBERvZd448wPhFotMPHP69h68QEAoIKTNRb1qIGqbrYGTkZERKRfLG4+EI/iUjSFzbBPy+Brr3JQmvJqw0REZHxY3Hwg1P+7GF8RpSnGt65o4DRERET5hxMtiIiIyKjkqbjJyMjAoUOH8Msvv2juM/X48WMkJibqNRwRERGRVJIPS92/fx+tW7dGREQEUlNT0bJlS1hbW+OHH35AamoqVq1alR85iYiIiHQieeRmzJgxqFOnDp4/fw4LCwtNe5cuXXD48GG9hiMiIiKSSvLIzcmTJ3HmzBkoFAqtdg8PDzx69EhvwYiIiIjyQvLIjVqtzvYWCw8fPoS1Na9wS0RERIYlubhp1aoVlixZonkuk8mQmJgIPz8/tG3bVp/ZSI9UamHoCERERAVC8mGpRYsWwdvbG5UrV8bLly/Ru3dv3LlzBw4ODvj999/zIyO9o8AHcfDdFggAMDfjhfuIiMi4SS5uihcvjqtXr8Lf3x/Xrl1DYmIiBg0ahD59+mhNMCbDS8tQY9nhO1h5/B5UagFHayUW9/A0dCwiIqJ8Jbm4efnyJczNzdG3b9/8yEN6EhSZAN9tVxEUmQAA6OTpihkdq8DOUvGWJYmIiAo3ycWNo6MjunTpgr59+6JFixaQy3mR4/dJhkqNX06EYsmhEKSrBIpaKfB956poW83F0NGIiIgKhOTKZNOmTUhOTkanTp3g5uaGr7/+GhcvXsyPbCTR3SeJ+GzVWSzYH4x0lUDLyk7Y/3UTFjZERPRBkQkh8nQazYsXL7Bjxw78/vvvOHLkCEqXLo2+ffti2rRp+s6oVwkJCbC1tUV8fDxsbGwMHUcv1GqBDWfCMT/gNlIz1LA2N8WMjlXQpaYbZDKZoeMRERG9Mynf33kubl5369Yt9OnTB9euXcv2GjjvE2Mrbh7EJmPc9qs4HxYLAGhczgHzu1WHiy0ndxMRkfGQ8v0tec5NppcvX2L37t347bffEBAQACcnJ3z77bd5XR1JJISA/4UH+P6fW0hKU8FSYYLJ7Sqhd70SHK0hIqIPmuTiZv/+/fjtt9+wa9cumJqaolu3bjhw4ACaNGmSH/koG3HJaRjjH4jjIU8BAPU8imJh9xoo8ZGlgZMREREZnuTipkuXLmjfvj02b96Mtm3bwszMLD9yUS5+//cBjoc8hcJUju+8K+CLRqUgl3O0hoiICMhDcRMdHc17SBlYasareU3daxfHl41LGzgNERHR+0Wn4iYhIUEzeUcIgYSEhBz7GsMk3cKCU2uIiIiy0qm4sbe3R2RkJBwdHWFnZ5fthFUhBGQy2Xt/thQREREZN52KmyNHjqBo0aIAgKNHj+ZroA/N3L1BWHcqDFLOx1e/+9n7RERERkun4qZp06aaf5cqVQru7u5ZRm+EEHjw4IF+030AAm5GIUMtvViRyQBPd/t8SERERFS4SZ5QXKpUKc0hqtfFxsaiVKlSPCyVR2v610GN4rY691eamsDWkmeqERERvUlycZM5t+ZNiYmJMDc310uoD1FRKzM42nD/ERERvSudixtfX18AgEwmw9SpU2Fp+d8F41QqFc6fPw9PT0+9BzRGR28/wb2niQCA+JR0A6chIiIyLjrfFfzKlSu4cuUKhBC4fv265vmVK1dw+/Zt1KhRAxs3bpQcYMWKFfDw8IC5uTnq16+Pf//9N9f+cXFxGDFiBFxcXKBUKlG+fHns3btX8nYN5UFsMgZuvIDv9wTh+z1BiEt+VdwoTU0MnIyIiMg46Dxyk3mW1MCBA7F06VK9XM9m69at8PX1xapVq1C/fn0sWbIE3t7eCA4OzjKnBwDS0tLQsmVLODo6YseOHXBzc8P9+/dhZ2f3zlkKSmYxY24mR+sqzgCAkh9ZobILrw9ERESkD3q5K3he1a9fH3Xr1sXy5csBAGq1Gu7u7hg1ahQmTJiQpf+qVauwYMEC3L59W+fbPqSmpiI1NVXzPCEhAe7u7ga7K/j1h/HosPwUXGzNcXZiiwLfPhERUWGk97uCd+3aFRs3boSNjQ26du2aa98///xTp5BpaWm4dOkSJk6cqGmTy+Xw8vLC2bNns11m9+7daNCgAUaMGIG//voLxYoVQ+/evTF+/HiYmGR/WGfu3LmYMWOGTpmIiIio8NOpuLG1tdWcIWVrq/vpyrmJiYmBSqWCk5OTVruTkxNu376d7TKhoaE4cuQI+vTpg7179+Lu3bsYPnw40tPT4efnl+0yEydO1EyGBv4buSEiIiLjpFNxs2HDhmz/XdDUajUcHR2xevVqmJiYoHbt2nj06BEWLFiQY3GjVCqhVCoLOCkREREZiuTr3KSkpEAIoTkV/P79+9i5cycqV66MVq1a6bweBwcHmJiYIDo6Wqs9Ojoazs7O2S7j4uICMzMzrUNQlSpVQlRUFNLS0qBQKKS+HSIiIjIyOp8KnqlTp07YvHkzgFenZderVw+LFi1Cp06dsHLlSp3Xo1AoULt2bRw+fFjTplarcfjwYTRo0CDbZRo1aoS7d+9CrVZr2kJCQuDi4sLChoiIiADkobi5fPkyGjduDADYsWMHnJ2dcf/+fWzevBnLli2TtC5fX1+sWbMGmzZtQlBQEIYNG4akpCQMHDgQANC/f3+tCcfDhg1DbGwsxowZg5CQEOzZswdz5szBiBEjpL4NIiIiMlKSD0slJyfD2toaAHDgwAF07doVcrkcH3/8Me7fvy9pXT179sTTp08xbdo0REVFwdPTEwEBAZpJxhEREZDL/6u/3N3dsX//fowdOxbVq1eHm5sbxowZg/Hjx0t9G0RERGSkJBc3ZcuWxa5du9ClSxdNoQEAT548ydN1Y0aOHImRI0dm+9qxY8eytDVo0ADnzp2TvB0iIiL6MEg+LDVt2jSMGzcOHh4eqFevnmZ+zIEDB1CzZk29ByQiIiKSQvLITbdu3fDJJ58gMjISNWrU0LS3aNECXbp00Ws4IiIiIqkkFzcA4OzsDGdnZzx8+BAAULx4cdSrV0+vwYiIiIjyQvJhKbVajZkzZ8LW1hYlS5ZEyZIlYWdnh1mzZmmdok1ERERkCJJHbiZPnox169Zh3rx5aNSoEQDg1KlTmD59Ol6+fInZs2frPSQRERGRriQXN5s2bcLatWvRsWNHTVvmadnDhw9ncUNEREQGJbm4iY2NRcWKFbO0V6xYEbGxsXoJZWzUaoHLEc+RmJqB8JgkQ8chIiIyapKLmxo1amD58uVZrka8fPlyrbOn6D+/nrsPv903tdrk/7vLOhEREemX5OJm/vz5aNeuHQ4dOqS5xs3Zs2fx4MED7N27V+8BjcHjuBQAgEMRBZxtzSGDDD3quhs4FRERkXGSXNw0bdoUISEh+PnnnxEUFAQA6Nq1K4YPHw5XV1e9BzQmXWq6YXK7yoaOQUREZNQkFTfh4eE4ePAg0tLS0KtXL1StWjW/chERERHlic7FzdGjR9G+fXukpLw6xGJqaor169ejb9+++RaOiIiISCqdL+I3depUtGzZEo8ePcKzZ88wePBgfPfdd/mZjYiIiEgynYubGzduYM6cOXBxcYG9vT0WLFiAJ0+e4NmzZ/mZj4iIiEgSnYubhIQEODg4aJ5bWlrCwsIC8fHx+RKMiIiIKC8kTSjev38/bG1tNc/VajUOHz6MGzduaNpev3IxERERUUGTVNz4+Phkafvqq680/5bJZFCpVO+eioiIiCiPdC5ueMdvIiIiKgx0nnNDREREVBjoVNycO3dO5xUmJyfj5s2bb+9IRERElA90Km769esHb29vbN++HUlJ2d/V+tatW5g0aRLKlCmDS5cu6TUkERERka50mnNz69YtrFy5ElOmTEHv3r1Rvnx5uLq6wtzcHM+fP8ft27eRmJiILl264MCBA6hWrVp+5yYiIiLKlk7FjZmZGUaPHo3Ro0fj4sWLOHXqFO7fv4+UlBTUqFEDY8eORbNmzVC0aNH8zktERESUK8l3Ba9Tpw7q1KmTH1mIiIiI3hnPliIiIiKjwuKGiIiIjAqLGyIiIjIqLG6IiIjIqLxTcfPy5Ut95SAiIiLSC8nFjVqtxqxZs+Dm5oYiRYogNDQUADB16lSsW7dO7wGJiIiIpJBc3Hz//ffYuHEj5s+fD4VCoWmvWrUq1q5dq9dwRERERFJJLm42b96M1atXo0+fPjAxMdG016hRA7dv39ZrOCIiIiKpJBc3jx49QtmyZbO0q9VqpKen6yUUERERUV5JLm4qV66MkydPZmnfsWMHatasqZdQxiIlTYWUNBXSVcLQUYiIiD4Ykm+/MG3aNPj4+ODRo0dQq9X4888/ERwcjM2bN+Off/7Jj4yFjkotMGjTBRwLfmroKERERB8cySM3nTp1wt9//41Dhw7BysoK06ZNQ1BQEP7++2+0bNkyPzIWOj8duZOlsFGYylGv1EcGSkRERPThkAkhPqhjJgkJCbC1tUV8fDxsbGz0vv5zoc/Qe805qAWwsHsNtKnqDAAwNZFBaWrylqWJiIgoO1K+vyWP3JQuXRrPnj3L0h4XF4fSpUtLXZ1RiU1Kwxj/K1ALoFvt4uhWuzislKawUpqysCEiIiogkoub8PBwqFSqLO2pqal49OiRXkIVRkIIjNt+FdEJqShdzAozO1UxdCQiIqIPks4Tinfv3q359/79+2Fra6t5rlKpcPjwYXh4eOg1XGESEp2II7efQGEix/LPa8FSIXmuNhEREemBzt/AnTt3BgDIZDL4+PhovWZmZgYPDw8sWrRIr+EKk6S0DACAs605Krvqfy4PERER6Ubn4katVgMASpUqhQsXLsDBwSHfQhERERHlleRjJ2FhYfmRg4iIiEgv8jQxJCkpCcePH0dERATS0tK0Xhs9erReghERERHlheTi5sqVK2jbti2Sk5ORlJSEokWLIiYmBpaWlnB0dGRxQ0RERAYl+VTwsWPHokOHDnj+/DksLCxw7tw53L9/H7Vr18bChQvzIyMRERGRziQXN4GBgfjmm28gl8thYmKC1NRUuLu7Y/78+Zg0aVJ+ZCQiIiLSmeTixszMDHL5q8UcHR0REREBALC1tcWDBw/0m46IiIhIIslzbmrWrIkLFy6gXLlyaNq0KaZNm4aYmBj8+uuvqFq1an5kJCIiItKZ5JGbOXPmwMXFBQAwe/Zs2NvbY9iwYXj69Cl++eUXvQckIiIikkLyyE2dOnU0/3Z0dERAQIBeAxERERG9C8kjNzm5fPky2rdvr6/VEREREeWJpOJm//79GDduHCZNmoTQ0FAAwO3bt9G5c2fUrVtXc4sGIiIiIkPR+bDUunXrMHjwYBQtWhTPnz/H2rVrsXjxYowaNQo9e/bEjRs3UKlSpfzMSkRERPRWOo/cLF26FD/88ANiYmKwbds2xMTE4Oeff8b169exatUqFjZERET0XtC5uLl37x66d+8OAOjatStMTU2xYMECFC9ePN/CEREREUmlc3GTkpICS0tLAIBMJoNSqdScEv6uVqxYAQ8PD5ibm6N+/fr4999/dVrO398fMpkMnTt31ksOIiIiKvwknQq+du1aFClSBACQkZGBjRs3wsHBQauP1Btnbt26Fb6+vli1ahXq16+PJUuWwNvbG8HBwXB0dMxxufDwcIwbNw6NGzeWtD0iIiIybjIhhNClo4eHB2QyWe4rk8k0Z1Hpqn79+qhbty6WL18OAFCr1XB3d8eoUaMwYcKEbJdRqVRo0qQJvvjiC5w8eRJxcXHYtWuXTttLSEiAra0t4uPjYWNjIylrbi5HPEfXn8+gRFFLnPiumd7WS0RERNK+v3UeuQkPD3/XXFmkpaXh0qVLmDhxoqZNLpfDy8sLZ8+ezXG5mTNnwtHREYMGDcLJkydz3UZqaipSU1M1zxMSEt49OBEREb239HYRv7yIiYmBSqWCk5OTVruTkxOioqKyXebUqVNYt24d1qxZo9M25s6dC1tbW83D3d39nXMTERHR+8ugxY1UL168QL9+/bBmzZosc31yMnHiRMTHx2sevHM5ERGRcZN8byl9cnBwgImJCaKjo7Xao6Oj4ezsnKX/vXv3EB4ejg4dOmjaMq+KbGpqiuDgYJQpU0ZrGaVSCaVSmQ/piYiI6H1k0JEbhUKB2rVr4/Dhw5o2tVqNw4cPo0GDBln6V6xYEdevX0dgYKDm0bFjRzRr1gyBgYE85ERERESGHbkBAF9fX/j4+KBOnTqoV68elixZgqSkJAwcOBAA0L9/f7i5uWHu3LkwNzdH1apVtZa3s7MDgCztRERE9GHKU3Fz7949bNiwAffu3cPSpUvh6OiIffv2oUSJEqhSpYqkdfXs2RNPnz7FtGnTEBUVBU9PTwQEBGgmGUdEREAuL1RTg4iIiMiAdL7OTabjx4+jTZs2aNSoEU6cOIGgoCCULl0a8+bNw8WLF7Fjx478yqoXvM4NERFR4SPl+1vykMiECRPw/fff4+DBg1AoFJr25s2b49y5c9LTEhEREemR5OLm+vXr6NKlS5Z2R0dHxMTE6CUUERERUV5JLm7s7OwQGRmZpf3KlStwc3PTSygiIiKivJJc3PTq1Qvjx49HVFQUZDIZ1Go1Tp8+jXHjxqF///75kZGIiIhIZ5KLmzlz5qBixYpwd3dHYmIiKleujCZNmqBhw4aYMmVKfmQkIiIi0pnkU8EVCgXWrFmDqVOn4saNG0hMTETNmjVRrly5/MhHREREJInk4ubUqVP45JNPUKJECZQoUSI/MhERERHlmeTDUs2bN0epUqUwadIk3Lp1Kz8yEREREeWZ5OLm8ePH+Oabb3D8+HFUrVoVnp6eWLBgAR4+fJgf+YiIiIgkkVzcODg4YOTIkTh9+jTu3buH7t27Y9OmTfDw8EDz5s3zIyMRERGRzt7ppk2lSpXChAkTMG/ePFSrVg3Hjx/XVy4iIiKiPMlzcXP69GkMHz4cLi4u6N27N6pWrYo9e/boMxsRERGRZJLPlpo4cSL8/f3x+PFjtGzZEkuXLkWnTp1gaWmZH/mIiIiIJJFc3Jw4cQLffvstevToAQcHh/zIRERERJRnkoub06dP50cOIiIiIr3QqbjZvXs32rRpAzMzM+zevTvXvh07dtRLMCIiIqK80Km46dy5M6KiouDo6IjOnTvn2E8mk0GlUukrGxEREZFkOhU3arU6238TERERvW8knwq+efNmpKamZmlPS0vD5s2b9RKKiIiIKK8kFzcDBw5EfHx8lvYXL15g4MCBeglFRERElFeSixshBGQyWZb2hw8fwtbWVi+hiIiIiPJK51PBa9asCZlMBplMhhYtWsDU9L9FVSoVwsLC0Lp163wJSURERKQrnYubzLOkAgMD4e3tjSJFimheUygU8PDwwGeffab3gERERERS6Fzc+Pn5AQA8PDzQs2dPmJub51soIiIiorySfIViHx+f/MhBREREpBc6FTdFixZFSEgIHBwcYG9vn+2E4kyxsbF6C0dEREQklU7FzY8//ghra2vNv3MrboiIiIgMSafi5vVDUQMGDMivLERERETvTPJ1bi5fvozr169rnv/111/o3LkzJk2ahLS0NL2GIyIiIpJKcnHz1VdfISQkBAAQGhqKnj17wtLSEtu3b8d3332n94BEREREUkgubkJCQuDp6QkA2L59O5o2bYrffvsNGzduxB9//KHvfERERESS5On2C5l3Bj906BDatm0LAHB3d0dMTIx+0xERERFJJLm4qVOnDr7//nv8+uuvOH78ONq1awcACAsLg5OTk94DEhEREUkhubhZsmQJLl++jJEjR2Ly5MkoW7YsAGDHjh1o2LCh3gMSERERSSH5CsXVq1fXOlsq04IFC2BiYqKXUERERER5Jbm4yXTp0iUEBQUBACpXroxatWrpLRQRERFRXkkubp48eYKePXvi+PHjsLOzAwDExcWhWbNm8Pf3R7FixfSdkYiIiEhnkufcjBo1ComJibh58yZiY2MRGxuLGzduICEhAaNHj86PjEREREQ6kzxyExAQgEOHDqFSpUqatsqVK2PFihVo1aqVXsMRERERSSV55EatVsPMzCxLu5mZmeb6N0RERESGIrm4ad68OcaMGYPHjx9r2h49eoSxY8eiRYsWeg1HREREJJXk4mb58uVISEiAh4cHypQpgzJlyqBUqVJISEjATz/9lB8ZiYiIiHQmec6Nu7s7Ll++jMOHD2tOBa9UqRK8vLz0Ho6IiIhIKknFzdatW7F7926kpaWhRYsWGDVqVH7lIiIiIsoTnYublStXYsSIEShXrhwsLCzw559/4t69e1iwYEF+5iMiIiKSROc5N8uXL4efnx+Cg4MRGBiITZs24eeff87PbERERESS6VzchIaGwsfHR/O8d+/eyMjIQGRkZL4EIyIiIsoLnYub1NRUWFlZ/begXA6FQoGUlJR8CUZERESUF5ImFE+dOhWWlpaa52lpaZg9ezZsbW01bYsXL9ZfOiIiIiKJdC5umjRpguDgYK22hg0bIjQ0VPNcJpPpLxkRERFRHuhc3Bw7diwfYxARERHph+QrFBMRERG9z1jcEBERkVFhcUNERERGhcUNERERGRUWN0RERGRU8lTcnDx5En379kWDBg3w6NEjAMCvv/6KU6dO5SnEihUr4OHhAXNzc9SvXx///vtvjn3XrFmDxo0bw97eHvb29vDy8sq1PxEREX1YJBc3f/zxB7y9vWFhYYErV64gNTUVABAfH485c+ZIDrB161b4+vrCz88Ply9fRo0aNeDt7Y0nT55k2//YsWP4/PPPcfToUZw9exbu7u5o1aqVpsgiIiKiD5vk4ub777/HqlWrsGbNGpiZmWnaGzVqhMuXL0sOsHjxYgwePBgDBw5E5cqVsWrVKlhaWmL9+vXZ9t+yZQuGDx8OT09PVKxYEWvXroVarcbhw4clb5uIiIiMj+TiJjg4GE2aNMnSbmtri7i4OEnrSktLw6VLl+Dl5fVfILkcXl5eOHv2rE7rSE5ORnp6OooWLZrt66mpqUhISNB6EBERkfGSXNw4Ozvj7t27WdpPnTqF0qVLS1pXTEwMVCoVnJyctNqdnJwQFRWl0zrGjx8PV1dXrQLpdXPnzoWtra3m4e7uLikjERERFS6Si5vBgwdjzJgxOH/+PGQyGR4/fowtW7Zg3LhxGDZsWH5kzNG8efPg7++PnTt3wtzcPNs+EydORHx8vObx4MGDAs1IREREBUvSXcEBYMKECVCr1WjRogWSk5PRpEkTKJVKjBs3DqNGjZK0LgcHB5iYmCA6OlqrPTo6Gs7Ozrkuu3DhQsybNw+HDh1C9erVc+ynVCqhVCol5SIiIqLCS/LIjUwmw+TJkxEbG4sbN27g3LlzePr0KWbNmiV54wqFArVr19aaDJw5ObhBgwY5Ljd//nzMmjULAQEBqFOnjuTtEhERkfGSPHKTSaFQoHLlyu8cwNfXFz4+PqhTpw7q1auHJUuWICkpCQMHDgQA9O/fH25ubpg7dy4A4IcffsC0adPw22+/wcPDQzM3p0iRIihSpMg75yEiIqLCTXJx06xZM8hkshxfP3LkiKT19ezZE0+fPsW0adMQFRUFT09PBAQEaCYZR0REQC7/b4Bp5cqVSEtLQ7du3bTW4+fnh+nTp0vaNhERERkfycWNp6en1vP09HQEBgbixo0b8PHxyVOIkSNHYuTIkdm+duzYMa3n4eHhedoGERERfRgkFzc//vhjtu3Tp09HYmLiOwciIiIiehd6u3Fm3759c7yqMBEREVFB0Vtxc/bs2RyvNUNERERUUCQfluratavWcyEEIiMjcfHiRUydOlVvwYiIiIjyQnJxY2trq/VcLpejQoUKmDlzJlq1aqW3YERERER5Iam4UalUGDhwIKpVqwZ7e/v8ykRERESUZ5Lm3JiYmKBVq1aS7/5NREREVFAkTyiuWrUqQkND8yMLERER0TuTXNx8//33GDduHP755x9ERkYiISFB60FERERkSDrPuZk5cya++eYbtG3bFgDQsWNHrdswCCEgk8mgUqn0n5KIiIhIRzoXNzNmzMDQoUNx9OjR/MxDRERE9E50Lm6EEACApk2b5lsYIiIionclac5NbncDJyIiInofSLrOTfny5d9a4MTGxr5TICIiIqJ3Iam4mTFjRpYrFBMRERG9TyQVN7169YKjo2N+ZSEiIiJ6ZzrPueF8GyIiIioMdC5uMs+WIiIiInqf6XxYSq1W52cOIiIiIr2QfPsFIiIiovcZixsiIiIyKixuiIiIyKiwuCEiIiKjwuKGiIiIjAqLGyIiIjIqLG6IiIjIqLC4ISIiIqPC4oaIiIiMCosbIiIiMiosboiIiMiosLghIiIio8LihoiIiIwKixsiIiIyKixuiIiIyKiwuCEiIiKjwuKGiIiIjAqLGyIiIjIqLG6IiIjIqLC4ISIiIqPC4oaIiIiMCosbIiIiMiosboiIiMiosLghIiIio8LihoiIiIyKqaEDENG7E0IgIyMDKpXK0FGIiPLMzMwMJiYm77weFjdEhVxaWhoiIyORnJxs6ChERO9EJpOhePHiKFKkyDuth8UNUSGmVqsRFhYGExMTuLq6QqFQQCaTGToWEZFkQgg8ffoUDx8+RLly5d5pBIfFDVEhlpaWBrVaDXd3d1haWho6DhHROylWrBjCw8ORnp7+TsUNJxQTGQG5nD/KRFT46Wvkmb8RiYiIyKiwuCEiIiKjwuKGiIiIjAqLGyL64MhkMuzatcvQMQqdTz/9FF9//XWBbOvN/6Pbt2/j448/hrm5OTw9PREeHg6ZTIbAwMB82X5aWhrKli2LM2fO5Mv6P0QTJkzAqFGjCmRbLG6IqMANGDAAMpkMMpkMZmZmKFWqFL777ju8fPnS0NH0KvM9vv745JNPDJ4pu8IuLS0N8+fPR40aNWBpaQkHBwc0atQIGzZsQHp6eoHnjIyMRJs2bTTP/fz8YGVlheDgYBw+fBju7u6IjIxE1apV82X7q1atQqlSpdCwYcMsr3311VcwMTHB9u3bs7w2YMAAdO7cOUv7sWPHIJPJEBcXp2kz1D6/du0aGjduDHNzc7i7u2P+/PlvXebw4cNo2LAhrK2t4ezsjPHjxyMjI0Pz+rFjx9CpUye4uLjAysoKnp6e2LJli9Y6xo0bh02bNiE0NFTv7+lNPBWcyIgIIZCSbpirFFuYmUg606F169aaX+KXLl2Cj48PZDIZfvjhh3xMWfA2bNiA1q1ba54rFIo8rys9PR1mZmb6iKUlLS0N3t7euHr1KmbNmoVGjRrBxsYG586dw8KFC1GzZk14enrqfbu5cXZ21np+7949tGvXDiVLlsyxj1RpaWnZ/n8IIbB8+XLMnDkzy2vJycnw9/fHd999h/Xr16N79+553rYh9nlCQgJatWoFLy8vrFq1CtevX8cXX3wBOzs7DBkyJNtlrl69irZt22Ly5MnYvHkzHj16hKFDh0KlUmHhwoUAgDNnzqB69eoYP348nJyc8M8//6B///6wtbVF+/btAQAODg7w9vbGypUrsWDBAr2/Ny3iAxMfHy8AiPj4eL2u99L9WFFy/D+i8Q9H9LpeotykpKSIW7duiZSUFCGEEEmp6aLk+H8M8khKTdc5t4+Pj+jUqZNWW9euXUXNmjU1z2NiYkSvXr2Eq6ursLCwEFWrVhW//fab1jJNmzYVo0aNEt9++62wt7cXTk5Ows/PT6tPSEiIaNy4sVAqlaJSpUriwIEDAoDYuXOnps+1a9dEs2bNhLm5uShatKgYPHiwePHiRZa8s2fPFo6OjsLW1lbMmDFDpKeni3Hjxgl7e3vh5uYm1q9fr7XtN7fzOpVKJWbMmCHc3NyEQqEQNWrUEPv27dO8HhYWJgAIf39/0aRJE6FUKsWGDRuEEEKsWbNGVKxYUSiVSlGhQgWxYsUKzXKpqalixIgRwtnZWSiVSlGiRAkxZ84cIYQQJUuWFAA0j5IlSwohhPjhhx+EXC4Xly9fzpIzLS1NJCYmavb3mDFjNK9t3rxZ1K5dWxQpUkQ4OTmJzz//XERHR2tej42NFb179xYODg7C3NxclC1bVrOPcsv55r57PTMA4efnp9k/V65c0Sxz/fp10bp1a2FlZSUcHR1F3759xdOnTzWvN23aVIwYMUKMGTNGfPTRR+LTTz/N9v/mwoULQi6Xi4SEhCyvbdy4UXz88cciLi5OWFpaioiICK3Xs/tsCyHE0aNHBQDx/PlzSftc337++Wdhb28vUlNTNW3jx48XFSpUyHGZiRMnijp16mi17d69W5ibm2e7jzK1bdtWDBw4UKtt06ZNonjx4jku8+bvtNdJ+f5+Lw5LrVixAh4eHjA3N0f9+vXx77//5tp/+/btqFixIszNzVGtWjXs3bu3gJISUX64ceMGzpw5o/VX9MuXL1G7dm3s2bMHN27cwJAhQ9CvX78svx82bdoEKysrnD9/HvPnz8fMmTNx8OBBAK+u4Ny1a1coFAqcP38eq1atwvjx47WWT0pKgre3N+zt7XHhwgVs374dhw4dwsiRI7X6HTlyBI8fP8aJEyewePFi+Pn5oX379rC3t8f58+cxdOhQfPXVV3j48KFO73np0qVYtGgRFi5ciGvXrsHb2xsdO3bEnTt3tPpNmDABY8aMQVBQELy9vbFlyxZMmzYNs2fPRlBQEObMmYOpU6di06ZNAIBly5Zh9+7d2LZtG4KDg7FlyxZ4eHgAAC5cuADg1WhSZGSk5vmWLVvg5eWFmjVrZslpZmYGKyurbN9Deno6Zs2ahatXr2LXrl0IDw/HgAEDNK9PnToVt27dwr59+xAUFISVK1fCwcHhrTnfFBkZiSpVquCbb75BZGQkxo0bl6VPXFwcmjdvjpo1a+LixYsICAhAdHQ0evToodVv06ZNUCgUOH36NFatWpXt9k6ePIny5cvD2to6y2vr1q1D3759YWtrizZt2mDjxo3ZruNt8rrPIyIiUKRIkVwfc+bMyXG7Z8+eRZMmTbR+1ry9vREcHIznz59nu0xqairMzc212iwsLPDy5UtcunQpx23Fx8ejaNGiWm316tXDw4cPER4enuNyevHW8ief+fv7C4VCIdavXy9u3rwpBg8eLOzs7LSq/9edPn1amJiYiPnz54tbt26JKVOmCDMzM3H9+nWdtseRGzImb/6Vo1arRVJqukEearVa59w+Pj7CxMREWFlZCaVSKQAIuVwuduzYkety7dq1E998843medOmTcUnn3yi1adu3bpi/PjxQggh9u/fL0xNTcWjR480r+/bt09rVGD16tXC3t5e6y/lPXv2CLlcLqKiojR5S5YsKVQqlaZPhQoVROPGjTXPMzIyhJWVlfj99981bQCEubm5sLKy0jwyt+vq6ipmz56dJfvw4cOFEP+N3CxZskSrT5kyZbKMYM2aNUs0aNBACCHEqFGjRPPmzXP8/0A2o0kWFhZi9OjR2fZ/3ZsjN2+6cOGCAKAZ9erQoUOWv9wzSc1Zo0YNrVG5N0duZs2aJVq1aqW1jgcPHggAIjg4WJP/9dHBnIwZM0Y0b948S3tISIgwMzPTjAbt3LlTlCpVSus96Dpyo+s+f1N6erq4c+dOro9nz57luHzLli3FkCFDtNpu3rwpAIhbt25lu8z+/fuFXC4Xv/32m8jIyBAPHz4UjRs3FgCyfBYzbd26VSgUCnHjxg2t9szv4GPHjmW7nL5Gbgw+52bx4sUYPHgwBg4cCODVJK49e/Zg/fr1mDBhQpb+S5cuRevWrfHtt98CAGbNmoWDBw9i+fLlOVbhRB8KmUwGS4XBf6x10qxZM6xcuRJJSUn48ccfYWpqis8++0zzukqlwpw5c7Bt2zY8evQIaWlpSE1NzXKbierVq2s9d3FxwZMnTwAAQUFBcHd3h6urq+b1Bg0aaPUPCgpCjRo1tP5SbtSoEdRqNYKDg+Hk5AQAqFKlitaVoJ2cnLQms5qYmOCjjz7SbDvTjz/+CC8vL618CQkJePz4MRo1aqTVt1GjRrh69apWW506dTT/TkpKwr179zBo0CAMHjxY056RkQFbW1sArya0tmzZEhUqVEDr1q3Rvn17tGrVCrkRQuT6ek4uXbqE6dOn4+rVq3j+/DnUajWAV6MLlStXxrBhw/DZZ5/h8uXLaNWqFTp37qyZoJuXnLm5evUqjh49mu0NF+/du4fy5csDAGrXrv3WdaWkpGQZqQCA9evXw9vbWzP61LZtWwwaNAhHjhxBixYtJOXN6z43NTVF2bJl87RsXrVq1QoLFizA0KFD0a9fPyiVSkydOhUnT57M9uroR48excCBA7FmzRpUqVJF6zULCwsAyPcb/Rr0sFRaWhouXbqk9YMvl8vh5eWFs2fPZrvM2bNntfoDr4bUcuqfmpqKhIQErQcRGZ6VlRXKli2LGjVqYP369Th//jzWrVuneX3BggVYunQpxo8fj6NHjyIwMBDe3t5IS0vTWs+bE2xlMpnmS1afstuOLtt2dnZG2bJlNY+cDjfk5PX+iYmJAIA1a9YgMDBQ87hx4wbOnTsHAKhVqxbCwsIwa9YspKSkoEePHujWrVuu2yhfvjxu374tKVfm4TwbGxts2bIFFy5cwM6dOwFA83/Upk0b3L9/H2PHjsXjx4/RokULzSGlvOTMTWJiIjp06KC1XwIDA3Hnzh00adJE00+X/e/g4JDlEI1KpcKmTZuwZ88emJqawtTUFJaWloiNjcX69es1/WxsbBAfH59lnXFxcTAxMdFsPy/7HHj3w1LOzs6Ijo7Wast8ntsEbV9fX8TFxSEiIgIxMTHo1KkTAKB06dJa/Y4fP44OHTrgxx9/RP/+/bOsJzY2FsCre0jlJ4P+iRcTEwOVSqX5yyiTk5NTjv/pUVFR2faPiorKtv/cuXMxY8YM/QTOhQyA0lQOhel7MY2JqFCRy+WYNGkSfH190bt3b1hYWOD06dPo1KkT+vbtC+DV/JmQkBBUrlxZ5/VWqlQJDx48QGRkJFxcXABAUwS83mfjxo1ISkrSfPGcPn0acrkcFSpU0NM71GZjYwNXV1ecPn0aTZs21bSfPn0a9erVy3E5JycnuLq6IjQ0FH369Ml1/T179kTPnj3RrVs3tG7dGrGxsShatCjMzMygUmmfUde7d29MmjQJV65cyTIHJD09HWlpaVmKgtu3b+PZs2eYN28e3N3dAQAXL17MkqVYsWLw8fGBj48PGjdujG+//VZzhk1uOaWqVasW/vjjD3h4eMDU9N2+2mrWrImVK1dCCKE5A3Dv3r148eIFrly5onVDxxs3bmDgwIGIi4uDnZ0dKlSoAH9/f6SmpkKpVGr6Xb58GaVKldIUxHnZ5wDg6ur61mv75Lb/GjRogMmTJ2udeXfw4EFUqFAB9vb2ua5XJpNpRkF///13uLu7o1atWprXjx07hvbt2+OHH37I8cyrGzduwMzMLMuIjr4Z/TfxxIkTER8fr3k8ePAgX7ZTs4Q9gr9vg0O+Td/emYiy6N69O0xMTLBixQoAQLly5XDw4EGcOXMGQUFB+Oqrr7L8xfk2Xl5eKF++PHx8fHD16lWcPHkSkydP1urTp08fmJubw8fHBzdu3MDRo0cxatQo9OvXL8sfUvr07bff4ocffsDWrVsRHByMCRMmIDAwEGPGjMl1uRkzZmDu3LlYtmwZQkJCcP36dWzYsAGLFy8G8OpQ/++//47bt28jJCQE27dvh7OzM+zs7AAAHh4eOHz4MKKiojSjE19//TUaNWqEFi1aYMWKFbh69SpCQ0Oxbds2fPzxx1kmOQNAiRIloFAo8NNPPyE0NBS7d+/GrFmztPpMmzYNf/31F+7evYubN2/in3/+QaVKlXTKKdWIESMQGxuLzz//HBcuXMC9e/ewf/9+DBw4MEsx9zbNmjVDYmIibt68qWlbt24d2rVrhxo1aqBq1aqaR48ePWBnZ6e5pkufPn0gk8nQv39/XLp0CXfv3sX69euxZMkSfPPNN5r15WWfA/8dlsrtkVtx07t3bygUCgwaNAg3b97E1q1bsXTpUvj6+mr67Ny5ExUrVtRabsGCBbh+/Tpu3ryJWbNmYd68eVi2bJmm0Dt69CjatWuH0aNH47PPPkNUVBSioqI0IzWZTp48icaNG2sOT+UXgxY3Dg4OMDExyXaILKfhsZyG1HLqr1QqYWNjo/UgovePqakpRo4cifnz5yMpKQlTpkxBrVq14O3tjU8//RTOzs7ZXhwtN3K5HDt37kRKSgrq1auHL7/8ErNnz9bqY2lpif379yM2NhZ169ZFt27d0KJFCyxfvlyP7y6r0aNHw9fXF9988w2qVauGgIAA7N69G+XKlct1uS+//BJr167Fhg0bUK1aNTRt2hQbN25EqVKlAADW1taYP38+6tSpg7p16yI8PBx79+7VzI1YtGgRDh48CHd3d82IgVKpxMGDB/Hdd9/hl19+wccff4y6deti2bJlGD16dLYXyitWrBg2btyI7du3o3Llypg3b55mRCaTQqHAxIkTUb16dTRp0gQmJibw9/fXKadUmSNhKpUKrVq1QrVq1fD111/Dzs5O8jo/+ugjdOnSRVOwREdHY8+ePVpzwjLJ5XJ06dJFc0jVzs4OJ0+eRHp6Ojp27AhPT08sW7YMixcvxldffaVZLi/7XB9sbW1x4MABhIWFoXbt2vjmm28wbdo0rZGW+Ph4BAcHay23b98+NG7cGHXq1MGePXvw119/af08btq0CcnJyZg7dy5cXFw0j65du2qtx9/fX2u+WH6RibzOatKT+vXro169evjpp58AvBp6LlGiBEaOHJnthOKePXsiOTkZf//9t6atYcOGqF69uk4TihMSEmBra4v4+HgWOlTovXz5EmFhYShVqlS2EyCJKG+uXbuGli1b4t69e9lOUibp9u3bh2+++QbXrl3L8dBhbr/TpHx/G/ywlK+vL9asWYNNmzYhKCgIw4YNQ1JSkubsqf79+2PixIma/mPGjEFAQAAWLVqE27dvY/r06bh48WKWa1IQERHlVfXq1fHDDz8gLCzM0FGMRlJSEjZs2PDOc6J0YfBzRnv27ImnT59i2rRpiIqKgqenJwICAjTHuiMiIrSGFBs2bIjffvsNU6ZMwaRJk1CuXDns2rUr34bwiIjow/T6BQnp3b3L2XBSGfywVEHjYSkyJjwsRUTGxGgOSxHRu/vA/kYhIiOlr99lLG6ICrHM61Tk99U+iYgKQuYFIF+/llBeGHzODRHlnYmJCezs7DSX/Le0tNRcdIyIqDBRq9V4+vQpLC0t33nSMYsbokIu8xpPb97TiIiosJHL5ShRosQ7/5HG4oaokJPJZHBxcYGjoyPS09MNHYeIKM8UCkWeL+T4OhY3REbCxMTknY9TExEZA04oJiIiIqPC4oaIiIiMCosbIiIiMiof3JybzAsEJSQkGDgJERER6Srze1uXC/19cMXNixcvAADu7u4GTkJERERSvXjxAra2trn2+eDuLaVWq/H48WNYW1vr/WJnCQkJcHd3x4MHD3jfqnzE/VwwuJ8LBvdzweG+Lhj5tZ+FEHjx4gVcXV3ferr4BzdyI5fLUbx48Xzdho2NDX9wCgD3c8Hgfi4Y3M8Fh/u6YOTHfn7biE0mTigmIiIio8LihoiIiIwKixs9UiqV8PPzg1KpNHQUo8b9XDC4nwsG93PB4b4uGO/Dfv7gJhQTERGRcePIDRERERkVFjdERERkVFjcEBERkVFhcUNERERGhcWNRCtWrICHhwfMzc1Rv359/Pvvv7n23759OypWrAhzc3NUq1YNe/fuLaCkhZuU/bxmzRo0btwY9vb2sLe3h5eX11v/X+gVqZ/nTP7+/pDJZOjcuXP+BjQSUvdzXFwcRowYARcXFyiVSpQvX56/O3QgdT8vWbIEFSpUgIWFBdzd3TF27Fi8fPmygNIWTidOnECHDh3g6uoKmUyGXbt2vXWZY8eOoVatWlAqlShbtiw2btyY7zkhSGf+/v5CoVCI9evXi5s3b4rBgwcLOzs7ER0dnW3/06dPCxMTEzF//nxx69YtMWXKFGFmZiauX79ewMkLF6n7uXfv3mLFihXiypUrIigoSAwYMEDY2tqKhw8fFnDywkXqfs4UFhYm3NzcROPGjUWnTp0KJmwhJnU/p6amijp16oi2bduKU6dOibCwMHHs2DERGBhYwMkLF6n7ecuWLUKpVIotW7aIsLAwsX//fuHi4iLGjh1bwMkLl71794rJkyeLP//8UwAQO3fuzLV/aGiosLS0FL6+vuLWrVvip59+EiYmJiIgICBfc7K4kaBevXpixIgRmucqlUq4urqKuXPnZtu/R48eol27dlpt9evXF1999VW+5izspO7nN2VkZAhra2uxadOm/IpoFPKynzMyMkTDhg3F2rVrhY+PD4sbHUjdzytXrhSlS5cWaWlpBRXRKEjdzyNGjBDNmzfXavP19RWNGjXK15zGRJfi5rvvvhNVqlTRauvZs6fw9vbOx2RC8LCUjtLS0nDp0iV4eXlp2uRyOby8vHD27Nlslzl79qxWfwDw9vbOsT/lbT+/KTk5Genp6ShatGh+xSz08rqfZ86cCUdHRwwaNKggYhZ6ednPu3fvRoMGDTBixAg4OTmhatWqmDNnDlQqVUHFLnTysp8bNmyIS5cuaQ5dhYaGYu/evWjbtm2BZP5QGOp78IO7cWZexcTEQKVSwcnJSavdyckJt2/fznaZqKiobPtHRUXlW87CLi/7+U3jx4+Hq6trlh8o+k9e9vOpU6ewbt06BAYGFkBC45CX/RwaGoojR46gT58+2Lt3L+7evYvhw4cjPT0dfn5+BRG70MnLfu7duzdiYmLwySefQAiBjIwMDB06FJMmTSqIyB+MnL4HExISkJKSAgsLi3zZLkduyKjMmzcP/v7+2LlzJ8zNzQ0dx2i8ePEC/fr1w5o1a+Dg4GDoOEZNrVbD0dERq1evRu3atdGzZ09MnjwZq1atMnQ0o3Ls2DHMmTMHP//8My5fvow///wTe/bswaxZswwdjfSAIzc6cnBwgImJCaKjo7Xao6Oj4ezsnO0yzs7OkvpT3vZzpoULF2LevHk4dOgQqlevnp8xCz2p+/nevXsIDw9Hhw4dNG1qtRoAYGpqiuDgYJQpUyZ/QxdCefk8u7i4wMzMDCYmJpq2SpUqISoqCmlpaVAoFPmauTDKy36eOnUq+vXrhy+//BIAUK1aNSQlJWHIkCGYPHky5HL+7a8POX0P2tjY5NuoDcCRG50pFArUrl0bhw8f1rSp1WocPnwYDRo0yHaZBg0aaPUHgIMHD+bYn/K2nwFg/vz5mDVrFgICAlCnTp2CiFqoSd3PFStWxPXr1xEYGKh5dOzYEc2aNUNgYCDc3d0LMn6hkZfPc6NGjXD37l1N8QgAISEhcHFxYWGTg7zs5+Tk5CwFTGZBKXjLRb0x2Pdgvk5XNjL+/v5CqVSKjRs3ilu3bokhQ4YIOzs7ERUVJYQQol+/fmLChAma/qdPnxampqZi4cKFIigoSPj5+fFUcB1I3c/z5s0TCoVC7NixQ0RGRmoeL168MNRbKBSk7uc38Wwp3UjdzxEREcLa2lqMHDlSBAcHi3/++Uc4OjqK77//3lBvoVCQup/9/PyEtbW1+P3330VoaKg4cOCAKFOmjOjRo4eh3kKh8OLFC3HlyhVx5coVAUAsXrxYXLlyRdy/f18IIcSECRNEv379NP0zTwX/9ttvRVBQkFixYgVPBX8f/fTTT6JEiRJCoVCIevXqiXPnzmlea9q0qfDx8dHqv23bNlG+fHmhUChElSpVxJ49ewo4ceEkZT+XLFlSAMjy8PPzK/jghYzUz/PrWNzoTup+PnPmjKhfv75QKpWidOnSYvbs2SIjI6OAUxc+UvZzenq6mD59uihTpowwNzcX7u7uYvjw4eL58+cFH7wQOXr0aLa/bzP3rY+Pj2jatGmWZTw9PYVCoRClS5cWGzZsyPecMiE4/kZERETGg3NuiIiIyKiwuCEiIiKjwuKGiIiIjAqLGyIiIjIqLG6IiIjIqLC4ISIiIqPC4oaIiIiMCosbIiIiMiosboiysXHjRtjZ2Rk6Rp7JZDLs2rUr1z4DBgxA586dCyTP+2bq1KkYMmRIgWzr2LFjkMlkiIuLy7Wfh4cHlixZkq9ZpG5DXz8HunwepQoICICnp6fWPbiIMrG4IaM1YMAAyGSyLI+7d+8aOho2btyoySOXy1G8eHEMHDgQT5480cv6IyMj0aZNGwBAeHg4ZDIZAgMDtfosXboUGzdu1Mv2cjJ9+nTN+zQxMYG7uzuGDBmC2NhYSevRZyEWFRWFpUuXYvLkyVrrz8ypUChQtmxZzJw5ExkZGe+8vYYNGyIyMhK2trYAci4YLly4UGAF1/suPDwcgwYNQqlSpWBhYYEyZcrAz88PaWlpmj6tW7eGmZkZtmzZYsCk9L4yNXQAovzUunVrbNiwQautWLFiBkqjzcbGBsHBwVCr1bh69SoGDhyIx48fY//+/e+8bmdn57f2yfyyzW9VqlTBoUOHoFKpEBQUhC+++ALx8fHYunVrgWz/TWvXrkXDhg1RsmRJrfbMz0pqair27t2LESNGwMzMDBMnTnyn7SkUCp3+P96Xz+X74Pbt21Cr1fjll19QtmxZ3LhxA4MHD0ZSUhIWLlyo6TdgwAAsW7YM/fr1M2Baeh9x5IaMmlKphLOzs9bDxMQEixcvRrVq1WBlZQV3d3cMHz4ciYmJOa7n6tWraNasGaytrWFjY4PatWvj4sWLmtdPnTqFxo0bw8LCAu7u7hg9ejSSkpJyzSaTyeDs7AxXV1e0adMGo0ePxqFDh5CSkgK1Wo2ZM2eiePHiUCqV8PT0REBAgGbZtLQ0jBw5Ei4uLjA3N0fJkiUxd+5crXVnHgYoVaoUAKBmzZqQyWT49NNPAWiPhqxevRqurq5Zhvg7deqEL774QvP8r7/+Qq1atWBubo7SpUtjxowZbx3dMDU1hbOzM9zc3ODl5YXu3bvj4MGDmtdVKpXWX+kVKlTA0qVLNa9Pnz4dmzZtwl9//aUZXTl27BgA4MGDB+jRowfs7OxQtGhRdOrUCeHh4bnm8ff3R4cOHbK0Z35WSpYsiWHDhsHLywu7d+8GADx//hz9+/eHvb09LC0t0aZNG9y5c0ez7P3799GhQwfY29vDysoKVapUwd69ewFoH5Y6duwYBg4ciPj4eM17mT59OgDtQ0a9e/dGz549tfKlp6fDwcEBmzdvBgCo1WrMnTtXs99q1KiBHTt25Pre36Trz8GuXbtQrlw5mJubw9vbGw8ePNB6PS+fi9xkFpqtWrVC6dKl0bFjR4wbNw5//vmnVr8OHTrg4sWLuHfvXp63RcaJxQ19kORyOZYtW4abN29i06ZNOHLkCL777rsc+/fp0wfFixfHhQsXcOnSJUyYMAFmZmYAgHv37qF169b47LPPcO3aNWzduhWnTp3CyJEjJWWysLCAWq1GRkYGli5dikWLFmHhwoW4du0avL290bFjR80X6rJly7B7925s27YNwcHB2LJlCzw8PLJd77///gsAOHToECIjI7N8QQBA9+7d8ezZMxw9elTTFhsbi4CAAPTp0wcAcPLkSfTv3x9jxozBrVu38Msvv2Djxo2YPXu2zu8xPDwc+/fvh0Kh0LSp1WoUL14c27dvx61btzBt2jRMmjQJ27ZtAwCMGzcOPXr0QOvWrREZGYnIyEg0bNgQ6enp8Pb2hrW1NU6ePInTp0+jSJEiaN26tdbhi9fFxsbi1q1bqFOnzluzWlhYaNYzYMAAXLx4Ebt378bZs2chhEDbtm2Rnp4OABgxYgRSU1Nx4sQJXL9+HT/88AOKFCmSZZ0NGzbEkiVLYGNjo3kv48aNy9KvT58++Pvvv7UKjf379yM5ORldunQBAMydOxebN2/GqlWrcPPmTYwdOxZ9+/bF8ePH3/reMunyc5CcnIzZs2dj8+bNOH36NOLi4tCrVy/N63n5XHz66acYMGCAzjkBID4+HkWLFtVqK1GiBJycnHDy5ElJ66IPQL7fd5zIQHx8fISJiYmwsrLSPLp165Zt3+3bt4uPPvpI83zDhg3C1tZW89za2lps3Lgx22UHDRokhgwZotV28uRJIZfLRUpKSrbLvLn+kJAQUb58eVGnTh0hhBCurq5i9uzZWsvUrVtXDB8+XAghxKhRo0Tz5s2FWq3Odv0AxM6dO4UQQoSFhQkA4sqVK1p9fHx8RKdOnTTPO3XqJL744gvN819++UW4uroKlUolhBCiRYsWYs6cOVrr+PXXX4WLi0u2GYQQws/PT8jlcmFlZSXMzc0FAAFALF68OMdlhBBixIgR4rPPPssxa+a2K1SooLUPUlNThYWFhdi/f3+2671y5YoAICIiIrTaX1+/Wq0WBw8eFEqlUowbN06EhIQIAOL06dOa/jExMcLCwkJs27ZNCCFEtWrVxPTp07Pd5tGjRwUA8fz5cyFE1v/7TCVLlhQ//vijEEKI9PR04eDgIDZv3qx5/fPPPxc9e/YUQgjx8uVLYWlpKc6cOaO1jkGDBonPP/882xxvbiM72f0cABDnzp3TtAUFBQkA4vz580II3T4Xr38ehRCiX79+YsKECTnmeNOdO3eEjY2NWL16dZbXatasmeO+pw8X59yQUWvWrBlWrlypeW5lZQXg1SjG3Llzcfv2bSQkJCAjIwMvX75EcnIyLC0ts6zH19cXX375JX799VfNoZUyZcoAeHXI6tq1a1oTG4UQUKvVCAsLQ6VKlbLNFh8fjyJFikCtVuPly5f45JNPsHbtWiQkJODx48do1KiRVv9GjRrh6tWrAF6NJLRs2RIVKlRA69at0b59e7Rq1eqd9lWfPn0wePBg/Pzzz1AqldiyZQt69eoFuVyueZ+nT5/W+otcpVLlut8AoEKFCti9ezdevnyJ//u//0NgYCBGjRql1WfFihVYv349IiIikJKSgrS0NHh6euaa9+rVq7h79y6sra212l++fJnjYYqUlBQAgLm5eZbX/vnnHxQpUgTp6elQq9Xo3bs3pk+fjsOHD8PU1BT169fX9P3oo49QoUIFBAUFAQBGjx6NYcOG4cCBA/Dy8sJnn32G6tWr55o/N6ampujRowe2bNmCfv36ISkpCX/99Rf8/f0BAHfv3kVycjJatmyptVxaWhpq1qyp83Z0+TkwNTVF3bp1NctUrFgRdnZ2CAoKQr169fL0ucg8tKaLR48eoXXr1ujevTsGDx6c5XULCwskJyfrvD76MLC4IaNmZWWFsmXLarWFh4ejffv2GDZsGGbPno2iRYvi1KlTGDRoENLS0rL9ZTx9+nT07t0be/bswb59++Dn5wd/f3906dIFiYmJ+OqrrzB69Ogsy5UoUSLHbNbW1rh8+TLkcjlcXFxgYWEBAEhISHjr+6pVqxbCwsKwb98+HDp0CD169ICXl5fkORev69ChA4QQ2LNnD+rWrYuTJ0/ixx9/1LyemJiIGTNmoGvXrlmWza5YyJR59hEAzJs3D+3atcOMGTMwa9YsAK/mwIwbNw6LFi1CgwYNYG1tjQULFuD8+fO55k1MTETt2rWzPVsmp8m5Dg4OAF7NoXmzT2YhrFAo4OrqClNT3X89fvnll/D29saePXtw4MABzJ07F4sWLcpSxEnRp08fNG3aFE+ePMHBgwdhYWGB1q1bA4DmcNWePXvg5uamtZxSqdRp/Xn5OchOXj8Xunj8+DGaNWuGhg0bYvXq1dn2iY2N5WRsyoLFDX1wLl26BLVajUWLFmlGJTLnd+SmfPnyKF++PMaOHYvPP/8cGzZsQJcuXVCrVi3cunUrSxH1NnK5PNtlbGxs4OrqitOnT6Np06aa9tOnT6NevXpa/Xr27ImePXuiW7duaN26NWJjY7PMS8ic36JSqXLNY25ujq5du2LLli24e/cuKlSogFq1amler1WrFoKDgyW/zzdNmTIFzZs3x7BhwzTvs2HDhhg+fLimz5sjLwqFIkv+WrVqYevWrXB0dISNjY1O2y5TpgxsbGxw69YtlC9fXuu17AphAKhUqRIyMjJw/vx5NGzYEADw7NkzBAcHo3Llypp+7u7uGDp0KIYOHYqJEydizZo12RY32b2X7DRs2BDu7u7YunUr9u3bh+7du2vmeVWuXBlKpRIRERFanxEpdP05yMjIwMWLFzWfveDgYMTFxWlGJPX1uXjTo0eP0KxZM9SuXRsbNmzQZHxd5iidlNEq+jBwQjF9cMqWLYv09HT89NNPCA0Nxa+//opVq1bl2D8lJQUjR47EsWPHcP/+fZw+fRoXLlzQ/HIfP348zpw5g5EjRyIwMBB37tzBX3/9JXlC8eu+/fZb/PDDD9i6dSuCg4MxYcIEBAYGYsyYMQBeneXy+++/4/bt2wgJCcH27dvh7Oyc7fVTHB0dYWFhgYCAAERHRyM+Pj7H7fbp0wd79uzB+vXrNROJM02bNg2bN2/GjBkzcPPmTQQFBcHf3x9TpkyR9N4aNGiA6tWrY86cOQCAcuXK4eLFi9i/fz9CQkIwdepUXLhwQWsZDw8PXLt2DcHBwYiJiUF6ejr69OkDBwcHdOrUCSdPnkRYWBiOHTuG0aNH4+HDh9luWy6Xw8vLC6dOndI5b7ly5dCpUycMHjwYp06dwtWrV9G3b1+4ubmhU6dOAICvv/4a+/fvR1hYGC5fvoyjR4/meDjSw8MDiYmJOHz4MGJiYnI9pNK7d2+sWrUKBw8e1Pr/sLa2xrhx4zB27Fhs2rQJ9+7dw+XLl/HTTz9h06ZNOr0vXX8OzMzMMGrUKJw/fx6XLl3CgAED8PHHH2uKnbx8Lvr375/rKfaPHj3Cp59+ihIlSmDhwoV4+vQpoqKiEBUVpdXv3LlzUCqVaNCggU7vmT4ghp70Q5RfspuEmmnx4sXCxcVFWFhYCG9vb7F58+YcJ32mpqaKXr16CXd3d6FQKISrq6sYOXKk1mThf//9V7Rs2VIUKVJEWFlZierVq2eZEPy6nCaVZlKpVGL69OnCzc1NmJmZiRo1aoh9+/ZpXl+9erXw9PQUVlZWwsbGRrRo0UJcvnxZ8zremMC5Zs0a4e7uLuRyuWjatGmO+0elUgkXFxcBQNy7dy9LroCAANGwYUNhYWEhbGxsRL169bKd5JnJz89P1KhRI0v777//LpRKpYiIiBAvX74UAwYMELa2tsLOzk4MGzZMTJgwQWu5J0+eaPYvAHH06FEhhBCRkZGif//+wsHBQSiVSlG6dGkxePBgER8fn2OmvXv3Cjc3N81E6Zz2xetiY2NFv379hK2treYzExISonl95MiRokyZMkKpVIpixYqJfv36iZiYGCFE1gnFQggxdOhQ8dFHHwkAws/PTwiR/WTfW7duCQCiZMmSWSaPq9VqsWTJElGhQgVhZmYmihUrJry9vcXx48dzfB9vbkPXn4M//vhDlC5dWiiVSuHl5SXu37+vtd63fS7e/Dw2bdpU+Pj45JgzcyJzdo/XDRkyRHz11Vc5roc+XDIhhDBATUVEZBBCCNSvX19zeJEKp5iYGFSoUAEXL17UXMuJKBMPSxHRB0Umk2H16tV6ubUCGU54eDh+/vlnFjaULY7cEBERkVHhyA0REREZFRY3REREZFRY3BAREZFRYXFDRERERoXFDRERERkVFjdERERkVFjcEBERkVFhcUNERERGhcUNERERGZX/B3D0x6dHQsYoAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Select the best features\n",
|
||
"score_rf, model_rf, most_important_features_rf = score_the_model(\n",
|
||
" model=RandomForestClassifier(),\n",
|
||
" model_name='Random Forest',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train[most_important_features_rf],\n",
