From ae88a77777c2e51f74fd1bcd8f9318c381394c3f Mon Sep 17 00:00:00 2001
From: Andreas Buzer <andreas.buzer@student.reutlingen-university.de>
Date: Thu, 27 Jun 2024 13:07:14 +0000
Subject: [PATCH] removed deprecated notebooks
---
.../notebook.ipynb | 4683 -----------------
.../notebook.ipynb | 3857 --------------
2 files changed, 8540 deletions(-)
delete mode 100644 Insurance/Prediction Interest for car insurance/notebook.ipynb
delete mode 100644 Rating/What Quality does the Red wine have/notebook.ipynb
diff --git a/Insurance/Prediction Interest for car insurance/notebook.ipynb b/Insurance/Prediction Interest for car insurance/notebook.ipynb
deleted file mode 100644
index 05c969e..0000000
--- a/Insurance/Prediction Interest for car insurance/notebook.ipynb
+++ /dev/null
@@ -1,4683 +0,0 @@
-{
- "cells": [
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "# 1. Business Understanding"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "include": true,
- "paragraph": "BusinessUnderstanding",
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "InsurTech-Unternehmen beschäftigen sich mit dem\n",
- "das Thema der Modernisierung der Versicherungsbranche. Das Ziel ist es, die\n",
- "Versicherungen günstiger, attraktiver, \"effizienter\" zu machen durch moderne\n",
- "\"Versicherungsmodelle, digitalisierte Prozesse, neue Beratungs- und\n",
- "Managementmethoden\" gestaltet werden. Die zunehmenden Herausforderungen erschweren es den Versicherern, sich im Wettbewerb zu behaupten und am Markt zu bestehen. Bestehend aus adaptiven Kundenansprüchen, \"Digitalisierung, strengerer Regulierung und Bürokratie\", werden die Versicherer unter dem Aspekt des wirtschaftlichen Ergebnisses deutlich auf die Probe gestellt. Gleichzeitig ergeben sich Chancen im Geschäftsmodell, die noch ungenutzt sind.\n",
- "ungenutzt bleiben. Eines dieser Modelle ist das Prinzip des Cross-Selling. Damit dieses Modell umgesetzt werden kann, ist die\n",
- "ist die Meinung der bestehenden Kunden entscheidend. Das Geschäftsmodell sollte auf der Grundlage des bestehenden Kundeninteresses antizipiert werden. Die Analyse soll dem Versicherer zeigen, welches Potenzial in welcher Höhe tatsächlich vorhanden ist. Die Analyse wird sich mit der Frage beschäftigen, ob es Kunden gibt, die sich für eine Kfz-Versicherung interessieren. Die Antwort auf diese Frage soll gleichzeitig auch eine Darstellung des Interesses liefern. So lässt sich abschätzen, ob sich eine aktive Kundenansprache überhaupt lohnt."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# 2. Daten und Datenverständnis"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "include": true,
- "paragraph": "DataUnderstanding",
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "Der Datensatz heißt Janatahack Cross-sell Prediction und wurde in einen Trainings- und einen Testdatensatz aufgeteilt. Das Attribut \"Response\" ist die Zielvariable und drückt das Interesse eines Kunden an einer Kfz-Versicherung aus. Da diese wichtige Spalte jedoch merkwürdigerweise im Testdatensatz fehlt, wurde nur der Trainingsdatensatz für das Modell verwendet. Dieser wurde also für Training und Test verwendet. Der Datensatz besteht aus 12 Spalten und 381109 Zeilen. Jede Zeile steht für eine Person."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 2.1. Import von relevanten Modulen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import numpy as np\n",
- "import pandas as pd\n",
- "import statsmodels.api as sm\n",
- "import matplotlib.pyplot as plt\n",
- "import seaborn as sns\n",
- "from sklearn.linear_model import LinearRegression\n",
- "sns.set()\n",
- "import warnings\n",
- "warnings.filterwarnings('ignore')\n",
- "# Zusätzlich für Logistische Regression benötigt:\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.tree import DecisionTreeClassifier\n",
- "from sklearn.ensemble import RandomForestClassifier\n",
- "from sklearn.linear_model import LogisticRegression\n",
- "from sklearn import metrics\n",
- "from sklearn.metrics import confusion_matrix, classification_report\n",
- "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
- "from sklearn.preprocessing import StandardScaler\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn import metrics"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 2.2. Daten einlesen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Upload data\n",
- "raw_data = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/Prediction_Interest_for_car_insurance_data.csv')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Zu Beginn wird ein Überblick über die Daten gegeben. Es werden nur die ersten 5 Dateneinträge oder Zeilen berücksichtigt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
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- "\n",
- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
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- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>id</th>\n",
- " <th>Gender</th>\n",
- " <th>Age</th>\n",
- " <th>Driving_License</th>\n",
- " <th>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
- " <th>Vehicle_Age</th>\n",
- " <th>Vehicle_Damage</th>\n",
- " <th>Annual_Premium</th>\n",
- " <th>Policy_Sales_Channel</th>\n",
- " <th>Vintage</th>\n",
- " <th>Response</th>\n",
- " </tr>\n",
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- " <tr>\n",
- " <th>0</th>\n",
- " <td>1</td>\n",
- " <td>Male</td>\n",
- " <td>44</td>\n",
- " <td>1</td>\n",
- " <td>28.0</td>\n",
- " <td>0</td>\n",
- " <td>> 2 Years</td>\n",
- " <td>Yes</td>\n",
- " <td>40454.0</td>\n",
- " <td>26.0</td>\n",
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- " </tr>\n",
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- " <th>1</th>\n",
- " <td>2</td>\n",
- " <td>Male</td>\n",
- " <td>76</td>\n",
- " <td>1</td>\n",
- " <td>3.0</td>\n",
- " <td>0</td>\n",
- " <td>1-2 Year</td>\n",
- " <td>No</td>\n",
- " <td>33536.0</td>\n",
- " <td>26.0</td>\n",
- " <td>183</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>3</td>\n",
- " <td>Male</td>\n",
- " <td>47</td>\n",
- " <td>1</td>\n",
- " <td>28.0</td>\n",
- " <td>0</td>\n",
- " <td>> 2 Years</td>\n",
- " <td>Yes</td>\n",
- " <td>38294.0</td>\n",
- " <td>26.0</td>\n",
- " <td>27</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>4</td>\n",
- " <td>Male</td>\n",
- " <td>21</td>\n",
- " <td>1</td>\n",
- " <td>11.0</td>\n",
- " <td>1</td>\n",
- " <td>< 1 Year</td>\n",
- " <td>No</td>\n",
- " <td>28619.0</td>\n",
- " <td>152.0</td>\n",
- " <td>203</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>5</td>\n",
- " <td>Female</td>\n",
- " <td>29</td>\n",
- " <td>1</td>\n",
- " <td>41.0</td>\n",
- " <td>1</td>\n",
- " <td>< 1 Year</td>\n",
- " <td>No</td>\n",
- " <td>27496.0</td>\n",
- " <td>152.0</td>\n",
- " <td>39</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " id Gender Age Driving_License Region_Code Previously_Insured \\\n",
- "0 1 Male 44 1 28.0 0 \n",
- "1 2 Male 76 1 3.0 0 \n",
- "2 3 Male 47 1 28.0 0 \n",
- "3 4 Male 21 1 11.0 1 \n",
- "4 5 Female 29 1 41.0 1 \n",
- "\n",
- " Vehicle_Age Vehicle_Damage Annual_Premium Policy_Sales_Channel Vintage \\\n",
- "0 > 2 Years Yes 40454.0 26.0 217 \n",
- "1 1-2 Year No 33536.0 26.0 183 \n",
- "2 > 2 Years Yes 38294.0 26.0 27 \n",
- "3 < 1 Year No 28619.0 152.0 203 \n",
- "4 < 1 Year No 27496.0 152.0 39 \n",
- "\n",
- " Response \n",
- "0 1 \n",
- "1 0 \n",
- "2 1 \n",
- "3 0 \n",
- "4 0 "
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# print first 5 rows of the dataframe\n",
- "raw_data.head()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Nachdem wir nun einen ersten Überblick über die Daten erhalten haben, wollen wir uns nun die Datentypen der einzelnen Spalten ansehen."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 381109 entries, 0 to 381108\n",
- "Data columns (total 12 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 id 381109 non-null int64 \n",
- " 1 Gender 381109 non-null object \n",
- " 2 Age 381109 non-null int64 \n",
- " 3 Driving_License 381109 non-null int64 \n",
- " 4 Region_Code 381109 non-null float64\n",
- " 5 Previously_Insured 381109 non-null int64 \n",
- " 6 Vehicle_Age 381109 non-null object \n",
- " 7 Vehicle_Damage 381109 non-null object \n",
- " 8 Annual_Premium 381109 non-null float64\n",
- " 9 Policy_Sales_Channel 381109 non-null float64\n",
- " 10 Vintage 381109 non-null int64 \n",
- " 11 Response 381109 non-null int64 \n",
- "dtypes: float64(3), int64(6), object(3)\n",
- "memory usage: 34.9+ MB\n"
- ]
- }
- ],
- "source": [
- "raw_data.info()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die Datentypen stimmen mit den angegebenen Spalten überein. Die Gefahr der Erzeugung von NULL-Werten ist nicht gegeben. Daher ist keine Korrektur erforderlich."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 2.3. Datenbereinigung"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Zunächst werden alle leeren Zellen aus dem Datensatz summiert, in welchem Bereich mit welcher Gesamtzahl von Variablen sie fehlen."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "id 0\n",
- "Gender 0\n",
- "Age 0\n",
- "Driving_License 0\n",
- "Region_Code 0\n",
- "Previously_Insured 0\n",
- "Vehicle_Age 0\n",
- "Vehicle_Damage 0\n",
- "Annual_Premium 0\n",
- "Policy_Sales_Channel 0\n",
- "Vintage 0\n",
- "Response 0\n",
- "dtype: int64"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "raw_data.isnull().sum()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Es werden keine NULL-Werte angegeben. Daher ist weder die Ersetzung durch synthetische Daten noch die Löschung bestimmter Zeilen erforderlich."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Nachdem die Tabelle auf NULL-Werte geprüft wurde, folgt die Prüfung auf Duplikate."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
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- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
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- " <th>Gender</th>\n",
- " <th>Age</th>\n",
- " <th>Driving_License</th>\n",
- " <th>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
- " <th>Vehicle_Age</th>\n",
- " <th>Vehicle_Damage</th>\n",
- " <th>Annual_Premium</th>\n",
- " <th>Policy_Sales_Channel</th>\n",
- " <th>Vintage</th>\n",
- " <th>Response</th>\n",
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- " </thead>\n",
- " <tbody>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
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- "text/plain": [
- "Empty DataFrame\n",
- "Columns: [id, Gender, Age, Driving_License, Region_Code, Previously_Insured, Vehicle_Age, Vehicle_Damage, Annual_Premium, Policy_Sales_Channel, Vintage, Response]\n",
- "Index: []"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "raw_data[raw_data.duplicated(keep=False)]"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Auch hier wurden keine Duplikate festgestellt."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 2.4. Deskriptive Analyse"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Nach der Überprüfung auf NULL-Werte und Duplikate wird nun die deskriptive Statistik auf die Daten angewendet. Dies sollte einen ersten Eindruck davon vermitteln, wie die Daten im Moment strukturiert sind."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
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- " <th>count</th>\n",
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- " <td>1.000000</td>\n",
- " <td>28.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>31669.000000</td>\n",
- " <td>133.000000</td>\n",
- " <td>154.000000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>75%</th>\n",
- " <td>285832.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>49.000000</td>\n",
- " <td>1.000000</td>\n",
- " <td>35.000000</td>\n",
- " <td>1.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>39400.000000</td>\n",
- " <td>152.000000</td>\n",
- " <td>227.000000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>max</th>\n",
- " <td>381109.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>85.000000</td>\n",
- " <td>1.000000</td>\n",
- " <td>52.000000</td>\n",
- " <td>1.000000</td>\n",
- " <td>NaN</td>\n",
- " <td>NaN</td>\n",
- " <td>540165.000000</td>\n",
- " <td>163.000000</td>\n",
- " <td>299.000000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " id Gender Age Driving_License Region_Code \\\n",
- "count 381109.000000 381109 381109.000000 381109.000000 381109.000000 \n",
- "unique NaN 2 NaN NaN NaN \n",
- "top NaN Male NaN NaN NaN \n",
- "freq NaN 206089 NaN NaN NaN \n",
- "mean 190555.000000 NaN 38.822584 0.997869 26.388807 \n",
- "std 110016.836208 NaN 15.511611 0.046110 13.229888 \n",
- "min 1.000000 NaN 20.000000 0.000000 0.000000 \n",
- "25% 95278.000000 NaN 25.000000 1.000000 15.000000 \n",
- "50% 190555.000000 NaN 36.000000 1.000000 28.000000 \n",
- "75% 285832.000000 NaN 49.000000 1.000000 35.000000 \n",
- "max 381109.000000 NaN 85.000000 1.000000 52.000000 \n",
- "\n",
- " Previously_Insured Vehicle_Age Vehicle_Damage Annual_Premium \\\n",
- "count 381109.000000 381109 381109 381109.000000 \n",
- "unique NaN 3 2 NaN \n",
- "top NaN 1-2 Year Yes NaN \n",
- "freq NaN 200316 192413 NaN \n",
- "mean 0.458210 NaN NaN 30564.389581 \n",
- "std 0.498251 NaN NaN 17213.155057 \n",
- "min 0.000000 NaN NaN 2630.000000 \n",
- "25% 0.000000 NaN NaN 24405.000000 \n",
- "50% 0.000000 NaN NaN 31669.000000 \n",
- "75% 1.000000 NaN NaN 39400.000000 \n",
- "max 1.000000 NaN NaN 540165.000000 \n",
- "\n",
- " Policy_Sales_Channel Vintage Response \n",
- "count 381109.000000 381109.000000 381109.000000 \n",
- "unique NaN NaN NaN \n",
- "top NaN NaN NaN \n",
- "freq NaN NaN NaN \n",
- "mean 112.034295 154.347397 0.122563 \n",
- "std 54.203995 83.671304 0.327936 \n",
- "min 1.000000 10.000000 0.000000 \n",
- "25% 29.000000 82.000000 0.000000 \n",
- "50% 133.000000 154.000000 0.000000 \n",
- "75% 152.000000 227.000000 0.000000 \n",
- "max 163.000000 299.000000 1.000000 "
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "raw_data.describe(include='all')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Nach der Analyse der deskriptiven Statistiken sticht die Spalte \"Jahresprämie\" hervor. Der Durchschnitt (Mittelwert) weist einen Wert von 30564,389581 auf. Auffallend ist hier der Maximalwert von 540165, der deutlich hervorsticht. Dies deutet bereits auf einen Ausreißer beim Maximalwert hin. "
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Der Datensatz besteht aus 381109 Zeilen, jeweils eine Zeile zur Beschreibung des Kunden und 12 Spalten zur Beschreibung der Eigenschaften des Kunden. Mit diesen Daten wird versucht zu klassifizieren, ob ein Kunde an einer zusätzlichen Kfz-Versicherung interessiert ist oder nicht. Zu diesem Zweck enthalten die historischen Daten die Zielvariable \"Antwort\", die Auskunft darüber gibt, ob ein Kunde interessiert ist. "
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 2.4.1. Numerische Attribute"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Wir beginnen mit den numerischen Attributen. Zunächst werden die Verteilungen der numerischen Attribute einzeln untersucht und in einem zweiten Schritt werden die kategorischen Attribute mit der Zielvariablen in Beziehung gesetzt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "# upload all numeric attributes\n",
- "numeric_data = raw_data.select_dtypes(include=[np.number])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Alter"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Age', ylabel='Density'>"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Age\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Die Mehrheit der Kunden ist zwischen 20 und 30 Jahre alt\n",
- "- Die Kurve flacht nach hinten stark ab\n",
- "- Fraglich, ob es Ausreißer im hinteren Teil gibt --> Boxplot anwenden"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Age', ylabel='Density'>"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(raw_data[raw_data.Response == 0][\"Age\"],\n",
- " bins=10,\n",
- " color='orange',\n",
- " label='No',\n",
- " kde=True)\n",
- "sns.distplot(raw_data[raw_data.Response == 1][\"Age\"],\n",
- " bins=10,\n",
- " color='blue',\n",
- " label='Yes',\n",
- " kde=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Kunden im Alter von 20 bis 30 Jahren haben eher kein Interesse am Abschluss einer Zusatzversicherung.\n",
- "- Das größte Interesse besteht bei Kunden zwischen 35 und 55 Jahren. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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USp2dndmvrVy5Up2dnYpEIkqlUvL7/QoGg0UdFABwbR7XdcuyUc0eOaajP7tHDhTbDe+RAwCmL0IOAMYRcgAwLu/3kU+1iorC3ncOlAq/m5iOrvd7WbY/dgIApgZbKwBgHCEHAOMIOQAYR8gBwDhCDgDGEXIAMI6QA4BxhBwAjCPkAGAcIQf+z7lz5/Tkk0/q9OnT5R4FKAghByQdPXpUq1atuuJetIAVhByQ9Pnnn2vjxo3cexYmle3qh8B0snnz5nKPAPxpvCIHAOMIOQAYR8gBwDhCDgDGcYcgADCOV+QAYBwhBwDjCDkAGEfIAcA4Qg4AxhFyADCOkAOAcYQcAIz7Hzd8OqIPVNcsAAAAAElFTkSuQmCC",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.boxplot(numeric_data[\"Age\"])\n",
- "plt.show()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Mit Hilfe des Boxplots konnte sichergestellt werden, dass keine Ausreißer zu finden waren. Sollten Ausreißer auftreten, würden sie als Punkte oberhalb der orangefarbenen Linie erscheinen."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Führerschein"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Driving_License', ylabel='Density'>"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Driving_License\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Spalte besteht nur aus 0 und 1\n",
- "- Ein großer Teil der Kunden hat einen Führerschein\n",
- "- Das Balkendiagramm kann verwendet werden, um eine klarere Darstellung zu erhalten."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Regionalcode"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Region_Code', ylabel='Density'>"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Region_Code\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Alle Regionen sind mit einer Nummer gekennzeichnet\n",
- "- Der Regionalcode bezeichnet einen eindeutigen Code für eine bestimmte Region"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Region_Code', ylabel='Density'>"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(raw_data[raw_data.Response == 0][\"Region_Code\"],\n",
- " bins=10,\n",
- " color='orange',\n",
- " label='No',\n",
- " kde=True)\n",
- "sns.distplot(raw_data[raw_data.Response == 1][\"Region_Code\"],\n",
- " bins=10,\n",
- " color='blue',\n",
- " label='Yes',\n",
- " kde=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Die Mehrheit der Kunden ist zwischen 25 und 30 Jahre alt.\n",
- "- Kunden aus Regionen mit dem Code zwischen 25 und 30 haben ein großes Interesse an Zusatzversicherungen.\n",
- "- Kunden aus Regionen mit einem Code zwischen 5 und 10 sind nicht sehr an einer Zusatzversicherung interessiert."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Previously_Insured"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Previously_Insured', ylabel='Density'>"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Previously_Insured\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Kategoriales Attribut, da 1 eine \"Ja\"- und 0 eine \"Nein\"-Antwort darstellt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Previously_Insured', ylabel='Density'>"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(raw_data[raw_data.Response == 0][\"Previously_Insured\"],\n",
- " bins=10,\n",
- " color='orange',\n",
- " label='No',\n",
- " kde=True)\n",
- "sns.distplot(raw_data[raw_data.Response == 1][\"Previously_Insured\"],\n",
- " bins=10,\n",
- " color='blue',\n",
- " label='Yes',\n",
- " kde=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Kunden, die bereits eine Kfz-Versicherung haben, zeigen in der Regel kein Interesse an dem zusätzlichen Angebot."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Jahresprämie"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Annual_Premium', ylabel='Density'>"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Annual_Premium\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Normalverteilung erkennbar\n",
- "- Ausreißer erkennbar, Kurve flacht extrem stark nach rechts ab\n",
- "- Der Kostenbereich, den ein Kunde für eine Premium-Mitgliedschaft bezahlt, liegt zwischen 0 und 100000."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Annual_Premium', ylabel='Density'>"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(raw_data[raw_data.Response == 0][\"Annual_Premium\"],\n",
- " bins=10,\n",
- " color='orange',\n",
- " label='No',\n",
- " kde=True)\n",
- "sns.distplot(raw_data[raw_data.Response == 1][\"Annual_Premium\"],\n",
- " bins=10,\n",
- " color='blue',\n",
- " label='Yes',\n",
- " kde=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Policy_Sales_Channel"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Policy_Sales_Channel', ylabel='Density'>"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Policy_Sales_Channel\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Policy Sales Channel ist die Wahl des Kanals, über den der Kunde erreicht wird (z. B. per Telefon).\n",
- "- Code 150 ist der Kanal mit der höchsten Kundenreichweite"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Policy_Sales_Channel', ylabel='Density'>"
- ]
- },
- "execution_count": 20,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(raw_data[raw_data.Response == 0][\"Policy_Sales_Channel\"],\n",
- " bins=10,\n",
- " color='orange',\n",
- " label='No',\n",
- " kde=True)\n",
- "sns.distplot(raw_data[raw_data.Response == 1][\"Policy_Sales_Channel\"],\n",
- " bins=10,\n",
- " color='blue',\n",
- " label='Yes',\n",
- " kde=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Die Kunden mit dem größten Interesse an einer zusätzlichen Kfz-Versicherung werden über die Kanäle 25 und 125 erreicht."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Vintage"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Vintage', ylabel='Density'>"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Vintage\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Keine Normalverteilung erkennbar\n",
- "- Keine Ausreißer erkennbar\n",
- "- Kunden sind potentiell gleichmäßig über die einzelnen Tage verteilt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Vintage', ylabel='Density'>"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(raw_data[raw_data.Response == 0][\"Vintage\"],\n",
- " bins=10,\n",
- " color='orange',\n",
- " label='No',\n",
- " kde=True)\n",
- "sns.distplot(raw_data[raw_data.Response == 1][\"Vintage\"],\n",
- " bins=10,\n",
- " color='blue',\n",
- " label='Yes',\n",
- " kde=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Gleichmäßige Verteilung\n",
- "- Kein Trend zu Zinsen erkennbar."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Response"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Response', ylabel='Density'>"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Response\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Kategoriale Variable, verfügbar als numerische Variable (nur 0 und 1).\n",
- "- 1 steht für Interesse, 0 steht für kein Interesse\n",
- "- Ein großer Teil der Kunden hat kein Interesse an einer weiteren Versicherung"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Korrelationsmatrix der numerischen Variablen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:>"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "feature_corr = numeric_data.drop(\"Response\", axis=1).corr()\n",
- "sns.heatmap(feature_corr, annot=True, cmap='coolwarm')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die Matrix weist keine auffallend starken Korrelationen auf. Die Korrelationen Previously_Insured/Policy_Sales_Channel und Age/Annual_Premium sind mäßig korreliert."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 2.4.2 Kategorische Attribute"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Im Folgenden werden die kategorialen Attribute untersucht. Auch hier sollten die Attribute mit der Zielvariablen in Verbindung stehen. Aus dem vorangegangenen Kapitel wurden numerische Attribute ermittelt, die kategoriale Attribute enthalten (z.B. Response). Diese werden auch in dieser Analyse berücksichtigt."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Response (Ziel)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Zunächst wird die Verteilung der Zielvariablen \"Response\" überprüft."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Interest in car insurance vs. no interest')"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Generate pie chart for response\n",
- "# Generate percentages\n",
- "response_rate = numeric_data.Response.value_counts() / len(numeric_data.Response)\n",
- "\n",
- "# Prepare plot\n",
- "labels = 'no interest', 'interest'\n",
- "fig, ax = plt.subplots()\n",
- "ax.pie(response_rate, labels=labels, autopct='%.f%%') \n",
- "ax.set_title('Interest in car insurance vs. no interest')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Das Interesse an einer Kfz-Versicherung entspricht etwa 12 % des gesamten Datensatzes, während das Desinteresse etwa 88 % ausmacht.\n",
- "- Es handelt sich also um einen unausgewogenen Datensatz und in der Bewertungsphase muss eine andere Metrik verwendet werden."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Geschlecht"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.countplot(x=\"Gender\", hue=\"Response\", data=raw_data)\n",
- "plt.show()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- 0 = \"kein Interesse\", 1 = \"Interesse\".\n",
- "- Das Interesse zwischen den Geschlechtern ist fast gleich groß."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Vehicle_Age"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.countplot(x=\"Vehicle_Age\", hue=\"Response\", data=raw_data)\n",
- "plt.show()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Betrachtet man das Verhältnis der Grafik, so erkennt man, dass das größte Interesse bei Fahrzeughaltern besteht, deren Auto älter als 2 Jahre ist."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Vehicle_Damage"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.countplot(x=\"Vehicle_Damage\", hue=\"Response\", data=raw_data)\n",
- "plt.show()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Die Grafik zeigt, dass Kraftfahrzeughalter, deren Auto bereits einen Schaden hatte, stärker an einer Kfz-Versicherung interessiert sind.\n",
- "- Besitzer von unfallfreien Fahrzeugen sind dagegen überhaupt nicht an einem Angebot interessiert."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# 3. Datenaufbereitung"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.1 Kunden-ID reduzieren"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "include": true,
- "paragraph": "DataPreparation",
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "Zu Beginn kann die Spalte \"id\" bereits gelöscht werden. Eine Identifikationsnummer zur Einschätzung des Interesses einer Kundengruppe ist nicht notwendig. Daher kann diese direkt entfernt werden"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [],
- "source": [
- "# delete customer id \n",
- "data_prep1 = raw_data.drop(\"id\", axis = 1)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.2 Kodierung von numerischen Variablen"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Im Datensatz wurde festgestellt, dass bestimmte Spalten nur aus den numerischen Variablen 0 und 1 bestehen. Da es sich um Kategorien handelt (1 = Ja, 0 = Nein), muss die numerische Variable für eine neue Datenübersicht in eine kategorische Variable umgewandelt werden. Zu diesem Zweck wird die Funktion map() verwendet."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Conversion of numeric variables into categorical variables\n",
- "bin_var = [\"Driving_License\",\"Previously_Insured\",\"Response\"]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Creation of the \"categorical_convert\" functoin to reference the numeric variables to categorical attributes.\n",
- "def kategorisch_umwandeln(x):\n",
- " return x.map({1:'Yes',0:'No'})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>Gender</th>\n",
- " <th>Age</th>\n",
- " <th>Driving_License</th>\n",
- " <th>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
- " <th>Vehicle_Age</th>\n",
- " <th>Vehicle_Damage</th>\n",
- " <th>Annual_Premium</th>\n",
- " <th>Policy_Sales_Channel</th>\n",
- " <th>Vintage</th>\n",
- " <th>Response</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>Male</td>\n",
- " <td>44</td>\n",
- " <td>Yes</td>\n",
- " <td>28.0</td>\n",
- " <td>No</td>\n",
- " <td>> 2 Years</td>\n",
- " <td>Yes</td>\n",
- " <td>40454.0</td>\n",
- " <td>26.0</td>\n",
- " <td>217</td>\n",
- " <td>Yes</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>Male</td>\n",
- " <td>76</td>\n",
- " <td>Yes</td>\n",
- " <td>3.0</td>\n",
- " <td>No</td>\n",
- " <td>1-2 Year</td>\n",
- " <td>No</td>\n",
- " <td>33536.0</td>\n",
- " <td>26.0</td>\n",
- " <td>183</td>\n",
- " <td>No</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>Male</td>\n",
- " <td>47</td>\n",
- " <td>Yes</td>\n",
- " <td>28.0</td>\n",
- " <td>No</td>\n",
- " <td>> 2 Years</td>\n",
- " <td>Yes</td>\n",
- " <td>38294.0</td>\n",
- " <td>26.0</td>\n",
- " <td>27</td>\n",
- " <td>Yes</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>Male</td>\n",
- " <td>21</td>\n",
- " <td>Yes</td>\n",
- " <td>11.0</td>\n",
- " <td>Yes</td>\n",
- " <td>< 1 Year</td>\n",
- " <td>No</td>\n",
- " <td>28619.0</td>\n",
- " <td>152.0</td>\n",
- " <td>203</td>\n",
- " <td>No</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>Female</td>\n",
- " <td>29</td>\n",
- " <td>Yes</td>\n",
- " <td>41.0</td>\n",
- " <td>Yes</td>\n",
- " <td>< 1 Year</td>\n",
- " <td>No</td>\n",
- " <td>27496.0</td>\n",
- " <td>152.0</td>\n",
- " <td>39</td>\n",
- " <td>No</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " Gender Age Driving_License Region_Code Previously_Insured Vehicle_Age \\\n",
- "0 Male 44 Yes 28.0 No > 2 Years \n",
- "1 Male 76 Yes 3.0 No 1-2 Year \n",
- "2 Male 47 Yes 28.0 No > 2 Years \n",
- "3 Male 21 Yes 11.0 Yes < 1 Year \n",
- "4 Female 29 Yes 41.0 Yes < 1 Year \n",
- "\n",
- " Vehicle_Damage Annual_Premium Policy_Sales_Channel Vintage Response \n",
- "0 Yes 40454.0 26.0 217 Yes \n",
- "1 No 33536.0 26.0 183 No \n",
- "2 Yes 38294.0 26.0 27 Yes \n",
- "3 No 28619.0 152.0 203 No \n",
- "4 No 27496.0 152.0 39 No "
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Calling the \"data_prep\" table and adjusting the defined columns\n",
- "data_prep1[bin_var]=data_prep1[bin_var].apply(kategorisch_umwandeln)\n",
- "# View of the newly created table\n",
- "data_prep1.head()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.2 Umgang mit Ausreißern"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Annual_Premium', ylabel='Density'>"
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.distplot(numeric_data[\"Annual_Premium\"])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Deletion of 1 % of the maximum value\n",
- "q = data_prep1['Annual_Premium'].quantile(0.99)\n",
- "data_1 = data_prep1[data_prep1['Annual_Premium']<q]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Annual_Premium', ylabel='Density'>"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Output corrected distribution function\n",
- "sns.distplot(data_1[\"Annual_Premium\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Anschließend werden 1 % von links entfernt, da viele Werte auf 0 hinweisen.\n",
- "- Kosten von 0 sind also möglich, da auch viele Kunden über ein Angebot einer einjährigen, kostenlosen Mitgliedschaft verfügen können."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "metadata": {},
- "outputs": [],
- "source": [
- "q = data_1['Annual_Premium'].quantile(0.01)\n",
- "data_2 = data_1[data_1['Annual_Premium']>q]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Annual_Premium', ylabel='Density'>"
- ]
- },
- "execution_count": 37,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Output corrected distribution function\n",
- "sns.distplot(data_2[\"Annual_Premium\"])"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Verteilungsfunktion ist erkennbar.\n",
- "- Die Mehrheit der Kunden zahlt 30.000,00 Euro pro Jahr für das Abonnement."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.3 Berücksichtigung der neuen kategorialen Attribute \"Response\", \"Driving License\" und \"Previously Insured\""
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 1.0, 'Interest in car insurance vs. no interest')"
- ]
- },
- "execution_count": 38,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "response_rate = data_2.Response.value_counts() / len(data_2.Response)\n",
- "\n",
- "# Prepare plot\n",
- "labels = 'no interest', 'interest'\n",
- "fig, ax = plt.subplots()\n",
- "ax.pie(response_rate, labels=labels, autopct='%.f%%') \n",
- "ax.set_title('Interest in car insurance vs. no interest')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Das Balkendiagramm für \"Driving License\" wird nun berücksichtigt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.countplot(x=\"Driving_License\", hue=\"Response\", data=data_2)\n",
- "plt.show()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Aus diesem Diagramm geht hervor, dass nur Kunden von Interesse sind, die auch im Besitz eines Führerscheins sind."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Im folgenden Diagramm betrachten wir Kunden, die bereits versichert sind."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.countplot(x=\"Previously_Insured\", hue=\"Response\", data=data_2)\n",
- "plt.show()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Das Diagramm zeigt, dass Kunden, die bereits versichert sind, kein Interesse an zusätzlicher Versicherung haben."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Erneute Überprüfung der Korrelationsmatrix"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "metadata": {},
- "outputs": [],
- "source": [
- "# upload all numeric attributes\n",
- "numeric_data = data_2.select_dtypes(include=[np.number])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 42,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:>"
- ]
- },
- "execution_count": 42,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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TCCGEnmQnYb7Y9foyDRo0YNGiRcTExFCoUCH27t3LlCn/DcgrXbo0Dx8+5ObNm5QrV44DBw5QrVq1HMUvCVMIIYRe5MeEBM7OzgwZMgRfX1+USiVdu3alevXq9O/fn8GDB1OtWjVmzJjBN998g0ajwcHBQTtAKLskYQohhNALE7P8udezY8eOdOzYMcO6n376SftzkyZNaNKkyYu7ZZskTCGEEPqRxRR/xkQSphBCCL2QqfGEEEIIHbypk6rrShKmEEIIvZAWphBCCKEDaWEKIYQQOjAxk4QphBBCvJ60MIUQQojXU8htJUIIIcTryTVMIYQQQgcySlYYrYL4sOUn79cydAj54uKxC4YOIc8NG1fe0CHkE5WhA3hjKfJpajx9kYQphBBCLxQK6ZIVQgghXk+6ZIUQQojXk0E/QgghhA5k0I8QQgihC7mGKYQQQryejJIVQgghdGDsM/0Yd/tYCCGE8TAx0f2VDdu2baNdu3a0bt2atWvXZtp+8+ZNfHx8+Oijj+jXrx/x8fE5Cz9HewkhhBDZpDBR6PzSVWRkJAEBAaxbt47g4GCCgoK4fv26drtGo8HPz4/+/fsTGhrKe++9x9KlS3MUvyRMIYQQ+qEw0f2lo7CwMDw8PLCzs8Pa2po2bdqwe/du7fbw8HCsra1p3LgxAAMGDKBPnz45Cl+uYQohhNALhanug34SEhJISEjItN7W1hZbW1vtclRUFI6OjtplJycnzp07p12+c+cOxYoVY/To0Vy6dIly5coxbty4HMUvLUwhhBD6YaLQ+bVy5UpatGiR6bVy5coMh1Sr1RkGE2k0mgzLaWlpHD9+nF69erF161ZKlizJzJkzcxS+tDCFEELoRXZm+unbty/e3t6Z1j/fugRwcXHh5MmT2uXo6GicnJy0y46OjpQuXZpq1aoB0KFDBwYPHpzd0AFpYQohhNAXhULnl62tLe+++26m14sJs0GDBhw9epSYmBiSk5PZu3ev9nolQM2aNYmJieHy5csAHDx4kCpVquQofGlhCiGE0I98mEvW2dmZIUOG4Ovri1KppGvXrlSvXp3+/fszePBgqlWrxvfff8/YsWNJTk7GxcWFWbNm5ehcCo1Go8nj+IWR+CP8qaFDyHMF9XmYigL4PMxnaQWzg6uwZcF8HmbrGha5PkbSysk6l7XuOz7X58tr0sIUQgihFwpT4045xh290LtzJ/9ky9pFpCmVvFvajb5fjaeQtU22yyz+bhh2RR3p3d+f+3dv8lPAaO02jVrNvTvX8Rs5m1oeLfRSr5yosXwmT85f5WbAckOH8lLhpw+xY8N80tKUuJaqSM/PJ2P1wnvxqnKpqSlsXj6VOzcuoNFoKF2hGl3+NxYLCyvtvsd+28K5kwfoP+J7fVZN6/LZQ+zeGECaMpXiJSvSpf9UrAplruOryk32a0CRos7aso3b/Y+aDTvme+wXTv/BtnXzSVMqcS3tRu8BkzP9rbyqnFqtYuuqOVw8exi1SkWLjp/QqHV3AG5fv8Dmld+RmpKMWq2iVaf/UadxRzQaDTuCFnE6bA8WloUo6/4+nX1HYG5hme/1NfbnYRaoPpGIiAiqVq1Kp06d6NSpEx07dqR58+YsXLgwR8fr1KlTHkcIqampBAQE0LFjRzp16kT37t0JCwvL1jG2bNmCv79/nsf2Ok/iY1kROBG/EXOYGriVYs4l2LJ6UbbL7N66gmuXzmiXXUuWY8K8DdpX5Roe1P2w7RubLG0qlaPe3pW4dG5j6FBeKTEhhg0/juPTIfMZPW87Dk7vsn19QLbK7d+6FLVaxYjvtjBy1haUqc84EPIzAE8T49n48yS2rpoJBrqyk5gQw69Lx/Dx4PkMn72Tok4l2R00L1vloh/8g7VNEb6etlX70keyfJIQw9rF4+g3LIBxC7ZRzOldQtfNz1a5w/t+JerBLUbP3cqIGev5bedqbl0/j0ajYdncIbTr9iX+szfhN3oJW1bNIerBbY79HsyFU38wfMZ6/GdvoohdMbZvWJTpvPlBoTDR+fUmejOjygUnJydCQkIICQlh27ZtrF+/nuXLl3Pjxo1sHyskJCTP4xs1ahRRUVFs2rSJkJAQpkyZwogRIzJM5fSmCj97lDIVquDsWgqApm27cezPXTx/Gfx1Za5cOMmFM2E0ad01y3NcvXiaU0f38/EXo7Pc/iYo7deHu8t/5cHm3a8vbEBXzoVRslwVHIuXBqBhqx6cOrKDF4ctvKpcufc+oJX3F5iYmGBiYkqJMu8RE30fgLNHd1PE3omP+gzXb8Wec+38Ed4tV5ViLmUAqNeiJ2fCtmeq46vK3b52BoWJKT9M+Zj5o73Yv3UxanX+X4e8/HcYpcpXwen/f++NWvfg5J+Z359XlTt3/AAeTb0wNTXD2qYIHzTw5OQf20lTpuLZzY9K1esDYO/ggo2tPXGPI7lz8yLV6zTHunD6aNMa9Vpy9ti+fK8vkK37MN9EBb5LNjo6Go1GQ+HChVm6dCm7du1CpVLRqFEjRowYgUKhYNWqVaxZs4Z33nmHcuXKUapUKQYNGoS7uztXrlwhOTmZsWPHcuXKFRQKBf369cPLy4stW7bw559/Eh8fz927d2nYsCETJ058aSy3b99m7969HDt2DEvL9O4Pd3d35s2bh5VVehfX5s2b+eWXX1AoFFSpUoVx48ZRuHBhgoODWbJkCTY2NpQoUQJra2sAzp07x4wZM0hJScHe3p5JkyZRsmTJfPldxj6OxL7Yf91W9g5OJCclkpL8VNuN9Koyz1KS2bBsNl+PC+SPvZuzPMemlfPx7vNVlt1Sb4rwr6cAUKxVQwNH8mqxjx9i5+CiXS5S1JmU5ESeJT/N0C37qnKVqv9Xx5jo+/yxazXd+08A0hMrwPFDwflck5eLj8kc+7PkRJ6lPM3QLfuqcmqVigpVPPDsPhSVKo0Vc/2wKmRDo7a++Rp77OOH2D8Xk51D+u/9+b+n15V78b2zc3Dm3p2rmFtYUr95Z+36I/t/5VnyU8pUrE5cTCS/7VhN47a9sLYpwvFDoSTERudrXbXe0JajrgpcwoyKiqJTp048e/aM2NhYqlWrRmBgIFevXuXChQts2rQJhULBiBEjCA0Nxd3dnbVr17JlyxbMzc3x8fGhVKlSGY65aNEi7O3t2b59OzExMXTr1o1KlSoBcObMGbZv346pqSlt27alV69euLu7ZxnbpUuXKFOmjDbZ/atevXoAXLlyhR9++IGNGzdqk19gYCCffPIJc+bMITg4GDs7O7744gusra1JTU1l7Nix/PDDD7i6uvLnn38ybtw4VqxYkfe/WDLPqPEvExPT15bRaDT8NG8U3f+Xfu0yK9cv/01iQhx1P/TMu6DfYhpN1u/FizeP61Lu7s1wls/7mkZtelGlVtM8jzWnNBo1kMVnUpG5ji8rV7dZtwzrGnn2JWzPmnxPmBq15iV/TyY6l3txVhuNRpNp/73BP3No51r8Rv+AhYUVdRt3JO5xJIsm98PCshANW3bF1Mw8j2r1Gkb+eK8ClzD/7ZJVq9XMnDmTGzdu0LBhQ2bPns25c+fo3Dn9W1dKSgqurq7ExMTQrFkzbGzSv9G1b98+0/yFf/31F9OnTwegaNGitGjRguPHj2NjY0PNmjW1+5YsWfKVj40xMTHRtiyzcuLECZo1a4a9vT0APXr0YNSoUdSoUYOaNWtSrFgxADp27Mhff/3FrVu3uHv3Ln5+ftpjJCYmZvdXpjMHRxf+ufbf7Q1xj6OwtrHF0qrQa8s8iLhJdOQ9Nv6Sft0oIe4xarUKZWoqfb9KHz5+8shePJq2z/QHL3S369dALpz6DYCU5Ke4lnTTbouPicK6sC2WVhm/sNk7FOfO9fMvLXc6bCebl0+l86dj+KBhez3U4tX2bl7EpdMHAXiW/BTn5+qYEBtJocK2WLxQRzuH4ty5cS7LcqcPh1K8lDvFS/3/F12NBlOz/PnXuCMokPMnfwcgJTkR11Kvf3+KFnPh9vVzWZazL+ZC/HOtw/jYaOz+f/CSUpnKmu/H8vDeDYZOXYODUwkg/dpz7UbtaO39GQA3r5zF0SVjIyHfyCjZN5OJiQkjR47Ey8uLZcuWoVKp6Nu3L59++imQPrGvqakpmzZtQq1Wv/JYL15T0Gg0qFTp1zieT4AKhSJT2edVrVqVGzdukJKSou2CBVixYgWOjo6Z4tBoNKSlpWU6rtn//zGr1Wreffdd7bVWlUrFo0ePXlmX3Khcoz4bVwQQef8Ozq6lOLR3M+/XaaJTmfLuNZj10y5tudANP5D4JI7e/f8bvHQl/BS9+3+bb/G/DTy7DcSz20AAnsQ/ZtZIb6If3MaxeGnC9gdRtXbzTPu4V29AyJrZWZa7cOp3tq6cyRejllKqfFW91uVlWncZROsugwBIjH/M/NFePHp4i2IuZTh2IIjKtTLX0a1qQ3asm51luciIa1w4sZePv16AKk1J2L511GzQIV9ib99jIO17/Pf+zBjemagHt3EqXprD+zZSrU6zTPtUqtGAravnZFmueu1m/HVwK1U/aMKzlCROh+2iR//0icVXLfIn9VkKQ6eszpCE79wIJ3TdfIZPWwsKBfuCl1G7kZ6+CL2h1yZ1VaC/ypuZmTFy5EgWL15M5cqVCQkJ4enTp6SlpfHVV1+xZ88e6tevz6FDh0hMTCQ1NZW9e/dm6v7w8PBg06ZNAMTExHDgwAHq1q2b7XhcXV1p2rQpU6ZM4dmzZwBcvHiRn3/+GTc3N+rWrcvBgweJi4sDYOPGjdSrV48PPviAs2fPEhkZiVqtZufOnQCUK1eO+Ph47TyKmzdvZvjw/BuAYWtXlE8HTuSH2SMYN6gzEbev0f2Tody6fpFJQ3u+sowuoh7cwcHRNd/if9u8U8SBXgOmsmL+EGYM68iDu9f46OMRANy5cYHZ/l1eWy507Rw0Gg1BP01gtn8XZvt3YdPyqQar04tsijjQtf9U1iwcwtxvO/Aw4hrte48EIOLmBRaM8X5tuRbeX1LIpgjzR3Vi/mgvSru9T52mWQ9Ky0vvFHGgj98Uls0bytQhH3H/zjW8ff99f8KZOaLra8s1at2DYi4lmTmiK3NG9aJ+s864Va7DP1fPcvavfTx6eJeAcb7MHNGVmSO6cunsEd6r0YDK7zdixoguTB/qjUuJsjTr4JPv9QXy5fFe+lSgZvqJiIjA19eXgwcPZlj/v//9D1dXV1xdXdmxYwcqlYoPP/yQ0aNHo1AoWLt2LevWrcPa2hp7e3vq1KlD//79tYN+EhMTmThxIleuXEGlUvHJJ5/QvXt3tmzZwvHjx7Uz3/v4+DBw4EDtNcmsJCcnM2fOHI4cOYKFhQWFChXim2++oX799NFsv/76K6tWrUKpVFKlShUmTZqEjY0Nu3fvZsGCBRQqVIgKFSpgYmLCzJkzOXPmDNOmTePZs2fY2Njw3XffZboG+zIy04/xkJl+jIfM9PNyKaG636tr9dFXuT5fXitQCTMn/vnnHw4dOsQnn3wCgJ+fH926daN588zdOgWNJEzjIQnTeEjCfLmU7Ut0LmvVwe/1hfSswF7D1FWJEiU4f/48HTp0QKFQ0KhRI5o1y3wdQVd37txh0KBBWW6bOnWq9hEzQgjx1jHR/QHSb6K3PmFaWFgwd+7cPDteqVKl8mXCAyGEMHpGPgL+rU+YQggh9ETuwxRCCCF08IaOftWVJEwhhBD6IS1MIYQQQgdyDVMIIYR4PY2Rj5I17nQvhBDCeOTTTD/btm2jXbt2tG7dmrVr17603O+//56re+ylhSmEEEIvNPlwDTMyMpKAgAC2bNmChYUFPXv2pF69elSoUCFDuUePHvHdd9/l6lzSwhRCCKEf+dDCDAsLw8PDAzs7O6ytrWnTpg27d2d+uPvYsWMZOHBgrsKXFqYQQgj9yEYLMyEhIdOjFgFsbW2xtbXVLkdFReHo+N8zdp2cnDh37lyGfVatWkXlypWpUaNGDoL+jyRMIYQQ+pGNUbIrV64kMDAw0/qBAwdmmH70xYfWv/hQ7atXr7J3715WrFjBw4cPcxh4OkmYQggh9CI7o2T79u2Lt7d3pvXPty4BXFxctI84BIiOjsbJyUm7vHv3bqKjo+nSpQtKpZKoqCh69+7NunXrsh2/JEwhhBB6ocnGtckXu15fpkGDBixatIiYmBgKFSrE3r17mTJlinb74MGDGTx4MPDfIyBzkixBBv0IIYTQF4VC95eOnJ2dGTJkCL6+vnh5edGhQweqV69O//79OX/+fN6G/7Y/D/NtJs/DNB7yPEzjIc/DfLknx3foXPaduu1zfb68Jl2yb7FSlvcMHUKeu1gAEwuApl5VQ4eQ525vvmzoEPJF5dIFM2HmCZlLVgghhHg9Y58aTxKmEEII/ZDHewkhhBCvp0G6ZIUQQojXys5tJW8iSZhCCCH0QxKmEEII8Xr58bQSfZKEKYQQQi9klKwQQgihA7mGKYQQQuhARskKIYQQOpAWphBCCKELGfQjhBBCvJ7GyB+QJQlTCCGEXqhllKwQQgjxejLoRwghhNCBDPoRQgghdCAz/QghhBA6kC5Z8VY7dvwEv6xchVKppGyZMgz5ZjCFra0zlDlw8Dd+3bIFBQosLS35csDnVHRz49mzZwQu+YErV6+i0Wio5O7OQL8BWFpaGqQu4acPsWPDfNLSlLiWqkjPzydjZW2jc7nU1BQ2L5/KnRsX0Gg0lK5QjS7/G4uFhZV232O/beHcyQP0H/G9PquWLTWWz+TJ+avcDFhu6FBy5Pal3/lr5zxUqlQcirvTrNs0LKwyv49XT4Vy9tAyQIGZhRWNOo3BqWQ1vcV54fQfbFs3nzSlEtfSbvQeMJlCL3zeXlZGrVaxddUcLp49jFqlokXHT2jUunuGfY8e3Mq54wf4wj8QAI1Gw46gRZwO24OFZSHKur9PZ98RmFvo7+9NrTDuQT/G3aEsDCouPp658xcwbvQoli39ARcXF5b/siJDmbsREfy8/BemTZ7EksCF9O7Zg8nTpgOwPmgjKpWKHwIX8UPgIlKfpbJh468GqAkkJsSw4cdxfDpkPqPnbcfB6V22rw/IVrn9W5eiVqsY8d0WRs7agjL1GQdCfgbgaWI8G3+exNZVM0Gj0WvddGVTqRz19q7EpXMbQ4eSY8mJMRwMGk0b34X0Hrkb26Il+Wvn3EzlYqNucnTHbNp/9hPdhwbzQQs/9qwarLc4nyTEsHbxOPoNC2Dcgm0Uc3qX0HXzdS5zeN+vRD24xei5WxkxYz2/7VzNrevngfTP2oalk9m8YiYa/vusHfs9mAun/mD4jPX4z95EEbtibN+wSF9VBtKvYer6yo5t27bRrl07Wrduzdq1azNt379/P506deKjjz7iyy+/JD4+Pkfxv3EJ8+rVq7i7u7Nnzx69nXPLli34+/u/soy/vz9NmzalU6dOdOrUCU9PT9asWZPnsZw/f54xY8bk+XHzw+nTZ3B3c6NECVcAOrT35ODvh9A8lxDMzc35ZvAgHIoWBaCiWwViY+NQKpVUq1qF3j17YGJigqmpKeXLlyMqOtogdblyLoyS5argWLw0AA1b9eDUkR0Z6vK6cuXe+4BW3l9gYmKCiYkpJcq8R0z0fQDOHt1NEXsnPuozXL8Vy4bSfn24u/xXHmzebehQcuzu1SM4layGnWMZAKrU78m1M9syvY+mZhY07TaFwrZOADiWrErSk0eo0lL1Euflv8MoVb4KTv//OWrUugcn/8z4eXtVmXPHD+DR1AtTUzOsbYrwQQNPTv6xHYAzYXsoUtQRL59hGc555+ZFqtdpjnVhWwBq1GvJ2WP79FFdLQ0KnV+6ioyMJCAggHXr1hEcHExQUBDXr1/Xbk9MTGTixIksXbqU0NBQ3N3dWbQoZ18U3rgu2c2bN9O2bVuCgoJo0+bN+qY7ePBgOnfuDMCjR49o1aoV9evXp3z58nl2jmrVqlGtmv66hXIjOjqaYo7FtMuOxYqRlJREUnKytlvWxdkZF2dnIL1L6MefluFRry7m5uZ8UKuWdt/IqCi2hoTy9aCv9FuJ/xf7+CF2Di7a5SJFnUlJTuRZ8tMM3bKvKlepekPt+pjo+/yxazXd+08A0hMrwPFDwflck5wL/3oKAMVaNXxNyTdXYtwDbOz+e39siriQmpKI8tnTDN2ytkXfxbbou0D65zIsdCZlKjfD1MxCL3HGPn6I/XOfIzuH9M9RSvJTbbfsq8q8+Dm0c3Dm3p2rANqu2b9+D85wzjJu1fltx2oat+2FtU0Rjh8KJSFWv19Qs9NyTEhIICEhIdN6W1tbbG1ttcthYWF4eHhgZ2cHQJs2bdi9ezcDBw4EQKlUMmHCBJz///+Qu7s727Zty1H8b1TCVCqVbNu2jbVr19KzZ0/u3LlDqVKlaN68OR999BGHDx8mOTmZ7777jqpVq+Lj40O1atU4deoUMTExjB07liZNmuDv70/dunW1yc3d3Z0rV64QGRnJ6NGjefLkCVFRUXh7e/P111/nKNZixYpRtmxZrl+/zt9//83WrVuJi4ujWbNm+Pr6Mn78eB4+fIhCoWDYsGE0aNCARYsWcf/+fW7dukVMTAx+fn4cPXqUv//+m0qVKhEQEMDx48cJDAxk9erV+Pj4MHDgQOrVq0dERAS+vr4cPHgQf39/ChUqxMWLF0lISGDo0KGEhIRw+fJlWrZs+drWcl5RazQoshj1ZmqS+Y8iJSWFOfPmE/3oEdMmT8yw7dq160yaNo2POrTHo27dfIr21TQadZZ1UbxQF13K3b0ZzvJ5X9OoTS+q1Gqa57GKl9No1JBF6+TF9/FfytQkDgaNIjHuIR0++ymfo/uPRp31347Jc3G+qozmhb89jUaTYd+s1G3ckbjHkSya3A8Ly0I0bNkVUzPzXNQi+7LTcly5ciWBgYGZ1g8cOJBBgwZpl6OionB0dNQuOzk5ce7cOe2yvb09rVq1AtL/Dy1duhQfH5+chP9mJcxDhw7h6upK2bJladmyJUFBQYwYMQIAOzs7Nm3axOrVq/nxxx+1TWqlUklQUBAHDx5kwYIFNGnS5KXH3759Ox06dMDb25snT57QpEmTHP/iLl++zJ07d6hSpQrHjx8nMjKSnTt3YmZmxpAhQ+jSpQstWrQgKiqK3r17ExwcDKR3OQcFBXH69Gn69u3Ltm3bKFOmDO3atePKlSs6nz8qKoqgoCC2bt3KqFGj2LNnD5aWljRu3JivvvqKd955J0f1yg4nR0cuX7mqXX70+DE2NjZYWVllKBcVFcX4yVMoVbIks2ZMyzCo5/dDf7Bo8RK+8vuC5k2b5nvMz9v1ayAXTv0GQEryU1xLumm3xcdEYV3YFkurjAOY7B2Kc+f/rxVlVe502E42L59K50/H8EHD9nqohTi+ZyG3wg8CkPosEQeXitptTxMisSxUBHML60z7PYm9z65f/LB3Kk+nASsxM7fKVCa/FC3mwu3r//1Tz+rz9qoy9sVciH+udRgfG41dUedXnvNpYjy1G7WjtfdnANy8chZHl1J5VSWdZOe2kr59++Lt7Z1p/fOtSwC1Wp3py0NWXzSePHnCV199RaVKlbI8ri7eqIS5efNmOnToAEC7du0YPny4tgX44YcfAuDm5sbevXu1+zy/Pi4u7pXH79evH3/99RfLli3j2rVrKJVKkpOTdY5v4cKFrFy5ErVajZWVFZMnT+bdd9/l+PHjVK5cGTOz9F9nWFgYN2/eZOHChQCkpaVx9+5dABo2bIiZmRmurq44OjpSoUIFAJydnbN1Ibpx48YAuLq64ubmhoODA5D+xSI+Pl4vCfODWjVZumw59+7dp0QJV3bs3EV9j3oZyiQlJTHCfzStWrbg4969Mmz769hxFv+4lBlTJ1PRzQ198+w2EM9u6d02T+IfM2ukN9EPbuNYvDRh+4OoWrt5pn3cqzcgZM3sLMtdOPU7W1fO5ItRSylVvqpe6/I2q9tmMHXbpA/YSUp8zMa5HxEXfQs7xzKEH91AmSqZ38fUlERCfvDF/QMv6rQeqO+QqVSjAVtXzyHqwW2cipfm8L6NVKvTTOcy1Ws346+DW6n6QROepSRxOmwXPfqPe+U579wIJ3TdfIZPWwsKBfuCl1G7kX6/1Kk1uo+SfbHr9WVcXFw4efKkdjk6OhonJ6cMZaKioujXrx8eHh6MHj1a94Bf8MYkzMePH/Pnn38SHh7OqlWr0Gg0JCQksG9f+kXpf1slL35zyGq9QqHQXjxXKpXa9TNnzuTu3bt06NCBli1bEhYWlmkwwKs8fw3zRc+3qtRqNStXrtT2qUdFReHg4MD+/fsxN/+vC+TfBPsq/8aXlpaWYX12j5Mf7OzsGPbN10yZMYM0ZRrFi7swYthQrl67RsCCRSwJXEjo9h1ERUdzJOwoR8KOavf9bvpUflq2HDQaAhb8dwG+SuX3GPiln97r8k4RB3oNmMqK+UNIS1NSzLkkvb+cAcCdGxcI+mkCI2ZufmW50LVz0Gg0BP00QXvcshVr0vV/Y/Ven7eVtY0DzbpPZ+/qr1GplBRxKEnznt8BEHX3PL//Oo7uQ4O5ELaWxNj7/HNhP/9c2K/d/6MvfsGqsH2+x/lOEQf6+E1h2byhqP7/c+QzcDp3boSz7ocJ+M/e9NIykD4A6FFkBDNHdEWVpqRhy264Va7zynO+V6MB1y+eZMaILmjUGqrXaUazDjnrYcup/LgP89/LXTExMRQqVIi9e/cyZcoU7XaVSsWAAQPw9PTkyy+/zNW53piEGRISgoeHBz///LN23aJFi9iwYUO2j2VnZ6cdJbV//39/DEeOHGHSpEnUqlWL33//ncjISNRqde6Df4GHhwfr1q3jyy+/5Pr16/Tp04cDBw5k+zj29vZcv34dDw+PDPV4k9StU5u6dWpnWGf7zjssCUxvXffs3o2e3btlue+ypT/ke3zZUblmYyrXbJxpfanyVRkxc/Nry42et/2156jbxIu6TbxyFWd+O9dvlKFDyJXS7zWh9HuZL804laxG96HBANRq/gW1mn+h58gyqlKrMVVqZfwcFbYpgv/sTa8sA2BqakaXT7595fE9mnrh0dQrw7qOvQbTsZf+bp95UX4kTGdnZ4YMGYKvry9KpZKuXbtSvXp1+vfvz+DBg3n48CEXL15EpVJp776oWrUq06ZNy/a53piEuXXrVoYMGZJhXZ8+ffj555+xscl80/Gr9OrVi2+++YaOHTvi4eGhvSD8xRdfMHLkSKysrHBxcaFq1apERETkWR3+NXbsWMaPH0/Hjh0BmDVrVrbrAPDZZ5/h7+/P5s2badGiRV6HKYQQepVfM/107NhR+//2Xz/9lD6Iq1q1aly+fDlPzqPQZKdPUhQot65ffX0hI3MxoayhQ8gXmnoF75rotc1580/sTVO5tPL1hYxQ6xq5v+Xm0o17Opd9r3yJXJ8vr70xLcw3wbBhwzLc8Pqv5s2b5/j2EyGEEOnUmjdurpxskYT5nLlzM0+hJYQQIm/I5OtCCCGEDiRhCiGEEDrQaCRhCiGEEK+llhamEEII8XrSJSuEEELoQEbJCiGEEDqQa5hCCCGEDqRLVgghhNCBtDCFEEIIHeT9oy70SxKmEEIIvZAWphBCCKEDGSUrhBBC6EAG/Qij9fGQB4YOIc8NG1fe0CHki9sF8FFYbl0qGTqE/HHyvKEjeGOpjfxhkpIwhRBC6IW0MIUQQggdGPugH+O+AiuEEMJoqDQKnV/ZsW3bNtq1a0fr1q1Zu3Ztpu2XLl2ic+fOtGnThjFjxpCWlpaj+CVhCiGE0AuNRqHzS1eRkZEEBASwbt06goODCQoK4vr16xnKjBgxgvHjx7Nnzx40Gg0bN27MUfySMIUQQuiFRqP7KyEhgYiIiEyvhISEDMcMCwvDw8MDOzs7rK2tadOmDbt379Zuv3fvHikpKbz//vsAdO7cOcP27JBrmEIIIfQiO4N+Vq5cSWBgYKb1AwcOZNCgQdrlqKgoHB0dtctOTk6cO3fupdsdHR2JjIzMbuiAJEwhhBB6kp3bSvr27Yu3t3em9ba2thmPqVajUPyXiDUaTYbl123PDkmYQggh9CI71yZtbW0zJcesuLi4cPLkSe1ydHQ0Tk5OGbZHR0drlx89epRhe3bINUwhhBB6kR+jZBs0aMDRo0eJiYkhOTmZvXv30rhxY+32EiVKYGlpyalTpwAICQnJsD07JGEKIYTQi+wM+tGVs7MzQ4YMwdfXFy8vLzp06ED16tXp378/58+nz7o0Z84cZsyYQdu2bUlKSsLX1zdH8UuXrBBCCL3Ir4kLOnbsSMeOHTOs++mnn7Q/V6pUiU2bNuX6PJIwhRBC6IXMJSuEEELoIDtdrW8iSZhCCCH0QiZfF0IIIXSgUhs6gtyRhCmEEEIvpEtWCCGE0IHayB/vJQlT5Fr92kX5wrcsFuYm3Lj1lBkLr5CUrMpUrlzpwgz5ogKFrU1Rq2H291e5ciNRu92pmCU/zqnJJ4NPEp+Qs8fv5JXLZw+xe2MAacpUipesSJf+U7EqZJOtcpP9GlCkqLO2bON2/6Nmw46ZjmEoty/9zl8756FSpeJQ3J1m3aZhYZW5jldPhXL20DJAgZmFFY06jcGpZDX9B5xLNZbP5Mn5q9wMWG6wGC6c/oNt6+aTplTiWtqN3gMmU8jaRqcyarWKravmcPHsYdQqFS06fkKj1t0BiHpwm3U/jOdpQhwWVtb4DJyGS4lyABzYtpK/ftuKiakpNrb29Ow/AUeXkqjVKnZv+pHzp34nNSWZyjUb0bnvyBxPG6cLY29hvnbigoiICKpWrUqnTp3w8vKiffv2fPrppzx8+PCl+/j4+HDs2DHOnz/PmDFj8izY1NRUJk2aRIcOHejYsSN9+vTJMMnuy+Jv3rx5nsUA6XMR/vLLL3Tq1IlOnTrh7e3Njh07tNvd3d3z9Hy62rJlC/7+/no9p52tOaO/dmfsjIv09jvB/YfJ+H1SNlM5S0sT5k2uxtrNd/nfN6dZEXSb8cPf025v28yZwJk1cHSw1Gf4WUpMiOHXpWP4ePB8hs/eSVGnkuwOmpetctEP/sHapghfT9uqfb1JyTI5MYaDQaNp47uQ3iN3Y1u0JH/tnJupXGzUTY7umE37z36i+9BgPmjhx55Vgw0Qcc7ZVCpHvb0rcencxqBxPEmIYe3icfQbFsC4Bdso5vQuoevm61zm8L5fiXpwi9FztzJixnp+27maW9fTb8xfudCfRq26MyYghHbdv2T5vGFoNBounzvKXwe3MHTqGkbN3kyNui1Zu2QsAL/vXMO1iycYMmUV/nM2c+vaOU6H5ewpHrrKj4kL9EmnmX6cnJwICQkhODiYHTt24O7uzqxZs167X7Vq1Zg2bVqug/zXihUrUKvVbNu2jW3btjF06FC+/PJLlEplnp1DFwEBARw5coQ1a9YQEhLCkiVLCAgIICwsTK9xvAnq1LTn0rUnRDxIBmDrrvu0auKcqVzdmvbcf5jCX6diADh87DHjv7sIgENRCz70cGDY+PP6C/wVrp0/wrvlqlLMpQwA9Vr05EzYdjQv/BW/qtzta2dQmJjyw5SPmT/ai/1bF6NWZ251G8rdq0dwKlkNO8cyAFSp35NrZ7ZlqqOpmQVNu02hsG363JuOJauS9OQRqrRUfYecY6X9+nB3+a882Jy/yeB1Lv8dRqnyVXAqXhqARq17cPLPHRl+568qc+74ATyaemFqaoa1TRE+aODJyT+2ExcTSdT9f6jVwBOAKjU/5FlKEhH/XMLWrhjd+4/VtmJLla9CTPQDAI4f2kabzp9jYWGFubkF/YbNo2K1evn6O1CpFTq/3kQ56pKtV68e8+bN4+zZs0ybNo1nz55hb2/P5MmTKV26tLbcsWPHCAwMZPXq1Vy6dInx48eTkpJCkSJFmDNnDnPnzqVOnTp0757ereDj48Pw4cOpUaNGlud99OgRSqUSpVKJhYUFH3zwAdOnT0etVpOWlsbEiRO5du0ajx49wt3dnXnz5mXaf/z48Tx8+BCFQsGwYcO08xDOnj0bgCJFijB37lyKFi2aZQxPnz5l5cqVhIaG8s477wDpk/vOmzePQoUKacuNHz+es2fPArBo0SJKly7Nrl27+OWXX0hJSSE1NZXp06dTq1YtfHx8qFatGqdOnSImJoaxY8fSpEkT/P39sbGxITw8nMjISL766iu6dOnC06dPmTx5MteuXUOlUtG/f386dOiQk7cy15wdLYl69Ey7HP3oGTaFzbAuZJqhW7akqzWPY1PxH1SRCmVtSHyaxuIVNwF4HJPKmBkX9R77y8THPMTOwUW7XKSoM8+SE3mW8jRDt+yryqlVKipU8cCz+1BUqjRWzPXDqpANjdrmbEquvJYY9wAbu/9ityniQmpKIspnTzN0y9oWfRfbou8C6T0rYaEzKVO5GaZmFnqPOafCv54CQLFWDQ0aR+zjh9g/93mxc3AmJTmRlOSn2oT2qjKxjzN+3uwcnLl35yqxjx5ia++Iicl/7R+7os7ExURSrXYz7TqlMpXQtfOp6dEaSO/GfRhxk33By0hMiKFa7aa06/5VvtUf3tyWo66yPZesUqlkz549VK1alaFDhzJu3DhCQ0Pp2bMnQ4cOfel+w4cP58svv2Tbtm20a9eOlStX0qVLF0JCQoD0h3zGxMS8NFkC+Pr68vfff1O/fn38/PxYtWoVNWvWxNLSkjNnzmBubk5QUBD79u3jyZMnHDp0KMP+06ZNo0uXLmzZsoUlS5Ywfvx4EhMTWbx4MRMnTmTLli00aNCAixdf/s/75s2bmJmZZfhiAFC9enXc3Ny0yw0aNCA0NJSGDRuyYcMG1Go1GzZs4IcffiA0NJTPPvuMpUuXZvi9BgUFMWrUKBYsWKBd//DhQ9atW8eSJUu0rfolS5ZQpUoVtmzZwtq1a/nhhx+4e/fuS2POTwqFIss/AvULU3qYmSmoX7sooXse8NnQ02zafo/ZE6phbvbmfZPUaNSQxf1iJgoTncvVbdaNTr5jsbCyplBhWxp59iX85P58ijj7Xha7wiTrfwnK1CT2rvmG+Md3aNptaj5HVzBp1Fk/Vur5RPeqMi8+lkqj0WS5HkCDBoWJqXb5SUIMi6d+jqWVNR17fw2ASpXGrWt/M2DUYoZMWc2Ny2c4tGtdruv5KmqN7q83kU4tzKioKDp16gSkX0esXr06Xbp04dKlS1SvXh0AT09Pxo8fz5MnTzLtHxMTQ3R0NM2apX/b6d27N5D+ho8bN46IiAhCQkK053iZd999l+3bt3P+/HnCwsIIDg5mxYoVBAcHU6dOHezs7Fi7di03b97k1q1bJCUlZdg/LCyMmzdvsnDhQgDS0tK4e/cuLVq0YODAgbRs2ZIWLVrQsOHLv4mamJhgYfH6b9ctW7YEoEKFCpw8eRITExO+//57Dh48yD///MPx48cz/KF8+OGHALi5uREXF6dd37BhQxQKBRUrVtSuDwsLIyUlhc2bNwOQlJTEtWvXXhtTXunXpwyN6joAUNjalBu3nmq3FXOwJOGJkpRnGW+4evT4GbfvJnHxavrn4/Cxx3w7CFxdCnE7IuP7ZAh7Ny/i0umDADxLfopzyf++/CTERlKosC0WVtYZ9rFzKM6dG+eyLHf6cCjFS7lTvNT/X8/WaDA1M+wYu+N7FnIrPL2Oqc8ScXCpqN32NCESy0JFMLewzrTfk9j77PrFD3un8nQasBIzcyu9xVyQFC3mwu3r/31e4mOisC5si+Vzn6tXlbEv5kJ87H+PqYqPjcauqDP2xVxIiH2UIXHGx6RvA7h3+wpLZw2mep3mePsOx+T/E2kRe0c+aNgOc3MLzM0tqOnRmuuXTtGsvU++/Q6MvYWp01/wv9cwn3f58uVM5TQaDSpV5us05ubmGb4BPXv2jKioKEqWLImXlxc7duxg165dLFu27JVxzJs3jz59+lC9enWqV6/OgAED6NmzJ0eOHMHCwoKFCxfi6+tL586diY2NzXQ9Rq1Ws3LlSuzs7ID0LwIODg689957NGvWjN9++43Zs2dz7tw5/Pz8soyhfPnypKSkcP/+fVxdXbXrd+zYwaNHj+jbty8AZv//zzG9Babh6dOndO3alY8++og6derg7u7O2rVrtftbWlpqyz8vq/VqtZrZs2dTpUoVIL2ruUiRImzbtu2Vv7+8smztLZatvQWAXRFzVi2qzbvFCxHxIBkvT1f+PPY40z5/nYphYL/yuJe34cqNRGpUKQIaeBCZrJeYX6d1l0G07pL+FPfE+MfMH+3Fo4e3KOZShmMHgqhcK/PAMbeqDdmxbnaW5SIjrnHhxF4+/noBqjQlYfvWUbOBYbrN/1W3zWDqtkkfsJOU+JiNcz8iLvoWdo5lCD+6gTJVMtcxNSWRkB98cf/AizqtB+o75AKlUo0GbF09h6gHt3EqXprD+zZSrU4znctUr92Mvw5upeoHTXiWksTpsF306D8OewcXirmU5HTYbj5o6Mmls0cwMVHgWsqN2McPWTT5Mzr1GUr95hkfxvy+RytO/LmdKrUao1GruHD6EO5VPfL1d2DsCTPHj/cqV64ccXFx2lGqO3fuxNXVVZuMnvfOO+/g7OzM4cOHgfTnkf3b7di5c2c2bNhA8eLFcXbOPFjkeZGRkXz//fekpqYPOIiOjiYmJoaKFSty9OhRPD096dKlC7a2thw7dixT8vbw8GDduvQuh+vXr9OxY0eSk5Pp1q0bT58+5ZNPPuGTTz55ZZeslZUVffr0YeLEiSQmpt8SERERwbx58yhfvvxL97t16xYKhYIBAwZQr1499u3bl+WXC114eHiwfv16ID3pf/TRRzx48CBHx8qtuHgl0xdcYeqoyqxZXJtyZQoTuOwGAO4VbPhlwQcAxMQpGTUtnGF+bqwKrM3gz8ozZkY4qco37y/IpogDXftPZc3CIcz9tgMPI67RvvdIACJuXmDBGO/Xlmvh/SWFbIowf1Qn5o/2orTb+9Rp2tVgdXqRtY0DzbpPZ+/qr1k/ux0xD6/SoOO3AETdPc/GeV4AXAhbS2Lsff65sJ+N87y0r5SnsQaM3ji9U8SBPn5TWDZvKFOHfMT9O9fw9h3BnRvhzBzR9ZVlIH0AUDGXkswc0ZU5o3pRv1ln3CrXAeCTr2dxeN9Gpg/zZtuGhfxvyFxMTEzYs/lHUlOSObRrLTNHdE3fd3R6D1+HnoOwLeLAjGHeTBvmTTGnd2na/uN8/R0Ye5esQvNiM+wFERER+Pr6cvDgwUzbzpw5w/Tp00lOTqZIkSJMnjyZ8uXL4+Pjw8CB6d9G/x30c+XKFSZOnEhSUhL29vbMmjVL+9Tr3r178/HHH9OuXbtXBpuYmMh3333HkSNHKFSoEObm5nz55Ze0bt2aK1euMHz4cCC9RVuiRAnKlStHt27dtPFHRkYyfvx47t+/D6RfV23SpAlHjx5lxowZmJmZYW1tzdSpUylTpsxL41CpVHz//ffs3r0bMzMzTE1N6d+/vzZ+d3d3rly5AqTf6nH8+HGmTZvGiBEjCA8PR6FQ0KhRI/bv38/vv/+u/X3Vq1cvw+/b39+funXr0rlz5wzHTUxMZOLEiVy+fBmVSsXnn3+Ot7e39lwzZ8585e/xX406Hnp9ISMzbFwjQ4eQL24/LHiPrnXrUsnQIeQL85NvxmjvvNa6Ru4Hev24V/eyX7TO9eny3GsTZn7SaDRERUXh4+PD9u3bdbo2KPKOJEzjIQnTeEjCfLkf9uhedoBhb5vNkkFHIezZs4eJEycyceJEbbL87rvvsryfsWrVqnl6T+erpKSk0KNHjyy3DR48mBYtWuglDiGEKEiM/RqmQRNm27Ztadu2bYZ13377rYGi+Y+VlVWmQU5CCCFy5029NqmrgtfPI4QQ4o2k0Wh0fuXW/fv36dOnD23btsXPz4+nT59mKhMVFUW/fv20U5wePXr0lceUhCmEEEIv9DmX7KRJk+jduze7d++matWqLF68OFOZWbNm0bx5c0JCQpg7dy7Dhw9/5d0LkjCFEELohUql+yshIYGIiIhMr4SEhNeeR6lUcuLECdq0SR851LlzZ3bvzjyXcKtWrbTTipYuXZpnz55lmvDmefJ4LyGEEHqRnWuYK1euJDAwMNP6gQMHMmjQoFfuGxsbi42NjXYCGUdHRyIjIzOV+zehAixbtoz33ntPO0d4ViRhCiGE0IvsdLX27dsXb2/vTOttbW0zLO/atYsZM2ZkWFe6dOlMs6a96jmfK1asICgoiDVr1rwyJkmYQggh9EKTjSamra1tpuSYFU9PTzw9PTOsUyqV1KtXD5VKhampKdHR0dqJcl40a9YsDh06xNq1a3FxccmyzL/kGqYQQgi90NfUeObm5tSuXZudO3cCEBwcTOPGjTOVW7FiBceOHWP9+vWvTZYgLUwhhBB6olLp70bMCRMm4O/vz5IlSyhevLj2+cjr168nKiqKwYMH8/3332NjY4OPz39PaFm6dOlL5zWXhCmEEEIv9DnTT4kSJVi9enWm9b169dL+fOLEiWwdUxKmEEIIvZCp8YQQQggdqI08Y0rCFEIIoRcataEjyB1JmEIIIfTCgE+TzBOSMIUQQuiFPkfJ5gdJmG+x8VPrGzqEfPDyiZONWeXSBbBeBfRBy8ra1QwdQv5QXsn1IYz98V6SMIUQQuhFdmb6eRNJwhRCCKEXRn4JUxKmEEII/VBLC1MIIYR4PRklK4QQQuhARskKIYQQOpAWphBCCKEDuYYphBBC6MDIG5iSMIUQQuiH3IcphBBC6EClMu7Z1yVhCiGE0AtpYQohhBA6MPJ8iYmhAxBCCPF20Kg1Or9y6/79+/Tp04e2bdvi5+fH06dPX1o2MTGRli1bcuzYsVceUxKmEEIIvdBoNDq/cmvSpEn07t2b3bt3U7VqVRYvXvzSslOmTCEhIeG1x5SEKYQQQi/Uao3Or4SEBCIiIjK9dElsSqWSEydO0KZNGwA6d+7M7t27syy7c+dOChcujLu7+2uPK9cwhRBC6IU6G6NkV65cSWBgYKb1AwcOZNCgQa/cNzY2FhsbG8zM0lOco6MjkZGRmcrdv3+flStXsnLlSvr37//amCRhCiGE0IvsXJvs27cv3t7emdbb2tpmWN61axczZszIsK506dIoFIoM615cVqvVjBkzhnHjxmFlZaVTTJIwhU4unP6Dbevmk6ZU4lrajd4DJlPI2kbncmq1iq2r5nDx7GHUKhUtOn5Co9bdM+x79OBWzh0/wBf+/32r/HnOEO7dvoKllTUAblXq0OWTb42iXrevX2Dzyu9ITUlGrVbRqtP/qNO4IxqNhh1BizgdtgcLy0KUdX+fzr4jMLew1Et98vI9Msa6RD24zbofxvM0IQ4LK2t8Bk7DpUQ5AA5sW8lfv23FxNQUG1t7evafgKNLSdRqFbs3/cj5U7+TmpJM5ZqN6Nx3ZKZ/wvpWY/lMnpy/ys2A5QaNQ1fqbFybtLW1zZQcs+Lp6Ymnp2eGdUqlknr16qFSqTA1NSU6OhonJ6cMZW7evMnNmzcZM2YMAHfu3GHs2LFMmTIFDw+PLM8l1zBzqVevXuzYsSPDuqSkJNzd3V/bxD937hyzZ8/Oz/DyxJOEGNYuHke/YQGMW7CNYk7vErpufrbKHd73K1EPbjF67lZGzFjPbztXc+v6eQCeJsazYelkNq+YiYaMf1D/XPubbyatwH/2Jvxnb8rTZJmf9dJoNCybO4R23b7Ef/Ym/EYvYcuqOUQ9uM2x34O5cOoPhs9Yj//sTRSxK8b2DYv0Up+8fo+MsS4rF/rTqFV3xgSE0K77lyyfNwyNRsPlc0f56+AWhk5dw6jZm6lRtyVrl4wF4Peda7h28QRDpqzCf85mbl07x+mwrK+J6YNNpXLU27sSl85tDBZDTuhrlKy5uTm1a9dm586dAAQHB9O4ceMMZSpUqMChQ4cICQkhJCSEqlWrMnXq1JcmS5CEmWtdunRh27ZtGdbt3buXNm3a8NNPP71y3+vXr/P48eP8DC9PXP47jFLlq+BUvDQAjVr34OSfOzKNZHtVuXPHD+DR1AtTUzOsbYrwQQNPTv6xHYAzYXsoUtQRL59hGY73KCqCZ8lPWffjRKYP82bN4rE8TYw3inqlKVPx7OZHper1AbB3cMHG1p64x5HcuXmR6nWaY104/dtzjXotOXtsn17qk9fvkbHVJS4mkqj7/1CrQXqLpErND3mWkkTEP5ewtStG9/5jta3YUuWrEBP9AIDjh7bRpvPnWFhYYW5uQb9h86hYrV6u65lTpf36cHf5rzzYbLiknRP6HCU7YcIENm7cSLt27Th58iTffPMNAOvXr2fBggU5OqZ0yeaSp6cns2bNIi4uDjs7OwBCQ0Np2bIlzZs35+DBg/j7+2NjY0N4eDiRkZF89dVXtGrVioULF5KUlMSSJUvw8fFh9OjRREZGEhUVRf369Zk2bRoKhYK5c+eyZ88e7O3tcXR0pHnz5nTu3Jng4GBWrlyJWq2mSpUqTJgwAUvL3HeFvSj28UPsHVy0y3YOzqQkJ5KS/DRDF9mrysU+fojdC9vu3bkKoO0q++v34AznTYyPwb2aB10/HUWRoo5sXvEdaxeP4/ORC9/4eplbWFK/eWft+iP7f+VZ8lPKVKxOXEwkv+1YTeO2vbC2KcLxQ6EkxEbrpT55/R6VcatuVHWJffQQW3tHTEz+ayvYFXUmLiaSarWbadcplamErp1PTY/WQHo37sOIm+wLXkZiQgzVajelXfevcl3PnAr/egoAxVo1NFgMOaFK09/UeCVKlGD16tWZ1vfq1SvL8lmVfZG0MHOpcOHCtGjRQjtkOTIykn/++YdGjRplKPfw4UPWrVvHkiVLmDVrFra2tgwePJjmzZvj5+fH77//znvvvUdQUBB79uzhxIkThIeHc/DgQU6dOsX27dtZunQpFy9eBODatWts3LiRDRs2EBISgoODA8uWLcuXOmrUmiyv1Tz/T+d15TSajNs0Gk2m/V9Uxq06/UcswL6YCyYmprTr9iXhZ/4kLU2Zw5pkpK967Q3+mZ0bF/P5t4FYWFhRt3FHanq0ZtHkfgSM88G5RFlMzcz1Up+8fo+MrS4vrgfQoEFhYqpdfpIQw+Kpn2NpZU3H3l8DoFKlceva3wwYtZghU1Zz4/IZDu1al+t6vm302cLMD9LCzAOdO3dmwYIF9OzZk23btvHRRx9l+kfTsGFDFAoFFStWJC4uLtMxOnTowLlz51ixYgU3b94kLi6OpKQkwsLC8PT0xMLCAgsLC1q2bAnAsWPHuH37Nt27p3/zVyqVVK5cOc/qtCMokPMnfwcgJTkR11Ju2m3xMVFYF7bVDsT5V9FiLty+fi7LcvbFXIh/ruURHxuNXVHnV8Zw/dIpkp8maL/5azQaTBSK1/4Tf1PqpVSmsub7sTy8d4OhU9fg4FQCSL8eWLtRO1p7fwbAzStncXQpleM66RJnbuvyMsZWF/tiLiTEPsqQOONj/qvnvdtXWDprMNXrNMfbdzgm/59Ii9g78kHDdpibW2BubkFNj9Zcv3SKZu19cl3Xt4lGbdyTr0sLMw/UqVOH6OhoHjx4QGhoKF26dMlU5t+u0peNqlu9ejWzZs2iaNGifPzxx5QvX177rVidxYdMpVLh6empvWD966+/Mn78+DyrU/seA7UDbYZNW8uta+eIenAbgMP7NlKtTrNM+1Sq0eCl5arXbsZfB7eiUqWR9DSB02G7qF63+StjeJaSxK/LZ2ivWx4I/YX3PVpp/4m96fVatciflOREhk5ZrU2WAHduhPPTnG9QpSlRqdLYF7yM2o3a57hOusSZ27q8jLHVxd7BhWIuJbUDdi6dPYKJiQLXUm7EPn7Iosmf0bbLALp88m2Gz9n7Hq048ed21Go1qjQlF04fonT5qrmu59smOxMXvImkhZlHvLy8WLJkCUWKFKFUqVJERES8dh9TU1PS0tIAOHLkCD169KBjx46cP3+ey5cvo1aradCgAT/99BO9evUiNTVV23Vbr149li9fjp+fH0WLFmXixImUKlXqtTf05sQ7RRzo4zeFZfOGokpTUsy5JD4DpwPp/zDX/TAB/9mbXlmuUesePIqMYOaIrqjSlDRs2Q23ynVeed4qNT+kiWcfAsb5oFFrcC3lRq8vJhhFvf65epazf+3DqXgZAsb5as/Zqc8Q3nu/IdcvnmTGiC5o1Bqq12lGsw65b6m8LM78fI/eq9HA6OryydezWP/jRPZsWYqZuQX/GzIXExMT9mz+kdSUZA7tWsuhXWsBMDO3YPj0dXToOYjQNQHMGOaNSq2iUjUPmrb/ONf1fNu8qV2tulJojL0Gb4jIyEiaN2/OtGnT8PLyIiIiAl9fX+2gn7p169K5c/ogEHd3d65cucI///zD559/Tps2bWjYsCETJ07EwsICGxsbrKysaNeuHd26dSMgIID9+/dTpEgRTExM6N27N+3atePXX3/VDvp57733mD59erYG/ez9OzW/fh1CvLWUtasZOoR80V55JdfH6DbkH53L/hpQNtfny2uSMN9wZ86c4datW3h7e6NUKunRowfTp0+nUqVKuT62JEwh8p4kzJfrPPi6zmW3LKyQ6/PlNemSfcOVLVuWwMBAfvnlFzQaDV5eXnmSLIUQQt/kAdIiX9nZ2eXb7SJCCKFPkjCFEEIIHRj7FUBJmEIIIfQiq1vkjIkkTCGEEHohXbJCCCGEDtQqlaFDyBVJmEIIIfRCWphCCCGEDtQauYYphBBCvJa0MIUQQggdGPvTSiRhCiGE0AsZ9COEEELo4E19bJeu5HmYQggh9EKjVuv8yq379+/Tp08f2rZti5+fH0+fPs1UJjU1lalTp+Ll5UX79u05fPjwK48pCVMIIYReaNQanV+5NWnSJHr37s3u3bupWrUqixcvzlTm559/JjY2lq1btzJ//nxGjRr1yun7JGEKIYTQC41GrfMrISGBiIiITK+EhITXnkepVHLixAnatGkDQOfOndm9e3emcrt27aJ///4oFArc3Ny0T4V6GbmGKYQQQi+y03JcuXIlgYGBmdYPHDiQQYMGvXLf2NhYbGxsMDNLT3GOjo5ERkZmKnf79m1OnDjB5MmTUalUDBkyhAoVXv4cTkmYb7HWNSwMHYIQBU8ePGi5oPoz5EOdyyYk1MDb2zvTeltb2wzLu3btYsaMGRnWlS5dGoVCkWHdi8sAKpWKhw8fsnbtWq5cucJnn33Grl27eOedd7KMSRKmEEKIN46trW2m5JgVT09PPD09M6xTKpXUq1cPlUqFqakp0dHRODk5Zdq3WLFitG/fHoVCQaVKlXBxceGff/6hevXqWZ5LrmEKIYQoUMzNzalduzY7d+4EIDg4mMaNG2cq16xZM22Zu3fv8uDBA8qWLfvS4yo0xv5ETyGEEOIF9+7dw9/fn8ePH1O8eHHmzZtHkSJFWL9+PVFRUXz99dckJiYyefJkwsPDARg+fDjNmjV76TElYQohhBA6kC5ZIYQQQgeSMIUQQggdSMIUQgghdCAJUwghhNCBJEwhhBBCB5IwhRBCCB3ITD8iX8XHx1OkSBFDhyF0kJiYmGlia1dXVwNFI8SbR1qYIl9cunSJtm3b0qlTJyIjI2nVqpX25mDx5vnuu+9o0qQJPj4+fPzxx3z88cf4+PgYOizxgtTUVJYsWcLIkSNJTEwkMDCQ1NRUQ4f11pAWpsgXU6dO5fvvv2fYsGE4OzszceJEJkyYwKZNmwwdWq7cu3ePsWPHcu/ePdasWcPw4cOZPn067777rqFDy5UDBw7wxx9/ULhwYUOHkmujRo165fYXJ+o2JpMnT6Zo0aJcvHgRU1NT7ty5w+jRo5kzZ46hQ3srSAtT5Ivk5GTKly+vXW7YsGGB+CY8fvx4+vXrR+HChXF0dKRDhw58++23hg4r19zd3QvE+wNQt27dV76MWXh4OEOHDsXMzIxChQrx3XffcfnyZUOH9daQFqbIF3Z2dly+fFn7SJ3Q0NACcS0zNjaWRo0aMWfOHBQKBd27d2ft2rWGDivXOnXqROvWralYsSKmpqba9atWrTJgVDnz/COhIiIiuH79Oo0aNeLBgweULFnSgJHlnkKhIDU1Vft3FRsbm+Vjq0T+kIQp8sXEiRP59ttvuXbtGrVr16Z06dLMnj3b0GHlmpWVFQ8fPtT+kzp58iQWFsb/XNGAgADGjBlToAb57Ny5kyVLlpCSksKGDRvo2bMnI0eOpFOnToYOLcd8fX359NNPiY6OZtq0aezfv5+vvvrK0GG9NWTydZGvkpKSUKvV2NjYGDqUPHHu3DnGjRvHnTt3KFWqFPHx8cyfP5/333/f0KHlSs+ePdmwYYOhw8hT3t7erF69mo8//pjg4GCioqL49NNP2bFjh6FDy5Xr169z7NgxVCoVdevWpVKlSoYO6a0hLUyRL3x8fDJ0FSkUCqysrChXrhwDBgww2u7Z6tWrs2nTJm7duoVKpaJcuXIFooVZuXJlBg0aROPGjTE3N9eu9/LyMlxQuWRiYpLhi5qTkxMmJsY9bCM4OBhAOzjr8uXL3Lp1i3LlylGxYkUDRvZ2kIQp8kWFChUwMzOjS5cuAGzfvp2HDx/i7OzMmDFjCAwMNHCE2VOQR15C+iAtGxsbTp8+nWG9MSdMNzc31qxZQ1paGpcuXWLdunVG3xo7cOAAFy9epFWrVmg0Gn7//XecnJxISkqiY8eOfPLJJ4YOsUCTLlmRLzp37syWLVsyrOvSpQubN2/Gy8tL+03ZWGzduhWA3377jadPn/LRRx9hZmbGzp07eeedd5g5c6aBIxQvSkpKYsmSJYSFhaFWq/Hw8OCrr74y6ssDPXv2ZOnSpdja2gLpk00MGDCAFStW0LlzZ0JDQw0cYcEmLUyRL5RKJdeuXcPNzQ2Aq1evolarSUlJQalUGji67Pt35OW6desICgrSdu15enrSvXt3Q4aWJ5o3b57laMsDBw4YIJq8YW1tzbBhwxg2bJihQ8kzsbGxGe6VtbS0JD4+HjMzMxktqweSMEW+GDt2LP3798fBwQGNRkN8fDyzZ89m0aJFRj1K8cmTJ8TFxVG0aFEAHj16RFJSkoGjyr3Vq1drf05LS2Pfvn1Gf1/mli1b+O6777TT/Wk0GhQKBZcuXTJwZDnXunVr+vbti6enJ2q1mr1799KiRQuCg4NxdHQ0dHgFnnTJinyTlpbGxYsX+eOPPzh8+DBXrlzhzJkzhg4rV4KDg5kzZw61atVCo9Fw9uxZxo0bR+vWrQ0dWp7LqlvdmLRs2ZLFixcXuMEwv/32G0eOHMHU1JQGDRrQpEkTzp49S9myZY12MJ2xkIQp8sXdu3fZuHEjmzdvJiEhgQEDBtC7d29ty8yYRUVFcebMGUxMTKhVqxYODg6GDinXTpw4of1Zo9Fw7do11q1bZ9S3YPTu3Zt169YZOow8d/HiRZKSktBoNKhUKiIiIujatauhw3orSMIUeWrfvn1s2LCB8PBwWrVqRdu2bRk3bhwHDx40dGh5Ijk5mcDAQI4ePYpKpcLDw4Ovv/4aa2trQ4eWK89PtK5QKLC3t+ezzz6jWrVqBowqd6ZNm0ZkZCQNGzbE0tJSu96YR/6OHTuW48ePEx8fT7ly5bh8+TK1atVi2bJlhg7trSDXMEWeGjRoEJ6engQFBVG6dGmAAjUYYfLkyRQqVIjp06cDsHHjRiZMmGD0sxg9fw2zoEhMTKRw4cKcPXs2w3pjTphhYWHs2bOHKVOm4OvrS3JysozQ1iNJmCJPhYaGsmXLFnr37k2JEiVo3749KpXK0GHlmfDw8AxD98ePH0+7du0MGFHujBs3jilTpmSaaOJfxjiX7L+M/d7YrDg5OWFubk758uW5cuUK7du358mTJ4YO660hCVPkqYoVK+Lv78/w4cP5/fff2bJlC48ePeLzzz+nT58+NGnSxNAh5opGoyEhIUF7H1xCQkKGycqNTY8ePYD0noGC5s8//2T+/PnEx8fz/JUnY75VxtnZmR9//JH69etrezWMfTSzMZFrmCLfxcTEEBwcTHBwsNHfWL1582aWLl1Ks2bN0Gg0/Pbbb3z++ecFYtDFlStXtLdg/KtOnToGiib32rRpg7+/P25ubhlazyVKlDBgVLmTmJjIoUOHaN++PatXryYsLIxPPvmEevXqGTq0t4IkTCGy6erVq5w4cQK1Wk3dunVxd3c3dEi5NnToUMLDw3FyctKuUygURt0lWxAnlP/xxx/54osvMqybN28eQ4cONVBEbxdJmELo6MaNGxQqVEj7CKydO3dSsWJFKlSoYODIcs/T05Pt27cbdffyi2bPnk1aWhoffvhhhlGyxthqnjNnDo8fP+bgwYM0b95cu16lUvH333+zZ88eA0b39pBrmELo4OjRo4wYMYKAgABtwoyOjmbGjBnMmTPH6LvEatSowe3btylXrpyhQ8kz586dA9LvW/yXsbaaW7duzY0bN/jrr7+oW7eudr2pqSlffvmlASN7u0gLUwgd9OzZk8mTJ2eaNebixYtMnjzZ6Lv+goODGT16NE5OTpiammqnkTPmATIF0ZMnT3jnnXcMHcZbS1qYQujg2bNnWU6xVrlyZVJSUgwQUd768ccfWblypbb1XBCcPXuWH3/8UTsrjlqt5v79+0Y9icb+/fuZOXNmgZof15hIwhRCB2lpaaSmpmZ6WHRqairPnj0zUFR5x97entq1axeoSSZGjx5Nv3792Lp1Kz4+Puzdu5fKlSsbOqxc+f7771m9enWBmx/XWEjCFEIHLVq0YNKkSYwfP147gCQ1NZUpU6bQsGFDA0eXe2XKlKF79+40aNAAc3Nz7fqBAwcaMKrcsbCwoEuXLty7dw9bW1tmzZpFx44dDR1Wrjg5OUmyNCBJmELo4KuvvsLf35+6detSpkwZLC0tuXHjBk2bNmXs2LGGDi/XXF1dC1R3LKQ/KzIuLo6yZcvy999/U79+faOfdapKlSoMHjy4QM2Pa0xk0I8Q2XDnzh0uXbqEiYkJVatWpXjx4tpt4eHhVKlSxYDR5U5SUhJ37tyhYsWKpKSkGP2E8rt27WLjxo0sWrSIbt26YWJiQqVKlZg7d66hQ8uxUaNGZbm+IE4D+CaShClEHvH29mbr1q2GDiNHjh49yvjx41GpVAQFBdGhQwfmzp1Lo0aNDB1arvw7KCYpKYlbt27x3nvvFajrtEK/pEtWiDxizN89582bx7p16+jfvz+Ojo6sXbuWoUOHGnXCvHv3Lhs2bCA2NjbDe2OMrbEvvviCH3/8kebNm2eZ8OX2H/2QhClEHjHmlotarcbR0VG7XBBmLxo0aBD169cvEKN/Dx06xDfffMPnn39Ow4YNMTExMXRIbyVJmEIIXFxc+O2331AoFCQkJLB27VqjHwSk0Wj49ttvDR1Gnjhz5gx79+4lNDSUpUuX0qlTJzp37kzJkiUNHdpbRb6mCCGYPHky27Zt48GDB7Rq1YpLly4xefJkQ4eVKzVr1mTfvn2o1WpDh5JrhQoVolOnTixbtowNGzZgY2PDwIED6du3L9u2bTN0eG8NGfQjRB7x8vIiODjY0GHkSEBAAEOGDDF0GHmiUqVKKBQK7XXLF38uKLPiPHz4kCVLlrB582YuXLhg6HDeCpIwhcima9euZXoocZ06dbh7967RdpF99NFHhISEGP21voIuISGB3bt3s23bNh49eoSXlxdeXl44OzsbOrS3giRMIbJh0qRJ/PbbbxkSo7E+AeN5vr6+REZGUqVKlQw3xBvjiFJIv03GycmJ8uXLA7B69WoqVKhA/fr1DRxZzuzcuZPQ0FDOnDlDixYt6Ny5M7Vr1zZ0WG8dGfQjRDYcOXKE3bt3Y2VlZehQ8pS3t7ehQ8gzO3fuJCAggICAAO06BwcHxo0bx4gRI2jTpo0Bo8uZNWvW0KVLF+bNm2f0E0oYM0mYQmRDyZIljfp+y6zcvHkTGxsbqlSpYvQjYwF+/vln1qxZk6Gbsl27dlSvXp3BgwcbZcJct26doUMQSMIUIluKFClC+/btqVmzZoYnlxhr1+XatWuZM2cO5cqV4+7du0yZMsUoE8rzNBpNltf03n333QIxYlYYjiRMIbLhww8/5MMPPzR0GHlm3bp17N+/HwcHBy5fvsyECRMKRMJ8+vQphQsXzrA+MTERpVJpoKhEQSD3YQqRDd7e3lSpUoWnT58SHx9PpUqVjPr6n7m5OQ4ODkD67RhJSUkGjij3OnXqxJAhQ7h796523cOHDxk+fDienp4GjEwYO2lhCpENwcHBBAYG0rJlS9RqNQMHDsTPz4+uXbsaOrQcefE2EjMz4/+X8OmnnxIbG0vHjh0xNzfHwsKC5ORkPv74Y7766itDhyeMmNxWIkQ2dOrUiRUrVmBvbw9ATEwMvr6+bN++3cCR5UyzZs34+uuvtcsLFizIsGzMz1lMSkri5s2bmJiYUL58+Qy3y/z22280a9bMgNEJY2T8XyeF0CO1Wq1NlgBFixY16pv9PTw8OHbs2EuXjTlhWltbU7Vq1Sy3LVy4UBKmyDZJmEJkg7u7O9OmTdN2wW7atIlKlSoZOKqc02V076JFixg0aJAeotEf6VgTOSGDfoTIhqlTp2Jubs7o0aMZNWoUZmZmTJgwwdBh5auDBw8aOoQ8Z8y9AsJwpIUpRDZYWVkxcuRIQ4ehV9IaEyKdJEwhdODt7c3WrVu1T8L4l0ajKVBPwMiKtMaESCcJUwgdbN26FYDLly8bOBKRF6TVLHJCEqYQ2RAYGJhhWaFQYGVlRfny5WnatKlhghJZiouL4+LFizRo0IAff/yR8PBwhg8fTqlSpQgKCjJ0eMIIyaAfIbLhzp07/Pnnn9ja2mJra8vRo0c5ceIEGzduZNasWYYOL1/8+4gsYzNs2DAuXbpEWFgYu3fvpnnz5owZMwYgwz2ZQuhKJi4QIhu6devG2rVrtROvp6am4uPjQ1BQEB999BGhoaEGjjB7Ro0a9crtxjqpPEDXrl3ZtGkTU6ZMoXTp0vj6+tK5c2e2bNli6NCEkZIuWSGyISEhgbS0NG3CVCqV2vlXjfG7Z926dQ0dQr5Rq9VcuHCB/fv3s2bNGi5duoRKpTJ0WMKIScIUIhv69OlDly5daNq0KRqNhkOHDvHxxx+zYsUKKlasaOjwsu35iePj4uJITk5Go9GgUqmIiIgwYGS5N2LECGbNmsX//vc/SpYsSffu3V/bohbiVaRLVohsunLlCkePHsXExIT69evj5ubGrVu3cHV1zfCMTGOyaNEiVqxYQVpaGvb29kRGRlK1alV+/fVXQ4eWK0+fPuXu3bu4u7uTnJyMtbW1oUMSRkwG/QiRTVevXiU2NpauXbsSHh4OQJkyZYw2WUL6bTOHDh2iXbt2rFq1iiVLlmSYM9cYHT16FC8vL7788ksePXpE8+bNOXz4sKHDEkZMEqYQ2TBnzhwOHTrE3r17UavVbN68mZkzZxo6rFxzcnLCxsYGNzc3Ll++TNOmTXnw4IGhw8qVefPmsW7dOmxtbXF0dGTNmjUFdiSz0A9JmEJkw+HDh5k9ezaWlpbY2Njwyy+/8Mcffxg6rFyzsbEhODiYKlWqsG3bNs6ePUtKSoqhw8oVtVqNo6OjdrlChQoGjEYUBJIwhcgGE5P0P5l/p4tLTU3VrjNm06ZNIyYmhnr16lGiRAnGjx/PN998Y+iwcsXFxYXffvsNhUJBQkICS5YswdXV1dBhCSMmg36EyIalS5cSHh7O+fPn8fX1JSQkhDZt2jBgwABDhyZe8PjxY6ZNm0ZYWBhqtRoPDw/Gjh2Lk5OToUMTRkoSphA6unnzJoULF+bq1auEhYWh0Wh47733OHXqFJMnTzZ0eLny4qTykH5d89ChQwaKSIg3j9yHKYQOFi1axPLly4H0+WS//fZbfv75ZyZNmkTNmjUNHF3uPT+pvFKpZP/+/Zw9e9ZwAeVC8+bNX/mElQMHDugxGlGQSAtTCB20aNGC9evXExUVxcKFC1Gr1URGRjJy5Eg+/PBDQ4eXLzp16kRISIihw8i2e/fuvXJ7iRIl9BSJKGikhSmEDgoXLoyTkxNOTk6cO3cOLy8vfvzxR0xNTQ0dWp4IDg7W/qzRaLh27RpmZsb57+HfhJiamsqhQ4d4+vQpgHb2oq+//tqQ4QkjZpx/EULo2fMjYe3t7fH39zdgNHnv2LFjGZbt7e2ZP3++YYLJI0OHDiU+Pp47d+5Qu3Ztjh07Rq1atQwdljBikjCF0MHz18SsrKwMGEn+MOankrzMlStX2Lt3L9OmTaNLly588803Rn+rjDAsSZhC6ODatWu0aNECgMjISO3PGo0GhUJh9ANJ/vzzT+bPn098fHyGp64Yc70cHBxQKBSULVuWK1eu4OXlhVKpNHRYwohJwhRCB3v27DF0CPlq6tSp+Pv74+bm9soRpsbEzc2NKVOm0KtXL4YPH05UVJRRPoJNvDlklKwQgp49e7JhwwZDh5GnVCoVZ86coXbt2hw8eJCwsDC6d+9ulI9hE28GSZhCCGbPnk1aWhoffvghlpaW2vV16tQxYFQ5p1KpUKlUWFhYkJiYyJEjR6hYsSJly5Y1dGjCiEmXrBCCc+fOAXDx4kXtOoVCwapVqwwVUo6dP3+eL7/8khkzZvD+++/j5eWFo6MjMTExjBgxgpYtWxo6RGGkpIUphChQfHx8GDJkCLVq1WL16tUEBwezefNmoqOj+eKLL9iyZYuhQxRGSlqYQgguXrzIDz/8kGmUrDG2MOPj47X3Wx49epQ2bdoA4OjoKKNkRa5IwhRC8O2339KjR48CMUr234SvVCo5ceIEfn5+2uV/Z/0RIickYQohsLKy4uOPPzZ0GHmiTp06TJo0CaVSibOzM9WqVSMyMpIlS5bQqFEjQ4cnjJhcwxRCsGDBAooWLUqjRo0yjJI1xgcup6amsnLlSh49eoSvry8lSpQgICCAyMhIxo8fj7W1taFDFEZKEqYQgubNm2t//rdLNjU1lT///NNQIeWrcePGMWXKFEOHIYyMdMkKITh48CCQfp1v3759rF+/nvPnzxs4qvxz4cIFQ4cgjJAkTCEEd+/eZePGjWzZsoX4+HgGDBjAggULDB2WEG8Uk9cXEUIUVPv27aNfv35069aNuLg4Zs2ahZOTEwMHDqRo0aKGDk+IN4q0MIV4iw0aNAhPT0+CgoIoXbo0gNHfViJEfpGEKcRbLDQ0lC1bttC7d29KlChB+/btUalUhg4r38lYR5ET0iUrxFusYsWK+Pv7c+jQIT7//HOOHTvGo0eP+Pzzzzl06JChw8uVf+fHzUqDBg30GIkoKOS2EiFEBjExMQQHBxMcHExoaKihw8kxHx8f4uLi6NSpE506dcLR0dHQIQkjJwlTCFFg3bt3j5CQEHbt2oWrqyve3t60aNECc3NzQ4cmjJAkTCFEgXb//n22b9/Ohg0bKF68OI8ePWL48OG0atXK0KEJIyMJUwhRIP3666+EhIQQHR2Nl5cX3t7euLi4EBkZibe3N2FhYYYOURgZGSUrhCiQTpw4weDBg6lbt26G9c7OzkyYMMFAUQljJqNkhRAF0rBhw7Qjfe/evcvIkSN59OgRgPYZmUJkhyRMIUSBNHz4cEqWLAmktypr167NyJEjDRyVMGaSMIUQBVJcXBw9e/YEwMLCgu7duxMbG2vgqIQxk4QphCiQChUqlGHyhbCwMAoVKmTAiISxk1GyQogC6dKlS4wYMYLo6GgAihcvzqxZs6hYsaKBIxPGShKmEKJAi42NxdzcHBsbG0OHIoyc3FYihChQxo0bx5QpU/Dx8cnyySurVq0yQFSiIJCEKYQoUHr06AGkP7pMiLwkCVMIUaAkJydz4sQJea6nyHNyDVMIUaD4+Pi8dJtCoZAuWZFjkjCFEAVaYmIiarUaW1tbQ4cijJx0yQohCqS7d+8yZMgQ7t69i0ajwdXVlfnz51OmTBlDhyaMlLQwhRAF0qeffkqPHj1o27YtADt37mT9+vWsXr3awJEJYyUz/QghCqTY2FhtsgRo164dcXFxhgtIGD1JmEKIAsnCwoLw8HDt8oULF2RqPJEr0iUrhCiQ/v77b4YMGYKdnR0ajYb4+HgCAgKoUaOGoUMTRkoSphCiQImMjGTWrFlcu3aNatWq4e3tzTvvvEPZsmWxsLAwdHjCiEnCFEIUKP369aNixYrUq1ePPXv2ADBjxgwDRyUKArmtRAhRoERGRrJs2TIAGjZsiJeXl2EDEgWGDPoRQhQo5ubmGX5+flmI3JCEKYQo0GROWZFX5BqmEKJAqVq1Ks7OztrlyMhInJ2d0Wg0KBQKDhw4YMDohDGThCmEKFDu3bv3yu0lSpTQUySioJGEKYQQQuhArmEKIYQQOpCEKYQQQuhAEqYQQgihA0mYQgghhA7+D3pZs4RZ5CICAAAAAElFTkSuQmCC",
- "text/plain": [
- "<Figure size 432x288 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "feature_corr = numeric_data.corr()\n",
- "sns.heatmap(feature_corr, annot=True, cmap='coolwarm')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Mit dem erneuten Blick werden nun mäßig starke Korrelationen untersucht.\n",
- "- Es liegen keine starken Korrelationen vor."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.4 Test auf Linearität"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Nun wird die Linearität überprüft. Vintage wird als neue erklärende Variable hinzugefügt. Wir möchten die Dauer der Bindung an das Unternehmen mit anderen Variablen vergleichen."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Vintage', ylabel='Annual_Premium'>"
- ]
- },
- "execution_count": 43,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=data_2, x=\"Vintage\", y=\"Annual_Premium\", hue=\"Response\")"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Keine Linearität.\n",
- "- Es scheint, dass Kunden, die schon länger beim Unternehmen sind und hohe Kosten haben, ein höheres Interesse an einer Zusatzversicherung haben (was auf wohlhabende Personen hindeutet)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 44,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Vintage', ylabel='Age'>"
- ]
- },
- "execution_count": 44,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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FVcgihWtRfbVYFkiCiWTkMCUXuiVRCDVReduXMbrPIjjcCJFGCtLfHpQ9Pxaiw4Wa6sTbPIvs4S0l2GOh9RiVN30eI92NGKmn4KkBC2TBRDRyGJIbo1ceh2zkSWx/qc991LP7EUJDyt6dgoZgqsVv5C/3U1EksAxEVwizkC3N3ZIrz9TAshjeNIT777mbr//Xjxg2ZDCNzRFM0+D229/BtdfeYPdFVUml7CDzfffdz7Jl17B58wb+/Odneej3MX7xX/8JkoykODByKWR3ANM0EUUR09DLYiAWoOsGhmGjghwOWwnJFey/LctCsAy+8IUvcezYEbZs2cTvf/8bXnzxz3z605/Hsix++tNf4fN50HWTeDxeauPvkYsWwAViiQpSoK//Wo7U4ujYS+rxLxP/4+cwj2+CXJLu135H+8NfQd/yMC6tu58Wbf+wcPAV4n/6PKknvoyzcx8KGs7OfaSe+DLxP30e4eArOIw3xpdbktwnyATYLhgLRG+oz2+SP4zRCyUhOFwIkoR8Ziv59X+k8w+fJfP893ClT/WBkImCibNrP2YueWGzSN4QFINbBhIF/wC0hmmokRFob+Crf6vi1JNYO5+i+6HPkn72G7gSxxAEe1GQ0HF27qV75YNkj20HAdSOM8TXPEpqx6uYfyHwpuhp1JM76Xr+x3S/8kuInymNRfcKuz3fqDn4Rs8FQG07iRFqRG+cRiEwGB2FjGrwwJ/38amfbOI/jw4jPv+TiN6esZG84T6LP9hjhSgTWXQnkttHZv96fKPnkt//Gt1/+AyZP38PDBW9YQpq1Zh+UTSq5EOtHIXWMIW8tx7TEnEXOlBX/ZLu33+a/Mqf48q3YSGQ99Si1U9BrRz9dy3+58eisO0pCjueJbX9JdTO04Tn3YJSOQAAOViNGm5Cq59MwV2DZYE710r+1R/R/YfPoK19AJfaAw6wRBkpWNnnXqI3VHp3ggCu5Akyz32b+EOfxdz2uA31fQNxGBnMfS9jqnksXUX2hREUW9kSSpZVz5J3ydw5jBw2lB/+6gEQBKZNm8kzzzxJJmNvFv/93z/lS1/6Arquc8MNV5HP51m+/Ho+8dGPcezkSQr5HJgGL69ag+DykUylWLniZWZNHMfEoQPYuGEdLWdOALBt62a6ujpoGtpc/m4VEcHUsQoZOk8c4LprlxL0+7npptt497vfz4ED+/B6fYwePZY//vF3AKRSKd73vntYs+b1tzCK/ctFC+AC0SyJwKwb6DhzsIThlYKVSC4P7X/6Suk8M5+h4/WHsDTbtExtfQE91Y1r4XtKgT0ouglObCG+8kGgmNj0+DepuuHTtD/+zdJ58ZUPEhJlqFnWb79UXIQWvYPOx77BeceqUjkAIToIALlmuK2hJjrsC0QZ/7hFdD7/s1Ib4Tk3UTh7kMKJ3WSPbAWgcGofnQ9/mejtX6Hg7PkgleRpOh/7JoHJl+GoGoha8icLhBe/0w7K/oMgpqJoUdj1IqktzwFgZOJ0PPIVKm/7MnlPLUriNB2P9yA3EhufITjjGkS3n9Cid1CgfwvkDcfixs+UjUViU7E9T5DQortQRXfPswoCT60+xiubbXROPF3gS2dTfPmKW3Cv/QmSP4pc30x/6G/DW0X0sntJbHgSvbsV14BRZI9uJXdkGwCFU3vpfPhLfcbiL4nDzNL97PdLyWq5QxtRzx0lfNP/oSD9/T5/UbQo7Hye7IF1+EbPI7HucftZUjFiK35LZOEdxDc8iWPoVPK9LFinkaTr8a9jZOIAZPa8jtZ5Gv9Vn0IVnPZ3NvMGOk4f6PnO/BXItSNL786Za6Pzka8UXS2Q2vQ0Zj6NMusODLNcdxUEAePkFuIrfwsLP4Slq+ipLmR/FF3XEFzFdyE5ECQBq5AF4CPvfhf3fPSTbNi0mauuWk5nZwf33fdOQKC6uobPfe7/IMsyH/rQx/n3f/8csiQhCAL/9oH3o2CCZZHPZXj3Bz5ANp9n+eWXMql5GAAffc+9fPYzn8BAxOVy8dWvfQePz1/qsySJuCXTtk5Mg5DPw53XX8uHP/x+HC43kiTxb/9mxye++MUv873vfZPbb78JVVW55JLLuPTSpX/3+P5LbQCyYCKaKrrk/ovulkJwEJW3/QdG12kE2YlYNZjCgTV9zju/+J+X3KGN+GbdhKh4MUQnhiXgoEBi+wt973F6fx8cc3rbC/ibpyOK/fdPiw6n8rYv2S4CpwchOrCkJeYdEaLXfQaj8ySWriJFGxFcbiqWfQAzl0AO1YKvAvXwerLFBaf0HLqK2d0CNfaiIwignTsMWCS3vkhgyuV4R87EskwcDaPQg40oRh5ddGFatntANvKYogP9L9A1mNimriwKWBbIooFoamhCOXLGoaXpvNA9YBq2O8NbR+H03j5tZw9voeqmz9vop35EFAWcZprYtv7GYh+i24+ZO58tLKCnY1Tf/HlUVxSnWQDBxEIkpUus2FqOetENk3ZHI5Ou+ghCxQDySqTfPugouALV6N12spKrsZn42sdLv0u+EO6hU5EsDUXQSz50RdBK15sW6KaFQxJtt0Gms7T4nxcj1YmVaoeQvegJAiXXZX9+eVkwMHIpRFGwc0tEC8kooEtOHEaGnJbDP2EJ6b2r+1xrqnkit/wHBUekTCGwEm2lxf+8qK3HELKd4LUhvWpoENV3fRUzFcPUNeSKRjTZW2rHiLWUFv/zktn9GpVTrsZSQshmHkN0YgkiTjNN97YX+/TPMg2UaD2WILJmzRb7fVgGuFUs02BIuI6VK9dy3jJ417vu413vuq94ngmCgAXMm7eAefMWQD5pu157BeuXzJvLgjlzUMI1ZWOxcPZMFs6eiRyuxZJtpcQ0DT7ygfcXvxsJ1BTvvOWm0jVXX7aEa65YihSpBwssQQQs6mpq+OY3v4csS28rvcW/xAYgCALO1ElS6x9Dj53DO3YhzuGz3zBRxbKEMnSBIIDoKT9XEPuBljncWJ3HSKx6GGdjM74pV6DHWhDdAeBc2bmi24ullWfqSp4gsdf+gBysxjlibp/+mYjkfQ3gayi/DgO56xDxtY9iaXn8U6/CcEXQRBfU2q4JDXBqMSzTQHC6SxpQqe9KL/icBdJ5jQmL5JbnAXANGINz8ETyr/8K9ewhXMOm4B2zgOz+tSQOrEepGYx/+rXkPbVlC7qmGRxtTfPIq4fI5HWunjuYKQ0S+Q2/R+s4hWfUXJzN8ynIQfuOooTo8fdNBlNciOgIrvKgJ9hIj4K7EtPsuwE59STawdVkEm1IniB694Vj4S/5skVPgPDs68kc3kLHk98jsuBWMgc3UjhzEGfjSPxNE/n01XV84+kWjN4ar9eHWvvXg9+i1NM/S1dLY+EfvxjJGyS9by1a5yn84xbiClZjaSrJ1Q9hGTruKdfw4ukgq/bFuHzGIKaOrMIjgo2FL1cYzrs+FDOHdWYHqU3PIDg9BGbdgBYdholU9l2kYufwjluEZ8gE0tteJHVyN+F5N1NoP0X+5F5C82+x390FCCrBF6GgRPpYg+fvX37QjpeBjZ4yjmyma/uLuIdMxFE9iNhT30EQJfwzr8OobkZw9G1DdPuQLA1j80NkjmwjOHM5erqbTKId0RuAWMuFL9zOmzBNJE8Qy+GxYaGKPYf6UwMFy8AqZGz3adH1ep7TRxAErH6I2oS/QOCGoSOKKqZWgEwCQRRxuAOAgtVfApkoYeVSmLkkosuLIDvR0zFEhxvTGwLh7Vu2/yViAM5cG50Pf5n88Z3oiXYSa/5EYdeLbzpl3bJAqWtG8gZLx/REB876EWXnBadfTfeqP6EnO1DPHSa7awVdz/4QX/PMssQmyRtCidQi9k7+EER8zTPI7F1DYu0jJaTNmxE5cZLOx76B2noUresssRd+Cuf29EnE0ZwRRH8FwSnlpqOjbhiEyzcVuWaYDZ/r1b/QvJvpfPwbZPevRU92YMTOklz9R1KbnkZPdpA7tInOR76CQy2PhRw81c1XfrOJQ6fjnO1I85PHd7PlYAf50/vREx0k1z9ObtMTJWoDVfQQWliOLlKiDQiRRuTuE6CrZWOBKOGfcS16P4u/JFjktz1LYu0jZPauwTeq71g4a4YgOuwFIThlKbGVvyd/Yjeepgl0vfoAmX1r0JMdZPauJrnpGYbm9nDt9KpSG0PqAtRX/HUEmNNMk9r651J8Ib1vLcHJl9tJfLJCfN3j6PE2CmcO0vnCf6OfO4LZdRq17QRa5xmSL/yIqeEuuhJ5fvPcPro72lFbj+Ibt6DsPp6RMxDcQXv8z+6i+4WfocVaUM8dofOxr+NI2u4rZ661/LtY/Ucy219EbT2CI1JHZv86kpuewbIs1HPH8I2aVf7ufCGkmuH0J4avGs/IWWXHAjOWo7uipYS8+IoH0JOdyP4wXX/+CVrnadT2E3bSWuwYQrgRpWZwWRvhBXcQf/33pLe9iOj2UThzgMTaR+2xHTGjPPNWlGx2zWJMQE92IGjlkOX+xMqnMFJdWIaGpebQY+cQTA3BsK0GQXaUYgo/+PK/s2DWTCRv0La8PcGytkSXF1PNYeazNlGcoWFpBfRkJ+gFREkpxdNsEZDcfox0N5ahY2QSmPkUouzAzKXQu1vfFL/QmxXB6i9a9TbJU089xc9//nMA5s2bx6c+9SnWrVvH1772NQqFAkuXLuWjH/3oW2qzqytd5h6prPTT0fGXib7cagda52nSG57AN/tGhIrBuCQTXD4KmoVT0LBEBwXdRBJBN2VEwUC2TCxBQBQsRMHEyqVQzx7EzKVRqgZiWSZmOo6RTeCsG4YUrsEo5BElEESZQusJdCS8tYOx1BxGNomZTSB5/FiWgOR02RPCtBCdHkzTIL1nFe5BY5DcfqTKgViFLILswDItLAsESUIwdUwEDEtGEU3S2563aWglmdSWF/GOno1zQDPO+lFYpgFYGIITwVQRBBHByGPp9kQURBHT6UcQFfsZ6cUpYpmga5haDsnlQ093k9r0DDg8OCO1iKEq8gc2oHaeLpm+ostH5XWfQAw3YJoWomix6VAcDI1owMHJ9iy7TiSpCTq5dnoUp2iA5AQth+4MoolunEYGHG7EdAemqWIqASSHE1EUsNLdqF2nUEL2BmoUMoCEFKyyNTNTx1L8CFoKFAeoWZIbn8E3cgaCy4soyphaHrXlEJZpIgcrQXZBuB4QMNsPkd76As76ESiharpe/AUASqQOR+UA1I5TeEfNRqkfyVG1CrfToi7swCEICKLNBGxga4mCZSEIApJgYlkmliAjFFJYmophGUiijClLSIJI7ugO1PYTZPasQnC4cA8cg2fkTBvCe2o/oalXIDrdaJkEh3IhRNOkwaPicdquIPQCZjaBZeio547gGDIJIVRP8pnvInkDWJoGTjfK4Mko0VocgUqMrlMkNz5dfI9ZJJcXXF6CU6/ANA3Us0dRIrXIbh+FjjNg6MjeAIW24wiShKOmCcKNYFkYgohmSkgiyOiIWAiGBoUUhqHbbctOEB0Ieo7Yi78gf2IXnubZeIZMwNI1ske3ACKOykZEtw/nqAWIWgYzk8DMJRFcfnAH0As5HC4XliKjHt+LIIhYooRSUY+gFzgaK1BbVQ+CYJOsnQ8qO9yIisMO2FtWj+FUUpQEsEybVFF2lCgaLENDKOb4WIaNIsI07EQzUURQnFimCQgIsmx/N1axYcH+ZxWymJpqgyoEAdHhtulJBAHB4bK/R8tCkBQETMxCDsvQEBUXFiDKCnomjlXIIofrsOT+aclbW09SU1Oe7CeKAtFo//Ggf9gGkMvlmD9/Pi+88AKBQIBbb72V973vffzHf/wHDz74ILW1tdx3333cddddzJ8//023+1Y2ABETR/dhUpufRXT5SYy7mWc2tHD8XJq5I/1cNsqFfmwL+eM7cDaOxjNiOt0rH0QJ1+CfeAla5xnSu19HdLgJTL6c7Mm9uKoHkz6yGTPRgW/8YuRABZkjW2yXyMAxOGuGIIgSRi6F2n4S3+i56MlOjHSczIH1iB4//vGLwenFTHWS2bMGs5DBN3ouojeI7I+Q2vkqatsJ3IPHI3lD6Il2lGgDatsJvKPnoLYdJ7N3NaIniH/cAgSHm8T6J5GCVfhHzyG55XmMTDe+cQuxTANRdlBoO0Hh7EFcA0ajhKvROs7gaZ6JqWm2WWuoWHoBS1dJ714FloVv9NwickVAVJxkDmzE1TiSQsthCueO4h40DskfRus4jRKtR+08gxyoIHd0G5I3TGDaFZgW5I5uxzOgmeTWFzDVHL5Rc9ASXXiGjMMsZMke3YbadgJP0yQcNUOIr30UZ00T7tHzyLSfQd+7AssbxTv5CmTBIH9sB56Bo0hueQGzkMU/YTFIMsmtLxCecyPZI1spnD2Ea9BYfM1zsEyN/On9ZPatQwlX2/EMyYHk8pCNd3JSbuLx1afJaQbXzKxnlC9OYd1DhGZdR8fT/0l47o1o3W0UWg7jrBuKZ9hUEEQsXUWLtZA9uBHRF8Y/Zj44nKR3r8I7ZDzp/eswcym8o2ajJ2xN19QKtptl71ryp/biGjAa95BxdK96BCVSQ2DSZRRaDpM5sAFHzWC8zbOxChmSW14ASSQ+8R08ubGds51ZlkyuZfpgJ770aXIn91I4cwDXgNF4hk9FkGQKHadBzaF1tyIPncGBTJAn1toukmtn1zHSn8Fq2YcSrCB3ci+uxmZEh4vcyd0Uzh7GPXgcroaRdK95jOCc6zGTnaT3rEIKVBKYsJjUoU14h0wgc2gzencrvilXongDmOluMoc2ocU7iC6+AyMdJ396P/kzB3DWj8BZPYjcqf34J16C3nWG1M6ViC4vgcmXYykuMnteQ+9qITB5KVrsLNkj2/AOm4pS0YDkD5PZu5b86X24Bo3FPXAs3av/hKNqAL7m2cTXP0HXqKupbxyKqRUw0jEQZWRfCFPN2YpWIYula4hOT09OiCDYCpHTi6XlbDI2SUZ020FbIxMHQbBdo5IMhgGyjAAY2aTdnsuHIEkYmQSyP2pr/kUFTnL7MfIpJJcPyzBKfQELI5e2Nw1XgKQmoUgCPoeAVUhjqnnbOpVkMDQ7GVCQ3pBm+v+ZDSCdTrNgwQKeeuopotEot956K5/5zGf40Y9+xAMPPADAk08+ycaNG/na1772ptt9KxuAK3GUjke+CqaBdOv3+NSv9pDJ2UGlyyZWcLX6LPq5nmQKOVJLcMY1xF76FaHZ19P9+kO9WhOoWv4R2p/+zxLmOzj9atJ7V9kcKEVxD5mAHK4BUURAQHR5wDSJr32sV1MiVcs/SvuT3yvD2EeX3ENi6wvovfyY7kHjQJLQE524B49DkB0k1j/R05YoEZ53C92v/Z6q6z5O+5M/KGMgDM2+gdyJPRTOHigdc9Q2oYRrKJw5RMWy+1E7z2CpWQRBJLbyd2XvMLLozh4rIpchs28tRqqr5x0PGGV/VPmsHdRc1+s5JZmqaz4MlkX7E9+jt8e16tqPUWg9Rmav7U46L86GkUieAIWWw/hGzyWx8elezyoTuOYTuND6vLvIJXdjZJJk9q1GT/S0F5h5LVY+TWp7T26H4HARnLEcQRA4FZ7C53+1s+yZP3FjM4M2foPgrOuwCjnbL9/Rk6CkVA4gOHM5WvtJEhue6jMWgiAQe+0PZf0Lzb6e5NYX8E9cgtp+itzRnkC8Eq3H1TCS9P51BGdcRXzVw8V3fxdyIEr7k98HLHKz38sXXyxQUHtcADfMbWSJ+hL5w5t72ovUE5x1LaLTQ/uT3yU89yYOu8bypT+Us2d+/rZmRnu66Hzux/jGLgBRJnd0a1kg01E9GPeQCQiSRHzNoz0XF8e2/fHvEll0J7EVvyU89yYsILn5Ocx8hujl70braqFw5gCFc0dLl8qharyj5iC5vcRe/W1Pm8XvQk90EFthHw/Pv4X42sexdJWKpfeR2Po8WnuvsahoxFk3lPSulYguH4FJl3La2UB1KIISqUHrbkPyhTBS3fb/mUTZuIhuv63pW4DiBK2AkU2U9UnyhuyN5Hz//VGQZARRROtuu6A9H4LsxFLzmIVesG5RQg5UoCc6bKuzmA+g9/qWACxfBTlDxqN2ls4B23oRRBFLU5HDNTbRYz/yVjeAf1gMwOfz8eEPf5ilS5cyf/586uvraW9vp7KyB6VRVVVFW9ub43n/W0Q9dxhMA2dtE6c7cqXFH2B8jVm2+AOY2SRyqJrA3JvRsgn8Ey/DWTcMBBFXYzM43UQuezf+qVfgbpqI4HSXLf5SoAIEAWfdMJRgFc6GEeipbjIHNpTdR3T5bFhlceI4aptwDx5PatdK2xJw9fiTcyd24R0xA0tXcQ+Z0BeJYRpYWgH/tKvshe8C+tnUjldwVDWWHdMTHbgHT0CQFSzTxNILmIZB7tS+Pu8wf2ofenc7Wnc7cqCibPE//7ujejBKZSPJCxPoiqRm+ZajgIBv/GIC069CdHjQ090IklK2+AMUzhzAWTeMwLRlpQS2nmfVMeLtFM4d6ZOcltrxKs6GYQiSjHvIhFKMwF03HD0ZQw730EpYah4sA8kXYtP+vsR1T29owb/4XgTFjVzRULb4A/bfukp639oL+mcU4YfdfTl79q/DPWQiyS0v4KgoJ7bTus4i+SO4B48le2AjYG8KRjZJ7vQBzm+c56xo2eIP8MyGFrLhoeXtxc4iKE6MXJrA1GWI7gCv7uz7nK/s7ALFiWvQWBxVAxAdzj6IIrXtOK7GkeSO7y6/2NDR4p34p16BGIhQ/Y6v4h41B8eAMQTn3ISzeS6iL4KjahBaogPJH8E7ag6+cQuL39NIUjv6JjYWWo+hZxPIAXudyB7eimuAzdSpZ+Jliz+A1nkauZi3Y+bTUKIGsezFMljJeV+P4HAVF28FwelBKuZuiC4fotODKDsw8ukey0AQEB3OPoAPUy9gqTksw+gzzmYuY/vrCxfk9JjFcy27YphlaH0QTgBiPonbIZQt/gCWmrNdwYZWAiy8HfIPQwEdOHCAxx57jJUrV+L3+/nEJz7BiRMnyhKOrKKP9K1IfztZZaW/nzOh+1SI6CV3kzuxG1kq3+vMC/hG/OMXIbr95I5sRQ5Wkj97GMkXJjDjajAtUjtfIbnxabwjZ2IWcniGTSlNIBAIzbkeI5OgcO4oavsJnNVDkJweQChj+lMqB+CfcAlGNoHkCxGasZzcyT0Y2STe5pkIDlfx9yTpXStBEDHVHJ6hkxBECdHh5sIQkBSqwuEJYiTa+7wDweEqQxsFpiwFQSS57QVcjSPB1Mge3oJn+DREd993KzhcNg8FEvIFAS77hKKfVFcRFRcm5YljGgqOIeOpqh9KaudKtK6zRC55B1KwEvXMgT7NBSZfVgy+6f0iSQRZsd1SF4jotH2qrsZRFNpP4B01B0f1IArtxzGycVwNw1HGL6R71cNg6rbf2DDwOPuiubwuCUe0DqvzJFb+DZLzBBFRcfYZC0TR9gNfeLrDhaUXEB3Ofj9gQRCwNLX0zJamInqDkEsh+aOEpl/FqUI/CCeHhHABHBnAKtgLkSNSi5FP43P1RbxFvDIiAoLswFRzb/gtGpkE/klL8I6YRveqP2HpKp6RM1ACUQqtR0EtkNn9Ot6miaR3v4aR7MLdPJsuK4DVdYaKS+5G7TxD7vhOnDVNhGdfjyDJ/XIbiYoDQ8tjGWrPeyvOX0Hqf7nq3W/hAiSOZWgIoowSrrVdNaaJEqzEyKUw1WzRJZQDy0R0eZHcfts94/IhiCJGLo2pZm3tvch2KgiiPQf7K74iCMWYQl9kVinYIAggKX02D/s38Q3ya4SSu0oQBCS5f91dFMU3XA/7Pf9Nn/kWZc2aNcycOZNoNIrD4eC6665j48aNdHT0aHwdHR1UVVX9hVb6SldXmo6OVOmf3U6q33+OcBVdK39H9shWBkRkGit7JtyKQyrOUXbsQam0NeT07tcQJIXYy7+m0HLY5tJJdtHx5HfJH99F/sQeul74Bc6KRrpe/CVGJo6zcSS+MfPIHt5KavvLqK3HSG58hsSmp8ke24lnyHh8zbNL9/WPW0js5V8hyg4C064itvL3ZA9voXD2EN2v/QEz3U1q10oEUUSpaMA3fhHpPa+T3PI8nS/+gvC8Hsww2Can7Amgd55B8gb7wFUDU5ZiFNPgXY2j0JNdJDc/h3ruKKmdK+h8/me46oYjmAbOmiFl/DGIMs7aoSjRerxDJ5I7vc+2iHqJf9xCcsd2YORSBC+gYZa8QbZ3+xF0jfYnvkfu6DYKZw7Q+eefoHe3YppmGZLKWT8cI58lvvphkluet337vZ/VE8BTVYerblifTSA4dRkdz/zQjp+cO4rWcZrMwY3EVz+Meu4o6d2vk9r2MoHJlyEHq7CKHDGTB3txOnqeWRTg2jkDUA+sJfba723Nfeiksnt5hk8FScY/buEFY+G33X5Od9G/2yO+UXPJHt1OYOqVGGr5gu0eMoFC6zFyJ3YXEUICerIDJRDFWTOE4NQr6VrxO+oKx6kMlSe53bGoEb8eu6C98WSPbCW24kG0RDtWIcvCsVFkqWdxlCWB68c5aHvyu2T2rqZw7ihGIYt78LgLnnUamb1riK96GCOXshUIRLwjZ9D+5Hdx1Qym8/mf4Rk0lvYnv0f2wAYKLYeJv/obfK076Y6MJrn9FRLrHrfn3PaXiK9/gtzRHYTn3VJ2L8HpQaloRHb5bVeNIOIZOpl8UVGQPAE8w6eVP2vTRPIthwFQKup7Mt9Fydb0JQeCJKF1t2LmM0ieAFq8DTOXwtIKNtpGVzHVPPp55I+hAxZ6shNLyxd5nrpsq1IQEBwe9ER7WXD4vEieAEYug+S9ADYuO/jOD77HF771XTteIDtAENm8Yxe3vPd+sjkbnWS4gqQKZp/5Lbp9mIWsjcyTFHTd7PefaZp91sGurnJG27J+/aNiAGvWrOFb3/oWDz30EG63my9+8YsEAgGeeeYZfvvb39LQ0MB9993H9ddfz9Klbz6j7a3EAKRDLxN/7fcoFY2I3gDGrHex50yeM+1pRtc7GV0tIiTbEEToevUBwtOvIX1wA2rLEQAcVQORwzVkD24sa9fdNAnJH0ZtPU5o1vWYukrn0z9AqWzEPWAMuVN70DpOE1nyTkTFAZaA4HShxVrRus6Q2bsGwe0nPPMaYivKfe6SP2oHCfesovKaD2MWsnQ+9+PS7+FL7kYqavuWruGoHkS+5RCyN2wvMJMuRW0/hZGJ4x48DsvUwbIzlwWHi85nfsiFKkZk8TvIHtqMFm8jOPUKtLhtSbjqhyO4A3ZATBToeOr7hObchByIUGg5ghyI4mxsJn9yD0YmgeYKk3TV4+jYj+EKcUYewJM7cvx/40+S7O3Lx/YthxbcjoCFFm9FPXsYz8gZtD/27ZJm5KwbhnfkTBu+JzsQHW4ElxerkAFBtCt9aQWc9cMRXD46n/p+SbsOL7iN7tf+0GdOVFz5vqKJ7yS2+k8ogWrMmXew90SClo4UM5orqJXi6OcOkt65AjlQgVI5AMkTQI+34RowGjlYiWlaWPkUlqljZlMIigPRE0R0uEmfOYq7qgG18zTkUzhrhqCnu1FCVaR2r0L2BlEqG1HPHcXZ2IwSbSB7aAOCpCB6gsjeEEYuidp2AlNT8TSNp/PZn+AZOR11+BK2nVZpT5mMH+ynKaDiEjT0RAdqxykclY32Jl983+FFdyHICvlzx8iOvZ6DpxNYuka9kqBRaCXeK84VmLIUZ+1QjGwStessjmg9ascp0rtWIsgOope9yw5o+sIkt75A/tQ+fM2zSG59gciSdxJ7+ddl71p0+/Es/TDpx7/cZxxCc29EDtUgOT1kj+9CdHlxNoxERUHtbsVh5nFGazHVAvlTe3FWDcISJRyVjRjJLnKn9+GobEQJVZE9tBXB4cA9ZAJarI1TQoS62gG2e1PNIYhSydcuByvLYkS2CHZ8IN2N5Auzbl8Hj68/RyytE/FKXDslzIyhfiR/xF7wTbPourSvw7JssIXDDViYah7J5cUyTTuIKysIioNMKsld997DB9/5DuZfegWZZJy73/c+Pv2xjzFx3DhQPKiWBIaOSzlfKcxCQMDUC5i5NHKwCkT5bUMB/cNcQHPmzGHfvn1cd911KIrC2LFj+eAHP8js2bP54Ac/SKFQYP78+Vx++eX/qC4gOtxEFr+DQsthzFwad/wILqrIqLZrIn76ENUDh2AaBQITlpA9ug1n9WC8w6bSveYRm1ysH4pnQVYQBAnf6DnomW4Ey6L6ps+QP3uIwqn9eIZPwzHzOsx8CrXjNJI3RP7INhxVjQhFo8sqZG3Ts5+2LUMHSaJw7miZeesZPhVJcZLe+SpKtA7XwDGoqS6c1UPIHFiPIMnoiXbyLYcw1QKOykYb/91+Cs/IGThCVXba7oWmq2DD14xUF7EVD9pcP9hQNzXWgn/sAhAkCrPv4+l2Pwf36MxqmsrI5AFq8xkS65/CMjRcc+/kh2tVsvmBZPMamXwrtVFPv6a7IMkIkkj+6E6kQBTRE0A9d4ze1bxEtx/LUDFyKQTFaffLsjA1ldSOV4jMvwW18yyZfWtwN00ieum7yB7ZihKts/3CF1YGAzBNcqf242psJjjlCjIHN2Gue5DhQ+cxeZwfbc/TZNLdeMfMxT/pMnJHtyO5POjpGPkzB3HUjyB7ch+eQWNQswlEh5vcsR1I/ijugaPJdbbgqG0itXslYOEeswhRttDPHCR3ZBueYVPszSsdt4uGawXiqx5CqRiAo6IRI5civWsljgHNuAeOJrN/Pflzx6m++TOk96xC2f00i5pnYVTkkb066ukjJFuP4hk2DfeQiaS2vYgSqSU090biax6ztVZdRZQkKhL78LRvBdPANWA0wgWMqcktzyN5Q1Tf+FmS214mvfs1MHS8I2agVDWS3rsGJVxro4WcPnseFS3GfhMjJbkcl99LlJBNFqereXZFL2GKcoy0ZvMaCa0HkQc0k9m/DiMZwzV4vL3gR+vJdp2h0HIY95AJiA4X8TWP4qwbhrNmKJmDm2zXnWFDrkWXz3apvYU6uRsOxfntyrOoxWzbWMbgwTX25jFnUoUd5ym1Z9kZwYKIoDgwVbuUo+QLYap5TK1go4ZECUvXcIom//ahD/H173+faXMW8ssHfsPsadPw+ALc//FPkMtmCAYCfOrj/0Z94wAeeviPPP/yS4iiRPOIEXz83e+03/fbWGjnH5oJ/J73vIf3vOc9ZcdmzpzJ008//QZXvL3iqKin7eGvlbTC3IldNM66h5/vhRVbde5fNgTfka2Yme4yxkzJHyE4ZSmJjc/gn3QZmQPreyaRIOJubKbrld8AEJpzI6LbT3ztYxTO2kHl/Ol9OOuH45+8lOTmXyH5I/gnXIISqcNw+WD/WjANG2bm8mL28jP7xy0kvuEpglOvRHAHyZ+2A7OSL4yjckCJ2yd/cg/pPaupuubDtD36zdJClzu6jcjiuzBSceLrnywFbQVZAYcb//hFZYgYJVqPErWTwOxAn2VD3iQZJVKH5AsTe/UB5Ks+y7dWn6SjaB3sOQaXTx3OraaFZWhI3iAuK8eNUxr49rM9gcR4WsU5YAzCpmfLfN+ByZfT9vA3CE69gsS6x/EMn0Yh3l7s30uIngDO6kF0v/7H0jWC4qJy2f1YWoHg9Kvpevk3PWN7fBehOTfirBtK/vR+2+89dh7pXa/1PGvlABBFUltfQAlVESuOIQCHNiBe8g4yu18rtreT0OzrUTtOkj+1F9+Y+XibZ5PZvZJCyxEKp3bjGz2vzDrL7FtDxfWfKiHPAAIjp9Hx51+WKD/yp/YSmHoluHyY3S0lbp38qX3kgpV4hk8jd2I37qaJdDzzQwCqrvsE7Y9+qxQ0zB3fSfTyd5Pa+Sr5Igd//tQ+PEMnA5a9CUTrCc2+AUvL0/XCfxNZfFdZX7OHt1B59YeQfOEyWoPAlKUktr2As3YwencLcqASOVhBfPUj9n1O7Lafc9kHSO9ageQNIShOO7HxAmqT4IxrOFlwU9M8i8z+daXjzvrh5M8dwVk7lLyzku//Zid/eE8drtgJulb+jvD8W+h64Rdl323l1R8ivuGpUo2D/Kl9NirO4SKx4SnkUDXhhXfQ8cR3sBZ+CDOXsjVmfwRBcfRSBgQESSkLwEoeP2Y+g+jy8diag6XF/7yohsUTW+PMmVossWqZINiso2D/Lbl8GIUsotOFpRVsJlJALwZvRYcLq5BjUvMwpk2Zype/8u+cPHOGH371S3zo81/km1/9BhVuiU3bd/D1b36V737z2zz4xz/y+C9/hiiKfPMnvyCWM6gMaG9rSdJ/aiqIQuuxPgE35/7nuXzSXew4lcVjZRAdLpKbynl+jFQMOVRFYNoyJH+YquUfJX9yr80rEqkhsfUFpEAFksdPet8aIgtuLy3+gsONEq1Di7UgYIEoIXmDKJFa8mcP4W6aSPX1n6Rw7hhGPkPVtR8jd2IPRqoL18AxaF0thGdfT6H1GO5wLf5x83FEanE2jCC5+TkbkpZN2qgNl5/Moc19tNzc8V0Epl5JYlPPRuusH4YkKxTUPKG5N6K2n0QJVSNIMmYmjqnmqVz+EXJHttlJOHVDKbSdxBGtxcxnOHG6k454ebHVl7ac48rpU6i6/pMY+QzxVX9kgH8vn7t6GcdSLqpCTobU+sBso3L5R8if2oeZz+A+r9FV1JHeswr/5MtIbHqWiqX3oSc6iC59L5apkzu8tWyBsrQ8WtdZ1O5zOCsH9Bnb9J5VuIdOQglVI3r86N3thObcgNpxys4klmSMZBfO2qay4iW2WBTOHkKpaEDrPFNqzzNsKuldK0nvW2PDENfbC7YSrSd7bHtZ/WI5XIOZ7ECpaADTROs8jZlL96lbm9r2EtW3f5HYka2ILi+WrqFUNGCkY0guL46aQeRP7UWpbERweNA6TmMZGnKoGtHpRm0/RXLzn/FPXlpElOiobSfIHtlKaO6NFE4fQHB6cA+dSOzF/8ZRPZD8hQXUgczBjVTd+CnUlsPkzxzEPWgcWqyVzK4V+MYuIDTnBiRvyIa09hKzkEXrPE1k0R3oqTgVl78HtescwalXYqS7MTIJHDWDUbvbGNzUgDBiOkqkFrXzNEqkDgydxKZnkefeREoRuHzmQDIntiNpWZTKRkTZieQLo0RqMTJJ1PYT6MmuPgVucsd3EZp7I7kj29Djbf2AICw7mzafRglXY2oF+z0GKzG1vB1od7ixLBPJ40BQnHSl+kfYxNK6vbDn0kiBKHLQtt4s07DjPaaJ5AmAZfWhy7B0FYrUKoLi5P573skNd93Flz/zb7R3dtHS2sqnPv9ZO3nMMsnkcghanrGjx3Dfpz7LnBkzuPna5VTV1tkJY7qGoLw9tZ3/qTeA/mwlQRC4sinHInU9oQFXIORr7aj8BZEQ0elBbT1hm6GpmJ0jMO0qYit+S2jW9faES3fjbGwu0Qj4J11W/EBP4m5sRvQECc+9kcLZw6itx3A1NmNlk2RO7EYQRNyDx5E5vBX3gFGku1sxsglEp5vcqX04a4Ygh6rQ2k8iOJwY8TYExYl39Bxcjc2k97yOEqnDzPWDUnkDXhJBEMjsWwuiiBKuJX9yL2Y+Q+VVH8DUVHuBLOTwNM+kcGa/DUWzsK0BfxTourBBzGyS1O5XcdUPJzDxUnLHdzLS3cngzgOISR+uYDPICoLitrMcixA7URCRfGG8I2YgBasITr7chroOGoeRTdiWiyDgGT4N2R8mvuYxOzPS7UVIysVA3YUPKOJqGGGnz+fSpPeswjd2Pu6BY8id2o/sDeIaOAaO7qDfgrWCSBmJUdnfQunD9oyYjqNqILnju/AMm4KjohHLNMif3k+h5TDe+Xehn9qFf/xChH4qlp1/b5LbR2DC7ZiaSu74Llz1w+wgaF7lbHgir+9L4JRF5ocrabgshHruEGY+jbd5NmrHKaRQjZ01XD8C/4RFFM4cQvZHiV52bynBzn4Gvd/nFUSJ/Mm9FM4cxDNiGuhGaYNL734NQXYQmnVdv3gW0eWj+7XfE5xxDcltL+MbM4fY6w8VgQghGy2n5sls/TPuIeOQ/BG0g5vIHd9dqiAnBSqo1NLcUtMFpg9H3WBMXaXQdZboknvIHt2G6HDhGzsfwdW/1luO+ulvTClCpVUwTRvxVMjaC7fLZrQVBAmzkEEUJSI+mVi679yK+h1FN5eFHm+34aQICMU5Ymp5KJh9QBh9xLLwej34vF5qqirJZLLUVlfz6x/9EEvX0At5kpqF5A3xtf/z7+w7eJD1mzbyyS98kS989vNMnjKtjIPq75V/6g3AWTMYQXFhaT2aq2/cQuIv/wJX40gyW57FSMfwjZ5r+zuLIgcr0TpbcNYPJX9qDwB6vAPJGyQ4YzmJDU+VCkxkj2wlvOgOArOvQ2s7UaL2zR3dTu7MQRzROpt6+cg2IkvuJvbybzj/OaV3v0Zk0Z20P/5tqm/4N7pe/nVPgErXUDtOoXW14GoYQXzHK3a7QObABnzNM0msf5LIJXf38XW7B47BSMfs8odF5sn86QMIDg++MfNI734NrdPmg5FD1ViWRXL946RdXqqWf5TWh79WcmGEZl9PaMZyFFeW2oiLc7Ged7l0ai3OQy+TO7qN3NFtOOqG4R8zj66Xflk6J71nFaHZNyCIIon1TxCadR2dz/+0pBXnjmyzE+r2r8M9ZAImEkbHibIEK8kXJjD1CpLbXsLMZUjveJXw/Fv7jK1/7Dw6n/85gUmXocVaCEy7EquQo+ulX5XOyR7ZinfEdKhtLo7V+XqLIs66oWT29ViDvrHzSG6yKan94xeSPbwFOViFHKgoC3hK3pD9+3mwwO7XCV7zSWJPfJ3qWz5XDDDGe/o5cQmxVx9EkCQKrcdLLrkckDmyg445n+DfH+zB3b+8o4P/s7ySwC67ZnD20GYqrngvsRd/jpFoJ3d4C76xCxC8AQSnF7XlEImNz4AkE5l3C7GVv8M3dgHZg5t6nhcBZ8OI0nNkD20isuhO3IMnkDu+A7A1VzWdwD/9ahKrelxxotuHkU0SnHGNjdQZNqnoQvFiZBKEF9xO96qH0GI26V7u6DZ8YxfgrGsqzTslWo8Wa8FR0UjipV/Zbq4nvguWSXj+LbQ/9T07XwN7vkcvfw/OxmYKvSwZd9NE8kXLW4nWFTH/vUVAUNyIooSe7rYD+amu0tw2cykkbwgznyly9KhcP7ueB145hWr0LLIOWWD55BCIsk0oZ1l2O72+OckfAQQsNdfHrSvIjlJ+js0X1LNJDGioJ5VOs+vAYcYMquOF1et5aeUK/uPfPsEHP/NZfv797zPy+qtpaznD4f27GT9yKHKgkreLD/SfegPQOk5TedX9ZI9sxczZmlP2+A4srYCrbhjdqx9GkG30QGjezRTOHMRRPRhRcdC95lEqr3gvnklXIEkiSiBK96o/Eph0eZ9C4cmNz1B13Sc414vaF0BtOYy3aSIg4Bkxteh26M2Za1JoPWp/DN1tZegEZ+MI4qsfITTrWuIbnylr10h2lqyO5JbnqVr+UTIH1mOZBq6GkaR2rUD2VxJZeAf5k3vRus8Vs4gVOxhcPZDcsZ04aobgrBlsZw9jI4XUzjPIvgiiL4SZSZDes5rw3BsJFNr49NIom05ZHG7XmTJQYWh+N+5gBQUAUcJVP4L03nJ3mqUVMPNpLFNH9ARKAWElUosWawUskttfJjDhElK7X8c/biGtz/+k/HnT3cjBCiouexddxQUrsekZwgtuRY+1oCc6cTaMJHd8J1YhS3Lr81QsvQ9BdhQzkHtET3SgVA5gdVeIidd8GuHIWgxEtIEzKfh9BKZeiZ7osAP86TjOhhG4myZhVgxBrBxJwCnQ9cLPy/uXiZeDBUydwqk9OGqbSO9bR9WNnyW7bw1q5xm8I6ajdpzGSHYSnL6sZ2wFESVcg3PYdJ7ecAG9s2mx5YzFpYHKUuJcYtNzuGqbyOZSyP4Imf3rCc68GtHpJnVgg51IlkmQObiByKK70OLt9rdwfDfoKp4R04mvfrjsPonNz1Fx5ftx1DWhnjuGc+AYWt1N1KknCC+8nfyp/cj+CHKomvjax4gsugPB6cFIdBBf/yTh2dejxc7ZGbKxcsbV9J5VVN/0GQTRjnsJkkx83ROE59xou9MOb7EXVFHG0tTS4l/q24anCM25EfegsTbNR2MzcrCyqGBcj+B0k9j8HJEl7ySNA9HtR3R6sUzdthIs01aULggIG9mEjarLxLEMjRlD/QjiEB5bfYqutEbU72D55CAzmrxYxbKSJYVLlIr5JBpGNokSqETrPofkCdhFgfSCXdlNdoBp5xkIomT/LUp23kogwpe/+CW+/+MfohbyeL1ePvfJTxH0urj6yqt494c+jMvpoLG+jisWL7SJ7QwN+sk1+Vvkn3oDMAUBSZSRg1U4hkxCi50FwyA8/xZETwD/hMVI3hBa11nkiI1uyAQGkW4/hzdaj6C4ME0TSRJBFAhMXNJv9p5lmpj5bD89sLHN0UvfiZHPUijilcsvhuDM5XZWYf8tlLslSpfZx/R4G1qsxf7gLJPuo9sJzboOs5Alc3AjzupBWIKIkUmS2PAkgsONq3444cV30vXSr0pBSKCk3XqGTcGyTJwNI0kpIZur7eRefPFDXDF4HGZtmu7X/2j7I5fej2f4VFwDRlNoO4GrcSTuweOIr3u852OzTCzLQlRcKJWN+EbNxsgm8Y1bRO7YDgrnjuAeNhkpELX97/1V05KdZI/tsDVNt4/QjOVo3W0ojWPIn32c7OsP9Whkplk09539J9uIEpPTr6MXvDBqKarowEp38/zePPNHzOVIDA7uTjCpvo5BdZqN2DEPIZ07hjhyRr9tWhc4SSzTJDDxUvR4G6ktf8Y1YBTuoZPQ4h0Y2YQ9B91+sGxN1tXYjNp2AjlUiWH1dWUYFjaCq+cGmIOms8c9hyOdOuNGBWiOGtB6nPDMa8mftl1egsNF7LU/ULn8I0hOL87qQaR2rUTpOot2IXWyadpwYVHC0zyTvOjhwKkclfI5ske3I7n9qB2n7Hq7gGXoaO0nbH4bNUds5e+Qg5U4G8pZcu2TbfI1s5Atort0sCzEQBT/pe+lsLPI5S/Yb7Pv9SaCrKCEasgd2Up8w1NgmTiKIIbMgfV4h02hcPYIwsAam0TN1CgRsvFG7ZZuar+CfIZZo2uZPtht0zf3zqwvLvyCINgav2EjgiRPwHYBnR+rbNLegFxeTK2AYOjFBd9jI8ByKR797W8RnR4s02D0qGZ+8YPvgyjbKEBdw0jHuPn6G7jhsvKa1G/0GH+r/FNvAM7KRtof/Sb+SZfS9epvSsG6zD6oWPpejHymLB3d2TiS40OG8cctbr5yxXLan/gOAHlsMy487xabw93hLvkxwUbumFoe1+Dx5I/38MoolQNQglW0PfZNEEQii+4gV6zEZYuAs7aJzmd/TNV1H0fyR0uonULLUdxDJpA9uh3f6Dmkd/eUf5O8oSJG2O6XUtFQopYIzbqO5LYXSi6HzN7VhBfeTma/TUdhp7BrZPauxT9mPoVe9A+BaVeWzHCwaSRqb/0C7U99vxSITe9dTXjBbSiRWpSqQezX6miO1JchauRgFcEpV5DY9AyCpCB5gkiCgDR2Pp0v/KLk/snsW0t47k0464eRP3OIzO6VIEr4xs4nVXR5gZ0AJoeqcNYOJbN3LcHp19C95lHyk2+ltU1hcKKjbFEOL7iVQvspBEm2310vSgnJF0brOEV2h11wRtj5PK1TP4hP0pg3agBf+N1+4mlb03sReP+VQ5gUf5nEunXFcTmCf+ISkpuf6+mf29cnduAfOp7Ys/+JmbOtxfTu1wjPvwUsyJ/YRWbvanxjFxBeeBtmNtmTs3BwI1fO/TS7jvTEW0QBpjWI6Ed7gov+qVfx7fUGO4/bc3rFzi4un1zFTYMdxHtZKHKwiuCMq5A8flp//+9UXfsxtK6zNqusw1WmafsnXELs5V+XCrn4xswjXHkpmXwFgVFz7E39/CMqTpSKBmKv/IbwgttsmgJdRU90IPlCffD23lGzyB7cUkIDOaoGEpi2DFx+Yg99gcjiu+z4lKHbvDfF9s6Lb+x8ul78Bf5Jl6FEG0vcQkYRbukeMqFkmZnVE9FTXShh271p6VoPHPWC+s2SJ1BG2yAoTsxCxkYO9aZzEISi9SogiKIdDzrvSsqnbdixWMwQtkwEKD2/if2dSt5QWYDYyKVQQtU2NbRlFimlsa+XFNuCuGCtsS0K5W3bA/6pNwD13DFb45AdfYqLGNkE2Qs4egqnD+AZmKa2wkVmZ3lFKntyt1HobKHqmg+T3rsGIx3DNXC0jcrY8QoVl92Lo2oghbOHcFQNxNUwgq7ziV6WSXrPaqJL3km2uEm4B40r+n8tklteILzgdtTWo6itx3DWNuGsH47adhzL0AkvuI3c0e04qgbiHjKBxJYX8I6cibNhBPG1jxNdfBf59hN2IZVe/maAxIaniSy+y+bLqW1CECUS65+g+sZPE73sXjL71+NsGIGRidsf7vlJahposZbS4i96gsihKhIbnqXquo+SO76LOneB5GvPl91PT7Tb3C/Ns/A0TcK0TCS3z87+vQARk9zxKsGZ19C94ncEpl5BYv2TOGuaCM2+nvyp/SgVDXiGTSG9bz2mmqHiyvehdZ/D0vKctar4+avtfPSy91MT246SOkuucQZSuAYznyW+9jH84xcSnLm86N4bhBKtJ/bKAz3jquapUk+zJT+IGjFdWvzPyx9WtTB8amVJR9S7z2FkE0QuuZvswU0oFfV4RkzHSHfbpGkON47RCzFTXXYCndNj0y2nYqR2rsQ9ZALe5lkktzxPet9aaidcQtvDX+25oWlQe+hR/r873sXzm1txKQKXT6mhUT+ONnIGRi6Ne/A42sVKdh4vR8W8tK2dhXXusoKYeqIdR9Ug9GwKR9VAutc/RdXyj5I9voeKS+8ld2ofeqId35i5ZI/usFkni5pues9qJt40n5PJ4QTCEpFABdl965CDFXhGTEdPdCB6gmQPb6HiiveRPbIVo4gos+f5btS243iaJiEHonQ81+PaU9tPEpp3C90bnwMsUjtfJbL4LnInd6N2nC66Ndehp7vxDJ9m4+pzGZKb/0zVtR9DrqgrZhPfRKHlMLmj28s3NEHAMnSbeTOfRvaFMXUV2R+1j+sqosNVdMeIWLpSylsw0t2ITg+SP2qzeYqSXbvDNAEL07D6cSUlkfyRkn9fj5cjkgRJxriwvrZl2pbDeRCKKJdcUlIgiqUVEAURy+Gy6Skcbhu1ZOgXXUBvRs4jRS40zwGs/lwDwGBflrsnOGF3ORxMcHpwNoy0+YKO78Y3Zh65U/vsJChdtfl7cjbXe2Dy5QgON0Y6VuI0ATtJBFHGOWA0uf3riguR3TdLL5DZuwqzkCW86E6yh7fQ9dJ/4x+/mPzJfUjBSoJzbyZ3fCeZo9uQQ1UUzhywKaZdPkxdRQlW226PC59V19Dj7QiiRHrv6tIirKe70dNxgvNvg3yK3IndeEfPwVkzmNjLv7HT6gXBNk2v/Ax7OyXOxfKMHuMnILsRXV4qXRod/SByLMvE0zyLxNrHUNuOE5h6JUqktu95hobe1WIX2igmE6X3vI578ASCRbiqWcggOZ3IXj+C4sJZMxTR5cOwIFfQ+erTrdRVDCUSGM251Vl+cJtSpGIxSe14FdHpsQnroo0kt/65jxtPMHRUwy61eKGomgEXUO9m9q6x+zfnRhsBUlwkXE2TEGUFWQLNMgjPuxkzn8UsZFAidWRP7QNBQAnX2FxFFfXo8bYyRJNS0YC/eRr+rlV8eGK1bbG0biC+7jEcVQMRHG66Vz1C4pIv9OmraVHmPnJUD8I3ag6FlsNIbj+h2dcjurxosXMo/iBq52m84xZQyGbJnd6He9hUHDVDEEyDQtsxsgc34XQ5GZLvIH9gP0KoivD8m7EQMVJdmPkslcveT/7MQQqtR0tEhvmzB9HjbbibJuMdPRe9u8WGbM66Fj3ZaXNcAaamQvH70DrPEHv1tzhrh+CsG05i24v2YmpapHaswD9uAeEFt5I/td8mIKxoQB63gELrMWRvGEdFI866YYhuHxmX187ENXQbcVbk5JJcPtuqMI0S4aKZt7V9QZRsTn9DR1BctuZtaEhuf9GFJBQBB0IfZJfkDdkbTiGHUCKP64cHqD/ShSIfmuiLgGUh+yJ2W7pmbzKKjKgUqUUsq7hZXCwJ+abEWddUqrZzoSklugMoDc1oZ3pQBUq0HqP1CNqeVYTm3lTmsw/NXE7XC78oJXgkt/yZyms+RBIBd9NEjGySVDFAmdr2Ap6hkxEUJ77Rc0isfxKwXSxdL//Kzhs4d4zek8QzfCrx1Y8QnH09+WM7yJ/Yhd7dRvbgRhy1TUguHx1PfIfAlMuRHFEQBNLbbWbE4IxriK97jOC0ZUXztRwdE5h8Gfm24+RP9dTSVSobKZw9RHrfWhwVDXQ89YNSfwSHm8qr7kdtPW4n0yz9BF97roMznfazP7Ue7rlsCPP9Aukdr+Aft7DcZePyYWl59I5TqG3HQRCR/ZESN3pv094/Zj7p/WvxjZ5jwxaxXT6uAc20/+mrhBfcWuzb+ba9BGcsJzRzOQ1qEqciUdAMWjoztHRmuHNBHbKloeYyuIdMIHdsB2YhS/7UXgytgH/SZcR6oZQQJbq9Axnj0/BHAjgdUhnj5nVzGvAknqN3zrajaiB6oh05WIHaegJBEOh69belD1NQnFTf8Ck6nv6BzWlTlOjS99iEYooLQZToXvUnlEid7fLa/rJd2WzCJWWKgeD0ULXsfhBl282HjSISssepDrto6+4Z56kjIlQ5E2SwXQ6+0fNKtMpgu6qC068Gwb43FK3DS95BZutzZEzDpq3e8SqeEdMIX/ou8if20N0LASSHa6m86n46nvq+TT/++HdK4ykIIpmDG0sWpJ7sRBBlsoc29czzYVNwDx5PoasF3RJxTbgcreU8K69FofU43ubZ5I/tKF0TnnuTTUKn5gjPvxWcHvItR8ge2oh/7Hw6elFKy+FqmH53DyeQICL7wliWgZ6I9/j0swkkX8TmycoaNgmcriKIko0WKuYUmCSLaLq20phIRQgoWEUXUrbkGhYFAUsQ+yCBrGIVO72MuE9AUJyIgmBr/i4flmVhqtmyeuOiN2y3L2DThbj9b5sL6B9aEewfIW+FC0g5vQ5BU8mdPYRn8HhyJ3ejxc7hGT6NfEUzO06kGWEcxHlul427D1bSvfphW2OsacI3ejapXSvBHcRTN8Tm9BfE0kbirBuOd/QcJLePjqf/s8/9w3NvotB+wl4wutswdZXsgQ0okTr8ky4ld2QblmXhHTMX9dxRWyNMx3HWNmHpKoXWE+RP7C4ugt/HzGfwDJ+Gp2kSSDJmIUPu2E6UinqSm54rcs4/T3j2DeTOHsTIpnA3jkQO1yKIImrnWQpnDuCoGoTk8pDY+jz+yVeQP7azrF4AYCcBharpfuUBWud/jq88tB9ZEnA7ZVJZDbdT5lu31OLv2o+RtT+SzP51KJE6m7nU6SG55QUEUcQzdBKJbS9jaXki824me3gLeqId74gZ6JkEgkApfpI7sYfAlCtIbHgCpaIRPdGO2nq8rG/BmdciuDzosVbaamby8gGVWEpn9lAXE2rBFT+OpRWQI7Vo7afQ4q02x1LTZBBFtGQn6R2vYrkCaMMXk1VC1Ounye15jc6mK3jxkMG5hMGSSdUMT6yneugIcsd3o3WdLWZHh4iveZSKK95LvuUwRqKdfMsRKLoWEEQii++i+7U/2Ca7qWPmM8jhWgJTLscyDLpX/A6KYD7f2AVIvjCmmkNtPdF3LObdghysILNvLWYuTWDKUjqe/TGFWe9m9TkPe1tUZjR5mDlYwXtmI3KoGiOTIH9iV2nTKLU161pMCzL7VmMkOhEkBefAUQiWnWEsun34Rs8nfWAd1dd9woZj6pptvRbdHhXL7ie55Xlcjc0kNz9n0y0IIqFZ15JY/2RJSQrPu7m00fSW6JX3s6vbhz8aZYASswESu14CxY134uVIepbMvtWYuQyeoRPJnz5A7sQeRLcXUXFSceX7aX3oSwSnLCW1c0XpfrbiUSB96cepdPVYwpInAJLcxw2MKCG5vMXNohcfUK9YnG0pCJhqnvP0KDa3f9QGJCiuIs+QgOyPYFmmDRrwBOygt5pHkBUkl88OCEsyRjaFIIpF9l1bo7fJ5kIAZbUHbBGQQjUY8VYkXxhRcWDKfRlx4f8hLqD/F8TKJImteZTIojswMt0olQPwDJ9mF5zIC/zk5VYqQzW877JJVG/5KZLbR2TBbeipLpsf3BsksvAO9GwK9AKByZfbxWW8IZJbX8RUczirB6P3LiDR+/6WRfbgJnLHdlG5/COktr4AgBZroXvVn4gsvN32bSa7cA8ai5bowFHRgOj22y4by8Q/aYkdmCpqBNlDm8gd34V75AyCk5eiRBvs4iKCAKaBmc+iZxI4KgeUEBdKxKbClf0RqG2yyfFcHiIL70T0BMkd3NCn72Yhj6jmMPNpVFXjnoXVNHu6UHIx0r4Gnj4ApiCj1AxGVvPo8XZCs65HKlIEi5ZFaOZy4puexixk8TZNsPuna2yMLiPryjM/ZOL1dhN79bckNj6Do24YvolLEAQB18CxKKFqzMrGPhuAIIo4IvUo/igD9C7uHhjDzGeRg5XIYhgrVG37Tx0uHDWDQRCQQ1UgCiS3vYjkryAw4xqkSD3quSOEk6dAEFE7T+M7/W1uqW7Cu2AZEi1oWc1OhKtosD9kbxCt4zRQJABz+3DWDEGpaESQFUTFSWLbS8jBSkJzb8RU8ziidZiqapevtMDMJgjPv9lmnD28hfTu1xBdXqpv+BRd/WTsWvkMumkQmHKlrW0aGpg6zjU/4brpy7mheSBW10FkvZp8PoMSrbNdTr0075JICqKk4Bs5C0ftUPR4G2Y2YWci55I4qgahROsIzbgGM58lPPsGtNg5JF8IPd5OcsvzWIZuVy5rO0F4/q0ly04J1+KfcgWSw0Vqz+vFMol9pSB5+eaz5/j/bg2in9qEKTuJLLgdLdaC2XkcubaJ4OwbMNPddDz1A7Txyzldfy1tKZ2hlQoe1cAzZAJICqam4qhtwjdypv3dOtykRTtY29vCFvrjJLKsXlxFlu0ucvvLr5OdtotIVgABQVaK7q9MD3W3J4wqOEnrAi5FRHaqdlEZUUJUnDas1WH2cED5bXePZRj2Yq7pSB6/HdztVx+3EDCRfGEESX6Dc/42+afeAJx1QwlOv4rkpufKCo9El76HGh+MaAxy8HSC369p52MjJuEJ+ssqYsnharwjZiC6fMTXP4FV1DQQJaKL7sTIp2l95GtUXPHeMgoBsCsV6UW4nCDJqG3H8I6cSa5o2oZmXE336od7gqJFrTFzYANYFtleFZ78E5cQmnU98dW2NmVpBdw1Qzj328+CaRBZdKcNe3S4CE67isz+dWVog+hl91I4d4z0rhWlY95RszFzaQodpwnNuLqcFwcB98DRNpulJNNcJZLZ/TBmZ9EFAdwz9x14ZS9q6/EyKKmzbii+MfPpfOa/kPxRokvuoePZ/+oJzokyQxZ8hHXnTJTuDtRcwjaji9wtRqyF2KZnS+056oba/EA7V5Tek+hwl0o1CoqTeC8tM7zwDuLrHiey+B3kzxwk2astZ+MoPCOmg5ZHkmXafv2JUuENQXESnnsTsRUP4qodTHbbs6jnjuIaOMbG0/cCDHhGTMc7eg6iy4fT6bGtvxKBnY+Kpe+l8/mflY/tojuRnC5irz5YMu/9E5fgqBqI2n4SweEm33oc39gFxF7tCVLbmmnYduWIMlXXfhQ90Y7o9uOsG4bedZrsxid7xnXMPNTW46idp/GPW1CugQsiosPVU4VLlIkuuoPu4juKLLkH9dxhUttfwj10CkZyJ4neY1E7FP+kS5GDVXQ+9yMqr3g/bU98p8e1Wvwuul55gMjiO9FirSjRBrSuXt9F5QAySohIIE64ey9KqBpH9SBaH/r38rFYcBtWPoMx9kp+ur+Sw2d6KordvbCWBbXDUNuO4R+/CDlYUfbdmosHIIUHltBMgtMDulb0n/csnpLbV3LTCA43Zi5lo33knpiPoDjK3D8Ioq1MFNszBJnOjEle7YkrRQIBvJIKhmZbJ6JsF10q5GjPqNxw9Ty+/cXPM2PuQrTudrAMbn7P+/n+l/+dhuFj+yCVRKdtpZxPMpN8kbfNBfQPqwfw/4JoqS6UcA16qqtXoo5AcuNzONVu3jNZ4+ppleRVC3PILJLbitBASQFBRO9us7loUp09iz+AaZA9sRtT17EKWbpX/J7QrOvwjV+EEqnDO/EyQkV0gmf4VKJL7kZyB8gc3Eh4wW04G0ZiGXo5IsYyyexbi3f41LLFHyC1/RXkYCXheTfjqBqEf+oyO6msOElSu14jsvgu8i1HUaJ1fbhI4msfKytKAzYE09U4EjMdw8yliCx5J46qgTgbmqla/hG0dBzRHaDqqg/i6D5eWvzPi7rpEZxeb9kCCzZMUnC4wOHCyNiUDpauFQuC2wWzoy3ruGy0h+Tqh3A1jCA4czn+CZfgH7+oNAal+7QcwdU4CqVyAK7GUUQX30VyxytYhoYWa0XtOI1S0VPxLLX1RXwjZyA53XYdXYqZmAgUTu9D8YVxDhxLeu+qsqpLllZAi52zMfkNI0uVp9wDR/ep6JY9uBFv82xEd4Dk1hfKgnKWrtnc833Gdg2F1pN2PeHzfd25At/ouXibZxGcfDndKx9EjtQRufReHNWDcTaOInLJO0jtLEKVTR0j2Ul8zaOEZl2HZ9gUO8u897juWY0gCGQPbMBRPYTQ3JvsdzdwDJVXfYDk1hd7TjZ1sid24ayzK4olNz8HgmTXO8DqOxbnjuAeONbejCyT3Km9ZXE1TIPs8Z12icbdr6NXjUCb/S58Ey613Z7jFxOefwt+MnzqEjfKzicxBYHUriLEWZRs5kzDQG07QebgJrqrp3L4TLmL96G17XSpCr6RM3E1jujTT8xikpZiVwCzdBU9E0f2R0vVviR/pLTQS54AosOFWcjaG4JpIvmjtlsum+TC5E1LzWPqKqaaQ0Mif0GVtu6UBr5oyaKQvUGMTLIUgJZliW//+Gdk0ylKhHJ245jZBJa/Gpw+ex3yhBDc/lJMz8xn+lQL+3vkn9oCMDJpHJV1hGZfj2VoOKqHoMfbUKINNqTQ6ubmZpnrhosIsX1kfRECk5diFsvCKdE6zHwas58kLTObQIlMJbzgdkwtZ3OAewIEpl5Jm1JP3HBQN+dmBJeb9I4VZA/Y+Of8yT14xszr14wz82msfulzLURPEMltB4kkXwjTGyh+/BZ6op1zOQenq5cxTj1TdqVv7AKUSC2WZRFecJvNOlm0Qs6b6KndrxOcuZzg7BtsAjtAcnqIr3kUOWIXUe/TIzVfLCdZjpaSwzWILh/hmdchOJwolY2lOq8Itp9UjbcTcJnkpy9DkBTMbBKlogFH1cD+y91JMp6hkymcO0Js9cOEpi2zUUOSYtN2JDpLFANGPm0H/E0T98DRuAaOxsylEJ1etHgbeUNgw1ETV3ARjdOHoGx+qBQYNAt5AjOvQ+88TWDqFaWqUP2KZSIIlq019hJBUvqWAwSMfAaHQDmnjWkguLxoXWfJ7F9nx2osE0vL4590GZLbZ9egPv9OBBEkGUvLE3v1Advy69ux0tyyywdqeEZMQ3R5yR7d0Uc5MHMZxCK7pJnPIDrd2Fh3qd+xUDtOobWfxFHThN4PD5WZSyO6vKgdMVad9fLI2hP88F1ziY6ahZFPo3acxhGoYFB9BdZVH8ByuJHdPhyRGnuxDETtbHR/FD3eRjbWt5SlqhkYooLgcCF5A30y88F2+Ugev03dbNm+ez3ZieBwIciKTeoWrEJQ8piFXBkyTD2+hcKWJ7Ey3QieEPKoRSiNY3vesGnY7J6midUPcsyyLBCVYpF4GbCQfGGbkyjTSUU4wuQJ4/mvn/2MT7znnrJrH/zjH3n+tdUIosikSVO5+fb7qI+KxbKXgu0CvIgCenPibhxO+5Pfx0h14R+/mMTGp/A0TSK1awW5Xlp2YNoyTFHCP24BXS/+d+m4Eq3HPWSCTdbWC+UC4GmaROzlX2NpBaKX3UtsxW9Lbg7flGswJQcdGx/BNXAM3tFzSxuApatkdrxK1Q2f5EI/pWfEDLTOM2VBKADXgNHosbNlbhqlehCByZeR3PoCuWnv5CsrdJKZw3zqyirqJBkMvYRP781zFJiyFD3ZhaWrRZinSGj6VTbFQtGiED0BgtOW4Rs7F0EQ0RMdCIqzDJngHT6NzIENuIdMJHdsu31QlAlOvYL2x75V0oolf4TAxCUlV4QgKUQW3k7bI1+n8qr7Se18tcSh4x40DvfQyWXJcqLTgx47hxysJLH+CcILbiOx4enSR2+3dwf5o/Y1vtFzyB7ZirOx2ca992KydA0aS2vex8+esVEnVWEX/zbjVpSND9rPNGomsT//uIzGoOraj6NE6sqyZuVwLXqiAyOXwTd6bhlKxsxncFYN7jO23hHTQZTKktKcjSPJHd1uB2olmcCUy2kre3dRQtOWlRKwApMvLzJB2mNxvsB474QrpdJ2PUrekE17Ea2j89kfAQKRRXeQ6QGCAeBpmlhq3z9xCfkzB5E8fiRfuISi6j0W5/vWPfwqRBHclGvfnqGTiK97AnPCcl7cEOPSyTW4EifIdp8jueXPpfPcQ+zsZ9HhomvFb0tarej2EZx2FV0v/4rwvFuoVjy4nTK5Qo/WO6s5QqhwhPTOXcUSq4tLnE09nS0mawkScrCiNB6WmrdHxRMmkTXwarar5rzoZ/eibn2qdMzKxtG223Qd5zcB0enBSMVsZlFvBaIolAFTvC4ZUbfjZ5auFjOA7bwEsWh13H/3nbzzY//G5h2TmTphPAAbt21nzeatfOkbP0UUZX7w7S/y2ivPcPuyxeha3q44J8k2ko63R/6pXUBq6/HSQioHK1HPHUWJ1JUt/mDz6XgGjyO+7omy41rXWbsWaLKTyMI7cFQNtIttzLmBwrmjpQUxsfGZMi05v/UZPEWPU/7kHmRPgODs65HDNThqm6hcdj/ZozuovOZDOGqGIIeqCc25EbNgk1JFFt9l1xwuJlOF5t5YloUJoLWdwFE9CGdtE/syYZIZW1v7xeoE2XkfQW4Yhat+GLlemckAyW0vE5h6BRWXvxtBFPGOnGlTSvfyOZrZZLFknkq+5RDJzc9Rec2HcQ0ajxSowD/hEuRQJamtz+OsHUJg8lIkf5TgzOWk96wuc4kYqZi9aBVdcJahkTu5B0fNYBKbnivzyeZO7MJZNZDA5MvsAiuDx1G57H7im55Bj7dRceX77USjXhqfZWhkT+zGPWwKwVnXIjjceIdNQZQVEr0WHLC57M1eAfv27gKnxQEoVQOIXvHeIq1GOYdN7LXfEVnyThvt5Y/gGTGdwITFxFY8iChJSIEKQrOutce2ponI4jtJ7nmd6GX34KgdihyqJjjrOpRQNc7qQTgqByD5o/gmLCY49cpSwlFo1vWkd6+64N3ZyBClejBKtB5H9UCbg2fB7bgGjiFzdAeRhXfgHTUbyR/BN2Yu/vGLMHI2UVv36w9haQVCxbmndrZQccX7ivO4juil99jwQ2/IJnYDAhMvASyUYAXeUbPxjV9kj8XQyVRc+X4yhzbjaZ7Fhg4fD2xW0ea9H7lqEEqklvD8W9HibUhTb2BDbhBLxoW5elo1QjZBcnv5RpE7th0lXGNDf3u5NMxcGiObRJAdFFqPoosKdy4dyZSRlVSEXFw7s5qbJig4PS6yh7eQWPe4nZMx61qbhqJ+pF2Wsej/xzKwDB05XG1r/5ICnggpw0EsraK6I+DyQ5GjSNv7atmGYA+Ehr7vVQTZYVfkKs47ACEboy7qxuOSkSWRoFcm7NQxU109uQaFLIJsb9qWoYEo4guG+dRHP8a3f/oLcpoBAmzfd5BLFl9KwO/F6VC44opl7N+9Bc67f3Ip2wq86AJ6c2L0XiiKC1y/LgbTsHlQLshSBUAUUVtPkz2yhcjiu5E8frTOMzgbRlBoO46RimFkbAxvr5uVN6/mUIJVRBbfheSLkN7zGuntL5Heu4rQ9KtxDRyLZagICOipLvSuFtyDx6NUDSJ3eDOWWihRCpS1m8vgbBxNPNWTmBJLFvjc4+1cOeMabvb2w09k6lhanpwO5oCpBLwKnc/bKfSC02O7V7AQnV6UcC3uIRPwDJuGkegkNHs5ZiGHaeiYiU4qr/4Q+ZbDuIdOwjVkPJLLR2bP631vqRWKlc7sj8bIJJBD1RTOHMQ3Zl4J9iooTrsYytAp+EbPsQPpqS6iS+6xs2nVbFmB+1L72TiRS95pa+XpblvbsizCc2/C0grFxeQYatsJBlY4+e4yCQ2Fg5kgedFNYMl7yLccQdH6VmgzUt2ILg9a11ncg8bZJRK7WwnPu8U27y0LOVKPd8R0RJfX5s43dPLHd+JpmoR//i1kD22he9fDGOfJ5QaNxTtyJoXT+3HWDS3VuU1dYGWC7TryLLkPl5pET7Rj5lJ0vfxrXIPG4G4cSez1PxKYcjmeKctIb3wSte0kZjZN7NUHijUrAhjZJIEpl2NUDWfbWY3I5HuISlniq39NcMrlBGdeg1XIgSCgxdvRk12ojjP4JozEG6rBP3aBXS/XNIhe/h4s02RGh8q8cAHBEOkefwcbTxSIZjwsDGgInaeYKXXid0u4ss0YHj/huTeRP7GH3IldKNF6u5aBJNnza+hk9FSsiLSxEB0eQrOuJXf6AEkxRK6Qxe1S+PT1TURb1pHbvIV411m8Y+bjaZqI1nkGR+VA3FdPQm09Rmc2iVWq82y7s2y+/hCWKNES11BVexFti2s4HW5qQgGEfAor091nDACsbAI5ELX1FUO3XTKWhZ6Jo6BR5TGKSV0WRi7TT/Jp0S1XVHgkd4BpkyYyeewYfvSr3wAChqYimBpVXhAsi+OSgdFnvlsXXUBvVpw1TZw3/QRRRJDtog8XVi5yVA9CcLrxjZnXE3ADOyClFXBWDUQJVxNf/XCPa0aSbcTDy7+xeU6KSUxgIx3Op4KLLi9a55mSBi9HaokuuYfUlhdAzSMHKuh68Rc4qgZgpLrLkrVCc25AqR6MUcjiHTmjrKoSkowcrsayDMa5NHrIk+2M0DEDA+xPS9S4fWWbh6O2CT3egSU4WdURZUpuJYHmGcRXnyY8+3q61z5WCngHZ15L9vDmErrJ3TQJ0em2OVvO93H29RQ6TiErLrqe/5lNc7C53ByXfeESVttuZyKSJ4BSMQC14zTpXu88OP2qYoGOQNF1YX8wjqqBuBqbUaL1fcbZO3Im8dUPl6wdR9VA3EMnkehl0XmbZxXzKb6FZJlIwMRQLe7LP0TX7z9DZPFdWLLSB4HhGzMPPdGBZZhFuKaP4Iyr6X7t973e6VD8ExbbG8J57czQyR7aZFON73y1tPkVzhxE9kWIr36EwtmD9j3GzsdQC7jHLSa9tjdDp4BUO5z4k98gke6m+sZP24F0Uyd/wqaL9o2ei9bdzpbCEIbnsuTOU1ILIqEZV9P+1A96XHvBajJNd/Gdx9vwumS+e+u7SW/4g52sV7xfZPFd6LFziLITI9GOnmgvq8rmrBtGYOqV+F77acnlGXT7GTXxfehWnvj6J8HQi9TePjqe/G7p2sCUpeiFDP5RcxFMnfbHv1NSlpRoPZ6RM0isfczuicNN8MoP8+0HtmOYFvcsG83Wg53MOrseM9FeYrLteOr7pfZdA0YTnHEVdPTMNRvbH+uVbS1Q6a/mbK/ArSQKmJluJElG8ISwsvE+c0zwhjG1gp3YV6oOKCAHq2yLudD7nmFMUSzxdSFKpSxeQZJLNYVlf5T733kX7/zIx4l1x7nlhht46dVXWTZ/FpIs8+yzTzF58tTSnBQkpUSKd9EF9CbEEkUql38YpaKR9L51VCx7v11sfdn9uAaNQ3T58IycQWTxO2h//Lt4R8/BP/FSRE8AR/UQKpd9gMzBTTaxmMNd5pfH0Mkc3ETkknfgbZ6JHKxEdPnwjpxJaMY1ZI9ux9U4isplHyBRxP8D6LFz6PE2wgtuQw7X2nw7HadwRBvKFn+AxOY/4x87j9iLv0AOVuIbtxDR7cdRM4Sqqz5E9nxBlyNP87Fl9dRWeIkEXNxz2SAcDgfffbaF7un3IzWORXT5EIfPwTvnNuRAlNSrv6TapRKLjkfrOkf08nejdpwuQzuJiqMM2uqqH162+APENzyFq6KR+LrHMdLdmIUsgSlX2K6Likail92L4HQhh6rtUpszr0VtP0Hm0Gbcg8eVLf72Mz+Pq3qQja7pNc3V9pNI3hCZgxuIXnYvcrim2N5yJE+gzNXlGT6NxPqnytrN7F9ncyT10p7M+DnE7tMgyjZlRKiG6KX34KgeZLPFTl6Ke9BYOp76L/xj5uIdORPfuIUkN5e7ltRzRxBlB4XW43bfQtVF19B1ZA5vJrLoziJNgR//xCXI4ZrS4g+Q3v068rAZbCo0waTrkLwhpGgj2oIPsDfuxsjagWajkKPi0ntw1DTZ/Ru/GNfA0aTrp7LjSAzPlKvxNs9CdPsITL2C9L515a69RBtDnR3Ikkgmr6NnU70WfwDLptmedwuBKZdTaD1O4oJnNbUC2aPbykjkzFyKJuMIo2slHNF6RE8Ab/MsMhdQgye3vURwyhVosRY7wbLXWGhdZ+2AexEEYak5soc3Ux3xYJoWK7aepj2voM95L66hUwlOv7oPnXX+1F7MvA2VtJk1HUW65t4uEwupkCDsdyCKAgGvQsRpQCGLkU3hnHxNH+oPJAXHhCuKLLO9ACHF4HLvxR+KFq4niKnm7AqBwUpMrYAcqi4718inCVQ38skP3I+m68yZM4+Zkyfynk9+mrs/9FGqKitYfukiJLcf0elBDlQUi9K/+RrHf03+aS0AUQT17GGk2mFEL383lqbS+cLPcVY2kju6DXHUIrrH3E5XViAaKxCMDEJPdKAmOohccjdmOo6lFwjNuhZL18i1nexzDyMdw9E4CqO7Bf/YhQRnXIPaeZbE5ufwjZppwxS72wjNuBoE0a7gVcQdOyoHEr30HvSiz9ky+/r1rEKWzrxC++T3YJ5djZJuxds8CyMdw8incFbUkz+1H6tlP4M6j/PZ5jkYkhNP9zYOOy8lV9D54hPnmDJsIU1DLmPbiRzvbkjjWPEgSqSW4VUyQjaBIjegVDSSOdgrNiLKyKEa241iWTYqpL/qVoaOZWoYmThioJJ2fzMxIUz9oqkEPTKxx74MkkR43i3oyQ5SO19Fb5pHW+UY8mckaq/6CtXZw4iywjkzSlyVqDBMfGPm2/kTHadKlo9lGqQbZmP4BxNYfC+SYCE6FIxEB97Rc3BEG7AMzfaXVzb2yYI11b4uHj2bRHQ40brOkju4Ef+EJfjm3Iqm+DBTXej5FFXXfAgjl8I3bgGi09PHwgEb/ukdNgUtHSOy+B1YWt5GvERqMfIpAtOWlQqUtz/2rdJ1SuUAfKPnUFD8PLKhDUmsZMGoe0lkTV5/pptb5ueolRUsVcfMJoit+B2eYVMIzrgKweXH1AqEs23cO1ols/HPWLqKb9Rsm84g2RdBI6tp7l3UxCBnHB8Z4n3mdBzLNFA7TtlJStlylJPkCfRBEgGIyTbE2mEo45fiDlVjdvf9XjANJJcX14BRZPpJPrQ0m4rBMoqUGsk2gr6x3DqjkVHBNIrehuSOYDZPR/T4CS+4DSPdjSArdvW+gxtsV6LkR/aHAaFUrxrhPD+PjaQJyCpen4ksgVlIIxaTs+TQDCxRQt3yhI0C8kZwTr4apXGcTf3sDYEg2pvVec2+z0t2kjdFdE+1PUcR7dKr2SQ1FVH+9PMfF5+3gKFrzJizgLWvXYpl6tx14/XcdeP1Zc0JisMuYWlo6MlO5FA1vD0VIf95NwDTBO+AZrpe+hWu+mG4Bo/HSMfIJtoRakfyWmosj2/o0bhvmX85C89uIzBmLh3P/rgEDVQqG3EPGocjUNHnHp6xi0hve7FMiw0vugsxUEFy64uIvjD+SZfS/sT3iCy6g45nf1jSnCR/hMDky3FUDbQnlCD24cmRGsfy+7VdrNsf44aZi5hfeIrUthft9P3aJrpXPUx4/i1k9q+10Q17X0EAnHNupMZrlnhyNh+Ks/kQjGsK42ndieFw25w4z/QgTlwDRiOMXwbFalDBaVcSX/sIWpeNfhEkhYqrPoB4gUtJqRyAmc/iHTmLU1Vz+MqTLRim/fvQej/vG3cV8rZHsbQCyY3PYI69kl+dGMjuky1AC6IAn7y6nvrV38c98048lknnn3qQWO6miXhGTCd7aDNWxRDaOgQaX/gOsWK6vOBwU339JzAzSbr39rgqwgvvwMjES1w8oidQhNKVixypI1fclF21TcTTeTadgfHdT8KJzZwHOobn3ULnmkcJzrjGxt/3zrIVJSxDJ3t0O8lNNmIkOHM52aPbe+rYijKVy96HFu9ELhZ2ET0BfKPn0P3aH5AClSwZezd/WtvGI+t6NqqhNW6sbfbfsj8Clkn24AYsNYvo8pW5BYMzriFzcCPJrS/a6Jix8236kl4SGTiU0a/8CjPZjrDgthLz53nxjppN5tBmJJcHpWoQruHTyB/aWPq90Hqc8PxbKJw5WNauo7aJ7qeK80mSqb71i33nSkUDmYMbyZ/ah3f4tD4xD9HlK4NjphtmcKnoZdi550mu6XGxRpa8E727lfiaR0vHPMOn4R42FTlUhdEaR0/YK6QcrsFIdvW0W3Tb6MkuJKcLS1URFVcZTYRSPwpn01Qw9GLlL0CSkGQPWrKjx80niHZQuHeCmaSQVUJ0dfXi4vI6iLg8GEm7qqDRi6cLy7SpILrPIRU3rd6Wr+j02BagadpsAKJkU0Xz9sg/tQtI625D6zxtD3gqRtVVH0SpHEB6yCKe2FhO1/rwqjOkB8yxMx97aeNax2kkl5fM/vWELr0XyR+1MwsnXIMaaerjwoivfpjgpEtx1g2jYsk9xNc9gaNqAPlTe8vMZiMVw8ymULvbqLzqA2SP7SCy6E4cVYNswqehMznWcCXrD9gT87ENbaSbLsFRNYjo5e8uJSDlT+0jNOs6uxar20dw+jVo3a3UOrN89upqmur8KLLInNER7hqn4/X78M9Ybj9nrw8/f2ovsqURXngnoi+MIDtLiz/YqIfk1hepvvHTOGuHgiTjbppAZOHtpHa9hjxhKQ9uSJbVKz1yNkWLayiRRXciByqQ/FHa/KPYfbJHqzQt+NXrMayRiwioHbCxvAB57uh2XPXDiV76Tta1uqjNH8XqxZViqTm02DlyJ8qLvCc2PGkjWyQZZ/1wm9Kg4zT+8YvsBKFQNYFlH0E9ugnJGyS88A5yJ3dzMmYywJ2BE+VIscSmZ/CNnkNs5e/xT1yCd9Rsm/4gWk900Z0kNj6FVER9gICoOMuLmJvFQujBKMFpy3ANGIVvzDy7dCNgJDuY7jzCtTOqcTtlqsJuPnH1AAY6YkQvvw/JHyG5cyWV13wYJVKHa8Do8pgQNprNN2o2zrqhhObcAJKCf8IlCA63nUi44DYENY1ZfH+pHTYFsxKtR5AdeEfNxlHRgHvwWLLHdqINms6hisWIw+fayVPRRnKz7qPb1UBw+jWIbh+SN0R48TvIn9jVM58MHa3jNOE5N+GsG2bPlSETCUxcQnrPKvR4G4Ks4JtwSWksopfdiyDLxXnsJzT3ZralKhkbytpUJ73EzKZK7+28ZA9tIjB+Iam9q3tp5YJNw9Ab1WNZNnWzN4jkDiI63WWEfVBE25imnc9hWYCFpamYulqOwLFMzFwSOVhVpIUQsLxRYqlyFFEyo6IJClKxEI5tRdhJb5IvUkymszAySeRgpZ2gJgiILi+i22cXoHH7bes2VI1qvX3L9j/MAnjkkUf43e960rPPnDnDNddcwyWXXMLXvvY1CoUCS5cu5aMf/eg/5P6iCEaqWLno/2fvr6PkSs48b/xzIZmzGKSqUklVYmZmbDWr0dxmGntsD613xju4M+OxxzP2mLHbzaCWWy11i1vMzFiC4krmvPD+EamsSlXP7o7X/r2/4/PGOX36qKoy8t4bcSPieZ4vGBpkNQyHG+/kFfRIdZhm6QnGMCGjOLFGuwf1ZeSz5LrbsCt2rEs+DabBtbBMWTjCPdnCImPPPXGp2Nmj3dhrR6BFB4fjejYFrkpSmQTeRR9BRsM2cTlmYDjf3XiTc4cGLMAm5FyVBJd8ECOfxTfzQWSrHcVXiR7vo/y+z2Hmc2Q7rmCtasTUNfy7vskfjZiNPr4Oy53N6Lsu4Hj6f6CrdmK7B4t02YwUSmUjVY/+Kemrxwf9Xot0YZoSgSUfEmmoZJTMzXPIFhuRC8foDg02xE4pXixVVshnCS58Els+yxdXVvPTnb0kM+Jl6oum0Z3lKE4G5VNBMHmt1cNpkHOU5d1I8x7DyGcFjNTQ3vczRjqBtWoYNU9/Q9hthjqQ7U4MLYd30jJsjeMw8hkcY+aRn7gCOXwLx7BJjK9woofj9N3bXyaJrb4V2+0L6Lk09oZxOFtnIAFdOQeWhZ8hnwtTdt/nUSxW9HQS/+yHiR7eWIQLa9EeJFml99xh4qMeIuCzYQxgUisn3mBJoJYVH/kcNqcbZz4CkhXT6aJ89WeQLIJd7Zn9CMr76MGrgSps9a2ovgoUm5PQ8S3IFiveiUswsiki+9fjm7ZasF4zCbRIF+Gdz+OZvALXyBnoqRh6Iori9lG+4hmMXIwtZ6JktPHMGTOLOxGNHW+G+OLDVUxvnlTwPxDpM2fLNDwTFtP77s8wkhHMdIzQ7pdxDp+Mb9oa1GANfW//oHityfP7KVv5CSz+SvKhDkI7nkO22HCNnImlogEt3MnyxgwWLc0gqUeJEk5KcX4mY+S7rkNwLHclNIqcCqe3oAxsimjbai8iA3m/87RpYGp3T/qSIH69D4LQ1DWMTKJg+OIjq5vvT/I0TGHmIgsTedVnEyiieB+K3YXqExpEkiyj+ioKBWQTTFNERoYu6hmmiWEY8H7p2N+i/d42gHXr1rFu3ToALl++zOc+9zk+8YlP8OSTT/Lss89SU1PDpz71KXbt2sWCBQt+599vGOCsHQGIBUT1lJG8dIjUxYN4pz6Oz+0hmugf0KDXjqf7NO7Rc0rp8ojQ1Dt1JcnD69EKRdFaq53Ag39C+J60jbWyASObpu/t7wtZiAJ6xzNhyT0FNxESh9/8JxHWW+34H/ozXr3iQ3Gk6IyUTja/x4YvehnDVUXPb75b/E5rVSP2IaOJHXlbmKdPWSEKuQ6hRmhefA8Z0AFbXQt6Ikzywn6cLdP6TcxB6MTY3eS6roFpFBihpc05Ygpa351CEfdQ0RoQwFqfZtHEB3nrHj/barObbHs3yTM7ixHFcKuDP1n9Bf7qdWFYP3t0EEffQZTKadhqR5RaZyoqRiaBngzj3fUDIgX0luIpIzD3EcLvvSRyogV0zN1mHzKK2ImtOBpG07fpx9x9yZ0t09CRUHp8hHY8h3/OIyTO7inmtWW7i/I1nx3Un62ulcTpXTiaJiDLMt2bfwSmQWLRV8mbOmUHvkMikyCBcOFyj5tP7MRWAnPXFXVq3KPnksukOFpxH7965RazRgV5asg4jFv9BvB6tAtv12lS107inPsI2Y6rxE/txNE0nlzHlaITln/uuhIDFMXtxz12AV0v/QNgovoqcY2cSezwxhI9H9nhwTt5WZHzYmo5JITvcmTfeux1I+jb3A9a+PTMJ/jnYwF+vkOMlSxL1HolOp//BpUP/TGht/+jSEST7W4q7vscXa/+I5KvCtkqsPpcPoKzZcDYSjL+2Q/T9+7PcI+eU/QH0HMZYkffIbDwKazVTcSOvI3cPGnQWJimgbWykVz3jeLPxDsexNU6kz7TQHb5+0/6Tp/IoefvajNJqJ7yYupOUiylUYIk8vuy3Skg3u4AWiJSqCuUNtnmRE/Hxf8TEVSHF4sqk9eMAd1JKHoGLdkn3M4UVRjSe8qEHlEugzlQvtoTBFlBi/QU563iDgjmvmliUd8/AvhtROL+f5IC+sY3vsGXv/xlbt26RUNDA0OGDEFVVdauXcvmAZPtd93MbIbA/CdIXDwEslJc8JRTb/InKwIMr/MA0DrUx9dWluHsu4Dqq8A1arYIz1x+4cTVdlpMggGIGDOXIX1sI1WP/UURmmhvGENw2Ufp2SiKPPlQO7aaETiaJ6On43gmLRf6IHaXMNm+frJ4QjFzGZKHf8OdUJZ3D7bxyKLhtAzxATCizsOfrqmisr6W6KGNJRtOrusGisPNXScjI5NEzyTRs0nKFn9QII0QLFjXqFnkum5gCdZiq2zE2ToTJBnFW075qk+R672NkU5g5NIkz+8nMO8x5MLJyT1+Eaq3gtjRTWjJCP4Za7HVNANiE/KOmsWiYDtLJ1UiyxIBj40v31dP8NpmkaYZmE7KpSm/uZMxjT7mjinnwaYE7qbR9G7+Ea7WGdgbBeNSDdRQ+eCXsVQ2kLpwsAS6q8f70FMxfPMeJ9dzi7LFHxAbARKOpvE4miejunyEd77AwBNe6tJhXKPnEDu+RXiyarmSoqaRSZK8coyy5R9DDVQDgqHsaplG6soxIgfeJN8n/JfV+tEcvKNS1rGvhJymRbvFCdXQyfXewlJej2vUbFRfJX1qNc/tEoX/AxdCtA1Zg2XYFEBC9VcRXPxB4ie2kb19Hq2AqtLCHajuQHHxB4gd3Uxw6UewVAgdJN/0+wuifGbxGjANEYnKKrLTS2D+4yTP7UWyCvKZpFjwTF6O7A4QO/w2nomLBx1+8ode4WPzg0gSVAcd/LcnR1OZuY7qryLXc7uEhWxkEiTO78Oz9OPkJSvlaz+PpWKoGK9UjMDCp3A0jsc5fDKJs+8VVDUTIk1VeC/88x5HstrR03Gydy4SO75FjO3dsWgaj2Jz4Z26CnuDmCeW8jrKVn2SxOldyFYHDlUmEguh63khDaJaSyMG00RPx0QdxeZCcfuRLEIrS1JtqP7KwsYgbBzRtEKuviDpICmAJKKKwmFJkhUkRUVRVaoCNhw2cUK3WmRqfCpSOlKc+7LVDpKQmJYUyz3XZqBnksIBbIBsiJ6MoLr9YsM2B6OATNMkmYyhqvfmJP7X7fdeBN63bx+ZTIZVq1bx1ltvUVFRUfxdZWUlXV2DEQX/q/Z+utYVFZ73/dvQ2VvomQT+aatLRKvMXAb3rm/xxeGzkVcswZELk9j0jyiTlxPZtx61YgiVD3ypYI8nYatreV9p3XzfHd69pBMY+wxD/QqO8iCdP/0Sqr8cz6wHRBji8Aj4FiYoKr5ZD2AEG9HCgmUcmP94YWc3SF46zFdXlXMtXMnNhMnK2U18yGejyqGhnN0EztFokc5B16EXXI3MXAF5Uj0Mxeqg792fCojq6Nlk71wmtPVX+OcKhEF490tUP/0NrFMfJJRVOZu24C43qVJjSJffI3vnIvlwB4H5T6B6y9BzWWRVxT12PmqghtDWn2OtbKB62cdIXT6C4glQJUf5WJ3EY+OrSN26iHLsBSSLFT052AlMitzmK/evw0YOixTAyOcwcxlCO57DNXoulQ/9MVo8hGkYyA43+fDg+9aSEXwTl2LE+si2Xya46Gly3W1kbl8kvPPX+Oc8MkirB0QqxjV6rpBiuDAYjZLvuALZFP6569BC7WTuXOpXm9QNTE28sIanmnxeQk3c4t7kgJ6M4Z//OBgmtoYxxI9sRvFWUB3M85N1dkxPBX0pyEe6sIxfgadlMrn2K4R3vVhMI2q5LJeck6heOx6rGxGZIE6Dua4bGOk4Zfd9ETMdBW1wKix2ZBNlKz+J6vRg5DJEj2zCSMWwVjUJVdFYiOTlQ8jpuHi+ksygdIih02jp498/0oSa7iO/6+8xJi/DUlY72FQe8U74xywg33UFM1BLYN5jQhpZksl138TExD16LuH3XsQ/V2QIZKudspWfQPVWYKRjYvG12gsa/n2Edr2Aa+Qs1OlryVePJZ5KIdlcBJaOIKDnCo5sMtmOKyTP78U3eSXxqIc+WwDJ5Yd4DCNzT5pQkgrSzyFB4CogeoxUBDmdLqZckO/CSCXIdGBkUshWke8nXbBzlGQwBU7fjAkWvWRzYlNtmIk0vQNMewDkbF5EAbkkREOY916bHBWSEZKEkR1gYpUS/ZiKimIZ7PzncNgZPrwJi8Uy6Hf/Wfu9bwAvvvgiH/3oRwEwDANJ6resMwt2aP+V9l8xhHENHUX4vZeIH90snIQGIh4MHWu6F+XiFrDasTeOI33zLM7mScKo/e3vF18oa80I/DPWDMJ/a40zefNQF72RDNNby/j0tF5stcNwjZxJaMevi9/lHrcAPRUnffUYudkf51tvRvnGA40YF/cXkRCy3UX5yk8SfucHVM/5EH+zsROtAIf75ANjWFA7nMieV3C2ziR+rPSUprh8xVSAo5DbxhR69QPN5K3VTejphNDKd/m4ErXx1y9eLDpgjRlWxoRhAVbWtMLxrbhappE8t7fIT5AsNoKLPoCRjOCduprkhf1k2y9jq2yge/2/FvHJrlFzcOl5UpkEZKT3tYJ0tEwl+eY/EI+HQFaofuLrWII1RUOc7jf/rRj2u8ctxNE8qQQ7D+BoGEvHz/+Uygf+iMje1/DPepDokbeLzyLfewdrTTO5ASdnZAVrZQP5nlvku2+ivt+1NY4jfuY91EA1saObSw4Pircc2SLSY9Ltk1QMm0E6MAPlHs8CS1kNoS2/QHa48c95BFvNcEw9R++r/1D4C4nqBY8TO/suqQMh1GlryPfeLnFyu5X10hNNMsabJ7zzLXIdV8QnbU6C8x8ntP05yuxu+rb8HGfLNKxVjeS6bgy4V1Vo7dwjcaJ6gnSv/w6+qStwj5xFaOsvcDZPQvWWC3vRAdGM4vKj9dxEP/IDdBCINcVCuu0sZcs+SvJcKdbf1TKd9NUj5DquYqsJD4goJAKLnkJ2eonse53AvMfp3fTD4v3aho7GXjuC6AHB31A8QeEEtvN5zHyWZE8HB6Q5PP9Cv07UZx9oYYavC6LdQql02ETix94heXIrwdkPEdC6SR3ZiHvcwhLiHggCnX3YBHo3/YjgvMeIHBDWrsFFH6Bv0y+LxV5H8yRkq4Pk+X1YqxpxNIwjeqi/AO2dtobkub2CDT90DNmOi6SvnxSb84pnSFzdc089TSKw8EmSl48SnvQh1EwM245SMynPhCWgWsnePl8cT9VfhbNlKpKkII+cj2YbjGgDiEQywD0bzv/CEOb3mgLK5XIcPnyYxYsXA1BdXU1PT3/I2NPTQ2Vl5e/t+7V4iOwdIfwVP7md4KIPiBAOsNW34ho5C2vFEFyt03ENn4Ji92CrbyVVsBEs3kfHZQwtT2DBk+JkIsk4xi3mrNRKbyTD5OEBPrCojvjm7+Of/SDRgxtKEDaJ07twtkxDcQc4EQvSE82RC3eV1ASMTJL4mfeQnV7y+19g8bhg8Xe9XUICWPUEsQZrhFyvJCPbnAQXPU3q2gkkxYJv5gMCwSMrQjNm0QcK9nWCwemfuw5rsJZs+1XcKz/PL7bfKbE/PHutD0lVuakF8c97DNVXWUJOM/NZEqd3ku28Sj7cjm/GWqEvv/3ZEnJK8vxeHM2TxGJhsZFWfVhnP1V8dp7xi0HL90PvDJ2ezT+mbPkz+KbfR/TwxpKcb+L0Tiz+StzjFxUJPkK7RjyD6OFNVNz3WZKXjxBc8GQhFSRO14F5j2GrawXEolJ+/5fIdFxFi/ehx3vJ3r6Ad9oageKQFdwTl4pCWypGPtJNxZrPFNMPlsoG/LMewpQk7EPHoMf7mGS/TY97JNKYZQUJYhveaWvItl8RKJFUjOyt8ziGTSB+ZNOA2WkS2f8m7jHzACHF7B6/CJCQHW5cyz7FyydytDq6BVqssPiD4IekLh/FVtdC9NBbuFpnkLxwAPf4RdjqWsS9esspW/ohZJcf17gFYiysdnwz1pK5fQE91kM+3EX2ziXswycjOzxE9r9B2bKPYAnWivstH0L5qk8V03eK20/5yk+g59Jg6OjJKL7ZDxeM1YWdpbV2BPGjwhK1NJ1kCsvTSctxDJtA7Pg7JZtd9uY5kRpBHAjvSqxYq5oASI19iBd23WJg+8nGK4TsDWAa2IaOwtE0Afe4hYJpm4ghW4WER+ryYYJLP1J093IOnyLEBQ+8iatlGpGDG3CPmYd38gox9wYgfdJXj2OtFGmsXNcNFE9ARA6ygmvMPDA0rDXDsFY2kL11AUPL4pu2Gu/0NYR2/Bp7/UjsjeMBAUUOLHySxNnd5O5cJJC5w8un8tjmf0QgCyUZZ+t0LNVNuFqmF0//1qpG/LMfwlI+FGnIeGxG6QL/f9N+rxHAxYsXaWxsxOkUuawJEyZw/fp12traqK+v56233uKRRx753/Ty2zVFoSRtoEW6iOx9VSxswVq0aDe6uwrN4sRM9iGboigrW+3ke+8M6i8fasfROoOyxkmkMhq9OSvjrfDL6hSSkcXsPEzE0Mh2XB8EKwMIZxQsq/+Uq3v6cDss6JEO7o198j23sA8ZSfbcPh6dY2fGsCFgaNTZU7iGrkT1VYOZxzl8Kq7RczHScZLnD+CbuhppntA0z946J0zgYz2E97xSJAXlem6Cogrhrxlr0bUMT87yY8/LVNTUoMd60CQLCZuNc20ZmoYOKcIFB7ZcXzu2+pE4h09Bj4ewBKpLGdKIgpzkLse39svopsyONoV3Thp8etmfMW6IAz3aQ/fr38Q+ZBSOYRMKYnEq2d5bWCsbSorLxWfTd4dsx1X8M9eiBmuL3gKV93+RbOcNtHgY9/JP0551klswlnprFDXZg5HL4h6/GEfTBLE4qhYy146BpGCtqEd2uFH91VQ9+icY2bSA3alWHE0TSF0+Sj7SRXDxB5AtdgwtT773Jqlrp/BOWIJ/zsPoiTDVjiw3g6tQhi+kMt9OfN+rJXWFrDWAnHufvG0uXZALLsxZh5uaD/4Nhq5xuy9Na52JI9+OHh1MEsz13cHRNF5g6ltngKET2vpL3I/+Faok47arGNEu+t7+PraGcZQtf0YssIoFS/kQ4Wdw1zhdksj13MTRMA7ZHaBs1SfR4yEUp498Iop35v24xy8oykbb7W4cj/83JMWCbhpUDh2NkUli5POY2aSwE3X5Bt+vlhPaRs2TSZzcMej3RjaNZ/KygoevgWx1Elz5KfKdl7kkeTHN0pRTTjNI5qDC7UfylGPaPLgnLiMzYgmmniLfJtK22TuXcLZMwz1uIbLVTubmOSHNIis4h0/FSMWEN0Y+i3Zww/tc9wC10Eg3lQ99tYAwlDC0LGqwjtjBDcIPxGrHyGew1YwgdnwbnXk34eZ1eMY8TkWmDSMTwtU6C8ucR8Ew+OxM6JGG0z7ljxlfb8WQVRSrhB7rIrDgSfEcVSsoKnlDJvbSN7Cs+Dg46gdd52/Tfq8bwK1bt6iuri7+22az8T//5//kC1/4AtlslgULFrBy5crfy3frOjiqh5X8zFrZQD7S0y+rLCsEFz5F5MCbGKkYvlkPET+3D0fT+FJNIEC2Oui9087PjsDRKxEA3A4Lf7E6iHv3jyhb/jEk1Uo+1I61qqkU8SPJ3M44+fZPLvDx+1o5eLaLlKcBF6XN0TSO9I0zOIaNh3NbGVE7jPDul8kpKu7FH0SP9xDa+XwxJeEYMRXVE8DIxOl9/ZtYyupEHlzLARJmNiXMxgFHywz0UCd9W39RjE6apq1BbZ5B5M2/KxJ23EPHMWvmU/S+/NcEl3540HN1Nk3ANHQi+14X3gYt07DVjyR7u9/HNjD/CcKbviekF4BZNSOwTHiQlG4hsuc17LXNwuSlvK5fZ0ZWKFv2MZKXj2AbMprsrXMDvlVC8ZaT77mJ2TyJ2KG3iixfxVNG2fJn6DnwNru7ajlw+SZ/PDVJ9MBz3GV++uc8TPLSETB14ie34Zm4DGvFUELbny2af1vK6nCNnEn81A78sx7EUtmEJEPi5A5co2YR2ft6sb/gkg9i6jm6XvtmcSz8rbP4TW4mc2t1HAMWf7N5Nr9JTmBkl07TQK0gKHj3imckqVZkm5OuV/8nRjqBBZg3ZBxq8xqs5mAhQEfTeLK3L4hNoEDKkj1lbDqV4O3jffzdCgveyEW0aA+e8joUp5d8uIPE2d0FS0tQvBUE5q8TxEdEiq/ivs/TveHfhTihxUH56k/S/cr/LAIPXKPnCNKhlsda3ypSuLKM6g6SvnyUVIE05p/3+GBioydIpu00mZvncDSNH8RjsFTUEzu0kXhxbINUVDWSbb+K16Vjt5aarwS9doL2PH0bfkLZso8S2v3vVKz9PMaWH5FMRAjMe6y/c9McxOB2NE0oeGQ3YBomqavHsDeMJdN2puTvpAH5dmv1MExTI3F6V5F7ItuclK34OEqhUB/e+SKu0XPomflF/uH1G+Q1gWpbM7OOlcoVvOVlhHe9iBYWYAB3oJqW+Z/kmR9c4UsPNDE+sa/43iKr4gBitSPJKo7xS4oR7u+i/V5TQKtXr+bb3/52yc9mzZrFhg0beOedd/iLv/iL/3IN4L/UTFOEqIUBdIyeR/zIgElg6ET2ry+G4dEDb+KoG4HiDhSdmyTVinfaGjI3z9OmVxYXf4BEOs+rJ7LIdaOIHngTz6RlJC8eFKFwIXSVnV60eZ/itRNpPrakmhHZs9w/vZJNVxWY+mjRrcpRCMMVdwB7/Uis5XVE9q0H0xDonZ5bxE/vLMlHpy8fwd4wBhNRiMr33SEf7UG2uQgsfBK5oFBqrRmOZ/wCQrueL0lNxQ6/DZHbJWxN/eZpLLE7IKskLxwksOgDRTcxe8NY7E1jsXjLiy9J6vJRXK0zsVYLRJBtyCgyXTeKiz+A1nGZ6WVhRpZppC8fInHmPTxTVvZP8sJYhHe/hKNxPO7Rc7AWEEay3U1goUi9STaxZQ6UeNDjfaQuHyE77kFe2dvFo5M9yIeep7+YaRI58CaBBY8TP7G1cF0SmTsXi4s/iAjDyGUwdY3MnUtoyRCxo+/gGj2HyP43S/rL3L5E7PjWkrHIXNzPyhEm29rsSJMeKMhfS4Qbl7D5cDvP7Y+Qm/dZFLcfAKWsHt/ij5A4sxvFE6Rs2UeJnthaMhbmrdPkk1FyWPHPvTtXwDFsIqrbj+zy42ieTObmWZRgHeHJH2X/5QRfW12F7dxbOMcuxD5uGXo8RK7nBkY6UVz8QZDPMjfPF5FiZj5LePdLOEcKdVL36NmEd75Qsognz+3FVtdC+sYp5ILZCQXMemoAYzh+/B2CSz8s/G8BS7CGsmUfJX5yB7nuNizldUW0l2SxE1j4NKZh3jO2IRJn95DtuILt1Bt8bU01ZT4xF2vLnXzt8dEY734HR+M4khcPYq0dQfLiQYx4CEyDbNd1PJNXICkWUhcPElj0tEi1IFLA9iEjMbJp3OMX0bflp1i8FThbp2OrbynMPZewaT2/T6QdZz2IFu1Gi/aUEA+NbIrY8a0kzu8vXL9J0hLk+1s6SuCgGw/cIVI1BSMVLy7+AFq4E0fXKR5ZOIxJ/ug974VGZN/r5PrayYfa8bRMwZR+RzoQ/AFLQaiqoK3LDg/++79COplCkwfLqBrpuGBOznkEyWrHVteKqeWwVjXgmbAISbGQvHyEbNd1ugKDiSBXOlPIo8biVjXUiqFUtswgFY3iXf5JjJ4b6JpG2OLn89NCqMd/jB7vY1lFI9qUx1F90wgMa0UyNOHylYqR77lFeOcL+Oc8XMyRqt5yYTVYsCkc2LRYXwFN9FjBpNyD7KlExaBq3SjyoQ5MLYuZzZQwkUUzMd/H0F6PdCG7fGRvXxB9L3wa1VuG7PBipGOEj7xAYP4TmHoeyeoA1ULZ8o9iZNPkVA+Jzf8+qE9b9CaOYBB1ygpix7aU+MQWxyIVQ3b76X7xu7hapuNsnoSZyxA7/Db+uY9S9ejXhIgYQgHUWjkU0zAEosLioLXezehqBeusB0GSiZ/cJuoMuiZQM7kMvlkPYq1qxMimKFvxcTJtZ4qWj/lQB6q3DElWURQLgUVPY6saRmDeOkxDI35iOxga7tGz6dkw+B59Zoy1M0disTdSNmk2erQPeybDhxZW8+Kebr6xyeCBKZ+gwmXgLqtAkxWCc9ehxXrJ9dwid+vCoD7duV7kwHC0xukkKmaTzZtU+a1Yk7fwDR1L5tpJqj/wN8QMB7mwzlfW1VGlRFHrPomeSeIbPx8zEyN19dj7IqJyPTexBKqKC1K+9zaB+Y+TuXlOGMG/DzHS1PPCG9hfhSRJyE6f8I8eOIcSEcLvvUz5ms+Qa78sNldTSIxIioXkpYMoTh8VD34ZCZB8lSQHLnx3r6/jijDk6T1Exf5/5b9PWU7aVk5Vayv2fC/MW4fs9gsntmQEJAXXyJnoqRjpK8fI3L5I+dovkO+9SebOJQJz1wm2rdUBuoZlbi353luCHDh0DEY6gWfySgLzn8IwTSRDQ13yObrjEjEMar1gid8W/h2ZBLFjW4TEuqnjapmKkU7iGj2XPqWcnh0nB92PprrI9b1PirnzKo8unk/uouCEWCsbcI2cJd4xWQHVhplLYaRimFoIqn83UcAf7AagaeBuGk/k4JukCybbjsUfGKR9ogaqybSdLaBxJPzzHyfddoZs4YTrHD4FS00zrhFTaKiwD/qeNVPLcUpXiB3fgXfKCsLvvQyGRkKScS74ENqts1i6r+JqmU6skCt3NYwme+p1su2X6UGkAryTl2OaBqlrJwATI5sqSNlGyHZeR/GWC6TSPbR4S6CK6JHNxSKhJViHe8wcwrtfFkWnOY/St+XneKeuRPEESzRPJMVSLBKX9FlWT6ZwrRZ/BZnrJ1GcXuIntxNY/CFcI2cS3v2yeI6yQtnyj9Gz8ftofXdQvRU4WmeQv2eSq+4A3a9/E9VfJUJzifcZixry3Tew1Q4XYmEDQD+mlqfzxb/FP/shPJOXk++9U3QZUzxl1K1p5TOjuklt+D4pTCTVSmDBEyLXaxhIskJwwZOYkkzfuz8pPgd743g8k5YRP74FW3UTuR4VSbXQ9eo/iWdkdRBc8KSALc57AkmWiB3fgr1x7CC2tKSoBBNXUJVywns3Cp4HMNUdZOh9n+Rv17fz/J4uRgzx0zIkyQr1EJSXkbp8BNnuwt4wZpDaqqxa6L14ipd6Wjl4XtRGgl47jy4ezjBHjPqhozlwR+Hf3jiNbphYLTL/8eEhpDf+C/656wgd/DFGLoN32ipUd5DUxVI4s33IyBLVTvvQ0cRP7cQ3fS3ZzmvYappL+AcA1qomwjufJ17w4rVWN+Gbfv+geWSraSa6fz35UDv+OY/Qu+HfCoQrCd/0+0jfOocW7sRSXk/fph/gaZ0xqA/70DFYyupIXTokaiYn3sRX2YiRuYEWqCZ2fAvlyz5K9/pvF6MnV+tM1IohoqbncIOWJbLnVRzDJpLrbiNUWA8kq4OK+79A5MCbYELQ4SH03ksEFzxJ95afY6TjZOd+in/d20d7nwCFjB7q5ZnWXtSjrxR9upMX9uFoGFck4aGoBJc9w6SWMo5fKq2P2fIRkba7cbrk587hU8n33kJSLVirmnA0jS/Mb9Ff+YqPk9eyKN5ysLnel7z827Q/bC2gSDfpK/0LZvz41gFoALHw+qbfN8CmzyTy3ks4G8cWP5O6chRZllE9ZVRHTvD0kgZURTy2sY1eVjSbRPe9jnvs/MJiU8jxmgapXb/CPmE5ejyEZLXjGD5F+BFYbSVsVy3SRa5bFBfLln4E2e4mfmon/rmPoXjKSF87ga2iHueIKVgLdQ1JteKf8yh6Pl+CEMmH7qAlwgJTnYqRvHIUR8s0kdue86iYQAhGaGDBk0WJA0DYEs56GK3vNiDhGjMPPZ3EVjuc+Mnt4m8K+f+BcNrQ1l/iLry8WqwHWVWxN08Rv5dkPBMWk+u+WRS90qLdpK6foXzVp0rHYuoqIu+9jHv03KLRu2S1E1j8QTFGuoYW6cESqC5BJ+nxPjKnt2G7LTySQRQcI/vX45m0jMD8x7EEasj23ibTdqZkE8zcOIXi9ot7TYQFBHTASdTMpYkdewfniKlo0S6iBzaQuXEax9AxWKub+sdi/uOFhVRBi/YWF38AMxGiqn0XI4d4GVLlYdn0ocypSWOe30Zk7+t4xs1Hj/fhGjWndCymriJz+yK33WOKiz9AKJbh+MUedl83CCvl/MeGy0UNpvljgmR2P4ulfAjpG6fRE2HMXBojFUe22nCPnV+UXHa2zMBWMxyjEBlaKxtwjphK+soxogfeRPWVC1P5svriWASXfpjMjdMlG3yu8zp6KkqgkPcHkXZ0NI4TKKspK4nseWUA21bITvtnPoDs8ouUW3cbuVAnnsnLi9fnGDYRSVHI3DqPdcgoQKSSvJOXISsqkX2vUbbso8KCckDqLHnxALKiICkKlmAN+Vgf3mlrsA8ZVWKPaubShLc/i6t1Bu4xc4ge3oh96CgS5/YIpq6/mr2d7uLiD3DuZoyLxhAkq0OoB3e3CfTQ3teKcw9dI7LzOT63wEN9pZjfDpvKZx8agz/ZhuLw4GqdSeEUhKt1JrLDS/rku0gWh5AQObChpL/Qtl9hr28l116qhfV/2/5gIwBVZRB5SAt3Ej+xtSA8ZUF2+Oh68W/u0fgwS6r+hR9hrRmBSzeZnswy51PjyKIScACh22AaSLI8OMViGuj5nCA1xfqQ7SECC58qioQ5mifjHD4J2e5BcfmEVLRioerRPyUfakdSVdyTl2OrbERxetCifShLv0A0puOwKiheSO8drOmT625DDVajxXrItV+m6sm/RJ95P705J8rqPyMoxcleOUJkv3hxnC1TBUS0vB5dy+PwBPA2fR3NFiCfjKAke7DWNOMZv0jUFe7RIze1nCDEFFp0/3rKH/0zHJNXIye6iR97t6Qonu26QfmqT6NFuylb+UnyPTfRkxFCO57D1HKE97xK5QNfFM/M4SF59Xjx89a6VrT3CaGzdy7hn/cY+e4bxfy8kYphCdYS2vJzKh/+qng298hxAJj5HO5pa9EzSczYYGJivu8OrpEzAbHBAYR2Po9r5EycI6ZibxhH9vZFHE3jkJ2ukoL43SZ1X+YLqx8glUzjk7vIbPoOpq5h6hrW6ia809fSt/nH2OqGU/XYn5OPdBM/9g56MkKHY8Wg/q61RxlWW49PyfDdxzykVT/fereX4RVW9KM3cE5YXIgmRYsf34KtvhXf7EdwT1iMjoxs6uS6blD50FfItl8iH+4U/BVM9GQEe10rRi6Dc9QsMkNm0J2SyTusuLoHeC20zCdSNo6I4aXKm6fi4a+Sa7+EaRio3nIqHvgSit2NNMNC7Oimks3X1DRs1cOQrXaqn/of6OmYULOtbkaL9Qom8M3LJFtWkGuspny6QdCWg3wOxR3EMXyyqPPNWEs+0o3qq0CP9wqei9OLnoggqTbiBzfgX/AkhruKzJq/JpXV8UcvoZx4A1PXcDZPxjQ07E0TMHMZIdSYS2N6qjhzZ3Da93KPzkRPkHxBFsXRMIZ7j+RGJonLTPHXjzUSyan4lRRdXZ3kqsaQ7TmOloxQft/nkCQJPR1Hi3djajrRgxsIzF03uL9sCvK5AjkuDK7GQdf127Q/2A1A08BePtg9yt4wRqj6ZZJk2s4hO9wlk/Iu0WVgU4M1RA+sL546zYoGKuc/zttnoMIJTYqKmc8hOzwleVZJsaAoMt1vfBPPpKUYiQh6LIQarME9fhF6JkHfOz8V3+GvwjtpGdFDbwmdlK2/QFKtVKz5DGDS9fLfk5j5Kf7plXOE44KJunpKBQ+2zoB7tNVttSOKBB37kFFED23kct19fPu1U+Q1g/ljy3lSuVG81tSlw6QuHRZqkaqNrre+W+inBfvQUZjBWlwt09EiXcjOzCB0h2xzCm30gS0Tw0xEMCV50KJrr2+l750fEVj4NJm2s0QPvVWkw0uKhcD8dXS/+a+FU52Eb/oa7A1j8UxYTOzYuziHTRg8rkNGEt37GnomQXDBk/Rt+5WQT7hzCdM0CWt2rIoqToED5AtA1Fi6fvlnyBWNpciRQrPWNJPrvYXiDmKpGCIKqaZB8vw+Agufpnfj94s5dGfLDNwTFxEboL9z9/pyO76H1+UraNCIQ4bscJO9cwXJYkV2uEhdOoyjcSJ6tId87208k5bR4Btc9Bs7rIxFFT2EX/wP4RZlsfHXKz/DSxdgbN1osh1XsdePLEHaZG9fJN91nfS1k9iGTUIN1hLe9kvKlj9DZM+AEyxiPqYuHyZ+ejfZtX/D3//yIpGEGKMH50xn0bA4mq+e565Xc/xADIjTVOPmjx+oRr1yFOewSXSv/7Y4HFntBOY/iX/mg0T2vSZg0pKM4g3S/fo3cY+ZS/TK+uI8sdW1YK9rJW1Y2O1dwWvruzDNMF6XlT9/bASe7d/DN+M+wntfJTj3McJ7XsE/+2FC239VhBC7xs7D1TqD2LEtlK/5HOGOO7x9Ic5vDoux93vc/OnqL1NvdND37s/wz36I0HsvikOcJOObsZZsdxvTm+xcvVNaJxtbo6Ad7ymM62iB17/HSU5xB8jcPEv82BZqHvoyfW//FGdhnTHHL8Y1ejaJk9vI3Dov5lhlI/656+h+/Z/RE6FB+kdKIVKy+CtR3mdd+23bH3QKSPFV4p1+XzGktFYPwzF0jJBJ2PoL4qe245/5gND7QIS45Ss/QeZOIT0jyXimrUYLd5akHLSeNtJtZ9l2NsrzByO4l32axMUDBOY8IrRzEGzNwOrPkjoo4IPx41twDJsImOT7OrBVNZK+1C85rEW6yHZcQXEHSJzbIwqg+Qy97/6UXPsVqB7F88dyxcUf4O2jPdzSgkVPWQDHsElIsoKejGKpGIp9yCginma+8/qFIiJhz9leOpvvL6I/UFR8M9aCxV5SY8i2XxI0+MJiJSR4JQLznyimbu5K997FiEuqFf/cdcSOvoNkmijeskK4K5q9Yazw6G2/QuzIJtSqppL+XOMWEDv6zoCQ3hRkp9FzyIc6yd6+QK7nFu6xC4rjaqsdgeqvJB9qx0jFiJ/chnv8Qnwz1pK6eozs7E/wFy/cQB02HVtNM7ba4f3jO3FpgaAmYXRfIxXqFhth4RCg+qvwjJ1Ptv0KjqbxeCevKKbRrDXN5PvulCA6UpcOYiRjeCav7L++mmasZXWYpoF/5gOCJIZAiPnnPEr81HYie1/HPWYugQVPET+1FVPP4xgxFcXlo/r2Th6YUYlcCLJa6r2smlZNdsv3iouOmc8S3fpTFrbYccx5UsA0K4cWU4Z3U3HZzqtkbp2DXJJs3sA39zFMWSYw/7EiWk7xBPFNW0PizG7kYdP42ZZbxcUfYP3eW4SblnNZauL4tX59pusdCXadDeOb+3hJmtDMZYgeeIN8rEcY/VjtlK34OMmLBzH1PEYmURoh3rkEkkRo6EJe3d9VVHeOJXP8aFMb1tlPEN3/Bs6mCcRObMVaXk/6+skS/kjyzG6MXJbM9dPoyQi39WBx8QeIxLM8dyhF9NZVXKNnEzmwvj+CNw2BCBwyiinuTiaPEHUySYIlk6oYlj6HqeWwDR2Do2kcsZPbCMx/XBSWEYu1f9aDQsSvYTSxwxtLDpnJC/sxtXxx8QfIdd8gc+sctiGjiZ/eRXDhUwP68xFc+hEkSaL3nZ/C+xgb/bbtDzYCUFVIXz2GZchYKmpHIMmKIKtkM2BqwslK14gceovgkg8KoSdvBVo6jnf6GrxTV5IPtZNpOytgZfe0/K2zDKtsZd/5XjqzPupGzcbIZyhb9jHxXbkUqsePf/6TpPMG8VgSyjzkbr2NFul+X7XNbMdVcUI9t1csyFeOFgTQTLTyZi6cHIzi6AmnqM+mqFz3Z8JNCYm4GiBZPY9Kp452ZTdxpZFsvlSD/5/f7uZ7n/gStnQvit0Jih0t2llysrcPGY2tqgnT0DC1HJZgLYrDTXjX83gmLEF2uIm6G7nSF6N8SCMVj38dydAIbf0FWrgT57CJpKNhlKkPUjV+EUYujRbpJrxLaP7fTdsYbj+VD38VI5dBsbtIXzky6D4N2UqmQ2zMyfP7cE9aTuWDXwIkkuf3Edndbw6S627DuvDjnLkVpqvpY7z2TphMVkO3edDDnXimrMI7VUZPRYuRkuJwi00zH8PWPJWqhnHiBFbQk6986Cvo6SSSxUbZkg+RD3Vibxj9vmigXOc1kCUqH/oKpmIBmws9HiK4+IMYhkHVY3+Onk0hKwpGNkX5qk8TPbIZa61Qaw3MXYcpKTgdHpJndiFd2c3S6g5mrV6EZioEtDsYShPSzKfw2oXUsWyxkQt1UO410awO3Gu/iJlNYm8aT67zBnoiTOrqsaIsRr7vDqpqI1E1gXI1hWF1UPXon2Lks2TazhLa9bwQyitr5uKh2KB7TFv9XArnB/38+LUY94/2C50f08DIZUhePoJ71CwswVpUXwWOkTMx0wlkm1Mo2d4TLQHkwx3E6mcDpdHa9c4EWXsT6DrOEUKqxD51FZKsYqsdjiTJpK4cJdtxFT3aQ2Dx00iygt3tA0oJhufbIuRHNqA4+h3oAOFZEO1Bdnio0EN8cUUF3QuHoMpQ5QYlY8cYNpxs1zWUQB3lKz6OqeWpfuLr6KkYmRunCb33EmYujbViKLF70E2qr0Ic6gY0W+0ILP5KHMMmCenpfH9/ssONkUkh2RxgaOixEDgbBj2z36b9wW4AmgbO+pEkLx0mcUIMgCVYS3DlJzDTccFWVVT809bQ9+7PMDJJIacw+0Gi5w/gGjkD2eYife2EWIzvadaGCVw5mKS2zEGtTyW2Z7Mgls17jPCeV4VGuGLBN+tBchcOIDVM53B2ImMbp5Pf9iN8UwYT4Gx1LWS7bmCvaylqgAj1QQlLzyXGNczl2NVIyWfK7RoWfyXJM7tInt8vPlM5jM7GR/nu4ShfWjyKCq8Phy1NOitCSlmW+LM1FSQ3/COxeAgkGe/k5eR6b4sT+6jZgEC1JM68h2vsPBR3ENfImWixXoxMivjJ7XTN+ALffqWLZDqPVT3DJ5fVMi0QRi6cXCSLjby3Hunw68QKYnp3IbeRva9hqx+JFusl33uLyB7hGiZZ7QQWPEV0/+slXIL2jANrcBTK1eO4xy7ATMXofuNbBBY+RfLC/pJnYqkZzquHo2w6Kl54SYK/eqiO7N5nUR0een9Tumg7h09BT8XxzXwAxeoiX5DE1pNRovvXY+p5wUdY8AShnc+DruGfuw5T17DVtQ6ySLRWNtD7zk+K0g/W6mG4WqbRvec1MDRkp5fyVZ+k5+2fFiwNbVQ+8hX6Nv2w0JeEZ8Ji1GAttvpW4sfewei8gqNTLBra2JX8atstPjTKTmT3rzC1XEFJ8zHMTAIlFUUzNCK7ReHV1TK94LHc3xzNkzCyGVw399F1ZBOYBoqnTEgOBKsFkxKw9FxiTNMMzlwLlz4zM8mIeh/bj5bWY6a2BJGjd+jb9zoYOpbyeoLzH6f3nZ9gZlMiQpy3jvjxrWjRHnyzH8Ze3zJI58lWP4oy1+AExfA6N45sCPuCJ0hdOy7M4asaiex5VSiTFiId2elFdnjI3rlIePuzlA8ZzSeXrOFH2/rHamxTAFviNErFKKL71wtROdWKf/bDxE/vEilS0yS96xfYCpIykebp2EZMI7n5ewSXfZTUufdEZGzoBamMT5E4t6forS3e59YS3oAW6cYzYXFx3jpHTEVxeunb8gvAFOngKSuJHnhTpIPf/gG+uY+geIKo3goU3/vrAP027Q86BWRkk8XFH4ScQ/zoZgxJomz5M7gnLiGyf33Rp9fU80T2vIZ7zBwie15FcXqxVjWhp2Ki4FRo1prhOJsncd8kP0/O8JLc/hMCc9fhGb9IsIoLYlqmniey9zXco+cgHX0Nv97HHapwDB2NnksL3ZJCs1QMEYzEXBrXyJmkr51Etrvxz3oIxR2Enms8PkGhOigWV1mCh2dWUtG1H0tZXXHxB9C7r9GcOo2JxOun81hvH+OPHxuDwyb2+8Xjy6m4+Hp/WGoaxI5uFuzMs3uwVjZgrRhK4sx72BvHEj++FdnpIbLvdRKnduKf9xjauPv49y09JNPiFJjTDP7jnTu0xyRcI2finbKCLHbUZDeZAUqq2fYr6OkE9qFj8IxfSK79ilioCjUAM5chvOt5vJMLG6SsYJ31JC8eSXIyXYvcOBlLoKroKZu+dhLv1FXFdIviCeIdv4jJDTacdnG/c0eXUXXtN2Svn8Ja2VCUUAZwjZ4rcNkFjXlTF4upkUkQ2ftaMVd/99+ecQswtRypy0eJHdmMtby2KHkMIoWleCuK5EIQYoDh914q5nSNVIzQtmdxFuaUrb6F6MHfDNhITMFENzTMbKokxWetHsZt/2QWDbfAnp8VIzYjkyS673WyHVfQUzGS5/ahRbrQ4yFkm6NIboK76BorGJpgxxZSNXq8j8TpneR6buIaK67fpsCH51dQEeifd+tmV+E/v54JlRqzR/Vr5I8a4mFui5O+d39STE05myfTV1j8QQAGwu+9JNBIpkF076vY6lqKek13ry9f0UqdNcHT86uRC7mvoNfOJ1c2okRvE9n7Gsmze/DNfJDEqV39stSmQfzEVpwjppG+cUoIEUoyuVvnmGy7QdAr0lwVAQdPT7ESGDmF0LZfFLW/BAjhFYILniBz8zxGPk+usPgDaFcPYeayOJonozi8RPevL96rnogQObCe8hUfF3UxRJTrnXHfAPauhHv0bDDNItnUVjuigLIrSHlHukhfPY6lvJ7Y8XdxNI0nsudVct03BTtf/t2d2/9gIwBVhdwA1uNdqr+kCncq2RPE4Q4Su8daTjgBiZc+H2pH9QRR3H5sNcPxjF2AqVqRLVbQMiwfaUXPpslmJxE99g7B+U8MNgwvFMHK136BSruDpGmiVA6FfBb3hCU4xy4APYdsc5FNJnCs/mNUKUv5qk+ipaLILi+YUPHwH1OeTvG3H26iO5rHYZWpcuZRjDWDbCkBLJ1nmN4yngYfOOtbmODT+I8PVKHKgMvPzesrsQ2Zhf382+gFZEtxEdbySHWjyK/9azpMGYf7dtG8Xov1EDu6iezcLxJNXCv5TsMwiWhWhgbLsDVNxDBMkkcHG6hn2y/jnb4WU1aw1bdQ5vsYud7bJM7twz1yJrLNgbWqicCaL3JH9/PiiRQnrndz4nqcnmlLeSjVX4/J3DyLkUkQWPQ0StlQerNWMkqOJreFf/r4BMKhKEMCMtEXhbREeNeLuMfOF+zlqkZkpw8zl8IxZiG5cCeSlsNIRcUcGMBRAGGaIjs8eCavEIXsrb8gdekQ7kLBUfVVCCBANoV92CQs/kqheGu14Z/zCEgSejJK4vQutEgXimsukmrFPW4BfZt+NOg5mfks+WQETJOyZR8VImSqlcgtlXo5NPj6klFkRUX1BPBOXYV7yirIxNCTUVxjFuCfKwrcksUuJMQzIi2oBqpxj54j+kjHUVx+QURqmYFsd2G5eID/NtVBWK3AIWu4rr6G0X0N59BmnnC1sWbNZHQk/JFz+LpDDIwVJNUy2LFN10quXUtGkaY/jk82sFllFIsdQ8ti5lMscl5i/P0N5B3llLtMAs40ZsMYYvuFwmmu+waZAQt0cS6mYqQuHkSxu1FcAhHErVP824c/QjRrYnV58eR7MDPJEgip+LCOCfgWPEFo8w9LfmWrH4ndbkGdtKwoCz6wZW9fhBn345m0rJhSyty8gH/Ow6KupKikLh0itO2XBJd+RFhmytKgfjJ3LuGZvIzYwd8QXPoR7I3jiv7AppaH6sEqtr9N+4PdAAQKSJz0bPUjsdeNEIQPXUMNVBNc9EHS7ZeQnd4SoxGQkFRRAJQsNhGmFVB9lQ9/jeyN00U/XmtlA67Rc0lfP4V/2hqyHdeE6XOJGJyEJVBNZM8rglAjyXgmLgaHl+S53cSPbxVqhqPmYqltJbnrW8S1nNBBWf1pet7+QYFH4KDygT8i99Y/4eq7DbJCdvJybA3jsBbUGwc2o2Y0yyoTGLt+TOSMncDcR0nsfhmjkHu1zfwY3zxk59HpH6f1yq8x+m4Wi4CSr5LnD6Z450QPpgljGsbzJyP79VD0eAhrz3k8TjfxVH8eWJbAb8kjKTbCW35Krucm3imrBl2bc/hUjFwKPdJJZP96zHwWxR2gYuUn6Nvyc2GdaLHjn/cYF6I+7I7+7373WBcLV9UyUA09192GpeMq+s0LqBMe4M9f6eVrS5w4DvwL3nSc/MhZIr12+wKYRhELXrb8Gbpf+2cArC2zkUYuxJlLCsZzNg33GHQrLh+26mH0bv4xue42bDXNpK8eJ3F6V1EWOF3A/ztbZ6C6/WQ7ruFsmUb0wAZMPY/qqyS46Gmih99GT8cJLvoAqWsnsdUOJ3NzoP6RmH+KahWqtl03hLS3aTChqhnL7KfJ3EOkkwues9mOa8SOvE1w4VOkrp/GWl5Prus6obvXNmoWjsZxolBc04yzaUL/9XkrCCz5ILLNRc+b38ZW14Li9OOItCHdeEXMrbvX56nEvPYy7mtCAsIE1OFfKLkH09CRrI4S2QxkRXi23v2bTJJM5zGe7x7GpGE+xqV2kDi+FTCx1TQzdNYIejb8HZrNSX72Q8LQvfCe5bpuCLLaPSmku7Bk1VsmTNUBW3UjkQ3/jKWyCXvrDLq3/Azv9NWFiC854LMyRjpB7MhmpLqxUJD6do+dj2nohN7+gbi2oaOL6cy7zVJej5GOkTi7uxhhVz3xdUJbf0m+9xbICt5JS3EMmyii3d0vE5j/OPc2paaFZOUELGXHSF06RPzYu0g2J+UrP4lcPvh9/23bH3QKSLa7cI2ei3P4ZJGnKwhxaeFOogfWC4nk2Q8X3YCQFfyzHyJ5fj++GfeTG+Bi5Wgcj6nliB15u/jS5brbyHZcRna4SZzbg56O4pv1cFE7B1khuPxjJC8c6GdTmgbx41tRXL7i4g/grBpKYttPiyG9Hg/Rt+UXOApSsraaZmJHN/dLKBg6sSObIJciH+nC0TS+/76D9ViHz0Df9h+YWg7P+EWEdr1YPOkY2RTWfT/m4Sk+vrf5DvGR9+GZsEQoS46eSxflbD7eU0RfnG2Lsa/djq8gsQBgvbKDP3qoBbtVQBQVWeITS2uptqaFcuedS0I0LJ/BPnR08dosFUOxVtRjphOE33u5GHXoibC43yYB8TTzGcI7nmPhUI1hdV7qK4Wukaab3KESRyF8BsEgtlY1krlyGOPoa3xsURWOAz/uh7lePIh71OyiDg+AZ9Ky4mINkLu0Dz3cThobRi6NpBbutwBvlax2tNnP0NfZjR7vE0JsjeNRveLUL0lySX+piweRXQGco2YJTftCKkmLdhM/tZPyVZ/CNExix7eQOrsHV+uMom4OCL16U5IxClj5xKkd/amarqvkL+7BuvQz/ddnseOf/TCqp4zEmV2Y+Sx9W36Bd9ISTD1Xem3n96PH+sjeuYxvyioi+17vv75YD5G9r5O8eAA9GSV1+WhBMn1GCWvcNm4JV9J+pCH9kFxLxRAUTxneqauL8yR16RDlK54pEsRQVAJz1xVIcxKeyctJt52Bk2+xrNmgmh4Sx7dwd+PNdlwldfkIqq8Cz4RFhHa9QPzktuJ7lr52Avfo2UWZdwD32AVk2y/jGDGVfLRHeH9UNSHbBeTbUTeC0KYfFKRWJKGzdFfwTVbxz3kE09DI3j6PrWEcSkUjyCqWQHWBqV24tpvnMLKpYnpHdrjxTb+PTMcNypZ9FMnqwDN5JbEjb4vFH8R7e/QdnC3TMQxdaBZ1XsM1dn7x+hVPkO6m1fzovSjOBR8kcWqneCeyKXo3/gdGdnDx/bdtf7ARgKpC5s5FsfgMUGC827Ltl8FdwcWwg/rVX0HKp9Etbm5Fk1TMbCVz+BWsVQ34563DEqxD8VeRuUeGASBz6wKu1hnEj2/BN+N+8uEu/LMfFqGzvwojlyF2z8kOhAaL4vQW1SDNfBbFE8Q9Zh6SoqInwiTO7MY/dx2OYRNQHB66XvlHQMLZOh1rxVCBsshniR/fgrNlmnAXs7pIe4eiZsLcnaiSohZzsHebmc8SkFOYJsTcDQx15wVM1WJj/fHB5JeNx8PMeWwGFRVDhb6QrlFz+Lv87YoVpIJj8NoMArErGKFukgMWm9iRTfhmPIBvxv2gqMhOD/mutsJGV0p20aLdpTLCpoFVizOrsYKWimHE0hp2stTIYeyBqbjHzEWL9qB6guTDHbhGzSZ1+QgT5j1G3lglIKGndwmnsZ2/pvqJ/07m1jlkm5Ns1w3hV1toztaZeKqrMVQbmtWDoeex6nkqh4wml80SMd109qVoKq/CMWUlit2Fnorhn/8Yalk9ke3Pvu8c80xYPHjsu66DBK7W6ciqBT0RIrTj13gmL8daVofs8iEpFnFylqT3nXdK6Dr+6SuRnvzvyIqKkctg5NKEd700AHJoYhpG0ROj5Bp6bpKPdKK9H8Kt+waB2Q8hSRLx07sI7Xwe75SVVD70ZYx0gjQ2jvXY6ImbaKOfIjBqFVbJoCxgxcgmMSWJwLx1ICticZRkKp/472jpJKrNhqzaimOfunykeDjymgnMuCjc303ZIskY+Sy+GWtFumzUbBJndhPd/zq+GfeLFK23gvL7Pke+q00YqhsaWkTARyVJEgizbAot2oNzxFSx2RU2UwmIHtiAb/p94uZlmeTZPXinr0XxlJE7+iauWeswFZX8jaP3PirSN04TmP+YeCfyOULbfkXVo39Cr+Hl7NgvMKfVS+LVvx30OTOfwVbVSNW6P8M0dPqUStrd03AqGk5/gFRfgsYKGwndimfSUmSrAyOXIXF6l0jZOn83XIA/2A1A08DmrxIvUX5wrs5S2cDpLpPvbmofkMboRZLgb+9z4+64QrYgsVCx9gskT24reuAObLaqRvJ97VjKh5C8epzkmd2ULfkg0YNvoYU7sA4Zha12xCBRLUuwFn1A7lF2B/BOXk5k/5uYuTRqoIbg8o8hKSqh7c9irRiCtaoR5/AppK4eJ3LxICgq/hn342ieVCRzAXgmr8TROJYi8FNRB5G3kFVyqguI4bcZ9G34MYEFTxLZ/wbDpv/ZoPsc2+TDoiXp3vDvDFy4bYkXqF7wFKqnluiFPejpONaqxqJUgHvsAvRkWGjrmAaO5sm4Rs3qPxEOaIrLf0++WEKxuchs+HsqmidRYRoYmRTJCwdIAhUP/hFGKkbv7peFgF/1MMqWfZT0qa3YKocSP7WL4IKnigSfXM9Nsu3CWN05YkrxW/zzHsfIxOl67Z/B0AXpbP6TPPW9K3hdVr6+0oPz0L9Sk4yQd/lxzX2U8O6X8U2/j/jJ7WiRLpwjpgl8/cC5UdkwKE9/d+yTFw8RP7oZxeXDP3cd0f1vFOGQgQVPoHgrSJ/eSfLCIcpXPjPo8+5xC+l781v4Jq8QjO5UDMUTxD/zAcK7XykCEWSrA2t1c5F7MLCPdNtZ7t2EQXAf0tdPkrp6XKDa9r6KbHcS2vYrsncuISkWhk98gENtNbz4bpS5o/x8qKmdzq3roYCMsowS3I++d35SNED3z34YEz+maiV98yyZG6WyyynJieyqxj9sIpZgTTFla6sfieL0EN7xayzBGoKLP0DftmeJ7H4ZFJWyJR8mdekw6RunUDxBXC3TimY0zpZp6JmkiNwNHfuQ0UUJDwBT1zBymZI0DpKMkYnjnbSU1I2zcOc0ppbHEqjm3matbCSyb33xhK8GatCzGZRMig3Hooxv8mGtahzEDldcPlIXDpA4txdMg77Ff8nrx1N8dmoWZcsPqc9laCiro9zxUXovHkKP9RZ4I4+g+Cr5XcUAf9ApIIu/CgmT1IX9JagM2eYkN+UpfrjxGuuWtGBRxWOQJPjoiuH4bvWzJ50t09FTMeIntmJoORwjphZ/p7j8OJsnk+26jnfqSqxldbhHzyF2YmuRHJS7dR5bTXNJ+GxvHA+ShGOA5pCkqIR3vVTMlQrNnB5CO54T2jlXj+OZskosYnfznbqQir2bNgHxYjuaxhE99BbeKXclBGThBXyXrSvJ+Oc8hC6pfGBhHdVmD64xc8m2X8bMZWhInmbi8P6QuirgYPloN7EjG/HNvL8Y3qOogs178xzR/W/gm/EAejKKrapJKC4qFlR/pdDxKSyE6avHhOSCaYhUQcEWR1KtBJd+eACaScI34z70bBI91ovqq0BxBwvQORMwMbMpogc3FDe2XOc1UlePoYU6iJ/cLuo++17HM24RwSUfIn5qJ/bGsYCJ4vJhKasDWUX1BoU0dgHNkWk7Q+bMLr76SAtPzAzg2PfDYqSmJyOEdj6Pb+b9IgV463zBPMWDpbzfpMNa2QCYaIkwnsn9Ug6S1YF32ioSBW0lPRkl/N6LuMeLSMEzcSmmbiDb3SLdYGjIDm9Jis89cTGhrb/EM2o24fdeLNaw9HiI8J5X8BScxXyzHyLXfQPVW4Za1n9itNYMR/GUYWZTpNvO4Jm4tP/6LHZ801aTOLcXPREmvOdV/LMfIdfVVowkTD0PR1/lvpFi7B4aI5E+8Gox0s7euYhsdRLe8XwxDafH+0Qd7PZFch1XcY2YVhrtNc9ib7uNW0YFzuFTRXrzbn+3L5DruIa1qol8qIPYia24Rs0EWSEw5xGih97COXwyissvxsITLCCzJJE6PfSb/rG9dY7UleMElj8DSCTO7CIw5xHh/114N3wzHyB5bh/h917C2TQOa9UwLP4K9ESoX6sJUH1VuFqnFRd/yWoXela7X8TSeYqvra3BPPwS7lGziwRREMgzyeYicXZ38b0I3tzGZxYHkPf+rEhI0/vuEN75a+wF4qKRihF+70UU5XcnoS+Zpjn4CPD/x+3/1BNYVcE4+RsUu0sIKQ0dIwpfhoZpGOzJtvKTLXeoLnPyqdVNVFmzWBwOXKqOYuTJ3rkAuoYhyViDtUimgRbvA8WCclfAzFdO+uZ5zFyG+PEtyDYngUVP07Ph33CNnIklUC2IMBf2U77q0xi5NMgqsbxKvKeTyjIXVptDLC6GRt+Wn5fcg3/eY0TDcZLuOhyZHnw2SJzecU/RWhiwKL5yAftLRFADVRjJWGERVkFWiOx7A8/YeaIoJyskzu3FPusxEkc2UjZpIdmeW1jL6lF95WJ9tTrIYkXLZbHKQmUSwySi27CoMg4zhWTqGNk0+Z6bRPa8imvsPNyjBJpEttgx9Rzx0ztL1CZBMGiFnaQTE9ByOQxnkOSOn+FqngimiaSoJC8exDl8iuAM1LYg212krwkFTkuwFvfEJYTvSb1IigXv1FVED24oFuiqHv1TTEXBzCRRXD5ynTeQrHYRqeTySMk+ogc3lPjpqr5Kyu//Ivl4mL71/zJofpWt/ATh917qH4sC/txWNwLZ7kJ2BTEzCYx8FtnuBF0jn0ogO32EfvOdQdLMFfd/ESQZ2e5Bi3aiOLyEdjyHkU3iHrsQLdqNrboJ0zBQHB7Ce15BWfZHRLs7ccWuY17YVYSZVjzwJSRJFno6PTdxDBnJoUglw9wJXBbQ7T6hJWXksFgsmIqKkU1jZhJg5NFifeRDHSTP7cXUclQ//Q26Xv2nQWlEz6IP0+mfQG3oCNFdz6N4ysmOXIGm2qlxm4S3/Kz/jxUV96g5OFunI1vspG9fEBIWsoIUHEKv6SPa20MVIdwWg/B7L5Z8l+zw4Bo1q6hAWvHAl5BkBdnhJtN2BilQy8VkACXdh7+qhvL4ZUBHT0QGEc1UbwVlqz+NkUkIDoXDjWx1kO++KeZHqIPY4bcw0gkqH/wyhq5h5rPEDr2FtaoRa3k9JiaSYsHeNAEjEcLIZzHzAkLqbBqPvWEsINHz5r8iWe14Jy1H8QRQnD4Ud4DUjdOkLx/B1TINJIn09VM4R84mduANkQa22sn3tZO8cICKNZ8hH+5ET8VInN1D+cpPkqmeNGhO/mftf+UJ/AedAnIPm0i+gK3O3DxblHOw1rVwmQasqsxnF3gJ7v838qE7GC4/9lkPQbCaXFcbss0hVBWvHC3s1ibusfORFAUzn8NaP5LIrheK32lkEmQ7rwrji+NbSJ7bi+zw4JtxP3o6QVfbDd6JjWDL8TtIksR9M70ssp7ClRW5yYFNsthpD0zm3/feoL03RdBbxV883oqn6zqZAaQSEP6vRiZFZPcr2GqasZTVEju+BTOXxlbXgm/G/cIicvfL/R+SFVzR25idl5CdD2Lx5zC1LMlze0kUFuy7+evQia04miZiTn2UVLgTy4FfEE9EsARr8E1fK8w+VnyCxKntdL3890g2J77pa7BWNmGpbIJ7NgBbTTPR07u5XrOcH27vIZrI0VCd5jPzHiK/89slNRvXyFliPKNduGrnkL52XHi6+ivft7ZjqRxKPtwppK/TcSSLHcnqILL3NbJtp5HtLsrv+zxapIvY4beFVo4k4R47v8h9AOHDGk1ksfXeHKTLIuwoxSm/KOtbwJ/bm8aRvn5a4Ph1HdfImdjqWwX88+YF1OmPiYPAwCYLBVFTy5LtvEb66nFhRDRlBWqwHvQcscNvkSrwKfzLnuHWtD/iB690EkvmaKxu4dMLJuLY9R0kWSYfaiey+2WCSz6EkRIRRvfQT/Cdt3r5zPI6pivHiBx5G0tFPe7RcwnvfQ0zmxI+2aNmE975vEi1LPoA4d0vI8kWrNVNZNvOlly2ZvfzV784yd+u9uCoG8Op6rU8u7ObdDbP366rxVNAUUmqleCiDxA79g6JM7uELemsB8Vh6PBGjGySsikr8YZvoteMRXYNll23VgxFCwlxR8UTJNtxBUlWsFY3Edn7GmpNC++xht1n49RWGPzdzBSx/W/gn/3Q+8yRISTP78PVOp3ebb/EzGaofOSrxI6/S773tkjLzXpYeGCf30fq4iEkRcUzaSlatP898kxbQ679CuFdL2BkEtiGjqFsyYcJbfsV8RPb8ExZUdSOklQL6asnSF8/WfC0fhDfjLX0vv1DMA1crTOwBKrwTltD9MAGjEwCa1UTZcs/Rq7vDtH961E8ZQTnP/7/EcH+T5ueCGOk4jiG9+d7JZsT/+xHaK22sXZaOYHjv0QPiXy1UKR8Fq1DVOUVV0BAuk7vFCFkAUIou/xYakeQPPteSXiPrGCvbSF+YnvR2chIxwnvegH0HBeUkbxzrAfDBN0weXPfba7aRpO+ehw9nSgJxY1xa/jmG9do7xWnrlAsw9d/eUYobDr6d3NH0wQUl4983x1s9a04W2cQ2vrLYiope+cSyctHCCz5SH/qBgn/zPtJnt+PZ/JKJIsVIxnDSCf60zWFBU11+ZAsdtLXTyBd2YvtZD9DNx/qILL/DbRklNSVI0WJazMrNiMjHSdRNqrojgbChlD1lhOtnsa/vNVONCHSN22dcb67K4k0aknxb/1zHiFdyBPrySiWslosZUOw1bcSO7KJXO8t7C39GvKS1YFn7ALS107im76WxLl9+Gc/SO+Wn2IvSjdbyN6+iJ6MCBkI0wBDJ3FqhzA4Ua0oLh/KuBW8dixJquM6/lkPcDdVBRL+WQ8QO7wR14ipJWNhHzYRIxkjfuydwuZkkrywX9R/9DxSKoJ8bV/BD2HgWDyAVMCq3/UYMLUc0YO/QbbayPXewlY/svg9XVIl39xwi1hSPLsbnUm+vyeFNHIRnsUfIWY4sZTVke/rEHMrEWGyL8TQSiczKuPEDr4pGMIjZxPa/mw/a/X2RdKXj2JvHCfG9uAGylZ+nJ53fox/+v1FvSYx78aTV13kdZMjvS7Cox7iR1vai2zzZ/fFsM4S8Eb32HlED28s1oWKyq/pOJ7xC7EPGYm1ogFrTTPXswHyNn/hBF14rexuXK3TSd84LXSrpq/F4q3AUj6EyOG3AdA6LvHA9Ar8bhvtPUkSZaOxBKsx0rESkpns9OJoHE/i5DZiR9/B4q/Gv/AJ+t75Cfne28W5Fjv2DkY+Q+riQcDE1PPEjmwSuH1JRvVV4hg6WtQ4CvUWe3UTvZt/VKz3JU5sxzt5OZaqJrRYbxGJZWo5InteFm6IhuBEJC/sB0kivPOFYn+5ruvCwjMieDp6vI/Qey8h/X9EsP99UxTIdreROLWDsmXP4Jt+nygGyzKZtrPMCQRRm+vovXiP/K+uobvKyNqqsFpuolgdIid44QBapEtQz6ubkZw+JJub5PF3CCx4smAmbkNSbeS6SglSmAamaXItZuGxJS1ohsG+U+109qU43JZndHk9ydM7CSz9CM6RM9GTUW7JQ+jb2l8kkySYOMxL2lApW/YMWqxXwNtqhhXDWFtd6/sWV5Nn3kOZ9ADVT38DPdaL4hanY4/LT/L8fpzNE7FWNRA7UUooUzxlKE4vwQVPkji/j9yVgziaJpDv6Xcm06I9qA5Pie9C8VGmYsgBO96pq9DjfUh2N6q3jO7Xv0Xv1M+jG6UphdvdCRIP3U/V6Lk4jQSmK4iteQp+Yx2SLNAywWUfKRJ/kmf3kF79P/A0z8dODskTpLOnD899f4KRj+KfcZ8gXYU6kApsWvfYBVirm4gXpBGUYB3ZEYsBiVymF9/9X6E3Z+PPf30LSZJYNaMO89IhAgseR/VVoiXCSKoF16hZoNqoeOiPMVIJZKuNfKSXzJ3z3NvSN85gqx2Bvb6FxKlteB//Cyoe+CNBLCugO6xl9cQOrB/02XysD9nhxTN+EZ4JS4gqAW6mfRhGqQRDW1eS/Mp5KA6duM1B0/wyEuf2UrbiE8h2J/m+dv7boiqMjn5E0F3HudJrPYV/ziNkbpxGj/WiRXvRum+gxXqoWCsw/pKioMXCpCSNf/1wE0hwPeXhowuzOG0Sh9vyNJWptNv8tDz9D8jpMPF75ha6hmloWCuasFQOBVMQEK+HJapyl/E4PASXCEtJSbViaDnKH/wyiq+KrA6G6iCVSGDM/wx+JYfDIoGR5wcfbyJpWJC1LMqaLxFNm0itFsrz3Widl0WaphC1p6+fpPqJrwu3vdBdyLeEY9gEXGPmFjT+77nsRJiy1Z9BcnjJdV5mYBFdsthK0rOmnie8+xWqHv0Tut/41qC+cr23hU0lEtx1NLunKJ+9fRH/nLHcfVPMXBot0glV/x8R7H/ZdB3slY14Ji6lZ+P3MHMZnCOm4pmwhOSVY/gmLUPvujaYpAJcjtn57puneWZZC00nnoXQTbyTliF7gkimSe9b38XIpnG2TMe76INEt/xEWMSl44AhilGFomGxOYWmz2s7LqOqMstnNNAVStEcNNFv9OEYNpHInlfJ3jxLcMUnUKLnsVkUsnlRvPrKmloab28is/4keZcP77Q16Nk06WsniB17F6mAqX4/w2hL/UismT76tv+CfO9tLMFaAoueJnboLVwFWF3mziWcwycV00v2oWOw17cURK0yOFum4ho9p5iGuNskqx1T17CU1Q52AfOVY7+yE02xENknXqbAgifA0PCopZ4CAG6HhYPnezl8vpPPPTiKioMvkb6wF++M+zEyCRKndhbC5/txDJ+Mnojgyd8hued5EukEcuMUblYu5dWdPfzZmBuYZwr6NwXikX/2Q+R6bpO8cABH41hSzhr2ylNYv0VEZffNnETunMLb+8QGPq7Rhxq9Q77nFrEjmwgs/ACxQ79Bv2s4buRJHH2X5MWDqP5K3OMXoXoHh+fW8nqQZbRQN5ayOjJtZ1FcXiSLg9jxLeQ6rqB4ywnMeYTwnleKME5X60zMTILY4Y2YhoFjwjJ2Z8cgu52DvsPrsiJ3ncfa2Ei9JYfiLsPeOIb0jZOkLh0RBcrpa1GHtBI/LvLo73dYsARrxOECkYY0MkkRrUgymZtnyUd6SF06hGSx4Z/1IMbNc6BrTBg+g+TFFzGyaSaMnIWtop7IzpdJ1o/EN/shJJtzUA3BUlZL8tIhkmf3iP5mP8TIOhu5tJ/87UNYqxqKKCLX6Lk4xsyj981voUe6UCoacS1+hisdfVRUGkQPvkPq8lFkhxv/7EeIxNLsSTbyxoFuDNNk9cwhLFSSKGfeLvn++ImtBY6AIIMFFj5J+vop4kffEVFUqKPkmmWbEyMTQ5GVQbLxSNKgdKGRTmDksljK6ktl5wGLr5LEpUPYa1uI7nsd/8zBrmp3U5n93yGjOH2D/u63bX/QKSBJsRDZ/bKYeKZB6tIhkhcP4Bk9h/Cel4kd23xPeA/m+DW8fS5HLJnj2+uvEBmxWkjtHnoLi6eM0PZnC1BFYYKdPrOTwOrPk7lziWy3KIb65z46IMQH1+g5nAtZ2XroJrphks3p/Gb3NUY1Bpjoj2KaJtaKBrKFGkX86CYqXSafWDMcSYIpw/00tr+LflOEkHoySnjnC9hrhgn0iq6JEPXwRrRQe4lukaRa8c57ivDG7xZD3Hyond6N3yew5MPouQzJ83vRYz0FTLVYwBzDJhDZ90b/s7t4iFykG2noxIFPGP/MB4X37LTVJS+Ec8RUkGRiBzdg6rmiXk6u5xaO5kn4b+9h7bT+xVKW4OFFw9l17DbtPUn+/tkTxL1NQqrb0AVqxjQw8xkiu1/G0TAW18iZxLf8qJ/gduMoIyJ7+aMHm+HijmLfgflPkO28gRbrI3X5MFqkCzVQw43AdF7e20VOM9B0g/V7b+G0W3DYVBw2lcenONBvHCvow99PZO+r+Kbfj61mOFoqTrbjWkGTyBQ6PgXW60A0kOz0Yq9vxVZeT7bjKt5Jy4gdekukGY5sLLq56bFeet/9Kd67KUVZxVY3guj+NwTKydBIH9/ENHcnV26FWTB5wHdI8MnFlZR7LILwd+csWqybfOcNYQFpGoW03EvIqg1LRUNhLG7iaO4vJkqKBe+UlQUklkh1Jc/uwTfjfpKXj2Bk06QuHhD95dKEd72Ao2EMjmETiG//WfG9SF/YJ5zbgrVkb18gfuxdggueLHnPPBOXoidiJAspRzOXJrzzeZptUdpyAVzjlxDe9WKxWG7xV9D35r+iF2p6es8Nkpu+w/B6P4nTO0ldFhh9I50gtPPXXHeN56U9nYWxNdmw9yYXnZOLpvCSasU7cRnJiweJHXoL/+xHsDeMJdN2lkzbGbLtl7E3jBUGSIVmrWoC1YqtooHMteOY+VyJTlPy/AFxwBnQfLMeJLz9OfF+2Po3blvtcFBUHEPHENkj1qhsx1WcA20xZYXgwqdKQBT+OQ8jObz8rtrvFQW0fft2vvvd75JOp5kzZw5f//rX2bdvH//wD/9ANptl1apVfPnLX/4v9fl/igJSFMie3Ez2xNu4R89BttpJXT2BkUkQXP4xcgU8uOqrwtE8gXwmw+WwwqbzeY5c6Q/jPruihtbD/yiYlnMfKbgMWUldOUq+56ZQdnz8L0mnczgtJnrvTRRvpTBiz6XR4n3ksjn+7ng119tL0Tsrptfz0ZkiAul5/ZslOH1r9TA8iz9CW1sX/vIytDf/etA9BhY+RXjn8yU/czRPwjNpGYkcaKaMoTjw2XT6Xhr8+cpHvkbfOz9BTxTUW2QV39SVWCobyYc7ie59teTvFU+QS2M/y+Q6CTUdQnG4kO0uUpePko/04J28DC0RRbY5MLNJkmfeK+Q9JXwz7yddNQ5TseFX0uihO2i+ejrMIF2RHL1Jkx1HbtEZSvLE/DpmNtnxue2osdtED7xJvucmaqAGV+t0kbdXLFgrh5K9fRHZ6iB17Tj53juC+T1pJaaskImGsDudKFYLRqiD3sJpEsBaO4JfmQ+w/2wpP2N0U5Cn59fgMmLUBO2Y+Sx6Ikz2zmUUpwc9GcPZMo3U1WOkLuwvlf2QZCru+xyS3YWZTQOmYAnLioDYGhrx41vQE5FBEgJ3W9mKT6AnI8JQpO0syfOlHsG22hH8KHcfJjLjhpdT6VGotmepyLSRPL6ZfO9t/HMfRQ3WEd7xLIrTi7N5kiARnduLd+ISco2zsMfvYOoaeU8NSlbUf6xlNWDoaPEQVrcPM5tEMjSRKw/WkG47U6K5D+Cb/TCmoRM78GbJzxWXH+eIqQWvbQgu/TBKWQNmohfZ4UHxlaP3tZO+c5HkqZ1F/od3+n3oQ6dhi98m9M6Pi/39Z8/L9chfklr/DwPsJoUpzy+SC9h7utQRcFRjkE8t8FFu9qHHetATEWw1zZimQa7jGq6RM+l84W8oEigLsE7FW4GRjGApH4LiqwBDR08nMAGLy4dp6Bi5NEY2jSRJyHYXWrQHxeUnefkwqtOLpaIRxeVBi3QLkp/FSu9b38M9boGAvN699uFTsA0ZJWpRlU1E1SB2LYElehvV6SF5fj+OYRPIVE0c9Cz+s/b/Cgro1q1b/NVf/RWvvPIKZWVlfPjDH2bXrl381V/9Fc8++yw1NTV86lOfYteuXSxYsOB3/v0iBVSPfeoqokc2YWSSuMcvxtk0jvC2Z8mH2rE3jsPVMpXwvtfJeer4+cUR3O5JlvRzN1Vhq2lGUiwkzuzCyGZwj5mLfcgocl030FCwxm4SPvYOuc7rYvEet5D4qR14xi8if/00jeVDud5eeo1DghYyty+T8tTdY0spTvmqnsVz+OdYVn8JfBX9ioeFNrAod7epvgqiBzbgmLyG3Hs/R4v2kh4xefBmIcmCrRys6d8ADI3oobcIrvg48l1q/MDmr+N6X54xym1Ul4PuV/8Da20zgTnryEd20PXC3+Cb8zCGKaHIQhclff0kDJ3I/vwofv1iB5mczuqplSytd2A9+Ar1zZNQ8h6+tyUPpskPnxmGcfQ17H2t5M63kYqFsASqsVU2INud4mWRlQKz2ELi3N7C2C4Sp/Tdr5A4tR37kNE4W6YS3b8P3/Q1ZG5fwhKsIXungEuP9TB0COy/5xaby1XqIsexldXQ+5ufoEW6sA+biKtlOn3v/ARrVSOO5okgSaj+mtINwDQEAxUZ2e4ksucVjGwaz/iFSKql5EU34X3TIkYmTmTPK8hO7/vqKJllDXSfz3C7O0kileWLdScwLu8hUpwUqhhbRcE3bQ25rhtEDmxAtrvwTVmJ7PRhvXOcTHebSOWMWoo6fAZeo4fopv9AC3dgbxiD0jyFxIUD+Gc+gJGOocUsWALVgzYASVaKhkol8zBQVUwlKS4fWjwMpokaqEJPRkic2k7q8lEUt/AOiJ/cTr73ForDg9x1FqylSKBB6ZbCz2SrAzVQXcTiu8cvQna4aVBN9t7z99VlLnZezvFAVRh7sJbwuT3Ej72DrX4knvELBXPZV158z8xchsi+Nyhf81m0VAxVksjcOE3q6jHck5YhGTpdm3+IqeuULfkgkf3ryffexlbXimfCYiSLDT0eJnF8qwA0XA+ROL0L2e4iMOcRLBUNJREGCA9yE+hueZgfv9JOW+dlWhsCLJ/RRJPLgrXtDO4xcwc9i9+2/d5SQFu2bGH16tVUV1djsVj49re/jcPhoKGhgSFDhqCqKmvXrmXz5s3/+85+y2axqP1YbUNHdfvp+c13iwWfzI3ThHY+j+oOwKX3+OhcP+oAksXEJi/VcVHUc7ZMI7T1FyLdYGgkTu9EklX8C55Ev/gekV0vkiuIRuU6rxHZ/zr2IaMI7fw1zvoWVo514XL0T+KaoJ1x1RLRnb9CinUjN/e7ZiHJ+KavIbJvPd41X+CHe1KkJj1ZklayD5uEbHOWvHyKO4DqKcPZPInIb75dmMgmqctHydw8j71xXPFvfTPuJ9PZhn/2I/06KAhmoxbqwBKoxlLZ2H9JFhuxEauYOtRCZt+LIo/eNJ5c+xV6N/8Ii9uH6isX8gv7XkW2OrAPHYPiDtA1ZAk/3NJOIp1H0w02HOzkaLwaLdJN8tIRql0GH1xQzcdXNKDvfx4zlybXc4vUpcPkOq9ibxyH6q8kdvQdTC2HmUsT2f0SWs8tkaM2dFR3gN6N3+8f21vnSJzehSVQRWjbr3AOn4J3yspi3ltPRJhWa1Du619ofG4rc+oyyBJ0b/j3ojxz5toJEqd34hw+mVznNfo2/xhn43jcY2aX5NGtVU0inVdeT2jLz0S0YWjiFCwrA8iAkoAaznygZL66Rs0mc0swRi1l9diqm4opORBYeOfwKfRFs1hUmQ8sacT0VJT0IU1bRzY4HMVXiZaMCviyoQsS0e6XkSxWIrteKLCUTcwzm/GQJLTj10XyYqbtLIlzu7F4ywjteBb/nEfJ3LqIq2Vav24WQvvHzGXQwp39zmNQkGyYQ/r6qcJcXitE2TIp0tdPk7l+UrDWTQM9HiK07Ve4x87DUjEUS3k9kd0vo3iCJaSr1PUTeKaX5sgdc58mm9OF7ISiItvdKE4vsYO/YWIgSoW/dGybar3MqM4gaxl6Nn6ffK+oWWVvXyB6aCOpK0cIzH+ixN5UpIXO4Bg6upCm+jWu4VNQZJXet/4DPR7CO2kpvQNQRNk7F4ke3EDy4kEsvjLhVZyKijRmYSz6tvwcV+t0oct1z3uWHf8wf/fKVdo6xWHlYluY13dcYceZXmxr/wwG6B7937bfWwTQ1taGxWLh05/+NB0dHSxcuJARI0ZQUdE/YSsrK+nqGmzC/btoskwxvypZ7LjGzEX1V+FsnSF8brU8qQsHyNw6j3PEFMzzOSqP/Yi/Wb2OXksdLpvMUL+EIwkM/Qy57puDviN19Rj2cYuxVjahJ98o+Z2eiCDbnZj5LGqgmnolzt89XMmtUA6bN8CQgIq+6ZvogHRtH9mpH0FvnIeUiVI/tBZZy+CdXk2PpYajl45xp9fOh2d9hYAZJic7yFVUY4+cpnzNZ8RJyzRRfRXET78nQvl7JAjS145T+fBXsde1YKsdgZ5LI9vdSN5yMekVFUuwFklRSV8/SbbrGvb6FlyTlqOZCnlXBXUOBzYzTWLMPJKndxZONSfR4wKp4hq7AEmW8U6/Hz2TRNFyVK77U7YdLo2qALad6GbB/Z/FgfBSnqd2Y/NX0HvwEr5ZDxE9uGHAcz6OmR3cR7bjCtZZT5DNaYKbcU8Uletuw9kiXKOMdAwtHqJsxcfRYr2CKBU+wzcensmtmIyeilNDD9bDL6Mu+wi+aatJXz9ZhPNm71yifNWnC/DKO+iZJKq/isqHv4qejCIpCorTh2loZG4ORgKlLh6k7P4/wgi1o3jLBHqqvJ7Kh78iHJ6sNixldZjpON6ZD6BFe4if3ol71KyiwY6pa2SOvcXXP/AMTilPMm/wyxt1rJnzZZx6jITiY/3JLI858rjl7oJwWWnLdV4TWkid17AEa8n33sIM3xn87Dqv4xw+heSF/Uh2F9VP/AW5zutUPfo1sp3XBFouGSF66C3AFE54U1YKiKK3knQySWDlp5BdAWSLlcjWnxGY+yjZjqvELx/BWtmAo2mCcGW7cABJteJsnlRURM333sYSqME5bBKmoWOtHIruqcZTPw49EUbxliM5/dzozuMIVlL9+H/DyGeJ7H4JANv+n/HnMx6jQ65BcnjwBbzYus9h3fdrmL5mEAIq33tLmEC5fUJTS8shKaqQKT/zHvamieS62vBOWYniLUfPiXqHpFiQnd5+O8m7/fXdwTVqFqq/EtVfTfTQPbLzCOlt1eXHN0scBMx8Dtnm5GzcLMJp77Y7PQnun9tAT0LHlWyHyuCg/n6b9nvbAHRd58iRIzz77LM4nU4+85nPYLfbBfa10EzTLPn3/0l7v1xWRYXnff826gpgKavDO20NKIqwzetpI3XhAI7mSbjHLcA5Yhp6AbplxPtw7v0BExY8QfidF0kCsaV/TFmuHdn6foiJapJHNmAN1HCvdDCSjFQ4seuxPsLvvYgEDEUgYaIbN+GdsJhsVxuK04tr3w/Qa8djbxxLdOdz5Lpv4GiagHXSw3icFjpDGf5x491JluO/rVGw7n+R8jWfQY/1ETuxFQwD+5S1KIHSUyGA4vaTaTtD/OR2AoueRvWUI5mQv3MJxeUn191GeNcLyFa78L31BEme2U382LtYqocRmPUg4Xd/TjTciaNlKlWP/onAZRfu1VbfSvL8fiGlbRjET7yHs3Um1vgQKqyD5WvrgjbSxzdhGzUDLd5HfNuvsN/3OaF5noyg+irQwiKHq0e6sFY1keUeyd+yRr51IsitrgT/+Mhg9I1kEQglJFnYf773Eqq/Eu+kZUQPbUSL9RDwljM6lyFy8HUswRo8sx8kvPsV9HgfztbpOIZNJHpoI2VLPkjiwn4yN89iq2pEsbvQYiFip3aQHX0fMVslDX2XIBlGUgabuKv+KoxoJ33bf0n5ik+QPL+PzK0L2OqG4x45GyOdJHl2D4lTO1DcAfxzHsZaNYzIrtIaj2vMXMqO/xzv+MW0JVSOXolxtCjz04ssS1jH5cB0o/oq0eN9JZ+X7S6MfA7VEyx60g6UKSg+O6tD6M5LMrnO62jxPiz+SrLtV8j13Cpaad5t+XAHiqccPZPAkkmQPbGVZKgDqWka0phlGJEu9Gwaa3UzgbmPkuu9TezoZhRPmWCyu/wkzu7B2TSuMKVUEqd3ihTRnEcJ73kNre8OUtNUosOWYeuNEDINygIu1MhN8gXXNjVQIyJxQ0M5/Dz1QGD+40Q3bRTMXyj6V5fcr2rFNAwkWSV54YCw9Sx5HjYUT4DYwQ0kzu7BO20N7olLsVUMwTQG6z1JqhVMEy3Wix6PoPqrB6GAJFkhVDAK8k5ZhbV2ON1v/AvWOZ8f1J9FlWmW26lylqNIgf90zfuvtt9bCqi8vJxZs2YRDAax2+0sXbqUffv20dPTn8fu6emhsrLyv9RvX1+Cnp548T/RT/x9/7NWDsUzeTlGJoERD9O94Tvku29i6nmBCDq3j3ykuwRm5Ro1pxiGW+taOdqpINeOQlJtqP5+MShJteIcNonk6fdIXT6MZ9LSkuv0TFoqvFDHLiDT0S/EZSkfIqBhySiRfW9gHzIKa+VQcl3X8ThVUhu/JSIXXSN95Sjy4Zf4xKphJX3PaPFTETqFtaYZdJ3IvtcxUjGMTILU3hdQ3YESCWaQ8M9+hHy0B++0NcQOv03fuz9GT4SIHFhPPtpF9MB6zGxK6MnsegEjGRUIEUkmMOshut/8N3Fa1POkzu8XPqeFdIB3ygoi+9Zj8ZYLBcnj72LqGtZANeHtz9Ji7aI62B+O26wKa8eouKobCW1/jviJbcIC7+AGAgueIHl+v0DDFDbQfN8dHA1jSmoeisvPRWkYl29FyeR0XjuZwzpqPgObb/oakmf34p26itjRzZh6nnzfHfq2P4tn0lIslQ2Fk5spTFHGLya0/Tm0cAemliN5dg96PIRv1gPEjr5L5vpJ0DWy7Vfo2fg9tFgPrqZxyNu/Qzrcy+20W5yAFQtqsB+nLalWXC3Tyd6+iG/aGsI7XyDTdgYMjeytCyQuHECLdBA/JlJcWqSL3o0/wFbZUCJhLduc2KqH4agfSe/b38d1aRMPzSjd7J+YW0WlHAVdxz1qVknu3BKsxdTyKE43itOHkYohWWxY/NWDmOj+WQ+iZxL4pt8n0G7XThQx9LbqYUXHq7tjobh8hHc8i726ib7tvyLfI94z48o+OLkB38rPkL52nGzHVfLhbpJn94h7DXcQ2v4sGDquAgJG9VehJcJYq4fhnbRcaOl33yj0tx//hfXs73JzokviH167TgwP+Ui3QO7UtRTN1EEAF9RADYqnP21iqRiCq2CA0z9X7kOyOoUb2OIPlqSBrNXNkMsQ3v4sejIq3OF2v4StsoHQey+TvnaiaKN6t3mnrcGUVVIXDhI/sXXwWJTVCV6SoYmiuCcIpoG9YSy+2/tYOaUUzv3B+VXYT7xCdMM3kWz2/3TNe7//+vruMbwZ0H5vKKCTJ0/yp3/6p7z88su4XC4+97nPMW/ePH70ox/xq1/9ivr6ej71qU/xyCOPsGrV4GLXf9b+T1FAsgzSmU3IdidGNonqqyTbfpn09ZPFkyWAf+6j2GpHkAr1kLH4sHsDWIwsFosMio2EYSWWNam255CSIfJ9tzENA1v1MHre/n6R+OFoHI9rzFwhcGWCnk0Kw43yOgwU8h2XBcIi2k3syGbuRgt3xeay7ZfxrPo8sfabqDePoPf1u5l5l36c22kHKVsF9eV23HIOS6obNVBL9NAGUuf3ldx7YOHTBbx/DaahieL12d0EF39ICHIVGLvB+z6PLVhL78bvDcLweyYsBqsDR+ss9L5b9G0qdUYCieon/zvZ9svkI92o3iD2xonET24jeWaXWCTswlMZWUGb+iRdjmY02Up9lQ+PGcelhel57Z/E901ZhaNhNMiKIEfpGhKghTowsilBlqoYimkKRnaXWsdfvXidWSN9+BwKu87HmDXCw4PjFMxUFJvbi5GKIKtWEqd3kblxGkuwBkfTePREFHvjOBRPEMMZRM4lUBwucu1X6RuAPAGxeFc99ud0Pv8/ij+zVjaIjbu2BUmRSV04QDg4jjapnknxnSjecmxVjZj5HHddwKL7X8c0DMof+CLdL/5dsS+lqhnP7Mcwbp9Gi3SSunKsmL4LLHwaI5tCVq2CaGgpsIIrG8m2XyJ9/TTqiFnkq8fQHjdxuL3U5G+hX3yPfO8dPNNWYw3WoCcjSIoVyekliRPF7sKWKLi8aTlMJPI9bVirGoUbnMVG8sIBAgueBNMgdvhtEUHePCfMeqwOfNPXgCShOLxINiexgxuwlNfjap1BaPtzWCuHonrL0fM5FKsN5+i5kM+Qvn6K2OG3S1A7AP5565BUG0qwBpu/qqito0W66N30g0Hv99VpX6Pb8PHilkv89ZPN1HftId12BiMdwzttdWGGSqjBGnK97aDnRc3MG0Rx+khdOiTmk2GgOD3i+0yD0OYfU772i2Dk0eNCUt0Ecl1tpC4eQLI6cLVMR7JY0RJhzHyWzI3TOFumYasZLlRpa4YLpvnZ3cWUluL2U77q08Js3uYUcha3LxbmM+STEdwtM5HdPsxMgmRO4mbGRW9nF+XWHMEbWzHvCJh4xYNfIlM5cdAz+c/a/ysooAkTJvDxj3+cp556inw+z5w5c3jyyScZNmwYX/jCF8hmsyxYsICVKwebo/8ummGArawaCRnF6SGy/030RAhX6wyk5knEjmxCtrsxtTyZdJbj8XLGZo4h9VrIGwaR83tRnD68k5ahXT6C1jgOMIW3K1C+5nP9rD9FxdE8ieS5vWTbL2Ora8E/+2ESp3cR3vEsqr8K/6yHSN04TeLYOyXXqTi95KO9hBd8je/tSNDeF2TBmMdY3NyFeug5JNWKnIkxRO/BCF8guX8/KV8F3knL0ZNhTM9g4pdkdZI4s6vkZ7LTixYRXgVdr/8LFfd9tsCAvIPiLR+0AcgOEWKG3/0RvmlrBn2H7HBj5rNYyoeQ67tD7PDbpK+dxDNhCY7aEcRPbiuadNiqGgk4TRzX36B92P38+xvt9MWyLJ9SzezJ66gIOElfO07vmV0EFn+wIG19CEv5ENyjZpOPdgtRvx3PYhsyEkfjeHpiOf5ypRPHmVcwe6LMnbyY82oQZBlXsILOF/8OTAPvlJXke26KE1kuQ+LcPlRPEOfIGWRRyXS148r1ETq+Bc/EJYPuU3EHBEpKVsDQ8c99lHyog8TZPVi6ruMeMw89FaOyxUM0oZE5ew7fjLUY2RTRfW9gZJO4Rs3BMWwSua7rZHs78T7wNWJvfpP8nE8Qc1ajXt5H/soBLMFqypZ+hMi+14S9o9VOeOevsVY24J22hvjpXbhHzSJ6aCN6OkZw0QeESu3JzTQOHY177AK6f/Pd4gYS3vZLypZ/jN7rl7lZv5y+HoW394maxqMzy5js90L7EWxVw4TE9oUDhQkkE1j4NIlTO0hfP4m1ogHH8CnkQ11o0R5RhN8jIML+2Q8j5XO4xy0kfnIb6Run8UxYgmSxi031wgHSXdfREhHco2aJCMQTHOB/LJrqKUP2VaJHuujaJozuvVNWYAkO1r2XbU5SeYnRQ+0oioTTpmJionrLyIQ7iOx+pfi3vtmPIFltqIEKMExiB3+DFg/haplOPtxZtHCVFAu+GWtF/xYLsSPbhGrAjdP4FzyJJVCFrXYEzpZpxE9ux8xn8ExYipHPCGRQQY5ddnopK68XciwD6gx6IkKu6zrh916ifPVn6N30IzwTFpPrasPRNAklUIMe6yK88zkRWY6czYjR8wi89S+CJzHw/t8H/ffbtj9YNVAAZ+QSkiTT+fLflxRFPROWkLl1HvfYeUhWJ5QNJXVqO1rHJRzDJgotl2KTChDKX1P58FcJ7XweLdROcMmHSV0+QubmWbxTVpC6cqwIH7PVjkDxlpG6+0IBKCqVD36Znt98t8g8lu1u/PMe407KxtffTqPp/de4cFwZj5pv424cg33YRBJHNwvhsrtNVgnMW4elZji9b367SIaSrHbKH/tLYtt/XjzpAwQWPEn08EZUXwW+mQ+Sbb+EmU0RP7GDqke+Qvf6fy2eyhRPsEhICu96Aff4ReQjXWQHGNuULX+GXO9t8n13RDrj7tOy2vHNuB9JkgQRb/8b+Gc9RGjHc8TnfZG/3BBhwPDx8LyhLIu9Qe7WWRzNk8SGPLA/i52K+z5boNJLBBc9TWjHc/jv/2MiG77NwLqLe/Y6ZCOPvXEsmavHiB1+G9nhJrDwKbK3LwpLxWLHMmWP/Alm321CO54DwDt1Fem2s/1SF5JMcPEHSJzbV0Q8Icsiqilen01o8O95Ff/aLxHZ8C2Ciz5Q7PNu801fi1pWS9+7P8UyfAZK/WjeaS9jUWYbxvXD/f2pVvyzHiRxfp+wrHzjW/hnPkBox3NiHr73Ehg6vlkPEj+xrURV1FozHEugqlj8dTSOxz15OQfbLfQZHp7bXKpJ/9U1NYxTb5APd2Dm0kU/Cdeo2eQj3UUQBYgDRPnKT9K9/l+LTFfh0rUYNVBDz5vfKRmL8rVfILTtlyXSCJaKofjnrUOP9Ii0T+HvrZWN2IeOxl4/ku71pZIJ5fd9jsSpHSV2mcq8j3EuV8vYro3can6ImgsvUTZhPpLVTs9v/r0oEqh4y/GMW0Bk72uUr/kMvZt/AgMiD/e4BWQ7r5PvuYlvxv2kLh/G3jD2/yHvv+PjOsu8f/x9yvQ+o94lS7bl3nvvjh071SGkQYAsZOmw9LLwsMAuZRcetrFLTUhCElKdXhzbce/dsi3Zsnqb3ueU7x9HHmks87Cw7PP7fvld//jlo5l7TrnPXa7rU7A1zKL/me8TWHM/wXefxr/8brR0HEEyEXzrVwXn5116l6EcOmwp6V/7IJm+y5icXsJ7R4AhtvppiBY7uVA/rlnrGBre1RTf8unhyVAntOvJAhaxacoqBF812d0jv+mcuR77rA2kpP86Euj/L9VAATLdl4xc5XWImPj5fZTc9hm0dNJwy7LYUPva8CzYOkaGFnS0TAIkmVTHOUq2fsJYLUtmfCvvRYmH0XPpvAEFGA979MMHQFXI9rfjXbAFXdcQHR4SrnoimsAQInPG91LslNh/Mc5AOMWu00Pc/v57yBx5Amv9jJHVGcZ20lY/3aCJRwfw3PIFtHAP6DpioAo9HcVcUodr9kaUeAhRlMj0tmJvnE227wqyuwgtkxzuzBrxS8coue0zeXcoyekj29tGZJjcEz+5A8+i2/Au3DqcIrCRHerE5Cu9brI0sNPouoGM0HWKN390uFgs0JWyoenhgs+/dqibpUubETvOYCkfl19Z5tvLpVEiAzinLDd2HZKMY/Iy9L5LXK+bkjr1Fq6Ft5HADpk0vhXvNVBY7iKC536J5C7CVjsFNRkh1XYCPRFC9pbgmLyU5IVDRA+/invOBlxTVyB5SxFsblJZBfPCGrTLB3Ev2ELfE9+67vwyI9DIYAfy9A0o18l1AyQuHDTy7KpC7sI+EtPvojLaiXbucGF7ShbRFcC/9kF0BDzL7kY0mXFMWmJc7rCuvSCZxkhKZ3su4Vu6DXNRlYGSMVnRZRvnhnQGw2Odv965lKW5chDr9PUoHWconrgINRHG5Cuj7+m/N/qCrwK1chpCtBtEibL3fJncULeB/3f5EcxWMh3nxjwLNTo4RrY8N3AVLRHBVFRFya2fQokNIYgyueG0SHKUk9y1iB55FceEBdjqpxvIHJMVpaSeCXueJNd1ionj5xLuOgOzVhI99DKBte83/JzVHFouS3if0YeTl45gLq7KQ7UBEuf2UXLrpw1TGEHCXDsXi91GuOMSnk0fQxA0yu77FuHXf0YuOljg33Etki378a/7AGpkEMnpRdd1XFNXGveqbgpqImakyoYRYoLZRqbjHPaJC8l0X0JXFWRPsQFf1gqRP7mzO0lu+BrerV/BomcIZ0SSngDaQD9S2Z8HCvoXPQFInmKEGzgySU4/WjJK4tw+Mj2XsNVNxbv0DvRcLl8cGx2yuwhbw0zMpQ0E33kCx/g5xM++jhoZgonL0conFXxeyyQRbc6x7XiKCe18AsnhwT17A/rOnyLkskyds5EJtQNkzu9n9ewl7E838PLxCOrVE6S7L+BSlGEWagTnlOVIDjeJ8wfIDXXjWbAVId5P/NALoKk4py5H8JbRX7+B3+7qpCdo54ubS7EpLWSvnsFaOwU10k+27wqS3YOSSZLrv0wsGTa8SScuRAn2FMDWRJsLk7+CyIHt5Ia6sU+Yh7VqIno2hWCyjHFcE0QJLZcmN9BB6J3HcM9cA+jY5LGbTa/TjJSKGBYvqmIMWtdB9BR3OYQHkBwe4kdfB9mEpbJpTFuiw8uucAXPvXKFBU0zWekIYtr3GK7pq3HPuQldyZC8cBjJ5ad4y8fQ0nFjRS2I+JZtI9FykMS5vfhX3Ufs6Kvkgj3YG2dhLm9CtTrQkrEbakchigTWPEDa4uP7h7N8ctYNmOkOT15XRrTaySqQVAQEi+0Gdp1pQ/LA5kYymYkceB5UFUtlE7aGGaTajiOIY5FGiIaVqGB1MPjKv4OqYCqtx+q/B69rLLGvxCkiiDJ630XIpdCyaYJv/Qrv4ttBlMnNu4e3BovZezJKXfEEtikBPEd/g2f2RiLH3kSLDuKcsarA4P1aCDciEgoigsnC4Cv/ZtQLGueQ7jyPyVdG8uIRbNUTxnxFsntIXjyUN6MR7W6ck4LQdcpoLxPDNXMtetYQeowefgVzSe0YCKzsCpDtvXKDtg8z5GzgjQ4nR9o6aKr2Mr1pHMcO9bF2fi3Hdw9wq8uP1tt6QzKa5PQhCCLp9tNkhzqxT5iP7PITP72T9NWzWCqacE5ZRqr9lCHK6PTjnLoMLZvGv+Ju4uf3oQx24p5/Ax0ghxefTUQ5s5tk1ynslc3YZ91Eznbj1fyfEn/RWkAml4/cUDeSb7RynoB/+XsI7XyC5IWDqDGDnRd+92l0XR3WwB+Bpsoeg9HomrKUoe0/wVbbzNAbvyDTcR4lOoBy8GmkjuPIc0Z0x+Nn9+BdfEfBuZhLag0tmNnrcU5dzuBL/0K2vx0l1EPojZ9jslgN/fpjz7LIdJ6PrK9COv8G7lnriR18HvuS9yI5fUh2F5EDL6JEDNRD/7M/RIsHyQ12kAt2E9r5OLlMim89fpZjF4dYPcmNuPNfSbXsQ40FSZzeZei/KzncM9cCAtmeVmy1U9BScSSHF9HhLoAGuudsZOi1/zAUImNDxA6/QqLlAJlgz4iX6nBYqiaiZdMowV7MxYYrlkFY81CpdlIRGEFoCALcv7oGp8mYpBNn9+K+rj2hcjIvnFGJVi8m9M5j5ILd5Prb0eIhJPcoBIwgkpq0hV+9cZWhSJqXDg/w6Dkn4rj5pHvb8nK+SnSATG8rSmSAodd+Rm6oi9xgB8G3fo2jaQ7u2RsZfOWneTXM2NHXyVw+jqZkUeMhw1lt9PVWNJHtb2forUfICDYud0dpVUoRR5N1BBFn86J86siy+B5+t7sdlz+AZ8Ethe2Vj0OyuRh87WcIuTSD239CbsB4tsE3foG1dgqCZCLT22Z4OI8K98w1RA5tJ3pgO+7heoYy1MWi8S7qK9zYLCPrPatZYkktmP3lBN/8JaLFhuhw4Zi0mETLQZyr3seTrV5eONjPYDjN4YshvvHYeWIls+h75vu4py4n23+F4Os/x+SvKCCsIYjITi/2UTLsYKDFoodeQo0FSV8+SWjfc1gqmgjv+R3ZnouIdneBvDaSjH383AJP42tuZQCuGauRvCWg6wy9/jOczQvJBXuwVDQVTECC2YZ53BxUqRDKLS28m7S3lv84auL1Y4MMRdLsP93LU29dpLzYyQ8fP4bbYey+dFVFsrsKIbOijHv2BoZe/Q9SV06ixoJo8TDh3U/mEWTZviuk2k8T2fM7lMgAma4Whl7/ObaaZgZe+DG2qonkgj3kBq7m9bKuhW31Qyg7/wP1/E7UWJDM+T3EXvoRLsfYiehPjb/oHUC66yKRw6/gv+lhY3uVjiN7i/NQu9GRG+pCjYdInN2Df+U9aEoG2VuK5PAbaqI6wxIA4pitmnL6DSIrP4+0pJJyYQjR5affVE7xynvRUjFEsxU1GSN6+BUC6z9AdsgQbBMEkdTlk+hKluSlo1hrJ5FLxNGUNDMqBbTld4PFgVrchKmoAv/WTxN84R8LL1LXUJNRBIvdgMCZzKQvHGDNrE1EY0mavBm0M4USErmBq4ahemyIos0PG0Qmu4ey937dSBlJZoo3PYwS7kfXjQFcz2WwVI43kB2p+HAhdSGJc/sovv1zqPGgAQM121AF2XBPy8Qovf1zeQKWGo/w5TvqaYtIxOIZ6rxQY4si++Yje0uMiaNuAaJ/ImJ8kFgWjg05eHbvAPUlVmpHXUN4/wt4130QNBU9NohSMoG/fTFcUEc53hYht/p2Sqwp+p78dv64taLJYKleF5neNuwTF44hRSWGJRHMVRPIDXZScsfn8hpEaiqGGh3CWtNMMtjD4mnl2H0+9A2fx5XoQE5HkEvqyCRT2Jfeg1xcy6AYYOa4BFOKVVLvHsG34r1o6YTRXiJELtiDyV9GclSt4VqkWo9SfMfnyfW2Yakcj2PyUnL97YYz1tWz5AYM9Ji5vAnPAiumQCXWM08ysWYZX7pvOr3BNKgKDT6NkmQr4X3PARA7+gZFN38UNA3XnJsY8DRzsKVQ4juRVujTA1SpCko8iCCZDF+ASD+BdQ8Om9pkMZXUoWeS2CcuwD5hPmoyislbQnaoC8HmRpy4HDHSg9lbRKLlIPYJ843C8t7n8M7fbKTUBAFzSS26xYln08eJBYNIgUqiZifmZSW4i8sQATUTJz7s6xDrvkJ2/RcRbDlKtn2R3EAnuqYiuks4GvISqr6biRPDmNQkEVMJv92T5Z4Ns7jQeaDgOoPRNDaLTCqjYDbJxFsOUrrti6ipGEU3fRg1HkbJZjFZbWCyYJswl3TrMcOzoqhq2LbUCHvjLOKndwPDNZOZa1GTcfScwbHIBXuQnD6ih1/Ft/JeJIcHLRVF9dbQMZjCPVhIQFUi/QaKsfiPg8//vviLngBEXzn9G/+e/3j3KrG4zpp5E5k82E6gZCxRCowCXG6oi3T3BcxF1UT2P49odeFf/h4EUc6rdV4fktVJQjXREi1mqS2CVzTjy/YRPfwKWjJqkJGu5Uh1DUtJDdmuFnRdw7vkDmNLL5lITdzEU4djtJ3PsNwCcxqa2H0uzMHzQ4yvCbNqWhFFVtcYQonk8uNbcieJ8/vQ4yGcU5dzuyNO7NCL+CvvYizXWkBy+YmffIdcqAfP/C1kui8R3f8cgsmKc+pyRJuLVHQIV/00tGScwJr3kWw/g7VmEunO86QuHUHPprFWTUS2Och0nSd26GXEQDXhulWcGbCzqjxD/O1HECQJ94ItCBYr8v5fMy4Vxzl5Cdkr7Qyd3YNvxXtBUzEFKtBadiC1HUUtGke0dDHPHDTO3mK6brOqKYS7rpLx1mE5+CKD82roHCxMpciSiJgKk+o+h2h1oA6nqrRM0vADvr6/2Fxo6RtAis02TKV1JM/tJdV6FNesDSRaDmIpq0f2lpId6kKyuygtDfCREpX4/v9A1zRMs9aj5rIMPP1dUDVM5fXIqSGcWHDKzfSGLbj728l0tiBIpnw/8S27Cy2TuqHGjmh1Gjr9iTDalZOYi6qIHn5lDKxSjQ4QOfSSwbitm0qp2kNiz3MUyyZcM9cSPfgawd5RRV6bE0GHYNEMdlzyUBRIFciRXwuzqA/fEzu+FXcTP7sH5fRu3AtvQ/NWkTj8EpzcgTxpJZIrgNjXgr15IYnz+0m3HUesaGageCHvJDLcPa0YR98J4mfeNexUl20jeuQ1HBPmYqmbQWjfc2jxEMqEVcQq5vPGkW4W16WpD58neOAprFVNWOumU3rH5+l9+nuY7Q7siW6ih99ENztIjN/Ajqsm7p2uIaRC/HxHH4IAkmhCUYcIeKyYZQFRoACYADCuxIrFJFHuFrDYKwi++QuDzzFxIcnLJ3FOnA+CQHTfc0aGYPoa1GR4+PUS83VHLZM0dJjm3wzSMLnN5sI9dxOWqomIZht6LoNodyE5vUTO7IXYINaJi3E66xhDMAVE+QbptT8x/qIngMumJr7zs4N51NDPXjzLgzdPYvBEmDVNi9EvjuQJHc2LDCEqqxNzoKpAedDRNIfg278GwFozyWCpjhJmS0+/nR+/0MqciSW4bXHUixdIXzllSMGOEmCTPKVITj/9z3w/fyzbexnfinvAU85nfttNLGm8yI+/1crVgXJCsQzdgwm6BxNc6AjxtXV3wCs/5FqnkJxeJIe3AIURfOvXBNZ/AO/8LcTP7MbWOKvAsMU1cy2xo2+QC3ajxENYyhsJj7KLzHRdwL/qXtz1U8n0XEL2FBPc9VvcM1YT3vtMfgLKBXvIDXVhKq3D5C01ClnBbuztJ1m16ZNEn/3nfJtqqJ/g+hV1ZgABAABJREFUO4+NQBR3PoZn4S2Idjem4hpSl0+Qah+x7STYQ1nXGe5Z8iF2nItS4xPJSnIe4SGYrAx4J9MegjnuMooi55hWN56TV0bqLncsqUA+8AhJk4x34a0Mvf4z454PduFduo3khUP5gVMwWbDXTyPVfhpTUVVe1wXAs2Ar8dM7SQ1LDod2/xb/iveiRAaI7DOK/Tkg3dmCf/ndZHpajUt45d8ouukjIEiAYpi4734SPZehsbGXpzsWcdfcO8jteTR/HuaSWqMYL4iky6cjmN4YqYlIsuFC9cq/4V10K9Fjb+CZtxl78wISw6tMAHvzQtKdLXnggXvWOgZf+tfC57vmfaMmAMMSMyo6+d/7oaO/m/KiCBsW1vL8rhFGbHOVk+L4BWNn7PQw+NLI881iIvrMt/PPJ7f7Uazzb8dsdRF865ERRFGwh2LPGerq3k/m6lmy+0beD6Pf3Ye5qJreJ/8uX/BW63N874mTrJjkoeL0kySGV8XxUA+ZnjZsDTMpveOzZNrPoOwa8SG2dLdw3+2fZ+B3f0/5nPdQ7nfSE0znd4n3r67B1/EOWxaO47m9IzDo+eM9lF59jY9tWkCN1kHorV8WnGPxLZ9ECfUR3vO7/G4xvPd3uGauJdN/Bdfs9cSGhf8SLQco2vAQSnQw71+dA9Id5ym59VPkhrrRMkl8y+9m6JV/z7eXG2jHtfwB0pNXo555c+TZTlz4Z7WE/IueAC50hAsgowDb373MlHFFvME8Fi+eijXRi+ivwhpwowW7KHnPl4m8OzL4y/4KdFXBWjOZdMc5Ige3412wBcUWIBYKEnXU8NiRLMm0woWrYSzL5hF89EuATrLlAP6V96LEhpB9FehqLp+/HB252BCZynkoqjGwVpU4qAnYON8eYs3cGs5eNo53DyS4oIyjevPX8Cp9iEoGa1lD3rZudMRO7MC79D0kzuzGOXUFvmXvQYmHkF0+zKUNJFr2I4+bi9VbPPz90aGTC/UaBU9NIRc0YIKCxTZm95HuOIe1bgrSqNyonk0hRUYGUMFkRU1GCtBY9kmLEaxOiu7+JqKexVxSl39p8u0kQiyq1pg3qRF73wm8Wz+VJ+woJict3SJ+nwn39I8iD7byUI2Vy7PL6R6IMa7SQ2X0JJjNBuy3t43irZ80OAU2F/Ez7+JbdpdxXsPKqPELh/IQSz2XM9JaRdWIVgexY69jb5xtrLztftRcLu+dnA9NNeo4sjn/IsfP7qZ421cgMUTi0hGcczejm51kz+1ieo3IL857+estn0ELdiDafcg2G2oiwkBgIW8cTrNp7ZepSragZ5NIFgfhYY2k+Ll92BtmED+7B9/qB7DWTDF8DlwBpOJa0FUs1ZOGd3pvj+1zAx0Ubf5rcsFezEVVhA9uJ+6ZSlXASiyl0DOY4GpfjPs2NpPNZKgKWKm3x/BLFsSp84gdfqmgPTU6OMajOXviVay3fIHsnqcKjmuRPubUmJH3vknBvkXX0DJJsuHe/OAP0C8WE46FaPbnUC4WpkRyg52GO5tuDLZc116209j9yUd+y2fm38NltQzMdhrLrJhPPIupqIRNzRIT/CVcCUGlR6QqcRb91BtMvWsJyXeHB19RwlrdDECq/QzmQNWYVGH81E48t32BnKLhK6pFi/Rh8pUh+8ry/KGCcxvoJO2uwbXpEyhK1iCRldUjOXxI/gqs/mLsDdOJVU1GinZhcrqRrXZyg91QEuDPEX/RE4DFNBYpYbfKZLIqb58c4iUB7NYA6UyUf77XjiURJvjqf2DyleFffT+JS0dxNM4m0XIQQRzGhJ/aSXjvs/Sv+Ar/tEcnkQoiCPCedROYXKSgR/oQZBO6kiXT00qmp9WQf11+N6ai2rxsLRgIAu+CrSTbTyPs+Al/t3YZqqcGS/t+TEOtZObOxDVxHL8d7oM3zfQzRTtL5shOFG8ZrilLiR19LU+4Gh2ixQ6yUSyKn3rHGOQsdrRMiuJtX+RI44fZfTHFqoCPWebLY74vyGYQr+kZDeujCzdAnggi6CBchwQRpFFdS1Pz/5c9xfjXPkj8zC6S5/YiipLhKpZNF2ydr4U13kXope+TqpuG7PQRO/Y6giTjmDCPRcU2Euf2kW6N4py2EmvHAWrO7WP68rtQgyeRHF602qmGjo3LT+TA85g8pcjjZhg6LDseRTBbDVXMXAbXrHVYG2ZAJkWq8/ywyJ6GpboZe9Nc0h1nEaum0uGcRior02ixw3VaO4Ik57VhRJsT19QVJI+9Si46QHruA7x1Ns7ZjjgLmx9gZq2HH792jHNzp3M54eXQ4T76g1GWzqikttxFKBbl6QMhtsxqomJoF3aL3VCWjAURrU6s9VMRzFbCOx7FWjPJsAS12Mm0HiF1+TjuuZsQZLNxjdc/NrPVuD+5DNGjr+JbfCvm1te5n4uk58/meLaOX+3q51jLAN/d6qbGZUaN9BM9vw/J6cPRvJBM18UR5ztp7FAimG0IjEV+OScvxSTGSdzwvCwFqrcA17J/2o36HwbjVxhmkN+oPV1VDPvU40+zYOk2Ml0XyLX1Yqubhn3CPJRgLxX7/5Uqs8XwJRjug6msimB1Yikfh6N5McmLh0EAa+V4uAF9SjBbaQma+e5TF3DZTXxlTRn+znMInhLEG1yraLKgnt+Blk3gmLGeok0fIdl2AlvtFDI9l4ju/R22uik4yxqQA1Poffyb+Jbcgam0YUxbf2r8RU8AE6rduB3mvHk2wF1LK3j7mJFX1nSIp3Lcv7oOuXMPkWHf0mxvG6krp/Cvuo/Bl/4l/9301TP4V99P8O1HqfabKHKbSKRyrJxdjZpK4D31PPFU0MixHhpZIUlOP9mBDoJvP0LJrZ8xdFDUnIGu2fFofuXkqxxP/N3n0GJDZAGh7zJqtJ2/uX0rv3yri01l3cTeMlI12Z5WUhcP4V18GwijBlEAQcQxZzOn+6C6cryBotA1tHQc16z1HOyz8st3jJXUlZ4oE27bgKnzPPmB3mI3JhVPOXpsCFQVk78c0e7GUjmRTNcIocg5bSWSy0+qcwSpYfKXY3IX5Qd0Xc0hmKyINhe+Vfcx8MKP81DKYG8brplrDabo1OXET444eVkqJ5AbMvDnjnEzGXzxxyPPov00/lX3k2o1UluZ7kt4l9xpaDCdedeAXQ51o8SGsFY0ETvx9vCzvUzqykmKt3zcqJkM3zNBMmGrm0a27wqRg9vz0EyTu4hk62Mj4mB9VygvPs3bvjuomboVccdP8uck2t0gmfIgAc/cTQy++p/ouTTa7Dv59jPtDISN32vrinCpuYjP3j2V7fs7udQR5u71E3j0lfMU+xz8+7On8u0evzTI17fOwrfje/hX3mtc66JbCb75y3wqMtt3GdtAB6aiatRECC2dREtECb79CIE1D5BqPZ4f2ATZjOwKkBvoQLQ5sVZPGjYGChvX0XeZOY0LOdEwB5/Lgl/rQomIhHb8Jn9OqbYTeJduI/SOcUyyuREdPrREKP8Z24I7yBx/FefUFcYiBJA9JYgOL6HtP8a/4h6CPW35fidaHaCqyP5KRLs7D6MuirXQXDueXW0q9zQtRL04usg6GzWTIpNRcDQvItM9wg8RLXYDESSK6BgIovDuJ/PmM9neNtR0HC0ZwzV9BbFjb+TbNZfVE8WFWrOMKmEgnwIGSF89S/GWjyO5i1GjI6lgdebtnOjKUVPmZlqtA2fvTkSvn9Ar/4pv2XsYeGGk/4o2J7K3hNxwu466qQwdeAH3rPWE330y/yyyfZexj5+L5C0hcNNHyA12YPX+eQrA8F9gAicSCb7//e/T1tbGj370I374wx/y+c9/Hofjz0dH/mPij2ECy63v0O2byan2ONFEltnjXPgP/CtKxXQumxrpT4pMrrIzrkhi8PGvg6YgmCxYyhsNnZhkdNjRaiQck5dinnMLNqeV/lCWsx0JJJMZS6KXqgMGi9HeOBtL5XhyIWN7rSajRPa/AIJA8e1/g2i2kG4/i2gy52sEpkAlzhlrCF3HNAQovfd/Ec6ZyD3/LbR0obCTb8U9JC+fwF4/HS2bQrK7MVeM52JI4iu/OsN3766lTOlEHepCKmtEKhvHp37ewmB4BGtfW2LnazcHELrPIEgypvJGOtN2fvRKN9+6rRy7NqyWmk3n5YSV6BAmXynZgQ6c01ehJWOkrpwytJCARMt+vEu2GTLMoT5kTzG6piFa7WN0hQTZjHvORpRwv5EDT0YwF9cg+aqIthzAXN5I9uxO9FwK2VtObrCDbE8rjuaFZAeu5vP1sqeYwMaH6Hvi7/AuvZPw7qcMaemDL45JT7g2/DVXkzZ8sUs4bRbs5TVkgz2Qy5A4txfJ4SHTfQnPwq0F0gLXIrjk0zxxJM3n1zrh6pFhfZeAIWQWHUJXMoiyOV936FvwCb79cmhMO9//8Gye29dNe0+M5jo/8yeX8czOS5xpK0y13TSnmE2h3yB7ivAsuBU1FmTwpX9Gchdh8pWR7W9HS8XwLb8b0RVAstgJvv2IYfDSOAf3zDXkBq6ixsPILj/hAy9grWjCXNaAKVDJwPP/dN2ZCZi2fgXZZseR6Ca045H8oHQt/OseREtEEO0ew/5RtJLpuoCWCBnpJ1lCjA9iKhtHqu8qak8L1sZ5DL3wj+jZFKbialxTV5AL9SK5/Eg2F8Edv8Gz7iESrjpM3SdQ40G06hlo3moGI0m0RIQGuR891IW5rAHR4iAhulB3/Rw1Hcc1bYWhV2SyYKkcj262IgkS6Y6zSA4vQ6/+1Ogr3lIsFY1oShZH0zzSV09j8peTC/ZiKW9ALKnny0/1Uh6w8z7HDlIXCwl7jokLccxcR6brAkoySsI3gV2dFt48McCnb59IhTmOU0gSPfIa5rJ6LKXjEESB9NWziFYnlopGBrb/M1rSMBS61l+v/Xv9s/AuuR1L5USUSD+i3U26aCwp7ffFf4sJ/K1vfYuSkhKGhoawWCzE43G+9rWv8YMf/OC/fAL/vwpB1yjve5cKt53Lnhr0wSvo/a1I/W3MWXw7mp4gc7oNce5NCMOYY1NRJen2syAIOCYvJdN9Mb9ikBwebI2zSR55gVR0CHfTLBYXl9ChlTCQGNm2Ji8dIdl6DMnpw+QvJ7L/eQOyN34e8SOvIsgmnFOWo8ZDiBY7sQUPsfOKxCpNY8xGURDJ9bXhstgJyTdwRRJFJJMFwenDaq8hdmonyYuHqZuyjPtWlPOFx9uxW2X++qZFVA6exXrqLb4yexIXxCb+9c1edB3a+5NcDJdSUTWPCyELe3f1IAhRNi1uIKGkEbvPoWsCttrJRA+/ktdAj5/eBbqOuawBwWQhN9hJ4twe9JLxdDXfz3/uyeC0FbO2qZTA6adwT11qCKRdfw2SjK4qJM7vI9FykJLbPk0up9ATziFVzscbsCBMWcGlhIdXT0YxybNZt8qCM3EGfbjgCsZEoiWHJ0hdH4bsqvn2R4espnA73PhLp5A+uwvFbgO7D7PFQi7YY6iALtiK7Lyx7vo4d5bN051czfkovnwKNR1HdvpwzVxLqv00KDmcU5ZhLmswJs0bpEJEAaRMjA9WX0BscpG8uANTexX3z5/H33ZFCzThbTYbslaMIMmE9z6DvXE2vqXbUOIhsgNXcU1djq7pBmHv0HYs5Y145m4kcf4g9ropRA+/jGiyYKubZixGdA3HxIWkOs5i8pePOTdEkbQiYM4quMw2hOsw9ACCxUXKWorU8japS0ewj5+L3e9HKik3yFtD3Virm5H9ZQwKfqxXTiGaLEaKNJsiN7wrlpxefCvuJdN3hZItHyd2cgdybgeO6augvJbUhX0oR56ivn4aJl8ZYWcT+/uKsHcpzLBdhdb9mAIVOCvGo6bjKIkwgmRC1uCRwypLx9torByPEuxGkEx4l21DdvrJdF9A6buCmghhrZtOrr+d1JVT2CfMJ9Z2GrNcgslsQpfHppayopX2VBG72rMsaZAo6T3C2lgbi5fMwa1347Z5SV9tx1LegGR1EjvysjHpVDcTP70bJTqQH/yBvHS8MIqDNPpZoOsgyQy9+lNK7/j8DfvknxJ/cAdwyy238Nxzz+X/1TSNzZs38/LLL//ZTuKPiT9mB+BIXCFz9Rw6GiHFxsl0BTOvPoa9vI7sYEeeFi57SnDNWocaDxWkbgSLHe+8mwkNm0z4VtxD+N2nCoo//pX3Eosn2ZUaz+Lsu2gXRgqDlupJyC4/iZb9+Je9p1AfRhApve2zXO2P8/VX06QyCrfNL2FF+Bn0gRHkhXPKcnJDneTC/XjmbSa08/H830S7G/fMtYT3/I6S2z5L//P/VLDS9a37EJ98WWBWvYOt2mtoXSN6KmLpOF513MJLhwco91v5m9kRws4GvvlsoSjc126tJLDzu3jmbUbTVDKd5wu00h2TjUHd5C9HNFsJ732G9nmf5gfbR/wvRVHgP99fSfyF7+Get4n46V0FxWTPwlvyxxzNi1BiQfRsCkvddPapU1haEuF83MW3nx9pUxDgm/dNxr195GXwrXgv2b7LaKkEkrcEQddIXT6Fo3kBkQMjzGbJXYSzeRHRI6/iXXKHQTDb8i3sQgblle8XMH0D6z9IsvUYqUtH8sdsddMMvkX/VTwbHka7epzIvufwr36A4Fu/ZnRB3r/mfQTf+jX65PX886U6LnaPGNvcNK+Cm4V3sHp8BXaRotXBxWl/zY9fNVRrTbLI1zf7qDUFESSZodd/TmDjh4jsfzHv4gVga5qD7C4idsRw2ZO9ZXgW3MzQq6MUToeNxnVVIbz3WdxzNoKmkGw9Xlifmr6JH56vxWGV+fgiEUuyl9DOEZkU0eYksP5DBvpsVN2maNPDhHb9tsCHwDltJfhrSEfDaOd34J69oQB1Jjm8uGaswVxSY2gNDbfnXXw70aOv5XWuABxrP8y/HbcRiWf5eMMFtDMjaRvJ6cU5ZXlewgRRZmjxJ8mqAhUHf4R79npEsx1NyZI4t7eAC2RvmovkKUY0W41F2+FX6Zn1V3SENZrMAzh3/uPIdYoS0aWf4qvP9vO9BydhefMf0OMj/dm7dBu5UC+ZzhbsjbMKn63FjnvuJkSzjeDOx/Lvq2fhrcRO78TRNJf01TMFKDTX9NWIDg+SvxLd5kF2F5GWvPxX47+1AxCvK+6pqjrm2P9bIxPqwVI9ETUdp1TTmK5ZyVV/ALMeNFavGDIP1topmEvq6N/7TMH39UwS0enFtfxeQ9IYxlT+o0dfx1oziblyC8nqVTgrmpEHLmIprkKSRHRVxVRUSeJS4RYSXSN15RThklVUFF3lcneEZw/24195O5MaenAnuzB5i1CCvXlYYerKKYq3foJk6zFkhw/RaiO85xlEp99wrrpulRs/+gpf3/bXZGMhtDeMwV+w2DEHKsmF+1g5TaTEVcYk+yDuWA9vxRqoK3dT6rfTO5RAUXXODsmsLqtDsFiJ7X4Kz7ybsdVPQwn1YiquxVY3jVy4j9iJN5HsHry3fYH//VJhqsMkiYaMtpojcnA7vkW3oaYTqIkIjvFz0XUda2UfpqIqlMgA2b7LmIurMXmLmem2o3Se57VLhStQXYd3W6Lcu/ZB1EQYc6ASNRlFtDhwzd0Eukb85Ds4p68ABAIbHyLTcR7ZVwbohPc8a2ixm6yYyho42xVnvHUQedTgLzl9JFoOos7ehr9xNpkrJzEFKlFT8bwGkhTrQy6qwrtk27B72HX6RJdPULTxw2QHO/jUrU2cvJrgUnec6fUeqnp3YvNUEL0OUaOlE8z0J3hgbS2yJDLOncG179/I1E7G3jTXkDvW9fzgL9pcmHxlZDrOYZl7E4JsNuSYA5XETuwAQTRIVbmMAdXVNUxF1YaOkSwT3v2c4UrVOMtIwxXX0GGbQNuOK1jMElGtDHdPq1F/6LuCZHcZ6rfn9o3V2Tq10/CZHjUBJC8dwbesCaFiIalALZayEop9ZaS7WhBEGcnmInZqJy7ZcEW7NhEJolQw+AP0J0UOtwzx8LoytKOF6CY1Hi70stYUKuQwsj+AVjeN1NUWXDNWoseDY4igyYuH8C1/D+byRrRUjOKbPowrk+X5/UO8Gozz8LJP448YBjpq1Qwe3z286Ax1FQz+1zpn4sy7eOZtJnr09cJnO8wLUOIhSm7/HKn+TjKZHJ2WStT5k9Fjl/DO3QKZGNn+q1jKG5BdATK9lxGUDDlNQAn2Q7GXP0f8wQlg7ty5fO973yOdTrN7925+85vfMH/+/D/Lj/9Ph5BJGcgNq5N46zHKFt+Bloqi54xtVtGmh1HjQdId5xFEKV8suham4mpEqxPlylmQJJxNs0l5Sws7jyiBriEffxbTmZcRvWXYpq0gsu/Z4SKWgGPKUoTrVDckhwdL1QTq2t/k05UhYnPn8cQJnf98u49Sv5O/u28L4cf+pmBQT7efxjVzDY4J84mf2knywkHjOnUtv4UsvAEivvA5BCAIuGatR7TYyPZexjlpCcUeEXPbO3Q5V/DMoI9xVVa+sUknd343BCSstdNI9hzGNm0VktPI7UcOvohgtuJdeCtaNkV4z1MIlZO52nA7V8KwIGdGFgu3scYmc/iYqhDa/SSizYmlvJF09yUkh5tsfzvJi4dxTFqEZ95m0j2tZGJRhsjSIc5AkscKrImiyCv9FbT1eVmGifEesNd4SV04THagHWvlhLzwm5KIIDs8mItrCO54FFNRNa7pq0h3ncfsLWV2JSRCw/dQlPEtuQMlHkIJ9+GKXR4u5Hca9pSjtY8EATWVQMulC5FP+ZOUiXibSEklWC++y8xoF4smzkSSE2RMCubS2jGoFwBdEGnrzyJJEm5vMdqij2ILHzekotMJitZ9ADA4CmiqkQaasQZL2Tg8C7YasuSldQiCiLN5IemOcwhmO76V95BqP0269zL+1fcZBjboRPY9h2CxIzu8JFuPcXXqx7llboAlxSGcF19D9hkM+kzfZbRUDNlbeuM+J0mGcdKwoqsy525O56o5eURhRqPCtKpqUgOXyV3Ya9gluvzEz+7BM3cjqY7zmIuqcM1YXbBqLujS+T5l3PvfF7K3FPfCW5BkM6nW/YiyCcesNYhmK1p8bC0GBGRPKapkJRgZxHT6CeSiGu6aM5n/3JXlilrM3pQNBJis+PnQMomfZHLcKGMzQvrUb6iTpCtZ0u2nsZQ3GSZL2SyVEytJ91+CSBdRXyU2UUE02whlTZy6InHkag0zxvmZE3BjTQ2MafNPjT84AXz2s5/lpz/9KS6Xi3/8x39k6dKlPPzww3+2E/ifDHNpPZmuC5iLqgiUNdD/3A/xrvsrct0X8a/7IInzew10BKAmwnjm3TySYhFEXDPWMPDsSK0jdWaXgQJ685f5Y+7Z60lcMFb3ei5DdqAd82Anrhmriex9FtBJnN1DYPX9pDtGUjDueTcz+NK/5HcUtksHuXfphznXJbFltg/90JPYG+eQbBlRATWXNSCIMv3P/AD/qnvzE4CWCGMqqRkjzOaZt5nYyR3Y6qfhnn8zSrCH2FHjXFOXT5DqOEt27vv5+18bO4wtE3XCz4xILCdO78a/5gGCr/+Mops+ghyoQhnqxFY7xRhErllCth2nvHw8x6038w8v9HPvqjrOtYfz56EDpqJKMqOE3rRUHKlxIfE9T2Apq0P2VxgQQIQREl7bcbzuEtrqHmD13BoOnevPo+9EUaCy2MV/vmAMNPvPwiduaaK57VEynYZ1ZKr1GLbGOSNqiy4/uUg/IOCavqowXdNyAPdtXyZpc+KaupLo8TcNbDuQajuOd+k2zOUN5IZGtubXPJSznirMuoZcOd5AG+VXxQL2aavZdaGfqRd+hhLtRwHSFw7gmrnOQMO8/aih4TM6ReXwcKjfxu4Txgp/9/EuHtg0CaFiJe4zu/CvfoBM5wXcC7aSbj89skO8fJJM/1VESSLVdpx0Z4vhB7B9hLCVOL8X/7L3EDv8Cslzeyna/NE8mkXPJMllkjBjC6d7Ne7ynUbf/wZpII1RZLePn0f8zG60VAxTcTWIcoE0ir1hplF+kc3QuIhfXghw6oqRyuoZSjJLGSB66HejrtVLYMND9A8bA4GB5/evug8tFUVyeguKzyUOnaVTS3jlVIzmyevRT45C27mLDSVQwD17A2RSDLz2s/z5Jc7vo2jTw2iKOobs52heSPToqyAI2Jx+Eq1HyLQewW1/i49v+Dyf/sWZfN97bX87X7+llIcWWrB5fQjXLQp1BJxTlxE/vw/3jDUF/tai3Y2ey+CcvJSB536Y7yu5C3uMseXAHji/G3nZXcTSWR65auXQBaMfHL0wxL4aN5/f1sxYics/Lf6i/QDMl3eiY+T4BZOZvsf/DteWz5De9wT+5ffQ9/R3Rz4syYYWh9VB8sIhzNWTyLSfKsj9Ajinr0L2lJDtv4Jj/HxkfxlKqB8l0ke66wLWiibDalDJoWcSJC8eMQpBriK0dJxMZwumkloEQRgjPS2X1BGf9wE8sTYyO3+Ba+5mhJIGlDZDytZaM5nBl/4FJdSHrWkO9rop5EI9YLJirRiPIMkkLx0xUisT52Mqa0ALD6BrGmo6xuCL/3vMPcqs+jSfe3qQ+go3n6k+UgCxA3BMWEAu1IMgm3HNXEe27zKmosrCvPJwXEO6fP2OGjQddl/K4DDrLKzS8J3+Le7pq8iF+0jH40TLZrGn18nWhiSmZD+W0np0XaX/mR8UkIAAhLWf5OXLDipK3Vy4GkISBeZNLuPXL5+jLzgi/1Be5OBLzRfRRjEnAYq3fJzsUBemQBVaMooSGyQX7M4ze/PPdtYG0rULcae6Cb56nQOaKFO06cMowR4y/e15V7CcCml7KdLpl0AQMXmKyfS2Gv7M1c1cEuuRIt249/3Lde1JeBfeSnjP04abVNk4Mt0XMRVV0emcwjef6SKrjLzmq+dW47RIvHeuFT0eHjb1+QgDL/6E68O3dBuh3U9iGzcLLRUdhkaOhHv2BuLn9iJIMraGGdga55LuvkhmoBNr41yuKgHQdbxv/92YFE9gw1+hSzLR7qsky2dRYY6RvnQYXcliqRxP/NRORLsH17RVtCXtfOXJkUH2g6vLmHbqn8akUf1rHiD4poF+kz0lIAhYa5oNCWxBIN1u5MStNZNIOyvo0/10DCSR1CwzXINw9RhpdzVDrgl4LBreXB9E+0HJFEA7ASxVE3DPuQkEwXhvo4bKrBodInbirYL7l39Uqx7mY08bqagSnw1JFGmusnFP8RnkqimYJMNUPjvYga16EpneyyCAyVuCpirIDi+pK6cx+UoxBSrJxkPoseAYKXVb3TR0NUe64xySy4/5ps/x0L+e5fr49vunUlZ6YzmbG8V/qwawatWqAuN2QRCw2Ww0NTXxhS984Y/29P2/GlYnZqePZOtR1ESU0ru+SKa31chRJsM4Jiwg0bIfR/MiY4V69SyW8nE4p69EtHnIXBkrGKYrWdKdF/HMXke6q4XExUPY6qYaSn6CgI5A/OQ7mIur0Eon0lq5kYOtcUpcIrNKzVQ2zSLbf/WGeh6CrlHctRtdzWGZvR5BNpFpPYK1uhmLrwQ1EcFcWod7xhqUWAjB4kDPKQhkQdfI9LdjbZyF7i6HoXYSJ3egRAaw1U9H9ty4w5TbsvzgfU389O0BhBusBfRraw1dR5AkctEB5N+DQ77WSzLJBLVtz/K++mkkWg6gtPahAMG3H8E1Yw3a1JuIDyZZ42lFb+9Aqm5GSydQzM4bEmzQdQYjKV492MGUBj/3zHdxeShUMPgbH9PR9BujKMwlNWipOEq4F3NZQ16auSDULH5TGjU99k+gD8tkbye97kuYRQ35xX/CsfQeQnoRfg3IxQkefhlzRSPuGWvJdF8k4anEfQME0OjrTF44RPLSMczF1diaF/LUnkTB4H/t4zo62e5LZHou4Vt+F2o6cX2rw2c63LbADe+nDviW3El24CpaJkUwkePxK7X0hiv51GQfdYnzmHzl3CjRoJkdDCp2bGIn1t4TZO1m0l0XjcXHxSN4F9+Olk6QuHiQyrpZLJ/kZefZcP50bnzCOrK7GPfcjWT7r4KuYa2ZDCYzSngALRFBm30nu64qnDoborYsTSypkEipvHBE5Evb7uK1g32sCeQoEmIoiaBxF35PX0pdOYmzeQmqMICaCCPZ3ejXLToKv6JT5LWyZek42nujKKrO1MYAJDuQcnGSl87gnLIMAYHUlVNYqyYg+ysMZrbVhCDLmALlBpFSV7FVNJE8u/cGv6ON3CVd+7037M+5ZP+DE8CaNWtIJBLcc889iKLI008/TSKRYMKECXzta1/j3/5trF/n/1vC5ArQ97t/QM8k8czbzNCr/4ES6Qcg2XIQ99xN2MbNRrTY89jb5IWDyP5y7A0zcU5ZmicaGSHgGD8PXdMYfPXf80iW5Lm9eJduQ8tlie5/DoBMp4fTUybyb69cyX/7ZYeZr67QMB/cjn/lvQZ7clSO3zlpEbqukx3sRI0OkRqegNLn92Ctm4qtcRa22qkMvf4zg6S2fWT1Fz32uqFDI3sQz+8idmJHvhCXOLsH75I7cUxfQ+LEyOrYFKgk192CufVJ7l36caKphdgvjXIxQ8Ba1Uyw5SDumz7O4Cv/gWfBZjI9rVjrpo6kgAChtJET/TLFXgslSjdKdBBzWX1BasP4zQqcHfspazmIGuknOXz/3HM3cc6ziAlTVxRIF0iuAAmTl7VznBxuGeT2qTL2N79D/cK/GiNWdueSCsytbzN6fWlrmEH85Dto6QSW6onoSo7QzscJrPvgddhuAXNRNcowBFRy+QuQSs5JS0heOopQMYkj7RkWq/sQrE4uaFV89z+O8p1bJlDrl0iceRfH+HkMvfEL9Fya0vmVXFLL8bqK0GKDI+1NX4U2WsBNU9DSSSSznZsmiZwYtWgXBagrd1PnEwhuN7RuEkDxlk/kYabXwlo7hWyfYfuY7riAa80HyLz0o1GNSUgN8wg+/70RtNPZd7l16Yd5q9OBdOI5wldOGguhyUvyYIlrz0IPduLPpYkcMdIa8qr7DTKapuBZeAvRo68ZFpoA5/Zy54L3cqbbyWA4zSsnY8yYsRHlyPMjp2N3Yy6qxj33JgMlNzwQx8+8i3/1/cguP1HRxY9+18blXmPC23+6lxWzqugeTFDuM+McOsut46xYsuE80s6/+n5jphu28rwWjvHzkAOVDL35S3IDxn1KthzAMXkJloomQCAbHIVgszkx+0rYstTOr18+i6Iao++uY5184765eF76Iq5pywntfIxs3xWjvQsHcU5ZhppJYg5UjqCSMJBK/rUPYh8/m9jJtwt2WPZxs0bc6WZvIBfpYVajj6OXRmoWTZUuKgK2Gy0p/qT4gymg2267jWeeKUTH3HHHHTz99NPcfPPNvPjii7/nm/8z8cekgEwX38zf0Ou3dWDkKUvv/Dy9v/3OGInn4ls+Rar9LGZ/Kan20wiihLVmsuGY5C0bY1QtmG0UbfwQA88Ps/1m3sLXDhQRiRdudz+5sYz6A/+A5PQZxbqeS2ipOPYJ85B9pWQGu5EkmciwyuDozlu67YuE9z5jmIEMm1CMDteMNejVMzCFrxZcqyCbkb2l+Nc8QKb/KulLhzEXVyPaXIT3PGPIHWz4FDu7rWxoUEmf3YUgCNgbZ5LouEDYO5E9vQ42mg6idpwmsO5BRIuNdPsZUh3nMDXM5bJQTcuAzoKyNN6+I5iLKomd3YNr6nLDzk9TsdZMJnbybZwTF97wWXDTF3Fe3YNoc5HpuoDJX47sKSJsKUO3eIhJLvztO8kdexHR7iYy94PsuiIwmNBYO6uMigtP4600jL4zXS1Yyseha1oe2utbug3RYie0+0kC6z+IrqmGbacoYqufQeLsu0juAFoui7VyPGp0kOxg57BVZZa4IpPwN2NK9ONXehEqJvO/XhzgYmeU+c1FfHhiPyaHCzUyQHjP0/nrSi16CNnlx9p9HGmoDVvTXNTBqyAaGkSZrouYAhWG2cuVU0gN87gUMfP6qQiSJDK3uYQSa5ay0HEy5/fmUTKyu4TATX9F6tJhsv3tWMoaMAWqUKIDpDtbsMzcxNOndZZWJHF17EUzOwiVz+dq2s20E98rcBSTi6pwrH6IyG+/lj9WtOlhcqEeMp0XMAUqkN0BQrufxrd0G/Gzu40daVk93nlbiJ3ehaW0Lm+ZKJitSDY3ajpOePVXeON0lPoyF0sCg1iiV0l3tiB7ijEHKpED5aQuHsmzta+FvWkOksNHsmktH/33kb5ukkVKfTY+tLWZGksc/fw76JpGtq81D+02+StwL7gZQZRJtR5Dy2VxjJ+DYLEDQkFtzzhhkaKtnyJuDiAGr6JdfBfZU4K5uJr41fO8KK7l5X2FOkTzm4t4n/UNXE2zGXrzVxQgwEQTJbd+iqFXfzoilzEcgbUPoksmZIuN+Pm96IqCc8pSsgNXyXRfMnym0wkEUSTmncChyykOXYows8HN7AnFuDN9UNTIfzX+WymgRCJBPB7H6TQaiMfjpFKpP/Ct/3fENU0WGLUtLvi7ahSxRs3CloomHBPmk4sOoYZ7CR57HUt5A7qmEXzzlzinrjBQDteHpg6rPg63LcooythSzbUUhRoPEXzzl7jnbcZcXEum9wpKZBCtdDzE+rFWjsc0bQXZgY68F3B3RKWl6m5m15rR9oxlDOuaioBWcK3uuZsQTRaUyABqbAhT9WTSl44Y8MZRaAhZ1Fja/QixtgSnpnycN08G0a7omEyTudQZpqFCYPyidZj883GKNrSze9AmrOAiEzjXnqG+WGVZtYLt8l7Sva3ET75tWAYKhohW/MzufNFVn7jghude5BAYPPG2weIsrSPZdhw1OohvxT2EXv8nfJ4yrPVTyAFaMopr5w+5JVCJtXYyNodE/5VDhK8cwrf6PtB1Yid35GGE1ppJSJ5iMl0XcM1YjWCykDy7F03NEazbyNlumDntDrzRS0jJMLLTC4KAVDeP1phMhSOB2HkajxbE7pbJdEQx9bawdWYdv80o3DZFQg8PoaSjBZo0upLFuusnWOumISy8D33/FVDT+XyzaLFjLqlFTUTRVdXYEfa1MLm0gUnLLGjxIdREB7LVT0YpRBo5pixGyyRInNuHyV9O7PQutGQUwWSl9LbPklHhXFeYlw/HaKpaSiancmVfP3etsI11FFMVrHqazKidnRLqIXrsTSxFVSRbj+WL4pLDg7VpHv2BWezpyKKdUZk98TYqs5cN4uK8e2nJltIV0ZhW56FWTvBA4Bi2QD2ZnktEzuzGXFpP+upZ4id3ENj0EbTrXOXAcIjTdQ1hFKrszoVFrGkUsKaHUNpeRC6rRyxrINPTWkD2ywW7GXr53/GvfRDP4tsJJuFwd4q2tgRbxt8g3aNriJKEKXQFUdSxLd1G6uJh1FgQV8NUlJaxY15W0XGMn0d28Cq+Fe8ldfkE6fbTOCYvweyvINV6DNeM1WiZFNHDI7wpHR0tlyYZGUAJ9yNIMgMv/G9MvjIsVRNIXjpCpqcVk6cYLfk665ZsY0OjizP9GsFwApdV+/3ptD8y/uAEcPvtt7Nt2zY2bNiApmm88cYb3HnnnTzyyCM0NPz5RIn+J8JSPm4kzaKqBfoiAK6py4mdeAvHxAUkzu1FMNuwj59r7BoEEf/Ke0hdPpFHWYCRUhAkeVhYbSQH7Zq5lnTXyL7ddHEnty38II/sGCFWWc0SFaYR9h+A7PKDrmOtaCKt6CT3/Q6td8TM3TltJeayBhQN3riksv1QG/VlDr65bn0e7WKEgK1hOhnRCgiIVif2ptlkOs/nzz9+Zjeu2RuRaqeNyC5j4MjNvjISw6iIKnOMy93Rgp3WlukOytUevvhSlAfXVDA1PMTLh0K8dGgE/TC51sUnli9COWconnrm3czQm7/Ev+Lu4ZXZcHs3eBbWqWtItx7GMXkxidO7SXcYmGvJ6UVyGWJ3SqQXk38dozXSc0NduKatJNN9EckVQI0NGfdFEPKDv2hzYaufXoCGkc68S2DDB7ncn+Ubz/XzkVVFmN7+J2LXVsVHDOKffvpVKnWB1IUDmPzlmCWd4KiXub6oiq9ufT+pZ/+O2PBCwr/qvjHoGGvTXHZdDDMjGkbsvIC1dgrp9tOG+uXAVTwLthqokGvn5/ASWPv+ERlnUabk1k8R3W+kXpxTjJ3VNZmNa/cLQPaVET+3h+SFQ9yy8Iv84HdRWq4ak70oCsxo9KOeKcTXu2evZ/Dlf8U1cy25wQ7UeJjExSMG5Pj4SNpQtDlRIv10mer5xqMX8imR3+3u4FsPzsA2Zxs/OmynY8DoFy8fHuCeZWUs7DxJ4thr2MfPx1rdnHdHE61O1HA/lvLGMTaOtrppiHYX0csnKPbaaCq3s8bdhtTWT/jcSA7dWjfVWJi5/YQGRqluihIoWS6fa+Fbb2t5TTC3XMr863R8bONmETv6KggigiSTOv46lopGYsffQnJ4Wbbmq7xxbKAg/75hip3QWz/O79K9S+4ASUZAKNjhWiqacE5eSvzMbgSLHT2doFOoQDUX4+l/bgQJFOzGOW2F4U6oZFGjgzinriDV3YKAwIB5HpMDAiZXGYX5ij89/ksooN27d7Nr1y5kWWby5Mn86le/4m//9m+pra3N7wz+b8UfkwKSIlewkCV27E20bBL3vJtJXDiE0n8Fe9NclMgAseNvGvh4uxdBz5G8fBI1FkJLxTCX1AzT5c8jCAKOKcvQUlFCu5+meMMHiZ/bjxLqwT5hnqGF0nXBQC1cOYW5tI5c5UxODJh462ySyiIb66a6qFKuGpONIOCYuBBMVsRhueSM2Uv8+e8WXoQg4t30MQ72WfiX13vzHfC775tEVeaSYRZvsuJsXoiWSxPd/wLOtX+FnAmjZ1Nj0TqCSPF7/5Z4xyW0S3vRA3U4Ji9HSgcRdJ34hYMI7lL6yxbz6uFe0jmd5Y0mqjteQ06HeMp8K0fbYnzp1iq+9Ju2MUYaX7t/BuWpC5iHWkFTiZ98G9lTgmfuTSQvnzQ0YKatZVBxYuvYjyl8lWTlPA4lKpjj7MGnGObamc4WJKcPc6AS0eEldvwNJKsT55yNZLMqqdPvIOo5bFUTSbQdJzfUhWfOxry9nnvuZnLBLlKthipmcMejBeQkgMD6D/FSfyVP7rjMP2wUkPf9suDvJn8F3mV3MfDcPxrPYeldRPY9h2g2o6YS+QHev/b9BN/4xUi/C1ThX7qN+Lk9aIkorhmrSV05RahoGth82HqP4fF60HIZUq1Hcc5cS/jdp/MrbNHmQley+Ffem9cSAnBOW4VotZPpbcMzaz39zxnucN5Ft6Kmk2R7LmGtnWKkuXY+AeiYZm+l3b+Alw724bSKrJtXRanSiScXJNV+GjUVw94wk1x0CD0dI3XlNP7V9xM7+hrm8kZjYZLOkD2/G9lXhq26meiRV3nOehuvHSssE6+cUcqaWWV8+eeF+lkWk8S3V+eQDxrp2OKtnyR65FXMZXVYSseRvnoaW9M80BTiJ99BV3M4Ji5AcvrIZbPET7xFcs4DCKkwxfGLhHY/xfWEu5JbPo2mZNBScRItB5A9xVhrmonsfZ5zE97PT14dyevLksAXtlYyLn7cSBVWTQQYSRUuu4vQrt/m/5U9xdimr+WyUMMrZ9LkVJ1Nc0spO/0IevfIxCva3RSt/+AoNrOA5HCjphN5ET9LRSPR42/xpu8u9l+M8rEVLjxXdyJkk2gTVlFUVUni9E70VAxToBpzSS2gkQv1kyudQE/WjaylKSn+r3sC/LdSQADTpk3j3LlzPProozz99NPcd999TJ48+Q9+77777iMYDCLLxs9885vfJJFI8J3vfIdMJsPGjRv51Kc+9V++kD82MuE+rMXVxOd9gJ6hBFcvJZjZcBPFNd1IZlMe8x87+hrurZ9DsNrpc87gfE8Wv8vEeKkHB0ksZQ0gCgi6jpqK4523icxgF9aG6YjSHJR0DCXcT2T/8/hW3Ydoc6FmUtgSPczVQsxfVo/gdZA+8DRDl09ia5iOa+Y61FSCoLWas51JIgkzk2s9uEsa0PtHinroGrrJTmcwXbD6CKU0KorrsE+xIAqCMYkkwijhPsJPfRPr+AU4J8wde1N0DSGTwFPbhFozHiGXQRAUdLOVbE8rprIm4u4GrvRnuHmWl+LQSWSzlWi8F3QNu1Mkk1VRkcYM/gBZFQZ0Py1iOQ6zwrjFjdgO/oqhN3+FpaIRS+0kzkacfO+FTqpKJlDmm875XVGSmQFmbzChRAYMkS5/1DCtj4cQzE4E2YKmKqAqmAUVoaoRPZdB9pZgb5iOEqhEEES0XI7A+g+REOyEbfU4vTVkBi4bW/FklOiwTAIAgkAilUUQBITrHLUAtFwa0WLHOWU5Jn8ZajqBY9WDXM75icYz1OXakI49nU89iHY3nnk3oyWjZAev4lpwG3o6jjLQjuzyU+GRgRgZt5t0bxvmWTcjdl9ENNvRc2lMxTW4pi43xMzMVmR3AEG2oivD3Il0HMfkxUhWJ5leg5mbuHiI8N5nDdhgcQ328fPofewb5HdIR56nrqqFVXMe5NyVMD959hzfW5lkaPdvMJePMzwG9j6D5PBirWk2Vp6xoOGOlkmixINoyQTixOXYHDaiw5j2RHZsejOeUm9YnMwpKpo4omOl6xquORvJ9LWTSqVhyk281pbDbhFZvPS9SKkgajxCWjPRmXNT0bQAW9e7mCvHo8R1rh/8AbLBLjLdl3AvvBWPp5hMVwtKsBf/mvsQ+gsHP0XVORO0UNM0DzHYTeLsu6iJkZ35NT9nXdcwV07At3QbidM7KTrzBA8Ow63tqUmERw3+AHo2jWB1Gu9J42wsVRNQIgbM1FxUjZbLoiYiuGeuIXFBoyeY5svPpplQvRCrWYJjAp8yd2Crbka0OtFzGdTYIEpkAHNJLTIZym0ZusN/LhbAH5gA2tra+NWvfsULL7xAZWUlmUyGt99+G5fL9Qcb1nWdK1eusGPHjvwEkE6n2bBhA4888gjl5eX81V/9FTt37mT58uV/nqu5LtzFFXRkbHz3t0fy6pdPAJ/eXMnk2D4sFU1kui9iLmtATg1yqLeUH78ykrL5+21lBN/+z/xKT5DN+JbdRXDHbwis+wBDL/6Ea53Ru3QbksOLEh1C9hQj2d15qVwwEDe+5e8h1XoMa1UzA8//CH3D5/nb37QQio3kPz9/y3upDH0vT+iy1U0je+IVVosO+ibMZn9LGKfNRLXfQuiJz+W3n4LZSvHmj+ZTXukL+7F4i8agWay1U4gdfwNBlA3hsAMvGNfy+s/yW1HR6sA382G+/JsBvn5zNa4d/0hg9f0MxFV2vxNm85wiPJ17mdHQyPG2kRenyGvFaZP56mOd+cnK7TDzlZX3Y9n7H2S6L+KYuICSVC8Om4nO/gSd/QayY93MIhxDezEXVxekasyl9aTK5oGviWK/E2Woi9C7T41IX4sSgVX3ETv6OqATWP9BBrb/M6YZm5CGukgcGwEpWConjGzFZTNaNsXccU5e3KcxaCqj9Lq0jXPyUsOxSckUGHqUNC3m9dBs3kqX8tD0zZiLqow+sOAWQrueQFeyeBffTrb1MPFT7xS4x/mW342sa6RNLp47GGGD2Yt68EVcszcgme0FssMxuxvPgpsJv2sg1JxTljH0yk8LSEe+pdvIDXWjxoLovnJykQGcU5YRG5W2yfVfwTNF5Y1DnXxuUylmUwZEieyo1KZz8mKix940pJvP7AZdwxaoLHC0U8ob8c7fwsDzP2L5UjPvXueQun5uObZgGw6bIZN+LVZNL8Levh0Fw/FMEEVjVzUcorsEU8MDeGUIPv6TEXSSINJ466fpf+bngIZz2koEix3LNYnz4ZC9pWiJCJnOC+ixIfpH6RMJx6zM2vRpZEnIp6uWz6zk4tUQuYTEhnikYPA3FVWhJiI4p61Cz2Xxzr+Zvie/jX/FPXB6F7lhKXRH3ZQxxEvn1OUkzu3DMWU5ktVecO/MFU2Yi6qIn9yB5PKzeMlnef3YILoO568av//ZzRWEX//fBlLJU0x2sKPAyc85dQVS6Tjqa2cwVlLxT4vfK+rz0EMPce+992Iymfj1r3/N9u3bcTgc/6XBH4zJA+DBBx9ky5YtPProo5w8eZLa2lqqq6uRZZmbb76ZV1999Q+09KdHrreVy4NKgfQxwKN7giR0G7bG2XgW3YZn0a2EhiI88u4ITK+h0o2j/d2CAUFXsuSGupDdAZIXDmKpGm/8QRCJHX8L/5oHsJSPw1o3Nb/SNAyuRXJDXSiRAfxrH0RNx9F1ndaQVDD4Azy2N4h16f2YiqpwzVyLc/oqUm3H0S/tYcMkKyumlfC39zZjPWusxATZDMNql+neywTWvA9bwyws5Y1orjL86x/COX1Vvj1LRROpS0dJXT6JubQWW90Uw9lqVCFcSycoz13FLIu82w4mXxmJi4e5Ympk2/IaVlWnELtP8eAiB3esaKC61MWaedX8zV1T+fXrF9F1Y9sviQKpjMJlpRRz9STktR8n4qrHEzrPV7eWsHx6GTWlLu5bVcNNlUE8zfPGSABk+y6TCA4y4J2CmgiTC/ePDP4Amkqy7TiWSuNZhPc9h7VyPOZMEO1EoWBhpqsFc1k9toYZ+FfeQ/TAC1RlLvHlrZXsuiKhrP0MlnGzsZQ34l10G0pkAD2bNJBCo0K/uIeVjTJnrsYIVyxESUYp2voJssFug+RksYNsRhCEgsEfIHrkFUNLqHIBbx/vJ1a7zDBzKW8sgFyCUehGELFUTyKw8a/QsukxGjbRo6/hnr0B18y1uGasMaS2dQ3P/JsxFddgn7iIwOr3UTV0kK/eO4VqrYPokVcIrLrP0MAqrcO34r2omRT6tM3YpyzHXD0J58z1Y0hUuZ5LRm1s9f1UDh3gi7fXM6nOx+R6L1/aNoFxpgFM+3/GVza6WT4lYDzbNfVsmWxCyCVxTl2BZ8FWgm89km9TkM1o8SEmumKUJi4VCPEhCMROvoNz5hrA0BmSHV5cszfimrkOU1EVzpnr8CzYipJOUnzH54id3FHQl/VsGv3qUb55RxXzJvppqvYyp7mE021BXjo8gLjoPpzTVhptTVmOc9ISwrt+i71pDpgsxE7vQpDNxM/txb/6fiyVE7CUj0O0uQis/yC28fMwFdfgWbAVXVWIH3/DEIC77t5luy9iGubPqLEgdUIXX71nMpPrvDRVe/jMpgqqO14xdrjF1YgmC6lLxwrMfOKn3sHidJGL/F+Qgjh79iyTJ0+mqamJ2tra4efxX689R6NRFi5cyFe/+lVyuRz3338/H/zgBykuHiEklZSU0Nc31rL8/xQ3ymUVF994Ugq25MjeIE+RSCs4m2YiZ4LGit3uQZUsJNOjKO0WCSkT5Xq8gJpOIJiteVEnderNdDkmMpAQqFdLqExfwl3sxRSowt40By0ZRbTY0DJJQw9f1JEsdrxzb2JCQMVpMxEftVqKp3LoziJMgUpSrcfz+voA1QEz7y21Y49dRHEX4191P5LDixoPIbv9ZKODmAKV2HUd0eFBy6SI9bTjaV6EaHWRPLcXU6DceOETEfRcFvf8LcPonMIQcwnMJjfhlIZgsaGlYiyqEcj2XESJRzDN2Uj6yrs0+JfRVeJk0aRirGocsyzzwKZJxJNZilwy47wq3uRV3ItvI9vXjpBTEJsXYRYEPrTISmpgCLs9jK4YzlXXs0QBqp05YjYJPaGiqTdAVqUThpkIhtjWNZev6xnFAAgiWibF0HDOXkgEKTn8GO9fcheO4kYUfQZaNoXJV06693IBkmx0SLrRV7I5FcnjQ5RMhq/BrV9ACfWRRcdRWmo8n1EwQC2dRJBkiqwK/3izjNMSRZXNaKkYtvrpZPuvFPyOrilIdhe5YC+ye6w0tZZOYhs3g4Hn/skgNOUyxE68jbm6Gc/cm4wJU1Owe72U7v0h9nEziUUGGHrzV1hrmpHdReRCfVinrEQevEq2/TT2uilo2TTexbeR7b1CYpQcia5kSF0+gUmUqO96hS8unoWWiEC2H4u3DnHeFjxqJ++f6EBeUoMebCcdy2Bfso305ZOGWms6bixIpq5ATUYRTGZMpR5yHjOR02Z0XcM7fwuIIrqmYS6uJnP1DLmhLrL9V7B7ipGLq3FPWEhHyk4oodEwuZ50qAftBuQ4PZPEoYSYP85PQpEwyRLVpS5mVJmxailDg6ikhkz3ReKndxrfEURMVZMRJRlbdTOytxRdU3HNWI3k9KHGQuQGO/EsuAU10k9usAOTvxxL1QRDYkIdW6Yt6Eu5DEX2DH+zWEMw24i89MN839c1DdlXZliWpmKGN0VnC8lLR9AR0XJZSn7PmPfHxu+dAN555x1ef/11Hn/8cf7u7/6OFStWkMmMhWr9vpg5cyYzZ87M//+OO+7gxz/+MbNnz84f03X9j5pU4I8rAgcrFhGIaQXbP4CH1tegXXyLweEVl6YoeESBm2ZX8ux+Y0I63x4hsXkJpquFWHtr5XiSLQfxLdtGaCjEo521HG29Non1cs+yMlb07sYxcX7BwGoqrsG/6l76f/f9/IMWzC/zqXUf538935v/3M3zy9EOPkq6tw1742zSV408o+ir4JUzGdoG43xomkZ2GGcuufy4pq1kcM9TlNz6aQa3/wu2xllkjr85rE5p6Lj4lr0H0eXDXFxTsDW1VE3Eu+TO63DRAlHPeEKxQVY0+snuvYx/5T2E9zxNehQ72rPoNo53KUTiGeqUVhJvP8qGxV/hh0+cyNcHAm4LX1iqkX72h/gW3UbwtZ9StO4DqFfPYmqchX7lKINtx4x7WzsFW9NcUhcP5X9DtDoQ4gOIh19gaOVnyQ1cxU7h6sreOJvwsJKrc/ISkhcPY526Crl6KkrHCFlNtLtR4yEyXcPoKUFEtDjQc2kcZbUMvvCjfCEWBIq3fIx010WDMDc0khoUfZW0hMy4HWb80RY0k5P+13+O946vEHn2u/lVbEo241txD8E3RwrEzqkr0HQd9cwbWL0lDL29faRv1UzBMXkJiWtew4KIuaiayLA2km/53QiSKW8gD+CctoLUlTNIrgCpyydxTJhHsvU4zqa5DL7871xLUcqeEpzNC0d5N+sGPwMo2vIJYjsfJdM54vTmmXcziYuHsVY2YamaQKazxVCxDPdjrW4mtPNxQx797V+PoOEkmaJ1H2DwlX/H3jSHbPvJPJEyCbhmbyAb7MU5dQUmX+nwTsA4P8ldjHvGKrwLb0FXFWKndo4q2gv4V99PsvWYAZkcZV7jaF7Jkz2TEQR4oOICvsZZZLpHUHQAcv0svvV8goGwgeMXhMt8+d5plLY8g3YRJKu9wBdb8pagqirB330jv5uQXH7cs9aBrjP0+s/xLd2Glk0RfO2neQIYgHfJneg2L7ZxM0m1HhvpMzYn8jUzd1FG0HJc6U9QLiqUmboLmMiSw0vy/F6So6RKXLPWYZswH0QBm6/09455N4r/UxH496aAZFnmpptu4pFHHuGZZ56hpKSETCbDunXrePzxx3/f1/Jx+PBh9u0b0ZXRdZ3KykoGBka2LwMDA/+jUhItnQl+t+MCn71nNpMb/FQEHNy/uppZJRkSo7bbelE9oqCxthHuWVFBWcDOlAYfporxCMsfwlRcjbm0Hv+a95HuaTUMJXzlBEtmc7S1UKXyyb39CA3zCO99dsz5JM7uKVjh6tk0telzLJlaSnmRgw9sGMeiijRaKo5nwRZs4+ehRPoRJiyjY9J9PHugn6MXgwxYavNtXMvva9mMkWaKDiA7ffnB/1pEDm7Hu+i2MfK0mc7z6NkU3sW3YwpUYq5oQl/zCV67JPCZW+qpDh7Au+hWw4WoQBpDIHpwOwsb7bx3WQXJXY8glE3khXevFBSHh6IZWrMBUHLkwn1IdjfJS0ew1ExGDffn4YBgqJ2ai6pwz9+C7CnB1jAD35I7iRx6GVSV3WeG+NWhDNnlH0UubcBUVIV55UPogmgQ6xbegmiyYp2wkGTpDEKT7kCcut5AcUxYQGDt+xGtTmRfOZaqiQTWfYBU53kC6z6IEuweNfgD6IT3PY8pUIl3yR04pywziEuTVtA//QH6YipfXO/C2XuMxIVDmEvrSF06XJDCuOYL7Zi+CtlbimfxnViqJiBoKpaiyjHPIn31NLa6acZKsnICgdX3o+WymMvHYSqqBtlEyW2fwVo3FdlbinfRbYYipprFVj8Nk78CU1E1/jUPEDv+BqOLpUpkANHmJN11geItH8dc3ogpUIln1fvRM4mCwR+M1JKzeQHx07txjJ+HbfxcfKvuJ3LwJcMadc37DOvJUVBoVIXkxcNYKpqwlDdex6KH2NHXsYxfiKWswZCpHhVq1NCswmxHMFvHILbip97BPXs98VM7C47r53awdqKFo61RhtzNpLsu4l16p9E3yuoJ3PxxLqV8DIRHFq+6DuZEH9qlvSTO7cPeNCf/fB3Niyja8kmie58uSCWpsSC6kkPLZkAQDNHHouqCwR8gevgVrKXVWMrG4Zq+yuh742bhW3wHaiaNpaqZwOr7iB56hSq9j5aEm9ipnRRvfhhLzSRkX7nBUblOpyp2/C08s9Yx8NyPEGOD/Lniv4QCamxs5Ctf+Qqf+cxneOGFF3jiiSe4++67/4/ficVi/PjHP+aJJ54gl8vx7LPP8o1vfINPfvKTtLe3U1VVxfbt27n99tv/LBdyo0iksrR2Rujv6OCjc1VkNYfqlpDFUfjs2ilYzCKKIOLODXLz1FrWTKlDysYQtCBnVB8N89+Dw6SDmsXeMBM1GQFdQzG7gUIDlZyiIdncY7aiktWBMqoYm4/YIB9Z6SOreDDHDNE1Vt6DaHXSMxDnzcB9nG/P0Lqvh9oSO/cvsFOVu4x5w0OIJgsDL/0ruqbiXXIHumKsDG+ka6JlkoiSfMMUi6JoRI+8iq1+OrqmonQc5X3TpmIzZcA1ifCe3+GcsgwAx6QlmIuHteTNVlImjUtdQVzJOILFRTg+tv1EBgTZhJbNIG3+MhcHFRIJhWpvHVV31EI8RPzkW2S6LxHZ9yxl9/4vtGSUXKiHoWHlVdFfzkAky/nOBF/qFVk4cStmi0C8ReYzG8cju/1omRSyt5SsIGEbuIDTXYQ2YQGC00G2/RRDO58kveZvyC6ZaiAs3Bbss6rImGyYuo7nz9c9ez2S04euKsi+ci6lPESKA1TXr8A6dIHyYjd3pS+jvfM4wriZaKkoJn8luVF+uPn+EBvCu/I+rJUTkErGoXScRAn1Yp+xHl0Zu0hQYkOYy8ZhHz+XgRd/gmfhrZh85aBraMkYijyEo3kRktOLrqhkz+7G1jAdNZtDNTvJWH2IrgBq0lghSk4f7jkbEUQZc2ktotmGmorjW3kPXQkTdm0I5TqbUTAmL4alomVvKa7qyShdLXjmbkSQTAYqKzNWNElNRhGtjhtr6+gamsnOgOQjNnkbXXEZh0mnIncF+chT6GoOLREa1vQXcM+9CcnmQldzBv+AG5vCy/pwv5ctWKsnIkgygbXvJxfuJ5nK4neI2CxygcOansvgW343ksuHmohia5iJbfw8BFEk13MJ16RFKOXjCorpupJFU3KIZotxf68n02G8Z1o8RHjP08i+MkMwMNTH0Ju/pGjTw3gW30KPWsSVmeMQBYHxVQ6EHpmBpEDXxPeRzGhUyyJ2XyVaaNTYoqlo6SSOpjlo2T8fEfePMoW32Wzcdddd3HXXXX/wsytXruTEiRPccsstaJrGe9/7XmbOnMl3v/tdPvaxj5HJZFi+fDkbNmz4k0/+D8WkWjcPLC9lRsfjZE90GpVzQUTd+mlMgUoALKV1DD7z/fx3bONmIUgS0QuHMJXUMaFuKtHtL5ICvIvvIH5mN7b6aSTO7cFXt2wM4mFqvYdM22EcE+aTOD+yA8r2teNY9b4C/RwwJJ4Hf/MVnJOXEY8P5f/unLwUq9XP1aEaWrtjWM0SH1tiwvTOPxIbXtmZApUU3fRhRIuNoVd/invuZoPIIkoIsrlgsLePn0uy7TjW6kkFstSixc6FTBHFjctInB4pwFoqaxl89REEkwXfsvegpePYJy5Ez6ULXMk8C+6kNzGeWVNWobYdZMP0Gfz6nZEOKgjQ6FPQMknSkzfz909domMY+SMK8PktlTSbUtgnzEOJDiI5/CQvHkKQ5AKiW3agk+Wrfew93UdO0dh12lgh/s3tjQy+/G9ke0ZIeL4V7yV14AW0VBzr/NvQQt1k+y4zsPTzfPs/T+RTiBVFdj68eRx1fUcNW0RBxDVjNemuiwX6Os6lD/G9Nw0i0bYldZhTCbr7S7mlbi7pjlN45t2MaLYh2gNkz484wgGYJi5n8PFvok7fwuneIZb5QCxp4MSgmerqqWijU1QWO6gKiZb9WCub8Mxej6Wikci7T+KZfzPJlv0jInaCSMntn0UOVJBqPUHs2MhuQpy0GvuibcTf/gXehbcw9PYjlNzyafqe+UHe7F4w2/Bu/gyXc6UoOTtl1xEbrTWT88KJqcsnsVSMM2QehlfFsq8C/4r3FOg2AdjGzSSy/wXMxdVj6h9yST30X6THPot/eG6EVFVX6udjs+5AtJgRhu0P3XNvInX5xCjJZgHPnV82PJdHFcJlbykxwYXLnmC8XyX44pP4V76Xvt99Lw8WkC12PrX+o3z7hZFUa3lVOdnTx0gM92XJ6cMzf0teygKGUWN5Q3sBc1kDanQINR7GOmciWjJ2g/dsDtl4FLl2Gkr7SeIh4zcFix0l3EevuZ6vPXKaTNaYIF12E1+771P8+NkWOvqNdLMowBdueT9le/4h37a5rMGoxZjMmAIV3FCv8E+I/1Frr09+8pO88sorvPbaazzwwAMALFy4kBdeeIHXXnuNL33pS390DeCPifL0FZZWJNGDI5K06BqRXY9RtOlh3HM2Ej1SKMmaaj2KpWwcYMDnpOHiIoJoSMiG+5BdAbK9lzEffZIv3+Rj5jgvboeZdbPLuH9Kmsyh57FMWYk4bSOSw4NUMYH44of57TkLrjUfRPaU5Is8qcsnQNcw+csKJof42T04PB4eXORi3cxiNs8pwXbiaUZv63NDXaCpZHouoSYixE68jX/1/aSunsG/+gEsVRORHB4D5eArI3pwO5ZZmxCbVyHa3UjVUwkv+ij/9HI3QxWLkVwBTEVV+FfeS/ysMZDpuQyZrgtk+tvz+fXRkTn4LKsm2jjAdMTxS5klXeD+tXX43Vbqylx84dZairt3oiz5EC2DQn7wB9B0eGRfiGgwhBqP4l2yDUfzAqIHtyPIJtzzNiM5vJjLGwmsuoeK9tf4+M11lAcclPrtfGR9BRNsQwWDP0D08Ms4Jy0GIH3oeayTVmCZdweP7Y8U1I+6B5MMhjNo2QzR429RcssnDYP1UYM/gOnob9k008CGP723B0Wy8PapIJHqxZiLa7DWTSE71Emu6wLOtR9G9pUje0pwrPoAqDnUaZt5a6icX7/TQ8Zdw6Du5gfPXeZSxU0IE1fkn4Vr86dId7UQWHUf4f1G+kmJDuJfdR+i3V2oYKprKKE+REkuWKUCaGffImYpxbvugyQvHsFaOYFU69H84A8YqarW/cQ1K//0cg/hRR9Fqp6KaHfjmLIMW8N0hGFPDC2TJHJwe0FKRAl1oyPgv+kjmPwVyO5ifKsfMNKIxVUkzu8nsPb92MbNRLS7EZqWcKXpLkL+yfzyzY4CTsuVviT9/llITi+C2Uay/Qzm4uoCvX7Qib/1c3zL78bWOAvR7sbWOAv3rPWUOXW+c/9EkkdfweQrJdPbVoAU0zJJ6tLnmTWhGL/byt1Ly3DmQiTO7M5/xjlpSV6/Kd+3u1owFVViLqnFv/p+dEUh1dlCYP0HyQZ7iJ/fi3/zx7BUX3vPVmAZN5cTiRJCE2/FOX0Not2NtWYS/mXvIRsL8crh/vzgDxBL5mjtz9DRP7IL03R4ZG8Q84K7jOcxacmwWsE+Eqd3FUi4/Hfjj9oB/H8pRBGy4V4sZHHP3oDk8KJrCrKnGC2XJdvXhuKpYXDBRxnKmPCaFYr79iG07jNWYtfasToMMxRvKbqSJbDhIQB8K+8lenA7jh0/4AO101Fqa/EV64TfMJibsQz8sKWB2XWT6Y4o7H92AE3TmTphCpM3fQY5G0WLB/NQPDFfnBsOXSN16TClswLcNz6M5C4hQX2BBywYZCXZ4cW76FYiB7YT3PEoRRs/TKarBdlbkvdfzQ0rHA70D/EvbROZUz+LK4M5Dj9jsIvTqkjxzR8n09dmYNlH4ZuVWBDXmg8SDgbxLX8PupIz8pQtB8j0tFImRykbL5GNV2KSHKwor0AVLfQMJTjXk+G4uoKdr4e4c9VYslUwmiUnWRFNKrKnmExsiMC6DyCIErqm4V/7fkSLjUz3Jfz1E1joTDNlo5l0+zmEU3swzbkJ14zVyO5idE0xIHund2Otm0ampw1dU7CYRGS3k6+vgqRcTUoBPdKHx2nB6kqipipRK2ahikkEk3U4d1tS0N6qCVZme0QSopuY1Vg3RR3VNMxaTy7UhxIZIH3lFKKnGM/6j4AgIUZ7UH01XNBMvLvvAllFo7U7ikOQmVjnJoiXQddaAgs20RdMMj6sUuerQHL6DacvQcDsLyetSsi5OL5ld6FrmmEMH44z6J5AkTaId9GtxvO4dDSfy48mMgSq61GOvYqlvMkQFrwu1OgglZPMJNIKX3uml3tW38aE6TZakiIlTpmi4BDJtx/BPXv9DQcdNdJPb2AO6SXjENEwZzsJPf8j7ONmYi6tJ7jzCWRXgOTKz/CzHf1cONDN379vAsHo2PVrStFR4yE0NYdnzgbUWAjvkjuN3fjhV1ETYbToINneNrRUAseE+WT7rxJ8+9fUb/kEeipKrmYiJl858VM7EWQznvk3G/0IHdlVxMPTxtEXUQj196MpxoBrq5+GtWby8Oe3kO48X1C8FWQzJn85oXcew7NgK7LdQ3awE/e0VSjNi9HiIWzNy7AUVaDbXKjxCLMtSSSrCcE7H3OgHCSZdFcLoquE3suFQBpRoAB9eMvcAHPLstj0FM6yKkxbPo6ajIKuUXTTh0m07C+su/w34y92AtA0g3xhUmJE9vxupCgqiARW30/49B72ld3Fb94eKTZtnrOI9fU5EEUcExeSaDlg5NvScdREmNjxt/Jy0oJsxr/yHobe+CVq+3GcdjvZzpECt9jyNpOql/P0vpEBWxRgsjtG/Lkf5XVwRIsd38p70RLhgu2kqagKS+X4AsKMc9qKvIbMtWvRc1mC7/wGyenDu/i2YUPuQQMPrSrIdk9Bh7F1H6XEs4Kn9vbnj5lkkXKHSu/j38C/6r5Cy0PAVj+V5JEXkHI5QqMggd4ldxqMRSXHwPMj5xnY+kmKbAF+c7izoJ3qUieiQEGReO00P26hFzWjoUQGSF48gmPS4mGkkvFBS9VETL5SwrufNFRNV91H6szrhtNYoJLU5RPEjr813KJAYP0H8jUN0elj4Klv5/9WvPlhcq/9FF3NkQAy3lKckxZhp4vohUMG9HGwa5QypdFe4viLmC4fxwuUzN7CnPENVDg1Bp/5VwRBwLvoVtJXTuGetoLoKz/JF+cFk4XyJZ/gjlVN/OyF07RFzKwojjKxtpJHXhlhki6dUcGCQAZHw3T6n/9Rvh/I7mKKNn2YwR2/Rrm2A5BkbFu/RPrMqwRbRsAMngVb0ZIRNFWh3C0Rfu7vcU1dQeToawRW3V9QcAewT5iHJdeJSRaZ3BDgykCGR9+8nP/7+1bPYo7/NMm2kzgmLryOFyCgucr4zmOnCMaMc/3SllJKBYHkKBMlrXgcv9g5wIXOGLWlDpz9p1kzo5JXDo/0P1EUKFV6CL37GCW3fYah13523Xt2L0Nv/AL71FWkey+T6WrJI7kkdxGZrhbjeY+bhRILYaudjK1+GpGD2wves8SyT/Dl3xp59R8/2GQU031lBSlN1/TVeYKoIJnQM0lDbgUQzVbCJ96k5NbPkLp8nGTb8REynSBStPlhlL4rpId6cdRNLkgn2cbNQhSDrJsxi/Oj3PI0HWrLnAgCbJpdxMrMm7DHAFsMYaQzr12He/Z6zKX1yMPp6z9H/H/D3f1PjHNxN0omU4iI0TWix98kPf0OHn+no+Dz2w8PkJx6G6F3HsNS2YR/9f0kzu1HzaYNEk5kpNPqSpbEpSNYG6bjmLQEW8MMXJOXYKufjmCyQDLM5vnl3Dy/DJtFprrEwdfurENvO1gggqZlkqQ7zpFsO45/5b2Yy+oRTFbcczcTObC94PziJ9/BOWU5gtmGKVCJf9V9+RysGg+hphPIvnI0RaH4pg9jLqkldmYX/jUPYK2dimCyYBY07ltVzeqZpVjNEuMqXHz93slY9xtM4GTrUfxr3ofk8hvSBvO3kBvsxOKvJNVSSIiKHNyOZ8EWhkbBHC2VE0ieeocJeisPrq/H4zQT8Fh5eMt4OnpCfGDLFKpKnNitMlvnlbKmXsVaXI1kdxF8+9d4Fmwhemg7o1NdmU7DoARACfeRHezAt/JeZE+JIf42ihUKOuG9z2DylRE5+GKB/6u1bgqxYa2Za2HkkwUESSY32IESHRyBiV5rb8/TmHyl+SPZIy/y1yvc2A7+EjQFXc2R6W3Du3Qbei5bwLzWcxl8V3fS2RdhTnMpYdVKsnwmz+8qTDPtPt5NxllG9OgbBTllJTpApvcyamzUClxVsMY60VsKiWPRQy/jnL0Rae0nyB14Ei0RQY2HcE9fjZZJGo53Ti+Sw2twQWJD5E7v4DsfnMmciSW8e6K7oL1H3+khOXEjks2JvWEmrlnrECx2TP5y/Gvu52CvOT/4A/zn7gjyhs8Y9qRmK/bpa+guX8Hl3gQLmgP89RIzUtcJNk/3sGluSf69+OLWCtynnzb8t0N9Y9+zCwdxrLiPk5bZOBbchnX4HbPWTsE7b3N+sk61HsXsLSUX7kdLxce8Z46uA1SVGHDI4wMmXAtuJXasMH0WO/E29qY5mEsbKNr0MLHTu5B9ZfhXP0Di8kl8S7ehRAcQJFMBkxpdI7zrSbRMCu/cDYR2/7ag3VTrUSyltUyrlHhwfUP+vfjYLU3UW6N8YUslS6pV6Cw0oYoc3I5z0hLj+R59A0EU0a6Tl/7vxF/sDkAUob0/xST/WO6CEh0kg7kgH3wton09WDNJBMlE8O1HkN0B9HTihhonamQAZd3naB1QqLRKFIdO4Zi0BPe8zYbTkDrIxuQLrF42FTF5BfPZt1DtYwkcanQIwepk6K1fYW+ajXPqSiR30RiPAoC4YGNwzdepsqbIdRzFt/xu1GQMQRCQPMU4mpcw8OKPiUT6cTTNwTljNVomjWvWGtyz1xuyvk98hg/c/x3ev9CBFuyEyFFyFeNwTJxPxDuR1qQFYdEXqHZrSOEWBJNlTIrKUjURe+MscqFePAtuIWavRBIFzOkQJosJCY3l4Rbm3VGP0+NGGexAV1WS9nJ6xhezbooLf6oDLT5I9NQ+BMmEd9FtCGZbATX/Wuij7oWmKHT75zEwbyaCrlG+5MPYjjyKtWoiloomdCWLqaiaTPdFRJsT34r3oucySC4/2b72vBKqaLYT2PgQei5jIKkW346eG4tiUuMRJNtoHLWOVUtimjgfZ/NCMl0XiJ/ehRoPYy4fq5ArxXqRvCrvXVbGYzu7yKk6d6+bQCarYjFLHL8wwKnWQZKKiDs6luWpRocQrXbU3EjqRLbaC9JxibN7yPa3I3rLiWUE7GrO+LuqIJgsRnqt7zK+Ze9BRyB6aDu5gQ4sFU1Ual0MSeYxv6uoGmrJREwOicHX/hP/mvdhq5uKrijkwr209BSiUfpDaX7yboav3PpRxEyMsFyMOyPypXuLsakxAvFL6L5S7KFz3FUN75lejZKME3vzB2hKFlNxNcqoCds1fXXeyS4TaOB3z/YyqbYe98w1Rk59qAsl1IN38e1kui+SvHgYXVPI9l1Gdo8VSzPHevjGnWv56pNXSaQU2vsS2PXriX46pqJqPEtqACjZ+gn0XJZcuA/3tBXk7EWcGxTISTolG79KNJ4mltYpsyRxnn4W2V8GmlrIVh8O0e5B2fMIc3MZ5m69FUFTUA/9C7KwgvL9z+Bd9T6uT7RpySiidTglrWug62jpOLivb/1Pi7/YCUDTYH2zBTlVxGj5YABH01yEaBtlfju9wZFO7HaY8WtDCJIJOVBpSD+E+gwNEuEGm6WmpXz9kbOEYhkEAT65qYqGfT/BNW0lyQuH0HUde9NscgefQgcyooxv6R0FW2QAa+0kRJubdOtR1HgEVTRBNoPsKy/I+YtWB0e6BH761llmjXPzufUzGHhhJJ0kOb0E1n8I94zVBN9+BDWdINN5gcTZEWSKd/HthjZ9fIihZ0dMqW11U1Fq5/PVp7ryJjZel4UvrrJhffcX+Ja9J5+iMhVXY61ozBPKBJMF37oPEdz+L2SG27PUTMJW3YzXJjL4/A9GlC6tDm7b9GkiySjBV/91eLCuwlY7mdA7jxlksPrpRnE8f+FSgQ5+2t/IP79wie5Bo6BsNUt8/Y7PYrvyWsF23rfyHkSbi8FRmk32CfOxT5hHsuUgRTc/zNBrP8vnt0W7m6INHzIK/qMGBtu4mXlCnnGffaQ7zuXVI611U3FOWU789C5cszcM6xKNRKpuMf6sgPzad3n/ir/i3SthfvPGyA5g48I6dF3DE76AfdxMIkOF0GJL9USiR0YQWvamOaTaThiaPdeudfl7EKxOMuffpaS4DvOSOxh46V/yjFRzWQO+Zdvoe7JQbdZWNwVdh6JsF3arXJCPriqxY7/0JjmLGe/6hxh47vsj7ZU3MHfSFN48XlhbWNpoIfT0t3Gs+gAvX+zlxb0jacAPr69mcalg+P9e63cNM7BPmEfizLvkBjpwLbkbDr2Ea8Yasv3ted8ERJkvb/gU6q7/JAy4pi4jOEop1dG8yEDwiRLZgU4cExaMASxYayYRff47fOeWj7Krz0xc9uK6TitLcnhJXz07vAs1tLhkX2k+/SW6i0lOfD8/erUXm0Xmvesn8LPXziCJAl+682H8tkE0TcVSPq5ARl6QzWiOIhKV85D3/wpeGUW89FXhaF6EiDrGwcxaNzW/w5XcRWi57I39SP7E+ItOAakDl8kqCv6V9yC5AiBKBguxuAb94G/59MZSpo4z6PXjq1x8foMfe+cB/KvuRcumcc+72YAj9rQi2t14lxlVeUEy4ZizmZ2R6ryWj67Dz3b0o0xcR+TQSziaF2IuqjTQAZOXgigj2V1IriJ8K+5BtBiEF/ecm8gNdZO+egZz2Thc01ai27xoA1dwz96Ql6qVShqILvprfrPHqFlkdBPJlgMF21w1HiZ99SyaqhgDac3kgsEfjC2lb9k2g6U8apBLXTmFkkoUOJiFYxkO9juQ3EVEj7xKYN0HMAUqcUxYQGSUZo+jeRHRPU8VtJe5ehbBbCPT2VJAsNLSCbSWnXj9Lvxr3oepqBrHxAUG2QuDDGatbsbeOBsEEdlXRtFNHyZ2cieSw4N9zUOcjnrzgz9AOqvy7LEYmXjhziG853fDefNR/rstB7CPm23keTsvFBQ3tWSUdOcFAuvej+wtBUHEPn4+3vk3o6vGfbGUj6Now4cKkDfpK6cwFRtif+muFryLb0e0ORFkM+LMLQw6xjGD86iRAaLhKI+/NZJnB3h1/xW2La/FfOQxtGzKMKyRzYh2N/41D6CbnQQ2fAjJ4QVJxt44u2DwB4jsfwHP3JuIn3kXpavFsOIcJUeQ7W1DCQ/iWXQbotWJYLLiWWjISId3/5bK6jK+tLWCcRXGDnVGg4ePL7HC2TfJHHmRrC4UttfTxjjrEA/dNA6nzYTFLHHXknKa0ydQE2G6E1LB4A8QSmQNe8TR/a7tONaaSQiyGcnl40LKj7b4QWRvSSGjV1PQDzyOxV+Kd+5NhHb8pqDtxLm9uGauQc2kEASBzGCHwX4f/Z6Feo1nfGQ75X4r33+mjaHZH0IqN3SkTOVN+JZuK3i2qSsnkV2BkdOIDlCnXsFlN5HKKJy8NEhTtRdV0/nZm12EOtsRdB3fyvuw1U8HBExFVRTf8mm+/3qEA5ESHAvvRDBZEa0OHCse4PnzAnL1FML7nsOz+ZNIXgOSbBs/H/uE+YZuV+VEfEu2YR83A03/8w3bf7E7AEkCJRaCbIbY3mdwNi9CsrtIXj6N7C0lcPvfkI6F+JtNlYS6cpjTQ9hzfSilDfSkTAzqXqyBRYy/ZylCpBtBELGPm4W1ZhJqNMj5XDm/ff1swW9GE1kUdzmlS7ch2dyYiqpIth4nUT4LqXEVmq4z1HECr8+LY+2HSUouWkMZvHIPzo59+NY8gDJwFSWbQbT76U6YESfdSdkyJ4/t7uWdZ/pQh9NWtWWuPLJndOSC3XgnLsQ0rEhqGz8Pa/k4dCVrIFrOvouqamNEygDU9Fh0wZWgyv/D3l9H2Xme997454HNDMMsacTMI5ZlMVmyZcsQcOokTtqAwydN07Snadq0SZq2YbATJ2YGWbbFzMw40jBt5v3A749ntEdb47N+5+RN3rWO13ut5bWsPXvfD93PDdf1BdnpI9t+mfC+V/BMW4losRWtUmSn7wPbE802Mj03B32u9LXhSPWi21z4Fz5skIZuay+86zksVSMo2/gtdFEikrcQXPVZUPK8el4klBys99LSk0IdUQYMPBM9l/lAY201FcU9fSWJM3sG/S3XcRXHmDkEln8G0SQRP7md0M7ncE1dgUc2oSl5lFioUCgXLHY8U5cjWd2oqSiCIKLrOpY136Q1LpNVBUpMSQT7WJx1w4kqPjQtUnRMXYd8XwupyQ9zXXHic5qoWTIKq9OF6A6i9LShqyqOkTOMFFlqsAyAlk2R67oOmorkDpBqPjXoOzlVQ2+cT2n9OBAltHQCXcliHzOPazErtcEU395QB9FOhHgPotmKdN9XUSNdiOSR5m4EXQEEBFHEZJGY1Pw0o+dMxFM/Eks+DuZJaCMn4Ehn+fGjw/jJ1h4u9atdBuxC0Wq7cO7JGMLyr9GteTlzM8nWIyL/tsw26HtqpAvH/I0IkozgLiU+cjW9OQtuk0Kw9ziIJszlQyhZ/TkEqx1BlCgp/wJIJtRYL0qsh+DKz6JlktTnr/D5JUF+viPMsIoVjJ6ynsqAjfy7/wh6MYlNvyMVKyc68TiDxFN5ukIpqkqcXG6J0BlOkzO7Eawurtzoxj/tQcrmbkTLpogc3cxXlq0lG+lDso3Et6wKFYGso4wJ+Vb0bBo11su5bjgXeIiqoTIHr6XxJiVGTPkGE4e40S2Q6TiLyVkCZX8eBYUP7QSgquCoG0kunUbPpgqzuqVqBGo6TuSF7xa+65v/IPFz24jEeokt+Cr/9GY32dwFvr66gvCuXxTILLKnhJI1nyd+/H3stfORRKEwIAOMrnUTcMqE33qWW6tOx5SVPHcK9l8wVn2ja6p4bPVIfvjCOVp7jZWx22Hm2xs+ij2vYHYHkTUTu296+O2714EoY4cGsFukomPtO93Og8unDfIFtg+bQtfz/4yWS2GtH4c5WFucFlnwEJdCMhWNUwabontLgOJV26wGE7ljRhHdXj+O2OG3sQ+bXCQznb55FvvQSXektgS0bBJzoJI7h2vbsMkkTm1HMJnJ97binraq4OZ1K/J9rWSunyR64HVK1nye7jd/i5ZJUTPzy5gsg0XR7ppQgnT9lSKnJFNpHeqd4nGiBDYPfZt+iW/hQ6SvFKcJktXTid7spcYL+ViSbE8L9ppR9L7xn4XveOfej7m0jlz3Dfz9XtO3kFam0nq0mR/hx6+3cLnduHK7VeZb9zUgvv4/8c55FK/LQuQ2FVi3w4y7sp6//fUxcorRJyY0uPjsUhfKS99HiXQZJirvG4bwvnkPDHIcM5cPId9rpI6yXc3YRs4idbK4wBkzl/KjZy7wD+srSe/4Hbl2gz8hmK3ULnuc+LbXsDVOI9ovPw0Gsih1+Qj5vnZK1nye3s2/LMhdmMuHYK0ZhVVLkNn/PKq3DC2TGEAbiTJfW/UVvvRimlgyx+VenQlDJ5G5DWaJIKL56/j7FzsJxW/ykeWjiCVztOWCDKy7jbANm0xk/6tYq0ZwdeTH+fFbzei6MRmunTWPRUe2oF8zNH38iz9B7NCbOEbMIN18mlz3DRwjm8h2XC1ILFeLEl9a8Nd8++0Yu8+GmD++lIeGTiJzpfi9EOTi+kgqOJr2g8azndhYwq7jxn2fNcqHM3+ZK/HxfOuNGLcWI/fOLGXdiBmEXvonfLPvI7rzt4U6l+wto27sXATFYD8HxDibj+VQbuu3LX0uxuvniI9ahMNeguQt488VH+oUELFuMhf34lzymf4ipoBz/ELit1n6gZEqcE9fiThkGs8cTpLNqVQEHFRFThQxGZVoD+nrp8j1teI4/TJfX1NJiddYqUwc6ueTi8pJvD8gwAWQPPo2C4cNUMabezKcvpGktXdgtR1L5th8Kkb60iFSve1EJR+/e7+58PczV/uYM76C6aOMWd/vtvLJBSUgW3BPX4Ugmw0c88y1Bl09Z7RtqxtD7Mjbxde67xU6uiKoY1dhGzIRMGoHwZWfQVDSbJhdjlkWsZgkNt7VwNDUKXRVMZBOQyeDrhE/uQ3fvI2YyxoAULMpzFPWIDVMxXBBMlAmibO7ybZfwTN9lSGLLcm4py5HjfVhqRhC8uweHCNm0Pfeb/DOXIO5rB7oZzgvf5z4iS2YyxsMOG46AbpGVfdefGaFDYsacVhlJFFg2fQqZjfIeGasNlI3gKVmFNFJH+GKaSRyzVjAgFTm5v01bUIFWj6DpirYmjYY908yIUxYzY4uH+9eUkndOAsmM755Gw0S1O33cM9LuCYtMRBP108VwWzzfa1cjpgKgz8YOO9XD/Ug1YzFI2X46lIfDeVGUbmuzMFXlwVI93WTu81D+uT1OM0hvcB6TV05RmDJXyHaXMSObyW47JOFAqmldgzuSYtJXjxowIen3cNVz0zEYU2G4J3djTrnMa5lfLT2pMiHOwqDPxg7peSJ93FNXFwQnrsV0UNGOtNaO5r4qW1FWke5zmuIFjumQBW59suYS6qLoaaaQmbXk3xyWT2NVS4Wj/PgGDIJa/04o9+5/PgXfYytzWIBTXTycg/33dXIq2dyaHM/1a+GK2AbNhlzaS25jquERD+/fL+1iEz2+r4WIuXTjXYdHpRwh2EmZLIUUIDmsroifX00FduxZ1gxyc+wajcrm2pxTVjYn7rpr6ktewwtmzasHk1W7LMfZEuLDVGA5U11iKJANJll5kgf946TsflLOXN1AMUE0NyXJ3Fut0Eg7b5RBHJQIl1o2TSpy0fwL3wY59X3+caaCsr9xrgytt7N4/PdeEpKSMQThB319Gh/PhfGD+0OQJIgH+kkd343ppFzsS/9G/RcBtHlwtowHlvtGHQlh2j3gCihmp1YJixjRcyOw9HD4lE2vGICAg+QD3chyCZklx/J6adkxeNku27g1q/yd9Py5Cx+1LJKTPkw6geQNKzqwGceh6WI9XcrrnSkMI8bja5kiKfzhdV+ZcDGwzPdDNGuM6XJQnRSgHzXdcSjfySUSWIdMonSDV830AG5HEq4Dc/MtcSOvFPQBro99FyGkZUWtt+QGTnmo4ycfT+SlkcXJHySyHpPlrumTARFwZ3tQLZMQW0cjSCIqMkIvgUPI3tLEEQJ/5ovoqaTxHULF0I6FdMfonTuveSuHSN68HW0dIJ8T4uRclvyV2Tc1ZjCzfRt/gXe2YYGlK4qhnXl1qdxjJiOfdgUlGgPud6baJkksrtkINUliOjucnxiguphVcwcPhGx9xpBewqz1QKOekrWfA41ESHb3UKtV6TT4aLF/jFc08yIuoaVDEG1D3XN10g4yth+Lo5nXAOiAO+citPS3Ud9hZucT8XpCqDmFcPWLxEBQHQFyU3eSNJdjmXSCiQ1g3Ab9l202OkMD0YSNfdkSa56AJMexrn5hzwxYi65yfWYY5fQd+2kd9rjg34TSeYoR+gnpgXR8hlK130JXVNQEjF8Cx9GdpegZpMkT+3Et/BhzMFqMuFuzJqLHab5lE2ZSzSj89a2MIun57BbZUiGcI6dh8lfiWC2GPc43GEMtneiYjQFdB3ZU0L6jt0mGNLFWj9y6oP6mxrpYky5QOOkEF67D1Wz4p2zAWbfiyBbUPM5jh4eqMOcutJLW0+CDXc1olQ4sdeMwJYJoxx+hchuY2eSEW2kMsYOyucy87HZPgJinHK/BX3YZNR4GCXSjWixGyQqwDHaYLp752wwoOBH3kHLplBjvaxd7Wf1NAkx04GeTeMYMwf7sKnko52oiQii1UHpms8j2tzkwl3cP0bnIxMDSHoU3epmfWMlYiaGoKUJ732dxqmf5WsrS/HLWYKlAWwWkci7PXhnrO0X6SsOJdaDlksR2f8a7qnLGVtp4u/mKeQdVbiFJOrV7fRdOoRzzd/Sm7KiKhlqq//CctD/t4eqgq20Dvvab5I98R7KdWNbl68Zib12LOGdzxaEssI7nyt0/JqJa/mr2VNR3vlXwv2m4v5FHyV+egf5biOfLTl9eKatJLLvFfzzNhJuPs9PT9kYXm5hsa8SNXxbbl6SCekuDEFc6Aqn2Fhfz5YBxWMA5jbaSO35A/6Fj+CJteN2mBEFgS/PFZF3/4CcrtELuKcuR+q9QaZfbC5z7TiuCXcR3ftSYaUjObz45j2AlssMkg+WvOVsv5zh5f3Gd9fPLGXVcBVTOkT00Ju4xs1Hv3iIfF8bvYBz4t3o2TTJfqN3QTYTXPkZst0t6P46LsTs/ODNi4UJa+2MUlbX+QuG7GCscvIanL4WZrLN+FyQZBANIxvR6kDLJEn2G32LdjfuqcsB+l3Emsj3tJCb+Sg/OiDT3tcBdFDms/L15X4yF7cRunSocH6BVZ/F5PZxtCXPf2w6V4D7blg4hHnRN4g1G6vA3F1fwm4r4ddvD2jEAMxrtGG1Wejd9As8U5binX0foW1PI4gSnZM/jUdKk331H8n04/XtI5uwj5hRKMoPqx6M0ZszrpwfbWpj6TgXU612tPPbMWHsFUWrA90RBIqVZSv9FjzTV5G+cbqAhpEcHjxN6wlteRLHyCbsI5sQZJl8qB1LxRC6Xvo+aCoBYO7Y5fzx2lAOXzHatVlk7ppaA6V58s3HCwY0otWJb+4Gsp3XCs/iVoh2N1ouQ6b1AvaG8bcR5Pr7k92FZDMGI8FkGXTdprqJ0HEJl8dN1wv/bLxngkjJ2i/Q+84vEIA5o/+Gc7fVxfuiGcLxLH/75lmsFplvPTIOS/sA18OZaKEqWE9vNMs3lrix7TaIcykMcpvsK8ccrCZ15SiypwTXhEXkw50FpznBYsc/byN9W57CWj2C7LG3sJYPIbTjmcI44JqwCEv1CELb/1AAWpgrh+GZtgr16LuEW89jb5yKIJlJXjD6rSCZ8C/5BD6HQt+bP8M37wGEWILoia345txPeOezOEZMJ3vb7gvAUlpP6soxUBW0dNyQD9n3NIKS41a1R/aU4JFzRCUrFc7B9ZE/NT7UKSDBYkdQs4XBH8DRMJFI/zbXOXYekf2vFa16hBOv40i2FgawW7j0W4M/GKSrbHczkstP8tJBXDPX0RvLs+lYH/FpH8dUasg1Sy4/vhV/w5l+7SqbReYTC8upi59g48I6TLKIKMCiCUEmma6jhDuIHdlE0KrylWVBHpkTxHzo6aLzix15B0e/zo1gtuKdtxGlr7WI7KYmI2Tbr6DmcwRXfgbJZeTMTSW1RKc8ypuHBwq2rxzopiPvJtfVjJ7PoSv5Iu17kydYGPzBIOZE9r2CPHQ60e4Ofr6lq6g28frBbjrlShxj5hrCdLIZd9M6uuQK6uMnSJ7fh//uj5M4vx//wodIXT6Cb+79yB4jvSX7yvHNuQ/BZgyiuqpgapiIa/ISjsf8tPcNpCC6whkOtJuK4Ha6kkMUZbp6E/xiS1cR1+PF7deIVM0CjIHtZJfIxRsR7pk3pOhZTCtLIwBKXyvxk1vJdd80PJxHLeZKr4r92LNFZK3Uhf1YyhsQZDP22RspN6f42MIKLGYJQYA5Y/zMLY9R4jLx4oE+4jM+jdRPbBM9ZSSbPkNbysr4YQZ23W6VeXxpJeXRM4gOT5HksJqMkm05j3PSYswlNUT2vEiy/x5G9r9WVEwXzrzDkpEm7FaZT68ZyZmrvQQ9FtLhYrKblkmQvHyEXPdNfAseRup/FpK3Au+yzxA/tR09l8E+chb2ETMAAcFkwTNjDemrx9GyKTxN60heOoRv/oOI/ZwJuWoUjulrsLo9hLYN9GNbw3hiRzejZ1No2RQjlfOsmFKCJArIksiSGbV09iXJKYYA3xt7b2K659tI/V69pt5LPHHPUB6cV4nj+DPFz+LiISzlDUjuIO4py8i0XMBcPqTA/QDDICZxfi+uyUuxN07D5PITOfBa0XuW6242ru02lF2u/QpqMlzQnrJUDisM/kZfzRPd9wrZ68dxjp5Fvq+N2LH3kGwuEqd3GumefBbH6DkG1FiScU9fRS7UAZpm3FtRIn5qB4HFjxrIRQxVAM+MNfS+9V+4s53EE//7viz//+JDuwOQJMjcPI9m9RZ9bqyGjUFBkOQigaxCpAdydLLThxLpHvSVW25ASrQLVTDRNK4Cm0XG4rbhmbkGyeYmkVG4HFLZON3JI+NVBJOVhMlLKF9FQ1bl6w968RHDcuIF1OMGzjzXcwPR6cO7+V+pW/xJIh8g1SuYrZSu/wpKIozk8pO5g+IPkJUcxGsXEYnnKFv5HbxEyQl2/uvZS3zm7hJ8QoKMaOfN0xmiGR1/XyuSy0/+DsvBD9rW53takXSVjOQklhyc7ogqFoIT7qFk4hLD1g8bdWYNwTMXlXn0qU6si0Yiy3mClcNJN5/CPX0lWjqOEusjtO0PeFd9Hv/D/4yCiC6KWIdMYmJYo/qeOiy5CAI6FyJWzrckWOQtLSog67k0KdFGMpPF77bwSJMXv5ggK9oRrEaXl91BLveoHLzQTXWpk42Lh1MbMGMTsgRMIXp3bu5/Hq04Rs3GUjGEaNZO4GYENdIx6JoFu5eSh/8nV3pVanMtLPLFmLuxnFxew6nFIJfkwabhfPe1FL/Zl+Sbaz+LnoqQNblpCVvZcbwFr8vCdz4+kYAljyPbiyA3kGs+OuhYud4WvMsep/fFf0bPZXAMn0a286qxeiz0ERvuyUsIBBR+9oAHq0dhSnWQzeeyqFLPoJVfvrcF+9AphLb+jtTib9LeE6c5rDNX82Jd8x06YyqxaIZgyTC8JbVo3ipuJkzky+qp1BS4eR5b7Rgkd5CSe7+Gls8hOf0omSRkBTzTVxHvHwRNwRqS5/fjmbnWqL+IEuutF1n60am05tw8v+0qNzsHruVyexLBUo3/nq8iZqJgceDqvUjl6AZ6jndyZ4hWByZ/JaLZhrV2NPlIN/bh07CUD0XXVHQlR+LsHhyjZhHa8ju8s9YV7VjBKM5mO68Pajvf14FodxX8Ae4MJdqD7CnF5K9Ez2ewN4xHtLno7pd0iR97D0vFULyz1mEqqUWw2FFjfdgbJhgy84KI5A6i6/TD1/2o6QT57ht4Z6xBl1W6E1k83kGH/pPiQzsBqCpI9VOR0ndA5vpXpbqSQ03FkD0lxRBGUQb3AMQqH+nGOWZOkbQzGHK5ej5L7PAmco5hVAb9/ObNs0T7AqzOvEPfhEf4l9c6+PqKEtJv/6CwklDu/jK/3ZPlervx7+qgnS/MnIO5zZgAbHXjQNcMU4z2C8i+cpTwbZ28H76X720luv9VkM0E7v548TU2zGBzfipv/sLY+VjNEt9YW0W1N883FlkRd/xHIS30qUnrkIOVWFMjiR97D9eEu0hdGshPfdC23towDiWbwpXro7q0vGDsDobekT99g+zRc+x0z2Jk4ihlI8YQObyJtKuGV6NjyOW7eLD8Cqkz7+BpWmesBm8rLoo2J2aTTPdL/2QYwhx8HTURwQIMrRuLyV9B/Pj7zPVVMXvBZ8htKja/ESwO3EoXDRVlfHaWCcvuAW0d57TVKHVjybZfZsoEEwcvQGt3gqffMUTU/uquMvwtz+Gbv5HQ1t9jG2aoVHY+913EEfNo12cwuno0amsxBFgHusNpAkeeJtJl7EhkXwXepnX0vmsQllwWO99Z9wTmZBeJF/++kA4ZNvMjzJ84gl0n26l3pIm/+QPiiRAIIr67PjIIRSUOmU5834v45z9I8tpxsr2tSBYbJn+lUS8RRPzzHyS854XCwGYb2cQe8zxsVg8pUyV3lhFtdePItF1CrBjJy4f6OHwpQkXQwaRG+Ls/nCfTr2C5pqmW+Q3wg7dDtPcZKLDGKhefHj8due8cSqyP5Lk9mEvrDGno/a8bd0eU8M17gNix97CU12MpH0LflicL74VtyERKKofSoliLBn+A2aP9OMIX6Xnn54Yz15RlhHc9j61hApbqkYPMbLRMkui+l5GcPhKntlOy7ktkbp4lvOu5/v7lIrDkE0SPbDZUVeOhQaTLbPtV7MOnFsh+t8JSOayAKJTdd+KUwNY4FdFip/uVH/SjtAQ8TWtxTlhEtF9tNNtxlWzHVYLLP0Wup4Vsx1Uy/a54RopvHX2bf4FgshBY8ldouXShZuFf9FFqa/8/LaD/rchHupAsduxzHylAuVIdzQRWfQ7R7iZxeifepnUF5Ihod6POe5yEtRRrnYFUQADRHTRy0qIECIZhNP0kEV85lpMv09kVYvH0Wrac6iU565P8cmsXo2pc+K9vHhCksjk51S0WBn+A1t4Uh0JeJHcQS/VIzKV1hHc9R8mKx0nfOINn6gpkX3nh9/75DxI7sQVb/Tjsw6eDkkfLJHBNuXV+EBmymDcPDNQhMjmVX27vRcukkPY/WVQT4Pir+KUksjuIfeQMBJMV57j5xhYVATUVw7/oYwaKBzCXN+AcM5fopv/GNXQMf73QS1WJIZnttJl4YmU1zrOvwcWdVJsT9FTNRYl0k227SJd/IrvOhlkyXIJ+74H4ya345z1Q2N5LLj+BxY8SOfimUdC8ebZQgAWDKCY5vcZEGG7D2XUCz+z7CubZ5rJ61Gya4JARfGNVGbYjvy9KESQOv4mtfhzoOmODeVZMK0cUDN+CuyYEGKNfId/XRqblAtaxCxDHr6S332hdv7SbmZV5wiPXIZUaCCjBbMM7byOps7txRS6S7xpIRynhDrIdl5HdBlpHy6Yoy7ch7BtgwqJriAf/iE8P87GljWROvoeWCBX+lmu9iHv66n5zFjANnWakNK6fInnhAK6x87EPmUC65QLuKUsx+SuwDZlI4vzeolVt+sJ+RrriXG2N0kYJTLkXQTIBxmJG9pWDbKJ76EqOXI5Q7rfz5fvH8MvNzYXBH+CN/W3cVAJFqbjLbXHOZcqx1owuEA8dI5uIHniDAiJOU4nsexXvrHWkb14gfmp7UXolfe0Eaj5PVzjNiln1yJIxNE0b4efuiaWE3/m50cfGzjfsPzWV9LUTOEZMx9yfchXMNrxzN5C8sJ/0tRP9+k0G9+B2hU8tHSd+ageeaSuQHF6S5/bimbEK2d+flrM5cU9ejOj0Gsg3AFHGNXkJksOLe8pSkGR0XTfy/P3qwaaSWtwT7zbSXQWIrk50/+uYS2qw9qOLBMnUP57IiJJcGPzBSPGlr5/EWjMKPZ8lsucllEgXzrFzQdcIbXsaR/b/BVP4/9tDliEV6YRMjHzzMbzrvo6Eip6KooTaKFn9ObKtF8hFujHPexSryYwi25A00Db9K3J5QwExoKsKosWJt+keEMSCDIDsLcNS2Uju4gEWTLchuktYMiGAxSIzc1wl4ypl2D5A+Zc9pVzsHKzvc6Y9z9q5D5C+dJDE+X04RzWhpmLGOXbfILjsk4ZGjWxCCXfiGDaZXNd1zBWNWCYtRxQEtConpfVjURNhbuQdg47R3psia63DPXkpiVM7UG7TnNESYdK+oXS7JyIqGSrG1lA6bApaPocS7yN98yy+BQ+hpWPkI93kum+gpaLE3vwPqh/4R/7x4TK6Lp3FqsQxn/xJAeZmUxO0JALkU+2AQDhrTFA2LYFjzLx+d6MUgsWBc+IizHXjkQUBNRU1jMmVHIkzuwddyy1khpaKobScwz5jFaVrv9h/XJ3Qlicp3fgtvEqeztuIR4JsxjVpMbK3jJLVnyN15SgbqqtZPLKBXKgDR8u7qCeNlX2uq5lLYx/H0dJL2S0GrKbiOPRbHKu+Qm7BJ3HraYRoO9EDryPZXCh3+AgA5LpvIPvLC/dbzySKJ2AATcGup8lnM0haBn3iWvqsNciCjtB7ArvFhX/jP6Bk00QVE+2dvQSmPkDu3GaybZeJn9pK2b1fI9fbRnDNF0DJ0fnCPw86lzJTgrvqTGgWO6bqGVgap4CSxSJqaN1X8TStJyWX8PefqMBnViAboeO2gf5W3C4Adysu9cHioQM7Z13ND0IU6bk0sqeUfE/rIM8FgEhfmOe3pygPOPjUPWMZWiJhzYbxJpvJzVhdEEMr6OzoGqHtf8S/+FH0TAItmyZ+cnuBea6lE4g2B2p6cBo113EFoekeguu+TDavkbV6cK4aDlcPIrl8aNkUejqBYLVTet/XEE0W0qKDy70ZFNtoKpePRZSyaLk0gbs+imCxk75+gmzHlQ9IK+vke27inroc9+Sl6LqGEu9DNFvB5cc2dDLWqkZD6ls2gSQjymYs1SPJdF4nVr+QUCKPd00TlpMvG8KAjvpB1/SnxId2AlAUMAVrMEkimtlC/uIewqcMH1LR5iS48rMkLhygdfRH+eEznWRzKqIo8NjyYYx1+ElfPV5YNfgWPIQgS4R3vlh0DGvtaLKtF5FqJ5DXdeTITVwmhSsRD2/vvc7pUjt/UzMBLhmronxfO5PGmzhQvGNlRr2J8LbfGKvwoZMI7zZkFQSTheDKz5LtbkGL9xE9/HY/KuQMjpEzQc0T3/EHlP5Vp23dl8i0nMfnt3NnDK92welNRK8ewDv3fmJH3zGIXIJIj2sk33/xAu29RnFrxgg/D1RcRzr1OqZgDd5Z6wlt/R1qMoJt2OQCNl20ubCQQU5FCLTvM1brtx0zLnkot6rYSseROLWdUqsx8DnLq5H1rv68qI5osRNc+wXUeB+dmwx9IASRwLJPYqs3fnt7yO4AWj8b1j6qifTlowWUjGhz4l/0UTLXTxrPP1hdMBbxLXiI6ME3Ctt6x+jZCLkEgcQVwvufLTp3tXoiLx/s5mNzgwhmG3oujWCy4pu1jtBr/4yeTZFFMFbdnhKyndewjF0Ilw4Wnau1ajjx2/ynRbsL8Q73LcFkJaLZqY1eQfJV81ZbPVtOGBPG9OGT+cjYUsjmee5Qki0njVqH3+3hG2u+iOnk85h8FeSj3aiOAJ3PfAdzaR3W2tHFmHfAhMKwzDmSUhXP7fKw66wBvyzxWvn6slou3YRfbz2BpulYTBLfenAEw6tcXGorTslU+KyD+tekBida/rb6kWgUOW+Xj5AcHpRIN5qgY60dTaofuXUroqYgOSXKza44DjGL6cx2lHNb6On/rX/BgyjRXgOZdGv3oKkkTu/C5C8v8vk27rUbZeh8IraaQYRwa+1oojueIdfbin/+Rno1L+9clrhHPYvadr7ou5aSWmL+kfx8aztnrkcAuG9WGcvtl0kce6dwLN/s+1BzGSSnt2jXiigjSDJaNomeTRM79i75HkOJ2DNnA4JsIrzLUA+V3EE801bQ9+6vES12HCu/xJd/f4FkOo8kCnx2zX3MDg6+/39qfKhTQJLdjSQZ2v63DyJaOkFk1/PYl/4NP9nSU3Do0TSdX226TGrseuOLooR7ylIyLRfICVbcU5b3p0YMRrHsDqKJMm3VS/jx5k601nPkM1l+urmFdFbhYkuMG8E5SGWGw5iu5hlRAnMmVBbOpWlMKVPrLGi5NI4RM4xtc//KSc9n6XvvN1grhxn6/rpG9OAbeGetJ91PQFJuSznoiYixnb2ymU/dXYlZNs61MmDnEzOsaFf2oat5Ivte7peVtuJb9mk2Hekq0tY5eDFEs2U49EskZzuuIEgmzGX12OrGGZOeO0hg0UdJnD9AePsfsQ+fhhyoBowtLtM3EsVF4Oo7qOk4znELCLbt4qF55bj0pKFV058e0LIpch1XCL//24F0ja7R984vsTdOxVJlaLUgiLgmL+0vzumGxrrJPCAY1v9so4c3ke9pIdt20UiheUqw1o4hffVYkRRB8txeRLOVXNd1nOMXFp6tVDmSK45JSKKE35TDN+8BRJsL55jZRA+9fdsKT+/XoZ+EPmENYXsD9pGzuKU/YW+chrm0foAlHKxGEOWCphQYE1Z+7qfxOC3Yz7xOfP/LNFUPrJwPXYpyNWqiOWEpDP4AoViG5w7G0LwV+OY9QF5ykNjyK/RchmzrRWw1owupEUSDgJdpOY/k8NGslBQGf4CeSIZmJcCvt7QXUFPZvMq/vXyFRxfXUhkwFhQWk8TjK4dQkb7EzBFGyk4QYNGkCsaUicSPvY+n6R4EyUTi5A78Cx8pmCtJDi/e2fehJkKYPWXYGsYXiISIEqap69h8WUAQoGlcBTVSH/q5ASazmoySOLuHfLwP39z7+wliRsHXPXERttoxmMuHFNpzT1tBpvUiNx2jeem0CpPWFlKkctkQrEMmkW2/jJ5LEzn4Jv7YJao8At3D1iL5qgr92DNzLem2y5xq0wqDP8B4f6Yw+IOhIxU/vQNzSTXeWfcaaUoMXoh//oMIFjuJUzvIhzsKgz+CiChKpC4OLBrUWC+ZG2exVA1Hy6ZIbfsNi8YZbamazs/evEJnarBy658aH9odgCyDdvM4mtM3yOAEjK25BXEQikXXIWYOUjFnA5bKYaiImESZqOjH3Xca7+x7yQSG05ORyGVzOKcORwjHWDjKRd5Zgm6y0hOOFNr74dvt3D1hLevXuZBNJuKyn8fuyrF+Zgm6ouDuPYUlLcPcB5BdfrhDeFpLxVDTcfJjVxGWg3j9fjSTjnfeRiL9apzeuQ8gl9aBksMxeg7Jc3sYl36S7y5ehhoYiq3lIMKu9wtG3Xoug6ViKCWrPkeko4XTg8EONEdFpi182Bi8NJ3gms+BrqPmkpTd/020bJJs1zVkuxMlHkKNhwgs/ji5WIScyUkSO75wlHjFNByShGPMXCzhDu42K/QKJcRmfBZftgPp9FtGukDTilAs/U8DPZc2JIw1xciZWmyoiYhB62+7hCCb8c7ZYBj2nNwOmkK+u9kYFDWRtMmJvurbdMfSmMPXscciaH0DkF5d09A0DbX7RkHETa+bxpR0lKYhFlBzQBmBxY8asthWp8FhEESS5/aQD3dhKq3H484iq52Io2fhGNkPlSxtQMxEMa/7B0zZMML1w/S9/1tEsw3nxEUI/lryzjKU1itUnvxdgXVu14rvw/WuFHVlxWXb2lIHCxtNuKua0NUcgt1dJGwX2vEMjtGz8M7ZgBLrJX5iK1oujewpoSNTO+h5h+I57lRHjyVzKD3NfH1sC+ma6ViUOLZLr5JtPskn5z7Ip2ZWIMpmTFYbQiZE2ldOrqeN0vVfAkSDuLb+y2TbLqOmooR2Potn6nJC2/9A2YZv4Fv4COgqSjxMvO06Gydb+cRMoyYjCyJ9d5xjtvM6pTNWk+25if/uRwGDh6BlkggmC7ZhUw0RQXREmwdr7VjartjYc76LtnAVq6d8CbOocj1uZkHvFXyLPorJFUDLZRCtDio74Yebe/jKmk8yzJ1BQiPcFyY5bDxnTxendez6YD2mXOd10DSjbrbkMfT+88pHuogf2IS5pIZMy8D2X7TYipQGBq7zGvahk8i2XUKNdFDXOLBOV1SdcDSN2+0Z9Ls/JT60E4CigDxkOnKyFy07WDzMUjUcNdKJz2UpKHqCgWIJOkTSJ49B9XgSu55G6SehiKv+mtCeFwnP/gIvnVR4bFQvws4XKdM1Kmwu/EseI5vPUBm00d5r5E41Hd470UtdXRm/ev0sH5tXyvT4+0g3DLljtXo4pulriB54Dc+MNYOkiCWnj5gpyHf29hFLxhDFOB+ZX87U6Du4a0bhHL+AxLm9ZPoNKG5BzCL7XsV88HcEln2K0Ln3i/LOosVOtv0y0UNv41v4EaYMD/JWb/E9aiyzENr2B9BUTKWG7214z0s4hk+jZ9vToCoIFjuBxZ8guPQx+rb+jnTzaUy+MsKB8fzscJRrnUabc8eX8tAkhezV82wX5/DGwfPoOpT6SvjSwr/BtuM/QJQGmYgjiKipGD1v/jdg8DZMgWryvS1Yh0xETUXpef3HgMEf8C94iNC232OubCRxdjfpK0eJzP0S//7OdWLJHJIo8NH5G5lkfh2942L/ISRQclgqhhLZ8yKBFY+jNx9GT4ToPvQWaCqizWXIYesQP7HFIEqJMt6mtUgOL+HtfyDfL3pnHz4d0WIn5Gjg99tVHpvrIiPY6OmBmrO7QdfQMgliB15HcnpxTFyMuO/FovRTQnQDAwqqw/w6DvPAN0ZUOfjM+CjCoV/Sp6mIViclaz5HMliNcstHV9dInt2LtWoESriDfG8LiDKyw0v1YGAXQbdlkLaVx2nGmetDOPceFR47iTO7MDdOw1Y5lPSVQwX+hbVuLOaSGpBM2OoayNw4R/Tw20aBuz81Etn3CoLJYizGBIFcVzPhHX9EcnhxTliI1SyRO/sW8ZtGDcZSMwpP0z1E979WOB9b7WgSlw5jLW+g7/3f4pt9H33v/cZYOAiiUWC+fgpr3RiSZ3eR7bhK7YwvAXC9M8F/dhq1gGXTq/A0lEEiRM9bPzGEEk1Whix+nG+uLce97z/oS0TIzXmc/z5koivUyqo5Q4ABNF5C9OC74x5aqoYTP7mNTOsFAnd/nPjJbUV8ixw6zjHzCkYyWiZV2CncHtaqEWS7jFWZFKjhcs/AszfJIgHv4BTvnxof6hSQEulGTYZJnNmJe+qKgS2guwT35KXYZY3PLy3F7TC2VBaTxF8vq6JMjOCedS+Z5lOFwR8MyrZr0mJ8N7bz+HwXwuHnC4O1lo4T2fUcNoeDzy7043MZb5ksiTyybATbjrbisMqMt3Wg3BjQus+2XiLbcQXPLMPO0TfnvgJiSbS78a/4a/711RuFnYqm6fxuewfhqiZDwiIVI