|
||
" X_test=X_test[most_important_features_rf],\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bf17a3b5",
|
||
"metadata": {},
|
||
"source": [
|
||
"### KNN"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 173,
|
||
"id": "75fea43a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.neighbors import KNeighborsClassifier\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_knn, model_knn, _ = score_the_model(\n",
|
||
" model=KNeighborsClassifier(),\n",
|
||
" model_name='KNN',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0b925bbf",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Logistic Regression"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 174,
|
||
"id": "33d0774a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.linear_model import LogisticRegression\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_log_reg, model_log_reg,_ = score_the_model(\n",
|
||
" model=LogisticRegression(max_iter=100),\n",
|
||
" model_name='Logistic Regression',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "641e5a5a",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### SVM"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 175,
|
||
"id": "96adfe07",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[{'Accuracy': 0.8660287081339713, 'F1': 0.9, 'Precision': 0.8689655172413793, 'Recall': 0.9333333333333333, 'AUC': 0.8382882882882883, 'model_name': 'SVM'}]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.svm import SVC\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"\n",
|
||
"# Scale the data\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_train_scaled = scaler.fit_transform(X_train)\n",
|
||
"X_test_scaled = scaler.transform(X_test)\n",
|
||
"# Score the model with default parameters\n",
|
||
"\n",
|
||
"scores_svm, model_svm, most_important_features_svm = score_the_model(\n",
|
||
" model=SVC(),\n",
|
||
" model_name='SVM',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train_scaled,\n",
|
||
" X_test=X_test_scaled,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=False\n",
|
||
")\n",
|
||
"\n",
|
||
"print(scores_svm)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "51685da6",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Gradient Boosting Classifier"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 176,
|
||
"id": "0842608e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V12', 'V39', 'V38', 'V34', 'V30', 'V22', 'V27', 'V13', 'V2', 'V14', 'V40', 'V8', 'V37', 'V18', 'V9', 'V28', 'V10', 'V31']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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 GradientBoostingClassifier\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_gb, model_gb, most_important_features_gb = score_the_model(\n",
|
||
" model=GradientBoostingClassifier(),\n",
|
||
" model_name='Gradient Boosting',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 177,
|
||
"id": "f9fc8040",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V39', 'V12', 'V38', 'V30', 'V34', 'V22', 'V27', 'V13', 'V2', 'V40', 'V37', 'V31', 'V8', 'V18', 'V14', 'V10', 'V9', 'V28']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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Zs2bZ3A6Tt956S4ULF1ZERIR27Nihb7/9Vr6+vvrss8/Medq1a6f58+erTZs2eumll7Ru3To1atQoxesA8OQ5e/aszp8/b7Xf1CpVqmj58uXJzt+5c2flz59fI0eOVI8ePVS5cmX5+flJSv19OaHBgwfrk08+UcOGDdWwYUPt2LFD9erV0927d1O0Xe3bt9eMGTPUoEEDdejQQffv39cff/yhP//802Jbf//9d82fP19hYWHy9vaWv79/ml2vpQetDPbt26fu3bvL399f58+f1+rVq3X69Okkt79Ro0by8PDQ/PnzzQFKk3nz5ql06dIqU6aMpAf1o+PHjys0NFR58uTRvn37NGXKFO3bt09//vlnqgZLunXrlurUqaPTp0+rR48eypcvn2bNmqXff/89Ud6U1Ads3a86d+5srvv06NFDJ06c0Pjx47Vz505t3LjR3Orlcc6F1atXq1WrVqpTp475fnfgwAFt3LjRXH+8efOmXnnlFR04cEDvvfeeXnzxRV28eFFLlizRP//8I29vb926dUu1atXS0aNHFRYWpsKFC2vBggVq166drl69al6WyfTp03X79m116tRJLi4uypUrV5KvwcXFxSk4OFiBgYH68ssv9dtvv+mrr75SkSJF1KVLF0kPAj9NmjTRli1b1KVLF5UoUUI///yz+cGqLTExMapWrZr+++8/9ejRQ7lz59bMmTP12muvaeHChWrWrJlq1KihWbNmqU2bNqpbt67atm2b7DJ/+eUXSbJotZ9SI0aMkLOzs/r166c7d+7I2dlZ+/fv1+LFi/Xmm2+qcOHCiomJ0eTJk1WzZk3t379f+fLlk5S689SalJ53knT06FG1aNFC7du3V0hIiKZNm6Z27dqpYsWKKl26tGrUqKEePXro66+/1scff6ySJUtKkvnf5Jj62I2Pj9fZs2c1YsQIubq66q233jLnSel5ZxiGXnvtNa1Zs0bt27dX+fLltXLlSn3wwQc6e/asuf67b98+NW7cWOXKldPw4cPl4uKio0ePauPGjeZyp/Z3nPSg25QbN26oc+fOcnBw0Oeff6433nhDx48fN+/PZcuWqWXLlipbtqwiIiJ05coVtW/fXvnz50/Rcdu0aZPKlCmTZGu4li1bqmTJkho1apSWLVumTz75RLly5dLkyZP16quv6rPPPtPs2bPVr18/Va5c2RyMi4+P12uvvaYNGzaoU6dOKlmypPbs2aMxY8bo8OHDFgPzTZw4UaVLl9Zrr72mLFmy6JdfflHXrl0VHx+vbt26WZTH1rmTUMWKFdNtAMAkGcATavr06YYkY+vWrUnm8fLyMipUqGD+u06dOkbZsmWN27dvm9Pi4+ONatWqGcWKFTOnnThxwpBkfPHFFxbL+++//xKtY/PmzYYk43//+585bciQIYa1r5epzCdOnDCn1axZ06hZs6b5761btxqSjOnTpye5XQ9vY7du3ZKcfv/+faNw4cJGoUKFjCtXrlhMi4+PN/+/fPnyhq+vr3Hp0iVz2u7duw1HR0ejbdu2ibatVatWidZlbbslGc7OzsbRo0ctlivJGDdunDmtSZMmhru7u3H27Flz2pEjR4wsWbJY3ZcJ3b171/D19TXKlClj3Lp1y5y+dOlSQ5IxePBgc1pKzhvDMIxr164ZkoymTZsmmnblyhXjwoUL5k/C8yIkJMSQZPTv3z/RfNbOn4iICMPBwcE4deqUOa18+fJG3rx5jatXr5rTVq1aZUgyChUqZDG/JGPIkCHmv9u3b2/kzZvXuHjxokW+t99+2/Dy8jKXYc2aNYYko2TJksadO3fM+caOHWtIMvbs2WNOa9SoUaL1JqdQoUKGpESf6tWrJypXSs+7pk2bGs7OzsaxY8fMaf/++6/h6elp1KhRw5wWEBBgNGrUKNnydevWLclz6uH9aTqn33vvPYt8zZo1M3Lnzm3+e/v27YYko1evXhb52rVrl2iZAJ4syd2XTdMS1gFMPvjgA0OSRZ3DGtP1eMGCBRbpKb0+Ply3OH/+vOHs7Gw0atTI4j7/8ccfG5KMkJCQZMvz+++/G5KMHj16JJqWcHmSDEdHR2Pfvn0WedLqen3lyhWrdbGUaNWqleHr62vcv3/fnHbu3DnD0dHRGD58uDnN2n35hx9+MCQZ69evN6elpP4WGRlpSDLmz59vTouNjTWKFi1qSDLWrFmT7Hqt1QeSul/98ccfhiRj9uzZFukrVqywSH/cc6Fnz55G9uzZLfbjwwYPHmxIMn788cdE00zrNO2b77//3jzt7t27RtWqVQ0PDw/j+vXrhmH8X/07e/bsxvnz5y2WZZqW8HtoqnMlPKaGYRgVKlQwKlasaP570aJFhiQjMjLSnBYXF2e8+uqrKapz9+rVy5Bk/PHHH+a0GzduGIULFzb8/f2NuLg4c7qkZOvlJs2aNTMkWdT1DMMwbt26ZVHHTFh3N10rnn/++UTn0O3bty3KYRgP9pmLi4vF/knNeRoSEmJR/0vpeWcY/1cXTPg9On/+vOHi4mL07dvXnLZgwYJE602OqV728CdHjhzGihUrLPKm9LxbvHixIcn45JNPLOZv0aKF4eDgYP4NM2bMGEOSceHChSTLl9z94uH9aTqnc+fObVy+fNmc/vPPPxuSjF9++cWcVrZsWaNAgQLGjRs3zGlr1661+tvAmgIFChjNmzdPlG7an506dTKn3b9/3yhQoIDh4OBgjBo1ypx+5coVw83NzeK6MWvWLMPR0dHiu2EYhjFp0iRDkrFx40ZzmrXrXnBwsPH8889bpKX03DEZOXKkIcmIiYlJZg+kLV7nxFPNw8PDPErn5cuX9fvvv+utt97SjRs3dPHiRV28eFGXLl1ScHCwjhw5YvHqnzUJ+1a7d++eLl26pKJFiypHjhyJXp/MKDly5NBff/2lf//91+r0nTt36sSJE+rVq1eiPhpMT1jPnTunXbt2qV27dsqVK5d5erly5VS3bl2rT9Lff//9FJcxKCjIosVXuXLllD17dh0/flzSg6eIv/32m5o2bWp+UiZJRYsWVYMGDWwuf9u2bTp//ry6du1q0V9Go0aNVKJECYvm9il1/fp1SdZbXdWqVUs+Pj7mj+l1i4RMTz8TSnj+xMbG6uLFi6pWrZoMw9DOnTsl/d+xCAkJsej4s27duipVqlSyZTYMQ4sWLVKTJk1kGIb5HL948aKCg4N17dq1ROdpaGioRb8upqdmpmPzqAIDA7V69WqtXr1aS5cu1aeffqp9+/bptddeM7+uktLzLi4uTqtWrVLTpk31/PPPm/PlzZtX77zzjjZs2GA+Xjly5NC+fft05MiRxyr/wx4+31955RVdunTJvF7TK0xdu3a1yNe9e/c0LQeAzMV0PXNxcUk0zXQ/svbKvi2Pcl82+e2333T37l11797doiVVSgeHWbRokRwcHDRkyJBE0x5umVWzZk2Le1NaXq/d3Nzk7OystWvXJnpVzJaWLVvq/PnzFq+FLVy4UPHx8WrZsqXFOkxu376tixcv6qWXXpKkVNfrli9frrx586pFixbmNHd3d6t94qWkPpCcBQsWyMvLS3Xr1rW411esWFEeHh5as2aNpMc/F3LkyKHY2FiLV2wftmjRIgUEBKhZs2aJppnWuXz5cuXJk0etWrUyT8uaNat69OihmzdvJnr1tnnz5il+E0Gyfo9OWI9ZsWKFsmbNan4zRZIcHR0TtX5JyvLly1WlShVz9yXSg/php06ddPLkSe3fvz/FZTVJqp45adIkizpmwnWahISEJOrv2cXFxdwvWlxcnC5dumR+3TDhuZya8/RhKT3vTEqVKmWuV0qSj4+Pihcv/th1TOnBebd69WqtWrVK06dP1wsvvKDmzZtr06ZNFtuakvNu+fLlcnJyUo8ePSzW0bdvXxmGoV9//VXS//Vb+fPPP6fpAAEtW7ZUzpw5zX8/XBf/999/tWfPHrVt29bifKlZs6bKli2bonVcunTJYh0PSziojZOTkypVqiTDMNS+fXtzeo4cORIdvwULFqhkyZIqUaKExTnx6quvSpLFOZHwnL127ZouXryomjVr6vjx47p27ZpFeVJz7pi2K+Hr4+mNIBqeajdv3jSP1HH06FEZhqHw8HCLm5OPj4+5omjq3Dcpt27d0uDBg83vy3t7e8vHx0dXr15N9OXPKJ9//rn27t2rggULqkqVKho6dKjFBebYsWOSZH51wZpTp05JkooXL55oWsmSJXXx4kXFxsZapCd8Jc+WhP3EmOTMmdNcKT5//rxu3bqlokWLJspnLe1hyZW/RIkS5umpYTpvbt68mWja5MmTtXr16kT97ZlkyZLF6quXp0+fNv8gMvXbYXrVxHT+mMpqreN9a9uX0IULF3T16lVNmTIl0TkeGhoqKfE5/vCxMd2IUvuD5WHe3t4KCgpSUFCQGjVqpI8//ljffvutNm3apG+//VZSys+7Cxcu6L///ksyn2lkJunBaL1Xr17VCy+8oLJly+qDDz7Q33///VjbItneT6dOnZKjo2Oi70VKzl8ATy7TjwJr/Qndvn3bnCcuLk7R0dEWn+Rep3uU+/LD8z58H/Hx8Un2R5TJsWPHlC9fPovgXVIevual5fXaxcVFn332mX799Vf5+fmpRo0a+vzzzxUdHW3Oc+3aNYt9anrFq379+vLy8tK8efPMeefNm6fy5cvrhRdeMKddvnxZPXv2lJ+fn9zc3OTj42PeptTW606dOqWiRYsmCjRa2xcpqQ8k58iRI7p27Zp8fX0T3e9v3rxpvtc/7rnQtWtXvfDCC2rQoIEKFCig9957L1GftseOHUu2jmkqR7FixRJ1fm96be/helpq6pimPvsSSljHNC0/b968ibpdSek9+tSpU0me06bpqZVUPbN58+bmh5DlypWzOq+1/RMfH68xY8aoWLFiFr9R/v77b4tzKjXn6cNSet6Z2Kr/P44aNWooKChIdevWVbt27RQVFSVPT0+Lh5cpPe9OnTqlfPnyJRrd8eF8LVu2VPXq1dWhQwf5+fnp7bff1vz58x87oJaSOqZk/XxNTT3TSKb7nYfL4OXlJVdXV4vBG0zpCY/fkSNHtG/fvkTng+k6m/Cc2Lhxo4KCgsx9fPr4+Jj7k3v4upeac8e0Xal5/f5x0Scanlr//POPrl27Zr64mC5w/fr1U3BwsNV5bF2IunfvrunTp6tXr16qWrWqvLy85ODgoLffftviAprUl/jhTk7TwltvvaVXXnlFP/30k1atWqUvvvhCn332mX788ccUteJ6VKkZ8dTJyclqenIXc3vz8vJS3rx5zZ0PJ2TqzyWpjo0TPg00iYuLU926dXX58mV99NFHKlGihLJly6azZ8+qXbt2afJEy7SMd999N8l+Ph6ukGXksalTp44kaf369enWQqtGjRo6duyYfv75Z61atUrffvutxowZo0mTJlk8ZUutJ/EcBpD+TIPOnDt3LtG0c+fOKVeuXHJxcdHJkycT/fBds2ZNoo7pnzSpHf08oZRcr3v16qUmTZpo8eLFWrlypcLDwxUREaHff/9dFSpUUM+ePS06Ca9Zs6bWrl0rFxcXNW3aVD/99JO++eYbxcTEaOPGjRo5cqRFGd566y1t2rRJH3zwgcqXLy8PDw/Fx8erfv36adrSJKG0qA/Ex8fL19dXs2fPtjo9Na24kuPr66tdu3Zp5cqV+vXXX/Xrr79q+vTpatu2rdXO2dNKWtQxM7sSJUpIkvbu3avq1aub0wsWLGgesCpnzpxWW9dY2z8jR45UeHi43nvvPY0YMUK5cuWSo6OjevXqlWbncmrPu4ysO3l4eCgwMFA///yzYmNjlS1btjRfh5ubm9avX681a9Zo2bJlWrFihebNm6dXX31Vq1ateuRzMSP2U+7cuZMNXlorQ0rKFR8fr7Jly2r06NFW85rO5WPHjqlOnToqUaKERo8erYIFC8rZ2VnLly/XmDFjEp2jqdknpu16OOCXngii4all6oTVFDAzvVaQNWtWBQUFPdIyFy5cqJCQEIuRSW7fvq2rV69a5DM9Qbh69arFK5QpeVL1KFH0vHnzqmvXruratavOnz+vF198UZ9++qkaNGhgfo1y7969SW63aTRSa8NoHzx4UN7e3ulyMzLx9fWVq6urxaiQJtbSHpaw/KbmwyaHDh0yT0+tRo0a6dtvv9WWLVtUpUqVR1qGyZ49e3T48GHNnDnTorPZh1+RMJXV2usttoY59/Hxkaenp+Li4h75HLcmrZ7s3L9/X9L/PXVN6Xnn6uoqd3f3JPM5OjpajJCaK1cuhYaGKjQ0VDdv3lSNGjU0dOhQ84+y9HhSVahQIcXHx+vEiRMWT/xTcv4CeHLlz59fPj4+FqNWmmzZskXly5eX9GDkuIev9wEBAUku93HuywnvIwlfqbxw4UKKWoAUKVJEK1eu1OXLl1PUGi0hHx+fNL1em8rTt29f9e3bV0eOHFH58uX11Vdf6fvvv9eHH35o0TF7wtZVLVu21MyZMxUVFaUDBw7IMAyLVzmvXLmiqKgoDRs2TIMHDzanP2p3AIUKFdLevXtlGIbFfebhfZHS+oCU9P2qSJEi+u2331S9evVkA06Pey5IkrOzs5o0aaImTZooPj5eXbt21eTJkxUeHq6iRYuqSJEiVh84PlyOv//+W/Hx8RYPGQ8ePGhRzvRSqFAhrVmzRv/9959Fa7SU3qMLFSqU5Dltmp5ajRs31qhRozR79myLINqjWrhwoWrXrq3vvvvOIv3q1asWwYWUnqfWpPS8S420rJMlrGdmy5YtxeddoUKF9Ntvv+nGjRsWrdGsHV9HR0fVqVNHderU0ejRozVy5EgNHDhQa9asUVBQULrVMSXr52tKz+ESJUroxIkTaVou6cE5sXv3btWpUyfZbf/ll190584dLVmyxKKV2cOvAD+KEydOmFteZhRe58RT6ffff9eIESNUuHBh89DQvr6+qlWrliZPnmz1ifGFCxdsLtfJySlRBHzcuHGJWpiZAlfr1683p8XGxqboqZ2pUvxwYM6auLi4RM1ffX19lS9fPvOrJS+++KIKFy6syMjIRMs0bUvevHlVvnx5zZw50yLP3r17tWrVKjVs2NBmWR6Hk5OTgoKCtHjxYou+3Y4ePWruhyA5lSpVkq+vryZNmmTxSs2vv/6qAwcOPPIIiR9++KHc3d313nvvKSYmJtH01DwhMj1RSTiPYRiJholPeCwSHtvVq1fb7HPDyclJzZs316JFi6xWaFNyjluTLVu2NHld2TQSlemHY0rPOycnJ9WrV08///yzReu/mJgYzZkzRy+//LKyZ88u6UGfDwl5eHioaNGiFudFar5jKWUK1n/zzTcW6ePGjUuzdQDInJo3b66lS5eaX1OUpKioKB0+fFhvvvmmpAevnJlecTd9knud7nHuy0FBQcqaNavGjRtncc+JjIxM8fYYhqFhw4YlmmbrvpeW1+v//vvP/EqsSZEiReTp6WnOU6pUKYt9WrFiRXPeoKAg5cqVS/PmzdO8efNUpUoVi9aA1u7LUsr308MaNmyof//9VwsXLjSn/ffff5oyZYpFvpTWB6Sk71dvvfWW4uLiNGLEiETz3L9/35z/cc+Fh4+Ro6OjuUW76Rg0b95cu3fv1k8//ZRoftM6GzZsqOjoaIvXa+/fv69x48bJw8Mj0SiqaS04OFj37t3T1KlTzWnx8fFW+7S1pmHDhtqyZYs2b95sTouNjdWUKVPk7+9vs89aa6pXr666detqypQp+vnnn63mSW098+H8CxYsSNTfc0rPU2tSet6lRlrVyS5fvqxNmzYpT5488vX1lZTy865hw4aKi4vT+PHjLZY5ZswYOTg4mN/sMb0unpDpQYnp+5Aedcx8+fKpTJky+t///mfx+u+6deu0Z8+eFC2jatWq2rt3r9WuBx7HW2+9pbNnz1p8t0xu3bpl7nbA2nXv2rVrmj59+mOXYfv27apatepjLyc1aImGJ96vv/6qgwcP6v79+4qJidHvv/+u1atXq1ChQlqyZIlFR/MTJkzQyy+/rLJly6pjx456/vnnFRMTo82bN+uff/7R7t27k11X48aNNWvWLHl5ealUqVLavHmzfvvtN+XOndsiX7169fTcc8+pffv2+uCDD+Tk5KRp06bJx8dHp0+fTnYdRYoUUY4cOTRp0iR5enoqW7ZsCgwMtNr/wY0bN1SgQAG1aNFCAQEB8vDw0G+//aatW7eaW8s5Ojpq4sSJatKkicqXL6/Q0FDlzZtXBw8e1L59+7Ry5UpJ0hdffKEGDRqoatWqat++vW7duqVx48bJy8tLQ4cOTcmheCxDhw7VqlWrVL16dXXp0sV8MytTpox27dqV7LxZs2bVZ599ptDQUNWsWVOtWrVSTEyMxo4dK39/f/Xu3fuRylSsWDHNmTNHrVq1UvHixdW6dWsFBATIMAydOHFCc+bMkaOjo9X+zx5WokQJFSlSRP369dPZs2eVPXt2LVq0yOqT4IiICDVq1Egvv/yy3nvvPV2+fFnjxo1T6dKlrfbRltCoUaO0Zs0aBQYGqmPHjipVqpQuX76sHTt26LfffrNaAbClYsWKmjdvnvr06aPKlSvLw8NDTZo0SXaes2fPmvuMu3v3rnbv3q3JkyfL29vb4lXOlJ53n3zyiVavXq2XX35ZXbt2VZYsWTR58mTduXNHn3/+uTlfqVKlVKtWLVWsWFG5cuXStm3btHDhQoWFhVlsjyT16NFDwcHBcnJy0ttvv53q/fLwPmrevLkiIyN16dIlvfTSS1q3bp0OHz4sKWP7aQCQNsaPH6+rV6+aH+788ssv+ueffyQ96N7BNPjLxx9/rAULFqh27drq2bOnbt68qS+++EJly5Y190f5KB71vuzj46N+/fopIiJCjRs3VsOGDbVz5079+uuvKXrdpXbt2mrTpo2+/vprHTlyxPxq4x9//KHatWtbXE+tSavr9eHDh1WnTh299dZbKlWqlLJkyaKffvpJMTExKbpmZ82aVW+88Ybmzp2r2NhYffnllxbTs2fPbu5n7d69e8qfP79WrVr1yK01OnbsqPHjx6tt27bavn278ubNq1mzZiXqhys19YGk7lc1a9ZU586dFRERoV27dqlevXrKmjWrjhw5ogULFmjs2LFq0aLFY58LHTp00OXLl/Xqq6+qQIECOnXqlMaNG6fy5cub+4v64IMPtHDhQr355pt67733VLFiRV2+fFlLlizRpEmTFBAQoE6dOmny5Mlq166dtm/fLn9/fy1cuFAbN25UZGRkor6o0lrTpk1VpUoV9e3bV0ePHlWJEiW0ZMkSc53I1j26f//++uGHH9SgQQP16NFDuXLl0syZM3XixAktWrQoURceKfX999+rfv36atq0qRo0aGAOrkdHR+u3337T+vXrU9w1S+PGjTV8+HCFhoaqWrVq2rNnj2bPnm3RAlFK+XlqTUrPu9QoX768nJyc9Nlnn+natWtycXHRq6++ag6EJWXhwoXy8PCQYRj6999/9d133+nKlSuaNGmS+Xim9Lxr0qSJateurYEDB+rkyZMKCAjQqlWr9PPPP6tXr17mxhHDhw/X+vXr1ahRIxUqVEjnz5/XN998owIFCpgHgEjN77jUGDlypF5//XVVr15doaGhunLlivl3kq3fBpL0+uuva8SIEVq3bp3q1av3WGVJqE2bNpo/f77ef/99rVmzRtWrV1dcXJwOHjyo+fPna+XKlapUqZLq1atnbtXauXNn3bx5U1OnTpWvr6/Vxi0pdf78ef39998pHiQkzaTr2J9AOjINN276ODs7G3ny5DHq1q1rjB071jxs8cOOHTtmtG3b1siTJ4+RNWtWI3/+/Ebjxo2NhQsXmvOYhhx+eFj1K1euGKGhoYa3t7fh4eFhBAcHGwcPHjQKFSqUaJjw7du3G4GBgYazs7Px3HPPGaNHj07REOmG8WBo41KlShlZsmRJdujtO3fuGB988IEREBBgeHp6GtmyZTMCAgKMb775JlHeDRs2GHXr1jXnK1eunDFu3DiLPL/99ptRvXp1w83NzciePbvRpEkTY//+/RZ5TEMhWxve2TQtISUx1Le1fRYVFWVUqFDBcHZ2NooUKWJ8++23Rt++fQ1XV1er2/+wefPmGRUqVDBcXFyMXLlyGa1btzb++ecfizymY7B169YULdMwDOPo0aNGly5djKJFixqurq6Gm5ubUaJECeP99983du3aZZE3JCTEyJYtm9Xl7N+/3wgKCjI8PDwMb29vo2PHjsbu3butHuNFixYZJUuWNFxcXIxSpUoZP/74Y6KhsQ3jwf4dMmSIRVpMTIzRrVs3o2DBgkbWrFmNPHnyGHXq1DGmTJlizmMaJn3BggUW81obQv7mzZvGO++8Y+TIkSNFQ2mbhqY2fRwdHQ1fX1+jVatW5mHCE0rJeWcYhrFjxw4jODjY8PDwMNzd3Y3atWsbmzZtssjzySefGFWqVDFy5MhhPk6ffvqpcffuXXOe+/fvG927dzd8fHwMBwcHi3P24f2Z1Plu7bscGxtrdOvWzciVK5fh4eFhNG3a1Dh06JAhyWKIcABPhoevZQk/Cb/7hmEYe/fuNerVq2e4u7sbOXLkMFq3bm1ER0enaD1JXY8NI2XXR2vXo7i4OGPYsGFG3rx5DTc3N6NWrVrG3r17rd57rbl//77xxRdfGCVKlDCcnZ0NHx8fo0GDBsb27dvNeZK6vxtG2lyvL168aHTr1s0oUaKEkS1bNsPLy8sIDAw05s+fb7P8JqtXrzYkGQ4ODsaZM2cSTf/nn3+MZs2aGTly5DC8vLyMN9980/j3338T3QtSWn87deqU8dprrxnu7u6Gt7e30bNnT2PFihWGJGPNmjXmfCmtDyR3vzIMw5gyZYpRsWJFw83NzfD09DTKli1rfPjhh8a///5rzvM458LChQuNevXqGb6+vub6bOfOnY1z585Z5Lt06ZIRFhZm5M+f33B2djYKFChghISEGBcvXjTniYmJMdehnZ2djbJlyyaq+yRV/044LeE8SdW5rNVHL1y4YLzzzjuGp6en4eXlZbRr187YuHGjIcmYO3dusvvBMB78fmjRooWRI0cOw9XV1ahSpYqxdOnSRPmS+15Yc+vWLSMyMtKoWrWqkT17diNLlixGnjx5jMaNGxuzZ8827t+/b86b3LXi9u3bRt++fc3HuXr16sbmzZsf6zy1Vu80jJSdd4UKFTIaNWqUaF5r5Zk6darx/PPPG05OTonK8DDTsU34yZYtm1G1alWr14aUnHeGYRg3btwwevfubeTLl8/ImjWrUaxYMeOLL74w4uPjzXmioqKM119/3ciXL5/h7Oxs5MuXz2jVqpVx+PBhi2Ul9Tvu4f2Z3PlurX4/d+5co0SJEoaLi4tRpkwZY8mSJUbz5s2NEiVKJLm/EipXrpzRvn17i7Sk6rlJfbdq1qxplC5d2iLt7t27xmeffWaULl3acHFxMXLmzGlUrFjRGDZsmHHt2jVzviVLlhjlypUzXF1dDX9/f+Ozzz4zpk2blujamppzZ+LEiYa7u3uSv/vTi4Nh0CsygMyradOm2rdv3yP3UQLY065du1ShQgV9//335lfLAQCA/S1evFjNmjXThg0b0qRfMiCjlS9fXj4+Plb7VHzYrFmz1K1bN50+fdqiz+4nWYUKFVSrVi2NGTMmQ9dLn2gAMo1bt25Z/H3kyBEtX778iR+9DM+Gh89f6UG/M46OjqpRo4YdSgQAAKTE9+i4uDiNGzdO2bNn14svvminUgEpc+/ePfPACSZr167V7t27U/w7qXXr1nruuedS3BdgZrdixQodOXJEAwYMyPB10xINQKaRN29etWvXTs8//7xOnTqliRMn6s6dO9q5c6fFiIdAZjRs2DBt375dtWvXVpYsWfTrr7/q119/NffJAQAA7KNDhw66deuWqlatqjt37ujHH3/Upk2bNHLkSLv8CAdS4+TJkwoKCtK7776rfPny6eDBg5o0aZK8vLy0d+/eRP1zI30RRAOQaYSGhmrNmjWKjo6Wi4uLqlatqpEjR/KEEE+E1atXa9iwYdq/f79u3ryp5557Tm3atNHAgQOVJQvj+AAAYC9z5szRV199paNHj+r27dsqWrSounTpYnOgDCAzuHbtmjp16qSNGzfqwoULypYtm+rUqaNRo0aZBz5AxiGIBgAAAAAAANhAn2gAAAAAAACADQTRAAAAAAAAABueuU5a4uPj9e+//8rT01MODg72Lg4AAHhCGIahGzduKF++fHJ05DlkZkQ9DwAAPIqU1vOeuSDav//+q4IFC9q7GAAA4Al15swZFShQwN7FgBXU8wAAwOOwVc975oJonp6ekh7smOzZs9u5NAAA4Elx/fp1FSxY0FyXQOZDPQ8AADyKlNbznrkgmqlpf/bs2alcAQCAVOM1wcyLeh4AAHgctup5dOgBALCrCRMmyN/fX66urgoMDNSWLVuSzHvv3j0NHz5cRYoUkaurqwICArRixYoMLC0AAABSI63rehEREapcubI8PT3l6+urpk2b6tChQ+m9GYAkgmgAADuaN2+e+vTpoyFDhmjHjh0KCAhQcHCwzp8/bzX/oEGDNHnyZI0bN0779+/X+++/r2bNmmnnzp0ZXHIAAADYkh51vXXr1qlbt276888/tXr1at27d0/16tVTbGxsRm0WnmEOhmEY9i5ERrp+/bq8vLx07do1mvkDgJ0FBgaqcuXKGj9+vKQHI+sVLFhQ3bt3V//+/RPlz5cvnwYOHKhu3bqZ05o3by43Nzd9//33GVZuPJuoQ2R+HCMAyFwyoq534cIF+fr6at26dapRo0b6bAieeimtQ9ASDQBgF3fv3tX27dsVFBRkTnN0dFRQUJA2b95sdZ47d+7I1dXVIs3NzU0bNmxI17ICAAAgdTKqrnft2jVJUq5cudKg1EDyCKIBAOzi4sWLiouLk5+fn0W6n5+foqOjrc4THBys0aNH68iRI4qPj9fq1av1448/6ty5cxlRZAAAAKRQRtT14uPj1atXL1WvXl1lypRJ820AHkYQDQDwxBg7dqyKFSumEiVKyNnZWWFhYQoNDZWjI7czAACAJ11q63rdunXT3r17NXfu3AwuKZ5V/OoAANiFt7e3nJycFBMTY5EeExOjPHnyWJ3Hx8dHixcvVmxsrE6dOqWDBw/Kw8NDzz//fEYUGQAAACmU3nW9sLAwLV26VGvWrFGBAgXSZRuAhxFEAwDYhbOzsypWrKioqChzWnx8vKKiolS1atVk53V1dVX+/Pl1//59LVq0SK+//np6FxcAAKsmTJggf39/ubq6KjAwUFu2bEky77179zR8+HAVKVJErq6uCggI0IoVKzKwtEDGSa+6nmEYCgsL008//aTff/9dhQsXTrdtAB5GEA3IAKmpXElSZGSkihcvLjc3NxUsWFC9e/fW7du3zdPj4uIUHh6uwoULy83NTUWKFNGIESP0jA22i6dAnz59NHXqVM2cOVMHDhxQly5dFBsbq9DQUElS27ZtNWDAAHP+v/76Sz/++KOOHz+uP/74Q/Xr11d8fLw+/PBDe20CAOAZNm/ePPXp00dDhgzRjh07FBAQoODgYJ0/f95q/kGDBmny5MkaN26c9u/fr/fff1/NmjXTzp07M7jkQMZIj7pet27d9P3332vOnDny9PRUdHS0oqOjdevWrQzfPjyDjGfMtWvXDEnGtWvX7F0UPCPmzp1rODs7G9OmTTP27dtndOzY0ciRI4cRExNjNf/s2bMNFxcXY/bs2caJEyeMlStXGnnz5jV69+5tzvPpp58auXPnNpYuXWqcOHHCWLBggeHh4WGMHTs2ozYLSDPjxo0znnvuOcPZ2dmoUqWK8eeff5qn1axZ0wgJCTH/vXbtWqNkyZKGi4uLkTt3bqNNmzbG2bNn7VBqPIuoQ2R+HCNktCpVqhjdunUz/x0XF2fky5fPiIiIsJo/b968xvjx4y3S3njjDaN169bpWk7AntK6rifJ6mf69OkZtEV4GqW0DuFgGM9W05Xr16/Ly8tL165dU/bs2e1dHDwDAgMDVblyZY0fP17SgybMBQsWVPfu3dW/f/9E+cPCwnTgwAGLZs99+/bVX3/9ZR7auXHjxvLz89N3331nztO8eXO5ubnp+++/T+ctAoBnE3WIzI9jhIx09+5dubu7a+HChWratKk5PSQkRFevXtXPP/+caJ7cuXPr888/V/v27c1p7777rjZs2KCTJ09mQKkBANaktA7B65xAOrp79662b9+uoKAgc5qjo6OCgoK0efNmq/NUq1ZN27dvN7/yefz4cS1fvlwNGza0yBMVFaXDhw9Lknbv3q0NGzaoQYMG6bg1AAAAMLl48aLi4uLk5+dnke7n56fo6Gir8wQHB2v06NE6cuSI4uPjtXr1av344486d+5cRhQZAPCYsti7AMDTLLnK1cGDB63O88477+jixYt6+eWXZRiG7t+/r/fff18ff/yxOU///v11/fp1lShRQk5OToqLi9Onn36q1q1bp+v2AAAA4NGNHTtWHTt2VIkSJeTg4KAiRYooNDRU06ZNs3fRAAApQBANyGTWrl2rkSNH6ptvvlFgYKCOHj2qnj17asSIEQoPD5ckzZ8/X7Nnz9acOXNUunRp7dq1S7169VK+fPkUEhJi5y3Ak8a//zJ7F+GJdnJUI3sXAQBgB97e3nJyclJMTIxFekxMjPLkyWN1Hh8fHy1evFi3b9/WpUuXlC9fPvXv31/PP/98RhT5mTBhwgR98cUXio6OVkBAgMaNG6cqVaokmT8yMlITJ07U6dOn5e3trRYtWigiIkKurq6SHgzoNXToUH3//feKjo5Wvnz51K5dOw0aNEgODg4ZtVmPjHre46Geh4cRRAPS0aNUrsLDw9WmTRt16NBBklS2bFnFxsaqU6dOGjhwoBwdHfXBBx+of//+evvtt815Tp06pYiICIJoAAAAGcDZ2VkVK1ZUVFSUuU+0+Ph4RUVFKSwsLNl5XV1dlT9/ft27d0+LFi3SW2+9lQE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P5erqqszMTB07dkwff/yxmjVrpi1btsjf3/+OxXszJ06c0Lhx4+Tn55ctjrvxft7I5MmT1aNHD3l4eOTpuPnz52vPnj16+eWX833uevXqqWHDhpoyZYo+++yzfI8DAAAA5BVJtLugZMmSOnnypHx9fbV161Y9+OCD1+07ceJEpaSkaNu2bSpXrpwkqVGjRnr88cc1Z84cPfPMMzc816lTpyRJnp6ety1+W8jMzFRaWpqcnZ1tHcpdcbPkKG6P9PR0ZWZmytHR8V9xb506dSrXP8t9+vTRjh079NVXX+nJJ5+02jd8+HBt3bpVBw8evOEYly5dkqOjo+zsbv8k5YKcsOzSpYu8vb3N18HBwapVq5YWLVpk0yTajdjy/dyxY4d27dqlKVOm2CyGbt26acyYMfrggw/k6upqszgAAABwf2E5513g5OQkX1/fXPX96quv1L59ezOBJkmBgYGqWrWqvvzyyxse269fPzVv3lyS1LVrV1ksFqs6W2vXrtUjjzyiIkWKyNPTUx07dtT+/ftvGpNhGHrjjTdUpkwZubi4qEWLFtq7d2+urke6khCbNm2aateuLWdnZxUvXlytW7fW1q1bzT4Wi0VhYWGaN2+eHnjgATk5OWnlypWSrvyDrU2bNnJ3d5erq6tatmyZbanV5cuXNW7cOFWpUkXOzs4qVqyYmjZtqujoaLNPfHy8QkNDVaZMGTk5OalkyZLq2LHjDZd+LV68WBaLRRs2bMi276OPPpLFYtGePXskSb/++qv69eunihUrytnZWb6+vvrPf/6jv//++6bvUU410f766y8FBwerSJEi8vHx0eDBg5Wamprt2B9//FFdu3ZVuXLl5OTkpLJly2rw4MG6ePGi2adfv36aMWOGJFktX8uSmZmpyMhIPfDAA3J2dlaJEiX07LPP6syZM1bnutV7YcGCBWrQoIHc3Nzk7u6u2rVra9q0aVZ9zp49q8GDB8vPz09OTk4qU6aM+vbtq8TERLPPqVOn1L9/f5UoUULOzs6qW7eu5s6dazVOVt2zd955R5GRkapUqZKcnJy0b9++HGui9evXT66urjp+/LiCg4Pl6uqq4sWLa8iQIdmWQf7999/q06eP3N3d5enpqZCQEO3atSvXddb+/PNPde3aVV5eXnJxcdFDDz2k5cuXm/uz6uYZhqEZM2Zk+7yuFRsbq1WrVumZZ57JlkDL0rBhQ/Xu3dt8nVVrasGCBRo5cqRKly4tFxcXJScnKykpSUOGDFHt2rXl6uoqd3d3tWnTJsflc7m9T3Oq4ZXb+87Pz0/t27fXTz/9pEaNGsnZ2VkVK1a0moU0Z84cde3aVZLUokUL8z3LT/3ArL+vCxWy/j1Tbu47SUpJSdErr7yismXLysnJSdWqVdM777wjwzCs+kVHR6tp06by9PSUq6urqlWrphEjRki68vlk/cIlNDTUvJ6s++va9/Pq+33mzJnm/f7ggw/ql19+yRbjokWLVLNmTTk7O6tWrVr6+uuvc11nbenSpXJ0dFSzZs2s2v/55x+9/PLL5s+uj4+PHn/8cW3fvl3Slb/nli9frqNHj5rXc/X5cnsvSdLjjz+ulJQUq7/jAQAAgDuNmWgFyPHjx3Xq1Ck1bNgw275GjRppxYoVNzz+2WefVenSpTVx4kQNHDhQDz74oEqUKCFJWrNmjdq0aaOKFStq7Nixunjxot5//309/PDD2r59+w3/4TR69Gi98cYbatu2rdq2bavt27erVatWSktLy9V19e/fX3PmzFGbNm309NNPKz09XT/++KN+/vlnq2tdu3atvvzyS4WFhcnb21t+fn7au3evHnnkEbm7u+vVV1+Vg4ODPvroIz366KPasGGDAgICJF2pbRQREaGnn35ajRo1UnJysrZu3art27fr8ccflyR17txZe/fu1UsvvSQ/Pz+dOnVK0dHRiouLu+71t2vXTq6urvryyy/NBGWWhQsX6oEHHlCtWrUkXfkH8Z9//qnQ0FD5+vpq7969mjlzpvbu3auff/75hkmQa128eFEtW7ZUXFycBg4cqFKlSunzzz/X2rVrs/VdtGiRLly4oOeff17FihXTli1b9P777+uvv/7SokWLJF25N06cOKHo6Gh9/vnn2cZ49tlnNWfOHIWGhmrgwIE6fPiwpk+frh07dmjjxo3mrJdbuReio6PVs2dPtWzZUm+99ZakK/X/Nm7cqEGDBkm6Uj/wkUce0f79+/Wf//xH9evXV2JiopYtW6a//vpL3t7eunjxoh599FH98ccfCgsLU4UKFbRo0SL169dPZ8+eNcfKMnv2bF26dEnPPPOMnJyc5OXldd1lcBkZGQoKClJAQIDeeecdrVmzRlOmTFGlSpX0/PPPS7qS+OnQoYO2bNmi559/XtWrV9c333yjkJCQm74H0pWHBTRp0kQXLlzQwIEDVaxYMc2dO1dPPPGEFi9erE6dOqlZs2b6/PPP1adPHz3++OPq27fvDcf89ttvJUlPPfVUrmK42oQJE+To6KghQ4YoNTVVjo6O2rdvn5YuXaquXbuqQoUKSkhI0EcffaTmzZtr3759KlWqlKS83ac5ye19J0l//PGHunTpov79+yskJESzZs1Sv3791KBBAz3wwANq1qyZBg4cqPfee08jRoxQjRo1JMn8740kJSVJuvLZHj9+XBMmTJCzs7NV8frc3neGYeiJJ57QunXr1L9/f/n7+2vVqlUaOnSojh8/rnfffVeStHfvXrVv31516tTR+PHj5eTkpD/++EMbN2404x4/frxGjx6tZ555Ro888ogkqUmTJje8lvnz5+uff/7Rs88+K4vForfffltPPvmk/vzzT/P9XL58ubp3767atWsrIiJCZ86cUf/+/VW6dOlcfW6bNm1SrVq1ss2Ge+6557R48WKFhYWpZs2a+vvvv/XTTz9p//79ql+/vl5//XWdO3dOf/31l/k+ZM0iy+u9VLNmTRUuXFgbN25Up06dchU3AAAAcMsM3FW//PKLIcmYPXv2dfd99tln2fYNHTrUkGRcunTphuOvW7fOkGQsWrTIqt3f39/w8fEx/v77b7Nt165dhp2dndG3b1+zbfbs2YYk4/Dhw4ZhGMapU6cMR0dHo127dkZmZqbZb8SIEYYkIyQk5IbxrF271pBkDBw4MNu+q8eTZNjZ2Rl79+616hMcHGw4Ojoahw4dMttOnDhhuLm5Gc2aNTPb6tata7Rr1+66cZw5c8aQZEyePPmG8eakZ8+eho+Pj5Genm62nTx50rCzszPGjx9vtl24cCHbsV988YUhyfjhhx/MtmvfY8MwjObNmxvNmzc3X0dGRhqSjC+//NJsS0lJMSpXrmxIMtatW3fD80ZERBgWi8U4evSo2fbiiy8aOf3I//jjj4YkY968eVbtK1eutGq/1Xth0KBBhru7u9X7eK3Ro0cbkowlS5Zk25d1zqz35r///a+5Ly0tzWjcuLHh6upqJCcnG4ZhGIcPHzYkGe7u7sapU6esxsrad/XPYUhIiCHJ6jM1DMOoV6+e0aBBA/P1V199ZUgyIiMjzbaMjAzjscceu+7P9tVefvllQ5Lx448/mm3//POPUaFCBcPPz8/IyMgw2yUZL7744g3HMwzD6NSpkyHJOHv2rFX7xYsXjdOnT5vbmTNnzH1Zf1dUrFgx2z106dIlqzgM48p75uTkZPX+5OU+DQkJMcqXL2++zu19ZxiGUb58+Ww/R6dOnTKcnJyMV155xWxbtGhRtvPeyJgxYwxJ2TZPT09j5cqVVn1ze98tXbrUkGS88cYbVsd36dLFsFgsxh9//GEYhmG8++67hiTj9OnT143vRv+/uPb9zLqnixUrZiQlJZnt33zzjSHJ+Pbbb8222rVrG2XKlDH++ecfs239+vWGJKsxr6dMmTJG586ds7V7eHjc9H5t165djufIy72UpWrVqkabNm1uGi8AAABwu7CcswDJWn7n5OSUbV9W/aarl+jl1smTJ7Vz507169dPXl5eZnudOnX0+OOP33CG25o1a5SWlqaXXnrJaiZVbotCf/XVV7JYLBozZky2fdfOzGrevLlq1qxpvs7IyNDq1asVHBysihUrmu0lS5ZUr1699NNPPyk5OVnSlRpwe/fu1e+//55jHIULF5ajo6PWr1+fbanYzXTv3l2nTp2yWha2ePFiZWZmqnv37lbnyHLp0iUlJibqoYcekiRzOVNurVixQiVLllSXLl3MNhcXlxxr4l193pSUFCUmJqpJkyYyDEM7duy46bkWLVokDw8PPf7440pMTDS3Bg0ayNXVVevWrZN06/eCp6fnTZdfffXVV6pbt26OM0uyzrlixQr5+vqqZ8+e5j4HBwcNHDhQ58+fz7b0tnPnzipevHiuYpSuzKa52iOPPKI///zTfL1y5Uo5ODhowIABZpudnZ1efPHFXI2/YsUKNWrUSE2bNjXbXF1d9cwzz+jIkSPat29frmPNkvVzcG1tqKioKBUvXtzcrj5nlpCQEKt7SLryd1BWXbSMjAz9/fff5nLDq+/lvNyn18rtfZelZs2a5mwsSSpevLiqVatm9dnk11dffaXo6GitXr1as2fPVtWqVdW5c2dt2rTJ6lpzc9+tWLFC9vb2GjhwoNU5XnnlFRmGoe+//17S/+pWfvPNN7f1AQHdu3dX0aJFzddZ71nW+3TixAnt3r1bffv2tbpfmjdvrtq1a+fqHH///bfVObJ4enpq8+bNOnHiRJ7jzs+9VLRoUatl3gAAAMCdRhKtAMn6h2xONWAuXbpk9snIyFB8fLzVdqPldEePHpUkVatWLdu+GjVqKDExUSkpKTc8tkqVKlbtxYsXz/EfUdc6dOiQSpUqZZW8u54KFSpYvT59+rQuXLhw3biznqQnSePHj9fZs2dVtWpV1a5dW0OHDtWvv/5q9ndyctJbb72l77//XiVKlFCzZs309ttvKz4+3uxz7tw5q/c0a4lX69at5eHhoYULF5p9Fy5cKH9/f1WtWtVsS0pK0qBBg1SiRAkVLlxYxYsXN6/p3LlzN73+qx09elSVK1fOlmjM6b2Ii4szE6RZdbyylp7m5ry///67zp07Jx8fH6uES/HixXX+/HnzYRW3ei+88MILqlq1qtq0aaMyZcroP//5j1n3LsuhQ4fM5bHXc/ToUVWpUiVb8fusZXtZcWa59r66kayafVcrWrSoVeL16NGjKlmypFxcXKz6Va5cOVfnOHr06HXv6az9eeXm5ibpynLYq3Xu3FnR0dGKjo5WnTp1cjw2p/cnMzNT7777rqpUqSInJyd5e3urePHi+vXXX63uqbzcp9fK7X2X5eo6kVmu/Wzyq1mzZgoMDNTjjz+ufv36KSYmRm5ubnrppZfMPrm9744ePapSpUqZn8n1+nXv3l0PP/ywnn76aZUoUUI9evTQl19+ecsJtWvfp6yfzaz3Kev8Od2vub2HJWWr7yZJb7/9tvbs2aOyZcuqUaNGGjt2bK6TnPm5lwzDyNMyeQAAAOBWUROtAClZsqSkKzPHrnXy5El5eXnJyclJR44cyfYP33Xr1mUrTP9vc+1smLxo1qyZDh06pG+++UarV6/WJ598onfffVdRUVF6+umnJV2ZMdWhQwctXbpUq1at0qhRoxQREaG1a9eqXr16GjRokFWR8ObNm2v9+vVycnJScHCwvv76a33wwQdKSEjQxo0bNXHiRKsYunXrpk2bNmno0KHy9/eXq6urMjMz1bp169s60+RqGRkZevzxx5WUlKTXXntN1atXV5EiRXT8+HH169cvV+fNzMyUj4+P5s2bl+P+vMziuhEfHx/t3LlTq1at0vfff6/vv/9es2fPVt++fXMszn675OW+sre3v2Nx3EnVq1eXJO3Zs0cPP/yw2V62bFmVLVtW0vVn7eT0/kycOFGjRo3Sf/7zH02YMEFeXl6ys7PTyy+/fNvu5bzed9f7bHJK5twqV1dXBQQE6JtvvlFKSoqKFCly289RuHBh/fDDD1q3bp2WL1+ulStXauHChXrssce0evXqfN+Ld+N9KlasWI7Jy27duumRRx7R119/rdWrV2vy5Ml66623tGTJErVp0+a2nT/LmTNnsiX1AQAAgDuJJFoBUrp0aRUvXtzqqZVZtmzZIn9/f0lXnhx37ZK4unXrXnfc8uXLS5IOHjyYbd+BAwfk7e193X8kZh37+++/Wy2pPH36dK5mgFSqVEmrVq1SUlJSrmajXa148eJycXG5btx2dnZmgkCSvLy8FBoaqtDQUJ0/f17NmjXT2LFjzSRaVjyvvPKKXnnlFf3+++/y9/fXlClT9N///levvvqqVWH2q2dXde/eXXPnzlVMTIz2798vwzCslnKeOXNGMTExGjdunEaPHm22X2956c2UL19ee/bsyTbT4tr3Yvfu3frtt980d+5cq+LzOS2ZvN6MjUqVKmnNmjV6+OGHb5hwutV7QZIcHR3VoUMHdejQQZmZmXrhhRf00UcfadSoUapcubIqVapkPu30RnH8+uuvyszMtJoVdODAAas475Ty5ctr3bp1unDhgtVstD/++CPXx1/vns7an1ft27fXpEmTNG/ePKskWn4tXrxYLVq00KeffmrVfvbsWXl7e5uvc3uf5iS3911e3M5ZSenp6ZKuzO4rUqRIru+78uXLa82aNfrnn3+sZqPl9Pna2dmpZcuWatmypaZOnaqJEyfq9ddf17p16xQYGHhHZlllnT+n+zW393D16tV1+PDhHPeVLFlSL7zwgl544QWdOnVK9evX15tvvmkm0a53TXm9l9LT03Xs2DE98cQTuYoZAAAAuB1YzlnAdO7cWd999525TFGSYmJi9Ntvv6lr166Sriw5CwwMtNputJyuZMmS8vf319y5c3X27Fmzfc+ePVq9erXatm173WMDAwPl4OCg999/32omQ2RkZK6vxzAMjRs3Ltu+m82MsLe3V6tWrfTNN9/oyJEjZntCQoLmz5+vpk2byt3dXdKVGj1Xc3V1VeXKlc2lsRcuXDCXxGapVKmS3NzczD41a9a0ek8bNGhg9g0MDJSXl5cWLlyohQsXqlGjRlazAbNmf1x7Tbl9n67Vtm1bnThxQosXLzbbLly4oJkzZ1r1y+m8hmFo2rRp2cbMSpRefQ9IV2aPZGRkaMKECdmOSU9PN/vf6r1w7WdkZ2dnLjHM+gw6d+6sXbt26euvv852fNY527Ztq/j4eKvltenp6Xr//ffl6uqa7Smqt1tQUJAuX76sjz/+2GzLzMzUjBkzcnV827ZttWXLFsXGxpptKSkpmjlzpvz8/KzqAubWww8/rMcff1wzZ87UN998k2OfvMxEsre3z9Z/0aJFOn78uFVbbu/TnOT2vsuL693jeZWUlKRNmzbJ19dXPj4+knJ/37Vt21YZGRmaPn261ZjvvvuuLBaLmUzKWi5+taxflGT9PNyu67laqVKlVKtWLX322WdWy383bNig3bt352qMxo0ba8+ePValBzIyMrItH/fx8VGpUqWs+hUpUiTHZeZ5vZf27dunS5cu3fRppQAAAMDtxEy0u2T69Ok6e/asWXD522+/1V9//SVJeumll+Th