3Obdn624ypaNo3k8mPyV4JsIrD0sQJKRrTY8c7ZYKSUNIXw1idZMjHA8JqBFcXiqRVU9R0skIry3TdJnt2Da8LdhpZ7f15Xz6YIbfs9+WgPWipmFKbrx7Ory1sY/AF2n+rmUthEqGEJrx/oKGi4dIczvHBSxTRyNpaq4XhnrUe8xSrtt9y83bHJYK7qmAKVhlXfuQGCmhLuJHPzLLbGabjGziV14QD6yEX8dFuocO9UTefJ7Z1EhywBQcQ5fiHZjiukr51AsruxNoxHsjohnzFki/uvX0vHiR58g1zn1QGWrKaQvHSIXHdzYfAHSF06hKm0nkNhP6evhzlwLYu3ZTe6w482+9GBZ2tz4Vr8abodjQUEFJKM566Pc6RjQDvq7gkBqvsOUqO3s76pDFGA9RPtCAefGTi/TILezb8isOzxQmpEkEz4FjxI/MQWBLMNS/UIY3cU7qLeHGbl1BKE/sR4Q4WTOqGdv1lRg8VsHNtlN/H5xSWYLm3BO38jiTO7sUxaSaJ2Flo+W0S+y9w4g2CyGM9FzRM99ObAe5GKETv6Ds5xC/HOvpfE+QP4Fz5C/LjhmaAmIwiihGixkbk5AK3NtpwHQUByGiRG2VuGY8wcPJOXENn7MvZhU4ge2TSwa9Q1IntfxjluPno+Z0hJ6xpVkeMsmxQsXOuQCgdLR0gI2STh3S8WUo56PkN66y+pyt9ETUSQAzVsbbVzozNBJqeSSOeZMnKgyH0uZME1c10hbSh7SnGOaiJ97YTxXmz/A95Z9xRImIgyzjFzkRxeLDWj+1vR0TUN54RF3EobmkprMVcMJdd5Hcnlx3HXX7H/4gCT+4n7RlFq/7+ICPav//qvhMNh/uVf/oV9+/bxve99j2w2y/Lly3niiSf+YseVZUj3tWJ2OrHWjUG0uihZ9Tfoutq/hZcQJYngvv/gO7NXE5N8OIQ01gtPkqn9DD2qD2tdBcG6MZjNMrqSRVdVpKFeHOk4+VjvoC2qEu4g33OD4dUj+dePj6L96hXsHh+/P9jD1dYoQ6s9WPtOcScOKNNyHnM/SQWThZJVf42WS5MPd9KTd3Ct3RhgZElg9dQSGn15ggEXWucNzN4SStd+EQTIdjYTPfAa2c5rOFd+EauooUa6CO9/jeCKzxgGN72tRPa/WgTBC8Qv8bXFXrqEIZhlEW/vcVLb3x10jvZhUwchO7RUDNkTRPIEUetn0iGUc7x5sAH5lV6NppGDJRLOtsQRF69AsAgGomLpYwiiiGC20rfl9yh3SF5r2RSiK2CQZu68j+2XKV3/FVKXDiHIZlKOiiLDn1sRM5dSN+c+UlePFWj5SqwPk7/CYEHr+qDfKJEuA7VxK0QZ96Qlg4TiANR4L0NqG/myV6DUZ8HpmkyNopMSx+Pd+O94893oyTBquI1SbyXy4k8iW+0Isky27SJrSm8we2UAWdBxtWxBO3ca1CiLkZm+YgxlARVxzn3G/UgniJ/chhrrRU9FcNz9KfKOMkJZiVzoBpa8ihLpxjVpMe7JyxBkE1LHVTY0mlk+ZRx2MYNZz2CyOsiFdf7nJ2egZNP4beBV+xDWf4VUMo1z+efoTUuUe23E918adM353lZsDROKlHOdY+aCIKDlMthHzYRcjuCyx9CUPK4py9FtHjpTJsImEfu17YPazLZcwDv/AdRoD2oySu97v6XigW8aGlEufzE/phC6AZ5Y9VlEyYyajnNv+DJ33T8aRbbhuLEXec/LCLPvIzftEVKSE6cvQCoSwp4PI6CBKKNMXEtpsoSNSwIcPNPB5v3NTBpRwhMbJxJIN+Pu2kf2WgveOfdi8paTab1AaPsfiyY+QTbjv/tR9HwWQZJRUlFDdmPe/WiZFIIAajqO5PBgrRyGEg8h2j2YPEFK138Z0WInF+ngnx8ZRjiew23KEzT3ofVkobzkA679/zz+ohPA/v37efXVV1mwYAGZTIZvfvObPP3001RUVPDpT3+anTt3Mn/+/L/IsRUFXDWNZK8eJXbsPdA1TKV1OEfPIbzjj5hKag33J1FCOvJcYTuXnv85/v31bm50xhEFWDe7mkXuC+QPGCQSa8N43JOWIMqmQccUvWXE/aPQrh6F3jbKsymUq0kq3Os4A3T2JsmOGY507Q6noupRSGY7ztGziex8Dl3NGybvczbgtIlUBhy09yX5+upKKk7/DvVyO3lBxL/h68QObyq4Z9mGTSa44jP0tHey42yGOa1PIqDjmbKMXMcVdIzC5+2DP/SrQb79zzgFEeeEhZj9ldwJZLNUNSLYnINSVKLNRb6njexdX+XfX7uGdNYwyGi9Q/CuwZXFf/YFPjZvHr/bNcCsHl3jgst7yFfUEjv+Pt4Za4jsfxWTvxKTy4fSW+zbbC6rJ3X5COaSwXlsS+Uwwtv/iBLrwb/gIejpodw/eBLwmfOEt79Q9JnsDhA9+CbBtV+E/OBJQ/aWoRVs/gT8Cx8mdfU4lsphBVTUrZAsdoY2v4Zz7FxS4Va2dJbx9M7LKKpGic/GE4s8OPc+hX/Bg8Te/6WxCpbNeGffa3g4RLrxHDPO79adNgcqSR9+B2+8G8kyjfD+10BVkNxB/AsfIXL4bSSri47uDD989RK9kQyyJPLo0k8yObGT5Jv/jaGGu8DwDNA1HOEWYoc3Ge9GoIrqJZ9GTJyl773fkM2m6LE6CCz7FKZsCpOvAuuenxMzmRFrJsDtZi0YCq6akjN2AsFqnKNmEdn/GrqSQ3J4sdWNpff936JGexBMFrxN60geeBXLkDk821zGoyPHwB1OeeayeiI7ni1MKpbaMeRC7YbIWyKM7C0bfO9tbrR8nsTpXQWpdFvjVKrK6kiceQdrVSN5VxNH09X8dOtlsrkYHmeGDYuG8+r+LJ9aMYTAogr+Y1uS1p7ziKLA0hl1eF0Wjl/s4a6xPlx7f2pYT2LUEoMrP0v8xNbi98LuJnPjrJH6ks14mtYimu3Ej2zq3z0JBrYfY2drrRmNffg09GyCrleeMp6tK4B35lq0zd+nfuZaInteh7s/ZtjF/pniL5YCikQi/OhHP+Lxxw2Vw1OnTlFXV0dNTQ2yLLN69Wo2b978lzq8EdkUsaObCw8m332DXMdVzOVDsA+ZSN97vyGw+BMIZkNcSaoeyxuXrdzoZyJqOry8p5VWcYB5l7l+ilz3DXQlh2vuxsIWULQ5SUz6CN99rY20fwTSsCZcE++GTIzFdVlqSuwkMwqns5XIteMK7ZkrhmGpHEY+0kFk78uFXL2aCBM79Bbitf389ao65owNUHFjc0FoTvaWkW2/WmSdmL5yDDUVpTcwgSnuXtRwB0q4k9TFgyipOJaqkXib7ikgMxAlvPMeIH66f/WlayRObEVyBbANnVRo1xSsxuQrJ3XpIP4ljxVISYLZinfWepLRPp7c2kJHX5rW7gT1FW5qywfUCmeN8lGfuUD28iFmejpw2ozJM+i1snGyFWdJBeEdzxK4+1GiRzahJsJGOmfo5AKJCsAxbj5qMlbwv3WMmlX4m+wtw1Y3lmzbRdR4iNixd3HoST6z0F84nigKfGxBOeX0YLptArE1TEBNxzGX1iHIMrEjm/HMWD3wbK2Gr3C2bCyCxY61fiypK0cNE/LSOkyBgf5hb5xKPtpD+vJhlEg3XUIJT27rKOi794TT/HZ/EuvcjxDd/3phcNOVHOGdz6GlYtiHTcZcNuAtbG0Yj+jwGtICw6cZVpz9aTg11kv85FZKVjxOz+XT/HpPjN6IMVEpqsavNl2l1zu2vyWdxKntmMsaMJfUEDv01sC70ddG+tCrZDuuFVBOWiZJ76afYyqpIXr4bZTeFuP9qWhEKh82cH61o9FVxdg9yUafuD29oiYj9L73G+z98uN6Pkt49ws4x85BOPwcS4aLHIyWYq4beC8sVSMwlzUUOCWSy49r/AIy107hnXMfyctHDXMia39xXBDxzFiDmoqhJUJFPhnpy0dQEyGyHVdQ03HitfP58SsXCui/aCLHK9uvMGNsBT98+SJXc6W09hipPk3TeWd/M2OHBJk72scQsQN745SBfuerAEnGf9dHit4L35z7iPWnuXQlR+LMHpRI122pM53EmV2Y/BUgSmRaziHZ3YYw5a1nG+8jduJ9bDWjiex7heDKz6BkUuimP58Y3F9sB/Dtb3+bJ554go4Og17d3d1NScnAy1xaWkpXV9f/6uf/j0OWIddzE1NJLY7h00AQyfe2kGm5iL1xMqLVgbV2DEqsl9L1X0FNRUjaqjj+1OVBbaVlN+lZn0bXdZzth8iHOrHWjwdvFcK93yISSXAhaqY7bGfORC9xpxdZTZN8+7uUrfsCWi7Ddx4soTMpYpZFPOYHEOML0XJpMi3nDSenD4h8qB2HJNEg9/Cpu8qIPDvQqW1DJpK5OVieN3PzHA0jgiS2/Row4HeWykYsDePR8znkQDUl679sSGPb3YR3PGOgF24LY3CdjXPMXJREGKWvjfCuFzCXN+AfPYeyB76JEu5ATUZRU1H0EXdxZu8Asefk5R5WzKqnQuhDzMTwdB1AP21A3cTWk3z3gftISB5KbApeKUO6uRnHiOn9Jt8D2/rw9j/imngX5urRZAUrYdWOu9mAfCbP78NaO8YQkvOWkmm7bKg53rp3fW34Fv8VVVj5x8dqibRcx56P4Lj8AvHTN3GOm4931jrDetFiR8umsTVMQAl3km2/jJbP4p1zL2gaupJHifaQdQ9HWvplrFaR6MsG0Sq88zkD1mmyoOfSZFovFiDHmRtnEMeOBYr7+ZW2OGl7AwwygNfBXUpOsuOdcx+qkkcxOciIDnQ9SenGb9Ods5Jo+jSuyCX0CzsNtnD3DaMeVDeda+8O7hO9GVORh3g+0j1Y9rm/7wTHzCVpseMcNx/RYkfPZ9HS8SIxtfzZLQQWPGhgQCWT4bidiiG5A+ia2r8qL06jqbFeJPttZ6FrBS2dBkcaJA+m0Q/ialpPLpfHrGWJH34T39wNIEoGgSzSia1xMtH9rxNY/HEAyu7/H2iZJDqg2bxkjm8uknS4FenWi1jG3U3mxnG63DMHIZ5CsQxOm4lsTsVp0vn0ojJeORalJ2xMpjYTbLDtQ9l6GFP9eIMBbLIgukvId11H9pRS+tDfoyaimFwesjfO9vtE70RLJ7CU1ZO+PtilTUlEKb33q2RbLxSRMwv3uqcFx/DpJM/tQcumiO9/Fff8h6D8z7ML+ItMAC+++CIVFRU0NTXxyiuvAKBpGsKtSgyg63rRv/93IxAYbIZQUvLB2tixyhFYM4mCSqKlchi++Q8YSIKaUUQPv42WiiE5PHib1qFcfJNRdTM5cmHgQSyZUcfxG2l2nkij6zB37CI2DrWQfPYfQFUwl9ZRMm0VXSXVPPPaOaKJHO8eMPP4unFMvu8r5LuuEz+9k1zHFZyijHvS3ei+cpIt5wv4X9/8/pfpjpDcQTQljwDkT72LuXxIAVWQbTnXPwkUa9JYKhtJHDCIZLK3DPekxUT2vUL04BtILj/emfcQOfSWsXrStOKXsj9Ek4Xet3+KY+RMRIeX+MltmAJVOMfMpeuPf4+ey2AKVuOb/yB9W57CXj6KYVUurvQThlq7E9SUpRhhuYp49MWiocBcWoul7zTWjmtYa0fRue9VgyHqLsG/5NEipzFdzRM7+i7dljF89602rGaJ/147DNgBQObmWTI3zxJc+Rnix4prFqKnlLfO5mgM5KgOb8He20q27VIhpZI4tR1r7Wi0VJzEzV1IVifxU9sJ3P0xAPI9N4n0F3dNJTX45j+ItPlHqIkwuVGzMVcOMwqVukb86GYcI6YTO1p8Dpaq4WgfAPOrLnFgy4XJ3Yl6AoRsgtCbPwZRwjx5Nc+11rLz3E0eWjwUVJUXdl5EUXUaq0bzqTmjMO/+KSZ/BamLB7DXTKEyYKe9rziB57MUV50kqx3RMRhGaKkYSj7chW/eA0T2vYqajCDanFiqRmBtmED6wn48TevIdV6j+7n/aRTSx87FXFKP7C0ldW4P0aOb8fXXJ4qO6fAUkd9ud9oyoxDc9a8kBZHU6LvwjJiGFm43nlcujXPULHrf+QV6PoOptB7fvAfoe+/X/YxwJ87FnyZzdjsCOtbSOkSTmUxLMZkr6W3klbZKNkwZgU8w+Aa3l3rcDjOZrIIsiQSTl6k58wdGzn6Qnxy1c6UjRalNQb9uaGSlm0+Rbj6Fb8HDqKF2YoffRs9nMVcMwz3rXnpe+XfUZBTR5sI7616iB18nWTMdWbLBHTUtye6k55UfYK0fi2vSkkH3TfaVG7UBq4Ncx1WUeAjJHcT7vxjz/k/jL5IC2rRpE3v37mXt2rX853/+J9u2bePFF1+kp2dgYO3p6aG09P/c17KvL0FPT7zwn9FW/AP/U5S8MTD0oyWy7VfItFzAXjuG3nd/XciFq8ko4d0v4Bs7mwfnVxUQPDaLTLnfxo7j7YXOsvtMD0db8oj92ji57hv0Zk38+MUzBUP1aCLHf714kq6+JJmb5wrysWiKIXym5LBWjyqkGHKhdkMadsoybqEBBLMV74w1WKuGE97zIonTO3GOnl0gEOW6b2CtGzNA9sGw6LNUDMVS2QiAa9x8QjufLbx4ajxE5MDrOIZNIrzzWbRYL46RTQNIBcA2dDL5cKcBIzy/D9FkQbDYcU5YRGjr7ws0fFvdWIOkVjGM7IEX+PhMBy67kWrpDqdpqHTTamlELB1IZZjKGpBcAURJxlYzgvDO5woicEqsh/Cu5/EveKigOwQCwpR7efOMgXpoGuEhG2hErBo90Ka/El3Tcc64p+jepSY/wsv7u/iP9/qIm4I4x8wt3DugX+9IINN+GUv5EINMpmvGtY5fWPieaHXgmbaK5KVDBZy9lorgnrio0J6aCGOuGFaQAS88i/IhBLKtrJsx0M8dVplPzfOQ2/N7PE1rB8T2BBHv3AdIntnZ31dUckdeY8kwY8qSZDPPbGtGUY2OeLktzutXzMh1E3BPWU78+Bay23/FZ5bXGqYv/bFhQQPB0OnCv60NE1DTCdRYCMeYOYXPb4mQWcrrCe95sTAxaekEPW/+F+6xczFXDEXLpgfSjrpG4vROdCWDns8aBXFVIXXpMJ7pqwr9WzBZ8N/9cZIXDhSu1TNjNcmLB3BNWUrq8uFCe/rZLQjpKHo/Sss5eg7hXc+j52/1uzH0vfurAtNWyySIb/pP7NPuIXvtOJaqRmR3sCjFJ5QN44Jaw56zvezvtFFuSvDxhRWI/Wsusyxy78Jh7DrexuOLK7Cffws9n0Hc9yT3T3GweEKAarG78F6BkRY1l9QQ3vlsgWdkqxtD6O3/LqSttHSc8K7ncU9fwzvXbNzwTkP0DNg5WhomoqZi6Gqe9NXjqPEQrslLB87bYsc7az2pi4fwzlpP4uwe/Is/jmi2/C/HvA/6r69vsBTGrfiL7ACefPLJwv+/8sorHDp0iH/4h39gyZIl3Lhxg+rqat566y3uvffev8ThgX4UUFc/esZTimP0LATJhBLtRvYEB/RE+kPLptDzGay7/43vfeIbtDa3Eqyq4o/bWwe1fbBZYXpJLdkWY/XdG1dIZ4tXWamMQignI9wqRDVMwN44FdHhQZBM5FMJSh74OxRNJytYkYUMJm85tiETDU17m4toSkXStALMMLTzGdyTFhuFNn8VSiLSbwlpQhAkg4KeiuOaeDf24VONjqmpCBY7rrFzEa1O1FSskE8WTCbCO/6IY2QTsjuAIJlIXTtO4vSOwnXkOq9RuubzRqfuTxsIFjuW6hGIdjfWykYyrRewpi7yjwt99Gge7LKO3ZWj11KOUv053Pk+TKKGxWpGS8fp2/I7vE1rB6Uh8t03ED1llG34BmoihCCbiEs+1pWZ2Hi3lXJ7jmf2hpDkZUxtWkKjX0Vrv0Bk70tE5nwR5+rxRHr7cPiC9EXSrJ4aRNXBWemDfIzSdV828quCAGYbWjqBa+JdRUJharSXfKi9QD7TVZXQtqcNAbD+sFQMo2/L73CNX4hgMiOIMmoySmDJY2jJMHq/ymeu6zouXxnr63zMGltCWpXwuGyo2Sy2lV9B67uKd/Z9xrOQTIhW5yCzEHuqA5fDSyozWHr46JUYD3/sfiLv/xjnhLuwlDcQ9Ob4/kcb6UmJOEhTZs1ilqaTCwYQBBHR6iS86zm0TBL/4kdxjpmLlk0juwMkr53AUlo/SBpZV3JkO6/jmni3UTS+I3J9bUieUryz1oEoG767N87gm3c/cqCGjMXPue4Mjau+hJRPoZlsdPYlKZk9DuXCrqI6FkC+7QL20bOwlDegKzlswyYXZC1Es7XIUhGMnWI+GUWZ9jChC0ewTlqJr2oUnd0R+mI5mtM2XKLGF5eVcjmcQ3AFmBe8xpiPDCWal3FYZfK6yP9YIGA/9xRaZCAN2ejJMtQnY9FySLPX9+fnBWRPkGxHsZ6RIMlFZjpgwEslXyUTMhqhFPQOeZQqSxJNkNAsHioP/Dtg1LD0fAb7qNnYGsb3aymBHKii9N6vIsgmAsEaA3Ld2/p/Bwro9rBYLPzLv/wLn/vc58hms8yfP59ly5b9xY6nKCB6y7FUj8RaM4rYkU3o+SyWmpFG0VeUis0zJBNKPIR70mJae0JUR46RP/oLRg75NIeLd5OMKZdQ2gY6icdhQpaEwuoMDPy/2yJgLqvDUtFIrucmfe/9BkEy4Zq6HNkVoOeF74KmYm+cQtZbRq7rOrb6cUQPvU146T/y0zcu8e17KgqG6Xou0y+hYKSNRLuHvi1PElj8KJmOq/1MWKM929DJCCZzIb0VOfC6gZzwlOBb+IiB6NF0zCW1xA6/jeT04Rw7d5B+jLm8gd5NPy84dIl2N75+zoJn6gp63/sNSrgTyeEhOHMtpkN/RI2HsK76KqZLB9Au7SEhitgmLkXwlyHIMq4JC9GyxRPwrbazzaeI7HnRWJHOXEsqn2DTOQuHL0VwO8zcM28Iv3+njXePw3dXu/C3X8E94S7CsW5O61WMtESx7fwx1dkU4+9+lOihN0ldbCdjd+OdeQ+xU9twj19ooInO7iJx4aAxGWGkbCRPkGzrRbKtAwQek78CJTEw6ORD7Zi8pUQPvlF0/sEVj9O76edFn7mnrSR3egf2bJrIhE/y7SePE03kqAza+cLa0djf+Qe0TAIQCCz75KB7krUGSKYyWC2DX9X6Cjebz2e5d9EniG/5DfFj7xFY8gmk41vwdzcjWh1ICx9Bky0FO0Xf3PsNj1tACXUQ3f8qsq8S96RFpM7vx1YxtCCXXghBNETY8jnMZQ0Gqez2PhKoRon3GTIZSg5r3VjsjdNIXT6GyxUgo9mxkyW++ZeokQ5Euxtx2keJpNy4PgByay5vINd2mej+V432akfjm3s/4d0v9GtkWQs7glvnh83DIdXL9b4KDv3nKTbMKiXoc3KmOct9lZcQTryJruYZ3jCFTHYN6S2/xgQMbbqH2PbNOMfMJXX1eEFI7lZI6TBmp5d0y3mSZw1NL+f4BcYgrRSrCACDHPgQJdRYN5X7fkuV2YY69QF+ecLO+dYoX1phRsumsdaMxlI9nPDuF5AcXjzTVxLe/SJaOo4pUIV78hKihzfjmbkakztg2Nj+meIvTgRbv349//Iv/wJAU1MTb7zxBu+++y7f/OY3/6QawP9JSIFqHGPmGh2pf5uWbblA/OR2zIs+U9iiIojoTR8hmjcR2vmMsWocNglBMjHB2UNd2QDzrqrEQVO9XMhTixY75XaFx+6uLGwpRQE+vWIILqcZ59gFaOk46X6Im67miR18w+jAmgropC4fAV0jH+og19OCOv1hvv/cWWYOc6LveQrPjNWFfCmAe8pSdFVBEEVkdxBdVYgff79fgtZoT+mH2/nv/jihnc8V0hdKtIe+935DcOljaJqGa8rSgu2fpXyoQR7rD1OgCkvFMLR8hvS1k7gmL8E9cRGhXc9haxhP5OAbhaKtmowS3vEsrgmLcI6dh1VLo13aDeiGdO+xTQa+X5SJ7H6R1JWjRdtdJBnv7HsN1FZ/e6Edz5B3lHL4UgQwpAni6TyN/aS1va0mnJOXEt79Ap7rWxkfzGDZ8zPUZATn2LlED7xW4BFoqRihHc/gGjWL0Lan0TJJEmd3g5pDS8ewVI/A3jiV1MWDBcc1MNIX3ln3YimvL/SX1OVjeGbehqbCsIXEZMFUUlP4TPYaEsmZ5lNkpz3Cvz5/rpAmbO9N8cNXriDP/ytAQJrxAIKvuihNJdZN4kivE02HZCrLrDEDqSSnzcScCZX4pTTRd36CEuvBPnwqiVPbyXU3G9ecSdL3zi8RLUZKzVo3FiUe6od9ViOVNqAmInimLqfnzZ/gGDGDvu3P4J21fuDdQMA3fyPp1svk+tqwlNYWpQwtVcMxldQQ2THgzJW5cYZ8uBPfwkfofedX2LtP4z76ZMFIR0vFMO3+OUGtF0tZfRGs0VwxFNFkIbL7+YH2bp4j19eGubSO+Ln9+Bc/WnR+9jkPs/u6RiiW5dC5biwmienePoblLnDPKB2OvVIYlPPXj5K/fBDPIkNKInFml5FeOb8f7/RVRe+Zc9wCMu2XyPe1GUJzumakvU5uQwl3I3tLcY6dV/h+4vwB/Is+WjSueOfcR6K/PqXn0oj7nmLDJCtTRgSpEYxUq23oRKL7X0PPZ3GNX0jf+08VCG63XMWsNcMJ73yWbMt5hA+YNP/U+NBKQUgS6NcOoH9AkTN99ShXfAuxNX2ZSmsGs9PNoVadWksMv6pQ64HE+WPYFj6GMx/nf6zw0Z4oQUekvCyAy5TDdP830XMpRKuLntd+yBhHgO+uWkk4b8ZnylEeiBIKCYiBSjLXXxh0Dkq0B8nhQU1GkBxeYrYq1FmPIdzYR9w3nET6JEO8Gsrl60QPRPDMNFImktNg+CrxPtRkFN+CB0ldOT6o/dSVI+QjXVjLhwA6jFtO1lGBJdaCfnEHedFOvqwGMdtD2b1fRcvniB58HWv9OBxjZiMgoCQjBsTwkX9CC3chuzyo0V70XAbJ5hq0WtLVPCZfGVo2RfpEcUFU9paBKCN5AliqhhsmHrqGb8GDiGY75tI6Mm2XsA+bTPLCAWz14zCX1aPYdP7uYxOpsaWRLDbMaooN4yvpiJUSz+pIzgzeOfeR7byOPd9FX/+gITm8gzDiaEpBDykfGtjBxY6+i2P0HIM8dvkItvrxA/pDQL5/MvXN3WBMvLKJ6NF3cE9ZiuwuRVMN/LsoyngWfwohEy2cQ+cfvwNAT4ICFPRWdIXTxO3DSC/4Gs8cinOvKcrw8Qv7XbJEsmYfYwQ3I2s9BLx2bLrMvEnVNHclUFSdP757gc8vcBQGC3NJLXlBxDZkImo6QfLsbsP4PBHCt/Bho7aia5Q+8E1CUildWPF/9MeQ7cU7ez2i1YnS10rizK6Ba5VMyCV1OKvHEn79ByRSUTxTliFYbAgISJ6SDyRkZZpP4Zy+htKN30Lot0q881lIVju63UVw9efI5hQsKKiZOGo8jOQK4Bw9C8FkIXPzPOnm05Ss/hy6kkcTJUo2fptcIopi8fL+xRwWq8SpK8Z5VJU6sfccROu4gGPMPLJVI/BMXYYgiKRunCFz7TCOad/A+sA30TJpFFcZjjWjUfMJSh78DpmeVkTZRPbCHrRMkmzGQAaaAlXYh09HEEXyiRDm0jqUeAjf/I3o/dDNxLm9eO7/e27e6KCqqhQxehNrnSHTfqsWV2+PM25ILbt7RcbO+jwuIkXv0KDUaF8bjpEz0dJxg1AW7QJrJX+O+NBOAKoKFk8Jaioy6G9ysIYL7RnmDZEQT7xKLtTKZE8pngUfIWpzEZW8vBiezO5dHVhMEg/OcTExvAXH0Akcb7Oy9Wgbn5qUw3TkWTzTVqJlUpBJYt/7M+wYMgbnZnwZl9+P89AfjYEsWmwrKTk8qJkEQtkwLtZv4Mn3ukmku5jcOJWNNjuyJBDOSTRYnaiJMJE9L+Kb9wDJiwfINJ82VBCnrSB29D1sDeMGXaO5rIF89w2oGkFo9hP8fEeYzlCamtKhPD5/MlfbFJ7ee5HH7y5llL2dzNVjWErqDBr/beGespTw0a3c9E6hPN5LmVMwdkyqgmC2DqqlIJlIXTmGrWG8QcfHKCybA5WEtj6FruRxjJiOZdpKkuf2IFpdoOv0vPUTwy7QX0npui8R2fsKkT0vIdrdNM7ZgKTbyV46T+jUdgRBpHTBQ5QCva+/YPjVDp+GZLZgFIJ1dCU/SHYZMPTWAdFRvDBIntuDqdbAy99CeQAGzt9fiewJEj+5rSjHm715jpLVnyNz/QSpS4dxjl+AZnGTOvoW6DqOCXfjGjef+MmteOwSd4bdKhPJwD+/YqyMXU0uonteL/rO0Ln3E97zEugaWcC6+B947v0BGYaUbjVkl3UjnZe6cpTkhQMG4mvOfcQOv4NoMgT0tGSMrLuKPedVXth3knxeZeHkSlaWtiAdfInAkscMuHSovSBPjCTjuOdbaOf2YC6pIX2tr4j97J2z4QP1bOSSehJHNmEtb0DLphAs9kE6+Uqkk+jBtwiu/Aypq6eJnHofBAH31OUG0uf9J9FzGWxDJxor6Qv7sZbWEz3yDkq4A9lXQXrqR6jxyAxJHuRK+TC6Qil6I2lyo2pxygZYQbLa6d30C/R8FvuIGfgXP0r8+BYco2YhajpSqJnE0XeIzf4sv3ytjfM3EnidFj65cAn1N17HFqhEsrsR7S5ih95C1zVc4xYiWO1kbpwp4hzI7hKSqTzY/WT3/pFE59WiZ6HEerCYTZCO8crBbl4Bvrfawa29pPBBBFObyyAhSjIgIDnuVCH60+PDrQXkq0NTVax1YwufCSYr7ol3c9cYN94jv0YLGUVeLdpN5J2f4l/+ODtO9bDrVDe6brhpPbmtg+6GZeQDQ/nJq+e5d4IFafev0NJxkpcP4556ey1DwDv7XvrSIt977jzpmhkGesc2AF81Vw4DyQSqQrhxFf/1ThuJtLFFPXY5zJu7L/PF9SN59UiE3PRHQBCxVA4j23WdTLOB6NAySSK7X8RWPw4tFcdUWl9oX3J4cAyfDkDENYTvb+ousGFbulP84L0wnXkXoViG77/eQntUwz5kIrZhU5A9A8Ul2VOKZPeQP/kO5fHzHOq2k4304J2zgcTZ3QWDnFthmISfwFLViKVyWH+qQMBaPYLoobeMNJyuGWgQTcU9YzVKtIfwzmcLq3XZV0Z0/+sFuKuWihF+77eIJpNhxaep6GoeXVUIbf1dP4pIJ3XpENmem7inrwQgcXYXnjvOzzXxblJXT+AYPRtzoKpgug0g+SuIWisQ6gdIPoLJgmvCIpKXDpM4uxf/wkcGXa8SD5G6eBBBlJDdAVKHXjMKhZpK8vi7iO4gosWOp2UP988bSA+JAnxyZSPPbTcK/A/OKafCli1KK1lqxxgry/4VoeTyU+uDxVMHiGevn0jgmv8RHCObCO95qcDpUOMhQtv/iHfuBvLhDiL7XkP2V3At5eLpHR1kcyqaDluPtnMkUYnk8hM7/h6eWeu4PSyzHyF3eT/pY5uwD5k4QLzCYF7TX1i21A4gs0SLHefwqch2F+E9LxA79u6gvnLrWei6Rrb9CrkTm42UqKoQO/imgYlXjZRm+upx8t0tmP2VhPe8WMD5K+EOLHt+xjh7H/njb7F6jAmX3UQsmeO6PARL1Qj0XIrI7hf6awY6qYsHyNw4S67rOrFDb6Jmk0T2vIw0fB6/fL+V8zciAEQSWX7wVhuxugWYy4dgLqsnfuy9fuValfjJLWRbLhRDNyUZz8zV2DqOEjz9B/KdV297Fs/gmngXtuHTkBxexnni1JQYhK5DXVaE2okApJvP4By3YKBNQcQ7cy2Js3vwNq0jIbnoMQ0gif6fxod2ByBJsPVimiUjJ2BvGI+aWk4yrdCasRNO56n1Z4ndpg0PRo4upwnsPnOnyg9cich0JYzVn0cNAzqiw4swbgVJZzm++qmIsXa0bIrE2T0Eh5SSzipojkrCe3+Pe9JiwxhCFFGzaSzlQyhd/1Uu93iA4vPYf66PjTP9fHWBhbBuZ8g9X8cqKPS+8eOi7xkM3TKy6RieGasMo2o1j67kiex7Bd+iRzmfdHHXOB+1PonTbTn2ngsRimXQ+yGTiqrTK5Xi8nqwiCKl679KrrcFNR5CTUYI730ZAPPNg8R9w4hHk5SOmYzJX4Gm5Cjb8A2UWC+ixYFgtRswwCtHiJ/YinfmWsP96INSBK2XsIxdQSav4XCWEn//14CKpXwIkf5j3vZkUFNR3NNWkjy/Fy2bKcAURZsTfewKlNIRhHNpvOY8wZWfQc/nMJXW4V/0MbRsEpO/AjWTRPYEMQVrybRfpXTdl8iH2hEkE5LTS1/WTGbGR/BMXYmcDCHpOXQlZ6h+2j1IwRrK7v8fBnRPlJEsNkLv/7b/WVQNItQBZK6fILjqb9BSUVYH3UwePom+WJoSrw1R0Fk3yY5vnpe6MhcmJYH9/m+Q67mJaHWTj4fQM3EDvQTkw12kj7zGgxNXsmDMaMJdXZSa0oj5FPZx8+l6/rvFB9dUdMWwFTQFa8j13OR8dEzRVxw2E3arCffcB0mf2U762gnKHvw2bW092IPlZEQrwu7fA5C8fITA8k/3a9uY+qVBJAOuOGMt+aYNZLJ5ZJOZ8Bvfxz11eQFRlDi1A9+8+9GVPKZgNYmbF8iNXIo8q4LMvqcG3bdsx1VMJdWFe5q8dBDXPd+EiosIZgc5Xz3mcDPapT2QMt7XisQl/uvhscRyEomshprMoMYHO4+lLh0isOzTRA++gez0o8R6yHuHcv5G8Xc1HfrMlVTlLpHrah7czuXDeObej23oRETJBLKZ+IktmHzlRQKBRmMKkiuIu2IYPXkb3jIzf3uvmbaYgJrP4vCuxjZhLlo+g+wtwzRyLmRimJ1eA7G19glS2Pn52zdY7sgwsubPwwb+0E4Aqgrj65zQc5Gu3c+jZVLEF3+LH2xqY+PiEaR7wlTc4VgEAmarjdrSPN3hYj2YUlMas8XAbGclO87KEXRO/AS/ePsaXeGLTG708fElE9Bf+DKCIJDUzAgCCGoO2ekjsu9VAOwjZiC7g3S/+kPQNVzz/nbQuVcF7VgyIVwHf4lTyREHtFGzMPkrDNYn4JpwFyDQ/cZ/IkgmvDPWkOm6TrrfZckx8x6upF1Uid2UhJ5FvdrOqMqRLLjnHv7t7a4ih6SM7GHLkXYW2i+RPPMuSBLuSYuNVXl/zlwM1GE1mfDX1NK36efkQ21YKhtxjp5N3/Y/gKbhm3s/mcrxqKk0arSbXK+RT3ZPXVF0faKnjNbxj/LLp87SE04zpdHPxzb+O/rzX8PczxVQ48WTsJZJkTi9E/fUZWRunkeyORFKhtA27qN0Z2289vpVwvEM00eXcf8okLf9DN/CR4gefGOQ9lHJPU8gSCaSFw9hDlaSSqU43GbjD7tbyGQVlk6vYklJEmGvAWcWZDP+RR8lsvV3ZNsvIweqSU9+CMlcgsNfiRLuRE2EsdaMGvQsTf4KogffxDV+PrE3fkDFhEWUlDSSfO076Eqe8nmfxecpI73/OUJXjiO5fPjmPYiu60gWO0q8l563fgK6hnP8AtyTFpEPNdPgKcF98hf45m0kdmIfZFOGTeYdMMRb/1aTRl69Uh9IRdWV2vn8bBHL0Z8RPhrBNnQizsZphPFyTnOw9/0OhpRIrPBV4BwxjXyog57XfoRoc+Kb94Cxa977EubyoThHNRHZ/QJaJol9zDxcExcVfBMMgEO7IXMgSnju+Ron3Hdx4nyI5s6b/I/R9XCHsbvJW0buNpil4KviqV09TBz1IG/svsa1fTGGVIzmr+ZPx28OGbuxWA/JV76HaHVQPW0lgt0FtsH2qCZ/FakrRxAEAUGWEWQzJjWJ12Uhcps0PIBDUogf32o48N0R5tI64kffxV43htCRd1AiXVhrRuGadDfikU2DngW6StcL30O02snPfJDfnrKxYUQa875fkQBugW8t9RN4y7ScWTUWvAefIt99A6l0CMlJG5kzpQG/+wP0vP/E+FCngCqF3n698IQx2F7axGOrR/OHzRf4474w+tQHir5vm7GOfOs51o2Vsd0Guxta6aJev8nQoMiIWi/720xkZnyC7z5zjq7+ieLY5TC/fPsKrqWfRZu6kVePxrmvqRTp1BvYh002oKeSjKWsvp85mEFXcpR2H2Ty8IFUhCyJfOLuarIHnjf0aPojeekQnplrDby4zYlocxnkJVVBz6UJ734ea8XQwpY8UbeA7vYuMm//oKAfpLVfoOz003z53uHsOWl8tmhaDUcudDPH14120jBnuQU3tVTc2uI7cIyaxfJRJvo2/4J8qA2AbPtlYsfexTlmroFMks28dzJGZ8Vc9HwW2R1EtDoKYmOFaxm/ge+9eIWe/nt39HKI3757Hc993yB25B0801cWpQtsQyeR62pGyySI7HkJ25AJ6Eqe6Lj7aUtaeOqts8auRoeDZ7t46ayIVDOOXE8Lvtn3FrVlHzEDPZ9FzyWxljeArnM95eYX77WRTOdRNZ1NB1o5FK8spIic4+YTPfBGoaah9LVi3vXfXLrWgW3ySgSLHTUZRbK5irSLJIcHc6Aa+7BJ9G7+NUq0m4hq5fvvhtGmPYg4ZDpXlRK0E2/0w2911HiI3rd/imgyg6b0p86MvhI/9h65jquGpk0qjn/xJwjveYF8TwuJs7sNoMBtU7tz3IKCAYnuq6HHPoThjgi1pcag+MgMB/LOn/UjxIxUS6btElnRyrsHbnDhRogtJ/pQZ34MNR42mOu6hpaK0bf5V0a7+Sz2oZMGdPl1jdSZHWj5PJn2KwX48K3wzr6PPe0Ozt+Mse90B+09CdrcE5Ac3oH75g4aO7b+XZ5gshAbsQqPx8VTb5/nWrsxoV/rSPBv74bJlo1DTcdJnt9nnF86TnjXc0hWB5LTV0wKM9twT1lK/Ohm0tdPEtn9IiVrv4C5/RifXlJVQPIBzB/rpyTgREvFsJTVF6VHRbsbk7fM8CbY/odCCjPTcp7Ivlfxzb1/0LNIXjjQf34Jstt/xepRAmdiHoTbyJKCyUpoyFJK7Rqu/T8z6niA2n0Nx76fkw71YDX/+dbtH9odgCRBvuuO7V/zEaz1K0hnFVp6FH5xxsP62V/CqcYoq67E4XLRt/V3OKodfPf+WjpDaURdpa7MjsvsRdRSfGp5PS1hjY5Yrsg8A+BMc4TEisloUoC/XilTLidQzY8gyDql676EriokTu0o+o14ZhOfmBVg1dTRJJMZKj0ivp7DyGPnIbtLqHj0+wZUUbYSSWr41jyBpGULfADJHcQxYobh1pWKUf7QtxEEkaPdWQJifJAbmhpqY5gjwca55bg9Lrad6MZrl5EdLvQJqxAvbi+sXHJ9bQSWPoYa7yNx8BW8M9cSv6Pomw91EFjyVwhWO/G0zo4tN3j7iMInFvw1DWKW8jVfQs4lsVQ2oqVjKIkILZYqNK2YXHHiaoT4siFoN88iOjyUrv+y4a6UyyBoimFL2V9I1LJpLOUNdHZZyeVVTCaJxRP8VHhkdl9McuBCH/ctn4xLThI7+i6+eQ8Yph+yiWz7lUJBXs2lyHU2czE1flD/2Xa6j8UPfR1LqhNBkg2YbX9Yqkdiqx3FSJ9EjxigZO79aNkkgs2JvOwJpGwKZ74P2ekz3KbMVkyBSvI9NwmpdsrdMq2mWoITxjNRSpPed/SOo+uGNWBL8apYsNhBNmOrHdvvjmYtpFjUZMRA78zfiGi2oesaUtlQEokU8sgl3Mi4eGFrF3933zC+4Ytyo9vKEEcSYcJdiHYX6avHyXXfIHXxIN5p91ETMLN8fAUXO7Oc7tKZcOUId4aWSyNYnWgfIM2dungA39ovQSZGaf04tFQU0RVAUcHdK3Di8gAo4ofvdPGZJZ9hUjCFSVBRwl3kulvwzXuArDXAuaiT37wTYnmTh0iiuD9HEllymTTa1WN3ngJKPIRl6CSjD0d7DZVdd4Bc51WDa9B5nfT1k3jnbsA1eg7Vm37BP61aR3fOhsukUkYvL+yzcs+iLxFOhPGs+BzEu9E1HcnhoffVfzcWaUVZBMhcO4Ft4nL8yx9Hi3Uje0pI3zhH+tqJou+5Uq28dMhDavI6Zo5VKNF7SbqH8L3n2/nCfJuxm2qcirmkhmzXDdLXTlBuTdPRm8Bd4+fPER/aCUBVwXzbquJWOMWBAex8S4LvtiQwySL/em+SeDTJW8Iytr/TQ9DTxcfnBqg68wwW7z309iSQTryKzRVgysx1XFXLB7Xtdpgxa2nMx/6AZe6nudmTJti2hfSlPUguP/4FD2OuHEbqDuNwW6qdMXVD6D34S5RoN+qwKZhqRyF7goS3/Z7MzXPIZUOIjF7Pjw6l+cTdNfi9pZg8pcieEmMnIAh4pq8meW4fidM7sN/1t6jy4DyhIJsRuy5Su/clbE0bqC+fRHtfiq+8nsZpr+Rjcz9Pw/WX0TsvIdndKNEelGi34daVGmyDJ8hmMjfPk7p6FN+Chxld52HXyS6ud+cYrrYS2vtLhP6UUrbzOulrJ3AsmzioHY/TjCAI+O/6KOnmU3S/8gNMwSq8TfcQ2vUSCAK+WetJnN2NIIp0v/Gf2Kc9gccZ5J9WubGd+CPq9R7GDW3i5sR5yPFT6FZQUzHCO58tOpaxs6F/ELVTIg7eCFcHbKT2/BHFYjHSbZIMqopv/kYybReJ7H8d2X8Y3/xHyPa2EU/mOG4bwsuvXUEQBDYurGWGmCC783doqRiOUU3Yh07CV+km2Pwi2p5mfOu/jh66ieoODhICE60OpNuQSubSOpxj5hI9utngOYyahW1I8X3M97YS3v0CJWs+T+rCfpLb/oDkDpCZ9ABtfRLfmhEl9eo/4Z6ylLqrB7BOX0Xk+imUZBjHyJnYGiaQvLAfsf0kn53sIPTufzOhtAG1/H6kzlq0O8zSZXcQc6AKwTK4n8m+ci50aWw7q/DA7ACldoHowbfINJ9iaEkdf7fyfv7+9V7iqTwLx3ppyF8h9v7bCIKIa9LdKIk+4ifep6fpC/zoHaOGJIoCokCRkJsogGSyIHrKBjGE0VWy104ge0qIHn8Xz+Sl9L3zS5R4CMeI6dgaJpI4vQNd04inVcglcez9Kf1OxThnrefB0nPk330XzWwjOfMBnjpj48S1GD+81yDLCdIHoHYsdnZcVdh/ReQj0xsIXt45OB0E5C0eMjmVF/f1oM6tZXF4E70TxxBP5cnLfgJ3f5zE2V1ErhzDUtVI4O6PcTNuxWv/83kCf6hTQObSOkzBAeSFIJupDtpYNbWYRv2RBZV4tQhvXtR5/3g3iqrTGUrz/TdaiU56GMXqRthnvMjOUU209OVQFJ3ZowdSN4IAn1wxDH3vUyiCiS0newm070G7sAM0BTXaTc/r/4EUrC+CzYk2J2ZfBenmk2jpGGgqqUuHkNwl9G76mQEx0zWUziu49/2UeY1W/vZ35zCPuQtTWS3RQ2+iZVNomSThXc8hu3zomob3+vv4Aj4co2YXXatn5lqk/q2srKuksgrvH7pJTtEIxTL86O02+oatQnL5kawOovtfxeSr6Jfy1XGMmVvc3vSVJM7vJdfVTPdrP+JTc1247SYWVUbg2MvouTRaOkFk36tYa0eDIOK2y0waPvAMBAHuXzSc610ZEpcPGyslXSPf00Lvpl/gmngXaqyX0PY/4Jxwl4GMURUqlRuM8aQw7/wv1EinUfS8vIfGvp1YojdInN2Db97GovO1DZ2Mls8achuyGdFqZ5g1TFVwYBCzmCXWjpVRbpwidekQicuH8c5aj23oRNLXTxrpGl1D6Wsl/Pq/4xo1k+v+Jn6/o4NkRiGRzvPrTVc53yugJqPoat6Q/g1UEd38E7TOKziGTyW593mie17CPW15UZrKWjcWLZ00Cs/9pCvH6DmEtv/B4F6oCokzu8iHOnBNWnzH81hFpvViP9JKQY10Yd79CxZVREjuehotFUPPZnBNXEzv2z8voG2SZ/egpqJ45txHZPcLJE++j71xCmrnZcTt/4Vj9gP9MMT+d6t8CPneFuyNU9Gz6eI0i2TCOWoWpV17aQ/lOH0zRXjns2SuG89V6b6OvP3HfGxuAItZYnFVDOHoi8buLpMguv81rFXDQZQoiZxhzjgD9XLobCfLmuqLrvf+uZXk9zxlSKLcNhibSmpQU3HC/ekZx7Ap9Lz538buT1NInt+HEunCv/Qxokc2s/26QG7KQ9xK29xyVssdfQM9n0VNRshs/QWrhmukswpbrwlYasaQ7byKvXFq0Tkp0x7ktaNRzrfE+f57UXINc3CNX1BEMhP9NVxI+VE1HY/TzKyhVlzjFuC+vIkFY/3kdRORfS8b0iC6Rrb1ItGDb1FS4qP2z0cE/vDuAEQR0tdP4Zm5GhBBEBBlE0q8k7s5waTVswhnJcrcJir0drL+4ew4fbGoDU2HTj2I9+qALaGu5OjM2vjPN87y7UfGsGhyBdFkjvKAHZ+YIl0+Ht1Xja9XgzN77zgrnVSoC+/Cj6JFOtHRQdMI73kJk78Ca80ogxUMoGTJhwy4m6WyEVvjVCSLndGihK7rtOS8lNwYWJHJ7iCeprVITj+OsfNI51S8ag85JYtv/oP9vqcWUhcP4pl9L775D5ItGcm25wdrHV1Puxgy/i4ihzfhHDsPwWRGF2RMviBW2YJ96CRj0smmSF06jBLuxFxah7V2DLKa5csPTsB+6CfcSZTPdt+kZN0THI9puBxmHl42kryiYTFJbD5wg79dW2EobN5+x5QcgiDhnrIULZtBMFkwj2jCVzsRi0Um29dJ+A7iTObifkrv+xqqLiCYrJQ/9B10JdtfkNQBgWzXNXrf/inu6auprKjmG/dX0B7TCNoFSm159M5L5CcvRhRlMq3nsZbW45mxhs5n/qH4olQFXZTZeXnwCm/ftTyNZXUFD1glHoLyEWi+Osw+F8kLRpE5duw9g0yk5JDdJUgODzoCeiKEa9JiBFFCkAbzCGJHNuGZfR++BQ8hmK1INjeS00vo/adwT12BEu8ldfkY5tJa8pcPFH4XPbwJ34IHuVOyOXnxELKnFD2XIdt+Be+ciaQuHjSK6JE2fHPu62egy8i+UvreexL/3R9HDlRiqR1NvvsmuqYiiBKR/a+gZzPMGzWJWmeuwE4uPNdchimBJMH19TjPP8+dJofZzmZ8a55ARWal7ueuqdVEEzlqglaahtrpjefwS2m8Vzej3jxJfsg4Sjd8nVznNSN12J8Sc01YZNTfPoBglbx0CGvNKNIX9hGcNovXm108vPGfcYp5dLMd9dphHKNnk7p0uMBKdkauUhmsRRNk3DPXonRfQ3L6sY+YSTaT5VrazfOHU4RiRn+IxLOErCMIWkMEln6SfF5BMNuQvGX4r0X5yroh1AXM2DNdKKIFLu/hnkYRh3cKqTt2NEqshxpLDCHUhVo6cVB/+FPiQzsBaJqRAkqc2YNr4iIie15ETYRxjp2Hxx9A2P9fDF/wEOnmU6RaLyLPeICgx0ZnqJisYs+H8NYMJd5j5AwFUcYuGx3pH/8woJHud1u5Z149z+5y8dDiEuK5KKLTb6xMbwurnkbLyySvHC0MDGA4Ut0uDSzIZhBN+OZtINfVTHT/a5iD1ZROvJvvbahA07KY/OVkbpzGOWERloohRPe/jq5kcU1aSot1JD2ROIHLRwYmlf52DfORZ3Gv/CKlXgt90eK8vkdKk7p6DF/TPcRObCV19TjOcfPJ9zSj57M4Rs5EECX6tjwFqoJ39r3kw53ET+8g03aR4XMfIOktJddWPKEKngpS105ir1rCruNtRX9zO8xYcmFyH0AYkpxeooffxjZsMnouQ+iV74Ou45mxFtE0eAsuOb0cbDfxi/fa+MY91VS27yR95TAmf6VhKtJ2CUGS0ZUcsRsXuaoN51JPBw+P1yEeJrbzXdR4CPvIJgSLGZOvHNHuRhHMiFZnv3aPEc5x88l23qDK6+fkHedR6ZVQO42XWLDY6fRP4ekTQa6eTvHV1ZUE+zVtlHCnYfIC+OZvRE1FSZzajmvyUkyBKgRdJ38nqxkQXUHSZi+5nU8aqpnHn6b84b/HVFJN/PQOTL4yAos+SvzMLmTfbSlLXR2UtwajD+b7pTMEs7XAbgUQMkZh9VYEV3wG9+QlhM/u51rlMqqkEPJtfweQ/FVMaXDgTbcQuVNfCJDSfZSeeQ25rGHQBJBzlvGNl2MoqsbHV5Swef9lWnpSzB5TwtLKEEP2/qro+4KmGMXVtksFNrd7yjLiJ7fB1aO4p67EPnwaqUuHB67XFSDbeQ3RYmfE0HLG1qcRTm8i5/Sh59Ikz+9DcvrwLXiI2NF3UcIdSIFq/naRDEeeRum5y0A29Ud61qf557d7BnkNSKFmwlfextu0Hi3aSnLPs4hmG+MmLkK0ugi/9yKJRAjHii8a13J5F5aKwa58CCKy2Yxu/f9SQP9bYQpW4Z68mJ7Xf0y+txUtkyR25B10VcEzYzXxE1sME+dcGuXgczw6P1iEAhhe5aA8cZG+TT8raH6oqSiVdDG23lv4niDAPfOH8PzWq6SzCs9vvYrH7ycz8f6irb2prAE11kd4889x3ibFK5gs2BunFylBxlUzgRWfInXpCMnz+9BzabLtl+nb+jvK0lepoBuTrwLRYjckcjf/yqgfJKNE9rxAg9rMkXYJofGOFNCsdcRPbMM5ZTnZk+/ywFQnsjRw0ZVBO/VyL85Rswht/wNKuAMtHSd26C0ESTZYsi0XUDJxvE3rsNaOJtt1neS5vejZFLmOq/S8/G+4xs4vGNGDgZpw1A7H0TAeX/NWJg0tZuJ+fH4JmYMv45m2suhz29DJpK+fQsumMAeqCG15yuAoJMKEtj6FaHEUyfSCgDL1QX61pZ0JDS78l14ndXZn/7ldIbT195h8ZZiDNQgWB50Ny/nxpjY2jBXQwm30vfdb8j0thlbQiS2G/n9vK/FTO9h+JY9n9oCCrWh3I7lLiGz9LXNr8jhuk2F22U3MqBEKchm5iRv4x2cvcKY5RjqrcLwlbxDV7rhWLZsh39tKPtRhXGukGyXaY3gv326DKYgkx67jtQsynoUfI3FuD/6lf0Vk/2skz+4xrrfzOqFtT+MYO59U5ZQiEpeWSxeRBxFEg5zVP0B6pq0kedbYwbomLS4yMzFXDEVX80T2vkxX5Xx++MZNTvTZEYLF7ZmbNiLu+jnxw2/hnlYMBXaMmkW2/Qr5vjYsFUOMAvet+2pzYa8bQzieZeXsBn7+6hkutsRIZRTeP9rB85dcSA0DhD3H6NnG7lAUsdWPQzAbrm2RPS+ixvtQExHCO/6IpXL4QBpGEHFPWUry/H6kpoe40p1FP/oKuc5raOk48ePvo2WS5HtbCW39Pa4JdyG6SjC7vCjv/5fh/x1qx1I9YuA8rm5lw/wBSXCA1dNKcF3fbhgKdV4jvud5tFQMJdJFeMczSE4P4q1zyiWRagxWf+raiWJCGOCZtoLEuX1IJjt/rhB0/c+oLPT/QvT1JdBum2JLSlwFX4A7Qzy3GclqI7TlyaLPBbON0nu+SNcL38M+eg72utFkOq+Raj5PauETtLSFsAk5KjJXkU68imC2GVaI7lIyqRQOMU9McHO1LUZClQiWBHhqyw1udg6cR125i0+vasSv9WFKdCCLAlpfS79piI6raT2yrxIhG8cUqCRl9hMNRUEQSGQUdlzVeHi6nfgLfz/ourxz7gME4qd3ULr+KyROvE/8+Jai75hL6wjPeJxjl0NMCqapsmUxu32ogkRe0cm7Ko0dhygS1Z209WWxySr1Xghacoaf6Z4Xi9qU3SVY68agRHvxTF+JaHej57N0Pvs/uTOd4L/74+i5NLquISCgayr5SDfW2tH0bf4V4txHaZdrSeRF6h1pfPHLZK8cRhAl7CNmgMmO7Amgp2Kkb5xG9pYjiCLRfa8WqS1a68fjHDsPPZcxPGlLh/Lf26IcvNDLF5aWMeTwvw26f/5VnyMp+3B6PDxzIMyu4+3897I0gqYMumZBNuOesozowTfILf8WdknDnekANY9c1kD4vd8YZDKLncyUh2lTfEh2F7XVJVRYMwi5JEoixPlMOf/zDwO6/E8sK2VE2xs4R89G1zRjcJZlMtdPFRzFwMjp66pC8tJh8vP/hmy4C1nPonlqONOeY8e5KF97YCylYgQEkY7ffXPQs/As/xuuibUMF26i5nKIaGiZOKZgDUpvK7qmIntK0PJptGQMc0kdgtWB0tcKsplc5zVkT4khQx6oQrS6iOx/mVzbJXZUPsZLB7oxySJfWVtHnTNHPhnFW1aOoqjEXjRSZo5xC7HXj0VNJ5CcXpRoLyZvCWoqZmhc2T0oibBBMDNbSLVc5EbVMpLpLP/x8gWmNvqY3ugmmVHYeTbKF+8Zij/TQsZWgs0sol4/TvzE+wTXfB7RZCF28E2SF/YX3Qdr7Wg8s9aTC/cguoJoAnQnICx4GebOkt31OyxVw4mf3FbwqSj0mcWPopUMJxPtI9d8Aq7uR8skcU24C9lfSQornkAJoUsn6HSNIix48WgRSrr2I1zdj33EDPKhdvI9xUqqjmmrsY1bgK7qKCYn2byCKRtFR8BhEdGzcdS+DiSnF8npp+Ppb1FyzxNkSicM6tf/qxBF4QONtOBDnAICMNWNJRvuHvS55PCiaRpl932d+Nldht1hxVBK7v4IqhzH3fYauVZD699aOwZb/Thi+15C13W0caswl1ViD12l6sDvAEg0Pc7NzuIN243OOELPVSyZ62S7rpG4w7lLRCN9YR/uCQuIHn6b7qGref5wgrbeFHMmVDG01k42nxoszQuYAtXouTSWGRs4fD3D6A/QBpGcPoIXXmGuo4IzqVEcCAVYqodg/++xVI1EnbieN8/mOXi2ixKvjbmTqnhmSzOPLqrAF4ghWgevMmRvEFv9WBJndtP7zi+wNYzHPnlZf1qkeBIWRJHQLT2Z/vDMXIuu6wV0Q3UqRmDpY8QOvU2q+wbWmlGYy+oJ73we/8a/J3v9CMmze5BdQazVI0lePIxvwYPET20vvEgmTwmZm2fpLG3ixeMpbnS3MnF4Kffd1UgiH/tAvaKbUYHfHAmzvMlDZYmLjKKBxYGQHWycITm8qOm4sWiIXyDX24Y0Yvr/j73/DJPjus+84V+Fzrmne/IMBpiAnHMiMkAEkgBzVLZylhzW3l3vru11km1JlmzLsmWKpCVSFHMmQYDIOeeMyblz7q6q98Np9Exj4Gd3tdb17KtnzxdeHPScqa46dcL9vwOhnc+VwnTyoR6MbArL/h8zAbBt/Dq22DCh919ByyRxzVzDhIZy4kG6IJHrv8lw92UA7G3zKcSGBYY9+j6aLKCY0LMpuoeS/Hh3gd/dEMB95pcsiPQwf/JiAkY1+eF+DC1fFIOVfw+zAo2d71OwOYgeeQvPyqe4zAT8wzFMt8M2Th8VGz5D4sxOMjfPYK5txT1rLYVkhEK4j+jB11AcPjzzNxEO9eKxyzQE7XxluQXHuWcppKPIU9ZyfqAaOZuiUpLxrXiM3EA7oR3PYq6egHPSYlFkVU0kzu4RGRiyWtI6GIaOe95GprmjXIil+JMHa2m0xkmee5X8YCdLJs7FkMfx7AUHh8/fpKXazoPzJzFuQxO53mukLh3GXNV0x2eZH+7CUjmeyN5fkA/1Ubv6KbxXdpFsP4OlpgVL/SRSV49TuG0BkEw2TvfqvLAnRUFrYdvcuUwMfUT81A7UmjbedT/AI548hdPvEuAdmhdsIX56hFKtp+Pi79+2AJgcbuJ7f0FP/TqeP9ROOqvxu5sDyKdeIz3YjrVtIbaaZobf/2cs9ZPwr/lYmV3I/277jYaAOtJ29nZbkH2jnfMkIVrKpgnt+hmpCwfQkhHSV48x9O4/ksNCtPVukRdQdFYM736efEgErOu7/wkGrpAb7MTSMAkAV+ceNt3GLNo8L4jz+g5iR9/GOWmR6K/YFKcPSTHhnrmSgVe/S7hmMX/0cjdnb4QJx7O8sfc6l9pD2BI9Y2ACa9N0UlePo3gCXIq7+MuXr2Gpn1JmI4yiYm+eTfrKETj5Ogs4w8IWOxx4Bi0ZJRvu542jQ7xzoJ1QLMOljjBPv3me+1c2M8EroUWG0NOJMq8cJBnPgnsI7XiW9I1TpSJb6IOnsaz9XNk1WmqaUZz+ctaD1YlsdaKYrQzveIZszxUcExcw9OYPS/0lLx4geekg/nu+Su7iPmIHX0eLh8j2XGb4g6exNU0l9OGzuKatEJdksmIK1DPsaOaPXu3l5LUQ4XiWncc6udkb4+KQgjbnobJrk+qmcrBb5Xp3lL9/6RQ+txW7RSVsqcXQtTLB2q2xkrx4AM+8jcRP7SR18QDhXc9jb55D7MjbOCYuKIWBA0gOH3a7hdDr3yM30I4WGyKy5wWU7lPcs2SEkfb6iTjWRQ+X/j919QTuOevLIEPVHUSSVeGamUtTm73BV9YFce75HlrXeWHwdvodEsffI9N5nsjeFwWj6LZnkem6iKN5JrLVgWyy0m1t5k9f6+b4oK0ctgG8S+4ncuA1wQpKRklfOUp438sUooNED7yKFg+R67vG4Js/xDV9JRPtIT673Inlo+9TGLiOFh+mcOgFqiJn2H1Dw7nmUyTO7SV5fq94z64dJ7T75+SHusj2XMXWPBvVXQHZFOGPfkY+1EMh3Efog39Biw3RXCFRm7lCeMdPydw8I/o48yHavmfIJJNE4lmOXgnzJ692M5SzEN75HNmey5i8lWUTpWSyYKltJfTB06SvnyA32Im9eTaRPS8Ury1K6uoxIntfFL5Fo0RcJn8NcWcjf/XSJboGEvQNp/j793tpr1yJZLaSmLSZ6TUKiaNv4ZyxEoDE+b1lsFem4wLOKUvLxori8CJpeYYqF/DHL3dyuTPKlplOjHe/Q/5m8Z048R6J87sxV08gdekQ0SNvo9n/ffKA4Tf8BHClM8bTH/XDyieYNCWKy2FFs/lJhm7gthljVmMtHkKPDfA3O9J8fd1v02CKkL4+VmCSaT+HXshiDjbinLwUPZ/hgQo3cybXMBjNETBnqc9cwRTxUaCV6ME3qNz6TfRcCsniALOdrC6hZ8JIqom+gotcoXzHsedUL5+cGUSRDXwrH0fPppHNFvLhfhKnd2KpbebDyx6CPhuhS8cJbPgMhUQEDB3ZZCHTe034/KdipE99wIQJMxgssgpyE5bxwfviZORxmlnQ4iaU1HCZdexyjpxsJXn8dfwbPo2RjoNeEEXqbGoM17rQexlZsZJZ/S1MyX4Mq5uKuhq0cBfBbd/C0DQMSUKWDAbf+IHwmi8WFyWTdUwmbq7vBmZvkPDbO8t+jl4ohogb6Nk0gU1fQLa7GXrrh/RN/yyZXLk19bGL/fyHJ2aiugJU1FaTD/cxoLk43G9lx8koa2YGyGkgaxn+7FPTiYRjGPUz8NU0C0+lQh7V7UfLpqlY+wlS10+W7CkKkX6hXDV0Igdfp3Lb1ynEw8Q1CzF7Pa6eI9wOw8RP7+Sxe2exaMpcBiJZfC4TFnceZ8U3Sil1hVRM+MnrOpLZguqqwJBUZJNC5f2/TSERImBOEr7tRJi8eBDvkm1oiQjpaydL40X1BMkN3CR+/H3UinqyAx3413+KY70FDAN+vm8AZdmDTJsYx6qnqahvQFZN5Houl/VvqR5P/MQHYpPROAcpE0VrP4WkqFQ7dPR8H9Hbvq96+UMqqj/FMD4sg+1l/6bFQyXXS1PDFNJnd91RTJY4vxfX9FXkJXlMSlm+8xzzFtzN7qIRZzyVpzuUpc7qwNY0g0zvVTwL70UymcEQm67Qrp8V79chbONnoFbUkT9ZDp3mBzuQLAIizkcHkFQzqqeSfzoSEd9LkVgw0YfVJLPrWoEpD/xX8gWVmu1/jVLXjL1tAfZJi8gPd2P4m3A88IdYchGMxDC5cJ/wQ8pnQTFh8lYy9M6P6JrxdXRdfP9aU2yMg23m5ln8az4mYiNjQyRDA6hV/z6OoL/RC4DdqqIb8NKRML+9wYd2eTtStA/LpEXkHK3csg4ua6qF/nCIf9xr4nendGKyjPUSkW1OCoPhkjpU9VVhaw4TqF3EhPR+FMmDnouT6r2KyV+De+56CvFh4ifeR7Y68czbSP78PjKRfrxL7qfSMtbbw2FVBWc6Okjs+Lti8rstwazCIXO1u0BBtjDwyl+juivxr3mC2NH30JIRXDNWiUnh5mmMUbbYci6J0xZg1RQnd/l6sVx7G5wVmL338b2daZxOP0tX/Vd+uP0amayZ+xY3MYss5lxkzHUiK7jzwzhtCpf1Rv789R6+9rCD/sFKZsX7sFx6H0lR8czfRGDdJ9HSI1CRdAcBlmfRfRTCvcg2Zyl05/bPS2YroZ3P4Zm/CT2dwCKPLWNZzSqT/XnyFz4ifO0E5ppWsnUrSGRS/NGqPNarvxDPwraR+JG9+CIDKNNWkMsmSHVcxDV5CUYuS+b6KbK9V7GNmyp2x0Vf+1vXosWGMHJZobyVJbwnnkVpmTPmehSbk7O9Gj/54ALLZ1TTZEqT2PU0vnWfEmPj1IeYfNXYm2cT3v8ytlWf4mcH82xtS6KeextJL+CetxFDu50vI2ISxeIo7DmyPVdAVvAte5D48fexjZ+BbDJRGOokFunHMeFjgGDEPrtHbARaG7wsKNhpssaovO290LNJ9KkbOJUbz3tnEwRcKttWbMAnDZE8twfn5MVjx4XVTSSl0RdXGHeH96z07A0DyWRCto0NOVfsXgwtf8dxgqKS1ct/bnU4cM+9m+SlQ8hmG1L9JIxCAT2TIHnlCK4ZK8n2XMPIZQg3rkIrFLiTpZokySWKqJ6MELv8Fl77ZiZUO/jCEhP2S28hpTMw7W4s/UNUKjKmtU+ROLeH0PansY6bimPSYjLtJ8lePIRRPQH7hJlE9v5SuJJKMrLZhmvBFox8Fqs6cm80aSyrTVLNyBYHvhWPEt79C2TT//UC+p9qExtcVLgt/NZdPtx7vod28wSFcC8x9wR+sieCNLVcRGOftJiMyY0kwY2eGIPuKZiDjSPB3YiHYW2cUhaL55q5lry3EeuZV8gPdJDru0bs6NsUwn2kr51g+L1/Rk9FxbG36yIDr34XW10buYF2wrt+Tp08THNN+UJz313NZKKhUhFy9ORvrm5GcbhZOUEmm9PoMY9HtjpxzVnLwGvfJ9N5nnyoh+jB15BtTvyrnyI7MOJOqFzczuc2jmOl6ybykedFcarjDMlX/4yNkxVaG3z8xb8e51JHlPb+ON9/9RInuvIi+7epPHvANXM1sWPvENv3IuPT5/jypgZOXAmxvDKGsvfHFAbbyfddY+iNv0VLxUXxrwizZPtvYBs/YsNgHTeNXKiH0Ac/Ed95VFN9NeiZFIrDI5xI03Gxy/VWUZm6wsSGclbRt++fQGrPc8SPvUsh0k/qwl68B37AQ7NUlIPPjDyL176HrW5iEaN+BtVbjX3cFLRkmNDOZ0le2Ech0k/81A4y3ZextczBMWkx6fZzxWcxnkzPFRSTlcwHPyTbdQHVV1USEolBI+OYfx/f+eVl+oZTvLjzOi+dyqKOn0Py7C5xjeE+0tdPEtr9At4l20iafKwdX8D48G/J910jN9DO0Nv/gOr0Ya4sZ5p4yhK8RLM1TSfX346kmLA1zWT43R+TG2gn13OFJu0GfteoMS3Byjn1vLD9Cq+eTMKUtWV9yTY3x4yp/GRnH92DCU5dj/BHr/bSax5HrvuSwLddo60JJNJT72XfhTDvnktjn1MOS9la5ojTZC4DiSFs46YX37MR1pikmnFMWkRKslPI57A2TCnvY/423jw1ciqYNcFDnT1LZN9LRXjpCqHtP0X1BpGtdrKdF4jseRFrXSvaoif5k9f7eP5IAtO0NWX9OiYuInntOOZgA1p8iPCeF8i0n2VuMM2nF9swf/R9Cr1XyA91kv/oxxj5FKqvhqF3/oHkeTFWtNgQsSNvEz34uhh7Fw8Q2vmvI75Iho5kMmFumIpsc1Jv9FLpE8/j2IAJqbbcVNA1ex3Rg6+SOL8f36onsHu8/Hu132gW0LGL3UyqtmINXyP1wd+Vft634c/405+fZ90MH6vH5bGl+8nYgjjrJmDs+CGhyQ9wLaoSDHiYUakjZROoZgu6YRDOm/C47MgDV5CsDlR3gGRWR8Yg+f4P8Sy6j+F3/pHbdzzeZQ+VMUzcc+8mcX4fejqOtWkG0uInuDAgUdANmqttJLIG6USCSe4UqpHDyKbJh/vE6SPST/LSITyLttJra+H6sM70KgNX9CrhD3+KpW4iit1FIZPE5AnimL4CI5tGkhXyoV5MngCyu5KBF/54TMHQWPpJ3h6o4/1D5Xa2E2rdfLP+KHaHHXNNM/mhLhSHl2zPlZLOwLv8IaSqSfRoHoI33yd5eifWcVMxdI1Mx3kckxYjW+zIVocI0M5lMBpmERsewpYL4ahrYfjF/w4YmGuacUxchJaMYPLXCJZIbEgwVIpBL/nYAGZfNfnoMDl3A+duhumLFRjv0ZlcrTL00p8DAmu11LVSiAzgmLK0xLkvPYt5G0mc24OeTmAdPwPXnA3k+2+OYQQBVD74e+i5FPnBTkyBOrREmNTlo8hmG+kbJwFR76jY+Fm02DB6Lo1a3cJffZjg+NVIqR9Jgr/5RCvS6384RqBUsf4zJB01aJf3oaaGAYN0+3nQC1gbpmJvm4tkslCIDGKpmUC27yamihoMrYAWHURx+VE9lWR7r6F6gyRO7iDTOUJCkBQThbXf5GLSR38kS2uDl+c/EPg2wLqZPlY15qlmCGuwnoTk5Hde6B3jw/O5dbVMOfGXSLJK5YPfJtd7QxSiq1poz/uJpMHnMjPOlkBODIox4/Kj2N0Yhi78gWwestFBbNXjMbIp8qFeJEXBFKgn3XGBC+pUekNp1raZUNLDFOIRCv5xtGuVaIpV0INViTq3hPbB98gPl+tLPIu2krh4AK2oozDXNNM7/8v8t6dFit5fPt5AVfqaMPOze8gNdQl4SlbIdl8aIRsE6jE3zSR59C1AwtowCcliQ8+k8CzeysCLfybs2f01WGrbCH/0r8Wx58FS10YhOoR7wRYMXUOxOtGzKXKRfqyV48j13yTim8S1hJ14Wmdho4wz0UF+uAvVV0NuqJN0NArDN/EuvAfZ6iJTOTYE6t9q/59lAXkcJiqynRgmvUxUYS7WYz84HWb7GbBZPGSyKf7LJ1TGT1+Ovvv7zFNUvIu3kUyMwyFliR15DQyDirkb0PszqJ4K4qd3Ugj14pi0GEvTNPTGKeiZJJJqGsPcuf0YqzsCSJ5qSMeRLXas2TAT3Ra0izuRz7XjaluCa/xUUlfOkui4gHv2OhKXD1EY6i5NGKEPfoK0/AuopnG0pxRm2N1UrPsk6Y7z2CfMIn3zDPmBdvI9V1ED9YR3/VxELVY2UhjuQrbYxiwAmmTCcge3QZdVQcqniZ86iM9TSfzMrjGCLUtNG/nhdjzn9qA5Kwje91ViJ3eApuFf9SRaLk2+9xqqy0+m+zJaJskve1uprq6nyt/GDDleune53mvkeq8hmW0E7v4ssZPbsTZOQc/EiO59ETBwzVyNFg+TvnyIQvRNpk+YxRQlSmLfDuRt3xTwVLGwmmk/i8lfUzrRjTbJE0wrUZcomN0UUO8MO8gKyDLZ7ivIJjOxQ2+geitxzVlP+vpILKeeSTD4yl/jnLWWXH87XXJL2eQPYFJkVLMJXTWXB5wjUqFMXcdwjmsjXqSE+lc+RuLCfhR3BbLFRrr9HIXIoDCEy8QZevOVoiePhJFL41v2IObqZtLXTyFZrGX9G1oeb/8xgt5FPHuoB4dNLU3+AB+cCvPROZl/+FgzuYGL5DUzdquPyG0kKbvbhbluIq6JC4geehMjl8Y+aTE9KZUdZ3u5MZjjaxuqyF46SLb9LLbGyaCayPbdQLE5SF8/ieqtwjVrDYkT29H1As7pq0ic/QjF6SPffwO1fiLPHxim3ldFU6oHve8K2VQBX50DuesAlu7jmGpacflXEHZ44LYFQLbYUGzO0gJgWFxle7OecBbz4ReRzBaMrAgXckxajGRxIJtHishaMoKCjuoJ4lmwhdTVY2jJqNjUmK34Vj5BfrCD7EC7oDErKq6Za5BVE+mbZ1B91ajuCnK914gefw/J6sA9ZwOFWIjowdcw+Y+wZPVTJM58RH53F4WpK7nqmsdzOweZ3bYQb9DKsDHEGquPKtNY1fmv2n6jF4DpnjiS4SDTfwPVW1WybA0Mn2Lh1HoOnevHMCCVKYiA7e59RC99hGfu3aSuHkMv5HGb8gy98t1Sn4Pdl6h+9D/S//JflbjCuYF2XMkNFJIx0h0XcM1eR+zIW6XfMVU1USiGsoPYIV7M1+Bouw/fwHexNkxC77tE/uSHJe/63EA7RmgZhegguZ7LhELdeBffT2jns6V+JKefzpybRuUq9ZVVSDkTAzuexbt4mwg+L07QuYF2XLPWYvLXkum6iJaOk7pyFO/irWW7Ycnp52rKg9dpwW5VSWXEpChLsHWum8IOwWM3dA1782yS50esLhzTV5Dtu0akRCu8QabotBj+6GdkOs8T3PoNont+QerqMXx3PYIcGEdjr5sPj/Ywt8XNDGMI94LNRIvZCSB84WWbg8yNM7hmCNbUrWZvnk1k30ulxTbXfwP3vE2o7iCJCwfwrX6S3C1fnOJ9SLefwzN/UymfQbY6kS02MQnLKuGaRQzHTDTmslhqW0sW0ACuWWtIXtiPbLYSPfjaSJ83z1K57RskLwj/HRC7bHNFLYlTO2hcpNJa4+BK78iL++CSSpRDz+FasIXIvl+OfN9gI7n+G5g8QYbe/ofSz7Ndl/Cv/hjm6vEMvPSXpWeb7b6Ea+ZqzFVN5PpFeIqteTZaNkXhyhFsLXPRIpWkr58qwYiSyYIpUE9F5Bpeh4uBcJrmeg/XukYKsV/Y1IRx6X2iF/Yjma08vuRbfOf1kQXf57JQm7mGd95GBl79m9KmJNGwhD9+q4d4Ks99C4Io+/6JxJAoAucH27E2z8YcbCB64NXiM7tJ+vpJgvd8mYGX/4r05SNUbvsGA699H/QCQdc4vrhhKjUn/4FMQtSE7BYrxNtJXz1OrvgMMtePE7zny/T9bESTIlsdgIFz8lJCvdcEFDd3M4fPhpjY6ONSR5j3zqX5/OTVGOdH3F7T6SzKuAW4gvVkuy8DBno6geoO4J63keEPnyndy1zvNfzrPkXi3J5SCEz0wKv47nq0WIDfK757uB9L9YQyY8LMzbNUPfg7SGYrvmUPMvDyd0qbgVz/01TNvAdNq+fV3TeY1lyBzaLy129284dPTSvL8/jfab/WBeB73/se7733HpIk8eCDD/LJT36S/fv386d/+qdks1k2btzIN77xjV/b38/3XkUyWYgeegP/qicwtAKFRAhrVSWfnd7C5sWNXOmKM6HGRqDQj/l6H5b5m7HWT8QyXniUR/ffnk4lPG1uF4okTu4gcM+XGXz1b8iHevGtfIJCOk7GWomraRK9PQOYZ9nQTTY61QZ+uH2Y9XOreGj9p4jsewnXrNVjgkuSF/YT2PxFJE+QQtclkpcOErz/26R6riMHxpGxBWnobcdy8F+Rxn2bQioiGDYSY5gE8dMfEbzvK+QHOsTkZ+ikLh/Bv+pJ8pF+VG8lWrCV5HWwKRr//bPz6e6L0jOYYG6rj0q9n/y6T5Mc6EXzNyGF+/CteAwtk8RcOQ7F4WPojfLEMkPLi512MRQkdVnYMeRDPSQuHiRwz3yashod/XEenG1FMTRkb7UQunRewOStQrG7yA914V64heTFQ7f1Xxhz0kqc3UVg8xcpRPqx1LQSP/khnkX3kum5SrbjvMCr/XVIs7fhdDuwVTeR7b2Kd/nDFConcbpTpq7ai7VyNpbaVgrRAcHS8VWTD/Via57N0Bt/W34duTS5yCCBDZ8WEIbJjKminuxQN5XbvkkufI2vrKrlarqBcDTJlFozzhsfkes4i2vqUirWfUo8A181yAr5wU7St+lGADLdl1GcvrHP9swuKu/7OunrJzDXtiJb7EhmO6lLB8kP96D6q6i87+tk+28g+6rpk6o4G83S6I7w21vruTwEM5oryGRz9A+nafXlmGzvJ7L3QPH7ZZhYuMgfPtDGuZ48XrtMmy2E5dCz5BbdJ7QW2RTmqvHE3ePI5sSEPzVQQL9azgCyVNQRO/5B2c+MfBYtERGxpz3XROCP04ulbiJmn4tAhU66t55MPoORTWEdN61842K2Ya6oR9d0Apu/QLb3GrJJ2HZEDryKY+pyXCs/gbVxMhHNwr5TZ7hrdj2z2oLkChpMbUNtnEGh+wL4G4i5mjjfm2NVk5fgvV8lN3AT2erCXNtGtutiWT0OIHb0HSy1zaUFID/UhWyxkzy/v/QZ2/jppY3IyBfXSXeex7/2k2jp2JiTIOfeY8P0b/DPO5KcvTbMo+sncuR8Pz1DSepqxpJTfpX2a1sADh8+zMGDB3n99dcpFAps2rSJxYsX8/u///s8++yz1NTU8LnPfY5du3axYsWKX8s1SBYHitmGf+3HyfZcRcsk8S68Fy0RRj7+MuN9VTSqcTJHzmKpn4Rl4kK06ADhHc9g8tXgmLoU2WQd0698B2MuVFNpYKguP3omQWG4G2eTHyk+yM+P5bjeFySX10lni8dRxcyVXCUVjgokaSzkIMkKvQT4ccdcpjetZKFnAI8sY3E4SZ16F5PdRd2kxUgPfhs9NoyRF5PhHftShfWxoWslH5xbjBHF4cWzZBuFk2+zafZ6tNQwyYOv0FLIM3vGSnKdp0l0X8Y+aREupw1V1sm7K1BcfvRsmvixd4VpmXoHjxL5lgGbgDZuqXhls5XEqZ00+mrYMreCmRM86F3tJM+dwlzVhKmijsieF9GzSfxrPi4i9W4Tp0nS2H2QZLKQG+wQ8JQk4Zy0iPT1U5irJ+CZv5mB175HTpP4T4cqyOV1VKWXj2+YwazodrTOV1g1aTHZzv0UaltQ3RUo7iDRQ29gX/kJ8uYUVkkSkNFtXjqKopA4txfZ7sLWOI3wgVex1rUQ/mgfhfgwstXJkg2fIRU9Ru5kO5a6Nsybv4ikqGi3YhLP7cXWNB1b03SSF/be8Rnqhjb254qJbO81UtdPYZ28nGRfB9qVt5ADTdiDjcSPvIlaUYutcSrREx/iNAwqZ6wh19OJevUjlk5dhtlfR/LiQQqpfiy+NmyBKUQUZcQzKNxJ9fWjBJMR9FxWhNQAkqKi2Jx4lj9MuvM8gQsv8icbl/L6NRv6HTgmhpZHNpnRbttAISu45qzHOVPQhiuKE6Zqd5K5ehg9n8UzdwOqtwZJVUqbCue0FahuP+n286Qu7Mc2birm6gnCBqJow6G6/Fiqaokffg05EeKH9y7nQCiHRckwQb+AedcFMtXTuWabwd+/3ktBu4DPZaGtqpmm5BWsjVPRkhFih16/o8BMNllKLKxbrRAZEOO9CDUahfwd3w8JSezm72ArLalmsoXiuzNqqCvKvx9359fGAlqwYAHPPPMMqqoyPDyMpmnEYjHGjRtHQ0MDqqpyzz338O677/66LgFzRS2SyUT4o5+TPLcH15SlpK+fILL3FxSSEVKXjxDd/4pItjr8BpF9L5IP9ZLtukTizEcMvPzXOCYvLhNvIMmYKseVJT8BeBfdR/TI21hqmtHzGaIHXyPbfRkjFWP4lb9ky3QrsWSOdFa8UBaTgs9t47/+soO+1vvRkjFMgfqyPtXZW/jeu/1c6gjzy90d/PMpK7nwIKEPnyHTeYHUpcMMvfl3kE8z9PY/YBSyyDYXeiaF6qks68s9ax2pK8fIhXrHRDRKZiuFyACpy4fJD3Uy9MYPSF89RubmaQZf/z6Kw0O25wrh7U9jFHJo0X70fI7k+X1ED75aZFw8jWvOhrJ+Zbu7OPkbAhIJNFCICt97x8SFxI+/R+yDf+KR2RbS+35OZO8vyfZcIX7iA+KnRAyfqaKOQqSP2JG3heXwqGdh6FpZkhQImCZ25C10XSd68LWRPo+/R2j70wS3fIle3U80IZ5FQTOo17pJntpB5uYZht/9R0yeIJKiMvz2P5A4vQPnXY+TPvMh+o0jZDsvinznUU1xB8mHesm0nyV14QDD7/8z7ukrsAQahUo4n8UxcQHD258mfnK7GG9H3iJ5+TDZ4R60+DDD7/yIXK/IEhh46S9xTFpSJh5EVgT7yORH8pSHgrtnryV58YDwTeq9TuqjfyHbfZn0qfcZevNvsdQ0Y/IEGXj5O2RvnCB/8yTR1/8Km8cndtsmK4Ovf5/4sXdIXztOZPfzZPqu4h71PNPXTuKcsUrYWxd3qpLFjrm2BdecDYR2/iupS4fJdp7HvO/HbBsf41ivjNw0t+xatXQS9/wt5ffP6UO22hl6+x8xMinMniCDr34Xk7eS0I7nSJzaQbb7EoXoELET7xM9/CbO6Ssw+WuRzBYi+18h232JxOkdDH/wL2iJEO5Zgt0jqWYsta0MvPQdUhf3k+26SPj9H7OsIUfLtZ9jnBRJb9Lxl2nrfYtlkwW/3udQ8Q4cR3V6yA93MfTW35G6cgRJUccocd1z1lO4Tc9iaPny+3fzTJn/FwgdjGx1MvjG90VxvIxJBYVZ23jrhICOl8+q48SlAeZODFBXMXZT+qu2XysEZDKZ+P73v89PfvIT7r77bgYGBggGRybOyspK+vvHuhz+e7Vs33WMQrY0YHUtj2Qykw/14pi6jMgewfKQLPbi5NSP4h55CEYuTS46SOXWr5HpvIih69jHzyBxfj/+NR8jN9QlckAbpyCpFjHoFBNDbwnGkb11Homze8DQCZ55jj+87xFO9IDVbsfmdPDKR8L87f1LOaYubEP1BNBSMQqxYZTGGfzyspWAV6LS7+Bad5TWKhOJo2+VfUdDywvmgqISPfi6EASlE3iXP4SWiJAb6sJcUUum+xLZnqtUPfR76Pkcqr+aXM9VZJsLSZKIHHgVk7+GbN81bmcwpa6dwFo3kUzneRJndlGx/tMgCfxTtjnR0wlhDX3lCMGt3yR94ySqqwJr4xSiV07iXvIg1qbpJIb6cc65G7O3ktSN01iqx5MbaEfRs2NsoPODnXgW3otsdxE9+AaW2hbS3ZcJbvkimc4LIsc10IB/7SfIh3rREiGRmRzqxSgUsNa1MXik/F4VooMiks/m477FORoqHbQGZeS3/pjRPJxs3zU8DZMwJBk9k8CweSm0n8K36glSV49j8lYRuOfLZHuvIptF7GDy3B5MgXryQ10l/YZ9yhI8i+9Hzyax1E8idvSdsutJXzmKe/Y6Bt/4AZa6NtSA2IWbayaQunIU/8on0AtZQFiZJ66f5tXUfGbM+i1q8zexp/qw1LagJSK4Zq/F3DKfwZ//N6F6rWlBttjIDXSguANj0qgAMh3nMVc3oRdyKC6/qOtcPiwyAzIptNgwvlVPihB4sxVUM5X3f5t0xzkUq7NYd2gHDAwtj8lfKyiXfTewXHiHmTO/gBF4iIpJ88h0nMUcaABFIdt7TUCkkX4UpxdzcBxDb/096AUxkfbfFNCeJKFnEqieIIrThxqoI3FuDwDmqvH4132SgZfKvZ70jIh/lcx2XPM2YQ7Ukx9sL0GFqrcKxe5Gi/ShDZUz3fTOM2xev5m2qiomqj1YBy+iOaeR6RoRxkUOvoZ38dbSmLfUTyR29D1sjZOwN04RKWR1kzAKWVSXn4qNnyXTeRGTtxLVV03wvq+RaT+HpKio7gCRg69ia51PfriHwMbPke25RiE6gHn8bK4Wqpk/KUJLvYdCQWNmo42ptRZM4ZtogWljnuev0n7tReCvfvWr/NZv/Raf//znuXnzZtmx3TCMOx7j/5/anehMweBYEQlA9KYFRnP4JfnWgav0X9ec9cgWO9meqzgmLsIcaCwdLwFIxRh475+ouPfryIpC4vxe9Gxa8H1zKRSXn0J4AD2XIjfUKVZ9WQZNF57URbjICHXh2/1XrHMHKMy6n2+9ni1FSppVhdiR18j1CdaL4vBgbl3OvTU3QTuLpbYFY8E4evIOpPDYRyabrMgOD1p0kPCu55FtTqxNM0HLkRvsJHluD575mzFX1BHe9XOs9ZMw1zSjVtQgqRZCH/wLGDqGriPJY/uXZAX91hFXVpCdXozBdiTVhGvGKjAMooffJNt1CeZswNYyj3THWTK9N3C3zcVIRkieeB/0AvZpK9FzSUwuPwVDx7P64xiWO1PU9FScbPcVkcLVeR7V7ibXd13QTiWJxLk9yCYLppoWPPM2kjy3h0K4TxjVma3lz3HUGBgXPUbLlCCJc9uRQlYsyx8mdvgttEwC37IHyYV6iex7Ce/8zRQSYQxJxrnpa+jpMLamGUgmswh48VVjDjaiZ5PIVgeqJ4Br1lqiB18jY6j8fH+aheNnM6WpgH4HO2eQhCXI3A1kui5hrRpPYbBLiJ/MFpAkcn2isGttmIyimnh8SgYJnUx/StA+YyFUb1BYNXzwz7imr8BS00z8xAeo7gDO6SuRzVYyyh2eq8mCqboZk7caa3STNgQAAGt8SURBVF0bucFOvIu3ARJ6Jo5ktYOhk+m+hDnQgKW2FcMwsDZMInXlOIXYIOrE5eRiEbEh6ruBlo7ju+sRckNdzK3KoZhldFMQNVqFns+Sbb+COVCPUchha5lLaPvTFCIjRXBJUcX7A0iyKhaKcB+F6CCK2YZj8hIUhwdJMZEf7il99ra7Kphe2RTpm6ewNU5FMtvwLX2A3HA3WnwYdbTNyahWXejGcu5FrLVt2FrnipqOOurUWbSscM5YjeLyku2/iWPifDJdF8l0XMC77EGMQpZs7w1kmxsjn0dCQs+kyPXfINN1GcUTJHVxP5IrQGL9f+b100PEz2ism+2lPpeH6CDpnc/Ssvg+KkNvoXVGURxefHc9gqJ60Qvyvznn/a+2X9sCcO3aNXK5HJMnT8Zms7F+/XreffddlFH4+eDgIJWVlf8PvYxt/ys6AEegnkzXpdIuVfVWkx/qEuKd7su4F95LIdJH/Pj7AGTaz5K+cQbX7HXEj78n3C51DclkQVFVBl77bgkTTV87TmDzl8hHB0leOlgqAGnJCO5Za4kde5fUlSN4Ft5b5qOuZ1N05b1ousgJkCTYOL8GbUcEEKcOy4RZFE68TrbjXPG6zmCpbaWmfhLWVU8wOGrXI5ltGPksnrl3E9ohGEJ6OoExfgG5wy+ihfuwT1xItvdaiQueuSmMr+yTlxA79AbuORuEcC3Sj3neRjinjCp0SdgmzCr17V/7cUIfPkOuyI7JtJ/F2ji1ZGYmOzz0//yPxLPZ+k3yfVcJ7XiuNBGbA/XEjr8vAsQRoT3++38HW+s80qNyCyx1bZhrJmBouRKnGsC/5uMimrLIttEB/9pPMvja90pWDZmbZ6jY+Fmc0+4iceaj0u+aAg3oWgHV5Wfglb8u/Tx5YT/+lY+j5zNE9r1UKrKmr5/Es+g+VIeb+PF3kBIDmKsnlNw6MzdOk7pyFOeUZaSLmbTJS4fw3/UYV7Uq3v+gkwnuaob3/wh763xMwYYy+xHn9LvI9F0jsldMgNnOi/hWPU5o+zN4Fm9j8NXvcus0lrrFjnnlO/hXf4z4oddBK2BvW0Cm87xIjit+d3NNM2Z/LbFj75K8dBDn9JVY6tpKoeTiscpYalux1DQz8MpfoSUixd8/jWvu3VibZlC4drxUbM3cOI3qDhZ33X9V+g6c3UPlQ/+BwZf/sYR3p6+fxL/+M4Q+/KmIXmyeQyHSJ0Lbi2PG5K/B1jK3xMyDW349LchmK5LFjuqrYvj9n5TIEembp/Es2kohGSF55h1UTxD3rLVED79Z6kNx+jAMAy0RKj17S+V4vIu3EjnwSsmcTbF7sNRPFJuWYrO1LSB94zSSJGNtmCQ2Rghn29Slw2X3zhxsAEkiuu+ngIF36QPIdjfpG6fI3DyDKdCAbDIRH2U1oTi9uGavI+9vRjv+Huk1v8d/euYcBU0844PnB/m9R+ZTd/I9vMsfEuNQ18ScMH4m8ePvoxdyBDZ/4d+c8+7U/l/RAXR1dfH973+fn/9c0J4+/PBDHn30Uf7iL/6C9vZ26uvrefPNN3nggQf+Bz396i3be43owVex3fsfyPddR0uJldSzYAv5UC/myiYGiuHqt1o+1I17/kY8S+7HUtNMtvc6/pWPk+m6OCZEI3b0bfzrPkF07y9Gfn+wE3OwkYr1nyZ94xSSxU7gni+TunwExe7GUj+ZbN7K5kW1aLrE0hYbVe3v4bnnS6RvnsXIZ7HUT2Rw1AQFQuLvmLwECtkS11+xuTD5qokceAX3/M14Vz5BIdRNomYuf/1RmvvmfozJ+mVUl5/hd/8RKO76/DXkw70oDi+y2Yq1cQpaMoJs92CqnkDwni+LnITiBJMb7MTetkDUQwyDQqgXc1UT+VAvRj5LpuMcwfu+huL0EzvyNs6Zq5BtbjKd55HNNlRPcORFl+XS5H+r6UMdqC4/3iXbyA12CqWwrmPks2R7r6M4vaUJKnr4DSrv+yqp6ycxchkstS0UEsOC650II1vtoqB64SDOpY+hVE4g33kWc+U4zFVNJM7tHeM/hK6Rjw0Vd/MjDBvZ7ibTfRlX62IKXWfxLX+I0M5yEZkWD4nQ90CDCHeJDpLLZXntks6MlgBTqmXkTi/xUzvxLn8IebqZTPclrPWTkG1Oht7+UakvQ8uTOLeXqod/j/jJDymH4gwSF/ZjrhxH8uJ+XDNWEz/1IeaqcSUo81bL9V7DXrSj0BIRJNVE7Og7+Fc/KU4Uioq5qonY0XfwLn2gdG9vtcSFfbhmrmbowv6ynxfiw2jZJIrLjxYPYfLXYhg6mZtnkM02tFHaitiRN3Hd9QTpMzuwNc0geaHcmjkf6qUw3EVg8xfJ9lxGsXux1LWRD/Vgm7SMqgd/l/xQZxkzTrY5yXScw9o0vYifOygkI+LEMdCO4vBia56FlkqQunIUx7S7yHZfIXLodSpWP1WWy5s4twfvXY/gmr6S1A1xSpCdXoxCAVvbfGKjFpXYsfeoWPdJQc3WNWzjpqHns0Wqt3hG8dM7Cdz9OQZf/x7mqibsbfNLVOPSWElEwF1NXnVQ9cDv8NqVFAGvDVWRSzqMl/f18h8f+D0K149g6Bqe5Y8KD7DoAKm9v8TIpiiE+iBw5xPM/2r7tS0AK1as4PTp02zduhVFUVi/fj2bN2/G7/fzla98hWw2y4oVK7j77rv/x539ik1SVHxLHyTTcQJ3ZT25/hvkhzqx1k/GKBQoFHeMtzfF4RGBG+f2ioKP898I4ZQkjNxYb5bk+X3YW+ZhbZxKtu86+YGbKJ4g5kA96atH8ZssfGz2EjIDHeQ7b+CYuBDDELv/QmwI66iQibI/p5rIh/qQrU7y4T7BbCp+B6OQJ59KkGtYxF+/F6F9IEUqD/9puRerWwwW16w1Qu042IG9ZS6KzYnqrSTbdx3XnA1o8RCpC/uRVTOZzotIikry/D4Ul1/YXwz3Yq6fhGvGKvLhXuwtc9ESEeKnPsTIZ8lH+nBMXkzy0iHMNW3IJjOZm6cE5DT3bqJH3ipBb7fdRuLH30cyWzF5q8h0nBf4al0rSGBvW4jqriCy95fCjXKgA3vLfAyjgJ6IUIgOoXqrhFeOYZC+fkpoK3rOk5MsWJc8itxzlsTpnVib7kDHA2TFhGy23fofvEvuR88kRYZsqIOKtR/H0McycCy1Lai+asyBOmSLHVNFPXkdvn2XCVnLkO0+jRasJ7/8s3x4Pcm1/gzzxjcwyZLBa1W4/Xbkeq8VPZDuINAvifZlFIcH3/KH7uihM+b+IlGI9BP68BlUXw3OacuJHn4L9+x1Y2i07vmbkRSVyP6Xcc/ZgJFLEzv2LtZx07CNn0Hm2gmcM1ZjCTaQvHwYSVaxVI8nXXTqFH9QhMsYoU5kkxn9NjvuUTedZG87PVUr2Xs5gX1YYtm02dT3XiFz4yTmEilCwrtkG0YhRz7ch7lqPN6l95Ptvozq9KPnMtiaphPe8yKW2lYRKNM6l0z7OSF8rGrCKLvREt4lWzGyaVL97dgaJyPbPWixYTKd50UBflQrhHsZfv+f8d/9OYYttRi5YZLFDdXoPnOKVezwh7qQVQuuWWuJHysnuahGAcvNfdAyn+XjdBbnryHpeeJL5/CP+1NiPORzFML9uOdtJNt7jfTli1jrJhG872tkb54dM2b+d9pvtBWEPXGTgV/+OZ55dxM/tbNs5+dZeA+56BCSBKlRuxOTvxbf2o8x8Is/K/1MMlkI3vMVBl/7XlkYSWDT58n2twvvnYERvrNtwixAeICbKpsw+auRZJXQhz8duThFxb/icUI7nsGzeCuJs7tL5meOSYsppGNk20ciJy11baieIMnz+1A9lTgmLiR6+I2Rvu56lNDO5wCJ9Mqv8x9eGebrm2oZf/S7eJdso5CIoCVCpC6NcOnNVePFrvj0ThSHF9fM1UT2v4x/9VOEPvp5CWYBhF7A4iZ94l0K/SOe9Y5Ji5AdPvRMApO/WuxGJRn/mo8R2i6OxwDICv5VT6JnEmUQEIB//WdIXT5M5mZ56pQ5UE/izC7x63Y37tnriB56A++yhwjvfp7Kbd9i6O2/K3OK9C59gNiJD9BTMZzT7hJhLVYXsmoidfkwyCr+1U8S2v70yLOQFfwrn8Dkr2HwzR/gnL6S1JWjZfCEa/Z6oQa1OUXMIIJh4lvxWNlzlVQzlQ/8Nrn+60QPvCayk+c+xF8e99MzPEJ93Laska0Tomi9V4kfGykOK04fzml3oTi8hD58ZuT+IQn4bfvT+Fc9SWj386AVqNj4OVIXD5K+MRJIeQsCSpzbg+L04py+siS8Qlbxr3wMI58leuRtocI9uxstEcYxeQmFeEhw3YvNNn4GktWFJVBHeM8vRl3Hbc929VOle+qas4FMxzlREAesDVNQXL4y4aDJX4NnyTbORT3899dG1LuqIvNf7/Xj3PXXeJfcT+zkdhyTFpHpOE9+qKtUgxkdc2quacE1YwWR/a8Q3PJl8oMdDI++Pkmm6uH/wOBr3xUhLrPXkem6eBsct4J8qI9s9yVkix3P7SJJk4XAg/+Bj//oJl/bEKTx2N+W5UzYNn+L/Kl3KHSN6DdsrfNA10hfO1F8tl6c01agOH1gGOJ9HQW1ZlZ+nbCpkrpdf4Rn6f2krh4l2znqWTTPwtY8D2vjZOLy//wJ4P+zVhCJXiHYkhSTgDisDmSrUzhsnthOYNPnxfHdW0W27zqWqvHY2+Yz/N4/lfVj5LMUMikqNn5OQCOGgX3cVNKdlzAycXzLH6YQHSR1/SSWynEia7bI+HBOX4Hi8BE7/l75xWkFAcM4fciqucz5MnnxAJ7F27A3zSDdcQ5LUBSmo4deBxAsgapxOKYuR5IlzJXjS/+mVtQSTN/gjx6bg+vsSyBJxE/vpGLtJ+l/8U9H/r4ki1hAvwj01uLDKHY3pkoBk/hXPUGu/wZaLo2tfhLJiwcxzd5SNvmLaz1E4OH/SPbSfuKndgJSEZe+SNkuVtfID3djbZ5D8L6vkbqwn0IshLW+jWzHWczBBixV48n2X8fWKPyDRnvx6KkYss2Fb8VjRA++imJ3ocUGx9gEx08K+mj8+Pskzu3Fu/R+Int/iX/1U6RvnsHIpclHB8WzvHJU4M51bcQOv4V1/HT8q58C1Vym5AaIn96Bd+G9FGLDeJc+UPSyn0Pi3O7ysVLIke2+jGy2luCkflM9PcPlp803DnSyqq0Vh3ZB9Nd9BVNFLbbWecTP7sGQZCof+BbJ8wdAkrC3ziUX7iew6Qskrx4rwZHhnc9Ref9vY64eT7b3GtbaVkyV40ic/BD3gi2Y/DUY+Ry2ljnIJiuOyUtI3TyDyVspFuMjb+Nd/hCF6CDmYCPD7/9z2XWmb5ymcus3RB0HceIRjKLbnm2oF/uiB9GHrmOpbSE+arxnOs/jmr0e/5qPk7p2XASv1LURvXCEN7rLPW0Kms7JAZU1TTNIXjqId9FWZIu1VKezNkwqLkQjLdd7FWnOevxrPkHy0mG0+FD59Rk6qUuHqHz0P5E8vRNzRW3JyfdWS5zdU3yuV5CdPvRMksDmL5K8eADF5sZS20x8oBeAnx1O8MVV38bdewirWUFuWUw4FMfcVS7eS185SuX9v41i96C6AyguH/FTO7BUt2BoudsEZQbejl0EmmaQsbtQXf6yyR8EFdc1bSWFcD9U/B8OAf0f0Yo32JAkvMsfwshmKCTDuGatIdN1CT2bJj/YQez4+wQ2fY7ovpdFOtEorF9x+fHM30JhsANkGdesNaRvnBasjdoW1GAjhYGb5Ac7sY+bRm64u1QktI6bhmxxkA/3lrxmxlyfrGDc4bgfO/wmwfu/iblqPINv/R36bbi1lkmhuvyYqycw9Pbfo1idVN7/22R7r6CnEzTbo2gzl1EYbqIQG0IfpTK0t87DUttCbrgHJEnYRhcLuPbm2ZgrG9EzSdKTNmPPDxN6/Ttg6Kiz7nRYNMhmsyDLmKuasM29m9xwF4rdg2/FY0T2vzwihjF0JENDS8VI3zyDZ+kDhN7/CUYhh2vmahRfDc7pK1BdFfT/8i/G/qV8jtjRt/AsvJd8pB9D18d+Ri8g3eLPGwa3zsuSxS6YUFXjyQ10kLpyBC0RwSjkSRbtDsK1SzndrxBK5Ji17LepvP4mRk+Rnqrrgnl0dpc4Ed77VQxDumO4OlAm7Lk9JFx0Z6Blk6gOD1o2jeKtxBSsFzRQbyXmmglFh9f1GIU8mZunBTvIV4VzyjIcLXOIn/4IS00zuaEOtFQM55Sl5AY7GXrr7zBXjkP1VTP87o9F0bJ6PIX8AKZAA87JS0ukBUPLi2xaV4XQWdyhSVYnxi0BmqzcEQqjkEfWIzhnrStZUoxu8RMfUPXo7+MJ1pO5cZr8cDeOqUvId4w9veuKBfv46aiuCvKR/qLHkWh3elduXZdidwmzxNjg2D7zWTLXT2AbP5M7w2s6istPxYbPkOsRDgKSxYZv+cMkLx8lP9yDo2km/3GrjCd0ATXUS3D2MjLt5yhc/Ii6ltnc/lftrfMwChmhHbDaS3CbbLGhZe5wD7UcZkXBqBMZ17bxM8qymOHWOzR23P+q7Td6AXDWNpFSTJgr6hje/tMSXp4EfCseQ9cKZPvbsda0kDi9C0PXySfCeOZtYqiI8XkW3ENo57+CXsC3/GEGXv6rkoFa4uwu/Gs+Tnj3CyWtgXPGKvGyxYaxjZvG4Bt/W4Jost2jVnRJxhSoRzu1A3S9xFQqXfv0FYR3PId94iLsLXNIFGEHEDUKLREWds9WJ96F92IKNjL41g9LBm3xk9sJ3vNl4ie3o2eSKE4vtgmzyIf7UL1VhHc9X7oXqrcKe+s8okffxj17HUNv/wjvsgcZHhzC8NhKUn8ZA8VXgxbuLV2LqXk+Wt9Vcu1n8czbVLaDlO1uPAvvLe7kJcyBBgZe+Rsq7/8Wej5Hru+GUNu6KtDSCTLdu4Vc/9oJYTM9ahcumW2gF/AsuEfc70IO312PIpmsZRJ614xVJIpQg71tHpn2c1hqW8l0nCN5bi8mfy228TOxNU4jtOOZ0u9l5j3FH70iPGwA3gS+uXkrTUM3MHIZHFOWkSpy6S21rRTCfYT3vIh3yVZyo+A/ZAXZLLyFbsV5Vuv9VLgdDMdG6kVrZwUwnXyJSO9l7G0LsDZMYvjdkZOnbHcT2PR5CsO9hPf+YsS87ui7IjTG0HHPWU/8zEel+5Q4tQN76zysdRPJRwfAW0w3M3RyvddAUZFVE9muC0iyUmaKd+sEaK6aQG7UKc9S20qu/waeBVsIffgM2e7L+Fc9QebmSL4xSNgnLiTTdYn8YDtoBRR3oKTEBbBPXECuv53wzudGxk7VeLYu/jx/1j7KJ0uCmYE0Ri5D6MNn0JIRApu+IIgE0UFyfTewjptWYj0BmCrqyHZdJNpxjooNn0Gx2klfPcboZqmeUILqKu//NqqnikJ0BOKzty0ArVA2flVfDY7JSzAH6xl87XtIpz9i/LIHCZ98lcBj/7HIPBMnd0mWMFU2kR+4Wfzdakz+OgZf/9tR/VVjb5kriAvRQW7PI7G3ziP04dOgayTP7cW77GFygx2lIr2lfiJaNoOlsol/r/YbvQDkh7vxrXoCLRktTf63WvTgazhnrcU5bTmF6GDRO6YZPdyP4qsU7n6xIQqJkChk5YX3zO3umfGT27G3ziN5Xkj3E2f3ULHhMxhOP9HtPxEf0gokrwjfndSNU0iqBdfM1SSvHsfWMhdTZRMVGz5D5uZZcoOdgpWTCJMf7iZ64BWqn/xvmLzVpK4exVRRi7mivnQM1jMJJKtDMHJu84iJHn4T94ItRHa/gGyxYw7U45x2V5nJGBQTrqwO9JTI0JUUBS0RJmAk0Wyt+JY+SLbvGrmz23Fv+ALpq0cxei4gNc3F2jgZ4+ZxzFOWl2CoW01PxZBMFmzNs7FNmC1gAUMncXZ3iSXlWbJNmLDtfA7X9FVEDr+OYnOhpWLiSD7QjuLwYK2bCLJCrudKaScVO7UD/6rHyXRdphAbxDFtBZqmo7oqcM1cg6SoZLN55OpWEq8K+Csf6sE5dRmJ83vxr/6YwM4VE1eUccRT5UlYLxwK8wcLt+Gym4XCOpvEu+whLI1TCH/4UxS7m3TnJXwrHy86W1Zjb5nDcFEx7Vv5ONnOi2gDZ/iDhx5n57kol3vTLGs2M9W4jHZK/D3F7iJxbm9Z/rOeiolxGR8qdy41WUi3n0dxurHa3ALHlk0oDpeINbxylMCWL6FnkxTyOZybv4XUfRpD1zBXjSNx6iNsLbOJn/gA312PCoVtIoK9eTayxY536TbS7efI9V7DUtOMZLYR3vkcwXu/in/tJ0lePICWjBK85yvEz3yEJCs4p68Aix1TRS3h3c/ju+sRkQPce5Vsz1VBAqgWJ9lbTXH6UB1emoZ287v3zeTdsynsFolNc6vwHf1HpLZ5pZqdlgjjmrWWQqSf3GAn7rl3Y6lrJXPzLOaqJhSnl8jel8RCN9BB4twe8WyvnwRZxjl1OZn+G0hmK7LJSvTwm/hWPUGm8zy53mtY6ydiHT+DgZe+U/5ehHuRFQWjeEIzMkn0TBLVW4UWGSyDbeOnduJb8Sh682wyHefxLLyn7PuK/vowVzWRvHiQXP8N/Gs/TvrGKQytgGv6SmLH3i2DhWJH38a//lPEj76DddxUQSrpviQ0Jf5y1fCv2n6jFwDD0LEE6smH+8b+WyGPJCvC60eShEnZcDemynHIJhtSRZ2I1Ou/gXvBFiSzdYxZG4ij5a14O8eUZdjb5gv2yI2TeBdsQVLNDL31d2S7hBI3eO9X0XMZht79McHNXyA/1Emu9yrmyibskxZRiAwQO/buiNmcoYNhoPpr8Sx7gNiB10mc/ui271LA0MdCEUY+h6SOCOGih9/Ed9ejY3xsgGJx9Cm0dELwxmuaYbALq0tBi5vRMik88zdCLoZSWYfur0SxOdBDneCrxlRRT/zEe2O7NVuwjptOIdyHa+YaDF0TOHnvFWyNUygkwqhOL+65GzFXjcenmkrma6qvBj2bQvVWIckKhcSw0GWYbXiXbENPx8kNdWNrm08h2s+VmJ0f7c8wuel+5po9NDuT6L2XcCSHhLajiPsaGOT6rhPqvykWa0km1z8WisjkdbA6Mdc0kh+4iclbjSlQj5GOY22cKiYxdwWFeAjn1OXkY8NivMzZQPTQa4S2P425chyWujb8Qye4e3APD931ANEP/760kbBNmIWlpgUA+4RZGLpG9ODrgIEkKdziaEiKCc+SrRj5HHoui71lDvlIH94lDwhV9kAHqssn/HlkhUK4H5OkYqqoJT1oQ7Y7MQcbsE9ZAloePR0n9OFPMVeOQ7a5xKRZ14YWjaFYHXgWbcXQC6SvCn1DITaEoeuYgg2kb5wicX4vvpVic5Ub6MBisghe/pz15PpuYKlrwz5lGfmhbuJnPsJttoCuYy16HRWig5gCDZi8lUy8cYJpi5tQvVVkbx7GaJiIGqgv0U0NQyOy+0VUbxUmbxXD259GkhV8q54gsvsXZZCPZLaS628n1N8uWGSGUQoykmUVU6AOPZ0g230JW/McHDNWM/DCH4vT0J3eC4sN2eHBOWmJqBcWw4yMMTCMQWT/y9Q88V8xeSvJdF3Es2AzWixE/NSHIx/TdQwtT364m9D2n2KpbRF+UMlYmfMsiHrS8bCH9sBjrGmtxDj/DrGjbxHc9q2x1/krtt/oBcBa1UT/y9/BM/duAWOMqto7p6/AMHQie39BtvcaUMTGLZMoRPqRJEnYvhYftGS2Edz8ReFFM2qydU67i/jJ7VjqJ6K4A2Taz5YVmCz1E/Gv+yShD/6l+GL2Ej30BoFNn2fw9e+POlFIBLd+nVy4t8xp1DF9JZmOc0R2P49sd+OauZpMxwg7SHjjGJgr6oV3zKgdhGv2OmJH3waE7a513DSSV47gmLykdGIBYYlsDjbQ/9JfjnzfIs498NJfULH6KTzzN5G5eVZYSoxiiThnrCI32CGw5ZlriBYjE0FMWno2S/gjcez3Ln2A+OmdZTsn38rHGXr/J3iXPkjqypGy4qGlbqLwgzn6Dqo7iGPKEkwVdXgXbyV68LUSrzt+/H0q1n8Sf7QTWQowHEoyzn6E/HkBm8UAa9N0AVN0nB/B7WUZPZPEHGykRXWgKv0UtJEX+765PtyWCPFj75K8sK+4EMkj7CvAFGzAt/JxBn45+t4Je9/QzueEFfecDYQ/+hl6JkG+/TSqt5JcXwLVU4k52MjQOyNaAFOgHvfc9cRP7cQoZLE1TSd+/H08i+4lfuIDYfswaw3hXT9HdVdgaIUymwfntBVkbp4R3xMBj9jGzyD80c+QbS488zcJU7LiWLkFXwU2f5Ho/pfLoB3n9JUoDi+OaStR3BWEtv8U3/JHSJz4AP+ajzP89j+UWHHBrd9g8L0RSISjbxPY9Dl0SRIL9XA3rtnrUay2MnaN6qsRmoVsksFf/PcRWurxD6hY8xTDH/wLRjYjFPeR/hIzy9Y8h0JssGzyvwWjeuZvGlGmI+Fd8gBDb/89jilLie5/mXxIQJixI2/hX/NxrI1TSF8/iWPqMpJnR4r6stWFyVXBwMt/NebZKjb3GPjRt+JxokffLuvD1jwHW8sc0lePC91CdBBrw+QiG88oTfrepQ+M6Y+pG3hh/xBNlRbM7ddBNeGYehemilr+DWLt/3L7jV4Asn3X0FMxokfexnfXo2Q6zlGIDuKYuBDVV0O25yrZ3hG8U7F7yHZdwjAMCuG+MhsBI5cmO9hJ1QPfJnbifbREBMekRQIPjgwIu4ZsmvDhcmFZtusS7tkbsLUtwt40leixd5EtLvKh3tvgJIPY4Teo2vZtYsfeITdwU+CFDZMZevOHgrWTipGPDeFd9hCpq8dQ7G5cs9cx/P5PUAP1VN7/bRKnP0JLi4KgWlGPtWkGud6rqO5KbG3zSF08gGL34F36AKkrRzEFG7A3zyF+Zlf5981nSd84g+qpIn3zDDbVgmyxlk3+AIkzu/AufYDI3hcJbPmy6PfacUz+Wuwtc8twdklRx+T8xk9sFzqIQnYMMyPbfQl78ywACrFB4SB6fh+OtvniBGeyiMB5k1XE5U2YzbdWO8Fix7gtVD5z8wyBjZ/HNX0l0aNvY2udh2PSIgxNJ5eKUUuU/3x/DW+fyzMYy7JxpofpvhSKxUXygqgpOCYvHuPnkx/spBAZGJkgVLPwAkqEsTXPwT5xAaaKemzNs8gPdQlXzvEzyXScR/XXlFTApf6GunDNXod/1RNEDr+JZ+G9BDZ9Di0VL2HBqjsg2E4TFxDe/UL58zi7C9/yh0sLQH64G+fU5YCgJRuFHPHz+6nc+g2xoGQS2FvmYmiF23B9SJzdjXfpA7imL0fXddzzNqIXsgTv/xbpaydEUbrocKmn4+LZyqpwwcyliex9mcA9XyJd2YTicKE4/WMYdloyjMlfS7bncrkmQS+Q6bmCe8EW0l0XBWR47QTZnivYmucIJa6s4FmyjfS1k5h81VjqBUOoYvVTWBungmLCPWcdWi5bovDmQ71wq/6RyxA78haBrd8keWYnqjuA+a5HSV48IE7kk5eSOPl+uZ2IIeqEyRunqXzwd0mc+lB4i01ZguquILT9X8q+X/racfxrP46smLHUTyS85wUsVeMJ3vMVYic+AAwcbQvIDnTgX/sx0lePU4gNQesyjiQbWD1DZa69i9Sh13HP34i1dS5adBB8/5cF9D9st0RaeiYhjuM1zbjn3I1ksQlLiGA9gc1fIB/uRTbbBNzg9IFqJtd3fWx/6TiRw2+DlkVxekvh06o7IEKoba4xXuFQZC5Y7HTbWrnc0oDHYWFm/sSYz+mZFLnhbmzjZ2BtnkNhsAM9FcO75H7h0aMoFOIhTBV1eHw16HnBMKi4+9OilmToWBsmYWh5gVMmwqjuAI7Ji9FTMbId5zEHG1HcQREPGe5HS8WFp0wyPPa6Cxn8az8hOPsSKN6qMZ/B0EvClEK0n+xgJ75i8aoQHcI1ax3Rg69hFPJ3ZI/o2RTZyRsxJ7vG+PZA+VHbMHS0VAzVW4VnwRYkiw2Tr4Z8ZACTN4iumqlXTBhagYE7MD1klx89nxHwjc2BbLZSiIUwuSvIRwbw7PgHvrDu00gOP0RuYjJXYozyqhI22vkx/RqFPIrDg3v+FrGoS1IR0ltMfuAGmfYzYpFrXYRkUhl48c9QvVV4a1vGCLFAeDvp6TjOyUsw8hkUfw2j5Tq32E93YkHBWKaMbHcT3PoNhj/4F0zBcTiQyA91ieQqSQJdH2FOjWq2pmmo3koyXZdQ3RVYqpvRsykKwz2Yg41UbvsW2b7rxTEg4Vm8DUlRRFaz00fyylFBdgjWo9hc6PkserGeYQo24Jq+Ei0RFlGX9ZNE8X4UDKOnE9in3IW9bSGFRAjLuGk4Zq4hceJ9MvkMtvpJGHnBIFM9laRvnsa79H4Ulx9b82xkk1ictMQQ/lVPYmj50rgxCgXMwQYK8RB6Yhhby1xyvdcwVY4T9YvBdrTEMNaGKaSuHke22PAsvBc9l0G22rFPmCXcBIINOCYtpBAP3ZkdhdgU5CP9ZPuu41v6IFoqipaKCh8t1URhuAcDA3NFDdZJi5ENg0I6ybpGK0Z8iHwohrr6MSSHn6yhYs7/30Sw/6lmqWkuMwQzV9QRP7eb7KiwDc+yh5EUU9mx1FLXhmfBFgZf/35Zf9amacRGiXa8Sx9AcfpIXTsuLCda5oxhKCgODyZvJYPjG/jPPz2Hphv83pZqZJttjFmZY/JiQh/8BD2TwLvsIeInt6MlIzhnrMRS00ro3Z/gW/lY0SZCvOSK00fFuk+SD/URO/oWWrKY6lQUY2V7rpDru1YmnHFOW4Gm5TF7q0ie30u24zzeZQ+W+aIAmAONDLz8F/hXPYmltoVM16USLlu6V/WTyA20o/pq0NJJnJOXlEFJisOLZ9F9RPa+WIQeyiE0fcp6/uj5a3xx83hqbr93Tm9pEZdUM5Ks4p61lqF3fjRS8JZVKlY/ycDLf01w69fRlYLgtNc0C+ZLsZkqatFyOYZf/ZuRe+fy45q+kqHdzxPY/EU8C+8hcfgNCpGRmlHFhs9grm0h13OV9M2z2NvmCV+YYpMtdky+ajyLthLe9fPShO5d+iChHc+OIh9I+Fc/RS7ci6mykfxAB/HTO3G0LSB5aUSZLFnsKA4PQ+/+eCRdzGInuOVLI/dOLyDbnKXFcLRgzVzZRCE8MNKf2YaWDBPd/wqV936F/pe+U4IY3Qu2kL5+UgTuzN9c9mxVXzXmmmZx+iw964mY/LUkTu/Ev/pjDL75g1KBuvL+3yZ64DWhnL517+7+LLnBLiJ7nsc5ZRlKRT3OqctIXjiAa/qqor/UyLPwLrynzD7B2jiVwZf+HHQd/5qnCO96HnvbfAzDQLXYRBLZrc82TEZxV2DyVgoKcfHelURde16k6pHfZ/j9n5AfGhGAeZc9yPD7/4xj4kKyA51Islx2qhKQ3N2oLj/hfb8cgZEVlYpVTxIqJnzd0pmMZgKJ+1iDpJjIDbRTsfbjQqBWfDdkmxPPoq2lRLioJFO57ZsMvPpdPPM3key5VPJPAnBMXQbuKszFE92/R/u15QH8n9A03aDy/m9jqZ9cxEJnlk3+AOjaiEqy2EQMnIRvxWOYgsIFMXjf19CzaWzNczAF6vGueBQtncBALin90tdPY61rEzsSbxWOKcsJbPoiBUPmtYO9aLqB12WhOnON+IkP8K/5GJa6NtHf0gfIDXWVYKHY0XdwTFkKQOLcfvRMQthLn9nFaOrYLTtoPZcemfwBDJ3k+b3YW+eWTf6AgFEmzEJ1B/As3obqCaKlYlTc/VnhmVPTjH/1UyTO7wWtQKb9LIXoMJHdL+CZvwX7xAWo3iqcM1bhWbgF2eLEteIJTN4qwQQatagJJoeMua4VTFYqt30Dy/iZmPy16PMf5aNYEwPhNH/xy8u473oM54zivZu8mIp1nyJ9/STWCTOpWPcJcsPd6NlUOdtJL5C6cQpLbQvR/S+jOryEdzyHo3W+CAvxVuGYvISKuz9LdO8LI/dOktHiYZAV9HyOTOd5TL6asskfIHLgVTwL78ExZRlaIoxt/Cw8i7ei+qqxNc/Bv+5TyE4/uf4bI7t5SQZZuo15ZgjLjFwW57QVOGesRksncMxYiWvu3aK/CbOoWPMJ4md3lS2SwtXyDJX3fQ1r4zRS104S2Ph5tFQM94LNOKfdJZ7H1OV4lmwrGqmJ/oJbvkTsyNsU4sPkw31i8pdkkBQUq7Ok1o0ffx/P/M3YJy4Sp5Ml9xM7XC6Gy3ZdwuSrQvXVkhtsH2EnSTL5ULeALka16IFXyQ934py6jPiJDzDiw9gmzMK/9hPET+8oc/LU4iEUVwBzzQTMVU34VghmlThRG8RP78TeMpfkxUM4Jy8mVhSG3WqZzgtYalpIXTtRvsHIptDiISSLg/xwT9nkDxA7+i6OyUuJnfgQ99z1RG+H+Ia6sNS2kI8OlNUQ0QqkO85jrhov7t9JYYfinLoc58w1pXHnW/EIstVFxYZPkxxtKIc44ejJyEi+gKETO/YOrrkbMFc3l03+yCrJc/swqwrZSDmM+r/TfqNPAPlQF9baVnwrHwNDQ0uMTJD2iQuxVE9A9dXc8RhuaHms46YXGSZD5PquY/JW4l35BLmey+JIa/egRfsJbvsmWmwYLRVFMltR5Ar86z5JIdSLlggjmWwUdJnf21JJjTSE1+KAKUsJ7/mFWDDmbCD0/j+XGZHp2RSmQD2+lY8LaMoTwFTZxPC7Pyq7TtlkK7kG3t60VHyUf4xgnFgbp6BnU0iyghKoRPVWYq5uQpIUJNWMY8pSst2Xxc6meBzX0klhF13IEdrxDObqCSIvt+sizmkrhBKyp53A+Db09IiJlmx14FlwD5LZimvaCkyBBlEvmTCXsKmKH+2Jc6lTTBrzm53oiTCWhsk4Ji8mHx2kEBvGOXstqqsCQ9OEwvgOvvZ6OoFsdWDyt1KIDeFb8Siq04elYRL2ltnkBrsw8nmMdBzVHcQ1Z514mRUFc3Ac/rWfQHX5xkxgom9xD62NU4SJYGwIJZfBv+5TSCYzWjyCLEvlgSCSfEeBmJ5J4Ji4AGQFkyeIqaIOPR3HNm4qlvpJyKpJxE6Om4ajdR6DbwqPfBQVS/UEtFQMe9s8VI/I1HC0zqOQjGCftATnrHVkOi5QiPQLuGL+JrR0gnykH8+i+8RkbYgNEQhqpaFr+FY+TuzYu2jxEKEdz2KuaaFiw2dAlsreC5O/FueMlUiKinfxfeiFPNKlI3gW3YvZXytou0u2IZksxI69hxYfRsskSDUt53SPTuXy2disMeR0ApO/FtfM1ejpOJJqRksniB19R4SozN2Ekc+gJSPYJswkH+pGS0TQ0wlcc9Zja50rhvQd7q9sdWCtn1SefaComKub8QXqMTRBzY2f+KAUTKRnU8I6XC8g29xlhnG3msHYiNVbY0PkDoOWSeBom0+27zqOSQuxz1zHYFpGy4RRY33YArVo6bFMM8PQ8S5/mMjeF9EzSawNkwV8Gx8qsqwiKHa3uE6LDdnpJ5/P/f9HJvD/281W28bga9+jEBsUAq3KJmSrA3PlOAH77Po5tqYZ2MbPLPNSkcw2CpF+oodexzFRpFJFdj+PbLFT9dDvocWGiR9/j1z/TWzNs5EUldTlI6Xf9yy8l8ju58n13wQEm+Uba58g/OIfYWh5IoBsc+FddF/Rn3/iGAqae/4m8oOdJRYPCLGKZ9FWQh/8pPSzQnwYS3VzcbdZLixxTFpEITaE4g6gWB2YfNVlUJd90mIo5EgVRTMmfy2+FY+WfQbAPmGGGHwWO3o2Ra7vOrm+61ibplOI9JE+8hZSuJ9Ljt/D37Ya6Yg4QnuX3E947y9LkIMIv36Y2I5nUCSZT6/8Gr/fI9FS4+DR6htEdhzEOXUZw2+NwA7WhsmCXXTodXx3PYK1cUqZxS4Ij5R8uJ98qLfsfnmXPUTi3F4K4V4UV0VRZewvC/VWXH5cM9cwtOtnBDZ/YSzLa4oIDsoPd+Nd+iDJC/vJh3rEtY2fgXPqXfQ891/wLb2fzC3Vpl5AMtvvAPEtIXF2N7LFXmZT7Zi+EvuEmUUeulF8FjUEN3+BwTf+VoyT3S+UThSOqcvRk1HSo7yTvCufQJIMwh+NhI5bG6fgXfIAfS/+aWnCVByeorixKMiS1SLb5mnAwDZ+BqlrxykM95SUqJJqxjV7nYBsit9H9VUT3PIF8qFehrf/ZMRR9FZ/23+Kaepa/ujlDnqGxOT56KpxbGqUyQ92FH2ORDNV1OGetxHV5Wfo3R+XfKIkxYR/1RMMb38a57QVJC8dJn7sHcHWa5hCtnPkNC/bnOSHe0jfOIVrzvqSdYR38VbCu38+AlvKChVrPlaCYhxTlpLuuYKlro10xxmc01eUiS4lxYQWGcA+YTbJc+UxnbbxM4nsE5nhzml3EdrxrMhlOPAq9iUPI9uCZD4UYzllseNeeA+RwfIQGtXpF9qJZQ+TH+4mfeN0EYEQzb/6Y0QPvyFqJYBj2l04Ft7PbYGav3L7jYaAcn3XSzQxk7eK8J4X8C1/uIwGmb55Gktti/DscfqwjptG8J4vEzv2Lvli0paWSYCsislvsANJUUuTu7WurWzyB8G3t7fOL/1/tvsSUqi9zEhOT8fRMgnM1RNAMRHc+nUsDVPEhDR7LbYJs4QwZFRLXT6MrJrxLNiC4g5grh5P5X1fQzJZkexuKtZ/CnNVE6o7iG/lEyCrJC7sx7/6Y7jmbiyyDkb1d/EAltrW0v/nQz3oQMXdv4UpUI/qq8a77EEyPVeIn/yQio2fw9o0o2RYZq1rY+jdf8LRtgCpdRn/smuQD4drMeY/grV+Mrmh7jJKq5HLkBu4iclfI16+C2+wdnYVn1kZIHfyLRyTlxA9Un4Ez3ReQEuEyA92oKcTFGLD+FY+gSnQIKCK5Q+Tjwxia5pB+np5YT168DWckxcBQukqW50kLh4qOy1p8ZAIl9cKZLqvULHuE1jq2lBcftxzNyCpKvnh7lJ/jkmLSr8rGYiJvJAl03Ee3/KHMflrMFXUIZmtBO/9GuaaFhR3APf8zcLqu6qpZHA30o9BZM8vGL1450O96PkspqomZKuzDE4yV9SWTf637m1kFAUXROJXbri7bLesJUUBUroFO+gFkleOYp+4EPf8zVjq2ogfe4/0jVNYaltxzVqLY9pdwgBv1GJWCPehJaPomWS5nbReIHnpEL4Nv8VHqdbS5A/w4q4O0rKjbJEGwVQyBxvJDXWWmQQaWp7UjdP4134SS8Okkmle6soxPHPvxjV7nVC4N83At+whwZ7ru46lagKqtwpz9QRki6OceaZrJM4fwDFlCa5Za1A9QZwTF2Jvng2ZFKpDePYrLj+Wukn4Vz9F8tIhcbJc+TimijpUXzX+tZ+gkIwg2914lz4onHyjI5TU1MGXceVG/l/PpsgPtONb9QSqpxJTsLEIs+4T78VgB9bGKWWTP0Bk/0s4i1AwQPLsbqT4AP9e7Tf6BKClE4CEe97dwpZg/mb0fBbltjSgyL6XMFXUiaCN0zswchkqNn1B4HM2F4P46Vj53zAkmQrpepno6o5MjDuwWfTbQ7AR0IV/7SdIXthP7MibgjkyYTbpjovYJsy5Yz+F+DCpG6eFTUB0ED2bQnFaMHkqMQD3nLsxDF0EY2AQnDATLRFDdfvvCBOpniCBe76CFh1ES8XQkzHyQyLTQFJUYkffFU6fwUbSN05jbZyKyRPEMAwUhxf/qidQ7B78Vc0sV2Wa3AUMkw916RMUjo3yQ5dkPPM3o7h8pezjxMWDPL7EjykXZcDQUbxBvEvvByQBc0hiYlNcFchWB4rDi57LoLorBKyhFYrBInPKXr7SYyjkUJwjislCfLi0kyp7DtmUyEUO9ZBpPyuEf0Cm8yKqu4KKuz9bLEhn0NMJQUlsP4Mkj2wE0jdOke25Iqi79ROJHn4TOdgklOiJMOGdz6HFQ3iXPYhtwkysjVNE1KLJgmS2krxyZMx1GYUc/lVPjqHe3mnMSbJcphguffZWfq/ZKuA4SUKy2PEuuZ/IvpdE2Eh1sxC4aXkkScJcOY5c/w0i+17Cv+kLmH1VZS6yI9eXv4MgSiwyYXMNL+wvZ9JpuoFic5EdXau69QwKWQqxsfbsWjKC6g0iqWa8yx9B9QRKrDTHtJXINhcmfw1adIiKtZ9EUs3ouTQVGz8HQGbUyX6kzzDe5Q+SD/eTOPEBzul3Ed79grgnB15F9QSFW/BgF8Pbn8YUqCPbd530jVPYm+cU7bJfwTl9Je4FW5At1lIhd9QXEjYtd3+eHqWenpiBQ9UZ59FxzjLEhiafxdE2H3vbPBRnBYYylomlZ1JIo1IN4c5zya/afqMXAKV2Iu55G0m3nynxt23jZ2GftFD4z4zaVRlagUzXBXJ918nXtpBuPyc8Rnqucn7c4/zog17+6qkmjFwBSTGVoAIjn0W2u8tUwqZR4ecgGCwmX/WY6zNX1GFkU+K4auikEycBIa7S8+kxCVKy3Y2Rz+KevY6BF/+8dKJQ3AEq1nyc0M7nRhghikrF6qcYfPmv8a98nPRwF+bKJnKjGAqyzUVusEP4qnuCZPtuUDFxAeQzhG5zL7W3zEWxOomf3YWkKFjqJpX5pjinrWBL20LBUDJ0ErKKb+XjZIrwkmfhPWIndUuVLasE7/kSmYu7KeSzWJtmosXDRItHakAwPnQNPZMiuOXLDLz2XbyL7mP4vX8q2QRIJiu+FY9hrmxEstjLCsSW2laQZUyBBvKhXixV45FVE9HbQoBMniB6Koalro3UrudRzNYi7z5Erv8G1gkzyA91le1cHVOXYwDOactLrBE9myJxbg/mynEUwn04Fz1ErvdK0UIkWXouqreyDGZzL96Ga8aqcgdSSRameM//Mf5VT942cowxoiEjnxsDi0hmKyZfDQC+pQ+WJWLJVoeISBzsJNt7lejBV0u/JxatkKCeZlMMvf0PwmG17AQp4EbVPjYrwzltOeFwF26HmVhypI4wvsaF1nsJ5/SVxE+MKuJKMmZfDeTH1uLszbMZfPPvqNz6dQqRPiJ7Rhg6vhWPo3oCDL35d9w6PVlqWzEHG4kdeRN7yzxxwr6tOdoWMPTGD9CSESrWf4pM8R1L3zyNY+ICkhcPEtn3Mq6ZqwXvf6gb59S7SF06VFaY1d3VJHY/J2Jlrc4yXY+5aQaoZs7FfPzlm5dLpbhJjR6+troJBwbRI2+V5g3JbKXq/t9GUkxlSIGtZXbRWVc0xenD5Kv+dxOC/UZDQJcSHpRgU9kkeivqzbPwHqzjpiGZbdgmzMI9fxO5oS58yx8heuw9st2XMXmryA910mwJYTLJVOR6iB19G8nuJlCEWxLn9lCx/tMipchswz5xIb6VjwtJvsWOpaaZivWfQrZ78C57CMXhQfVU4lv5OLLTg65rVKz7JKZgA7LVgXPWWuzNcxh64+9wTV+JrXkOktmGtXEqvmUPoWt5klePlQ0SLTZEPtJXnnSlFUhePIht3FRix95FkiSc01dgn7hQ9NcwGd+yB4kdf49M5wVhhTEkRE2S1UVg4+dQvVXi5LTgHlR3BXohS8WGz4g0qtsWiMTZXWixEUEUeoFM+xn8az+B4gkimawjk3/x32PH3kWL9BM/swv33PXEDpZ7CaUuH8Fa24aeSZK8dEjAcalY2fc08hlh9HblGJX3fQ1LXZt4Dm0LhLX3+0/jmLIE9/xNxI6/h5aK4563EdnuRvVVE9j0BVLt5/Auf4Rs33U8CzaTiwwh212krhzF3jIHCWmMnXfy3B6cExeg6zrepQ+W+vOtfopUx3kcqz+N6vCQunoCc2UTFes/jaWuDSSZ+InyGkbswKvYJszGNXcDstWJKdBA8N6vliC7xPm9+Fc9iclfIwJgFDPBe76EpX4iksVerFPV4lv2IPaJi8S4q20VC/+N0/jXfoJcqKeswKlnkuSGu7E2TS+j3oKAurxLHsA5bQWRA69QCPchySLkRbY6MVXUE7zvq8RPfkjy4gF8Kx8fGStLtlGIDlNhl/j9e6uZ1ezFZlFZOr2aLyxRcQerhC/+jFWicB9swL/mYxRyaVJXj4kCvqdS0IcX3is8rjIJ8sPdY6CzQiJUTEMbgc6yPVdQPUHywz3IZivJq0eFmZyvRmRKzNuIlkmUxlBk30u4Ji/BNnERuaFuLPWTcc1eVzote5c9iGxzkhtox7/uk6Ke5vTiWvkxdg34SS//Aumuy/hWPIqlYUpxDliEd9nDhAcH+cme4dE8DC52ROnKiZPs6E2jkcsQP7OTqkf/AHP1BCSLHef0FXgW3Cv8ucw2rE0zCN77NbT8/z0B/A+bLEPnQJwG58ha6ZiyVEAjhRyh7U/jmnu3EKOkYqhOP9baVoa3P12axIwia0IymXn6kTBIEv6VjzO8/Rl8qx7HNWstqGaQZTwL7wFNQ1JUUfgs5PAsvAfZ6hQ5AdUJJNUksHnVDJ5qoikNT6obLZfBPXs9hq4h21wYkixM1rQCzinLcc1ZhxYbQnH4cAQaSvGOo5sWDwmb2XwW18w1RaaIgeoOEN73ErLNTejDn1L16B8Im91QT6nwB2JH6Jq9Dj2XRvEEyQ+JycHROk+8MNFBJJOV1NUTWBsm3hnmypYPzPS1E9hb5hK87+tkO86O+XwhOohv5RM4Z6+DQr5sUbvVDL2A4vCQD/cJk7jb4xwR0I5jyhK0VAzZ5sQ1YxXZnsulXbbQg6gkznwk2FzBRio2/JagQcYGcU5ZiuLyCzOzXT9HNttwL9hc/PtF2OxOIrZcBtXuJh8ZxDl5MagWqJ6EraoNiwpauB/zwnsEVKJpeO96VAih7uAjk+2+SG6oB//ajxdtD4awNk7GPXutWPTScfzrP42WihXHmRnf6o9j5FKgqJDPCnHX5EW4Zq/H0HJo8bCgGftrykgOt5qAw8YK5vR0AlPVeGSbi1hR2R479h6qrxrntOWYa1ooxMOl2khuuAfHxAWYAg1ku6+QunxI6FBa5/Pt+x4iXVCw5cIM/+IvkB/7z0T2v4zJW4Vz2l0CLtr5r/hXP4WtaTp6PodnyVYkTzV6QcMi6dha5mLkcwS2fElMprmUEDMqCorVgaSayPZeF4E/xTFz6/mkLx8l4RyHserrVCoxou/9Y5l9hJaMARLpqfcSnbCFSl8eyWTGNm4ast2DnksVTf0uFIkIjyJbXei5NGuaqsjrEs7qxyCXwr/uE2ixIQrxMGREBnkoVm4eCZDI5Mcwzlyz12Hy16BnUgLezGVAUYmf+hD37HW4pi0Hs5V8uA/ZYgX7mG5/pfYbuwDoOixpteNMuUkjCTVsOiFuoNWB4vQjKyYG3/xB6XdcM1djqWsVgihZEfzfwQ6ih14vcexlm0uohwfayfRewxxoKAZQj+xOvEsfEMfIIjQgKSZcM1Yx8Op3S0VR2RWkffqnaav0op/eMYLzygqVW7+OuWo8sRMf4JqxqiwYxTljNfZJC4neljdqqW0ldvQdXLPWkhtoHzGgkmQCGz9H/PQOLHUTyQ92kxvuLsdGZRU9kyDbexXbhJlkOy+guPzIqonw7hdG/N1lleCWLyEpasme91ZTHB5U1+0OhRKK3U3m6jHkO0AF9tZ5DL3+t7jnbyQ/1IUp2FjyqYdbFtA62T6Ryzz8/k9wzlhZzo8G7C3zGHrnH3HPWU+263LJwAzA5K8jdfkIltpWHG3ziZ/8ENfM1WixIYbf/VHJgvtWVrR71lpRQ7G5hQFgJinUrP6akocMCP+k/FAX0YOvYW2YguqtJHHsPfyuCszBeobf+mesjVPIDbSPmHxJMsHNYjdaGGWprTi96Nk02fYzZLsuULn1G4R3/BTPwnsZ/uBfSnUL2erAu+QBYa8hqwS3fIHo4bewNkwmduQtwSxb8gB6IkzowxHGjqVuIu75m0t6lVvNWtcmFtTbmE/WphnouTSZ7svYJswuFdcL4T5ix9/Ht9yLGmgofd7IpYUlyPKHRgrxho7qcFO4dpjUnl9Ay1ws9ZNI3jyFs8iGurWAIMno+QzhPb9AdQdFhvbNs0iGRqrzIplbsJYk41/1JPHTH+GYtKDMRsMxcRG25tmkr58SEC2g2N3kZj/Id4846XrnHH/1eD1qopxDb2+bR/TQ6/ib5+BXLfT/bAROso2fKSAkSUIyWQXVO50oieMks5WKdZ+i/62/wzljNZLJXBYB6VnyAA8sbePFPSOJZ7IElYU+bOOmkjy3BwD33LuL+SQp0tdOjirwS1Rs/CyDb/6wVBx3L9iCY/oq/r3abzQEZItcR0/H8a9+EnN1M+kbp4gffw/f8kdwzVpD9DY2QvzUDuzNczD5awnc/VkyvdfIF9kOt5qejgtPkuEeXDNWIpssY46mkYOv4Z6/SfC9Aw0ENn2BxJndZYwYPT5Ibf6mePFHF/l0jfBHz6OnojinLiszHgNInN6BOdiIa/Y6JJMVxenFt+JRDAP8az6O6qsqdxU0dCIHXsHeMg/XrDVg6Ngap2C/xUevqKNi9ZPETmwn13eDfLhPFCUvHCgVA0eurUD00GugqHgWbME6bhpIMpbaVnwrHkO2e3BOuwtJMaG6gwS3fJHExUMYhk7i3G58Kx9HcfmRVDPOGauQJJlCbJDYkXdEjuz0lVibpgtMuGoC/hWPkb55huDGz2GqHI93yf1kui+LY7ndjWS2Ccgh1IORTRUnp4cxFxXg1qbpuOduwCjkiR54BUm14Fn6IPlQD7n+m2X5C1oyQj4mCuGqrxojnyF4z1fI9lzF5KvCs3ib8JeRZMw1LfjueqQE0WQ6z2MK1OFb+TiJywfJDXaSD/WgugNjnkV438v4Vz+BpX6iuHcNk4vkg52YKuqo2vZNUjfOIKkmYRkwqmitZ5Jk+66LIrpeIHroDQFt3Uqfm7qMQnRA3M9Rp4xs9yW0Yni6bHUKfcai+8j23yR29F0CGz+LqWgmaG+dh3vOOrKd5zF5AjgmLsQxeQnIqhgr6z6J6q/lYtSBeckTI/0t3oa5cjyKw4ukmHBMW4FtwmyixcD61NXj2FvmUBjsxDlzNc7pdxXrIVX4Vz1ZeocKsUFhPWG2ikzpUTUNDJ3okTfxLLmP6KERvQlA8tJBbE3T8a/5OMmrx6i4+7dIXTvJdaOeriITKZ/NULH6KUz+WpBV7BMXYK2bWNzM9BP5aESZDKKwL5ssyKoZ1RPAu/ZTZcVwI5chdekQltpW7BNmjcn/jR58lS2TFVbPrEBVJGorHPzBk9PxXHyDQjqBb/VTyHY3itNHrv8G5kDDbewug8ju53FOXVb6SezwW2PCof532m/sCUBRQI8Pg2EgO32Y7G4CGz+P4vBQyOdQZOmOx3rF4cW98B5kTxCt+zJaYqzqLj/cK2L0Qj2YKmpRnL5ydolWwCjk8Sy8l0J0kOSlg3dkqbgyA1jVKm7nbuSj/UUqmq9cfXjr34e6yLSfpXLrNwAxAcV2/FTADEvuH/P5QmQAa10bmZ7LYBikLh/GMXUZlqaZWAJ15EO9+Fc9iWQSHkh6NkNuuActFcU5YxUmb5WwYZZl4md2C/rjOWEHrM9LIVls6OkEWnwQ2/gZOKatEH83NoSlslHI8eduREtFCGz4DJmuS6SuHiupUAuxIRSHh9COZ7A2Taf68T9EMlkBA0/DVPL5PAxcR/EE8LXOw0DkrRrZDIaiooV6BXXT6SO872VM3gDeRVvRs0mG3v4RnsX3kY8Okj/6Nq45GzC0wh2fhxYdBodH2FokI+QHbuBd9hCS1QGShHf5w8iqmcjB1xj+4F/KJlnZZBXwkdM3YqfgDQr77eK9ix59h0J0gGzPNWSLmIQtNc0ioH3OBgqxQbRMmnzvFWS7546smEJ0ANXpJz/UJeo1JuuItYDVAbr+bwjaYmLhnb4Cc1UTejZD7MjbGFoePZ+jYsOnhfBLVtFScSRFJbTjWeyTluCauQrnrDXCL0iSMfJ5/NoACZOfuvu+gYwOhk4u0l8UXQKShFYU5cVPf4Qp2IDJV41sdWDkMqiBcVQ9uJxM53nCe35RVtAuRAawjZtyR+GUFg8jq+Zy18xik1QzhVQM//KHyfbdwDl1KXXYkWUJXTeQMlFCR36GY9Ii7BMXCnM8XcNSLRauTMd5crdZvhslOw4Hhskxxi4lHx0Q0M2dmDm6hmrk+fRdFTyyvAE1n8Ca6YCFGwXJIBkXEaS6gXf5Q5gqapHMtrKNopaMYm2cSqbzQpFxZojTgHvsn/tV2m/sAqBpYK9pAVklcuDlkgWEpWEqlurxoOdR3cFyO1mrA9liZ+i9H+OeczfmQD2GJzDm6GwbP4P+X/x3QbtTVCrWfJzhD39a4lur3iryw90l1oTs8OGZu2FMVJ6lohpSEW4XcLnnbUJLR8n1XRO78FGJU1Kx5pAP91OIDSKpFqIHXyv9uxiwYwVhoZ3PlXajnsVbyQx045o4j/7n/6SEvVvqJ+Jb8QTZ7ksYmQTm6mZSl4+WIi4l1Uxg0+fBbMU6bhp9P/svApYo+t7cmohsLXMwVzejJyPET3yAZ9F9pK4cFQE9Kx8v+d2X7mfLbNLtwuK6EB0kP9zF8Ls/xjl9JdaWeUTe+kFpITQFG/Euuo/IgVdwz72bxPn9JeaLpJgI3vtV4uf3Ejv2DrLVKTyMbp7B0TKP5KWDJC/sxzV7HarTV767LF6HUcgTP/ouGAUSZ3Zha1uApbKxBDdYG6cima3lOL4kgyTjmLSY+KkPsdz1CK45G4gVyQS37p1/1ZOkO8+RaT9DtucqhUg/WiJEtuuCSOlSzZgrG7E2zSB66A2cU5aUcO3SNY6bSvSYKEjbW+chSTKqr5pCuI9s7zVUdyX2lrmkymilUsm1M3bkLaH+Pfou3mUPYhgGmfYzhN7/p9J3CW75EoYhYW2cirWuhf5f/Gnp+wbv+TLDH/wLUiaJGYhU1OGcsZLwzn8V1zRlKRLSiN24JOPf8BkkvcDAK39duiLXrLXEu4W1xO2TuclXyeAbPxDsp9vEdLYJM8kNdo1hyEmqGS0ZRbHYGXjtu6XTncdXwxfWPsUP3+8jLPmwagUSZ3djqW3BXN1MeNeIcM677GGMbGoE6pMVVHdA1F3yGZInhC336PfNPn4m8bO7cUxaMibVT3FVQCbB0Et/Lj7bMpeUoqIlwpgrx2Fvm09o+09LUJhsseO76xFC258u9XFL+GhvnY+eSaHnUqi+O5gy/ortNxoC0vNZ8YKN8v+xT5hO7MibxE/txLNwS4kmZgo04Fv+CAYStmIil+IOINs9uOdtFnxt1Yxn8TZyQx0jnGutQOzkdtxz1gNgqWulYt0nyEeEWEP1VBK4+9PITh+uOXeDoop82kX3kem8QPz0TgKbPo/i9IIkl/J6owdeI3FhvwhnqZ8o+vLV4F/1BMlLR/CveoLYkbeFNH/pg0IMppoxkKi4+zOiPyTskxYLHvMoKCJ6+E08c9YQ3v18WeE123WJQqSf1I3TeO96REwqo37PKOSIHnkLqQg/gAjBiR5+o+wlTV89jqwoqK4KwWGW5NIgT5zZJbQDLr+4vrb52JpmkO26iKW2lYq1nyC8Q0wmheggiVPby05B+cEOtHScfKgPSVbLaI+Glie890Vcix8gn06RunIU58zVgrkSrMfeOg89k0RSVBSHD9ecDcJkzmTFs+g+kOQiZTdYgiRcU5cR2TcisMp0nMNa14a9ZS4gobj8+Fc9SezIW6i+KrHjV81YqprKRD1GIUfi3B4ckxaT7bmKpa6NivWfJh8dKj7bagJbvkTi/H4slU145m8i23ezZKUhqWbcC+9ByyQxchnsEwWVObTjWfyrnsJcNZ70tZOYKxuwtczB1jpfXJ/Th3/NU0gWO6lrJ/As3kam/SxaIiRCWfzV5Rx/Qye081ls46aKye7wmyNmijXNJC8dLmMT5Ye7xT01W8X4DzaUZU1g6OjJCKHb1OXxk9vFPZQUXHPWl78XHefB0Imf/EBEPN4aK61zsTfPIbLvl3jmb8bSOLXsvcgMdpK9HdoL9zLT1kulz8a/Hkpg3vBVFFcF9pZ5JbXwrRY58DLueZtEn56gOBVbnUgWB8kL+ygMdSLbvSgOLygq7rkbsdRPQlLNIjVty5cxBUVtxFw9nsDdv1WKoQRIXT2GpWq8oF37qoU30fBIfUDPpsh0XsDaMhcQGRaiBnOK6MHXcM1dT+V9X78jWeJXbb/WE8APfvAD3nlH4JMrVqzgd37nd9i/fz9/+qd/SjabZePGjXzjG9/4tfxtRYHcYMeI0VKx3bLzNQo5hrf/FHvbfOzNs1F9NQy98w8Et3wZe9tCJJNZiJ0q6jDXtmKbupxYTsaIdJA8UF6ALYR6sa95ClNFHenrp+j/5XewNU2j6tE/QDIkDNVM+tw+7K3zMFc2Ugj1kji3t6RD0LMp7G0Lxe7uyFvkB9rFS2dAaMez2Jpn4V36gAg0H+zAWtdK5NDruKatQM9nUD1BKu//Nno6jlozAT06iH/Nx9FSMSRFFcHgo5sm9Av50NikND0dx1o3CalYGL695Yd70HOZUtFQsTnHePyPvs+y1VnG3MkPdxPZ/7JwWPRVkbx4GHOwkerH/zOZrov0v/QdKDJ/nNNXosWHsdVPItd/s+SaqcWGkC22O/qzFMJ9GOkYliWP43Q70MO9uBdtpTDUiWPKMqzjpmEKNpA4swtTcByBTcIOPHH6I5yz1yErCrLNjXfpA8SOvYuey2CuGlfMLBD+98lLh3DNXoe5qgktFRMukUV/pejRd0A14Z65duy9C/WiZ1PC+G+gnUzHeWSTBe/KxzG5/Bi5DJ65d5O8chjb+JlYxk1DsblxTFmKlkmRj/RRGOzAu2QbWjqBbLbgnLIE2WKlYtPnSV8+IpTTaeE55Jq+AtnqBElAJ65pK8gNd5O+IXz/FacPIzsWutASEfRUtGSkdqup7oqyQnjp8/EQis2NpXkOirMC77IHoUid1VMx0LU7QpmSomJtmkb8zC58yx9BtjqI7Hup9F7kQ70kzu4muPWbZK6fINN9mUzPZbyLt5K6dgL/yscwCgUkVUVLxvHMqSe847kxf0eJdPInD68mm9OwJjqwrP0EkvBPv+2LFEDX8S59AC0RIbznBfwrHhM+PcVFJR/qxj1nPabKcUQOvgaKjH/l4+jpBNHjH+Bb9ZSwbre66H/uD+A2n7Fbk7dstpPtLU8AAwHvBrZ8iXRVE9nuK4Q/Epsho5DD5K2mkIyI/m2NY373V2m/tgVg//797N27l1deeQVJkvjMZz7Dm2++yXe+8x2effZZampq+NznPseuXbtYsWLFv/vf1zSwVY67o0d3SURj6KQuHSLXdx3bhFnCtnWwk+h+IUayTZiFbHOSbl3Hd97qpb0/xR/eU8HtXBf7xAWED7xOdlQBJ9t3ncz100QPv4Fr1hpsTTMYfvsf8CzeOqawqzi9hD58RrAWeq9jrW0bEZcZOumrx8l2X8a38omiZQD4Vz1J9MibJRm+KdCAf/VT9P74m1Te9zUGX/s+YAiP9tsEUorTh24YZVnGt5rqqyT00neoevQPKNzhZbe3zEEv5FCcXrREhFz/TSwNk8iOEqvc2kkjSWjx0BgRnJ5NoWdThHe/gLV+EqGdz2GpaiLdcV746CgmvEseYPi9H5cMyWwTZonEpnN7MVc2oaffLO4My5utdS6ZG6ew2JwMvPY8t15yz/+vvTOPrqo8G/1v733GnCHjCWAIYZR5UmqYJAEkDCFAADGAUD+ulXv1q8vWtVxoddnbqnW5WLXV9i4/bsXWW1xCgdpiFVEXIDJZEMEhIlMYQ0hISHKGnGm/94/3cCAEa/Ez4jHv7x84Oyc777Ofvffzvs/7DCNnETm6T5Z//scLuAeO5cLm/5f8Pc/wSTKbNxETr9mcZBXNR3e4cPYcTsPWV5PfTR81C83qSNaBuYgw45f2gi7rI5AcW69hNO3ZSLT2BLZOPdAsNlqOf0Jaz6HUvfFfyZdDWu+bsXiyOPvqE6QXzpAJSv1HA9C0dyPORDmO5Jh2/JWcaUsJnfiU8MlKIJEBqxvklv+Uujf/KxlzbsstIL1wOvGQn/DpL9C6DWjjZrHn9SVSd4pw9REc+f1pSZwzfPoLXP1Gt3K9gKzlg6YTaz5PXaKOk2a1k1W8ULpGrxJFpRlWdKeH5n1vY82S4beZt85r07vb3qUXZqiZxl1/bzXztWbnET57jPpNL+IdMZWW018QazpP+ogpbVyt1szONKz9OUaaB0vhTCJnDmHP69PG3254sog2VF8qwaLpMl7/shWFNd1Hw9ZXyZ31AJHTXxC5bJWX1reQwGfbsWV1IVx9ODHbv2zP4OJzgWyVar1Kfw1n98G0nKyk8YPXW2V2WzI6YUZCaDbnVaLtvj7t5gLy+XwsW7YMm82G1WqlV69eVFVVUVBQQH5+PhaLhbKyMjZu3PjVJ/u62F3SBzlpSbJqX7S+Gt/0e5MVFa2+fNJvmU7LyUqyJy5qlaEYOvoRzl438fFZjeM18gW6Zl8Yc8wSObMCnN2H4Mjvj3dIsYwuQBbyyhx7O02JUMzmj95Fd7pwDRhDtL5aRvAksom9N00mXHeGnKlL8R/cReb4hQSO7iNzzFxZMydxvuzb7uJisS5rTlfC5463qsESrTtJtO4k2ZP+g+ZP3ydn6lIMV7pcRk9cjCVxs1mz8+RGcTSMZ/gknD2HAXL/I+u2uwifO0HGrfOIN9fj/2QbGWNvT147Z8/hOPL749/3rlzuZucRPLIP94Cx2LsNAGQ4aNb4hRjpPpkXoOu0nDlMxti5SXeQq98o0A0ZzTTsNsxQs/xbo2bJchh9C2n66O1W1ShDRz/C5usmE7bqTpJeWEbw2AGyJ/3HJV30GIZncDH2Lj0TL+dLM7zGXX/DPWQCzZ9uI95Um+izMF52sDJs2Hzdki9/SIQ2Vu5ARMOtfL4Ajbs3YHGl4+wxNHHt3GRP+RGgJc5nBV0ns3hhYgUqXV22HBnmau/Si6yJi4mcPy27jO3d2OrlFjy8V4Yrp6Wjp3mJ1FQRPLQnmfXs6DEY/yeXRZ4Jk/rNq0i/pSzp0jQ8WTL67JNtrRKOIueOoxlW7Df0kb19P95CVvEC6dZA9nfILJ5P4OAuQkf24RowGnv+wMTfETjy++MaMDb5MssYezuGW+ZQXN5RTETDNH+8Ge+IaVh9XWVfhdwCOTZvDr7p91G/5RXpi/fl4x46nnBNFd4RUxOTBx330ImgaTRsW4Ov7D+TJVxsnbqTNWER9YnZsSzpPIqsogqsud1xDy5Ojs87YmqyaU080Ei45hjWTgW01FThK/vPS89FTldySu8lkjBuhiuDnCk/ItZ8Xp7LKktptJz+Au8PpsnmLkUV6E557zm6DyJ95Ezc/UZyYedrBA9/iKtvoUz+S5wvq3gB/oO7yRx/J8I00aw26eK7+FwMKkKzOmjavUFGWyXfUd3ILlkiGw853IhvrBYoaOLyVkPtRFVVFfPnz+fOO+/k2LFjLF++HJCrhD/84Q+sXLnyK87w9Ti/+RVCVQfIHHu7rPseakJEwgSPfojhlC3qnL2GEzp2AGtGDnUbX2w1IwDInrqUPx3M5u09p5LHMj12FhV1YoS3lpaDO2k5USn9s4ELuG4sJPD5TgKVO1q9wDLGzMEUYPVmY0ZbIB5HREJELtTg6T8GMxYlfPpzdFe69OVHWtBtTqy+fAKfbcdwpdP0zzdw5PfDNfBWmv75RpuZjqv/aIQZx9W3EM3pRtdkz9tA5c5E7kOGjEqq3El2yRJizfU4biyEaAgMK5puIX6hmqbPdmDP7ETjztcwPFm4+49Bs9mJnD+Nt3CmXCqLOJGzVVjcGcRDfkInKnF26481txuxhnMEPnufeOACab1vkm0b0zIwm2rR7S40S6KwXt1p0nrfjC0nD9MUoGk073kT96BbW208JnUx+W5i4SC6pmHJ7oquW4heOCtnRGac8JnDNO3dSO7ch6h59Yk290OnO37G+Y3/N9m0xJZbIGfbOV2J1p6k8QrXnu704C37KRfW/O825/LNegDd4UbTdIQwadz5GrrDhXfENDTdQJhxInUnE8lrjYSO7cd78xTCpz4nUneKYNXHZI6dh6NLD6r//Hib82fddhfWzM4EKncmX/YXK5daMnJbNWq5dI/NJXr+FK5+o2SV2Ly+1P3j/7TyMwN4RkzDltUlWcpDd7pxD7wV3enB5utG7YbnZdvUdJ9sfTq4GE3TCB75UM7YMzvh7DFURje5MqU7JR6n4bIVFSQ2vicuxvB1J26amNWHsKbnEA8Hadj2F0x/PTlT/ydCkzVviMcwvDlY0rMxg82g6RhON2YsgmZzoplxRDxK+OwxGrataeVeyZ58Nw1bXyW75H+AYWCkpcvKnDvWtVp5WH3dsN/QG8+wScSDzRhuryzGVlPFhW1/wVEwANeNhUTqTtL80buy1lSPIXLmnXUDGBbMQCPn//F7DFc6rgFj0e1OIudOyJXIiU8v5SdoOml9bsbm64ajx3CExYIel+W9MQwQQia2RUNEzh6l5cxh0nrdhG6xEmmoIa2HzMcwo1GCB3cR+OQ9MsbMxpLZGc+gcW30/3Vo9yigQ4cOsXTpUh566CEMw6Cqqir5MyEE2lWWyv+K8+f98mWRwOfzUFvbNlwMwJHbjcYd66hZ8xSZxQsSpXIv/a6tc0+idScJfL4LR7cBOLr2bV1LHFnDfWj3fN6+rKdKQ3OYhqYwTftXy7rlvW+i5cSnhE8dRLM6iNRUte4xkJiNNG9fR3phWRvXgdWbIxO/9r7V6qVnyy3ANWgckZoqNItNluo9tIfIueO4+o9pYwBsOV1p2L4+uamXM/0+Yg1nCR77qJUP1nClE6k7JWvPbF+Hb/p91G54vtW5PDPuB6R/96LLyjPsNi68txoNgaNgkCzlcFnIYeiL3WSMq0DEwth8XWk8ui85Rhn903om7R54K+HqwzR/+BbOXsNl8/BzVTTuPC9LEV+pi3AIPR6TD3/inG1KV9/4g0SBvIxWKyTNaidSd1I2WU+szCLnjhM5d1zmMNidXIkouJnTfhueK+q86A4XIh7Hf2BLGxeavUsvGra8ctWxeW+aTOMH/0hGvTS8+0fS+o3G0X0ILVdW94xFiNSeTK4CL+riwvt/wTfj/jZuG2tOV2KN5wid+AyLN4emvW+RM+PHOAoGtjEAFpe3VdiimajH7+o3itCJzxDRMP5EY3Pd6cHwdaflyB6s6bmYoWbCoWbCZw5LHRTNv6q7C2S0XPDcKf7woYseuU6Kat+T+1tJpeiYLX4E0LD5ku/+8muXWVRBw9ZLjXy8I6YS+HxXq5e/ZrUT9zdgtgSINZ6TkT26QebY29vsWTgLBqJZ7dRveSXRMlIkeoF/jhkOEPzin0QbzmLLLZDJkWcOJQMhMosXyNr8Qfm+iQcak/WbXIPGETl3AjMSvlRnTJgEv/gnoaP7+TDaiy7WJpzbXyCzeEFyPA1bXsE3437q35GbxcHPZP/ptH4jEUIQOf5JMjdAT7TVtKTnfuk772roukZ2tvvqP/u3z/I12Lt3L3fddRcPPvgg5eXldO7cmdraS2GXtbW15Obmttvf17O6kjHuDjSLDf8n75E1cXHSnWHN7U5mUQXhs1WAdA15R0xLRtxoNoes8WJ10j1UyewxeVgMDU2D4qGdGeY4RTxwAXt+P5wFg2W3pKwbSOsxBO+IKVgTmZK6003WxB8mo0osmV1wD52QDB10D7pVJkdZHbI+UGJJafXl4xleQsN7a6SbJBrGnncj9ry+MjFNNxJ+Yel28I6YhuHNThpUZ++bMNIyMDzZZBUvTPrLLek+Movm03xgM3qal6zxC4n6G0i7MVG+2rDgLSzDjITJGDMn6bN09hiKs8cQRDiAs/tgAp9tJ2fy3VgS/n3DlUHmhDsxPJkYniwMdxauviMT45NVDjNGz06ez1EwCHvejVg8WYhYRBbxyi0gfcRU4qEmnAWDsN/QO6kL2ZvYT6TutExo0y2ydsy4ikTOANjz+pFeOJOGra+QMXoOlnR5bxnuTCnzvndw3viDpNtLM6zSRXD6EKCRWbwgOT6j2xBqbxiLN9NDZlEFhjdHHvdkkznuDow0L/aufWUyHHK2m3wZajqhYwdkDsFFebsPBpsD3/R7MdyZCV3k4uw+kIwxs7FdlNWeJvMN7GkED+8lfK4K7w9K5awRjbR+I4k215NVvEDWBSJRT3/4JFpOHyJzzFwCh/eSU/q/MMMtWLPycPa+Kanb9MIZhM9WETqyj8yi+clKk/b8ATJBq2/hpXvF6yNedC/x3D6IcBBnj8E4e1y6dhlj5oLFSsvxz9B0Kxlj512mi744et7EMfdwqhuiDM/T8Q6dmIyS0Z1ueb0dbgxvtmxcn3gm0GQ3Ps1iw//xe7KpesLN13LmEDmTf5R03chEyPn4K3eSPeVuoomObpqmyxVZYZnMdEYjrc8ILBmdsXXqDtEW0m68Bc/QCYROVuK9eUrShRsPNOIeXHTpPrFcdNXIHtIIyLh1XvLaOboNxN1/tOxRnZ1Hxpg5l8bnysAsvhe3y47ri41k3CrvCc3mlNFOmk48GpbXIqmL/niGTMDRuQeR86eSusgcV4G9az/MrEtZ2P9d2s0FVF1dTXl5Oc8++yyjRo0CIBwOU1JSwssvv0zXrl1ZunQpc+bMYerUqf/2ea9lBQDgdGroF85APIJmdaIJgRkJypo7CIhGEGYMzZCzASwWuNiH1u5Es9gx/Q2YFjt1cS+mGSPbHsMaCyBMkxZbJjazBT0aQHO4EeEQmtUGpomIhWV4pmHFjAQAnbjNhYjFsYgwmhCgGwibAy0WSSamiXgM3epAmDFELIJmT0PTDcxAo5wFxCJohoGw2NFCzfKl4/SgRaMIMwpmXI4l0QVKNv6OI8w4wrChGwYiEkK3OTAjYTRdR3N4MIMX0HQdrGkQCRC3u9CjYYhH0B0uzHCLdE9FQ/LFJjRZdCnaIv/VdTSLAzSBiISleyQWAYtVPthmHE3TMGNRdItNFndLdGQyo2F0i11u2msyikiz2uV57E40TSBicel+sjsgFoV4DM3pQURCiGgE3Z2e6CEsZJVWu0tunFltiFgE3eYEIXMlRDya+HsmwowRt7jxY8UrgkSjMUK6C6dFYBct0qUTiyLiEXldW/zodpfUXbRF+u+tTrR4DBxpkOgiprszMUN+RDwi77d4VF4zYSKiLUlft2a1yYZA4cR1tMrQVBFolLqzOaWbTrdcakxvmmDoUg6rQ66O7C7MiIxGQtfRrXbMSAR0Ia+npst9sWgLxKJo7gxEKCDPYUu7bB9CIOIxgoYXU7fhjtSiOd2IYDO6S86ANcOQ94kp9YCuy0qWsQgiHkOz2AjhoL5FI9NlxSVCmC3N6I40zGgYDS3h+5YrO8PpkddKA83pgXhUyhmPoqelI8LBhKxOea9YbckG7WY4KK9BTNbxEdFwImnNQAjZ8F5EW8Cwynst2IRmscrgiFhE1qEyTTSrVd5HFhsiHge7CxHxgxByX0ezgJCyiXhUPpsIdFsa8UhL4pmNXryExGNRWgwXMd1OumiWz7fFAkJDs1jk347H5H2uGRALJ5536fYSdjcWM5wIXbaC1Y6zc49rmv3Dv14BtJsBeOKJJ1i3bh3dul0KV6qoqKB79+7JMNCioiIefvjha3IDXasBSDW+b/KAkikV+L7JA0qmi1wXA9BeKAOQeiiZvvt83+QBJdNFrtsegEKhUCi+uygDoFAoFB0UZQAUCoWig5Jy1UB1ve2G8dWOpTLfN3lAyZQKfN/kASXTV30/5TaBFQqFQvHNoFxACoVC0UFRBkChUCg6KMoAKBQKRQdFGQCFQqHooCgDoFAoFB0UZQAUCoWig6IMgEKhUHRQlAFQKBSKDooyAAqFQtFBSVkDsGHDBqZNm0ZJSQmrVq263sP52ixatIjS0lJmzpzJzJkz2b9/Pzt27KCsrIySkhKeffbZ6z3Efwu/38/06dM5dUp2MPoyGSorK5k9ezaTJ0/mZz/7GbFY7HoN+Su5UqaHH36YkpKSpK7efvttIDVk+t3vfkdpaSmlpaU888wzQOrr6GoypbKOAH77298ybdo0SktLeemll4B21pNIQc6ePSvGjx8vGhoaRCAQEGVlZeLQoUPXe1jXjGmaYuzYsSIajSaPhUIhUVRUJE6cOCGi0ahYsmSJ2LJly3Uc5Vfz0UcfienTp4uBAweKkydP/ksZSktLxb59+4QQQjz88MNi1apV13HkX86VMgkhxPTp00VNTU2b737XZdq+fbu44447RDgcFpFIRCxevFhs2LAhpXV0NZk2bdqUsjoSQojdu3eLiooKEY1GRSgUEuPHjxeVlZXtqqeUXAHs2LGDkSNHkpGRQVpaGpMnT2bjxo3Xe1jXzNGjRwFYsmQJM2bM4M9//jMHDhygoKCA/Px8LBYLZWVl33nZ1qxZw+OPP57s7/xlMpw+fZqWlhaGDRsGwOzZs7+zsl0pUygU4syZMzzyyCOUlZXx3HPPYZpmSsjk8/lYtmwZNpsNq9VKr169qKqqSmkdXU2mM2fOpKyOAG655RZefvllLBYL58+fJx6P09TU1K56SrlqoADnzp3D5/MlP+fm5nLgwIHrOKKvR1NTE6NGjeKxxx4jGo2yePFi7r777jay1dTUXMdRfjVPPvlkq89X009NTU2b4z6f7zsr25Uy1dXVMXLkSB5//HE8Hg9Lly5l7dq19OnT5zsvU58+fZL/r6qq4s033+TOO+9MaR1dTaZVq1bxwQcfpKSOLmK1WnnuuedYuXIlU6ZMafdnKSVXAKZptuojLIS4pr7C3xWGDx/OM888g8fjISsri7lz5/Lcc8+lvGxfpp9U1lt+fj6///3vyc3Nxel0smjRIrZu3ZpSMh06dIglS5bw0EMPkZ+f/73Q0eUy9ezZM+V1BHD//fezc+dOqqurqaqqalc9paQB6Ny5M7W1tcnPtbW1yaV6KrFnzx527tyZ/CyEIC8vL+Vl+zL9XHm8rq4uZWQ7ePAgb731VvKzEAKLxZIyMu3du5e77rqLBx98kPLy8u+Fjq6UKdV1dOTIESorKwFwOp2UlJSwe/fudtVTShqA0aNHs3PnTurr6wmFQmzatIlx48Zd72FdM83NzTzzzDOEw2H8fj9//etf+elPf8qxY8c4fvw48Xic119/PeVkGzp06FVlyMvLw263s3fvXgD+9re/pYxsQgieeuopGhsbiUajrF69mkmTJqWETNXV1dx3330sX76c0tJSIPV1dDWZUllHAKdOneLRRx8lEokQiUR49913qaioaFc9peQeQKdOnfjJT37C4sWLiUajzJ07lyFDhlzvYV0z48ePZ//+/cyaNQvTNFmwYAHDhw/n6aef5sc//jHhcJiioiKmTJlyvYd6Tdjt9i+VYfny5Tz66KP4/X4GDhzI4sWLr/No/z369evHPffcw/z584nFYpSUlDB9+nTguy/Tiy++SDgc5umnn04eq6ioSGkdfZlMqaojgKKiIg4cOMCsWbMwDIOSkhJKS0vJyspqNz2pjmAKhULRQUlJF5BCoVAo/vsoA6BQKBQdFGUAFAqFooOiDIBCoVB0UJQBUCgUig6KMgCKDsmiRYtYsWJFm+MrV65k0KBBV/3ZlSxZsoT6+vr2GJ5C8a2gDICiQ7JgwQLWrVvX5viaNWt44YUXuOeee77yHNu3b2+PoSkU3xrKACg6JJMmTSIYDLJnz57ksQ8++AAhBB9++CG/+MUvAJgwYQLPP/88CxYsYPz48fzmN78BZN15gB/+8IdUV1ezefNmKioqmD17NsXFxcnvAaxYsYKSkhLKy8t58sknmTBhAgCRSISnnnqK8vJyZsyYwbJly/D7/d/OBVAoUAZA0UGxWCzMmzePtWvXJo+tXr2aBQsWtCmqFQwGeeWVV3j11VdZuXIlJ0+e5Fe/+hUAf/rTn+jcuTMrV67k6aefZv369axevZoVK1ZQX1/Ptm3bWL9+PWvXrmX9+vUEAoHkeVesWIFhGKxfv56///3v5Obmsnz58m/nAigUpGgpCIXim2DevHmUlpbi9/uJxWK8//77/PznP+ePf/xjq+9NnDgRkCVIsrOzaWxsJD8/P/lzTdN44YUX2LJlC6+//jpHjhxBCEEoFGLr1q1MmTIFr9cLwMKFC9m1axcAW7Zsobm5mR07dgAQjUbJzs7+FiRXKCTKACg6LJ06dWL06NG88cYbBINBJk+ejMfjafM9u92e/L+maVxZPSUYDFJeXs5tt93GiBEjmDNnDu+8806yGuXl3zcMI/l/0zR55JFHKCoqAiAQCBAOh79pMRWKL0W5gBQdmoULF7JhwwZee+01Fi5ceE2/axgGsViM48eP4/f7eeCBB5gwYQK7d+8mEolgmiZFRUVs2rSJ5uZmgFYup7Fjx7Jq1arkdx977DF+/etff6PyKRT/CmUAFB2awsJCLly4gNvtpm/fvtf0u1OmTGHRokVomkZxcTFTp05l6tSpbN68md69e3P8+HFGjRrFvHnzuOOOO5g9ezbNzc04nU4A7r33XvLy8igvL2fatGkIIVi2bFl7iKlQXBVVDVShaEc+/vhj9u3blyzV+9JLL7F///5WUUIKxfVCGQCFoh3x+/088sgjHD16FE3T6NKlC7/85S/p1KnT9R6aQqEMgEKhUHRU1B6AQqFQdFCUAVAoFIoOijIACoVC0UFRBkChUCg6KMoAKBQKRQdFGQCFQqHooPx/Vu2+KMRh7kUAAAAASUVORK5CYII=",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=data_2, x=\"Vintage\", y=\"Age\", hue=\"Response\")"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Hier ist zu sehen, dass Kunden zwischen 30 und 50 Jahren ein höheres Interesse aufrechterhalten. Vor allem Kunden, die seit 0 bis 100 Tagen beim Unternehmen sind, scheinen interessiert zu sein. Auch hier ist keine Linearität erkennbar."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Vintage', ylabel='Policy_Sales_Channel'>"
- ]
- },
- "execution_count": 45,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=data_2, x=\"Vintage\", y=\"Policy_Sales_Channel\", hue=\"Response\")"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Keine Linearität.\n",
- "- Kunden, die über Vertriebskanal 40 und 120 erreicht wurden, zeigen signifikant höheres Interesse. Für Vertriebskanal 40 ist eine blaue Masse im Bereich zwischen 200 und 300 zu sehen."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 46,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='Vintage', ylabel='Region_Code'>"
- ]
- },
- "execution_count": 46,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=data_2, x=\"Vintage\", y=\"Region_Code\", hue=\"Response\")"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Keine erkennbare Linearität.\n",
- "- Regionen zwischen 30 und 40 mit Zugehörigkeit zwischen 100 und 200 Tagen zeigen häufiger Interesse."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Es wurde eine Logarithmisierung durchgeführt, um zu sehen, ob eine engere Linearität erzeugt werden kann. Dies war ein Testlauf und beschrieb keine Linearität in den folgenden Daten."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 47,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>Gender</th>\n",
- " <th>Age</th>\n",
- " <th>Driving_License</th>\n",
- " <th>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
- " <th>Vehicle_Age</th>\n",
- " <th>Vehicle_Damage</th>\n",
- " <th>Annual_Premium</th>\n",
- " <th>Policy_Sales_Channel</th>\n",
- " <th>Vintage</th>\n",
- " <th>Response</th>\n",
- " <th>log_vintage</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>Male</td>\n",
- " <td>44</td>\n",
- " <td>Yes</td>\n",
- " <td>28.0</td>\n",
- " <td>No</td>\n",
- " <td>> 2 Years</td>\n",
- " <td>Yes</td>\n",
- " <td>40454.0</td>\n",
- " <td>26.0</td>\n",
- " <td>217</td>\n",
- " <td>Yes</td>\n",
- " <td>5.379897</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>Male</td>\n",
- " <td>76</td>\n",
- " <td>Yes</td>\n",
- " <td>3.0</td>\n",
- " <td>No</td>\n",
- " <td>1-2 Year</td>\n",
- " <td>No</td>\n",
- " <td>33536.0</td>\n",
- " <td>26.0</td>\n",
- " <td>183</td>\n",
- " <td>No</td>\n",
- " <td>5.209486</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>Male</td>\n",
- " <td>47</td>\n",
- " <td>Yes</td>\n",
- " <td>28.0</td>\n",
- " <td>No</td>\n",
- " <td>> 2 Years</td>\n",
- " <td>Yes</td>\n",
- " <td>38294.0</td>\n",
- " <td>26.0</td>\n",
- " <td>27</td>\n",
- " <td>Yes</td>\n",
- " <td>3.295837</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>Male</td>\n",
- " <td>21</td>\n",
- " <td>Yes</td>\n",
- " <td>11.0</td>\n",
- " <td>Yes</td>\n",
- " <td>< 1 Year</td>\n",
- " <td>No</td>\n",
- " <td>28619.0</td>\n",
- " <td>152.0</td>\n",
- " <td>203</td>\n",
- " <td>No</td>\n",
- " <td>5.313206</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>Female</td>\n",
- " <td>29</td>\n",
- " <td>Yes</td>\n",
- " <td>41.0</td>\n",
- " <td>Yes</td>\n",
- " <td>< 1 Year</td>\n",
- " <td>No</td>\n",
- " <td>27496.0</td>\n",
- " <td>152.0</td>\n",
- " <td>39</td>\n",
- " <td>No</td>\n",
- " <td>3.663562</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " Gender Age Driving_License Region_Code Previously_Insured Vehicle_Age \\\n",
- "0 Male 44 Yes 28.0 No > 2 Years \n",
- "1 Male 76 Yes 3.0 No 1-2 Year \n",
- "2 Male 47 Yes 28.0 No > 2 Years \n",
- "3 Male 21 Yes 11.0 Yes < 1 Year \n",
- "4 Female 29 Yes 41.0 Yes < 1 Year \n",
- "\n",
- " Vehicle_Damage Annual_Premium Policy_Sales_Channel Vintage Response \\\n",
- "0 Yes 40454.0 26.0 217 Yes \n",
- "1 No 33536.0 26.0 183 No \n",
- "2 Yes 38294.0 26.0 27 Yes \n",
- "3 No 28619.0 152.0 203 No \n",
- "4 No 27496.0 152.0 39 No \n",
- "\n",
- " log_vintage \n",
- "0 5.379897 \n",
- "1 5.209486 \n",
- "2 3.295837 \n",
- "3 5.313206 \n",
- "4 3.663562 "
- ]
- },
- "execution_count": 47,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# create table for testing\n",
- "newTest = data_2.copy()\n",
- "# generate values\n",
- "log_vintage = np.log(newTest['Vintage'])\n",
- "# add column in newTest\n",
- "newTest['log_vintage'] = log_vintage\n",
- "# show table\n",
- "newTest.head()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 48,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='log_vintage', ylabel='Age'>"
- ]
- },
- "execution_count": 48,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=newTest, x=\"log_vintage\", y=\"Age\", hue=\"Response\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 49,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='log_vintage', ylabel='Annual_Premium'>"
- ]
- },
- "execution_count": 49,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=newTest, x=\"log_vintage\", y=\"Annual_Premium\", hue=\"Response\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 50,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='log_vintage', ylabel='Policy_Sales_Channel'>"
- ]
- },
- "execution_count": 50,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=newTest, x=\"log_vintage\", y=\"Policy_Sales_Channel\", hue=\"Response\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 51,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot:xlabel='log_vintage', ylabel='Region_Code'>"
- ]
- },
- "execution_count": 51,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.scatterplot(data=newTest, x=\"log_vintage\", y=\"Region_Code\", hue=\"Response\")"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.5 Zurücksetzen des Index"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Nachdem die Ausreißer entfernt wurden, soll eine neue Tabelle bzw. ein neuer Index erstellt werden, um die entfernten Werte aus der Tabelle zu bereinigen. Mit `drop=True` wird schließlich ein neuer Index festgelegt, wobei der alte Index entfernt wird."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {},
- "outputs": [
- {
- "data": {
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- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
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- " <th>Gender</th>\n",
- " <th>Age</th>\n",
- " <th>Driving_License</th>\n",
- " <th>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
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- " <th>Response</th>\n",
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- " <th>min</th>\n",
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- "text/plain": [
- " Gender Age Driving_License Region_Code \\\n",
- "count 312419 312419.000000 312419 312419.00000 \n",
- "unique 2 NaN 2 NaN \n",
- "top Male NaN Yes NaN \n",
- "freq 167009 NaN 311745 NaN \n",
- "mean NaN 38.318009 NaN 26.44119 \n",
- "std NaN 15.572843 NaN 12.92607 \n",
- "min NaN 20.000000 NaN 0.00000 \n",
- "25% NaN 24.000000 NaN 15.00000 \n",
- "50% NaN 35.000000 NaN 28.00000 \n",
- "75% NaN 49.000000 NaN 35.00000 \n",
- "max NaN 85.000000 NaN 52.00000 \n",
- "\n",
- " Previously_Insured Vehicle_Age Vehicle_Damage Annual_Premium \\\n",
- "count 312419 312419 312419 312419.000000 \n",
- "unique 2 3 2 NaN \n",
- "top No 1-2 Year No NaN \n",
- "freq 162899 156656 160072 NaN \n",
- "mean NaN NaN NaN 35572.496465 \n",
- "std NaN NaN NaN 10001.929798 \n",
- "min NaN NaN NaN 6098.000000 \n",
- "25% NaN NaN NaN 28418.000000 \n",
- "50% NaN NaN NaN 33844.000000 \n",
- "75% NaN NaN NaN 40984.000000 \n",
- "max NaN NaN NaN 72959.000000 \n",
- "\n",
- " Policy_Sales_Channel Vintage Response \n",
- "count 312419.000000 312419.000000 312419 \n",
- "unique NaN NaN 2 \n",
- "top NaN NaN No \n",
- "freq NaN NaN 274776 \n",
- "mean 111.836918 154.257916 NaN \n",
- "std 53.874091 83.672545 NaN \n",
- "min 1.000000 10.000000 NaN \n",
- "25% 29.000000 82.000000 NaN \n",
- "50% 125.000000 154.000000 NaN \n",
- "75% 152.000000 227.000000 NaN \n",
- "max 163.000000 299.000000 NaN "
- ]
- },
- "execution_count": 52,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# safe data_2 as NewDataframeName\n",
- "NewDataframeName = data_2.reset_index(drop = True)\n",
- "# show new descriptive statistic of NewDataframeName\n",
- "NewDataframeName.describe(include='all')"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.6 Umcodierung kategorialer Variablen"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Für das weitere Vorgehen zur Überprüfung der Multikollinearität wird eine Codierung der numerischen Attribute durchgeführt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Convert binary variables to 1 and 0 with Yes and No\n",
- "bin_var = [\"Driving_License\",\"Previously_Insured\",\"Response\"]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 54,
- "metadata": {},
- "outputs": [],
- "source": [
- "def binaer_umwandeln(x):\n",
- " return x.map({'Yes':1,'No':0})"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 55,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 312419 entries, 0 to 312418\n",
- "Data columns (total 11 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 Gender 312419 non-null object \n",
- " 1 Age 312419 non-null int64 \n",
- " 2 Driving_License 312419 non-null int64 \n",
- " 3 Region_Code 312419 non-null float64\n",
- " 4 Previously_Insured 312419 non-null int64 \n",
- " 5 Vehicle_Age 312419 non-null object \n",
- " 6 Vehicle_Damage 312419 non-null object \n",
- " 7 Annual_Premium 312419 non-null float64\n",
- " 8 Policy_Sales_Channel 312419 non-null float64\n",
- " 9 Vintage 312419 non-null int64 \n",
- " 10 Response 312419 non-null int64 \n",
- "dtypes: float64(3), int64(5), object(3)\n",
- "memory usage: 26.2+ MB\n"
- ]
- }
- ],
- "source": [
- "NewDataframeName[bin_var]=NewDataframeName[bin_var].apply(binaer_umwandeln)\n",
- "NewDataframeName.head()\n",
- "NewDataframeName.info()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 56,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>Age</th>\n",
- " <th>Driving_License</th>\n",
- " <th>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
- " <th>Annual_Premium</th>\n",
- " <th>Policy_Sales_Channel</th>\n",
- " <th>Vintage</th>\n",
- " <th>Response</th>\n",
- " <th>Gender_Male</th>\n",
- " <th>Vehicle_Age_< 1 Year</th>\n",
- " <th>Vehicle_Age_> 2 Years</th>\n",
- " <th>Vehicle_Damage_Yes</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>44</td>\n",
- " <td>1</td>\n",
- " <td>28.0</td>\n",
- " <td>0</td>\n",
- " <td>40454.0</td>\n",
- " <td>26.0</td>\n",
- " <td>217</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>76</td>\n",
- " <td>1</td>\n",
- " <td>3.0</td>\n",
- " <td>0</td>\n",
- " <td>33536.0</td>\n",
- " <td>26.0</td>\n",
- " <td>183</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>47</td>\n",
- " <td>1</td>\n",
- " <td>28.0</td>\n",
- " <td>0</td>\n",
- " <td>38294.0</td>\n",
- " <td>26.0</td>\n",
- " <td>27</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>21</td>\n",
- " <td>1</td>\n",
- " <td>11.0</td>\n",
- " <td>1</td>\n",
- " <td>28619.0</td>\n",
- " <td>152.0</td>\n",
- " <td>203</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>29</td>\n",
- " <td>1</td>\n",
- " <td>41.0</td>\n",
- " <td>1</td>\n",
- " <td>27496.0</td>\n",
- " <td>152.0</td>\n",
- " <td>39</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " Age Driving_License Region_Code Previously_Insured Annual_Premium \\\n",
- "0 44 1 28.0 0 40454.0 \n",
- "1 76 1 3.0 0 33536.0 \n",
- "2 47 1 28.0 0 38294.0 \n",
- "3 21 1 11.0 1 28619.0 \n",
- "4 29 1 41.0 1 27496.0 \n",
- "\n",
- " Policy_Sales_Channel Vintage Response Gender_Male Vehicle_Age_< 1 Year \\\n",
- "0 26.0 217 1 1 0 \n",
- "1 26.0 183 0 1 0 \n",
- "2 26.0 27 1 1 0 \n",
- "3 152.0 203 0 1 1 \n",
- "4 152.0 39 0 0 1 \n",
- "\n",
- " Vehicle_Age_> 2 Years Vehicle_Damage_Yes \n",
- "0 1 1 \n",
- "1 0 0 \n",
- "2 1 1 \n",
- "3 0 0 \n",
- "4 0 0 "
- ]
- },
- "execution_count": 56,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# create dummy-variables\n",
- "data_enc = pd.get_dummies(NewDataframeName, drop_first=True)\n",
- "data_enc.head()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 57,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 312419 entries, 0 to 312418\n",
- "Data columns (total 12 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 Age 312419 non-null int64 \n",
- " 1 Driving_License 312419 non-null int64 \n",
- " 2 Region_Code 312419 non-null float64\n",
- " 3 Previously_Insured 312419 non-null int64 \n",
- " 4 Annual_Premium 312419 non-null float64\n",
- " 5 Policy_Sales_Channel 312419 non-null float64\n",
- " 6 Vintage 312419 non-null int64 \n",
- " 7 Response 312419 non-null int64 \n",
- " 8 Gender_Male 312419 non-null uint8 \n",
- " 9 Vehicle_Age_< 1 Year 312419 non-null uint8 \n",
- " 10 Vehicle_Age_> 2 Years 312419 non-null uint8 \n",
- " 11 Vehicle_Damage_Yes 312419 non-null uint8 \n",
- "dtypes: float64(3), int64(5), uint8(4)\n",
- "memory usage: 20.3 MB\n"
- ]
- }
- ],
- "source": [
- "data_enc.info()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "In der aktualisierten Ansicht werden jetzt keine Objekte mehr angezeigt, die Umwandlung in Dummy-Variablen wurde abgeschlossen."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.7 Test auf Multikollinearität"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Um sicherzustellen, dass die spätere Regression korrekt funktioniert, dürfen keine Multikollinearitäten zwischen den Variablen vorhanden sein. Die Anwesenheit solcher wird mithilfe der Bibliothek Statsmodel überprüft."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 58,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " feature VIF\n",
- "0 Age 19.804783\n",
- "1 Driving_License 62.984075\n",
- "2 Region_Code 5.164535\n",
- "3 Previously_Insured 6.556592\n",
- "4 Annual_Premium 14.201152\n",
- "5 Policy_Sales_Channel 9.017606\n",
- "6 Vintage 4.371791\n",
- "7 Gender_Male 2.211746\n",
- "8 Vehicle_Age_< 1 Year 5.939466\n",
- "9 Vehicle_Age_> 2 Years 1.133583\n",
- "10 Vehicle_Damage_Yes 6.709365\n"
- ]
- }
- ],
- "source": [
- "# independent variables\n",
- "vif_test = data_enc.drop(\"Response\", axis=1)\n",
- " \n",
- "# VIF dataframe \n",
- "vif_data = pd.DataFrame() \n",
- "vif_data[\"feature\"] = vif_test.columns \n",
- " \n",
- "# VIF for each Feature \n",
- "vif_data[\"VIF\"] = [variance_inflation_factor(vif_test.values, i) \n",
- " for i in range(len(vif_test.columns))] \n",
- " \n",
- "print(vif_data)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die Variable \"Driving_License\" hat den höchsten VIF-Wert und wird aus dem Datensatz entfernt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 59,
- "metadata": {},
- "outputs": [],
- "source": [
- "data_enc.drop(\"Driving_License\", axis=1, inplace=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 60,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " feature VIF\n",
- "0 Age 12.623381\n",
- "1 Region_Code 4.864616\n",
- "2 Previously_Insured 5.866290\n",
- "3 Annual_Premium 12.116569\n",
- "4 Policy_Sales_Channel 7.628331\n",
- "5 Vintage 4.201412\n",
- "6 Gender_Male 2.182362\n",
- "7 Vehicle_Age_< 1 Year 4.934602\n",
- "8 Vehicle_Age_> 2 Years 1.128678\n",
- "9 Vehicle_Damage_Yes 5.795290\n"
- ]
- }
- ],
- "source": [
- "\n",
- " \n",
- "# unabhängige Variablen\n",
- "vif_test = data_enc.drop(\"Response\", axis=1)\n",
- " \n",
- "# VIF dataframe \n",
- "vif_data = pd.DataFrame() \n",
- "vif_data[\"feature\"] = vif_test.columns \n",
- " \n",
- "# VIF für jedes Feature \n",
- "vif_data[\"VIF\"] = [variance_inflation_factor(vif_test.values, i) \n",
- " for i in range(len(vif_test.columns))] \n",
- " \n",
- "print(vif_data)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die Variable \"Age\" hat den höchsten VIF-Wert und wird aus dem Datensatz entfernt.Age has high multicollinearity (VIF>10) and, as a result, is also removed."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 66,
- "metadata": {},
- "outputs": [
- {
- "ename": "KeyError",
- "evalue": "\"['Age'] not found in axis\"",
- "output_type": "error",
- "traceback": [
- "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)",
- "\u001b[1;32m<ipython-input-66-bc47fec320bd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata_enc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Age\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
- "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m 4161\u001b[0m \u001b[0mweight\u001b[0m \u001b[1;36m1.0\u001b[0m \u001b[1;36m0.8\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4162\u001b[0m \"\"\"\n\u001b[1;32m-> 4163\u001b[1;33m return super().drop(\n\u001b[0m\u001b[0;32m 4164\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4165\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
- "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m 3885\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;32min\u001b[0m \u001b[0maxes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3886\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3887\u001b[1;33m \u001b[0mobj\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_drop_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3888\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3889\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
- "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_drop_axis\u001b[1;34m(self, labels, axis, level, errors)\u001b[0m\n\u001b[0;32m 3919\u001b[0m \u001b[0mnew_axis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3920\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3921\u001b[1;33m \u001b[0mnew_axis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3922\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mnew_axis\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3923\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
- "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mdrop\u001b[1;34m(self, labels, errors)\u001b[0m\n\u001b[0;32m 5280\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5281\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;34m\"ignore\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 5282\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"{labels[mask]} not found in axis\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5283\u001b[0m \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5284\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
- "\u001b[1;31mKeyError\u001b[0m: \"['Age'] not found in axis\""
- ]
- }
- ],
- "source": [
- "data_enc.drop(\"Age\", axis=1, inplace=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " feature VIF\n",
- "0 Region_Code 4.593110\n",
- "1 Previously_Insured 5.080591\n",
- "2 Annual_Premium 9.093076\n",
- "3 Policy_Sales_Channel 7.576390\n",
- "4 Vintage 4.058008\n",
- "5 Gender_Male 2.143373\n",
- "6 Vehicle_Age_< 1 Year 3.376007\n",
- "7 Vehicle_Age_> 2 Years 1.118402\n",
- "8 Vehicle_Damage_Yes 5.107305\n"
- ]
- }
- ],
- "source": [
- "\n",
- "# unabhängige Variablen\n",
- "vif_test = data_enc.drop(\"Response\", axis=1)\n",
- " \n",
- "# VIF dataframe \n",
- "vif_data = pd.DataFrame() \n",
- "vif_data[\"feature\"] = vif_test.columns \n",
- " \n",
- "# VIF für jedes Feature \n",
- "vif_data[\"VIF\"] = [variance_inflation_factor(vif_test.values, i) \n",
- " for i in range(len(vif_test.columns))] \n",
- " \n",
- "print(vif_data)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Keine der Variablen hat nun einen VIF größer als 10"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.8 Merkmalsskalierung"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 67,
- "metadata": {},
- "outputs": [],
- "source": [
- "y = data_enc[\"Response\"]\n",
- "X = data_enc.drop(labels = [\"Response\"], axis = 1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 68,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>Region_Code</th>\n",
- " <th>Previously_Insured</th>\n",
- " <th>Annual_Premium</th>\n",
- " <th>Policy_Sales_Channel</th>\n",
- " <th>Vintage</th>\n",
- " <th>Gender_Male</th>\n",
- " <th>Vehicle_Age_< 1 Year</th>\n",
- " <th>Vehicle_Age_> 2 Years</th>\n",
- " <th>Vehicle_Damage_Yes</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>0.120594</td>\n",
- " <td>0</td>\n",
- " <td>0.488057</td>\n",
- " <td>-1.59329</td>\n",
- " <td>0.749854</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>-1.813484</td>\n",
- " <td>0</td>\n",
- " <td>-0.203611</td>\n",
- " <td>-1.59329</td>\n",
- " <td>0.343507</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>0.120594</td>\n",
- " <td>0</td>\n",
- " <td>0.272098</td>\n",
- " <td>-1.59329</td>\n",
- " <td>-1.520907</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>-1.194579</td>\n",
- " <td>1</td>\n",
- " <td>-0.695217</td>\n",
- " <td>0.74550</td>\n",
- " <td>0.582535</td>\n",
- " <td>1</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>1.126316</td>\n",
- " <td>1</td>\n",
- " <td>-0.807495</td>\n",
- " <td>0.74550</td>\n",
- " <td>-1.377490</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " Region_Code Previously_Insured Annual_Premium Policy_Sales_Channel \\\n",
- "0 0.120594 0 0.488057 -1.59329 \n",
- "1 -1.813484 0 -0.203611 -1.59329 \n",
- "2 0.120594 0 0.272098 -1.59329 \n",
- "3 -1.194579 1 -0.695217 0.74550 \n",
- "4 1.126316 1 -0.807495 0.74550 \n",
- "\n",
- " Vintage Gender_Male Vehicle_Age_< 1 Year Vehicle_Age_> 2 Years \\\n",
- "0 0.749854 1 0 1 \n",
- "1 0.343507 1 0 0 \n",
- "2 -1.520907 1 0 1 \n",
- "3 0.582535 1 1 0 \n",
- "4 -1.377490 0 1 0 \n",
- "\n",
- " Vehicle_Damage_Yes \n",
- "0 1 \n",
- "1 0 \n",
- "2 1 \n",
- "3 0 \n",
- "4 0 "
- ]
- },
- "execution_count": 68,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# scaling the variables\n",
- "\n",
- "num_features = ['Vintage', 'Region_Code', 'Annual_Premium', 'Policy_Sales_Channel']\n",
- "\n",
- "scaler = StandardScaler()\n",
- "\n",
- "X[num_features] = scaler.fit_transform(X[num_features])\n",
- "X.head()"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3.9 Trainings- & Testdaten erzeugen"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 69,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Split data into test and training data set\n",
- "# The default value of 80% to 20% is used\n",
- "\n",
- "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=110)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 4. Modellierung und Evaluation"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "Die Modellierung wurde mithilfe des Jupyter-Notebooks \"E11_Churn_Solution\" durchgeführt. Die Interpretationen wurden individuell vorgenommen."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 4.1 Logistische Regression"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "include": true,
- "paragraph": "Modeling",
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "Die logistische Regression ist ein nicht-lineares Modell. Sie arbeitet mit kategorialen Zielwerten (abhängige Variable). Sie wird verwendet, um \"Ja\"/\"Nein\" (0/1)-Entscheidungen vorherzusagen."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 4.1.1 Training und Vorhersage"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 71,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Optimization terminated successfully.\n",
- " Current function value: 0.269500\n",
- " Iterations 11\n",
- " Logit Regression Results \n",
- "==============================================================================\n",
- "Dep. Variable: Response No. Observations: 234314\n",
- "Model: Logit Df Residuals: 234304\n",
- "Method: MLE Df Model: 9\n",
- "Date: Fri, 05 Nov 2021 Pseudo R-squ.: 0.2666\n",
- "Time: 15:08:20 Log-Likelihood: -63148.\n",
- "converged: True LL-Null: -86106.\n",
- "Covariance Type: nonrobust LLR p-value: 0.000\n",
- "=========================================================================================\n",
- " coef std err z P>|z| [0.025 0.975]\n",
- "-----------------------------------------------------------------------------------------\n",
- "const -3.1757 0.049 -65.161 0.000 -3.271 -3.080\n",
- "Region_Code -0.0060 0.008 -0.790 0.430 -0.021 0.009\n",
- "Previously_Insured -3.9362 0.107 -36.695 0.000 -4.146 -3.726\n",
- "Annual_Premium -0.0251 0.007 -3.582 0.000 -0.039 -0.011\n",
- "Policy_Sales_Channel -0.0726 0.008 -9.634 0.000 -0.087 -0.058\n",
- "Vintage 0.0080 0.007 1.153 0.249 -0.006 0.022\n",
- "Gender_Male 0.0965 0.014 6.750 0.000 0.069 0.125\n",
- "Vehicle_Age_< 1 Year -0.6888 0.020 -33.883 0.000 -0.729 -0.649\n",
- "Vehicle_Age_> 2 Years 0.1093 0.024 4.620 0.000 0.063 0.156\n",
- "Vehicle_Damage_Yes 2.1595 0.048 44.976 0.000 2.065 2.254\n",
- "=========================================================================================\n"
- ]
- }
- ],
- "source": [
- "# add constant\n",
- "X_const = sm.add_constant(X_train)\n",
- "# create model\n",
- "log_reg = sm.Logit(y_train, X_const).fit() \n",
- "print(log_reg.summary())"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Wenn das P-Wert (P>|z|) für eine Variable größer als 0,05 ist und es sich nicht um die Konstante handelt, bedeutet dies, dass die Variable statistisch nicht signifikant ist. Die statistisch nicht relevanten Merkmale werden entfernt."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 72,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Removing the statistically non-significant features (P>|z|> 0.05)\n",
- "insignificant_features = [\"Region_Code\",\"Vintage\"]\n",
- "X_train.drop(insignificant_features, axis=1, inplace=True)\n",
- "X_test.drop(insignificant_features, axis=1, inplace=True)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Ein zweites Modell kreieren:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 73,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Optimization terminated successfully.\n",
- " Current function value: 0.269504\n",
- " Iterations 11\n",
- " Logit Regression Results \n",
- "==============================================================================\n",
- "Dep. Variable: Response No. Observations: 234314\n",
- "Model: Logit Df Residuals: 234306\n",
- "Method: MLE Df Model: 7\n",
- "Date: Fri, 05 Nov 2021 Pseudo R-squ.: 0.2666\n",
- "Time: 15:09:13 Log-Likelihood: -63149.\n",
- "converged: True LL-Null: -86106.\n",
- "Covariance Type: nonrobust LLR p-value: 0.000\n",
- "=========================================================================================\n",
- " coef std err z P>|z| [0.025 0.975]\n",
- "-----------------------------------------------------------------------------------------\n",
- "const -3.1759 0.049 -65.166 0.000 -3.271 -3.080\n",
- "Previously_Insured -3.9361 0.107 -36.695 0.000 -4.146 -3.726\n",
- "Annual_Premium -0.0248 0.007 -3.551 0.000 -0.039 -0.011\n",
- "Policy_Sales_Channel -0.0724 0.008 -9.614 0.000 -0.087 -0.058\n",
- "Gender_Male 0.0967 0.014 6.761 0.000 0.069 0.125\n",
- "Vehicle_Age_< 1 Year -0.6885 0.020 -33.872 0.000 -0.728 -0.649\n",
- "Vehicle_Age_> 2 Years 0.1092 0.024 4.617 0.000 0.063 0.156\n",
- "Vehicle_Damage_Yes 2.1593 0.048 44.974 0.000 2.065 2.253\n",
- "=========================================================================================\n"
- ]
- }
- ],
- "source": [
- "# New model\n",
- "X_const = sm.add_constant(X_train)\n",
- "log_reg2 = sm.Logit(y_train, X_const).fit() \n",
- "print(log_reg2.summary())"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Es gibt keine weiteren statistisch nicht signifikanten Variablen mehr. Das endgültige Modell wurde modelliert."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 75,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Optimization terminated successfully.\n",
- " Current function value: 0.269504\n",
- " Iterations 11\n",
- " Logit Regression Results \n",
- "==============================================================================\n",
- "Dep. Variable: Response No. Observations: 234314\n",
- "Model: Logit Df Residuals: 234306\n",
- "Method: MLE Df Model: 7\n",
- "Date: Fri, 05 Nov 2021 Pseudo R-squ.: 0.2666\n",
- "Time: 15:10:06 Log-Likelihood: -63149.\n",
- "converged: True LL-Null: -86106.\n",
- "Covariance Type: nonrobust LLR p-value: 0.000\n",
- "=========================================================================================\n",
- " coef std err z P>|z| [0.025 0.975]\n",
- "-----------------------------------------------------------------------------------------\n",
- "const -3.1759 0.049 -65.166 0.000 -3.271 -3.080\n",
- "Previously_Insured -3.9361 0.107 -36.695 0.000 -4.146 -3.726\n",
- "Annual_Premium -0.0248 0.007 -3.551 0.000 -0.039 -0.011\n",
- "Policy_Sales_Channel -0.0724 0.008 -9.614 0.000 -0.087 -0.058\n",
- "Gender_Male 0.0967 0.014 6.761 0.000 0.069 0.125\n",
- "Vehicle_Age_< 1 Year -0.6885 0.020 -33.872 0.000 -0.728 -0.649\n",
- "Vehicle_Age_> 2 Years 0.1092 0.024 4.617 0.000 0.063 0.156\n",
- "Vehicle_Damage_Yes 2.1593 0.048 44.974 0.000 2.065 2.253\n",
- "=========================================================================================\n"
- ]
- }
- ],
- "source": [
- "# final model\n",
- "X_const = sm.add_constant(X_train)\n",
- "log_reg_final = sm.Logit(y_train, X_const).fit() \n",
- "print(log_reg_final.summary())"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 76,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Prediction\n",
- "y_hat = log_reg_final.predict(sm.add_constant(X_test)) \n",
- "# Statsmodel only gives the probabilities, therefore rounding is required. \n",
- "prediction = list(map(round, y_hat))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 4.2 Evaluation"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "include": true,
- "paragraph": "Evaluation",
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "Um mehrere Metriken für die Bewertung zu verwenden, kann das Modell bequemer mit Scikit-Learn erstellt werden. Daher wird das identische Modell wie mit Statsmodels erneut in Scikit-Learn generiert."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 4.2.1 Training und Vorhersage"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 77,
- "metadata": {},
- "outputs": [],
- "source": [
- "logistic_model = LogisticRegression(random_state=0, C=1e8)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 78,
- "metadata": {},
- "outputs": [],
- "source": [
- "# prediction with testdata\n",
- "result = logistic_model.fit(X_train,y_train)\n",
- "prediction_test = logistic_model.predict(X_test)\n",
- "prediction_train = logistic_model.predict(X_train)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 4.2.2 Evaluation"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 80,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Accuracy with testdata: 0.8788809935343448\n"
- ]
- }
- ],
- "source": [
- "# Accuracy Score\n",
- "acc = metrics.accuracy_score(y_test, prediction_test)\n",
- "print('Accuracy with testdata: {}'.format(acc))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {
- "editable": true,
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "Die Genauigkeit deutet auf ein überdurchschnittliches Modell hin. Allerdings handelt es sich um ein unausgeglichenes Datenset. Daher müssen weitere Metriken analysiert werden."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 81,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Training:\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.88 1.00 0.94 206131\n",
- " 1 0.00 0.00 0.00 28183\n",
- "\n",
- " accuracy 0.88 234314\n",
- " macro avg 0.44 0.50 0.47 234314\n",
- "weighted avg 0.77 0.88 0.82 234314\n",
- "\n",
- "Test:\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.88 1.00 0.94 68645\n",
- " 1 0.00 0.00 0.00 9460\n",
- "\n",
- " accuracy 0.88 78105\n",
- " macro avg 0.44 0.50 0.47 78105\n",
- "weighted avg 0.77 0.88 0.82 78105\n",
- "\n"
- ]
- }
- ],
- "source": [
- "# classification report\n",
- "print(\"Training:\")\n",
- "print(classification_report(y_train,prediction_train))\n",
- "print(\"Test:\")\n",
- "print(classification_report(y_test,prediction_test))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die Genauigkeiten sind für das Trainings- und Testdatenset identisch. Insgesamt sind die Werte für die Test- und Trainingsdatensets sehr ähnlich. Daher kann weder Überanpassung noch Unteranpassung angenommen werden."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 82,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 39.5, 'Predicted label')"
- ]
- },
- "execution_count": 82,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 720x504 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Confusion matrix testdata\n",
- "\n",
- "cm = confusion_matrix(y_test,prediction_test)\n",
- "df_cm = pd.DataFrame(cm, index=['No Interest','Interest'], columns=['No Interest', 'Interest'],)\n",
- "fig = plt.figure(figsize=[10,7])\n",
- "heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n",
- "heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=14)\n",
- "heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=14)\n",
- "plt.ylabel('True label')\n",
- "plt.xlabel('Predicted label')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 83,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n"
- ]
- }
- ],
- "source": [
- "# metrics of confusion matrix\n",
- "tn, fp, fn, tp = cm.ravel()\n",
- "recall = tp/(fn+tp)\n",
- "precision = tp/(tp+fp)\n",
- "print(\"True Negatives: \" + str(tn))\n",
- "print(\"False Positives: \" + str(fp))\n",
- "print(\"False Negatives: \" + str(fn))\n",
- "print(\"True Positives: \" + str(tp))\n",
- "print(\"Recall: \" + str(recall))\n",
- "print(\"Precision: \" + str(precision))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Der Rückrufwert ist zu niedrig und bietet daher keine aussagekräftige Darstellung. Um die Präzision und die Rückrufwerte anzeigen und bewerten zu können, ist eine Verbesserung mithilfe der Schwellenwerte erforderlich. Die Rückrufwerte müssen erhöht werden."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Es scheint, dass das Modul 'sklearn.metrics' keine 'plot_roc_curve'-Attribute hat. -\n",
- "\n",
- "- Wenn dieser Fehler auftritt, überprüfen Sie bitte die Versionierung.\n",
- "- Leider brachte die Fehleranalyse keinen Erfolg.\n",
- "- Aufgrund des massiven Aufwands und des Risikos von Datenverlust wurde der Fehler nicht behoben."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 84,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 576x432 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# ROC curve, AUC\n",
- "fig, ax = plt.subplots(figsize=(8,6))\n",
- "ax.set_title('ROC curve')\n",
- "plot = metrics.plot_roc_curve(logistic_model, X_test, y_test, ax=ax);\n",
- "ax.plot([0,1], [0,1], '--');"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 4.3 Interpretation"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Zuerst werden wir jedoch die Ergebnisse für das Geschäft illustrieren und klären, welche Interesse bei einem Kunden wecken und welches dieses verringern."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 85,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Vehicle_Damage_Yes 2.159262\n",
- "Vehicle_Age_> 2 Years 0.109212\n",
- "Gender_Male 0.096729\n",
- "Annual_Premium -0.024813\n",
- "Policy_Sales_Channel -0.072448\n",
- "Vehicle_Age_< 1 Year -0.688410\n",
- "Previously_Insured -3.936097\n",
- "dtype: float64"
- ]
- },
- "execution_count": 85,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Read out regression coefficients and thus find out importance of individual attributes\n",
- "weights = pd.Series(logistic_model.coef_[0],\n",
- " index=X_train.columns.values)\n",
- "weights.sort_values(ascending = False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 86,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "AxesSubplot(0.125,0.125;0.775x0.755)\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Graphical presentation of the most important features that increase the interest of an additional motor vehicle insurance:\n",
- "weights = pd.Series(logistic_model.coef_[0],\n",
- " index=X_train.columns.values)\n",
- "print (weights.sort_values(ascending = False)[:4].plot(kind='bar'))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die drei Merkmale, die das Interesse des Kunden steigern, sind:"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Wenn der Kunde bereits einen Unfall hatte (Fahrzeug_Schaden_Ja)\n",
- "- Wenn der Kunde männlich ist (Geschlecht_Männlich)\n",
- "- Wenn das Auto des Kunden älter als 2 Jahre ist (Fahrzeug_Alt_>2Jahre)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 87,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "AxesSubplot(0.125,0.125;0.775x0.755)\n"
- ]
- },
- {
- "data": {
- "image/png": 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tFn5BQQFSU1MttgUEBCAzMxODBw9GcXEx9uzZg6VLl2LPnj0W+5lMJigUCovnSqX1bypqaxthNJqs3t+ZqFReqKm5KncMshHPX8dylEK8X6T6XVEqFXe9UG638NVqNdRqtcW2mzdv4siRI5g8eTIAICIiAps2bWrzs/7+/tDr9ejTpw8A4PLly/Dz87unPwAREXUMm8bwXV1dsX79epSVlQG49S5g5MiRbfYLDQ2FTqcDcGtWj4eHh9XDOURE1LFsGsN3cXHBli1bsG7dOrS2tsLf3x8pKSkAgOzsbOj1eiQkJCAmJgbr1q3DtGnT4O7ujrS0tA4NT0RE1lOYTCaHHSTnGD45Kp6/jqVSeSH8RZ3cMe6LvHSNw4zh85u2RESCYOETEQmChU9EJAgWPhGRIFj4RESCYOETEQmChU9EJAgWPhGRIFj4RESCYOETEQmChU9EJAgWPhGRIFj4RESCYOETEQmChU9EJAgWPhGRIFj4RESCsGmJQ+DWGrWvvPIKmpub0bt3b2zatAkPPPCAxT4VFRUICwszL2Les2dP7Ny5077ERERkE5uv8JOSkpCWloa8vDwEBgb+YpGXlZUhPDwcOp0OOp2OZU9EJCObCz8/Px+BgYFobm5GdXU1evTo0WafU6dO4dy5c9BoNIiNjUV5ebldYYmIyHY2F76bmxvKy8sRGhqKzz77DNOmTWuzj4eHByIiIpCbm4sFCxYgPj4eBoPBrsBERGQbhclkMt1th4KCAqSmplpsCwgIQGZmpvn5nj17cODAAezZs+euB4uIiEBaWhqCgoJsT0xEnVL4izq5I9wXeekauSOYtfuhrVqthlqttth28+ZNHDlyBJMnTwZwq8g3bdrU5me1Wi3CwsLg4+MDADCZTHB1tf5z4traRhiNd/37yGmpVF6oqbkqdwyyEc9fx1KpvOSOcF9J9buiVCrg6+t559dt+Ze6urpi/fr1KCsrA3DrXcDIkSPb7FdSUoKcnBwAwIkTJ2A0GhEQEGDLIYmIyE42Tct0cXHBli1bsG7dOrS2tsLf3x8pKSkAgOzsbOj1eiQkJGD16tVYuXIldDodPDw8kJ6eDqWSU/+JiOTQ7hi+nDikQ46K569jqVRenXoM36mHdIiIyPmw8ImIBMHCJyISBAufiEgQLHwiIkGw8ImIBMHCJyISBAufiEgQLHwiIkGw8ImIBMHCJyISBAufiEgQLHwiIkGw8ImIBMHCJyISBAufiEgQLHwiIkGw8ImIBGHTmrY/d+bMGcycOdO8oPnPGQwGrF69GmVlZejSpQs2b96MAQMG2HtIIupkbtxsQV66Ru4Y98WNmy1yRzCzq/CbmpqwYcMGNDc3/+LrWq0WXbt2RUFBAUpKSpCUlIS9e/fac0gi6oSu/tQEqVYIFnk9YruGdP785z9j/vz5d3z96NGjiIiIAACMGjUKdXV1qKystOeQRERkI5uv8AsLC3Hjxg08+eSTd9xHr9dDpVKZn6tUKlRVVaFXr15WHeNuq693BiqVl9wRyA48f85L1HPXbuEXFBQgNTXVYltAQAAaGxuRmZl51581mUxQKBQWz5VK699U1NY2wmg0Wb2/MxH5bWVnwPPnvDrzuVMqFXe9UG638NVqNdRqtcW2ffv24c0338TcuXPN2zQaDXbt2gVPz/8/mL+/P/R6Pfr06QMAuHz5Mvz8/O75D0FERPazaUhnxowZmDFjhvn54MGDodPp2uwXGhoKnU6H4OBglJaWwsPDw+rhHCIi6lgdPg8/Ozsb27ZtAwDExMTAYDBg2rRpSElJQVpaWkcfjoiIrKQwmUwOO0jOMXxyVDx/zqsznzu7x/DlpFQq2t/JiXX2P19nx/PnvDrruWvvz+XQV/hERNRxeC8dIiJBsPCJiATBwiciEgQLn4hIECx8IiJBsPCJiATBwiciEgQLn4hIECx8IiJBsPCJrFBXVyd3BCK7sfCJrPDztR+InJVD3zyNyFEEBQXhwIEDGD58OLp06WLezvUdyJnw5mkSSEpKuuvr/76EJDmeiRMnttmmUChQWFgoQxqy1sSJEy2WWf13op0/XuFLICQkRO4IZKePPvpI7ghkA61WC5PJhDfeeAMPP/wwpk+fDhcXF+Tl5eHixYtyx5Mcr/AldvHiRZw/fx7jx4/HpUuX8PDDD8sdiazw/fffIysrC9evX4fJZILRaMTFixexa9cuuaORFaZPn45333233W2dHT+0lVB+fj4WLVqElJQUNDQ0YPbs2b+4FjA5nhdeeAE9evTA2bNnMWTIEFRWVmLgwIFyx6J7cPz4cfPjoqIiuLi4yJhGHhzSkdBbb72F7OxszJs3D76+vsjNzUVcXBw0Go3c0agdzc3NWLJkCVpaWjB06FDMnDkT0dHRcsciK23cuBErVqyAXq8HAPTu3VvINbZZ+BJSKpXw9Pz/9Sb9/PygVPJNljPo2rUrDAYD+vXrh9OnTyM4OFjuSHQPhg4diry8PNTX10OhUMDb21vuSLJg20ho4MCByMrKQktLC86ePYu1a9ciKChI7lhkhYiICDz33HN4/PHHkZWVhWeeeQb+/v5yxyIrVVRUIC4uDrNmzUJzczNiY2P5oS3dX9evX0dGRgaKi4thNBoxZswYxMfHW1z1k+NqbGyEp6cnqqqqcOrUKYwbNw7dunWTOxZZYcGCBYiLi8PmzZuRm5uLffv2QafTCfehO6/wJdStWze8+OKL2L9/P3Jzc7FixQqWvZMwGAzIysrC8uXL4enpifLycri6ckTUWdTX12P8+PEAbn1/YubMmWhsbJQ5lfRY+BJ69913MXr0aAwZMgRDhgxBUFAQhgwZIncsskJycjKuX7+OM2fOwMXFBT/++CNWrVoldyyyUpcuXVBVVWX+ElZpaSnc3d1lTiU9XqJIaMeOHdBqtRg0aJDcUegenT59Grm5ufjnP/+Jrl27YtOmTQgPD5c7FlkpKSkJCxcuxI8//giNRoOGhgZs27ZN7liSY+FLyM/Pj2XvpBQKBQwGg/kK8fZsD3IOtbW1yMnJwffff4/W1lYEBAQIeYXPD20llJKSgurqaowbNw4eHh7m7ZGRkfKFIqscOHAA+/btww8//AC1Wo0jR44gPj4eTz/9tNzRyArTpk3D+++/L3cM2bHwJXSnm6jx5mmOKyEhAcnJyXjggQdw/vx5fPbZZ2htbUVISAin1DqR5557Dj4+PhgxYoTF3U5Fu9jikI6EWOzOp0+fPtBoNFi3bh0mTpyIwMBAuSORDXx8fAAAX331lcV20QqfV/gSOnbsGLZu3YqGhgb8/D+7aLdodTb/+te/sHbtWgQGBmLNmjXo3r273JGIbMLCl9DUqVOxcuVKDBw40OIDv969e8uYiqxhMpmwbNkyHDt2DF5eXjCZTLwfvhO5033xRTt/HNKRkI+PD5544gm5Y9A9qq6uRkpKCr777ju88cYbXOXKCWm1WvPjlpYWHD58GAaDQcZE8uAVvoReffVVtLS04L/+678sZumMGjVKxlR0N7t27cJrr72GuXPnYtGiRXBzc5M7EnUQEe+Hzyt8CZ08eRIAcObMGfM2hUKBf/zjH3JFonbk5OTg73//O2fkOLmSkhLzY5PJhK+//ho3b96UMZE8eIVPdBetra1CLpTR2cTExJgfKxQK+Pj44JlnnsEjjzwiYyrpsfAl9OWXX+LNN9+0WCavsrKS66USSchkMuHatWtC3riQN0+T0KpVqzB58mS0trZi7ty58Pf3x+TJk+WORdTpffzxx3j11Vdx7do1PPXUU5g0aZJw4/cAC19S7u7uiI6ORkhICHr06IG0tDR88skncsci6vRef/11hIeHIz8/H8OHD8dHH32ErKwsuWNJjoUvIQ8PD1y5cgX9+/fHV199BRcXF7S2tsodi0gIQUFBOHr0KCZOnIju3bujublZ7kiS4ywdCf3ud7/D0qVLsX37dsyYMQN5eXkYNmyY3LHoLsaPH4/a2to2229/8ers2bMypKJ71bNnT2zYsAFlZWV49dVX8ec//1nI71PwQ1uJ3S6K69ev4/vvv8eQIUN4m10HVl1djdjYWLzxxhu8j44Ta2xsxJEjR/Doo4+ib9++2LVrFyIjI4W7TQYLX0IXLlzAnj17UF9fb3EvHd5UzbEVFRVh//79eO211+SOQjZqaWnBJ598gitXrlhs583T6L6JjIzE2LFj29xLJyoqSsZURJ1fQkICKisrMWDAAIv/90S72OIYvoRMJhNWrFghdwwi4ZSXl6OgoED44VPO0pHQo48+isOHD8NoNModhUgoAwYMQE1NjdwxZMchHQkEBQVBoVCYx+3//TFnehDdXwsWLMAXX3yBQYMGWaxlK9p9rFj4RO0oKyvDgw8+iJ49ewK4tSB2ZWWlcPdhcWYnTpz4xe0hISESJ5EXx/Alcvz4cfj5+WHAgAEAbt2fOzAwEGPHjpU5GbXn3Llz2LdvH9avXw8A2LFjB4YMGcLCdyKiFfudcAxfAvn5+Vi3bh2amprM23x9fbF27Vp88MEHMiYja4SFheHTTz9FY2MjGhsbUVRUhIiICLljkRWCgoIwZMiQNv/c3i4aDulIYPr06cjIyIC/v7/F9osXL2LJkiVC3sTJ2Wzfvh1eXl5QKBT46aefsHjxYrkjUQepqamBSqWSO4YkeIUvAZPJ1KbsAeA//uM/OGPHScyZMwd79+5FTk4O5s6dK3cc6kB/+MMf5I4gGY7hS+D2/bf//WvcjY2NQt7AyRn17NkTY8eOhVKpxK9+9Su541AHEmmQg1f4EtBoNFi6dCkuXLhg3lZVVYVly5ZBrVbLmIzuxdq1a7F69eo227dv3y5DGuooIn0Zi1f4EoiLi0N9fT3Cw8Ph5uYGd3d3NDU1Yd68eYiPj5c7Htnpo48+4pg+OQUWvkReeOEFPPfcc/j222+hVCoxYMAAeHh4mF//+OOP8cQTT8iYkGwl0pAAOTcO6UioW7duGDZsGIYOHWpR9gB4J0YnJtKQQGck0l/YLHwHIdIvHZHU1q9fj5MnT/7ia2vWrJE4jXw4pOMgeJVIdP8MHz4c6enpqKurg0ajgUajMc+9Dw4OljmddHiFT2Sn27fLIMcVFRWFv//97/jrX/8Kk8mE2bNnY+HChThy5Ijc0STFwieyQkNDA9asWYPY2FhcuXIFSUlJaGhoAABs3rxZ5nRkjQsXLuDdd99Fbm4u+vbtiylTpqCgoADLly+XO5pkOKTjIDiG79jWrl2LcePG4eTJk+jWrRv8/PyQmJiIv/71r3JHIyvMmTMHly9fhkajwf/8z/+YFzCPjIzEhAkTZE4nHd5LR0JXrlzBmTNn8Nhjj+HNN9/E6dOnsWzZMvTp0wc3b95sM3OHHMf06dPx7rvvIjIyEgcOHAAARERE4ODBg/IGI6scP36cd6YFr/Al9eKLL+Kxxx4DABw6dAjz58/H6tWrodVqWfYOzsXFBVevXjV/uP79999DqeSIqKNLSkoyP/6lv5y5pi3dNw0NDViwYAE2bNiAqKgoREZGCrfijrNavHgxYmJicOnSJTz//PP48ssv8corr8gdi9rB++BbYuFLyGg0oqysDEeOHEFWVhbOnj2L1tZWuWORFSZMmIBhw4bh5MmTaG1tRXJysnkFLHJcUVFR5sd6vR5+fn4oLS1FeXk5oqOjZUwmD47hS+j48ePIyMjApEmTMH/+fMycORMvvPACxowZI3c0asfrr79u8VyhUKBLly4YMGAAHn/8cXlCkdVeeuklNDc34/e//z0WLFiAcePGwWAwCDfDioUvsWvXruHChQsYPHgwmpqa0K1bN7kjkRWWL1+OH374AdOmTQMAfPjhh/D09IRSqUS/fv2EmtrnjKZPn479+/eb/+JevHgxoqOjsX//fpmTSYufOkno+PHjiIyMxPPPP4/Lly9j4sSJ+OSTT+SORVb47rvvoNVqERsbi9jYWPztb39DfX09duzYwXPoBFpbW2E0GlFYWIgJEyagqanJYslRUbDwJfSXv/wFu3fvRo8ePaBSqZCVlYW0tDS5Y5EVfvrpJ7S0tJifNzc34/r16wD4HQpnEBkZifHjx6N3794YMWIEoqOjMWvWLLljSY4f2krIaDRarJ0ZGBgoYxq6F3PnzkV0dDQef/xxmEwmFBUVYd68ecjMzMSgQYPkjkftiIuLw/z5881TabOysoRcuYyFL6EHH3wQH3/8sXkh7F27dpm/8UeOLTY2FqNHj8bx48ehVCrx2muvITAwED/88AN++9vfyh2P2hETE/OLNygUbVo0P7SVUG1tLVJSUlBcXAyj0YgxY8ZgzZo18PPzkzsa3YPq6mrs27cPOTk5OHr0qNxxyAonTpwwP25paUFhYSF69OiBhIQEGVNJj4VPZKVjx45hz549KCoqwsiRIxEXF8dVypzYjBkzsG/fPrljSIpDOhKYOHHiXe93X1hYKGEauhe1tbXIycnB3r174erqiieffBJlZWXCDQU4u8rKSvNjk8mE8+fP48qVK/IFkgkLXwJarVbuCGSj0NBQTJkyBdu3b8fQoUMBAO+9957MqehezZs3z/xYoVDAx8dHqJWubuOQjoQMBgOKiopw7do1ALfmBl+8eFG4cURnotVqkZubi4aGBjz11FOYNm0a4uPj+a6MnBILX0J//OMf0dDQgB9//BHBwcH47LPPMHLkSC5g7gTKy8uxf/9+5OXl4erVq1i6dCmio6Ph7e0tdzSyQl1dHZKTk3H8+HG0trZizJgxePnll4W7HxILX0JTpkzBhx9+iJSUFERHR8PT0xN/+tOfhPt6tzNraWnBxx9/jP379+PEiRP43//9X7kjkRX++Mc/4tFHH8WsWbNgNBrxzjvvoLS0FG+++abc0STFb9pKyNfXFwqFAv3790d5eTkefvhhNDc3yx2L7oGrqyumTJmC//7v/8bhw4cBAAsXLpQ5FbXnwoULWLBgATw9PdGjRw88++yzFh/kioIf2kpo4MCB2LBhA+bMmYNly5ZBr9fza/lOzNfXF8Ctefnk2BQKBS5duoSHHnoIwK1ZO66u4tWfeH9iGb388sv44osvEBgYiCVLlqC4uBjp6elyxyI73W3KLTmGhIQEzJo1CyNGjIDJZMJXX32FDRs2yB1LchzDl0hraytaW1vh7u6OxsZGfPrppxg0aBD69+8vdzSyU1RUFHJzc+WOQe2oq6vDyZMnYTQaMWLECPM7NJHwCl8Cp06dwvPPP4/U1FT8+te/RmRkJFQqFerq6pCYmIjJkyfLHZGoU3rnnXcwa9asNgvYnDlzBsCtD3NFwsKXQFpaGrZt24aRI0dCq9XigQceQHZ2NmpqarBw4UIWvpPjm2THxXNjiYUvgYaGBowcORLArUVQpk6dCgBQqVScpeNkGhoa8MADD1hsi4yMlCcMtWv27NkAAC8vL4SFhQk5jPNznJYpgdtXGc3NzSgpKcHYsWPNz29/65Yc29mzZ/Hkk09Co9GguroaU6ZMwenTpwEAv/vd7+QNR+2qqqrCjBkz8Mwzz+DgwYNCrnYF8ENbSSQnJ8NkMqG5uRlffvkl3nvvPVRXVyMjIwNGoxHJyclyR6R2zJ07F8nJyXjxxRdx4MABfPrpp9iyZQtycnLkjkb3oLS0FPn5+fj0008xYsQI4Vac4xW+BFauXIlevXqhe/fu5m/27d69Gzdu3MDKlStlTkfWaGpqwoABA8zPx40bB4PBIGMiule3L7qam5uhUCjg5uYmdyTJcQxfAu7u7nj22Wctti1dutTi+dq1a4WcF+wsvL298a9//cs85/7gwYNtxvLJcW3cuBGHDx/GkCFDEBERgTVr1sDDw0PuWJJj4TuIsrIyuSPQXbz88stYsWIFvv76awQHB6Nv37549dVX5Y5FVurbty9yc3OFXMf25ziG7yD45R3ncP36dRiNRnh6esodhe6BwWDA3/72N3z33XdYu3YtMjMz8Yc//AHu7u5yR5MUr/CJ7uJOi1/fxpWvnENycjJ+9atf4fTp03BxccGPP/6IVatWYfPmzXJHkxQLn+guFi9eLHcE6gCnT59Gbm4u/vnPf6Jr167YtGkTwsPD5Y4lOc7ScRAcWXNMISEhCAkJQd++fVFUVISQkBA89NBDyMnJQUBAgNzxyEoKhQIGg8H8bq2+vl7Im96x8CV08uTJO7722GOPSZiE7tWyZcvw8MMPAwD8/f0RHByM5cuXy5yKrBUbG4u4uDjU1NSYFyCaP3++3LEkxw9tJRQTE4MrV65Ao9FAo9FApVLJHYmsFBERgYMHD1ps4wftzqOurg51dXX47LPP0NraipCQEAQFBckdS3Icw5eQVqtFRUUFdDodfv/736NXr16IiorCpEmThPwSiDPp0qULioqKEBoaCgAoLi5G165dZU5F1po7dy4KCgoQGBgodxRZ8QpfBpWVlXjvvfewZ88ePPTQQ7h8+TKWLVuGKVOmyB2N7uDs2bNITExETU0NAOChhx5CWloaBg0aJHMyssbSpUsRGhqK4cOHo0uXLubtvXr1kjGV9Fj4Etq3bx90Oh1qamoQGRmJqKgoPPjgg6iurkZUVBSKi4vljkjtqK+vh5ubG+fhO5mJEydCoVBYTI5QKBQoLCyUMZX0OKQjoZKSEixZsgQhISEW2/39/fHSSy/JlIru5vYtL+40H5/z8B1bdXU10tLS0L17dzz66KNYtmwZevToIXcs2fAKX0LV1dX4xz/+gcTERFy4cAHbt2/H8uXL0bNnT7mj0R2UlZVh2LBhOHHixC++/u9/eZNjWbBgAQYNGoTRo0fjgw8+AACkpqbKnEo+nJYpIU7tcz7Dhg0DcKvYfX19oVQqoVAozP+QY6uursaKFSvw+OOPIzk5+a5To0XAIR0JXblyxbwCj7u7O2bOnIns7GyZU5E11q1bh6KiIvTp08e8TaFQcEjHwf189pubm5vws+FY+BLq2rUrp/Y5qeLiYhw+fFi4m211NqK/K+MYvoQ4tc95xcTEYMeOHfDy8pI7Ct2DYcOGwd/f3/y8uroa/v7+MJlMQs7SYeHLgFP7nEdSUhIA4IcffkBVVRWCg4Ph4uJifl3kDwCdQUVFxV1f7927t0RJHAOHdCTAqX3O6/YsHM7GcU6iFXp7eIUvAU7t6xwuXryI8+fPY/z48bh06ZJ5xhWRs+C0TAk0NTWhpKTEYjofp/Y5l/z8fCxatAgpKSloaGjA7NmzodPp5I5FdE94hS+BmJiYO77GqX3OISoqClqtFvPmzcOBAweg1+sRFxeH999/X+5oRFbjGL4EtFqtxfPGxkYYjUahv+LtbJRKpcWH7H5+flAq+QaZnAsLX0IXLlzA0qVLceHCBZhMJvTq1Qtbt25Fv3795I5G7Rg4cCCysrLQ0tKCs2fPYvfu3ULeT52cG4d0JBQXF4dZs2bhySefBHBrXDg7O7vNOwByHFeuXIG3tzeuX7+OjIwMFBcXw2g0YsyYMYiPj+fUWnIqLHwJRUZG4sCBAxbbwsPDkZeXJ08gatfo0aMxduxYREdHY/z48fyQnZwaByEl5O7ujtOnT5ufl5WV8dYKDu7o0aN44oknkJmZiUmTJmHbtm24ePGi3LGIbMIrfAl99dVXWLp0Kby9vWEymdDQ0IAtW7ZgxIgRckcjK1RXV+O9997DwYMH4e3tjaeffhrh4eFyxyKyGgtfArcXYfj666/xyCOPICoqCl5eXujfvz9vxuWEqqqqkJGRgf3796OsrEzuOERWY+FLgIswOL+ffvoJhw4dQl5eHi5fvozIyEhERkZa3JiLyNFxWqYEqqursXPnTgDAuHHjEBkZKW8gslp+fj4OHjyIL774ApMmTUJCQgKCg4PljkVkExa+BLgIg/PKyspCdHQ0/vKXv6Bbt25yxyGyCwtfBpza5zx2794tdwSiDsMxfAlwEQYicgQsfAlwEQYicgQsfCIiQfCbtkREgmDhExEJgoVPRCQIFj4RkSD+D9f2C3uP7pQDAAAAAElFTkSuQmCC",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Most important features that reduce interest\n",
- "print(weights.sort_values(ascending = False)[-3:].plot(kind='bar'))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die drei Merkmale, die das Interesse des Kunden verringern, sind:"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "- Vertriebskanal, über den der Kunde angesprochen wird (Policy_Sales_Channel).\n",
- "- Wenn das Auto weniger als 1 Jahr alt ist (Fahrzeug_Alt_<1Jahr)\n",
- "- Wenn der Kunde bereits eine Versicherungspolice hat (Zuvor_Versichert)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 4.4. Modell Optimierung"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Die Rückrufrate ist als Zielmetrik zu niedrig und muss daher erhöht werden. Daher werden die Metriken bei verschiedenen Schwellenwerten der logistischen Regression analysiert."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 89,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- "******** For a threshold value of 0.05 ******\n",
- "Accuracy: 0.6497023237948915\n",
- "True Negatives: 41462\n",
- "False Positives: 27183\n",
- "False Negatives: 177\n",
- "True Positives: 9283\n",
- "Recall: 0.9812896405919662\n",
- "Precision: 0.25456589699994514\n",
- "\n",
- "******** For a threshold value of 0.1 ******\n",
- "Accuracy: 0.6512515203892196\n",
- "True Negatives: 41587\n",
- "False Positives: 27058\n",
- "False Negatives: 181\n",
- "True Positives: 9279\n",
- "Recall: 0.9808668076109937\n",
- "Precision: 0.25535955087101303\n",
- "\n",
- "******** For a threshold value of 0.15 ******\n",
- "Accuracy: 0.6876640419947506\n",
- "True Negatives: 44877\n",
- "False Positives: 23768\n",
- "False Negatives: 627\n",
- "True Positives: 8833\n",
- "Recall: 0.9337209302325581\n",
- "Precision: 0.2709426091224196\n",
- "\n",
- "******** For a threshold value of 0.2 ******\n",
- "Accuracy: 0.7325523333973497\n",
- "True Negatives: 49380\n",
- "False Positives: 19265\n",
- "False Negatives: 1624\n",
- "True Positives: 7836\n",
- "Recall: 0.8283298097251586\n",
- "Precision: 0.28914062211726504\n",
- "\n",
- "******** For a threshold value of 0.25 ******\n",
- "Accuracy: 0.733781448050701\n",
- "True Negatives: 49540\n",
- "False Positives: 19105\n",
- "False Negatives: 1688\n",
- "True Positives: 7772\n",
- "Recall: 0.8215644820295983\n",
- "Precision: 0.28916917810767573\n",
- "\n",
- "******** For a threshold value of 0.3 ******\n",
- "Accuracy: 0.8367198002688688\n",
- "True Negatives: 62809\n",
- "False Positives: 5836\n",
- "False Negatives: 6917\n",
- "True Positives: 2543\n",
- "Recall: 0.268816067653277\n",
- "Precision: 0.3034968373314238\n",
- "\n",
- "******** For a threshold value of 0.35 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.4 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.45 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.5 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.55 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.6 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.65 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.7 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.75 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.8 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.85 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.9 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.95 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n",
- "\n",
- "******** For a threshold value of 0.99 ******\n",
- "Accuracy: 0.8788809935343448\n",
- "True Negatives: 68645\n",
- "False Positives: 0\n",
- "False Negatives: 9460\n",
- "True Positives: 0\n",
- "Recall: 0.0\n",
- "Precision: nan\n"
- ]
- }
- ],
- "source": [
- "# Testing the metrics at different thresholds\n",
- "threshold_list = [0.05,0.1,0.15,0.2,0.25,0.3,0.35,0.4,0.45,0.5,0.55,0.6,0.65,.7,.75,.8,.85,.9,.95,.99]\n",
- "pred_proba_df = y_hat\n",
- "for i in threshold_list:\n",
- " print ('\\n******** For a threshold value of {} ******'.format(i))\n",
- " # Round up if value is above threshold\n",
- " y_test_pred = pred_proba_df.apply(lambda x: 1 if x>i else 0)\n",
- " # print metrics\n",
- " test_accuracy = metrics.accuracy_score(y_test, y_test_pred)\n",
- " print(\"Accuracy: {}\".format(test_accuracy))\n",
- " # confusion matrix\n",
- " c = confusion_matrix(y_test, y_test_pred)\n",
- " tn, fp, fn, tp = c.ravel()\n",
- " recall = tp/(fn+tp)\n",
- " precision = tp/(tp+fp)\n",
- " # print relevant metrics\n",
- " print(\"True Negatives: \" + str(tn))\n",
- " print(\"False Positives: \" + str(fp))\n",
- " print(\"False Negatives: \" + str(fn))\n",
- " print(\"True Positives: \" + str(tp))\n",
- " print(\"Recall: \" + str(recall))\n",
- " print(\"Precision: \" + str(precision))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Ein Schwellenwert von 0,25 bietet ein besseres Ergebnis für die Anwendung. Er erhöht den Recall auf ein zufriedenstellendes Niveau von 73,37 % auf Kosten der Präzision. Allerdings ist die Präzision vernachlässigbar."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Das resultiert in die folgenden Werten:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 90,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " precision recall f1-score support\n",
- "\n",
- " 0 0.97 0.72 0.83 68645\n",
- " 1 0.29 0.82 0.43 9460\n",
- "\n",
- " accuracy 0.73 78105\n",
- " macro avg 0.63 0.77 0.63 78105\n",
- "weighted avg 0.88 0.73 0.78 78105\n",
- "\n",
- "confusion matrix with new threshold:\n"
- ]
- },
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 720x504 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " \n",
- "Metrics for the new threshold:\n",
- "Accuracy: 0.733781448050701\n",
- "True Negatives: 49540\n",
- "False Positives: 19105\n",
- "False Negatives: 1688\n",
- "True Positives: 7772\n",
- "Recall: 0.8215644820295983\n",
- "Precision: 0.28916917810767573\n"
- ]
- }
- ],
- "source": [
- "# Threshold of 0.25 see above\n",
- "y_test_pred = pred_proba_df.apply(lambda x: 1 if x>0.25 else 0)\n",
- "test_accuracy = metrics.accuracy_score(y_test, y_test_pred)\n",
- "c = confusion_matrix(y_test, y_test_pred)\n",
- "# Read values from confusion matrix\n",
- "tn, fp, fn, tp = c.ravel()\n",
- "recall = tp/(fn+tp)\n",
- "precision = tp/(tp+fp)\n",
- "print(classification_report(y_test,y_test_pred))\n",
- "# create confusion matrix\n",
- "print(\"confusion matrix with new threshold:\")\n",
- "df_cm = pd.DataFrame(c, index=['No Interest','Interest'], columns=['No Interest', 'Interest'],)\n",
- "fig = plt.figure(figsize=[10,7])\n",
- "heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n",
- "heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=14)\n",
- "heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=14)\n",
- "plt.ylabel('True label')\n",
- "plt.xlabel('Predicted label')\n",
- "plt.show()\n",
- "print(\" \")\n",
- "# print metrics\n",
- "print(\"Metrics for the new threshold:\")\n",
- "print(\"Accuracy: {}\".format(test_accuracy))\n",
- "print(\"True Negatives: \" + str(tn))\n",
- "print(\"False Positives: \" + str(fp))\n",
- "print(\"False Negatives: \" + str(fn))\n",
- "print(\"True Positives: \" + str(tp))\n",
- "print(\"Recall: \" + str(recall))\n",
- "print(\"Precision: \" + str(precision))"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Wie erwartet steigt die Rate der Kunden, die fälschlicherweise als interessiert eingestuft werden. Gleichzeitig steigt jedoch auch die Anzahl der Kunden, die korrekt als abwanderungswillig vorhergesagt werden (True Positives). Wie in der Seminararbeit erläutert, ist dies entscheidend, denn im Zweifelsfall würde ein Kunde fälschlicherweise vom Service-Team kontaktiert und könnte diesen Anruf sogar als guten Service wahrnehmen und langfristig an das Unternehmen gebunden werden."
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# 5. Deployment"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 91,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Separate individual (scaled) customer\n",
- "customer_df = X_test.iloc[42357]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 92,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Previously_Insured 0.000000\n",
- "Annual_Premium -0.424768\n",
- "Policy_Sales_Channel -1.593290\n",
- "Gender_Male 1.000000\n",
- "Vehicle_Age_< 1 Year 0.000000\n",
- "Vehicle_Age_> 2 Years 1.000000\n",
- "Vehicle_Damage_Yes 1.000000\n",
- "Name: 128831, dtype: float64"
- ]
- },
- "execution_count": 92,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Overview of selected customers\n",
- "customer_df"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 93,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Run Prediction\n",
- "cust_pred = logistic_model.predict([customer_df])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 95,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Interpret result\n",
- "def check_prediction(pred):\n",
- " if pred[0] == 1:\n",
- " print(\"The customer is probably interested! Inform Customer Relationship Management!\")\n",
- " else:\n",
- " print(\"The customer is probably not interested.\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 96,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The customer is probably not interested.\n"
- ]
- }
- ],
- "source": [
- "check_prediction(cust_pred)"
- ]
- }
- ],
- "metadata": {
- "category": "Insurance",
- "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": "3.12.3"
- },
- "skipNotebookInDeployment": true,
- "title": "Prediction Interest for car insurance"
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/Rating/What Quality does the Red wine have/notebook.ipynb b/Rating/What Quality does the Red wine have/notebook.ipynb
deleted file mode 100644
index a4c20d1..0000000
--- a/Rating/What Quality does the Red wine have/notebook.ipynb
+++ /dev/null
@@ -1,3857 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "id": "ef87a7da",
- "metadata": {},
- "source": [
- "# Welche Qualität hat der Rotwein?"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "993efe60",
- "metadata": {},
- "source": [
- "# 1. Business Understanding\n",
- "A winery wants to make sure it always produces high Quality and tasty wine.\n",
- "They employ professional wine tasters to test all new batches of wine.\n",
- "These Professionals then rate the wine on a scale from 1 to 10.\n",
- "But this process is expensive and subjective.\n",
- "The wine manufactory would like to use a machine learning model in order to generate predictions about quality.\n",
- "The ultimate goal is to develop a model \n",
- "that automatically categorizes new wine batches based on its chemical attributes.\n"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "e640f873",
- "metadata": {},
- "source": [
- "# 2. Data and Data Understanding "
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a034a799",
- "metadata": {},
- "source": [
- "## 2.1. Import of Relevant Modules"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "fb8c4c63",
- "metadata": {},
- "outputs": [],
- "source": [
- "import pandas as pd\n",
- "import numpy as np\n",
- "import matplotlib.pyplot as plt\n",
- "import seaborn as sns\n",
- "import math\n",
- "import pickle\n",
- "\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.preprocessing import StandardScaler\n",
- "from sklearn import metrics\n",
- "from sklearn.metrics import classification_report, confusion_matrix\n",
- "from sklearn.linear_model import LinearRegression\n",
- "from sklearn.linear_model import LogisticRegression\n",
- "\n",
- "import tensorflow as tf\n",
- "from tensorflow.keras.models import Sequential\n",
- "from tensorflow.keras.layers import Dense, Activation, Dropout\n",
- "\n",
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "58aadfd1",
- "metadata": {},
- "source": [
- "## 2.2. Read Data "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "00fe355e",
- "metadata": {},
- "outputs": [],
- "source": [
- "data = pd.read_csv('https://storage.googleapis.com/ml-service-repository-datastorage/What_Quality_does_the_Red_wine_have_winequality.csv')\n",
- "data.to_csv('data.csv', index=False)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "eede0e5b",
- "metadata": {},
- "source": [
- "## 2.3. Deskriptive Datenanalyse"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "e6259473",
- "metadata": {},
- "source": [
- "### Data description\n",
- "The dataset named \"Wine Quality Data Set\" has been extracted from the UCI website \n",
- "and gives us real data for our wine manufactory. The data \n",
- "were collected in 2009 and come from Northern Portugal. The data set has \n",
- "entries for red and white wines. The dataset of the \n",
- "red wines thus has 12 columns and 1600 entries. The columns are \n",
- "named after the ingredients and the quality of a red wine in table 1. \n",
- "\n",
- "| Feature | Data Type|\n",
- "|-----|------|\n",
- "|fixed acidity | float64 |\n",
- "|volatile acidity | float64 |\n",
- "|citric acid | float64 |\n",
- "|residual sugar | float64 |\n",
- "|chlorides | float64 |\n",
- "|free sulfur dioxide | float64 |\n",
- "|total sulfur dioxide| float64 |\n",
- "|density | float64 |\n",
- "|pH | float64 |\n",
- "|sulphates | float64 |\n",
- "|alcohol | float64 |\n",
- "|quality | int64 |\n",
- "\n",
- "A red wine consists of water, alcohol and extracts. The exact \n",
- "mixture of these 3 essential ingredients can make a red wine a real \n",
- "a true pleasure. In my opinion, a good red wine contains \n",
- "a high alcohol and sugar content. Whether my opinion about a good wine is true \n",
- "is true, we can take a closer look in the next chapter.\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "6d19847a",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "<class 'pandas.core.frame.DataFrame'>\n",
- "RangeIndex: 1599 entries, 0 to 1598\n",
- "Data columns (total 12 columns):\n",
- " # Column Non-Null Count Dtype \n",
- "--- ------ -------------- ----- \n",
- " 0 fixed acidity 1599 non-null float64\n",
- " 1 volatile acidity 1599 non-null float64\n",
- " 2 citric acid 1599 non-null float64\n",
- " 3 residual sugar 1599 non-null float64\n",
- " 4 chlorides 1599 non-null float64\n",
- " 5 free sulfur dioxide 1599 non-null float64\n",
- " 6 total sulfur dioxide 1599 non-null float64\n",
- " 7 density 1599 non-null float64\n",
- " 8 pH 1599 non-null float64\n",
- " 9 sulphates 1599 non-null float64\n",
- " 10 alcohol 1599 non-null float64\n",
- " 11 quality 1599 non-null int64 \n",
- "dtypes: float64(11), int64(1)\n",
- "memory usage: 150.0 KB\n"
- ]
- }
- ],
- "source": [
- "data.info()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "03fbe31f",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>fixed acidity</th>\n",
- " <th>volatile acidity</th>\n",
- " <th>citric acid</th>\n",
- " <th>residual sugar</th>\n",
- " <th>chlorides</th>\n",
- " <th>free sulfur dioxide</th>\n",
- " <th>total sulfur dioxide</th>\n",
- " <th>density</th>\n",
- " <th>pH</th>\n",
- " <th>sulphates</th>\n",
- " <th>alcohol</th>\n",
- " <th>quality</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>count</th>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " <td>1599.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>mean</th>\n",
- " <td>8.319637</td>\n",
- " <td>0.527821</td>\n",
- " <td>0.270976</td>\n",
- " <td>2.538806</td>\n",
- " <td>0.087467</td>\n",
- " <td>15.874922</td>\n",
- " <td>46.467792</td>\n",
- " <td>0.996747</td>\n",
- " <td>3.311113</td>\n",
- " <td>0.658149</td>\n",
- " <td>10.422983</td>\n",
- " <td>5.636023</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>std</th>\n",
- " <td>1.741096</td>\n",
- " <td>0.179060</td>\n",
- " <td>0.194801</td>\n",
- " <td>1.409928</td>\n",
- " <td>0.047065</td>\n",
- " <td>10.460157</td>\n",
- " <td>32.895324</td>\n",
- " <td>0.001887</td>\n",
- " <td>0.154386</td>\n",
- " <td>0.169507</td>\n",
- " <td>1.065668</td>\n",
- " <td>0.807569</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>min</th>\n",
- " <td>4.600000</td>\n",
- " <td>0.120000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.900000</td>\n",
- " <td>0.012000</td>\n",
- " <td>1.000000</td>\n",
- " <td>6.000000</td>\n",
- " <td>0.990070</td>\n",
- " <td>2.740000</td>\n",
- " <td>0.330000</td>\n",
- " <td>8.400000</td>\n",
- " <td>3.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25%</th>\n",
- " <td>7.100000</td>\n",
- " <td>0.390000</td>\n",
- " <td>0.090000</td>\n",
- " <td>1.900000</td>\n",
- " <td>0.070000</td>\n",
- " <td>7.000000</td>\n",
- " <td>22.000000</td>\n",
- " <td>0.995600</td>\n",
- " <td>3.210000</td>\n",
- " <td>0.550000</td>\n",
- " <td>9.500000</td>\n",
- " <td>5.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>50%</th>\n",
- " <td>7.900000</td>\n",
- " <td>0.520000</td>\n",
- " <td>0.260000</td>\n",
- " <td>2.200000</td>\n",
- " <td>0.079000</td>\n",
- " <td>14.000000</td>\n",
- " <td>38.000000</td>\n",
- " <td>0.996750</td>\n",
- " <td>3.310000</td>\n",
- " <td>0.620000</td>\n",
- " <td>10.200000</td>\n",
- " <td>6.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>75%</th>\n",
- " <td>9.200000</td>\n",
- " <td>0.640000</td>\n",
- " <td>0.420000</td>\n",
- " <td>2.600000</td>\n",
- " <td>0.090000</td>\n",
- " <td>21.000000</td>\n",
- " <td>62.000000</td>\n",
- " <td>0.997835</td>\n",
- " <td>3.400000</td>\n",
- " <td>0.730000</td>\n",
- " <td>11.100000</td>\n",
- " <td>6.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>max</th>\n",
- " <td>15.900000</td>\n",
- " <td>1.580000</td>\n",
- " <td>1.000000</td>\n",
- " <td>15.500000</td>\n",
- " <td>0.611000</td>\n",
- " <td>72.000000</td>\n",
- " <td>289.000000</td>\n",
- " <td>1.003690</td>\n",
- " <td>4.010000</td>\n",
- " <td>2.000000</td>\n",
- " <td>14.900000</td>\n",
- " <td>8.000000</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " fixed acidity volatile acidity citric acid residual sugar \\\n",
- "count 1599.000000 1599.000000 1599.000000 1599.000000 \n",
- "mean 8.319637 0.527821 0.270976 2.538806 \n",
- "std 1.741096 0.179060 0.194801 1.409928 \n",
- "min 4.600000 0.120000 0.000000 0.900000 \n",
- "25% 7.100000 0.390000 0.090000 1.900000 \n",
- "50% 7.900000 0.520000 0.260000 2.200000 \n",
- "75% 9.200000 0.640000 0.420000 2.600000 \n",
- "max 15.900000 1.580000 1.000000 15.500000 \n",
- "\n",
- " chlorides free sulfur dioxide total sulfur dioxide density \\\n",
- "count 1599.000000 1599.000000 1599.000000 1599.000000 \n",
- "mean 0.087467 15.874922 46.467792 0.996747 \n",
- "std 0.047065 10.460157 32.895324 0.001887 \n",
- "min 0.012000 1.000000 6.000000 0.990070 \n",
- "25% 0.070000 7.000000 22.000000 0.995600 \n",
- "50% 0.079000 14.000000 38.000000 0.996750 \n",
- "75% 0.090000 21.000000 62.000000 0.997835 \n",
- "max 0.611000 72.000000 289.000000 1.003690 \n",
- "\n",
- " pH sulphates alcohol quality \n",
- "count 1599.000000 1599.000000 1599.000000 1599.000000 \n",
- "mean 3.311113 0.658149 10.422983 5.636023 \n",
- "std 0.154386 0.169507 1.065668 0.807569 \n",
- "min 2.740000 0.330000 8.400000 3.000000 \n",
- "25% 3.210000 0.550000 9.500000 5.000000 \n",
- "50% 3.310000 0.620000 10.200000 6.000000 \n",
- "75% 3.400000 0.730000 11.100000 6.000000 \n",
- "max 4.010000 2.000000 14.900000 8.000000 "
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "data.describe(include=\"all\")"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "9b6e5cfb",
- "metadata": {},
- "source": [
- "The data set has 1599 entries. The columns 'free sulfur dioxide' and 'total sulfur dioxide' have very high maximum values. In addition, we see that our target variable has the smallest value of 3 and the largest value of 8. Here we must consider whether the target variable must be divided into good and bad."
- ]
- },
- {
- "cell_type": "markdown",
- "id": "c4b09285",
- "metadata": {},
- "source": [
- "## 2.4 Data Cleaning"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "6d6363c4",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "fixed acidity 0\n",
- "volatile acidity 0\n",
- "citric acid 0\n",
- "residual sugar 0\n",
- "chlorides 0\n",
- "free sulfur dioxide 0\n",
- "total sulfur dioxide 0\n",
- "density 0\n",
- "pH 0\n",
- "sulphates 0\n",
- "alcohol 0\n",
- "quality 0\n",
- "dtype: int64"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "data.isnull().sum()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "9f00179f",
- "metadata": {},
- "source": [
- "There are no Null values in the dataset"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "587dd487",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>fixed acidity</th>\n",
- " <th>volatile acidity</th>\n",
- " <th>citric acid</th>\n",
- " <th>residual sugar</th>\n",
- " <th>chlorides</th>\n",
- " <th>free sulfur dioxide</th>\n",
- " <th>total sulfur dioxide</th>\n",
- " <th>density</th>\n",
- " <th>pH</th>\n",
- " <th>sulphates</th>\n",
- " <th>alcohol</th>\n",
- " <th>quality</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>7.4</td>\n",
- " <td>0.700</td>\n",
- " <td>0.00</td>\n",
- " <td>1.9</td>\n",
- " <td>0.076</td>\n",
- " <td>11.0</td>\n",
- " <td>34.0</td>\n",
- " <td>0.99780</td>\n",
- " <td>3.51</td>\n",
- " <td>0.56</td>\n",
- " <td>9.4</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>7.4</td>\n",
- " <td>0.700</td>\n",
- " <td>0.00</td>\n",
- " <td>1.9</td>\n",
- " <td>0.076</td>\n",
- " <td>11.0</td>\n",
- " <td>34.0</td>\n",
- " <td>0.99780</td>\n",
- " <td>3.51</td>\n",
- " <td>0.56</td>\n",
- " <td>9.4</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9</th>\n",
- " <td>7.5</td>\n",
- " <td>0.500</td>\n",
- " <td>0.36</td>\n",
- " <td>6.1</td>\n",
- " <td>0.071</td>\n",
- " <td>17.0</td>\n",
- " <td>102.0</td>\n",
- " <td>0.99780</td>\n",
- " <td>3.35</td>\n",
- " <td>0.80</td>\n",
- " <td>10.5</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11</th>\n",
- " <td>7.5</td>\n",
- " <td>0.500</td>\n",
- " <td>0.36</td>\n",
- " <td>6.1</td>\n",
- " <td>0.071</td>\n",
- " <td>17.0</td>\n",
- " <td>102.0</td>\n",
- " <td>0.99780</td>\n",
- " <td>3.35</td>\n",
- " <td>0.80</td>\n",
- " <td>10.5</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22</th>\n",
- " <td>7.9</td>\n",
- " <td>0.430</td>\n",
- " <td>0.21</td>\n",
- " <td>1.6</td>\n",
- " <td>0.106</td>\n",
- " <td>10.0</td>\n",
- " <td>37.0</td>\n",
- " <td>0.99660</td>\n",
- " <td>3.17</td>\n",
- " <td>0.91</td>\n",
- " <td>9.5</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1567</th>\n",
- " <td>7.2</td>\n",
- " <td>0.695</td>\n",
- " <td>0.13</td>\n",
- " <td>2.0</td>\n",
- " <td>0.076</td>\n",
- " <td>12.0</td>\n",
- " <td>20.0</td>\n",
- " <td>0.99546</td>\n",
- " <td>3.29</td>\n",
- " <td>0.54</td>\n",
- " <td>10.1</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1579</th>\n",
- " <td>6.2</td>\n",
- " <td>0.560</td>\n",
- " <td>0.09</td>\n",
- " <td>1.7</td>\n",
- " <td>0.053</td>\n",
- " <td>24.0</td>\n",
- " <td>32.0</td>\n",
- " <td>0.99402</td>\n",
- " <td>3.54</td>\n",
- " <td>0.60</td>\n",
- " <td>11.3</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1581</th>\n",
- " <td>6.2</td>\n",
- " <td>0.560</td>\n",
- " <td>0.09</td>\n",
- " <td>1.7</td>\n",
- " <td>0.053</td>\n",
- " <td>24.0</td>\n",
- " <td>32.0</td>\n",
- " <td>0.99402</td>\n",
- " <td>3.54</td>\n",
- " <td>0.60</td>\n",
- " <td>11.3</td>\n",
- " <td>5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1592</th>\n",
- " <td>6.3</td>\n",
- " <td>0.510</td>\n",
- " <td>0.13</td>\n",
- " <td>2.3</td>\n",
- " <td>0.076</td>\n",
- " <td>29.0</td>\n",
- " <td>40.0</td>\n",
- " <td>0.99574</td>\n",
- " <td>3.42</td>\n",
- " <td>0.75</td>\n",
- " <td>11.0</td>\n",
- " <td>6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1596</th>\n",
- " <td>6.3</td>\n",
- " <td>0.510</td>\n",
- " <td>0.13</td>\n",
- " <td>2.3</td>\n",
- " <td>0.076</td>\n",
- " <td>29.0</td>\n",
- " <td>40.0</td>\n",
- " <td>0.99574</td>\n",
- " <td>3.42</td>\n",
- " <td>0.75</td>\n",
- " <td>11.0</td>\n",
- " <td>6</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>460 rows × 12 columns</p>\n",
- "</div>"
- ],
- "text/plain": [
- " fixed acidity volatile acidity citric acid residual sugar chlorides \\\n",
- "0 7.4 0.700 0.00 1.9 0.076 \n",
- "4 7.4 0.700 0.00 1.9 0.076 \n",
- "9 7.5 0.500 0.36 6.1 0.071 \n",
- "11 7.5 0.500 0.36 6.1 0.071 \n",
- "22 7.9 0.430 0.21 1.6 0.106 \n",
- "... ... ... ... ... ... \n",
- "1567 7.2 0.695 0.13 2.0 0.076 \n",
- "1579 6.2 0.560 0.09 1.7 0.053 \n",
- "1581 6.2 0.560 0.09 1.7 0.053 \n",
- "1592 6.3 0.510 0.13 2.3 0.076 \n",
- "1596 6.3 0.510 0.13 2.3 0.076 \n",
- "\n",
- " free sulfur dioxide total sulfur dioxide density pH sulphates \\\n",
- "0 11.0 34.0 0.99780 3.51 0.56 \n",
- "4 11.0 34.0 0.99780 3.51 0.56 \n",
- "9 17.0 102.0 0.99780 3.35 0.80 \n",
- "11 17.0 102.0 0.99780 3.35 0.80 \n",
- "22 10.0 37.0 0.99660 3.17 0.91 \n",
- "... ... ... ... ... ... \n",
- "1567 12.0 20.0 0.99546 3.29 0.54 \n",
- "1579 24.0 32.0 0.99402 3.54 0.60 \n",
- "1581 24.0 32.0 0.99402 3.54 0.60 \n",
- "1592 29.0 40.0 0.99574 3.42 0.75 \n",
- "1596 29.0 40.0 0.99574 3.42 0.75 \n",
- "\n",
- " alcohol quality \n",
- "0 9.4 5 \n",
- "4 9.4 5 \n",
- "9 10.5 5 \n",
- "11 10.5 5 \n",
- "22 9.5 5 \n",
- "... ... ... \n",
- "1567 10.1 5 \n",
- "1579 11.3 5 \n",
- "1581 11.3 5 \n",
- "1592 11.0 6 \n",
- "1596 11.0 6 \n",
- "\n",
- "[460 rows x 12 columns]"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "data[data.duplicated(keep=False)]"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "e76ff765",
- "metadata": {},
- "source": [
- "There are duplicates in the dataset. But in this case we don't want to remove these, as they are actually different wine batches, that just happen to have the same chemical characteristics and the same quality. It wouldn't be bad, if the model specializes on the more common wines"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "04b43d46",
- "metadata": {},
- "outputs": [],
- "source": [
- "data_clean = data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "0aaeb05a",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='count'>"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x800 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Analyse the target variable\n",
- "plt.figure(figsize =(12, 8))\n",
- "sns.countplot(x=\"quality\", data=data_clean )"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "6c777886",
- "metadata": {},
- "source": [
- "# 3. Data Preparation "
- ]
- },
- {
- "cell_type": "markdown",
- "id": "4391dfbc",
- "metadata": {},
- "source": [
- "## 3.1 Remove Outliers"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "e0d61418",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([[<Axes: title={'center': 'fixed acidity'}>,\n",
- " <Axes: title={'center': 'volatile acidity'}>,\n",
- " <Axes: title={'center': 'citric acid'}>],\n",
- " [<Axes: title={'center': 'residual sugar'}>,\n",
- " <Axes: title={'center': 'chlorides'}>,\n",
- " <Axes: title={'center': 'free sulfur dioxide'}>],\n",
- " [<Axes: title={'center': 'total sulfur dioxide'}>,\n",
- " <Axes: title={'center': 'density'}>,\n",
- " <Axes: title={'center': 'pH'}>],\n",
- " [<Axes: title={'center': 'sulphates'}>,\n",
- " <Axes: title={'center': 'alcohol'}>,\n",
- " <Axes: title={'center': 'quality'}>]], dtype=object)"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 2000x2000 with 12 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data_clean.hist(figsize=(20,20), bins= 60)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "ae79f31a",
- "metadata": {},
- "source": [
- "With the histograms of all columns, we can now see at a glance how their values are distributed. It is noticeable that some features do not show a normal distribution and therefore have outliers in their values."