4SFJGjFihBYtWqQWLVpo0KBBOn/+vCZPnqzatWsrNDQ03+efPHmy2rRpo8aNG6t///66ePGi3n//fXl4eGjs2LHXPa548eIaMmSIIiIi1L59e7Vt21Y7duzQ999/bzUj5XpatGihPn366L333tPvv/9uLm388ccf1aJFC4WFhd3w+DfeeEPR0dFq2rSpXnjhBRUqVEgfffSRUlNT9fbbb5v9atasqUcffVQNGjSQl5eXtm7dqsWLF5vj//bbb2rZsqW6deummjVrqlChQvr666+VkJCgHj163PQ6HBwc9OSTT2rBggVKSUnRO++8Y7Xf3d3drLN2+fJllS5dWqtXr77ubI2bGTBggKZPn66+fftq27ZtKlmypD7//PNsdbiqV6+uSpUqaciQITp+/Ljc3d311Vdf5TgzLCspOHDgQAUFBcne3l49evRQ8+bN9eyzzyoiIkI7d+5Uq1at5ODgoN9//12LFi3StGnT1KVLl1u+F55++mklJSXpscceU5kyZXT06FG9//778vf3N+tFDR06VIsXL1bXrl31n//8Rw0aNFBSUpKWLVumqKgo1a1bV88884w++ugj9evXT9u2bZOfn58WL16sjRs3KjIyMlstqtstODhYjRo10iuvvKI//vhD1atX17Jly8ykyM1mDw0bNkxffPGF2rRpo4EDB8rLy0tz587V4cOH9dVXX2WruZVb//3vf9W6dWsFBwerTZs2ZnI9Pj5ea9as0Q8//JDrJXXt27fX+PHjFRoaqiZNmmj37t2aN2+e1QxEKff3aU5ye9/lhb+/v+zt7fXWW2/p3LlzcnJy0mOPPWYmwq5n8eLFcnV1lWEYOnHihD799FOdOXNGUVFR5ueZ2/uuQ4cOatGihV5//XUdOXJEdevW1erVq/XNN9/o5ZdfVqVKlSRdqeP4ww8/qF27dipfvrxOnTqlDz74QGXKlDEfAFGpUiV5enoqKipKbm5uKlKkiAICAvJU5y8nEydOVMeOHfXwww8rNDRUZ86c0fTp01WrVq1sdfVy0rFjR02YMEEbNmxQq1atJEn//POPypQpoy5duqhu3bpydXXVmjVr9Msvv2jKlCnmsQ0aNNDChQsVHh6uBx98UK6ururQoUOe76Xo6Gi5uLjo8ccfv6X3AgAAAMiTu/os0PtY+fLlDUk5bocPH7bqu2fPHqNVq1aGi4uL4enpafTu3duIj4/P1XnWrVtnSDIWLVqUbd+aNWuMhx9+2ChcuLDh7u5udOjQwdi3b59Vn9mzZ2eLKSMjwxg3bpxRsmRJo3Dhwsajjz5q7NmzxyhfvrwREhJy05jS09ONyZMnG9WrVzccHR2N4sWLG23atDG2bdtm9pFkvPjiizkev337diMoKMhwdXU1XFxcjBYtWhibNm2y6vPGG28YjRo1Mjw9PY3ChQsb1atXN958800jLS3NMAzDSExMNF588UWjevXqRpEiRQwPDw8jICDA+PLLL28af5bo6GhDkmGxWIxjx45l2//XX38ZnTp1Mjw9PQ0PDw+ja9euxokTJwxJxpgxY8x+Ob3HzZs3N5o3b2413tGjR40nnnjCcHFxMby9vY1BgwYZK1euNCQZ69atM/vt27fPCAwMNFxdXQ1vb29jwIABxq5duwxJxuzZs81+6enpxksvvWQUL17csFgsxrU//jNnzjQaNGhgFC5c2HBzczNq165tvPrqq8aJEyfMPrdyLyxevNho1aqV4ePjYzg6OhrlypUznn32WePkyZNW/f7++28jLCzMKF26tOHo6GiUKVPGCAkJMRITE80+CQkJRmhoqOHt7W04OjoatWvXtrpWwzCMw4cPG5KMyZMnZ4sla9/Vx4SEhBhFihTJ1nfMmDHZ3qvTp08bvXr1Mtzc3AwPDw+jX79+xsaNGw1JxoIFC274PhiGYRw6dMjo0qWL4enpaTg7OxuNGjUyvvvuu2z9bvRzkZOLFy8akZGRRuPGjQ13d3ejUKFChq+vr9G+fXtj3rx5Rnp6utn3Rn9XXLp0yXjllVfMz/nhhx82YmNjb+k+DQkJMcqXL5/tXLm578qXL2+0a9cu27E5xfPxxx8bFStWNOzt7bPFcK2sz/bqrUiRIkbjxo1z/LshN/edYRjGP//8YwwePNgoVaqU4eDgYFSpUsWYPHmykZmZafaJiYkxOnbsaJQqVcpwdHQ0SpUqZfTs2dP47bffrMb65ptvjJo1axqFChWyumevfT9vdL9f+3eQYRjGggULjOrVqxtOTk5GrVq1jGXLlhmdO3c2qlevft3362p16tQx+vfvb75OTU01hg4datStW9dwc3MzihQpYtStW9f44IMPrI47f/680atXL8PT09OQZHUNub2XDMMwAgICjKeeeipXsQIAAAC3i8Uw7kBVZgC4zyxdulSdOnXSTz/9dFvqkgF3m7+/v4oXL55jTcVrff7553rxxRcVFxcnT0/POx/cVXbu3Kn69etr+/bt5hJYAAAA4G6gJhoA5NHFixetXmdkZOj999+Xu7u76tevb6OogNy5fPmy+eCELOvXr9euXbty/ZTn3r17q1y5crmuBXg7TZo0SV26dCGBBgAAgLuOmWgAkEdPP/20Ll68qMaNGys1NVVLlizRpk2bNHHiRA0fPtzW4QE3dOTIEQUGBuqpp55SqVKldODAAUVFRcnDw0N79uxRsWLFbB0iAAAAUCCRRAOAPJo/f76mTJmiP/74Q5cuXVLlypX1/PPP3/RBGUBBcO7cOT3zzDPauHGjTp8+rSJFiqhly5aaNGmS+eADAAAAANmRRAMAAAAAAABugppoAAAAAAAAwE0UsnUAd1tmZqZOnDghNzc3WSwWW4cDAAD+JQzD0D///KNSpUrJzo7fQxZEfM8DAAD5kdvvefddEu3EiRMqW7asrcMAAAD/UseOHVOZMmVsHQZywPc8AABwK272Pe++S6K5ublJuvLGuLu72zgaAADwb5GcnKyyZcua3yVQ8PA9DwAA5Eduv+fdd0m0rKn97u7ufLkCAAB5xjLBgovveQAA4Fbc7HseBT0AAAAAAACAmyCJBgAAAAAAANwESTQAAAAAAADgJkiiAQAAAAAAADdBEg0AAAAAAAC4CZJoAAAAAAAAwE2QRAMAAAAAAABugiQaAAAAAAAAcBMk0QAAAAAAAICbIIkGAACA2+6HH35Qhw4dVKpUKVksFi1duvSmx6xfv17169eXk5OTKleurDlz5tzxOAEAAHKLJBoAAABuu5SUFNWtW1czZszIVf/Dhw+rXbt2atGihXbu3KmXX35ZTz/9tFatWnWHIwUAAMidQrYOAAAAAPeeNm3aqE2bNrnuHxUVpQoVKmjKlCmSpBo1auinn37Su+++q6CgoDsVJgAAyCPDMHTxcoZNzl3YwV4Wi8Um55ZIogEAAKAAiI2NVWBgoFVbUFCQXn755esek5qaqtTUVPN1cnLynQoPAADoSgKtS1Ssth09Y5Pz7xsfJBdH26WyWM4JAAAAm4uPj1eJEiWs2kqUKKHk5GRdvHgxx2MiIiLk4eFhbmXLlr0boQIAcN+6eDnDZgm0goCZaAAAFCB+w5bbOoR/tSOT2tk6BNxFw4cPV3h4uPk6OTmZRBoAAHfJ1pGBcnG0v6vnLOxwd893LZJoAAAAsDlfX18lJCRYtSUkJMjd3V2FCxfO8RgnJyc5OTndjfAA4J5gy1pWuDdcSPvf/ePiaG/TpZW2cH9dLQAAAAqkxo0ba8WKFVZt0dHRaty4sY0iAoB7i61rWQH3AmqiAQAA4LY7f/68du7cqZ07d0qSDh8+rJ07dyouLk7SlaWYffv2Nfs/99xz+vPPP/Xqq6/qwIED+uCDD/Tll19q8ODBtggfAO4593stK9xeDcsXtfnSSltgJhoAAABuu61bt6pFixbm66zaZSEhIZozZ45OnjxpJtQkqUKFClq+fLkGDx6sadOmqUyZMvrkk08UFBR012MHgHudLWpZ4d5S2MFeFovF1mHcdSTRAAAAcNs9+uijMgzjuvvnzJmT4zE7duy4g1EBwP0nqw7a/V7LCrgd+KkBAAAAAOAeRB004PaiJhoAAAAAAPegnOqg3a+1rIDbgZloAAAAAADc47LqoN2vtayA24EkGgAAAAAAd0FWfbK7hTpowO3FTxAAAAAAAHcY9cmAf79bqok2Y8YM+fn5ydnZWQEBAdqyZcsN+y9atEjVq1eXs7OzateurRUrVly373PPPSeLxaLIyEir9qSkJPXu3Vvu7u7y9PRU//79df78+Vu5DAAAAAAA7qic6pPdLdRBA26PfM9EW7hwocLDwxUVFaWAgABFRkYqKChIBw8elI+PT7b+mzZtUs+ePRUREaH27dtr/vz5Cg4O1vbt21WrVi2rvl9//bV+/vlnlSpVKts4vXv31smTJxUdHa3Lly8rNDRUzzzzjObPn5/fSwEAAAAA4K7Jqk92t1AHDbg98j0TberUqRowYIBCQ0NVs2ZNRUVFycXFRbNmzcqx/7Rp09S6dWsNHTpUNWrU0IQJE1S/fn1Nnz7dqt/x48f10ksvad68eXJwcLDat3//fq1cuVKffPKJAgIC1LRpU73//vtasGCBTpw4kd9LAQAAAADgrsmqT3a3NhJowO2RryRaWlqatm3bpsDAwP8NZGenwMBAxcbG5nhMbGysVX9JCgoKsuqfmZmpPn36aOjQoXrggQdyHMPT01MNGzY02wIDA2VnZ6fNmzfneN7U1FQlJydbbQAAAAAA3IhhGLqQln4bt7v3QAEAd0a+lnMmJiYqIyNDJUqUsGovUaKEDhw4kOMx8fHxOfaPj483X7/11lsqVKiQBg4ceN0xrl0qWqhQIXl5eVmNc7WIiAiNGzfuptcEAAAAAIDEQwAA5OyWHixwO23btk3Tpk3TnDlzbutU0+HDh+vcuXPmduzYsds2NgAAAADg3nMnHwJAkX/g3ytfM9G8vb1lb2+vhIQEq/aEhAT5+vrmeIyvr+8N+//44486deqUypUrZ+7PyMjQK6+8osjISB05ckS+vr46deqU1Rjp6elKSkq67nmdnJzk5OSU52sEAAAAAOB2PwSAIv/Av1e+kmiOjo5q0KCBYmJiFBwcLOlKPbOYmBiFhYXleEzjxo0VExOjl19+2WyLjo5W48aNJUl9+vTJsWZanz59FBoaao5x9uxZbdu2TQ0aNJAkrV27VpmZmQoICMjPpQAAAAAA7hLDMHTxcsGvDXZ1/bKshwAAQL7/JggPD1dISIgaNmyoRo0aKTIyUikpKWbCq2/fvipdurQiIiIkSYMGDVLz5s01ZcoUtWvXTgsWLNDWrVs1c+ZMSVKxYsVUrFgxq3M4ODjI19dX1apVkyTVqFFDrVu31oABAxQVFaXLly8rLCxMPXr0UKlSpfJ7KQAAAACAO4w6YwD+7fKdROvevbtOnz6t0aNHKz4+Xv7+/lq5cqX58IC4uDjZ2f2v5FqTJk00f/58jRw5UiNGjFCVKlW0dOlS1apVK0/nnTdvnsLCwtSyZUvZ2dmpc+fOeu+99/J7GQAAAACAu+BO1hm7U6hfBuBqFsMwDFsHcTclJyfLw8ND586dk7u7u63DAQDAit+w5bYO4V/tyKR2d2xsvkMUfHxGQMF2IS1dNUevknT764zdKdQvA+4Puf0OwcJuAAAAAMBN3Wo9M+qMAfi3428tAAAAAMANUc8MACS7m3cBAAAAANzPbmc9M+qMAfi3YiYaAAAAACDXbrWeGXXGAPxbkUQDAAAAgPtEfuuaUc8MAEiiAbjLePLgrbuTTx8EAAD3LuqaAcCtoSYaAAAAANwHbkddM+qZAbifMRMNAAAAAO4z+a1rRj0zAPczkmgAAAAAYCP5rVGWH9Q1A4Bbw9+aAAAAsHL58mXFx8frwoULKl68uLy8vGwdEnBPokYZAPy7UBMNAAAA+ueff/Thhx+qefPmcnd3l5+fn2rUqKHixYurfPnyGjBggH755RdbhwncU25HjbL8oK4ZAOQPM9EAAADuc1OnTtWbb76pSpUqqUOHDhoxYoRKlSqlwoULKykpSXv27NGPP/6oVq1aKSAgQO+//76qVKli67CBe0p+a5TlB3XNACB/SKIBAADc53755Rf98MMPeuCBB3Lc36hRI/3nP/9RVFSUZs+erR9//JEkGnCbUaMMAAo+/pYGgPuc37Dltg7hX+3IpHa2DgG4ZV988UWu+jk5Oem55567w9EAAAAUTNREAwAAAAAAAG6CJBoAAAAkSbt27dIbb7yhDz74QImJiVb7kpOT9Z///MdGkQEAANgeSTQAAABo9erVatSokRYsWKC33npL1atX17p168z9Fy9e1Ny5c20YIQAAgG2RRAMAAIDGjh2rIUOGaM+ePTpy5IheffVVPfHEE1q5cqWtQwP+FQzD0IW09DxuGbYOGwCQBzxYAAAAANq7d68+//xzSZLFYtGrr76qMmXKqEuXLlqwYIEefPBBG0cIFFyGYahLVKy2HT1j61AAAHcQSTQAAADIyclJZ8+etWrr1auX7Ozs1L17d02ZMsU2gQH/AhcvZ9xSAq1h+aIq7GB/GyMCANwJJNEAAAAgf39/rVu3Tg0aNLBq79GjhwzDUEhIiI0iA/5dto4MlItj3hJihR3sZbFY7lBEAIDbhSQaAAAA9Pzzz+uHH37IcV/Pnj1lGIY+/vjjuxwVkD+GYeji5btXb+zq2mYujvZyceSfWQBwL+JvdwAAAKhTp07q1KnTdff36tVLvXr1uosRAflDfTIAwJ3C0zkBAAAA3DNutT7ZraC2GQDc25iJBgAAAOCelJ/6ZLeC2mYAcG8jiQYAAACgQMpPbTPqkwEA7hT+jwIAAACgwKG2GQCgoLmlmmgzZsyQn5+fnJ2dFRAQoC1bttyw/6JFi1S9enU5Ozurdu3aWrFihdX+sWPHqnr16ipSpIiKFi2qwMBAbd682aqPn5+fLBaL1TZp0qRbuQwAAAAABcyt1jajPhkA4HbL90y0hQsXKjw8XFFRUQoICFBkZKSCgoJ08OBB+fj4ZOu/adMm9ezZUxEREWrfvr3mz5+v4OBgbd++XbVq1ZIkVa1aVdOnT1fFihV18eJFvfvuu2rVqpX++OMPFS9e3Bxr/PjxGjBggPnazc0tv5cBAACAa/zwww9ycXFRw4YNzbatW7fqwoULatasmQ0jw/0qP7XNqE8GALjd8j0TberUqRowYIBCQ0NVs2ZNRUVFycXFRbNmzcqx/7Rp09S6dWsNHTpUNWrU0IQJE1S/fn1Nnz7d7NOrVy8FBgaqYsWKeuCBBzR16lQlJyfr119/tRrLzc1Nvr6+5lakSJH8XgYAAACu8eijj6pv375WbX369FGLFi1sFBHuZYZh6EJaeg5b9tpmedlIoAEAbrd8zURLS0vTtm3bNHz4cLPNzs5OgYGBio2NzfGY2NhYhYeHW7UFBQVp6dKl1z3HzJkz5eHhobp161rtmzRpkiZMmKBy5cqpV69eGjx4sAoVyvlSUlNTlZqaar5OTk7OzSUCAADctw4fPiwHBwertpiYGF2+fNlGEeFeRd0zAMC/Sb6SaImJicrIyFCJEiWs2kuUKKEDBw7keEx8fHyO/ePj463avvvuO/Xo0UMXLlxQyZIlFR0dLW9vb3P/wIEDVb9+fXl5eWnTpk0aPny4Tp48qalTp+Z43oiICI0bNy4/l5lvfsOW39Xz3WuOTGpn6xAAALivlS9fPltbqVKlbBAJ7nW5qXtGbTMAQEFR4J7O2aJFC+3cuVOJiYn6+OOP1a1bN23evNmss3b1bLY6derI0dFRzz77rCIiIuTk5JRtvOHDh1sdk5ycrLJly975CwEAAACQa9ere0ZtMwBAQZGvJJq3t7fs7e2VkJBg1Z6QkCBfX98cj/H19c1V/yJFiqhy5cqqXLmyHnroIVWpUkWffvqp1dLRqwUEBCg9PV1HjhxRtWrVsu13cnLKMbkGAACAK4oWLZrrJEVSUtIdjgb3IsMwdPFyRrb2nOqeAQBQUOXr/1KOjo5q0KCBYmJiFBwcLEnKzMxUTEyMwsLCcjymcePGiomJ0csvv2y2RUdHq3Hjxjc8V2ZmplVNs2vt3LlTdnZ2OT4RFAAAADcXGRlp6xBwD6PuGQDgXpHvX/WEh4crJCREDRs2VKNGjRQZGamUlBSFhoZKkvr27avSpUsrIiJCkjRo0CA1b95cU6ZMUbt27bRgwQJt3bpVM2fOlCSlpKTozTff1BNPPKGSJUsqMTFRM2bM0PHjx9W1a1dJVx5OsHnzZrVo0UJubm6KjY3V4MGD9dRTT6lo0aK3+l4AAADcl0JCQu7Y2DNmzNDkyZMVHx+vunXr6v3331ejRo2u2z8yMlIffvih4uLi5O3trS5duigiIkLOzs53LEbcWdQ9AwDcK/KdROvevbtOnz6t0aNHKz4+Xv7+/lq5cqX58IC4uDjZ2dmZ/Zs0aaL58+dr5MiRGjFihKpUqaKlS5eqVq1akiR7e3sdOHBAc+fOVWJioooVK6YHH3xQP/74ox544AFJV5ZmLliwQGPHjlVqaqoqVKigwYMHZ3vqJwAAAPLv0KFDmj17tg4dOqRp06bJx8dH33//vcqVK2d+L8uNhQsXKjw8XFFRUQoICFBkZKSCgoJ08ODBHFcRzJ8/X8OGDdOsWbPUpEkT/fbbb+rXr58sFst1HyKFfxfqngEA/s1uqehAWFjYdZdvrl+/Pltb165dzVll13J2dtaSJUtueL769evr559/znOcAAAAyJ0NGzaoTZs2evjhh/XDDz/ozTfflI+Pj3bt2qVPP/1UixcvzvVYU6dO1YABA8yVClFRUVq+fLlmzZqlYcOGZeu/adMmPfzww+rVq5ckyc/PTz179tTmzZtvz8XB5qh7BgD4N7O7eRcAAADcL4YNG6Y33nhD0dHRcnR0NNsfe+yxPP0yMy0tTdu2bVNgYKDZZmdnp8DAQMXGxuZ4TJMmTbRt2zZt2bJFkvTnn39qxYoVatu2bY79U1NTlZycbLUBAADcKfwaCAAAAKbdu3dr/vz52dp9fHyUmJiY63ESExOVkZFhlvrIUqJECR04cCDHY3r16qXExEQ1bdpUhmEoPT1dzz33nEaMGJFj/4iICI0bNy7XMQEAANwKZqIBAADA5OnpqZMnT2Zr37Fjh0qXLn1Hz71+/XpNnDhRH3zwgbZv364lS5Zo+fLlmjBhQo79hw8frnPnzpnbsWPH7mh8AADg/sZMNAAAAJh69Oih1157TYsWLZLFYlFmZqY2btyoIUOGqG/fvrkex9vbW/b29kpISLBqT0hIkK+vb47HjBo1Sn369NHTTz8tSapdu7ZSUlL0zDPP6PXXX7d6aJV05aFTTk5OebxCAACA/GEmGgAAAEwTJ05U9erVVbZsWZ0/f141a9ZUs2bN1KRJE40cOTLX4zg6OqpBgwaKiYkx2zIzMxUTE6PGjRvneMyFCxeyJcrs7a88ydEwjHxcDe4kwzB0IS09F1uGrUMFAOC2YCYaAAAATI6Ojvr44481atQo7dmzR+fPn1e9evVUpUqVPI8VHh6ukJAQNWzYUI0aNVJkZKRSUlLMp3X27dtXpUuXVkREhCSpQ4cOmjp1qurVq6eAgAD98ccfGjVqlDp06GAm01AwGIahLlGx2nb0jK1DAQDgriGJBgAAgGzKlSunsmXLSpIsFku+xujevbtOnz6t0aNHKz4+Xv7+/lq5cqX5sIG4uDirmWcjR46UxWLRyJEjdfz4cRUvXlwdOnTQm2++eesXhNvq4uWMPCfQGpYvqsIOJEMBAP9eJNEAAABg5dNPP9W7776r33//XZJUpUoVvfzyy2atsrwICwtTWFhYjvvWr19v9bpQoUIaM2aMxowZk+fzwHa2jgyUi+PNk2OFHezznZAFAKAgIIkGAAAA0+jRozV16lS99NJLZu2y2NhYDR48WHFxcRo/fryNI4StGIahi5ev1De7us6Zi6O9XBz5ZwUA4N7H/+0AAABg+vDDD/Xxxx+rZ8+eZtsTTzyhOnXq6KWXXiKJdp+iBhoAADydEwAAAFe5fPmyGjZsmK29QYMGSk9Pt0FEKAiuVwONOmcAgPsJM9EAAABg6tOnjz788ENNnTrVqn3mzJnq3bu3jaJCQXJ1DTTqnAEA7ick0QAAAO5z4eHh5p8tFos++eQTrV69Wg899JAkafPmzYqLi1Pfvn1tFSIKEGqgAQDuV/zfDwAA4D63Y8cOq9cNGjSQJB06dEiS5O3tLW9vb+3du/euxwYAAFBQkEQDAAC4z61bt87WIQAAABR4PFgAAAAAAAAAuAlmogEAAMDK1q1b9eWXXyouLk5paWlW+5YsWWKjqAAAAGyLmWgAAAAwLViwQE2aNNH+/fv19ddf6/Lly9q7d6/Wrl0rDw8PW4cHAABgMyTRAAAAYJo4caLeffddffvtt3J0dNS0adN04MABdevWTeXKlbN1eAAAADZDEg0AAACmQ4cOqV27dpIkR0dHpaSkyGKxaPDgwZo5c6aNowMAALAdkmgAAAAwFS1aVP/8848kqXTp0tqzZ48k6ezZs7pw4YItQwMAALApHiwAAAAAU7NmzRQdHa3atWura9euGjRokNauXavo6Gi1bNnS1uEBAADYDEk0AAAAmKZPn65Lly5Jkl5//XU5ODho06ZN6ty5s0aOHGnj6AAAAGyHJBoAAABMXl5e5p/t7Ow0bNgwG0YDAABQcJBEAwAAuM8lJyfnuq+7u/sdjAQFjWEYung5QxfSMmwdCgAANkcSDQAA4D7n6ekpi8Vywz6GYchisSgjg2TK/cIwDHWJitW2o2dsHQoAAAUCSTQAAID73Lp162wdAgqgi5czsiXQGpYvqsIO9jaKCAAA2yKJBgAAcJ9r3ry5rUNAAbd1ZKBcHO1V2MH+prMWAQC4V9ndysEzZsyQn5+fnJ2dFRAQoC1bttyw/6JFi1S9enU5Ozurdu3aWrFihdX+sWPHqnr16ipSpIiKFi2qwMBAbd682apPUlKSevfuLXd3d3l6eqp///46f/78rVwGAAAAgBtwcbSXi2MhEmgAgPtavpNoCxcuVHh4uMaMGaPt27erbt26CgoK0qlTp3Lsv2nTJvXs2VP9+/fXjh07FBwcrODgYO3Zs8fsU7VqVU2fPl27d+/WTz/9JD8/P7Vq1UqnT582+/Tu3Vt79+5VdHS0vvvuO/3www965pln8nsZAAAAAP6fYRi6kJb+/xv17wAAuJrFMAwjPwcGBATowQcf1PTp0yVJmZmZKlu2rF566aUcH4XevXt3paSk6LvvvjPbHnroIfn7+ysqKirHcyQnJ8vDw0Nr1qxRy5YttX//ftWsWVO//PKLGjZsKElauXKl2rZtq7/++kulSpW6adxZY547d+6OPV3Kb9jyOzLu/eLIpHa2DgF3ED8ft+52/4zwmdwaPo+C5U7+P+RufIfAreEzujU3epDAvvFBcnGkEgwA4N6U2+8Q+ZqJlpaWpm3btikwMPB/A9nZKTAwULGxsTkeExsba9VfkoKCgq7bPy0tTTNnzpSHh4fq1q1rjuHp6Wkm0CQpMDBQdnZ22ZZ9ZklNTVVycrLVBgAAAMBaTg8SkHiYAAAAWfL166TExERlZGSoRIkSVu0lSpTQgQMHcjwmPj4+x/7x8fFWbd9995169OihCxcuqGTJkoqOjpa3t7c5ho+Pj/UFFCokLy+vbONkiYiI0Lhx4/J0fQAAAPez9PR0rV+/XocOHVKvXr3k5uamEydOyN3dXa6urrYOD3dB1oMEJPEwAQAA/t8tPVjgTmjRooV27typTZs2qXXr1urWrdt166zlxvDhw3Xu3DlzO3bs2G2MFgAA4N5y9OhR1a5dWx07dtSLL75o1qZ96623NGTIEBtHhzvhf3XQ/lcDLetBAjxMAACA/8nXTDRvb2/Z29srISHBqj0hIUG+vr45HuPr65ur/kWKFFHlypVVuXJlPfTQQ6pSpYo+/fRTDR8+XL6+vtkSaunp6UpKSrrueZ2cnOTk5JTXSwQAALgvDRo0SA0bNtSuXbtUrFgxs71Tp04aMGCADSPDnXCjOmgAAMBavmaiOTo6qkGDBoqJiTHbMjMzFRMTo8aNG+d4TOPGja36S1J0dPR1+189bmpqqjnG2bNntW3bNnP/2rVrlZmZqYCAgPxcCgAAAK7y448/auTIkXJ0dLRq9/Pz0/Hjx20UFe6UnOqgUQMNAICc5fsRO+Hh4QoJCVHDhg3VqFEjRUZGKiUlRaGhoZKkvn37qnTp0oqIiJB05beazZs315QpU9SuXTstWLBAW7du1cyZMyVJKSkpevPNN/XEE0+oZMmSSkxM1IwZM3T8+HF17dpVklSjRg21bt1aAwYMUFRUlC5fvqywsDD16NEjV0/mBAAAwI1lZmYqIyMjW/tff/0lNzc3G0SEuyWrDho10AAAyFm+k2jdu3fX6dOnNXr0aMXHx8vf318rV640Hx4QFxcnO7v/TXRr0qSJ5s+fr5EjR2rEiBGqUqWKli5dqlq1akmS7O3tdeDAAc2dO1eJiYkqVqyYHnzwQf3444964IEHzHHmzZunsLAwtWzZUnZ2durcubPee++9/F4GAAAArtKqVStFRkaav+i0WCw6f/68xowZo7Zt29o4OtwOhmHo4uUridKc6qABAICc3dL/JcPCwhQWFpbjvvXr12dr69q1qzmr7FrOzs5asmTJTc/p5eWl+fPn5ylOAAAA5M6UKVMUFBSkmjVr6tKlS+rVq5d+//13eXt764svvrB1eLhF1EADACD/+FUTAAAATGXKlNGuXbu0YMEC/frrrzp//rz69++v3r17q3DhwrYOD7copxpoEnXQAADIDZJoAAAAMF26dEnOzs566qmnbB0K7rCsGmiSqIMGAEAu5OvpnAAAALg3+fj4KCQkRNHR0crMzLR1OMgnwzB0IS09hy17DTQXx0Ik0AAAyAVmogEAAMA0d+5czZ8/Xx07dpSHh4e6d++up556Sg0bNrR1aMgl6p4BAHBnMBMNAAAApk6dOmnRokVKSEjQxIkTtW/fPj300EOqWrWqxo8fb+vwkAvXq3t2NWqgAQCQd8xEAwAAQDZubm4KDQ1VaGio9u3bp969e2vcuHEaPXq0rUNDHlxd9+xq1EADACDvmIkGAACAbC5duqQvv/xSwcHBql+/vpKSkjR06FBbh4U8urru2dUbCTQAAPKOmWgAAAAwrVq1SvPnz9fSpUtVqFAhdenSRatXr1azZs1sHRoAAIBNkUQDAACAqVOnTmrfvr0+++wztW3bVg4ODrYOCQAAoEAgiQYAAABTQkKC3NzcbB0GAABAgUMSDQAA4D6XnJwsd3d3SZJhGEpOTr5u36x+sD3DMHTxcka29gtp2dsAAMCtI4kGAABwnytatKhOnjwpHx8feXp65lh03jAMWSwWZWSQoCkIDMNQl6hYbTt6xtahAABw3yCJBgAAcJ9bu3atvLy8JEnr1q2zcTTIjYuXM26aQGtYvqgKO9jfpYgAALj3kUQDAAC4zzVv3tz8c4UKFVS2bNlss9EMw9CxY8fudmjIha0jA+XimD1ZVtjBPsdZhQAAIH9IouGe5zdsua1D+Fc7MqmdrUMAANxFFSpUMJd2Xi0pKUkVKlRgOWcB5OJoLxdHvtYDAHCn8X9bAAAAmLJqn13r/PnzcnZ2tkFE9zceHgAAQMFBEg0AAAAKDw+XJFksFo0aNUouLi7mvoyMDG3evFn+/v42iu7+xMMDAAAoWEiiAQAAQDt27JB0JXGze/duOTo6mvscHR1Vt25dDRkyxFbh3Zd4eAAAAAULSTQAAACYT+UMDQ3VtGnT5O7ubuOIcDUeHgAAgO3Z2ToAAAAAFByzZ8++rQm0GTNmyM/PT87OzgoICNCWLVtu2P/s2bN68cUXVbJkSTk5Oalq1apasWLFbYunIDAMQxfS0nOx/a/uWdbDA67dSKABAHD3MBMNAADgPvfkk09qzpw5cnd315NPPnnDvkuWLMn1uAsXLlR4eLiioqIUEBCgyMhIBQUF6eDBg9me/ilJaWlpevzxx+Xj46PFixerdOnSOnr0qDw9PfN6SQUWdc4AAPj3IokGAABwn/Pw8DBnNHl4eNy2cadOnaoBAwYoNDRUkhQVFaXly5dr1qxZGjZsWLb+s2bNUlJSkjZt2iQHBwdJkp+f322LpyDITZ2za1H3DACAgoEkGgAAwH1u9uzZOf75VqSlpWnbtm0aPny42WZnZ6fAwEDFxsbmeMyyZcvUuHFjvfjii/rmm29UvHhx9erVS6+99prs7bMnkVJTU5Wammq+Tk5Ovi2x3y3Xq3N2LeqeAQBQMFATDQAAAKaLFy/qwoUL5uujR48qMjJSq1evztM4iYmJysjIUIkSJazaS5Qoofj4+ByP+fPPP7V48WJlZGRoxYoVGjVqlKZMmaI33ngjx/4RERHy8PAwt7Jly+YpRlu7Xp0z6p4BAFAwkUQDAACAqWPHjvrss88kXSny36hRI02ZMkUdO3bUhx9+eEfPnZmZKR8fH82cOVMNGjRQ9+7d9frrrysqKirH/sOHD9e5c+fM7dixY3c0PgAAcH8jiQYAAADT9u3b9cgjj0iSFi9eLF9fXx09elSfffaZ3nvvvVyP4+3tLXt7eyUkJFi1JyQkyNfXN8djSpYsqapVq1ot3axRo4bi4+OVlpaWrb+Tk5Pc3d2tNgAAgDuFJBoAAABMFy5ckJubmyRp9erVevLJJ2VnZ6eHHnpIR48ezfU4jo6OatCggWJiYsy2zMxMxcTEqHHjxjke8/DDD+uPP/5QZmam2fbbb7+pZMmScnR0zOcVAQAA3B63lESbMWOG/Pz85OzsrICAAG3ZsuWG/RctWqTq1avL2dlZtWvX1ooVK8x9ly9f1muvvabatWurSJEiKlWqlPr27asTJ05YjeHn5yeLxWK1TZo06VYuAwAAAP+vcuXKWrp0qY4dO6ZVq1apVatWkqRTp07leaZXeHi4Pv74Y82dO1f79+/X888/r5SUFPNpnX379rV68MDzzz+vpKQkDRo0SL/99puWL1+uiRMn6sUXX7x9FwgAAJBP+U6iLVy4UOHh4RozZoy2b9+uunXrKigoSKdOncqx/6ZNm9SzZ0/1799fO3bsUHBwsIKDg7Vnzx5JV37ruX37do0aNUrbt2/XkiVLdPDgQT3xxBPZxho/frxOnjxpbi+99FJ+LwMAAABXGT16tIYMGSI/Pz81atTInDW2evVq1atXL09jde/eXe+8845Gjx4tf39/7dy5UytXrjQfNhAXF6eTJ0+a/cuWLatVq1bpl19+UZ06dTRw4EANGjRIw4YNu30XCAAAkE+F8nvg1KlTNWDAAPM3iVFRUVq+fLlmzZqV4xedadOmqXXr1ho6dKgkacKECYqOjtb06dMVFRUlDw8PRUdHWx0zffp0NWrUSHFxcSpXrpzZ7ubmdt1aGgAAAMi/Ll26qGnTpjp58qTq1q1rtrds2VKdOnXK83hhYWEKCwvLcd/69euztTVu3Fg///xzns8DAABwp+VrJlpaWpq2bdumwMDA/w1kZ6fAwEDFxsbmeExsbKxVf0kKCgq6bn9JOnfunCwWizw9Pa3aJ02apGLFiqlevXqaPHmy0tPTrztGamqqkpOTrTYAAABcn6+vr+rVq6cTJ07or7/+kiQ1atRI1atXt3FkAAAAtpOvJFpiYqIyMjLMqfhZSpQoofj4+ByPiY+Pz1P/S5cu6bXXXlPPnj2t6m8MHDhQCxYs0Lp16/Tss89q4sSJevXVV68ba0REhDw8PMytbNmyub1MAACA+05mZqbGjx8vDw8PlS9fXuXLl5enp6cmTJhgVfAfAADgfpPv5Zx30uXLl9WtWzcZhqEPP/zQal94eLj55zp16sjR0VHPPvusIiIi5OTklG2s4cOHWx2TnJxMIg0AAOA6Xn/9dX366aeaNGmSHn74YUnSTz/9pLFjx+rSpUt68803bRwhAACAbeQriebt7S17e3slJCRYtSckJFy3Vpmvr2+u+mcl0I4ePaq1a9fe9ClQAQEBSk9P15EjR1StWrVs+52cnHJMrgEAACC7uXPn6pNPPrF6uFOdOnVUunRpvfDCCyTRAADAfStfyzkdHR3VoEEDxcTEmG2ZmZmKiYkxn+B0rcaNG1v1l6To6Gir/lkJtN9//11r1qxRsWLFbhrLzp07ZWdnJx8fn/xcCgAAAK6SlJSUY+2z6tWrKykpyQYRAQAAFAz5Xs4ZHh6ukJAQNWzYUI0aNVJkZKRSUlLMp3X27dtXpUuXVkREhCRp0KBBat68uaZMmaJ27dppwYIF2rp1q2bOnCnpSgKtS5cu2r59u7777jtlZGSY9dK8vLzk6Oio2NhYbd68WS1atJCbm5tiY2M1ePBgPfXUUypatOitvhcAAAD3vbp162r69Ol67733rNqnT59u9bROAACA+02+k2jdu3fX6dOnNXr0aMXHx8vf318rV640Hx4QFxcnO7v/TXRr0qSJ5s+fr5EjR2rEiBGqUqWKli5dqlq1akmSjh8/rmXLlkmS/P39rc61bt06Pfroo3JyctKCBQs0duxYpaamqkKFCho8eLBVzTMAAADk39tvv6127dppzZo15oqB2NhYHTt2TCtWrLBxdAAAALZzSw8WCAsLU1hYWI771q9fn62ta9eu6tq1a479/fz8ZBjGDc9Xv359/fzzz3mOEwAAALnTvHlz/fbbb/rggw+0f/9+SdKTTz6pF154QaVKlbJxdAAAALZTIJ/OCQAAgLvvyJEjio6OVlpamnr06GGuGAAAAABJNAAAAOhK+Yz27dvr4sWLkqRChQpp1qxZeuqpp2wcGQAAQMGQr6dzAgAA4N4yatQoPf744zp+/Lj+/vtvDRgwQK+++qqtwwIAACgwSKIBAABAe/bs0cSJE1WyZEkVLVpUkydP1qlTp/T333/bOjQAAIACgSQaAAAAlJycLG9vb/O1i4uLChcurHPnztkwKgAAgIKDmmgAAACQJK1atUoeHh7m68zMTMXExGjPnj1m2xNPPGGL0AAAAGyOJBoAAAAkSSEhIdnann32WfPPFotFGRkZdzMkAACAAoMkGgAAAJSZmWnrEAAAAAo0aqIBAAAAAAAAN0ESDQAA4D73888/57rvhQsXtHfv3jsYDQAAQMFEEg0AAOA+16dPHwUFBWnRokVKSUnJsc++ffs0YsQIVapUSdu2bbvLEQIAANgeNdEAAADuc/v27dOHH36okSNHqlevXqpatapKlSolZ2dnnTlzRgcOHND58+fVqVMnrV69WrVr17Z1yAAAAHcdSTQAAID7nIODgwYOHKiBAwdq69at+umnn3T06FFdvHhRdevW1eDBg9WiRQt5eXnZOlQAAACbIYkGAAAAU8OGDdWwYUNbhwEAAFDgkEQDAAAA7jDDMHTxcoYupGXYOhQAAJBPJNEAAACAO8gwDHWJitW2o2dsHQoAALgFPJ0TAAAAuIMuXs7IlkBrWL6oCjvY2ygiAACQH8xEAwAAAO6SrSMD5eJor8IO9rJYLLYOBwAA5AEz0QAAAJCjS5cu2TqEe46Lo71cHAuRQAMA4F+IJBoAAABMmZmZmjBhgkqXLi1XV1f9+eefkqRRo0bp008/tXF0AAAAtkMSDQAAAKY33nhDc+bM0dtvvy1HR0ezvVatWvrkk09sGBkAAIBtkUQDAACA6bPPPtPMmTPVu3dv2dv/r/B93bp1deDAARtGBgAAYFsk0QAAAGA6fvy4KleunK09MzNTly9ftkFEAAAABQNJNAAAAJhq1qypH3/8MVv74sWLVa9ePRtE9O9hGIYupKXnsGXYOjQAAHAbFLJ1AAAAACg4Ro8erZCQEB0/flyZmZlasmSJDh48qM8++0zfffedrcMrsAzDUJeoWG07esbWoQAAgDuEmWgAAAAwdezYUd9++63WrFmjIkWKaPTo0dq/f7++/fZbPf7447YOr8C6eDnjpgm0huWLqrCD/Q37AACAgouZaAAAALDyyCOPKDo62tZh/GttHRkoF8fsybLCDvayWCw2iAgAANwOzEQDAACAqWLFivr777+ztZ89e1YVK1a0QUT/Pi6O9nJxLJRtI4EGAMC/2y0l0WbMmCE/Pz85OzsrICBAW7ZsuWH/RYsWqXr16nJ2dlbt2rW1YsUKc9/ly5f12muvqXbt2ipSpIhKlSqlvn376sSJE1ZjJCUlqXfv3nJ3d5enp6f69++v8+fP38plAAAA4P8dOXJEGRnZC+Gnpqbq+PHjNogIAACgYMj3cs6FCxcqPDxcUVFRCggIUGRkpIKCgnTw4EH5+Phk679p0yb17NlTERERat++vebPn6/g4GBt375dtWrV0oULF7R9+3aNGjVKdevW1ZkzZzRo0CA98cQT2rp1qzlO7969dfLkSUVHR+vy5csKDQ3VM888o/nz5+f3UgAAAO57y5YtM/+8atUqeXh4mK8zMjIUExMjPz8/G0QGAABQMOQ7iTZ16lQNGDBAoaGhkqSoqCgtX75cs2bN0rBhw7L1nzZtmlq3bq2hQ4dKkiZMmKDo6GhNnz5dUVFR8vDwyFZ7Y/r06WrUqJHi4uJUrlw57d+/XytXrtQvv/yihg0bSpLef/99tW3bVu+8845KlSqV38sBAAC4rwUHB0uSLBaLQkJCrPY5ODjIz89PU6ZMsUFkAAAABUO+lnOmpaVp27ZtCgwM/N9AdnYKDAxUbGxsjsfExsZa9ZekoKCg6/aXpHPnzsliscjT09Mcw9PT00ygSVJgYKDs7Oy0efPmHMdITU1VcnKy1QYAAABrmZmZyszMVLly5XTq1CnzdWZmplJTU3Xw4EG1b9/e1mEWKIZh6EJa+v9v2ZfAAgCAe0u+ZqIlJiYqIyNDJUqUsGovUaKEDhw4kOMx8fHxOfaPj4/Psf+lS5f02muvqWfPnnJ3dzfHuHapaKFCheTl5XXdcSIiIjRu3LhcXRcAAMD97vDhw7YO4V/BMAx1iYrVtqNnbB0KAAC4S/K9nPNOunz5srp16ybDMPThhx/e0ljDhw9XeHi4+To5OVlly5a91RABAADuWSkpKdqwYYPi4uKUlpZmtW/gwIE2iqpguXg5I8cEWsPyRVXYwd4GEQEAgDstX0k0b29v2dvbKyEhwao9ISFBvr6+OR7j6+ubq/5ZCbSjR49q7dq15iy0rDFOnTpl1T89PV1JSUnXPa+Tk5OcnJxyfW0AAAD3sx07dqht27a6cOGCUlJS5OXlpcTERLm4uMjHx4ckWg62jgyUi+OVxFlhB3tZLBYbRwQAAO6EfNVEc3R0VIMGDRQTE2O2ZWZmKiYmRo0bN87xmMaNG1v1l6To6Gir/lkJtN9//11r1qxRsWLFso1x9uxZbdu2zWxbu3atMjMzFRAQkJ9LAQAAwFUGDx6sDh066MyZMypcuLB+/vlnHT16VA0aNNA777xj6/AKJBdHe7k4FpKLYyESaAAA3MPyvZwzPDxcISEhatiwoRo1aqTIyEilpKSYT+vs27evSpcurYiICEnSoEGD1Lx5c02ZMkXt2rXTggULtHXrVs2cOVPSlQRaly5dtH37dn333XfKyMgw65x5eXnJ0dFRNWrUUOvWrTVgwABFRUXp8uXLCgsLU48ePXgyJwAAwG2wc+dOffTRR7Kzs5O9vb1SU1NVsWJFvf322woJCdGTTz5p6xABAABsIt9JtO7du+v06dMaPXq04uPj5e/vr5UrV5oPD4iLi5Od3f8mujVp0kTz58/XyJEjNWLECFWpUkVLly5VrVq1JEnHjx/XsmXLJEn+/v5W51q3bp0effRRSdK8efMUFhamli1bys7OTp07d9Z7772X38sAAADAVRwcHMzvcD4+PoqLi1ONGjXk4eGhY8eO2Tg6AAAA27mlBwuEhYUpLCwsx33r16/P1ta1a1d17do1x/5+fn4yDOOm5/Ty8tL8+fPzFCcAAAByp169evrll19UpUoVNW/eXKNHj1ZiYqI+//xz85efAAAA96N81UQDAADAvWnixIkqWbKkJOnNN99U0aJF9fzzz+v06dP66KOPbBwdAACA7dzSTDQAAADcWxo2bGj+2cfHRytXrrRhNAAAAAUHM9EAAABwU9u3b1f79u1tHQYAAIDNkEQDAACAJGnVqlUaMmSIRowYoT///FOSdODAAQUHB+vBBx9UZmamjSMEAACwHZJoAAAA0Keffqo2bdpozpw5euutt/TQQw/pv//9rxo3bixfX1/t2bNHK1asyPO4M2bMkJ+fn5ydnRUQEKAtW7bk6rgFCxbIYrEoODg4z+cEAAC4E0iiAQAAQNOmTdNbb72lxMREffnll0pMTNQHH3yg3bt3KyoqSjVq1MjzmAsXLlR4eLjGjBmj7du3q27dugoKCtKpU6dueNyRI0c0ZMgQPfLII/m9HAAAgNuOJBoAAAB06NAhde3aVZL05JNPqlChQpo8ebLKlCmT7zGnTp2qAQMGKDQ0VDVr1lRUVJRcXFw0a9as6x6TkZGh3r17a9y4capYsWK+zw0AAHC7kUQDAACALl68KBcXF0mSxWKRk5OTSpYsme/x0tLStG3bNgUGBpptdnZ2CgwMVGxs7HWPGz9+vHx8fNS/f/+bniM1NVXJyclWGwAAwJ1SyNYBAAAAoGD45JNP5OrqKklKT0/XnDlz5O3tbdVn4MCBuRorMTFRGRkZKlGihFV7iRIldODAgRyP+emnn/Tpp59q586duTpHRESExo0bl6u+AAAAt4okGgAAAFSuXDl9/PHH5mtfX199/vnnVn0sFkuuk2h59c8//6hPnz76+OOPsyXurmf48OEKDw83XycnJ6ts2bJ3JD4AAACSaAAAANCRI0du63je3t6yt7dXQkKCVXtCQoJ8fX2z9T906JCOHDmiDh06mG2ZmZmSpEKFCungwYOqVKmS1TFOTk5ycnK6rXEDAABcDzXRAAAAcNs5OjqqQYMGiomJMdsyMzMVExOjxo0bZ+tfvXp17d69Wzt37jS3J554Qi1atNDOnTuZYQYAAGyOmWgAAAC4I8LDwxUSEqKGDRuqUaNGioyMVEpKikJDQyVJffv2VenSpRURESFnZ2fVqlXL6nhPT09JytYOAABgCyTRAAAAcEd0795dp0+f1ujRoxUfHy9/f3+tXLnSfNhAXFyc7OxYGAEAAP4dSKIBAADgjgkLC1NYWFiO+9avX3/DY+fMmXP7AwIAAMgnfvUHAAAAAAAA3ARJNAAAAFg5dOiQRo4cqZ49e+rUqVOSpO+//1579+61cWQAAAC2QxINAAAApg0bNqh27dravHmzlixZovPnz0uSdu3apTFjxtg4OtsyDEMX0tL/f8uwdTgAAOAuoyYaAAAATMOGDdMbb7yh8PBwubm5me2PPfaYpk+fbsPIbMswDHWJitW2o2dsHQoAALARZqIBAADAtHv3bnXq1Clbu4+PjxITE20QUcFw8XJGjgm0huWLqrCDvQ0iAgAAdxsz0QAAAGDy9PTUyZMnVaFCBav2HTt2qHTp0jaKqmDZOjJQLo5XEmeFHexlsVhsHBEAALgbmIkGAAAAU48ePfTaa68pPj5eFotFmZmZ2rhxo4YMGaK+ffvaOrwCwcXRXi6OheTiWIgEGgAA9xGSaAAAADBNnDhR1atXV9myZXX+/HnVrFlTzZo1U5MmTTRy5EhbhwcAAGAzLOcEAACAydHRUR9//LFGjRqlPXv26Pz586pXr56qVKli69AAAABsiiQaAAAATD/99JOaNm2qcuXKqVy5crYOBwAAoMBgOScAAABMjz32mCpUqKARI0Zo3759tg4HAACgwCCJBgAAANOJEyf0yiuvaMOGDapVq5b8/f01efJk/fXXX7YODQAAwKZuKYk2Y8YM+fn5ydnZWQEBAdqyZcsN+y9atEjVq1eXs7OzateurRUrVljtX7JkiVq1aqVixYrJYrFo586d2cZ49NFHZbFYrLbnnnvuVi4DAAAA/8/b21thYWHauHGjDh06pK5du2ru3Lny8/PTY489ZuvwAAAAbCbfSbSFCxcqPDxcY8aM0fbt21W3bl0FBQXp1KlTOfbftGmTevbsqf79+2vHjh0KDg5WcHCw9uzZY/ZJSUlR06ZN9dZbb93w3AMGDNDJkyfN7e23387vZQAAAOA6KlSooGHDhmnSpEmqXbu2NmzYYOuQAAAAbCbfSbSpU6dqwIABCg0NVc2aNRUVFSUXFxfNmjUrx/7Tpk1T69atNXToUNWoUUMTJkxQ/fr1NX36dLNPnz59NHr0aAUGBt7w3C4uLvL19TU3d3f3/F4GAAAAcrBx40a98MILKlmypHr16qVatWpp+fLltg4LAADAZvKVREtLS9O2bduskl12dnYKDAxUbGxsjsfExsZmS44FBQVdt/+NzJs3T97e3qpVq5aGDx+uCxcuXLdvamqqkpOTrTYAAADkbPjw4apQoYIee+wxxcXFadq0aYqPj9fnn3+u1q1b2zo8AAAAmymUn4MSExOVkZGhEiVKWLWXKFFCBw4cyPGY+Pj4HPvHx8fn6dy9evVS+fLlVapUKf3666967bXXdPDgQS1ZsiTH/hERERo3blyezgEAAHC/+uGHHzR06FB169ZN3t7etg4HAACgwMhXEs2WnnnmGfPPtWvXVsmSJdWyZUsdOnRIlSpVytZ/+PDhCg8PN18nJyerbNmydyVWAACAf5uNGzfaOgQAAIACKV9JNG9vb9nb2yshIcGqPSEhQb6+vjke4+vrm6f+uRUQECBJ+uOPP3JMojk5OcnJyemWzgEAAHAvW7Zsmdq0aSMHBwctW7bshn2feOKJuxQVAABAwZKvJJqjo6MaNGigmJgYBQcHS5IyMzMVExOjsLCwHI9p3LixYmJi9PLLL5tt0dHRaty4cX5CMO3cuVOSVLJkyVsaBwAA4H4VHBys+Ph4+fj4mN/tcmKxWJSRkXH3AgMAAChA8r2cMzw8XCEhIWrYsKEaNWqkyMhIpaSkKDQ0VJLUt29flS5dWhEREZKkQYMGqXnz5poyZYratWunBQsWaOvWrZo5c6Y5ZlJSkuLi4nTixAlJ0sGDByXJfArnoUOHNH/+fLVt21bFihXTr7/+qsGDB6tZs2aqU6dOvt8EAACA+1lmZmaOfwYAAMD/5OvpnJLUvXt3vfPOOxo9erT8/f21c+dOrVy50nx4QFxcnE6ePGn2b9KkiebPn6+ZM2eqbt26Wrx4sZYuXapatWqZfZYtW6Z69eqpXbt2kqQePXqoXr16ioqKknRlBtyaNWvUqlUrVa9eXa+88oo6d+6sb7/9Nr+XAQAAgKt89tlnSk1Nzdaelpamzz77zAYRAQAAFAy39GCBsLCw6y7fXL9+fba2rl27qmvXrtcdr1+/furXr99195ctW1YbNmzIa5gAAADIpdDQULVu3Vo+Pj5W7f/8849CQ0PVt29fG0UGAABgW/meiQYAAIB7j2EYslgs2dr/+usveXh42CAiAACAguGWZqIBAADg3lCvXj1ZLBZZLBa1bNlShQr972tiRkaGDh8+rNatW9swQgAAANsiiQYAAADzqZw7d+5UUFCQXF1dzX2Ojo7y8/NT586dbRQdAACA7ZFEAwAAgMaMGSNJ8vPzU/fu3eXs7GzjiAAAAAoWkmgAAAAwhYSE2DoEAACAAokkGgAAwH3Oy8tLv/32m7y9vVW0aNEcHyyQJSkp6S5GBgAAUHCQRAMAALjPvfvuu3JzczP/fKMkGgAAwP2KJBoAAMB97uolnP369bNdIAAAAAWYna0DAAAAQMGxfft27d6923z9zTffKDg4WCNGjFBaWpoNIwMAALAtkmgAAAAwPfvss/rtt98kSX/++ae6d+8uFxcXLVq0SK+++qqNowMAALAdkmgAAAAw/fbbb/L395ckLVq0SM2bN9f8+fM1Z84cffXVV7YNDgAAwIZIogEAAMBkGIYyMzMlSWvWrFHbtm0lSWXLllViYqItQwMAALApkmgAAAAwNWzYUG+88YY+//xzbdiwQe3atZMkHT58WCVKlLBxdAAAALZDEg0AAACmyMhIbd++XWFhYXr99ddVuXJlSdLixYvVpEkTG0cHAABgO4VsHQAAAAAKjjp16lg9nTPL5MmTZW9vb4OIAAAACgaSaAAAAMhm27Zt2r9/vySpZs2aql+/vo0jAgAAsC2SaAAAADCdOnVK3bt314YNG+Tp6SlJOnv2rFq0aKEFCxaoePHitg0QAADARqiJBgAAANNLL72k8+fPa+/evUpKSlJSUpL27Nmj5ORkDRw40NbhAQAA2Awz0QAAAGBauXKl1qxZoxo1aphtNWvW1IwZM9SqVSsbRgYAAGBbzEQDAACAKTMzUw4ODtnaHRwclJmZaYOIAAAACgaSaAAAADA99thjGjRokE6cOGG2HT9+XIMHD1bLli1tGBkAAIBtkUQDAACAafr06UpOTpafn58qVaqkSpUqqUKFCkpOTtb7779v6/AAAABshppoAAAAMJUtW1bbt29XTEyM9u/fL0mqUaOGAgMDbRwZAACAbZFEAwAAgCRp4cKFWrZsmdLS0tSyZUu99NJLtg4JAACgwCCJBgAAAH344Yd68cUXVaVKFRUuXFhLlizRoUOHNHnyZFuHBgAAUCBQEw0AAACaPn26xowZo4MHD2rnzp2aO3euPvjgA1uHBQAAUGCQRAMAAID+/PNPhYSEmK979eql9PR0nTx50oZRAQAAFBwk0QAAAKDU1FQVKVLEfG1nZydHR0ddvHjRhlEBAAAUHLeURJsxY4b8/Pzk7OysgIAAbdmy5Yb9Fy1apOrVq8vZ2Vm1a9fWihUrrPYvWbJErVq1UrFixWSxWLRz585sY1y6dEkvvviiihUrJldXV3Xu3FkJCQm3chkAAACQNGrUKIWHh5tbWlqa3nzzTau2vMrL98WPP/5YjzzyiIoWLaqiRYsqMDDwpt8vAQAA7pZ8J9EWLlyo8PBwjRkzRtu3b1fdunUVFBSkU6dO5dh/06ZN6tmzp/r3768dO3YoODhYwcHB2rNnj9knJSVFTZs21VtvvXXd8w4ePFjffvutFi1apA0bNujEiRN68skn83sZAAAAkNSsWTMdPHhQO3bsMLcmTZrozz//NF/n9AvOG8nr98X169erZ8+eWrdunWJjY1W2bFm1atVKx48fvw1XCAAAcGvy/XTOqVOnasCAAQoNDZUkRUVFafny5Zo1a5aGDRuWrf+0adPUunVrDR06VJI0YcIERUdHa/r06YqKipIk9enTR5J05MiRHM957tw5ffrpp5o/f74ee+wxSdLs2bNVo0YN/fzzz3rooYfyezkAAAD3tfXr19/2MfP6fXHevHlWrz/55BN99dVXiomJUd++fW97fAAAAHmRr5loaWlp2rZtmwIDA/83kJ2dAgMDFRsbm+MxsbGxVv0lKSgo6Lr9c7Jt2zZdvnzZapzq1aurXLly1x0nNTVVycnJVhsAAADurPx8X7zWhQsXdPnyZXl5eeW4n+95AADgbspXEi0xMVEZGRkqUaKEVXuJEiUUHx+f4zHx8fF56n+9MRwdHeXp6ZnrcSIiIuTh4WFuZcuWzfX5AAAAkD/5+b54rddee02lSpXK9ovYLHzPAwAAd9M9/3TO4cOH69y5c+Z27NgxW4cEAACAm5g0aZIWLFigr7/+Ws7Ozjn24XseAAC4m/JVE83b21v29vbZnoqZkJAgX1/fHI/x9fXNU//rjZGWlqazZ89azUa70ThOTk5ycnLK9TkAAABw6/LzfTHLO++8o0mTJmnNmjWqU6fOdfvxPQ8AANxN+ZqJ5ujoqAYNGigmJsZsy8zMVExMjBo3bpzjMY0bN7bqL0nR0dHX7Z+TBg0ayMHBwWqcgwcPKi4uLk/jAAAA4M7Kz/dFSXr77bc1YcIErVy5Ug0bNrwboQIAAORKvp/OGR4erpCQEDVs2FCNGjVSZGSkUlJSzKcv9e3bV6VLl1ZERIQkadCgQWrevLmmTJmidu3aacGCBdq6datmzpxpjpmUlKS4uDidOHFC0pUEmXRlBpqvr688PDzUv39/hYeHy8vLS+7u7nrppZfUuHFjnswJAABwm/z444/66KOPdOjQIS1evFilS5fW559/rgoVKqhp06a5Hiev3xffeustjR49WvPnz5efn59ZO83V1VWurq63/0IBAADyIN810bp376533nlHo0ePlr+/v3bu3KmVK1eaxWPj4uJ08uRJs3+TJk00f/58zZw5U3Xr1tXixYu1dOlS1apVy+yzbNky1atXT+3atZMk9ejRQ/Xq1VNUVJTZ591331X79u3VuXNnNWvWTL6+vlqyZEl+LwMAAABX+eqrrxQUFKTChQtrx44dSk1NlSSdO3dOEydOzNNYef2++OGHHyotLU1dunRRyZIlze2dd965fRcIAACQTxbDMAxbB3E3JScny8PDQ+fOnZO7u/sdOYffsOV3ZNz7xZFJ7W7reHwet4bPo+DhMylY+DwKltv9eVztbnyHKAjq1aunwYMHq2/fvnJzc9OuXbtUsWJF7dixQ23atMnTk9Xvtjv5GV1IS1fN0askSfvGB8nFMd8LOgAAQAGT2+8Q9/zTOQEAAJB7Bw8eVLNmzbK1e3h46OzZs3c/IAAAgAKCJBoAAABMvr6++uOPP7K1//TTT6pYsaINIgIAACgYSKIBAADANGDAAA0aNEibN2+WxWLRiRMnNG/ePA0ZMkTPP/+8rcMDAACwGYo5AAAAwDRs2DBlZmaqZcuWunDhgpo1ayYnJycNGTJEL730kq3DAwAAsBmSaAAAADBZLBa9/vrrGjp0qP744w+dP39eNWvWlKurq61DAwAAsCmSaAAAAMjG0dFRNWvWtHUYAAAABQZJNAAAAJhatGghi8Vy3f1r1669i9EAAAAUHCTRAAAAYPL397d6ffnyZe3cuVN79uxRSEiIbYICAAAoAEiiAQAAwPTuu+/m2D527FidP3/+LkcDAABQcNjZOgAAAAAUfE899ZRmzZpl6zAAAABshiQaAAAAbio2NlbOzs62DgMAAMBmWM4JAAAA05NPPmn12jAMnTx5Ulu3btWoUaNsFBUAAIDtkUQDAACAycPDw+q1nZ2dqlWrpvHjx6tVq1Y2igoAAMD2SKIBAABAkpSRkaHQ0FDVrl1bRYsWtXU4AAAABQo10QAAACBJsre3V6tWrXT27FlbhwIAAFDgkEQDAACAqVatWvrzzz9tHQYAAECBQxINAAAApjfeeENDhgzRd999p5MnTyo5OdlqAwAAuF9REw0AAAAaP368XnnlFbVt21aS9MQTT8hisZj7DcOQxWJRRkaGrUIEAACwKZJoAAAA0Lhx4/Tcc89p3bp1tg4FAACgQCKJBgAAABmGIUlq3ry5jSMBAAAomKiJBgAAAEmyWr4JAAAAa8xEAwAAgCSpatWqN02kJSUl3aVoAAAAChaSaAAAAJB0pS6ah4eHrcMAAAAokEiiAQAAQJLUo0cP+fj42DoMAACAAomaaAAAAKAeGgAAwE2QRAMAAID5dE4AAADkjOWcAAAAUGZmpq1DAAAAKNCYiQYAAAAAAADcxC0l0WbMmCE/Pz85OzsrICBAW7ZsuWH/RYsWqXr16nJ2dlbt2rW1YsUKq/2GYWj06NEqWbKkChcurMDAQP3+++9Wffz8/GSxWKy2SZMm3cplAAAAAAAAADeU7yTawoULFR4erjFjxmj79u2qW7eugoKCdOrUqRz7b9q0ST179lT//v21Y8cOBQcHKzg4WHv27DH7vP3223rvvfcUFRWlzZs3q0iRIgoKCtKlS5esxho/frxOnjxpbi+99FJ+LwMAAAAAAAC4qXwn0aZOnaoBAwYoNDRUNWvWVFRUlFxcXDRr1qwc+0+bNk2tW7fW0KFDVaNGDU2YMEH169fX9OnTJV2ZhRYZGamRI0eqY8eOqlOnjj777DOdOHFCS5cutRrLzc1Nvr6+5lakSJH8XgYAAAAAAABwU/lKoqWlpWnbtm0KDAz830B2dgoMDFRsbGyOx8TGxlr1l6SgoCCz/+HDhxUfH2/Vx8PDQwEBAdnGnDRpkooVK6Z69epp8uTJSk9Pv26sqampSk5OttoAAAAAAACAvMjX0zkTExOVkZGhEiVKWLWXKFFCBw4cyPGY+Pj4HPvHx8eb+7PartdHkgYOHKj69evLy8tLmzZt0vDhw3Xy5ElNnTo1x/NGRERo3LhxebtAAAAAAAAA4Cr5SqLZUnh4uPnnOnXqyNHRUc8++6wiIiLk5OSUrf/w4cOtjklOTlbZsmXvSqwAAAAAAAC4N+RrOae3t7fs7e2VkJBg1Z6QkCBfX98cj/H19b1h/6z/5mVMSQoICFB6erqOHDmS434nJye5u7tbbQAAAAAAAEBe5CuJ5ujoqAYNGigmJsZsy8zMVExMjBo3bpzjMY0bN7bqL0nR0dFm/woVKsjX19eqT3JysjZv3nzdMSVp586dsrOzk4+PT34uBQAAAAAAALipfC/nDA8PV0hIiBo2bKhGjRopMjJSKSkpCg0NlST17dtXpUuXVkREhCRp0KBBat68uaZMmaJ27dppwYIF2rp1q2bOnClJslgsevnll/XGG2+oSpUqqlChgkaNGqVSpUopODhY0pWHE2zevFktWrSQm5ubYmNjNXjwYD311FMqWrToLb4VAAAAAAAAQM7ynUTr3r27Tp8+rdGjRys+Pl7+/v5auXKl+WCAuLg42dn9b6JbkyZNNH/+fI0cOVIjRoxQlSpVtHTpUtWqVcvs8+qrryolJUXPPPOMzp49q6ZNm2rlypVydnaWdGVp5oIFCzR27FilpqaqQoUKGjx4sFXNMwAAAAC4X2VkZOjy5cu2DgMAChQHBwfZ29vf8ji39GCBsLAwhYWF5bhv/fr12dq6du2qrl27Xnc8i8Wi8ePHa/z48Tnur1+/vn7++ed8xQoAAAAA9yrDMBQfH6+zZ8/aOhQAKJA8PT3l6+sri8WS7zH+dU/nBAAAAABYy0qg+fj4yMXF5Zb+kQgA9xLDMHThwgWdOnVKklSyZMl8j0USDQAAAAD+xTIyMswEWrFixWwdDgAUOIULF5YknTp1Sj4+Pvle2pmvp3MCAAAAAAqGrBpoLi4uNo4EAAqurL8jb6VuJEk0AAAAALgHsIQTAK7vdvwdSRINAAAAAAAAuAmSaAAAAACA+0q/fv0UHBxsvn700Uf18ssv2yyegsLPz0+RkZE2Ofe1n8mddO11xsfH6/HHH1eRIkXk6ekp6cqspaVLl96xGJo1a6b58+ffsfHvNytXrpS/v78yMzPv6HlIogEAAAAAbCY+Pl6DBg1S5cqV5ezsrBIlSujhhx/Whx9+qAsXLtyVGJYsWaIJEybc1jGvlxSyWCzmVqhQIZUrV07h4eFKTU29ree/kTlz5pjJoqv98ssveuaZZ277+QzD0MyZMxUQECBXV1d5enqqYcOGioyMvGuf8dWuvc53331XJ0+e1M6dO/Xbb79Jkk6ePKk2bdrckfMvW7ZMCQkJ6tGjR7Z9ERERsre31+TJk7PtGzt2rPz9/bO1HzlyRBaLRTt37jTbbPWex8XFqV27dnJxcZGPj4+GDh2q9PT0Gx7z22+/qWPHjvL29pa7u7uaNm2qdevWWfWJiYlRkyZN5ObmJl9fX7322mtW47Zu3VoODg6aN2/eHbmuLCTRAAAAAAA28eeff6pevXpavXq1Jk6cqB07dig2NlavvvqqvvvuO61Zs+a6x95KcfBreXl5yc3N7baNdzOzZ8/WyZMndfjwYX3wwQf6/PPP9cYbb9y1819P8eLF78gDKvr06aOXX35ZHTt21Lp167Rz506NGjVK33zzjVavXn3bz3cz117noUOH1KBBA1WpUkU+Pj6SJF9fXzk5OeX7HGlpadfd99577yk0NFR2dtlTMrNmzdKrr76qWbNm5fvckm3e84yMDLVr105paWnatGmT5s6dqzlz5mj06NE3PK59+/ZKT0/X2rVrtW3bNtWtW1ft27dXfHy8JGnXrl1q27atWrdurR07dmjhwoVatmyZhg0bZjVOv3799N57792Ra8tCEg0AAAAAYBMvvPCCChUqpK1bt6pbt26qUaOGKlasqI4dO2r58uXq0KGD2ddisejDDz/UE088oSJFiujNN99URkaG+vfvrwoVKqhw4cKqVq2apk2bZnWOjIwMhYeHy9PTU8WKFdOrr74qwzCs+ly7nDM1NVVDhgxR6dKlVaRIEQUEBGj9+vXm/qyZXKtWrVKNGjXk6uqq1q1b6+TJk5KuzBiaO3euvvnmG3PW2dXHe3p6ytfXV2XLllX79u3VsWNHbd++3SqmDz/8UJUqVZKjo6OqVaumzz//3Gp/XFycOnbsKFdXV7m7u6tbt25KSEgw9+/atUstWrSQm5ub3N3d1aBBA23dulXr169XaGiozp07Z8Y2duxYSdmXOVosFn3yySfq1KmTXFxcVKVKFS1btswqjmXLlqlKlSpydnZWixYtNHfuXFksFp09e1aS9OWXX2revHn64osvNGLECD344IPy8/NTx44dtXbtWrVo0SL7jaEry/OaNm1qfm7t27fXoUOHzP1paWkKCwtTyZIl5ezsrPLlyysiIkLSlVlYY8eOVbly5eTk5KRSpUpp4MCB5rFXX6efn5+++uorffbZZ7JYLOrXr5957Vcv5zx27Ji6desmT09PeXl5qWPHjjpy5Ii5P2vm4ZtvvqlSpUqpWrVqOV7X6dOntXbtWqt7O8uGDRt08eJFjR8/XsnJydq0aVOOY9xMft/zW7V69Wrt27dP//3vf+Xv7682bdpowoQJmjFjxnWTiomJifr99981bNgw1alTR1WqVNGkSZN04cIF7dmzR5K0cOFC1alTR6NHj1blypXVvHlzvf3225oxY4b++ecfc6wOHTpo69atVvfJ7UYSDQAAAADuMYZh6EJa+l3frk1O3cjff/+t1atX68UXX1SRIkVy7HPt0/TGjh2rTp06affu3frPf/6jzMxMlSlTRosWLdK+ffs0evRojRgxQl9++aV5zJQpUzRnzhzNmjVLP/30k5KSkvT111/fMLawsDDFxsZqwYIF+vXXX9W1a1e1bt1av//+u9nnwoULeuedd/T555/rhx9+UFxcnIYMGSJJGjJkiLp162Ym1k6ePKkmTZrkeK7ffvtNa9euVUBAgNn29ddfa9CgQXrllVe0Z88ePfvsswoNDTWXuGVmZqpjx45KSkrShg0bFB0drT///FPdu3c3x+jdu7fKlCmjX375Rdu2bdOwYcPk4OCgJk2aKDIyUu7u7mZsWXHnZNy4cerWrZt+/fVXtW3bVr1791ZSUpIk6fDhw+rSpYuCg4O1a9cuPfvss3r99detjp83b56qVaumjh07ZhvbYrHIw8Mjx/OmpKQoPDxcW7duVUxMjOzs7NSpUyez5tV7772nZcuW6csvv9TBgwc1b948+fn5SZK++uorvfvuu/roo4/0+++/a+nSpapdu3aO5/nll1/UunVrdevWTSdPnsyWhJWuzHoMCgqSm5ubfvzxR23cuNFMnF6dHIqJidHBgwcVHR2t7777Lsfz/fTTT3JxcVGNGjWy7fv000/Vs2dPOTg4qGfPnvr0009zHONm8vueS5Krq+sNt+eee+66x8bGxqp27doqUaKE2RYUFKTk5GTt3bs3x2OKFSumatWq6bPPPlNKSorS09P10UcfycfHRw0aNJB0Jant7OxsdVzhwoV16dIlbdu2zWwrV66cSpQooR9//PG6Md6qQndsZAAAAACATVy8nKGao1fd9fPuGx8kF8fc/TPzjz/+kGEY2WbseHt769KlS5KkF198UW+99Za5r1evXgoNDbXqP27cOPPPFSpUUGxsrL788kt169ZNkhQZGanhw4frySeflCRFRUVp1arrvzdxcXGaPXu24uLiVKpUKUlXkmIrV67U7NmzNXHiRElXEitRUVGqVKmSpCuJt/Hjx0u6kogoXLiwUlNT5evrm+0cPXv2lL29vdLT05Wamqr27dtr+PDh5v533nlH/fr10wsvvCBJCg8P188//6x33nlHLVq0UExMjHbv3q3Dhw+rbNmykqTPPvtMDzzwgH755Rc9+OCDiouL09ChQ1W9enVJUpUqVczxPTw8ZLFYcoztWv369VPPnj0lSRMnTtR7772nLVu2qHXr1vroo49UrVo1s35XtWrVtGfPHr355pvm8b///vt1Z2XdSOfOna1ez5o1S8WLF9e+fftUq1YtxcXFqUqVKmratKksFovKly9v9o2Li5Ovr68CAwPl4OCgcuXKqVGjRjmep3jx4nJyclLhwoWv+34sXLhQmZmZ+uSTT8zE7uzZs+Xp6an169erVatWkqQiRYrok08+kaOj43Wv6+jRoypRokS2pZzJyclavHixYmNjJUlPPfWUHnnkEU2bNk2urq43ebes5fc9l2RVVy0n7u7u190XHx9vlUCTZL7OWpp5LYvFojVr1ig4OFhubm6ys7OTj4+PVq5cqaJFi0q6koiLjIzUF198oW7duik+Pt78Wcua/ZmlVKlSOnr06A2v4VYwEw0AAAAAUGBs2bJFO3fu1AMPPJCt2H7Dhg2z9Z8xY4YaNGig4sWLy9XVVTNnzlRcXJwk6dy5czp58qTVLK9ChQrlOE6W3bt3KyMjQ1WrVrWagbNhwwarZWIuLi5mAk2SSpYsqVOnTuXqGt99913t3LlTu3bt0nfffafffvtNffr0Mffv379fDz/8sNUxDz/8sPbv32/uL1u2rJlAk6SaNWvK09PT7BMeHq6nn35agYGBmjRpUr6XuNWpU8f8c5EiReTu7m5e58GDB/Xggw9a9b82WZWX2YlX+/3339WzZ09VrFhR7u7u5iyzrM+2X79+2rlzp6pVq6aBAwda1fnq2rWrLl68qIoVK2rAgAH6+uuvb1rc/kZ27dqlP/74Q25ubub94OXlpUuXLlm9r7Vr175hAk2SLl68mG1WlSR98cUXqlSpkurWrStJ8vf3V/ny5bVw4cI8x5vf91ySKleufMMtq2bc7WIYhl588UX5+Pjoxx9/1JYtWxQcHKwOHTqYCbJWrVpp8uTJeu655+Tk5KSqVauqbdu2kpQtGVm4cOE7+uAEZqIBAADgjpkxY4YmT56s+Ph41a1bV++///51ZwNI0qJFizRq1CgdOXJEVapU0VtvvWV+UQaQe4Ud7LVvfJBNzptblStXlsVi0cGDB63aK1aseGWswoWzHXPtss8FCxZoyJAhmjJliho3biw3NzdNnjxZmzdvzkf0V5w/f1729vbatm2b7O2tr+fqGUEODg5W+ywWS66TF76+vqpcubKkK7O3/vnnH/Xs2VNvvPGG2X6rxo4dq169emn58uX6/vvvNWbMGC1YsECdOnXK0zg5XWfWksrcqFq1qg4cOJCnc0pX6luVL19eH3/8sUqVKqXMzEzVqlXLXD5Zv359HT58WN9//73WrFmjbt26KTAwUIsXL1bZsmV18OBBrVmzRtHR0XrhhRc0efJkbdiwIdv15Mb58+fVoEGDHJ/8WLx4cfPP11uWfDVvb2+dOXMmW/unn36qvXv3qlCh/6VpMjMzNWvWLPXv31/SlVlg586dy3ZsVv25rGWa+X3PJd101ttTTz2lqKioHPf5+vpqy5YtVm1ZdfquN8tv7dq1+u6773TmzBlzltsHH3yg6OhozZ0713x4QHh4uAYPHqyTJ0+qaNGiOnLkiIYPH27+fZElKSnJ6jO53UiiAQAA4I5YuHChwsPDFRUVpYCAAEVGRiooKEgHDx7M8TfZmzZtUs+ePRUREaH27dtr/vz5Cg4O1vbt21WrVi0bXAHw72WxWHK9rNJWihUrpscff1zTp0/XSy+9lKsExLU2btyoJk2amMseJVnNDPLw8FDJkiW1efNmNWvWTJKUnp6ubdu2qX79+jmOWa9ePWVkZOjUqVN65JFH8hxTFkdHR2VkZOSqb1ay7uLFi5KkGjVqaOPGjQoJCTH7bNy4UTVr1jT3Hzt2TMeOHTNno+3bt09nz541+0hXkilVq1bV4MGD1bNnT82ePVudOnXKU2w3Uq1aNa1YscKq7ZdffrF63atXL/Xo0UPffPNNthpdhmEoOTk5W42uv//+WwcPHtTHH39sfgY//fRTtvO7u7ure/fu6t69u7p06aLWrVsrKSlJXl5eKly4sDp06KAOHTroxRdfVPXq1bV79+7rfu43Ur9+fS1cuFA+Pj43XM6YG/Xq1VN8fLzOnDljLlfcvXu3+dAHLy8vs29SUpIeffRRHThwQNWrV1e1atX0119/KSEhwWrZ5Pbt2+Xs7Kxy5cpJyt97nuVWlnM2btxYb775pk6dOmX+fz46Olru7u5W9+XVsmaNXTujzM7OLluy1mKxmEusv/jiC5UtW9bq88yaGVivXr0bXsOtYDknAAAA7oipU6dqwIABCg0NVc2aNRUVFSUXFxfNmjUrx/7Tpk1T69atNXToUNWoUUMTJkxQ/fr1NX369LscOYC75YMPPlB6eroaNmyohQsXav/+/Tp48KD++9//6sCBA9lmgl2rSpUq2rp1q1atWqXffvtNo0aNypbEGTRokCZNmqSlS5fqwIEDeuGFF8yZOzmpWrWqevfurb59+2rJkiU6fPiwtmzZooiICC1fvjzX1+bn56dff/1VBw8eVGJioi5fvmzuO3v2rOLj43XixAlt2LDh/9i777AorrYN4PcuyNKbhWIQULGjqCgBCxYiGmPsLUTRWBIjscdooohYUGMUNZaosSV2k1iiwdiIjVhQ7GIDNSpYUBGQInu+P/yY15W+lGXd+5drrrhnzsw8U3ZZHk5BcHAwatSoIQ02//XXX2PNmjVYunQprl+/jnnz5uH333+XJgDw8fGBq6sr/Pz8cObMGZw8eRL9+/eHt7c33N3d8fLlSwQEBCA8PBy3b9/GsWPHcOrUKWn/Tk5OSEpKwoEDB/D48WO1u799/vnnuHr1Kr755htcu3YNW7ZswZo1awD8b1KIXr16oXfv3ujbty9mAxdVpAAAsx5JREFUzpyJ06dP4/bt2/jzzz/h4+MjTZbwJisrK5QvXx7Lly/HjRs3cPDgQYwZM0alzrx587Bx40ZcvXoV165dw9atW2FrawtLS0usWbMGP//8My5evIhbt27h119/hZGRkcq4aYXh5+eHChUqoHPnzjhy5AhiYmIQHh6OESNG4L///ivUvho2bIgKFSrg2LFjUtnPP/+Mpk2bomXLlqhXr560tGzZEk2aNJEmGPD19UXNmjXRt29fHD9+HLdu3cK2bdswadIkjBw5Unq/qHPNsxSlO2e7du1Qp04d9OvXD+fOncPevXsxadIkDB8+HAqFAsDr7tq1atXCvXv3ALxOvFlZWcHf3x/nzp3DtWvX8PXXXyMmJgYdO3aU9v3999/jwoULuHTpEqZNm4ZZs2Zh4cKFKp8R//77LxQKBTw9PQt1TwqDSTQiIiIiKnbp6emIjIyEj4+PVCaXy+Hj4yMNmvy2iIgIlfrA618YcquflpaGxMRElYWItEu1atVw9uxZ+Pj4YOLEiWjQoAHc3d2xaNEijBs3DtOmTctz+88//xzdunVD79694eHhgSdPnqi0SgOAsWPHol+/fvD395e6fObXpXH16tXo378/xo4di5o1a6JLly44deqU1NKnIIYMGYKaNWvC3d0dFStWVEmaDBw4EHZ2dnjvvffQt29f1K1bF3/99ZfUla9Lly5YsGAB5s6di7p16+Knn37C6tWr0apVKwCvE1Q7duyAlZUVWrZsCR8fH1StWlUaP0tPTw9PnjxB//79UaNGDfTq1QsdOnSQJmHw8vLCF198gd69e6NixYqYM2dOgc/rTc7Ozti2bRt+//131K9fH0uXLpVm58xKmshkMmzYsAHz5s3D9u3b4e3tjfr16yMoKAidO3eGr2/2bsdyuRybNm1CZGQk6tWrh9GjR0uTF2QxMzPDnDlz4O7ujiZNmiA2NhZ79uyBXC6HpaUlVqxYgWbNmqF+/frYv38/du3ahfLly6t1nsbGxjh8+DCqVKmCbt26oXbt2hg0aBBSU1ML3TJNT08PAwcOlLqGpqen49dff802kUKW7t27Y926dcjIyIC+vj7+/vtvVKlSBX379kW9evUwZcoUjBw5UuW9os41Lw56enr4888/oaenB09PT3z66afo37+/NAkA8LrlWXR0tJRUrlChAsLCwpCUlIQ2bdrA3d0dR48exY4dO6Tx4QDgr7/+QosWLeDu7o7du3djx44d6NKli8rxN27cCD8/PxgbG5fI+QGATBRlxDktlNVs8fnz50VuhpkbpwkF/+sEZRc7q2P+lQqB96NoeD/KHt6TsoX3o2wp7vvxptL4DvEuuX//PipXrozjx4+r/EV4/Pjx+Oeff3Icr8jAwABr166VZoEDXrdSmTp1qjSmypuCgoJUZuXLUhL3KCX9lTTTYWFmHyQqDampqYiJiYGzs3OOA5YTlaYZM2Zg2bJluHv3rqZDKbPi4uJQt25dnDlzRu3WcaTq8ePHqFmzJk6fPg1nZ+cc6+T1WVnQ73n86U9EREREWmnixIkq3XsSExNVZqorTm8O0l6YgdOJiN51S5YsQZMmTVC+fHkcO3YM33//PQICAjQdVplma2uLn3/+GXfu3GESrZjExsZiyZIluSbQiguTaERERERU7CpUqAA9Pb1sLcji4+NznaHL1ta2UPUVCoXUXaikacMg7UREmnD9+nVMnz4dCQkJqFKlCsaOHYuJEydqOqwy7+2uiFQ07u7ucHd3L/HjcEw0IiIiIip2BgYGaNy4MQ4cOCCVKZVKHDhwINcBfz09PVXqA69n9SrJAYKJiKho5s+fj/v37yM1NVWa3CFrbDeidw2fbCIiIiIqEWPGjIG/vz/c3d3RtGlThIaGIjk5GQMHDgQA9O/fH5UrV0ZISAiA1zPoeXt744cffkDHjh2xadMmnD59GsuXL9fkaRAREREBYBKNiIiIiEpI79698ejRIwQGBiIuLg5ubm4ICwuDjY0NAODOnTuQy//XMcLLywsbNmzApEmT8O2338LFxQXbt29HvXr1NHUKRFpFx+aMIyIqlOL4jGQSjYiIiIhKTEBAQK4DTIeHh2cr69mzJ3r27FnCURG9W8qVKwcASElJgZGRkYajISIqm1JSUgD87zNTHUyiERERERERaTE9PT1YWlri4cOHAABjY2PIZDINR0VEVDYIIZCSkoKHDx/C0tISenrqz7LNJBoREREREZGWy5rFNiuRRkREqiwtLXOd8bugmEQjIiIiIiLScjKZDHZ2dqhUqRIyMjI0HQ4RUZlSrly5IrVAy8IkGhERERER0TtCT0+vWH5RJCKi7OT5V8nd4sWL4eTkBENDQ3h4eODkyZN51t+6dStq1aoFQ0NDuLq6Ys+ePSrrhRAIDAyEnZ0djIyM4OPjg+vXr6vUSUhIgJ+fH8zNzWFpaYlBgwYhKSmpKKdBRERERERERESUJ7WTaJs3b8aYMWMwZcoUnDlzBg0aNICvr2+uffCPHz+Ovn37YtCgQTh79iy6dOmCLl264OLFi1KdOXPmYOHChVi2bBlOnDgBExMT+Pr6IjU1Varj5+eHS5cuYd++ffjzzz9x+PBhDB06VN3TICIiIiIiIiIiypfaSbR58+ZhyJAhGDhwIOrUqYNly5bB2NgYq1atyrH+ggUL0L59e3z99deoXbs2pk2bhkaNGuHHH38E8LoVWmhoKCZNmoTOnTujfv36WLduHe7fv4/t27cDAK5cuYKwsDCsXLkSHh4eaN68ORYtWoRNmzbh/v376p4KERERERERERFRntQaEy09PR2RkZGYOHGiVCaXy+Hj44OIiIgct4mIiMCYMWNUynx9faUEWUxMDOLi4uDj4yOtt7CwgIeHByIiItCnTx9ERETA0tIS7u7uUh0fHx/I5XKcOHECXbt2zXbctLQ0pKWlSa+fP38OAEhMTCz8iReQMi2lxPatC4r73vB+FA3vR9nDe1K28H6ULSX58z1r30KIEjsGFU3WvSnJ54CIiIjePQX9nqdWEu3x48fIzMyEjY2NSrmNjQ2uXr2a4zZxcXE51o+Li5PWZ5XlVadSpUqqJ6CvD2tra6nO20JCQjB16tRs5Q4ODrmdHmmYRaimI6A38X6UPbwnZQvvR9lSGvfjxYsXsLCwKPkDUaG9ePECAL/nERERkXry+573zs/OOXHiRJUWcEqlEgkJCShfvjxkMpkGI9OMxMREODg44O7duzA3N9d0ODqP96Ns4f0oe3hPyhZdvx9CCLx48QL29vaaDoVyYW9vj7t378LMzKxEvufp+ntA03j9NY/3QLN4/TWL11+zSvr6F/R7nlpJtAoVKkBPTw/x8fEq5fHx8bC1tc1xG1tb2zzrZ/0/Pj4ednZ2KnXc3NykOm9PXPDq1SskJCTkelyFQgGFQqFSZmlpmfcJ6gBzc3O+8csQ3o+yhfej7OE9KVt0+X6wBVrZJpfL8d5775X4cXT5PVAW8PprHu+BZvH6axavv2aV5PUvyPc8tSYWMDAwQOPGjXHgwAGpTKlU4sCBA/D09MxxG09PT5X6ALBv3z6pvrOzM2xtbVXqJCYm4sSJE1IdT09PPHv2DJGRkVKdgwcPQqlUwsPDQ51TISIiIiIiIiIiypfa3TnHjBkDf39/uLu7o2nTpggNDUVycjIGDhwIAOjfvz8qV66MkJAQAMDIkSPh7e2NH374AR07dsSmTZtw+vRpLF++HAAgk8kwatQoTJ8+HS4uLnB2dsbkyZNhb2+PLl26AABq166N9u3bY8iQIVi2bBkyMjIQEBCAPn36sGsFERERERERERGVGLWTaL1798ajR48QGBiIuLg4uLm5ISwsTJoY4M6dO5DL/9fQzcvLCxs2bMCkSZPw7bffwsXFBdu3b0e9evWkOuPHj0dycjKGDh2KZ8+eoXnz5ggLC4OhoaFUZ/369QgICEDbtm0hl8vRvXt3LFy4UN3T0DkKhQJTpkzJ1sWVNIP3o2zh/Sh7eE/KFt4P0nV8D2gWr7/m8R5oFq+/ZvH6a1ZZuf4ywXnaiYiIiIiIiIiI8qTWmGhERERERERERES6hEk0IiIiIiIiIiKifDCJRkRERERERERElA8m0YiIiIiIiIiIiPLBJBqVaeHh4ZDJZHj27JmmQ1EhhMDQoUNhbW0NmUyGqKgoTYdUZq+VJhTmWmjrdQsKCoKbm5umwygxb5/fgAED0KVLl1I7fmxsbJl5b+sSXncqCxYvXgwnJycYGhrCw8MDJ0+ezLP+1q1bUatWLRgaGsLV1RV79uwppUjfTYW5/itWrECLFi1gZWUFKysr+Pj45Hu/KG+Fff6zbNq0CTKZrFR/Vr+LCnv9nz17huHDh8POzg4KhQI1atTgZ1ARFfYehIaGombNmjAyMoKDgwNGjx6N1NTUUor23XH48GF06tQJ9vb2kMlk2L59e77bhIeHo1GjRlAoFKhevTrWrFlT4nECTKKRhrRq1QqjRo3SdBhqCwsLw5o1a/Dnn3/iwYMHSExMLPSbvqC0/VppgpeXFx48eAALC4tirVsaivv5IVWlnYyj13jdSVts3rwZY8aMwZQpU3DmzBk0aNAAvr6+ePjwYY71jx8/jr59+2LQoEE4e/YsunTpgi5duuDixYulHPm7obDXPzw8HH379sWhQ4cQEREBBwcHtGvXDvfu3SvlyN8Nhb3+WWJjYzFu3Di0aNGilCJ9NxX2+qenp+ODDz5AbGwstm3bhujoaKxYsQKVK1cu5cjfHYW9Bxs2bMCECRMwZcoUXLlyBT///DM2b96Mb7/9tpQj137Jyclo0KABFi9eXKD6MTEx6NixI1q3bo2oqCiMGjUKgwcPxt69e0s4UibR3lkZGRmaDuGddvPmTdjZ2cHLywu2traFftNT7tLT04u8DwMDA9ja2kImkxVrXXqtOO4REVFZNG/ePAwZMgQDBw5EnTp1sGzZMhgbG2PVqlU51l+wYAHat2+Pr7/+GrVr18a0adPQqFEj/Pjjj6Uc+buhsNd//fr1+PLLL+Hm5oZatWph5cqVUCqVOHDgQClH/m4o7PUHgMzMTPj5+WHq1KmoWrVqKUb77ins9V+1ahUSEhKwfft2NGvWDE5OTvD29kaDBg1KOfJ3R2HvwfHjx9GsWTN88skncHJyQrt27dC3b1+2iFVDhw4dMH36dHTt2rVA9ZctWwZnZ2f88MMPqF27NgICAtCjRw/Mnz+/hCNlEq3YhIWFoXnz5rC0tET58uXx0Ucf4ebNm9L6//77D3379oW1tTVMTEzg7u6OEydOSOt37dqFJk2awNDQEBUqVFB5eHJqmWJpaSk1V8zq/rJ582Z4e3vD0NAQ69evx5MnT9C3b19UrlwZxsbGcHV1xcaNG1X2o1QqMWfOHFSvXh0KhQJVqlTBjBkzAABt2rRBQECASv1Hjx7BwMCgQF9OlixZAhcXFxgaGsLGxgY9evQA8LpFwj///IMFCxZAJpNBJpMhNjYWALBnzx7UqFEDRkZGaN26tVRelgwYMABfffUV7ty5A5lMBicnp0K/6d/2rl4r4HVLuoCAAAQEBMDCwgIVKlTA5MmTIYQAADg5OWHatGno378/zM3NMXToUADA0aNH0aJFC6lp9IgRI5CcnCztNy0tDd988w0cHBykJrw///wzgOxdNG/fvo1OnTrBysoKJiYmqFu3rtTUPafunL/99hvq1q0LhUIBJycn/PDDDyrn5OTkhJkzZ+Kzzz6DmZkZqlSpguXLlxfoeqSnpyMgIAB2dnYwNDSEo6MjQkJCpP0CQNeuXaVnK8usWbNgY2MDMzMzDBo0qFSbiWfdw1GjRqFChQrw9fXFxYsX0aFDB5iamsLGxgb9+vXD48ePpW3y+mwBgG+++QY1atSAsbExqlatismTJxdb8n/btm1wdXWFkZERypcvDx8fHyQnJyMoKAhr167Fjh07pPdTeHg4AODkyZNo2LAhDA0N4e7ujrNnzxZLLKUtr59FOT3rUVFRKp8rAHDs2DG0atUKxsbGsLKygq+vL54+fZrvsXX5utO7IT09HZGRkfDx8ZHK5HI5fHx8EBERkeM2ERERKvUBwNfXN9f6lDt1rv/bUlJSkJGRAWtr65IK852l7vUPDg5GpUqVMGjQoNII852lzvXfuXMnPD09MXz4cNjY2KBevXqYOXMmMjMzSyvsd4o698DLywuRkZFS0uzWrVvYs2cPPvzww1KJWZdp8ucvk2jFJDk5GWPGjMHp06dx4MAByOVydO3aFUqlEklJSfD29sa9e/ewc+dOnDt3DuPHj4dSqQQA7N69G127dsWHH36Is2fP4sCBA2jatGmhY5gwYQJGjhyJK1euwNfXF6mpqWjcuDF2796NixcvYujQoejXr59KZnzixImYNWsWJk+ejMuXL2PDhg2wsbEBAAwePBgbNmxAWlqaVP/XX39F5cqV0aZNmzxjOX36NEaMGIHg4GBER0cjLCwMLVu2BPD6r7aenp4YMmQIHjx4gAcPHsDBwQF3795Ft27d0KlTJ0RFRWHw4MGYMGFCoa9DSVuwYAGCg4Px3nvv4cGDBzh16lSR9vcuX6ssa9euhb6+Pk6ePIkFCxZg3rx5WLlypbR+7ty5aNCgAc6ePYvJkyfj5s2baN++Pbp3747z589j8+bNOHr0qEpSt3///ti4cSMWLlyIK1eu4KeffoKpqWmOxx8+fDjS0tJw+PBhXLhwAbNnz861bmRkJHr16oU+ffrgwoULCAoKwuTJk7P1sf/hhx+kX/q//PJLDBs2DNHR0flei4ULF2Lnzp3YsmULoqOjsX79eilZlvUsrV69WuXZ2rJlC4KCgjBz5kycPn0adnZ2WLJkSb7HKk5r166FgYEBjh07hlmzZqFNmzZo2LAhTp8+jbCwMMTHx6NXr15S/bw+WwDAzMwMa9asweXLl7FgwQKsWLGiWP5y9ODBA/Tt2xefffYZrly5gvDwcHTr1g1CCIwbNw69evVC+/btpfeTl5cXkpKS8NFHH6FOnTqIjIxEUFAQxo0bV+RYNCGvn0UFERUVhbZt26JOnTqIiIjA0aNH0alTp3y/kOv6dad3w+PHj5GZmanyWQUANjY2iIuLy3GbuLi4QtWn3Klz/d/2zTffwN7ePtsvVpQ/da7/0aNH8fPPP2PFihWlEeI7TZ3rf+vWLWzbtg2ZmZnYs2cPJk+ejB9++AHTp08vjZDfOercg08++QTBwcFo3rw5ypUrh2rVqqFVq1bszlkKcvv5m5iYiJcvX5bswQWViEePHgkA4sKFC+Knn34SZmZm4smTJznW9fT0FH5+frnuC4D4448/VMosLCzE6tWrhRBCxMTECAAiNDQ037g6duwoxo4dK4QQIjExUSgUCrFixYoc6758+VJYWVmJzZs3S2X169cXQUFB+R7nt99+E+bm5iIxMTHH9d7e3mLkyJEqZRMnThR16tRRKfvmm28EAPH06dN8j1ma5s+fLxwdHXNcl9P9ysu7fq28vb1F7dq1hVKplMq++eYbUbt2bSGEEI6OjqJLly4q2wwaNEgMHTpUpezIkSNCLpeLly9fiujoaAFA7Nu3L8djHjp0SOVauLq65vrcvl33k08+ER988IFKna+//lrlejs6OopPP/1Ueq1UKkWlSpXE0qVL87gSr3311VeiTZs2KtfjTTk9P56enuLLL79UKfPw8BANGjTI93jFwdvbWzRs2FB6PW3aNNGuXTuVOnfv3hUARHR0dL6fLTn5/vvvRePGjaXXU6ZMUTk/f39/0blz53z3ExkZKQCI2NjYHNfntJ+ffvpJlC9fXrx8+VIqW7p0qQAgzp49W+BzKIve/Fn09rMuhBBnz54VAERMTIwQQoi+ffuKZs2aFfo4vO70Lrh3754AII4fP65S/vXXX4umTZvmuE25cuXEhg0bVMoWL14sKlWqVGJxvqvUuf5vCgkJEVZWVuLcuXMlFeI7rbDXPzExUTg5OYk9e/ZIZQX9WU3ZqfP8u7i4CAcHB/Hq1Sup7IcffhC2trYlGuu7Sp17cOjQIWFjYyNWrFghzp8/L37//Xfh4OAggoODSyPkd1ZBfp92cXERM2fOVCnbvXu3ACBSUlJKMDoh2BKtmFy/fh19+/ZF1apVYW5uLrUsuXPnDqKiotCwYcNcm5Zn/eW/qNzd3VVeZ2ZmYtq0aXB1dYW1tTVMTU2xd+9e3LlzBwBw5coVpKWl5XpsQ0ND9OvXT+oDfubMGVy8eBEDBgzIN5YPPvgAjo6OqFq1Kvr164f169cjJSUlz22uXLkCDw8PlTJPT898j6XtdOFavf/++ypjjnl6euL69etS65a3n91z585hzZo1MDU1lRZfX18olUrExMQgKioKenp68Pb2LtDxR4wYgenTp6NZs2aYMmUKzp8/n2vdK1euoFmzZiplzZo1U4kXAOrXry/9WyaTwdbWNt+Bd4HXXXSjoqJQs2ZNjBgxAn///Xe+25SF+924cWPp3+fOncOhQ4dU7k+tWrUAvB4vML/PFuD1wK3NmjWDra0tTE1NMWnSJOmzqSgaNGiAtm3bwtXVFT179sSKFSvy7Yp45coV1K9fH4aGhlJZWX4/5SWvn0UFoe7PI12/7vRuqFChAvT09BAfH69SHh8fD1tb2xy3sbW1LVR9yp061z/L3LlzMWvWLPz9998qP5+p4Ap7/W/evInY2Fh06tQJ+vr60NfXx7p167Bz507o6+urDGtD+VPn+bezs0ONGjWgp6cnldWuXRtxcXEcv1YN6tyDyZMno1+/fhg8eDBcXV3RtWtXzJw5EyEhIQXuBUDqye3nr7m5OYyMjEr02EyiFZNOnTohISEBK1aswIkTJ6TxztLT0/O9ifmtl8lk0vhRWXIaO8jExETl9ffff48FCxbgm2++waFDhxAVFQVfX1/pQ7UgD9fgwYOxb98+/Pfff1i9ejXatGkDR0fHfLczMzPDmTNnsHHjRtjZ2SEwMBANGjRQGYuHXuO1yv7sJiUl4fPPP0dUVJS0nDt3DtevX0e1atUK/cE4ePBg3Lp1C/369cOFCxfg7u6ORYsWFSnmcuXKqbyWyWQF+mHZqFEjxMTEYNq0aXj58iV69eoljYFXlr15j5KSkqSuxG8u169fR8uWLfO9PxEREfDz88OHH36IP//8E2fPnsV3331XLF/49PT0sG/fPvz111+oU6cOFi1ahJo1ayImJqbI+9YGef0skstf/8h/8+fJ2z9L1P3SoevXnd4NBgYGaNy4scq4r1mD1OeW4PX09Mw2Tuy+ffuYEFaDOtcfAObMmYNp06YhLCws2x/lqOAKe/1r1aqFCxcuqHwP+Pjjj6WZ8hwcHEozfK2nzvPfrFkz3LhxQ+X757Vr12BnZwcDA4MSj/ldo849SElJkb5fZclKar79+zsVL03+/GUSrRg8efIE0dHRmDRpEtq2bYvatWur/AW+fv36iIqKQkJCQo7b169fP8+B+itWrIgHDx5Ir69fv55vSyXg9eDQnTt3xqeffooGDRqgatWquHbtmrTexcUFRkZGeR7b1dUV7u7uWLFiBTZs2IDPPvss3+Nm0dfXh4+PD+bMmYPz588jNjYWBw8eBPD6Q+rtMXZq166dbSaTf//9t8DH02bv+rV6cxIN4HWsLi4uKn85e1OjRo1w+fJlVK9ePdtiYGAAV1dXKJVK/PPPPwWOwcHBAV988QV+//13jB07NtfxO2rXro1jx46plB07dizbX/qKwtzcHL1798aKFSuwefNm/Pbbb9LnQ7ly5XK83zldQ01p1KgRLl26BCcnp2z3x8TEJN/PluPHj8PR0RHfffcd3N3d4eLigtu3bxdbfDKZDM2aNcPUqVNx9uxZGBgY4I8//gCQ+/vp/PnzKpM1lOX3U27y+1lUsWJFAFD5eRIVFaWyj/x+HuVFV687vVvGjBmDFStWYO3atbhy5QqGDRuG5ORkDBw4EMDr8TgnTpwo1R85ciTCwsLwww8/4OrVqwgKCsLp06ezTcxEBVPY6z979mxMnjwZq1atgpOTE+Li4hAXF4ekpCRNnYJWK8z1NzQ0RL169VQWS0tLmJmZoV69ekziqKGwz/+wYcOQkJCAkSNH4tq1a9i9ezdmzpyJ4cOHa+oUtF5h70GnTp2wdOlSbNq0CTExMdi3bx8mT56MTp06FdvvDboiKSlJSsgDkHofZfWmmDhxIvr37y/V/+KLL3Dr1i2MHz8eV69exZIlS7BlyxaMHj265IMt0c6iOiIzM1OUL19efPrpp+L69eviwIEDokmTJlJf3rS0NFGjRg3RokULcfToUXHz5k2xbds2qb/1oUOHhFwuF4GBgeLy5cvi/PnzYtasWdL++/TpI2rXri3OnDkjTp06Jdq0aSPKlSuXbUy0t8eQGT16tHBwcBDHjh0Tly9fFoMHDxbm5uYqYxUEBQUJKysrsXbtWnHjxg0REREhVq5cqbKf5cuXCwMDA2FlZaUydk1edu3aJRYsWCDOnj0rYmNjxZIlS4RcLhcXL14UQggxZMgQ0aRJExETEyMePXokMjMzxe3bt4WBgYEYN26cuHr1qli/fr2wtbUtk+N8vT0m2osXL8TZs2el8YXmzZsnzp49K27fvp3vvt71a+Xt7S1MTU3F6NGjxdWrV8WGDRuEiYmJWLZsmRDi9fhi8+fPV9nm3LlzwsjISAwfPlycPXtWXLt2TWzfvl0MHz5cqjNgwADh4OAg/vjjD3Hr1i1x6NAhafy+t8d+GjlypAgLCxO3bt0SkZGRwsPDQ/Tq1SvHupGRkUIul4vg4GARHR0t1qxZI4yMjKT3W24xN2jQQEyZMiXf6/HDDz+IDRs2iCtXrojo6GgxaNAgYWtrKzIzM4UQr/v3Dxs2TDx48EAkJCQIIYTYtGmTMDQ0FKtWrRLR0dEiMDBQmJmZleqYaG+Oy3fv3j1RsWJF0aNHD3Hy5Elx48YNERYWJgYMGCCNy5HXZ8uOHTuEvr6+2Lhxo7hx44ZYsGCBsLa2FhYWFtIx1B0T7d9//xUzZswQp06dErdv3xZbtmwRBgYG0pgtM2bMEFWqVBFXr14Vjx49Eunp6eLFixeiQoUK4tNPPxWXLl0Su3fvFtWrV9e6sbny+1mUnp4uHBwcRM+ePcW1a9fEn3/+KWrWrKkyJlp0dLQwMDAQw4YNE+fOnRNXrlwRS5YsEY8ePcrz2Lp83ends2jRIlGlShVhYGAgmjZtKv79919pnbe3t/D391epv2XLFlGjRg1hYGAg6tatK3bv3l3KEb9bCnP9HR0dBYBsS0F+HlPOCvv8v4ljohVdYa//8ePHhYeHh1AoFKJq1apixowZKmOkUeEV5h5kZGSIoKAgUa1aNWFoaCgcHBzEl19+WeZ+H9MGWb+Tvb1kXW9/f3/h7e2dbRs3NzdhYGAgqlatqvL7WkliEq2Y7Nu3T9SuXVsoFApRv359ER4erjIgXmxsrOjevbswNzcXxsbGwt3dXZw4cULa/rfffpMegAoVKohu3bpJ6+7duyfatWsnTExMhIuLi9izZ0+OEwu8/UvHkydPROfOnYWpqamoVKmSmDRpkujfv7/KD7fMzEwxffp04ejoKMqVKyeqVKmSbYC+Fy9eCGNj42wDm+flyJEjwtvbW1hZWQkjIyNRv359lQkKoqOjxfvvvy+MjIxUfoHbtWuXqF69ulAoFKJFixZi1apVZTIx9HYSLb83fV7e9Wvl7e0tvvzyS/HFF18Ic3NzYWVlJb799ltpYP2cElJCCHHy5EnxwQcfCFNTU2FiYiLq168vZsyYIa1/+fKlGD16tLCzsxMGBgaievXqYtWqVUKI7ImxgIAAUa1aNaFQKETFihVFv379xOPHj3OsK4QQ27ZtE3Xq1JHeE99//71KbEVJoi1fvly4ubkJExMTYW5uLtq2bSvOnDkjrd+5c6eoXr260NfXV3nGZsyYISpUqCBMTU2Fv7+/GD9+vMaSaEIIce3aNdG1a1dhaWkpjIyMRK1atcSoUaOk+5rfZ8vXX38typcvL0xNTUXv3r3F/PnziyWJdvnyZeHr6ysqVqwoFAqFqFGjhli0aJG0/uHDh9JzBUAcOnRICCFERESEaNCggTAwMBBubm7it99+08pkTn4/i44ePSpcXV2FoaGhaNGihdi6davK54oQQoSHhwsvLy+hUCiEpaWl8PX1zfdzRdevOxERERHpBpkQ7KxLeYuNjUW1atVw6tQpNGrUSNPhkJZp1aoV3NzcEBoaqulQiIiIiIiIiNSmr+kAqOzKyMjAkydPMGnSJLz//vtMoBERERERERGRzuLEApSrY8eOwc7ODqdOncKyZctU1h05cgSmpqa5LvQ/vFa6ZebMmbne6w4dOmg6PK13586dPN9PWYOPUvHidSciIiIiAtidk9Ty8uVL3Lt3L9f11atXL8VoyjZeK92SkJCQ60y8RkZGqFy5cilH9G559eoVYmNjc13v5OQEfX02si5uvO5EREREREyiERERERERERER5YvdOYmIiIiIiIiIiPLBJBoREREREREREVE+mEQjIiIiIiIiIiLKB5NoREREREREhbBmzRpYWlpqOgy1yWQybN++Pc86AwYMQJcuXUolnrJm8uTJGDp0aKkcKzw8HDKZDM+ePcuznpOTE0JDQ0s0lsIeo7jeBwV5HgsrLCwMbm5uUCqVxbpfIibRiIiIiIhI5wwYMAAymSzbcuPGDU2HhjVr1kjxyOVyvPfeexg4cCAePnxYLPt/8OABOnToAACIjY2FTCZDVFSUSp0FCxZgzZo1xXK83AQFBUnnqaenBwcHBwwdOjTXmc5zU5wJv7i4OCxYsADfffedyv6z4jQwMED16tURHByMV69eFfl4Xl5eePDgASwsLADknpg6depUqSX2yrrY2FgMGjQIzs7OMDIyQrVq1TBlyhSkp6dLddq3b49y5cph/fr1GoyU3kWcj56IiIiIiHRS+/btsXr1apWyihUraigaVebm5oiOjoZSqcS5c+cwcOBA3L9/H3v37i3yvm1tbfOtk5XUKWl169bF/v37kZmZiStXruCzzz7D8+fPsXnz5lI5/ttWrlwJLy8vODo6qpRnPStpaWnYs2cPhg8fjnLlymHixIlFOp6BgUGB7kdZeS7LgqtXr0KpVOKnn35C9erVcfHiRQwZMgTJycmYO3euVG/AgAFYuHAh+vXrp8Fo6V3DlmhERERERKSTFAoFbG1tVRY9PT3MmzcPrq6uMDExgYODA7788kskJSXlup9z586hdevWMDMzg7m5ORo3bozTp09L648ePYoWLVrAyMgIDg4OGDFiBJKTk/OMTSaTwdbWFvb29ujQoQNGjBiB/fv34+XLl1AqlQgODsZ7770HhUIBNzc3hIWFSdump6cjICAAdnZ2MDQ0hKOjI0JCQlT2ndV9ztnZGQDQsGFDyGQytGrVCoBq667ly5fD3t4+W9e4zp0747PPPpNe79ixA40aNYKhoSGqVq2KqVOn5ttaS19fH7a2tqhcuTJ8fHzQs2dP7Nu3T1qfmZmp0uqoZs2aWLBggbQ+KCgIa9euxY4dO6TWYuHh4QCAu3fvolevXrC0tIS1tTU6d+6M2NjYPOPZtGkTOnXqlK0861lxdHTEsGHD4OPjg507dwIAnj59iv79+8PKygrGxsbo0KEDrl+/Lm17+/ZtdOrUCVZWVjAxMUHdunWxZ88eAKrdOcPDwzFw4EA8f/5cOpegoCAAql0tP/nkE/Tu3VslvoyMDFSoUAHr1q0DACiVSoSEhEjXrUGDBti2bVue5/62gr4Ptm/fDhcXFxgaGsLX1xd3795VWa/Oc5GXrIRmu3btULVqVXz88ccYN24cfv/9d5V6nTp1wunTp3Hz5k21j0X0NibRiIiIiIiI3iCXy7Fw4UJcunQJa9euxcGDBzF+/Phc6/v5+eG9997DqVOnEBkZiQkTJqBcuXIAgJs3b6J9+/bo3r07zp8/j82bN+Po0aMICAgoVExGRkZQKpV49eoVFixYgB9++AFz587F+fPn4evri48//lhK3CxcuBA7d+7Eli1bEB0djfXr18PJySnH/Z48eRIAsH//fjx48CBbIgIAevbsiSdPnuDQoUNSWUJCAsLCwuDn5wcAOHLkCPr374+RI0fi8uXL+Omnn7BmzRrMmDGjwOcYGxuLvXv3wsDAQCpTKpV47733sHXrVly+fBmBgYH49ttvsWXLFgDAuHHj0KtXL7Rv3x4PHjzAgwcP4OXlhYyMDPj6+sLMzAxHjhzBsWPHYGpqivbt26t0+3tTQkICLl++DHd393xjNTIykvYzYMAAnD59Gjt37kRERASEEPjwww+RkZEBABg+fDjS0tJw+PBhXLhwAbNnz4apqWm2fXp5eSE0NBTm5ubSuYwbNy5bPT8/P+zatUslobV3716kpKSga9euAICQkBCsW7cOy5Ytw6VLlzB69Gh8+umn+Oeff/I9tywFeR+kpKRgxowZWLduHY4dO4Znz56hT58+0np1notWrVphwIABBY4TAJ4/fw5ra2uVsipVqsDGxgZHjhwp1L6I8iSIiIiIiIh0jL+/v9DT0xMmJibS0qNHjxzrbt26VZQvX156vXr1amFhYSG9NjMzE2vWrMlx20GDBomhQ4eqlB05ckTI5XLx8uXLHLd5e//Xrl0TNWrUEO7u7kIIIezt7cWMGTNUtmnSpIn48ssvhRBCfPXVV6JNmzZCqVTmuH8A4o8//hBCCBETEyMAiLNnz6rU8ff3F507d5Zed+7cWXz22WfS659++knY29uLzMxMIYQQbdu2FTNnzlTZxy+//CLs7OxyjEEIIaZMmSLkcrkwMTERhoaGAoAAIObNm5frNkIIMXz4cNG9e/dcY806ds2aNVWuQVpamjAyMhJ79+7Ncb9nz54VAMSdO3dUyt/cv1KpFPv27RMKhUKMGzdOXLt2TQAQx44dk+o/fvxYGBkZiS1btgghhHB1dRVBQUE5HvPQoUMCgHj69KkQIvu9z+Lo6Cjmz58vhBAiIyNDVKhQQaxbt05a37dvX9G7d28hhBCpqanC2NhYHD9+XGUfgwYNEn379s0xjrePkZOc3gcAxL///iuVXblyRQAQJ06cEEIU7Ll483kUQoh+/fqJCRMm5BrH265fvy7Mzc3F8uXLs61r2LBhrteeSB0cE42IiIiIiHRS69atsXTpUum1iYkJgNetskJCQnD16lUkJibi1atXSE1NRUpKCoyNjbPtZ8yYMRg8eDB++eUXqUtitWrVALzu6nn+/HmVAc6FEFAqlYiJiUHt2rVzjO358+cwNTWFUqlEamoqmjdvjpUrVyIxMRH3799Hs2bNVOo3a9YM586dA/C6ZdQHH3yAmjVron379vjoo4/Qrl27Il0rPz8/DBkyBEuWLIFCocD69evRp08fyOVy6TyPHTum0sIoMzMzz+sGADVr1sTOnTuRmpqKX3/9FVFRUfjqq69U6ixevBirVq3CnTt38PLlS6Snp8PNzS3PeM+dO4cbN27AzMxMpTw1NTXX7n0vX74EABgaGmZb9+eff8LU1BQZGRlQKpX45JNPEBQUhAMHDkBfXx8eHh5S3fLly6NmzZq4cuUKAGDEiBEYNmwY/v77b/j4+KB79+6oX79+nvHnRV9fH7169cL69evRr18/JCcnY8eOHdi0aRMA4MaNG0hJScEHH3ygsl16ejoaNmxY4OMU5H2gr6+PJk2aSNvUqlULlpaWuHLlCpo2barWc5HVJbUg7t27h/bt26Nnz54YMmRItvVGRkZISUkp8P6I8sMkGhERERER6SQTExNUr15dpSw2NhYfffQRhg0bhhkzZsDa2hpHjx7FoEGDkJ6enuMv/UFBQfjkk0+we/du/PXXX5gyZQo2bdqErl27IikpCZ9//jlGjBiRbbsqVarkGpuZmRnOnDkDuVwOOzs7GBkZAQASExPzPa9GjRohJiYGf/31F/bv349evXrBx8en0GNivalTp04QQmD37t1o0qQJjhw5gvnz50vrk5KSMHXqVHTr1i3btjklpbJkzXYJALNmzULHjh0xdepUTJs2DcDrMcrGjRuHH374AZ6enjAzM8P333+PEydO5BlvUlISGjdunOPsjLkN0l+hQgUAr8c4e7tOVsLVwMAA9vb20Ncv+K/SgwcPhq+vL3bv3o2///4bISEh+OGHH7IlCwvDz88P3t7eePjwIfbt2wcjIyO0b98eAKRunrt370blypVVtlMoFAXavzrvg5yo+1wUxP3799G6dWt4eXlh+fLlOdZJSEjgpAxUrJhEIyIiIiIi+n+RkZFQKpX44YcfpFZWWeNv5aVGjRqoUaMGRo8ejb59+2L16tXo2rUrGjVqhMuXL2dL1uVHLpfnuI25uTns7e1x7NgxeHt7S+XHjh1D06ZNVer17t0bvXv3Ro8ePdC+fXskJCRkGzcqa/yxzMzMPOMxNDREt27dsH79ety4cQM1a9ZEo0aNpPWNGjVCdHR0oc/zbZMmTUKbNm0wbNgw6Ty9vLzw5ZdfSnXebklmYGCQLf5GjRph8+bNqFSpEszNzQt07GrVqsHc3ByXL19GjRo1VNbllHAFgNq1a+PVq1c4ceIEvLy8AABPnjxBdHQ06tSpI9VzcHDAF198gS+++AITJ07EihUrckyi5XQuOfHy8oKDgwM2b96Mv/76Cz179pTG4atTpw4UCgXu3Lmj8owURkHfB69evcLp06elZy86OhrPnj2TWlgW13Pxtnv37qF169Zo3LgxVq9eLcX4pqxWh4VpfUeUH04sQERERERE9P+qV6+OjIwMLFq0CLdu3