- ]
- },
- {
- "cell_type": "markdown",
- "id": "1e8fa300",
- "metadata": {},
- "source": [
- "Fixed Acidity"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "9be704c6",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='fixed acidity', ylabel='Count'>"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data_clean['fixed acidity'])"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a7e4e175",
- "metadata": {},
- "source": [
- "The graph looks normally distributed, which is why the values remain in the first step"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "dcb0309a",
- "metadata": {},
- "source": [
- "Volatile Acidity"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "id": "7204aea7",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='volatile acidity', ylabel='Count'>"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data_clean['volatile acidity'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "id": "cc316430",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1.02"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "q1 = data_clean['volatile acidity'].quantile(0.99)\n",
- "q1"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "id": "f8bff647",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='volatile acidity', ylabel='Count'>"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data1 = data_clean[data_clean['volatile acidity']<q1]\n",
- "sns.histplot(data1['volatile acidity'])"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "ab2580d6",
- "metadata": {},
- "source": [
- "Citric Acid"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "id": "f549f9f5",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='citric acid', ylabel='Count'>"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data1['citric acid'])"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "1acd4a68",
- "metadata": {},
- "source": [
- "Residual Sugar"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "id": "513dbe68",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='residual sugar', ylabel='Count'>"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data1['residual sugar'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "id": "7af3d5f1",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='residual sugar'>"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(12, 7))\n",
- "sns.boxplot(x='quality',y='residual sugar', data=data1,palette='winter')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d8b86d4e",
- "metadata": {},
- "source": [
- "Residual Sugar shows a lot of outliers in relation to the target variable. A part of the outliers is now removed to create a more accurate data picture."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "id": "eebed00d",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "8.363000000000012"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "q2 = data1['residual sugar'].quantile(0.99)\n",
- "q2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "id": "bc68b56b",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='residual sugar', ylabel='Count'>"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data2= data1[data1['residual sugar']<q2]\n",
- "sns.histplot(data2['residual sugar'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "id": "87ade27f",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='residual sugar'>"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(12, 7))\n",
- "sns.boxplot(x='quality',y='residual sugar', data=data2,palette='winter')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "e4eeec81",
- "metadata": {},
- "source": [
- "There are still outliers to be seen, however these can still be changed after a first run of the model"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "5e6ccfe5",
- "metadata": {},
- "source": [
- "Chlorides\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "id": "fb248bff",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='chlorides', ylabel='Count'>"
- ]
- },
- "execution_count": 20,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data2['chlorides'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "id": "00dbd513",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.226"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "q3 = data2['chlorides'].quantile(0.98)\n",
- "q3"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "id": "85b89af6",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='chlorides', ylabel='Count'>"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data3= data2[data2['chlorides']<q3]\n",
- "sns.histplot(data3['chlorides'])"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "ca65388c",
- "metadata": {},
- "source": [
- "Free Sulfur Dioxide"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "id": "df352bbf",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='free sulfur dioxide', ylabel='Count'>"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data3['free sulfur dioxide'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "id": "21ab7cdd",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='free sulfur dioxide'>"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(12, 7))\n",
- "sns.boxplot(x='quality',y='free sulfur dioxide', data=data3,palette='winter')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "id": "045b25ee",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "47.700000000000045"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "q4 = data3['free sulfur dioxide'].quantile(0.99)\n",
- "q4"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "id": "f00f9bf6",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='free sulfur dioxide', ylabel='Count'>"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data4= data3[data3['free sulfur dioxide']<q4]\n",
- "sns.histplot(data4['free sulfur dioxide'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "id": "9a001205",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='free sulfur dioxide'>"
- ]
- },
- "execution_count": 27,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(12, 7))\n",
- "sns.boxplot(x='quality',y='free sulfur dioxide', data=data4,palette='winter')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "08d1479a",
- "metadata": {},
- "source": [
- "Zuvor erkannte Ausreißer der Spalte 'free sulfur dioxide' entfernt und ein ausgeglichenes Bild zu unserer Zielvariablen geschaffen"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a12ce84d",
- "metadata": {},
- "source": [
- "Total Sulfur Dioxide"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "id": "338b6ab6",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='total sulfur dioxide', ylabel='Count'>"
- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data4['total sulfur dioxide'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "id": "f85387f7",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='total sulfur dioxide'>"
- ]
- },
- "execution_count": 29,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(12, 7))\n",
- "sns.boxplot(x='quality',y='total sulfur dioxide', data=data4,palette='winter')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "id": "08a93007",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "143.8599999999999"
- ]
- },
- "execution_count": 30,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "q5 = data4['total sulfur dioxide'].quantile(0.99)\n",
- "q5"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "id": "e420a25f",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='total sulfur dioxide', ylabel='Count'>"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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+fvx4RUdHKywsTFlZWVqwYIG+/PLLaleFfm7BggVKSEhwrNtsNgIPAAAm1SjCTkVFhR5++GFVVVVp1apVTvumT5/u+HdMTIw6deqkfv36KTMzU7fcckuN9axWq6xWa4P2DAAAPIPH38aqqKjQmDFjlJOTo9TUVKerOjW55ZZb5OPjo+PHj1+nDgEAgCfz6Cs7l4LO8ePHtXfvXrVu3fqKxxw5ckQVFRUKDw+/Dh0CAABP59awU1paqm+++caxnpOTo4MHDyo4OFgRERH6j//4D2VmZuof//iHKisrVVBQIEkKDg6Wr6+vvv32W23YsEH33XefQkJCdPToUc2dO1d9+vTR7bff7q7TAgAAHsStYefzzz/X4MGDHeuXHhqePHmyEhMTtW3bNklS7969nY7bu3evYmNj5evrq927d2v58uUqLS1VZGSk7r//fi1atEheXl7X7TwAAIDncmvYiY2NlWEYte6/3D5JioyMrPbpyQAAAD/n8Q8oAwAAXAvCDgAAMDXCDgAAMLV6hZ2OHTvq9OnT1bafPXtWHTt2vOamAAAAXKVeYefEiROqrKystt1ut+v777+/5qYAAABc5arexrr0Krgk7dixQ0FBQY71yspK7d69Wx06dHBZcwAAANfqqsLOqFGjJEkWi0WTJ0922ufj46MOHTrotddec1lzAAAA1+qqwk5VVZUkKTo6Wunp6QoJCWmQpgAAAFylXh8qmJOT4+o+AAAAGkS9P0F59+7d2r17twoLCx1XfC55++23r7kxAAAAV6hX2Fm8eLGef/559evXT+Hh4bJYLK7uCwAAwCXqFXbefPNNrV27VhMnTnR1PwAAAC5Vr8/ZKS8v18CBA13dCwAAgMvVK+z87ne/08aNG13dCwAAgMvV6zbWTz/9pLfeeku7du3SzTffLB8fH6f9S5cudUlzAAAA16peYefQoUPq3bu3JCkrK8tpHw8rAwAAT1KvsLN3715X9wEAANAg6v05O6ib3NxcFRUVubRmdna2S+sBAGBm9Qo7gwcPvuztqj179tS7ITPJzc1V167dVFZ2vkHqV9jLG6QuAABmUq+wc+l5nUsqKip08OBBZWVlVfuC0KasqKhIZWXnNWDqIgWGd3BZ3fzDHytr21u6cOGCy2oCAGBW9Qo7r7/+eo3bExMTVVpaek0NmVFgeAcFR3VxWT1b/gmX1QIAwOzq9Tk7tZkwYQLfiwUAADyKS8POxx9/rObNm7uyJAAAwDWp122s0aNHO60bhqH8/Hx9/vnneu6551zSGAAAgCvUK+wEBQU5rTdr1kxdunTR888/r+HDh7ukMQAAAFeoV9hJTk52dR8AAAAN4po+VDAjI0PZ2dmyWCzq3r27+vTp46q+AAAAXKJeYaewsFAPP/yw9u3bpxtuuEGGYai4uFiDBw9WSkqK2rRp4+o+AQAA6qVeb2PNmTNHNptNR44c0Y8//qgzZ84oKytLNptNjz/+uKt7BAAAqLd6Xdn54IMPtGvXLnXr1s2xrXv37nrjjTd4QBkAAHiUel3Zqaqqko+PT7XtPj4+qqqquuamAAAAXKVeYWfIkCF64okn9MMPPzi2ff/99/rjH/+ou+++u8519u/frxEjRigiIkIWi0Vbt2512m8YhhITExURESE/Pz/FxsbqyJEjTmPsdrvmzJmjkJAQtWjRQiNHjtSpU6fqc1oAAMCE6nUba+XKlfrNb36jDh06KDIyUhaLRbm5uerZs6fWr19f5zrnzp1Tr1699Oijj+rBBx+stv+VV17R0qVLtXbtWnXu3FkvvPCChg0bpq+++koBAQGSpPj4eP39739XSkqKWrdurblz5+qBBx5QRkaGvLy86nN6gMtlZ2e7vGZISIiioqJcXhcAzKZeYScyMlKZmZlKTU3VsWPHZBiGunfvrqFDh15Vnbi4OMXFxdW4zzAMLVu2TAsXLnR8YvO6desUGhqqjRs36rHHHlNxcbHWrFmjd9991/Gz169fr8jISO3atUv33HNPfU4PcJmy4tOSLJowYYLLa/v5+evYsWwCDwBcwVWFnT179mj27Nn65JNPFBgYqGHDhmnYsGGSpOLiYvXo0UNvvvmm7rzzzmtuLCcnRwUFBU4PPFutVg0aNEgHDhzQY489poyMDFVUVDiNiYiIUExMjA4cOFBr2LHb7bLb7Y51m812zf0CNak4XyLJUO9x89UmuqvL6tryT+jTtxerqKiIsAMAV3BVYWfZsmWaPn26AgMDq+0LCgrSY489pqVLl7ok7BQUFEiSQkNDnbaHhobq5MmTjjG+vr5q1apVtTGXjq9JUlKSFi9efM09AnXVsm2UgqO6uLsNAGiSruoB5S+//FL33ntvrfuHDx+ujIyMa27q5ywWi9O6YRjVtv3SlcYsWLBAxcXFjiUvL88lvQIAAM9zVWHn3//+d42vnF/i7e2t//3f/73mpiQpLCxMkqpdoSksLHRc7QkLC1N5ebnOnDlT65iaWK1WBQYGOi0AAMCcrirs3HjjjTp8+HCt+w8dOqTw8PBrbkqSoqOjFRYWptTUVMe28vJypaWlaeDAgZKkvn37ysfHx2lMfn6+srKyHGMAAEDTdlXP7Nx3333605/+pLi4ODVv3txpX1lZmRYtWqQHHnigzvVKS0v1zTffONZzcnJ08OBBBQcHKyoqSvHx8VqyZIk6deqkTp06acmSJfL399e4ceMkXXxOaNq0aZo7d65at26t4OBgzZs3Tz179rzqN8MAAIA5XVXYefbZZ7V582Z17txZs2fPVpcuXWSxWJSdna033nhDlZWVWrhwYZ3rff755xo8eLBjPSEhQZI0efJkrV27Vk899ZTKyso0c+ZMnTlzRgMGDNDOnTsdn7EjSa+//rq8vb01ZswYlZWV6e6779batWv5jB0AACDpKsNOaGioDhw4oD/84Q9asGCBDMOQdPEh4nvuuUerVq267LMyvxQbG+uoUROLxaLExEQlJibWOqZ58+ZasWKFVqxYUeefCwAAmo6r/lDB9u3ba/v27Tpz5oy++eYbGYahTp06VXv9GwAAwBPU6xOUJalVq1bq37+/K3sBAABwuXp9ESgAAEBjQdgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmVu+viwDgftnZ2S6tFxISoqioKJfWBAB3I+wAjVBZ8WlJFk2YMMGldf38/HXsWDaBB4CpEHaARqjifIkkQ73HzVeb6K4uqWnLP6FP316soqIiwg4AUyHsAI1Yy7ZRCo7q4u42AMCj8YAyAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNY8POx06dJDFYqm2zJo1S5I0ZcqUavtuvfVWN3cNAAA8hbe7G7iS9PR0VVZWOtazsrI0bNgwPfTQQ45t9957r5KTkx3rvr6+17VHAADguTw+7LRp08Zp/aWXXtKvfvUrDRo0yLHNarUqLCzsercGAAAaAY+/jfVz5eXlWr9+vaZOnSqLxeLYvm/fPrVt21adO3fW9OnTVVhYeNk6drtdNpvNaQEAAObUqMLO1q1bdfbsWU2ZMsWxLS4uThs2bNCePXv02muvKT09XUOGDJHdbq+1TlJSkoKCghxLZGTkdegeAAC4g8ffxvq5NWvWKC4uThEREY5tY8eOdfw7JiZG/fr1U/v27fX+++9r9OjRNdZZsGCBEhISHOs2m43AAwCASTWasHPy5Ent2rVLmzdvvuy48PBwtW/fXsePH691jNVqldVqdXWLAADAAzWa21jJyclq27at7r///suOO336tPLy8hQeHn6dOgMAAJ6sUYSdqqoqJScna/LkyfL2/r+LUaWlpZo3b54+/vhjnThxQvv27dOIESMUEhKi3/72t27sGAAAeIpGcRtr165dys3N1dSpU522e3l56fDhw3rnnXd09uxZhYeHa/Dgwdq0aZMCAgLc1C0AAPAkjSLsDB8+XIZhVNvu5+enHTt2uKEjAADQWDSK21gAAAD1RdgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACmRtgBAACm1ig+QRlA45abm6uioiKX1gwJCVFUVJRLawIwJ8IOgAaVm5urrl27qazsvEvr+vn569ixbAIPgCsi7ABoUEVFRSorO68BUxcpMLyDS2ra8k/o07cXq6ioiLAD4IoIOwCui8DwDgqO6uLuNgA0QTygDAAATI0rOwCcZGdne3Q9ALhahB0AkqSy4tOSLJowYUKD1K+wlzdIXQC4EsIOAElSxfkSSYZ6j5uvNtFdXVY3//DHytr2li5cuOCymgBwNQg7AJy0bBvl0geJbfknXFYLAOqDB5QBAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpEXYAAICpeXTYSUxMlMVicVrCwsIc+w3DUGJioiIiIuTn56fY2FgdOXLEjR0DAABP49FhR5J69Oih/Px8x3L48GHHvldeeUVLly7VypUrlZ6errCwMA0bNkwlJSVu7BgAAHgSb3c3cCXe3t5OV3MuMQxDy5Yt08KFCzV69GhJ0rp16xQaGqqNGzfqscceq7Wm3W6X3W53rNtsNtc3DgAAPILHX9k5fvy4IiIiFB0drYcffljfffedJCknJ0cFBQUaPny4Y6zVatWgQYN04MCBy9ZMSkpSUFCQY4mMjGzQcwAAAO7j0WFnwIABeuedd7Rjxw79+c9/VkFBgQYOHKjTp0+roKBAkhQaGup0TGhoqGNfbRYsWKDi4mLHkpeX12DnAAAA3Mujb2PFxcU5/t2zZ0/ddttt+tWvfqV169bp1ltvlSRZLBanYwzDqLbtl6xWq6xWq+sbBgAAHsejw84vtWjRQj179tTx48c1atQoSVJBQYHCw8MdYwoLC6td7QEAd8rNzVVRUZHL64aEhCgqKsrldQGzaVRhx263Kzs7W3feeaeio6MVFham1NRU9enTR5JUXl6utLQ0vfzyy27uFAAuys3NVdeu3VRWdt7ltf38/HXsWDaBB7gCjw478+bN04gRIxQVFaXCwkK98MILstlsmjx5siwWi+Lj47VkyRJ16tRJnTp10pIlS+Tv769x48a5u3UAkCQVFRWprOy8BkxdpMDwDi6ra8s/oU/fXqyioiLCDnAFHh12Tp06pUceeURFRUVq06aNbr31Vn3yySdq3769JOmpp55SWVmZZs6cqTNnzmjAgAHauXOnAgIC3Nw5ADgLDO+g4Kgu7m4DaJI8OuykpKRcdr/FYlFiYqISExOvT0MAAKDR8ehXzwEAAK4VYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJiaR39dBABcTnZ2tstrhoSE8MWagMkQdgA0OmXFpyVZNGHCBJfX9vPz17Fj2QQewEQIOwAanYrzJZIM9R43X22iu7qsri3/hD59e7GKiooIO4CJEHYANFot20YpOKqLu9sA4OF4QBkAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJgaYQcAAJga340FAI1Ydna2S+uFhITwJagwHcIOADRCZcWnJVk0YcIEl9b18/PXsWPZBB6YCmEHABqhivMlkgz1HjdfbaK7uqSmLf+EPn17sYqKigg7MBXCDgA0Yi3bRik4qou72wA8Gg8oAwAAUyPsAAAAU/Po21hJSUnavHmzjh07Jj8/Pw0cOFAvv/yyunT5v0u2U6ZM0bp165yOGzBggD755JPr3S4AmIKr3/CSJLvdLqvV6tKavDmGuvLosJOWlqZZs2apf//+unDhghYuXKjhw4fr6NGjatGihWPcvffeq+TkZMe6r6+vO9oFgEatod7wkiRZLJJhuLQkb46hrjw67HzwwQdO68nJyWrbtq0yMjJ01113ObZbrVaFhYVd7/YAwFQa4g0vSco//LGytr3Fm2NwG48OO79UXFwsSQoODnbavm/fPrVt21Y33HCDBg0apBdffFFt27attY7dbpfdbnes22y2hmkYQKPkyts4DXFLqKG5+g0vW/6JBqkL1FWjCTuGYSghIUF33HGHYmJiHNvj4uL00EMPqX379srJydFzzz2nIUOGKCMjo9b7w0lJSVq8ePH1ah1AI9GQt3Eq7OUurwmgbhpN2Jk9e7YOHTqkjz76yGn72LFjHf+OiYlRv3791L59e73//vsaPXp0jbUWLFighIQEx7rNZlNkZGTDNA6g0WiI2ziXbuFcuHDBJfUAXL1GEXbmzJmjbdu2af/+/WrXrt1lx4aHh6t9+/Y6fvx4rWOsVqvL3woAYB6uvN1y6RYOAPfx6LBjGIbmzJmjLVu2aN++fYqOjr7iMadPn1ZeXp7Cw8OvQ4cAAMDTefSHCs6aNUvr16/Xxo0bFRAQoIKCAhUUFKisrEySVFpaqnnz5unjjz/WiRMntG/fPo0YMUIhISH67W9/6+buAQCAJ/DoKzurV6+WJMXGxjptT05O1pQpU+Tl5aXDhw/rnXfe0dmzZxUeHq7Bgwdr06ZNCggIcEPHAADA03h02DGu8AFUfn5+2rFjx3XqBgAANEYefRsLAADgWhF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqXn05+wAAHA95ebmqqioyOV1Q0JCFBUV5fK6qBvCDgAAuhh0unbtprKy8y6v7efnr2PHsgk8bkLYAQBAUlFRkcrKzmvA1EUKDO/gsrq2/BP69O3FKioqIuy4CWEHAICfCQzvoOCoLu5uAy7EA8oAAMDUCDsAAMDUuI0FAGi0srOzPbIWPAthBwDQ6JQVn5Zk0YQJE1xeu8Je7vKaDYHX5OuOsAMAaHQqzpdIMtR73Hy1ie7qkpr5hz9W1ra3dOHCBZfUa0i8Jn91CDsAgEarZdsol705Zcs/4ZI6tXH1LTdek687wg4AAA2oIW+5+QVH8Jp8HRB2AABoQE39lpsnIOwAAHAdNKZbbmbD5+wAAABT48oOAABw4urPHHL36+yEHQAAIKnhHqZ29+vshB0AACCpYR6m9oTX2Qk7AADAiSsfpvYEPKAMAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMzTRhZ9WqVYqOjlbz5s3Vt29fffjhh+5uCQAAeABThJ1NmzYpPj5eCxcu1BdffKE777xTcXFxys3NdXdrAADAzUwRdpYuXapp06bpd7/7nbp166Zly5YpMjJSq1evdndrAADAzRr910WUl5crIyNDTz/9tNP24cOH68CBAzUeY7fbZbfbHevFxcWSJJvN5tLeSktLJUk/nvxKF+xlLqtryz8pSSr+/rh8vC0eW7Oh6tIrvdIrvTaWmg1Vt1H1WnDxLktpaanL/85eqmcYxuUHGo3c999/b0gy/vWvfzltf/HFF43OnTvXeMyiRYsMSSwsLCwsLCwmWPLy8i6bFRr9lZ1LLBbnBGoYRrVtlyxYsEAJCQmO9aqqKv34449q3bq1SkpKFBkZqby8PAUGBjZoz57MZrM1+XlgDi5iHi5iHi5iHi5iHjxjDgzDUElJiSIiIi47rtGHnZCQEHl5eamgoMBpe2FhoUJDQ2s8xmq1ymq1Om274YYbJP1faAoMDGyy/wH/HPPAHFzCPFzEPFzEPFzEPLh/DoKCgq44ptE/oOzr66u+ffsqNTXVaXtqaqoGDhzopq4AAICnaPRXdiQpISFBEydOVL9+/XTbbbfprbfeUm5urmbMmOHu1gAAgJuZIuyMHTtWp0+f1vPPP6/8/HzFxMRo+/btat++/VXXslqtWrRoUbXbXE0N88AcXMI8XMQ8XMQ8XMQ8NK45sBjGld7XAgAAaLwa/TM7AAAAl0PYAQAApkbYAQAApkbYAQAApkbY+ZlVq1YpOjpazZs3V9++ffXhhx+6u6UGlZSUpP79+ysgIEBt27bVqFGj9NVXXzmNMQxDiYmJioiIkJ+fn2JjY3XkyBE3ddzwkpKSZLFYFB8f79jWVObg+++/14QJE9S6dWv5+/urd+/eysjIcOxvCvNw4cIFPfvss4qOjpafn586duyo559/XlVVVY4xZpyH/fv3a8SIEYqIiJDFYtHWrVud9tflnO12u+bMmaOQkBC1aNFCI0eO1KlTp67jWVy7y81DRUWF5s+fr549e6pFixaKiIjQpEmT9MMPPzjVMPs8/NJjjz0mi8WiZcuWOW33tHkg7Px/mzZtUnx8vBYuXKgvvvhCd955p+Li4pSbm+vu1hpMWlqaZs2apU8++USpqam6cOGChg8frnPnzjnGvPLKK1q6dKlWrlyp9PR0hYWFadiwYSopKXFj5w0jPT1db731lm6++Wan7U1hDs6cOaPbb79dPj4++uc//6mjR4/qtddec3yyuNQ05uHll1/Wm2++qZUrVyo7O1uvvPKKXn31Va1YscIxxozzcO7cOfXq1UsrV66scX9dzjk+Pl5btmxRSkqKPvroI5WWluqBBx5QZWXl9TqNa3a5eTh//rwyMzP13HPPKTMzU5s3b9bXX3+tkSNHOo0z+zz83NatW/Xpp5/W+FUNHjcP1/pFnGbx61//2pgxY4bTtq5duxpPP/20mzq6/goLCw1JRlpammEYhlFVVWWEhYUZL730kmPMTz/9ZAQFBRlvvvmmu9psECUlJUanTp2M1NRUY9CgQcYTTzxhGEbTmYP58+cbd9xxR637m8o83H///cbUqVOdto0ePdqYMGGCYRhNYx4kGVu2bHGs1+Wcz549a/j4+BgpKSmOMd9//73RrFkz44MPPrhuvbvSL+ehJp999pkhyTh58qRhGE1rHk6dOmXceOONRlZWltG+fXvj9ddfd+zzxHngyo6k8vJyZWRkaPjw4U7bhw8frgMHDripq+uvuLhYkhQcHCxJysnJUUFBgdO8WK1WDRo0yHTzMmvWLN1///0aOnSo0/amMgfbtm1Tv3799NBDD6lt27bq06eP/vznPzv2N5V5uOOOO7R79259/fXXkqQvv/xSH330ke677z5JTWcefq4u55yRkaGKigqnMREREYqJiTHtvEgXf2daLBbHFdCmMg9VVVWaOHGinnzySfXo0aPafk+cB1N8gvK1KioqUmVlZbUvDg0NDa32BaNmZRiGEhISdMcddygmJkaSHOde07ycPHnyuvfYUFJSUpSZman09PRq+5rKHHz33XdavXq1EhIS9Mwzz+izzz7T448/LqvVqkmTJjWZeZg/f76Ki4vVtWtXeXl5qbKyUi+++KIeeeQRSU3nv4efq8s5FxQUyNfXV61atao2xqy/Q3/66Sc9/fTTGjdunONLMJvKPLz88svy9vbW448/XuN+T5wHws7PXPrG80sMw6i2zaxmz56tQ4cO6aOPPqq2z8zzkpeXpyeeeEI7d+5U8+bNax1n5jmQLv6fWr9+/bRkyRJJUp8+fXTkyBGtXr1akyZNcowz+zxs2rRJ69ev18aNG9WjRw8dPHhQ8fHxioiI0OTJkx3jzD4PNanPOZt1XioqKvTwww+rqqpKq1atuuJ4M81DRkaGli9frszMzKs+J3fOA7exJIWEhMjLy6ta4iwsLKz2fzNmNGfOHG3btk179+5Vu3btHNvDwsIkydTzkpGRocLCQvXt21fe3t7y9vZWWlqa/uu//kve3t6O8zTzHEhSeHi4unfv7rStW7dujgf0m8J/C5L05JNP6umnn9bDDz+snj17auLEifrjH/+opKQkSU1nHn6uLuccFham8vJynTlzptYxZlFRUaExY8YoJydHqampjqs6UtOYhw8//FCFhYWKiopy/M48efKk5s6dqw4dOkjyzHkg7Ejy9fVV3759lZqa6rQ9NTVVAwcOdFNXDc8wDM2ePVubN2/Wnj17FB0d7bQ/OjpaYWFhTvNSXl6utLQ008zL3XffrcOHD+vgwYOOpV+/fho/frwOHjyojh07mn4OJOn222+v9rEDX3/9tePLdJvCfwvSxTdumjVz/rXo5eXlePW8qczDz9XlnPv27SsfHx+nMfn5+crKyjLVvFwKOsePH9euXbvUunVrp/1NYR4mTpyoQ4cOOf3OjIiI0JNPPqkdO3ZI8tB5cMtj0R4oJSXF8PHxMdasWWMcPXrUiI+PN1q0aGGcOHHC3a01mD/84Q9GUFCQsW/fPiM/P9+xnD9/3jHmpZdeMoKCgozNmzcbhw8fNh555BEjPDzcsNlsbuy8Yf38bSzDaBpz8Nlnnxne3t7Giy++aBw/ftzYsGGD4e/vb6xfv94xpinMw+TJk40bb7zR+Mc//mHk5OQYmzdvNkJCQoynnnrKMcaM81BSUmJ88cUXxhdffGFIMpYuXWp88cUXjreM6nLOM2bMMNq1a2fs2rXLyMzMNIYMGWL06tXLuHDhgrtO66pdbh4qKiqMkSNHGu3atTMOHjzo9DvTbrc7aph9Hmryy7exDMPz5oGw8zNvvPGG0b59e8PX19e45ZZbHK9gm5WkGpfk5GTHmKqqKmPRokVGWFiYYbVajbvuuss4fPiw+5q+Dn4ZdprKHPz97383YmJiDKvVanTt2tV46623nPY3hXmw2WzGE088YURFRRnNmzc3OnbsaCxcuNDpj5kZ52Hv3r01/i6YPHmyYRh1O+eysjJj9uzZRnBwsOHn52c88MADRm5urhvOpv4uNw85OTm1/s7cu3evo4bZ56EmNYUdT5sHi2EYxvW4ggQAAOAOPLMDAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADwOWmTJmiUaNGNVj9xMRE9e7du9q20NBQWSwWbd26tcF+9iWxsbGKj493rHfo0EHLli1zWf26zOEvewBQM293NwCg4cXGxqp3795X/ce4vsddb9nZ2Vq8eLG2bNmiW2+9Va1atbruPaSnp6tFixYuq7d8+XLxAfeAaxB2ADR63377rSTpN7/5jSwWS73rlJeXy9fXt17HtmnTpt4/tyZBQUEurQc0ZdzGAkxuypQpSktL0/Lly2WxWGSxWHTixAlJUlpamn7961/LarUqPDxcTz/9tC5cuHDZ4yorKzVt2jRFR0fLz89PXbp00fLly6+qp5MnT2rEiBFq1aqVWrRooR49emj79u2SpLVr1+qGG25wGr9169ZaQ0xiYqJGjBghSWrWrJljXE23eEaNGqUpU6Y41jt06KAXXnhBU6ZMUVBQkKZPn17jzzh37pwmTZqkli1bKjw8XK+99lq1Mb+8jZWbm6vf/OY3atmypQIDAzVmzBj9+9//liQdO3ZM/v7+2rhxo2P85s2b1bx5cx0+fFhS9dtYdemhvLxcTz31lG688Ua1aNFCAwYM0L59+2o8J6ApIewAJrd8+XLddtttmj59uvLz85Wfn6/IyEh9//33uu+++9S/f399+eWXWr16tdasWaMXXnjhssdVVVWpXbt2eu+993T06FH96U9/0jPPPKP33nuvzj3NmjVLdrtd+/fv1+HDh/Xyyy+rZcuW9Tq/efPmKTk5WZIcfV6NV199VTExMcrIyNBzzz1X45gnn3xSe/fu1ZYtW7Rz507t27dPGRkZtdY0DEOjRo3Sjz/+qLS0NKWmpurbb7/V2LFjJUldu3bVf/7nf2rmzJk6efKkfvjhB02fPl0vvfSSevbsWe8eHn30Uf3rX/9SSkqKDh06pIceekj33nuvjh8/flVzApgNt7EAkwsKCpKvr6/8/f0VFhbm2L5q1SpFRkZq5cqVslgs6tq1q3744QfNnz9ff/rTn2o9zsvLS4sXL3asR0dH68CBA3rvvfc0ZsyYOvWUm5urBx980PGHvWPHjvU+v5YtWzquBP28z7oaMmSI5s2bV+v+0tJSrVmzRu+8846GDRsmSVq3bp3atWtX6zG7du3SoUOHlJOTo8jISEnSu+++qx49eig9PV39+/fXzJkztX37dk2cOFG+vr7q27evnnjiiXr38O233+qvf/2rTp06pYiICEkXg+AHH3yg5ORkLVmy5OomBjARwg7QRGVnZ+u2225zuj10++23q7S0VKdOnVJUVFStx7755pv6y1/+opMnT6qsrEzl5eXV3o66nMcff1x/+MMftHPnTg0dOlQPPvigbr755ms5nXrr16/fZfd/++23Ki8v12233ebYFhwcrC5dutR6THZ2tiIjIx1BR5K6d++uG264QdnZ2erfv78k6e2331bnzp3VrFkzZWVl1Xqrri49ZGZmyjAMde7c2elYu92u1q1bX/YcAbPjNhbQRBmGUe2P66W3fy73kO97772nP/7xj5o6dap27typgwcP6tFHH1V5eXmdf/bvfvc7fffdd5o4caIOHz6sfv36acWKFZIuPnfzy7eQKioq6lz7krrWudIbVPV5I6qmua1p+5dffqlz587p3LlzKigouKYeqqqq5OXlpYyMDB08eNCxZGdnX/UzVYDZEHaAJsDX11eVlZVO27p3764DBw44/SE9cOCAAgICdOONN9Z63IcffqiBAwdq5syZ6tOnj2666SbH21BXIzIyUjNmzNDmzZs1d+5c/fnPf5Z08a2mkpISnTt3zjH24MGDV12/TZs2Ts/vVFZWKisr66rr3HTTTfLx8dEnn3zi2HbmzBl9/fXXtR7TvXt35ebmKi8vz7Ht6NGjKi4uVrdu3SRJP/74o6ZMmaKFCxfq0Ucf1fjx41VWVlbvHvr06aPKykoVFhbqpptuclrqc3sPMBPCDtAEdOjQQZ9++qlOnDihoqIiVVVVaebMmcrLy9OcOXN07Ngx/e1vf9OiRYuUkJCgZs2a1XrcTTfdpM8//1w7duzQ119/reeee07p6elX1U98fLx27NihnJwcZWZmas+ePY4QMGDAAPn7++uZZ57RN998o40bN2rt2rVXfc5DhgzR+++/r/fff1/Hjh3TzJkzdfbs2auu07JlS02bNk1PPvmkdu/eraysLE2ZMsUxRzUZOnSobr75Zo0fP16ZmZn67LPPNGnSJA0aNMhx22zGjBmKjIzUs88+q6VLl8owjFqfHapLD507d9b48eM1adIkbd68WTk5OUpPT9fLL7/seNMNaKoIO0ATMG/ePHl5eal79+5q06aNcnNzdeONN2r79u367LPP1KtXL82YMUPTpk3Ts88+e9njZsyYodGjR2vs2LEaMGCATp8+rZkzZ15VP5WVlZo1a5a6deume++9V126dNGqVaskXXwWZf369dq+fbt69uypv/71r0pMTLzqc546daomT57sCBnR0dEaPHjwVdeRLr6xddddd2nkyJEaOnSo7rjjDvXt27fW8Zc+xblVq1a66667NHToUHXs2FGbNm2SJL3zzjvavn273n33XXl7e8vf318bNmzQX/7yl1qDSV16SE5O1qRJkzR37lx16dJFI0eO1Keffur07BDQFFkMPqITAACYGFd2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqRF2AACAqf0/GAoLMjk6pyIAAAAASUVORK5CYII=",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data5 = data4[data4['total sulfur dioxide']<q5]\n",
- "sns.histplot(data5['total sulfur dioxide'])"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "621c7ebc",
- "metadata": {},
- "source": [
- "Sulphates"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "id": "1eaf15f8",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='sulphates', ylabel='Count'>"
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data5['sulphates'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "id": "9c6626e0",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1.1601999999999997"
- ]
- },
- "execution_count": 33,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "q6 = data5['sulphates'].quantile(0.99)\n",
- "q6"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "id": "2a9e55ce",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='sulphates', ylabel='Count'>"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "data6 = data5[data5['sulphates']<q6]\n",
- "sns.histplot(data6['sulphates'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "id": "500e108c",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='alcohol', ylabel='Count'>"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot(data6['alcohol'])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "id": "e4055951",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality', ylabel='alcohol'>"
- ]
- },
- "execution_count": 36,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(12, 7))\n",
- "sns.boxplot(x='quality',y='alcohol', data=data6,palette='winter')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "3a9ee371",
- "metadata": {},
- "source": [
- "the greater the alcohol content in the wine, the better the wine is rated by the professionals"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "c911e5ef",
- "metadata": {},
- "source": [
- "All features were cleaned up in the first step and can now be used for the model. \n",
- "he target variable Quality will be split into good 1 and bad 0.\n",
- "This changes the Problem from a Regression task to a (binary) categorization task"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "f14ccd52",
- "metadata": {},
- "source": [
- "## Transform the Targetvariable 'Quality' to binary Classification"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "id": "aaa80908",
- "metadata": {},
- "outputs": [],
- "source": [
- "def quality_range(quality):\n",
- " if quality <= 5:\n",
- " return 0\n",
- " elif quality >=6:\n",
- " return 1"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "id": "75bb9089",
- "metadata": {},
- "outputs": [],
- "source": [
- "# make a (deep) copy, to make sure pandas doesn't complain and makes the correct thing\n",
- "# see https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
- "data6 = data6.copy()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 39,
- "id": "d469f222",
- "metadata": {},
- "outputs": [],
- "source": [
- "data6['quality_range'] = data6['quality'].apply(quality_range)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 40,
- "id": "0f031851",
- "metadata": {},
- "outputs": [
- {
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- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>fixed acidity</th>\n",
- " <th>volatile acidity</th>\n",
- " <th>citric acid</th>\n",
- " <th>residual sugar</th>\n",
- " <th>chlorides</th>\n",
- " <th>free sulfur dioxide</th>\n",
- " <th>total sulfur dioxide</th>\n",
- " <th>density</th>\n",
- " <th>pH</th>\n",
- " <th>sulphates</th>\n",
- " <th>alcohol</th>\n",
- " <th>quality</th>\n",
- " <th>quality_range</th>\n",
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- " <td>1484.000000</td>\n",
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- " <th>mean</th>\n",
- " <td>8.331267</td>\n",
- " <td>0.520044</td>\n",
- " <td>0.266961</td>\n",
- " <td>2.427763</td>\n",
- " <td>0.081051</td>\n",
- " <td>15.176550</td>\n",
- " <td>43.828841</td>\n",
- " <td>0.996705</td>\n",
- " <td>3.316846</td>\n",
- " <td>0.643652</td>\n",
- " <td>10.455492</td>\n",
- " <td>5.661725</td>\n",
- " <td>0.546496</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>std</th>\n",
- " <td>1.761040</td>\n",
- " <td>0.165732</td>\n",
- " <td>0.192996</td>\n",
- " <td>0.975109</td>\n",
- " <td>0.020813</td>\n",
- " <td>9.343802</td>\n",
- " <td>29.133109</td>\n",
- " <td>0.001854</td>\n",
- " <td>0.149700</td>\n",
- " <td>0.129927</td>\n",
- " <td>1.071880</td>\n",
- " <td>0.800449</td>\n",
- " <td>0.498001</td>\n",
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- " <td>0.012000</td>\n",
- " <td>1.000000</td>\n",
- " <td>6.000000</td>\n",
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- " <td>2.860000</td>\n",
- " <td>0.330000</td>\n",
- " <td>8.400000</td>\n",
- " <td>3.000000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25%</th>\n",
- " <td>7.100000</td>\n",
- " <td>0.390000</td>\n",
- " <td>0.090000</td>\n",
- " <td>1.900000</td>\n",
- " <td>0.070000</td>\n",
- " <td>7.000000</td>\n",
- " <td>21.000000</td>\n",
- " <td>0.995570</td>\n",
- " <td>3.220000</td>\n",
- " <td>0.550000</td>\n",
- " <td>9.500000</td>\n",
- " <td>5.000000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>50%</th>\n",
- " <td>7.900000</td>\n",
- " <td>0.520000</td>\n",
- " <td>0.250000</td>\n",
- " <td>2.200000</td>\n",
- " <td>0.079000</td>\n",
- " <td>13.000000</td>\n",
- " <td>37.000000</td>\n",
- " <td>0.996700</td>\n",
- " <td>3.315000</td>\n",
- " <td>0.620000</td>\n",
- " <td>10.200000</td>\n",
- " <td>6.000000</td>\n",
- " <td>1.000000</td>\n",
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- " <th>75%</th>\n",
- " <td>9.225000</td>\n",
- " <td>0.630000</td>\n",
- " <td>0.420000</td>\n",
- " <td>2.600000</td>\n",
- " <td>0.089000</td>\n",
- " <td>21.000000</td>\n",
- " <td>59.000000</td>\n",
- " <td>0.997800</td>\n",
- " <td>3.400000</td>\n",
- " <td>0.720000</td>\n",
- " <td>11.100000</td>\n",
- " <td>6.000000</td>\n",
- " <td>1.000000</td>\n",
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- " <th>max</th>\n",
- " <td>15.900000</td>\n",
- " <td>1.010000</td>\n",
- " <td>0.790000</td>\n",
- " <td>8.300000</td>\n",
- " <td>0.222000</td>\n",
- " <td>47.000000</td>\n",
- " <td>143.000000</td>\n",
- " <td>1.003200</td>\n",
- " <td>4.010000</td>\n",
- " <td>1.160000</td>\n",
- " <td>14.900000</td>\n",
- " <td>8.000000</td>\n",
- " <td>1.000000</td>\n",
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- " fixed acidity volatile acidity citric acid residual sugar \\\n",
- "count 1484.000000 1484.000000 1484.000000 1484.000000 \n",
- "mean 8.331267 0.520044 0.266961 2.427763 \n",
- "std 1.761040 0.165732 0.192996 0.975109 \n",
- "min 4.600000 0.120000 0.000000 0.900000 \n",
- "25% 7.100000 0.390000 0.090000 1.900000 \n",
- "50% 7.900000 0.520000 0.250000 2.200000 \n",
- "75% 9.225000 0.630000 0.420000 2.600000 \n",
- "max 15.900000 1.010000 0.790000 8.300000 \n",
- "\n",
- " chlorides free sulfur dioxide total sulfur dioxide density \\\n",
- "count 1484.000000 1484.000000 1484.000000 1484.000000 \n",
- "mean 0.081051 15.176550 43.828841 0.996705 \n",
- "std 0.020813 9.343802 29.133109 0.001854 \n",
- "min 0.012000 1.000000 6.000000 0.990070 \n",
- "25% 0.070000 7.000000 21.000000 0.995570 \n",
- "50% 0.079000 13.000000 37.000000 0.996700 \n",
- "75% 0.089000 21.000000 59.000000 0.997800 \n",
- "max 0.222000 47.000000 143.000000 1.003200 \n",
- "\n",
- " pH sulphates alcohol quality quality_range \n",
- "count 1484.000000 1484.000000 1484.000000 1484.000000 1484.000000 \n",
- "mean 3.316846 0.643652 10.455492 5.661725 0.546496 \n",
- "std 0.149700 0.129927 1.071880 0.800449 0.498001 \n",
- "min 2.860000 0.330000 8.400000 3.000000 0.000000 \n",
- "25% 3.220000 0.550000 9.500000 5.000000 0.000000 \n",
- "50% 3.315000 0.620000 10.200000 6.000000 1.000000 \n",
- "75% 3.400000 0.720000 11.100000 6.000000 1.000000 \n",
- "max 4.010000 1.160000 14.900000 8.000000 1.000000 "
- ]
- },
- "execution_count": 40,
- "metadata": {},
- "output_type": "execute_result"
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- "source": [
- "data6.describe()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 41,
- "id": "cffae27b",
- "metadata": {},
- "outputs": [
- {
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- " <th></th>\n",
- " <th>fixed acidity</th>\n",
- " <th>volatile acidity</th>\n",
- " <th>citric acid</th>\n",
- " <th>residual sugar</th>\n",
- " <th>chlorides</th>\n",
- " <th>free sulfur dioxide</th>\n",
- " <th>total sulfur dioxide</th>\n",
- " <th>density</th>\n",
- " <th>pH</th>\n",
- " <th>sulphates</th>\n",
- " <th>alcohol</th>\n",
- " <th>quality</th>\n",
- " <th>quality_range</th>\n",
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- " <th>0</th>\n",
- " <td>7.4</td>\n",
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- " <td>1.9</td>\n",
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- " <th>1</th>\n",
- " <td>7.8</td>\n",
- " <td>0.88</td>\n",
- " <td>0.00</td>\n",
- " <td>2.6</td>\n",
- " <td>0.098</td>\n",
- " <td>25.0</td>\n",
- " <td>67.0</td>\n",
- " <td>0.9968</td>\n",
- " <td>3.20</td>\n",
- " <td>0.68</td>\n",
- " <td>9.8</td>\n",
- " <td>5</td>\n",
- " <td>0</td>\n",
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- " <th>2</th>\n",
- " <td>7.8</td>\n",
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- " <td>0.04</td>\n",
- " <td>2.3</td>\n",
- " <td>0.092</td>\n",
- " <td>15.0</td>\n",
- " <td>54.0</td>\n",
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- " <td>3.26</td>\n",
- " <td>0.65</td>\n",
- " <td>9.8</td>\n",
- " <td>5</td>\n",
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- " <th>3</th>\n",
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- " <td>0.075</td>\n",
- " <td>17.0</td>\n",
- " <td>60.0</td>\n",
- " <td>0.9980</td>\n",
- " <td>3.16</td>\n",
- " <td>0.58</td>\n",
- " <td>9.8</td>\n",
- " <td>6</td>\n",
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- " <th>4</th>\n",
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- " <td>0.076</td>\n",
- " <td>11.0</td>\n",
- " <td>34.0</td>\n",
- " <td>0.9978</td>\n",
- " <td>3.51</td>\n",
- " <td>0.56</td>\n",
- " <td>9.4</td>\n",
- " <td>5</td>\n",
- " <td>0</td>\n",
- " </tr>\n",
- " </tbody>\n",
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- ],
- "text/plain": [
- " fixed acidity volatile acidity citric acid residual sugar chlorides \\\n",
- "0 7.4 0.70 0.00 1.9 0.076 \n",
- "1 7.8 0.88 0.00 2.6 0.098 \n",
- "2 7.8 0.76 0.04 2.3 0.092 \n",
- "3 11.2 0.28 0.56 1.9 0.075 \n",
- "4 7.4 0.70 0.00 1.9 0.076 \n",
- "\n",
- " free sulfur dioxide total sulfur dioxide density pH sulphates \\\n",
- "0 11.0 34.0 0.9978 3.51 0.56 \n",
- "1 25.0 67.0 0.9968 3.20 0.68 \n",
- "2 15.0 54.0 0.9970 3.26 0.65 \n",
- "3 17.0 60.0 0.9980 3.16 0.58 \n",
- "4 11.0 34.0 0.9978 3.51 0.56 \n",
- "\n",
- " alcohol quality quality_range \n",
- "0 9.4 5 0 \n",
- "1 9.8 5 0 \n",
- "2 9.8 5 0 \n",
- "3 9.8 6 1 \n",
- "4 9.4 5 0 "
- ]
- },
- "execution_count": 41,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "data6.head()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "9db38a0a",
- "metadata": {},
- "source": [
- "With the method quality_range() we have splitted the values of the column 'quality'. All values less than and equal to 5 got the value 0 (, indicating worse then average quality). All values 6 and greater got the value 1 (indicating above average quality)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 42,
- "id": "165875ee",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality_range', ylabel='count'>"
- ]
- },
- "execution_count": 42,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
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cubNPzgcAAAD6Ul2j/Q/+4A/y8MMP99r3yCOP5NRTT02SjB49Os3NzVm/fn3teE9PTzZu3JhJkyYlScaPH58BAwb0WrN79+5s27attuaZGhoaMmzYsF4bAAAAlKaut8d/5CMfyaRJk7JgwYJMnz49P/jBD3LHHXfkjjvuSPLL2+Lb2tqyYMGCjBkzJmPGjMmCBQsyePDgXH755UmSxsbGzJgxI7NmzcqIESMyfPjwzJ49O+PGjat9mzwAAAAci+oa7W9+85uzdu3azJ07NzfffHNGjx6dpUuX5j3veU9tzZw5c7J///7MnDkzHR0dmTBhQtatW5ehQ4fW1ixZsiT9+/fP9OnTs3///kyZMiUrVqxIv3796nFaAAAA0Ccq1Wq1Wu8h6q2rqyuNjY3p7Ow85m6VH3/9XfUeAYA+sOWWK377IvrUjpvH1XsEAPrAKTdurfcIR+T5dmhdn2kHAAAAnptoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgELVNdrnz5+fSqXSa2tubq4dr1armT9/flpaWjJo0KBMnjw5Dz30UK/P6O7uzrXXXpuRI0dmyJAhufTSS7Nr166X+lQAAACgz9X9SvuZZ56Z3bt317atW7fWji1atCiLFy/OsmXLsnnz5jQ3N+f888/P3r17a2va2tqydu3arFmzJvfee2/27duXiy++OAcPHqzH6QAAAECf6V/3Afr373V1/Veq1WqWLl2aefPm5bLLLkuSrFy5Mk1NTVm9enWuueaadHZ2Zvny5fnSl76UqVOnJklWrVqV1tbWbNiwIRdccMFLei4AAADQl+p+pf0nP/lJWlpaMnr06Lz73e/Ov/zLvyRJtm/fnvb29kybNq22tqGhIeeee242bdqUJNmyZUsOHDjQa01LS0vGjh1bW/Nsuru709XV1WsDAACA0tQ12idMmJC77ror3/72t/OFL3wh7e3tmTRpUn7+85+nvb09SdLU1NTrPU1NTbVj7e3tGThwYE444YTnXPNsFi5cmMbGxtrW2trax2cGAAAAR6+u0X7hhRfmj//4jzNu3LhMnTo1f/d3f5fkl7fB/0qlUun1nmq1eti+Z/pta+bOnZvOzs7atnPnzqM4CwAAAHhx1P32+F83ZMiQjBs3Lj/5yU9qz7k/84r5nj17alffm5ub09PTk46Ojudc82waGhoybNiwXhsAAACUpqho7+7uzo9//OOMGjUqo0ePTnNzc9avX1873tPTk40bN2bSpElJkvHjx2fAgAG91uzevTvbtm2rrQEAAIBjVV2/PX727Nm55JJLcsopp2TPnj355Cc/ma6urlx55ZWpVCppa2vLggULMmbMmIwZMyYLFizI4MGDc/nllydJGhsbM2PGjMyaNSsjRozI8OHDM3v27Nrt9gAAAHAsq2u079q1K3/yJ3+Sxx9/PCeeeGL+83/+z7nvvvty6qmnJknmzJmT/fv3Z+bMmeno6MiECROybt26DB06tPYZS5YsSf/+/TN9+vTs378/U6ZMyYoVK9KvX796nRYAAAD0iUq1Wq3We4h66+rqSmNjYzo7O4+559vHX39XvUcAoA9sueWKeo/wsrPj5nH1HgGAPnDKjVvrPcIReb4dWtQz7QAAAMB/EO0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFCoI4r28847L0888cRh+7u6unLeeecd7UwAAABAjjDa77nnnvT09By2/xe/+EW+973vHfVQAAAAQNL/hSz+p3/6p9q/f/SjH6W9vb32+uDBg/nWt76V//Sf/lPfTQcAAAAvYy8o2s8666xUKpVUKpVnvQ1+0KBB+exnP9tnwwEAAMDL2QuK9u3bt6dareZVr3pVfvCDH+TEE0+sHRs4cGBOOumk9OvXr8+HBAAAgJejFxTtp556apLk0KFDL8owAAAAwH94QdH+6x555JHcc8892bNnz2ERf+ONNx71YAAAAPByd0TR/oUvfCF/+qd/mpEjR6a5uTmVSqV2rFKpiHYAAADoA0cU7Z/85CfzqU99Kh/96Ef7eh4AAADg/3dEf6e9o6Mj73znO/t6FgAAAODXHFG0v/Od78y6dev6ehYAAADg1xzR7fGnn356brjhhtx3330ZN25cBgwY0Ov4n/3Zn/XJcAAAAPBydkTRfscdd+T444/Pxo0bs3Hjxl7HKpWKaAcAAIA+cETRvn379r6eAwAAAHiGI3qmHQAAAHjxHdGV9quvvvo3Hv/iF794RMMAAAAA/+GIor2jo6PX6wMHDmTbtm154oknct555/XJYAAAAPByd0TRvnbt2sP2HTp0KDNnzsyrXvWqox4KAAAA6MNn2o877rh85CMfyZIlS/rqIwEAAOBlrU+/iO6nP/1pnn766b78SAAAAHjZOqLb46+77rper6vVanbv3p2/+7u/y5VXXtkngwEAAMDL3RFF+wMPPNDr9XHHHZcTTzwxt95662/9ZnkAAADg+TmiaL/77rv7eg4AAADgGY4o2n/l//2//5eHH344lUolZ5xxRk488cS+mgsAAABe9o7oi+iefPLJXH311Rk1alTOOeecvPWtb01LS0tmzJiRp556qq9nBAAAgJelI4r26667Lhs3bsz//t//O0888USeeOKJ/PVf/3U2btyYWbNm9fWMAAAA8LJ0RLfH/8//+T/zta99LZMnT67te9vb3pZBgwZl+vTpuf322/tqPgAAAHjZOqIr7U899VSampoO23/SSSe5PR4AAAD6yBFF+8SJE/OJT3wiv/jFL2r79u/fn5tuuikTJ07ss+EAAADg5eyIbo9funRpLrzwwpx88sl5wxvekEqlkgcffDANDQ1Zt25dX88IAAAAL0tHFO3jxo3LT37yk6xatSr//M//nGq1mne/+915z3vek0GDBvX1jAAAAPCydES3xy9cuDBf/vKX8/73vz+33nprFi9enPe973358pe/nE9/+tNHNMjChQtTqVTS1tZW21etVjN//vy0tLRk0KBBmTx5ch566KFe7+vu7s61116bkSNHZsiQIbn00kuza9euI5oBAAAASnJE0f4Xf/EXec1rXnPY/jPPPDOf//znX/Dnbd68OXfccUde//rX99q/aNGiLF68OMuWLcvmzZvT3Nyc888/P3v37q2taWtry9q1a7NmzZrce++92bdvXy6++OIcPHjwhZ8YAAAAFOSIor29vT2jRo06bP+JJ56Y3bt3v6DP2rdvX97znvfkC1/4Qk444YTa/mq1mqVLl2bevHm57LLLMnbs2KxcuTJPPfVUVq9enSTp7OzM8uXLc+utt2bq1Kl54xvfmFWrVmXr1q3ZsGHDkZwaAAAAFOOIor21tTXf//73D9v//e9/Py0tLS/osz70oQ/loosuytSpU3vt3759e9rb2zNt2rTavoaGhpx77rnZtGlTkmTLli05cOBArzUtLS0ZO3Zsbc2z6e7uTldXV68NAAAASnNEX0T3vve9L21tbTlw4EDOO++8JMl3vvOdzJkzJ7NmzXren7NmzZr88Ic/zObNmw871t7eniSH/T34pqamPPbYY7U1AwcO7HWF/ldrfvX+Z7Nw4cLcdNNNz3tOAAAAqIcjivY5c+bk3//93zNz5sz09PQkSV7xilfkox/9aObOnfu8PmPnzp35b//tv2XdunV5xSte8ZzrKpVKr9fVavWwfc/029bMnTs31113Xe11V1dXWltbn9fcAAAA8FI5omivVCr59Kc/nRtuuCE//vGPM2jQoIwZMyYNDQ3P+zO2bNmSPXv2ZPz48bV9Bw8ezHe/+90sW7YsDz/8cJLDn5/fs2dP7ep7c3Nzenp60tHR0etq+549ezJp0qTn/NkNDQ0vaFYAAACohyN6pv1Xjj/++Lz5zW/O2LFjX3AET5kyJVu3bs2DDz5Y284+++y85z3vyYMPPphXvepVaW5uzvr162vv6enpycaNG2tBPn78+AwYMKDXmt27d2fbtm2/MdoBAADgWHBEV9r7wtChQzN27Nhe+4YMGZIRI0bU9re1tWXBggUZM2ZMxowZkwULFmTw4MG5/PLLkySNjY2ZMWNGZs2alREjRmT48OGZPXt2xo0bd9gX2wEAAMCxpm7R/nzMmTMn+/fvz8yZM9PR0ZEJEyZk3bp1GTp0aG3NkiVL0r9//0yfPj379+/PlClTsmLFivTr16+OkwMAAMDRq1Sr1Wq9h6i3rq6uNDY2prOzM8OGDav3OC/I+OvvqvcIAPSBLbdcUe8RXnZ23Dyu3iMA0AdOuXFrvUc4Is+3Q4/qmXYAAADgxSPaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAAAAClXXaL/99tvz+te/PsOGDcuwYcMyceLEfPOb36wdr1armT9/flpaWjJo0KBMnjw5Dz30UK/P6O7uzrXXXpuRI0dmyJAhufTSS7Nr166X+lQAAACgz9U12k8++eT89//+33P//ffn/vvvz3nnnZe3v/3ttTBftGhRFi9enGXLlmXz5s1pbm7O+eefn71799Y+o62tLWvXrs2aNWty7733Zt++fbn44otz8ODBep0WAAAA9Im6Rvsll1ySt73tbTnjjDNyxhln5FOf+lSOP/743HfffalWq1m6dGnmzZuXyy67LGPHjs3KlSvz1FNPZfXq1UmSzs7OLF++PLfeemumTp2aN77xjVm1alW2bt2aDRs21PPUAAAA4KgV80z7wYMHs2bNmjz55JOZOHFitm/fnvb29kybNq22pqGhIeeee242bdqUJNmyZUsOHDjQa01LS0vGjh1bWwMAAADHqv71HmDr1q2ZOHFifvGLX+T444/P2rVr87rXva4W3U1NTb3WNzU15bHHHkuStLe3Z+DAgTnhhBMOW9Pe3v6cP7O7uzvd3d21111dXX11OgAAANBn6n6l/dWvfnUefPDB3HffffnTP/3TXHnllfnRj35UO16pVHqtr1arh+17pt+2ZuHChWlsbKxtra2tR3cSAAAA8CKoe7QPHDgwp59+es4+++wsXLgwb3jDG3Lbbbelubk5SQ67Yr5nz57a1ffm5ub09PSko6PjOdc8m7lz56azs7O27dy5s4/PCgAAAI5e3aP9marVarq7uzN69Og0Nzdn/fr1tWM9PT3ZuHFjJk2alCQZP358BgwY0GvN7t27s23bttqaZ9PQ0FD7M3O/2gAAAKA0dX2m/WMf+1guvPDCtLa2Zu/evVmzZk3uueeefOtb30qlUklbW1sWLFiQMWPGZMyYMVmwYEEGDx6cyy+/PEnS2NiYGTNmZNasWRkxYkSGDx+e2bNnZ9y4cZk6dWo9Tw0AAACOWl2j/d/+7d/y3ve+N7t3705jY2Ne//rX51vf+lbOP//8JMmcOXOyf//+zJw5Mx0dHZkwYULWrVuXoUOH1j5jyZIl6d+/f6ZPn579+/dnypQpWbFiRfr161ev0wIAAIA+UalWq9V6D1FvXV1daWxsTGdn5zF3q/z46++q9wgA9IEtt1xR7xFednbcPK7eIwDQB065cWu9Rzgiz7dDi3umHQAAAPgl0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFEu0AAABQKNEOAAAAhRLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4AAACFqmu0L1y4MG9+85szdOjQnHTSSXnHO96Rhx9+uNeaarWa+fPnp6WlJYMGDcrkyZPz0EMP9VrT3d2da6+9NiNHjsyQIUNy6aWXZteuXS/lqQAAAECfq2u0b9y4MR/60Idy3333Zf369Xn66aczbdq0PPnkk7U1ixYtyuLFi7Ns2bJs3rw5zc3NOf/887N3797amra2tqxduzZr1qzJvffem3379uXiiy/OwYMH63FaAAAA0Cf61/OHf+tb3+r1+s4778xJJ52ULVu25Jxzzkm1Ws3SpUszb968XHbZZUmSlStXpqmpKatXr84111yTzs7OLF++PF/60pcyderUJMmqVavS2tqaDRs25IILLnjJzwsAAAD6QlHPtHd2diZJhg8fniTZvn172tvbM23atNqahoaGnHvuudm0aVOSZMuWLTlw4ECvNS0tLRk7dmxtzTN1d3enq6ur1wYAAAClKSbaq9VqrrvuurzlLW/J2LFjkyTt7e1Jkqampl5rm5qaasfa29szcODAnHDCCc+55pkWLlyYxsbG2tba2trXpwMAAABHrZho//CHP5x/+qd/ype//OXDjlUqlV6vq9XqYfue6TetmTt3bjo7O2vbzp07j3xwAAAAeJEUEe3XXntt/uZv/iZ33313Tj755Nr+5ubmJDnsivmePXtqV9+bm5vT09OTjo6O51zzTA0NDRk2bFivDQAAAEpT12ivVqv58Ic/nP/1v/5X/v7v/z6jR4/udXz06NFpbm7O+vXra/t6enqycePGTJo0KUkyfvz4DBgwoNea3bt3Z9u2bbU1AAAAcCyq67fHf+hDH8rq1avz13/91xk6dGjtinpjY2MGDRqUSqWStra2LFiwIGPGjMmYMWOyYMGCDB48OJdffnlt7YwZMzJr1qyMGDEiw4cPz+zZszNu3Ljat8kDAADAsaiu0X777bcnSSZPntxr/5133pmrrroqSTJnzpzs378/M2fOTEdHRyZMmJB169Zl6NChtfVLlixJ//79M3369Ozfvz9TpkzJihUr0q9fv5fqVAAAAKDPVarVarXeQ9RbV1dXGhsb09nZecw93z7++rvqPQIAfWDLLVfUe4SXnR03j6v3CAD0gVNu3FrvEY7I8+3QIr6IDgAAADicaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAAChUXaP9u9/9bi655JK0tLSkUqnk61//eq/j1Wo18+fPT0tLSwYNGpTJkyfnoYce6rWmu7s71157bUaOHJkhQ4bk0ksvza5du17CswAAAIAXR12j/cknn8wb3vCGLFu27FmPL1q0KIsXL86yZcuyefPmNDc35/zzz8/evXtra9ra2rJ27dqsWbMm9957b/bt25eLL744Bw8efKlOAwAAAF4U/ev5wy+88MJceOGFz3qsWq1m6dKlmTdvXi677LIkycqVK9PU1JTVq1fnmmuuSWdnZ5YvX54vfelLmTp1apJk1apVaW1tzYYNG3LBBRe8ZOcCAAAAfa3YZ9q3b9+e9vb2TJs2rbavoaEh5557bjZt2pQk2bJlSw4cONBrTUtLS8aOHVtb82y6u7vT1dXVawMAAIDSFBvt7e3tSZKmpqZe+5uammrH2tvbM3DgwJxwwgnPuebZLFy4MI2NjbWttbW1j6cHAACAo1dstP9KpVLp9bparR6275l+25q5c+ems7Oztu3cubNPZgUAAIC+VGy0Nzc3J8lhV8z37NlTu/re3Nycnp6edHR0POeaZ9PQ0JBhw4b12gAAAKA0xUb76NGj09zcnPXr19f29fT0ZOPGjZk0aVKSZPz48RkwYECvNbt37862bdtqawAAAOBYVddvj9+3b18effTR2uvt27fnwQcfzPDhw3PKKaekra0tCxYsyJgxYzJmzJgsWLAggwcPzuWXX54kaWxszIwZMzJr1qyMGDEiw4cPz+zZszNu3Ljat8kDAADAsaqu0X7//ffnD//wD2uvr7vuuiTJlVdemRUrVmTOnDnZv39/Zs6cmY6OjkyYMCHr1q3L0KFDa+9ZsmRJ+vfvn+nTp2f//v2ZMmVKVqxYkX79+r3k5wMAAAB9qVKtVqv1HqLeurq60tjYmM7OzmPu+fbx199V7xEA6ANbbrmi3iO87Oy4eVy9RwCgD5xy49Z6j3BEnm+HFvtMOwAAALzciXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAo1O9MtH/uc5/L6NGj84pXvCLjx4/P9773vXqPBAAAAEfldyLav/KVr6StrS3z5s3LAw88kLe+9a258MILs2PHjnqPBgAAAEfsdyLaFy9enBkzZuR973tfXvva12bp0qVpbW3N7bffXu/RAAAA4Ij1r/cAR6unpydbtmzJn//5n/faP23atGzatOlZ39Pd3Z3u7u7a687OziRJV1fXizfoi+Rg9/56jwBAHzgWfwcd6/b+4mC9RwCgDxyrv0N/NXe1Wv2N6475aH/88cdz8ODBNDU19drf1NSU9vb2Z33PwoULc9NNNx22v7W19UWZEQB+m8bPfrDeIwDAsWlhY70nOCp79+5NY+Nzn8MxH+2/UqlUer2uVquH7fuVuXPn5rrrrqu9PnToUP793/89I0aMeM73APXR1dWV1tbW7Ny5M8OGDav3OABwzPA7FMpWrVazd+/etLS0/MZ1x3y0jxw5Mv369TvsqvqePXsOu/r+Kw0NDWloaOi175WvfOWLNSLQB4YNG+Z/OADgCPgdCuX6TVfYf+WY/yK6gQMHZvz48Vm/fn2v/evXr8+kSZPqNBUAAAAcvWP+SnuSXHfddXnve9+bs88+OxMnTswdd9yRHTt25IMf9HwgAAAAx67fiWh/17velZ///Oe5+eabs3v37owdOzbf+MY3cuqpp9Z7NOAoNTQ05BOf+MRhj7QAAL+Z36Hwu6FS/W3fLw8AAADUxTH/TDsAAAD8rhLtAAAAUCjRDgAAAIUS7QAAAFAo0Q4U7XOf+1xGjx6dV7ziFRk/fny+973v1XskACjed7/73VxyySVpaWlJpVLJ17/+9XqPBBwh0Q4U6ytf+Ura2toyb968PPDAA3nrW9+aCy+8MDt27Kj3aABQtCeffDJveMMbsmzZsnqPAhwlf/INKNaECRPypje9Kbfffntt32tf+9q84x3vyMKFC+s4GQAcOyqVStauXZt3vOMd9R4FOAKutANF6unpyZYtWzJt2rRe+6dNm5ZNmzbVaSoAAHhpiXagSI8//ngOHjyYpqamXvubmprS3t5ep6kAAOClJdqBolUqlV6vq9XqYfsAAOB3lWgHijRy5Mj069fvsKvqe/bsOezqOwAA/K4S7UCRBg4cmPHjx2f9+vW99q9fvz6TJk2q01QAAPDS6l/vAQCey3XXXZf3vve9OfvsszNx4sTccccd2bFjRz74wQ/WezQAKNq+ffvy6KOP1l5v3749Dz74YIYPH55TTjmljpMBL5Q/+QYU7XOf+1wWLVqU3bt3Z+zYsVmyZEnOOeeceo8FAEW755578od/+IeH7b/yyiuzYsWKl34g4IiJdgAAACiUZ9oBAACgUKIdAAAACiXaAQAAoFCiHQAAAAol2gEAAKBQoh0AAAAKJdoBAACgUKIdAF5G5s+fn7POOqv2+qqrrso73vGOus0DAPxm/es9AABQP7fddluq1Wrt9eTJk3PWWWdl6dKl9RsKAKgR7QDwMtbY2PiS/8wDBw5kwIABL/nPBYBjkdvjAaAQTz75ZK644oocf/zxGTVqVG699dZMnjw5bW1tSZJKpZKvf/3rvd7zyle+MitWrKi9/uhHP5ozzjgjgwcPzqte9arccMMNOXDgwHP+zF+/Pf6qq67Kxo0bc9ttt6VSqaRSqWT79u05/fTT85nPfKbX+7Zt25bjjjsuP/3pT3/reVUqlXz+85/P29/+9gwZMiSf/OQnc/DgwcyYMSOjR4/OoEGD8upXvzq33Xbbs872mc98JqNGjcqIESPyoQ99qNf57N69OxdddFEGDRqU0aNHZ/Xq1TnttNN63SnQ2dmZD3zgAznppJMybNiwnHfeefnHf/zH3zo3AJTAlXYAKMT111+fu+++O2vXrk1zc3M+9rGPZcuWLb2eQf9thg4dmhUrVqSlpSVbt27N+9///gwdOjRz5sz5re+97bbb8sgjj2Ts2LG5+eabkyQnnnhirr766tx5552ZPXt2be0Xv/jFvPWtb83v/d7vPa+5PvGJT2ThwoVZsmRJ+vXrl0OHDuXkk0/OV7/61YwcOTKbNm3KBz7wgYwaNSrTp0+vve/uu+/OqFGjcvfdd+fRRx/Nu971rpx11ll5//vfnyS54oor8vjjj+eee+7JgAEDct1112XPnj2191er1Vx00UUZPnx4vvGNb6SxsTF/8Rd/kSlTpuSRRx7J8OHDn9f8AFAvoh0ACrBv374sX748d911V84///wkycqVK3PyySe/oM/5+Mc/Xvv3aaedllmzZuUrX/nK84r2xsbGDBw4MIMHD05zc3Nt/3/9r/81N954Y37wgx/k93//93PgwIGsWrUqt9xyy/Oe6/LLL8/VV1/da99NN91U+/fo0aOzadOmfPWrX+0V7SeccEKWLVuWfv365TWveU0uuuiifOc738n73//+/PM//3M2bNiQzZs35+yzz06S/OVf/mXGjBlTe//dd9+drVu3Zs+ePWloaEiSfOYzn8nXv/71fO1rX8sHPvCB530OAFAPoh0ACvDTn/40PT09mThxYm3f8OHD8+pXv/oFfc7Xvva1LF26NI8++mj27duXp59+OsOGDTuq2UaNGpWLLrooX/ziF/P7v//7+du//dv84he/yDvf+c7n/Rm/iupf9/nPfz5/+Zd/mcceeyz79+9PT0/PYXcVnHnmmenXr1+vWbZu3Zokefjhh9O/f/+86U1vqh0//fTTc8IJJ9Reb9myJfv27cuIESN6fe7+/fuf1639AFBvoh0ACvDr3+D+XCqVymHrfv357vvuuy/vfve7c9NNN+WCCy5IY2Nj1qxZk1tvvfWo53vf+96X9773vVmyZEnuvPPOvOtd78rgwYOf9/uHDBnS6/VXv/rVfOQjH8mtt96aiRMnZujQobnlllvyD//wD73WPfML6yqVSg4dOpTkuf+b/fr+Q4cOZdSoUbnnnnsOW/fKV77yec8PAPUi2gGgAKeffnoGDBiQ++67L6ecckqSpKOjI4888kjOPffcJL98vnz37t219/zkJz/JU089VXv9/e9/P6eeemrmzZtX2/fYY4+9oDkGDhyYgwcPHrb/bW97W4YMGZLbb7893/zmN/Pd7373BX3uM33ve9/LpEmTMnPmzNq+F3rl+zWveU2efvrpPPDAAxk/fnyS5NFHH80TTzxRW/OmN70p7e3t6d+/f0477bSjmhkA6sG3xwNAAY4//vjMmDEj119/fb7zne9k27Ztueqqq3Lccf/xq/q8887LsmXL8sMf/jD3339/PvjBD/a6En366adnx44dWbNmTX7605/mf/yP/5G1a9e+oDlOO+20/MM//EN+9rOf5fHHH69d1e7Xr1+uuuqqzJ07N6effnqv2/iPxOmnn577778/3/72t/PII4/khhtuyObNm1/QZ7zmNa/J1KlT84EPfCA/+MEP8sADD+QDH/hABg0alEqlkiSZOnVqJk6cmHe84x359re/nZ/97GfZtGlTPv7xj+f+++8/qnMAgJeCaAeAQtxyyy0555xzcumll2bq1Kl5y1veUruCnCS33nprWltbc8455+Tyyy/P7Nmze92i/va3vz0f+chH8uEPfzhnnXVWNm3alBtuuOEFzTB79uz069cvr3vd63LiiSdmx44dtWMzZsxIT0/PYV8odyQ++MEP5rLLLsu73vWuTJgwIT//+c97XXV/vu666640NTXlnHPOyR/90R/Vvi3/Fa94RZJf3k7/jW98I+ecc06uvvrqnHHGGXn3u9+dn/3sZ2lqajrq8wCAF1ul+nweogMA6mLy5Mk566yzev3d8Xr5/ve/n8mTJ2fXrl3FBu+uXbvS2tqaDRs2ZMqUKfUeBwCOmmfaAYDfqLu7Ozt37swNN9yQ6dOnFxXsf//3f599+/Zl3Lhx2b17d+bMmZPTTjst55xzTr1HA4A+4fZ4AOA3+vKXv5xXv/rV6ezszKJFi3od+6u/+qscf/zxz7qdeeaZL/psBw4cyMc+9rGceeaZ+aM/+qOceOKJueeeew771nkAOFa5PR4AOGJ79+7Nv/3bvz3rsQEDBuTUU099iScCgN8toh0AAAAK5fZ4AAAAKJRoBwAAgEKJdgAAACiUaAcAAIBCiXYAAAAolGgHAACAQol2AAAAKJRoBwAAgEL9f1ACoqcbDi25AAAAAElFTkSuQmCC",
- "text/plain": [
- "<Figure size 1200x800 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize =(12, 8))\n",
- "sns.countplot(data=data6, x=\"quality_range\")"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "86885112",
- "metadata": {},
- "source": [
- "The Target variable is balanced"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "id": "c5e9d126",
- "metadata": {},
- "outputs": [],
- "source": [
- "data6.drop('quality', axis=1, inplace=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 44,
- "id": "e2cc5f3f",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>fixed acidity</th>\n",
- " <th>volatile acidity</th>\n",
- " <th>citric acid</th>\n",
- " <th>residual sugar</th>\n",
- " <th>chlorides</th>\n",
- " <th>free sulfur dioxide</th>\n",
- " <th>total sulfur dioxide</th>\n",
- " <th>density</th>\n",
- " <th>pH</th>\n",
- " <th>sulphates</th>\n",
- " <th>alcohol</th>\n",
- " <th>quality_range</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>count</th>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " <td>1484.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>mean</th>\n",
- " <td>8.331267</td>\n",
- " <td>0.520044</td>\n",
- " <td>0.266961</td>\n",
- " <td>2.427763</td>\n",
- " <td>0.081051</td>\n",
- " <td>15.176550</td>\n",
- " <td>43.828841</td>\n",
- " <td>0.996705</td>\n",
- " <td>3.316846</td>\n",
- " <td>0.643652</td>\n",
- " <td>10.455492</td>\n",
- " <td>0.546496</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>std</th>\n",
- " <td>1.761040</td>\n",
- " <td>0.165732</td>\n",
- " <td>0.192996</td>\n",
- " <td>0.975109</td>\n",
- " <td>0.020813</td>\n",
- " <td>9.343802</td>\n",
- " <td>29.133109</td>\n",
- " <td>0.001854</td>\n",
- " <td>0.149700</td>\n",
- " <td>0.129927</td>\n",
- " <td>1.071880</td>\n",
- " <td>0.498001</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>min</th>\n",
- " <td>4.600000</td>\n",
- " <td>0.120000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.900000</td>\n",
- " <td>0.012000</td>\n",
- " <td>1.000000</td>\n",
- " <td>6.000000</td>\n",
- " <td>0.990070</td>\n",
- " <td>2.860000</td>\n",
- " <td>0.330000</td>\n",
- " <td>8.400000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25%</th>\n",
- " <td>7.100000</td>\n",
- " <td>0.390000</td>\n",
- " <td>0.090000</td>\n",
- " <td>1.900000</td>\n",
- " <td>0.070000</td>\n",
- " <td>7.000000</td>\n",
- " <td>21.000000</td>\n",
- " <td>0.995570</td>\n",
- " <td>3.220000</td>\n",
- " <td>0.550000</td>\n",
- " <td>9.500000</td>\n",
- " <td>0.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>50%</th>\n",
- " <td>7.900000</td>\n",
- " <td>0.520000</td>\n",
- " <td>0.250000</td>\n",
- " <td>2.200000</td>\n",
- " <td>0.079000</td>\n",
- " <td>13.000000</td>\n",
- " <td>37.000000</td>\n",
- " <td>0.996700</td>\n",
- " <td>3.315000</td>\n",
- " <td>0.620000</td>\n",
- " <td>10.200000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>75%</th>\n",
- " <td>9.225000</td>\n",
- " <td>0.630000</td>\n",
- " <td>0.420000</td>\n",
- " <td>2.600000</td>\n",
- " <td>0.089000</td>\n",
- " <td>21.000000</td>\n",
- " <td>59.000000</td>\n",
- " <td>0.997800</td>\n",
- " <td>3.400000</td>\n",
- " <td>0.720000</td>\n",
- " <td>11.100000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>max</th>\n",
- " <td>15.900000</td>\n",
- " <td>1.010000</td>\n",
- " <td>0.790000</td>\n",
- " <td>8.300000</td>\n",
- " <td>0.222000</td>\n",
- " <td>47.000000</td>\n",
- " <td>143.000000</td>\n",
- " <td>1.003200</td>\n",
- " <td>4.010000</td>\n",
- " <td>1.160000</td>\n",
- " <td>14.900000</td>\n",
- " <td>1.000000</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " fixed acidity volatile acidity citric acid residual sugar \\\n",
- "count 1484.000000 1484.000000 1484.000000 1484.000000 \n",
- "mean 8.331267 0.520044 0.266961 2.427763 \n",
- "std 1.761040 0.165732 0.192996 0.975109 \n",
- "min 4.600000 0.120000 0.000000 0.900000 \n",
- "25% 7.100000 0.390000 0.090000 1.900000 \n",
- "50% 7.900000 0.520000 0.250000 2.200000 \n",
- "75% 9.225000 0.630000 0.420000 2.600000 \n",
- "max 15.900000 1.010000 0.790000 8.300000 \n",
- "\n",
- " chlorides free sulfur dioxide total sulfur dioxide density \\\n",
- "count 1484.000000 1484.000000 1484.000000 1484.000000 \n",
- "mean 0.081051 15.176550 43.828841 0.996705 \n",
- "std 0.020813 9.343802 29.133109 0.001854 \n",
- "min 0.012000 1.000000 6.000000 0.990070 \n",
- "25% 0.070000 7.000000 21.000000 0.995570 \n",
- "50% 0.079000 13.000000 37.000000 0.996700 \n",
- "75% 0.089000 21.000000 59.000000 0.997800 \n",
- "max 0.222000 47.000000 143.000000 1.003200 \n",
- "\n",
- " pH sulphates alcohol quality_range \n",
- "count 1484.000000 1484.000000 1484.000000 1484.000000 \n",
- "mean 3.316846 0.643652 10.455492 0.546496 \n",
- "std 0.149700 0.129927 1.071880 0.498001 \n",
- "min 2.860000 0.330000 8.400000 0.000000 \n",
- "25% 3.220000 0.550000 9.500000 0.000000 \n",
- "50% 3.315000 0.620000 10.200000 1.000000 \n",
- "75% 3.400000 0.720000 11.100000 1.000000 \n",
- "max 4.010000 1.160000 14.900000 1.000000 "
- ]
- },
- "execution_count": 44,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "data6.describe()"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "3f7132df",
- "metadata": {},
- "source": [
- "## 3.3. Test for Multicollinearity "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 45,
- "id": "5244d321",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: >"
- ]
- },
- "execution_count": 45,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 2000x1000 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(20,10))\n",
- "feature_corr = data6.corr()\n",
- "sns.heatmap(feature_corr, annot=True, cmap='coolwarm')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 46,
- "id": "cd482de5",
- "metadata": {},
- "outputs": [],
- "source": [
- "data6.drop('fixed acidity', axis=1, inplace=True)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d0017e4e",
- "metadata": {},
- "source": [
- "fixed acidity is dropped, as it highly correlates with pH"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 47,
- "id": "5d9dd937",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: >"
- ]
- },
- "execution_count": 47,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 2000x1000 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(20,10))\n",
- "feature_corr = data6.corr()\n",
- "sns.heatmap(feature_corr, annot=True, cmap='coolwarm')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "71aebaa9",
- "metadata": {},
- "source": [
- "## 3.4. Create Test and Training Data "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 48,
- "id": "a0d4a23e",
- "metadata": {},
- "outputs": [],
- "source": [
- "x_train, x_test, y_train, y_test = train_test_split(data6.drop('quality_range', axis=1),data6['quality_range'], test_size=0.2, random_state=365)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "8e2de4ad",
- "metadata": {},
- "source": [
- "# 4. Modelling and Evaluation"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "f7b2532f",
- "metadata": {},
- "source": [
- "## 4.1. Scale and transform Data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 49,
- "id": "0d867167",
- "metadata": {},
- "outputs": [],
- "source": [
- "scaler = StandardScaler()\n",
- "scaler.fit(x_train)\n",
- "\n",
- "X_train = scaler.transform(x_train)\n",
- "X_test = scaler.transform(x_test)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "ef69aa5e",
- "metadata": {},
- "source": [
- "## 4.1 Modellbildung logistsiche Regression"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 50,
- "id": "3616d7c9",
- "metadata": {},
- "outputs": [],
- "source": [
- "model_logistic_regression = LogisticRegression(random_state=0, C=1e8, max_iter=1000)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 51,
- "id": "83357c42",
- "metadata": {},
- "outputs": [],
- "source": [
- "# Train LogistModel\n",
- "model_logistic_regression.fit(x_train,y_train)\n",
- "prediction_test = model_logistic_regression.predict(x_test)\n",
- "prediction_train = model_logistic_regression.predict(x_train)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "9931748e",
- "metadata": {},
- "source": [
- "### Evaluation"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "id": "9fc3f3a6",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Accuracy on the Test dataset: 0.6936026936026936\n"
- ]
- }
- ],
- "source": [
- "acc = metrics.accuracy_score(y_test, prediction_test)\n",
- "print('Accuracy on the Test dataset: {}'.format(acc))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
- "id": "fffee51c",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Trainingsdaten:\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.74 0.74 0.74 534\n",
- " 1 0.78 0.79 0.79 653\n",
- "\n",
- " accuracy 0.76 1187\n",
- " macro avg 0.76 0.76 0.76 1187\n",
- "weighted avg 0.76 0.76 0.76 1187\n",
- "\n",
- "Testdaten:\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.67 0.68 0.67 139\n",
- " 1 0.71 0.71 0.71 158\n",
- "\n",
- " accuracy 0.69 297\n",
- " macro avg 0.69 0.69 0.69 297\n",
- "weighted avg 0.69 0.69 0.69 297\n",
- "\n"
- ]
- }
- ],
- "source": [
- "print(\"Trainingsdaten:\")\n",
- "print(classification_report(y_train,prediction_train))\n",
- "print(\"Testdaten:\")\n",
- "print(classification_report(y_test,prediction_test))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 54,
- "id": "3a78781a",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 47.7222222222222, 'Predicted label')"
- ]
- },
- "execution_count": 54,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x700 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Confusion-Matrix Test dataset\n",
- "cm = confusion_matrix(y_test,prediction_test)\n",
- "df_cm = pd.DataFrame(cm, index=['worse wine','better wine'], columns=['worse wine', 'better wine'],)\n",
- "fig = plt.figure(figsize=[10,7])\n",
- "heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n",
- "heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=14)\n",
- "heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=14)\n",
- "plt.ylabel('True label')\n",
- "plt.xlabel('Predicted label')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 55,
- "id": "b909efc6",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "True Negatives: 94\n",
- "False Positives: 45\n",
- "False Negatives: 46\n",
- "True Positives: 112\n",
- "Recall: 0.7088607594936709\n",
- "Precision: 0.7133757961783439\n"
- ]
- }
- ],
- "source": [
- "# confusion Matrix \n",
- "tn, fp, fn, tp = cm.ravel()\n",
- "recall = tp/(fn+tp)\n",
- "precision = tp/(tp+fp)\n",
- "print(\"True Negatives: \" + str(tn))\n",
- "print(\"False Positives: \" + str(fp))\n",
- "print(\"False Negatives: \" + str(fn))\n",
- "print(\"True Positives: \" + str(tp))\n",
- "print(\"Recall: \" + str(recall))\n",
- "print(\"Precision: \" + str(precision))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 57,
- "id": "23397cbe",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "from sklearn.metrics import roc_curve, auc\n",
- "import matplotlib.pyplot as plt\n",
- "\n",
- "# Assuming model_logistic_regression is your trained model\n",
- "# x_test and y_test are your test data and test labels respectively\n",
- "\n",
- "y_pred_prob = model_logistic_regression.predict_proba(x_test)[:, 1]\n",
- "fpr, tpr, thresholds = roc_curve(y_test, y_pred_prob)\n",
- "roc_auc = auc(fpr, tpr)\n",
- "\n",
- "plt.figure(figsize=(8,6))\n",
- "plt.plot(fpr, tpr, color='blue', lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
- "plt.plot([0, 1], [0, 1], color='grey', lw=2, linestyle='--')\n",
- "plt.xlim([0.0, 1.0])\n",
- "plt.ylim([0.0, 1.05])\n",
- "plt.xlabel('False Positive Rate')\n",
- "plt.ylabel('True Positive Rate')\n",
- "plt.title('Receiver Operating Characteristic')\n",
- "plt.legend(loc=\"lower right\")\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 58,
- "id": "c7aaddcd",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "sulphates 5.186273\n",
- "alcohol 0.913987\n",
- "free sulfur dioxide 0.020072\n",
- "total sulfur dioxide -0.018107\n",
- "residual sugar -0.178077\n",
- "citric acid -1.279958\n",
- "pH -1.626052\n",
- "density -1.934006\n",
- "volatile acidity -3.117129\n",
- "chlorides -3.541015\n",
- "dtype: float64"
- ]
- },
- "execution_count": 58,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# print out Regression parameters (weights and biases)\n",
- "weights = pd.Series(model_logistic_regression.coef_[0], index=x_train.columns.values)\n",
- "weights.sort_values(ascending = False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 60,
- "id": "41a8efc7",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Axes(0.125,0.11;0.775x0.77)\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# grafically ilustrate the most important features of a good wine \n",
- "weights = pd.Series(model_logistic_regression.coef_[0], index=x_train.columns.values)\n",
- "print (weights.sort_values(ascending = False)[:7].plot(kind='bar'))"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "456bf72c",
- "metadata": {},
- "source": [
- "## 3.3 Ein linear Regression"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 61,
- "id": "c81af526",
- "metadata": {},
- "outputs": [],
- "source": [
- "X = data6.drop(['quality_range'], axis=1)\n",
- "Y = data6['quality_range']"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 62,
- "id": "18b309a2",
- "metadata": {},
- "outputs": [],
- "source": [
- "x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=0.2, random_state=365)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 63,
- "id": "52fa9259",
- "metadata": {},
- "outputs": [],
- "source": [
- "model_linear_regression = LinearRegression()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 64,
- "id": "a3368253",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<style>#sk-container-id-1 {\n",
- " /* Definition of color scheme common for light and dark mode */\n",
- " --sklearn-color-text: black;\n",
- " --sklearn-color-line: gray;\n",
- " /* Definition of color scheme for unfitted estimators */\n",
- " --sklearn-color-unfitted-level-0: #fff5e6;\n",
- " --sklearn-color-unfitted-level-1: #f6e4d2;\n",
- " --sklearn-color-unfitted-level-2: #ffe0b3;\n",
- " --sklearn-color-unfitted-level-3: chocolate;\n",
- " /* Definition of color scheme for fitted estimators */\n",
- " --sklearn-color-fitted-level-0: #f0f8ff;\n",
- " --sklearn-color-fitted-level-1: #d4ebff;\n",
- " --sklearn-color-fitted-level-2: #b3dbfd;\n",
- " --sklearn-color-fitted-level-3: cornflowerblue;\n",
- "\n",
- " /* Specific color for light theme */\n",
- " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
- " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
- " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
- " --sklearn-color-icon: #696969;\n",
- "\n",
- " @media (prefers-color-scheme: dark) {\n",
- " /* Redefinition of color scheme for dark theme */\n",
- " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
- " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
- " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
- " --sklearn-color-icon: #878787;\n",
- " }\n",
- "}\n",
- "\n",
- "#sk-container-id-1 {\n",
- " color: var(--sklearn-color-text);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 pre {\n",
- " padding: 0;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 input.sk-hidden--visually {\n",
- " border: 0;\n",
- " clip: rect(1px 1px 1px 1px);\n",
- " clip: rect(1px, 1px, 1px, 1px);\n",
- " height: 1px;\n",
- " margin: -1px;\n",
- " overflow: hidden;\n",
- " padding: 0;\n",
- " position: absolute;\n",
- " width: 1px;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-dashed-wrapped {\n",
- " border: 1px dashed var(--sklearn-color-line);\n",
- " margin: 0 0.4em 0.5em 0.4em;\n",
- " box-sizing: border-box;\n",
- " padding-bottom: 0.4em;\n",
- " background-color: var(--sklearn-color-background);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-container {\n",
- " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
- " but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
- " so we also need the `!important` here to be able to override the\n",
- " default hidden behavior on the sphinx rendered scikit-learn.org.\n",
- " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
- " display: inline-block !important;\n",
- " position: relative;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-text-repr-fallback {\n",
- " display: none;\n",
- "}\n",
- "\n",
- "div.sk-parallel-item,\n",
- "div.sk-serial,\n",
- "div.sk-item {\n",
- " /* draw centered vertical line to link estimators */\n",
- " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
- " background-size: 2px 100%;\n",
- " background-repeat: no-repeat;\n",
- " background-position: center center;\n",
- "}\n",
- "\n",
- "/* Parallel-specific style estimator block */\n",
- "\n",
- "#sk-container-id-1 div.sk-parallel-item::after {\n",
- " content: \"\";\n",
- " width: 100%;\n",
- " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
- " flex-grow: 1;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-parallel {\n",
- " display: flex;\n",
- " align-items: stretch;\n",
- " justify-content: center;\n",
- " background-color: var(--sklearn-color-background);\n",
- " position: relative;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-parallel-item {\n",
- " display: flex;\n",
- " flex-direction: column;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
- " align-self: flex-end;\n",
- " width: 50%;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
- " align-self: flex-start;\n",
- " width: 50%;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
- " width: 0;\n",
- "}\n",
- "\n",
- "/* Serial-specific style estimator block */\n",
- "\n",
- "#sk-container-id-1 div.sk-serial {\n",
- " display: flex;\n",
- " flex-direction: column;\n",
- " align-items: center;\n",
- " background-color: var(--sklearn-color-background);\n",
- " padding-right: 1em;\n",
- " padding-left: 1em;\n",
- "}\n",
- "\n",
- "\n",
- "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
- "clickable and can be expanded/collapsed.\n",
- "- Pipeline and ColumnTransformer use this feature and define the default style\n",
- "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
- "*/\n",
- "\n",
- "/* Pipeline and ColumnTransformer style (default) */\n",
- "\n",
- "#sk-container-id-1 div.sk-toggleable {\n",
- " /* Default theme specific background. It is overwritten whether we have a\n",
- " specific estimator or a Pipeline/ColumnTransformer */\n",
- " background-color: var(--sklearn-color-background);\n",
- "}\n",
- "\n",
- "/* Toggleable label */\n",
- "#sk-container-id-1 label.sk-toggleable__label {\n",
- " cursor: pointer;\n",
- " display: block;\n",
- " width: 100%;\n",
- " margin-bottom: 0;\n",
- " padding: 0.5em;\n",
- " box-sizing: border-box;\n",
- " text-align: center;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
- " /* Arrow on the left of the label */\n",
- " content: \"â–¸\";\n",
- " float: left;\n",
- " margin-right: 0.25em;\n",
- " color: var(--sklearn-color-icon);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
- " color: var(--sklearn-color-text);\n",
- "}\n",
- "\n",
- "/* Toggleable content - dropdown */\n",
- "\n",
- "#sk-container-id-1 div.sk-toggleable__content {\n",
- " max-height: 0;\n",
- " max-width: 0;\n",
- " overflow: hidden;\n",
- " text-align: left;\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-0);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
- " /* fitted */\n",
- " background-color: var(--sklearn-color-fitted-level-0);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-toggleable__content pre {\n",
- " margin: 0.2em;\n",
- " border-radius: 0.25em;\n",
- " color: var(--sklearn-color-text);\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-0);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-fitted-level-0);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
- " /* Expand drop-down */\n",
- " max-height: 200px;\n",
- " max-width: 100%;\n",
- " overflow: auto;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
- " content: \"â–¾\";\n",
- "}\n",
- "\n",
- "/* Pipeline/ColumnTransformer-specific style */\n",
- "\n",
- "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
- " color: var(--sklearn-color-text);\n",
- " background-color: var(--sklearn-color-unfitted-level-2);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
- " background-color: var(--sklearn-color-fitted-level-2);\n",
- "}\n",
- "\n",
- "/* Estimator-specific style */\n",
- "\n",
- "/* Colorize estimator box */\n",
- "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-2);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
- " /* fitted */\n",
- " background-color: var(--sklearn-color-fitted-level-2);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
- "#sk-container-id-1 div.sk-label label {\n",
- " /* The background is the default theme color */\n",
- " color: var(--sklearn-color-text-on-default-background);\n",
- "}\n",
- "\n",
- "/* On hover, darken the color of the background */\n",
- "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
- " color: var(--sklearn-color-text);\n",
- " background-color: var(--sklearn-color-unfitted-level-2);\n",
- "}\n",
- "\n",
- "/* Label box, darken color on hover, fitted */\n",
- "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
- " color: var(--sklearn-color-text);\n",
- " background-color: var(--sklearn-color-fitted-level-2);\n",
- "}\n",
- "\n",
- "/* Estimator label */\n",
- "\n",
- "#sk-container-id-1 div.sk-label label {\n",
- " font-family: monospace;\n",
- " font-weight: bold;\n",
- " display: inline-block;\n",
- " line-height: 1.2em;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-label-container {\n",
- " text-align: center;\n",
- "}\n",
- "\n",
- "/* Estimator-specific */\n",
- "#sk-container-id-1 div.sk-estimator {\n",
- " font-family: monospace;\n",
- " border: 1px dotted var(--sklearn-color-border-box);\n",
- " border-radius: 0.25em;\n",
- " box-sizing: border-box;\n",
- " margin-bottom: 0.5em;\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-0);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-estimator.fitted {\n",
- " /* fitted */\n",
- " background-color: var(--sklearn-color-fitted-level-0);\n",
- "}\n",
- "\n",
- "/* on hover */\n",
- "#sk-container-id-1 div.sk-estimator:hover {\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-2);\n",
- "}\n",
- "\n",
- "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
- " /* fitted */\n",
- " background-color: var(--sklearn-color-fitted-level-2);\n",
- "}\n",
- "\n",
- "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
- "\n",
- "/* Common style for \"i\" and \"?\" */\n",
- "\n",
- ".sk-estimator-doc-link,\n",
- "a:link.sk-estimator-doc-link,\n",
- "a:visited.sk-estimator-doc-link {\n",
- " float: right;\n",
- " font-size: smaller;\n",
- " line-height: 1em;\n",
- " font-family: monospace;\n",
- " background-color: var(--sklearn-color-background);\n",
- " border-radius: 1em;\n",
- " height: 1em;\n",
- " width: 1em;\n",
- " text-decoration: none !important;\n",
- " margin-left: 1ex;\n",
- " /* unfitted */\n",
- " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
- " color: var(--sklearn-color-unfitted-level-1);\n",
- "}\n",
- "\n",
- ".sk-estimator-doc-link.fitted,\n",
- "a:link.sk-estimator-doc-link.fitted,\n",
- "a:visited.sk-estimator-doc-link.fitted {\n",
- " /* fitted */\n",
- " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
- " color: var(--sklearn-color-fitted-level-1);\n",
- "}\n",
- "\n",
- "/* On hover */\n",
- "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
- ".sk-estimator-doc-link:hover,\n",
- "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
- ".sk-estimator-doc-link:hover {\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-3);\n",
- " color: var(--sklearn-color-background);\n",
- " text-decoration: none;\n",
- "}\n",
- "\n",
- "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
- ".sk-estimator-doc-link.fitted:hover,\n",
- "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
- ".sk-estimator-doc-link.fitted:hover {\n",
- " /* fitted */\n",
- " background-color: var(--sklearn-color-fitted-level-3);\n",
- " color: var(--sklearn-color-background);\n",
- " text-decoration: none;\n",
- "}\n",
- "\n",
- "/* Span, style for the box shown on hovering the info icon */\n",
- ".sk-estimator-doc-link span {\n",
- " display: none;\n",
- " z-index: 9999;\n",
- " position: relative;\n",
- " font-weight: normal;\n",
- " right: .2ex;\n",
- " padding: .5ex;\n",
- " margin: .5ex;\n",
- " width: min-content;\n",
- " min-width: 20ex;\n",
- " max-width: 50ex;\n",
- " color: var(--sklearn-color-text);\n",
- " box-shadow: 2pt 2pt 4pt #999;\n",
- " /* unfitted */\n",
- " background: var(--sklearn-color-unfitted-level-0);\n",
- " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
- "}\n",
- "\n",
- ".sk-estimator-doc-link.fitted span {\n",
- " /* fitted */\n",
- " background: var(--sklearn-color-fitted-level-0);\n",
- " border: var(--sklearn-color-fitted-level-3);\n",
- "}\n",
- "\n",
- ".sk-estimator-doc-link:hover span {\n",
- " display: block;\n",
- "}\n",
- "\n",
- "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
- "\n",
- "#sk-container-id-1 a.estimator_doc_link {\n",
- " float: right;\n",
- " font-size: 1rem;\n",
- " line-height: 1em;\n",
- " font-family: monospace;\n",
- " background-color: var(--sklearn-color-background);\n",
- " border-radius: 1rem;\n",
- " height: 1rem;\n",
- " width: 1rem;\n",
- " text-decoration: none;\n",
- " /* unfitted */\n",
- " color: var(--sklearn-color-unfitted-level-1);\n",
- " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
- " /* fitted */\n",
- " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
- " color: var(--sklearn-color-fitted-level-1);\n",
- "}\n",
- "\n",
- "/* On hover */\n",
- "#sk-container-id-1 a.estimator_doc_link:hover {\n",
- " /* unfitted */\n",
- " background-color: var(--sklearn-color-unfitted-level-3);\n",
- " color: var(--sklearn-color-background);\n",
- " text-decoration: none;\n",
- "}\n",
- "\n",
- "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
- " /* fitted */\n",
- " background-color: var(--sklearn-color-fitted-level-3);\n",
- "}\n",
- "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> LinearRegression<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LinearRegression.html\">?<span>Documentation for LinearRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>LinearRegression()</pre></div> </div></div></div></div>"
- ],
- "text/plain": [
- "LinearRegression()"
- ]
- },
- "execution_count": 64,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "model_linear_regression.fit(x_train, y_train)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "id": "5f7e35e6",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "-10.073788720357728\n"
- ]
- }
- ],
- "source": [
- "print(model_linear_regression.intercept_)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 66,
- "id": "f9c415d9",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " 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>Coefficient</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>volatile acidity</th>\n",
- " <td>-0.560376</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>citric acid</th>\n",
- " <td>-0.234547</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>residual sugar</th>\n",
- " <td>-0.035414</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>chlorides</th>\n",
- " <td>-0.557458</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>free sulfur dioxide</th>\n",
- " <td>0.004425</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>total sulfur dioxide</th>\n",
- " <td>-0.003436</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>density</th>\n",
- " <td>9.804198</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>pH</th>\n",
- " <td>-0.254166</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>sulphates</th>\n",
- " <td>0.843459</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>alcohol</th>\n",
- " <td>0.164131</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " Coefficient\n",
- "volatile acidity -0.560376\n",
- "citric acid -0.234547\n",
- "residual sugar -0.035414\n",
- "chlorides -0.557458\n",
- "free sulfur dioxide 0.004425\n",
- "total sulfur dioxide -0.003436\n",
- "density 9.804198\n",
- "pH -0.254166\n",
- "sulphates 0.843459\n",
- "alcohol 0.164131"
- ]
- },
- "execution_count": 66,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "coeff_data = pd.DataFrame(model_linear_regression.coef_, X.columns, columns=['Coefficient'])\n",
- "coeff_data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 67,
- "id": "b5feab3c",
- "metadata": {},
- "outputs": [],
- "source": [
- "predictions = model_linear_regression.predict(x_test)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 68,
- "id": "e0440a5a",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<matplotlib.collections.PathCollection at 0x26369066710>"
- ]
- },
- "execution_count": 68,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(y_test,predictions)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 69,
- "id": "58896901",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: xlabel='quality_range', ylabel='Count'>"
- ]
- },
- "execution_count": 69,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sns.histplot((y_test-predictions),bins=50)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 70,
- "id": "dcd711c9",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "MAE: 0.38968582124065887\n",
- "MSE: 0.20325428149258173\n",
- "RMSE: 0.45083731155770784\n"
- ]
- }
- ],
- "source": [
- "print('MAE:', metrics.mean_absolute_error(y_test, predictions))\n",
- "print('MSE:', metrics.mean_squared_error(y_test, predictions))\n",
- "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, predictions)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 71,
- "id": "20abd7d3",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "R sq: 0.3315244678627578\n"
- ]
- }
- ],
- "source": [
- "print('R sq: ',model_linear_regression.score(x_train,y_train))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 72,
- "id": "89952765",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Correlation: 0.5757816147314516\n"
- ]
- }
- ],
- "source": [
- "print('Correlation: ', math.sqrt(model_linear_regression.score(x_train,y_train)))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 73,
- "id": "816722dc",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "R sq: 0.1836418852481949\n"
- ]
- }
- ],
- "source": [
- "print('R sq: ',model_linear_regression.score(x_test,y_test))"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "e76da5e2",
- "metadata": {},
- "source": [
- "## Tesnorflow Classification"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 74,
- "id": "03a292e8",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'2.16.1'"
- ]
- },
- "execution_count": 74,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "tf.__version__"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 75,
- "id": "7cbe7fb6",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(1187, 10)"
- ]
- },
- "execution_count": 75,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "X_train.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 76,
- "id": "aa982d3b",
- "metadata": {},
- "outputs": [],
- "source": [
- "# Define the Tensor flow Neural Network with Inputlayer, 2x Hiddenlayer and one Outputlayer\n",
- "\n",
- "model = Sequential()\n",
- "model.add(Dense(units=10,activation='relu')) \n",
- "model.add(Dense(units=8,activation='relu')) #Hiddenlayer\n",
- "model.add(Dense(units=5,activation='relu')) #Hiddenlayer\n",
- "\n",
- "model.add(Dense(units=1,activation='sigmoid')) #Outputlayer 1 Target\n",
- "\n",
- "# For a binary classification Problem\n",
- "model.compile(loss='binary_crossentropy', optimizer='adam')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 77,
- "id": "acd211ed",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Epoch 1/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 0.7019 - val_loss: 0.6897\n",
- "Epoch 2/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - loss: 0.6836 - val_loss: 0.6764\n",
- "Epoch 3/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.6592 - val_loss: 0.6509\n",
- "Epoch 4/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.6171 - val_loss: 0.6253\n",
- "Epoch 5/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.5811 - val_loss: 0.6078\n",
- "Epoch 6/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.5387 - val_loss: 0.6024\n",
- "Epoch 7/7\n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step - loss: 0.5137 - val_loss: 0.6025\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "<keras.src.callbacks.history.History at 0x263690e8190>"
- ]
- },
- "execution_count": 77,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "model.fit(x=X_train, \n",
- " y=y_train, \n",
- " epochs=7,\n",
- " validation_data=(X_test, y_test), verbose=1\n",
- " )"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 78,
- "id": "5b50f459",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: >"
- ]
- },
- "execution_count": 78,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "#model.history.history\n",
- "model_loss = pd.DataFrame(model.history.history)\n",
- "# Create a plot to compare the performance on the training dataset to the loss on the validation dataset\n",
- "model_loss.plot()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 79,
- "id": "2bd1eefc",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\u001b[1m10/10\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step \n",
- "\u001b[1m38/38\u001b[0m \u001b[32mâ”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”â”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 844us/step\n"
- ]
- }
- ],
- "source": [
- "#Vorhersagen bestimmen\n",
- "predictions = (model.predict(X_test) > 0.5).astype(\"int32\")\n",
- "prediction = (model.predict(X_train) > 0.5).astype(\"int32\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 80,
- "id": "90bd72c9",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Trainingsdaten:\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.72 0.75 0.73 534\n",
- " 1 0.79 0.76 0.77 653\n",
- "\n",
- " accuracy 0.76 1187\n",
- " macro avg 0.75 0.75 0.75 1187\n",
- "weighted avg 0.76 0.76 0.76 1187\n",
- "\n",
- "Testdaten:\n",
- " precision recall f1-score support\n",
- "\n",
- " 0 0.65 0.68 0.66 139\n",
- " 1 0.71 0.67 0.69 158\n",
- "\n",
- " accuracy 0.68 297\n",
- " macro avg 0.68 0.68 0.68 297\n",
- "weighted avg 0.68 0.68 0.68 297\n",
- "\n"
- ]
- }
- ],
- "source": [
- "# Klassifikations Report\n",
- "print(\"Trainingsdaten:\")\n",
- "print(classification_report(y_train,prediction))\n",
- "print(\"Testdaten:\")\n",
- "print(classification_report(y_test,predictions))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 81,
- "id": "5a7546ed",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 47.7222222222222, 'Predicted label')"
- ]
- },
- "execution_count": 81,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x700 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Confusion-Matrix Testdaten\n",
- "cm = confusion_matrix(y_test,predictions)\n",
- "df_cm = pd.DataFrame(cm, index=['worse wine','better wine'], columns=['worse wine', 'better wine'],)\n",
- "fig = plt.figure(figsize=[10,7])\n",
- "heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n",
- "heatmap.yaxis.set_ticklabels(heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=14)\n",
- "heatmap.xaxis.set_ticklabels(heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=14)\n",
- "plt.ylabel('True label')\n",
- "plt.xlabel('Predicted label')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 82,
- "id": "01636bf7",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "True Negatives: 95\n",
- "False Positives: 44\n",
- "False Negatives: 52\n",
- "True Positives: 106\n",
- "Recall: 0.6708860759493671\n",
- "Precision: 0.7066666666666667\n"
- ]
- }
- ],
- "source": [
- "# Confusion Matrix\n",
- "tn, fp, fn, tp = cm.ravel()\n",
- "recall = tp/(fn+tp)\n",
- "precision = tp/(tp+fp)\n",
- "print(\"True Negatives: \" + str(tn))\n",
- "print(\"False Positives: \" + str(fp))\n",
- "print(\"False Negatives: \" + str(fn))\n",
- "print(\"True Positives: \" + str(tp))\n",
- "print(\"Recall: \" + str(recall))\n",
- "print(\"Precision: \" + str(precision))"
- ]
- }
- ],
- "metadata": {
- "interpreter": {
- "hash": "aab7ff84f4433dd8b68de441cd3c658d57659112bcb62d3bd6aa325045009f13"
- },
- "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": "3.11.5"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
--
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