cIvv/yCZcuW5Vr/5cuXCAgIQHh4OG7fvo1jx47h1KlTUhLhm2++wfHjxxEQEICoqChcv34dO3bsKPTEAm/6+uuvMXv2bGzevBnR0dGYMGECoqKiMHLkSACvZ1XcuHEjrl69imvXrmHr1q2wtbWFpaVltn1VqlQJRkZGCAsLQ3x8PJ4/f57rcf38/LB7926sWrVKmlAgS2BgINatW4epU6fi0qVLuHLlCjZt2oRJkyYV6tw8PT1Rv359zJw5EwDg4uKC06dPY+/evbh27RomT56MU6dOqWzj5OSE8+fPIzo6Go8fP0ZGRgb8/PxQoUIFdO7cGUeOHEFMTAzCw8MxYsQI/PfffzkeWy6Xw8fHB0ePHi1wvC4uLujcuTOGDBmCo0eP4ty5c/j0009RuXJldO7cGQAwatQo7N27FzExMThz5gwOHTqUazdeJycnJCUl4cCBA3j8+HGeXRE/+eQTLFu2DPv27VO5H2ZmZhg3bhxGjx6NtWvX4ubNmzhz5gwWLVqEtWvXFui8Cvo+KFeuHL766iucOHECkZGRGDBgAN5//30pqabOc9G/f39MnDgx1/X37t1Dq1atUKVKFcydOxePHj1CXFwc4uLiVOr9+++/UCgU8PT0LNA5ExUEk2hERERERET/r0GDBpg3bx5mz56NevXqYf369QgJCcm1vp6eHp48eYL+/fujRo0a6NWrFzp06ICpU6cCAOrXr49//vkH165dQ4sWLdCwYUMEBgbC3t5e7RhHjBiBMWPGYOzYsXB1dUVYWBh27twJFxcXAK+TKHPmzIG7uzuaNGmC2NhY7NmzJ8fWOvr6+li4cCF++ukn2NvbS4mfnLRp0wbW1taIjo7GJ598orLO19cXf/75J/7++280adIE77//PubPnw9HR8dCn9/o0aOxcuVK3L17F59//jm6deuG3r17w8PDA0+ePFFplQYAQ4YMQc2aNeHu7o6KFSvi2LFjMDY2xuHDh1GlShV069YNtWvXxqBBg5Camppny7TBgwdj06ZNUCqVBY539erVaNy4MT766CN4enpCCIE9e/ZILcMyMzMxfPhw1K5dG+3bt0eNGjWwZMmSHPfl5eWFL774Ar1790bFihUxZ86cXI/r5+eHy5cvo3LlytnGyJs2bRomT56MkJAQ6bi7d++Gs7Nzgc6poO8DY2NjfPPNN/jkk0/QrFkzmJqaYvPmzdJ6dZ6LO3fu4MGDB7mu37dvH27cuIEDBw7gvffeg52dnbS8aePGjfDz8ytw11OigpAJIYSmgyAiIiIiIiLSNCEEPDw8pG65pJ0eP36MmjVr4vTp0wVOHBIVBFuiEREREREREQGQyWRYvnw5Xr16pelQqAhiY2OxZMkSJtCo2LElGhERERERERERUT7YEo2IiIiIiIiIiCgfTKIRERERERERERHlg0k0IiIiIiKiErBmzRrIZDLExsZqOhQqpPj4ePTo0QPly5eHTCZDaGiopkMqkPDwcMhkMoSHh0tlAwYMgJOTk8Zietfweuo2JtGIiIiIiKhYZCWNclomTJhQIsc8fvw4goKC8OzZsxLZvy5LSUlBUFCQSkJGV4wePRp79+7FxIkT8csvv6B9+/Z51k9LS8OiRYvQvHlzWFlZwcDAAPb29vj444+xceNGZGZmllLkmnH58mUEBQUVOGEcFBSk8vkgl8thZ2eHjz76CP/++2/JBlsA9+/fR1BQEKKiojQdCpUx+poOgIiIiIiI3i3BwcHZZsWrV69eiRzr+PHjmDp1KgYMGABLS8sSOYa6+vXrhz59+kChUGg6FLWkpKRg6tSpAIBWrVppNphSdvDgQXTu3Bnjxo3Lt+6jR4/QoUMHREZGwtfXF5MmTYK1tTXi4uKwf/9+fPLJJ7hx4wYmT55cCpFnt2LFCiiVyhI9xuXLlzF16lS0atWqUK20li5dClNTUyiVSty9excrVqxAy5YtcfLkSbi5uZVYvPm5f/8+pk6dCicnp2xxlMb1pLKLSTQiIiIiIipWHTp0gLu7u6bDKJLk5GSYmJgUaR96enrQ09MrpohKj1KpRHp6uqbD0KiHDx8WOCnbr18/nD17Fr/99hu6deumsm7ixIk4ffo0oqOj89xHamoqDAwMIJcXf2excuXKFfs+i0uPHj1QoUIF6XWXLl1Qr149bN26VaNJtLyU5etJJY/dOYmIiIiIqFT99ddfaNGiBUxMTGBmZoaOHTvi0qVLKnXOnz+PAQMGoGrVqjA0NIStrS0+++wzPHnyRKoTFBSEr7/+GgDg7OwsdQ2LjY1FbGwsZDIZ1qxZk+34MpkMQUFBKvuRyWS4fPkyPvnkE1hZWaF58+bS+l9//RWNGzeGkZERrK2t0adPH9y9ezff88xpTDQnJyd89NFHCA8Ph7u7O4yMjODq6ip1mfz999/h6uoKQ0NDNG7cGGfPnlXZ54ABA2Bqaopbt27B19cXJiYmsLe3R3BwMIQQKnWTk5MxduxYODg4QKFQoGbNmpg7d262ejKZDAEBAVi/fj3q1q0LhUKBZcuWoWLFigCAqVOnStc267oV5P68eW1v3LghtRa0sLDAwIEDkZKSku2a/frrr2jatCmMjY1hZWWFli1b4u+//1apU5DnJze3bt1Cz549YW1tDWNjY7z//vvYvXu3tD7rngkhsHjxYum8cxMREYG9e/di6NCh2RJoWdzd3eHn5ye9zhq3bNOmTZg0aRIqV64MY2NjJCYmIiEhAePGjYOrqytMTU1hbm6ODh064Ny5c9n2+99//6FLly4wMTFBpUqVMHr0aKSlpWWrl9MYXkqlEqGhoahbty4MDQ1hY2ODzz//HE+fPlWpl/W8Hj16FE2bNoWhoSGqVq2KdevWqVyznj17AgBat24tXTN1ugHb2toCAPT1Vdv7PHz4EIMGDYKNjQ0MDQ3RoEEDrF27Ntv2BX3m9+3bh+bNm8PS0hKmpqaoWbMmvv32WwCv70+TJk0AAAMHDpTOJ+uz5O3rmfVZM3fuXCxfvhzVqlWDQqFAkyZNcOrUqWwxbt26FXXq1IGhoSHq1auHP/74g+OsaRG2RCMiIiIiomL1/PlzPH78WKUsq7XJL7/8An9/f/j6+mL27NlISUnB0qVL0bx5c5w9e1b6RXLfvn24desWBg4cCFtbW1y6dAnLly/HpUuX8O+//0Imk6Fbt264du0aNm7ciPnz50vHqFixIh49elTouHv27AkXFxfMnDlT+qV7xowZmDx5Mnr16oXBgwfj0aNHWLRoEVq2bImzZ8+q1YX0xo0b+OSTT/D555/j008/xdy5c9GpUycsW7YM3377Lb788ksAQEhICHr16oXo6GiVFkqZmZlo37493n//fcyZMwdhYWGYMmUKXr16heDgYACAEAIff/wxDh06hEGDBsHNzQ179+7F119/jXv37mH+/PkqMR08eBBbtmxBQEAAKlSogAYNGmDp0qUYNmwYunbtKiWI6tevD6Bg9+dNvXr1grOzM0JCQnDmzBmsXLkSlSpVwuzZs6U6U6dORVBQELy8vBAcHAwDAwOcOHECBw8eRLt27QAU/PnJSXx8PLy8vJCSkoIRI0agfPnyWLt2LT7++GNs27YNXbt2RcuWLfHLL7+gX79++OCDD9C/f/887+WuXbsAAJ9++mme9XIybdo0GBgYYNy4cUhLS4OBgQEuX76M7du3o2fPnnB2dkZ8fDx++ukneHt74/Lly7C3twcAvHz5Em3btsWdO3cwYsQI2Nvb45dffsHBgwcLdOzPP/8ca9aswcCBAzFixAjExMTgxx9/xNmzZ3Hs2DGV1lY3btxAjx49MGjQIPj7+2PVqlUYMGAAGjdujLp166Jly5YYMWIEFi5ciG+//Ra1a9cGAOn/eUlISADwOql37949TJs2DYaGhujVq5dU5+XLl2jVqhVu3LiBgIAAODs7Y+vWrRgwYACePXuGkSNHAij4M3/p0iV89NFHqF+/PoKDg6FQKHDjxg0cO3ZMijs4OBiBgYEYOnQoWrRoAQDw8vLK81w2bNiAFy9e4PPPP4dMJsOcOXPQrVs33Lp1S7qeu3fvRu/eveHq6oqQkBA8ffoUgwYNQuXKlQt036gMEERERERERMVg9erVAkCOixBCvHjxQlhaWoohQ4aobBcXFycsLCxUylNSUrLtf+PGjQKAOHz4sFT2/fffCwAiJiZGpW5MTIwAIFavXp1tPwDElClTpNdTpkwRAETfvn1V6sXGxgo9PT0xY8YMlfILFy4IfX39bOW5XY83Y3N0dBQAxPHjx6WyvXv3CgDCyMhI3L59Wyr/6aefBABx6NAhqczf318AEF999ZVUplQqRceOHYWBgYF49OiREEKI7du3CwBi+vTpKjH16NFDyGQycePGDZXrIZfLxaVLl1TqPnr0KNu1ylLQ+5N1bT/77DOVul27dhXly5eXXl+/fl3I5XLRtWtXkZmZqVJXqVQKIQr3/ORk1KhRAoA4cuSIVPbixQvh7OwsnJycVI4LQAwfPjzP/WWdBwDx7NkzlfKXL1+KR48eScvTp0+ldYcOHRIARNWqVbNdx9TU1GznHxMTIxQKhQgODpbKQkNDBQCxZcsWqSw5OVlUr149x2fG0dFRen3kyBEBQKxfv17lOGFhYdnKs57XN+/pw4cPhUKhEGPHjpXKtm7dmu24ecl6Lt5eLC0tRVhYmErdrHP99ddfpbL09HTh6ekpTE1NRWJiohCi4M/8/PnzBQDpvZKTU6dO5fr58fb1zPqsKV++vEhISJDKd+zYIQCIXbt2SWWurq7ivffeEy9evJDKwsPDBQCVfVLZxe6cRERERERUrBYvXox9+/apLMDr1kvPnj1D37598fjxY2nR09ODh4cHDh06JO3DyMhI+ndqaioeP36M999/HwBw5syZEon7iy++UHn9+++/Q6lUolevXirx2trawsXFRSXewqhTpw48PT2l1x4eHgCANm3aoEqVKtnKb926lW0fAQEB0r+zumOmp6dj//79AIA9e/ZAT08PI0aMUNlu7NixEELgr7/+Uin39vZGnTp1CnwOhb0/b1/bFi1a4MmTJ0hMTAQAbN++HUqlEoGBgdnGBctq1VaY5ycne/bsQdOmTVW66pqammLo0KGIjY3F5cuXC3z+WbLiNzU1VSnP6g6btbx5zCz+/v4q1xEAFAqFdP6ZmZl48uSJ1N3wzeu6Z88e2NnZoUePHlKZsbExhg4dmm/MW7duhYWFBT744AOV69i4cWOYmppmu4516tSRWmMBr1t61qxZM8fnsrB+++037Nu3D3///TdWr16NGjVqoHv37jh+/LjKudra2qJv375SWbly5TBixAgkJSXhn3/+keoV5JnPaj26Y8eOYp0goHfv3rCyspJeZ12zrOt0//59XLhwAf3791d5Xry9veHq6lpscVDJYndOIiIiIiIqVk2bNs1xYoHr168DeJ0syom5ubn074SEBEydOhWbNm3Cw4cPVeo9f/68GKP9n7dnFL1+/TqEEHBxccmxvroDjL+ZKAMACwsLAICDg0OO5W+PUyWXy1G1alWVsho1agCANP7a7du3YW9vDzMzM5V6WV3sbt++rVL+9rnnp7D35+1zzko2PH36FObm5rh58ybkcnmeibzCPD85uX37tpSYfNOb16Sws8hmXd+kpCTpfgFA9+7dpX2NHTsWmZmZ2bbN6ZorlUosWLAAS5YsQUxMjMp25cuXVzmX6tWrZ+s2W7NmzXxjvn79Op4/f45KlSrluP7t+/n2vQNe37+3n0t1tGzZUmVigR49esDFxQVfffUVIiMjAbw+VxcXl2zJ1bef5YI+871798bKlSsxePBgTJgwAW3btkW3bt3Qo0ePIk3skNcz/ubxq1evnm3b6tWrl9gfB6h4MYlGRERERESlIqvVxy+//CINIP6mNwcT79WrF44fP46vv/4abm5uMDU1hVKpRPv27QvUeiS3weBzSmZkebtVkFKphEwmw19//ZXjLJtvtz4qqNxm7MytXLw1KHpJePvc81PY+1Mc51aY56e01KpVCwBw8eJFNGvWTCp3cHCQkqJWVlbZxggEcr7mM2fOxOTJk/HZZ59h2rRpsLa2hlwux6hRo4qt1ZRSqUSlSpWwfv36HNdnTSiRpTSfS1NTU3h4eGDHjh3FMkNuToyMjHD48GEcOnQIu3fvRlhYGDZv3ow2bdrg77//VntGXU2+f6n0MIlGRERERESlolq1agCASpUqwcfHJ9d6T58+xYEDBzB16lQEBgZK5Vktkd6UW7IsqxXIs2fPVMrfboGVX7xCCDg7O0stvcoCpVKJW7duqcR07do1AJAG1nd0dMT+/fvx4sULlZY5V69eldbnJ7drW5j7U1DVqlWDUqnE5cuX4ebmlmsdIP/nJzeOjo6Ijo7OVl6Ya/K2jz76CLNmzcL69etVkmjq2rZtG1q3bo2ff/5ZpfzZs2cqLbYcHR1x8eJFCCFU7lNO5/e2atWqYf/+/WjWrFmhk6e5yWsG08J69eoVgNet+0xMTODo6Ijz589DqVSqtBR7+74V5pmXy+Vo27Yt2rZti3nz5mHmzJn47rvvcOjQIfj4+BTr+WTJOv6NGzeyrcupjMomjolGRERERESlwtfXF+bm5pg5cyYyMjKyrc+aUTOrRcfbLThCQ0OzbZPVUuXtZJm5uTkqVKiAw4cPq5QvWbKkwPF269YNenp6mDp1arZYhBB48uRJgfdV3H788UeVWH788UeUK1cObdu2BQB8+OGHyMzMVKkHAPPnz4dMJkOHDh3yPYaxsTGA7Ne2MPenoLp06QK5XI7g4OBsLa6yjlPQ5yc3H374IU6ePImIiAipLDk5GcuXL4eTk1OhxoTL0qxZM3zwwQdYvnw5duzYkWOdwrRE0tPTy1Z/69atuHfvnkrZhx9+iPv372Pbtm1SWUpKCpYvX57vMXr16oXMzExMmzYt27pXr15lu98Fkdv7sLASEhJw/Phx2NraSt1NP/zwQ8TFxWHz5s0qcS5atAimpqbw9vaW6hXkmc+aEfRNWYnbtLS0Yj2fN9nb26NevXpYt24dkpKSpPJ//vkHFy5cKLbjUMliSzQiIiIiIioV5ubmWLp0Kfr164dGjRqhT58+qFixIu7cuYPdu3ejWbNm+PHHH2Fubo6WLVtizpw5yMjIQOXKlfH3338jJiYm2z4bN24MAPjuu+/Qp08flCtXDp06dYKJiQkGDx6MWbNmYfDgwXB3d8fhw4elFlsFUa1aNUyfPh0TJ05EbGwsunTpAjMzM8TExOCPP/7A0KFDMW7cuGK7PgVlaGiIsLAw+Pv7w8PDA3/99Rd2796Nb7/9VuqK16lTJ7Ru3RrfffcdYmNj0aBBA/z999/YsWMHRo0aJbXqyouRkRHq1KmDzZs3o0aNGrC2tka9evVQr169At+fgqpevTq+++47TJs2DS1atEC3bt2gUChw6tQp2NvbIyQkpMDPT24mTJiAjRs3okOHDhgxYgSsra2xdu1axMTE4LffflN7PKxff/0V7du3R5cuXdChQwf4+PjAysoKcXFx2L9/Pw4fPlygpCXwumVbcHAwBg4cCC8vL1y4cAHr16/PNgbekCFD8OOPP6J///6IjIyEnZ0dfvnlFynxmRdvb298/vnnCAkJQVRUFNq1a4dy5crh+vXr2Lp1KxYsWKAyYUFBuLm5QU9PD7Nnz8bz58+hUCjQpk2bXMddy7Jt2zaYmppCCIH79+/j559/xtOnT7Fs2TKpNdjQoUPx008/YcCAAYiMjISTkxO2bduGY8eOITQ0VGp1VtBnPjg4GIcPH0bHjh3h6OiIhw8fYsmSJXjvvfekCSCqVasGS0tLLFu2DGZmZjAxMYGHh0ehxw5828yZM9G5c2c0a9YMAwcOxNOnT/Hjjz+iXr16Kok1KsNKezpQIiIiIiJ6N61evVoAEKdOncqz3qFDh4Svr6+wsLAQhoaGolq1amLAgAHi9OnTUp3//vtPdO3aVVhaWgoLCwvRs2dPcf/+fQFATJkyRWV/06ZNE5UrVxZyuVwAEDExMUIIIVJSUsSgQYOEhYWFMDMzE7169RIPHz7Mto8pU6YIAOLRo0c5xvvbb7+J5s2bCxMTE2FiYiJq1aolhg8fLqKjowt0PbLiEUIIR0dH0bFjx2x1AYjhw4erlMXExAgA4vvvv5fK/P39hYmJibh586Zo166dMDY2FjY2NmLKlCkiMzNTZfsXL16I0aNHC3t7e1GuXDnh4uIivv/+e6FUKvM9dpbjx4+Lxo0bCwMDA5XrVtD7k9u1zenaCCHEqlWrRMOGDYVCoRBWVlbC29tb7Nu3T6VOQZ6f3Ny8eVP06NFDWFpaCkNDQ9G0aVPx559/ZquX1zXJycuXL0VoaKjw9PQU5ubmQl9fX9ja2oqPPvpIrF+/Xrx69UolfgBi69at2faTmpoqxo4dK+zs7ISRkZFo1qyZiIiIEN7e3sLb21ul7u3bt8XHH38sjI2NRYUKFcTIkSNFWFiYACAOHTok1fP39xeOjo7ZjrV8+XLRuHFjYWRkJMzMzISrq6sYP368uH//vlQnt+c1p3hWrFghqlatKvT09LLF8Las5+LNxcTERHh6eootW7Zkqx8fHy8GDhwoKlSoIAwMDISrq6tYvXp1tnoFeeYPHDggOnfuLOzt7YWBgYGwt7cXffv2FdeuXVPZ144dO0SdOnWEvr6+ACAd7+3rmdP7NEtOn1ebNm0StWrVEgqFQtSrV0/s3LlTdO/eXdSqVSvX60Vlh0wIjnJHRERERESkDQYMGIBt27ax1QrRO8TNzQ0VK1bEvn37NB0K5YNjohERERERERERlbCMjAxp4oQs4eHhOHfuHFq1aqWZoKhQOCYaEREREREREVEJu3fvHnx8fPDpp5/C3t4eV69exbJly2Bra4svvvhC0+FRATCJRkRERERERERUwqysrNC4cWOsXLkSjx49gomJCTp27IhZs2ahfPnymg6PCoBjohEREREREREREeWDY6IRERERERERERHlg0k0IiIiIiIiIiKifHBMNFKbUqnE/fv3YWZmBplMpulwiIi0lhACL168gL29PeTykv37VmpqKtLT04u0DwMDAxgaGhZTRETFh99NiIiISB0F/T7OJBqp7f79+3BwcNB0GERE74y7d+/ivffeK7H9p6amwtnRFHEPM4u0H1tbW8TExDCRRmUOv5sQERFRUeT3fZxJNFKbmZkZAOD2GSeYm7JnMJVdXWu4ajoEojy9QgaOYo/0uVpS0tPTEfcwEzGRjjA3U+9zO/GFEs6NbyM9PZ1JNCpzst5Dd+/ehbm5uYajISIiIm2RmJgIBweHfL+PM4lGasvqJmFuKlf7lzGi0qAvK6fpEIjy9v/zZJdW9zNzs9L93D58+DC+//57REZG4sGDB/jjjz/QpUsXAEBGRgYmTZqEPXv24NatW7CwsICPjw9mzZoFe3t7aR8JCQn46quvsGvXLsjlcnTv3h0LFiyAqalpqZ0HlX3SdxNzcybRiIiIqNDy+z7OzAcREZGOyRTKIi2FlZycjAYNGmDx4sXZ1qWkpODMmTOYPHkyzpw5g99//x3R0dH4+OOPVer5+fnh0qVL2LdvH/78808cPnwYQ4cOVfsaEBEREREVFluiERER6RglBJRZzd/U2LawOnTogA4dOuS4zsLCAvv27VMp+/HHH9G0aVPcuXMHVapUwZUrVxAWFoZTp07B3d0dALBo0SJ8+OGHmDt3rkqLNSIiIiKiksKWaERERDpGWcT/gNfjRry5pKWlFVt8z58/h0wmg6WlJQAgIiIClpaWUgINAHx8fCCXy3HixIliOy4RERERUV6YRCMiIqJCc3BwgIWFhbSEhIQUy35TU1PxzTffoG/fvtKYVnFxcahUqZJKPX19fVhbWyMuLq5YjktERERElB925yQiItIxmUIgU6jXnTNru7dnP1QoFEWOKyMjA7169YIQAkuXLi3y/oiIiIiIihOTaERERDqmOMZEK+7ZD7MSaLdv38bBgwdV9m1ra4uHDx+q1H/16hUSEhJga2tbbDEQEREREeWF3TmJiIh0jBICmWou6ibf8pKVQLt+/Tr279+P8uXLq6z39PTEs2fPEBkZKZUdPHgQSqUSHh4exR4PEREREVFO2BKNiIiISlRSUhJu3LghvY6JiUFUVBSsra1hZ2eHHj164MyZM/jzzz+RmZkpjXNmbW0NAwMD1K5dG+3bt8eQIUOwbNkyZGRkICAgAH369OHMnERERERUaphEIyIi0jHF0Z2zME6fPo3WrVtLr8eMGQMA8Pf3R1BQEHbu3AkAcHNzU9nu0KFDaNWqFQBg/fr1CAgIQNu2bSGXy9G9e3csXLhQrXMgIiIiIlIHk2hEREQ6pjgmFiiMVq1aQeSxXV7rslhbW2PDhg2FPjYRERERUXFhEo2IiEjHKP9/UXdbIiIiIiJdxIkFiIiIiIiIiIiI8sGWaERERDoma6ZNdbclIiIiItJFTKIRERHpmEzxelF3WyJd5jRhd7HuL3ZWx2LdHxEREZUcJtGIiIh0DMdEIyIiIiIqPI6JRkRERERERERElA+2RCMiItIxSsiQCZna2xIRERER6SIm0YiIiHSMUrxe1N2WiIiIiEgXMYlGRESkYzKL0BJN3e2IiIiIiLQdx0QjIiIiIiIiIiLKB1uiERER6Ri2RCMiIiIiKjwm0YiIiHSMUsigFGpOLKDmdkRERERE2o5JNCIiIh3DlmhERERERIXHMdGIiIiIiIiIiIjywZZoREREOiYTcmSq+Xe0zGKOhYiIiIhIWzCJRkREpGNEEcZEExwTjYiIiIh0FJNoREREOoZjohERERERFR7HRCMiIiIiIiIiIsoHW6IRERHpmEwhR6ZQc0w0UczBEBERERFpCSbRiIiIdIwSMijVbIyuBLNoRERERKSbmEQjIiLSMRwTjYiIiIio8DgmGhERERGpZfHixXBycoKhoSE8PDxw8uTJXOuuWLECLVq0gJWVFaysrODj45Ot/oABAyCTyVSW9u3bl/RpEBERERUIk2hEREQ6JmtMNHUXIgDYvHkzxowZgylTpuDMmTNo0KABfH198fDhwxzrh4eHo2/fvjh06BAiIiLg4OCAdu3a4d69eyr12rdvjwcPHkjLxo0bS+N0iIiIiPLFb8JEREQ65vWYaOovRAAwb948DBkyBAMHDkSdOnWwbNkyGBsbY9WqVTnWX79+Pb788ku4ubmhVq1aWLlyJZRKJQ4cOKBST6FQwNbWVlqsrKxK43SIiIiI8sUkGhERkY5RQo5MNRd1JySgd0t6ejoiIyPh4+Mjlcnlcvj4+CAiIqJA+0hJSUFGRgasra1VysPDw1GpUiXUrFkTw4YNw5MnT3LdR1paGhITE1UWIiIiopLCb8JEREQ6ht05qageP36MzMxM2NjYqJTb2NggLi6uQPv45ptvYG9vr5KIa9++PdatW4cDBw5g9uzZ+Oeff9ChQwdkZmbmuI+QkBBYWFhIi4ODg/onRURERJQPzs5JRERERKVq1qxZ2LRpE8LDw2FoaCiV9+nTR/q3q6sr6tevj2rVqiE8PBxt27bNtp+JEydizJgx0uvExEQm0oiIiKjEMIlGRESkY5RF6JaphCjmaEgbVahQAXp6eoiPj1cpj4+Ph62tbZ7bzp07F7NmzcL+/ftRv379POtWrVoVFSpUwI0bN3JMoikUCigUisKfABEREZEa2CeDiIhIx2QKWZEWIgMDAzRu3FhlUoCsSQI8PT1z3W7OnDmYNm0awsLC4O7unu9x/vvvPzx58gR2dnbFEjcRERFRUbAlGhERkY7JmiRAvW3ZEo1eGzNmDPz9/eHu7o6mTZsiNDQUycnJGDhwIACgf//+qFy5MkJCQgAAs2fPRmBgIDZs2AAnJydp7DRTU1OYmpoiKSkJU6dORffu3WFra4ubN29i/PjxqF69Onx9fTV2nkRERERZmEQjIiIiokLr3bs3Hj16hMDAQMTFxcHNzQ1hYWHSZAN37tyBXP6/ZO3SpUuRnp6OHj16qOxnypQpCAoKgp6eHs6fP4+1a9fi2bNnsLe3R7t27TBt2jR22SQiIqIygUk0IiIiHaMUcijVnGVTKdgSjf4nICAAAQEBOa4LDw9XeR0bG5vnvoyMjLB3795iioyIiIio+DGJRkREpGPYnZOIiIiIqPCYRCMiItIxSkDtCQKUxRsKEREREZHW4OycRERERERERERE+WBLNCIiIh2jhBxKNf+Opu52RERERETajkk0IiIiHZMp5MhUc2IBdbcjIiIiItJ2TKIRERHpGCVkUELdMdHU246IiIiISNvxz8lERERERERERET5YEs0IiIiHcPunEREREREhcckGhERkY7JhByZajZGV3c7IiIiIiJtxyQaERGRjlEKGZRCzTHR1NyOiIiIiEjb8c/JRERERERERERE+WBLNCIiIh2jLEJ3TiX//kZEREREOopJNCIiIh2jFHIo1ZwgQN3tiIiIiIi0HZNoREREOiYTMmRCvbHN1N2OiIiIiEjb8c/JRERERERERERE+WBLNCIiIh3D7pxERERERIXHJBoREZGOyYT63TIzizcUIiIiIiKtwSQaERGRjmFLNCIiIiKiwuM3YSIiIiIiIiIionywJRoREZGOyRRyZKrZokzd7YiIiIiItB2/CRMREekYARmUai5CjbHUDh8+jE6dOsHe3h4ymQzbt29XjUcIBAYGws7ODkZGRvDx8cH169dV6iQkJMDPzw/m5uawtLTEoEGDkJSUVJTLQERERERUKEyiERER6ZislmjqLoWVnJyMBg0aYPHixTmunzNnDhYuXIhly5bhxIkTMDExga+vL1JTU6U6fn5+uHTpEvbt24c///wThw8fxtChQ9W+BkREREREhcXunERERFSiOnTogA4dOuS4TgiB0NBQTJo0CZ07dwYArFu3DjY2Nti+fTv69OmDK1euICwsDKdOnYK7uzsAYNGiRfjwww8xd+5c2Nvbl9q5EBEREZHuYks0IiIiHaMUsiItAJCYmKiypKWlqRVLTEwM4uLi4OPjI5VZWFjAw8MDERERAICIiAhYWlpKCTQA8PHxgVwux4kTJ4pwJYiIiIiICo5JNCIiIh2TCXmRFgBwcHCAhYWFtISEhKgVS1xcHADAxsZGpdzGxkZaFxcXh0qVKqms19fXh7W1tVSHiIiIiKiksTsnERGRjnmzRZk62wLA3bt3YW5uLpUrFIpiiY2IiIiIqKxiSzQiIiIqNHNzc5VF3SSara0tACA+Pl6lPD4+Xlpna2uLhw8fqqx/9eoVEhISpDpERERERCWNSTQiIiIdo4S8SEtxcnZ2hq2tLQ4cOCCVJSYm4sSJE/D09AQAeHp64tmzZ4iMjJTqHDx4EEqlEh4eHsUaDxERERFRbtidk4iISMdkChky1ezOqc52SUlJuHHjhvQ6JiYGUVFRsLa2RpUqVTBq1ChMnz4dLi4ucHZ2xuTJk2Fvb48uXboAAGrXro327dtjyJAhWLZsGTIyMhAQEIA+ffpwZk4iIiIiKjVMohEREemY4hgTrTBOnz6N1q1bS6/HjBkDAPD398eaNWswfvx4JCcnY+jQoXj27BmaN2+OsLAwGBoaStusX78eAQEBaNu2LeRyObp3746FCxeqdQ5EREREROpgEo2IiIhKVKtWrSCEyHW9TCZDcHAwgoODc61jbW2NDRs2lER4REREREQFwiQaERGRjhFCDqVQb2wzoeZ2RERERETajkk0IiIiHZMJGTKh5phoam5HRERERKTtmEQjIiLSMUqh3thmWdsSEREREeki9skgIiIiIiIiIiLKB1uiEZWCC/+aYOuSSrh+wRgJ8eUw5ecYeHV4DgB4lQGsmW2HUwfN8eC2AUzMlWjY4gUGfXsf5W1fAQDi7hpgw3wbRB0zxdNH5VDeJgNtuj1F35HxKGfAZiFUMup5JKHnl4/g4pqC8ravEPSZEyLCLKT1n46NQ6vOz1DRPgMZ6TLcuGCE1bNsEX3WRINRU0EoizAmmrrbERERERFpO34T1mGHDx9Gp06dYG9vD5lMhu3bt2s6pHdWaoocVeu+RMDM/7KtS3spx40LxvhkVDwW772GwJUx+O+mAlMGVJXq3L2hgFIJjJz9H5YfuorPg+5h9y/lsTrErjRPg3SMobESty4Z4sdv38tx/b1bCiz+rjI+b1MDY7tUR9xdA4RsvAUL61elHCkVlhKyIi1ERERERLqILdF0WHJyMho0aIDPPvsM3bp103Q477QmbV6gSZsXOa4zMVdi1uabKmXDZ/yHER/WxMP/yqHSexlo0voFmrT+3/Z2jun47+ZD/LmuAoZOuV+isZPuOn3IHKcPmee6/tAfViqvlwfZo8MnCXCu8xJRR81KOjwqgkwhQ6aaY6Kpux0RERERkbZjEk2HdejQAR06dNB0GJSD5EQ9yGQCJhaZudd5oQczy9zXE5Um/XJKfPjpEyQ9l+PWZSNNh0NERERERFTsmESjAktLS0NaWpr0OjExUYPRvLvSU2X4eYY9WnV5ChMzZY517sUYYMeqihgSeK+UoyNS5eGTiIlLb0NhpERCvD4m9qmGxAT+aCnrOCYaEREREVHh8ZswFVhISAgsLCykxcHBQdMhvXNeZQAzPncCBPDVrOzjpwHA4wfl8J1fNbT86Bk+9Eso3QCJ3hJ1zARfflADoz+ujtPh5vjup9uwKJ+h6bAoH0rIoBRqLhwTjYiIiIh0FJNoVGATJ07E8+fPpeXu3buaDumdkpVAi79ngJBNN3NshfYkTh/je1ZDHfdkjPye1580L+2lHu7HKnD1jAnmj3VA5iugfV8md8s6UYRJBQSTaERERESko9jnhgpMoVBAoVBoOox3UlYC7V6MAnO23YC5dfaxzh4/KIfxPavBxfUlxs6/AzlT4FQGyeRAOYXQdBhERERERETFjkk0olLwMlmO+zH/S0DG3TXAzYtGMLN8BWubDEwb4owbF4wQvO4WlJkyJDx8/dY0s8xEOQOBxw/K4ese1VGpcjqGBN7H8yf/e+taV3pV6udDusHQOBP2zunSa1uHdFSt+xIvnukhMUEPn4x8iIi/zZEQXw7m1q/w8cDHqGCbgSO7LDUXNBVIVtdMdbclIiIiItJFTKLpsKSkJNy4cUN6HRMTg6ioKFhbW6NKlSoajOzdc+2cMcb3qC69/imoMgDgg14J+HRsHP792wIA8OUHtVS2m7PtBhp4JeHMYTPcj1HgfowCfo3rqtTZez+qZIMnnVWjwUt8/9tN6fUXU+8DAP7ebIWFE97De9XTMLlnLMytM/HiqR6unTPG2K7VcfuaoaZCpgLixAJERERERIXHJJoOO336NFq3bi29HjNmDADA398fa9as0VBU76YGXkl5JrvyS4S1652Adr05zhSVrvMRpvC1b5Dr+mmDnUovGCpWbIlGRERERFR4TKLpsFatWkEIjl1ERERERERERJQfJtGIiIh0TNZMm+puS0RERESki5hEIyIi0jHszklEREREVHgcHZiIiEjHZCXR1F2IsixevBhOTk4wNDSEh4cHTp48mWvdFStWoEWLFrCysoKVlRV8fHyy1RdCIDAwEHZ2djAyMoKPjw+uX79e0qdBREREVCBMohERERFRoW3evBljxozBlClTcObMGTRo0AC+vr54+PBhjvXDw8PRt29fHDp0CBEREXBwcEC7du1w7949qc6cOXOwcOFCLFu2DCdOnICJiQl8fX2RmppaWqdFRERElCsm0YiIiHQMW6JRcZg3bx6GDBmCgQMHok6dOli2bBmMjY2xatWqHOuvX78eX375Jdzc3FCrVi2sXLkSSqUSBw4cAPC6FVpoaCgmTZqEzp07o379+li3bh3u37+P7du3l+KZEREREeWMSTQiIiIdwyQaFVV6ejoiIyPh4+Mjlcnlcvj4+CAiIqJA+0hJSUFGRgasra0BADExMYiLi1PZp4WFBTw8PHLdZ1paGhITE1UWIiIiopLCJBoREZGOEfjfDJ2FXYSmg6cy4fHjx8jMzISNjY1KuY2NDeLi4gq0j2+++Qb29vZS0ixru8LsMyQkBBYWFtLi4OBQ2FMhIiIiKjAm0YiIiIioVM2aNQubNm3CH3/8AUNDQ7X3M3HiRDx//lxa7t69W4xREhEREanS13QAREREVLqK0i2T3TkJACpUqAA9PT3Ex8erlMfHx8PW1jbPbefOnYtZs2Zh//79qF+/vlSetV18fDzs7OxU9unm5pbjvhQKBRQKhZpnQURERFQ4bIlGRESkYzgmGhWVgYEBGjduLE0KAECaJMDT0zPX7ebMmYNp06YhLCwM7u7uKuucnZ1ha2urss/ExEScOHEiz30SERERlRa2RCMiItIxbIlGxWHMmDHw9/eHu7s7mjZtitDQUCQnJ2PgwIEAgP79+6Ny5coICQkBAMyePRuBgYHYsGEDnJycpHHOTE1NYWpqCplMhlGjRmH69OlwcXGBs7MzJk+eDHt7e3Tp0kVTp0lEREQkYRKNiIiIiAqtd+/eePToEQIDAxEXFwc3NzeEhYVJEwPcuXMHcvn/Oj0sXboU6enp6NGjh8p+pkyZgqCgIADA+PHjkZycjKFDh+LZs2do3rw5wsLCijRuGhEREVFxYRKNiIhIx7AlGhWXgIAABAQE5LguPDxc5XVsbGy++5PJZAgODkZwcHAxREdERERUvJhEIyIi0jFCyCDUTIapux0RERERkbZjEo2IiEjHKCGDEmq2RFNzOyIiIiIibcfZOYmIiIiIiIiIiPLBlmhEREQ6hmOiEREREREVHpNoREREOoZjohERERERFR6TaERERDqGLdGIiIiIiAqPSTQiIiIdw5ZoRERERESFx4kFiIiIiIiIiIiI8sGWaERERDpGFKE7J1uiEREREZGuYhKNiIhIxwgAQqi/LRERERGRLmISjYiISMcoIYMMak4soOZ2RERERETajmOiERERERERERER5YMt0YiIiHQMZ+ckIiIiIio8JtGIiIh0jFLIIFMzGabuhARERERERNqOSTQiIiIdI0QRJhbgzAJEREREpKM4JhoREREREREREVE+2BKNiIhIx3BMNCIiIiKiwmMSjYiISMcwiUZEREREVHhMohEREekYTixARERERFR4HBONiIiIiIiIiIgoH2yJRkREpGM4OycRERERUeExiUZERKRjXifR1B0TrZiDISIiIiLSEuzOSUREpGOyJhZQdymMzMxMTJ48Gc7OzjAyMkK1atUwbdo0iDeycUIIBAYGws7ODkZGRvDx8cH169eL+7SJiIiIiIqESTQiIiIqMbNnz8bSpUvx448/4sqVK5g9ezbmzJmDRYsWSXXmzJmDhQsXYtmyZThx4gRMTEzg6+uL1NRUDUZORERERKSK3TmJiIh0jPj/Rd1tC+P48ePo3LkzOnbsCABwcnLCxo0bcfLkydf7EwKhoaGYNGkSOnfuDABYt24dbGxssH37dvTp00fNSImIiIiIihdbohEREemY4ujOmZiYqLKkpaXleCwvLy8cOHAA165dAwCcO3cOR48eRYcOHQAAMTExiIuLg4+Pj7SNhYUFPDw8EBERUcJXgoiIiIio4NgSjYiISNcUQ1M0BwcHleIpU6YgKCgoW/UJEyYgMTERtWrVgp6eHjIzMzFjxgz4+fkBAOLi4gAANjY2KtvZ2NhI64iIiIiIygIm0YiIiKjQ7t69C3Nzc+m1QqHIsd6WLVuwfv16bNiwAXXr1kVUVBRGjRoFe3t7+Pv7l1a4RERERERFxiQaERGRrlFjls03twUAc3NzlSRabr7++mtMmDBBGtvM1dUVt2/fRkhICPz9/WFrawsAiI+Ph52dnbRdfHw83Nzc1IuRiIiIiKgEcEw0IiIiHSNE0ZbCSElJgVyu+nVDT08PSqUSAODs7AxbW1scOHBAWp+YmIgTJ07A09OzyOdKOfvll1/QrFkz2Nvb4/bt2wCA0NBQ7NixQ8OREREREZVdTKIRERHpmOKYWKCgOnXqhBkzZmD37t2IjY3FH3/8gXnz5qFr164AAJlMhlGjRmH69OnYuXMnLly4gP79+8Pe3h5dunQpgbOnpUuXYsyYMfjwww/x7NkzZGZmAgAsLS0RGhqq2eCIiIiIyjB25yQiIqISs2jRIkyePBlffvklHj58CHt7e3z++ecIDAyU6owfPx7JyckYOnQonj17hubNmyMsLAyGhoYajPzdtWjRIqxYsQJdunTBrFmzpHJ3d3eMGzdOg5ERERERlW1MohEREekaIZPGNlNr20IwMzNDaGhoni2cZDIZgoODERwcrF5MVCgxMTFo2LBhtnKFQoHk5GQNRERERESkHZhE0wI7d+4scN2PP/64BCMhIqJ3gTpjm725LWk3Z2dnREVFwdHRUaU8LCwMtWvX1lBURERERGUfk2haoKBjwshkMmlcEyIiolyJ/1/U3Za02pgxYzB8+HCkpqZCCIGTJ09i48aNCAkJwcqVKzUdHhEREVGZxSSaFsiawYyIiIioqAYPHgwjIyNMmjQJKSkp+OSTT2Bvb48FCxagT58+mg6PiIiIqMxiEk2LpaamctBlIiIqNHVm2XxzW9J+fn5+8PPzQ0pKCpKSklCpUiVNh0RERERU5sk1HQAVTmZmJqZNm4bKlSvD1NQUt27dAgBMnjwZP//8s4ajIyIirSHUXEjrxcTE4Pr16wAAY2NjKYF2/fp1xMbGajAyIiIiorKNSTQtM2PGDKxZswZz5syBgYGBVF6vXj2OY0JERAWS1RJN3YW024ABA3D8+PFs5SdOnMCAAQNKPyAiIiIiLcEkmpZZt24dli9fDj8/P+jp6UnlDRo0wNWrVzUYGREREWmDs2fPolmzZtnK33//fURFRZV+QERERERagmOiaZl79+6hevXq2cqVSiUyMjI0EBEREWkdzs6p02QyGV68eJGt/Pnz55zlm4iIiCgPbImmZerUqYMjR45kK9+2bRsaNmyogYiIiEj7yIq4kDZr2bIlQkJCVBJmmZmZCAkJQfPmzTUYGREREVHZxpZoWiYwMBD+/v64d+8elEolfv/9d0RHR2PdunX4888/NR0eERFpA7ZE02mzZ89Gy5YtUbNmTbRo0QIAcOTIESQmJuLgwYMajo6IiIio7GJLNC3TuXNn7Nq1C/v374eJiQkCAwNx5coV7Nq1Cx988IGmwyMiIqIyrk6dOjh//jx69eqFhw8f4sWLF+jfvz+uXr2KevXqaTo8IiIiojKLLdG0UIsWLbBv3z5Nh0FERNqKLdF0nr29PWbOnKnpMIiIiIi0CpNoWur06dO4cuUKgNd/UW7cuLGGIyIiIq0hZK8Xdbclrffs2TOcPHkSDx8+hFKpVFnXv39/DUVFREREVLYxiaZl/vvvP/Tt2xfHjh2DpaUlgNdfhL28vLBp0ya89957mg2QiIjKPCFeL+puS9pt165d8PPzQ1JSEszNzSGT/S8xKpPJmEQjIiIiygXHRNMygwcPRkZGBq5cuYKEhAQkJCTgypUrUCqVGDx4sKbDIyIiojJu7Nix+Oyzz5CUlIRnz57h6dOn0pKQkKDp8IiIiIjKLLZE0zL//PMPjh8/jpo1a0plNWvWxKJFi6QZtoiIiPLEMdF02r179zBixAgYGxtrOhQiIiIircKWaFrGwcEBGRkZ2cozMzNhb2+vgYiIiEjrZI2Jpu5CWs3X1xenT5/WdBhEREREWodJNC3z/fff46uvvlL58nv69GmMHDkSc+fO1WBkRESkLWSiaAtpt44dO+Lrr79GUFAQfvvtN+zcuVNlKYzFixfDyckJhoaG8PDwwMmTJ3Ote+nSJXTv3h1OTk6QyWQIDQ3NVicoKAgymUxlqVWrVmFPkYiIiKhEsDunFrCyslIZ9Dc5ORkeHh7Q1399+169egV9fX189tln6NKli4aiJCIiIm0wZMgQAEBwcHC2dTKZDJmZmQXaz+bNmzFmzBgsW7YMHh4eCA0Nha+vL6Kjo1GpUqVs9VNSUlC1alX07NkTo0ePznW/devWxf79+6XXWd93iIiIiDSN30q0QE5/qSUiIlIbx0TTaUqlslj2M2/ePAwZMgQDBw4EACxbtgy7d+/GqlWrMGHChGz1mzRpgiZNmgBAjuuz6Ovrw9bWtkAxpKWlIS0tTXqdmJhYmFMgIiIiKhQm0bSAv7+/pkMgIqJ3SVHGNuOYaAQgPT0dkZGRmDhxolQml8vh4+ODiIiIIu37+vXrsLe3h6GhITw9PRESEoIqVarkWDckJARTp04t0vGIiIiICopJNC2WmpqK9PR0lTJzc3MNRUNERFqDLdF0XnJyMv755x/cuXMn23eJESNG5Lv948ePkZmZCRsbG5VyGxsbXL16Ve24PDw8sGbNGtSsWRMPHjzA1KlT0aJFC1y8eBFmZmbZ6k+cOBFjxoyRXicmJsLBwUHt4xMRERHlhUk0LZOcnIxvvvkGW7ZswZMnT7KtL+g4JkRERKSbzp49iw8//BApKSlITk6GtbU1Hj9+DGNjY1SqVKlASbSS0qFDB+nf9evXh4eHBxwdHbFlyxYMGjQoW32FQgGFQlGaIRIREZEO4+ycWmb8+PE4ePAgli5dCoVCgZUrV2Lq1Kmwt7fHunXrNB0eERFpA1HEhbTa6NGj0alTJzx9+hRGRkb4999/cfv2bTRu3LjAM31XqFABenp6iI+PVymPj48v8HhmBWFpaYkaNWrgxo0bxbZPIiIiInUxiaZldu3ahSVLlqB79+7Q19dHixYtMGnSJMycORPr16/XdHhERKQNmETTaVFRURg7dizkcjn09PSQlpYGBwcHzJkzB99++22B9mFgYIDGjRvjwIEDUplSqcSBAwfg6elZbLEmJSXh5s2bsLOzK7Z9EhEREamLSTQtk5CQgKpVqwJ4Pf5ZQkICAKB58+Y4fPiwJkMjIiJtkTWxgLoLabVy5cpBLn/9FbBSpUq4c+cOAMDCwgJ3794t8H7GjBmDFStWYO3atbhy5QqGDRuG5ORkabbO/v37q0w8kJ6ejqioKERFRSE9PR337t1DVFSUSiuzcePG4Z9//kFsbCyOHz+Orl27Qk9PD3379i2OUyciIiIqEo6JpmWqVq2KmJgYVKlSBbVq1cKWLVvQtGlT7Nq1C5aWlpoOj4iIiMq4hg0b4tSpU3BxcYG3tzcCAwPx+PFj/PLLL6hXr16B99O7d288evQIgYGBiIuLg5ubG8LCwqTJBu7cuSMl6wDg/v37aNiwofR67ty5mDt3Lry9vREeHg4A+O+//9C3b188efIEFStWRPPmzfHvv/+iYsWKxXPyREREREXAJJqWGThwIM6dOwdvb29MmDABnTp1wo8//oiMjAzMmzdP0+EREZEWkInXi7rbknabOXMmXrx4AQCYMWMG+vfvj2HDhsHFxQU///xzofYVEBCAgICAHNdlJcayODk5QYi8H6BNmzYV6vhEREREpYlJNC0zevRo6d8+Pj64evUqIiMjUb16ddSvX1+DkRERkdYoythmTKJpPXd3d+nflSpVQlhYmAajISIiItIeHBNNyzk6OqJbt25MoBEREVGBtGnTBs+ePctWnpiYiDZt2pR+QERERERagi3RtMDChQsLXHfEiBElGAkRERFpu/DwcKSnp2crT01NxZEjRzQQEREREZF2YBJNC8yfP79A9WQyGZNoRESULxmKMCZasUZCpen8+fPSvy9fvoy4uDjpdWZmJsLCwlC5cmVNhEZERESkFZhE0wIxMTGaDiFPPZq3gb7cQNNhEOUqbnR1TYdAlKfMtFRg8Y7SO6CQvV7U3Za0kpubG2QyGWQyWY7dNo2MjLBo0SINREZERESkHZhEIyIi0jWcWEAnxcTEQAiBqlWr4uTJk6hYsaK0zsDAAJUqVYKenp4GIyQiIiIq25hEIyIiItIBjo6OyMjIgL+/P8qXLw9HR0dNh0RERESkVTg7JxERka4RRVxIa5UrVw5//PGHpsMgIiIi0kpMohEREekYmSjaQtqtc+fO2L59u6bDICIiItI67M5JRESkazgmmk5zcXFBcHAwjh07hsaNG8PExERlPWf6JiIiIsoZk2ha6MiRI/jpp59w8+ZNbNu2DZUrV8Yvv/wCZ2dnNG/eXNPhERERURn2888/w9LSEpGRkYiMjFRZJ5PJmEQjIiIiygWTaFrmt99+Q79+/eDn54ezZ88iLS0NAPD8+XPMnDkTe/bs0XCERERU5rElmk6LiYnRdAhEREREWoljommZ6dOnY9myZVixYgXKlSsnlTdr1gxnzpzRYGRERKQtOCYaZRFCQAjeVCIiIqKCYBJNy0RHR6Nly5bZyi0sLPDs2bPSD4iIiLSPkBVtIa23bt06uLq6wsjICEZGRqhfvz5++eUXTYdFREREVKaxO6eWsbW1xY0bN+Dk5KRSfvToUVStWlUzQRERkXZhd06dNm/ePEyePBkBAQFo1qwZgNffI7744gs8fvwYo0eP1nCERERERGUTk2haZsiQIRg5ciRWrVoFmUyG+/fvIyIiAuPGjcPkyZM1HR4RERGVcYsWLcLSpUvRv39/qezjjz9G3bp1ERQUxCQaERERUS6YRNMyEyZMgFKpRNu2bZGSkoKWLVtCoVBg3Lhx+OqrrzQdHhERaYGijG3GMdG034MHD+Dl5ZWt3MvLCw8ePNBARERERETagWOiaRmZTIbvvvsOCQkJuHjxIv799188evQI06ZN03RoRESkLUQRF9Jq1atXx5YtW7KVb968GS4uLhqIiIiIiEg7sCWaljIwMECdOnU0HQYREWmjosyyySSa1ps6dSp69+6Nw4cPS2OiHTt2DAcOHMgxuUZERERErzGJpmVat24NmSz3mdEOHjxYitEQERGRtunevTtOnDiB+fPnY/v27QCA2rVr4+TJk2jYsKFmgyMiIiIqw5hE0zJubm4qrzMyMhAVFYWLFy/C399fM0EREZF24eycOq9x48b49ddfNR0GERERkVZhEk3LzJ8/P8fyoKAgJCUllXI0RESklZhE03mZmZn4448/cOXKFQBAnTp10LlzZ+jr86shERERUW74Tekd8emnn6Jp06aYO3eupkMhIqIyjrNz6rZLly7h448/RlxcHGrWrAkAmD17NipWrIhdu3ahXr16Go6QiIiIqGzi7JzviIiICBgaGmo6DCIiomzu3buHTz/9FOXLl4eRkRFcXV1x+vRpab0QAoGBgbCzs4ORkRF8fHxw/fp1DUb8bhs8eDDq1q2L//77D2fOnMGZM2dw9+5d1K9fH0OHDtV0eERERERlFluiaZlu3bqpvBZC4MGDBzh9+jQmT56soaiIiIhy9vTpUzRr1gytW7fGX3/9hYoVK+L69euwsrKS6syZMwcLFy7E2rVr4ezsjMmTJ8PX1xeXL1/mH4hKQFRUFE6fPq1yD6ysrDBjxgw0adJEg5ERERERlW1MomkZCwsLlddyuRw1a9ZEcHAw2rVrp6GoiIhIq5TimGizZ8+Gg4MDVq9eLZU5Ozv/b3dCIDQ0FJMmTULnzp0BAOvWrYONjQ22b9+OPn36qBko5aZGjRqIj49H3bp1VcofPnyI6tWraygqIiIiorKPSTQtkpmZiYEDB8LV1VXlr8dERESFURxjoiUmJqqUKxQKKBSKbPV37twJX19f9OzZE//88w8qV66ML7/8EkOGDAEAxMTEIC4uDj4+PtI2FhYW8PDwQEREBJNoJSAkJAQjRoxAUFAQ3n//fQDAv//+i+DgYMyePVvl3pqbm2sqTCIiIqIyh0k0LaKnp4d27drhypUrTKIREZFGOTg4qLyeMmUKgoKCstW7desWli5dijFjxuDbb7/FqVOnMGLECBgYGMDf3x9xcXEAABsbG5XtbGxspHVUvD766CMAQK9evSCTyQC8bhEIAJ06dZJey2QyZGZmaiZIIiIiojKISTQtU69ePdy6dUulKwwREVGhFXGWzbt376q0UsqpFRoAKJVKuLu7Y+bMmQCAhg0b4uLFi1i2bBn8/f2LFgSp5dChQ5oOgYiIiEgrMYmmZaZPn45x48Zh2rRpaNy4MUxMTFTWs9sFERHlqxjGRDM3Ny/Qzxw7OzvUqVNHpax27dr47bffAAC2trYAgPj4eNjZ2Ul14uPj4ebmpmaQlBdvb29Nh0BERESklZhE0xLBwcEYO3YsPvzwQwDAxx9/LHXBANjtgoiICq44xkQrqGbNmiE6Olql7Nq1a3B0dATwepIBW1tbHDhwQEqaJSYm4sSJExg2bJh6QVK+UlNTcf78eTx8+BBKpVJl3ccff6yhqIiIiIjKNibRtMTUqVPxxRdfsAsGERFpldGjR8PLywszZ85Er169cPLkSSxfvhzLly8HAMhkMowaNQrTp0+Hi4sLnJ2dMXnyZNjb26NLly6aDf4dFRYWhv79++Px48fZ1vEPckRERES5YxJNS2QN+MsuGEREVGTF0J2zoJo0aYI//vgDEydORHBwMJydnREaGgo/Pz+pzvjx45GcnIyhQ4fi2bNnaN68OcLCwmBoaKhmkJSXr776Cj179kRgYGC2CR2IiIiIKHdMommRN7tvEhERqas0u3MCr2eDzJoRMsd9ymQIDg5GcHCwekFRocTHx2PMmDFMoBEREREVEpNoWqRGjRr5JtISEhJKKRoiItJapdgSjcqeHj16IDw8HNWqVdN0KERERERahUk0LTJ16lRYWFhoOgwiIiLSYj/++CN69uyJI0eOwNXVFeXKlVNZP2LECA1FRkRERFS2MYmmRfr06YNKlSppOgwiItJ2bImm0zZu3Ii///4bhoaGCA8PV2nlLpPJmEQjIiIiygWTaFqC46EREVFxKe0x0ahs+e677zB16lRMmDABcrlc0+EQERERaQ0m0bRE1uycRERERcaWaDotPT0dvXv3ZgKNiIiIqJD47UlLKJVKduUkIiKiIvP398fmzZs1HQYRERGR1mFLNCIiIl3Dlmg6LTMzE3PmzMHevXtRv379bBMLzJs3T0OREREREZVtTKIRERHpGI6JptsuXLiAhg0bAgAuXryo4WiIiIiItAeTaERERLqGLdF02qFDhzQdAhEREZFWYhKNiIiISAd069Yt3zoymQy//fZbKURDREREpH2YRCMiItIx7M6pmywsLDQdAhEREZFWYxKNiIhI17A7p05avXq1pkMgIiIi0mpMohEREekaJtGIiIiIiApNrukAiIiIiIiIiIiIyjq2RCMiItIxsv9f1N2WiIiIiEgXsSUaERGRrhFFXIj+3+LFi+Hk5ARDQ0N4eHjg5MmTuda9dOkSunfvDicnJ8hkMoSGhhZ5n0RERESliUk0IiIiHZM1O6e6CxEAbN68GWPGjMGUKVNw5swZNGjQAL6+vnj48GGO9VNSUlC1alXMmjULtra2xbJPIiIiotLEJBoRERERFdq8efMwZMgQDBw4EHXq1MGyZctgbGyMVatW5Vi/SZMm+P7779GnTx8oFIpi2ScRERFRaWISjYiISNewOycVUXp6OiIjI+Hj4yOVyeVy+Pj4ICIiotT2mZaWhsTERJWFiIiIqKQwiUZERKSLmECjInj8+DEyMzNhY2OjUm5jY4O4uLhS22dISAgsLCykxcHBQa1jExERERUEk2hEREQ6hmOi0bti4sSJeP78ubTcvXtX0yERERHRO0xf0wEQERERkXapUKEC9PT0EB8fr1IeHx+f66QBJbFPhUKR6/hqRERERMWNSTQiIiJdU5SumWyJRgAMDAzQuHFjHDhwAF26dAEAKJVKHDhwAAEBAWVmn9rKacLuYttX7KyOxbYvIiIiXcckGhERkY4pSrdMduekLGPGjIG/vz/c3d3RtGlThIaGIjk5GQMHDgQA9O/fH5UrV0ZISAiA1xMHXL58Wfr3vXv3EBUVBVNTU1SvXr1A+yQiIiLSJCbRiIiIdA1bolEx6N27Nx49eoTAwEDExcXBzc0NYWFh0sQAd+7cgVz+v+F379+/j4YNG0qv586di7lz58Lb2xvh4eEF2icRERGRJjGJRkRERERqCQgIyLWrZVZiLIuTkxOEyD8Lm9c+iYiIiDSJSTQiIiIdw+6cRERERESFxyQaERGRrmF3TiIiIiKiQmMSjYiISNcwiUZEREREVGjy/KsQERERERERERHpNrZEIyIi0jEcE42IiIiIqPCYRCMiItI17M5JRERERFRoTKIRERHpGJkQkAn1smHqbkdEREREpO04JhoREREREREREVE+2BKNiIhI17A7JxERERFRoTGJRkREpGM4sQARERERUeExiUZERKRr2BKNiIiIiKjQOCYaERERERERERFRPtgSjYiISMewOycRERERUeExiUZERKRr2J2TiIiIiKjQmEQjIiLSMWyJRkRERERUeBwTjYiIiIiIiIiIKB9siUZERKRr2J2TiIiIiKjQmEQjIiLSQeyWSURERERUOEyiERER6RohXi/qbktEREREpIM4JhoREREREREREVE+2BKNiIhIx3B2TiIiIiKiwmMSjYiISNdwYgEiIiIiokJjEo2IiEjHyJSvF3W3JSIiIiLSRUyiEZWyXp/FwKvNQ7znlIz0NDmunLPEqgUuuHfbRKpTziATQ8ZcQ0vfeJQzUOJMRHksnlkLzxIUGoycdMkXXqcwrNlplbKYJ5bosqrvWzUFFnffjeZV72LUH+1x6IZz6QVJ6mNLNCIiIiKiQmMSjaiU1Wv0FH9udsC1S+bQ0xfwD7iBGUvP4PNuXkhL1QMADB13DU2aP0bI+PpITtLHsAlXMemHcxg3sKmGoyddcuORFYZu/Vh6namUZavzaePzEMheTkRERERE9K7h7Jw6LCQkBE2aNIGZmRkqVaqELl26IDo6WtNhvfMCAxph/y573LlliphrZpg3pS4q2aXCpU4iAMDYNAPtutzDink1cO6UNW5cMcf8KXVRx+05aro+02zwpFNeCTmeJBtLy7OXRirra1Z6jP5NzmFKWGsNRUjqyppYQN2FiIiIiEgXMYmmw/755x8MHz4c//77L/bt24eMjAy0a9cOycnJmg5Np5iYvgIAvHheDgDgUvsFypUTiPrXWqrzX6wJHj4wRO36zzUSI+kmR8vn2DdsLXYP+RUzO+6HrdkLaZ2hfgZCOu7HzP0t8CTZWINRklqEKNpSBLNmzYJMJsOoUaOkstTUVAwfPhzly5eHqakpunfvjvj4+CKeJBERERFR8WJ3Th0WFham8nrNmjWoVKkSIiMj0bJlSw1FpVtkMoHPx0Xj0llL3L5pCgCwKp+GjHQZkpPKqdR9+sQAVuXTNREm6aALDyph8l9tEPvUEhVNkvG512ms7rsd3Vf3Rsr/tXf/8TnX+x/Hn9c19iO2MT+2YbIio5EIjUK1mih2ckiU0fh+EyU/i9KSOqNOv9RwDhmn2iFHnHAijY38KE2/dmQkmmJLjl8jsx/v7x++rtOVrdl17boucz3ut9vnVp/P+/N5vV+ffX6Yl/fn8yny1cRbt+jLg6HK4B1o1ZIzI8qcGYm2fft2/eUvf1Hbtm3tlo8dO1arV6/W0qVLFRwcrNGjR+uee+7R5s2bHe8MAAAAqGIU0WBz/Pi5UU4hISFlthcWFqqwsNA2f+LECbfkdTl7ePIuXdm8QBOGdfR0KoCdzfuutP3/nsP19PWhUH3wv28rLmqv/nPaXx2b/qh7F/X3YIaobgoKCjR48GDNmzdPzz33nG358ePH9eabbyotLU233nqrJCk1NVWtWrXStm3bdOONN3oqZQAAAMAORTRIkkpLS/XYY4+pa9euio6OLnOd5ORkTZs2zc2ZXb5GPr5LnW4+rEmJHXXkJ3/b8qNH/FTT16hW7SK70Wh1653V0SO+nkgV0MlCP33/n2BF1Dmu5vWPKKLOcX386Jt267zUd612/BCu4Uv6eihLXLQq+Drnb/8hxc/PT35+5X9BeNSoUerdu7diY2PtimhZWVkqKipSbGysbVlUVJSaNm2qrVu3UkQDXKDZE6urLNb+Gb2rLBYAAJc6imiQdO4vN9nZ2fr444/LXWfy5MkaN26cbf7EiROKiIhwR3qXGaORj+co5taf9MSIDso/aP+y9j3fBKqoyKJ2nf+jzemhkqTGV55Sw/Az+uarYE8kDCigZpEi6pzQ6p1XaG1Ocy3/upVd+7Jh7+rPG7ooc28zzySISqmKxzl/e/9PSkrSM888U+Y2ixcv1o4dO7R9+/YL2vLy8uTr66s6derYLQ8NDVVeXp5jSQIAAAAuQBENGj16tFatWqWNGzeqSZMm5a5X0SgDXJyHJ+9Sjzvz9OzY6/TLqRqqW+/cI7KnCmrobKGPThfU1IcrGmvE+N06ebymTp+qoYce36WdXwYr5+s6nk0eXmNcjy3K/LaZDp2orQa1T2tk1+0qMRZ98E0LHf0loMyPCRw6Eagfjwd5IFtUmjMfCPj/7Q4cOKCgoP8e7/L+fDhw4IDGjBmjdevWyd/fv8x1AAAAgOqAIpoXM8bokUce0fLly5WRkaHISF4Q7g53DfhBkvTC/Cy75S8/fa0+WtlIkvTXP18jUyo9+ecvVdO3VFlb6mt2cpTbc4X3Cq19SjPuXqc6/md09JcAff5DuB545x4d/SWg4o3hFYKCguyKaOXJysrSTz/9pPbt29uWlZSUaOPGjXrjjTe0du1anT17VseOHbMbjZafn6+wsDBXpA4AAAA4hCKaFxs1apTS0tL0z3/+U4GBgbbHZoKDgxUQwF+UXaXX9bdXuE7RWR/NntFKs2e0qnBdwBUeX1Xxefpr17040kWZwBXc+XXO2267TV9//bXdsmHDhikqKkqPP/64IiIiVLNmTaWnp6tfv36SpJycHOXm5iomJsaxJAEAAAAXoIjmxebMmSNJ6tGjh93y1NRUDR061P0JAQDcowo+LHCxAgMDL/hgTa1atVSvXj3b8sTERI0bN04hISEKCgrSI488opiYGD4qAAAAgEsKRTQvZhx9Hw4AoFpz50i0i/HKK6/IarWqX79+KiwsVFxcnGbPnl31HQEAAABOoIgGAADcKiMjw27e399fKSkpSklJ8UxCAAAAwEWgiAYAgLcpNecmR7cFAAAAvBBFNAAAvI0b34kGAAAAXC4oogEA4GUscuKdaFWaCYDLUbMnVldpvP0zeldpPAAAHGX1dAIAAAAAAADApY6RaAAAeBtjzk2ObgsAAAB4IYpoAAB4GYtx4nFOamgAAADwUhTRAADwNnxYAAAAAKg03okGAAAAAAAAVICRaAAAeBmLMbI4+G4zR7cDAAAAqjuKaAAAeJvS/58c3RYAAADwQhTRAADwMoxEAwAAACqPd6IBAAAAAAAAFaCIBgCAtzFOTsD/S0lJUbNmzeTv76/OnTvr008//d31ly5dqqioKPn7+6tNmzb617/+Zdc+dOhQWSwWu6lnz56u3AUAAICLxuOcAAB4G2POTY5uC0hasmSJxo0bp7lz56pz58569dVXFRcXp5ycHDVs2PCC9bds2aL77rtPycnJuuuuu5SWlqb4+Hjt2LFD0dHRtvV69uyp1NRU27yfn59b9gfVR7MnVldpvP0zeldpPADA5YsiGgAAXsZizk2ObgtI0ssvv6wRI0Zo2LBhkqS5c+dq9erVWrBggZ544okL1n/ttdfUs2dPTZw4UZI0ffp0rVu3Tm+88Ybmzp1rW8/Pz09hYWHu2QmgHFVZqKNIBwCXDx7nBAAAQKWcPXtWWVlZio2NtS2zWq2KjY3V1q1by9xm69atdutLUlxc3AXrZ2RkqGHDhmrZsqVGjhypI0eOlJtHYWGhTpw4YTcBAAC4CiPRAADwNjzOCSf9/PPPKikpUWhoqN3y0NBQ7dq1q8xt8vLyylw/Ly/PNt+zZ0/dc889ioyM1N69ezVlyhTdeeed2rp1q3x8fC6ImZycrGnTplXBHgHuxUg3AKieKKIBAOBlLKXnJke3BVxl4MCBtv9v06aN2rZtq6uvvloZGRm67bbbLlh/8uTJGjdunG3+xIkTioiIcEuuAADA+/A4JwAA3ub8SDRHJ3i9+vXry8fHR/n5+XbL8/Pzy32fWVhYWKXWl6SrrrpK9evX17fffltmu5+fn4KCguwmAAAAV6GIBgAAgErx9fVVhw4dlJ6ebltWWlqq9PR0xcTElLlNTEyM3fqStG7dunLXl6QffvhBR44cUXh4eNUkDgAA4ASKaAAAeBvj5ARIGjdunObNm6dFixbpm2++0ciRI3Xq1Cnb1zqHDBmiyZMn29YfM2aM1qxZo5deekm7du3SM888o88++0yjR4+WJBUUFGjixInatm2b9u/fr/T0dPXt21fNmzdXXFycR/YRAADg13gnGgAAXsZijCwOPpbp6Ha4/Nx77706fPiwnn76aeXl5aldu3Zas2aN7eMBubm5slr/+++1Xbp0UVpamp566ilNmTJFLVq00IoVKxQdHS1J8vHx0VdffaVFixbp2LFjatSoke644w5Nnz5dfn5+HtlHoLqqyg8XSHy8AADOo4gGAIC34eucqCKjR4+2jST7rYyMjAuW9e/fX/379y9z/YCAAK1du7Yq0wMAAKhSPM4JAAAAAAAAVICRaAAAeBsjqdSJbQEAAAAvRBENAAAvwzvRAAAAgMqjiAYAgLcxcuKdaFWaCQAAAFBt8E40AAAAAAAAoAKMRAMAwNvwdU4AAACg0iiiAQDgbUolWZzYFgAAAPBCFNEAAPAyfFgAAAAAqDzeiQYAAAAAAABUgJFoAAB4G96JBgBwQrMnVldpvP0zeldpPABwFYpoAAB4G4poAAAAQKVRRAMAwNtQRAMAAAAqjXeiAQAAAAAAABVgJBoAAN6mVJLFiW0BAAAAL0QRDQAAL2MxRhYHH8t0dDsAACqjKj9ewIcLAFQVimgAAHgb3okGAAAAVBrvRAMAAAAAAAAqwEg0AAC8TamRLA6OKCtlJBoAAAC8E0U0AAC8DY9zAgAAAJVGEQ0AAK/jRBFNFNEAANWfqz9cUJXxy+sDgPvxTjQAAAAAAACgAoxEAwDA2/A4JwAA1Z6rR9MBuBBFNAAAvE2pkcOPZfJhAQAAAHgpimgAAHgbU3pucnRbAAAAwAvxTjQAAAAAAACgAoxEAwDA2/BONAAAUIHq9AVTvpAKd6GIBgCAt+GdaAAAAE7j4w7ehyIaAADehpFoAAAAlzyKdJce3okGAABcJjk5WR07dlRgYKAaNmyo+Ph45eTk2K1z5swZjRo1SvXq1VPt2rXVr18/5efneyhjAAAAoGwU0QAA8DZG/x2NVumpcl1lZmZq1KhR2rZtm9atW6eioiLdcccdOnXqlG2dsWPHauXKlVq6dKkyMzN18OBB3XPPPVW7zwAAAICTeJwTAABv48bHOdesWWM3v3DhQjVs2FBZWVnq1q2bjh8/rjfffFNpaWm69dZbJUmpqalq1aqVtm3bphtvvNGxPAEAAPC7eFy08hiJBgCAtyktdW6SdOLECbupsLDworo+fvy4JCkkJESSlJWVpaKiIsXGxtrWiYqKUtOmTbV169Yq3nEAAADAcRTRAADwNg4/yvnfEWwREREKDg62TcnJyRV2W1paqscee0xdu3ZVdHS0JCkvL0++vr6qU6eO3bqhoaHKy8ur8l0HAAAAHMXjnAAAoNIOHDigoKAg27yfn1+F24waNUrZ2dn6+OOPXZkaAAAA4BIU0QAA8DZV8E60oKAguyJaRUaPHq1Vq1Zp48aNatKkiW15WFiYzp49q2PHjtmNRsvPz1dYWJhjOQIAAAAuwOOcAAB4m1Lj3FQJxhiNHj1ay5cv1/r16xUZGWnX3qFDB9WsWVPp6em2ZTk5OcrNzVVMTEyV7C4AAABQFRiJBgCAlzGmVMaUOrxtZYwaNUppaWn65z//qcDAQNt7zoKDgxUQEKDg4GAlJiZq3LhxCgkJUVBQkB555BHFxMTwZU4AAABcUiiiAQAAl5kzZ44kqUePHnbLU1NTNXToUEnSK6+8IqvVqn79+qmwsFBxcXGaPXu2mzMFAAAAfh9FNAAAvI2p/GOZdttWavWK1/f391dKSopSUlIcywkAAABwA4poAAB4G2MkuaeIBgAAAO/U7InVVRpv/4zeVRrPERTRAADwNqWlksWxd6LJwXepAQAAANUdX+cEAAAAAAAAKsBINAAAvA2PcwIAAACVRhENAAAvY0pLZRx8nNPwOCcAAAC8FEU0AAC8DSPRAAAAgErjnWgAAAAAAABABRiJBgCAtyk1koWRaAAAAEBlUEQDAMDbGCPJwXebUUQDAACAl6KIBgCAlzGlRsbBkWiGIhoAAAC8FO9EAwAAAAAAACpAEQ0AAG9jSp2bgP+XkpKiZs2ayd/fX507d9ann376u+svXbpUUVFR8vf3V5s2bfSvf/3Lrt0Yo6efflrh4eEKCAhQbGys9uzZ48pdAAAAuGgU0QAA8DKm1Dg1AZK0ZMkSjRs3TklJSdqxY4euu+46xcXF6aeffipz/S1btui+++5TYmKiPv/8c8XHxys+Pl7Z2dm2dV544QXNmjVLc+fO1SeffKJatWopLi5OZ86ccdduAQAAlIsiGgAA3oaRaKgCL7/8skaMGKFhw4apdevWmjt3rq644gotWLCgzPVfe+019ezZUxMnTlSrVq00ffp0tW/fXm+88Yakc6PQXn31VT311FPq27ev2rZtq7/97W86ePCgVqxY4cY9AwAAKBsfFoDDzr9curj0rIczAX5fSSEjGHBpKzl77hx110v7i1UkOdhVsYqqNhlUS2fPnlVWVpYmT55sW2a1WhUbG6utW7eWuc3WrVs1btw4u2VxcXG2Atm+ffuUl5en2NhYW3twcLA6d+6srVu3auDAgRfELCwsVGFhoW3++PHjkqQTJ044vG8VKS08XaXxysq1Kvuo7vHL6oNj4N74ZfXBMXBvfHf0QXzP90F8x/qo6tgV/T5OEQ0OO3nypCQp8+e/eTgToAIpnk4AuDgnT55UcHCwy+L7+voqLCxMH+f9q+KVf0dYWJh8fX2rKCtURz///LNKSkoUGhpqtzw0NFS7du0qc5u8vLwy18/Ly7O1n19W3jq/lZycrGnTpl2wPCIi4uJ25BIQ/CrxPd0H8T3fB/E93wfxPd8H8S+NPir6fZwiGhzWqFEjHThwQIGBgbJYLJ5O57Jw4sQJRURE6MCBAwoKCvJ0OkCZOE+rnjFGJ0+eVKNGjVzaj7+/v/bt26ezZ50bQezr6yt/f/8qygpw3OTJk+1Gt5WWluo///mP6tWr59HfTVx9n3THfbi670N1j++OPojv+T6I7/k+qnt8d/RR3eNfrIv9fZwiGhxmtVrVpEkTT6dxWQoKCqI4gUse52nVcuUItF/z9/enAAan1a9fXz4+PsrPz7dbnp+fr7CwsDK3CQsL+931z/83Pz9f4eHhduu0a9euzJh+fn7y8/OzW1anTp3K7IpLufo+6Y77cHXfh+oe3x19EN/zfRDf831U9/ju6KO6x78YF/P7OB8WAAAAQKX4+vqqQ4cOSk9Pty0rLS1Venq6YmJiytwmJibGbn1JWrdunW39yMhIhYWF2a1z4sQJffLJJ+XGBAAAcCdGogEAAKDSxo0bp4SEBN1www3q1KmTXn31VZ06dUrDhg2TJA0ZMkSNGzdWcnKyJGnMmDHq3r27XnrpJfXu3VuLFy/WZ599pr/+9a+SJIvFoscee0zPPfecWrRoocjISE2dOlWNGjVSfHy8p3YTAADAhiIacAnx8/NTUlLSBY+mAJcSzlMAknTvvffq8OHDevrpp5WXl6d27dppzZo1tg8D5Obmymr970MPXbp0UVpamp566ilNmTJFLVq00IoVKxQdHW1bZ9KkSTp16pT+53/+R8eOHdNNN92kNWvWVLtHkF19n3THfbi670N1j++OPojv+T6I7/k+qnt8d/RR3eNXNYup6PudAAAAAAAAgJfjnWgAAAAAAABABSiiAQAAAAAAABWgiAYAAAAAAABUgCIaAAAAAAAAUAGKaMAlYOPGjbr77rvVqFEjWSwWrVixwtMpARdITk5Wx44dFRgYqIYNGyo+Pl45OTmeTgsAAAAA3IIiGnAJOHXqlK677jqlpKR4OhWgXJmZmRo1apS2bdumdevWqaioSHfccYdOnTrl6dQA4JJRWFiovXv3qrCw0OV9FRcXKzc3t8rilZSUKD8/X4cPH66ymJ6Sn5+vvLw8l8QuLCx0y/HNyMjQL7/84vJ+qjNjjEpKSjydRqW56xyqbkpKSvTdd9+ptLRU0rmf07vvvqvFixcrPz+/yvr4tU8//VTbtm1z2fFYuHChjh8/XuVxjx8/rpycHOXk5FR5/FOnTmnjxo1asmSJli5dqqysLBljqrSPX3Pl/dolDIBLiiSzfPlyT6cBVOinn34ykkxmZqanUwEAj0hNTTVbtmwxxhjzyy+/mAcffND4+PgYq9VqatSoYf73f//XnDlzxmX9f/HFF8ZqtTodZ9WqVebmm282fn5+xmq1GqvVaoKDg839999vvv/+e6fjr1692iQmJpqJEyeab775xq7tP//5j7nlllscjn3kyBHTr18/ExERYR566CFTXFxsEhMTjcViMVar1cTExJiDBw86uwvmww8/NHfeeaepU6eO7WdUp04dc+edd5p169Y5Hb8sNWvWNDt37qySWF988YWZPn26SUlJMYcPH7ZrO378uBk2bJjDsaOjo82zzz5rcnNznU2zXEVFRebJJ5803bp1M08//bQxxpgXXnjBXHHFFcbX19cMGTLEFBYWOtVHSkqKue2220z//v3NRx99ZNd2+PBhExkZ6VR8V55D7jgGFdm5c6dTP6Mvv/zShIeHG6vVaqKjo01ubq6Jjo42tWrVMrVr1zZ169Y1n376qcPx9+/fbzp06GB8fHxMz549zfHjx01sbKyxWCzGYrGYq666yuTk5DgcvzxVeR0bY8y8efNMq1atbOfQ+alVq1Zm/vz5TsUuKSkxEydONFdccYUt7vmfz5VXXmnef/99p+K7637taoxEAwA45Py/eoWEhHg4EwDwjGeffVZW67lfp6dOnar169dr6dKl+ve//61//OMf2rBhg6ZOnerhLH/fW2+9pfvuu0+dOnXShAkT1LBhQ02aNEkzZszQgQMH1KFDB+3Zs8fh+GlpaerTp4/y8vK0detWXX/99XrnnXds7WfPnlVmZqbD8SdOnKicnBxNmjRJ33zzjfr166ft27dr06ZN+vjjj1VcXKwnnnjC4fiStGjRIvXq1UvBwcF65ZVXtGrVKq1atUqvvPKK6tSpo169eumtt95yOH779u3LnIqLi9WvXz/bvKM+/PBDderUSYsXL9bMmTMVFRWlDRs22Np/+eUXLVq0yOH4//73v/Xaa68pMjJSPXv21LJly1RcXOxwvLJMmzZN8+fP1w033KB//OMfGjlypF5//XX99a9/1bx585Senq5XX33V4fizZs3SxIkTFRUVJT8/P/Xq1UvJycm29pKSEn3//fcOx3f1OeSOY1CRs2fPOvUzmjRpkrp27aovv/xSt912m+Li4tSqVSsdPXpUR48eVe/evTVlyhSH448fP161a9fWihUrFBQUpF69eqm4uFgHDhzQjz/+qBYtWujxxx93OH5ISEiZU3FxsWJiYmzzznjxxRc1ZswY9e3bV+np6crOzlZ2drbS09MVHx+vMWPG6M9//rPD8adMmaJVq1ZpyZIlWrt2rW666SbNmDFDO3fu1JAhQ9S/f399+OGHDsd3x/3aLTxdxQNgT4xEQzVQUlJievfubbp27erpVADAY/z8/Gwjta655hrzwQcf2LVnZmaapk2bOhz/+uuv/90pKirK6ZFoUVFRZvHixbb57du3myZNmpjS0lJjjDH33nuv+cMf/uBw/Hbt2pnXXnvNNr9kyRJTq1Yt24iJvLw8p/YhPDzcbN682RbLYrGYDz/80Nb+8ccfm8aNGzsc3xhjWrRoYd54441y21NSUkzz5s0djl+jRg3Ts2dP88wzz9impKQkY7VazcMPP2xb5qiYmBgzZcoUY4wxpaWlZubMmaZ27dq289XZY2CxWMyPP/5oli9fbu6++25To0YN06BBAzN+/PgqG4Fz1VVXmZUrVxpjjNmzZ4+xWq125+2SJUtMdHS0w/Fbt25t3nnnHdv85s2bTYMGDczUqVONMc7/jFx9DrnjGIwdO/Z3p/vvv9+pn1HdunVtuZ4+fdr4+PiYTz75xNaenZ1t6tWr53D8Bg0amM8//9wYY8yxY8eMxWIxmzZtsrVnZWWZ0NBQh+PXrl3b9O7d2yxcuNA2paamGh8fH/P888/bljmjadOmZsmSJeW2L1682ERERDgcPzw83GzcuNE2/8MPP5jatWvbRlQ/++yzJiYmxqn4rr5fu0MNTxfxAADVz6hRo5Sdna2PP/7Y06kAgMeEhYVp7969atq0qU6dOqX69evbtTdo0EBHjhxxOP7OnTs1cOBARUZGltl+6NAh7d692+H4kvT999+rc+fOtvkbbrhBeXl5OnTokBo1aqRx48YpLi7O4fh79uzR3XffbZsfMGCAGjRooD59+qioqEh/+MMfnMr/+PHjaty4sSQpNDRUNWrUUHh4uK29UaNGOnbsmFN95ObmKjY2ttz22267TePHj3c4fkZGhhISEtSpUyclJSXZRjc+//zzGjVqlFq3bu1wbOncKKXzo5wsFosmTZqkJk2a6I9//KMWL16sjh07OhVfkmrUqKH4+HjFx8fr0KFDWrhwoVJTU/XKK6+oc+fOGj58uB588EGH4x88eFDXXXedJKl58+by9fW1zUtSx44dnRoFtW/fPnXp0sU236VLF61fv16xsbEqKirSY4895nBsyfXnkOT6Y/Daa6+pXbt2CgoKKrO9oKDA4djSuffb1ahxrjzx2/9Kko+Pj+1daY44c+aMgoODJUmBgYHy8fFRYGCgrT0oKEinT592OP7nn3+uQYMGaf369UpJSVHt2rUlSSNGjFB8fLzT17Ek/fTTT2rTpk257W3atNHPP//scPyCggLb/VSSwsPDdebMGR09elRhYWHq16+fZsyY4XB8d9yv3YHHOQEAlTJ69GitWrVKGzZsUJMmTTydDgB4zODBg/Xkk0/q2LFjeuCBB/Tss8/a/iJ5+vRpPfPMM+ratavD8aOjo9W5c2clJSWVOT300ENO70OzZs302Wef2eZ37Nghq9Wq0NBQSeceUSoqKnI4flBQ0AUvBL/lllu0atUqTZw4Ua+//rrDsSWpRYsWWrVqlSTpgw8+kL+/v93jRmvXri23CHmxrr32Wr355pvlti9YsMCpvyB37dpVWVlZ2r17t7p06aK9e/c6HKssfn5+F/zFdNCgQZo/f77uvfdeLV++3Kn4FovFbj48PFyTJ0/W7t27lZ6erquvvlqPPvqoU30EBwfb7UP79u3tCiCFhYUX5FEZ9evX14EDB+yWRUdHa/369UpNTdWkSZMcji25/hxyxzFo3ry5xo4dqw0bNpQ5zZs3z6n4HTp00MyZM/Xjjz8qOTlZkZGReuONN2ztr7/+uqKjox2Of+2112rBggWSzj1eW69ePS1evNjW/ve//13XXHONw/GbN2+uLVu2KCwsTO3atdPmzZsdjlWejh07asaMGWU+qltSUqKZM2c6VRRv06aN/v73v9vm3333XdWuXVthYWGSpNLSUvn5+Tkc3x33a3dgJBoA4KIYY/TII49o+fLlysjIqBZ/yAGAKyUlJSk7O1tXXXWVbrjhBm3atEmhoaFq3LixDh48qHr16mndunUOx+/atatycnLKbQ8MDFS3bt0cji+dG1k8fPhwbd++Xf7+/po/f74eeOAB+fj4SJI++eQTp/5i2alTJ33wwQe68cYb7ZZ3795dK1eu1F133eVU/hMnTlRCQoJeffVVHThwQG+//bbGjBmjTz75RFarVe+9955efvllp/p46aWXdNddd2nNmjWKjY21FRjz8/OVnp6u7777TqtXr3aqj+DgYP39739XamqqbrrpJk2bNs2potCvtWvXThs2bFCHDh3slg8cOFDGGCUkJDgV3/zOV/t69OihHj166MSJE0710bp1a+3YscM2Cue3BYqvv/5aLVq0cDj+TTfdpPfee08333zzBf2mp6frlltucTi25PpzyB3H4IYbblBWVpbuv//+MtstFotTX3CcMWOGevbsqQULFqh+/frasGGDEhMTFR4eLqvVqqNHj2rlypUOx3/mmWcUHx+vF154QVarVWvXrtWIESO0fv16Wa1Wbd++XWlpaQ7Hl86NnJs5c6bi4uI0aNAgDR48uMquY0l64403FBcXp7CwMHXr1s3uPNq4caN8fX2demfZs88+q969e+v999+Xv7+/tmzZohdffNHWvmbNGl1//fUOx3fH/dodLMaZMx1AlSgoKNC3334rSbr++uv18ssv65ZbblFISIiaNm3q4eyAcx5++GGlpaXpn//8p1q2bGlbHhwcrICAAA9mBgCetWbNGq1cuVLfffedSktLFR4erq5du2rQoEGqVauWw3Gzs7OdGnlxsebMmaO3335bhYWFiouL09SpU+Xv7y/p3OOYJSUlioqKcih2ZmamtmzZosmTJ5fZvmHDBv3tb39Tamqqw/lv3rxZ27ZtU0xMjLp06aKdO3dqxowZOn36tO6++26ni0SStH//fs2ZM0fbtm1TXl6epHOP88bExOihhx5Ss2bNnO7jvD179mjw4MH67LPPlJ2d7fRjYMuXL9fGjRv1yiuvlNmelpamefPm2X1soDKGDRumWbNm2Y0Mq2q7d+9WzZo1y/0HvLS0NNWoUUMDBgxwKP7XX3+trKwsDR06tMz27OxsLVu2TElJSQ7Fl1x7DrnjGOTl5amwsFBXXnmlS+JnZ2crMjJSu3btUsuWLVW7dm2dOXNG77zzjn755Rfdfvvtdr9/OmL//v3KyspShw4d1KxZM+Xn5yslJUWnT59W7969nS6W/tqRI0c0YsQIbdiwQdu2bXM69/NOnjypt99+u8zzaNCgQeU+bnsxsrOzVVpaqiVLltj+PLj99turJO/z3HG/djWKaMAlICMjo8ybdkJCghYuXOj+hIAylPcvaampqeX+0gkAcJzValWnTp2UmJiogQMHuvQvyLi0lJaW6uTJkwoKCqrSkSwom9VqVceOHTV8+HCuNQ/hfud556+DxMRE3XfffRyDcvBONOAS0KNHDxljLpgooOFSUtY5aoyhgAYAv5Gfn6/c3Fyn42RmZqp169YaP368wsPDlZCQoE2bNlVBhhWrqn2oSHFxsUv6cUf+ruzDarXqzJkzF7ynC2Vz9jzKzMxUdHS026+1adOmOfUi+IpUp+vAk/c7yXX3InfFl6SioiKnr4Nrr71WEyZMUHh4uIYOHerWY1BdUEQDAAAAHHDy5Endf//9uvLKK5WQkKCzZ89q1KhRCg8PV2RkpLp37+7Ue4huvvlmLViwQIcOHdLrr7+u/fv3q3v37rrmmms0c+ZM26M8l/I+VOTf//63U+/YdEf+ru7DHfswe/ZsxcbGasCAAUpPT7dr+/nnn3XVVVdd0vEr4ux5dPPNN+vNN9902bV24sSJC6bjx4/r+eef13fffWdb5qjL4Tpwx/3u9zh7Dnk6vnTui87OXge/Pgb79u2r8mPg6XtFVaCIBgAAADhgypQpysrK0oQJE5Sbm6sBAwZo48aN2rRpkzZs2KCff/5ZM2fOdLqfWrVqadiwYcrMzNTu3bvVv39/paSkqGnTpurTp0+12AdXcUf+ru7D1fFnzZqliRMnKioqSn5+furVq5eSk5Nt7SUlJfr+++8v2fju5KprrW7duhdMISEhKi4uVkxMjOrUqaO6des6HP9yuA7Oc+X9DhfHVcfgsrlXGAAAAACVFhERYdavX2+MMebHH380FovFrFy50ta+atUq07Jlyyrvt6CgwPzlL38xISEhxmq1OhXL1ftw/fXX/+4UFRXl1D644xi4ug9Xx2/durV55513bPObN282DRo0MFOnTjXGGJOXl+fUMXB1fGNcfx6Vp6qutcaNG5vevXub9evXm4yMDJORkWE2bNhgfHx8TGpqqm2Zoy6H66A8VXUMXH0OueMcre7XgTvuFe5Qw9NFPAAAAKA6+umnn9S8eXNJUqNGjRQQEKBrrrnG1h4dHV2l77TauHGjFixYoGXLlslqtWrAgAFKTEx0Kqar92Hnzp0aOHBguY8YHTp0SLt373Y4vjuOgav7cHX8ffv2qUuXLrb5Ll26aP369YqNjVVRUZEee+wxh2O7I77k+vPot6r6Wvvqq6+UmJio6dOn66233lLjxo0lnftoU6dOnZz+AuvlcB38VlUfA1efQ+44R6v7deCOe4U7UEQDAAAAHFCvXj0dPnxYERERkqS+ffuqTp06tvaCggL5+fk51cfBgwe1cOFCLVy4UN9++626dOmiWbNmacCAAapVq5ZTsSXX70N0dLQ6d+6skSNHltn+xRdfaN68eQ7Hd8cxcHUfro5fv359HThwQM2aNbMti46O1vr163Xrrbfq4MGDDsd2R/zz8Vx5HkmuvdZCQkK0fPlyzZkzR506ddKf//xn3XfffU7F/LXL4TqQXHsMXH0OueMcre7XgTvuFe5AEQ0AAABwQNu2bbV9+3a1b99ekpSWlmbXvn37drVq1crh+Hfeeac++ugj1a9fX0OGDNGDDz6oli1bOpXzb7l6H7p27aqcnJxy2wMDA9WtWzeH47s6f3f04er4N910k9577z3dfPPNdstbt26t9PR03XLLLQ7Hdkd8yfXnkTuuNUkaOXKkunfvrkGDBmnlypVVFvdyuA5cfQxcfQ65Or47+nD1MXDHvcIdLMYY4+kkAAAAgOpm06ZNatu2rYKDg8ts/+CDDxQQEKAePXo4FL9Pnz5KTEzUXXfdJR8fHycyLZ+r9yE7O1vR0dFOZPj7XJ2/O/pwdfyvv/5aWVlZGjp0aJnt2dnZWrZsmZKSki7J+OdjuPI8cvW19tv8z549qyeeeEIbNmzQe++95/RXGy+H68Ddx6C6xXdHH64+Bu64V7gDRTQAAADAAVarVR07dtTw4cM1cOBABQYGejqlSnP1PlitVnXq1EmJiYkui+/qY+COnxHxK+7DleeRq10ux6A63+/ccS9y9TnKdXBpsHo6AQAYOnSo4uPjbfM9evTwyIslMzIyZLFYdOzYsXLXsVgsWrFixUXHfOaZZ9SuXTun8tq/f78sFou++OILp+IAAKpWZmamrr32Wo0fP17h4eFKSEjQpk2bPJ1Wpbh6HzIzM9W6dWuXxnf1MXDHz8jV8aOjo6tt/PN9uPI8crXqfg65qw9Xcse9yNXn6OVwHbj6XuEWnv04KIBLVUJCgpFkJJmaNWuaq6++2kybNs0UFRW5pK++ffva5o8cOWJOnDhxUdtu2LDBSDJHjx51Oo+LiSXJLF++/KJjJiUlmeuuu86pvPbt22ckmc8//9ypOAAA1ygoKDALFiww3bp1MxaLxbRo0cLMmDHDHDp0yNOpXTRX70N1j++OPoh/afThShwDz+MYeF51z58iGoAyJSQkmJ49e5pDhw6Z/fv3m9mzZxuLxWL+9Kc/lbl+YWGhU339uohWGRTRAACXkj179pgpU6aYiIgIU7NmTXP33Xd7OqVKc/U+VPf47uiD+JdGH67EMfA8joHnVcf8KaIBKFNZha3bb7/d3HjjjXbtzz33nAkPDzfNmjUzxhiTm5tr+vfvb4KDg03dunVNnz59zL59+2wxiouLzdixY01wcLAJCQkxEydONEOGDLHrq3v37mbMmDG2+TNnzphJkyaZJk2aGF9fX3P11Veb+fPn24pLv54SEhKMMcaUlJSYP/3pT6ZZs2bG39/ftG3b1ixdutRuf1avXm1atGhh/P39TY8ePUxqamqli2iTJk0yLVq0MAEBASYyMtI89dRT5uzZs7b280W0uXPnmiZNmpiAgADTv39/c+zYMbu48+bNM1FRUcbPz8+0bNnSpKSk2NooogFA9VJQUGD+8pe/mJCQEGO1Wj2djkNcvQ/VPb47+iD+pdGHK3EMPI9j4HnVLX+KaADKVFYRrU+fPqZ9+/a29tq1a5sHHnjAZGdnm+zsbHP27FnTqlUr8+CDD5qvvvrK7Ny50wwaNMi0bNnSNlJt5syZpm7dumbZsmVm586dJjEx0QQGBv5uEW3AgAEmIiLCvPfee2bv3r3mo48+MosXLzbFxcVm2bJlRpLJyckxhw4dshWnnnvuORMVFWXWrFlj9u7da1JTU42fn5/JyMgwxpwr9vn5+Zlx48aZXbt2mbffftuEhoZWuog2ffp0s3nzZrNv3z7z/vvvm9DQUDNz5kxbe1JSkqlVq5a59dZbzeeff24yMzNN8+bNzaBBg2zrvP322yY8PNwsW7bMfPfdd2bZsmUmJCTELFy40BhDEQ0AqovMzEzbn49BQUFm+PDhZuvWrZ5Oq1JcvQ/VPb47+iD+pdGHK3EMPI9j4HnVNX+KaADK9OsiWmlpqVm3bp3x8/MzEyZMsLWHhobaPcb51ltvmZYtW5rS0lLbssLCQhMQEGDWrl1rjDEmPDzcvPDCC7b2oqIi06RJk3KLaDk5OUaSWbduXZl5lvUI5pkzZ8wVV1xhtmzZYrduYmKiue+++4wxxkyePNm0bt3arv3xxx93+nHOF1980XTo0ME2n5SUZHx8fMwPP/xgW/bBBx8Yq9Vqe+7/6quvNmlpaXZxpk+fbmJiYowxFNEA4FL2448/mueff960aNHCWCwW07VrV7NgwQJTUFDg6dQumqv3obrHd0cfxL80+nAljoHncQw8r7rnbwxFNADlSEhIMD4+PqZWrVrG19fX1KhRwwwZMsR2g0tISDCxsbF220yYMMG2za8ni8ViZs+ebY4dO2YkmczMTLvt4uPjyy2iLVmyxPj4+Ng9IvlrZRXRsrOzjaQL8qhZs6bp1KmTrc9hw4bZxVqxYkWli2iLFy82Xbp0MaGhoaZWrVrGz8/PNGjQwNaelJRkIiMj7WKc/zlkZGSYgoICI8kEBATY5ern52caNmxojKGIBgCXqp49e5oaNWqYsLAwM2nSJLNr1y5Pp1Rprt6H6h7fHX0Q/9Low5U4Bp7HMfC86p7/eTVc/fVPANXXLbfcojlz5sjX11eNGjVSjRr2t4xatWrZzRcUFKhDhw565513LojVoEEDh3IICAio9DYFBQWSpNWrV6tx48Z2bX5+fg7lUZatW7dq8ODBmjZtmuLi4hQcHKzFixfrpZdeqnSu8+bNU+fOne3afHx8qixXAEDVq1mzpv7xj3/orrvuqrb3bFfvQ3WP744+iH9p9OFKHAPP4xh4XnXP/zyKaADKVatWLTVv3vyi12/fvr2WLFmihg0bKigoqMx1wsPD9cknn6hbt26SpOLiYmVlZal9+/Zlrt+mTRuVlpYqMzNTsbGxF7T7+vpKkkpKSmzLWrduLT8/P+Xm5qp79+5lxm3VqpXef/99u2Xbtm2reCd/ZcuWLbryyiv15JNP2pZ9//33F6yXm5urgwcPqlGjRrZ+rFarWrZsqdDQUDVq1EjfffedBg8eXKn+AQCe9ds/R6ojV+9DdY/vjj6If2n04UocA8/jGHhedc//PKunEwBw+Rg8eLDq16+vvn37atOmTdq3b58yMjL06KOP6ocffpAkjRkzRjNmzNCKFSu0a9cuPfzwwzp27Fi5MZs1a6aEhAQ9+OCDWrFihS3mu+++K0m68sorZbFYtGrVKh0+fFgFBQUKDAzUhAkTNHbsWC1atEh79+7Vjh079Prrr2vRokWSpIceekh79uzRxIkTlZOTo7S0NC1cuLBS+9uiRQvl5uZq8eLF2rt3r2bNmqXly5dfsJ6/v78SEhL05ZdfatOmTXr00Uc1YMAAhYWFSZKmTZum5ORkzZo1S7t379bXX3+t1NRUvfzyy5XKBwAAAADgOhTRAFSZK664Qhs3blTTpk11zz33qFWrVkpMTNSZM2dsI9PGjx+vBx54QAkJCYqJiVFgYKD+8Ic//G7cOXPm6I9//KMefvhhRUVFacSIETp16pQkqXHjxpo2bZqeeOIJhYaGavTo0ZKk6dOna+rUqUpOTlarVq3Us2dPrV69WpGRkZKkpk2batmyZVqxYoWuu+46zZ07V3/6058qtb99+vTR2LFjNXr0aLVr105btmzR1KlTL1ivefPmuueee9SrVy/dcccdatu2rWbPnm1rHz58uObPn6/U1FS1adNG3bt318KFC225AgAAAAA8z2KMMZ5OAgAAAAAAALiUMRINAAAAAAAAqABFNAAAAAAAAKACFNEAAAAAAACAClBEAwAAAAAAACpAEQ0AAAAAAACoAEU0AAAAAAAAoAIU0QAAAAAAAIAKUEQDAAAAAAAAKkARDQAAAAAAAKgARTQAAAAAAACgAhTRAAAAAAAAgAr8H5qgmabgTTNBAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Score the gb model with subset of best features\n",
|
||
"score_gb, model_gb, most_important_features_gb = score_the_model(\n",
|
||
" model=GradientBoostingClassifier(),\n",
|
||
" model_name='Gradient Boosting',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train[most_important_features_gb],\n",
|
||
" X_test=X_test[most_important_features_gb],\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "46f70528",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Ada Boost Classifier using RandomForrestClassifier"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 178,
|
||
"id": "4c75c0cd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V39', 'V27', 'V22', 'V12', 'V15', 'V2', 'V37', 'V13', 'V18', 'V30', 'V38', 'V14', 'V17', 'V34', 'V8', 'V10', 'V31', 'V16', 'V3', 'V28', 'V11', 'V7', 'V9', 'V5', 'V40']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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 AdaBoostClassifier\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_ada, model_ada, most_important_features_ada = score_the_model(\n",
|
||
" model=AdaBoostClassifier(\n",
|
||
" estimator = RandomForestClassifier(),\n",
|
||
" n_estimators=500000,\n",
|
||
" learning_rate=0.001,\n",
|
||
" ),\n",
|
||
" model_name='AdaBoost',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 179,
|
||
"id": "005cb457",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V39', 'V1', 'V22', 'V27', 'V15', 'V12', 'V13', 'V37', 'V18', 'V14', 'V2', 'V30', 'V10', 'V31', 'V8', 'V17', 'V38', 'V34', 'V16', 'V28', 'V3', 'V9', 'V5', 'V7', 'V11']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Plot the scores of ada model with subset of best features\n",
|
||
"score_ada, model_ada, most_important_features_ada = score_the_model(\n",
|
||
" model=AdaBoostClassifier(\n",
|
||
" estimator = RandomForestClassifier(),\n",
|
||
" n_estimators=500000,\n",
|
||
" learning_rate=0.001,\n",
|
||
" ),\n",
|
||
" model_name='AdaBoost',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train[most_important_features_ada],\n",
|
||
" X_test=X_test[most_important_features_ada],\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "121d0534",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Found using `hyper_param.py` script"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 180,
|
||
"id": "28e3bd1e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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jo+DgYPtrOnfuXJbei0OHDqlcuXJpLu9L7704fPiwOnXqpCJFisjPz0/BwcH2ywozc9w9e/bo3LlzCgkJcfiQHRwcrIsXL+rkyZP2miSpfPnyDuODg4Mz9YGrR48euuuuu/Tggw+qRIkSevbZZx3uUZH+Xr4+9dLHjBw6dEjly5eXq6vj/xWlXsKUWmeq68+rvXv3yrIsDRo0KM3rHTJkiCTZX7PpvMqKrJzPGdWekYIFC+rixYtp2nv06GEPBaGhoemOTe8Yly9f1uDBgxUeHi4vLy8FBQUpODhYZ8+edTinUn8W10vvNV5vz5492r59e5qfQervVOrPIFXJkiXT7KNw4cJZ/kPI9dzc3BQdHa3o6Gg1bdpU3bp103fffadz585p4MCB9n6HDh3K8GeXuj31v5k5PzPz+5Ad179Pqb+bqe9T6vHLlSvn0M/d3T3DS5YB5Az3OAHIkL+/v4oVK2ZfNCGzMnNfREbuv/9+7du3T19//bWWL1+uSZMm6aOPPtK4cePUpUsXSX/PjLRq1UoLFy7UsmXLNGjQII0cOVLff/+97rvvPvXu3dvhBu4GDRpo9erV8vLyUps2bbRgwQL9+9//VkJCgtauXau3337boYbHH39c69atU79+/VS1alX5+fnJZrOpefPm6d4snxtSUlLUpEkTnTlzRq+++qoqVKigAgUK6NixY+rUqVOmjmuz2RQSEqIZM2akuz0z94hkRkhIiDZv3qxly5ZpyZIlWrJkiaZOnaqYmJh0b5zPLdefV6nvySuvvKJmzZqlOyb1Q2VmzqubKbO/ExUqVNDmzZt17NgxFS9e3N5+11132YNIRitUpneMF198UVOnTtVLL72k2rVr27/E94knnsi1c9lmsykyMlKjRo1Kd3t4eLjD84xm3izLypV6/qlEiRK6++679cMPP+T6vlPdrN+HvHyfAGQOwQnADbVs2VITJkxQXFycateuna19BAcHy9fXV7///nuabbt27ZKrq6vDh6siRYqoc+fO6ty5sy5evKj7779fQ4cOdfiAW7ZsWb388st6+eWXtWfPHlWtWlUffvihvvzyS/Xv39/h5vp/zqK0b99e06dP18qVK7Vz505ZluVwmd5ff/2llStXatiwYRo8eLC9PbuXeJUqVUrbtm2TZVkOs07Xvxdbt27V7t27NX36dMXExNjb07v8J6PFKcqWLavvvvtOdevWveEH9dSV4vbs2eNwqdmpU6cy/Vd/T09PtWrVSq1atZLNZlOPHj00fvx4DRo0SOXKlVPZsmWNgbtUqVL67bffZLPZHP6qv2vXLoc6M5Jau4eHh6Kjo401Z+a8yoysns9Z0bJlS82aNUszZsxQ//79s7WPf5o3b546duyoDz/80N525cqVNF8sW6pUqXTP8fRe4/XKli2rLVu2qHHjxllaOOVGcms/0t9LvP9zFq9UqVIZ/uxSt6f+N7Pnp+n3ITdfzz9fh/T3zOsDDzxgb09OTtbBgwd177335voxgTsdl+oBuKH+/furQIEC6tKlixISEtJs37dvX5plqK/n5uampk2b6uuvv3ZYUjghIUEzZ85UvXr17JcFXr/kt5+fn8qVK2df1vjSpUu6cuWKQ5+yZcuqYMGC9j6VKlWyX7ITHR2tqKgoe9/o6GgVKVJEs2fP1uzZs1WjRg2HS5xS/8p7/V91R48efcPXmJEWLVro+PHjmjdvnr3t0qVLab4wOL3jWpaV7nub+v0813/4ffzxx5WSkqK33norzZjk5GR7/+joaHl4eOjTTz91OF5mX+P1PyNXV1f7h7TUn8Gjjz6qLVu2aMGCBWnGpx6zRYsWOnHihMOlk8nJyfr000/l5+eXZvXD64WEhKhhw4YaP368/vjjjzTbU7+DKb2arz+vsiIr53NWPf7446pUqZLeeuutNEubp8rKjIObm1ua/p9++mma74Fq0aKFfv75Z61fv97edurUqQxnL6+v+dixY5o4cWKabZcvX77hKoIZyegcz6rdu3fr999/V5UqVextLVq00Pr16xUXF2dvS0xM1IQJExQREWG/PzOz52dmfh9y6/X8U7Vq1RQYGKiJEycqOTnZ3j5jxowcX/YIIH3MOAG4obJly2rmzJlq3769KlasqJiYGFWuXFlJSUlat26dfXlek+HDh2vFihWqV6+eevToIXd3d40fP15Xr17Ve++9Z+9XqVIlNWzYUFFRUSpSpIg2btyoefPmKTY2VtLfH4QaN25s/4Dp7u6uBQsWKCEhQU888YSxDg8PD7Vt21azZs1SYmKiPvjgA4ft/v7+9vumrl27puLFi2v58uU6cOBA1t64/9e1a1eNGTNGMTExio+PV1hYmL744gv7MtCpKlSooLJly+qVV17RsWPH5O/vr6+++irdD0CpQbBXr15q1qyZ3Nzc9MQTT6hBgwZ6/vnnNXLkSG3evFlNmzaVh4eH9uzZo7lz5+rjjz/WY489puDgYL3yyisaOXKkWrZsqRYtWujXX3/VkiVL7Es/30iXLl105swZNWrUSCVKlNChQ4f06aefqmrVqvb7P/r166d58+apXbt2evbZZxUVFaUzZ85o0aJFGjdunKpUqaJu3bpp/Pjx6tSpk+Lj4xUREaF58+Zp7dq1Gj16dKYWJRk7dqzq1aunyMhIde3aVWXKlFFCQoLi4uJ09OhRbdmyRZL5vMqqzJ7PWeXh4aEFCxaoWbNmqlevntq2bav69evbL9tctGiRDh8+rIceeihT+2vZsqW++OILFSpUSJUqVVJcXJy+++47BQYGOvTr37+/vvjiCzVv3ly9e/e2L0eeOutyI88884zmzJmj7t27a9WqVapbt65SUlK0a9cuzZkzR8uWLVO1atWy9D6knuOvv/66nnjiCXl4eKhVq1Y3/FLf5ORkffnll5L+vnzw4MGDGjdunGw2m/2eN0kaMGCA/vOf/+jBBx9Ur169VKRIEU2fPl0HDhzQV199ZZ9dyuz5mZnfh6pVq8rNzU3vvvuuzp07Jy8vLzVq1EghISFZel/+ydPTU0OHDtWLL76oRo0a6fHHH9fBgwc1bdo0lS1b9qbMcgF3PKes5QfgtrN7926ra9euVkREhOXp6WkVLFjQqlu3rvXpp586LAUtyerZs2e6+9i0aZPVrFkzy8/Pz/L19bUeeOABa926dQ59hg8fbtWoUcMKCAiwfHx8rAoVKlgjRoywkpKSLMuyrNOnT1s9e/a0KlSoYBUoUMAqVKiQVbNmTYflvk1WrFhhSbJcXFysI0eOpNl+9OhR65FHHrECAgKsQoUKWe3atbOOHz9uSbKGDBli75eZ5cgty7IOHTpktW7d2vL19bWCgoKs3r1725cI/+fyxDt27LCio6MtPz8/KygoyOratat9qeapU6fa+yUnJ1svvviiFRwcbLm4uKRZmnzChAlWVFSU5ePjYxUsWNCKjIy0+vfvbx0/ftzeJyUlxRo2bJgVFhZm+fj4WA0bNrS2bdtmlSpVyrgc+bx586ymTZtaISEhlqenp1WyZEnr+eeft/744w+Hfn/++acVGxtrFS9e3PL09LRKlChhdezY0Tp9+rS9T0JCgtW5c2crKCjI8vT0tCIjIx1eq2VlvCR4qn379lkxMTFW0aJFLQ8PD6t48eJWy5YtrXnz5tn7mM6rjNzo2Jk5n1PPkQ0bNtzwONc7e/as9eabb1r33Xef5efnZ3l6elrh4eHWY489Zv33v//N9DH++usv+/vr5+dnNWvWzNq1a1e6P+fffvvNatCggeXt7W0VL17ceuutt6zJkydn6hxPSkqy3n33Xeuee+6xvLy8rMKFC1tRUVHWsGHDHJZOz+jfh/Tqeeutt6zixYtbrq6uxqXJ01uO3N/f32rcuLH13Xffpem/b98+67HHHrMCAgIsb29vq0aNGtY333yTpl9mzs/M/j5MnDjRKlOmjOXm5ubwu5/RcuRz5851GJ96Ll5//E8++cQqVaqU5eXlZdWoUcNau3atFRUVZTVv3jzD9wtA9rhYFncZAgAA5Ac2m03BwcFq27ZtupdPAsg+7nECAAC4DV25ciXNPWyff/65zpw5o4YNGzqnKCAfY8YJAADgNrR69Wr16dNH7dq1U2BgoDZt2qTJkyerYsWKio+Pd/gCXQA5x+IQAAAAt6GIiAiFh4frk08+0ZkzZ1SkSBHFxMTonXfeITQBNwEzTgAAAABgwD1OAAAAAGBAcAIAAAAAgzvuHiebzabjx4+rYMGCfDkcAAAAcAezLEsXLlxQsWLF7F+AnZE7LjgdP35c4eHhzi4DAAAAwC3iyJEjKlGixA373HHBqWDBgpL+fnP8/f2dXA0AAAAAZzl//rzCw8PtGeFG7rjglHp5nr+/P8EJAAAAQKZu4WFxCAAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgIG7swsAAOBWtbNCxWyPrbhrZy5WAgBwNoITgNsOH2YBAEBeIzgBAAAAdwj++Jh93OMEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCAL8CFXeT0yByN39pxay5VAgAAANxamHECAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMGBVPQAAAEkaWijbQyNLl8zRoeeMTM722Iq7dubo2AAyh+AEALi15eDDrIaey706AAB3NC7VAwAAAAADghMAAAAAGHCpXn6Tk0tacnh9NgAAAJBfEZwAZA/3nQAAgDsIl+oBAAAAgAHBCQAAAAAMCE4AAAAAYMA9TgAAAEBe4j7h2xIzTgAAAABgQHACAAAAAAOCEwAAAAAYcI8Tcs3OChWzPbbirp25WAkAAACQu5hxAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABiwOAQDItyKnR+Zo/JxcqgMAcPtjxgkAAAAADAhOAAAAAGDApXoAgJsqYsC3ORp/0DuXCgEAIAeYcQIAAAAAA4ITAAAAABhwqR6APMdKZwAA4HZDcLrFcC8A8grnGoD8hn/XANxMXKoHAAAAAAYEJwAAAAAwIDgBAAAAgAH3OAEAAABZwP10dyZmnAAAAADAgOAEAAAAAAZcqodbwtju3+dofM9xjXKpEgAAgFsX34XoPMw4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOXIAQC4CfiaBQDIX5hxAgAAAAADghMAAAAAGHCpHoA7CpdPAQCA7CA4AQAAADC60//4yKV6AAAAAGDAjBMAAMBt7E6fBQDyCjNOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYOD04jR07VhEREfL29lbNmjW1fv36G/YfPXq07r77bvn4+Cg8PFx9+vTRlStX8qhaAAAAAHcipwan2bNnq2/fvhoyZIg2bdqkKlWqqFmzZjp58mS6/WfOnKkBAwZoyJAh2rlzpyZPnqzZs2frtddey+PKAQAAANxJnBqcRo0apa5du6pz586qVKmSxo0bJ19fX02ZMiXd/uvWrVPdunX15JNPKiIiQk2bNlWHDh2Ms1QAAAAAkBNOC05JSUmKj49XdHT0/4pxdVV0dLTi4uLSHVOnTh3Fx8fbg9L+/fu1ePFitWjRIsPjXL16VefPn3d4AAAAAEBWuDvrwKdPn1ZKSopCQ0Md2kNDQ7Vr1650xzz55JM6ffq06tWrJ8uylJycrO7du9/wUr2RI0dq2LBhuVo7AAAAgDuL0xeHyIrVq1fr7bff1r///W9t2rRJ8+fP17fffqu33norwzEDBw7UuXPn7I8jR47kYcUAAAAA8gOnzTgFBQXJzc1NCQkJDu0JCQkqWrRoumMGDRqkZ555Rl26dJEkRUZGKjExUd26ddPrr78uV9e0OdDLy0teXl65/wIAAAAA3DGcNuPk6empqKgorVy50t5ms9m0cuVK1a5dO90xly5dShOO3NzcJEmWZd28YgEAAADc0Zw24yRJffv2VceOHVWtWjXVqFFDo0ePVmJiojp37ixJiomJUfHixTVy5EhJUqtWrTRq1Cjdd999qlmzpvbu3atBgwapVatW9gAFAAAAALnNqcGpffv2OnXqlAYPHqwTJ06oatWqWrp0qX3BiMOHDzvMML3xxhtycXHRG2+8oWPHjik4OFitWrXSiBEjnPUSAAAAANwBnBqcJCk2NlaxsbHpblu9erXDc3d3dw0ZMkRDhgzJg8oAAAAA4G+31ap6AAAAAOAMBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADBwenAaO3asIiIi5O3trZo1a2r9+vU37H/27Fn17NlTYWFh8vLy0l133aXFixfnUbUAAAAA7kTuzjz47Nmz1bdvX40bN041a9bU6NGj1axZM/3+++8KCQlJ0z8pKUlNmjRRSEiI5s2bp+LFi+vQoUMKCAjI++IBAAAA3DGcGpxGjRqlrl27qnPnzpKkcePG6dtvv9WUKVM0YMCANP2nTJmiM2fOaN26dfLw8JAkRURE5GXJAAAAAO5ATrtULykpSfHx8YqOjv5fMa6uio6OVlxcXLpjFi1apNq1a6tnz54KDQ1V5cqV9fbbbyslJSXD41y9elXnz593eAAAAABAVjgtOJ0+fVopKSkKDQ11aA8NDdWJEyfSHbN//37NmzdPKSkpWrx4sQYNGqQPP/xQw4cPz/A4I0eOVKFCheyP8PDwXH0dAAAAAPI/py8OkRU2m00hISGaMGGCoqKi1L59e73++usaN25chmMGDhyoc+fO2R9HjhzJw4oBAAAA5AdOu8cpKChIbm5uSkhIcGhPSEhQ0aJF0x0TFhYmDw8Pubm52dsqVqyoEydOKCkpSZ6enmnGeHl5ycvLK3eLBwAAAHBHcdqMk6enp6KiorRy5Up7m81m08qVK1W7du10x9StW1d79+6VzWazt+3evVthYWHphiYAAAAAyA1OvVSvb9++mjhxoqZPn66dO3fqhRdeUGJion2VvZiYGA0cONDe/4UXXtCZM2fUu3dv7d69W99++63efvtt9ezZ01kvAQAAAMAdwKnLkbdv316nTp3S4MGDdeLECVWtWlVLly61Lxhx+PBhubr+L9uFh4dr2bJl6tOnj+69914VL15cvXv31quvvuqslwAAAADgDuDU4CRJsbGxio2NTXfb6tWr07TVrl1bP//8802uCgAAAAD+57ZaVQ8AAAAAnIHgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAQY6CU1JSkn7//XclJyfnVj0AAAAAcMvJVnC6dOmSnnvuOfn6+uqee+7R4cOHJUkvvvii3nnnnVwtEAAAAACcLVvBaeDAgdqyZYtWr14tb29ve3t0dLRmz56da8UBAAAAwK3APTuDFi5cqNmzZ6tWrVpycXGxt99zzz3at29frhUHAAAAALeCbM04nTp1SiEhIWnaExMTHYIUAAAAAOQH2QpO1apV07fffmt/nhqWJk2apNq1a+dOZQAAAABwi8jWpXpvv/22HnzwQe3YsUPJycn6+OOPtWPHDq1bt05r1qzJ7RoBAAAAwKmyNeNUr149bdmyRcnJyYqMjNTy5csVEhKiuLg4RUVF5XaNAAAAAOBUWZ5xunbtmp5//nkNGjRIEydOvBk1AQAAAMAtJcszTh4eHvrqq69uRi0AAAAAcEvK1qV6bdq00cKFC3O5FAAAAAC4NWVrcYjy5cvrzTff1Nq1axUVFaUCBQo4bO/Vq1euFAcAAAAAt4JsBafJkycrICBA8fHxio+Pd9jm4uJCcAIAAACQr2QrOB04cCC36wAAAACAW1a27nH6J8uyZFlWbtQCAAAAALekbAenzz//XJGRkfLx8ZGPj4/uvfdeffHFF7lZGwAAAADcErJ1qd6oUaM0aNAgxcbGqm7dupKkn376Sd27d9fp06fVp0+fXC0SAAAAAJwpW8Hp008/1WeffaaYmBh7W+vWrXXPPfdo6NChBCcAAAAA+Uq2LtX7448/VKdOnTTtderU0R9//JHjogAAAADgVpKt4FSuXDnNmTMnTfvs2bNVvnz5HBcFAAAAALeSbF2qN2zYMLVv314//PCD/R6ntWvXauXKlekGKgAAAAC4nWVrxunRRx/VL7/8oqCgIC1cuFALFy5UUFCQ1q9fr0ceeSS3awQAAAAAp8rWjJMkRUVF6csvv8zNWgAAAADglpStGafFixdr2bJladqXLVumJUuW5LgoAAAAALiVZCs4DRgwQCkpKWnaLcvSgAEDclwUAAAAANxKshWc9uzZo0qVKqVpr1Chgvbu3ZvjogAAAADgVpKt4FSoUCHt378/TfvevXtVoECBHBcFAAAAALeSbAWnhx9+WC+99JL27dtnb9u7d69efvlltW7dOteKAwAAAIBbQbaC03vvvacCBQqoQoUKKl26tEqXLq0KFSooMDBQH3zwQW7XCAAAAABOla3lyAsVKqR169ZpxYoV2rJli3x8fFSlShXVr18/t+sDAAAAAKfL0oxTXFycvvnmG0mSi4uLmjZtqpCQEH3wwQd69NFH1a1bN129evWmFAoAAAAAzpKl4PTmm29q+/bt9udbt25V165d1aRJEw0YMED//e9/NXLkyFwvEgAAAACcKUvBafPmzWrcuLH9+axZs1SjRg1NnDhRffv21SeffKI5c+bkepEAAAAA4ExZCk5//fWXQkND7c/XrFmjBx980P68evXqOnLkSO5VBwAAAAC3gCwFp9DQUB04cECSlJSUpE2bNqlWrVr27RcuXJCHh0fuVggAAAAATpal4NSiRQsNGDBAP/74owYOHChfX1+HlfR+++03lS1bNteLBAAAAABnytJy5G+99Zbatm2rBg0ayM/PT9OnT5enp6d9+5QpU9S0adNcLxIAAAAAnClLwSkoKEg//PCDzp07Jz8/P7m5uTlsnzt3rvz8/HK1QAAAAABwtmx/AW56ihQpkqNiAAAAAOBWlKV7nAAAAADgTkRwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAwS0RnMaOHauIiAh5e3urZs2aWr9+fabGzZo1Sy4uLmrTps3NLRAAAADAHc3pwWn27Nnq27evhgwZok2bNqlKlSpq1qyZTp48ecNxBw8e1CuvvKL69evnUaUAAAAA7lROD06jRo1S165d1blzZ1WqVEnjxo2Tr6+vpkyZkuGYlJQUPfXUUxo2bJjKlCmTh9UCAAAAuBM5NTglJSUpPj5e0dHR9jZXV1dFR0crLi4uw3FvvvmmQkJC9NxzzxmPcfXqVZ0/f97hAQAAAABZ4dTgdPr0aaWkpCg0NNShPTQ0VCdOnEh3zE8//aTJkydr4sSJmTrGyJEjVahQIfsjPDw8x3UDAAAAuLM4/VK9rLhw4YKeeeYZTZw4UUFBQZkaM3DgQJ07d87+OHLkyE2uEgAAAEB+4+7MgwcFBcnNzU0JCQkO7QkJCSpatGia/vv27dPBgwfVqlUre5vNZpMkubu76/fff1fZsmUdxnh5ecnLy+smVA8AAADgTuHUGSdPT09FRUVp5cqV9jabzaaVK1eqdu3aafpXqFBBW7du1ebNm+2P1q1b64EHHtDmzZu5DA8AAADATeHUGSdJ6tu3rzp27Khq1aqpRo0aGj16tBITE9W5c2dJUkxMjIoXL66RI0fK29tblStXdhgfEBAgSWnaAQAAACC3OD04tW/fXqdOndLgwYN14sQJVa1aVUuXLrUvGHH48GG5ut5Wt2IBAAAAyGecHpwkKTY2VrGxseluW7169Q3HTps2LfcLAgAAAIB/YCoHAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAACDWyI4jR07VhEREfL29lbNmjW1fv36DPtOnDhR9evXV+HChVW4cGFFR0ffsD8AAAAA5JTTg9Ps2bPVt29fDRkyRJs2bVKVKlXUrFkznTx5Mt3+q1evVocOHbRq1SrFxcUpPDxcTZs21bFjx/K4cgAAAAB3CqcHp1GjRqlr167q3LmzKlWqpHHjxsnX11dTpkxJt/+MGTPUo0cPVa1aVRUqVNCkSZNks9m0cuXKPK4cAAAAwJ3CqcEpKSlJ8fHxio6Otre5uroqOjpacXFxmdrHpUuXdO3aNRUpUiTd7VevXtX58+cdHgAAAACQFU4NTqdPn1ZKSopCQ0Md2kNDQ3XixIlM7ePVV19VsWLFHMLXP40cOVKFChWyP8LDw3NcNwAAAIA7i9Mv1cuJd955R7NmzdKCBQvk7e2dbp+BAwfq3Llz9seRI0fyuEoAAAAAtzt3Zx48KChIbm5uSkhIcGhPSEhQ0aJFbzj2gw8+0DvvvKPvvvtO9957b4b9vLy85OXllSv1AgAAALgzOXXGydPTU1FRUQ4LO6Qu9FC7du0Mx7333nt66623tHTpUlWrVi0vSgUAAABwB3PqjJMk9e3bVx07dlS1atVUo0YNjR49WomJiercubMkKSYmRsWLF9fIkSMlSe+++64GDx6smTNnKiIiwn4vlJ+fn/z8/Jz2OgAAAADkX04PTu3bt9epU6c0ePBgnThxQlWrVtXSpUvtC0YcPnxYrq7/mxj77LPPlJSUpMcee8xhP0OGDNHQoUPzsnQAAAAAdwinBydJio2NVWxsbLrbVq9e7fD84MGDN78gAAAAAPiH23pVPQAAAADIC7fEjBMAAABwq0tJSdG1a9dUvKBbjvZzxSv73ysa5hmWo2PbwpKzPda7UM7mXK5cuZKj8dnl6enpcOtPdhGcAAAAgBuwLEsnTpzQ2bNnJUlDHwjJ0f4OuHyY7bGvuufs43vKG9kfG+lVKEfHPnDgQI7GZ5erq6tKly4tT0/PHO2H4AQAAADcQGpoCgkJka+vr5J8LuRof6VzMPmR7OGRo2OHn7KyPTaxQLEcHTuweN6vgG2z2XT8+HH98ccfKlmypFxcXLK9L4ITAAAAkIGUlBR7aAoMDJQkubhfzdE+vV2z/+Hd1SNnl5x5uWY/OCW552zGxtvbO0fjsys4OFjHjx9XcnKyPHIQPFkcAgAAAMjAtWvXJEm+vr5OrgTZlXqJXkpKSo72Q3ACAAAADHJyiRecK7d+dgQnAAAAADAgOAEAAACAAYtDAAAAAFnUeszaPD3ewV7ZW9Fu84bNimkZo7qN6uqz/3yWy1XdWZhxAgAAAPKp+TPm68kuTyo+Ll4nT5x0Wh1JSUlOO3ZuITgBAAAA+dCli5e0dOFSte/cXvc3uV8L/7PQYfu3q1er3hNPqHBUlMLr11f73r3t264mJemNUaNUPjpaAf/6lyq3aKEZsz+XJM2aO0PlI0s67Gvxsm8UGvG/L8h9/6ORavRgPX05a7qq1YtUybv//tLgpUuXql69egoICFBgYKBatmypffv2Oezr6NGj6tChg4oUKaICBQqoWrVq+uWXX3Tw4EG5urpq48aNDv1Hjx6tUqVKyWaz5fg9uxGCEwAAAJAPLf16qUqXL63S5UqrZbuWWjBzgSzr7+9xWvLDD3ripZfUrH59xc2dq28nTVK1yEj72C6vvaY5S5bog4ED9evXX+vTwYNVwLdAlo5/4NB+fbtkkaaO+1IrF/8kSUpMTFTfvn21ceNGrVy5Uq6urnrkkUfsoefixYtq0KCBjh07pkWLFmnLli3q37+/bDabIiIiFB0dralTpzocZ+rUqerUqZNcXW9utOEeJwAAACAfmj9jvlo+1lKSVK9RPQ26MEg/btyo+6tX13sTJqhd8+Ya1LOnvf+9d98tSdpz8KC+WrZM30yYoEa1a0uSSoeH60LBkmkPcgPXriXp01HjFRQYZG979NFHHfpMmTJFwcHB2rFjhypXrqyZM2fq1KlT2rBhg4oUKSJJKleunL1/ly5d1L17d40aNUpeXl7atGmTtm7dqq+//jpLtWUHM04AAABAPnNg7wFt+3WbWrRtIUlyd3dX84eba/r8+ZKk337/XQ1r1kx37G+7dsnNzU31q1XLUQ0lioc7hCZJ2rNnjzp06KAyZcrI399fERERkqTDhw9LkjZv3qz77rvPHpqu16ZNG7m5uWnBggWSpGnTpumBBx6w7+dmYsYJAAAAyGfmz5iv5ORkNYpsZG+zLEtenp4a9dpr8vHyynCst7f3Dfft6uoqS5ZDW3LytTT9fH3SXtrXqlUrlSpVShMnTlSxYsVks9lUuXJl++IRPj4+Nzy2p6enYmJiNHXqVLVt21YzZ87Uxx9/fMMxuYUZJwAAACAfSU5O1qLZi9TvzX6at2qe/fHV6q8UFhysOUuWqPJdd2n1L7+kO75y+fKy2Wz68bpFGFIFFgnSxYsXlHgp0d62bcdWY11//vmnfv/9d73xxhtq3LixKlasqL/++suhz7333qvNmzfrzJkzGe6nS5cu+u677/Tvf/9bycnJatu2rfHYuYHgBAAAAOQja5av0flz59X2qbYqX7G8w6NNdLSmz5+v1154QXOWLNFbY8dq1/792rZ7tz6cPFmSVKp4cT3VurW6Dx6sRStX6uDRo/phwwZ9/c3fl/n9674o+fj46u333tTBQ/v11ddzNXveTGNdhQsXVmBgoCZMmKC9e/fq+++/V9++fR36dOjQQUWLFlWbNm20du1a7d+/X1999ZXi4uLsfSpWrKhatWrp1VdfVYcOHYyzVLmF4AQAAADkI/NnzFet+2upoH/BNNsebtJEm7ZvV2F/f3354Yf6dvVq1XrsMbXo0kUbt22z9/tk0CA90qSJXhoxQlVbt1bPoUN16dIlSVLhgCIa+9EErVy9XA2b1dGCRfP0yksDjHW5urpq1qxZio+PV+XKldWnTx+9//77Dn08PT21fPlyhYSEqEWLFoqMjNQ777wjNzc3h37PPfeckpKS9Oyzz2bnLcoW7nECAAAAsmhRbN1sj73X9UAuVpLW2BljM9xWPTJSl7b+fVld5N13q010dLr9vL289G7//nq3f3972z9X1WvRrKVaNGvpMOaZDp3s/7tfn4Hq12dgmv1GR0drx44dDm2pS6SnKlWqlObNm5fha5CkY8eOKTIyUtWrV79hv9zEjBMAAACA28LFixe1bds2jRkzRi+++GKeHpvgBAAAAOC2EBsbq6ioKDVs2DBPL9OTuFQPAAAAwG1i2rRpmjZtmlOOzYwTAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYMD3OAEAAABZdO+kUnl7wG6rszzk9djX9fXsr9O0b/32W/1x8qQ+mjZNv+7YoROnTmnW6NFq3bhxLhSafxGcAAAAgHyqXqN6Gv7JcPvzkqcsBRcurL2HDinyrrsU88gj6vDSS84r8DZCcAIAAADyKU8vTwWFBtmfF7UsSVKz+vXVrH59Z5V1W+IeJwAAAAAwYMYJAAAAyKfWLF+j6qWq2583r1tPM0aNcmJFty+CEwAAAJBPVa9XXYPfG2x/fneitxOrub0RnAAAAIB8ytfXVyXLlLQ/DzthObGa2xv3OAEAAACAATNOAAAAwB3m4qVL2nf4sP35oWPHtGXXLhUpVEjhYWFOrOzWRXACAAAA7jCbtm9X82eftT9/9f33JUlPt26tCSNGOKusWxrBCQAAAMii37ocyvbYe10P5GIlGRsxJuMAdH/16rq0dWue1JFfcI8TAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAOSK0IhCWrzsm0z1dXFx0cKFC29uQbnI3dkFAAAAALebp1bWz9PjbW3yeZbHvB77ur6e/bUkyd3DXWHFw9SxRSv179pV7u43JwZsXb9bhQoFZKrvH3/8ocKFC9+UOm4GghMAAACQT9VrVE/DPxmupKQk/fDdDxrx6gh5eHioX5cuDv2Srl2Tp4dHjo8XEhKa6b5FixbN8fHyEpfqAQAAAPmUp5engkKDVCy8mJ7o/IQa1aqlb1etUrfXX9fjvXrp3QkTVKZRI1Vp1UqSdPTECT398ssKq1NHxevWVbsXX9ShY8cc9jlzzhe6v0lNhd8VrMjqd2ng4Ffs2/55qV5SUpIGDn5FkdXvUsm7QlSqVCmNHDnS3vf6S/W2bt2qRo0aycfHR4GBgerWrZsuXrxo396pUye1adNGH3zwgcLCwhQYGKiePXvq2rVrN+OtS4MZJwAAAOAO4e3lpT/PnpUkrf7lF/n7+embCRMkSdeuXVPr559XjSpVtGLaNLm7u+vd8eP1cPfuWj9/viRp2heTNGT463r91aFq3LCJzl84p/Ubf0n3WJOmjdOy75Zo4thpKl6shC5bZ3XkyJF0+yYmJqpZs2aqXbu2NmzYoJMnT6pLly6KjY3VtGnT7P1WrVqlsLAwrVq1Snv37lX79u1VtWpVde3aNffepAwQnAAAAIB8zrIs/fzDz/pu3Tq98OSTOn3mjHx9fPTvYcPsl+j957//lc1m02fDhsnFxUWSNH74cIXVqaMfNmxQzWZl9dGYD9S9a6y6PfuCfd/3VYlK95hHjx9V6Ygyqlm9tlxcXBRSqnKG9c2cOVNXrlzR559/rgIFCkiSxowZo1atWundd99VaOjflwAWLlxYY8aMkZubmypUqKCHHnpIK1euJDgBAAAAyL41y9eoeqnqSk5OlmWz1L5FC73+wgvqM2KEKpcv73Bf09bdu7XvyBGF1KzpsI8rV69q/5EjKnP6lE4k/KH6dRpk6thPPPakHn+6jeo0itIDDaL1eIe2atq0abp9d+7cqSpVqthDkyTVrVtXNptNv//+uz043XPPPXJzc7P3CQsL09atWzP9fuQEwQkAAADIp6rXq67B7w2Wh6eHgosG667T/wsdvj4+Dn0vXrqk+ypV0tR33kmzn6DChXXJ2ztLx763clVt+PE3rVy9Qj+sXa3HH39c0dHRmjdvXvZejCSP6xawcHFxkc1my/b+soLgBAAAAORTvr6+Klmm5D9arAz7Vq1YUV8tXargIkXk7+eXZrurX0GFlyipH9etUb0692fq+AUL+qtNq0fVptWjeqbTk2revLnOnDmjIkWKOPSrWLGipk2bpsTERPus09q1a+Xq6qq77747U8e62VhVDwAAAICeeOghBRYurMd79dLa+HgdPHpUP2zYoJdHjtTREyckSf1eGqhxE8do4tRx2n9gn37btlmTpo1Pd3/jJo3R/K/nac/e3dq3f6/mzp2rokWLKiAgIE3fp556St7e3urYsaO2bdumVatW6cUXX9Qzzzxjv0zP2ZhxAgAAALJoRuMfsz32XtcDuVhJ7vH18dHyadM06KOP1KFPH11ITFSxkBA1rFnTPgPV/rEndfXqFY2f/G8Ne/sNFSkcqJYtHk53fwUK+Gns+NHaf3C/3NzcVKNGdS1evFiurmnnbnx9fbVs2TL17t1b1atXl6+vrx599FGNGjXqpr7mrCA4AQAAAPnQiDEjMtw2YUT624oGBWliBtsu/P9/Y556VjFPPZtun4SD5+z/+5kOnfRMh0725yGl/B36WpbjZYORkZH6/vvvM6z5n8uSpxo9enSG/XMbl+oBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAwE0RGlFIi5d9I0k6ePCgXFxctHnzZucWlU3uzi4AAAAAuN14RNfO9tid2RhT8fuZWR7zeuzr+nr215Ikd3d3hRYL1eONm2pQz57y9vLKRhV3NoITAAAAkE/Va1RPwz8ZrmvJ17Rjyw4N6vm6XCQN79vX2aXddrhUDwAAAMinPL08FRQapLDiYWrcorEeqFVLK3/+WZJks9n0/qRJqti8uYpUq6aajz6qBcuXO4zfsXev2vbsqdBatVTmnuJq3a65Dh7aL0n6dUu82j39sCreV1rlIsPV5vEW+m3b5rx+iXmG4AQAAADcAfbs3KOfN2+Wp4eHJOn9SZM0c9EifTJokOIXLFDsM8/o2YED9eOGDZKkYwkJatqpk7w8PbV48mSt+O8adWj3tJKTUyRJFxMvqv2jT2rR3GVavOA7lS5dRk92aqeLFy847TXeTFyqBwAAAORTa5avUfVS1ZWSkqKkq0lydXXVR6+9pqtJSXp/0iR9O2GCalatKkkqHR6udb/+qslz56p+9eoaP2uW/P389Pl778nDw0MXCpZU2TLl7PuuX6eBw7E+HPmJyt9bUut+WaumjZvn5cvMEwQnAAAAIJ+qXq+6Br83WJcuXdIX475QwDU3tWnSRDv27tWly5fVsls3h/5J166pSsWKkqTfdu1S3agoefz/DNX1Tp46qXc+fEvrfv5Jp/88rZSUFF2+fEnHjh+56a/LGQhOAAAAQD7l6+urkmVKSpLe+uQtdajbVtPmz1elcn/PHM0fO1bFQkMdxnh5ekqSfLy9b7jvXi93119nz2j4kHdVoni4vDw99VDbJkpKunYTXonzEZwAAACAO4Crq6v6de2qV99/X7998428PD115MQJ1a9ePd3+le+6SzO+/lrXrl1Ld9ZpffwvevetDxX9QFNJ0rHjR/XnmT9v6mtwJhaHAAAAAO4QbZs2lZurqybPnaveHTvq1ffe05dff639R47o1x079NmMGfry67+/+6l7hw66kJiomP79Fb99u/Yf2Ke582dp7749kqQyEWU0d8Es7d77u+J/3ageL3WVj7ePM1/eTcWMEwAAAJBF176Ly/bYe10P5GIlWePu7q7uHTroo6lTtWPJEgUXKaIPJk3SgaNHFeDvryoVK6p/ly6SpMCAAC2eNEmvjxqlZp07y9XNXZUrRap6tZqSpI/eHaNXXuutJg/dr2LFiuu1foM1bMQgp722m43gBAAAAORDI8aMSLf9lS5d9Mr/h6OeTz+tnk8/neE+Iu++W4vGj5ckXShY0nFb5Spatmi1Q1urFm0cniccPGf/3xEREbIsK7Pl33K4VA8AAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYODu7AIAAACA282Pwzdlf2w2xvQcXDhbx9q8YbNiWsaobqO6+uw/n9nbf9iwQc2ffVbH165VgL+/w5gKzZop9umnFfvMM/a2NevX64Mv+mrT5o26cuWKwkuUVKOGTdS9S0+FFS2WrdpuN8w4AQAAAPnU/Bnz9WSXJxUfF6+TJ05max+T5szRQ127Kjg4VJM/+0I/rPhF7434SOcvnNNnE8fkcsW3LmacAAAAgHzo0sVLWrpwqWZ/N1unT57Wwv8sVK0OXbO0j6MnTuiVd95Rjyef1KDhY+3tJcNLqXbNujp37mwuV33rYsYJAAAAyIeWfr1UpcuXVulypdWyXUstmLlAlmVlaR8Lli9X0rVr6vPss+luL1QoIBcqvT0QnAAAAIB8aP6M+Wr5WEtJUr1G9XTxwkX9uHFjlvax9/Bh+fv5KSw4+GaUeFshOAEAAAD5zIG9B7Tt121q0baFJMnd3V3NH26u6fPnZ2k/lmXJxcXlZpR42+EeJwAAACCfmT9jvpKTk9UospG9zbIseXl6atRrr6lggQKSpPMXL6ZZVe/chQvy9/OTJJUvVUrnLlzQH6dOya9gybx7AbcgZpwAAACAfCQ5OVmLZi9Svzf7ad6qefbHV6u/UlhwsOYsWaJypUrJ1dVVm3bscBh74MgRnbtwQeUjIiRJjzRtKk8PD300ZUq6x7qTFodgxgkAAADIR9YsX6Pz586r7VNtVdC/oMO2NtHRmj5/vro+/rg6tW2rgR98IHc3N1UuX15HT5zQGx99pBr33qtaVatKkkoULap3+/dX37ff1p9J0uNtOyi8REn9ceK45nz1HxUo4Kdhb4xwwqvMewQnAAAAIIvqv/GvbI+91/VALlaS1vwZ81Xr/lppQpMkPdykiUZNnaqtv/+uDwYM0AeTJ2vQRx/p8B9/KDQwUI1q19bQXr0c7mt6/oknVL5UKX345Wx1fv4p+xfgNmncTN27xN7U13IrITgBAAAA+cjYGWMz3FY9MlKXtm61P3+jRw+90aOHcZ+NatdW9abtc6W+2xX3OAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAGBgWZazS0A25dbPjuAEAAAAZMDDw0OSdOnSJSdXguxKSkqSJLm5ueVoPyxHDgAAAGTAzc1NAQEBOnnypCTJ19dXVnJSjvZ5xTX7MyA2F1uOjn3Vlv1jX8vp675yJUfjs8Nms+nUqVPy9fWVu3vOog/BCQAAALiBokWLSpI9PJ3863KO9ufpcirbY0/m8MO/dT77Y6+cT8nRsc8needofHa5urqqZMmSDl/qmx0EJwAAAOAGXFxcFBYWppCQEF27dk1d5q/O0f5Wer2S7bG9ixfL0bE/mpCc7bFbawzO0bGfGlYxR+Ozy9PTU66uOb9DieAEAAAAZIKbm5vc3Nx07ELOZl68rx3J9tg/knI2a+L6R/aD05VzObtM0NvbOTNOueWWWBxi7NixioiIkLe3t2rWrKn169ffsP/cuXNVoUIFeXt7KzIyUosXL86jSgEAAADciZwenGbPnq2+fftqyJAh2rRpk6pUqaJmzZrZryG93rp169ShQwc999xz+vXXX9WmTRu1adNG27Zty+PKAQAAANwpnB6cRo0apa5du6pz586qVKmSxo0bJ19fX02ZMiXd/h9//LGaN2+ufv36qWLFinrrrbf0r3/9S2PGjMnjygEAAADcKZx6j1NSUpLi4+M1cOBAe5urq6uio6MVFxeX7pi4uDj17dvXoa1Zs2ZauHBhuv2vXr2qq1ev2p+fO3dOknT+fA6WFLmJbFdz9h0B512yv8RkyuWcXa97MSX74y8nJebo2Lfqz/NWxrmWPZxrWce5lj2ca1nHuZY9nGtZx7mWPbfiuZZaU6a+JNdyomPHjlmSrHXr1jm09+vXz6pRo0a6Yzw8PKyZM2c6tI0dO9YKCQlJt/+QIUMsSTx48ODBgwcPHjx48OCR7uPIkSPG7JLvV9UbOHCgwwyVzWbTmTNnFBgYmOO13O8k58+fV3h4uI4cOSJ/f39nl4N8jHMNeYVzDXmFcw15hXMt6yzL0oULF1SsmHmZd6cGp6CgILm5uSkhIcGhPSEhwf5FY9crWrRolvp7eXnJy8vLoS0gICD7Rd/h/P39+UVEnuBcQ17hXENe4VxDXuFcy5pChQplqp9TF4fw9PRUVFSUVq5caW+z2WxauXKlateune6Y2rVrO/SXpBUrVmTYHwAAAAByyumX6vXt21cdO3ZUtWrVVKNGDY0ePVqJiYnq3LmzJCkmJkbFixfXyJEjJUm9e/dWgwYN9OGHH+qhhx7SrFmztHHjRk2YMMGZLwMAAABAPub04NS+fXudOnVKgwcP1okTJ1S1alUtXbpUoaGhkqTDhw/L1fV/E2N16tTRzJkz9cYbb+i1115T+fLltXDhQlWuXNlZL+GO4OXlpSFDhqS57BHIbZxryCuca8grnGvIK5xrN5eLZWVm7T0AAAAAuHM5/QtwAQAAAOBWR3ACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAOQDrPl2czl9OXLcmk6fPq0pU6YoLi5OJ06ckCQVLVpUderUUadOnRQcHOzkCgEAAPBPXl5e2rJliypWrOjsUvIlliNHGhs2bFCzZs3k6+ur6Oho+3dqJSQkaOXKlbp06ZKWLVumatWqOblS5HdHjhzRkCFDNGXKFGeXgnzg8uXLio+PV5EiRVSpUiWHbVeuXNGcOXMUExPjpOqQn+zcuVM///yzateurQoVKmjXrl36+OOPdfXqVT399NNq1KiRs0vEba5v377ptn/88cd6+umnFRgYKEkaNWpUXpaV7xGckEatWrVUpUoVjRs3Ti4uLg7bLMtS9+7d9dtvvykuLs5JFeJOsWXLFv3rX/9SSkqKs0vBbW737t1q2rSpDh8+LBcXF9WrV0+zZs1SWFiYpL//MFSsWDHONeTY0qVL9fDDD8vPz0+XLl3SggULFBMToypVqshms2nNmjVavnw54Qk54urqqipVqiggIMChfc2aNapWrZoKFCggFxcXff/9984pMJ8iOCENHx8f/frrr6pQoUK623ft2qX77rtPly9fzuPKkN8sWrTohtv379+vl19+mQ+zyLFHHnlE165d07Rp03T27Fm99NJL2rFjh1avXq2SJUsSnJBr6tSpo0aNGmn48OGaNWuWevTooRdeeEEjRoyQJA0cOFDx8fFavny5kyvF7eydd97RhAkTNGnSJIcQ7uHhoS1btqSZVUfuIDghjdKlS2vYsGEZXrLy+eefa/DgwTp48GDeFoZ8x9XVVS4uLje8mdXFxYUPs8ix0NBQfffdd4qMjJT09+x5jx49tHjxYq1atUoFChQgOCFXFCpUSPHx8SpXrpxsNpu8vLy0fv163XfffZKkbdu2KTo62n7/MJBdGzZs0NNPP61WrVpp5MiR8vDwIDjdZKyqhzReeeUVdevWTb1799aiRYv0yy+/6JdfftGiRYvUu3dvde/eXf3793d2mcgHwsLCNH/+fNlstnQfmzZtcnaJyCcuX74sd/f/rYfk4uKizz77TK1atVKDBg20e/duJ1aH/Cb1MndXV1d5e3urUKFC9m0FCxbUuXPnnFUa8pHq1asrPj5ep06dUrVq1bRt27Y0t1ggd7GqHtLo2bOngoKC9NFHH+nf//63/S+wbm5uioqK0rRp0/T44487uUrkB1FRUYqPj9fDDz+c7nbTbBSQWRUqVNDGjRvTrDQ1ZswYSVLr1q2dURbyoYiICO3Zs0dly5aVJMXFxalkyZL27YcPH7bfWwfklJ+fn6ZPn65Zs2YpOjqaWfObjEv1cEPXrl3T6dOnJUlBQUHy8PBwckXIT3788UclJiaqefPm6W5PTEzUxo0b1aBBgzyuDPnNyJEj9eOPP2rx4sXpbu/Ro4fGjRsnm82Wx5Uhvxk3bpzCw8P10EMPpbv9tdde08mTJzVp0qQ8rgz53dGjRxUfH6/o6GgVKFDA2eXkSwQnAAAAADDgHicAAAAAMCA4AQAAAIABwQkAAAAADAhOAIA7XsOGDfXSSy/dsE9ERIRGjx6dJ/UAAG49BCcAQL7QqVMnubi4pHns3bvX2aUBAPIBvscJAJBvNG/eXFOnTnVoCw4OdlI1AID8hBknAEC+4eXlpaJFizo83NzctGbNGtWoUUNeXl4KCwvTgAEDlJycnOF+Tp48qVatWsnHx0elS5fWjBkz8vBVAABuRcw4AQDytWPHjqlFixbq1KmTPv/8c+3atUtdu3aVt7e3hg4dmu6YTp066fjx41q1apU8PDzUq1cvnTx5Mm8LBwDcUghOAIB845tvvpGfn5/9+YMPPqi77rpL4eHhGjNmjFxcXFShQgUdP35cr776qgYPHixXV8eLL3bv3q0lS5Zo/fr1ql69uiRp8uTJqlixYp6+FgDArYXgBADINx544AF99tln9ucFChRQz549Vbt2bbm4uNjb69atq4sXL+ro0aMqWbKkwz527twpd3d3RUVF2dsqVKiggICAm14/AODWRXACAOQbBQoUULly5ZxdBgAgH2JxCABAvlaxYkXFxcXJsix729q1a1WwYEGVKFEiTf8KFSooOTlZ8fHx9rbff/9dZ8+ezYtyAQC3KIITACBf69Gjh44cOaIXX3xRu3bt0tdff60hQ4aob9++ae5vkqS7775bzZs31/PPP69ffvlF8fHx6tKli3x8fJxQPQDgVkFwAgDka8WLF9fixYu1fv16ValSRd27d9dzzz2nN954I8MxU6dOVbFixdSgQQO1bdtW3bp1U0hISB5WDQC41bhY/7x2AQAAAACQBjNOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMDg/wCNT6RoUyYYqAAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V39', 'V27', 'V36', 'V1', 'V12', 'V22', 'V15', 'V8', 'V37', 'V13', 'V18', 'V2', 'V34', 'V31', 'V38', 'V17', 'V30', 'V5', 'V10', 'V9', 'V16', 'V14', 'V28', 'V11', 'V3', 'V6', 'V7']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"best_params_gradient_boosting = {\n",
|
||
"'validation_fraction': 0.3, \n",
|
||
"'tol': 0.0001,\n",
|
||
"'subsample': 0.9,\n",
|
||
"'n_estimators': 50,\n",
|
||
"'min_samples_split': 5, \n",
|
||
"'min_samples_leaf': 5,\n",
|
||
"'max_features': 'log2', \n",
|
||
"'max_depth': 10, \n",
|
||
"'learning_rate': 0.1\n",
|
||
"}\n",
|
||
"\n",
|
||
"best_params_grad_boost_scores, best_params_grad_boost_model, best_params_grad_boost = score_the_model(\n",
|
||
" model=GradientBoostingClassifier(**best_params_gradient_boosting),\n",
|
||
" model_name='Gradient Boosting',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "57b06b7d",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Comparisson between models performances"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 181,
|
||
"id": "1d3fdfaf",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2500x2000 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Plot Scores of all models\n",
|
||
"all_accuracy = [score['Accuracy'] for score in all_scores]\n",
|
||
"all_precision = [score['Precision'] for score in all_scores]\n",
|
||
"all_recall = [score['Recall'] for score in all_scores]\n",
|
||
"all_f1 = [score['F1'] for score in all_scores]\n",
|
||
"all_roc_auc = [score['AUC'] for score in all_scores]\n",
|
||
"model_names = [score['model_name'] for score in all_scores]\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots(3, 2, figsize=(25, 20))\n",
|
||
"fig.suptitle('Scores of all models', fontsize=20)\n",
|
||
"\n",
|
||
"ax[0, 0].bar(model_names, all_accuracy)\n",
|
||
"ax[0, 0].set_title('Accuracy')\n",
|
||
"ax[0, 0].set_ylabel('Accuracy')\n",
|
||
"ax[0, 0].set_xticklabels(model_names, rotation=90)\n",
|
||
"\n",
|
||
"ax[0, 1].bar(model_names, all_precision)\n",
|
||
"ax[0, 1].set_title('Precision')\n",
|
||
"ax[0, 1].set_ylabel('Precision')\n",
|
||
"ax[0, 1].set_xticklabels(model_names, rotation=90)\n",
|
||
"\n",
|
||
"ax[1, 0].bar(model_names, all_recall)\n",
|
||
"ax[1, 0].set_title('Recall')\n",
|
||
"ax[1, 0].set_ylabel('Recall')\n",
|
||
"ax[1, 0].set_xticklabels(model_names, rotation=90)\n",
|
||
"\n",
|
||
"ax[1, 1].bar(model_names, all_f1)\n",
|
||
"ax[1, 1].set_title('F1')\n",
|
||
"ax[1, 1].set_ylabel('F1')\n",
|
||
"ax[1, 1].set_xticklabels(model_names, rotation=90)\n",
|
||
"\n",
|
||
"ax[2, 0].bar(model_names, all_roc_auc)\n",
|
||
"ax[2, 0].set_title('ROC AUC')\n",
|
||
"ax[2, 0].set_ylabel('ROC AUC')\n",
|
||
"ax[2, 0].set_xticklabels(model_names, rotation=90)\n",
|
||
"\n",
|
||
"ax[2, 1].set_visible(False)\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a102a0ee",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Ok what about converting numerical features into categorical?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 182,
|
||
"id": "7c003720",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# import one hot encoder\n",
|
||
"from sklearn.preprocessing import OneHotEncoder\n",
|
||
"\n",
|
||
"# Select the numerical columns, but should not have more than 20 unique values\n",
|
||
"numerical_cols = [cname for cname in X_train.columns if \n",
|
||
" X_train[cname].dtype in ['int64', 'float64'] and X_train[cname].nunique() < 20]\n",
|
||
"\n",
|
||
"# Now onehotencode the numerical columns\n",
|
||
"OH_encoder = OneHotEncoder(handle_unknown='ignore', sparse=False)\n",
|
||
"\n",
|
||
"encoder_df = pd.DataFrame(OH_encoder.fit_transform(df_train[numerical_cols]))\n",
|
||
"df_train = pd.concat([df_train, encoder_df], axis=1)\n",
|
||
"\n",
|
||
"encoder_df = pd.DataFrame(OH_encoder.fit_transform(df_test[numerical_cols]))\n",
|
||
"df_test = pd.concat([df_test, encoder_df], axis=1)\n",
|
||
"\n",
|
||
"# Drop the numerical columns\n",
|
||
"df_train = df_train.drop(numerical_cols, axis=1)\n",
|
||
"df_test = df_test.drop(numerical_cols, axis=1)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 183,
|
||
"id": "edb83193",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V1', 'V12', 'V39', 'V38', 'V34', 'V30', 'V22', 'V27', 'V13', 'V2', 'V14', 'V40', 'V8', 'V37', 'V18', 'V9', 'V28', 'V10', 'V31']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Refit the gradient boosting model with the new data\n",
|
||
"best_params_grad_boost_scores, best_params_grad_boost_model, best_params_grad_boost = score_the_model(\n",
|
||
" model=GradientBoostingClassifier(),\n",
|
||
" model_name='Gradient Boosting',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 184,
|
||
"id": "34db1917",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# What about logistic regression?\n",
|
||
"\n",
|
||
"# Score the model with default parameters\n",
|
||
"score_log_reg, model_log_reg,_ = score_the_model(\n",
|
||
" model=LogisticRegression(max_iter=100),\n",
|
||
" model_name='Logistic Regression',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 185,
|
||
"id": "17471596",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# KNN should score much better now\n",
|
||
"score_knn, model_knn, _ = score_the_model(\n",
|
||
" model=KNeighborsClassifier(),\n",
|
||
" model_name='KNN',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 186,
|
||
"id": "7b5a37ae",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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gl156yfYcW4oDBw7Ybn28mSNHjqhEiRKpHsAvVaqUXZ0pbryu9u/fL8uyNGjQoFTnO2TIEEmynbPpuroTd3I936x2k5RA8MMPP9iec0tKSkrVb+3atYqMjJS3t7f8/f0VGBioN998U1Lqa6ZQoUKpxufKlcvuDxApP5Mb3XiuKT+bG9vd3NxUtGjRVD+7AgUKpPo34Ofnp4IFC6Zqk3TbfxQpUaKEIiMj7V4p1/CRI0du+jP69zmkuPFnlBKy27Vrl+r6mjRpkq5du2b7jD/66CNt375dBQsWVMWKFfXOO+/cdvgD4Dg84wQg0/j6+ipfvny2RRNuV1rPQ9yuxx9/XAcOHND333+vZcuWadKkSfrss880fvx4dezYUdI/MyPNmjXTggULtHTpUg0aNEgjRozQL7/8okcffVS9evWyW2CgZs2aWrVqldzd3dWiRQvNnz9fY8eOVWxsrNauXav333/froZWrVpp3bp16tevn8qVKycfHx8lJyerYcOGN31IPqOSkpJUr149nTt3Tm+88YZKliwpb29vnThxQu3bt7+t4yYnJysoKEjTp09Pc3tmLdMcFBSkLVu2aOnSpfrpp5/0008/acqUKWrbtm2qhR0y043XVcpn8vrrr6tBgwZpjilevLik27uu7qY7/TeREggkqWnTpnJxcdGAAQNUu3Zt2/dIHThwQHXr1lXJkiU1cuRIFSxYUG5ublq8eLE+++yzVNfMzWa8LMtKxxndmZsd25E13ehm19fHH3+scuXKpTkm5TmlVq1aqUaNGpo/f76WLVumjz/+WB9++KHmzZunRo0a3dW6AaQfwQlApmratKkmTJigqKgoValSJV37CAwMlJeXl/bs2ZNq2+7du+Xs7Gz3l+fcuXOrQ4cO6tChgy5duqTHH39c77zzjt0vuMWKFdNrr72m1157Tfv27VO5cuX06aef6ttvv1X//v3tlij+9yxK69atNW3aNK1YsUK7du2SZVl2t+n9/fffWrFihYYOHarBgwfb2tN7i1fhwoW1fft2WZZl9xf3Gz+Lbdu2ae/evZo2bZratm1ra0/rdribLU5RrFgx/fzzz6pWrdotf1FPWSlu3759dreanTlz5rb/0u/m5qZmzZqpWbNmSk5OVrdu3fTll19q0KBBKl68uIoVK2YM3IULF9aff/6p5ORku1mn3bt329V5Mym1u7q62kLGrdzOdXU77vR6zgxvvfWWJk6cqLfffts2u/fDDz/o2rVrWrhwod1sUsotmelRuHDhNK/1G8815WezZ88eu2soISFBhw4duq2fx91WuHDhm/6MUrbfSrFixST98wek2zmfkJAQdevWTd26ddPp06f12GOPafjw4bbgdCeLygDIGtyqByBT9e/fX97e3urYsaNiY2NTbT9w4ECqZahv5OLiovr16+v777+3WzI8NjZWM2bMUPXq1W23Bd645LePj4+KFy9uW7778uXLunr1ql2fYsWKKWfOnLY+pUuXtrt1JyIiwtY3MjJSuXPn1qxZszRr1ixVrFjR7hadlL+A3/gX71GjRt3yHG+mcePGOnnypG3p5ZRzuPELg9M6rmVZaX62Kd8BdOOyz61atVJSUpLee++9VGMSExNt/SMjI+Xq6qovvvjC7ni3e443/oycnZ31yCOPSJLtZ/DUU09p69atmj9/fqrxKcds3LixYmJi7G6dTExM1BdffCEfH59Uqx/eKCgoSLVq1dKXX36pU6dOpdqe8h1MadV843V1J+7kes4s/v7+6tKli5YuXaotW7bY6pDsr5m4uDhNmTIl3cdp3Lixfv/9d23YsMHWdubMmVSzmJGRkXJzc9N//vMfu+N/9dVXiouLU5MmTdJdQ2Zp3LixNmzYoKioKFtbfHy8JkyYoNDQULvnMNMSERGhYsWK6ZNPPtGlS5dSbU+5vpKSklLdFhkUFKR8+fLZXV/e3t53fKsvgLuLGScAmapYsWKaMWOGWrdurVKlSqlt27YqW7asEhIStG7dOtvy0SbDhg3T8uXLVb16dXXr1k05cuTQl19+qWvXrumjjz6y9StdurRq1aqliIgI5c6dW5s2bbIt8ytJe/fuVd26ddWqVSuVLl1aOXLk0Pz58xUbG2v38PnNuLq6qmXLlpo5c6bi4+P1ySef2G339fW1PTd1/fp15c+fX8uWLdOhQ4fu7IP7f506ddLo0aPVtm1bRUdHKyQkRN988428vLzs+pUsWVLFihXT66+/rhMnTsjX11ffffddmjNAKUGwZ8+eatCggVxcXPTss8+qZs2a6tKli0aMGKEtW7aofv36cnV11b59+zRnzhx9/vnnevrppxUYGKjXX39dI0aMUNOmTdW4cWP98ccf+umnnxQQEGA8p44dO+rcuXOqU6eOChQooCNHjuiLL75QuXLlbM+P9OvXT3PnztUzzzyjl156SRERETp37pwWLlyo8ePHKzw8XJ07d9aXX36p9u3bKzo6WqGhoZo7d67Wrl2rUaNG3daiJGPGjFH16tUVFhamTp06qWjRooqNjVVUVJSOHz+urVu3SjJfV3fqdq/nzNSrVy+NGjVKH3zwgWbOnKn69evbZv66dOmiS5cuaeLEiQoKCkozSN6O/v3765tvvlHDhg3Vq1cv23LkKbODKQIDAzVw4EANHTpUDRs2VPPmzbVnzx6NHTtWFSpUuCtfSnunBgwYoP/+979q1KiRevbsqdy5c2vatGk6dOiQvvvuO+OX2zo7O2vSpElq1KiRypQpow4dOih//vw6ceKEVq5cKV9fX/3www+6ePGiChQooKefflrh4eHy8fHRzz//rI0bN+rTTz+17S8iIkKzZs1S3759VaFCBfn4+KhZs2Z3+2MAcCsOWcsPQLa3d+9eq1OnTlZoaKjl5uZm5cyZ06pWrZr1xRdf2C0FLemmy/Ju3rzZatCggeXj42N5eXlZtWvXttatW2fXZ9iwYVbFihUtf39/y9PT0ypZsqQ1fPhwKyEhwbIsyzp79qzVvXt3q2TJkpa3t7fl5+dnVapUyW65b5Ply5dbkiwnJyfr2LFjqbYfP37cevLJJy1/f3/Lz8/PeuaZZ6yTJ09akqwhQ4bY+t3OcuSWZVlHjhyxmjdvbnl5eVkBAQFWr169bEuE/3s58p07d1qRkZGWj4+PFRAQYHXq1MnaunVrquWZExMTrVdffdUKDAy0nJycUi1NPmHCBCsiIsLy9PS0cubMaYWFhVn9+/e3Tp48aeuTlJRkDR061AoJCbE8PT2tWrVqWdu3b7cKFy5sXI587ty5Vv369a2goCDLzc3NKlSokNWlSxfr1KlTdv3++usvq0ePHlb+/PktNzc3q0CBAla7du2ss2fP2vrExsZaHTp0sAICAiw3NzcrLCws1VLUN1sSPMWBAwestm3bWnnz5rVcXV2t/PnzW02bNrXmzp1r62O6rm7mVse+nes55RrZuHHjLY9zu+favn17y8XFxdq/f79lWZa1cOFC65FHHrE8PDys0NBQ68MPP7QmT56c6rosXLhwmsuxp3W9/vnnn1bNmjUtDw8PK3/+/NZ7771nffXVV6n2aVn/LD9esmRJy9XV1QoODrZeeeUV6++//051jDJlyqQ69s1qutX/h6QwfU4pDhw4YD399NOWv7+/5eHhYVWsWNH68ccf7fqkLEd+41LvKf744w+rZcuWVp48eSx3d3ercOHCVqtWrawVK1ZYlmVZ165ds/r162eFh4dbOXPmtLy9va3w8HBr7Nixdvu5dOmS9dxzz1n+/v6WJJYmB+4BTpblgCcqAQAAAOA+wjNOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAwKHB6ddff1WzZs2UL18+OTk5acGCBcYxq1at0mOPPSZ3d3cVL15cU6dOvet1AgAAAHiwOTQ4xcfHKzw8XGPGjLmt/ocOHVKTJk1Uu3ZtbdmyRb1791bHjh21dOnSu1wpAAAAgAfZPbMcuZOTk+bPn68WLVrctM8bb7yhRYsWafv27ba2Z599VufPn9eSJUtu6zjJyck6efKkcubMKScnp4yWDQAAAOA+ZVmWLl68qHz58hm/6DpHFtWUKaKiohQZGWnX1qBBA/Xu3fu293Hy5EkVLFgwkysDAAAAcL86duyYChQocMs+91VwiomJUXBwsF1bcHCwLly4oCtXrsjT0zPVmGvXrunatWu29ykTbMeOHZOvr+/dLRgAAADAPevChQsqWLCgcubMaex7XwWn9BgxYoSGDh2aqt3X15fgBAAAAOC2HuG5r5Yjz5s3r2JjY+3aYmNj5evrm+ZskyQNHDhQcXFxttexY8eyolQAAAAA2ch9NeNUpUoVLV682K5t+fLlqlKlyk3HuLu7y93d/W6XBgAAACAbc+iM06VLl7RlyxZt2bJF0j/LjW/ZskVHjx6V9M9sUdu2bW39u3btqoMHD6p///7avXu3xo4dq9mzZ6tPnz6OKB8AAADAA8KhwWnTpk169NFH9eijj0qS+vbtq0cffVSDBw+WJJ06dcoWoiSpSJEiWrRokZYvX67w8HB9+umnmjRpkho0aOCQ+gEAAAA8GO6Z73HKKhcuXJCfn5/i4uJYHAIAAAB4gN1JNrivFocAAAAAAEcgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAACDHI4uAACAe9WukqXSPbbU7l2ZWAkAwNGYcQIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAM+B4nAAAA4AHB99OlHzNOAAAAAGBAcAIAAAAAA4ITAAAAABjwjBOA+w73ZwMAgKzGjBMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGCQw9EFAABwS+/4ZWBsXObVgewvA9daWJFCGTr07BGJ6R5baveuDB0bwO1hxgkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAw4HucAAAAgKzE99PdlwhOsAmbFpah8dvabcukSgAAAIB7C7fqAQAAAIABwQkAAAAADLhVD0D6cH82AAB4gBCcspuM/DJbpFDm1QEAAABkI9yqBwAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADFgcAplmV8lS6R5baveuTKwEAAAAyFzMOAEAAACAAcEJAAAAAAy4VQ8AcFeFDliUofGHPTKpEAAAMoAZJwAAAAAwIDgBAAAAgAG36gEAgGyB20IB3E0EJwBAthU2LSxD42dnUh0AgPsft+oBAAAAgAHBCQAAAAAMuFUPAAAAuAM8T/dgYsYJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGLEcOPKBYShUAgPtP2LSwDI2fnUl1PIiYcQIAAAAAA2acAGQ5/loGAADuNwSnewy3TwEAAAD3Hm7VAwAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABiwOAQDAXTCm6y8ZGt99fJ1MqgQAkBkITgAAAPcxQjqyyoN+rXGrHgAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADFiOHPeEB315SwAAANzbmHECAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGLA4B4IHCQiQAACA9mHECAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAICBw4PTmDFjFBoaKg8PD1WqVEkbNmy4Zf9Ro0bp4YcflqenpwoWLKg+ffro6tWrWVQtAAAAgAeRQ4PTrFmz1LdvXw0ZMkSbN29WeHi4GjRooNOnT6fZf8aMGRowYICGDBmiXbt26auvvtKsWbP05ptvZnHlAAAAAB4kDg1OI0eOVKdOndShQweVLl1a48ePl5eXlyZPnpxm/3Xr1qlatWp67rnnFBoaqvr166tNmzbGWSoAAAAAyAiHBaeEhARFR0crMjLyf8U4OysyMlJRUVFpjqlataqio6NtQengwYNavHixGjdufNPjXLt2TRcuXLB7AQAAAMCdyOGoA589e1ZJSUkKDg62aw8ODtbu3bvTHPPcc8/p7Nmzql69uizLUmJiorp27XrLW/VGjBihoUOHZmrtAAAAAB4sDl8c4k6sWrVK77//vsaOHavNmzdr3rx5WrRokd57772bjhk4cKDi4uJsr2PHjmVhxQAAAACyA4fNOAUEBMjFxUWxsbF27bGxscqbN2+aYwYNGqQXX3xRHTt2lCSFhYUpPj5enTt31ltvvSVn59Q50N3dXe7u7pl/AgAAAAAeGA6bcXJzc1NERIRWrFhha0tOTtaKFStUpUqVNMdcvnw5VThycXGRJFmWdfeKBQAAAPBAc9iMkyT17dtX7dq1U/ny5VWxYkWNGjVK8fHx6tChgySpbdu2yp8/v0aMGCFJatasmUaOHKlHH31UlSpV0v79+zVo0CA1a9bMFqAAAAAAILM5NDi1bt1aZ86c0eDBgxUTE6Ny5cppyZIltgUjjh49ajfD9Pbbb8vJyUlvv/22Tpw4ocDAQDVr1kzDhw931CkAAAAAeAA4NDhJUo8ePdSjR480t61atcrufY4cOTRkyBANGTIkCyoDAAAAgH/cV6vqAQAAAIAjEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADhwenMWPGKDQ0VB4eHqpUqZI2bNhwy/7nz59X9+7dFRISInd3dz300ENavHhxFlULAAAA4EGUw5EHnzVrlvr27avx48erUqVKGjVqlBo0aKA9e/YoKCgoVf+EhATVq1dPQUFBmjt3rvLnz68jR47I398/64sHAAAA8MBwaHAaOXKkOnXqpA4dOkiSxo8fr0WLFmny5MkaMGBAqv6TJ0/WuXPntG7dOrm6ukqSQkNDs7JkAAAAAA8gh92ql5CQoOjoaEVGRv6vGGdnRUZGKioqKs0xCxcuVJUqVdS9e3cFBwerbNmyev/995WUlHTT41y7dk0XLlywewEAAADAnXBYcDp79qySkpIUHBxs1x4cHKyYmJg0xxw8eFBz585VUlKSFi9erEGDBunTTz/VsGHDbnqcESNGyM/Pz/YqWLBgpp4HAAAAgOzP4YtD3Ink5GQFBQVpwoQJioiIUOvWrfXWW29p/PjxNx0zcOBAxcXF2V7Hjh3LwooBAAAAZAcOe8YpICBALi4uio2NtWuPjY1V3rx50xwTEhIiV1dXubi42NpKlSqlmJgYJSQkyM3NLdUYd3d3ubu7Z27xAAAAAB4oDptxcnNzU0REhFasWGFrS05O1ooVK1SlSpU0x1SrVk379+9XcnKyrW3v3r0KCQlJMzQBAAAAQGZw6K16ffv21cSJEzVt2jTt2rVLr7zyiuLj422r7LVt21YDBw609X/llVd07tw59erVS3v37tWiRYv0/vvvq3v37o46BQAAAAAPAIcuR966dWudOXNGgwcPVkxMjMqVK6clS5bYFow4evSonJ3/l+0KFiyopUuXqk+fPnrkkUeUP39+9erVS2+88YajTgEAAADAA8ChwUmSevTooR49eqS5bdWqVanaqlSpot9///0uVwUAAAAA/3NfraoHAAAAAI5AcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABhkKTgkJCdqzZ48SExMzqx4AAAAAuOekKzhdvnxZL7/8sry8vFSmTBkdPXpUkvTqq6/qgw8+yNQCAQAAAMDR0hWcBg4cqK1bt2rVqlXy8PCwtUdGRmrWrFmZVhwAAAAA3AtypGfQggULNGvWLFWuXFlOTk629jJlyujAgQOZVhwAAAAA3AvSNeN05swZBQUFpWqPj4+3C1IAAAAAkB2kKziVL19eixYtsr1PCUuTJk1SlSpVMqcyAAAAALhHpOtWvffff1+NGjXSzp07lZiYqM8//1w7d+7UunXrtHr16syuEQAAAAAcKl0zTtWrV9fWrVuVmJiosLAwLVu2TEFBQYqKilJERERm1wgAAAAADnXHM07Xr19Xly5dNGjQIE2cOPFu1AQAAAAA95Q7nnFydXXVd999dzdqAQAAAIB7Urpu1WvRooUWLFiQyaUAAAAAwL0pXYtDlChRQu+++67Wrl2riIgIeXt7223v2bNnphQHAAAAAPeCdAWnr776Sv7+/oqOjlZ0dLTdNicnJ4ITAAAAgGwlXcHp0KFDmV0HAAAAANyz0vWM079ZliXLsjKjFgAAAAC4J6U7OH399dcKCwuTp6enPD099cgjj+ibb77JzNoAAAAA4J6Qrlv1Ro4cqUGDBqlHjx6qVq2aJOm3335T165ddfbsWfXp0ydTiwQAAAAAR0pXcPriiy80btw4tW3b1tbWvHlzlSlTRu+88w7BCQAAAEC2kq5b9U6dOqWqVaumaq9atapOnTqV4aIAAAAA4F6SruBUvHhxzZ49O1X7rFmzVKJEiQwXBQAAAAD3knTdqjd06FC1bt1av/76q+0Zp7Vr12rFihVpBioAAAAAuJ+la8bpqaee0vr16xUQEKAFCxZowYIFCggI0IYNG/Tkk09mdo0AAAAA4FDpmnGSpIiICH377beZWQsAAAAA3JPSNeO0ePFiLV26NFX70qVL9dNPP2W4KAAAAAC4l6QrOA0YMEBJSUmp2i3L0oABAzJcFAAAAADcS9IVnPbt26fSpUunai9ZsqT279+f4aIAAAAA4F6SruDk5+engwcPpmrfv3+/vL29M1wUAAAAANxL0hWcnnjiCfXu3VsHDhywte3fv1+vvfaamjdvnmnFAQAAAMC9IF3B6aOPPpK3t7dKliypIkWKqEiRIipZsqTy5MmjTz75JLNrBAAAAACHStdy5H5+flq3bp2WL1+urVu3ytPTU+Hh4apRo0Zm1wcAAAAADndHM05RUVH68ccfJUlOTk6qX7++goKC9Mknn+ipp55S586dde3atbtSKAAAAAA4yh0Fp3fffVc7duywvd+2bZs6deqkevXqacCAAfrhhx80YsSITC8SAAAAABzpjoLTli1bVLduXdv7mTNnqmLFipo4caL69u2r//znP5o9e3amFwkAAAAAjnRHwenvv/9WcHCw7f3q1avVqFEj2/sKFSro2LFjmVcdAAAAANwD7ig4BQcH69ChQ5KkhIQEbd68WZUrV7Ztv3jxolxdXTO3QgAAAABwsDsKTo0bN9aAAQO0Zs0aDRw4UF5eXnYr6f35558qVqxYphcJAAAAAI50R8uRv/fee2rZsqVq1qwpHx8fTZs2TW5ubrbtkydPVv369TO9SAAAAABwpDsKTgEBAfr1118VFxcnHx8fubi42G2fM2eOfHx8MrVAAAAAAHC0dH8Bblpy586doWIAAAAA4F50R884AQAAAMCDiOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAwT0RnMaMGaPQ0FB5eHioUqVK2rBhw22NmzlzppycnNSiRYu7WyAAAACAB5rDg9OsWbPUt29fDRkyRJs3b1Z4eLgaNGig06dP33Lc4cOH9frrr6tGjRpZVCkAAACAB5XDg9PIkSPVqVMndejQQaVLl9b48ePl5eWlyZMn33RMUlKSnn/+eQ0dOlRFixbNwmoBAAAAPIgcGpwSEhIUHR2tyMhIW5uzs7MiIyMVFRV103HvvvuugoKC9PLLLxuPce3aNV24cMHuBQAAAAB3wqHB6ezZs0pKSlJwcLBde3BwsGJiYtIc89tvv+mrr77SxIkTb+sYI0aMkJ+fn+1VsGDBDNcNAAAA4MHi8Fv17sTFixf14osvauLEiQoICLitMQMHDlRcXJztdezYsbtcJQAAAIDsJocjDx4QECAXFxfFxsbatcfGxipv3ryp+h84cECHDx9Ws2bNbG3JycmSpBw5cmjPnj0qVqyY3Rh3d3e5u7vfheoBAAAAPCgcOuPk5uamiIgIrVixwtaWnJysFStWqEqVKqn6lyxZUtu2bdOWLVtsr+bNm6t27drasmULt+EBAAAAuCscOuMkSX379lW7du1Uvnx5VaxYUaNGjVJ8fLw6dOggSWrbtq3y58+vESNGyMPDQ2XLlrUb7+/vL0mp2gEAAAAgszg8OLVu3VpnzpzR4MGDFRMTo3LlymnJkiW2BSOOHj0qZ+f76lEsAAAAANmMw4OTJPXo0UM9evRIc9uqVatuOXbq1KmZXxAAAAAA/AtTOQAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADAhOAAAAAGBAcAIAAAAAA4ITAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAM7ongNGbMGIWGhsrDw0OVKlXShg0bbtp34sSJqlGjhnLlyqVcuXIpMjLylv0BAAAAIKMcHpxmzZqlvn37asiQIdq8ebPCw8PVoEEDnT59Os3+q1atUps2bbRy5UpFRUWpYMGCql+/vk6cOJHFlQMAAAB4UDg8OI0cOVKdOnVShw4dVLp0aY0fP15eXl6aPHlymv2nT5+ubt26qVy5cipZsqQmTZqk5ORkrVixIosrBwAAAPCgcGhwSkhIUHR0tCIjI21tzs7OioyMVFRU1G3t4/Lly7p+/bpy586d5vZr167pwoULdi8AAAAAuBMODU5nz55VUlKSgoOD7dqDg4MVExNzW/t44403lC9fPrvw9W8jRoyQn5+f7VWwYMEM1w0AAADgweLwW/Uy4oMPPtDMmTM1f/58eXh4pNln4MCBiouLs72OHTuWxVUCAAAAuN/lcOTBAwIC5OLiotjYWLv22NhY5c2b95ZjP/nkE33wwQf6+eef9cgjj9y0n7u7u9zd3TOlXgAAAAAPJofOOLm5uSkiIsJuYYeUhR6qVKly03EfffSR3nvvPS1ZskTly5fPilIBAAAAPMAcOuMkSX379lW7du1Uvnx5VaxYUaNGjVJ8fLw6dOggSWrbtq3y58+vESNGSJI+/PBDDR48WDNmzFBoaKjtWSgfHx/5+Pg47DwAAAAAZF8OD06tW7fWmTNnNHjwYMXExKhcuXJasmSJbcGIo0ePytn5fxNj48aNU0JCgp5++mm7/QwZMkTvvPNOVpYOAAAA4AHh8OAkST169FCPHj3S3LZq1Sq794cPH777BQEAAAA3SEpK0vXr15U/p0uG9nPVPf2rPIe4hWTo2Mkhieke6+GXsad8rl69mqHx6eXm5mY3EZNe90RwAgAAAO5VlmUpJiZG58+flyS9UzsoQ/s75PRpuse+kSNjv74nvZ3+sWHufhk69qFDhzI0Pr2cnZ1VpEgRubm5ZWg/BCcAAADgFlJCU1BQkLy8vJTgeTFD+yuSgcmPRFfXDB274Bkr3WPjvfNl6Nh58mf9egTJyck6efKkTp06pUKFCsnJySnd+yI4AQAAADeRlJRkC0158uSRJDnluJahfXo4p/+Xd2fXjN1y5u6c/uCUkCNjMzY3+97Vuy0wMFAnT55UYmKiXDMQPO/rL8AFAAAA7qbr169Lkry8vBxcCdIr5Ra9pKSkDO2H4AQAAAAYZOQWLzhWZv3sCE4AAAAAYEBwAgAAAAADFocAAAAA7lDz0Wuz9HiHe6ZvRbstG7eobdO2qlanmsb9d1wmV/VgYcYJAAAAyKbmTZ+n5zo+p+ioaJ2OOe2wOhISEhx27MxCcAIAAACyocuXLmvJgiVq3aG1Hq/3uBb8d4Hd9kWrVqn6s88qV0SECtaooda9etm2XUtI0NsjR6pEZKT8H3tMZRs31vRZX0uSZs6ZrhJhhez2tXjpjwoO/d8X5H782QjVaVRd386cpvLVw1To4X++NHjJkiWqXr26/P39lSdPHjVt2lQHDhyw29fx48fVpk0b5c6dW97e3ipfvrzWr1+vw4cPy9nZWZs2bbLrP2rUKBUuXFjJyckZ/sxuheAEAAAAZENLvl+iIiWKqEjxImr6TFPNnzFflvXP9zj99OuverZ3bzWoUUNRc+Zo0aRJKh8WZhvb8c03Nfunn/TJwIH64/vv9cXgwfL28r6j4x86clCLflqoKeO/1YrFv0mS4uPj1bdvX23atEkrVqyQs7OznnzySVvouXTpkmrWrKkTJ05o4cKF2rp1q/r376/k5GSFhoYqMjJSU6ZMsTvOlClT1L59ezk7391owzNOAAAAQDY0b/o8NX26qSSpep3qGnRxkNZs2qTHK1TQRxMm6JmGDTWoe3db/0cefliStO/wYX23dKl+nDBBdapUkSQVKVhQF3MWSn2QW7h+PUFfjPxSAXkCbG1PPfWUXZ/JkycrMDBQO3fuVNmyZTVjxgydOXNGGzduVO7cuSVJxYsXt/Xv2LGjunbtqpEjR8rd3V2bN2/Wtm3b9P33399RbenBjBMAAACQzRzaf0jb/9iuxi0bS5Jy5Mihhk801LR58yRJf+7Zo1qVKqU59s/du+Xi4qIa5ctnqIYC+QvahSZJ2rdvn9q0aaOiRYvK19dXoaGhkqSjR49KkrZs2aJHH33UFppu1KJFC7m4uGj+/PmSpKlTp6p27dq2/dxNzDgBAAAA2cy86fOUmJioOmF1bG2WZcndzU0j33xTnu7uNx3r4eFxy307OzvLkmXXlph4PVU/L8/Ut/Y1a9ZMhQsX1sSJE5UvXz4lJyerbNmytsUjPD09b3lsNzc3tW3bVlOmTFHLli01Y8YMff7557cck1mYcQIAAACykcTERC2ctVD93u2nuSvn2l7frfpOIYGBmv3TTyr70ENatX59muPLliih5ORkrblhEYYUeXIH6NKli4q/HG9r275zm7Guv/76S3v27NHbb7+tunXrqlSpUvr777/t+jzyyCPasmWLzp07d9P9dOzYUT///LPGjh2rxMREtWzZ0njszEBwAgAAALKR1ctW60LcBbV8vqVKlCph92oRGalp8+bpzVde0eyfftJ7Y8Zo98GD2r53rz796itJUuH8+fV88+bqOniwFq5YocPHj+vXjRv1/Y//3Ob32KMR8vT00vsfvavDRw7qu+/naNbcGca6cuXKpTx58mjChAnav3+/fvnlF/Xt29euT5s2bZQ3b161aNFCa9eu1cGDB/Xdd98pKirK1qdUqVKqXLmy3njjDbVp08Y4S5VZCE4AAABANjJv+jxVfryycvrmTLXtiXr1tHnHDuXy9dW3n36qRatWqfLTT6txx47atH27rd9/Bg3Sk/Xqqffw4SrXvLm6v/OOLl++LEnK5Z9bYz6boBWrlqlWg6qav3CuXu89wFiXs7OzZs6cqejoaJUtW1Z9+vTRxx9/bNfHzc1Ny5YtU1BQkBo3bqywsDB98MEHcnFxsev38ssvKyEhQS+99FJ6PqJ04RknAAAA4A4t7FEt3WMfcT6UiZWkNmb6mJtuqxAWpsvb/rmtLuzhh9UiMjLNfh7u7vqwf3992L+/re3fq+o1btBUjRs0tRvzYpv2tv/u12eg+vUZmGq/kZGR2rlzp11byhLpKQoXLqy5c+fe9Bwk6cSJEwoLC1OFChVu2S8zMeMEAAAA4L5w6dIlbd++XaNHj9arr76apccmOAEAAAC4L/To0UMRERGqVatWlt6mJ3GrHgAAAID7xNSpUzV16lSHHJsZJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA73ECAAAA7tAjkwpn7QE7r7rjIW/1eEvfz/o+Vfu2RYt06vRpfTZ1qv7YuVMxZ85o5qhRal63biYUmn0RnAAAAIBsqnqd6hr2n2G294XOWArMlUv7jxxR2EMPqe2TT6pN796OK/A+QnACAAAAsik3dzcFBAfY3ue1LElSgxo11KBGDUeVdV/iGScAAAAAMGDGCQAAAMimVi9brQqFK9jeN6xWXdNHjnRgRfcvghMAAACQTVWoXkGDPxpse/9wvIcDq7m/EZwAAACAbMrLy0uFihayvQ+JsRxYzf2NZ5wAAAAAwIAZJwAAAOABc+nyZR04etT2/siJE9q6e7dy+/mpYEiIAyu7dxGcAAAAgAfM5h071PCll2zv3/j4Y0nSC82ba8Lw4Y4q655GcAIAAADu0J8dj6R77CPOhzKxkpsbPvrmAejxChV0edu2LKkju+AZJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAADIFMGhflq89Mfb6uvk5KQFCxbc3YIyUQ5HFwAAAADcb55fUSNLj7et3td3POatHm/p+1nfS5JyuOZQSP4QtWvcTP07dVKOHHcnBmzbsFd+fv631ffUqVPKlSvXXanjbiA4AQAAANlU9TrVNew/w5SQkKBff/5Vw98YLldXV/Xr2NGuX8L163Jzdc3w8YKCgm+7b968eTN8vKzErXoAAABANuXm7qaA4ADlK5hPz3Z4VnUqV9ailSvV+a231KpnT304YYKK1qmj8GbNJEnHY2L0wmuvKaRqVeWvVk3PvPqqjpw4YbfPGbO/0eP1KqngQ4EKq/CQBg5+3bbt37fqJSQkaODg1xVW4SEVeihIhQsX1ogRI2x9b7xVb9u2bapTp448PT2VJ08ede7cWZcuXbJtb9++vVq0aKFPPvlEISEhypMnj7p3767r16/fjY8uFWacAAAAgAeEh7u7/jp/XpK0av16+fr46McJEyRJ169fV/MuXVQxPFzLp05Vjhw59OGXX+qJrl21Yd48SdLUbyZpyLC39NYb76hurXq6cDFOGzatT/NYk6aO19Kff9LEMVOVP18BXbHO69ixY2n2jY+PV4MGDVSlShVt3LhRp0+fVseOHdWjRw9NnTrV1m/lypUKCQnRypUrtX//frVu3VrlypVTp06dMu9DugmCEwAAAJDNWZal33/9XT+vW6dXnntOZ8+dk5enp8YOHWq7Re+/P/yg5ORkjRs6VE5OTpKkL4cNU0jVqvp140ZValBMn43+RF079VDnl16x7fvR8Ig0j3n85HEVCS2qShWqyMnJSUGFy960vhkzZujq1av6+uuv5e3tLUkaPXq0mjVrpg8//FDBwf/cApgrVy6NHj1aLi4uKlmypJo0aaIVK1YQnAAAAACk3+plq1WhcAUlJibKSrbUunFjvfXKK+ozfLjKlihh91zTtr17deDYMQVVqmS3j6vXrungsWMqevaMYmJPqUbVmrd17Geffk6tXmihqnUiVLtmpFq1aan69eun2XfXrl0KDw+3hSZJqlatmpKTk7Vnzx5bcCpTpoxcXFxsfUJCQrRt27bb/jwyguAEAAAAZFMVqlfQ4I8Gy9XNVYF5A/XQ2f+FDi9PT7u+ly5f1qOlS2vKBx+k2k9Arly67OFxR8d+pGw5bVzzp1asWq5f165Sq1atFBkZqblz56bvZCS53rCAhZOTk5KTk9O9vztBcAIAAACyKS8vLxUqWuhfLdZN+5YrVUrfLVmiwNy55evjk2q7s09OFSxQSGvWrVb1qo/f1vFz5vRVi2ZPqUWzp/Ri++fUsGFDnTt3Trlz57brV6pUKU2dOlXx8fG2Wae1a9fK2dlZDz/88G0d625jVT0AAAAAerZJE+XJlUutevbU2uhoHT5+XL9u3KjXRozQ8ZgYSVK/3gM1fuJoTZwyXgcPHdCf27do0tQv09zf+EmjNe/7udq3f68OHNyvOXPmKG/evPL390/V9/nnn5eHh4fatWun7du3a+XKlXr11Vf14osv2m7TczRmnAAAAIA7NL3umnSPfcT5UCZWknm8PD21bOpUDfrsM7Xp00cX4+OVLyhItSpVss1AtX76OV27dlVffjVWQ99/W7lz5VHTxk+kuT9vbx+N+XKUDh4+KBcXF1WsWEGLFy+Ws3PquRsvLy8tXbpUvXr1UoUKFeTl5aWnnnpKI0eOvKvnfCcITgAAAEA2NHz08JtumzA87W15AwI08SbbLv7//7Z9/iW1ff6lNPvEHo6z/feLbdrrxTbtbe+DCvva9bUs+9sGw8LC9Msvv9y05n8vS55i1KhRN+2f2bhVDwAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADAgOAEAAACAAcEJAAAAAAwITgAAAADuiuBQPy1e+qMk6fDhw3JyctKWLVscW1Q65XB0AQAAAMD9xjWySrrH7krHmFK/zLjjMW/1eEvfz/pekpQjRw4F5wtWq7r1Nah7d3m4u6ejigcbwQkAAADIpqrXqa5h/xmm64nXtXPrTg3q/pacJA3r29fRpd13uFUPAAAAyKbc3N0UEBygkPwhqtu4rmpXrqwVv/8uSUpOTtbHkyapVMOGyl2+vCo99ZTmL1tmN37n/v1q2b27gitXVtEy+dX8mYY6fOSgJOmPrdF65oUnVOrRIioeVlAtWjXWn9u3ZPUpZhmCEwAAAPAA2Ldrn37fskVurq6SpI8nTdKMhQv1n0GDFD1/vnq8+KJeGjhQazZulCSdiI1V/fbt5e7mpsVffaXlP6xWm2deUGJikiTpUvwltX7qOS2cs1SL5/+sIkWK6rn2z+jSpYsOO8e7iVv1AAAAgGxq9bLVqlC4gpKSkpRwLUHOzs767M03dS0hQR9PmqRFEyaoUrlykqQiBQtq3R9/6Ks5c1SjQgV9OXOmfH189PVHH8nV1VUXcxZSsaLFbfuuUbWm3bE+HfEflXikkNatX6v6dRtm5WlmCYITAAAAkE1VqF5Bgz8arMuXL+ub8d/I/7qLWtSrp5379+vylStq2rmzXf+E69cVXqqUJOnP3btVLSJCrv8/Q3Wj02dO64NP39O633/T2b/OKikpSVeuXNaJk8fu+nk5AsEJAAAAyKa8vLxUqGghSdJ7/3lPbaq11NR581S6+D8zR/PGjFG+4GC7Me5ubpIkTw+PW+6752td9ff5cxo25EMVyF9Q7m5uatKynhISrt+FM3E8ghMAAADwAHB2dla/Tp30xscf688ff5S7m5uOxcSoRoUKafYv+9BDmv7997p+/Xqas04botfrw/c+VWTt+pKkEyeP669zf93Vc3AkFocAAAAAHhAt69eXi7OzvpozR73atdMbH32kb7//XgePHdMfO3dq3PTp+vb7f777qWubNroYH6+2/fsrescOHTx0QHPmzdT+A/skSUVDi2rO/Jnau3+Pov/YpG69O8nTw9ORp3dXMeMEAAAA3KHrP0ele+wjzocysZI7kyNHDnVt00afTZminT/9pMDcufXJpEk6dPy4/H19FV6qlPp37ChJyuPvr8WTJumtkSPVoEMHObvkUNnSYapQvpIk6bMPR+v1N3upXpPHlS9ffr3Zb7CGDh/ksHO72whOAAAAQDY0fPTwNNtf79hRr/9/OOr+wgvq/sILN91H2MMPa+GXX0qSLuYsZL+tbLiWLlxl19ascQu797GH42z/HRoaKsuybrf8ew636gEAAACAAcEJAAAAAAwITgAAAABgQHACAAAAAAOCEwAAAAAYEJwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAADHI4ugAAAADgfrNm2Ob0j03HmO6Dc6XrWFs2blHbpm1VrU41jfvvOFv7rxs3quFLL+nk2rXy9/W1G1OyQQP1eOEF9XjxRVvb6g0b9Mk3fbV5yyZdvXpVBQsUUp1a9dS1Y3eF5M2XrtruN8w4AQAAANnUvOnz9FzH5xQdFa3TMafTtY9Js2erSadOCgwM1lfjvtGvy9fro+Gf6cLFOI2bODqTK753MeMEAAAAZEOXL13WkgVLNOvnWTp7+qwW/HeBKrfpdEf7OB4To9c/+EDdnntOg4aNsbUXKlhYVSpVU1zc+Uyu+t7FjBMAAACQDS35fomKlCiiIsWLqOkzTTV/xnxZlnVH+5i/bJkSrl9Xn5deSnO7n59/JlR6fyA4AQAAANnQvOnz1PTpppKk6nWq69LFS1qzadMd7WP/0aPy9fFRSGDg3SjxvkJwAgAAALKZQ/sPafsf29W4ZWNJUo4cOdTwiYaaNm/eHe3Hsiw5OTndjRLvOzzjBAAAAGQz86bPU2JiouqE1bG1WZYldzc3jXzzTeX09pYkXbh0KdWqenEXL8rXx0eSVKJwYcVdvKhTZ87IJ2ehrDuBexAzTgAAAEA2kpiYqIWzFqrfu/00d+Vc2+u7Vd8pJDBQs3/6ScULF5azs7M279xpN/bQsWOKu3hRJUJDJUlP1q8vN1dXfTZ5cprHepAWh2DGCQAAAMhGVi9brQtxF9Ty+ZbK6ZvTbluLyEhNmzdPnVq1UvuWLTXwk0+Uw8VFZUuU0PGYGL392Weq+MgjqlyunCSpQN68+rB/f/V9/339lSC1atlGBQsU0qmYk5r93X/l7e2joW8Pd8BZZj2CEwAAAHCHarz9WLrHPuJ8KBMrSW3e9Hmq/HjlVKFJkp6oV08jp0zRtj179MmAAfrkq6806LPPdPTUKQXnyaM6VaronZ497Z5r6vLssypRuLA+/XaWOnR53vYFuPXqNlDXjj3u6rncSwhOAAAAQDYyZvqYm26rEBamy9u22d6/3a2b3u7WzbjPOlWqqEL91plS3/2KZ5wAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkAAAAwsCzL0SUgnTLrZ0dwAgAAAG7C1dVVknT58mUHV4L0SkhIkCS5uLhkaD8sRw4AAADchIuLi/z9/XX69GlJkpeXl6zEhAzt86pz+mdAkp2SM3Tsa8npP/b1jJ731asZGp8eycnJOnPmjLy8vJQjR8aiD8EJAAAAuIW8efNKki08nf77Sob25+Z0Jt1jT2fwl3/rQvrHXr2QlKFjX0jwyND49HJ2dlahQoXsvtQ3PQhOAAAAwC04OTkpJCREQUFBun79ujrOW5Wh/a1wfz3dY3vlz5ehY382ITHdY7dVHJyhYz8/tFSGxqeXm5ubnJ0z/oQSwQkAAAC4DS4uLnJxcdGJixmbefG4fizdY08lZGzWxPlU+oPT1biM3Sbo4eGYGafMck8sDjFmzBiFhobKw8NDlSpV0oYNG27Zf86cOSpZsqQ8PDwUFhamxYsXZ1GlAAAAAB5EDg9Os2bNUt++fTVkyBBt3rxZ4eHhatCgge0e0hutW7dObdq00csvv6w//vhDLVq0UIsWLbR9+/YsrhwAAADAg8LhwWnkyJHq1KmTOnTooNKlS2v8+PHy8vLS5MmT0+z/+eefq2HDhurXr59KlSql9957T4899phGjx6dxZUDAAAAeFA49BmnhIQERUdHa+DAgbY2Z2dnRUZGKioqKs0xUVFR6tu3r11bgwYNtGDBgjT7X7t2TdeuXbO9j4uLkyRduJCBJUXuouRrGfuOgAtO6V9iMulKxu7XvZSU/vFXEuIzdOx79ed5L+NaSx+utTvHtZY+XGt3jmstfbjW7hzXWvrci9daSk239SW5lgOdOHHCkmStW7fOrr1fv35WxYoV0xzj6upqzZgxw65tzJgxVlBQUJr9hwwZYknixYsXL168ePHixYsXrzRfx44dM2aXbL+q3sCBA+1mqJKTk3Xu3DnlyZMnw2u5P0guXLigggUL6tixY/L19XV0OcjGuNaQVbjWkFW41pBVuNbunGVZunjxovLlMy/z7tDgFBAQIBcXF8XGxtq1x8bG2r5o7EZ58+a9o/7u7u5yd3e3a/P3909/0Q84X19f/iEiS3CtIatwrSGrcK0hq3Ct3Rk/P7/b6ufQxSHc3NwUERGhFStW2NqSk5O1YsUKValSJc0xVapUsesvScuXL79pfwAAAADIKIffqte3b1+1a9dO5cuXV8WKFTVq1CjFx8erQ4cOkqS2bdsqf/78GjFihCSpV69eqlmzpj799FM1adJEM2fO1KZNmzRhwgRHngYAAACAbMzhwal169Y6c+aMBg8erJiYGJUrV05LlixRcHCwJOno0aNydv7fxFjVqlU1Y8YMvf3223rzzTdVokQJLViwQGXLlnXUKTwQ3N3dNWTIkFS3PQKZjWsNWYVrDVmFaw1ZhWvt7nKyrNtZew8AAAAAHlwO/wJcAAAAALjXEZwAAAAAwIDgBAAAAAAGBCcAAAAAMCA4AQAAANkAa77dXQ5fjhz3prNnz2ry5MmKiopSTEyMJClv3ryqWrWq2rdvr8DAQAdXCAAAgH9zd3fX1q1bVapUKUeXki2xHDlS2bhxoxo0aCAvLy9FRkbavlMrNjZWK1as0OXLl7V06VKVL1/ewZUiuzt27JiGDBmiyZMnO7oUZANXrlxRdHS0cufOrdKlS9ttu3r1qmbPnq22bds6qDpkJ7t27dLvv/+uKlWqqGTJktq9e7c+//xzXbt2TS+88ILq1Knj6BJxn+vbt2+a7Z9//rleeOEF5cmTR5I0cuTIrCwr2yM4IZXKlSsrPDxc48ePl5OTk902y7LUtWtX/fnnn4qKinJQhXhQbN26VY899piSkpIcXQruc3v37lX9+vV19OhROTk5qXr16po5c6ZCQkIk/fOHoXz58nGtIcOWLFmiJ554Qj4+Prp8+bLmz5+vtm3bKjw8XMnJyVq9erWWLVtGeEKGODs7Kzw8XP7+/nbtq1evVvny5eXt7S0nJyf98ssvjikwmyI4IRVPT0/98ccfKlmyZJrbd+/erUcffVRXrlzJ4sqQ3SxcuPCW2w8ePKjXXnuNX2aRYU8++aSuX7+uqVOn6vz58+rdu7d27typVatWqVChQgQnZJqqVauqTp06GjZsmGbOnKlu3brplVde0fDhwyVJAwcOVHR0tJYtW+bgSnE/++CDDzRhwgRNmjTJLoS7urpq69atqWbVkTkITkilSJEiGjp06E1vWfn66681ePBgHT58OGsLQ7bj7OwsJyenWz7M6uTkxC+zyLDg4GD9/PPPCgsLk/TP7Hm3bt20ePFirVy5Ut7e3gQnZAo/Pz9FR0erePHiSk5Olru7uzZs2KBHH31UkrR9+3ZFRkbanh8G0mvjxo164YUX1KxZM40YMUKurq4Ep7uMVfWQyuuvv67OnTurV69eWrhwodavX6/169dr4cKF6tWrl7p27ar+/fs7ukxkAyEhIZo3b56Sk5PTfG3evNnRJSKbuHLlinLk+N96SE5OTho3bpyaNWummjVrau/evQ6sDtlNym3uzs7O8vDwkJ+fn21bzpw5FRcX56jSkI1UqFBB0dHROnPmjMqXL6/t27enesQCmYtV9ZBK9+7dFRAQoM8++0xjx461/QXWxcVFERERmjp1qlq1auXgKpEdREREKDo6Wk888USa202zUcDtKlmypDZt2pRqpanRo0dLkpo3b+6IspANhYaGat++fSpWrJgkKSoqSoUKFbJtP3r0qO3ZOiCjfHx8NG3aNM2cOVORkZHMmt9l3KqHW7p+/brOnj0rSQoICJCrq6uDK0J2smbNGsXHx6thw4Zpbo+Pj9emTZtUs2bNLK4M2c2IESO0Zs0aLV68OM3t3bp10/jx45WcnJzFlSG7GT9+vAoWLKgmTZqkuf3NN9/U6dOnNWnSpCyuDNnd8ePHFR0drcjISHl7ezu6nGyJ4AQAAAAABjzjBAAAAAAGBCcAAAAAMCA4AQAAAIABwQkA8MCrVauWevfufcs+oaGhGjVqVJbUAwC49xCcAADZQvv27eXk5JTqtX//fkeXBgDIBvgeJwBAttGwYUNNmTLFri0wMNBB1QAAshNmnAAA2Ya7u7vy5s1r93JxcdHq1atVsWJFubu7KyQkRAMGDFBiYuJN93P69Gk1a9ZMnp6eKlKkiKZPn56FZwEAuBcx4wQAyNZOnDihxo0bq3379vr666+1e/duderUSR4eHnrnnXfSHNO+fXudPHlSK1eulKurq3r27KnTp09nbeEAgHsKwQkAkG38+OOP8vHxsb1v1KiRHnroIRUsWFCjR4+Wk5OTSpYsqZMnT+qNN97Q4MGD5exsf/PF3r179dNPP2nDhg2qUKGCJOmrr75SqVKlsvRcAAD3FoITACDbqF27tsaNG2d77+3tre7du6tKlSpycnKytVerVk2XLl3S8ePHVahQIbt97Nq1Szly5FBERIStrWTJkvL397/r9QMA7l0EJwBAtuHt7a3ixYs7ugwAQDbE4hAAgGytVKlSioqKkmVZtra1a9cqZ86cKlCgQKr+JUuWVGJioqKjo21te/bs0fnz57OiXADAPYrgBADI1rp166Zjx47p1Vdf1e7du/X9999ryJAh6tu3b6rnmyTp4YcfVsOGDdWlSxetX79e0dHR6tixozw9PR1QPQDgXkFwAgBka/nz59fixYu1YcMGhYeHq2vXrnr55Zf19ttv33TMlClTlC9fPtWsWVMtW7ZU586dFRQUlIVVAwDuNU7Wv+9dAAAAAACkwowTAAAAABgQnAAAAADAgOAEAAAAAAYEJwAAAAAwIDgBAAAAgAHBCQAAAAAMCE4AAAAAYEBwAgAAAAADghMAAAAAGBCcAAAAAMCA4AQAAAAABgQnAAAAADD4P/rlqVCGOHjxAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1000x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Most important features: ['V36', 'V39', 'V22', 'V27', 'V1', 'V12', 'V15', 'V13', 'V18', 'V34', 'V14', 'V37', 'V30', 'V2', 'V17', 'V31', 'V8', 'V16', 'V3', 'V38', 'V10', 'V28', 'V9', 'V11', 'V5', 'V7', 'V6', 'V41']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1500 with 7 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Select the best features\n",
|
||
"score_rf, model_rf, most_important_features_rf = score_the_model(\n",
|
||
" model=RandomForestClassifier(),\n",
|
||
" model_name='Random Forest',\n",
|
||
" random_seed=42,\n",
|
||
" X_train=X_train,\n",
|
||
" X_test=X_test,\n",
|
||
" y_train=y_train,\n",
|
||
" y_test=y_test,\n",
|
||
" plot=True\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3dafbf40",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.3 Evaluation\n",
|
||
"Given that the data set is not in the ”big data” category, implement a cross-validation procedure based\n",
|
||
"on five folds (approximately equal sized) of your data. Furthermore, repeat the experiment 10 times with\n",
|
||
"different folds and average the results (include standard deviation). You are expected to report the following\n",
|
||
"metrics:\n",
|
||
"- F1\n",
|
||
"- Precision\n",
|
||
"- Recall\n",
|
||
"- AUC\n",
|
||
"Comment on the performance of algorithms and visualize their final scores. How do they perform against\n",
|
||
"the random baseline? What about the constant one? How do different learning scenarios impact the final\n",
|
||
"score? Are the differences between the models statistically significant?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "74d18249",
|
||
"metadata": {},
|
||
"source": [
|
||
"### F1 score"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f6f42fd4",
|
||
"metadata": {},
|
||
"source": [
|
||
"The F1 score is a metric that combines precision and recall. It is often used in classification tasks as a way to balance the two metrics, as it can be difficult to optimize for both at the same time.\n",
|
||
"To compute the F1 score, you first need to calculate the precision and recall for a given model.\n",
|
||
"\n",
|
||
"**Precision** \n",
|
||
"P = TP/(TP + FP)\n",
|
||
"\n",
|
||
"**Recall** \n",
|
||
"R = TP/ (TP + FN)\n",
|
||
"\n",
|
||
"Once you have calculated precision and recall, the F1 score is simply the harmonic mean of the two, computed using the following formula:\n",
|
||
"\n",
|
||
"F1 = 2 * (precision * recall) / (precision + recall)\n",
|
||
"\n",
|
||
"The F1 score ranges from 0 to 1, with a higher score indicating better performance. A perfect score is achieved when the precision and recall are both 1."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2e76c17b",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Precision score"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "05e44481",
|
||
"metadata": {},
|
||
"source": [
|
||
"Precision is a metric that measures the accuracy of a classifier when it predicts the positive class. It is defined as the number of true positive predictions made by the classifier, divided by the total number of positive predictions made by the classifier.\n",
|
||
"\n",
|
||
"In other words, precision is a measure of the proportion of positive predictions that are actually correct. It is a useful metric to consider when the cost of false positives is high, such as in cases where the classifier is being used to make important decisions (e.g. medical diagnosis, fraud detection).\n",
|
||
"\n",
|
||
"Precision = True Positives / (True Positives + False Positives)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c4323660",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Recall score\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bf24df24",
|
||
"metadata": {},
|
||
"source": [
|
||
"Recall is a metric that measures the ability of a classifier to detect all instances of the positive class. It is defined as the number of true positive predictions made by the classifier, divided by the total number of actual positive cases in the data.\n",
|
||
"\n",
|
||
"In other words, recall is a measure of the proportion of actual positive cases that the classifier is able to identify. It is a useful metric to consider when the cost of false negatives is high, such as in cases where it is important to identify all instances of the positive class (e.g. cancer diagnosis, intrusion detection).\n",
|
||
"\n",
|
||
"Recall = True Positives / (True Positives + False Negatives)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "aa3f5b17",
|
||
"metadata": {},
|
||
"source": [
|
||
"### AUC score"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "697ee032",
|
||
"metadata": {},
|
||
"source": [
|
||
"The AUC is calculated by plotting the true positive rate (TPR) against the false positive rate (FPR) at various classification thresholds. The TPR is defined as the number of true positive predictions made by the classifier, divided by the total number of actual positive cases in the data. The FPR is defined as the number of false positive predictions made by the classifier, divided by the total number of actual negative cases in the data.\n",
|
||
"\n",
|
||
"The AUC is then calculated by computing the area under this curve. An AUC of 1 indicates a perfect classifier, while an AUC of 0.5 indicates a classifier that is no better than random.\n",
|
||
"\n",
|
||
"The AUC can be calculated using the following formula:\n",
|
||
"\n",
|
||
"AUC = (TPR1 - TPR0) + (TPR2 - TPR1) + ... + (TPRn - TPRn-1)\n",
|
||
"\n",
|
||
"where TPRi is the TPR at the ith classification threshold and TPRi-1 is the TPR at the previous classification threshold.\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "addfc3ea",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Report and presentation\n",
|
||
"The assignment has to be submitted in the form of two files: a markdown file and a PDF file created from\n",
|
||
"the R Studio markdown file (in RStudio → file - new file - R Markdown), where you write both the code,\n",
|
||
"as well as the text of answers (echo = T option must be enabled for each code block). Markdown files can\n",
|
||
"easily be exported to PDF using (“Knit”) button in R Studio. If you are using Python, you can produce a\n",
|
||
"similar report with Jupyter Notebook."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.11.1"
|
||
},
|
||
"vscode": {
|
||
"interpreter": {
|
||
"hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|